{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"_This notebook contains code and comments from Section 7.2 of the book [Ensemble Methods for Machine Learning](https://www.manning.com/books/ensemble-methods-for-machine-learning). Please see the book for additional details on this topic. This notebook and code are released under the [MIT license](https://github.com/gkunapuli/ensemble-methods-notebooks/blob/master/LICENSE)._\n",
"\n",
"## 7.4\tCase Study: Demand Forecasting\n",
"Demand forecasting is an important problem that arises in many business contexts, where the goal is to predict the demand for a certain product or commodity. Accurately predicting demand is critical for downstream supply chain management and optimization: to ensure that there is enough supply to meet needs and not too much that there is waste.\n",
"\n",
"In this section, we study the problem of Bike Rental Forecasting. As we see below, the nature of the problem (and especially, the targets/labels) is quite similar to those arising in the areas of weather prediction and analytics, insurance and risk analytics, health informatics, energy demand forecasting, business intelligence and many others.\n",
"\n",
"The Bike Rental data set was the first of several similar publicly available data sets that tracks the usage of bicycle sharing services in major metropolitan areas. These data sets are made publicly available through the UCI Machine Learning Repository.\n",
"\n",
"This data set, first made available in 2013, tracks hourly and daily bicycle rentals of Capital Bike Sharing in Washington DC. In addition, the data set also contains several features describing the weather as well as the time of day and day of the year. \n",
"The overall goal of the problem is to predict the bike rental demand depending on the time of day, the season, and the weather. The demand is measured in total number of users, a count! The total number of users is further composed of casual and registered users. \n",
"\n",
"The number of registered users appears to be fairly consistent across the year, since these are users who presumably use bike sharing as a regular transportation option rather than a recreational activity. This is akin to commuters who have a monthly/annual bus pass for their daily commutes as opposed to, say tourists, who only buy bus tickets as needed.\n",
"Keeping this in mind, we construct a derived data set for our case study that can be used to build a model to forecast the rental bike demand of casual users.\n",
"\n",
"**Problem**: Predict the number of casual bike rental users depending on the time of day, season and weather."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# # Load the original UCI data set, drop some columns and save it for this Case Study\n",
"# data = pd.read_csv('./data/ch07/bikesharing-hour.csv')\n",
"# data = data.drop(['dteday', 'instant', 'yr', 'registered', 'cnt'], axis=1)\n",
"# data.to_csv('./data/ch07/bikesharing.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.4.1 Preprocessing\n",
"Let’s preprocess this data set by normalizing the features, that is, we ensure that each feature is zero mean, unit standard deviation. Normalization is not always the best approach to deal with discrete features. For now though, let’s use this simple preprocessing and keep our focus on ensembles for regression. In Chapter 8, we delve more into preprocessing strategies for these types of features.\n",
"\n",
"The listing below shows our preprocessing steps: it splits the data into training (80% of the data) and test sets (remaining 20% of the data) and applies normalization to the features. As always, we’ll hold out the test set from the training process so that we can evaluate the performance of each of our trained models on the test set. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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" season \n",
" mnth \n",
" hr \n",
" holiday \n",
" weekday \n",
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" 17,379.000 \n",
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" 0.683 \n",
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" \n",
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" 1.107 \n",
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" 6.914 \n",
" 0.167 \n",
" 2.006 \n",
" 0.465 \n",
" 0.639 \n",
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" 0.172 \n",
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" 1.000 \n",
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" 0.621 \n",
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" \n",
" \n",
" max \n",
" 4.000 \n",
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\n",
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"
],
"text/plain": [
" season mnth hr holiday weekday workingday \\\n",
"count 17,379.000 17,379.000 17,379.000 17,379.000 17,379.000 17,379.000 \n",
"mean 2.502 6.538 11.547 0.029 3.004 0.683 \n",
"std 1.107 3.439 6.914 0.167 2.006 0.465 \n",
"min 1.000 1.000 0.000 0.000 0.000 0.000 \n",
"25% 2.000 4.000 6.000 0.000 1.000 0.000 \n",
"50% 3.000 7.000 12.000 0.000 3.000 1.000 \n",
"75% 3.000 10.000 18.000 0.000 5.000 1.000 \n",
"max 4.000 12.000 23.000 1.000 6.000 1.000 \n",
"\n",
" weathersit temp atemp hum windspeed casual \n",
"count 17,379.000 17,379.000 17,379.000 17,379.000 17,379.000 17,379.000 \n",
"mean 1.425 0.497 0.476 0.627 0.190 35.676 \n",
"std 0.639 0.193 0.172 0.193 0.122 49.305 \n",
"min 1.000 0.020 0.000 0.000 0.000 0.000 \n",
"25% 1.000 0.340 0.333 0.480 0.104 4.000 \n",
"50% 1.000 0.500 0.485 0.630 0.194 17.000 \n",
"75% 2.000 0.660 0.621 0.780 0.254 48.000 \n",
"max 4.000 1.000 1.000 1.000 0.851 367.000 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('./data/ch07/bikesharing.csv')\n",
"pd.options.display.float_format = '{:,.3f}'.format\n",
"data.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Listing 7.8**: Preprocessing the Bike Rental Data Set"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Get indices for the features and labels\n",
"labels = data.columns.get_loc('casual')\n",
"features = np.setdiff1d(np.arange(0, len(data.columns), 1), labels)\n",
"\n",
"# Split into train and test sets\n",
"from sklearn.model_selection import train_test_split\n",
"trn, tst = train_test_split(data, test_size=0.2, random_state=42)\n",
"Xtrn, ytrn = trn.values[:, features], trn.values[:, labels]\n",
"Xtst, ytst = tst.values[:, features], tst.values[:, labels]\n",
"\n",
"# Normalize the data\n",
"from sklearn.preprocessing import StandardScaler\n",
"preprocessor = StandardScaler().fit(Xtrn)\n",
"Xtrn, Xtst = preprocessor.transform(Xtrn), preprocessor.transform(Xtst)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n",
"\n",
"counts, bins = np.histogram(ytrn, bins=25)\n",
"ax[0].hist(bins[:-1], bins, weights=counts, rwidth=0.75, edgecolor='k')\n",
"ax[0].set_title('Distribution of count targets, $log(1 + y)$', fontsize=12)\n",
"ax[0].set_xlabel('Number of bikes rented, y', fontsize=12)\n",
"ax[0].set_ylabel('Number of training examples', fontsize=12)\n",
"\n",
"counts, bins = np.histogram(np.log(1 + ytrn), bins=25)\n",
"ax[1].hist(bins[:-1], bins, weights=counts, rwidth=0.75, edgecolor='k')\n",
"ax[1].set_title('Distribution of log-transform of count targets, $log(1 + y)$', fontsize=12)\n",
"ax[1].set_xlabel('log(Number of bikes rented), $log(1 + y)$', fontsize=12)\n",
"ax[1].set_ylabel('Number of training examples', fontsize=12)\n",
"\n",
"fig.tight_layout()\n",
"# plt.savefig('./figures/CH07_F13_Kunapuli.png', format='png', dpi=300, bbox_inches='tight')\n",
"# plt.savefig('./figures/CH07_F13_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### 7.4.2\tGeneralized Linear Models and Stacking\n",
"\n",
"**Listing 7.9**: Training GLMs for Bike Rental Prediction"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 5 folds for each of 5 candidates, totalling 25 fits\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"Fitting 5 folds for each of 5 candidates, totalling 25 fits\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END .......................................alpha=0.0001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END ........................................alpha=0.001; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END .........................................alpha=0.01; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=0.1; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"[CV] END ..........................................alpha=1.0; total time= 0.0s\n",
"Fitting 5 folds for each of 25 candidates, totalling 125 fits\n",
"[CV] END ............................alpha=0.0001, power=1.1; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.1; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.1; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.1; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.1; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.3; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.3; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.3; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.3; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.3; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.5; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.5; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.5; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.5; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.5; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.7; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.7; total time= 0.0s\n",
"[CV] END ............................alpha=0.0001, power=1.7; total time= 0.0s\n",
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"[CV] END ..............................alpha=0.01, power=1.1; total time= 0.0s\n",
"[CV] END ..............................alpha=0.01, power=1.1; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
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"[CV] END ..............................alpha=0.01, power=1.1; total time= 0.0s\n",
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"[CV] END ...............................alpha=1.0, power=1.9; total time= 0.0s\n",
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"[CV] END ...............................alpha=1.0, power=1.9; total time= 0.0s\n"
]
}
],
"source": [
"from sklearn.model_selection import GridSearchCV\n",
"from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
"from sklearn.linear_model import Ridge, PoissonRegressor, TweedieRegressor\n",
"\n",
"parameters = {'GLM: Linear': {'alpha': 10 ** np.arange(-4., 1.)},\n",
" 'GLM: Poisson': {'alpha': 10 ** np.arange(-4., 1.)},\n",
" 'GLM: Tweedie': {'alpha': 10 ** np.arange(-4., 1.), \n",
" 'power': np.linspace(1.1, 1.9, num=5)}}\n",
"\n",
"glms = {'GLM: Linear': Ridge(),\n",
" 'GLM: Poisson': PoissonRegressor(max_iter=1000), \n",
" 'GLM: Tweedie': TweedieRegressor(max_iter=1000)}\n",
"\n",
"best_glms = {}\n",
"results = pd.DataFrame()\n",
"\n",
"for glm_type, glm in glms.items():\n",
" param_tuner = GridSearchCV(glm, parameters[glm_type], cv=5, refit=True, verbose=2)\n",
" param_tuner.fit(Xtrn, ytrn)\n",
" \n",
" best_glms[glm_type] = param_tuner.best_estimator_\n",
" ypred_trn = best_glms[glm_type].predict(Xtrn)\n",
" ypred_tst = best_glms[glm_type].predict(Xtst)\n",
" \n",
" res = {'Method': glm_type, \n",
" 'Train MSE': mean_squared_error(ytrn, ypred_trn),\n",
" 'Train MAE': mean_absolute_error(ytrn, ypred_trn), \n",
" 'Train R2': r2_score(ytrn, ypred_trn), \n",
" 'Test MSE': mean_squared_error(ytst, ypred_tst),\n",
" 'Test MAE': mean_absolute_error(ytst, ypred_tst),\n",
" 'Test R2': r2_score(ytst, ypred_tst)}\n",
" \n",
" results = pd.concat([results, pd.DataFrame([res])], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Method \n",
" Train MSE \n",
" Train MAE \n",
" Train R2 \n",
" Test MSE \n",
" Test MAE \n",
" Test R2 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" GLM: Linear \n",
" 1,368.677 \n",
" 24.964 \n",
" 0.444 \n",
" 1,270.174 \n",
" 23.985 \n",
" 0.447 \n",
" \n",
" \n",
" 1 \n",
" GLM: Poisson \n",
" 1,354.006 \n",
" 21.726 \n",
" 0.450 \n",
" 1,228.898 \n",
" 20.641 \n",
" 0.465 \n",
" \n",
" \n",
" 2 \n",
" GLM: Tweedie \n",
" 1,383.374 \n",
" 21.755 \n",
" 0.438 \n",
" 1,254.304 \n",
" 20.661 \n",
" 0.454 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Method Train MSE Train MAE Train R2 Test MSE Test MAE Test R2\n",
"0 GLM: Linear 1,368.677 24.964 0.444 1,270.174 23.985 0.447\n",
"1 GLM: Poisson 1,354.006 21.726 0.450 1,228.898 20.641 0.465\n",
"2 GLM: Tweedie 1,383.374 21.755 0.438 1,254.304 20.661 0.454"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Listing 7.10**: Stacking GLMs for Bike Rental Prediction"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.neural_network import MLPRegressor\n",
"from sklearn.ensemble import StackingRegressor\n",
"\n",
"base_estimators = list(best_glms.items())\n",
"meta_learner = MLPRegressor(hidden_layer_sizes=(25, 25, 25), max_iter=1000, activation='relu')\n",
"stack = StackingRegressor(base_estimators, final_estimator=meta_learner)\n",
"stack.fit(Xtrn, ytrn)\n",
"\n",
"ypred_trn = stack.predict(Xtrn)\n",
"ypred_tst = stack.predict(Xtst)\n",
" \n",
"res = {'Method': 'GLM Stack', \n",
" 'Train MSE': mean_squared_error(ytrn, ypred_trn),\n",
" 'Train MAE': mean_absolute_error(ytrn, ypred_trn), \n",
" 'Train R2': r2_score(ytrn, ypred_trn), \n",
" 'Test MSE': mean_squared_error(ytst, ypred_tst),\n",
" 'Test MAE': mean_absolute_error(ytst, ypred_tst),\n",
" 'Test R2': r2_score(ytst, ypred_tst)}\n",
"\n",
"results = pd.concat([results, pd.DataFrame([res])], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Method \n",
" Train MSE \n",
" Train MAE \n",
" Train R2 \n",
" Test MSE \n",
" Test MAE \n",
" Test R2 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" GLM: Linear \n",
" 1,368.677 \n",
" 24.964 \n",
" 0.444 \n",
" 1,270.174 \n",
" 23.985 \n",
" 0.447 \n",
" \n",
" \n",
" 1 \n",
" GLM: Poisson \n",
" 1,354.006 \n",
" 21.726 \n",
" 0.450 \n",
" 1,228.898 \n",
" 20.641 \n",
" 0.465 \n",
" \n",
" \n",
" 2 \n",
" GLM: Tweedie \n",
" 1,383.374 \n",
" 21.755 \n",
" 0.438 \n",
" 1,254.304 \n",
" 20.661 \n",
" 0.454 \n",
" \n",
" \n",
" 3 \n",
" GLM Stack \n",
" 975.428 \n",
" 19.011 \n",
" 0.604 \n",
" 927.214 \n",
" 18.199 \n",
" 0.596 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Method Train MSE Train MAE Train R2 Test MSE Test MAE Test R2\n",
"0 GLM: Linear 1,368.677 24.964 0.444 1,270.174 23.985 0.447\n",
"1 GLM: Poisson 1,354.006 21.726 0.450 1,228.898 20.641 0.465\n",
"2 GLM: Tweedie 1,383.374 21.755 0.438 1,254.304 20.661 0.454\n",
"3 GLM Stack 975.428 19.011 0.604 927.214 18.199 0.596"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### 7.4.2 Random Forest and ExtraTrees\n",
"\n",
"**Listing 7.11**: Random Forest and ExtraTrees for Bike Rental Prediction"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'n_estimators': array([200, 300, 400, 500]), 'max_depth': array([4, 5, 6])}\n",
"Fitting 5 folds for each of 12 candidates, totalling 60 fits\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 1.4s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 1.5s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 1.4s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 1.5s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 1.5s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 2.3s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 2.2s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 2.3s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 2.3s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 2.2s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 2.8s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 3.1s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 3.0s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 2.9s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 3.0s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 3.7s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 3.9s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 3.7s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 3.8s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 4.0s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 1.7s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 1.7s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 1.8s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 1.7s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 1.9s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 2.7s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 2.6s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 2.6s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 2.6s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 2.8s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 3.7s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 3.5s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 3.7s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 3.5s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 3.6s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 4.6s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 4.4s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 4.6s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 4.4s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 4.6s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 2.1s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 2.1s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 2.0s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 2.0s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 2.0s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 3.1s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 3.0s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 3.2s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 3.1s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 3.0s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 4.3s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 4.4s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 4.2s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 4.1s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 4.2s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 5.3s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 5.4s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 5.2s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 5.3s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 5.3s\n",
"Fitting 5 folds for each of 12 candidates, totalling 60 fits\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 0.8s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 0.8s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 0.7s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 0.8s\n",
"[CV] END ......................max_depth=4, n_estimators=200; total time= 0.7s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 1.1s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 1.2s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 1.1s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 1.2s\n",
"[CV] END ......................max_depth=4, n_estimators=300; total time= 1.1s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 1.8s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 1.6s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 1.6s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 1.6s\n",
"[CV] END ......................max_depth=4, n_estimators=400; total time= 1.5s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 2.0s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 2.1s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 2.0s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 2.1s\n",
"[CV] END ......................max_depth=4, n_estimators=500; total time= 1.9s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 0.9s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 1.0s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 0.9s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 0.8s\n",
"[CV] END ......................max_depth=5, n_estimators=200; total time= 0.9s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 1.4s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 1.4s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 1.4s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 1.3s\n",
"[CV] END ......................max_depth=5, n_estimators=300; total time= 1.5s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 1.9s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 2.0s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 1.9s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 1.9s\n",
"[CV] END ......................max_depth=5, n_estimators=400; total time= 1.9s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 2.4s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 2.4s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 2.4s\n",
"[CV] END ......................max_depth=5, n_estimators=500; total time= 2.4s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END ......................max_depth=5, n_estimators=500; total time= 2.4s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 1.1s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 1.0s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 1.2s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 1.0s\n",
"[CV] END ......................max_depth=6, n_estimators=200; total time= 1.1s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 1.6s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 1.7s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 1.6s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 1.7s\n",
"[CV] END ......................max_depth=6, n_estimators=300; total time= 1.7s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 2.3s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 2.4s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 2.4s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 2.4s\n",
"[CV] END ......................max_depth=6, n_estimators=400; total time= 2.2s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 2.8s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 3.0s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 2.7s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 2.9s\n",
"[CV] END ......................max_depth=6, n_estimators=500; total time= 3.0s\n"
]
}
],
"source": [
"from sklearn.ensemble import RandomForestRegressor\n",
"from sklearn.ensemble import ExtraTreesRegressor\n",
"\n",
"parameters = {'n_estimators': np.arange(200, 600, step=100), \n",
" 'max_depth': np.arange(4, 7, step=1)}\n",
"\n",
"print(parameters)\n",
"ensembles = {'RF: Squared Error': RandomForestRegressor(criterion='squared_error'),\n",
" 'RF: Poisson': RandomForestRegressor(criterion='poisson'),\n",
" 'XT: Squared Error': ExtraTreesRegressor(criterion='squared_error'), \n",
" 'XT: Poisson': ExtraTreesRegressor(criterion='poisson')}\n",
" \n",
"for ens_type, ensemble in ensembles.items():\n",
" param_tuner = GridSearchCV(ensemble, parameters, cv=5, refit=True, verbose=2)\n",
" param_tuner.fit(Xtrn, ytrn)\n",
" \n",
" ypred_trn = param_tuner.best_estimator_.predict(Xtrn)\n",
" ypred_tst = param_tuner.best_estimator_.predict(Xtst)\n",
" \n",
" res = {'Method': ens_type, \n",
" 'Train MSE': mean_squared_error(ytrn, ypred_trn),\n",
" 'Train MAE': mean_absolute_error(ytrn, ypred_trn), \n",
" 'Train R2': r2_score(ytrn, ypred_trn), \n",
" 'Test MSE': mean_squared_error(ytst, ypred_tst),\n",
" 'Test MAE': mean_absolute_error(ytst, ypred_tst),\n",
" 'Test R2': r2_score(ytst, ypred_tst)}\n",
" \n",
" results = pd.concat([results, pd.DataFrame([res])], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Method \n",
" Train MSE \n",
" Train MAE \n",
" Train R2 \n",
" Test MSE \n",
" Test MAE \n",
" Test R2 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" GLM: Linear \n",
" 1,368.677 \n",
" 24.964 \n",
" 0.444 \n",
" 1,270.174 \n",
" 23.985 \n",
" 0.447 \n",
" \n",
" \n",
" 1 \n",
" GLM: Poisson \n",
" 1,354.006 \n",
" 21.726 \n",
" 0.450 \n",
" 1,228.898 \n",
" 20.641 \n",
" 0.465 \n",
" \n",
" \n",
" 2 \n",
" GLM: Tweedie \n",
" 1,383.374 \n",
" 21.755 \n",
" 0.438 \n",
" 1,254.304 \n",
" 20.661 \n",
" 0.454 \n",
" \n",
" \n",
" 3 \n",
" GLM Stack \n",
" 975.428 \n",
" 19.011 \n",
" 0.604 \n",
" 927.214 \n",
" 18.199 \n",
" 0.596 \n",
" \n",
" \n",
" 4 \n",
" Random Forest \n",
" 494.632 \n",
" 12.512 \n",
" 0.799 \n",
" 486.609 \n",
" 12.261 \n",
" 0.788 \n",
" \n",
" \n",
" 5 \n",
" ExtraTrees \n",
" 560.303 \n",
" 13.833 \n",
" 0.773 \n",
" 554.488 \n",
" 13.641 \n",
" 0.759 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Method Train MSE Train MAE Train R2 Test MSE Test MAE Test R2\n",
"0 GLM: Linear 1,368.677 24.964 0.444 1,270.174 23.985 0.447\n",
"1 GLM: Poisson 1,354.006 21.726 0.450 1,228.898 20.641 0.465\n",
"2 GLM: Tweedie 1,383.374 21.755 0.438 1,254.304 20.661 0.454\n",
"3 GLM Stack 975.428 19.011 0.604 927.214 18.199 0.596\n",
"4 Random Forest 494.632 12.512 0.799 486.609 12.261 0.788\n",
"5 ExtraTrees 560.303 13.833 0.773 554.488 13.641 0.759"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.4.3 Gradient Boosting Models\n",
"\n",
"**Note**: When executed, the parameter selection below occassionally produces ``FitFailedWarning`` for some parameter combinations. This is a known bug in xgboost's implementation of the ``poisson-nloglik`` evaluation metric, and can be ignored for now.\n",
"\n",
"**Listing 7.12**: XGBoost for Bike Rental Prediction"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'max_depth': array([2, 3, 4, 5, 6]), 'learning_rate': array([0.00390625, 0.015625 , 0.0625 , 0.25 , 1. ]), 'colsample_bytree': [0.4, 0.5, 0.6, 0.7, 0.8], 'reg_alpha': [0, 0.01, 0.1, 1, 10], 'reg_lambda': [0, 0.01, 0.1, 0.1, 1, 10]}\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=6, reg_alpha=10, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=6, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=6, reg_alpha=10, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=6, reg_alpha=10, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=6, reg_alpha=10, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0.1, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=0; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0.1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=3, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=6, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=6, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=6, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=6, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=6, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=2, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=2, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=2, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=2, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=2, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=1, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=0, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=0.1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=6, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.3s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=1, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=6, reg_alpha=1, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.0s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=2, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=2, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=6, reg_alpha=1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=6, reg_alpha=1, reg_lambda=10; total time= 0.3s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=6, reg_alpha=1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=6, reg_alpha=1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=6, reg_alpha=1, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=0.1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.01, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=4, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=6, reg_alpha=0.1, reg_lambda=0.1; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=3, reg_alpha=0, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=6, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=6, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=6, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=6, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=6, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=2, reg_alpha=10, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=3, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=4, reg_alpha=10, reg_lambda=0.01; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=0.1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=5, reg_alpha=0, reg_lambda=1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.0s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.00390625, max_depth=2, reg_alpha=0, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=2, reg_alpha=0.1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.25, max_depth=3, reg_alpha=1, reg_lambda=0.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=2, reg_alpha=0.01, reg_lambda=0.01; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=3, reg_alpha=0.01, reg_lambda=1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=4, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=4, reg_alpha=0.01, reg_lambda=10; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=4, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=4, reg_alpha=0.01, reg_lambda=10; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=4, reg_alpha=0.01, reg_lambda=10; total time= 0.2s\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=3, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0.01, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0.01, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0.01, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0.01, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=5, reg_alpha=0.01, reg_lambda=0.01, tweedie_variance_power=1.4; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=4, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.00390625, max_depth=4, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=3, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.0625, max_depth=5, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=2, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.0625, max_depth=2, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.2s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.00390625, max_depth=3, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=6, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.015625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.7999999999999998; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.0625, max_depth=2, reg_alpha=0, reg_lambda=0.1, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=6, reg_alpha=0.01, reg_lambda=1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.6; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.5; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.5; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.5; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.5; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=5, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.5; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=5, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.3s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=0.015625, max_depth=3, reg_alpha=1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.4, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=3, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.1; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=5, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=5, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.00390625, max_depth=6, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=5, reg_alpha=0.1, reg_lambda=0.01, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.015625, max_depth=4, reg_alpha=10, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=1.0, max_depth=6, reg_alpha=1, reg_lambda=0, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=1.0, max_depth=2, reg_alpha=10, reg_lambda=0, tweedie_variance_power=1.4; total time= 0.1s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.3s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.00390625, max_depth=6, reg_alpha=0.01, reg_lambda=0, tweedie_variance_power=1.6; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END colsample_bytree=0.5, learning_rate=0.25, max_depth=6, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.015625, max_depth=4, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.25, max_depth=2, reg_alpha=10, reg_lambda=1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.0625, max_depth=4, reg_alpha=0, reg_lambda=0.01, tweedie_variance_power=1.9; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.3s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.8, learning_rate=0.015625, max_depth=5, reg_alpha=1, reg_lambda=0.1, tweedie_variance_power=1.7; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=5, reg_alpha=1, reg_lambda=1, tweedie_variance_power=1.1; total time= 0.2s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0.1, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=3, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=3, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=3, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=3, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=3, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.2000000000000002; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.6, learning_rate=0.25, max_depth=2, reg_alpha=0.1, reg_lambda=0, tweedie_variance_power=1.9; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=1.0, max_depth=4, reg_alpha=0, reg_lambda=10, tweedie_variance_power=1.7999999999999998; total time= 0.2s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.1s\n",
"[CV] END colsample_bytree=0.7, learning_rate=0.25, max_depth=2, reg_alpha=0.01, reg_lambda=0.1, tweedie_variance_power=1.3; total time= 0.1s\n"
]
}
],
"source": [
"from xgboost import XGBRegressor\n",
"from sklearn.model_selection import RandomizedSearchCV\n",
"\n",
"parameters = {'max_depth': np.arange(2, 7, step=1), \n",
" 'learning_rate': 2**np.arange(-8., 2., step=2),\n",
" 'colsample_bytree': [0.4, 0.5, 0.6, 0.7, 0.8],\n",
" 'reg_alpha': [0, 0.01, 0.1, 1, 10],\n",
" 'reg_lambda': [0, 0.01, 0.1, 1e-1, 1, 10]}\n",
"print(parameters)\n",
"\n",
"ensembles = {'XGB: Squared Error': XGBRegressor(objective='reg:squarederror', eval_metric='poisson-nloglik'),\n",
" 'XGB: Pseudo Huber': XGBRegressor(objective='reg:pseudohubererror', eval_metric='poisson-nloglik'),\n",
" 'XGB: Poisson': XGBRegressor(objective='count:poisson', eval_metric='poisson-nloglik'),\n",
" 'XGB: Tweedie': XGBRegressor(objective='reg:tweedie', eval_metric='poisson-nloglik')}\n",
"\n",
"for ens_type, ensemble in ensembles.items():\n",
" if ens_type == 'XGB: Tweedie':\n",
" parameters['tweedie_variance_power'] = np.linspace(1.1, 1.9, num=9)\n",
" \n",
" param_tuner = RandomizedSearchCV(ensemble, parameters, n_iter=50, cv=5, refit=True, verbose=2)\n",
" param_tuner.fit(Xtrn, ytrn, eval_set=[(Xtst, ytst)], verbose=False)\n",
" \n",
" ypred_trn = param_tuner.best_estimator_.predict(Xtrn)\n",
" ypred_tst = param_tuner.best_estimator_.predict(Xtst)\n",
" \n",
" res = {'Method': ens_type, \n",
" 'Train MSE': mean_squared_error(ytrn, ypred_trn),\n",
" 'Train MAE': mean_absolute_error(ytrn, ypred_trn), \n",
" 'Train R2': r2_score(ytrn, ypred_trn), \n",
" 'Test MSE': mean_squared_error(ytst, ypred_tst),\n",
" 'Test MAE': mean_absolute_error(ytst, ypred_tst),\n",
" 'Test R2': r2_score(ytst, ypred_tst)}\n",
" \n",
" results = pd.concat([results, pd.DataFrame([res])], ignore_index=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(324, (3476,))"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(ytst == 0), ytst.shape"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Method \n",
" Train MSE \n",
" Train MAE \n",
" Train R2 \n",
" Test MSE \n",
" Test MAE \n",
" Test R2 \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" GLM: Linear \n",
" 1,368.677 \n",
" 24.964 \n",
" 0.444 \n",
" 1,270.174 \n",
" 23.985 \n",
" 0.447 \n",
" \n",
" \n",
" 1 \n",
" GLM: Poisson \n",
" 1,354.006 \n",
" 21.726 \n",
" 0.450 \n",
" 1,228.898 \n",
" 20.641 \n",
" 0.465 \n",
" \n",
" \n",
" 2 \n",
" GLM: Tweedie \n",
" 1,383.374 \n",
" 21.755 \n",
" 0.438 \n",
" 1,254.304 \n",
" 20.661 \n",
" 0.454 \n",
" \n",
" \n",
" 3 \n",
" GLM Stack \n",
" 975.428 \n",
" 19.011 \n",
" 0.604 \n",
" 927.214 \n",
" 18.199 \n",
" 0.596 \n",
" \n",
" \n",
" 4 \n",
" Random Forest \n",
" 494.632 \n",
" 12.512 \n",
" 0.799 \n",
" 486.609 \n",
" 12.261 \n",
" 0.788 \n",
" \n",
" \n",
" 5 \n",
" ExtraTrees \n",
" 560.303 \n",
" 13.833 \n",
" 0.773 \n",
" 554.488 \n",
" 13.641 \n",
" 0.759 \n",
" \n",
" \n",
" 6 \n",
" XGB: Squared Error \n",
" 134.926 \n",
" 7.227 \n",
" 0.945 \n",
" 254.099 \n",
" 9.475 \n",
" 0.889 \n",
" \n",
" \n",
" 7 \n",
" XGB: Pseudo Huber \n",
" 335.578 \n",
" 9.999 \n",
" 0.864 \n",
" 360.987 \n",
" 11.274 \n",
" 0.843 \n",
" \n",
" \n",
" 8 \n",
" XGB: Poisson \n",
" 181.602 \n",
" 7.958 \n",
" 0.926 \n",
" 250.034 \n",
" 8.958 \n",
" 0.891 \n",
" \n",
" \n",
" 9 \n",
" XGB: Tweedie \n",
" 139.167 \n",
" 6.958 \n",
" 0.944 \n",
" 231.110 \n",
" 8.648 \n",
" 0.899 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Method Train MSE Train MAE Train R2 Test MSE Test MAE \\\n",
"0 GLM: Linear 1,368.677 24.964 0.444 1,270.174 23.985 \n",
"1 GLM: Poisson 1,354.006 21.726 0.450 1,228.898 20.641 \n",
"2 GLM: Tweedie 1,383.374 21.755 0.438 1,254.304 20.661 \n",
"3 GLM Stack 975.428 19.011 0.604 927.214 18.199 \n",
"4 Random Forest 494.632 12.512 0.799 486.609 12.261 \n",
"5 ExtraTrees 560.303 13.833 0.773 554.488 13.641 \n",
"6 XGB: Squared Error 134.926 7.227 0.945 254.099 9.475 \n",
"7 XGB: Pseudo Huber 335.578 9.999 0.864 360.987 11.274 \n",
"8 XGB: Poisson 181.602 7.958 0.926 250.034 8.958 \n",
"9 XGB: Tweedie 139.167 6.958 0.944 231.110 8.648 \n",
"\n",
" Test R2 \n",
"0 0.447 \n",
"1 0.465 \n",
"2 0.454 \n",
"3 0.596 \n",
"4 0.788 \n",
"5 0.759 \n",
"6 0.889 \n",
"7 0.843 \n",
"8 0.891 \n",
"9 0.899 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'max_depth': array([2, 3, 4, 5, 6]), 'learning_rate': array([0.00390625, 0.015625 , 0.0625 , 0.25 , 1. ]), 'bagging_fraction': [0.4, 0.5, 0.6, 0.7, 0.8], 'lambda_l1': [0, 0.01, 0.1, 1, 10], 'lambda_l2': [0, 0.01, 0.1, 0.1, 1, 10]}\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -106.944\tvalid_0's l2: 584.432\n",
"[2]\tvalid_0's poisson: -104.373\tvalid_0's l2: 518.891\n",
"[3]\tvalid_0's poisson: -102.866\tvalid_0's l2: 481.053\n",
"[4]\tvalid_0's poisson: -102.475\tvalid_0's l2: 471.41\n",
"[5]\tvalid_0's poisson: -100.875\tvalid_0's l2: 465.26\n",
"[6]\tvalid_0's poisson: -99.7871\tvalid_0's l2: 447.617\n",
"[7]\tvalid_0's poisson: -97.6594\tvalid_0's l2: 436.694\n",
"[8]\tvalid_0's poisson: -97.8334\tvalid_0's l2: 433.21\n",
"[9]\tvalid_0's poisson: -97.7836\tvalid_0's l2: 418.754\n",
"[10]\tvalid_0's poisson: -97.7394\tvalid_0's l2: 420.557\n",
"[11]\tvalid_0's poisson: -97.4728\tvalid_0's l2: 421.466\n",
"[12]\tvalid_0's poisson: -97.4873\tvalid_0's l2: 417.351\n",
"[13]\tvalid_0's poisson: -98.2825\tvalid_0's l2: 417.571\n",
"[14]\tvalid_0's poisson: -97.5713\tvalid_0's l2: 415.827\n",
"[15]\tvalid_0's poisson: -98.1014\tvalid_0's l2: 414.143\n",
"[16]\tvalid_0's poisson: -97.8995\tvalid_0's l2: 412.354\n",
"[17]\tvalid_0's poisson: -98.1483\tvalid_0's l2: 394.787\n",
"[18]\tvalid_0's poisson: -97.7739\tvalid_0's l2: 396.431\n",
"[19]\tvalid_0's poisson: -97.5868\tvalid_0's l2: 395.797\n",
"[20]\tvalid_0's poisson: -97.3567\tvalid_0's l2: 394.487\n",
"[21]\tvalid_0's poisson: -97.531\tvalid_0's l2: 395.531\n",
"[22]\tvalid_0's poisson: -97.2271\tvalid_0's l2: 397.59\n",
"[23]\tvalid_0's poisson: -96.9973\tvalid_0's l2: 397.967\n",
"[24]\tvalid_0's poisson: -97.2855\tvalid_0's l2: 396.12\n",
"[25]\tvalid_0's poisson: -96.8961\tvalid_0's l2: 392.415\n",
"[26]\tvalid_0's poisson: -96.6524\tvalid_0's l2: 391.998\n",
"[27]\tvalid_0's poisson: -96.3788\tvalid_0's l2: 390.859\n",
"[28]\tvalid_0's poisson: -96.2436\tvalid_0's l2: 390.971\n",
"[29]\tvalid_0's poisson: -95.6927\tvalid_0's l2: 384.969\n",
"[30]\tvalid_0's poisson: -96.5209\tvalid_0's l2: 385.013\n",
"[31]\tvalid_0's poisson: -96.2182\tvalid_0's l2: 382.923\n",
"[32]\tvalid_0's poisson: -95.7546\tvalid_0's l2: 382.678\n",
"[33]\tvalid_0's poisson: -96.4647\tvalid_0's l2: 381.764\n",
"[34]\tvalid_0's poisson: -95.886\tvalid_0's l2: 382.15\n",
"[35]\tvalid_0's poisson: -95.8\tvalid_0's l2: 381.757\n",
"[36]\tvalid_0's poisson: -95.7913\tvalid_0's l2: 383.563\n",
"[37]\tvalid_0's poisson: -95.6567\tvalid_0's l2: 382.678\n",
"[38]\tvalid_0's poisson: -95.7017\tvalid_0's l2: 380.057\n",
"[39]\tvalid_0's poisson: -95.7082\tvalid_0's l2: 376.2\n",
"[40]\tvalid_0's poisson: -95.3274\tvalid_0's l2: 377.096\n",
"[41]\tvalid_0's poisson: -95.1593\tvalid_0's l2: 375.713\n",
"[42]\tvalid_0's poisson: -95.385\tvalid_0's l2: 376.079\n",
"[43]\tvalid_0's poisson: -96.253\tvalid_0's l2: 374.905\n",
"[44]\tvalid_0's poisson: -96.0824\tvalid_0's l2: 373.732\n",
"[45]\tvalid_0's poisson: -96.3641\tvalid_0's l2: 371.48\n",
"[46]\tvalid_0's poisson: -95.882\tvalid_0's l2: 370.211\n",
"[47]\tvalid_0's poisson: -95.7501\tvalid_0's l2: 369.522\n",
"[48]\tvalid_0's poisson: -95.9008\tvalid_0's l2: 370.087\n",
"[49]\tvalid_0's poisson: -95.9227\tvalid_0's l2: 368.655\n",
"[50]\tvalid_0's poisson: -95.8839\tvalid_0's l2: 369.576\n",
"[51]\tvalid_0's poisson: -96.1052\tvalid_0's l2: 370.04\n",
"[52]\tvalid_0's poisson: -96.197\tvalid_0's l2: 370.779\n",
"[53]\tvalid_0's poisson: -96.7614\tvalid_0's l2: 369.844\n",
"[54]\tvalid_0's poisson: -96.4469\tvalid_0's l2: 370.842\n",
"[55]\tvalid_0's poisson: -96.7235\tvalid_0's l2: 370.661\n",
"[56]\tvalid_0's poisson: -96.423\tvalid_0's l2: 369.824\n",
"[57]\tvalid_0's poisson: -96.1934\tvalid_0's l2: 370.137\n",
"[58]\tvalid_0's poisson: -96.1804\tvalid_0's l2: 371.596\n",
"[59]\tvalid_0's poisson: -96.1321\tvalid_0's l2: 368.69\n",
"[60]\tvalid_0's poisson: -96.7573\tvalid_0's l2: 365.685\n",
"[61]\tvalid_0's poisson: -96.7936\tvalid_0's l2: 363.843\n",
"[62]\tvalid_0's poisson: -96.7628\tvalid_0's l2: 363.922\n",
"[63]\tvalid_0's poisson: -97.1315\tvalid_0's l2: 363.238\n",
"[64]\tvalid_0's poisson: -97.1073\tvalid_0's l2: 363.824\n",
"[65]\tvalid_0's poisson: -96.879\tvalid_0's l2: 364.939\n",
"[66]\tvalid_0's poisson: -97.198\tvalid_0's l2: 365.495\n",
"[67]\tvalid_0's poisson: -97.0992\tvalid_0's l2: 364.885\n",
"[68]\tvalid_0's poisson: -97.0132\tvalid_0's l2: 364.151\n",
"[69]\tvalid_0's poisson: -96.8066\tvalid_0's l2: 364.196\n",
"[70]\tvalid_0's poisson: -96.5724\tvalid_0's l2: 363.809\n",
"[71]\tvalid_0's poisson: -96.4689\tvalid_0's l2: 363.52\n",
"[72]\tvalid_0's poisson: -95.9722\tvalid_0's l2: 363.681\n",
"[73]\tvalid_0's poisson: -95.5883\tvalid_0's l2: 365.239\n",
"[74]\tvalid_0's poisson: -95.6556\tvalid_0's l2: 365.255\n",
"[75]\tvalid_0's poisson: -95.7711\tvalid_0's l2: 363.754\n",
"[76]\tvalid_0's poisson: -95.6361\tvalid_0's l2: 363.614\n",
"[77]\tvalid_0's poisson: -95.1257\tvalid_0's l2: 363.421\n",
"[78]\tvalid_0's poisson: -95.1206\tvalid_0's l2: 363.629\n",
"[79]\tvalid_0's poisson: -95.2538\tvalid_0's l2: 363.53\n",
"[80]\tvalid_0's poisson: -95.2782\tvalid_0's l2: 364.281\n",
"[81]\tvalid_0's poisson: -95.2762\tvalid_0's l2: 363.912\n",
"[82]\tvalid_0's poisson: -95.0371\tvalid_0's l2: 363.48\n",
"[83]\tvalid_0's poisson: -95.0226\tvalid_0's l2: 365.115\n",
"[84]\tvalid_0's poisson: -94.6795\tvalid_0's l2: 364.622\n",
"[85]\tvalid_0's poisson: -94.5895\tvalid_0's l2: 364.314\n",
"[86]\tvalid_0's poisson: -94.7153\tvalid_0's l2: 365.261\n",
"[87]\tvalid_0's poisson: -94.7395\tvalid_0's l2: 365.026\n",
"[88]\tvalid_0's poisson: -94.731\tvalid_0's l2: 364.699\n",
"[89]\tvalid_0's poisson: -94.8757\tvalid_0's l2: 364.554\n",
"[90]\tvalid_0's poisson: -94.2506\tvalid_0's l2: 364.47\n",
"[91]\tvalid_0's poisson: -94.1206\tvalid_0's l2: 362.72\n",
"[92]\tvalid_0's poisson: -94.4477\tvalid_0's l2: 363.821\n",
"[93]\tvalid_0's poisson: -94.6778\tvalid_0's l2: 364.42\n",
"[94]\tvalid_0's poisson: -94.6271\tvalid_0's l2: 364.899\n",
"[95]\tvalid_0's poisson: -94.7532\tvalid_0's l2: 364.859\n",
"[96]\tvalid_0's poisson: -94.7509\tvalid_0's l2: 363.876\n",
"[97]\tvalid_0's poisson: -94.6614\tvalid_0's l2: 364.212\n",
"[98]\tvalid_0's poisson: -94.6395\tvalid_0's l2: 365.039\n",
"[99]\tvalid_0's poisson: -94.5689\tvalid_0's l2: 364.558\n",
"[100]\tvalid_0's poisson: -94.6189\tvalid_0's l2: 364.375\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -106.353\tvalid_0's l2: 606.562\n",
"[2]\tvalid_0's poisson: -105.439\tvalid_0's l2: 511.704\n",
"[3]\tvalid_0's poisson: -105.102\tvalid_0's l2: 482.721\n",
"[4]\tvalid_0's poisson: -103.143\tvalid_0's l2: 457.876\n",
"[5]\tvalid_0's poisson: -103.19\tvalid_0's l2: 422.952\n",
"[6]\tvalid_0's poisson: -102.517\tvalid_0's l2: 419.76\n",
"[7]\tvalid_0's poisson: -102.862\tvalid_0's l2: 414.96\n",
"[8]\tvalid_0's poisson: -102.503\tvalid_0's l2: 414.108\n",
"[9]\tvalid_0's poisson: -101.985\tvalid_0's l2: 408.235\n",
"[10]\tvalid_0's poisson: -101.968\tvalid_0's l2: 401.336\n",
"[11]\tvalid_0's poisson: -101.594\tvalid_0's l2: 405.09\n",
"[12]\tvalid_0's poisson: -101.983\tvalid_0's l2: 402.388\n",
"[13]\tvalid_0's poisson: -101.844\tvalid_0's l2: 392.856\n",
"[14]\tvalid_0's poisson: -101.411\tvalid_0's l2: 395.138\n",
"[15]\tvalid_0's poisson: -100.628\tvalid_0's l2: 394.682\n",
"[16]\tvalid_0's poisson: -100.163\tvalid_0's l2: 389.603\n",
"[17]\tvalid_0's poisson: -100.225\tvalid_0's l2: 389.149\n",
"[18]\tvalid_0's poisson: -100.462\tvalid_0's l2: 388.442\n",
"[19]\tvalid_0's poisson: -100.314\tvalid_0's l2: 386.785\n",
"[20]\tvalid_0's poisson: -100.956\tvalid_0's l2: 386.135\n",
"[21]\tvalid_0's poisson: -99.9131\tvalid_0's l2: 384.913\n",
"[22]\tvalid_0's poisson: -99.7283\tvalid_0's l2: 386.356\n",
"[23]\tvalid_0's poisson: -99.4671\tvalid_0's l2: 388.26\n",
"[24]\tvalid_0's poisson: -99.8722\tvalid_0's l2: 385.634\n",
"[25]\tvalid_0's poisson: -99.5306\tvalid_0's l2: 384.439\n",
"[26]\tvalid_0's poisson: -100.256\tvalid_0's l2: 383.685\n",
"[27]\tvalid_0's poisson: -99.3893\tvalid_0's l2: 377.16\n",
"[28]\tvalid_0's poisson: -98.7698\tvalid_0's l2: 377.944\n",
"[29]\tvalid_0's poisson: -98.7892\tvalid_0's l2: 376.046\n",
"[30]\tvalid_0's poisson: -98.6429\tvalid_0's l2: 374.511\n",
"[31]\tvalid_0's poisson: -98.3563\tvalid_0's l2: 374.271\n",
"[32]\tvalid_0's poisson: -98.3234\tvalid_0's l2: 376.063\n",
"[33]\tvalid_0's poisson: -98.5328\tvalid_0's l2: 375.918\n",
"[34]\tvalid_0's poisson: -98.8819\tvalid_0's l2: 372.746\n",
"[35]\tvalid_0's poisson: -98.6812\tvalid_0's l2: 370.73\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[36]\tvalid_0's poisson: -99.1753\tvalid_0's l2: 370.788\n",
"[37]\tvalid_0's poisson: -99.3483\tvalid_0's l2: 374.391\n",
"[38]\tvalid_0's poisson: -98.9252\tvalid_0's l2: 372.049\n",
"[39]\tvalid_0's poisson: -98.0835\tvalid_0's l2: 372.938\n",
"[40]\tvalid_0's poisson: -98.154\tvalid_0's l2: 372.382\n",
"[41]\tvalid_0's poisson: -97.8547\tvalid_0's l2: 371.91\n",
"[42]\tvalid_0's poisson: -98.0542\tvalid_0's l2: 373.467\n",
"[43]\tvalid_0's poisson: -98.9965\tvalid_0's l2: 374.742\n",
"[44]\tvalid_0's poisson: -98.1695\tvalid_0's l2: 373.356\n",
"[45]\tvalid_0's poisson: -98.4123\tvalid_0's l2: 371.877\n",
"[46]\tvalid_0's poisson: -98.6397\tvalid_0's l2: 372.084\n",
"[47]\tvalid_0's poisson: -98.5452\tvalid_0's l2: 372.919\n",
"[48]\tvalid_0's poisson: -98.2172\tvalid_0's l2: 375.001\n",
"[49]\tvalid_0's poisson: -98.0171\tvalid_0's l2: 373.507\n",
"[50]\tvalid_0's poisson: -98.0264\tvalid_0's l2: 376.062\n",
"[51]\tvalid_0's poisson: -98.0061\tvalid_0's l2: 376.048\n",
"[52]\tvalid_0's poisson: -97.9494\tvalid_0's l2: 376.011\n",
"[53]\tvalid_0's poisson: -98.5687\tvalid_0's l2: 377.5\n",
"[54]\tvalid_0's poisson: -98.5596\tvalid_0's l2: 376.877\n",
"[55]\tvalid_0's poisson: -98.7577\tvalid_0's l2: 377.862\n",
"[56]\tvalid_0's poisson: -98.4797\tvalid_0's l2: 377.549\n",
"[57]\tvalid_0's poisson: -97.8883\tvalid_0's l2: 377.081\n",
"[58]\tvalid_0's poisson: -98.1034\tvalid_0's l2: 377.685\n",
"[59]\tvalid_0's poisson: -98.2534\tvalid_0's l2: 376.102\n",
"[60]\tvalid_0's poisson: -98.2488\tvalid_0's l2: 375.59\n",
"[61]\tvalid_0's poisson: -98.0304\tvalid_0's l2: 374.77\n",
"[62]\tvalid_0's poisson: -97.7617\tvalid_0's l2: 375.306\n",
"[63]\tvalid_0's poisson: -97.8599\tvalid_0's l2: 374.74\n",
"[64]\tvalid_0's poisson: -98.078\tvalid_0's l2: 374.906\n",
"[65]\tvalid_0's poisson: -97.7958\tvalid_0's l2: 375.243\n",
"[66]\tvalid_0's poisson: -98.0541\tvalid_0's l2: 374.163\n",
"[67]\tvalid_0's poisson: -98.347\tvalid_0's l2: 374.185\n",
"[68]\tvalid_0's poisson: -98.159\tvalid_0's l2: 373.954\n",
"[69]\tvalid_0's poisson: -98.2389\tvalid_0's l2: 372.387\n",
"[70]\tvalid_0's poisson: -97.8471\tvalid_0's l2: 373.772\n",
"[71]\tvalid_0's poisson: -97.9935\tvalid_0's l2: 373.83\n",
"[72]\tvalid_0's poisson: -98.04\tvalid_0's l2: 374.596\n",
"[73]\tvalid_0's poisson: -97.9334\tvalid_0's l2: 373.953\n",
"[74]\tvalid_0's poisson: -98.0461\tvalid_0's l2: 372.729\n",
"[75]\tvalid_0's poisson: -97.8977\tvalid_0's l2: 372.434\n",
"[76]\tvalid_0's poisson: -97.429\tvalid_0's l2: 373.296\n",
"[77]\tvalid_0's poisson: -97.45\tvalid_0's l2: 371.671\n",
"[78]\tvalid_0's poisson: -97.5307\tvalid_0's l2: 372.422\n",
"[79]\tvalid_0's poisson: -97.7419\tvalid_0's l2: 372.443\n",
"[80]\tvalid_0's poisson: -97.4377\tvalid_0's l2: 371.338\n",
"[81]\tvalid_0's poisson: -97.6903\tvalid_0's l2: 371.97\n",
"[82]\tvalid_0's poisson: -97.6567\tvalid_0's l2: 371.91\n",
"[83]\tvalid_0's poisson: -97.8253\tvalid_0's l2: 371.143\n",
"[84]\tvalid_0's poisson: -97.8708\tvalid_0's l2: 371.697\n",
"[85]\tvalid_0's poisson: -97.5589\tvalid_0's l2: 371.824\n",
"[86]\tvalid_0's poisson: -97.5935\tvalid_0's l2: 370.756\n",
"[87]\tvalid_0's poisson: -97.4641\tvalid_0's l2: 371.785\n",
"[88]\tvalid_0's poisson: -97.3037\tvalid_0's l2: 372.622\n",
"[89]\tvalid_0's poisson: -97.1584\tvalid_0's l2: 371.596\n",
"[90]\tvalid_0's poisson: -97.4614\tvalid_0's l2: 371.179\n",
"[91]\tvalid_0's poisson: -97.3905\tvalid_0's l2: 371.542\n",
"[92]\tvalid_0's poisson: -97.4592\tvalid_0's l2: 371.131\n",
"[93]\tvalid_0's poisson: -97.1119\tvalid_0's l2: 369.698\n",
"[94]\tvalid_0's poisson: -97.3679\tvalid_0's l2: 369.583\n",
"[95]\tvalid_0's poisson: -97.5011\tvalid_0's l2: 369.618\n",
"[96]\tvalid_0's poisson: -97.3264\tvalid_0's l2: 369.638\n",
"[97]\tvalid_0's poisson: -97.2935\tvalid_0's l2: 367.823\n",
"[98]\tvalid_0's poisson: -97.2086\tvalid_0's l2: 368.237\n",
"[99]\tvalid_0's poisson: -97.373\tvalid_0's l2: 367.917\n",
"[100]\tvalid_0's poisson: -97.5024\tvalid_0's l2: 367.671\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -107.017\tvalid_0's l2: 568.786\n",
"[2]\tvalid_0's poisson: -104.043\tvalid_0's l2: 469.632\n",
"[3]\tvalid_0's poisson: -103.279\tvalid_0's l2: 462.21\n",
"[4]\tvalid_0's poisson: -101.177\tvalid_0's l2: 435.361\n",
"[5]\tvalid_0's poisson: -99.3994\tvalid_0's l2: 425.774\n",
"[6]\tvalid_0's poisson: -98.9531\tvalid_0's l2: 413.035\n",
"[7]\tvalid_0's poisson: -98.194\tvalid_0's l2: 415.59\n",
"[8]\tvalid_0's poisson: -98.4717\tvalid_0's l2: 411.952\n",
"[9]\tvalid_0's poisson: -99.2559\tvalid_0's l2: 413.376\n",
"[10]\tvalid_0's poisson: -99.5773\tvalid_0's l2: 408.633\n",
"[11]\tvalid_0's poisson: -99.0805\tvalid_0's l2: 404.558\n",
"[12]\tvalid_0's poisson: -98.4245\tvalid_0's l2: 398.441\n",
"[13]\tvalid_0's poisson: -98.1787\tvalid_0's l2: 400.995\n",
"[14]\tvalid_0's poisson: -98.0695\tvalid_0's l2: 399.273\n",
"[15]\tvalid_0's poisson: -98.1408\tvalid_0's l2: 395.234\n",
"[16]\tvalid_0's poisson: -96.8268\tvalid_0's l2: 396.966\n",
"[17]\tvalid_0's poisson: -97.0909\tvalid_0's l2: 400.041\n",
"[18]\tvalid_0's poisson: -96.6075\tvalid_0's l2: 400.479\n",
"[19]\tvalid_0's poisson: -97.4165\tvalid_0's l2: 402.72\n",
"[20]\tvalid_0's poisson: -97.5223\tvalid_0's l2: 402.018\n",
"[21]\tvalid_0's poisson: -96.9837\tvalid_0's l2: 400.004\n",
"[22]\tvalid_0's poisson: -97.2213\tvalid_0's l2: 399.907\n",
"[23]\tvalid_0's poisson: -97.3579\tvalid_0's l2: 400\n",
"[24]\tvalid_0's poisson: -96.2544\tvalid_0's l2: 392.166\n",
"[25]\tvalid_0's poisson: -96.1969\tvalid_0's l2: 395.446\n",
"[26]\tvalid_0's poisson: -96.1339\tvalid_0's l2: 392.296\n",
"[27]\tvalid_0's poisson: -96.141\tvalid_0's l2: 391.579\n",
"[28]\tvalid_0's poisson: -96.2626\tvalid_0's l2: 392.072\n",
"[29]\tvalid_0's poisson: -96.1321\tvalid_0's l2: 391.692\n",
"[30]\tvalid_0's poisson: -96.2405\tvalid_0's l2: 392.471\n",
"[31]\tvalid_0's poisson: -96.4335\tvalid_0's l2: 392.602\n",
"[32]\tvalid_0's poisson: -96.2106\tvalid_0's l2: 394.302\n",
"[33]\tvalid_0's poisson: -95.5968\tvalid_0's l2: 393.384\n",
"[34]\tvalid_0's poisson: -96.0197\tvalid_0's l2: 392.388\n",
"[35]\tvalid_0's poisson: -95.9444\tvalid_0's l2: 393.225\n",
"[36]\tvalid_0's poisson: -95.6879\tvalid_0's l2: 397.488\n",
"[37]\tvalid_0's poisson: -95.8365\tvalid_0's l2: 397.825\n",
"[38]\tvalid_0's poisson: -95.6629\tvalid_0's l2: 397.09\n",
"[39]\tvalid_0's poisson: -95.6256\tvalid_0's l2: 399.884\n",
"[40]\tvalid_0's poisson: -95.1614\tvalid_0's l2: 397.089\n",
"[41]\tvalid_0's poisson: -96.2929\tvalid_0's l2: 396.258\n",
"[42]\tvalid_0's poisson: -96.1865\tvalid_0's l2: 397.775\n",
"[43]\tvalid_0's poisson: -95.9288\tvalid_0's l2: 395.874\n",
"[44]\tvalid_0's poisson: -95.5767\tvalid_0's l2: 395.522\n",
"[45]\tvalid_0's poisson: -95.2119\tvalid_0's l2: 393.966\n",
"[46]\tvalid_0's poisson: -95.8525\tvalid_0's l2: 393.926\n",
"[47]\tvalid_0's poisson: -95.7536\tvalid_0's l2: 393.994\n",
"[48]\tvalid_0's poisson: -95.6739\tvalid_0's l2: 393.341\n",
"[49]\tvalid_0's poisson: -95.5194\tvalid_0's l2: 394.072\n",
"[50]\tvalid_0's poisson: -95.3161\tvalid_0's l2: 392.708\n",
"[51]\tvalid_0's poisson: -95.463\tvalid_0's l2: 392.416\n",
"[52]\tvalid_0's poisson: -95.4994\tvalid_0's l2: 390.422\n",
"[53]\tvalid_0's poisson: -95.1151\tvalid_0's l2: 390.424\n",
"[54]\tvalid_0's poisson: -94.8737\tvalid_0's l2: 390.123\n",
"[55]\tvalid_0's poisson: -94.8081\tvalid_0's l2: 391.113\n",
"[56]\tvalid_0's poisson: -94.7554\tvalid_0's l2: 389.618\n",
"[57]\tvalid_0's poisson: -94.4797\tvalid_0's l2: 390.292\n",
"[58]\tvalid_0's poisson: -94.3418\tvalid_0's l2: 388.576\n",
"[59]\tvalid_0's poisson: -94.8366\tvalid_0's l2: 389.138\n",
"[60]\tvalid_0's poisson: -94.1463\tvalid_0's l2: 388.849\n",
"[61]\tvalid_0's poisson: -94.4775\tvalid_0's l2: 389.141\n",
"[62]\tvalid_0's poisson: -94.0519\tvalid_0's l2: 386.978\n",
"[63]\tvalid_0's poisson: -94.4941\tvalid_0's l2: 387.077\n",
"[64]\tvalid_0's poisson: -94.2661\tvalid_0's l2: 388.24\n",
"[65]\tvalid_0's poisson: -94.2503\tvalid_0's l2: 388.005\n",
"[66]\tvalid_0's poisson: -94.7084\tvalid_0's l2: 389.978\n",
"[67]\tvalid_0's poisson: -94.6908\tvalid_0's l2: 390.433\n",
"[68]\tvalid_0's poisson: -94.4442\tvalid_0's l2: 391.654\n",
"[69]\tvalid_0's poisson: -94.7202\tvalid_0's l2: 391.886\n",
"[70]\tvalid_0's poisson: -94.7586\tvalid_0's l2: 391.532\n",
"[71]\tvalid_0's poisson: -93.7007\tvalid_0's l2: 391.337\n",
"[72]\tvalid_0's poisson: -93.7764\tvalid_0's l2: 392.255\n",
"[73]\tvalid_0's poisson: -94.1026\tvalid_0's l2: 392.906\n",
"[74]\tvalid_0's poisson: -93.8311\tvalid_0's l2: 393.948\n",
"[75]\tvalid_0's poisson: -93.6392\tvalid_0's l2: 393.816\n",
"[76]\tvalid_0's poisson: -94.1198\tvalid_0's l2: 394.205\n",
"[77]\tvalid_0's poisson: -93.7036\tvalid_0's l2: 394.833\n",
"[78]\tvalid_0's poisson: -93.0142\tvalid_0's l2: 395.233\n",
"[79]\tvalid_0's poisson: -93.7383\tvalid_0's l2: 394.61\n",
"[80]\tvalid_0's poisson: -93.8062\tvalid_0's l2: 394.585\n",
"[81]\tvalid_0's poisson: -94.4844\tvalid_0's l2: 394.173\n",
"[82]\tvalid_0's poisson: -94.5248\tvalid_0's l2: 394.36\n",
"[83]\tvalid_0's poisson: -94.4232\tvalid_0's l2: 394.432\n",
"[84]\tvalid_0's poisson: -94.095\tvalid_0's l2: 394.72\n",
"[85]\tvalid_0's poisson: -94.0782\tvalid_0's l2: 394.383\n",
"[86]\tvalid_0's poisson: -94.3149\tvalid_0's l2: 395.232\n",
"[87]\tvalid_0's poisson: -95.026\tvalid_0's l2: 393.76\n",
"[88]\tvalid_0's poisson: -94.8729\tvalid_0's l2: 393.893\n",
"[89]\tvalid_0's poisson: -94.4378\tvalid_0's l2: 393.289\n",
"[90]\tvalid_0's poisson: -94.1192\tvalid_0's l2: 393.429\n",
"[91]\tvalid_0's poisson: -94.6996\tvalid_0's l2: 393.368\n",
"[92]\tvalid_0's poisson: -94.5777\tvalid_0's l2: 394.629\n",
"[93]\tvalid_0's poisson: -94.1554\tvalid_0's l2: 396.161\n",
"[94]\tvalid_0's poisson: -94.2093\tvalid_0's l2: 395.809\n",
"[95]\tvalid_0's poisson: -93.7224\tvalid_0's l2: 396.733\n",
"[96]\tvalid_0's poisson: -93.9292\tvalid_0's l2: 395.696\n",
"[97]\tvalid_0's poisson: -94.2447\tvalid_0's l2: 396.003\n",
"[98]\tvalid_0's poisson: -94.3403\tvalid_0's l2: 394.487\n",
"[99]\tvalid_0's poisson: -94.3154\tvalid_0's l2: 394.435\n",
"[100]\tvalid_0's poisson: -94.1306\tvalid_0's l2: 395.084\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -106.976\tvalid_0's l2: 565.552\n",
"[2]\tvalid_0's poisson: -106.202\tvalid_0's l2: 486.5\n",
"[3]\tvalid_0's poisson: -102.952\tvalid_0's l2: 456.509\n",
"[4]\tvalid_0's poisson: -102.625\tvalid_0's l2: 437.087\n",
"[5]\tvalid_0's poisson: -102.724\tvalid_0's l2: 412.249\n",
"[6]\tvalid_0's poisson: -101.988\tvalid_0's l2: 411.047\n",
"[7]\tvalid_0's poisson: -101.304\tvalid_0's l2: 411.214\n",
"[8]\tvalid_0's poisson: -100.915\tvalid_0's l2: 408.172\n",
"[9]\tvalid_0's poisson: -100.581\tvalid_0's l2: 406.401\n",
"[10]\tvalid_0's poisson: -100.094\tvalid_0's l2: 406.09\n",
"[11]\tvalid_0's poisson: -100.219\tvalid_0's l2: 398.881\n",
"[12]\tvalid_0's poisson: -99.8909\tvalid_0's l2: 392.348\n",
"[13]\tvalid_0's poisson: -100.414\tvalid_0's l2: 389.437\n",
"[14]\tvalid_0's poisson: -100.645\tvalid_0's l2: 384.34\n",
"[15]\tvalid_0's poisson: -99.721\tvalid_0's l2: 385.773\n",
"[16]\tvalid_0's poisson: -99.1707\tvalid_0's l2: 382.642\n",
"[17]\tvalid_0's poisson: -99.6321\tvalid_0's l2: 381.934\n",
"[18]\tvalid_0's poisson: -99.6655\tvalid_0's l2: 382.619\n",
"[19]\tvalid_0's poisson: -100.011\tvalid_0's l2: 385.678\n",
"[20]\tvalid_0's poisson: -99.9239\tvalid_0's l2: 384.851\n",
"[21]\tvalid_0's poisson: -99.1364\tvalid_0's l2: 383.455\n",
"[22]\tvalid_0's poisson: -98.9178\tvalid_0's l2: 383.759\n",
"[23]\tvalid_0's poisson: -99.0591\tvalid_0's l2: 379.687\n",
"[24]\tvalid_0's poisson: -99.0402\tvalid_0's l2: 380.337\n",
"[25]\tvalid_0's poisson: -98.3656\tvalid_0's l2: 381.29\n",
"[26]\tvalid_0's poisson: -98.4299\tvalid_0's l2: 381.392\n",
"[27]\tvalid_0's poisson: -98.228\tvalid_0's l2: 379.431\n",
"[28]\tvalid_0's poisson: -98.3515\tvalid_0's l2: 376.69\n",
"[29]\tvalid_0's poisson: -98.0859\tvalid_0's l2: 377.95\n",
"[30]\tvalid_0's poisson: -97.9476\tvalid_0's l2: 376.381\n",
"[31]\tvalid_0's poisson: -98.2125\tvalid_0's l2: 374.591\n",
"[32]\tvalid_0's poisson: -97.9216\tvalid_0's l2: 373.876\n",
"[33]\tvalid_0's poisson: -97.8327\tvalid_0's l2: 374.312\n",
"[34]\tvalid_0's poisson: -98.163\tvalid_0's l2: 370.817\n",
"[35]\tvalid_0's poisson: -97.8445\tvalid_0's l2: 370.407\n",
"[36]\tvalid_0's poisson: -97.6795\tvalid_0's l2: 370.081\n",
"[37]\tvalid_0's poisson: -98.1772\tvalid_0's l2: 370.003\n",
"[38]\tvalid_0's poisson: -97.538\tvalid_0's l2: 370.088\n",
"[39]\tvalid_0's poisson: -98.1486\tvalid_0's l2: 368.837\n",
"[40]\tvalid_0's poisson: -98.3054\tvalid_0's l2: 370.686\n",
"[41]\tvalid_0's poisson: -98.1579\tvalid_0's l2: 367.272\n",
"[42]\tvalid_0's poisson: -98.2283\tvalid_0's l2: 368.373\n",
"[43]\tvalid_0's poisson: -98.2624\tvalid_0's l2: 366.254\n",
"[44]\tvalid_0's poisson: -97.7847\tvalid_0's l2: 365.554\n",
"[45]\tvalid_0's poisson: -97.8962\tvalid_0's l2: 365.815\n",
"[46]\tvalid_0's poisson: -97.9618\tvalid_0's l2: 364.588\n",
"[47]\tvalid_0's poisson: -97.6085\tvalid_0's l2: 365.734\n",
"[48]\tvalid_0's poisson: -98.0349\tvalid_0's l2: 365.878\n",
"[49]\tvalid_0's poisson: -97.0211\tvalid_0's l2: 369.362\n",
"[50]\tvalid_0's poisson: -97.296\tvalid_0's l2: 368.044\n",
"[51]\tvalid_0's poisson: -96.3211\tvalid_0's l2: 369.132\n",
"[52]\tvalid_0's poisson: -96.2356\tvalid_0's l2: 367.344\n",
"[53]\tvalid_0's poisson: -95.276\tvalid_0's l2: 365.286\n",
"[54]\tvalid_0's poisson: -95.3091\tvalid_0's l2: 365.347\n",
"[55]\tvalid_0's poisson: -96.1472\tvalid_0's l2: 365.123\n",
"[56]\tvalid_0's poisson: -96.6261\tvalid_0's l2: 363.658\n",
"[57]\tvalid_0's poisson: -96.2468\tvalid_0's l2: 364.487\n",
"[58]\tvalid_0's poisson: -96.6291\tvalid_0's l2: 364.418\n",
"[59]\tvalid_0's poisson: -96.5664\tvalid_0's l2: 364.25\n",
"[60]\tvalid_0's poisson: -97.0474\tvalid_0's l2: 363.347\n",
"[61]\tvalid_0's poisson: -97.466\tvalid_0's l2: 363.241\n",
"[62]\tvalid_0's poisson: -96.2126\tvalid_0's l2: 364.993\n",
"[63]\tvalid_0's poisson: -96.1785\tvalid_0's l2: 364.039\n",
"[64]\tvalid_0's poisson: -96.2312\tvalid_0's l2: 363.979\n",
"[65]\tvalid_0's poisson: -96.9791\tvalid_0's l2: 362.696\n",
"[66]\tvalid_0's poisson: -97.1583\tvalid_0's l2: 360.928\n",
"[67]\tvalid_0's poisson: -96.8095\tvalid_0's l2: 360.32\n",
"[68]\tvalid_0's poisson: -96.4464\tvalid_0's l2: 361.713\n",
"[69]\tvalid_0's poisson: -96.6721\tvalid_0's l2: 361.742\n",
"[70]\tvalid_0's poisson: -96.7208\tvalid_0's l2: 362.565\n",
"[71]\tvalid_0's poisson: -96.5677\tvalid_0's l2: 362.137\n",
"[72]\tvalid_0's poisson: -97.1775\tvalid_0's l2: 360.41\n",
"[73]\tvalid_0's poisson: -97.3009\tvalid_0's l2: 360.325\n",
"[74]\tvalid_0's poisson: -97.145\tvalid_0's l2: 359.736\n",
"[75]\tvalid_0's poisson: -97.195\tvalid_0's l2: 360.72\n",
"[76]\tvalid_0's poisson: -96.8847\tvalid_0's l2: 361.812\n",
"[77]\tvalid_0's poisson: -97.2555\tvalid_0's l2: 360.976\n",
"[78]\tvalid_0's poisson: -97.5335\tvalid_0's l2: 360.337\n",
"[79]\tvalid_0's poisson: -97.2286\tvalid_0's l2: 361.571\n",
"[80]\tvalid_0's poisson: -97.1637\tvalid_0's l2: 361.337\n",
"[81]\tvalid_0's poisson: -97.0315\tvalid_0's l2: 361.412\n",
"[82]\tvalid_0's poisson: -96.524\tvalid_0's l2: 360.228\n",
"[83]\tvalid_0's poisson: -96.5112\tvalid_0's l2: 360.103\n",
"[84]\tvalid_0's poisson: -96.456\tvalid_0's l2: 359.917\n",
"[85]\tvalid_0's poisson: -96.0748\tvalid_0's l2: 358.728\n",
"[86]\tvalid_0's poisson: -96.651\tvalid_0's l2: 360.008\n",
"[87]\tvalid_0's poisson: -96.7823\tvalid_0's l2: 360.497\n",
"[88]\tvalid_0's poisson: -96.5462\tvalid_0's l2: 359.788\n",
"[89]\tvalid_0's poisson: -95.9338\tvalid_0's l2: 358.633\n",
"[90]\tvalid_0's poisson: -96.1094\tvalid_0's l2: 358.967\n",
"[91]\tvalid_0's poisson: -96.1094\tvalid_0's l2: 358.659\n",
"[92]\tvalid_0's poisson: -95.9785\tvalid_0's l2: 359.504\n",
"[93]\tvalid_0's poisson: -95.9335\tvalid_0's l2: 360.503\n",
"[94]\tvalid_0's poisson: -95.7845\tvalid_0's l2: 361.954\n",
"[95]\tvalid_0's poisson: -95.0883\tvalid_0's l2: 361.892\n",
"[96]\tvalid_0's poisson: -95.2931\tvalid_0's l2: 362.646\n",
"[97]\tvalid_0's poisson: -95.0656\tvalid_0's l2: 363.261\n",
"[98]\tvalid_0's poisson: -95.0419\tvalid_0's l2: 362.447\n",
"[99]\tvalid_0's poisson: -94.8931\tvalid_0's l2: 362.822\n",
"[100]\tvalid_0's poisson: -95.1965\tvalid_0's l2: 362.198\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -107.006\tvalid_0's l2: 565.835\n",
"[2]\tvalid_0's poisson: -104.452\tvalid_0's l2: 502.435\n",
"[3]\tvalid_0's poisson: -101.872\tvalid_0's l2: 485.764\n",
"[4]\tvalid_0's poisson: -100.951\tvalid_0's l2: 480.676\n",
"[5]\tvalid_0's poisson: -101.848\tvalid_0's l2: 466.527\n",
"[6]\tvalid_0's poisson: -100.352\tvalid_0's l2: 450.207\n",
"[7]\tvalid_0's poisson: -100.929\tvalid_0's l2: 435.263\n",
"[8]\tvalid_0's poisson: -97.7551\tvalid_0's l2: 438.666\n",
"[9]\tvalid_0's poisson: -98.9968\tvalid_0's l2: 436.432\n",
"[10]\tvalid_0's poisson: -98.375\tvalid_0's l2: 431.345\n",
"[11]\tvalid_0's poisson: -99.6506\tvalid_0's l2: 425.515\n",
"[12]\tvalid_0's poisson: -99.8049\tvalid_0's l2: 417.2\n",
"[13]\tvalid_0's poisson: -99.4986\tvalid_0's l2: 417.5\n",
"[14]\tvalid_0's poisson: -99.2755\tvalid_0's l2: 417.169\n",
"[15]\tvalid_0's poisson: -98.6609\tvalid_0's l2: 416.99\n",
"[16]\tvalid_0's poisson: -98.101\tvalid_0's l2: 409.523\n",
"[17]\tvalid_0's poisson: -97.755\tvalid_0's l2: 405.942\n",
"[18]\tvalid_0's poisson: -97.9452\tvalid_0's l2: 403.842\n",
"[19]\tvalid_0's poisson: -97.5569\tvalid_0's l2: 401.829\n",
"[20]\tvalid_0's poisson: -97.5912\tvalid_0's l2: 400.99\n",
"[21]\tvalid_0's poisson: -97.0533\tvalid_0's l2: 395.013\n",
"[22]\tvalid_0's poisson: -97.8334\tvalid_0's l2: 397.453\n",
"[23]\tvalid_0's poisson: -97.8077\tvalid_0's l2: 398.111\n",
"[24]\tvalid_0's poisson: -96.9046\tvalid_0's l2: 395.45\n",
"[25]\tvalid_0's poisson: -96.8283\tvalid_0's l2: 395.931\n",
"[26]\tvalid_0's poisson: -97.3093\tvalid_0's l2: 395.439\n",
"[27]\tvalid_0's poisson: -96.5933\tvalid_0's l2: 399.234\n",
"[28]\tvalid_0's poisson: -96.3932\tvalid_0's l2: 394.104\n",
"[29]\tvalid_0's poisson: -96.2965\tvalid_0's l2: 394.976\n",
"[30]\tvalid_0's poisson: -96.8488\tvalid_0's l2: 392.065\n",
"[31]\tvalid_0's poisson: -96.4283\tvalid_0's l2: 394.142\n",
"[32]\tvalid_0's poisson: -96.716\tvalid_0's l2: 384.299\n",
"[33]\tvalid_0's poisson: -96.4694\tvalid_0's l2: 384.743\n",
"[34]\tvalid_0's poisson: -97.2719\tvalid_0's l2: 381.027\n",
"[35]\tvalid_0's poisson: -97.2724\tvalid_0's l2: 380.432\n",
"[36]\tvalid_0's poisson: -97.2485\tvalid_0's l2: 377.689\n",
"[37]\tvalid_0's poisson: -96.9549\tvalid_0's l2: 376.322\n",
"[38]\tvalid_0's poisson: -97.005\tvalid_0's l2: 375.238\n",
"[39]\tvalid_0's poisson: -96.9663\tvalid_0's l2: 374.067\n",
"[40]\tvalid_0's poisson: -96.3792\tvalid_0's l2: 369.52\n",
"[41]\tvalid_0's poisson: -96.5394\tvalid_0's l2: 367.592\n",
"[42]\tvalid_0's poisson: -96.5931\tvalid_0's l2: 369.151\n",
"[43]\tvalid_0's poisson: -96.3827\tvalid_0's l2: 366.066\n",
"[44]\tvalid_0's poisson: -96.8093\tvalid_0's l2: 367.452\n",
"[45]\tvalid_0's poisson: -96.2151\tvalid_0's l2: 366.789\n",
"[46]\tvalid_0's poisson: -96.8641\tvalid_0's l2: 364.206\n",
"[47]\tvalid_0's poisson: -96.5781\tvalid_0's l2: 364.52\n",
"[48]\tvalid_0's poisson: -97.0532\tvalid_0's l2: 363.695\n",
"[49]\tvalid_0's poisson: -96.916\tvalid_0's l2: 364.267\n",
"[50]\tvalid_0's poisson: -97.1242\tvalid_0's l2: 362.144\n",
"[51]\tvalid_0's poisson: -96.7354\tvalid_0's l2: 363.246\n",
"[52]\tvalid_0's poisson: -96.7807\tvalid_0's l2: 363.743\n",
"[53]\tvalid_0's poisson: -97.1138\tvalid_0's l2: 362.555\n",
"[54]\tvalid_0's poisson: -97.0604\tvalid_0's l2: 362.023\n",
"[55]\tvalid_0's poisson: -96.6475\tvalid_0's l2: 360.782\n",
"[56]\tvalid_0's poisson: -96.6361\tvalid_0's l2: 360.44\n",
"[57]\tvalid_0's poisson: -96.7371\tvalid_0's l2: 360.144\n",
"[58]\tvalid_0's poisson: -96.458\tvalid_0's l2: 358.297\n",
"[59]\tvalid_0's poisson: -96.1327\tvalid_0's l2: 361.104\n",
"[60]\tvalid_0's poisson: -96.4245\tvalid_0's l2: 360.153\n",
"[61]\tvalid_0's poisson: -96.5813\tvalid_0's l2: 359.545\n",
"[62]\tvalid_0's poisson: -96.4674\tvalid_0's l2: 358.626\n",
"[63]\tvalid_0's poisson: -96.9729\tvalid_0's l2: 359.909\n",
"[64]\tvalid_0's poisson: -97.024\tvalid_0's l2: 360.943\n",
"[65]\tvalid_0's poisson: -96.911\tvalid_0's l2: 361.463\n",
"[66]\tvalid_0's poisson: -96.9478\tvalid_0's l2: 361.095\n",
"[67]\tvalid_0's poisson: -97.128\tvalid_0's l2: 360.69\n",
"[68]\tvalid_0's poisson: -97.3496\tvalid_0's l2: 362.722\n",
"[69]\tvalid_0's poisson: -97.3422\tvalid_0's l2: 362.463\n",
"[70]\tvalid_0's poisson: -96.517\tvalid_0's l2: 361.473\n",
"[71]\tvalid_0's poisson: -96.4001\tvalid_0's l2: 361.472\n",
"[72]\tvalid_0's poisson: -96.2915\tvalid_0's l2: 359.981\n",
"[73]\tvalid_0's poisson: -96.5173\tvalid_0's l2: 361.956\n",
"[74]\tvalid_0's poisson: -96.9422\tvalid_0's l2: 362.564\n",
"[75]\tvalid_0's poisson: -96.8554\tvalid_0's l2: 363.481\n",
"[76]\tvalid_0's poisson: -97.3545\tvalid_0's l2: 362.22\n",
"[77]\tvalid_0's poisson: -97.2615\tvalid_0's l2: 363.113\n",
"[78]\tvalid_0's poisson: -96.924\tvalid_0's l2: 364.156\n",
"[79]\tvalid_0's poisson: -96.9034\tvalid_0's l2: 365.088\n",
"[80]\tvalid_0's poisson: -96.2501\tvalid_0's l2: 365.057\n",
"[81]\tvalid_0's poisson: -96.3072\tvalid_0's l2: 364.768\n",
"[82]\tvalid_0's poisson: -96.367\tvalid_0's l2: 364.509\n",
"[83]\tvalid_0's poisson: -96.4519\tvalid_0's l2: 365.018\n",
"[84]\tvalid_0's poisson: -97.0363\tvalid_0's l2: 364.523\n",
"[85]\tvalid_0's poisson: -96.9321\tvalid_0's l2: 365.319\n",
"[86]\tvalid_0's poisson: -96.6679\tvalid_0's l2: 365.01\n",
"[87]\tvalid_0's poisson: -96.3962\tvalid_0's l2: 364.655\n",
"[88]\tvalid_0's poisson: -96.7674\tvalid_0's l2: 363.69\n",
"[89]\tvalid_0's poisson: -96.3119\tvalid_0's l2: 364.786\n",
"[90]\tvalid_0's poisson: -96.6971\tvalid_0's l2: 364.856\n",
"[91]\tvalid_0's poisson: -96.0712\tvalid_0's l2: 365.236\n",
"[92]\tvalid_0's poisson: -96.3575\tvalid_0's l2: 365.346\n",
"[93]\tvalid_0's poisson: -96.4585\tvalid_0's l2: 365.065\n",
"[94]\tvalid_0's poisson: -96.4798\tvalid_0's l2: 366.328\n",
"[95]\tvalid_0's poisson: -96.8918\tvalid_0's l2: 366.945\n",
"[96]\tvalid_0's poisson: -96.4448\tvalid_0's l2: 367.986\n",
"[97]\tvalid_0's poisson: -96.3289\tvalid_0's l2: 368.076\n",
"[98]\tvalid_0's poisson: -96.7665\tvalid_0's l2: 368.653\n",
"[99]\tvalid_0's poisson: -96.4236\tvalid_0's l2: 369.401\n",
"[100]\tvalid_0's poisson: -96.4967\tvalid_0's l2: 366.926\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -93.9675\tvalid_0's l2: 1758.13\n",
"[2]\tvalid_0's poisson: -97.7915\tvalid_0's l2: 1415.81\n",
"[3]\tvalid_0's poisson: -100.048\tvalid_0's l2: 1209.03\n",
"[4]\tvalid_0's poisson: -101.493\tvalid_0's l2: 1072.75\n",
"[5]\tvalid_0's poisson: -102.794\tvalid_0's l2: 947.51\n",
"[6]\tvalid_0's poisson: -104.019\tvalid_0's l2: 837.755\n",
"[7]\tvalid_0's poisson: -104.67\tvalid_0's l2: 782.379\n",
"[8]\tvalid_0's poisson: -105.292\tvalid_0's l2: 726.929\n",
"[9]\tvalid_0's poisson: -105.729\tvalid_0's l2: 690.369\n",
"[10]\tvalid_0's poisson: -106.091\tvalid_0's l2: 651.499\n",
"[11]\tvalid_0's poisson: -106.379\tvalid_0's l2: 630.499\n",
"[12]\tvalid_0's poisson: -106.107\tvalid_0's l2: 606.812\n",
"[13]\tvalid_0's poisson: -105.813\tvalid_0's l2: 592.405\n",
"[14]\tvalid_0's poisson: -105.75\tvalid_0's l2: 580.975\n",
"[15]\tvalid_0's poisson: -105.24\tvalid_0's l2: 566.301\n",
"[16]\tvalid_0's poisson: -105.435\tvalid_0's l2: 557.787\n",
"[17]\tvalid_0's poisson: -104.924\tvalid_0's l2: 547.264\n",
"[18]\tvalid_0's poisson: -105.057\tvalid_0's l2: 539.945\n",
"[19]\tvalid_0's poisson: -105.068\tvalid_0's l2: 533.715\n",
"[20]\tvalid_0's poisson: -104.676\tvalid_0's l2: 526.59\n",
"[21]\tvalid_0's poisson: -104.426\tvalid_0's l2: 521.177\n",
"[22]\tvalid_0's poisson: -104.447\tvalid_0's l2: 518.37\n",
"[23]\tvalid_0's poisson: -104.252\tvalid_0's l2: 515.718\n",
"[24]\tvalid_0's poisson: -103.943\tvalid_0's l2: 510.289\n",
"[25]\tvalid_0's poisson: -103.863\tvalid_0's l2: 503.457\n",
"[26]\tvalid_0's poisson: -103.598\tvalid_0's l2: 501.706\n",
"[27]\tvalid_0's poisson: -103.668\tvalid_0's l2: 496.869\n",
"[28]\tvalid_0's poisson: -103.487\tvalid_0's l2: 495.612\n",
"[29]\tvalid_0's poisson: -103.465\tvalid_0's l2: 491.976\n",
"[30]\tvalid_0's poisson: -103.521\tvalid_0's l2: 486.664\n",
"[31]\tvalid_0's poisson: -103.43\tvalid_0's l2: 485.698\n",
"[32]\tvalid_0's poisson: -103.518\tvalid_0's l2: 476.483\n",
"[33]\tvalid_0's poisson: -103.446\tvalid_0's l2: 474.345\n",
"[34]\tvalid_0's poisson: -103.23\tvalid_0's l2: 474.063\n",
"[35]\tvalid_0's poisson: -103.067\tvalid_0's l2: 471.886\n",
"[36]\tvalid_0's poisson: -103.052\tvalid_0's l2: 470.466\n",
"[37]\tvalid_0's poisson: -102.886\tvalid_0's l2: 465.367\n",
"[38]\tvalid_0's poisson: -103.13\tvalid_0's l2: 462.948\n",
"[39]\tvalid_0's poisson: -103.039\tvalid_0's l2: 461.538\n",
"[40]\tvalid_0's poisson: -102.945\tvalid_0's l2: 459.31\n",
"[41]\tvalid_0's poisson: -102.867\tvalid_0's l2: 458.351\n",
"[42]\tvalid_0's poisson: -102.791\tvalid_0's l2: 458.848\n",
"[43]\tvalid_0's poisson: -102.782\tvalid_0's l2: 458.732\n",
"[44]\tvalid_0's poisson: -102.444\tvalid_0's l2: 457.708\n",
"[45]\tvalid_0's poisson: -102.559\tvalid_0's l2: 455.958\n",
"[46]\tvalid_0's poisson: -102.45\tvalid_0's l2: 454.744\n",
"[47]\tvalid_0's poisson: -102.712\tvalid_0's l2: 450.82\n",
"[48]\tvalid_0's poisson: -102.646\tvalid_0's l2: 448.01\n",
"[49]\tvalid_0's poisson: -102.743\tvalid_0's l2: 447.741\n",
"[50]\tvalid_0's poisson: -102.742\tvalid_0's l2: 447.116\n",
"[51]\tvalid_0's poisson: -102.363\tvalid_0's l2: 445.219\n",
"[52]\tvalid_0's poisson: -102.407\tvalid_0's l2: 445.206\n",
"[53]\tvalid_0's poisson: -102.401\tvalid_0's l2: 445.143\n",
"[54]\tvalid_0's poisson: -102.571\tvalid_0's l2: 443.844\n",
"[55]\tvalid_0's poisson: -102.424\tvalid_0's l2: 441.976\n",
"[56]\tvalid_0's poisson: -102.432\tvalid_0's l2: 442.617\n",
"[57]\tvalid_0's poisson: -102.255\tvalid_0's l2: 441.707\n",
"[58]\tvalid_0's poisson: -102.246\tvalid_0's l2: 436.7\n",
"[59]\tvalid_0's poisson: -102.124\tvalid_0's l2: 435.367\n",
"[60]\tvalid_0's poisson: -102.278\tvalid_0's l2: 434.103\n",
"[61]\tvalid_0's poisson: -102.252\tvalid_0's l2: 432.187\n",
"[62]\tvalid_0's poisson: -102.282\tvalid_0's l2: 431.791\n",
"[63]\tvalid_0's poisson: -102.152\tvalid_0's l2: 430.438\n",
"[64]\tvalid_0's poisson: -102.026\tvalid_0's l2: 429.792\n",
"[65]\tvalid_0's poisson: -102.185\tvalid_0's l2: 428.262\n",
"[66]\tvalid_0's poisson: -102.476\tvalid_0's l2: 427.425\n",
"[67]\tvalid_0's poisson: -102.519\tvalid_0's l2: 425.734\n",
"[68]\tvalid_0's poisson: -102.395\tvalid_0's l2: 423.176\n",
"[69]\tvalid_0's poisson: -102.288\tvalid_0's l2: 420.096\n",
"[70]\tvalid_0's poisson: -102.336\tvalid_0's l2: 418.477\n",
"[71]\tvalid_0's poisson: -102.275\tvalid_0's l2: 418.692\n",
"[72]\tvalid_0's poisson: -102.314\tvalid_0's l2: 415.104\n",
"[73]\tvalid_0's poisson: -102.293\tvalid_0's l2: 415.064\n",
"[74]\tvalid_0's poisson: -102.148\tvalid_0's l2: 414.707\n",
"[75]\tvalid_0's poisson: -102.194\tvalid_0's l2: 413.714\n",
"[76]\tvalid_0's poisson: -102.516\tvalid_0's l2: 408.882\n",
"[77]\tvalid_0's poisson: -102.741\tvalid_0's l2: 407.669\n",
"[78]\tvalid_0's poisson: -102.571\tvalid_0's l2: 406.597\n",
"[79]\tvalid_0's poisson: -102.645\tvalid_0's l2: 405.822\n",
"[80]\tvalid_0's poisson: -102.505\tvalid_0's l2: 405.674\n",
"[81]\tvalid_0's poisson: -102.44\tvalid_0's l2: 405.415\n",
"[82]\tvalid_0's poisson: -102.488\tvalid_0's l2: 404.919\n",
"[83]\tvalid_0's poisson: -102.523\tvalid_0's l2: 404.093\n",
"[84]\tvalid_0's poisson: -102.593\tvalid_0's l2: 403.694\n",
"[85]\tvalid_0's poisson: -102.923\tvalid_0's l2: 401.922\n",
"[86]\tvalid_0's poisson: -103.079\tvalid_0's l2: 398.153\n",
"[87]\tvalid_0's poisson: -103.011\tvalid_0's l2: 397.347\n",
"[88]\tvalid_0's poisson: -102.915\tvalid_0's l2: 396.421\n",
"[89]\tvalid_0's poisson: -102.901\tvalid_0's l2: 394.858\n",
"[90]\tvalid_0's poisson: -102.821\tvalid_0's l2: 394.899\n",
"[91]\tvalid_0's poisson: -102.937\tvalid_0's l2: 393.562\n",
"[92]\tvalid_0's poisson: -102.975\tvalid_0's l2: 392.833\n",
"[93]\tvalid_0's poisson: -103.066\tvalid_0's l2: 392.251\n",
"[94]\tvalid_0's poisson: -102.821\tvalid_0's l2: 391.506\n",
"[95]\tvalid_0's poisson: -102.872\tvalid_0's l2: 390.167\n",
"[96]\tvalid_0's poisson: -102.773\tvalid_0's l2: 388.114\n",
"[97]\tvalid_0's poisson: -102.584\tvalid_0's l2: 387.196\n",
"[98]\tvalid_0's poisson: -102.612\tvalid_0's l2: 387.122\n",
"[99]\tvalid_0's poisson: -102.765\tvalid_0's l2: 385.459\n",
"[100]\tvalid_0's poisson: -102.776\tvalid_0's l2: 383.751\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -93.8354\tvalid_0's l2: 1756.8\n",
"[2]\tvalid_0's poisson: -97.8802\tvalid_0's l2: 1397.6\n",
"[3]\tvalid_0's poisson: -100.062\tvalid_0's l2: 1198.78\n",
"[4]\tvalid_0's poisson: -101.931\tvalid_0's l2: 1029.87\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[5]\tvalid_0's poisson: -103.362\tvalid_0's l2: 902.075\n",
"[6]\tvalid_0's poisson: -104.285\tvalid_0's l2: 824.21\n",
"[7]\tvalid_0's poisson: -105.009\tvalid_0's l2: 764.293\n",
"[8]\tvalid_0's poisson: -105.517\tvalid_0's l2: 717.902\n",
"[9]\tvalid_0's poisson: -105.911\tvalid_0's l2: 685.22\n",
"[10]\tvalid_0's poisson: -106.195\tvalid_0's l2: 644.451\n",
"[11]\tvalid_0's poisson: -106.218\tvalid_0's l2: 618.966\n",
"[12]\tvalid_0's poisson: -106.177\tvalid_0's l2: 604.171\n",
"[13]\tvalid_0's poisson: -106.195\tvalid_0's l2: 587.861\n",
"[14]\tvalid_0's poisson: -105.781\tvalid_0's l2: 575.149\n",
"[15]\tvalid_0's poisson: -105.611\tvalid_0's l2: 566.179\n",
"[16]\tvalid_0's poisson: -105.372\tvalid_0's l2: 556.865\n",
"[17]\tvalid_0's poisson: -105.102\tvalid_0's l2: 548.922\n",
"[18]\tvalid_0's poisson: -105.313\tvalid_0's l2: 542.799\n",
"[19]\tvalid_0's poisson: -105.042\tvalid_0's l2: 529.035\n",
"[20]\tvalid_0's poisson: -104.847\tvalid_0's l2: 522.933\n",
"[21]\tvalid_0's poisson: -104.577\tvalid_0's l2: 519.951\n",
"[22]\tvalid_0's poisson: -104.778\tvalid_0's l2: 514.605\n",
"[23]\tvalid_0's poisson: -104.624\tvalid_0's l2: 510.076\n",
"[24]\tvalid_0's poisson: -104.35\tvalid_0's l2: 496.015\n",
"[25]\tvalid_0's poisson: -104.161\tvalid_0's l2: 492.805\n",
"[26]\tvalid_0's poisson: -104.083\tvalid_0's l2: 489.8\n",
"[27]\tvalid_0's poisson: -104.111\tvalid_0's l2: 487.006\n",
"[28]\tvalid_0's poisson: -103.711\tvalid_0's l2: 485.583\n",
"[29]\tvalid_0's poisson: -103.732\tvalid_0's l2: 481.402\n",
"[30]\tvalid_0's poisson: -103.244\tvalid_0's l2: 473.587\n",
"[31]\tvalid_0's poisson: -103.128\tvalid_0's l2: 471.276\n",
"[32]\tvalid_0's poisson: -103.215\tvalid_0's l2: 470.921\n",
"[33]\tvalid_0's poisson: -102.853\tvalid_0's l2: 465.794\n",
"[34]\tvalid_0's poisson: -103.086\tvalid_0's l2: 464.345\n",
"[35]\tvalid_0's poisson: -103.067\tvalid_0's l2: 463.172\n",
"[36]\tvalid_0's poisson: -103.23\tvalid_0's l2: 462.408\n",
"[37]\tvalid_0's poisson: -103.199\tvalid_0's l2: 462.366\n",
"[38]\tvalid_0's poisson: -103.165\tvalid_0's l2: 459.681\n",
"[39]\tvalid_0's poisson: -102.974\tvalid_0's l2: 458.258\n",
"[40]\tvalid_0's poisson: -103.119\tvalid_0's l2: 457.194\n",
"[41]\tvalid_0's poisson: -103.078\tvalid_0's l2: 456.482\n",
"[42]\tvalid_0's poisson: -103.339\tvalid_0's l2: 454.399\n",
"[43]\tvalid_0's poisson: -103.269\tvalid_0's l2: 450.964\n",
"[44]\tvalid_0's poisson: -103.433\tvalid_0's l2: 447.859\n",
"[45]\tvalid_0's poisson: -103.317\tvalid_0's l2: 448.07\n",
"[46]\tvalid_0's poisson: -103.315\tvalid_0's l2: 448.113\n",
"[47]\tvalid_0's poisson: -103.138\tvalid_0's l2: 444.113\n",
"[48]\tvalid_0's poisson: -103.061\tvalid_0's l2: 440.903\n",
"[49]\tvalid_0's poisson: -103.3\tvalid_0's l2: 435.25\n",
"[50]\tvalid_0's poisson: -103.381\tvalid_0's l2: 431.948\n",
"[51]\tvalid_0's poisson: -103.364\tvalid_0's l2: 431.311\n",
"[52]\tvalid_0's poisson: -103.519\tvalid_0's l2: 431.096\n",
"[53]\tvalid_0's poisson: -103.665\tvalid_0's l2: 427.588\n",
"[54]\tvalid_0's poisson: -103.541\tvalid_0's l2: 426.045\n",
"[55]\tvalid_0's poisson: -103.775\tvalid_0's l2: 425.128\n",
"[56]\tvalid_0's poisson: -103.886\tvalid_0's l2: 424.198\n",
"[57]\tvalid_0's poisson: -103.962\tvalid_0's l2: 423.195\n",
"[58]\tvalid_0's poisson: -103.653\tvalid_0's l2: 422.847\n",
"[59]\tvalid_0's poisson: -103.442\tvalid_0's l2: 421.603\n",
"[60]\tvalid_0's poisson: -103.501\tvalid_0's l2: 420.141\n",
"[61]\tvalid_0's poisson: -103.415\tvalid_0's l2: 419.018\n",
"[62]\tvalid_0's poisson: -103.393\tvalid_0's l2: 418.726\n",
"[63]\tvalid_0's poisson: -103.24\tvalid_0's l2: 415.239\n",
"[64]\tvalid_0's poisson: -103.458\tvalid_0's l2: 414.784\n",
"[65]\tvalid_0's poisson: -103.404\tvalid_0's l2: 414.242\n",
"[66]\tvalid_0's poisson: -103.327\tvalid_0's l2: 412.353\n",
"[67]\tvalid_0's poisson: -103.023\tvalid_0's l2: 412.042\n",
"[68]\tvalid_0's poisson: -103.139\tvalid_0's l2: 410.892\n",
"[69]\tvalid_0's poisson: -103.19\tvalid_0's l2: 411.035\n",
"[70]\tvalid_0's poisson: -103.128\tvalid_0's l2: 410.561\n",
"[71]\tvalid_0's poisson: -103.203\tvalid_0's l2: 410.258\n",
"[72]\tvalid_0's poisson: -103.283\tvalid_0's l2: 408.903\n",
"[73]\tvalid_0's poisson: -103.121\tvalid_0's l2: 406.481\n",
"[74]\tvalid_0's poisson: -103.007\tvalid_0's l2: 406.436\n",
"[75]\tvalid_0's poisson: -103.077\tvalid_0's l2: 406.354\n",
"[76]\tvalid_0's poisson: -103.05\tvalid_0's l2: 405.357\n",
"[77]\tvalid_0's poisson: -102.895\tvalid_0's l2: 403.663\n",
"[78]\tvalid_0's poisson: -103.001\tvalid_0's l2: 403.014\n",
"[79]\tvalid_0's poisson: -102.912\tvalid_0's l2: 402.636\n",
"[80]\tvalid_0's poisson: -102.969\tvalid_0's l2: 403.174\n",
"[81]\tvalid_0's poisson: -103.042\tvalid_0's l2: 399.582\n",
"[82]\tvalid_0's poisson: -103.104\tvalid_0's l2: 396.266\n",
"[83]\tvalid_0's poisson: -103.155\tvalid_0's l2: 396.739\n",
"[84]\tvalid_0's poisson: -103.174\tvalid_0's l2: 396.278\n",
"[85]\tvalid_0's poisson: -102.785\tvalid_0's l2: 395.314\n",
"[86]\tvalid_0's poisson: -102.783\tvalid_0's l2: 395.661\n",
"[87]\tvalid_0's poisson: -102.694\tvalid_0's l2: 395.31\n",
"[88]\tvalid_0's poisson: -102.807\tvalid_0's l2: 394.297\n",
"[89]\tvalid_0's poisson: -102.734\tvalid_0's l2: 392.686\n",
"[90]\tvalid_0's poisson: -102.725\tvalid_0's l2: 391.427\n",
"[91]\tvalid_0's poisson: -102.932\tvalid_0's l2: 390.781\n",
"[92]\tvalid_0's poisson: -102.976\tvalid_0's l2: 390.666\n",
"[93]\tvalid_0's poisson: -103.044\tvalid_0's l2: 389.414\n",
"[94]\tvalid_0's poisson: -103.101\tvalid_0's l2: 388.755\n",
"[95]\tvalid_0's poisson: -103.061\tvalid_0's l2: 386.57\n",
"[96]\tvalid_0's poisson: -103.114\tvalid_0's l2: 384.981\n",
"[97]\tvalid_0's poisson: -103.189\tvalid_0's l2: 384.59\n",
"[98]\tvalid_0's poisson: -103.019\tvalid_0's l2: 384.652\n",
"[99]\tvalid_0's poisson: -103.027\tvalid_0's l2: 382.636\n",
"[100]\tvalid_0's poisson: -103.1\tvalid_0's l2: 381.647\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.0707\tvalid_0's l2: 1743.93\n",
"[2]\tvalid_0's poisson: -97.7984\tvalid_0's l2: 1400.72\n",
"[3]\tvalid_0's poisson: -100.039\tvalid_0's l2: 1190.2\n",
"[4]\tvalid_0's poisson: -102.021\tvalid_0's l2: 1013.98\n",
"[5]\tvalid_0's poisson: -103.184\tvalid_0's l2: 906.053\n",
"[6]\tvalid_0's poisson: -104.168\tvalid_0's l2: 827.141\n",
"[7]\tvalid_0's poisson: -104.77\tvalid_0's l2: 774.669\n",
"[8]\tvalid_0's poisson: -105.402\tvalid_0's l2: 721.414\n",
"[9]\tvalid_0's poisson: -105.911\tvalid_0's l2: 676.883\n",
"[10]\tvalid_0's poisson: -106.368\tvalid_0's l2: 643.772\n",
"[11]\tvalid_0's poisson: -106.529\tvalid_0's l2: 616.684\n",
"[12]\tvalid_0's poisson: -106.472\tvalid_0's l2: 599.592\n",
"[13]\tvalid_0's poisson: -106.446\tvalid_0's l2: 590.99\n",
"[14]\tvalid_0's poisson: -106.247\tvalid_0's l2: 574.97\n",
"[15]\tvalid_0's poisson: -105.76\tvalid_0's l2: 565.584\n",
"[16]\tvalid_0's poisson: -105.826\tvalid_0's l2: 552.899\n",
"[17]\tvalid_0's poisson: -105.556\tvalid_0's l2: 546.937\n",
"[18]\tvalid_0's poisson: -105.769\tvalid_0's l2: 541.121\n",
"[19]\tvalid_0's poisson: -105.378\tvalid_0's l2: 524.514\n",
"[20]\tvalid_0's poisson: -105.233\tvalid_0's l2: 519.342\n",
"[21]\tvalid_0's poisson: -105.163\tvalid_0's l2: 515.711\n",
"[22]\tvalid_0's poisson: -104.967\tvalid_0's l2: 506.501\n",
"[23]\tvalid_0's poisson: -105.036\tvalid_0's l2: 504.525\n",
"[24]\tvalid_0's poisson: -104.862\tvalid_0's l2: 499.666\n",
"[25]\tvalid_0's poisson: -104.867\tvalid_0's l2: 499.589\n",
"[26]\tvalid_0's poisson: -104.967\tvalid_0's l2: 494.305\n",
"[27]\tvalid_0's poisson: -104.75\tvalid_0's l2: 491.308\n",
"[28]\tvalid_0's poisson: -104.638\tvalid_0's l2: 487.56\n",
"[29]\tvalid_0's poisson: -104.533\tvalid_0's l2: 483.168\n",
"[30]\tvalid_0's poisson: -104.158\tvalid_0's l2: 479.595\n",
"[31]\tvalid_0's poisson: -103.911\tvalid_0's l2: 477.97\n",
"[32]\tvalid_0's poisson: -103.821\tvalid_0's l2: 468.865\n",
"[33]\tvalid_0's poisson: -103.748\tvalid_0's l2: 467.097\n",
"[34]\tvalid_0's poisson: -103.649\tvalid_0's l2: 466.76\n",
"[35]\tvalid_0's poisson: -103.533\tvalid_0's l2: 466.52\n",
"[36]\tvalid_0's poisson: -103.552\tvalid_0's l2: 464.843\n",
"[37]\tvalid_0's poisson: -103.599\tvalid_0's l2: 464.764\n",
"[38]\tvalid_0's poisson: -103.194\tvalid_0's l2: 462.855\n",
"[39]\tvalid_0's poisson: -103.326\tvalid_0's l2: 461.24\n",
"[40]\tvalid_0's poisson: -103.533\tvalid_0's l2: 458.405\n",
"[41]\tvalid_0's poisson: -103.395\tvalid_0's l2: 455.983\n",
"[42]\tvalid_0's poisson: -103.434\tvalid_0's l2: 452.496\n",
"[43]\tvalid_0's poisson: -103.326\tvalid_0's l2: 451.913\n",
"[44]\tvalid_0's poisson: -103.136\tvalid_0's l2: 449.503\n",
"[45]\tvalid_0's poisson: -103.191\tvalid_0's l2: 447.888\n",
"[46]\tvalid_0's poisson: -103.206\tvalid_0's l2: 446.572\n",
"[47]\tvalid_0's poisson: -103.237\tvalid_0's l2: 443.521\n",
"[48]\tvalid_0's poisson: -103.248\tvalid_0's l2: 442.686\n",
"[49]\tvalid_0's poisson: -103.202\tvalid_0's l2: 441.453\n",
"[50]\tvalid_0's poisson: -103.157\tvalid_0's l2: 440.068\n",
"[51]\tvalid_0's poisson: -103.386\tvalid_0's l2: 434.886\n",
"[52]\tvalid_0's poisson: -103.247\tvalid_0's l2: 433.239\n",
"[53]\tvalid_0's poisson: -103.349\tvalid_0's l2: 432.834\n",
"[54]\tvalid_0's poisson: -103.267\tvalid_0's l2: 431.911\n",
"[55]\tvalid_0's poisson: -103.095\tvalid_0's l2: 430.323\n",
"[56]\tvalid_0's poisson: -102.904\tvalid_0's l2: 429.673\n",
"[57]\tvalid_0's poisson: -102.779\tvalid_0's l2: 428.329\n",
"[58]\tvalid_0's poisson: -102.736\tvalid_0's l2: 425.916\n",
"[59]\tvalid_0's poisson: -102.752\tvalid_0's l2: 426.196\n",
"[60]\tvalid_0's poisson: -102.662\tvalid_0's l2: 425.838\n",
"[61]\tvalid_0's poisson: -102.646\tvalid_0's l2: 425.157\n",
"[62]\tvalid_0's poisson: -102.684\tvalid_0's l2: 424.161\n",
"[63]\tvalid_0's poisson: -102.704\tvalid_0's l2: 423.924\n",
"[64]\tvalid_0's poisson: -102.72\tvalid_0's l2: 423.263\n",
"[65]\tvalid_0's poisson: -102.713\tvalid_0's l2: 422.65\n",
"[66]\tvalid_0's poisson: -102.727\tvalid_0's l2: 422.047\n",
"[67]\tvalid_0's poisson: -102.744\tvalid_0's l2: 421.394\n",
"[68]\tvalid_0's poisson: -102.74\tvalid_0's l2: 421.463\n",
"[69]\tvalid_0's poisson: -102.674\tvalid_0's l2: 420.708\n",
"[70]\tvalid_0's poisson: -102.707\tvalid_0's l2: 419.824\n",
"[71]\tvalid_0's poisson: -102.641\tvalid_0's l2: 418.853\n",
"[72]\tvalid_0's poisson: -102.373\tvalid_0's l2: 417.641\n",
"[73]\tvalid_0's poisson: -102.421\tvalid_0's l2: 418.159\n",
"[74]\tvalid_0's poisson: -102.426\tvalid_0's l2: 417.894\n",
"[75]\tvalid_0's poisson: -102.47\tvalid_0's l2: 416.008\n",
"[76]\tvalid_0's poisson: -102.63\tvalid_0's l2: 413.564\n",
"[77]\tvalid_0's poisson: -102.722\tvalid_0's l2: 411.32\n",
"[78]\tvalid_0's poisson: -102.853\tvalid_0's l2: 409.057\n",
"[79]\tvalid_0's poisson: -102.835\tvalid_0's l2: 408.23\n",
"[80]\tvalid_0's poisson: -102.844\tvalid_0's l2: 407.419\n",
"[81]\tvalid_0's poisson: -102.682\tvalid_0's l2: 407.573\n",
"[82]\tvalid_0's poisson: -102.823\tvalid_0's l2: 406.975\n",
"[83]\tvalid_0's poisson: -102.686\tvalid_0's l2: 406.208\n",
"[84]\tvalid_0's poisson: -102.461\tvalid_0's l2: 405.249\n",
"[85]\tvalid_0's poisson: -102.49\tvalid_0's l2: 404.073\n",
"[86]\tvalid_0's poisson: -102.284\tvalid_0's l2: 403.859\n",
"[87]\tvalid_0's poisson: -102.189\tvalid_0's l2: 403.785\n",
"[88]\tvalid_0's poisson: -102.364\tvalid_0's l2: 403.306\n",
"[89]\tvalid_0's poisson: -102.256\tvalid_0's l2: 402.737\n",
"[90]\tvalid_0's poisson: -102.366\tvalid_0's l2: 401.248\n",
"[91]\tvalid_0's poisson: -102.367\tvalid_0's l2: 400.287\n",
"[92]\tvalid_0's poisson: -102.348\tvalid_0's l2: 399.018\n",
"[93]\tvalid_0's poisson: -102.199\tvalid_0's l2: 398.468\n",
"[94]\tvalid_0's poisson: -102.04\tvalid_0's l2: 398.17\n",
"[95]\tvalid_0's poisson: -102.065\tvalid_0's l2: 396.31\n",
"[96]\tvalid_0's poisson: -102.046\tvalid_0's l2: 396.179\n",
"[97]\tvalid_0's poisson: -102.115\tvalid_0's l2: 396.157\n",
"[98]\tvalid_0's poisson: -102.116\tvalid_0's l2: 395.965\n",
"[99]\tvalid_0's poisson: -102.162\tvalid_0's l2: 395.858\n",
"[100]\tvalid_0's poisson: -102.058\tvalid_0's l2: 395.062\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.0452\tvalid_0's l2: 1749.36\n",
"[2]\tvalid_0's poisson: -97.8495\tvalid_0's l2: 1408.92\n",
"[3]\tvalid_0's poisson: -100.308\tvalid_0's l2: 1191.58\n",
"[4]\tvalid_0's poisson: -101.727\tvalid_0's l2: 1056.63\n",
"[5]\tvalid_0's poisson: -103.102\tvalid_0's l2: 929.446\n",
"[6]\tvalid_0's poisson: -104.369\tvalid_0's l2: 815.221\n",
"[7]\tvalid_0's poisson: -105.022\tvalid_0's l2: 760.967\n",
"[8]\tvalid_0's poisson: -105.536\tvalid_0's l2: 716.437\n",
"[9]\tvalid_0's poisson: -106.001\tvalid_0's l2: 674.403\n",
"[10]\tvalid_0's poisson: -106.405\tvalid_0's l2: 640.384\n",
"[11]\tvalid_0's poisson: -106.517\tvalid_0's l2: 614.717\n",
"[12]\tvalid_0's poisson: -106.401\tvalid_0's l2: 596.984\n",
"[13]\tvalid_0's poisson: -106.354\tvalid_0's l2: 584.614\n",
"[14]\tvalid_0's poisson: -106.115\tvalid_0's l2: 570.458\n",
"[15]\tvalid_0's poisson: -105.82\tvalid_0's l2: 559.094\n",
"[16]\tvalid_0's poisson: -105.682\tvalid_0's l2: 552.083\n",
"[17]\tvalid_0's poisson: -105.641\tvalid_0's l2: 545.845\n",
"[18]\tvalid_0's poisson: -105.6\tvalid_0's l2: 537.052\n",
"[19]\tvalid_0's poisson: -105.372\tvalid_0's l2: 529.946\n",
"[20]\tvalid_0's poisson: -105.28\tvalid_0's l2: 525.583\n",
"[21]\tvalid_0's poisson: -104.852\tvalid_0's l2: 510.605\n",
"[22]\tvalid_0's poisson: -104.887\tvalid_0's l2: 505.637\n",
"[23]\tvalid_0's poisson: -105.129\tvalid_0's l2: 499.703\n",
"[24]\tvalid_0's poisson: -104.98\tvalid_0's l2: 494.575\n",
"[25]\tvalid_0's poisson: -104.623\tvalid_0's l2: 489.603\n",
"[26]\tvalid_0's poisson: -104.423\tvalid_0's l2: 487.356\n",
"[27]\tvalid_0's poisson: -104.485\tvalid_0's l2: 485.834\n",
"[28]\tvalid_0's poisson: -104.354\tvalid_0's l2: 480.939\n",
"[29]\tvalid_0's poisson: -104.177\tvalid_0's l2: 478.646\n",
"[30]\tvalid_0's poisson: -103.964\tvalid_0's l2: 477.155\n",
"[31]\tvalid_0's poisson: -103.569\tvalid_0's l2: 475.927\n",
"[32]\tvalid_0's poisson: -103.358\tvalid_0's l2: 474.335\n",
"[33]\tvalid_0's poisson: -103.415\tvalid_0's l2: 474.38\n",
"[34]\tvalid_0's poisson: -103.316\tvalid_0's l2: 471.73\n",
"[35]\tvalid_0's poisson: -103.475\tvalid_0's l2: 468.692\n",
"[36]\tvalid_0's poisson: -103.212\tvalid_0's l2: 467.293\n",
"[37]\tvalid_0's poisson: -103.254\tvalid_0's l2: 465.412\n",
"[38]\tvalid_0's poisson: -103.053\tvalid_0's l2: 463.267\n",
"[39]\tvalid_0's poisson: -102.773\tvalid_0's l2: 462.278\n",
"[40]\tvalid_0's poisson: -103.059\tvalid_0's l2: 455.211\n",
"[41]\tvalid_0's poisson: -103.225\tvalid_0's l2: 454.038\n",
"[42]\tvalid_0's poisson: -103.128\tvalid_0's l2: 449.367\n",
"[43]\tvalid_0's poisson: -103.137\tvalid_0's l2: 449.227\n",
"[44]\tvalid_0's poisson: -103.063\tvalid_0's l2: 444.554\n",
"[45]\tvalid_0's poisson: -103.063\tvalid_0's l2: 444.814\n",
"[46]\tvalid_0's poisson: -102.758\tvalid_0's l2: 444.022\n",
"[47]\tvalid_0's poisson: -102.668\tvalid_0's l2: 440.256\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -102.777\tvalid_0's l2: 437.383\n",
"[49]\tvalid_0's poisson: -102.91\tvalid_0's l2: 436.493\n",
"[50]\tvalid_0's poisson: -102.88\tvalid_0's l2: 434.032\n",
"[51]\tvalid_0's poisson: -102.964\tvalid_0's l2: 433.711\n",
"[52]\tvalid_0's poisson: -102.837\tvalid_0's l2: 432.073\n",
"[53]\tvalid_0's poisson: -102.844\tvalid_0's l2: 432.532\n",
"[54]\tvalid_0's poisson: -102.986\tvalid_0's l2: 427.134\n",
"[55]\tvalid_0's poisson: -103.035\tvalid_0's l2: 427.025\n",
"[56]\tvalid_0's poisson: -102.918\tvalid_0's l2: 424.992\n",
"[57]\tvalid_0's poisson: -102.97\tvalid_0's l2: 423.901\n",
"[58]\tvalid_0's poisson: -102.86\tvalid_0's l2: 423.133\n",
"[59]\tvalid_0's poisson: -102.9\tvalid_0's l2: 422.589\n",
"[60]\tvalid_0's poisson: -102.875\tvalid_0's l2: 421.132\n",
"[61]\tvalid_0's poisson: -102.935\tvalid_0's l2: 419.83\n",
"[62]\tvalid_0's poisson: -102.77\tvalid_0's l2: 419.109\n",
"[63]\tvalid_0's poisson: -102.786\tvalid_0's l2: 417.998\n",
"[64]\tvalid_0's poisson: -102.866\tvalid_0's l2: 417.14\n",
"[65]\tvalid_0's poisson: -102.895\tvalid_0's l2: 416.863\n",
"[66]\tvalid_0's poisson: -102.959\tvalid_0's l2: 415.871\n",
"[67]\tvalid_0's poisson: -103.085\tvalid_0's l2: 414.578\n",
"[68]\tvalid_0's poisson: -103.154\tvalid_0's l2: 413.131\n",
"[69]\tvalid_0's poisson: -103.114\tvalid_0's l2: 412.625\n",
"[70]\tvalid_0's poisson: -103.115\tvalid_0's l2: 411.953\n",
"[71]\tvalid_0's poisson: -103.109\tvalid_0's l2: 411.804\n",
"[72]\tvalid_0's poisson: -103.097\tvalid_0's l2: 412.083\n",
"[73]\tvalid_0's poisson: -103.12\tvalid_0's l2: 412.421\n",
"[74]\tvalid_0's poisson: -103.12\tvalid_0's l2: 412.361\n",
"[75]\tvalid_0's poisson: -103.193\tvalid_0's l2: 411.768\n",
"[76]\tvalid_0's poisson: -103.296\tvalid_0's l2: 408.894\n",
"[77]\tvalid_0's poisson: -103.191\tvalid_0's l2: 408.263\n",
"[78]\tvalid_0's poisson: -103.114\tvalid_0's l2: 407.928\n",
"[79]\tvalid_0's poisson: -103.114\tvalid_0's l2: 408.615\n",
"[80]\tvalid_0's poisson: -103.026\tvalid_0's l2: 408.223\n",
"[81]\tvalid_0's poisson: -103.038\tvalid_0's l2: 408.517\n",
"[82]\tvalid_0's poisson: -103.059\tvalid_0's l2: 407.148\n",
"[83]\tvalid_0's poisson: -103.106\tvalid_0's l2: 406.676\n",
"[84]\tvalid_0's poisson: -102.916\tvalid_0's l2: 406.563\n",
"[85]\tvalid_0's poisson: -103.08\tvalid_0's l2: 404.715\n",
"[86]\tvalid_0's poisson: -102.862\tvalid_0's l2: 404.018\n",
"[87]\tvalid_0's poisson: -103.002\tvalid_0's l2: 402.809\n",
"[88]\tvalid_0's poisson: -102.99\tvalid_0's l2: 402.55\n",
"[89]\tvalid_0's poisson: -102.881\tvalid_0's l2: 402.267\n",
"[90]\tvalid_0's poisson: -102.928\tvalid_0's l2: 400.338\n",
"[91]\tvalid_0's poisson: -102.96\tvalid_0's l2: 399.713\n",
"[92]\tvalid_0's poisson: -103.088\tvalid_0's l2: 397.732\n",
"[93]\tvalid_0's poisson: -103.138\tvalid_0's l2: 395.123\n",
"[94]\tvalid_0's poisson: -103.089\tvalid_0's l2: 395.271\n",
"[95]\tvalid_0's poisson: -103.295\tvalid_0's l2: 394.918\n",
"[96]\tvalid_0's poisson: -103.287\tvalid_0's l2: 394.47\n",
"[97]\tvalid_0's poisson: -103.222\tvalid_0's l2: 393.363\n",
"[98]\tvalid_0's poisson: -103.267\tvalid_0's l2: 392.765\n",
"[99]\tvalid_0's poisson: -103.265\tvalid_0's l2: 392.003\n",
"[100]\tvalid_0's poisson: -103.212\tvalid_0's l2: 391.495\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.0035\tvalid_0's l2: 1750.66\n",
"[2]\tvalid_0's poisson: -97.7211\tvalid_0's l2: 1411.52\n",
"[3]\tvalid_0's poisson: -99.9574\tvalid_0's l2: 1202.82\n",
"[4]\tvalid_0's poisson: -101.993\tvalid_0's l2: 1022.45\n",
"[5]\tvalid_0's poisson: -103.172\tvalid_0's l2: 913.168\n",
"[6]\tvalid_0's poisson: -104.253\tvalid_0's l2: 814.845\n",
"[7]\tvalid_0's poisson: -105.017\tvalid_0's l2: 751.538\n",
"[8]\tvalid_0's poisson: -105.696\tvalid_0's l2: 699.442\n",
"[9]\tvalid_0's poisson: -106.148\tvalid_0's l2: 656.672\n",
"[10]\tvalid_0's poisson: -106.399\tvalid_0's l2: 628.219\n",
"[11]\tvalid_0's poisson: -106.472\tvalid_0's l2: 611.001\n",
"[12]\tvalid_0's poisson: -106.338\tvalid_0's l2: 594.27\n",
"[13]\tvalid_0's poisson: -106.232\tvalid_0's l2: 581.348\n",
"[14]\tvalid_0's poisson: -106.186\tvalid_0's l2: 567.705\n",
"[15]\tvalid_0's poisson: -106.237\tvalid_0's l2: 559.812\n",
"[16]\tvalid_0's poisson: -105.93\tvalid_0's l2: 549.837\n",
"[17]\tvalid_0's poisson: -105.694\tvalid_0's l2: 542.6\n",
"[18]\tvalid_0's poisson: -105.475\tvalid_0's l2: 536.752\n",
"[19]\tvalid_0's poisson: -105.414\tvalid_0's l2: 531.292\n",
"[20]\tvalid_0's poisson: -105.385\tvalid_0's l2: 526.841\n",
"[21]\tvalid_0's poisson: -105.4\tvalid_0's l2: 523.707\n",
"[22]\tvalid_0's poisson: -105.289\tvalid_0's l2: 513.924\n",
"[23]\tvalid_0's poisson: -105.418\tvalid_0's l2: 508.851\n",
"[24]\tvalid_0's poisson: -104.817\tvalid_0's l2: 503.47\n",
"[25]\tvalid_0's poisson: -104.62\tvalid_0's l2: 501.025\n",
"[26]\tvalid_0's poisson: -104.593\tvalid_0's l2: 496.331\n",
"[27]\tvalid_0's poisson: -104.147\tvalid_0's l2: 492.888\n",
"[28]\tvalid_0's poisson: -103.811\tvalid_0's l2: 492.486\n",
"[29]\tvalid_0's poisson: -103.757\tvalid_0's l2: 490.571\n",
"[30]\tvalid_0's poisson: -103.728\tvalid_0's l2: 490.099\n",
"[31]\tvalid_0's poisson: -103.648\tvalid_0's l2: 487.212\n",
"[32]\tvalid_0's poisson: -103.535\tvalid_0's l2: 484.484\n",
"[33]\tvalid_0's poisson: -103.52\tvalid_0's l2: 480.032\n",
"[34]\tvalid_0's poisson: -103.558\tvalid_0's l2: 478.529\n",
"[35]\tvalid_0's poisson: -103.573\tvalid_0's l2: 478.664\n",
"[36]\tvalid_0's poisson: -103.362\tvalid_0's l2: 475.784\n",
"[37]\tvalid_0's poisson: -103.264\tvalid_0's l2: 471.173\n",
"[38]\tvalid_0's poisson: -103.091\tvalid_0's l2: 468.618\n",
"[39]\tvalid_0's poisson: -103.316\tvalid_0's l2: 466.088\n",
"[40]\tvalid_0's poisson: -103.333\tvalid_0's l2: 463.211\n",
"[41]\tvalid_0's poisson: -103.487\tvalid_0's l2: 462.206\n",
"[42]\tvalid_0's poisson: -103.427\tvalid_0's l2: 456.726\n",
"[43]\tvalid_0's poisson: -103.38\tvalid_0's l2: 455.652\n",
"[44]\tvalid_0's poisson: -103.436\tvalid_0's l2: 455.284\n",
"[45]\tvalid_0's poisson: -103.399\tvalid_0's l2: 454.965\n",
"[46]\tvalid_0's poisson: -103.213\tvalid_0's l2: 455.657\n",
"[47]\tvalid_0's poisson: -103.006\tvalid_0's l2: 452.626\n",
"[48]\tvalid_0's poisson: -103.075\tvalid_0's l2: 450.459\n",
"[49]\tvalid_0's poisson: -103.224\tvalid_0's l2: 445.481\n",
"[50]\tvalid_0's poisson: -103.395\tvalid_0's l2: 443.056\n",
"[51]\tvalid_0's poisson: -103.056\tvalid_0's l2: 442.221\n",
"[52]\tvalid_0's poisson: -103.081\tvalid_0's l2: 442.536\n",
"[53]\tvalid_0's poisson: -103.144\tvalid_0's l2: 442.875\n",
"[54]\tvalid_0's poisson: -103.207\tvalid_0's l2: 435.155\n",
"[55]\tvalid_0's poisson: -103.276\tvalid_0's l2: 433.48\n",
"[56]\tvalid_0's poisson: -103.353\tvalid_0's l2: 433.409\n",
"[57]\tvalid_0's poisson: -103.482\tvalid_0's l2: 430.459\n",
"[58]\tvalid_0's poisson: -103.443\tvalid_0's l2: 426.43\n",
"[59]\tvalid_0's poisson: -103.492\tvalid_0's l2: 424.706\n",
"[60]\tvalid_0's poisson: -103.258\tvalid_0's l2: 420.463\n",
"[61]\tvalid_0's poisson: -103.359\tvalid_0's l2: 419.965\n",
"[62]\tvalid_0's poisson: -103.17\tvalid_0's l2: 419.259\n",
"[63]\tvalid_0's poisson: -103.287\tvalid_0's l2: 418.52\n",
"[64]\tvalid_0's poisson: -103.3\tvalid_0's l2: 418.66\n",
"[65]\tvalid_0's poisson: -103.334\tvalid_0's l2: 418.16\n",
"[66]\tvalid_0's poisson: -103.474\tvalid_0's l2: 416.05\n",
"[67]\tvalid_0's poisson: -103.418\tvalid_0's l2: 416.088\n",
"[68]\tvalid_0's poisson: -103.403\tvalid_0's l2: 413.869\n",
"[69]\tvalid_0's poisson: -103.361\tvalid_0's l2: 412.655\n",
"[70]\tvalid_0's poisson: -103.27\tvalid_0's l2: 411.08\n",
"[71]\tvalid_0's poisson: -103.323\tvalid_0's l2: 409.066\n",
"[72]\tvalid_0's poisson: -103.442\tvalid_0's l2: 406.573\n",
"[73]\tvalid_0's poisson: -103.147\tvalid_0's l2: 404.358\n",
"[74]\tvalid_0's poisson: -103.22\tvalid_0's l2: 403.597\n",
"[75]\tvalid_0's poisson: -103.375\tvalid_0's l2: 402.445\n",
"[76]\tvalid_0's poisson: -103.378\tvalid_0's l2: 401.791\n",
"[77]\tvalid_0's poisson: -103.477\tvalid_0's l2: 401.538\n",
"[78]\tvalid_0's poisson: -103.416\tvalid_0's l2: 399.282\n",
"[79]\tvalid_0's poisson: -103.292\tvalid_0's l2: 398.985\n",
"[80]\tvalid_0's poisson: -103.23\tvalid_0's l2: 399.313\n",
"[81]\tvalid_0's poisson: -103.132\tvalid_0's l2: 398.562\n",
"[82]\tvalid_0's poisson: -103.395\tvalid_0's l2: 397.334\n",
"[83]\tvalid_0's poisson: -103.434\tvalid_0's l2: 396.498\n",
"[84]\tvalid_0's poisson: -103.722\tvalid_0's l2: 395.651\n",
"[85]\tvalid_0's poisson: -103.702\tvalid_0's l2: 394.844\n",
"[86]\tvalid_0's poisson: -103.711\tvalid_0's l2: 394.677\n",
"[87]\tvalid_0's poisson: -103.685\tvalid_0's l2: 393.709\n",
"[88]\tvalid_0's poisson: -103.717\tvalid_0's l2: 391.453\n",
"[89]\tvalid_0's poisson: -103.719\tvalid_0's l2: 390.936\n",
"[90]\tvalid_0's poisson: -103.856\tvalid_0's l2: 389.648\n",
"[91]\tvalid_0's poisson: -104.049\tvalid_0's l2: 389.379\n",
"[92]\tvalid_0's poisson: -103.916\tvalid_0's l2: 388.966\n",
"[93]\tvalid_0's poisson: -103.914\tvalid_0's l2: 389.223\n",
"[94]\tvalid_0's poisson: -103.877\tvalid_0's l2: 389.357\n",
"[95]\tvalid_0's poisson: -103.981\tvalid_0's l2: 386.879\n",
"[96]\tvalid_0's poisson: -103.893\tvalid_0's l2: 385.93\n",
"[97]\tvalid_0's poisson: -103.928\tvalid_0's l2: 384.743\n",
"[98]\tvalid_0's poisson: -104.015\tvalid_0's l2: 384.479\n",
"[99]\tvalid_0's poisson: -103.869\tvalid_0's l2: 384.197\n",
"[100]\tvalid_0's poisson: -103.888\tvalid_0's l2: 383.722\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3569\tvalid_0's l2: 2287.09\n",
"[2]\tvalid_0's poisson: -87.5372\tvalid_0's l2: 2273.97\n",
"[3]\tvalid_0's poisson: -87.7146\tvalid_0's l2: 2260.95\n",
"[4]\tvalid_0's poisson: -87.8893\tvalid_0's l2: 2248.03\n",
"[5]\tvalid_0's poisson: -88.0614\tvalid_0's l2: 2235.21\n",
"[6]\tvalid_0's poisson: -88.2309\tvalid_0's l2: 2222.49\n",
"[7]\tvalid_0's poisson: -88.3979\tvalid_0's l2: 2209.87\n",
"[8]\tvalid_0's poisson: -88.5622\tvalid_0's l2: 2197.35\n",
"[9]\tvalid_0's poisson: -88.7243\tvalid_0's l2: 2184.93\n",
"[10]\tvalid_0's poisson: -88.884\tvalid_0's l2: 2172.61\n",
"[11]\tvalid_0's poisson: -89.0415\tvalid_0's l2: 2160.38\n",
"[12]\tvalid_0's poisson: -89.1982\tvalid_0's l2: 2148.14\n",
"[13]\tvalid_0's poisson: -89.3526\tvalid_0's l2: 2135.99\n",
"[14]\tvalid_0's poisson: -89.505\tvalid_0's l2: 2123.94\n",
"[15]\tvalid_0's poisson: -89.6542\tvalid_0's l2: 2112.07\n",
"[16]\tvalid_0's poisson: -89.8023\tvalid_0's l2: 2100.21\n",
"[17]\tvalid_0's poisson: -89.9486\tvalid_0's l2: 2088.43\n",
"[18]\tvalid_0's poisson: -90.092\tvalid_0's l2: 2076.83\n",
"[19]\tvalid_0's poisson: -90.2345\tvalid_0's l2: 2065.23\n",
"[20]\tvalid_0's poisson: -90.375\tvalid_0's l2: 2053.72\n",
"[21]\tvalid_0's poisson: -90.5132\tvalid_0's l2: 2042.35\n",
"[22]\tvalid_0's poisson: -90.6495\tvalid_0's l2: 2031.1\n",
"[23]\tvalid_0's poisson: -90.7848\tvalid_0's l2: 2019.86\n",
"[24]\tvalid_0's poisson: -90.9179\tvalid_0's l2: 2008.74\n",
"[25]\tvalid_0's poisson: -91.0492\tvalid_0's l2: 1997.75\n",
"[26]\tvalid_0's poisson: -91.1795\tvalid_0's l2: 1986.77\n",
"[27]\tvalid_0's poisson: -91.3083\tvalid_0's l2: 1975.87\n",
"[28]\tvalid_0's poisson: -91.4355\tvalid_0's l2: 1965.09\n",
"[29]\tvalid_0's poisson: -91.5609\tvalid_0's l2: 1954.38\n",
"[30]\tvalid_0's poisson: -91.6848\tvalid_0's l2: 1943.76\n",
"[31]\tvalid_0's poisson: -91.8077\tvalid_0's l2: 1933.22\n",
"[32]\tvalid_0's poisson: -91.9288\tvalid_0's l2: 1922.75\n",
"[33]\tvalid_0's poisson: -92.0486\tvalid_0's l2: 1912.36\n",
"[34]\tvalid_0's poisson: -92.1666\tvalid_0's l2: 1902.11\n",
"[35]\tvalid_0's poisson: -92.2837\tvalid_0's l2: 1891.88\n",
"[36]\tvalid_0's poisson: -92.3994\tvalid_0's l2: 1881.73\n",
"[37]\tvalid_0's poisson: -92.5135\tvalid_0's l2: 1871.71\n",
"[38]\tvalid_0's poisson: -92.6268\tvalid_0's l2: 1861.71\n",
"[39]\tvalid_0's poisson: -92.7387\tvalid_0's l2: 1851.79\n",
"[40]\tvalid_0's poisson: -92.8492\tvalid_0's l2: 1842\n",
"[41]\tvalid_0's poisson: -92.9585\tvalid_0's l2: 1832.25\n",
"[42]\tvalid_0's poisson: -93.0669\tvalid_0's l2: 1822.54\n",
"[43]\tvalid_0's poisson: -93.1739\tvalid_0's l2: 1812.97\n",
"[44]\tvalid_0's poisson: -93.2798\tvalid_0's l2: 1803.43\n",
"[45]\tvalid_0's poisson: -93.3855\tvalid_0's l2: 1793.9\n",
"[46]\tvalid_0's poisson: -93.4896\tvalid_0's l2: 1784.47\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -93.5922\tvalid_0's l2: 1775.18\n",
"[48]\tvalid_0's poisson: -93.6944\tvalid_0's l2: 1765.94\n",
"[49]\tvalid_0's poisson: -93.7957\tvalid_0's l2: 1756.74\n",
"[50]\tvalid_0's poisson: -93.8959\tvalid_0's l2: 1747.61\n",
"[51]\tvalid_0's poisson: -93.9951\tvalid_0's l2: 1738.56\n",
"[52]\tvalid_0's poisson: -94.0932\tvalid_0's l2: 1729.58\n",
"[53]\tvalid_0's poisson: -94.1905\tvalid_0's l2: 1720.66\n",
"[54]\tvalid_0's poisson: -94.2867\tvalid_0's l2: 1711.76\n",
"[55]\tvalid_0's poisson: -94.3821\tvalid_0's l2: 1702.97\n",
"[56]\tvalid_0's poisson: -94.4763\tvalid_0's l2: 1694.27\n",
"[57]\tvalid_0's poisson: -94.57\tvalid_0's l2: 1685.6\n",
"[58]\tvalid_0's poisson: -94.6623\tvalid_0's l2: 1677.05\n",
"[59]\tvalid_0's poisson: -94.7542\tvalid_0's l2: 1668.51\n",
"[60]\tvalid_0's poisson: -94.8447\tvalid_0's l2: 1660.09\n",
"[61]\tvalid_0's poisson: -94.9346\tvalid_0's l2: 1651.7\n",
"[62]\tvalid_0's poisson: -95.0232\tvalid_0's l2: 1643.41\n",
"[63]\tvalid_0's poisson: -95.1115\tvalid_0's l2: 1635.14\n",
"[64]\tvalid_0's poisson: -95.1992\tvalid_0's l2: 1626.87\n",
"[65]\tvalid_0's poisson: -95.2855\tvalid_0's l2: 1618.76\n",
"[66]\tvalid_0's poisson: -95.3744\tvalid_0's l2: 1610.4\n",
"[67]\tvalid_0's poisson: -95.4624\tvalid_0's l2: 1602.1\n",
"[68]\tvalid_0's poisson: -95.5465\tvalid_0's l2: 1594.14\n",
"[69]\tvalid_0's poisson: -95.6329\tvalid_0's l2: 1585.96\n",
"[70]\tvalid_0's poisson: -95.7163\tvalid_0's l2: 1578.04\n",
"[71]\tvalid_0's poisson: -95.8011\tvalid_0's l2: 1569.98\n",
"[72]\tvalid_0's poisson: -95.8843\tvalid_0's l2: 1562.07\n",
"[73]\tvalid_0's poisson: -95.9648\tvalid_0's l2: 1554.36\n",
"[74]\tvalid_0's poisson: -96.0465\tvalid_0's l2: 1546.56\n",
"[75]\tvalid_0's poisson: -96.1274\tvalid_0's l2: 1538.83\n",
"[76]\tvalid_0's poisson: -96.2075\tvalid_0's l2: 1531.15\n",
"[77]\tvalid_0's poisson: -96.2857\tvalid_0's l2: 1523.62\n",
"[78]\tvalid_0's poisson: -96.3644\tvalid_0's l2: 1516.06\n",
"[79]\tvalid_0's poisson: -96.4424\tvalid_0's l2: 1508.56\n",
"[80]\tvalid_0's poisson: -96.5196\tvalid_0's l2: 1501.11\n",
"[81]\tvalid_0's poisson: -96.5964\tvalid_0's l2: 1493.63\n",
"[82]\tvalid_0's poisson: -96.672\tvalid_0's l2: 1486.31\n",
"[83]\tvalid_0's poisson: -96.7468\tvalid_0's l2: 1479.06\n",
"[84]\tvalid_0's poisson: -96.8212\tvalid_0's l2: 1471.79\n",
"[85]\tvalid_0's poisson: -96.8949\tvalid_0's l2: 1464.58\n",
"[86]\tvalid_0's poisson: -96.968\tvalid_0's l2: 1457.42\n",
"[87]\tvalid_0's poisson: -97.0404\tvalid_0's l2: 1450.32\n",
"[88]\tvalid_0's poisson: -97.1127\tvalid_0's l2: 1443.21\n",
"[89]\tvalid_0's poisson: -97.1839\tvalid_0's l2: 1436.21\n",
"[90]\tvalid_0's poisson: -97.254\tvalid_0's l2: 1429.35\n",
"[91]\tvalid_0's poisson: -97.3234\tvalid_0's l2: 1422.55\n",
"[92]\tvalid_0's poisson: -97.3936\tvalid_0's l2: 1415.62\n",
"[93]\tvalid_0's poisson: -97.4619\tvalid_0's l2: 1408.92\n",
"[94]\tvalid_0's poisson: -97.5296\tvalid_0's l2: 1402.27\n",
"[95]\tvalid_0's poisson: -97.5977\tvalid_0's l2: 1395.52\n",
"[96]\tvalid_0's poisson: -97.6653\tvalid_0's l2: 1388.81\n",
"[97]\tvalid_0's poisson: -97.7312\tvalid_0's l2: 1382.33\n",
"[98]\tvalid_0's poisson: -97.7976\tvalid_0's l2: 1375.73\n",
"[99]\tvalid_0's poisson: -97.8623\tvalid_0's l2: 1369.34\n",
"[100]\tvalid_0's poisson: -97.9279\tvalid_0's l2: 1362.82\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3579\tvalid_0's l2: 2287.01\n",
"[2]\tvalid_0's poisson: -87.5392\tvalid_0's l2: 2273.8\n",
"[3]\tvalid_0's poisson: -87.7167\tvalid_0's l2: 2260.76\n",
"[4]\tvalid_0's poisson: -87.8922\tvalid_0's l2: 2247.75\n",
"[5]\tvalid_0's poisson: -88.0645\tvalid_0's l2: 2234.88\n",
"[6]\tvalid_0's poisson: -88.234\tvalid_0's l2: 2222.11\n",
"[7]\tvalid_0's poisson: -88.4015\tvalid_0's l2: 2209.4\n",
"[8]\tvalid_0's poisson: -88.5655\tvalid_0's l2: 2196.86\n",
"[9]\tvalid_0's poisson: -88.728\tvalid_0's l2: 2184.34\n",
"[10]\tvalid_0's poisson: -88.8872\tvalid_0's l2: 2171.99\n",
"[11]\tvalid_0's poisson: -89.0448\tvalid_0's l2: 2159.68\n",
"[12]\tvalid_0's poisson: -89.1994\tvalid_0's l2: 2147.52\n",
"[13]\tvalid_0's poisson: -89.3531\tvalid_0's l2: 2135.36\n",
"[14]\tvalid_0's poisson: -89.5039\tvalid_0's l2: 2123.34\n",
"[15]\tvalid_0's poisson: -89.6559\tvalid_0's l2: 2111.18\n",
"[16]\tvalid_0's poisson: -89.8046\tvalid_0's l2: 2099.19\n",
"[17]\tvalid_0's poisson: -89.9503\tvalid_0's l2: 2087.37\n",
"[18]\tvalid_0's poisson: -90.095\tvalid_0's l2: 2075.57\n",
"[19]\tvalid_0's poisson: -90.2389\tvalid_0's l2: 2063.78\n",
"[20]\tvalid_0's poisson: -90.3823\tvalid_0's l2: 2052.07\n",
"[21]\tvalid_0's poisson: -90.5198\tvalid_0's l2: 2040.67\n",
"[22]\tvalid_0's poisson: -90.6575\tvalid_0's l2: 2029.19\n",
"[23]\tvalid_0's poisson: -90.7957\tvalid_0's l2: 2017.73\n",
"[24]\tvalid_0's poisson: -90.9303\tvalid_0's l2: 2006.4\n",
"[25]\tvalid_0's poisson: -91.0619\tvalid_0's l2: 1995.29\n",
"[26]\tvalid_0's poisson: -91.1902\tvalid_0's l2: 1984.43\n",
"[27]\tvalid_0's poisson: -91.322\tvalid_0's l2: 1973.31\n",
"[28]\tvalid_0's poisson: -91.449\tvalid_0's l2: 1962.45\n",
"[29]\tvalid_0's poisson: -91.5754\tvalid_0's l2: 1951.56\n",
"[30]\tvalid_0's poisson: -91.7004\tvalid_0's l2: 1940.73\n",
"[31]\tvalid_0's poisson: -91.8261\tvalid_0's l2: 1929.93\n",
"[32]\tvalid_0's poisson: -91.9454\tvalid_0's l2: 1919.57\n",
"[33]\tvalid_0's poisson: -92.0649\tvalid_0's l2: 1909.12\n",
"[34]\tvalid_0's poisson: -92.1867\tvalid_0's l2: 1898.53\n",
"[35]\tvalid_0's poisson: -92.3037\tvalid_0's l2: 1888.25\n",
"[36]\tvalid_0's poisson: -92.4195\tvalid_0's l2: 1878.05\n",
"[37]\tvalid_0's poisson: -92.5326\tvalid_0's l2: 1868.06\n",
"[38]\tvalid_0's poisson: -92.6492\tvalid_0's l2: 1857.77\n",
"[39]\tvalid_0's poisson: -92.7612\tvalid_0's l2: 1847.76\n",
"[40]\tvalid_0's poisson: -92.872\tvalid_0's l2: 1837.87\n",
"[41]\tvalid_0's poisson: -92.9846\tvalid_0's l2: 1827.83\n",
"[42]\tvalid_0's poisson: -93.0927\tvalid_0's l2: 1818.11\n",
"[43]\tvalid_0's poisson: -93.1991\tvalid_0's l2: 1808.52\n",
"[44]\tvalid_0's poisson: -93.3052\tvalid_0's l2: 1798.91\n",
"[45]\tvalid_0's poisson: -93.4134\tvalid_0's l2: 1789.15\n",
"[46]\tvalid_0's poisson: -93.5182\tvalid_0's l2: 1779.55\n",
"[47]\tvalid_0's poisson: -93.6209\tvalid_0's l2: 1770.17\n",
"[48]\tvalid_0's poisson: -93.7255\tvalid_0's l2: 1760.64\n",
"[49]\tvalid_0's poisson: -93.8258\tvalid_0's l2: 1751.46\n",
"[50]\tvalid_0's poisson: -93.9256\tvalid_0's l2: 1742.27\n",
"[51]\tvalid_0's poisson: -94.0248\tvalid_0's l2: 1733.11\n",
"[52]\tvalid_0's poisson: -94.1258\tvalid_0's l2: 1723.82\n",
"[53]\tvalid_0's poisson: -94.223\tvalid_0's l2: 1714.73\n",
"[54]\tvalid_0's poisson: -94.319\tvalid_0's l2: 1705.77\n",
"[55]\tvalid_0's poisson: -94.417\tvalid_0's l2: 1696.69\n",
"[56]\tvalid_0's poisson: -94.5112\tvalid_0's l2: 1687.88\n",
"[57]\tvalid_0's poisson: -94.6045\tvalid_0's l2: 1679.15\n",
"[58]\tvalid_0's poisson: -94.697\tvalid_0's l2: 1670.4\n",
"[59]\tvalid_0's poisson: -94.7915\tvalid_0's l2: 1661.57\n",
"[60]\tvalid_0's poisson: -94.8815\tvalid_0's l2: 1653.09\n",
"[61]\tvalid_0's poisson: -94.9715\tvalid_0's l2: 1644.51\n",
"[62]\tvalid_0's poisson: -95.0633\tvalid_0's l2: 1635.88\n",
"[63]\tvalid_0's poisson: -95.1509\tvalid_0's l2: 1627.56\n",
"[64]\tvalid_0's poisson: -95.2376\tvalid_0's l2: 1619.36\n",
"[65]\tvalid_0's poisson: -95.3269\tvalid_0's l2: 1610.91\n",
"[66]\tvalid_0's poisson: -95.4129\tvalid_0's l2: 1602.63\n",
"[67]\tvalid_0's poisson: -95.4974\tvalid_0's l2: 1594.55\n",
"[68]\tvalid_0's poisson: -95.5811\tvalid_0's l2: 1586.56\n",
"[69]\tvalid_0's poisson: -95.6672\tvalid_0's l2: 1578.36\n",
"[70]\tvalid_0's poisson: -95.75\tvalid_0's l2: 1570.37\n",
"[71]\tvalid_0's poisson: -95.8315\tvalid_0's l2: 1562.44\n",
"[72]\tvalid_0's poisson: -95.9154\tvalid_0's l2: 1554.41\n",
"[73]\tvalid_0's poisson: -95.9953\tvalid_0's l2: 1546.69\n",
"[74]\tvalid_0's poisson: -96.0751\tvalid_0's l2: 1539.03\n",
"[75]\tvalid_0's poisson: -96.1568\tvalid_0's l2: 1531.17\n",
"[76]\tvalid_0's poisson: -96.2346\tvalid_0's l2: 1523.6\n",
"[77]\tvalid_0's poisson: -96.3122\tvalid_0's l2: 1516.02\n",
"[78]\tvalid_0's poisson: -96.3918\tvalid_0's l2: 1508.33\n",
"[79]\tvalid_0's poisson: -96.4674\tvalid_0's l2: 1501\n",
"[80]\tvalid_0's poisson: -96.5424\tvalid_0's l2: 1493.67\n",
"[81]\tvalid_0's poisson: -96.6167\tvalid_0's l2: 1486.41\n",
"[82]\tvalid_0's poisson: -96.6936\tvalid_0's l2: 1478.94\n",
"[83]\tvalid_0's poisson: -96.7676\tvalid_0's l2: 1471.7\n",
"[84]\tvalid_0's poisson: -96.8433\tvalid_0's l2: 1464.33\n",
"[85]\tvalid_0's poisson: -96.916\tvalid_0's l2: 1457.22\n",
"[86]\tvalid_0's poisson: -96.9873\tvalid_0's l2: 1450.19\n",
"[87]\tvalid_0's poisson: -97.0581\tvalid_0's l2: 1443.25\n",
"[88]\tvalid_0's poisson: -97.1314\tvalid_0's l2: 1436.09\n",
"[89]\tvalid_0's poisson: -97.202\tvalid_0's l2: 1429.15\n",
"[90]\tvalid_0's poisson: -97.2712\tvalid_0's l2: 1422.31\n",
"[91]\tvalid_0's poisson: -97.3402\tvalid_0's l2: 1415.56\n",
"[92]\tvalid_0's poisson: -97.4112\tvalid_0's l2: 1408.61\n",
"[93]\tvalid_0's poisson: -97.4785\tvalid_0's l2: 1401.92\n",
"[94]\tvalid_0's poisson: -97.5458\tvalid_0's l2: 1395.32\n",
"[95]\tvalid_0's poisson: -97.6151\tvalid_0's l2: 1388.51\n",
"[96]\tvalid_0's poisson: -97.6811\tvalid_0's l2: 1381.96\n",
"[97]\tvalid_0's poisson: -97.747\tvalid_0's l2: 1375.47\n",
"[98]\tvalid_0's poisson: -97.8117\tvalid_0's l2: 1369.04\n",
"[99]\tvalid_0's poisson: -97.8788\tvalid_0's l2: 1362.42\n",
"[100]\tvalid_0's poisson: -97.9436\tvalid_0's l2: 1356.02\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3554\tvalid_0's l2: 2287.16\n",
"[2]\tvalid_0's poisson: -87.5383\tvalid_0's l2: 2273.8\n",
"[3]\tvalid_0's poisson: -87.7182\tvalid_0's l2: 2260.55\n",
"[4]\tvalid_0's poisson: -87.8957\tvalid_0's l2: 2247.38\n",
"[5]\tvalid_0's poisson: -88.0715\tvalid_0's l2: 2234.24\n",
"[6]\tvalid_0's poisson: -88.2433\tvalid_0's l2: 2221.29\n",
"[7]\tvalid_0's poisson: -88.4135\tvalid_0's l2: 2208.37\n",
"[8]\tvalid_0's poisson: -88.5801\tvalid_0's l2: 2195.63\n",
"[9]\tvalid_0's poisson: -88.7424\tvalid_0's l2: 2183.14\n",
"[10]\tvalid_0's poisson: -88.9024\tvalid_0's l2: 2170.76\n",
"[11]\tvalid_0's poisson: -89.0601\tvalid_0's l2: 2158.46\n",
"[12]\tvalid_0's poisson: -89.2175\tvalid_0's l2: 2146.1\n",
"[13]\tvalid_0's poisson: -89.3714\tvalid_0's l2: 2133.95\n",
"[14]\tvalid_0's poisson: -89.5232\tvalid_0's l2: 2121.91\n",
"[15]\tvalid_0's poisson: -89.6726\tvalid_0's l2: 2109.97\n",
"[16]\tvalid_0's poisson: -89.8212\tvalid_0's l2: 2098.03\n",
"[17]\tvalid_0's poisson: -89.9675\tvalid_0's l2: 2086.2\n",
"[18]\tvalid_0's poisson: -90.1128\tvalid_0's l2: 2074.38\n",
"[19]\tvalid_0's poisson: -90.2546\tvalid_0's l2: 2062.8\n",
"[20]\tvalid_0's poisson: -90.3955\tvalid_0's l2: 2051.22\n",
"[21]\tvalid_0's poisson: -90.5342\tvalid_0's l2: 2039.75\n",
"[22]\tvalid_0's poisson: -90.6715\tvalid_0's l2: 2028.36\n",
"[23]\tvalid_0's poisson: -90.8078\tvalid_0's l2: 2016.98\n",
"[24]\tvalid_0's poisson: -90.9408\tvalid_0's l2: 2005.83\n",
"[25]\tvalid_0's poisson: -91.0764\tvalid_0's l2: 1994.44\n",
"[26]\tvalid_0's poisson: -91.207\tvalid_0's l2: 1983.38\n",
"[27]\tvalid_0's poisson: -91.3393\tvalid_0's l2: 1972.16\n",
"[28]\tvalid_0's poisson: -91.4676\tvalid_0's l2: 1961.2\n",
"[29]\tvalid_0's poisson: -91.5966\tvalid_0's l2: 1950.14\n",
"[30]\tvalid_0's poisson: -91.7216\tvalid_0's l2: 1939.36\n",
"[31]\tvalid_0's poisson: -91.8476\tvalid_0's l2: 1928.47\n",
"[32]\tvalid_0's poisson: -91.9685\tvalid_0's l2: 1917.97\n",
"[33]\tvalid_0's poisson: -92.0918\tvalid_0's l2: 1907.23\n",
"[34]\tvalid_0's poisson: -92.2116\tvalid_0's l2: 1896.75\n",
"[35]\tvalid_0's poisson: -92.3318\tvalid_0's l2: 1886.18\n",
"[36]\tvalid_0's poisson: -92.4496\tvalid_0's l2: 1875.78\n",
"[37]\tvalid_0's poisson: -92.5668\tvalid_0's l2: 1865.41\n",
"[38]\tvalid_0's poisson: -92.6812\tvalid_0's l2: 1855.24\n",
"[39]\tvalid_0's poisson: -92.7944\tvalid_0's l2: 1845.15\n",
"[40]\tvalid_0's poisson: -92.9082\tvalid_0's l2: 1834.96\n",
"[41]\tvalid_0's poisson: -93.0209\tvalid_0's l2: 1824.84\n",
"[42]\tvalid_0's poisson: -93.1298\tvalid_0's l2: 1815.05\n",
"[43]\tvalid_0's poisson: -93.2398\tvalid_0's l2: 1805.1\n",
"[44]\tvalid_0's poisson: -93.3474\tvalid_0's l2: 1795.35\n",
"[45]\tvalid_0's poisson: -93.455\tvalid_0's l2: 1785.56\n",
"[46]\tvalid_0's poisson: -93.5597\tvalid_0's l2: 1776.01\n",
"[47]\tvalid_0's poisson: -93.6653\tvalid_0's l2: 1766.34\n",
"[48]\tvalid_0's poisson: -93.7674\tvalid_0's l2: 1756.99\n",
"[49]\tvalid_0's poisson: -93.8697\tvalid_0's l2: 1747.6\n",
"[50]\tvalid_0's poisson: -93.9721\tvalid_0's l2: 1738.14\n",
"[51]\tvalid_0's poisson: -94.073\tvalid_0's l2: 1728.8\n",
"[52]\tvalid_0's poisson: -94.1729\tvalid_0's l2: 1719.52\n",
"[53]\tvalid_0's poisson: -94.272\tvalid_0's l2: 1710.29\n",
"[54]\tvalid_0's poisson: -94.3693\tvalid_0's l2: 1701.23\n",
"[55]\tvalid_0's poisson: -94.4657\tvalid_0's l2: 1692.21\n",
"[56]\tvalid_0's poisson: -94.5613\tvalid_0's l2: 1683.25\n",
"[57]\tvalid_0's poisson: -94.6561\tvalid_0's l2: 1674.35\n",
"[58]\tvalid_0's poisson: -94.7487\tvalid_0's l2: 1665.66\n",
"[59]\tvalid_0's poisson: -94.8412\tvalid_0's l2: 1656.95\n",
"[60]\tvalid_0's poisson: -94.9332\tvalid_0's l2: 1648.24\n",
"[61]\tvalid_0's poisson: -95.0244\tvalid_0's l2: 1639.6\n",
"[62]\tvalid_0's poisson: -95.1147\tvalid_0's l2: 1631.02\n",
"[63]\tvalid_0's poisson: -95.203\tvalid_0's l2: 1622.65\n",
"[64]\tvalid_0's poisson: -95.2914\tvalid_0's l2: 1614.24\n",
"[65]\tvalid_0's poisson: -95.3793\tvalid_0's l2: 1605.82\n",
"[66]\tvalid_0's poisson: -95.4663\tvalid_0's l2: 1597.49\n",
"[67]\tvalid_0's poisson: -95.552\tvalid_0's l2: 1589.27\n",
"[68]\tvalid_0's poisson: -95.6376\tvalid_0's l2: 1581.03\n",
"[69]\tvalid_0's poisson: -95.7216\tvalid_0's l2: 1572.95\n",
"[70]\tvalid_0's poisson: -95.8052\tvalid_0's l2: 1564.9\n",
"[71]\tvalid_0's poisson: -95.8878\tvalid_0's l2: 1556.92\n",
"[72]\tvalid_0's poisson: -95.9692\tvalid_0's l2: 1549.09\n",
"[73]\tvalid_0's poisson: -96.0507\tvalid_0's l2: 1541.18\n",
"[74]\tvalid_0's poisson: -96.131\tvalid_0's l2: 1533.39\n",
"[75]\tvalid_0's poisson: -96.2115\tvalid_0's l2: 1525.58\n",
"[76]\tvalid_0's poisson: -96.2907\tvalid_0's l2: 1517.88\n",
"[77]\tvalid_0's poisson: -96.369\tvalid_0's l2: 1510.26\n",
"[78]\tvalid_0's poisson: -96.446\tvalid_0's l2: 1502.78\n",
"[79]\tvalid_0's poisson: -96.5229\tvalid_0's l2: 1495.28\n",
"[80]\tvalid_0's poisson: -96.6\tvalid_0's l2: 1487.71\n",
"[81]\tvalid_0's poisson: -96.676\tvalid_0's l2: 1480.28\n",
"[82]\tvalid_0's poisson: -96.7515\tvalid_0's l2: 1472.88\n",
"[83]\tvalid_0's poisson: -96.8258\tvalid_0's l2: 1465.6\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[84]\tvalid_0's poisson: -96.8996\tvalid_0's l2: 1458.32\n",
"[85]\tvalid_0's poisson: -96.9723\tvalid_0's l2: 1451.21\n",
"[86]\tvalid_0's poisson: -97.0452\tvalid_0's l2: 1444.01\n",
"[87]\tvalid_0's poisson: -97.1175\tvalid_0's l2: 1436.9\n",
"[88]\tvalid_0's poisson: -97.1897\tvalid_0's l2: 1429.82\n",
"[89]\tvalid_0's poisson: -97.261\tvalid_0's l2: 1422.74\n",
"[90]\tvalid_0's poisson: -97.3316\tvalid_0's l2: 1415.72\n",
"[91]\tvalid_0's poisson: -97.4013\tvalid_0's l2: 1408.83\n",
"[92]\tvalid_0's poisson: -97.4696\tvalid_0's l2: 1402.08\n",
"[93]\tvalid_0's poisson: -97.5389\tvalid_0's l2: 1395.26\n",
"[94]\tvalid_0's poisson: -97.6074\tvalid_0's l2: 1388.44\n",
"[95]\tvalid_0's poisson: -97.6756\tvalid_0's l2: 1381.61\n",
"[96]\tvalid_0's poisson: -97.7429\tvalid_0's l2: 1374.94\n",
"[97]\tvalid_0's poisson: -97.8097\tvalid_0's l2: 1368.26\n",
"[98]\tvalid_0's poisson: -97.8761\tvalid_0's l2: 1361.68\n",
"[99]\tvalid_0's poisson: -97.9419\tvalid_0's l2: 1355.08\n",
"[100]\tvalid_0's poisson: -98.006\tvalid_0's l2: 1348.72\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3632\tvalid_0's l2: 2286.65\n",
"[2]\tvalid_0's poisson: -87.5474\tvalid_0's l2: 2273.25\n",
"[3]\tvalid_0's poisson: -87.7286\tvalid_0's l2: 2259.96\n",
"[4]\tvalid_0's poisson: -87.9069\tvalid_0's l2: 2246.78\n",
"[5]\tvalid_0's poisson: -88.0825\tvalid_0's l2: 2233.69\n",
"[6]\tvalid_0's poisson: -88.2537\tvalid_0's l2: 2220.85\n",
"[7]\tvalid_0's poisson: -88.4246\tvalid_0's l2: 2207.92\n",
"[8]\tvalid_0's poisson: -88.5909\tvalid_0's l2: 2195.27\n",
"[9]\tvalid_0's poisson: -88.7565\tvalid_0's l2: 2182.57\n",
"[10]\tvalid_0's poisson: -88.918\tvalid_0's l2: 2170.1\n",
"[11]\tvalid_0's poisson: -89.0794\tvalid_0's l2: 2157.55\n",
"[12]\tvalid_0's poisson: -89.2366\tvalid_0's l2: 2145.27\n",
"[13]\tvalid_0's poisson: -89.3937\tvalid_0's l2: 2132.89\n",
"[14]\tvalid_0's poisson: -89.5481\tvalid_0's l2: 2120.65\n",
"[15]\tvalid_0's poisson: -89.6988\tvalid_0's l2: 2108.65\n",
"[16]\tvalid_0's poisson: -89.8475\tvalid_0's l2: 2096.74\n",
"[17]\tvalid_0's poisson: -89.9959\tvalid_0's l2: 2084.78\n",
"[18]\tvalid_0's poisson: -90.1426\tvalid_0's l2: 2072.87\n",
"[19]\tvalid_0's poisson: -90.2872\tvalid_0's l2: 2061.08\n",
"[20]\tvalid_0's poisson: -90.4298\tvalid_0's l2: 2049.38\n",
"[21]\tvalid_0's poisson: -90.5692\tvalid_0's l2: 2037.9\n",
"[22]\tvalid_0's poisson: -90.7089\tvalid_0's l2: 2026.33\n",
"[23]\tvalid_0's poisson: -90.8463\tvalid_0's l2: 2014.88\n",
"[24]\tvalid_0's poisson: -90.9825\tvalid_0's l2: 2003.47\n",
"[25]\tvalid_0's poisson: -91.1167\tvalid_0's l2: 1992.19\n",
"[26]\tvalid_0's poisson: -91.2491\tvalid_0's l2: 1981.01\n",
"[27]\tvalid_0's poisson: -91.3787\tvalid_0's l2: 1970.02\n",
"[28]\tvalid_0's poisson: -91.5079\tvalid_0's l2: 1958.99\n",
"[29]\tvalid_0's poisson: -91.6357\tvalid_0's l2: 1948.04\n",
"[30]\tvalid_0's poisson: -91.7621\tvalid_0's l2: 1937.16\n",
"[31]\tvalid_0's poisson: -91.8872\tvalid_0's l2: 1926.36\n",
"[32]\tvalid_0's poisson: -92.0105\tvalid_0's l2: 1915.66\n",
"[33]\tvalid_0's poisson: -92.1312\tvalid_0's l2: 1905.16\n",
"[34]\tvalid_0's poisson: -92.2519\tvalid_0's l2: 1894.6\n",
"[35]\tvalid_0's poisson: -92.3715\tvalid_0's l2: 1884.08\n",
"[36]\tvalid_0's poisson: -92.4895\tvalid_0's l2: 1873.68\n",
"[37]\tvalid_0's poisson: -92.6059\tvalid_0's l2: 1863.37\n",
"[38]\tvalid_0's poisson: -92.7215\tvalid_0's l2: 1853.11\n",
"[39]\tvalid_0's poisson: -92.8349\tvalid_0's l2: 1843\n",
"[40]\tvalid_0's poisson: -92.9479\tvalid_0's l2: 1832.89\n",
"[41]\tvalid_0's poisson: -93.0599\tvalid_0's l2: 1822.82\n",
"[42]\tvalid_0's poisson: -93.1706\tvalid_0's l2: 1812.83\n",
"[43]\tvalid_0's poisson: -93.28\tvalid_0's l2: 1802.95\n",
"[44]\tvalid_0's poisson: -93.3884\tvalid_0's l2: 1793.11\n",
"[45]\tvalid_0's poisson: -93.4956\tvalid_0's l2: 1783.33\n",
"[46]\tvalid_0's poisson: -93.6012\tvalid_0's l2: 1773.68\n",
"[47]\tvalid_0's poisson: -93.7058\tvalid_0's l2: 1764.08\n",
"[48]\tvalid_0's poisson: -93.8097\tvalid_0's l2: 1754.56\n",
"[49]\tvalid_0's poisson: -93.9119\tvalid_0's l2: 1745.14\n",
"[50]\tvalid_0's poisson: -94.0133\tvalid_0's l2: 1735.74\n",
"[51]\tvalid_0's poisson: -94.1135\tvalid_0's l2: 1726.45\n",
"[52]\tvalid_0's poisson: -94.2132\tvalid_0's l2: 1717.2\n",
"[53]\tvalid_0's poisson: -94.3115\tvalid_0's l2: 1708.03\n",
"[54]\tvalid_0's poisson: -94.4084\tvalid_0's l2: 1698.96\n",
"[55]\tvalid_0's poisson: -94.5047\tvalid_0's l2: 1689.92\n",
"[56]\tvalid_0's poisson: -94.6009\tvalid_0's l2: 1680.93\n",
"[57]\tvalid_0's poisson: -94.6949\tvalid_0's l2: 1672.06\n",
"[58]\tvalid_0's poisson: -94.7883\tvalid_0's l2: 1663.23\n",
"[59]\tvalid_0's poisson: -94.8806\tvalid_0's l2: 1654.51\n",
"[60]\tvalid_0's poisson: -94.973\tvalid_0's l2: 1645.77\n",
"[61]\tvalid_0's poisson: -95.0635\tvalid_0's l2: 1637.16\n",
"[62]\tvalid_0's poisson: -95.1533\tvalid_0's l2: 1628.58\n",
"[63]\tvalid_0's poisson: -95.242\tvalid_0's l2: 1620.08\n",
"[64]\tvalid_0's poisson: -95.3287\tvalid_0's l2: 1611.78\n",
"[65]\tvalid_0's poisson: -95.4167\tvalid_0's l2: 1603.38\n",
"[66]\tvalid_0's poisson: -95.5016\tvalid_0's l2: 1595.24\n",
"[67]\tvalid_0's poisson: -95.5859\tvalid_0's l2: 1587.13\n",
"[68]\tvalid_0's poisson: -95.6692\tvalid_0's l2: 1579.09\n",
"[69]\tvalid_0's poisson: -95.7543\tvalid_0's l2: 1570.92\n",
"[70]\tvalid_0's poisson: -95.836\tvalid_0's l2: 1563.02\n",
"[71]\tvalid_0's poisson: -95.917\tvalid_0's l2: 1555.18\n",
"[72]\tvalid_0's poisson: -95.9972\tvalid_0's l2: 1547.4\n",
"[73]\tvalid_0's poisson: -96.0793\tvalid_0's l2: 1539.46\n",
"[74]\tvalid_0's poisson: -96.1581\tvalid_0's l2: 1531.78\n",
"[75]\tvalid_0's poisson: -96.2361\tvalid_0's l2: 1524.18\n",
"[76]\tvalid_0's poisson: -96.3136\tvalid_0's l2: 1516.62\n",
"[77]\tvalid_0's poisson: -96.3901\tvalid_0's l2: 1509.14\n",
"[78]\tvalid_0's poisson: -96.4691\tvalid_0's l2: 1501.46\n",
"[79]\tvalid_0's poisson: -96.545\tvalid_0's l2: 1494.03\n",
"[80]\tvalid_0's poisson: -96.6194\tvalid_0's l2: 1486.71\n",
"[81]\tvalid_0's poisson: -96.6966\tvalid_0's l2: 1479.19\n",
"[82]\tvalid_0's poisson: -96.7711\tvalid_0's l2: 1471.85\n",
"[83]\tvalid_0's poisson: -96.8452\tvalid_0's l2: 1464.55\n",
"[84]\tvalid_0's poisson: -96.9205\tvalid_0's l2: 1457.19\n",
"[85]\tvalid_0's poisson: -96.9923\tvalid_0's l2: 1450.11\n",
"[86]\tvalid_0's poisson: -97.0644\tvalid_0's l2: 1442.98\n",
"[87]\tvalid_0's poisson: -97.1379\tvalid_0's l2: 1435.77\n",
"[88]\tvalid_0's poisson: -97.2087\tvalid_0's l2: 1428.75\n",
"[89]\tvalid_0's poisson: -97.279\tvalid_0's l2: 1421.78\n",
"[90]\tvalid_0's poisson: -97.3507\tvalid_0's l2: 1414.72\n",
"[91]\tvalid_0's poisson: -97.4187\tvalid_0's l2: 1408.04\n",
"[92]\tvalid_0's poisson: -97.4874\tvalid_0's l2: 1401.18\n",
"[93]\tvalid_0's poisson: -97.5573\tvalid_0's l2: 1394.28\n",
"[94]\tvalid_0's poisson: -97.6242\tvalid_0's l2: 1387.69\n",
"[95]\tvalid_0's poisson: -97.6911\tvalid_0's l2: 1381\n",
"[96]\tvalid_0's poisson: -97.7588\tvalid_0's l2: 1374.3\n",
"[97]\tvalid_0's poisson: -97.8239\tvalid_0's l2: 1367.87\n",
"[98]\tvalid_0's poisson: -97.8897\tvalid_0's l2: 1361.28\n",
"[99]\tvalid_0's poisson: -97.9542\tvalid_0's l2: 1354.79\n",
"[100]\tvalid_0's poisson: -98.0205\tvalid_0's l2: 1348.22\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.348\tvalid_0's l2: 2287.65\n",
"[2]\tvalid_0's poisson: -87.5295\tvalid_0's l2: 2274.35\n",
"[3]\tvalid_0's poisson: -87.708\tvalid_0's l2: 2261.17\n",
"[4]\tvalid_0's poisson: -87.8839\tvalid_0's l2: 2248.08\n",
"[5]\tvalid_0's poisson: -88.057\tvalid_0's l2: 2235.1\n",
"[6]\tvalid_0's poisson: -88.2275\tvalid_0's l2: 2222.22\n",
"[7]\tvalid_0's poisson: -88.3954\tvalid_0's l2: 2209.44\n",
"[8]\tvalid_0's poisson: -88.5608\tvalid_0's l2: 2196.76\n",
"[9]\tvalid_0's poisson: -88.724\tvalid_0's l2: 2184.17\n",
"[10]\tvalid_0's poisson: -88.8846\tvalid_0's l2: 2171.69\n",
"[11]\tvalid_0's poisson: -89.043\tvalid_0's l2: 2159.29\n",
"[12]\tvalid_0's poisson: -89.1991\tvalid_0's l2: 2147.01\n",
"[13]\tvalid_0's poisson: -89.3531\tvalid_0's l2: 2134.81\n",
"[14]\tvalid_0's poisson: -89.505\tvalid_0's l2: 2122.71\n",
"[15]\tvalid_0's poisson: -89.6544\tvalid_0's l2: 2110.75\n",
"[16]\tvalid_0's poisson: -89.8017\tvalid_0's l2: 2098.87\n",
"[17]\tvalid_0's poisson: -89.947\tvalid_0's l2: 2087.1\n",
"[18]\tvalid_0's poisson: -90.0907\tvalid_0's l2: 2075.41\n",
"[19]\tvalid_0's poisson: -90.2323\tvalid_0's l2: 2063.81\n",
"[20]\tvalid_0's poisson: -90.3722\tvalid_0's l2: 2052.3\n",
"[21]\tvalid_0's poisson: -90.5101\tvalid_0's l2: 2040.88\n",
"[22]\tvalid_0's poisson: -90.6462\tvalid_0's l2: 2029.56\n",
"[23]\tvalid_0's poisson: -90.7808\tvalid_0's l2: 2018.32\n",
"[24]\tvalid_0's poisson: -90.9138\tvalid_0's l2: 2007.16\n",
"[25]\tvalid_0's poisson: -91.0449\tvalid_0's l2: 1996.1\n",
"[26]\tvalid_0's poisson: -91.1747\tvalid_0's l2: 1985.11\n",
"[27]\tvalid_0's poisson: -91.3038\tvalid_0's l2: 1974.14\n",
"[28]\tvalid_0's poisson: -91.4303\tvalid_0's l2: 1963.33\n",
"[29]\tvalid_0's poisson: -91.5554\tvalid_0's l2: 1952.6\n",
"[30]\tvalid_0's poisson: -91.6784\tvalid_0's l2: 1941.99\n",
"[31]\tvalid_0's poisson: -91.8007\tvalid_0's l2: 1931.42\n",
"[32]\tvalid_0's poisson: -91.9215\tvalid_0's l2: 1920.94\n",
"[33]\tvalid_0's poisson: -92.0419\tvalid_0's l2: 1910.46\n",
"[34]\tvalid_0's poisson: -92.1596\tvalid_0's l2: 1900.16\n",
"[35]\tvalid_0's poisson: -92.2757\tvalid_0's l2: 1889.96\n",
"[36]\tvalid_0's poisson: -92.3911\tvalid_0's l2: 1879.8\n",
"[37]\tvalid_0's poisson: -92.5052\tvalid_0's l2: 1869.71\n",
"[38]\tvalid_0's poisson: -92.6183\tvalid_0's l2: 1859.68\n",
"[39]\tvalid_0's poisson: -92.7313\tvalid_0's l2: 1849.64\n",
"[40]\tvalid_0's poisson: -92.8428\tvalid_0's l2: 1839.7\n",
"[41]\tvalid_0's poisson: -92.9526\tvalid_0's l2: 1829.86\n",
"[42]\tvalid_0's poisson: -93.0612\tvalid_0's l2: 1820.1\n",
"[43]\tvalid_0's poisson: -93.1683\tvalid_0's l2: 1810.45\n",
"[44]\tvalid_0's poisson: -93.2738\tvalid_0's l2: 1800.91\n",
"[45]\tvalid_0's poisson: -93.3791\tvalid_0's l2: 1791.37\n",
"[46]\tvalid_0's poisson: -93.4845\tvalid_0's l2: 1781.81\n",
"[47]\tvalid_0's poisson: -93.5877\tvalid_0's l2: 1772.41\n",
"[48]\tvalid_0's poisson: -93.6902\tvalid_0's l2: 1763.02\n",
"[49]\tvalid_0's poisson: -93.7915\tvalid_0's l2: 1753.75\n",
"[50]\tvalid_0's poisson: -93.8918\tvalid_0's l2: 1744.51\n",
"[51]\tvalid_0's poisson: -93.9911\tvalid_0's l2: 1735.38\n",
"[52]\tvalid_0's poisson: -94.09\tvalid_0's l2: 1726.24\n",
"[53]\tvalid_0's poisson: -94.1878\tvalid_0's l2: 1717.2\n",
"[54]\tvalid_0's poisson: -94.2845\tvalid_0's l2: 1708.24\n",
"[55]\tvalid_0's poisson: -94.3824\tvalid_0's l2: 1699.16\n",
"[56]\tvalid_0's poisson: -94.479\tvalid_0's l2: 1690.16\n",
"[57]\tvalid_0's poisson: -94.5725\tvalid_0's l2: 1681.4\n",
"[58]\tvalid_0's poisson: -94.6675\tvalid_0's l2: 1672.52\n",
"[59]\tvalid_0's poisson: -94.7612\tvalid_0's l2: 1663.73\n",
"[60]\tvalid_0's poisson: -94.8539\tvalid_0's l2: 1655.01\n",
"[61]\tvalid_0's poisson: -94.9457\tvalid_0's l2: 1646.36\n",
"[62]\tvalid_0's poisson: -95.0358\tvalid_0's l2: 1637.85\n",
"[63]\tvalid_0's poisson: -95.1257\tvalid_0's l2: 1629.35\n",
"[64]\tvalid_0's poisson: -95.2148\tvalid_0's l2: 1620.89\n",
"[65]\tvalid_0's poisson: -95.3029\tvalid_0's l2: 1612.5\n",
"[66]\tvalid_0's poisson: -95.3898\tvalid_0's l2: 1604.24\n",
"[67]\tvalid_0's poisson: -95.4763\tvalid_0's l2: 1595.98\n",
"[68]\tvalid_0's poisson: -95.5619\tvalid_0's l2: 1587.77\n",
"[69]\tvalid_0's poisson: -95.6468\tvalid_0's l2: 1579.64\n",
"[70]\tvalid_0's poisson: -95.7302\tvalid_0's l2: 1571.65\n",
"[71]\tvalid_0's poisson: -95.8134\tvalid_0's l2: 1563.63\n",
"[72]\tvalid_0's poisson: -95.8965\tvalid_0's l2: 1555.63\n",
"[73]\tvalid_0's poisson: -95.9793\tvalid_0's l2: 1547.63\n",
"[74]\tvalid_0's poisson: -96.0602\tvalid_0's l2: 1539.83\n",
"[75]\tvalid_0's poisson: -96.1418\tvalid_0's l2: 1531.91\n",
"[76]\tvalid_0's poisson: -96.2223\tvalid_0's l2: 1524.1\n",
"[77]\tvalid_0's poisson: -96.3017\tvalid_0's l2: 1516.38\n",
"[78]\tvalid_0's poisson: -96.3797\tvalid_0's l2: 1508.81\n",
"[79]\tvalid_0's poisson: -96.4581\tvalid_0's l2: 1501.16\n",
"[80]\tvalid_0's poisson: -96.5354\tvalid_0's l2: 1493.58\n",
"[81]\tvalid_0's poisson: -96.612\tvalid_0's l2: 1486.06\n",
"[82]\tvalid_0's poisson: -96.688\tvalid_0's l2: 1478.6\n",
"[83]\tvalid_0's poisson: -96.7628\tvalid_0's l2: 1471.3\n",
"[84]\tvalid_0's poisson: -96.8369\tvalid_0's l2: 1464\n",
"[85]\tvalid_0's poisson: -96.9108\tvalid_0's l2: 1456.74\n",
"[86]\tvalid_0's poisson: -96.9837\tvalid_0's l2: 1449.52\n",
"[87]\tvalid_0's poisson: -97.0562\tvalid_0's l2: 1442.42\n",
"[88]\tvalid_0's poisson: -97.1281\tvalid_0's l2: 1435.3\n",
"[89]\tvalid_0's poisson: -97.1996\tvalid_0's l2: 1428.21\n",
"[90]\tvalid_0's poisson: -97.2699\tvalid_0's l2: 1421.22\n",
"[91]\tvalid_0's poisson: -97.3398\tvalid_0's l2: 1414.36\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[92]\tvalid_0's poisson: -97.4093\tvalid_0's l2: 1407.45\n",
"[93]\tvalid_0's poisson: -97.4778\tvalid_0's l2: 1400.61\n",
"[94]\tvalid_0's poisson: -97.5458\tvalid_0's l2: 1393.86\n",
"[95]\tvalid_0's poisson: -97.6125\tvalid_0's l2: 1387.17\n",
"[96]\tvalid_0's poisson: -97.6801\tvalid_0's l2: 1380.52\n",
"[97]\tvalid_0's poisson: -97.7471\tvalid_0's l2: 1373.82\n",
"[98]\tvalid_0's poisson: -97.8127\tvalid_0's l2: 1367.23\n",
"[99]\tvalid_0's poisson: -97.8777\tvalid_0's l2: 1360.69\n",
"[100]\tvalid_0's poisson: -97.9439\tvalid_0's l2: 1354.11\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5343\tvalid_0's l2: 2274.34\n",
"[2]\tvalid_0's poisson: -87.8825\tvalid_0's l2: 2249.19\n",
"[3]\tvalid_0's poisson: -88.2187\tvalid_0's l2: 2224.84\n",
"[4]\tvalid_0's poisson: -88.5461\tvalid_0's l2: 2201.05\n",
"[5]\tvalid_0's poisson: -88.8623\tvalid_0's l2: 2178.01\n",
"[6]\tvalid_0's poisson: -89.1665\tvalid_0's l2: 2155.85\n",
"[7]\tvalid_0's poisson: -89.4831\tvalid_0's l2: 2131.98\n",
"[8]\tvalid_0's poisson: -89.7708\tvalid_0's l2: 2110.61\n",
"[9]\tvalid_0's poisson: -90.0659\tvalid_0's l2: 2087.85\n",
"[10]\tvalid_0's poisson: -90.3485\tvalid_0's l2: 2065.78\n",
"[11]\tvalid_0's poisson: -90.6248\tvalid_0's l2: 2045.24\n",
"[12]\tvalid_0's poisson: -90.89\tvalid_0's l2: 2024.18\n",
"[13]\tvalid_0's poisson: -91.1421\tvalid_0's l2: 2004.9\n",
"[14]\tvalid_0's poisson: -91.3909\tvalid_0's l2: 1984.81\n",
"[15]\tvalid_0's poisson: -91.6229\tvalid_0's l2: 1965.97\n",
"[16]\tvalid_0's poisson: -91.8705\tvalid_0's l2: 1947.36\n",
"[17]\tvalid_0's poisson: -92.0964\tvalid_0's l2: 1928.74\n",
"[18]\tvalid_0's poisson: -92.3202\tvalid_0's l2: 1911.29\n",
"[19]\tvalid_0's poisson: -92.5278\tvalid_0's l2: 1894.07\n",
"[20]\tvalid_0's poisson: -92.7336\tvalid_0's l2: 1876.8\n",
"[21]\tvalid_0's poisson: -92.9165\tvalid_0's l2: 1860.75\n",
"[22]\tvalid_0's poisson: -93.1367\tvalid_0's l2: 1844.1\n",
"[23]\tvalid_0's poisson: -93.3382\tvalid_0's l2: 1828.16\n",
"[24]\tvalid_0's poisson: -93.5088\tvalid_0's l2: 1812.97\n",
"[25]\tvalid_0's poisson: -93.7011\tvalid_0's l2: 1797.68\n",
"[26]\tvalid_0's poisson: -93.8678\tvalid_0's l2: 1782.61\n",
"[27]\tvalid_0's poisson: -94.0686\tvalid_0's l2: 1767.41\n",
"[28]\tvalid_0's poisson: -94.2493\tvalid_0's l2: 1752.97\n",
"[29]\tvalid_0's poisson: -94.4016\tvalid_0's l2: 1739.14\n",
"[30]\tvalid_0's poisson: -94.5525\tvalid_0's l2: 1725.29\n",
"[31]\tvalid_0's poisson: -94.7392\tvalid_0's l2: 1711.19\n",
"[32]\tvalid_0's poisson: -94.9072\tvalid_0's l2: 1697.68\n",
"[33]\tvalid_0's poisson: -95.0487\tvalid_0's l2: 1684.57\n",
"[34]\tvalid_0's poisson: -95.2088\tvalid_0's l2: 1671.63\n",
"[35]\tvalid_0's poisson: -95.3655\tvalid_0's l2: 1658.64\n",
"[36]\tvalid_0's poisson: -95.5172\tvalid_0's l2: 1646.05\n",
"[37]\tvalid_0's poisson: -95.6702\tvalid_0's l2: 1633.71\n",
"[38]\tvalid_0's poisson: -95.8159\tvalid_0's l2: 1621.61\n",
"[39]\tvalid_0's poisson: -95.938\tvalid_0's l2: 1610.22\n",
"[40]\tvalid_0's poisson: -96.0826\tvalid_0's l2: 1598.51\n",
"[41]\tvalid_0's poisson: -96.2018\tvalid_0's l2: 1587.2\n",
"[42]\tvalid_0's poisson: -96.3406\tvalid_0's l2: 1575.97\n",
"[43]\tvalid_0's poisson: -96.4554\tvalid_0's l2: 1565.09\n",
"[44]\tvalid_0's poisson: -96.6053\tvalid_0's l2: 1553.94\n",
"[45]\tvalid_0's poisson: -96.7366\tvalid_0's l2: 1543.32\n",
"[46]\tvalid_0's poisson: -96.8636\tvalid_0's l2: 1532.78\n",
"[47]\tvalid_0's poisson: -96.9878\tvalid_0's l2: 1522.51\n",
"[48]\tvalid_0's poisson: -97.1118\tvalid_0's l2: 1512.64\n",
"[49]\tvalid_0's poisson: -97.2118\tvalid_0's l2: 1503.14\n",
"[50]\tvalid_0's poisson: -97.3111\tvalid_0's l2: 1493.61\n",
"[51]\tvalid_0's poisson: -97.4292\tvalid_0's l2: 1484.23\n",
"[52]\tvalid_0's poisson: -97.5439\tvalid_0's l2: 1474.78\n",
"[53]\tvalid_0's poisson: -97.6736\tvalid_0's l2: 1464.93\n",
"[54]\tvalid_0's poisson: -97.7645\tvalid_0's l2: 1456.28\n",
"[55]\tvalid_0's poisson: -97.8755\tvalid_0's l2: 1447.49\n",
"[56]\tvalid_0's poisson: -97.9648\tvalid_0's l2: 1438.9\n",
"[57]\tvalid_0's poisson: -98.0884\tvalid_0's l2: 1429.56\n",
"[58]\tvalid_0's poisson: -98.1908\tvalid_0's l2: 1420.93\n",
"[59]\tvalid_0's poisson: -98.2946\tvalid_0's l2: 1412.73\n",
"[60]\tvalid_0's poisson: -98.3945\tvalid_0's l2: 1404.53\n",
"[61]\tvalid_0's poisson: -98.4733\tvalid_0's l2: 1396.9\n",
"[62]\tvalid_0's poisson: -98.5881\tvalid_0's l2: 1388.25\n",
"[63]\tvalid_0's poisson: -98.6679\tvalid_0's l2: 1380.56\n",
"[64]\tvalid_0's poisson: -98.7644\tvalid_0's l2: 1372.96\n",
"[65]\tvalid_0's poisson: -98.8581\tvalid_0's l2: 1365.34\n",
"[66]\tvalid_0's poisson: -98.933\tvalid_0's l2: 1358.08\n",
"[67]\tvalid_0's poisson: -99.0253\tvalid_0's l2: 1350.85\n",
"[68]\tvalid_0's poisson: -99.1113\tvalid_0's l2: 1343.76\n",
"[69]\tvalid_0's poisson: -99.2163\tvalid_0's l2: 1335.88\n",
"[70]\tvalid_0's poisson: -99.2861\tvalid_0's l2: 1329.25\n",
"[71]\tvalid_0's poisson: -99.3728\tvalid_0's l2: 1322.48\n",
"[72]\tvalid_0's poisson: -99.4557\tvalid_0's l2: 1315.78\n",
"[73]\tvalid_0's poisson: -99.5225\tvalid_0's l2: 1309.32\n",
"[74]\tvalid_0's poisson: -99.6208\tvalid_0's l2: 1302.01\n",
"[75]\tvalid_0's poisson: -99.7153\tvalid_0's l2: 1294.65\n",
"[76]\tvalid_0's poisson: -99.7777\tvalid_0's l2: 1288.56\n",
"[77]\tvalid_0's poisson: -99.8688\tvalid_0's l2: 1281.44\n",
"[78]\tvalid_0's poisson: -99.9622\tvalid_0's l2: 1274.47\n",
"[79]\tvalid_0's poisson: -100.037\tvalid_0's l2: 1267.72\n",
"[80]\tvalid_0's poisson: -100.127\tvalid_0's l2: 1261.13\n",
"[81]\tvalid_0's poisson: -100.185\tvalid_0's l2: 1255.39\n",
"[82]\tvalid_0's poisson: -100.262\tvalid_0's l2: 1248.93\n",
"[83]\tvalid_0's poisson: -100.336\tvalid_0's l2: 1243.09\n",
"[84]\tvalid_0's poisson: -100.398\tvalid_0's l2: 1237.08\n",
"[85]\tvalid_0's poisson: -100.466\tvalid_0's l2: 1230.85\n",
"[86]\tvalid_0's poisson: -100.55\tvalid_0's l2: 1224.64\n",
"[87]\tvalid_0's poisson: -100.622\tvalid_0's l2: 1218.94\n",
"[88]\tvalid_0's poisson: -100.68\tvalid_0's l2: 1213.23\n",
"[89]\tvalid_0's poisson: -100.745\tvalid_0's l2: 1207.37\n",
"[90]\tvalid_0's poisson: -100.824\tvalid_0's l2: 1201.58\n",
"[91]\tvalid_0's poisson: -100.891\tvalid_0's l2: 1195.88\n",
"[92]\tvalid_0's poisson: -100.955\tvalid_0's l2: 1190.38\n",
"[93]\tvalid_0's poisson: -101.016\tvalid_0's l2: 1184.9\n",
"[94]\tvalid_0's poisson: -101.076\tvalid_0's l2: 1179.5\n",
"[95]\tvalid_0's poisson: -101.139\tvalid_0's l2: 1174.13\n",
"[96]\tvalid_0's poisson: -101.199\tvalid_0's l2: 1169.01\n",
"[97]\tvalid_0's poisson: -101.256\tvalid_0's l2: 1163.88\n",
"[98]\tvalid_0's poisson: -101.312\tvalid_0's l2: 1158.77\n",
"[99]\tvalid_0's poisson: -101.371\tvalid_0's l2: 1153.72\n",
"[100]\tvalid_0's poisson: -101.427\tvalid_0's l2: 1148.94\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5432\tvalid_0's l2: 2273.51\n",
"[2]\tvalid_0's poisson: -87.9104\tvalid_0's l2: 2246.84\n",
"[3]\tvalid_0's poisson: -88.2534\tvalid_0's l2: 2221.33\n",
"[4]\tvalid_0's poisson: -88.5965\tvalid_0's l2: 2196.17\n",
"[5]\tvalid_0's poisson: -88.9162\tvalid_0's l2: 2171.87\n",
"[6]\tvalid_0's poisson: -89.2399\tvalid_0's l2: 2147.92\n",
"[7]\tvalid_0's poisson: -89.5387\tvalid_0's l2: 2124.78\n",
"[8]\tvalid_0's poisson: -89.847\tvalid_0's l2: 2101.77\n",
"[9]\tvalid_0's poisson: -90.1269\tvalid_0's l2: 2079.72\n",
"[10]\tvalid_0's poisson: -90.4166\tvalid_0's l2: 2058.02\n",
"[11]\tvalid_0's poisson: -90.6968\tvalid_0's l2: 2037.01\n",
"[12]\tvalid_0's poisson: -90.9535\tvalid_0's l2: 2016.36\n",
"[13]\tvalid_0's poisson: -91.2076\tvalid_0's l2: 1996.77\n",
"[14]\tvalid_0's poisson: -91.4487\tvalid_0's l2: 1977.08\n",
"[15]\tvalid_0's poisson: -91.6812\tvalid_0's l2: 1957.98\n",
"[16]\tvalid_0's poisson: -91.9323\tvalid_0's l2: 1938.97\n",
"[17]\tvalid_0's poisson: -92.1509\tvalid_0's l2: 1920.76\n",
"[18]\tvalid_0's poisson: -92.3766\tvalid_0's l2: 1903.06\n",
"[19]\tvalid_0's poisson: -92.5834\tvalid_0's l2: 1885.69\n",
"[20]\tvalid_0's poisson: -92.77\tvalid_0's l2: 1869.15\n",
"[21]\tvalid_0's poisson: -92.997\tvalid_0's l2: 1851.88\n",
"[22]\tvalid_0's poisson: -93.2041\tvalid_0's l2: 1835.45\n",
"[23]\tvalid_0's poisson: -93.3778\tvalid_0's l2: 1819.8\n",
"[24]\tvalid_0's poisson: -93.5925\tvalid_0's l2: 1803.37\n",
"[25]\tvalid_0's poisson: -93.7568\tvalid_0's l2: 1788.44\n",
"[26]\tvalid_0's poisson: -93.9487\tvalid_0's l2: 1773.07\n",
"[27]\tvalid_0's poisson: -94.1271\tvalid_0's l2: 1758.23\n",
"[28]\tvalid_0's poisson: -94.3109\tvalid_0's l2: 1743.48\n",
"[29]\tvalid_0's poisson: -94.4601\tvalid_0's l2: 1729.83\n",
"[30]\tvalid_0's poisson: -94.6358\tvalid_0's l2: 1715.68\n",
"[31]\tvalid_0's poisson: -94.7799\tvalid_0's l2: 1702.3\n",
"[32]\tvalid_0's poisson: -94.9646\tvalid_0's l2: 1688.26\n",
"[33]\tvalid_0's poisson: -95.1228\tvalid_0's l2: 1675.01\n",
"[34]\tvalid_0's poisson: -95.2867\tvalid_0's l2: 1661.76\n",
"[35]\tvalid_0's poisson: -95.4174\tvalid_0's l2: 1649.6\n",
"[36]\tvalid_0's poisson: -95.5738\tvalid_0's l2: 1636.91\n",
"[37]\tvalid_0's poisson: -95.7003\tvalid_0's l2: 1624.99\n",
"[38]\tvalid_0's poisson: -95.851\tvalid_0's l2: 1612.79\n",
"[39]\tvalid_0's poisson: -95.9951\tvalid_0's l2: 1600.82\n",
"[40]\tvalid_0's poisson: -96.1343\tvalid_0's l2: 1589.15\n",
"[41]\tvalid_0's poisson: -96.2907\tvalid_0's l2: 1577.42\n",
"[42]\tvalid_0's poisson: -96.404\tvalid_0's l2: 1566.76\n",
"[43]\tvalid_0's poisson: -96.5434\tvalid_0's l2: 1555.44\n",
"[44]\tvalid_0's poisson: -96.6524\tvalid_0's l2: 1545.03\n",
"[45]\tvalid_0's poisson: -96.7862\tvalid_0's l2: 1534.17\n",
"[46]\tvalid_0's poisson: -96.9116\tvalid_0's l2: 1523.8\n",
"[47]\tvalid_0's poisson: -97.0403\tvalid_0's l2: 1513.36\n",
"[48]\tvalid_0's poisson: -97.1614\tvalid_0's l2: 1503.27\n",
"[49]\tvalid_0's poisson: -97.2595\tvalid_0's l2: 1493.95\n",
"[50]\tvalid_0's poisson: -97.3812\tvalid_0's l2: 1484.28\n",
"[51]\tvalid_0's poisson: -97.4764\tvalid_0's l2: 1475.13\n",
"[52]\tvalid_0's poisson: -97.6071\tvalid_0's l2: 1465.62\n",
"[53]\tvalid_0's poisson: -97.724\tvalid_0's l2: 1456.2\n",
"[54]\tvalid_0's poisson: -97.8333\tvalid_0's l2: 1447.15\n",
"[55]\tvalid_0's poisson: -97.9398\tvalid_0's l2: 1438.45\n",
"[56]\tvalid_0's poisson: -98.051\tvalid_0's l2: 1429.5\n",
"[57]\tvalid_0's poisson: -98.1356\tvalid_0's l2: 1421.43\n",
"[58]\tvalid_0's poisson: -98.2418\tvalid_0's l2: 1413.06\n",
"[59]\tvalid_0's poisson: -98.3417\tvalid_0's l2: 1404.84\n",
"[60]\tvalid_0's poisson: -98.422\tvalid_0's l2: 1397.08\n",
"[61]\tvalid_0's poisson: -98.5235\tvalid_0's l2: 1389.12\n",
"[62]\tvalid_0's poisson: -98.6157\tvalid_0's l2: 1381.43\n",
"[63]\tvalid_0's poisson: -98.7313\tvalid_0's l2: 1372.66\n",
"[64]\tvalid_0's poisson: -98.8064\tvalid_0's l2: 1365.5\n",
"[65]\tvalid_0's poisson: -98.9016\tvalid_0's l2: 1358.05\n",
"[66]\tvalid_0's poisson: -98.9914\tvalid_0's l2: 1350.86\n",
"[67]\tvalid_0's poisson: -99.062\tvalid_0's l2: 1343.96\n",
"[68]\tvalid_0's poisson: -99.171\tvalid_0's l2: 1335.72\n",
"[69]\tvalid_0's poisson: -99.2403\tvalid_0's l2: 1329.04\n",
"[70]\tvalid_0's poisson: -99.3461\tvalid_0's l2: 1321.08\n",
"[71]\tvalid_0's poisson: -99.4373\tvalid_0's l2: 1313.32\n",
"[72]\tvalid_0's poisson: -99.5389\tvalid_0's l2: 1305.7\n",
"[73]\tvalid_0's poisson: -99.6041\tvalid_0's l2: 1299.34\n",
"[74]\tvalid_0's poisson: -99.6908\tvalid_0's l2: 1291.97\n",
"[75]\tvalid_0's poisson: -99.7742\tvalid_0's l2: 1285.46\n",
"[76]\tvalid_0's poisson: -99.8575\tvalid_0's l2: 1278.35\n",
"[77]\tvalid_0's poisson: -99.9195\tvalid_0's l2: 1272.52\n",
"[78]\tvalid_0's poisson: -99.9995\tvalid_0's l2: 1265.7\n",
"[79]\tvalid_0's poisson: -100.093\tvalid_0's l2: 1258.71\n",
"[80]\tvalid_0's poisson: -100.17\tvalid_0's l2: 1252.18\n",
"[81]\tvalid_0's poisson: -100.248\tvalid_0's l2: 1245.93\n",
"[82]\tvalid_0's poisson: -100.312\tvalid_0's l2: 1239.69\n",
"[83]\tvalid_0's poisson: -100.381\tvalid_0's l2: 1233.4\n",
"[84]\tvalid_0's poisson: -100.452\tvalid_0's l2: 1227.61\n",
"[85]\tvalid_0's poisson: -100.513\tvalid_0's l2: 1221.67\n",
"[86]\tvalid_0's poisson: -100.579\tvalid_0's l2: 1215.64\n",
"[87]\tvalid_0's poisson: -100.664\tvalid_0's l2: 1209.36\n",
"[88]\tvalid_0's poisson: -100.748\tvalid_0's l2: 1203.19\n",
"[89]\tvalid_0's poisson: -100.806\tvalid_0's l2: 1197.52\n",
"[90]\tvalid_0's poisson: -100.872\tvalid_0's l2: 1191.87\n",
"[91]\tvalid_0's poisson: -100.94\tvalid_0's l2: 1186.14\n",
"[92]\tvalid_0's poisson: -101\tvalid_0's l2: 1180.68\n",
"[93]\tvalid_0's poisson: -101.059\tvalid_0's l2: 1175.3\n",
"[94]\tvalid_0's poisson: -101.121\tvalid_0's l2: 1170.21\n",
"[95]\tvalid_0's poisson: -101.181\tvalid_0's l2: 1165.01\n",
"[96]\tvalid_0's poisson: -101.237\tvalid_0's l2: 1159.92\n",
"[97]\tvalid_0's poisson: -101.293\tvalid_0's l2: 1154.85\n",
"[98]\tvalid_0's poisson: -101.368\tvalid_0's l2: 1149.35\n",
"[99]\tvalid_0's poisson: -101.428\tvalid_0's l2: 1144.26\n",
"[100]\tvalid_0's poisson: -101.484\tvalid_0's l2: 1139.48\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5365\tvalid_0's l2: 2274.11\n",
"[2]\tvalid_0's poisson: -87.8931\tvalid_0's l2: 2248.25\n",
"[3]\tvalid_0's poisson: -88.2351\tvalid_0's l2: 2223.36\n",
"[4]\tvalid_0's poisson: -88.571\tvalid_0's l2: 2198.71\n",
"[5]\tvalid_0's poisson: -88.8825\tvalid_0's l2: 2175.8\n",
"[6]\tvalid_0's poisson: -89.1986\tvalid_0's l2: 2152.56\n",
"[7]\tvalid_0's poisson: -89.5176\tvalid_0's l2: 2128.24\n",
"[8]\tvalid_0's poisson: -89.8028\tvalid_0's l2: 2106.85\n",
"[9]\tvalid_0's poisson: -90.1\tvalid_0's l2: 2083.65\n",
"[10]\tvalid_0's poisson: -90.3844\tvalid_0's l2: 2061.17\n",
"[11]\tvalid_0's poisson: -90.6568\tvalid_0's l2: 2039.38\n",
"[12]\tvalid_0's poisson: -90.9316\tvalid_0's l2: 2018.72\n",
"[13]\tvalid_0's poisson: -91.1874\tvalid_0's l2: 1997.94\n",
"[14]\tvalid_0's poisson: -91.4313\tvalid_0's l2: 1979.01\n",
"[15]\tvalid_0's poisson: -91.6641\tvalid_0's l2: 1959.86\n",
"[16]\tvalid_0's poisson: -91.8956\tvalid_0's l2: 1940.61\n",
"[17]\tvalid_0's poisson: -92.1425\tvalid_0's l2: 1921.88\n",
"[18]\tvalid_0's poisson: -92.354\tvalid_0's l2: 1904.15\n",
"[19]\tvalid_0's poisson: -92.5709\tvalid_0's l2: 1887.03\n",
"[20]\tvalid_0's poisson: -92.7617\tvalid_0's l2: 1870.19\n",
"[21]\tvalid_0's poisson: -92.9893\tvalid_0's l2: 1852.86\n",
"[22]\tvalid_0's poisson: -93.1855\tvalid_0's l2: 1836.03\n",
"[23]\tvalid_0's poisson: -93.3844\tvalid_0's l2: 1820.15\n",
"[24]\tvalid_0's poisson: -93.5567\tvalid_0's l2: 1804.63\n",
"[25]\tvalid_0's poisson: -93.767\tvalid_0's l2: 1788.6\n",
"[26]\tvalid_0's poisson: -93.9345\tvalid_0's l2: 1773.26\n",
"[27]\tvalid_0's poisson: -94.1187\tvalid_0's l2: 1758.43\n",
"[28]\tvalid_0's poisson: -94.2744\tvalid_0's l2: 1744.18\n",
"[29]\tvalid_0's poisson: -94.4505\tvalid_0's l2: 1729.95\n",
"[30]\tvalid_0's poisson: -94.6029\tvalid_0's l2: 1715.79\n",
"[31]\tvalid_0's poisson: -94.7925\tvalid_0's l2: 1701.36\n",
"[32]\tvalid_0's poisson: -94.9581\tvalid_0's l2: 1687.94\n",
"[33]\tvalid_0's poisson: -95.1223\tvalid_0's l2: 1674.25\n",
"[34]\tvalid_0's poisson: -95.2585\tvalid_0's l2: 1661.55\n",
"[35]\tvalid_0's poisson: -95.4155\tvalid_0's l2: 1648.81\n",
"[36]\tvalid_0's poisson: -95.5486\tvalid_0's l2: 1636.2\n",
"[37]\tvalid_0's poisson: -95.7178\tvalid_0's l2: 1623.36\n",
"[38]\tvalid_0's poisson: -95.8449\tvalid_0's l2: 1611.3\n",
"[39]\tvalid_0's poisson: -95.9914\tvalid_0's l2: 1599.38\n",
"[40]\tvalid_0's poisson: -96.1352\tvalid_0's l2: 1587.46\n",
"[41]\tvalid_0's poisson: -96.2752\tvalid_0's l2: 1576.05\n",
"[42]\tvalid_0's poisson: -96.4134\tvalid_0's l2: 1564.5\n",
"[43]\tvalid_0's poisson: -96.5253\tvalid_0's l2: 1553.86\n",
"[44]\tvalid_0's poisson: -96.657\tvalid_0's l2: 1543.3\n",
"[45]\tvalid_0's poisson: -96.7669\tvalid_0's l2: 1532.71\n",
"[46]\tvalid_0's poisson: -96.895\tvalid_0's l2: 1522.29\n",
"[47]\tvalid_0's poisson: -97.0218\tvalid_0's l2: 1511.8\n",
"[48]\tvalid_0's poisson: -97.145\tvalid_0's l2: 1501.8\n",
"[49]\tvalid_0's poisson: -97.2675\tvalid_0's l2: 1491.6\n",
"[50]\tvalid_0's poisson: -97.3652\tvalid_0's l2: 1482.25\n",
"[51]\tvalid_0's poisson: -97.4997\tvalid_0's l2: 1472.32\n",
"[52]\tvalid_0's poisson: -97.6159\tvalid_0's l2: 1462.93\n",
"[53]\tvalid_0's poisson: -97.7103\tvalid_0's l2: 1453.77\n",
"[54]\tvalid_0's poisson: -97.837\tvalid_0's l2: 1444.57\n",
"[55]\tvalid_0's poisson: -97.927\tvalid_0's l2: 1435.82\n",
"[56]\tvalid_0's poisson: -98.0535\tvalid_0's l2: 1426.16\n",
"[57]\tvalid_0's poisson: -98.1569\tvalid_0's l2: 1417.5\n",
"[58]\tvalid_0's poisson: -98.2616\tvalid_0's l2: 1409.18\n",
"[59]\tvalid_0's poisson: -98.3459\tvalid_0's l2: 1401.17\n",
"[60]\tvalid_0's poisson: -98.4649\tvalid_0's l2: 1392.1\n",
"[61]\tvalid_0's poisson: -98.5654\tvalid_0's l2: 1383.96\n",
"[62]\tvalid_0's poisson: -98.6454\tvalid_0's l2: 1376.17\n",
"[63]\tvalid_0's poisson: -98.7594\tvalid_0's l2: 1367.53\n",
"[64]\tvalid_0's poisson: -98.8346\tvalid_0's l2: 1360.14\n",
"[65]\tvalid_0's poisson: -98.9293\tvalid_0's l2: 1352.66\n",
"[66]\tvalid_0's poisson: -99.0041\tvalid_0's l2: 1345.4\n",
"[67]\tvalid_0's poisson: -99.1128\tvalid_0's l2: 1337.21\n",
"[68]\tvalid_0's poisson: -99.2009\tvalid_0's l2: 1329.83\n",
"[69]\tvalid_0's poisson: -99.2895\tvalid_0's l2: 1322.85\n",
"[70]\tvalid_0's poisson: -99.3759\tvalid_0's l2: 1315.81\n",
"[71]\tvalid_0's poisson: -99.4418\tvalid_0's l2: 1309.42\n",
"[72]\tvalid_0's poisson: -99.5263\tvalid_0's l2: 1302.8\n",
"[73]\tvalid_0's poisson: -99.5933\tvalid_0's l2: 1296.34\n",
"[74]\tvalid_0's poisson: -99.6925\tvalid_0's l2: 1288.88\n",
"[75]\tvalid_0's poisson: -99.7742\tvalid_0's l2: 1282.42\n",
"[76]\tvalid_0's poisson: -99.8691\tvalid_0's l2: 1275.34\n",
"[77]\tvalid_0's poisson: -99.931\tvalid_0's l2: 1269.47\n",
"[78]\tvalid_0's poisson: -100.015\tvalid_0's l2: 1262.29\n",
"[79]\tvalid_0's poisson: -100.104\tvalid_0's l2: 1255.38\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[80]\tvalid_0's poisson: -100.194\tvalid_0's l2: 1248.63\n",
"[81]\tvalid_0's poisson: -100.272\tvalid_0's l2: 1241.99\n",
"[82]\tvalid_0's poisson: -100.347\tvalid_0's l2: 1235.6\n",
"[83]\tvalid_0's poisson: -100.414\tvalid_0's l2: 1229.48\n",
"[84]\tvalid_0's poisson: -100.484\tvalid_0's l2: 1223.08\n",
"[85]\tvalid_0's poisson: -100.552\tvalid_0's l2: 1217.5\n",
"[86]\tvalid_0's poisson: -100.62\tvalid_0's l2: 1211.35\n",
"[87]\tvalid_0's poisson: -100.689\tvalid_0's l2: 1205.51\n",
"[88]\tvalid_0's poisson: -100.756\tvalid_0's l2: 1199.69\n",
"[89]\tvalid_0's poisson: -100.817\tvalid_0's l2: 1194.1\n",
"[90]\tvalid_0's poisson: -100.891\tvalid_0's l2: 1188.48\n",
"[91]\tvalid_0's poisson: -100.955\tvalid_0's l2: 1183\n",
"[92]\tvalid_0's poisson: -101.018\tvalid_0's l2: 1177.51\n",
"[93]\tvalid_0's poisson: -101.076\tvalid_0's l2: 1172.24\n",
"[94]\tvalid_0's poisson: -101.136\tvalid_0's l2: 1166.77\n",
"[95]\tvalid_0's poisson: -101.197\tvalid_0's l2: 1161.62\n",
"[96]\tvalid_0's poisson: -101.257\tvalid_0's l2: 1156.46\n",
"[97]\tvalid_0's poisson: -101.311\tvalid_0's l2: 1151.53\n",
"[98]\tvalid_0's poisson: -101.368\tvalid_0's l2: 1146.34\n",
"[99]\tvalid_0's poisson: -101.425\tvalid_0's l2: 1141.5\n",
"[100]\tvalid_0's poisson: -101.49\tvalid_0's l2: 1136.62\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5422\tvalid_0's l2: 2273.8\n",
"[2]\tvalid_0's poisson: -87.9006\tvalid_0's l2: 2247.83\n",
"[3]\tvalid_0's poisson: -88.2494\tvalid_0's l2: 2222.5\n",
"[4]\tvalid_0's poisson: -88.5871\tvalid_0's l2: 2197.43\n",
"[5]\tvalid_0's poisson: -88.9157\tvalid_0's l2: 2173.32\n",
"[6]\tvalid_0's poisson: -89.2305\tvalid_0's l2: 2149.43\n",
"[7]\tvalid_0's poisson: -89.5389\tvalid_0's l2: 2126.67\n",
"[8]\tvalid_0's poisson: -89.8334\tvalid_0's l2: 2103.89\n",
"[9]\tvalid_0's poisson: -90.1136\tvalid_0's l2: 2082.76\n",
"[10]\tvalid_0's poisson: -90.3795\tvalid_0's l2: 2061.84\n",
"[11]\tvalid_0's poisson: -90.6445\tvalid_0's l2: 2040.73\n",
"[12]\tvalid_0's poisson: -90.9196\tvalid_0's l2: 2020.11\n",
"[13]\tvalid_0's poisson: -91.1687\tvalid_0's l2: 1999.98\n",
"[14]\tvalid_0's poisson: -91.416\tvalid_0's l2: 1980.89\n",
"[15]\tvalid_0's poisson: -91.6426\tvalid_0's l2: 1962.38\n",
"[16]\tvalid_0's poisson: -91.8617\tvalid_0's l2: 1944.41\n",
"[17]\tvalid_0's poisson: -92.1093\tvalid_0's l2: 1925.69\n",
"[18]\tvalid_0's poisson: -92.3233\tvalid_0's l2: 1907.85\n",
"[19]\tvalid_0's poisson: -92.5438\tvalid_0's l2: 1890.55\n",
"[20]\tvalid_0's poisson: -92.7522\tvalid_0's l2: 1873.56\n",
"[21]\tvalid_0's poisson: -92.9327\tvalid_0's l2: 1857.68\n",
"[22]\tvalid_0's poisson: -93.1405\tvalid_0's l2: 1841.23\n",
"[23]\tvalid_0's poisson: -93.3285\tvalid_0's l2: 1825.18\n",
"[24]\tvalid_0's poisson: -93.5441\tvalid_0's l2: 1808.8\n",
"[25]\tvalid_0's poisson: -93.73\tvalid_0's l2: 1793.45\n",
"[26]\tvalid_0's poisson: -93.9216\tvalid_0's l2: 1778.18\n",
"[27]\tvalid_0's poisson: -94.0789\tvalid_0's l2: 1763.96\n",
"[28]\tvalid_0's poisson: -94.262\tvalid_0's l2: 1749.31\n",
"[29]\tvalid_0's poisson: -94.4162\tvalid_0's l2: 1735.16\n",
"[30]\tvalid_0's poisson: -94.6087\tvalid_0's l2: 1720.56\n",
"[31]\tvalid_0's poisson: -94.7734\tvalid_0's l2: 1706.85\n",
"[32]\tvalid_0's poisson: -94.9438\tvalid_0's l2: 1693.15\n",
"[33]\tvalid_0's poisson: -95.0814\tvalid_0's l2: 1680.47\n",
"[34]\tvalid_0's poisson: -95.2446\tvalid_0's l2: 1667.33\n",
"[35]\tvalid_0's poisson: -95.3792\tvalid_0's l2: 1654.72\n",
"[36]\tvalid_0's poisson: -95.5093\tvalid_0's l2: 1642.49\n",
"[37]\tvalid_0's poisson: -95.6787\tvalid_0's l2: 1629.75\n",
"[38]\tvalid_0's poisson: -95.8311\tvalid_0's l2: 1617.44\n",
"[39]\tvalid_0's poisson: -95.9738\tvalid_0's l2: 1605.52\n",
"[40]\tvalid_0's poisson: -96.1177\tvalid_0's l2: 1594.03\n",
"[41]\tvalid_0's poisson: -96.255\tvalid_0's l2: 1582.57\n",
"[42]\tvalid_0's poisson: -96.3887\tvalid_0's l2: 1571.54\n",
"[43]\tvalid_0's poisson: -96.5281\tvalid_0's l2: 1560.29\n",
"[44]\tvalid_0's poisson: -96.6373\tvalid_0's l2: 1549.96\n",
"[45]\tvalid_0's poisson: -96.7711\tvalid_0's l2: 1539.16\n",
"[46]\tvalid_0's poisson: -96.8786\tvalid_0's l2: 1528.87\n",
"[47]\tvalid_0's poisson: -97.0016\tvalid_0's l2: 1518.76\n",
"[48]\tvalid_0's poisson: -97.1284\tvalid_0's l2: 1508.51\n",
"[49]\tvalid_0's poisson: -97.2459\tvalid_0's l2: 1498.72\n",
"[50]\tvalid_0's poisson: -97.3437\tvalid_0's l2: 1489.48\n",
"[51]\tvalid_0's poisson: -97.4635\tvalid_0's l2: 1479.97\n",
"[52]\tvalid_0's poisson: -97.5585\tvalid_0's l2: 1470.82\n",
"[53]\tvalid_0's poisson: -97.6748\tvalid_0's l2: 1461.45\n",
"[54]\tvalid_0's poisson: -97.7833\tvalid_0's l2: 1452.46\n",
"[55]\tvalid_0's poisson: -97.909\tvalid_0's l2: 1443.39\n",
"[56]\tvalid_0's poisson: -97.9968\tvalid_0's l2: 1434.9\n",
"[57]\tvalid_0's poisson: -98.1053\tvalid_0's l2: 1426.33\n",
"[58]\tvalid_0's poisson: -98.2071\tvalid_0's l2: 1417.97\n",
"[59]\tvalid_0's poisson: -98.3288\tvalid_0's l2: 1408.79\n",
"[60]\tvalid_0's poisson: -98.4098\tvalid_0's l2: 1401.1\n",
"[61]\tvalid_0's poisson: -98.5117\tvalid_0's l2: 1393.07\n",
"[62]\tvalid_0's poisson: -98.591\tvalid_0's l2: 1385.41\n",
"[63]\tvalid_0's poisson: -98.7063\tvalid_0's l2: 1376.72\n",
"[64]\tvalid_0's poisson: -98.7998\tvalid_0's l2: 1369.23\n",
"[65]\tvalid_0's poisson: -98.9108\tvalid_0's l2: 1360.9\n",
"[66]\tvalid_0's poisson: -98.9829\tvalid_0's l2: 1353.83\n",
"[67]\tvalid_0's poisson: -99.09\tvalid_0's l2: 1345.88\n",
"[68]\tvalid_0's poisson: -99.1767\tvalid_0's l2: 1338.95\n",
"[69]\tvalid_0's poisson: -99.2477\tvalid_0's l2: 1332.08\n",
"[70]\tvalid_0's poisson: -99.3384\tvalid_0's l2: 1324.8\n",
"[71]\tvalid_0's poisson: -99.4191\tvalid_0's l2: 1318.08\n",
"[72]\tvalid_0's poisson: -99.5055\tvalid_0's l2: 1311.31\n",
"[73]\tvalid_0's poisson: -99.571\tvalid_0's l2: 1305.1\n",
"[74]\tvalid_0's poisson: -99.6701\tvalid_0's l2: 1297.72\n",
"[75]\tvalid_0's poisson: -99.733\tvalid_0's l2: 1291.71\n",
"[76]\tvalid_0's poisson: -99.8259\tvalid_0's l2: 1284.53\n",
"[77]\tvalid_0's poisson: -99.9199\tvalid_0's l2: 1277.59\n",
"[78]\tvalid_0's poisson: -99.9794\tvalid_0's l2: 1271.78\n",
"[79]\tvalid_0's poisson: -100.055\tvalid_0's l2: 1264.93\n",
"[80]\tvalid_0's poisson: -100.133\tvalid_0's l2: 1258.85\n",
"[81]\tvalid_0's poisson: -100.197\tvalid_0's l2: 1252.67\n",
"[82]\tvalid_0's poisson: -100.27\tvalid_0's l2: 1246.15\n",
"[83]\tvalid_0's poisson: -100.358\tvalid_0's l2: 1239.6\n",
"[84]\tvalid_0's poisson: -100.419\tvalid_0's l2: 1233.68\n",
"[85]\tvalid_0's poisson: -100.493\tvalid_0's l2: 1227.45\n",
"[86]\tvalid_0's poisson: -100.578\tvalid_0's l2: 1221.27\n",
"[87]\tvalid_0's poisson: -100.644\tvalid_0's l2: 1215.27\n",
"[88]\tvalid_0's poisson: -100.716\tvalid_0's l2: 1209.52\n",
"[89]\tvalid_0's poisson: -100.773\tvalid_0's l2: 1203.94\n",
"[90]\tvalid_0's poisson: -100.838\tvalid_0's l2: 1198.62\n",
"[91]\tvalid_0's poisson: -100.901\tvalid_0's l2: 1192.92\n",
"[92]\tvalid_0's poisson: -100.979\tvalid_0's l2: 1187.23\n",
"[93]\tvalid_0's poisson: -101.033\tvalid_0's l2: 1181.94\n",
"[94]\tvalid_0's poisson: -101.098\tvalid_0's l2: 1176.48\n",
"[95]\tvalid_0's poisson: -101.163\tvalid_0's l2: 1171.3\n",
"[96]\tvalid_0's poisson: -101.234\tvalid_0's l2: 1166.1\n",
"[97]\tvalid_0's poisson: -101.291\tvalid_0's l2: 1160.93\n",
"[98]\tvalid_0's poisson: -101.352\tvalid_0's l2: 1155.75\n",
"[99]\tvalid_0's poisson: -101.411\tvalid_0's l2: 1150.74\n",
"[100]\tvalid_0's poisson: -101.466\tvalid_0's l2: 1145.78\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5296\tvalid_0's l2: 2274.52\n",
"[2]\tvalid_0's poisson: -87.8828\tvalid_0's l2: 2248.83\n",
"[3]\tvalid_0's poisson: -88.2302\tvalid_0's l2: 2223.46\n",
"[4]\tvalid_0's poisson: -88.5654\tvalid_0's l2: 2198.89\n",
"[5]\tvalid_0's poisson: -88.8837\tvalid_0's l2: 2175.54\n",
"[6]\tvalid_0's poisson: -89.2063\tvalid_0's l2: 2151.2\n",
"[7]\tvalid_0's poisson: -89.5043\tvalid_0's l2: 2128.95\n",
"[8]\tvalid_0's poisson: -89.8049\tvalid_0's l2: 2105.74\n",
"[9]\tvalid_0's poisson: -90.0927\tvalid_0's l2: 2083.24\n",
"[10]\tvalid_0's poisson: -90.365\tvalid_0's l2: 2062.46\n",
"[11]\tvalid_0's poisson: -90.6344\tvalid_0's l2: 2041.01\n",
"[12]\tvalid_0's poisson: -90.893\tvalid_0's l2: 2020.2\n",
"[13]\tvalid_0's poisson: -91.1625\tvalid_0's l2: 1999.88\n",
"[14]\tvalid_0's poisson: -91.4058\tvalid_0's l2: 1980.05\n",
"[15]\tvalid_0's poisson: -91.6459\tvalid_0's l2: 1961.3\n",
"[16]\tvalid_0's poisson: -91.8747\tvalid_0's l2: 1942.39\n",
"[17]\tvalid_0's poisson: -92.0892\tvalid_0's l2: 1924.61\n",
"[18]\tvalid_0's poisson: -92.332\tvalid_0's l2: 1906.18\n",
"[19]\tvalid_0's poisson: -92.5406\tvalid_0's l2: 1888.65\n",
"[20]\tvalid_0's poisson: -92.7545\tvalid_0's l2: 1871.69\n",
"[21]\tvalid_0's poisson: -92.9377\tvalid_0's l2: 1855.55\n",
"[22]\tvalid_0's poisson: -93.1616\tvalid_0's l2: 1838.5\n",
"[23]\tvalid_0's poisson: -93.335\tvalid_0's l2: 1823.09\n",
"[24]\tvalid_0's poisson: -93.5328\tvalid_0's l2: 1807.24\n",
"[25]\tvalid_0's poisson: -93.701\tvalid_0's l2: 1791.99\n",
"[26]\tvalid_0's poisson: -93.8898\tvalid_0's l2: 1776.79\n",
"[27]\tvalid_0's poisson: -94.0732\tvalid_0's l2: 1761.63\n",
"[28]\tvalid_0's poisson: -94.2505\tvalid_0's l2: 1746.95\n",
"[29]\tvalid_0's poisson: -94.4294\tvalid_0's l2: 1732.5\n",
"[30]\tvalid_0's poisson: -94.5775\tvalid_0's l2: 1718.97\n",
"[31]\tvalid_0's poisson: -94.7486\tvalid_0's l2: 1705.11\n",
"[32]\tvalid_0's poisson: -94.8928\tvalid_0's l2: 1691.71\n",
"[33]\tvalid_0's poisson: -95.077\tvalid_0's l2: 1677.73\n",
"[34]\tvalid_0's poisson: -95.2346\tvalid_0's l2: 1664.61\n",
"[35]\tvalid_0's poisson: -95.3941\tvalid_0's l2: 1651.66\n",
"[36]\tvalid_0's poisson: -95.5235\tvalid_0's l2: 1639.62\n",
"[37]\tvalid_0's poisson: -95.6764\tvalid_0's l2: 1627.19\n",
"[38]\tvalid_0's poisson: -95.8032\tvalid_0's l2: 1615.24\n",
"[39]\tvalid_0's poisson: -95.9687\tvalid_0's l2: 1602.76\n",
"[40]\tvalid_0's poisson: -96.1106\tvalid_0's l2: 1591.08\n",
"[41]\tvalid_0's poisson: -96.2535\tvalid_0's l2: 1579.46\n",
"[42]\tvalid_0's poisson: -96.3683\tvalid_0's l2: 1568.7\n",
"[43]\tvalid_0's poisson: -96.5049\tvalid_0's l2: 1557.58\n",
"[44]\tvalid_0's poisson: -96.6169\tvalid_0's l2: 1546.91\n",
"[45]\tvalid_0's poisson: -96.7663\tvalid_0's l2: 1535.76\n",
"[46]\tvalid_0's poisson: -96.8731\tvalid_0's l2: 1525.57\n",
"[47]\tvalid_0's poisson: -97.001\tvalid_0's l2: 1515.16\n",
"[48]\tvalid_0's poisson: -97.1253\tvalid_0's l2: 1504.98\n",
"[49]\tvalid_0's poisson: -97.2483\tvalid_0's l2: 1494.99\n",
"[50]\tvalid_0's poisson: -97.3681\tvalid_0's l2: 1485.22\n",
"[51]\tvalid_0's poisson: -97.4635\tvalid_0's l2: 1476.19\n",
"[52]\tvalid_0's poisson: -97.5806\tvalid_0's l2: 1466.69\n",
"[53]\tvalid_0's poisson: -97.6742\tvalid_0's l2: 1457.72\n",
"[54]\tvalid_0's poisson: -97.8021\tvalid_0's l2: 1448.47\n",
"[55]\tvalid_0's poisson: -97.9136\tvalid_0's l2: 1439.48\n",
"[56]\tvalid_0's poisson: -98.0175\tvalid_0's l2: 1430.81\n",
"[57]\tvalid_0's poisson: -98.1229\tvalid_0's l2: 1422.17\n",
"[58]\tvalid_0's poisson: -98.2281\tvalid_0's l2: 1413.84\n",
"[59]\tvalid_0's poisson: -98.3109\tvalid_0's l2: 1405.99\n",
"[60]\tvalid_0's poisson: -98.4123\tvalid_0's l2: 1398\n",
"[61]\tvalid_0's poisson: -98.4936\tvalid_0's l2: 1390.2\n",
"[62]\tvalid_0's poisson: -98.6111\tvalid_0's l2: 1381.26\n",
"[63]\tvalid_0's poisson: -98.7035\tvalid_0's l2: 1373.59\n",
"[64]\tvalid_0's poisson: -98.7981\tvalid_0's l2: 1366.04\n",
"[65]\tvalid_0's poisson: -98.8695\tvalid_0's l2: 1359.13\n",
"[66]\tvalid_0's poisson: -98.9805\tvalid_0's l2: 1350.72\n",
"[67]\tvalid_0's poisson: -99.054\tvalid_0's l2: 1343.67\n",
"[68]\tvalid_0's poisson: -99.145\tvalid_0's l2: 1336.53\n",
"[69]\tvalid_0's poisson: -99.2312\tvalid_0's l2: 1329.54\n",
"[70]\tvalid_0's poisson: -99.3189\tvalid_0's l2: 1322.69\n",
"[71]\tvalid_0's poisson: -99.3877\tvalid_0's l2: 1316.26\n",
"[72]\tvalid_0's poisson: -99.4858\tvalid_0's l2: 1308.64\n",
"[73]\tvalid_0's poisson: -99.5702\tvalid_0's l2: 1301.3\n",
"[74]\tvalid_0's poisson: -99.6708\tvalid_0's l2: 1293.71\n",
"[75]\tvalid_0's poisson: -99.7345\tvalid_0's l2: 1287.71\n",
"[76]\tvalid_0's poisson: -99.8144\tvalid_0's l2: 1280.75\n",
"[77]\tvalid_0's poisson: -99.9099\tvalid_0's l2: 1273.61\n",
"[78]\tvalid_0's poisson: -99.9864\tvalid_0's l2: 1266.94\n",
"[79]\tvalid_0's poisson: -100.065\tvalid_0's l2: 1260.8\n",
"[80]\tvalid_0's poisson: -100.131\tvalid_0's l2: 1254.43\n",
"[81]\tvalid_0's poisson: -100.206\tvalid_0's l2: 1247.63\n",
"[82]\tvalid_0's poisson: -100.296\tvalid_0's l2: 1240.85\n",
"[83]\tvalid_0's poisson: -100.367\tvalid_0's l2: 1234.7\n",
"[84]\tvalid_0's poisson: -100.439\tvalid_0's l2: 1228.51\n",
"[85]\tvalid_0's poisson: -100.501\tvalid_0's l2: 1222.54\n",
"[86]\tvalid_0's poisson: -100.57\tvalid_0's l2: 1216.26\n",
"[87]\tvalid_0's poisson: -100.637\tvalid_0's l2: 1210.76\n",
"[88]\tvalid_0's poisson: -100.712\tvalid_0's l2: 1205\n",
"[89]\tvalid_0's poisson: -100.774\tvalid_0's l2: 1199.39\n",
"[90]\tvalid_0's poisson: -100.837\tvalid_0's l2: 1193.94\n",
"[91]\tvalid_0's poisson: -100.902\tvalid_0's l2: 1188.4\n",
"[92]\tvalid_0's poisson: -100.965\tvalid_0's l2: 1182.65\n",
"[93]\tvalid_0's poisson: -101.027\tvalid_0's l2: 1177.32\n",
"[94]\tvalid_0's poisson: -101.097\tvalid_0's l2: 1172.13\n",
"[95]\tvalid_0's poisson: -101.153\tvalid_0's l2: 1167\n",
"[96]\tvalid_0's poisson: -101.212\tvalid_0's l2: 1161.6\n",
"[97]\tvalid_0's poisson: -101.271\tvalid_0's l2: 1156.6\n",
"[98]\tvalid_0's poisson: -101.306\tvalid_0's l2: 1152.23\n",
"[99]\tvalid_0's poisson: -101.375\tvalid_0's l2: 1146.96\n",
"[100]\tvalid_0's poisson: -101.428\tvalid_0's l2: 1142.15\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5353\tvalid_0's l2: 2274.27\n",
"[2]\tvalid_0's poisson: -87.8844\tvalid_0's l2: 2249.05\n",
"[3]\tvalid_0's poisson: -88.2238\tvalid_0's l2: 2224.45\n",
"[4]\tvalid_0's poisson: -88.5498\tvalid_0's l2: 2200.78\n",
"[5]\tvalid_0's poisson: -88.8668\tvalid_0's l2: 2177.68\n",
"[6]\tvalid_0's poisson: -89.1718\tvalid_0's l2: 2155.46\n",
"[7]\tvalid_0's poisson: -89.4907\tvalid_0's l2: 2131.41\n",
"[8]\tvalid_0's poisson: -89.7794\tvalid_0's l2: 2109.96\n",
"[9]\tvalid_0's poisson: -90.0766\tvalid_0's l2: 2087.02\n",
"[10]\tvalid_0's poisson: -90.361\tvalid_0's l2: 2064.78\n",
"[11]\tvalid_0's poisson: -90.6377\tvalid_0's l2: 2044.2\n",
"[12]\tvalid_0's poisson: -90.9045\tvalid_0's l2: 2023\n",
"[13]\tvalid_0's poisson: -91.1573\tvalid_0's l2: 2003.65\n",
"[14]\tvalid_0's poisson: -91.4074\tvalid_0's l2: 1983.43\n",
"[15]\tvalid_0's poisson: -91.6413\tvalid_0's l2: 1964.45\n",
"[16]\tvalid_0's poisson: -91.8892\tvalid_0's l2: 1945.81\n",
"[17]\tvalid_0's poisson: -92.1163\tvalid_0's l2: 1927.06\n",
"[18]\tvalid_0's poisson: -92.3406\tvalid_0's l2: 1909.56\n",
"[19]\tvalid_0's poisson: -92.5489\tvalid_0's l2: 1892.26\n",
"[20]\tvalid_0's poisson: -92.7556\tvalid_0's l2: 1874.88\n",
"[21]\tvalid_0's poisson: -92.9794\tvalid_0's l2: 1857.97\n",
"[22]\tvalid_0's poisson: -93.1594\tvalid_0's l2: 1842.08\n",
"[23]\tvalid_0's poisson: -93.3612\tvalid_0's l2: 1826.11\n",
"[24]\tvalid_0's poisson: -93.5324\tvalid_0's l2: 1810.85\n",
"[25]\tvalid_0's poisson: -93.725\tvalid_0's l2: 1795.52\n",
"[26]\tvalid_0's poisson: -93.8922\tvalid_0's l2: 1780.37\n",
"[27]\tvalid_0's poisson: -94.0931\tvalid_0's l2: 1765.16\n",
"[28]\tvalid_0's poisson: -94.274\tvalid_0's l2: 1750.69\n",
"[29]\tvalid_0's poisson: -94.4304\tvalid_0's l2: 1736.36\n",
"[30]\tvalid_0's poisson: -94.601\tvalid_0's l2: 1722.26\n",
"[31]\tvalid_0's poisson: -94.7722\tvalid_0's l2: 1708.51\n",
"[32]\tvalid_0's poisson: -94.9145\tvalid_0's l2: 1695.43\n",
"[33]\tvalid_0's poisson: -95.0935\tvalid_0's l2: 1681.9\n",
"[34]\tvalid_0's poisson: -95.2321\tvalid_0's l2: 1668.98\n",
"[35]\tvalid_0's poisson: -95.3916\tvalid_0's l2: 1656.12\n",
"[36]\tvalid_0's poisson: -95.5434\tvalid_0's l2: 1643.51\n",
"[37]\tvalid_0's poisson: -95.6957\tvalid_0's l2: 1631.19\n",
"[38]\tvalid_0's poisson: -95.8208\tvalid_0's l2: 1619.53\n",
"[39]\tvalid_0's poisson: -95.9669\tvalid_0's l2: 1607.7\n",
"[40]\tvalid_0's poisson: -96.0896\tvalid_0's l2: 1596.12\n",
"[41]\tvalid_0's poisson: -96.2469\tvalid_0's l2: 1584.37\n",
"[42]\tvalid_0's poisson: -96.3637\tvalid_0's l2: 1573.3\n",
"[43]\tvalid_0's poisson: -96.5003\tvalid_0's l2: 1562.23\n",
"[44]\tvalid_0's poisson: -96.6324\tvalid_0's l2: 1551.26\n",
"[45]\tvalid_0's poisson: -96.7637\tvalid_0's l2: 1540.64\n",
"[46]\tvalid_0's poisson: -96.8917\tvalid_0's l2: 1530.04\n",
"[47]\tvalid_0's poisson: -97.0146\tvalid_0's l2: 1519.83\n",
"[48]\tvalid_0's poisson: -97.1387\tvalid_0's l2: 1509.96\n",
"[49]\tvalid_0's poisson: -97.2388\tvalid_0's l2: 1500.44\n",
"[50]\tvalid_0's poisson: -97.3581\tvalid_0's l2: 1490.97\n",
"[51]\tvalid_0's poisson: -97.4565\tvalid_0's l2: 1481.51\n",
"[52]\tvalid_0's poisson: -97.5884\tvalid_0's l2: 1471.52\n",
"[53]\tvalid_0's poisson: -97.7018\tvalid_0's l2: 1462.18\n",
"[54]\tvalid_0's poisson: -97.7927\tvalid_0's l2: 1453.51\n",
"[55]\tvalid_0's poisson: -97.9036\tvalid_0's l2: 1444.73\n",
"[56]\tvalid_0's poisson: -97.993\tvalid_0's l2: 1436.12\n",
"[57]\tvalid_0's poisson: -98.1162\tvalid_0's l2: 1426.79\n",
"[58]\tvalid_0's poisson: -98.2185\tvalid_0's l2: 1418.17\n",
"[59]\tvalid_0's poisson: -98.3223\tvalid_0's l2: 1409.98\n",
"[60]\tvalid_0's poisson: -98.4222\tvalid_0's l2: 1401.78\n",
"[61]\tvalid_0's poisson: -98.5009\tvalid_0's l2: 1394.14\n",
"[62]\tvalid_0's poisson: -98.5999\tvalid_0's l2: 1386.36\n",
"[63]\tvalid_0's poisson: -98.6795\tvalid_0's l2: 1378.69\n",
"[64]\tvalid_0's poisson: -98.7921\tvalid_0's l2: 1370.2\n",
"[65]\tvalid_0's poisson: -98.8858\tvalid_0's l2: 1362.59\n",
"[66]\tvalid_0's poisson: -98.9577\tvalid_0's l2: 1355.63\n",
"[67]\tvalid_0's poisson: -99.0497\tvalid_0's l2: 1348.42\n",
"[68]\tvalid_0's poisson: -99.1223\tvalid_0's l2: 1341.4\n",
"[69]\tvalid_0's poisson: -99.228\tvalid_0's l2: 1333.47\n",
"[70]\tvalid_0's poisson: -99.3138\tvalid_0's l2: 1326.52\n",
"[71]\tvalid_0's poisson: -99.4003\tvalid_0's l2: 1319.76\n",
"[72]\tvalid_0's poisson: -99.4831\tvalid_0's l2: 1313.07\n",
"[73]\tvalid_0's poisson: -99.5499\tvalid_0's l2: 1306.6\n",
"[74]\tvalid_0's poisson: -99.644\tvalid_0's l2: 1299.75\n",
"[75]\tvalid_0's poisson: -99.7386\tvalid_0's l2: 1292.39\n",
"[76]\tvalid_0's poisson: -99.8009\tvalid_0's l2: 1286.31\n",
"[77]\tvalid_0's poisson: -99.892\tvalid_0's l2: 1279.18\n",
"[78]\tvalid_0's poisson: -99.985\tvalid_0's l2: 1272.29\n",
"[79]\tvalid_0's poisson: -100.06\tvalid_0's l2: 1265.51\n",
"[80]\tvalid_0's poisson: -100.15\tvalid_0's l2: 1258.91\n",
"[81]\tvalid_0's poisson: -100.208\tvalid_0's l2: 1253.18\n",
"[82]\tvalid_0's poisson: -100.28\tvalid_0's l2: 1246.74\n",
"[83]\tvalid_0's poisson: -100.355\tvalid_0's l2: 1240.71\n",
"[84]\tvalid_0's poisson: -100.417\tvalid_0's l2: 1234.69\n",
"[85]\tvalid_0's poisson: -100.49\tvalid_0's l2: 1228.49\n",
"[86]\tvalid_0's poisson: -100.575\tvalid_0's l2: 1222.27\n",
"[87]\tvalid_0's poisson: -100.656\tvalid_0's l2: 1216.31\n",
"[88]\tvalid_0's poisson: -100.726\tvalid_0's l2: 1210.37\n",
"[89]\tvalid_0's poisson: -100.784\tvalid_0's l2: 1204.69\n",
"[90]\tvalid_0's poisson: -100.848\tvalid_0's l2: 1198.91\n",
"[91]\tvalid_0's poisson: -100.913\tvalid_0's l2: 1193.37\n",
"[92]\tvalid_0's poisson: -100.979\tvalid_0's l2: 1187.75\n",
"[93]\tvalid_0's poisson: -101.039\tvalid_0's l2: 1182.31\n",
"[94]\tvalid_0's poisson: -101.099\tvalid_0's l2: 1176.85\n",
"[95]\tvalid_0's poisson: -101.159\tvalid_0's l2: 1171.69\n",
"[96]\tvalid_0's poisson: -101.221\tvalid_0's l2: 1166.4\n",
"[97]\tvalid_0's poisson: -101.278\tvalid_0's l2: 1161.31\n",
"[98]\tvalid_0's poisson: -101.334\tvalid_0's l2: 1156.2\n",
"[99]\tvalid_0's poisson: -101.391\tvalid_0's l2: 1151.47\n",
"[100]\tvalid_0's poisson: -101.447\tvalid_0's l2: 1146.68\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5461\tvalid_0's l2: 2273.29\n",
"[2]\tvalid_0's poisson: -87.9142\tvalid_0's l2: 2246.55\n",
"[3]\tvalid_0's poisson: -88.2597\tvalid_0's l2: 2220.85\n",
"[4]\tvalid_0's poisson: -88.6036\tvalid_0's l2: 2195.62\n",
"[5]\tvalid_0's poisson: -88.9254\tvalid_0's l2: 2171.15\n",
"[6]\tvalid_0's poisson: -89.2498\tvalid_0's l2: 2147.15\n",
"[7]\tvalid_0's poisson: -89.5503\tvalid_0's l2: 2123.84\n",
"[8]\tvalid_0's poisson: -89.8592\tvalid_0's l2: 2100.78\n",
"[9]\tvalid_0's poisson: -90.1407\tvalid_0's l2: 2078.57\n",
"[10]\tvalid_0's poisson: -90.431\tvalid_0's l2: 2056.83\n",
"[11]\tvalid_0's poisson: -90.7116\tvalid_0's l2: 2035.79\n",
"[12]\tvalid_0's poisson: -90.9696\tvalid_0's l2: 2014.99\n",
"[13]\tvalid_0's poisson: -91.2243\tvalid_0's l2: 1995.35\n",
"[14]\tvalid_0's poisson: -91.467\tvalid_0's l2: 1975.53\n",
"[15]\tvalid_0's poisson: -91.7\tvalid_0's l2: 1956.32\n",
"[16]\tvalid_0's poisson: -91.9514\tvalid_0's l2: 1937.28\n",
"[17]\tvalid_0's poisson: -92.1715\tvalid_0's l2: 1918.97\n",
"[18]\tvalid_0's poisson: -92.3976\tvalid_0's l2: 1901.21\n",
"[19]\tvalid_0's poisson: -92.6046\tvalid_0's l2: 1883.76\n",
"[20]\tvalid_0's poisson: -92.7918\tvalid_0's l2: 1867.12\n",
"[21]\tvalid_0's poisson: -93.0189\tvalid_0's l2: 1849.83\n",
"[22]\tvalid_0's poisson: -93.2264\tvalid_0's l2: 1833.37\n",
"[23]\tvalid_0's poisson: -93.4006\tvalid_0's l2: 1817.64\n",
"[24]\tvalid_0's poisson: -93.6154\tvalid_0's l2: 1801.2\n",
"[25]\tvalid_0's poisson: -93.7802\tvalid_0's l2: 1786.19\n",
"[26]\tvalid_0's poisson: -93.9723\tvalid_0's l2: 1770.8\n",
"[27]\tvalid_0's poisson: -94.151\tvalid_0's l2: 1755.93\n",
"[28]\tvalid_0's poisson: -94.3349\tvalid_0's l2: 1741.16\n",
"[29]\tvalid_0's poisson: -94.4843\tvalid_0's l2: 1727.46\n",
"[30]\tvalid_0's poisson: -94.6602\tvalid_0's l2: 1713.28\n",
"[31]\tvalid_0's poisson: -94.8046\tvalid_0's l2: 1699.85\n",
"[32]\tvalid_0's poisson: -94.9893\tvalid_0's l2: 1685.81\n",
"[33]\tvalid_0's poisson: -95.1477\tvalid_0's l2: 1672.54\n",
"[34]\tvalid_0's poisson: -95.3117\tvalid_0's l2: 1659.28\n",
"[35]\tvalid_0's poisson: -95.4426\tvalid_0's l2: 1647.08\n",
"[36]\tvalid_0's poisson: -95.5991\tvalid_0's l2: 1634.38\n",
"[37]\tvalid_0's poisson: -95.7258\tvalid_0's l2: 1622.41\n",
"[38]\tvalid_0's poisson: -95.8759\tvalid_0's l2: 1610.22\n",
"[39]\tvalid_0's poisson: -96.0202\tvalid_0's l2: 1598.24\n",
"[40]\tvalid_0's poisson: -96.1599\tvalid_0's l2: 1586.64\n",
"[41]\tvalid_0's poisson: -96.3028\tvalid_0's l2: 1575.04\n",
"[42]\tvalid_0's poisson: -96.4369\tvalid_0's l2: 1563.8\n",
"[43]\tvalid_0's poisson: -96.5485\tvalid_0's l2: 1553.27\n",
"[44]\tvalid_0's poisson: -96.6977\tvalid_0's l2: 1542.15\n",
"[45]\tvalid_0's poisson: -96.8322\tvalid_0's l2: 1531.25\n",
"[46]\tvalid_0's poisson: -96.9377\tvalid_0's l2: 1521.13\n",
"[47]\tvalid_0's poisson: -97.0652\tvalid_0's l2: 1510.97\n",
"[48]\tvalid_0's poisson: -97.1864\tvalid_0's l2: 1500.87\n",
"[49]\tvalid_0's poisson: -97.2845\tvalid_0's l2: 1491.53\n",
"[50]\tvalid_0's poisson: -97.4074\tvalid_0's l2: 1481.59\n",
"[51]\tvalid_0's poisson: -97.5025\tvalid_0's l2: 1472.43\n",
"[52]\tvalid_0's poisson: -97.6333\tvalid_0's l2: 1462.93\n",
"[53]\tvalid_0's poisson: -97.7497\tvalid_0's l2: 1453.53\n",
"[54]\tvalid_0's poisson: -97.8589\tvalid_0's l2: 1444.48\n",
"[55]\tvalid_0's poisson: -97.9655\tvalid_0's l2: 1435.79\n",
"[56]\tvalid_0's poisson: -98.0758\tvalid_0's l2: 1427.08\n",
"[57]\tvalid_0's poisson: -98.1603\tvalid_0's l2: 1419\n",
"[58]\tvalid_0's poisson: -98.2828\tvalid_0's l2: 1409.71\n",
"[59]\tvalid_0's poisson: -98.3643\tvalid_0's l2: 1401.75\n",
"[60]\tvalid_0's poisson: -98.4687\tvalid_0's l2: 1393.38\n",
"[61]\tvalid_0's poisson: -98.5483\tvalid_0's l2: 1385.7\n",
"[62]\tvalid_0's poisson: -98.6647\tvalid_0's l2: 1376.91\n",
"[63]\tvalid_0's poisson: -98.7593\tvalid_0's l2: 1369.16\n",
"[64]\tvalid_0's poisson: -98.8563\tvalid_0's l2: 1361.55\n",
"[65]\tvalid_0's poisson: -98.9475\tvalid_0's l2: 1354.21\n",
"[66]\tvalid_0's poisson: -99.0195\tvalid_0's l2: 1347.16\n",
"[67]\tvalid_0's poisson: -99.1284\tvalid_0's l2: 1338.96\n",
"[68]\tvalid_0's poisson: -99.1993\tvalid_0's l2: 1332.13\n",
"[69]\tvalid_0's poisson: -99.2894\tvalid_0's l2: 1325.11\n",
"[70]\tvalid_0's poisson: -99.3741\tvalid_0's l2: 1318.25\n",
"[71]\tvalid_0's poisson: -99.4656\tvalid_0's l2: 1310.46\n",
"[72]\tvalid_0's poisson: -99.5543\tvalid_0's l2: 1302.91\n",
"[73]\tvalid_0's poisson: -99.6398\tvalid_0's l2: 1296.25\n",
"[74]\tvalid_0's poisson: -99.7044\tvalid_0's l2: 1290.15\n",
"[75]\tvalid_0's poisson: -99.7887\tvalid_0's l2: 1282.96\n",
"[76]\tvalid_0's poisson: -99.8866\tvalid_0's l2: 1275.62\n",
"[77]\tvalid_0's poisson: -99.9675\tvalid_0's l2: 1268.73\n",
"[78]\tvalid_0's poisson: -100.062\tvalid_0's l2: 1261.7\n",
"[79]\tvalid_0's poisson: -100.122\tvalid_0's l2: 1255.86\n",
"[80]\tvalid_0's poisson: -100.194\tvalid_0's l2: 1249.28\n",
"[81]\tvalid_0's poisson: -100.268\tvalid_0's l2: 1243.24\n",
"[82]\tvalid_0's poisson: -100.332\tvalid_0's l2: 1237.03\n",
"[83]\tvalid_0's poisson: -100.401\tvalid_0's l2: 1230.73\n",
"[84]\tvalid_0's poisson: -100.489\tvalid_0's l2: 1224.27\n",
"[85]\tvalid_0's poisson: -100.55\tvalid_0's l2: 1218.32\n",
"[86]\tvalid_0's poisson: -100.62\tvalid_0's l2: 1212.34\n",
"[87]\tvalid_0's poisson: -100.693\tvalid_0's l2: 1206.56\n",
"[88]\tvalid_0's poisson: -100.757\tvalid_0's l2: 1200.77\n",
"[89]\tvalid_0's poisson: -100.839\tvalid_0's l2: 1194.74\n",
"[90]\tvalid_0's poisson: -100.901\tvalid_0's l2: 1189.11\n",
"[91]\tvalid_0's poisson: -100.965\tvalid_0's l2: 1183.63\n",
"[92]\tvalid_0's poisson: -101.032\tvalid_0's l2: 1177.99\n",
"[93]\tvalid_0's poisson: -101.093\tvalid_0's l2: 1172.7\n",
"[94]\tvalid_0's poisson: -101.151\tvalid_0's l2: 1167.43\n",
"[95]\tvalid_0's poisson: -101.212\tvalid_0's l2: 1162.41\n",
"[96]\tvalid_0's poisson: -101.27\tvalid_0's l2: 1157.36\n",
"[97]\tvalid_0's poisson: -101.326\tvalid_0's l2: 1152.27\n",
"[98]\tvalid_0's poisson: -101.38\tvalid_0's l2: 1147.33\n",
"[99]\tvalid_0's poisson: -101.449\tvalid_0's l2: 1142.14\n",
"[100]\tvalid_0's poisson: -101.508\tvalid_0's l2: 1137.14\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5375\tvalid_0's l2: 2274.03\n",
"[2]\tvalid_0's poisson: -87.8951\tvalid_0's l2: 2248.1\n",
"[3]\tvalid_0's poisson: -88.238\tvalid_0's l2: 2223.15\n",
"[4]\tvalid_0's poisson: -88.5751\tvalid_0's l2: 2198.41\n",
"[5]\tvalid_0's poisson: -88.8877\tvalid_0's l2: 2175.41\n",
"[6]\tvalid_0's poisson: -89.2046\tvalid_0's l2: 2152.12\n",
"[7]\tvalid_0's poisson: -89.5259\tvalid_0's l2: 2127.6\n",
"[8]\tvalid_0's poisson: -89.8326\tvalid_0's l2: 2103.84\n",
"[9]\tvalid_0's poisson: -90.1113\tvalid_0's l2: 2082.77\n",
"[10]\tvalid_0's poisson: -90.3974\tvalid_0's l2: 2060.12\n",
"[11]\tvalid_0's poisson: -90.6714\tvalid_0's l2: 2038.17\n",
"[12]\tvalid_0's poisson: -90.9466\tvalid_0's l2: 2017.48\n",
"[13]\tvalid_0's poisson: -91.2037\tvalid_0's l2: 1996.56\n",
"[14]\tvalid_0's poisson: -91.4482\tvalid_0's l2: 1977.57\n",
"[15]\tvalid_0's poisson: -91.6819\tvalid_0's l2: 1958.31\n",
"[16]\tvalid_0's poisson: -91.9145\tvalid_0's l2: 1938.94\n",
"[17]\tvalid_0's poisson: -92.1616\tvalid_0's l2: 1920.18\n",
"[18]\tvalid_0's poisson: -92.3748\tvalid_0's l2: 1902.34\n",
"[19]\tvalid_0's poisson: -92.5921\tvalid_0's l2: 1885.17\n",
"[20]\tvalid_0's poisson: -92.7835\tvalid_0's l2: 1868.24\n",
"[21]\tvalid_0's poisson: -93.0114\tvalid_0's l2: 1850.9\n",
"[22]\tvalid_0's poisson: -93.2083\tvalid_0's l2: 1833.97\n",
"[23]\tvalid_0's poisson: -93.4075\tvalid_0's l2: 1818.06\n",
"[24]\tvalid_0's poisson: -93.5803\tvalid_0's l2: 1802.46\n",
"[25]\tvalid_0's poisson: -93.7908\tvalid_0's l2: 1786.42\n",
"[26]\tvalid_0's poisson: -93.9588\tvalid_0's l2: 1771\n",
"[27]\tvalid_0's poisson: -94.1432\tvalid_0's l2: 1756.14\n",
"[28]\tvalid_0's poisson: -94.2992\tvalid_0's l2: 1741.84\n",
"[29]\tvalid_0's poisson: -94.4755\tvalid_0's l2: 1727.59\n",
"[30]\tvalid_0's poisson: -94.6283\tvalid_0's l2: 1713.36\n",
"[31]\tvalid_0's poisson: -94.8179\tvalid_0's l2: 1698.93\n",
"[32]\tvalid_0's poisson: -94.9837\tvalid_0's l2: 1685.49\n",
"[33]\tvalid_0's poisson: -95.148\tvalid_0's l2: 1671.78\n",
"[34]\tvalid_0's poisson: -95.2878\tvalid_0's l2: 1658.59\n",
"[35]\tvalid_0's poisson: -95.4441\tvalid_0's l2: 1645.86\n",
"[36]\tvalid_0's poisson: -95.5988\tvalid_0's l2: 1633.05\n",
"[37]\tvalid_0's poisson: -95.7263\tvalid_0's l2: 1621.06\n",
"[38]\tvalid_0's poisson: -95.8747\tvalid_0's l2: 1608.96\n",
"[39]\tvalid_0's poisson: -95.9992\tvalid_0's l2: 1597.05\n",
"[40]\tvalid_0's poisson: -96.1423\tvalid_0's l2: 1585.42\n",
"[41]\tvalid_0's poisson: -96.2833\tvalid_0's l2: 1573.59\n",
"[42]\tvalid_0's poisson: -96.438\tvalid_0's l2: 1562.07\n",
"[43]\tvalid_0's poisson: -96.5505\tvalid_0's l2: 1551.4\n",
"[44]\tvalid_0's poisson: -96.6838\tvalid_0's l2: 1540.54\n",
"[45]\tvalid_0's poisson: -96.7937\tvalid_0's l2: 1529.93\n",
"[46]\tvalid_0's poisson: -96.9395\tvalid_0's l2: 1519.08\n",
"[47]\tvalid_0's poisson: -97.0662\tvalid_0's l2: 1508.8\n",
"[48]\tvalid_0's poisson: -97.1904\tvalid_0's l2: 1498.44\n",
"[49]\tvalid_0's poisson: -97.2894\tvalid_0's l2: 1488.95\n",
"[50]\tvalid_0's poisson: -97.4085\tvalid_0's l2: 1479.46\n",
"[51]\tvalid_0's poisson: -97.5059\tvalid_0's l2: 1470\n",
"[52]\tvalid_0's poisson: -97.6388\tvalid_0's l2: 1459.86\n",
"[53]\tvalid_0's poisson: -97.7524\tvalid_0's l2: 1450.65\n",
"[54]\tvalid_0's poisson: -97.8667\tvalid_0's l2: 1441.3\n",
"[55]\tvalid_0's poisson: -97.9763\tvalid_0's l2: 1432.2\n",
"[56]\tvalid_0's poisson: -98.0653\tvalid_0's l2: 1423.52\n",
"[57]\tvalid_0's poisson: -98.1717\tvalid_0's l2: 1415.07\n",
"[58]\tvalid_0's poisson: -98.2736\tvalid_0's l2: 1406.55\n",
"[59]\tvalid_0's poisson: -98.3759\tvalid_0's l2: 1398.47\n",
"[60]\tvalid_0's poisson: -98.4576\tvalid_0's l2: 1390.63\n",
"[61]\tvalid_0's poisson: -98.5756\tvalid_0's l2: 1381.65\n",
"[62]\tvalid_0's poisson: -98.6749\tvalid_0's l2: 1373.63\n",
"[63]\tvalid_0's poisson: -98.7522\tvalid_0's l2: 1366.21\n",
"[64]\tvalid_0's poisson: -98.8651\tvalid_0's l2: 1357.65\n",
"[65]\tvalid_0's poisson: -98.9414\tvalid_0's l2: 1350.22\n",
"[66]\tvalid_0's poisson: -99.0342\tvalid_0's l2: 1342.92\n",
"[67]\tvalid_0's poisson: -99.1225\tvalid_0's l2: 1335.6\n",
"[68]\tvalid_0's poisson: -99.2293\tvalid_0's l2: 1327.56\n",
"[69]\tvalid_0's poisson: -99.2996\tvalid_0's l2: 1320.83\n",
"[70]\tvalid_0's poisson: -99.3867\tvalid_0's l2: 1314\n",
"[71]\tvalid_0's poisson: -99.4559\tvalid_0's l2: 1307.29\n",
"[72]\tvalid_0's poisson: -99.5571\tvalid_0's l2: 1299.68\n",
"[73]\tvalid_0's poisson: -99.6391\tvalid_0's l2: 1292.98\n",
"[74]\tvalid_0's poisson: -99.7049\tvalid_0's l2: 1286.78\n",
"[75]\tvalid_0's poisson: -99.8013\tvalid_0's l2: 1279.6\n",
"[76]\tvalid_0's poisson: -99.865\tvalid_0's l2: 1273.44\n",
"[77]\tvalid_0's poisson: -99.9577\tvalid_0's l2: 1266.15\n",
"[78]\tvalid_0's poisson: -100.051\tvalid_0's l2: 1259.23\n",
"[79]\tvalid_0's poisson: -100.132\tvalid_0's l2: 1252.23\n",
"[80]\tvalid_0's poisson: -100.209\tvalid_0's l2: 1246.06\n",
"[81]\tvalid_0's poisson: -100.282\tvalid_0's l2: 1240.09\n",
"[82]\tvalid_0's poisson: -100.36\tvalid_0's l2: 1233.47\n",
"[83]\tvalid_0's poisson: -100.422\tvalid_0's l2: 1227.34\n",
"[84]\tvalid_0's poisson: -100.493\tvalid_0's l2: 1220.95\n",
"[85]\tvalid_0's poisson: -100.561\tvalid_0's l2: 1215.35\n",
"[86]\tvalid_0's poisson: -100.631\tvalid_0's l2: 1209.32\n",
"[87]\tvalid_0's poisson: -100.7\tvalid_0's l2: 1203.44\n",
"[88]\tvalid_0's poisson: -100.766\tvalid_0's l2: 1197.39\n",
"[89]\tvalid_0's poisson: -100.828\tvalid_0's l2: 1191.78\n",
"[90]\tvalid_0's poisson: -100.902\tvalid_0's l2: 1186.17\n",
"[91]\tvalid_0's poisson: -100.967\tvalid_0's l2: 1180.65\n",
"[92]\tvalid_0's poisson: -101.03\tvalid_0's l2: 1175.14\n",
"[93]\tvalid_0's poisson: -101.088\tvalid_0's l2: 1169.85\n",
"[94]\tvalid_0's poisson: -101.149\tvalid_0's l2: 1164.35\n",
"[95]\tvalid_0's poisson: -101.21\tvalid_0's l2: 1159.17\n",
"[96]\tvalid_0's poisson: -101.27\tvalid_0's l2: 1154\n",
"[97]\tvalid_0's poisson: -101.325\tvalid_0's l2: 1149.05\n",
"[98]\tvalid_0's poisson: -101.381\tvalid_0's l2: 1143.9\n",
"[99]\tvalid_0's poisson: -101.448\tvalid_0's l2: 1138.81\n",
"[100]\tvalid_0's poisson: -101.505\tvalid_0's l2: 1133.97\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5433\tvalid_0's l2: 2273.73\n",
"[2]\tvalid_0's poisson: -87.903\tvalid_0's l2: 2247.66\n",
"[3]\tvalid_0's poisson: -88.2527\tvalid_0's l2: 2222.26\n",
"[4]\tvalid_0's poisson: -88.5928\tvalid_0's l2: 2196.99\n",
"[5]\tvalid_0's poisson: -88.9222\tvalid_0's l2: 2172.83\n",
"[6]\tvalid_0's poisson: -89.2392\tvalid_0's l2: 2148.76\n",
"[7]\tvalid_0's poisson: -89.5457\tvalid_0's l2: 2125.8\n",
"[8]\tvalid_0's poisson: -89.8342\tvalid_0's l2: 2104.22\n",
"[9]\tvalid_0's poisson: -90.1217\tvalid_0's l2: 2081.73\n",
"[10]\tvalid_0's poisson: -90.3971\tvalid_0's l2: 2059.92\n",
"[11]\tvalid_0's poisson: -90.6794\tvalid_0's l2: 2038.81\n",
"[12]\tvalid_0's poisson: -90.9293\tvalid_0's l2: 2018.78\n",
"[13]\tvalid_0's poisson: -91.1829\tvalid_0's l2: 1999.3\n",
"[14]\tvalid_0's poisson: -91.4178\tvalid_0's l2: 1980.2\n",
"[15]\tvalid_0's poisson: -91.6526\tvalid_0's l2: 1960.9\n",
"[16]\tvalid_0's poisson: -91.9063\tvalid_0's l2: 1941.74\n",
"[17]\tvalid_0's poisson: -92.1276\tvalid_0's l2: 1923.34\n",
"[18]\tvalid_0's poisson: -92.3688\tvalid_0's l2: 1905.09\n",
"[19]\tvalid_0's poisson: -92.5596\tvalid_0's l2: 1888.46\n",
"[20]\tvalid_0's poisson: -92.7778\tvalid_0's l2: 1871.29\n",
"[21]\tvalid_0's poisson: -92.9589\tvalid_0's l2: 1855.32\n",
"[22]\tvalid_0's poisson: -93.1669\tvalid_0's l2: 1838.85\n",
"[23]\tvalid_0's poisson: -93.3565\tvalid_0's l2: 1822.68\n",
"[24]\tvalid_0's poisson: -93.5722\tvalid_0's l2: 1806.3\n",
"[25]\tvalid_0's poisson: -93.7583\tvalid_0's l2: 1790.92\n",
"[26]\tvalid_0's poisson: -93.95\tvalid_0's l2: 1775.64\n",
"[27]\tvalid_0's poisson: -94.1077\tvalid_0's l2: 1761.35\n",
"[28]\tvalid_0's poisson: -94.2909\tvalid_0's l2: 1746.69\n",
"[29]\tvalid_0's poisson: -94.4455\tvalid_0's l2: 1732.46\n",
"[30]\tvalid_0's poisson: -94.638\tvalid_0's l2: 1717.86\n",
"[31]\tvalid_0's poisson: -94.8028\tvalid_0's l2: 1704.14\n",
"[32]\tvalid_0's poisson: -94.9733\tvalid_0's l2: 1690.43\n",
"[33]\tvalid_0's poisson: -95.1111\tvalid_0's l2: 1677.7\n",
"[34]\tvalid_0's poisson: -95.2475\tvalid_0's l2: 1664.91\n",
"[35]\tvalid_0's poisson: -95.4061\tvalid_0's l2: 1652.25\n",
"[36]\tvalid_0's poisson: -95.5627\tvalid_0's l2: 1639.62\n",
"[37]\tvalid_0's poisson: -95.7119\tvalid_0's l2: 1627.16\n",
"[38]\tvalid_0's poisson: -95.8571\tvalid_0's l2: 1615.17\n",
"[39]\tvalid_0's poisson: -95.9802\tvalid_0's l2: 1603.48\n",
"[40]\tvalid_0's poisson: -96.1275\tvalid_0's l2: 1591.58\n",
"[41]\tvalid_0's poisson: -96.2633\tvalid_0's l2: 1580.21\n",
"[42]\tvalid_0's poisson: -96.4025\tvalid_0's l2: 1569.11\n",
"[43]\tvalid_0's poisson: -96.5144\tvalid_0's l2: 1558.57\n",
"[44]\tvalid_0's poisson: -96.6503\tvalid_0's l2: 1547.6\n",
"[45]\tvalid_0's poisson: -96.7599\tvalid_0's l2: 1537.12\n",
"[46]\tvalid_0's poisson: -96.9067\tvalid_0's l2: 1526.16\n",
"[47]\tvalid_0's poisson: -97.0298\tvalid_0's l2: 1516.06\n",
"[48]\tvalid_0's poisson: -97.1566\tvalid_0's l2: 1505.8\n",
"[49]\tvalid_0's poisson: -97.274\tvalid_0's l2: 1496.02\n",
"[50]\tvalid_0's poisson: -97.3719\tvalid_0's l2: 1486.75\n",
"[51]\tvalid_0's poisson: -97.4917\tvalid_0's l2: 1477.25\n",
"[52]\tvalid_0's poisson: -97.5868\tvalid_0's l2: 1468.07\n",
"[53]\tvalid_0's poisson: -97.7167\tvalid_0's l2: 1458.67\n",
"[54]\tvalid_0's poisson: -97.8318\tvalid_0's l2: 1449.42\n",
"[55]\tvalid_0's poisson: -97.9217\tvalid_0's l2: 1440.74\n",
"[56]\tvalid_0's poisson: -98.0475\tvalid_0's l2: 1431.23\n",
"[57]\tvalid_0's poisson: -98.1517\tvalid_0's l2: 1422.66\n",
"[58]\tvalid_0's poisson: -98.2582\tvalid_0's l2: 1414.24\n",
"[59]\tvalid_0's poisson: -98.3582\tvalid_0's l2: 1406.14\n",
"[60]\tvalid_0's poisson: -98.4401\tvalid_0's l2: 1398.38\n",
"[61]\tvalid_0's poisson: -98.5575\tvalid_0's l2: 1389.54\n",
"[62]\tvalid_0's poisson: -98.6372\tvalid_0's l2: 1381.82\n",
"[63]\tvalid_0's poisson: -98.7376\tvalid_0's l2: 1373.77\n",
"[64]\tvalid_0's poisson: -98.8291\tvalid_0's l2: 1366.28\n",
"[65]\tvalid_0's poisson: -98.9039\tvalid_0's l2: 1359.21\n",
"[66]\tvalid_0's poisson: -98.9986\tvalid_0's l2: 1351.78\n",
"[67]\tvalid_0's poisson: -99.071\tvalid_0's l2: 1344.79\n",
"[68]\tvalid_0's poisson: -99.1795\tvalid_0's l2: 1336.65\n",
"[69]\tvalid_0's poisson: -99.2638\tvalid_0's l2: 1329.74\n",
"[70]\tvalid_0's poisson: -99.3675\tvalid_0's l2: 1322.04\n",
"[71]\tvalid_0's poisson: -99.4345\tvalid_0's l2: 1315.67\n",
"[72]\tvalid_0's poisson: -99.5211\tvalid_0's l2: 1308.9\n",
"[73]\tvalid_0's poisson: -99.6009\tvalid_0's l2: 1302.46\n",
"[74]\tvalid_0's poisson: -99.6652\tvalid_0's l2: 1296.21\n",
"[75]\tvalid_0's poisson: -99.7639\tvalid_0's l2: 1288.86\n",
"[76]\tvalid_0's poisson: -99.8565\tvalid_0's l2: 1281.65\n",
"[77]\tvalid_0's poisson: -99.9338\tvalid_0's l2: 1274.73\n",
"[78]\tvalid_0's poisson: -100.014\tvalid_0's l2: 1268.46\n",
"[79]\tvalid_0's poisson: -100.072\tvalid_0's l2: 1262.74\n",
"[80]\tvalid_0's poisson: -100.147\tvalid_0's l2: 1256.11\n",
"[81]\tvalid_0's poisson: -100.237\tvalid_0's l2: 1249.45\n",
"[82]\tvalid_0's poisson: -100.3\tvalid_0's l2: 1243.31\n",
"[83]\tvalid_0's poisson: -100.389\tvalid_0's l2: 1236.78\n",
"[84]\tvalid_0's poisson: -100.458\tvalid_0's l2: 1230.5\n",
"[85]\tvalid_0's poisson: -100.528\tvalid_0's l2: 1224.78\n",
"[86]\tvalid_0's poisson: -100.587\tvalid_0's l2: 1218.95\n",
"[87]\tvalid_0's poisson: -100.659\tvalid_0's l2: 1212.94\n",
"[88]\tvalid_0's poisson: -100.741\tvalid_0's l2: 1206.92\n",
"[89]\tvalid_0's poisson: -100.799\tvalid_0's l2: 1201.33\n",
"[90]\tvalid_0's poisson: -100.862\tvalid_0's l2: 1195.64\n",
"[91]\tvalid_0's poisson: -100.931\tvalid_0's l2: 1190.11\n",
"[92]\tvalid_0's poisson: -100.993\tvalid_0's l2: 1184.61\n",
"[93]\tvalid_0's poisson: -101.058\tvalid_0's l2: 1179.05\n",
"[94]\tvalid_0's poisson: -101.111\tvalid_0's l2: 1173.84\n",
"[95]\tvalid_0's poisson: -101.171\tvalid_0's l2: 1168.89\n",
"[96]\tvalid_0's poisson: -101.23\tvalid_0's l2: 1163.58\n",
"[97]\tvalid_0's poisson: -101.304\tvalid_0's l2: 1158.17\n",
"[98]\tvalid_0's poisson: -101.354\tvalid_0's l2: 1153.22\n",
"[99]\tvalid_0's poisson: -101.415\tvalid_0's l2: 1148.18\n",
"[100]\tvalid_0's poisson: -101.488\tvalid_0's l2: 1142.9\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5307\tvalid_0's l2: 2274.44\n",
"[2]\tvalid_0's poisson: -87.8848\tvalid_0's l2: 2248.68\n",
"[3]\tvalid_0's poisson: -88.2331\tvalid_0's l2: 2223.24\n",
"[4]\tvalid_0's poisson: -88.5538\tvalid_0's l2: 2199.67\n",
"[5]\tvalid_0's poisson: -88.8856\tvalid_0's l2: 2174.7\n",
"[6]\tvalid_0's poisson: -89.2071\tvalid_0's l2: 2150.92\n",
"[7]\tvalid_0's poisson: -89.5167\tvalid_0's l2: 2127.13\n",
"[8]\tvalid_0's poisson: -89.8186\tvalid_0's l2: 2104.67\n",
"[9]\tvalid_0's poisson: -90.1083\tvalid_0's l2: 2082\n",
"[10]\tvalid_0's poisson: -90.3812\tvalid_0's l2: 2061.16\n",
"[11]\tvalid_0's poisson: -90.6522\tvalid_0's l2: 2039.55\n",
"[12]\tvalid_0's poisson: -90.9123\tvalid_0's l2: 2018.6\n",
"[13]\tvalid_0's poisson: -91.1621\tvalid_0's l2: 1998.29\n",
"[14]\tvalid_0's poisson: -91.4263\tvalid_0's l2: 1978.31\n",
"[15]\tvalid_0's poisson: -91.6667\tvalid_0's l2: 1959.52\n",
"[16]\tvalid_0's poisson: -91.8966\tvalid_0's l2: 1940.49\n",
"[17]\tvalid_0's poisson: -92.112\tvalid_0's l2: 1922.61\n",
"[18]\tvalid_0's poisson: -92.3259\tvalid_0's l2: 1904.68\n",
"[19]\tvalid_0's poisson: -92.5642\tvalid_0's l2: 1886.55\n",
"[20]\tvalid_0's poisson: -92.7506\tvalid_0's l2: 1870.17\n",
"[21]\tvalid_0's poisson: -92.9618\tvalid_0's l2: 1853.34\n",
"[22]\tvalid_0's poisson: -93.139\tvalid_0's l2: 1837.62\n",
"[23]\tvalid_0's poisson: -93.3595\tvalid_0's l2: 1820.82\n",
"[24]\tvalid_0's poisson: -93.5574\tvalid_0's l2: 1804.95\n",
"[25]\tvalid_0's poisson: -93.7261\tvalid_0's l2: 1789.63\n",
"[26]\tvalid_0's poisson: -93.915\tvalid_0's l2: 1774.41\n",
"[27]\tvalid_0's poisson: -94.0985\tvalid_0's l2: 1759.24\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -94.2525\tvalid_0's l2: 1745.23\n",
"[29]\tvalid_0's poisson: -94.4312\tvalid_0's l2: 1730.78\n",
"[30]\tvalid_0's poisson: -94.581\tvalid_0's l2: 1716.91\n",
"[31]\tvalid_0's poisson: -94.772\tvalid_0's l2: 1702.39\n",
"[32]\tvalid_0's poisson: -94.9401\tvalid_0's l2: 1688.75\n",
"[33]\tvalid_0's poisson: -95.103\tvalid_0's l2: 1675.32\n",
"[34]\tvalid_0's poisson: -95.2609\tvalid_0's l2: 1662.18\n",
"[35]\tvalid_0's poisson: -95.4204\tvalid_0's l2: 1649.22\n",
"[36]\tvalid_0's poisson: -95.5499\tvalid_0's l2: 1637.14\n",
"[37]\tvalid_0's poisson: -95.7028\tvalid_0's l2: 1624.72\n",
"[38]\tvalid_0's poisson: -95.8297\tvalid_0's l2: 1612.73\n",
"[39]\tvalid_0's poisson: -95.9951\tvalid_0's l2: 1600.27\n",
"[40]\tvalid_0's poisson: -96.1372\tvalid_0's l2: 1588.57\n",
"[41]\tvalid_0's poisson: -96.2794\tvalid_0's l2: 1576.97\n",
"[42]\tvalid_0's poisson: -96.3951\tvalid_0's l2: 1566.14\n",
"[43]\tvalid_0's poisson: -96.5321\tvalid_0's l2: 1555\n",
"[44]\tvalid_0's poisson: -96.6444\tvalid_0's l2: 1544.3\n",
"[45]\tvalid_0's poisson: -96.7754\tvalid_0's l2: 1533.63\n",
"[46]\tvalid_0's poisson: -96.9037\tvalid_0's l2: 1523.07\n",
"[47]\tvalid_0's poisson: -97.0287\tvalid_0's l2: 1512.7\n",
"[48]\tvalid_0's poisson: -97.1526\tvalid_0's l2: 1502.8\n",
"[49]\tvalid_0's poisson: -97.2524\tvalid_0's l2: 1493.35\n",
"[50]\tvalid_0's poisson: -97.3726\tvalid_0's l2: 1483.6\n",
"[51]\tvalid_0's poisson: -97.4707\tvalid_0's l2: 1474.2\n",
"[52]\tvalid_0's poisson: -97.6044\tvalid_0's l2: 1464.4\n",
"[53]\tvalid_0's poisson: -97.6979\tvalid_0's l2: 1455.43\n",
"[54]\tvalid_0's poisson: -97.8107\tvalid_0's l2: 1446.31\n",
"[55]\tvalid_0's poisson: -97.9214\tvalid_0's l2: 1437.21\n",
"[56]\tvalid_0's poisson: -98.0457\tvalid_0's l2: 1428.2\n",
"[57]\tvalid_0's poisson: -98.1699\tvalid_0's l2: 1418.78\n",
"[58]\tvalid_0's poisson: -98.2514\tvalid_0's l2: 1410.9\n",
"[59]\tvalid_0's poisson: -98.3353\tvalid_0's l2: 1402.83\n",
"[60]\tvalid_0's poisson: -98.4384\tvalid_0's l2: 1394.52\n",
"[61]\tvalid_0's poisson: -98.5384\tvalid_0's l2: 1386.36\n",
"[62]\tvalid_0's poisson: -98.6371\tvalid_0's l2: 1378.58\n",
"[63]\tvalid_0's poisson: -98.7298\tvalid_0's l2: 1371.03\n",
"[64]\tvalid_0's poisson: -98.8241\tvalid_0's l2: 1363.38\n",
"[65]\tvalid_0's poisson: -98.9182\tvalid_0's l2: 1356\n",
"[66]\tvalid_0's poisson: -98.9917\tvalid_0's l2: 1349.03\n",
"[67]\tvalid_0's poisson: -99.1015\tvalid_0's l2: 1340.72\n",
"[68]\tvalid_0's poisson: -99.1695\tvalid_0's l2: 1334.14\n",
"[69]\tvalid_0's poisson: -99.2759\tvalid_0's l2: 1326.13\n",
"[70]\tvalid_0's poisson: -99.3463\tvalid_0's l2: 1319.38\n",
"[71]\tvalid_0's poisson: -99.4324\tvalid_0's l2: 1312.65\n",
"[72]\tvalid_0's poisson: -99.5157\tvalid_0's l2: 1305.93\n",
"[73]\tvalid_0's poisson: -99.6018\tvalid_0's l2: 1298.45\n",
"[74]\tvalid_0's poisson: -99.6959\tvalid_0's l2: 1291.14\n",
"[75]\tvalid_0's poisson: -99.7768\tvalid_0's l2: 1284.09\n",
"[76]\tvalid_0's poisson: -99.8736\tvalid_0's l2: 1276.82\n",
"[77]\tvalid_0's poisson: -99.9425\tvalid_0's l2: 1270.19\n",
"[78]\tvalid_0's poisson: -100.019\tvalid_0's l2: 1263.49\n",
"[79]\tvalid_0's poisson: -100.098\tvalid_0's l2: 1257.37\n",
"[80]\tvalid_0's poisson: -100.158\tvalid_0's l2: 1251.73\n",
"[81]\tvalid_0's poisson: -100.242\tvalid_0's l2: 1245.28\n",
"[82]\tvalid_0's poisson: -100.315\tvalid_0's l2: 1238.61\n",
"[83]\tvalid_0's poisson: -100.388\tvalid_0's l2: 1232.38\n",
"[84]\tvalid_0's poisson: -100.457\tvalid_0's l2: 1226.37\n",
"[85]\tvalid_0's poisson: -100.522\tvalid_0's l2: 1220.46\n",
"[86]\tvalid_0's poisson: -100.59\tvalid_0's l2: 1214.22\n",
"[87]\tvalid_0's poisson: -100.675\tvalid_0's l2: 1207.87\n",
"[88]\tvalid_0's poisson: -100.743\tvalid_0's l2: 1202.08\n",
"[89]\tvalid_0's poisson: -100.804\tvalid_0's l2: 1196.53\n",
"[90]\tvalid_0's poisson: -100.877\tvalid_0's l2: 1191.02\n",
"[91]\tvalid_0's poisson: -100.94\tvalid_0's l2: 1185.24\n",
"[92]\tvalid_0's poisson: -101.003\tvalid_0's l2: 1179.81\n",
"[93]\tvalid_0's poisson: -101.06\tvalid_0's l2: 1174.61\n",
"[94]\tvalid_0's poisson: -101.098\tvalid_0's l2: 1170\n",
"[95]\tvalid_0's poisson: -101.171\tvalid_0's l2: 1164.5\n",
"[96]\tvalid_0's poisson: -101.23\tvalid_0's l2: 1159.43\n",
"[97]\tvalid_0's poisson: -101.289\tvalid_0's l2: 1154.05\n",
"[98]\tvalid_0's poisson: -101.343\tvalid_0's l2: 1149.17\n",
"[99]\tvalid_0's poisson: -101.393\tvalid_0's l2: 1144.28\n",
"[100]\tvalid_0's poisson: -101.461\tvalid_0's l2: 1139.12\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8577\tvalid_0's l2: 2250.39\n",
"[2]\tvalid_0's poisson: -88.502\tvalid_0's l2: 2202\n",
"[3]\tvalid_0's poisson: -89.1102\tvalid_0's l2: 2155.14\n",
"[4]\tvalid_0's poisson: -89.6943\tvalid_0's l2: 2109.06\n",
"[5]\tvalid_0's poisson: -90.2485\tvalid_0's l2: 2064.36\n",
"[6]\tvalid_0's poisson: -90.7713\tvalid_0's l2: 2021.48\n",
"[7]\tvalid_0's poisson: -91.2731\tvalid_0's l2: 1979.49\n",
"[8]\tvalid_0's poisson: -91.7602\tvalid_0's l2: 1938.15\n",
"[9]\tvalid_0's poisson: -92.2231\tvalid_0's l2: 1898.22\n",
"[10]\tvalid_0's poisson: -92.6615\tvalid_0's l2: 1859.84\n",
"[11]\tvalid_0's poisson: -93.087\tvalid_0's l2: 1822.18\n",
"[12]\tvalid_0's poisson: -93.5002\tvalid_0's l2: 1785.17\n",
"[13]\tvalid_0's poisson: -93.897\tvalid_0's l2: 1749.59\n",
"[14]\tvalid_0's poisson: -94.2784\tvalid_0's l2: 1714.72\n",
"[15]\tvalid_0's poisson: -94.6446\tvalid_0's l2: 1681.24\n",
"[16]\tvalid_0's poisson: -94.9958\tvalid_0's l2: 1648.64\n",
"[17]\tvalid_0's poisson: -95.3313\tvalid_0's l2: 1617.42\n",
"[18]\tvalid_0's poisson: -95.6541\tvalid_0's l2: 1587.14\n",
"[19]\tvalid_0's poisson: -95.9647\tvalid_0's l2: 1557.79\n",
"[20]\tvalid_0's poisson: -96.2649\tvalid_0's l2: 1529.12\n",
"[21]\tvalid_0's poisson: -96.5626\tvalid_0's l2: 1500.62\n",
"[22]\tvalid_0's poisson: -96.8459\tvalid_0's l2: 1473.18\n",
"[23]\tvalid_0's poisson: -97.1196\tvalid_0's l2: 1446.56\n",
"[24]\tvalid_0's poisson: -97.3862\tvalid_0's l2: 1420.46\n",
"[25]\tvalid_0's poisson: -97.6494\tvalid_0's l2: 1394.96\n",
"[26]\tvalid_0's poisson: -97.9006\tvalid_0's l2: 1370.36\n",
"[27]\tvalid_0's poisson: -98.1412\tvalid_0's l2: 1346.95\n",
"[28]\tvalid_0's poisson: -98.3733\tvalid_0's l2: 1324.56\n",
"[29]\tvalid_0's poisson: -98.5971\tvalid_0's l2: 1302.9\n",
"[30]\tvalid_0's poisson: -98.8247\tvalid_0's l2: 1280.57\n",
"[31]\tvalid_0's poisson: -99.0356\tvalid_0's l2: 1260.01\n",
"[32]\tvalid_0's poisson: -99.246\tvalid_0's l2: 1239.18\n",
"[33]\tvalid_0's poisson: -99.4461\tvalid_0's l2: 1219.87\n",
"[34]\tvalid_0's poisson: -99.6494\tvalid_0's l2: 1199.92\n",
"[35]\tvalid_0's poisson: -99.84\tvalid_0's l2: 1181.45\n",
"[36]\tvalid_0's poisson: -100.028\tvalid_0's l2: 1162.79\n",
"[37]\tvalid_0's poisson: -100.206\tvalid_0's l2: 1145.55\n",
"[38]\tvalid_0's poisson: -100.381\tvalid_0's l2: 1128.67\n",
"[39]\tvalid_0's poisson: -100.562\tvalid_0's l2: 1111.11\n",
"[40]\tvalid_0's poisson: -100.73\tvalid_0's l2: 1094.65\n",
"[41]\tvalid_0's poisson: -100.895\tvalid_0's l2: 1078.79\n",
"[42]\tvalid_0's poisson: -101.054\tvalid_0's l2: 1063.53\n",
"[43]\tvalid_0's poisson: -101.21\tvalid_0's l2: 1048.23\n",
"[44]\tvalid_0's poisson: -101.362\tvalid_0's l2: 1033.58\n",
"[45]\tvalid_0's poisson: -101.51\tvalid_0's l2: 1019.47\n",
"[46]\tvalid_0's poisson: -101.654\tvalid_0's l2: 1005.7\n",
"[47]\tvalid_0's poisson: -101.797\tvalid_0's l2: 991.544\n",
"[48]\tvalid_0's poisson: -101.934\tvalid_0's l2: 978.624\n",
"[49]\tvalid_0's poisson: -102.066\tvalid_0's l2: 966\n",
"[50]\tvalid_0's poisson: -102.198\tvalid_0's l2: 953.606\n",
"[51]\tvalid_0's poisson: -102.328\tvalid_0's l2: 940.985\n",
"[52]\tvalid_0's poisson: -102.45\tvalid_0's l2: 929.699\n",
"[53]\tvalid_0's poisson: -102.574\tvalid_0's l2: 917.882\n",
"[54]\tvalid_0's poisson: -102.693\tvalid_0's l2: 906.579\n",
"[55]\tvalid_0's poisson: -102.811\tvalid_0's l2: 895.274\n",
"[56]\tvalid_0's poisson: -102.927\tvalid_0's l2: 884.212\n",
"[57]\tvalid_0's poisson: -103.041\tvalid_0's l2: 873.469\n",
"[58]\tvalid_0's poisson: -103.15\tvalid_0's l2: 863.113\n",
"[59]\tvalid_0's poisson: -103.258\tvalid_0's l2: 853.175\n",
"[60]\tvalid_0's poisson: -103.363\tvalid_0's l2: 843.279\n",
"[61]\tvalid_0's poisson: -103.467\tvalid_0's l2: 833.533\n",
"[62]\tvalid_0's poisson: -103.569\tvalid_0's l2: 824.109\n",
"[63]\tvalid_0's poisson: -103.666\tvalid_0's l2: 815.206\n",
"[64]\tvalid_0's poisson: -103.762\tvalid_0's l2: 806.337\n",
"[65]\tvalid_0's poisson: -103.857\tvalid_0's l2: 797.626\n",
"[66]\tvalid_0's poisson: -103.948\tvalid_0's l2: 789.258\n",
"[67]\tvalid_0's poisson: -104.037\tvalid_0's l2: 781.312\n",
"[68]\tvalid_0's poisson: -104.124\tvalid_0's l2: 773.328\n",
"[69]\tvalid_0's poisson: -104.215\tvalid_0's l2: 765.258\n",
"[70]\tvalid_0's poisson: -104.307\tvalid_0's l2: 756.836\n",
"[71]\tvalid_0's poisson: -104.389\tvalid_0's l2: 749.441\n",
"[72]\tvalid_0's poisson: -104.476\tvalid_0's l2: 741.526\n",
"[73]\tvalid_0's poisson: -104.554\tvalid_0's l2: 734.611\n",
"[74]\tvalid_0's poisson: -104.639\tvalid_0's l2: 727.016\n",
"[75]\tvalid_0's poisson: -104.712\tvalid_0's l2: 720.532\n",
"[76]\tvalid_0's poisson: -104.792\tvalid_0's l2: 713.439\n",
"[77]\tvalid_0's poisson: -104.866\tvalid_0's l2: 706.944\n",
"[78]\tvalid_0's poisson: -104.942\tvalid_0's l2: 700.244\n",
"[79]\tvalid_0's poisson: -105.017\tvalid_0's l2: 693.66\n",
"[80]\tvalid_0's poisson: -105.085\tvalid_0's l2: 687.744\n",
"[81]\tvalid_0's poisson: -105.156\tvalid_0's l2: 681.566\n",
"[82]\tvalid_0's poisson: -105.222\tvalid_0's l2: 675.928\n",
"[83]\tvalid_0's poisson: -105.291\tvalid_0's l2: 669.944\n",
"[84]\tvalid_0's poisson: -105.355\tvalid_0's l2: 664.132\n",
"[85]\tvalid_0's poisson: -105.42\tvalid_0's l2: 658.581\n",
"[86]\tvalid_0's poisson: -105.483\tvalid_0's l2: 653.226\n",
"[87]\tvalid_0's poisson: -105.544\tvalid_0's l2: 647.763\n",
"[88]\tvalid_0's poisson: -105.608\tvalid_0's l2: 642.16\n",
"[89]\tvalid_0's poisson: -105.671\tvalid_0's l2: 636.565\n",
"[90]\tvalid_0's poisson: -105.727\tvalid_0's l2: 631.464\n",
"[91]\tvalid_0's poisson: -105.787\tvalid_0's l2: 626.658\n",
"[92]\tvalid_0's poisson: -105.846\tvalid_0's l2: 621.979\n",
"[93]\tvalid_0's poisson: -105.904\tvalid_0's l2: 617.24\n",
"[94]\tvalid_0's poisson: -105.959\tvalid_0's l2: 612.404\n",
"[95]\tvalid_0's poisson: -106.015\tvalid_0's l2: 608.078\n",
"[96]\tvalid_0's poisson: -106.062\tvalid_0's l2: 604.283\n",
"[97]\tvalid_0's poisson: -106.114\tvalid_0's l2: 600.089\n",
"[98]\tvalid_0's poisson: -106.165\tvalid_0's l2: 595.696\n",
"[99]\tvalid_0's poisson: -106.211\tvalid_0's l2: 591.99\n",
"[100]\tvalid_0's poisson: -106.261\tvalid_0's l2: 588.024\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8687\tvalid_0's l2: 2249.54\n",
"[2]\tvalid_0's poisson: -88.5121\tvalid_0's l2: 2201.12\n",
"[3]\tvalid_0's poisson: -89.1288\tvalid_0's l2: 2153.43\n",
"[4]\tvalid_0's poisson: -89.7121\tvalid_0's l2: 2107.24\n",
"[5]\tvalid_0's poisson: -90.2838\tvalid_0's l2: 2061.17\n",
"[6]\tvalid_0's poisson: -90.8141\tvalid_0's l2: 2017.28\n",
"[7]\tvalid_0's poisson: -91.3141\tvalid_0's l2: 1975.17\n",
"[8]\tvalid_0's poisson: -91.791\tvalid_0's l2: 1934.34\n",
"[9]\tvalid_0's poisson: -92.2668\tvalid_0's l2: 1893.24\n",
"[10]\tvalid_0's poisson: -92.7035\tvalid_0's l2: 1854.74\n",
"[11]\tvalid_0's poisson: -93.1235\tvalid_0's l2: 1817.26\n",
"[12]\tvalid_0's poisson: -93.5287\tvalid_0's l2: 1780.55\n",
"[13]\tvalid_0's poisson: -93.9323\tvalid_0's l2: 1743.95\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[14]\tvalid_0's poisson: -94.3035\tvalid_0's l2: 1709.68\n",
"[15]\tvalid_0's poisson: -94.6566\tvalid_0's l2: 1676.95\n",
"[16]\tvalid_0's poisson: -95.0007\tvalid_0's l2: 1644.57\n",
"[17]\tvalid_0's poisson: -95.3495\tvalid_0's l2: 1611.92\n",
"[18]\tvalid_0's poisson: -95.6713\tvalid_0's l2: 1581.19\n",
"[19]\tvalid_0's poisson: -95.9766\tvalid_0's l2: 1552.14\n",
"[20]\tvalid_0's poisson: -96.2909\tvalid_0's l2: 1522.2\n",
"[21]\tvalid_0's poisson: -96.5779\tvalid_0's l2: 1494.46\n",
"[22]\tvalid_0's poisson: -96.8585\tvalid_0's l2: 1467.13\n",
"[23]\tvalid_0's poisson: -97.1426\tvalid_0's l2: 1439.72\n",
"[24]\tvalid_0's poisson: -97.4018\tvalid_0's l2: 1414.72\n",
"[25]\tvalid_0's poisson: -97.6548\tvalid_0's l2: 1389.87\n",
"[26]\tvalid_0's poisson: -97.9\tvalid_0's l2: 1365.72\n",
"[27]\tvalid_0's poisson: -98.1517\tvalid_0's l2: 1341.23\n",
"[28]\tvalid_0's poisson: -98.3821\tvalid_0's l2: 1318.78\n",
"[29]\tvalid_0's poisson: -98.6103\tvalid_0's l2: 1296.16\n",
"[30]\tvalid_0's poisson: -98.8287\tvalid_0's l2: 1274.67\n",
"[31]\tvalid_0's poisson: -99.0531\tvalid_0's l2: 1252.67\n",
"[32]\tvalid_0's poisson: -99.2609\tvalid_0's l2: 1232.36\n",
"[33]\tvalid_0's poisson: -99.4636\tvalid_0's l2: 1212.24\n",
"[34]\tvalid_0's poisson: -99.6624\tvalid_0's l2: 1192.63\n",
"[35]\tvalid_0's poisson: -99.8557\tvalid_0's l2: 1173.48\n",
"[36]\tvalid_0's poisson: -100.043\tvalid_0's l2: 1154.94\n",
"[37]\tvalid_0's poisson: -100.222\tvalid_0's l2: 1137.55\n",
"[38]\tvalid_0's poisson: -100.402\tvalid_0's l2: 1119.53\n",
"[39]\tvalid_0's poisson: -100.575\tvalid_0's l2: 1102.38\n",
"[40]\tvalid_0's poisson: -100.744\tvalid_0's l2: 1086.06\n",
"[41]\tvalid_0's poisson: -100.907\tvalid_0's l2: 1070.31\n",
"[42]\tvalid_0's poisson: -101.068\tvalid_0's l2: 1054.46\n",
"[43]\tvalid_0's poisson: -101.227\tvalid_0's l2: 1038.9\n",
"[44]\tvalid_0's poisson: -101.379\tvalid_0's l2: 1024.09\n",
"[45]\tvalid_0's poisson: -101.526\tvalid_0's l2: 1009.96\n",
"[46]\tvalid_0's poisson: -101.67\tvalid_0's l2: 995.84\n",
"[47]\tvalid_0's poisson: -101.811\tvalid_0's l2: 981.998\n",
"[48]\tvalid_0's poisson: -101.95\tvalid_0's l2: 968.459\n",
"[49]\tvalid_0's poisson: -102.087\tvalid_0's l2: 955.149\n",
"[50]\tvalid_0's poisson: -102.218\tvalid_0's l2: 942.411\n",
"[51]\tvalid_0's poisson: -102.347\tvalid_0's l2: 930.036\n",
"[52]\tvalid_0's poisson: -102.471\tvalid_0's l2: 918.037\n",
"[53]\tvalid_0's poisson: -102.594\tvalid_0's l2: 906.544\n",
"[54]\tvalid_0's poisson: -102.716\tvalid_0's l2: 894.948\n",
"[55]\tvalid_0's poisson: -102.834\tvalid_0's l2: 883.693\n",
"[56]\tvalid_0's poisson: -102.947\tvalid_0's l2: 873.082\n",
"[57]\tvalid_0's poisson: -103.057\tvalid_0's l2: 862.532\n",
"[58]\tvalid_0's poisson: -103.164\tvalid_0's l2: 852.561\n",
"[59]\tvalid_0's poisson: -103.271\tvalid_0's l2: 842.548\n",
"[60]\tvalid_0's poisson: -103.373\tvalid_0's l2: 833.395\n",
"[61]\tvalid_0's poisson: -103.476\tvalid_0's l2: 824.02\n",
"[62]\tvalid_0's poisson: -103.583\tvalid_0's l2: 814.523\n",
"[63]\tvalid_0's poisson: -103.679\tvalid_0's l2: 805.547\n",
"[64]\tvalid_0's poisson: -103.774\tvalid_0's l2: 796.908\n",
"[65]\tvalid_0's poisson: -103.872\tvalid_0's l2: 788.249\n",
"[66]\tvalid_0's poisson: -103.962\tvalid_0's l2: 780.122\n",
"[67]\tvalid_0's poisson: -104.049\tvalid_0's l2: 772.195\n",
"[68]\tvalid_0's poisson: -104.143\tvalid_0's l2: 764.087\n",
"[69]\tvalid_0's poisson: -104.233\tvalid_0's l2: 756.237\n",
"[70]\tvalid_0's poisson: -104.32\tvalid_0's l2: 748.714\n",
"[71]\tvalid_0's poisson: -104.406\tvalid_0's l2: 741.309\n",
"[72]\tvalid_0's poisson: -104.489\tvalid_0's l2: 734.178\n",
"[73]\tvalid_0's poisson: -104.574\tvalid_0's l2: 726.674\n",
"[74]\tvalid_0's poisson: -104.656\tvalid_0's l2: 719.429\n",
"[75]\tvalid_0's poisson: -104.737\tvalid_0's l2: 712.32\n",
"[76]\tvalid_0's poisson: -104.815\tvalid_0's l2: 705.546\n",
"[77]\tvalid_0's poisson: -104.895\tvalid_0's l2: 698.603\n",
"[78]\tvalid_0's poisson: -104.964\tvalid_0's l2: 692.713\n",
"[79]\tvalid_0's poisson: -105.037\tvalid_0's l2: 686.439\n",
"[80]\tvalid_0's poisson: -105.107\tvalid_0's l2: 680.421\n",
"[81]\tvalid_0's poisson: -105.172\tvalid_0's l2: 674.846\n",
"[82]\tvalid_0's poisson: -105.242\tvalid_0's l2: 669.011\n",
"[83]\tvalid_0's poisson: -105.309\tvalid_0's l2: 663.388\n",
"[84]\tvalid_0's poisson: -105.371\tvalid_0's l2: 658.146\n",
"[85]\tvalid_0's poisson: -105.437\tvalid_0's l2: 652.686\n",
"[86]\tvalid_0's poisson: -105.497\tvalid_0's l2: 647.779\n",
"[87]\tvalid_0's poisson: -105.558\tvalid_0's l2: 642.656\n",
"[88]\tvalid_0's poisson: -105.618\tvalid_0's l2: 638.079\n",
"[89]\tvalid_0's poisson: -105.68\tvalid_0's l2: 632.821\n",
"[90]\tvalid_0's poisson: -105.735\tvalid_0's l2: 628.253\n",
"[91]\tvalid_0's poisson: -105.791\tvalid_0's l2: 623.711\n",
"[92]\tvalid_0's poisson: -105.845\tvalid_0's l2: 618.845\n",
"[93]\tvalid_0's poisson: -105.901\tvalid_0's l2: 614.451\n",
"[94]\tvalid_0's poisson: -105.954\tvalid_0's l2: 609.833\n",
"[95]\tvalid_0's poisson: -106.006\tvalid_0's l2: 605.707\n",
"[96]\tvalid_0's poisson: -106.058\tvalid_0's l2: 601.322\n",
"[97]\tvalid_0's poisson: -106.108\tvalid_0's l2: 596.995\n",
"[98]\tvalid_0's poisson: -106.158\tvalid_0's l2: 592.855\n",
"[99]\tvalid_0's poisson: -106.206\tvalid_0's l2: 588.764\n",
"[100]\tvalid_0's poisson: -106.254\tvalid_0's l2: 585.022\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8671\tvalid_0's l2: 2249.52\n",
"[2]\tvalid_0's poisson: -88.525\tvalid_0's l2: 2199.89\n",
"[3]\tvalid_0's poisson: -89.1493\tvalid_0's l2: 2151.54\n",
"[4]\tvalid_0's poisson: -89.7459\tvalid_0's l2: 2104.16\n",
"[5]\tvalid_0's poisson: -90.3049\tvalid_0's l2: 2058.78\n",
"[6]\tvalid_0's poisson: -90.8379\tvalid_0's l2: 2014.88\n",
"[7]\tvalid_0's poisson: -91.3449\tvalid_0's l2: 1972.31\n",
"[8]\tvalid_0's poisson: -91.8345\tvalid_0's l2: 1930.33\n",
"[9]\tvalid_0's poisson: -92.2966\tvalid_0's l2: 1890.28\n",
"[10]\tvalid_0's poisson: -92.7454\tvalid_0's l2: 1850.68\n",
"[11]\tvalid_0's poisson: -93.1692\tvalid_0's l2: 1812.84\n",
"[12]\tvalid_0's poisson: -93.5765\tvalid_0's l2: 1776.18\n",
"[13]\tvalid_0's poisson: -93.9665\tvalid_0's l2: 1740.69\n",
"[14]\tvalid_0's poisson: -94.3473\tvalid_0's l2: 1705.63\n",
"[15]\tvalid_0's poisson: -94.7076\tvalid_0's l2: 1672.22\n",
"[16]\tvalid_0's poisson: -95.0615\tvalid_0's l2: 1639.08\n",
"[17]\tvalid_0's poisson: -95.3965\tvalid_0's l2: 1607.57\n",
"[18]\tvalid_0's poisson: -95.725\tvalid_0's l2: 1576.5\n",
"[19]\tvalid_0's poisson: -96.0367\tvalid_0's l2: 1546.82\n",
"[20]\tvalid_0's poisson: -96.3482\tvalid_0's l2: 1517.08\n",
"[21]\tvalid_0's poisson: -96.6395\tvalid_0's l2: 1489.09\n",
"[22]\tvalid_0's poisson: -96.9285\tvalid_0's l2: 1461.11\n",
"[23]\tvalid_0's poisson: -97.2018\tvalid_0's l2: 1434.44\n",
"[24]\tvalid_0's poisson: -97.4725\tvalid_0's l2: 1408.05\n",
"[25]\tvalid_0's poisson: -97.7287\tvalid_0's l2: 1382.84\n",
"[26]\tvalid_0's poisson: -97.9778\tvalid_0's l2: 1358.36\n",
"[27]\tvalid_0's poisson: -98.2181\tvalid_0's l2: 1334.64\n",
"[28]\tvalid_0's poisson: -98.4522\tvalid_0's l2: 1311.52\n",
"[29]\tvalid_0's poisson: -98.6794\tvalid_0's l2: 1289.38\n",
"[30]\tvalid_0's poisson: -98.8986\tvalid_0's l2: 1267.61\n",
"[31]\tvalid_0's poisson: -99.1182\tvalid_0's l2: 1246.02\n",
"[32]\tvalid_0's poisson: -99.3242\tvalid_0's l2: 1225.58\n",
"[33]\tvalid_0's poisson: -99.5235\tvalid_0's l2: 1205.75\n",
"[34]\tvalid_0's poisson: -99.7216\tvalid_0's l2: 1186.08\n",
"[35]\tvalid_0's poisson: -99.9201\tvalid_0's l2: 1166.66\n",
"[36]\tvalid_0's poisson: -100.109\tvalid_0's l2: 1147.69\n",
"[37]\tvalid_0's poisson: -100.286\tvalid_0's l2: 1130.3\n",
"[38]\tvalid_0's poisson: -100.466\tvalid_0's l2: 1112.33\n",
"[39]\tvalid_0's poisson: -100.633\tvalid_0's l2: 1095.98\n",
"[40]\tvalid_0's poisson: -100.798\tvalid_0's l2: 1079.95\n",
"[41]\tvalid_0's poisson: -100.969\tvalid_0's l2: 1063.47\n",
"[42]\tvalid_0's poisson: -101.125\tvalid_0's l2: 1048.29\n",
"[43]\tvalid_0's poisson: -101.274\tvalid_0's l2: 1033.88\n",
"[44]\tvalid_0's poisson: -101.432\tvalid_0's l2: 1018.67\n",
"[45]\tvalid_0's poisson: -101.581\tvalid_0's l2: 1004.15\n",
"[46]\tvalid_0's poisson: -101.724\tvalid_0's l2: 989.915\n",
"[47]\tvalid_0's poisson: -101.863\tvalid_0's l2: 976.498\n",
"[48]\tvalid_0's poisson: -101.997\tvalid_0's l2: 963.455\n",
"[49]\tvalid_0's poisson: -102.132\tvalid_0's l2: 950.403\n",
"[50]\tvalid_0's poisson: -102.268\tvalid_0's l2: 937.487\n",
"[51]\tvalid_0's poisson: -102.394\tvalid_0's l2: 925.405\n",
"[52]\tvalid_0's poisson: -102.517\tvalid_0's l2: 913.699\n",
"[53]\tvalid_0's poisson: -102.644\tvalid_0's l2: 901.882\n",
"[54]\tvalid_0's poisson: -102.762\tvalid_0's l2: 890.462\n",
"[55]\tvalid_0's poisson: -102.881\tvalid_0's l2: 879.047\n",
"[56]\tvalid_0's poisson: -102.997\tvalid_0's l2: 867.927\n",
"[57]\tvalid_0's poisson: -103.11\tvalid_0's l2: 857.26\n",
"[58]\tvalid_0's poisson: -103.22\tvalid_0's l2: 846.921\n",
"[59]\tvalid_0's poisson: -103.327\tvalid_0's l2: 836.874\n",
"[60]\tvalid_0's poisson: -103.431\tvalid_0's l2: 827.028\n",
"[61]\tvalid_0's poisson: -103.533\tvalid_0's l2: 817.524\n",
"[62]\tvalid_0's poisson: -103.635\tvalid_0's l2: 808.157\n",
"[63]\tvalid_0's poisson: -103.733\tvalid_0's l2: 799.061\n",
"[64]\tvalid_0's poisson: -103.828\tvalid_0's l2: 790.218\n",
"[65]\tvalid_0's poisson: -103.922\tvalid_0's l2: 781.599\n",
"[66]\tvalid_0's poisson: -104.012\tvalid_0's l2: 773.422\n",
"[67]\tvalid_0's poisson: -104.102\tvalid_0's l2: 765.315\n",
"[68]\tvalid_0's poisson: -104.189\tvalid_0's l2: 757.411\n",
"[69]\tvalid_0's poisson: -104.274\tvalid_0's l2: 749.962\n",
"[70]\tvalid_0's poisson: -104.362\tvalid_0's l2: 742.347\n",
"[71]\tvalid_0's poisson: -104.443\tvalid_0's l2: 735.339\n",
"[72]\tvalid_0's poisson: -104.527\tvalid_0's l2: 728.085\n",
"[73]\tvalid_0's poisson: -104.609\tvalid_0's l2: 721.07\n",
"[74]\tvalid_0's poisson: -104.689\tvalid_0's l2: 714.28\n",
"[75]\tvalid_0's poisson: -104.768\tvalid_0's l2: 707.896\n",
"[76]\tvalid_0's poisson: -104.841\tvalid_0's l2: 701.652\n",
"[77]\tvalid_0's poisson: -104.913\tvalid_0's l2: 695.417\n",
"[78]\tvalid_0's poisson: -104.986\tvalid_0's l2: 689.446\n",
"[79]\tvalid_0's poisson: -105.054\tvalid_0's l2: 683.563\n",
"[80]\tvalid_0's poisson: -105.127\tvalid_0's l2: 677.446\n",
"[81]\tvalid_0's poisson: -105.192\tvalid_0's l2: 672.004\n",
"[82]\tvalid_0's poisson: -105.26\tvalid_0's l2: 666.506\n",
"[83]\tvalid_0's poisson: -105.323\tvalid_0's l2: 661.242\n",
"[84]\tvalid_0's poisson: -105.391\tvalid_0's l2: 655.348\n",
"[85]\tvalid_0's poisson: -105.458\tvalid_0's l2: 649.386\n",
"[86]\tvalid_0's poisson: -105.518\tvalid_0's l2: 644.371\n",
"[87]\tvalid_0's poisson: -105.582\tvalid_0's l2: 638.903\n",
"[88]\tvalid_0's poisson: -105.639\tvalid_0's l2: 634.296\n",
"[89]\tvalid_0's poisson: -105.7\tvalid_0's l2: 629.064\n",
"[90]\tvalid_0's poisson: -105.757\tvalid_0's l2: 624.311\n",
"[91]\tvalid_0's poisson: -105.817\tvalid_0's l2: 619.449\n",
"[92]\tvalid_0's poisson: -105.874\tvalid_0's l2: 614.587\n",
"[93]\tvalid_0's poisson: -105.928\tvalid_0's l2: 609.902\n",
"[94]\tvalid_0's poisson: -105.983\tvalid_0's l2: 605.296\n",
"[95]\tvalid_0's poisson: -106.035\tvalid_0's l2: 600.707\n",
"[96]\tvalid_0's poisson: -106.088\tvalid_0's l2: 596.286\n",
"[97]\tvalid_0's poisson: -106.138\tvalid_0's l2: 592.37\n",
"[98]\tvalid_0's poisson: -106.187\tvalid_0's l2: 588.432\n",
"[99]\tvalid_0's poisson: -106.237\tvalid_0's l2: 584.324\n",
"[100]\tvalid_0's poisson: -106.285\tvalid_0's l2: 580.509\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8802\tvalid_0's l2: 2248.77\n",
"[2]\tvalid_0's poisson: -88.5382\tvalid_0's l2: 2199.37\n",
"[3]\tvalid_0's poisson: -89.1732\tvalid_0's l2: 2150.36\n",
"[4]\tvalid_0's poisson: -89.7607\tvalid_0's l2: 2103.92\n",
"[5]\tvalid_0's poisson: -90.3236\tvalid_0's l2: 2058.43\n",
"[6]\tvalid_0's poisson: -90.8551\tvalid_0's l2: 2014.62\n",
"[7]\tvalid_0's poisson: -91.3719\tvalid_0's l2: 1971.19\n",
"[8]\tvalid_0's poisson: -91.8535\tvalid_0's l2: 1930.05\n",
"[9]\tvalid_0's poisson: -92.3251\tvalid_0's l2: 1889.14\n",
"[10]\tvalid_0's poisson: -92.7696\tvalid_0's l2: 1849.96\n",
"[11]\tvalid_0's poisson: -93.1944\tvalid_0's l2: 1811.99\n",
"[12]\tvalid_0's poisson: -93.6019\tvalid_0's l2: 1775.12\n",
"[13]\tvalid_0's poisson: -94.0007\tvalid_0's l2: 1738.74\n",
"[14]\tvalid_0's poisson: -94.3772\tvalid_0's l2: 1704\n",
"[15]\tvalid_0's poisson: -94.7371\tvalid_0's l2: 1670.42\n",
"[16]\tvalid_0's poisson: -95.0814\tvalid_0's l2: 1637.99\n",
"[17]\tvalid_0's poisson: -95.4272\tvalid_0's l2: 1605.43\n",
"[18]\tvalid_0's poisson: -95.7456\tvalid_0's l2: 1575.26\n",
"[19]\tvalid_0's poisson: -96.0511\tvalid_0's l2: 1546.16\n",
"[20]\tvalid_0's poisson: -96.3449\tvalid_0's l2: 1517.99\n",
"[21]\tvalid_0's poisson: -96.6458\tvalid_0's l2: 1489.04\n",
"[22]\tvalid_0's poisson: -96.9218\tvalid_0's l2: 1462.35\n",
"[23]\tvalid_0's poisson: -97.193\tvalid_0's l2: 1435.88\n",
"[24]\tvalid_0's poisson: -97.4514\tvalid_0's l2: 1410.77\n",
"[25]\tvalid_0's poisson: -97.7167\tvalid_0's l2: 1384.96\n",
"[26]\tvalid_0's poisson: -97.9639\tvalid_0's l2: 1360.84\n",
"[27]\tvalid_0's poisson: -98.2086\tvalid_0's l2: 1336.74\n",
"[28]\tvalid_0's poisson: -98.4396\tvalid_0's l2: 1314.06\n",
"[29]\tvalid_0's poisson: -98.6746\tvalid_0's l2: 1291.05\n",
"[30]\tvalid_0's poisson: -98.8973\tvalid_0's l2: 1268.99\n",
"[31]\tvalid_0's poisson: -99.1108\tvalid_0's l2: 1247.89\n",
"[32]\tvalid_0's poisson: -99.3175\tvalid_0's l2: 1227.55\n",
"[33]\tvalid_0's poisson: -99.5213\tvalid_0's l2: 1207.34\n",
"[34]\tvalid_0's poisson: -99.7266\tvalid_0's l2: 1187.22\n",
"[35]\tvalid_0's poisson: -99.9164\tvalid_0's l2: 1168.66\n",
"[36]\tvalid_0's poisson: -100.1\tvalid_0's l2: 1150.57\n",
"[37]\tvalid_0's poisson: -100.29\tvalid_0's l2: 1132.01\n",
"[38]\tvalid_0's poisson: -100.466\tvalid_0's l2: 1114.7\n",
"[39]\tvalid_0's poisson: -100.639\tvalid_0's l2: 1097.33\n",
"[40]\tvalid_0's poisson: -100.807\tvalid_0's l2: 1080.84\n",
"[41]\tvalid_0's poisson: -100.97\tvalid_0's l2: 1065.14\n",
"[42]\tvalid_0's poisson: -101.129\tvalid_0's l2: 1049.57\n",
"[43]\tvalid_0's poisson: -101.286\tvalid_0's l2: 1034.07\n",
"[44]\tvalid_0's poisson: -101.438\tvalid_0's l2: 1018.99\n",
"[45]\tvalid_0's poisson: -101.583\tvalid_0's l2: 1005.16\n",
"[46]\tvalid_0's poisson: -101.73\tvalid_0's l2: 990.604\n",
"[47]\tvalid_0's poisson: -101.873\tvalid_0's l2: 976.571\n",
"[48]\tvalid_0's poisson: -102.011\tvalid_0's l2: 963.062\n",
"[49]\tvalid_0's poisson: -102.146\tvalid_0's l2: 950.007\n",
"[50]\tvalid_0's poisson: -102.277\tvalid_0's l2: 937.429\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[51]\tvalid_0's poisson: -102.405\tvalid_0's l2: 925.376\n",
"[52]\tvalid_0's poisson: -102.53\tvalid_0's l2: 913.299\n",
"[53]\tvalid_0's poisson: -102.654\tvalid_0's l2: 901.463\n",
"[54]\tvalid_0's poisson: -102.772\tvalid_0's l2: 890.248\n",
"[55]\tvalid_0's poisson: -102.889\tvalid_0's l2: 879.219\n",
"[56]\tvalid_0's poisson: -103.002\tvalid_0's l2: 868.304\n",
"[57]\tvalid_0's poisson: -103.115\tvalid_0's l2: 857.569\n",
"[58]\tvalid_0's poisson: -103.224\tvalid_0's l2: 847.789\n",
"[59]\tvalid_0's poisson: -103.328\tvalid_0's l2: 838.142\n",
"[60]\tvalid_0's poisson: -103.434\tvalid_0's l2: 828.321\n",
"[61]\tvalid_0's poisson: -103.541\tvalid_0's l2: 818.708\n",
"[62]\tvalid_0's poisson: -103.639\tvalid_0's l2: 809.652\n",
"[63]\tvalid_0's poisson: -103.736\tvalid_0's l2: 800.58\n",
"[64]\tvalid_0's poisson: -103.833\tvalid_0's l2: 791.693\n",
"[65]\tvalid_0's poisson: -103.926\tvalid_0's l2: 783.273\n",
"[66]\tvalid_0's poisson: -104.016\tvalid_0's l2: 775.542\n",
"[67]\tvalid_0's poisson: -104.103\tvalid_0's l2: 767.661\n",
"[68]\tvalid_0's poisson: -104.19\tvalid_0's l2: 759.756\n",
"[69]\tvalid_0's poisson: -104.276\tvalid_0's l2: 752.066\n",
"[70]\tvalid_0's poisson: -104.359\tvalid_0's l2: 745.14\n",
"[71]\tvalid_0's poisson: -104.44\tvalid_0's l2: 737.86\n",
"[72]\tvalid_0's poisson: -104.525\tvalid_0's l2: 730.614\n",
"[73]\tvalid_0's poisson: -104.603\tvalid_0's l2: 723.675\n",
"[74]\tvalid_0's poisson: -104.683\tvalid_0's l2: 716.785\n",
"[75]\tvalid_0's poisson: -104.764\tvalid_0's l2: 710.079\n",
"[76]\tvalid_0's poisson: -104.843\tvalid_0's l2: 703.177\n",
"[77]\tvalid_0's poisson: -104.922\tvalid_0's l2: 696.354\n",
"[78]\tvalid_0's poisson: -104.997\tvalid_0's l2: 689.864\n",
"[79]\tvalid_0's poisson: -105.069\tvalid_0's l2: 683.529\n",
"[80]\tvalid_0's poisson: -105.144\tvalid_0's l2: 677.081\n",
"[81]\tvalid_0's poisson: -105.213\tvalid_0's l2: 671.115\n",
"[82]\tvalid_0's poisson: -105.284\tvalid_0's l2: 665.021\n",
"[83]\tvalid_0's poisson: -105.348\tvalid_0's l2: 659.479\n",
"[84]\tvalid_0's poisson: -105.414\tvalid_0's l2: 653.901\n",
"[85]\tvalid_0's poisson: -105.478\tvalid_0's l2: 648.443\n",
"[86]\tvalid_0's poisson: -105.542\tvalid_0's l2: 642.891\n",
"[87]\tvalid_0's poisson: -105.603\tvalid_0's l2: 637.828\n",
"[88]\tvalid_0's poisson: -105.665\tvalid_0's l2: 632.541\n",
"[89]\tvalid_0's poisson: -105.722\tvalid_0's l2: 627.618\n",
"[90]\tvalid_0's poisson: -105.78\tvalid_0's l2: 622.858\n",
"[91]\tvalid_0's poisson: -105.836\tvalid_0's l2: 618.102\n",
"[92]\tvalid_0's poisson: -105.889\tvalid_0's l2: 613.358\n",
"[93]\tvalid_0's poisson: -105.945\tvalid_0's l2: 608.98\n",
"[94]\tvalid_0's poisson: -106\tvalid_0's l2: 604.393\n",
"[95]\tvalid_0's poisson: -106.052\tvalid_0's l2: 600.179\n",
"[96]\tvalid_0's poisson: -106.102\tvalid_0's l2: 595.842\n",
"[97]\tvalid_0's poisson: -106.154\tvalid_0's l2: 591.59\n",
"[98]\tvalid_0's poisson: -106.204\tvalid_0's l2: 587.716\n",
"[99]\tvalid_0's poisson: -106.25\tvalid_0's l2: 583.718\n",
"[100]\tvalid_0's poisson: -106.298\tvalid_0's l2: 580.204\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8546\tvalid_0's l2: 2250.28\n",
"[2]\tvalid_0's poisson: -88.5046\tvalid_0's l2: 2201.12\n",
"[3]\tvalid_0's poisson: -89.1186\tvalid_0's l2: 2153.44\n",
"[4]\tvalid_0's poisson: -89.7134\tvalid_0's l2: 2106.16\n",
"[5]\tvalid_0's poisson: -90.277\tvalid_0's l2: 2060.34\n",
"[6]\tvalid_0's poisson: -90.8118\tvalid_0's l2: 2015.96\n",
"[7]\tvalid_0's poisson: -91.3235\tvalid_0's l2: 1972.77\n",
"[8]\tvalid_0's poisson: -91.8073\tvalid_0's l2: 1931.18\n",
"[9]\tvalid_0's poisson: -92.2728\tvalid_0's l2: 1890.62\n",
"[10]\tvalid_0's poisson: -92.7158\tvalid_0's l2: 1851.45\n",
"[11]\tvalid_0's poisson: -93.1399\tvalid_0's l2: 1813.56\n",
"[12]\tvalid_0's poisson: -93.5475\tvalid_0's l2: 1776.69\n",
"[13]\tvalid_0's poisson: -93.9393\tvalid_0's l2: 1741.07\n",
"[14]\tvalid_0's poisson: -94.3168\tvalid_0's l2: 1706.31\n",
"[15]\tvalid_0's poisson: -94.6799\tvalid_0's l2: 1672.64\n",
"[16]\tvalid_0's poisson: -95.0298\tvalid_0's l2: 1639.96\n",
"[17]\tvalid_0's poisson: -95.3683\tvalid_0's l2: 1608.01\n",
"[18]\tvalid_0's poisson: -95.6931\tvalid_0's l2: 1577.25\n",
"[19]\tvalid_0's poisson: -96.0115\tvalid_0's l2: 1546.93\n",
"[20]\tvalid_0's poisson: -96.3118\tvalid_0's l2: 1518.02\n",
"[21]\tvalid_0's poisson: -96.6051\tvalid_0's l2: 1489.72\n",
"[22]\tvalid_0's poisson: -96.8858\tvalid_0's l2: 1462.59\n",
"[23]\tvalid_0's poisson: -97.1557\tvalid_0's l2: 1436.24\n",
"[24]\tvalid_0's poisson: -97.4275\tvalid_0's l2: 1409.86\n",
"[25]\tvalid_0's poisson: -97.6833\tvalid_0's l2: 1385.09\n",
"[26]\tvalid_0's poisson: -97.9323\tvalid_0's l2: 1360.61\n",
"[27]\tvalid_0's poisson: -98.1671\tvalid_0's l2: 1337.65\n",
"[28]\tvalid_0's poisson: -98.3977\tvalid_0's l2: 1315.17\n",
"[29]\tvalid_0's poisson: -98.6319\tvalid_0's l2: 1292.28\n",
"[30]\tvalid_0's poisson: -98.8502\tvalid_0's l2: 1270.9\n",
"[31]\tvalid_0's poisson: -99.0617\tvalid_0's l2: 1250.18\n",
"[32]\tvalid_0's poisson: -99.2714\tvalid_0's l2: 1229.46\n",
"[33]\tvalid_0's poisson: -99.48\tvalid_0's l2: 1209.03\n",
"[34]\tvalid_0's poisson: -99.676\tvalid_0's l2: 1189.84\n",
"[35]\tvalid_0's poisson: -99.8643\tvalid_0's l2: 1171.34\n",
"[36]\tvalid_0's poisson: -100.054\tvalid_0's l2: 1152.61\n",
"[37]\tvalid_0's poisson: -100.237\tvalid_0's l2: 1134.69\n",
"[38]\tvalid_0's poisson: -100.413\tvalid_0's l2: 1117.24\n",
"[39]\tvalid_0's poisson: -100.59\tvalid_0's l2: 1099.68\n",
"[40]\tvalid_0's poisson: -100.758\tvalid_0's l2: 1083.11\n",
"[41]\tvalid_0's poisson: -100.924\tvalid_0's l2: 1066.62\n",
"[42]\tvalid_0's poisson: -101.083\tvalid_0's l2: 1050.88\n",
"[43]\tvalid_0's poisson: -101.238\tvalid_0's l2: 1035.68\n",
"[44]\tvalid_0's poisson: -101.393\tvalid_0's l2: 1020.5\n",
"[45]\tvalid_0's poisson: -101.539\tvalid_0's l2: 1006.26\n",
"[46]\tvalid_0's poisson: -101.686\tvalid_0's l2: 991.827\n",
"[47]\tvalid_0's poisson: -101.826\tvalid_0's l2: 978.116\n",
"[48]\tvalid_0's poisson: -101.962\tvalid_0's l2: 965.205\n",
"[49]\tvalid_0's poisson: -102.096\tvalid_0's l2: 952.378\n",
"[50]\tvalid_0's poisson: -102.229\tvalid_0's l2: 939.429\n",
"[51]\tvalid_0's poisson: -102.361\tvalid_0's l2: 926.801\n",
"[52]\tvalid_0's poisson: -102.486\tvalid_0's l2: 914.937\n",
"[53]\tvalid_0's poisson: -102.606\tvalid_0's l2: 903.35\n",
"[54]\tvalid_0's poisson: -102.729\tvalid_0's l2: 891.685\n",
"[55]\tvalid_0's poisson: -102.846\tvalid_0's l2: 880.84\n",
"[56]\tvalid_0's poisson: -102.963\tvalid_0's l2: 869.923\n",
"[57]\tvalid_0's poisson: -103.074\tvalid_0's l2: 859.631\n",
"[58]\tvalid_0's poisson: -103.184\tvalid_0's l2: 849.107\n",
"[59]\tvalid_0's poisson: -103.292\tvalid_0's l2: 839.03\n",
"[60]\tvalid_0's poisson: -103.403\tvalid_0's l2: 828.955\n",
"[61]\tvalid_0's poisson: -103.506\tvalid_0's l2: 819.392\n",
"[62]\tvalid_0's poisson: -103.605\tvalid_0's l2: 810.296\n",
"[63]\tvalid_0's poisson: -103.704\tvalid_0's l2: 801.259\n",
"[64]\tvalid_0's poisson: -103.8\tvalid_0's l2: 792.521\n",
"[65]\tvalid_0's poisson: -103.892\tvalid_0's l2: 784.239\n",
"[66]\tvalid_0's poisson: -103.982\tvalid_0's l2: 776.07\n",
"[67]\tvalid_0's poisson: -104.073\tvalid_0's l2: 767.81\n",
"[68]\tvalid_0's poisson: -104.16\tvalid_0's l2: 759.923\n",
"[69]\tvalid_0's poisson: -104.252\tvalid_0's l2: 751.733\n",
"[70]\tvalid_0's poisson: -104.334\tvalid_0's l2: 744.432\n",
"[71]\tvalid_0's poisson: -104.422\tvalid_0's l2: 736.86\n",
"[72]\tvalid_0's poisson: -104.507\tvalid_0's l2: 729.51\n",
"[73]\tvalid_0's poisson: -104.585\tvalid_0's l2: 722.64\n",
"[74]\tvalid_0's poisson: -104.666\tvalid_0's l2: 715.634\n",
"[75]\tvalid_0's poisson: -104.748\tvalid_0's l2: 708.367\n",
"[76]\tvalid_0's poisson: -104.821\tvalid_0's l2: 701.932\n",
"[77]\tvalid_0's poisson: -104.897\tvalid_0's l2: 695.617\n",
"[78]\tvalid_0's poisson: -104.974\tvalid_0's l2: 688.898\n",
"[79]\tvalid_0's poisson: -105.049\tvalid_0's l2: 682.258\n",
"[80]\tvalid_0's poisson: -105.117\tvalid_0's l2: 676.416\n",
"[81]\tvalid_0's poisson: -105.19\tvalid_0's l2: 670.248\n",
"[82]\tvalid_0's poisson: -105.255\tvalid_0's l2: 664.695\n",
"[83]\tvalid_0's poisson: -105.324\tvalid_0's l2: 658.666\n",
"[84]\tvalid_0's poisson: -105.388\tvalid_0's l2: 653.148\n",
"[85]\tvalid_0's poisson: -105.452\tvalid_0's l2: 647.675\n",
"[86]\tvalid_0's poisson: -105.518\tvalid_0's l2: 642.157\n",
"[87]\tvalid_0's poisson: -105.578\tvalid_0's l2: 636.92\n",
"[88]\tvalid_0's poisson: -105.641\tvalid_0's l2: 631.626\n",
"[89]\tvalid_0's poisson: -105.701\tvalid_0's l2: 626.581\n",
"[90]\tvalid_0's poisson: -105.757\tvalid_0's l2: 621.695\n",
"[91]\tvalid_0's poisson: -105.816\tvalid_0's l2: 616.849\n",
"[92]\tvalid_0's poisson: -105.87\tvalid_0's l2: 612.004\n",
"[93]\tvalid_0's poisson: -105.927\tvalid_0's l2: 607.325\n",
"[94]\tvalid_0's poisson: -105.982\tvalid_0's l2: 602.875\n",
"[95]\tvalid_0's poisson: -106.033\tvalid_0's l2: 598.429\n",
"[96]\tvalid_0's poisson: -106.085\tvalid_0's l2: 594.209\n",
"[97]\tvalid_0's poisson: -106.137\tvalid_0's l2: 590.012\n",
"[98]\tvalid_0's poisson: -106.184\tvalid_0's l2: 585.893\n",
"[99]\tvalid_0's poisson: -106.233\tvalid_0's l2: 581.799\n",
"[100]\tvalid_0's poisson: -106.281\tvalid_0's l2: 577.857\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5093\tvalid_0's l2: 2123.81\n",
"[2]\tvalid_0's poisson: -91.4303\tvalid_0's l2: 1966.62\n",
"[3]\tvalid_0's poisson: -93.1075\tvalid_0's l2: 1820.98\n",
"[4]\tvalid_0's poisson: -94.5151\tvalid_0's l2: 1694.71\n",
"[5]\tvalid_0's poisson: -95.7227\tvalid_0's l2: 1583\n",
"[6]\tvalid_0's poisson: -96.7769\tvalid_0's l2: 1483.75\n",
"[7]\tvalid_0's poisson: -97.6931\tvalid_0's l2: 1396.26\n",
"[8]\tvalid_0's poisson: -98.4995\tvalid_0's l2: 1319.32\n",
"[9]\tvalid_0's poisson: -99.2495\tvalid_0's l2: 1247.67\n",
"[10]\tvalid_0's poisson: -99.9714\tvalid_0's l2: 1178.4\n",
"[11]\tvalid_0's poisson: -100.595\tvalid_0's l2: 1117.96\n",
"[12]\tvalid_0's poisson: -101.167\tvalid_0's l2: 1063.96\n",
"[13]\tvalid_0's poisson: -101.666\tvalid_0's l2: 1016.08\n",
"[14]\tvalid_0's poisson: -102.119\tvalid_0's l2: 972.915\n",
"[15]\tvalid_0's poisson: -102.572\tvalid_0's l2: 931.234\n",
"[16]\tvalid_0's poisson: -102.929\tvalid_0's l2: 896.609\n",
"[17]\tvalid_0's poisson: -103.323\tvalid_0's l2: 861.437\n",
"[18]\tvalid_0's poisson: -103.7\tvalid_0's l2: 828.432\n",
"[19]\tvalid_0's poisson: -103.994\tvalid_0's l2: 802.288\n",
"[20]\tvalid_0's poisson: -104.266\tvalid_0's l2: 778.96\n",
"[21]\tvalid_0's poisson: -104.562\tvalid_0's l2: 754.039\n",
"[22]\tvalid_0's poisson: -104.782\tvalid_0's l2: 733.497\n",
"[23]\tvalid_0's poisson: -105.038\tvalid_0's l2: 712.124\n",
"[24]\tvalid_0's poisson: -105.263\tvalid_0's l2: 693.595\n",
"[25]\tvalid_0's poisson: -105.474\tvalid_0's l2: 677.01\n",
"[26]\tvalid_0's poisson: -105.667\tvalid_0's l2: 660.447\n",
"[27]\tvalid_0's poisson: -105.844\tvalid_0's l2: 645.485\n",
"[28]\tvalid_0's poisson: -106.023\tvalid_0's l2: 631.239\n",
"[29]\tvalid_0's poisson: -106.159\tvalid_0's l2: 619.355\n",
"[30]\tvalid_0's poisson: -106.318\tvalid_0's l2: 607.216\n",
"[31]\tvalid_0's poisson: -106.441\tvalid_0's l2: 596.956\n",
"[32]\tvalid_0's poisson: -106.564\tvalid_0's l2: 587.476\n",
"[33]\tvalid_0's poisson: -106.697\tvalid_0's l2: 577.759\n",
"[34]\tvalid_0's poisson: -106.801\tvalid_0's l2: 569.558\n",
"[35]\tvalid_0's poisson: -106.893\tvalid_0's l2: 561.539\n",
"[36]\tvalid_0's poisson: -106.984\tvalid_0's l2: 554.83\n",
"[37]\tvalid_0's poisson: -107.087\tvalid_0's l2: 547.651\n",
"[38]\tvalid_0's poisson: -107.165\tvalid_0's l2: 540.078\n",
"[39]\tvalid_0's poisson: -107.24\tvalid_0's l2: 534.413\n",
"[40]\tvalid_0's poisson: -107.305\tvalid_0's l2: 527.786\n",
"[41]\tvalid_0's poisson: -107.374\tvalid_0's l2: 521.394\n",
"[42]\tvalid_0's poisson: -107.44\tvalid_0's l2: 514.968\n",
"[43]\tvalid_0's poisson: -107.5\tvalid_0's l2: 509.754\n",
"[44]\tvalid_0's poisson: -107.565\tvalid_0's l2: 504.714\n",
"[45]\tvalid_0's poisson: -107.597\tvalid_0's l2: 500.213\n",
"[46]\tvalid_0's poisson: -107.649\tvalid_0's l2: 496.457\n",
"[47]\tvalid_0's poisson: -107.682\tvalid_0's l2: 493.161\n",
"[48]\tvalid_0's poisson: -107.733\tvalid_0's l2: 488.484\n",
"[49]\tvalid_0's poisson: -107.766\tvalid_0's l2: 485.341\n",
"[50]\tvalid_0's poisson: -107.809\tvalid_0's l2: 482.036\n",
"[51]\tvalid_0's poisson: -107.784\tvalid_0's l2: 479.698\n",
"[52]\tvalid_0's poisson: -107.821\tvalid_0's l2: 477.004\n",
"[53]\tvalid_0's poisson: -107.829\tvalid_0's l2: 474.3\n",
"[54]\tvalid_0's poisson: -107.858\tvalid_0's l2: 470.912\n",
"[55]\tvalid_0's poisson: -107.853\tvalid_0's l2: 468.361\n",
"[56]\tvalid_0's poisson: -107.853\tvalid_0's l2: 466.011\n",
"[57]\tvalid_0's poisson: -107.859\tvalid_0's l2: 463.987\n",
"[58]\tvalid_0's poisson: -107.87\tvalid_0's l2: 461.038\n",
"[59]\tvalid_0's poisson: -107.876\tvalid_0's l2: 459.665\n",
"[60]\tvalid_0's poisson: -107.888\tvalid_0's l2: 457.977\n",
"[61]\tvalid_0's poisson: -107.921\tvalid_0's l2: 456.446\n",
"[62]\tvalid_0's poisson: -107.884\tvalid_0's l2: 454.594\n",
"[63]\tvalid_0's poisson: -107.888\tvalid_0's l2: 452.025\n",
"[64]\tvalid_0's poisson: -107.853\tvalid_0's l2: 449.654\n",
"[65]\tvalid_0's poisson: -107.864\tvalid_0's l2: 448.003\n",
"[66]\tvalid_0's poisson: -107.891\tvalid_0's l2: 446.033\n",
"[67]\tvalid_0's poisson: -107.905\tvalid_0's l2: 443.967\n",
"[68]\tvalid_0's poisson: -107.921\tvalid_0's l2: 442.379\n",
"[69]\tvalid_0's poisson: -107.901\tvalid_0's l2: 440.968\n",
"[70]\tvalid_0's poisson: -107.901\tvalid_0's l2: 439.199\n",
"[71]\tvalid_0's poisson: -107.875\tvalid_0's l2: 437.52\n",
"[72]\tvalid_0's poisson: -107.843\tvalid_0's l2: 436.636\n",
"[73]\tvalid_0's poisson: -107.883\tvalid_0's l2: 434.773\n",
"[74]\tvalid_0's poisson: -107.871\tvalid_0's l2: 433.018\n",
"[75]\tvalid_0's poisson: -107.827\tvalid_0's l2: 432.182\n",
"[76]\tvalid_0's poisson: -107.796\tvalid_0's l2: 430.469\n",
"[77]\tvalid_0's poisson: -107.839\tvalid_0's l2: 429.559\n",
"[78]\tvalid_0's poisson: -107.804\tvalid_0's l2: 428.499\n",
"[79]\tvalid_0's poisson: -107.787\tvalid_0's l2: 427.762\n",
"[80]\tvalid_0's poisson: -107.775\tvalid_0's l2: 426.485\n",
"[81]\tvalid_0's poisson: -107.771\tvalid_0's l2: 424.811\n",
"[82]\tvalid_0's poisson: -107.749\tvalid_0's l2: 423.342\n",
"[83]\tvalid_0's poisson: -107.745\tvalid_0's l2: 421.917\n",
"[84]\tvalid_0's poisson: -107.723\tvalid_0's l2: 421.081\n",
"[85]\tvalid_0's poisson: -107.714\tvalid_0's l2: 419.944\n",
"[86]\tvalid_0's poisson: -107.751\tvalid_0's l2: 419.01\n",
"[87]\tvalid_0's poisson: -107.672\tvalid_0's l2: 418.241\n",
"[88]\tvalid_0's poisson: -107.669\tvalid_0's l2: 417.242\n",
"[89]\tvalid_0's poisson: -107.654\tvalid_0's l2: 416.886\n",
"[90]\tvalid_0's poisson: -107.621\tvalid_0's l2: 415.704\n",
"[91]\tvalid_0's poisson: -107.555\tvalid_0's l2: 415.168\n",
"[92]\tvalid_0's poisson: -107.513\tvalid_0's l2: 414.527\n",
"[93]\tvalid_0's poisson: -107.53\tvalid_0's l2: 413.417\n",
"[94]\tvalid_0's poisson: -107.434\tvalid_0's l2: 412.936\n",
"[95]\tvalid_0's poisson: -107.461\tvalid_0's l2: 411.954\n",
"[96]\tvalid_0's poisson: -107.44\tvalid_0's l2: 409.36\n",
"[97]\tvalid_0's poisson: -107.306\tvalid_0's l2: 408.905\n",
"[98]\tvalid_0's poisson: -107.315\tvalid_0's l2: 406.585\n",
"[99]\tvalid_0's poisson: -107.279\tvalid_0's l2: 406.392\n",
"[100]\tvalid_0's poisson: -107.251\tvalid_0's l2: 405.759\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5383\tvalid_0's l2: 2120.91\n",
"[2]\tvalid_0's poisson: -91.4389\tvalid_0's l2: 1963.49\n",
"[3]\tvalid_0's poisson: -93.1677\tvalid_0's l2: 1813.37\n",
"[4]\tvalid_0's poisson: -94.5361\tvalid_0's l2: 1688.56\n",
"[5]\tvalid_0's poisson: -95.7104\tvalid_0's l2: 1578.55\n",
"[6]\tvalid_0's poisson: -96.7263\tvalid_0's l2: 1481.84\n",
"[7]\tvalid_0's poisson: -97.6183\tvalid_0's l2: 1395.97\n",
"[8]\tvalid_0's poisson: -98.5234\tvalid_0's l2: 1309.1\n",
"[9]\tvalid_0's poisson: -99.2789\tvalid_0's l2: 1236.49\n",
"[10]\tvalid_0's poisson: -99.9744\tvalid_0's l2: 1170.1\n",
"[11]\tvalid_0's poisson: -100.567\tvalid_0's l2: 1112.85\n",
"[12]\tvalid_0's poisson: -101.132\tvalid_0's l2: 1059.36\n",
"[13]\tvalid_0's poisson: -101.635\tvalid_0's l2: 1012.94\n",
"[14]\tvalid_0's poisson: -102.076\tvalid_0's l2: 971.239\n",
"[15]\tvalid_0's poisson: -102.466\tvalid_0's l2: 934.502\n",
"[16]\tvalid_0's poisson: -102.898\tvalid_0's l2: 894.795\n",
"[17]\tvalid_0's poisson: -103.279\tvalid_0's l2: 860.452\n",
"[18]\tvalid_0's poisson: -103.589\tvalid_0's l2: 832.828\n",
"[19]\tvalid_0's poisson: -103.924\tvalid_0's l2: 803.695\n",
"[20]\tvalid_0's poisson: -104.184\tvalid_0's l2: 781.018\n",
"[21]\tvalid_0's poisson: -104.491\tvalid_0's l2: 754.874\n",
"[22]\tvalid_0's poisson: -104.742\tvalid_0's l2: 732.642\n",
"[23]\tvalid_0's poisson: -105.001\tvalid_0's l2: 711.335\n",
"[24]\tvalid_0's poisson: -105.216\tvalid_0's l2: 692.948\n",
"[25]\tvalid_0's poisson: -105.441\tvalid_0's l2: 674.449\n",
"[26]\tvalid_0's poisson: -105.617\tvalid_0's l2: 659.772\n",
"[27]\tvalid_0's poisson: -105.78\tvalid_0's l2: 645.846\n",
"[28]\tvalid_0's poisson: -105.965\tvalid_0's l2: 631.601\n",
"[29]\tvalid_0's poisson: -106.112\tvalid_0's l2: 620.14\n",
"[30]\tvalid_0's poisson: -106.269\tvalid_0's l2: 608.826\n",
"[31]\tvalid_0's poisson: -106.392\tvalid_0's l2: 597.497\n",
"[32]\tvalid_0's poisson: -106.537\tvalid_0's l2: 586.406\n",
"[33]\tvalid_0's poisson: -106.644\tvalid_0's l2: 578.05\n",
"[34]\tvalid_0's poisson: -106.75\tvalid_0's l2: 568.848\n",
"[35]\tvalid_0's poisson: -106.848\tvalid_0's l2: 561.427\n",
"[36]\tvalid_0's poisson: -106.928\tvalid_0's l2: 553.823\n",
"[37]\tvalid_0's poisson: -107.031\tvalid_0's l2: 545.937\n",
"[38]\tvalid_0's poisson: -107.112\tvalid_0's l2: 539.953\n",
"[39]\tvalid_0's poisson: -107.182\tvalid_0's l2: 533.724\n",
"[40]\tvalid_0's poisson: -107.266\tvalid_0's l2: 526.444\n",
"[41]\tvalid_0's poisson: -107.338\tvalid_0's l2: 520.517\n",
"[42]\tvalid_0's poisson: -107.4\tvalid_0's l2: 514.577\n",
"[43]\tvalid_0's poisson: -107.443\tvalid_0's l2: 509.571\n",
"[44]\tvalid_0's poisson: -107.502\tvalid_0's l2: 505.014\n",
"[45]\tvalid_0's poisson: -107.551\tvalid_0's l2: 500.813\n",
"[46]\tvalid_0's poisson: -107.579\tvalid_0's l2: 496.616\n",
"[47]\tvalid_0's poisson: -107.63\tvalid_0's l2: 492.426\n",
"[48]\tvalid_0's poisson: -107.667\tvalid_0's l2: 486.983\n",
"[49]\tvalid_0's poisson: -107.707\tvalid_0's l2: 483.866\n",
"[50]\tvalid_0's poisson: -107.709\tvalid_0's l2: 478.926\n",
"[51]\tvalid_0's poisson: -107.733\tvalid_0's l2: 476.06\n",
"[52]\tvalid_0's poisson: -107.753\tvalid_0's l2: 473.2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -107.779\tvalid_0's l2: 470.865\n",
"[54]\tvalid_0's poisson: -107.767\tvalid_0's l2: 468.408\n",
"[55]\tvalid_0's poisson: -107.785\tvalid_0's l2: 466.701\n",
"[56]\tvalid_0's poisson: -107.797\tvalid_0's l2: 464.604\n",
"[57]\tvalid_0's poisson: -107.811\tvalid_0's l2: 462.528\n",
"[58]\tvalid_0's poisson: -107.822\tvalid_0's l2: 460.371\n",
"[59]\tvalid_0's poisson: -107.856\tvalid_0's l2: 458.177\n",
"[60]\tvalid_0's poisson: -107.867\tvalid_0's l2: 456.301\n",
"[61]\tvalid_0's poisson: -107.883\tvalid_0's l2: 453.784\n",
"[62]\tvalid_0's poisson: -107.904\tvalid_0's l2: 451.749\n",
"[63]\tvalid_0's poisson: -107.912\tvalid_0's l2: 450.589\n",
"[64]\tvalid_0's poisson: -107.919\tvalid_0's l2: 448.808\n",
"[65]\tvalid_0's poisson: -107.934\tvalid_0's l2: 446.846\n",
"[66]\tvalid_0's poisson: -107.938\tvalid_0's l2: 445.178\n",
"[67]\tvalid_0's poisson: -107.883\tvalid_0's l2: 443.617\n",
"[68]\tvalid_0's poisson: -107.86\tvalid_0's l2: 441.501\n",
"[69]\tvalid_0's poisson: -107.796\tvalid_0's l2: 440.237\n",
"[70]\tvalid_0's poisson: -107.802\tvalid_0's l2: 438.777\n",
"[71]\tvalid_0's poisson: -107.726\tvalid_0's l2: 437.631\n",
"[72]\tvalid_0's poisson: -107.732\tvalid_0's l2: 435.676\n",
"[73]\tvalid_0's poisson: -107.712\tvalid_0's l2: 434.573\n",
"[74]\tvalid_0's poisson: -107.71\tvalid_0's l2: 433.402\n",
"[75]\tvalid_0's poisson: -107.667\tvalid_0's l2: 432.371\n",
"[76]\tvalid_0's poisson: -107.679\tvalid_0's l2: 431.058\n",
"[77]\tvalid_0's poisson: -107.673\tvalid_0's l2: 429.477\n",
"[78]\tvalid_0's poisson: -107.664\tvalid_0's l2: 428.696\n",
"[79]\tvalid_0's poisson: -107.633\tvalid_0's l2: 427.637\n",
"[80]\tvalid_0's poisson: -107.635\tvalid_0's l2: 426.811\n",
"[81]\tvalid_0's poisson: -107.611\tvalid_0's l2: 425.985\n",
"[82]\tvalid_0's poisson: -107.493\tvalid_0's l2: 425.13\n",
"[83]\tvalid_0's poisson: -107.481\tvalid_0's l2: 424.339\n",
"[84]\tvalid_0's poisson: -107.589\tvalid_0's l2: 423.273\n",
"[85]\tvalid_0's poisson: -107.476\tvalid_0's l2: 422.402\n",
"[86]\tvalid_0's poisson: -107.475\tvalid_0's l2: 421.055\n",
"[87]\tvalid_0's poisson: -107.45\tvalid_0's l2: 420.361\n",
"[88]\tvalid_0's poisson: -107.35\tvalid_0's l2: 419.349\n",
"[89]\tvalid_0's poisson: -107.314\tvalid_0's l2: 418.765\n",
"[90]\tvalid_0's poisson: -107.257\tvalid_0's l2: 418.57\n",
"[91]\tvalid_0's poisson: -107.233\tvalid_0's l2: 418.078\n",
"[92]\tvalid_0's poisson: -107.228\tvalid_0's l2: 417.128\n",
"[93]\tvalid_0's poisson: -107.258\tvalid_0's l2: 416.662\n",
"[94]\tvalid_0's poisson: -107.223\tvalid_0's l2: 416.295\n",
"[95]\tvalid_0's poisson: -107.168\tvalid_0's l2: 415.365\n",
"[96]\tvalid_0's poisson: -107.156\tvalid_0's l2: 414.725\n",
"[97]\tvalid_0's poisson: -107.098\tvalid_0's l2: 414.498\n",
"[98]\tvalid_0's poisson: -107.123\tvalid_0's l2: 413.912\n",
"[99]\tvalid_0's poisson: -107.072\tvalid_0's l2: 412.445\n",
"[100]\tvalid_0's poisson: -107.08\tvalid_0's l2: 412.038\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5552\tvalid_0's l2: 2119.38\n",
"[2]\tvalid_0's poisson: -91.5104\tvalid_0's l2: 1958.45\n",
"[3]\tvalid_0's poisson: -93.1964\tvalid_0's l2: 1810.94\n",
"[4]\tvalid_0's poisson: -94.586\tvalid_0's l2: 1684.68\n",
"[5]\tvalid_0's poisson: -95.7805\tvalid_0's l2: 1572.89\n",
"[6]\tvalid_0's poisson: -96.8581\tvalid_0's l2: 1471.13\n",
"[7]\tvalid_0's poisson: -97.779\tvalid_0's l2: 1382.49\n",
"[8]\tvalid_0's poisson: -98.5709\tvalid_0's l2: 1305.43\n",
"[9]\tvalid_0's poisson: -99.3583\tvalid_0's l2: 1229.19\n",
"[10]\tvalid_0's poisson: -100.045\tvalid_0's l2: 1163.46\n",
"[11]\tvalid_0's poisson: -100.655\tvalid_0's l2: 1104.48\n",
"[12]\tvalid_0's poisson: -101.219\tvalid_0's l2: 1050.25\n",
"[13]\tvalid_0's poisson: -101.731\tvalid_0's l2: 1002.49\n",
"[14]\tvalid_0's poisson: -102.184\tvalid_0's l2: 959.881\n",
"[15]\tvalid_0's poisson: -102.633\tvalid_0's l2: 918.304\n",
"[16]\tvalid_0's poisson: -103.003\tvalid_0's l2: 883.225\n",
"[17]\tvalid_0's poisson: -103.387\tvalid_0's l2: 849.179\n",
"[18]\tvalid_0's poisson: -103.71\tvalid_0's l2: 819.968\n",
"[19]\tvalid_0's poisson: -104.005\tvalid_0's l2: 793.972\n",
"[20]\tvalid_0's poisson: -104.304\tvalid_0's l2: 768.496\n",
"[21]\tvalid_0's poisson: -104.534\tvalid_0's l2: 747.781\n",
"[22]\tvalid_0's poisson: -104.814\tvalid_0's l2: 724.662\n",
"[23]\tvalid_0's poisson: -105.057\tvalid_0's l2: 705.246\n",
"[24]\tvalid_0's poisson: -105.258\tvalid_0's l2: 686.668\n",
"[25]\tvalid_0's poisson: -105.477\tvalid_0's l2: 669.422\n",
"[26]\tvalid_0's poisson: -105.665\tvalid_0's l2: 653.005\n",
"[27]\tvalid_0's poisson: -105.86\tvalid_0's l2: 638.394\n",
"[28]\tvalid_0's poisson: -106.022\tvalid_0's l2: 624.946\n",
"[29]\tvalid_0's poisson: -106.168\tvalid_0's l2: 612.899\n",
"[30]\tvalid_0's poisson: -106.326\tvalid_0's l2: 600.729\n",
"[31]\tvalid_0's poisson: -106.46\tvalid_0's l2: 590.556\n",
"[32]\tvalid_0's poisson: -106.603\tvalid_0's l2: 580.22\n",
"[33]\tvalid_0's poisson: -106.712\tvalid_0's l2: 570.014\n",
"[34]\tvalid_0's poisson: -106.814\tvalid_0's l2: 560.829\n",
"[35]\tvalid_0's poisson: -106.933\tvalid_0's l2: 552.619\n",
"[36]\tvalid_0's poisson: -107.022\tvalid_0's l2: 544.904\n",
"[37]\tvalid_0's poisson: -107.121\tvalid_0's l2: 537.408\n",
"[38]\tvalid_0's poisson: -107.207\tvalid_0's l2: 529.855\n",
"[39]\tvalid_0's poisson: -107.284\tvalid_0's l2: 523.535\n",
"[40]\tvalid_0's poisson: -107.363\tvalid_0's l2: 517.613\n",
"[41]\tvalid_0's poisson: -107.414\tvalid_0's l2: 512.956\n",
"[42]\tvalid_0's poisson: -107.47\tvalid_0's l2: 507.929\n",
"[43]\tvalid_0's poisson: -107.527\tvalid_0's l2: 503.318\n",
"[44]\tvalid_0's poisson: -107.554\tvalid_0's l2: 498.471\n",
"[45]\tvalid_0's poisson: -107.554\tvalid_0's l2: 494.751\n",
"[46]\tvalid_0's poisson: -107.57\tvalid_0's l2: 490.73\n",
"[47]\tvalid_0's poisson: -107.618\tvalid_0's l2: 486.763\n",
"[48]\tvalid_0's poisson: -107.668\tvalid_0's l2: 482.795\n",
"[49]\tvalid_0's poisson: -107.694\tvalid_0's l2: 480.059\n",
"[50]\tvalid_0's poisson: -107.713\tvalid_0's l2: 477.137\n",
"[51]\tvalid_0's poisson: -107.735\tvalid_0's l2: 474.731\n",
"[52]\tvalid_0's poisson: -107.75\tvalid_0's l2: 471.652\n",
"[53]\tvalid_0's poisson: -107.774\tvalid_0's l2: 469.253\n",
"[54]\tvalid_0's poisson: -107.792\tvalid_0's l2: 467.102\n",
"[55]\tvalid_0's poisson: -107.808\tvalid_0's l2: 464.791\n",
"[56]\tvalid_0's poisson: -107.85\tvalid_0's l2: 460.325\n",
"[57]\tvalid_0's poisson: -107.851\tvalid_0's l2: 458.478\n",
"[58]\tvalid_0's poisson: -107.863\tvalid_0's l2: 456.712\n",
"[59]\tvalid_0's poisson: -107.876\tvalid_0's l2: 454.54\n",
"[60]\tvalid_0's poisson: -107.887\tvalid_0's l2: 452.998\n",
"[61]\tvalid_0's poisson: -107.888\tvalid_0's l2: 450.33\n",
"[62]\tvalid_0's poisson: -107.892\tvalid_0's l2: 448.847\n",
"[63]\tvalid_0's poisson: -107.83\tvalid_0's l2: 446.667\n",
"[64]\tvalid_0's poisson: -107.811\tvalid_0's l2: 445.172\n",
"[65]\tvalid_0's poisson: -107.789\tvalid_0's l2: 443.487\n",
"[66]\tvalid_0's poisson: -107.801\tvalid_0's l2: 441.627\n",
"[67]\tvalid_0's poisson: -107.807\tvalid_0's l2: 439.955\n",
"[68]\tvalid_0's poisson: -107.776\tvalid_0's l2: 439.257\n",
"[69]\tvalid_0's poisson: -107.734\tvalid_0's l2: 438.218\n",
"[70]\tvalid_0's poisson: -107.713\tvalid_0's l2: 436.967\n",
"[71]\tvalid_0's poisson: -107.728\tvalid_0's l2: 435.303\n",
"[72]\tvalid_0's poisson: -107.708\tvalid_0's l2: 433.444\n",
"[73]\tvalid_0's poisson: -107.685\tvalid_0's l2: 432.514\n",
"[74]\tvalid_0's poisson: -107.612\tvalid_0's l2: 431.278\n",
"[75]\tvalid_0's poisson: -107.615\tvalid_0's l2: 430.594\n",
"[76]\tvalid_0's poisson: -107.613\tvalid_0's l2: 429.895\n",
"[77]\tvalid_0's poisson: -107.475\tvalid_0's l2: 428.929\n",
"[78]\tvalid_0's poisson: -107.472\tvalid_0's l2: 427.864\n",
"[79]\tvalid_0's poisson: -107.468\tvalid_0's l2: 426.779\n",
"[80]\tvalid_0's poisson: -107.437\tvalid_0's l2: 425.854\n",
"[81]\tvalid_0's poisson: -107.433\tvalid_0's l2: 424.697\n",
"[82]\tvalid_0's poisson: -107.356\tvalid_0's l2: 424.087\n",
"[83]\tvalid_0's poisson: -107.32\tvalid_0's l2: 423.53\n",
"[84]\tvalid_0's poisson: -107.276\tvalid_0's l2: 422.533\n",
"[85]\tvalid_0's poisson: -107.204\tvalid_0's l2: 422.014\n",
"[86]\tvalid_0's poisson: -107.2\tvalid_0's l2: 421.654\n",
"[87]\tvalid_0's poisson: -107.165\tvalid_0's l2: 421.095\n",
"[88]\tvalid_0's poisson: -107.124\tvalid_0's l2: 420.54\n",
"[89]\tvalid_0's poisson: -107.148\tvalid_0's l2: 419.455\n",
"[90]\tvalid_0's poisson: -107.147\tvalid_0's l2: 419.053\n",
"[91]\tvalid_0's poisson: -107.093\tvalid_0's l2: 418.189\n",
"[92]\tvalid_0's poisson: -107.023\tvalid_0's l2: 417.892\n",
"[93]\tvalid_0's poisson: -107.012\tvalid_0's l2: 417.163\n",
"[94]\tvalid_0's poisson: -107.006\tvalid_0's l2: 416.877\n",
"[95]\tvalid_0's poisson: -106.902\tvalid_0's l2: 416.007\n",
"[96]\tvalid_0's poisson: -106.831\tvalid_0's l2: 415.137\n",
"[97]\tvalid_0's poisson: -106.769\tvalid_0's l2: 414.497\n",
"[98]\tvalid_0's poisson: -106.753\tvalid_0's l2: 413.658\n",
"[99]\tvalid_0's poisson: -106.784\tvalid_0's l2: 413.136\n",
"[100]\tvalid_0's poisson: -106.742\tvalid_0's l2: 412.621\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5668\tvalid_0's l2: 2119.24\n",
"[2]\tvalid_0's poisson: -91.5315\tvalid_0's l2: 1958.01\n",
"[3]\tvalid_0's poisson: -93.1583\tvalid_0's l2: 1815.96\n",
"[4]\tvalid_0's poisson: -94.5303\tvalid_0's l2: 1690.93\n",
"[5]\tvalid_0's poisson: -95.8196\tvalid_0's l2: 1570.65\n",
"[6]\tvalid_0's poisson: -96.8534\tvalid_0's l2: 1472.47\n",
"[7]\tvalid_0's poisson: -97.7545\tvalid_0's l2: 1385.97\n",
"[8]\tvalid_0's poisson: -98.5524\tvalid_0's l2: 1309.25\n",
"[9]\tvalid_0's poisson: -99.2916\tvalid_0's l2: 1238.3\n",
"[10]\tvalid_0's poisson: -100.019\tvalid_0's l2: 1168.75\n",
"[11]\tvalid_0's poisson: -100.626\tvalid_0's l2: 1109.85\n",
"[12]\tvalid_0's poisson: -101.182\tvalid_0's l2: 1056.47\n",
"[13]\tvalid_0's poisson: -101.703\tvalid_0's l2: 1008.41\n",
"[14]\tvalid_0's poisson: -102.17\tvalid_0's l2: 966.341\n",
"[15]\tvalid_0's poisson: -102.588\tvalid_0's l2: 927.509\n",
"[16]\tvalid_0's poisson: -102.956\tvalid_0's l2: 892.618\n",
"[17]\tvalid_0's poisson: -103.34\tvalid_0's l2: 857.984\n",
"[18]\tvalid_0's poisson: -103.646\tvalid_0's l2: 829.248\n",
"[19]\tvalid_0's poisson: -103.974\tvalid_0's l2: 800.658\n",
"[20]\tvalid_0's poisson: -104.292\tvalid_0's l2: 772.791\n",
"[21]\tvalid_0's poisson: -104.545\tvalid_0's l2: 751.412\n",
"[22]\tvalid_0's poisson: -104.794\tvalid_0's l2: 730.094\n",
"[23]\tvalid_0's poisson: -105.03\tvalid_0's l2: 711.179\n",
"[24]\tvalid_0's poisson: -105.27\tvalid_0's l2: 691.856\n",
"[25]\tvalid_0's poisson: -105.467\tvalid_0's l2: 674.317\n",
"[26]\tvalid_0's poisson: -105.671\tvalid_0's l2: 658.44\n",
"[27]\tvalid_0's poisson: -105.844\tvalid_0's l2: 643.561\n",
"[28]\tvalid_0's poisson: -106.029\tvalid_0's l2: 629.795\n",
"[29]\tvalid_0's poisson: -106.182\tvalid_0's l2: 618.146\n",
"[30]\tvalid_0's poisson: -106.315\tvalid_0's l2: 607.241\n",
"[31]\tvalid_0's poisson: -106.451\tvalid_0's l2: 595.984\n",
"[32]\tvalid_0's poisson: -106.596\tvalid_0's l2: 585.543\n",
"[33]\tvalid_0's poisson: -106.706\tvalid_0's l2: 575.757\n",
"[34]\tvalid_0's poisson: -106.832\tvalid_0's l2: 566.249\n",
"[35]\tvalid_0's poisson: -106.923\tvalid_0's l2: 558.641\n",
"[36]\tvalid_0's poisson: -107.034\tvalid_0's l2: 549.999\n",
"[37]\tvalid_0's poisson: -107.121\tvalid_0's l2: 542.26\n",
"[38]\tvalid_0's poisson: -107.21\tvalid_0's l2: 535.108\n",
"[39]\tvalid_0's poisson: -107.281\tvalid_0's l2: 527.942\n",
"[40]\tvalid_0's poisson: -107.358\tvalid_0's l2: 521.134\n",
"[41]\tvalid_0's poisson: -107.428\tvalid_0's l2: 515.348\n",
"[42]\tvalid_0's poisson: -107.494\tvalid_0's l2: 510.327\n",
"[43]\tvalid_0's poisson: -107.554\tvalid_0's l2: 505.72\n",
"[44]\tvalid_0's poisson: -107.59\tvalid_0's l2: 500.094\n",
"[45]\tvalid_0's poisson: -107.593\tvalid_0's l2: 496.333\n",
"[46]\tvalid_0's poisson: -107.639\tvalid_0's l2: 492.053\n",
"[47]\tvalid_0's poisson: -107.682\tvalid_0's l2: 488.868\n",
"[48]\tvalid_0's poisson: -107.711\tvalid_0's l2: 485.346\n",
"[49]\tvalid_0's poisson: -107.744\tvalid_0's l2: 482.385\n",
"[50]\tvalid_0's poisson: -107.779\tvalid_0's l2: 478.612\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[51]\tvalid_0's poisson: -107.803\tvalid_0's l2: 475.419\n",
"[52]\tvalid_0's poisson: -107.802\tvalid_0's l2: 472.725\n",
"[53]\tvalid_0's poisson: -107.828\tvalid_0's l2: 469.404\n",
"[54]\tvalid_0's poisson: -107.848\tvalid_0's l2: 466.897\n",
"[55]\tvalid_0's poisson: -107.844\tvalid_0's l2: 464.851\n",
"[56]\tvalid_0's poisson: -107.847\tvalid_0's l2: 461.992\n",
"[57]\tvalid_0's poisson: -107.783\tvalid_0's l2: 459.658\n",
"[58]\tvalid_0's poisson: -107.748\tvalid_0's l2: 457.54\n",
"[59]\tvalid_0's poisson: -107.784\tvalid_0's l2: 455.229\n",
"[60]\tvalid_0's poisson: -107.789\tvalid_0's l2: 453.266\n",
"[61]\tvalid_0's poisson: -107.79\tvalid_0's l2: 451.035\n",
"[62]\tvalid_0's poisson: -107.738\tvalid_0's l2: 449.698\n",
"[63]\tvalid_0's poisson: -107.741\tvalid_0's l2: 447.526\n",
"[64]\tvalid_0's poisson: -107.734\tvalid_0's l2: 446.021\n",
"[65]\tvalid_0's poisson: -107.737\tvalid_0's l2: 443.51\n",
"[66]\tvalid_0's poisson: -107.722\tvalid_0's l2: 442.057\n",
"[67]\tvalid_0's poisson: -107.718\tvalid_0's l2: 440.787\n",
"[68]\tvalid_0's poisson: -107.679\tvalid_0's l2: 439.663\n",
"[69]\tvalid_0's poisson: -107.698\tvalid_0's l2: 437.906\n",
"[70]\tvalid_0's poisson: -107.706\tvalid_0's l2: 436.635\n",
"[71]\tvalid_0's poisson: -107.716\tvalid_0's l2: 435.005\n",
"[72]\tvalid_0's poisson: -107.716\tvalid_0's l2: 433.914\n",
"[73]\tvalid_0's poisson: -107.724\tvalid_0's l2: 432.668\n",
"[74]\tvalid_0's poisson: -107.693\tvalid_0's l2: 431.569\n",
"[75]\tvalid_0's poisson: -107.693\tvalid_0's l2: 429.965\n",
"[76]\tvalid_0's poisson: -107.533\tvalid_0's l2: 428.737\n",
"[77]\tvalid_0's poisson: -107.497\tvalid_0's l2: 427.308\n",
"[78]\tvalid_0's poisson: -107.467\tvalid_0's l2: 426.248\n",
"[79]\tvalid_0's poisson: -107.428\tvalid_0's l2: 425.217\n",
"[80]\tvalid_0's poisson: -107.297\tvalid_0's l2: 423.785\n",
"[81]\tvalid_0's poisson: -107.294\tvalid_0's l2: 422.864\n",
"[82]\tvalid_0's poisson: -107.309\tvalid_0's l2: 421.587\n",
"[83]\tvalid_0's poisson: -107.351\tvalid_0's l2: 420.515\n",
"[84]\tvalid_0's poisson: -107.324\tvalid_0's l2: 419.351\n",
"[85]\tvalid_0's poisson: -107.385\tvalid_0's l2: 418.9\n",
"[86]\tvalid_0's poisson: -107.384\tvalid_0's l2: 418.181\n",
"[87]\tvalid_0's poisson: -107.369\tvalid_0's l2: 416.664\n",
"[88]\tvalid_0's poisson: -107.37\tvalid_0's l2: 415.802\n",
"[89]\tvalid_0's poisson: -107.389\tvalid_0's l2: 414.519\n",
"[90]\tvalid_0's poisson: -107.353\tvalid_0's l2: 414.11\n",
"[91]\tvalid_0's poisson: -107.336\tvalid_0's l2: 413.331\n",
"[92]\tvalid_0's poisson: -107.246\tvalid_0's l2: 412.609\n",
"[93]\tvalid_0's poisson: -107.246\tvalid_0's l2: 411.994\n",
"[94]\tvalid_0's poisson: -107.223\tvalid_0's l2: 411.139\n",
"[95]\tvalid_0's poisson: -107.231\tvalid_0's l2: 410.503\n",
"[96]\tvalid_0's poisson: -107.239\tvalid_0's l2: 409.893\n",
"[97]\tvalid_0's poisson: -107.214\tvalid_0's l2: 409.132\n",
"[98]\tvalid_0's poisson: -107.211\tvalid_0's l2: 408.548\n",
"[99]\tvalid_0's poisson: -107.227\tvalid_0's l2: 408.14\n",
"[100]\tvalid_0's poisson: -107.175\tvalid_0's l2: 407.925\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5288\tvalid_0's l2: 2120.99\n",
"[2]\tvalid_0's poisson: -91.512\tvalid_0's l2: 1956.23\n",
"[3]\tvalid_0's poisson: -93.1765\tvalid_0's l2: 1809.58\n",
"[4]\tvalid_0's poisson: -94.5758\tvalid_0's l2: 1683.02\n",
"[5]\tvalid_0's poisson: -95.7659\tvalid_0's l2: 1572.07\n",
"[6]\tvalid_0's poisson: -96.7916\tvalid_0's l2: 1473.93\n",
"[7]\tvalid_0's poisson: -97.7137\tvalid_0's l2: 1385.75\n",
"[8]\tvalid_0's poisson: -98.5245\tvalid_0's l2: 1307.96\n",
"[9]\tvalid_0's poisson: -99.2609\tvalid_0's l2: 1237.49\n",
"[10]\tvalid_0's poisson: -99.9519\tvalid_0's l2: 1171.6\n",
"[11]\tvalid_0's poisson: -100.581\tvalid_0's l2: 1110.97\n",
"[12]\tvalid_0's poisson: -101.141\tvalid_0's l2: 1057.27\n",
"[13]\tvalid_0's poisson: -101.657\tvalid_0's l2: 1009.55\n",
"[14]\tvalid_0's poisson: -102.107\tvalid_0's l2: 966.6\n",
"[15]\tvalid_0's poisson: -102.566\tvalid_0's l2: 924.122\n",
"[16]\tvalid_0's poisson: -102.934\tvalid_0's l2: 889.279\n",
"[17]\tvalid_0's poisson: -103.325\tvalid_0's l2: 854.328\n",
"[18]\tvalid_0's poisson: -103.689\tvalid_0's l2: 821.682\n",
"[19]\tvalid_0's poisson: -103.973\tvalid_0's l2: 795.726\n",
"[20]\tvalid_0's poisson: -104.271\tvalid_0's l2: 770.222\n",
"[21]\tvalid_0's poisson: -104.566\tvalid_0's l2: 745.72\n",
"[22]\tvalid_0's poisson: -104.816\tvalid_0's l2: 723.67\n",
"[23]\tvalid_0's poisson: -105.056\tvalid_0's l2: 702.917\n",
"[24]\tvalid_0's poisson: -105.292\tvalid_0's l2: 684.173\n",
"[25]\tvalid_0's poisson: -105.483\tvalid_0's l2: 668.454\n",
"[26]\tvalid_0's poisson: -105.652\tvalid_0's l2: 653.724\n",
"[27]\tvalid_0's poisson: -105.845\tvalid_0's l2: 639.219\n",
"[28]\tvalid_0's poisson: -106.002\tvalid_0's l2: 626.378\n",
"[29]\tvalid_0's poisson: -106.14\tvalid_0's l2: 615.276\n",
"[30]\tvalid_0's poisson: -106.299\tvalid_0's l2: 603.797\n",
"[31]\tvalid_0's poisson: -106.423\tvalid_0's l2: 592.939\n",
"[32]\tvalid_0's poisson: -106.55\tvalid_0's l2: 583.197\n",
"[33]\tvalid_0's poisson: -106.65\tvalid_0's l2: 574.038\n",
"[34]\tvalid_0's poisson: -106.743\tvalid_0's l2: 566.014\n",
"[35]\tvalid_0's poisson: -106.862\tvalid_0's l2: 557.186\n",
"[36]\tvalid_0's poisson: -106.952\tvalid_0's l2: 550.022\n",
"[37]\tvalid_0's poisson: -107.037\tvalid_0's l2: 543.053\n",
"[38]\tvalid_0's poisson: -107.108\tvalid_0's l2: 537.251\n",
"[39]\tvalid_0's poisson: -107.172\tvalid_0's l2: 531.416\n",
"[40]\tvalid_0's poisson: -107.249\tvalid_0's l2: 524.697\n",
"[41]\tvalid_0's poisson: -107.314\tvalid_0's l2: 519.445\n",
"[42]\tvalid_0's poisson: -107.379\tvalid_0's l2: 513.952\n",
"[43]\tvalid_0's poisson: -107.451\tvalid_0's l2: 508.817\n",
"[44]\tvalid_0's poisson: -107.511\tvalid_0's l2: 503.452\n",
"[45]\tvalid_0's poisson: -107.568\tvalid_0's l2: 498.964\n",
"[46]\tvalid_0's poisson: -107.62\tvalid_0's l2: 494.685\n",
"[47]\tvalid_0's poisson: -107.646\tvalid_0's l2: 491.386\n",
"[48]\tvalid_0's poisson: -107.697\tvalid_0's l2: 487.262\n",
"[49]\tvalid_0's poisson: -107.744\tvalid_0's l2: 483.031\n",
"[50]\tvalid_0's poisson: -107.758\tvalid_0's l2: 480.219\n",
"[51]\tvalid_0's poisson: -107.787\tvalid_0's l2: 477.43\n",
"[52]\tvalid_0's poisson: -107.824\tvalid_0's l2: 473.942\n",
"[53]\tvalid_0's poisson: -107.862\tvalid_0's l2: 471.329\n",
"[54]\tvalid_0's poisson: -107.88\tvalid_0's l2: 468.956\n",
"[55]\tvalid_0's poisson: -107.905\tvalid_0's l2: 466.093\n",
"[56]\tvalid_0's poisson: -107.832\tvalid_0's l2: 463.523\n",
"[57]\tvalid_0's poisson: -107.828\tvalid_0's l2: 461.187\n",
"[58]\tvalid_0's poisson: -107.839\tvalid_0's l2: 458.748\n",
"[59]\tvalid_0's poisson: -107.859\tvalid_0's l2: 456.658\n",
"[60]\tvalid_0's poisson: -107.869\tvalid_0's l2: 454.732\n",
"[61]\tvalid_0's poisson: -107.825\tvalid_0's l2: 452.48\n",
"[62]\tvalid_0's poisson: -107.836\tvalid_0's l2: 451.318\n",
"[63]\tvalid_0's poisson: -107.845\tvalid_0's l2: 449.949\n",
"[64]\tvalid_0's poisson: -107.851\tvalid_0's l2: 448.028\n",
"[65]\tvalid_0's poisson: -107.853\tvalid_0's l2: 446.399\n",
"[66]\tvalid_0's poisson: -107.834\tvalid_0's l2: 444.903\n",
"[67]\tvalid_0's poisson: -107.825\tvalid_0's l2: 443.184\n",
"[68]\tvalid_0's poisson: -107.755\tvalid_0's l2: 441.088\n",
"[69]\tvalid_0's poisson: -107.744\tvalid_0's l2: 440.111\n",
"[70]\tvalid_0's poisson: -107.707\tvalid_0's l2: 438.187\n",
"[71]\tvalid_0's poisson: -107.684\tvalid_0's l2: 436.291\n",
"[72]\tvalid_0's poisson: -107.548\tvalid_0's l2: 435.133\n",
"[73]\tvalid_0's poisson: -107.528\tvalid_0's l2: 433.71\n",
"[74]\tvalid_0's poisson: -107.519\tvalid_0's l2: 432.846\n",
"[75]\tvalid_0's poisson: -107.472\tvalid_0's l2: 431.829\n",
"[76]\tvalid_0's poisson: -107.457\tvalid_0's l2: 431.187\n",
"[77]\tvalid_0's poisson: -107.465\tvalid_0's l2: 430.417\n",
"[78]\tvalid_0's poisson: -107.473\tvalid_0's l2: 428.775\n",
"[79]\tvalid_0's poisson: -107.461\tvalid_0's l2: 427.708\n",
"[80]\tvalid_0's poisson: -107.478\tvalid_0's l2: 425.928\n",
"[81]\tvalid_0's poisson: -107.436\tvalid_0's l2: 425.142\n",
"[82]\tvalid_0's poisson: -107.475\tvalid_0's l2: 424.655\n",
"[83]\tvalid_0's poisson: -107.45\tvalid_0's l2: 423.281\n",
"[84]\tvalid_0's poisson: -107.361\tvalid_0's l2: 421.871\n",
"[85]\tvalid_0's poisson: -107.356\tvalid_0's l2: 420.673\n",
"[86]\tvalid_0's poisson: -107.264\tvalid_0's l2: 420.293\n",
"[87]\tvalid_0's poisson: -107.262\tvalid_0's l2: 419.696\n",
"[88]\tvalid_0's poisson: -107.257\tvalid_0's l2: 418.637\n",
"[89]\tvalid_0's poisson: -107.226\tvalid_0's l2: 417.903\n",
"[90]\tvalid_0's poisson: -107.205\tvalid_0's l2: 417.593\n",
"[91]\tvalid_0's poisson: -107.216\tvalid_0's l2: 416.959\n",
"[92]\tvalid_0's poisson: -107.208\tvalid_0's l2: 416.584\n",
"[93]\tvalid_0's poisson: -107.175\tvalid_0's l2: 415.567\n",
"[94]\tvalid_0's poisson: -107.16\tvalid_0's l2: 415.301\n",
"[95]\tvalid_0's poisson: -107.172\tvalid_0's l2: 415.014\n",
"[96]\tvalid_0's poisson: -107.148\tvalid_0's l2: 414.452\n",
"[97]\tvalid_0's poisson: -107.136\tvalid_0's l2: 413.528\n",
"[98]\tvalid_0's poisson: -107.099\tvalid_0's l2: 412.572\n",
"[99]\tvalid_0's poisson: -107.082\tvalid_0's l2: 412.131\n",
"[100]\tvalid_0's poisson: -107.05\tvalid_0's l2: 411.721\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3328\tvalid_0's l2: 2288.84\n",
"[2]\tvalid_0's poisson: -87.4895\tvalid_0's l2: 2277.45\n",
"[3]\tvalid_0's poisson: -87.644\tvalid_0's l2: 2266.15\n",
"[4]\tvalid_0's poisson: -87.7962\tvalid_0's l2: 2254.93\n",
"[5]\tvalid_0's poisson: -87.9467\tvalid_0's l2: 2243.78\n",
"[6]\tvalid_0's poisson: -88.0949\tvalid_0's l2: 2232.72\n",
"[7]\tvalid_0's poisson: -88.2411\tvalid_0's l2: 2221.75\n",
"[8]\tvalid_0's poisson: -88.3855\tvalid_0's l2: 2210.85\n",
"[9]\tvalid_0's poisson: -88.529\tvalid_0's l2: 2199.95\n",
"[10]\tvalid_0's poisson: -88.6694\tvalid_0's l2: 2189.23\n",
"[11]\tvalid_0's poisson: -88.809\tvalid_0's l2: 2178.51\n",
"[12]\tvalid_0's poisson: -88.947\tvalid_0's l2: 2167.86\n",
"[13]\tvalid_0's poisson: -89.0822\tvalid_0's l2: 2157.36\n",
"[14]\tvalid_0's poisson: -89.2165\tvalid_0's l2: 2146.88\n",
"[15]\tvalid_0's poisson: -89.349\tvalid_0's l2: 2136.49\n",
"[16]\tvalid_0's poisson: -89.4792\tvalid_0's l2: 2126.23\n",
"[17]\tvalid_0's poisson: -89.6083\tvalid_0's l2: 2116.01\n",
"[18]\tvalid_0's poisson: -89.7358\tvalid_0's l2: 2105.85\n",
"[19]\tvalid_0's poisson: -89.8665\tvalid_0's l2: 2095.38\n",
"[20]\tvalid_0's poisson: -89.9911\tvalid_0's l2: 2085.37\n",
"[21]\tvalid_0's poisson: -90.1189\tvalid_0's l2: 2075.03\n",
"[22]\tvalid_0's poisson: -90.245\tvalid_0's l2: 2064.79\n",
"[23]\tvalid_0's poisson: -90.3696\tvalid_0's l2: 2054.63\n",
"[24]\tvalid_0's poisson: -90.4928\tvalid_0's l2: 2044.53\n",
"[25]\tvalid_0's poisson: -90.6144\tvalid_0's l2: 2034.51\n",
"[26]\tvalid_0's poisson: -90.7347\tvalid_0's l2: 2024.57\n",
"[27]\tvalid_0's poisson: -90.8494\tvalid_0's l2: 2015.07\n",
"[28]\tvalid_0's poisson: -90.967\tvalid_0's l2: 2005.28\n",
"[29]\tvalid_0's poisson: -91.0832\tvalid_0's l2: 1995.55\n",
"[30]\tvalid_0's poisson: -91.1981\tvalid_0's l2: 1985.9\n",
"[31]\tvalid_0's poisson: -91.3121\tvalid_0's l2: 1976.28\n",
"[32]\tvalid_0's poisson: -91.4243\tvalid_0's l2: 1966.78\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[33]\tvalid_0's poisson: -91.5317\tvalid_0's l2: 1957.69\n",
"[34]\tvalid_0's poisson: -91.6415\tvalid_0's l2: 1948.43\n",
"[35]\tvalid_0's poisson: -91.7507\tvalid_0's l2: 1939.08\n",
"[36]\tvalid_0's poisson: -91.858\tvalid_0's l2: 1929.97\n",
"[37]\tvalid_0's poisson: -91.9643\tvalid_0's l2: 1920.92\n",
"[38]\tvalid_0's poisson: -92.0661\tvalid_0's l2: 1912.15\n",
"[39]\tvalid_0's poisson: -92.1702\tvalid_0's l2: 1903.23\n",
"[40]\tvalid_0's poisson: -92.2737\tvalid_0's l2: 1894.25\n",
"[41]\tvalid_0's poisson: -92.3755\tvalid_0's l2: 1885.48\n",
"[42]\tvalid_0's poisson: -92.4763\tvalid_0's l2: 1876.76\n",
"[43]\tvalid_0's poisson: -92.5766\tvalid_0's l2: 1867.95\n",
"[44]\tvalid_0's poisson: -92.6739\tvalid_0's l2: 1859.47\n",
"[45]\tvalid_0's poisson: -92.7709\tvalid_0's l2: 1850.99\n",
"[46]\tvalid_0's poisson: -92.8669\tvalid_0's l2: 1842.56\n",
"[47]\tvalid_0's poisson: -92.9618\tvalid_0's l2: 1834.21\n",
"[48]\tvalid_0's poisson: -93.0565\tvalid_0's l2: 1825.88\n",
"[49]\tvalid_0's poisson: -93.1495\tvalid_0's l2: 1817.65\n",
"[50]\tvalid_0's poisson: -93.2423\tvalid_0's l2: 1809.45\n",
"[51]\tvalid_0's poisson: -93.3335\tvalid_0's l2: 1801.33\n",
"[52]\tvalid_0's poisson: -93.4265\tvalid_0's l2: 1793\n",
"[53]\tvalid_0's poisson: -93.5159\tvalid_0's l2: 1785\n",
"[54]\tvalid_0's poisson: -93.6044\tvalid_0's l2: 1777.08\n",
"[55]\tvalid_0's poisson: -93.6919\tvalid_0's l2: 1769.21\n",
"[56]\tvalid_0's poisson: -93.7786\tvalid_0's l2: 1761.4\n",
"[57]\tvalid_0's poisson: -93.8644\tvalid_0's l2: 1753.65\n",
"[58]\tvalid_0's poisson: -93.9493\tvalid_0's l2: 1745.96\n",
"[59]\tvalid_0's poisson: -94.0334\tvalid_0's l2: 1738.33\n",
"[60]\tvalid_0's poisson: -94.1201\tvalid_0's l2: 1730.43\n",
"[61]\tvalid_0's poisson: -94.2028\tvalid_0's l2: 1722.91\n",
"[62]\tvalid_0's poisson: -94.2846\tvalid_0's l2: 1715.44\n",
"[63]\tvalid_0's poisson: -94.3655\tvalid_0's l2: 1708.04\n",
"[64]\tvalid_0's poisson: -94.4458\tvalid_0's l2: 1700.69\n",
"[65]\tvalid_0's poisson: -94.5252\tvalid_0's l2: 1693.4\n",
"[66]\tvalid_0's poisson: -94.6039\tvalid_0's l2: 1686.16\n",
"[67]\tvalid_0's poisson: -94.6821\tvalid_0's l2: 1678.96\n",
"[68]\tvalid_0's poisson: -94.7593\tvalid_0's l2: 1671.83\n",
"[69]\tvalid_0's poisson: -94.8395\tvalid_0's l2: 1664.41\n",
"[70]\tvalid_0's poisson: -94.9157\tvalid_0's l2: 1657.37\n",
"[71]\tvalid_0's poisson: -94.9909\tvalid_0's l2: 1650.4\n",
"[72]\tvalid_0's poisson: -95.0657\tvalid_0's l2: 1643.47\n",
"[73]\tvalid_0's poisson: -95.1395\tvalid_0's l2: 1636.61\n",
"[74]\tvalid_0's poisson: -95.213\tvalid_0's l2: 1629.78\n",
"[75]\tvalid_0's poisson: -95.2844\tvalid_0's l2: 1623.11\n",
"[76]\tvalid_0's poisson: -95.3602\tvalid_0's l2: 1616.02\n",
"[77]\tvalid_0's poisson: -95.4318\tvalid_0's l2: 1609.34\n",
"[78]\tvalid_0's poisson: -95.5025\tvalid_0's l2: 1602.72\n",
"[79]\tvalid_0's poisson: -95.5719\tvalid_0's l2: 1596.23\n",
"[80]\tvalid_0's poisson: -95.6414\tvalid_0's l2: 1589.71\n",
"[81]\tvalid_0's poisson: -95.7096\tvalid_0's l2: 1583.32\n",
"[82]\tvalid_0's poisson: -95.7778\tvalid_0's l2: 1576.9\n",
"[83]\tvalid_0's poisson: -95.8496\tvalid_0's l2: 1570.14\n",
"[84]\tvalid_0's poisson: -95.9171\tvalid_0's l2: 1563.81\n",
"[85]\tvalid_0's poisson: -95.9831\tvalid_0's l2: 1557.61\n",
"[86]\tvalid_0's poisson: -96.0498\tvalid_0's l2: 1551.33\n",
"[87]\tvalid_0's poisson: -96.1144\tvalid_0's l2: 1545.23\n",
"[88]\tvalid_0's poisson: -96.18\tvalid_0's l2: 1539.05\n",
"[89]\tvalid_0's poisson: -96.245\tvalid_0's l2: 1532.92\n",
"[90]\tvalid_0's poisson: -96.3087\tvalid_0's l2: 1526.91\n",
"[91]\tvalid_0's poisson: -96.3716\tvalid_0's l2: 1520.93\n",
"[92]\tvalid_0's poisson: -96.435\tvalid_0's l2: 1514.94\n",
"[93]\tvalid_0's poisson: -96.5016\tvalid_0's l2: 1508.61\n",
"[94]\tvalid_0's poisson: -96.5641\tvalid_0's l2: 1502.69\n",
"[95]\tvalid_0's poisson: -96.6259\tvalid_0's l2: 1496.83\n",
"[96]\tvalid_0's poisson: -96.6864\tvalid_0's l2: 1491.06\n",
"[97]\tvalid_0's poisson: -96.7473\tvalid_0's l2: 1485.28\n",
"[98]\tvalid_0's poisson: -96.807\tvalid_0's l2: 1479.62\n",
"[99]\tvalid_0's poisson: -96.867\tvalid_0's l2: 1473.92\n",
"[100]\tvalid_0's poisson: -96.9255\tvalid_0's l2: 1468.32\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3357\tvalid_0's l2: 2288.62\n",
"[2]\tvalid_0's poisson: -87.4956\tvalid_0's l2: 2276.99\n",
"[3]\tvalid_0's poisson: -87.6531\tvalid_0's l2: 2265.46\n",
"[4]\tvalid_0's poisson: -87.8082\tvalid_0's l2: 2254.01\n",
"[5]\tvalid_0's poisson: -87.961\tvalid_0's l2: 2242.65\n",
"[6]\tvalid_0's poisson: -88.1115\tvalid_0's l2: 2231.38\n",
"[7]\tvalid_0's poisson: -88.2594\tvalid_0's l2: 2220.24\n",
"[8]\tvalid_0's poisson: -88.4057\tvalid_0's l2: 2209.14\n",
"[9]\tvalid_0's poisson: -88.5499\tvalid_0's l2: 2198.13\n",
"[10]\tvalid_0's poisson: -88.6921\tvalid_0's l2: 2187.21\n",
"[11]\tvalid_0's poisson: -88.8324\tvalid_0's l2: 2176.37\n",
"[12]\tvalid_0's poisson: -88.9705\tvalid_0's l2: 2165.63\n",
"[13]\tvalid_0's poisson: -89.1065\tvalid_0's l2: 2154.99\n",
"[14]\tvalid_0's poisson: -89.2409\tvalid_0's l2: 2144.41\n",
"[15]\tvalid_0's poisson: -89.3739\tvalid_0's l2: 2133.9\n",
"[16]\tvalid_0's poisson: -89.5048\tvalid_0's l2: 2123.49\n",
"[17]\tvalid_0's poisson: -89.6344\tvalid_0's l2: 2113.13\n",
"[18]\tvalid_0's poisson: -89.7619\tvalid_0's l2: 2102.87\n",
"[19]\tvalid_0's poisson: -89.8877\tvalid_0's l2: 2092.72\n",
"[20]\tvalid_0's poisson: -90.0122\tvalid_0's l2: 2082.61\n",
"[21]\tvalid_0's poisson: -90.135\tvalid_0's l2: 2072.59\n",
"[22]\tvalid_0's poisson: -90.2652\tvalid_0's l2: 2062.04\n",
"[23]\tvalid_0's poisson: -90.3856\tvalid_0's l2: 2052.14\n",
"[24]\tvalid_0's poisson: -90.5044\tvalid_0's l2: 2042.32\n",
"[25]\tvalid_0's poisson: -90.6211\tvalid_0's l2: 2032.63\n",
"[26]\tvalid_0's poisson: -90.7371\tvalid_0's l2: 2022.96\n",
"[27]\tvalid_0's poisson: -90.8603\tvalid_0's l2: 2012.77\n",
"[28]\tvalid_0's poisson: -90.9735\tvalid_0's l2: 2003.25\n",
"[29]\tvalid_0's poisson: -91.0855\tvalid_0's l2: 1993.8\n",
"[30]\tvalid_0's poisson: -91.196\tvalid_0's l2: 1984.43\n",
"[31]\tvalid_0's poisson: -91.3049\tvalid_0's l2: 1975.19\n",
"[32]\tvalid_0's poisson: -91.4126\tvalid_0's l2: 1965.99\n",
"[33]\tvalid_0's poisson: -91.5283\tvalid_0's l2: 1956.21\n",
"[34]\tvalid_0's poisson: -91.6343\tvalid_0's l2: 1947.11\n",
"[35]\tvalid_0's poisson: -91.7388\tvalid_0's l2: 1938.08\n",
"[36]\tvalid_0's poisson: -91.8419\tvalid_0's l2: 1929.18\n",
"[37]\tvalid_0's poisson: -91.9443\tvalid_0's l2: 1920.29\n",
"[38]\tvalid_0's poisson: -92.0443\tvalid_0's l2: 1911.58\n",
"[39]\tvalid_0's poisson: -92.1532\tvalid_0's l2: 1902.19\n",
"[40]\tvalid_0's poisson: -92.2527\tvalid_0's l2: 1893.48\n",
"[41]\tvalid_0's poisson: -92.351\tvalid_0's l2: 1884.85\n",
"[42]\tvalid_0's poisson: -92.4474\tvalid_0's l2: 1876.35\n",
"[43]\tvalid_0's poisson: -92.5433\tvalid_0's l2: 1867.86\n",
"[44]\tvalid_0's poisson: -92.6381\tvalid_0's l2: 1859.47\n",
"[45]\tvalid_0's poisson: -92.7409\tvalid_0's l2: 1850.46\n",
"[46]\tvalid_0's poisson: -92.8343\tvalid_0's l2: 1842.14\n",
"[47]\tvalid_0's poisson: -92.9261\tvalid_0's l2: 1833.92\n",
"[48]\tvalid_0's poisson: -93.0171\tvalid_0's l2: 1825.79\n",
"[49]\tvalid_0's poisson: -93.1076\tvalid_0's l2: 1817.67\n",
"[50]\tvalid_0's poisson: -93.2056\tvalid_0's l2: 1808.96\n",
"[51]\tvalid_0's poisson: -93.2946\tvalid_0's l2: 1800.94\n",
"[52]\tvalid_0's poisson: -93.3817\tvalid_0's l2: 1793.06\n",
"[53]\tvalid_0's poisson: -93.469\tvalid_0's l2: 1785.16\n",
"[54]\tvalid_0's poisson: -93.5544\tvalid_0's l2: 1777.4\n",
"[55]\tvalid_0's poisson: -93.64\tvalid_0's l2: 1769.62\n",
"[56]\tvalid_0's poisson: -93.7329\tvalid_0's l2: 1761.25\n",
"[57]\tvalid_0's poisson: -93.8166\tvalid_0's l2: 1753.62\n",
"[58]\tvalid_0's poisson: -93.8989\tvalid_0's l2: 1746.08\n",
"[59]\tvalid_0's poisson: -93.981\tvalid_0's l2: 1738.54\n",
"[60]\tvalid_0's poisson: -94.062\tvalid_0's l2: 1731.11\n",
"[61]\tvalid_0's poisson: -94.151\tvalid_0's l2: 1723.02\n",
"[62]\tvalid_0's poisson: -94.2312\tvalid_0's l2: 1715.64\n",
"[63]\tvalid_0's poisson: -94.3095\tvalid_0's l2: 1708.38\n",
"[64]\tvalid_0's poisson: -94.3877\tvalid_0's l2: 1701.17\n",
"[65]\tvalid_0's poisson: -94.465\tvalid_0's l2: 1693.98\n",
"[66]\tvalid_0's poisson: -94.5503\tvalid_0's l2: 1686.16\n",
"[67]\tvalid_0's poisson: -94.627\tvalid_0's l2: 1679.04\n",
"[68]\tvalid_0's poisson: -94.7019\tvalid_0's l2: 1672.05\n",
"[69]\tvalid_0's poisson: -94.7772\tvalid_0's l2: 1665.04\n",
"[70]\tvalid_0's poisson: -94.8507\tvalid_0's l2: 1658.17\n",
"[71]\tvalid_0's poisson: -94.9324\tvalid_0's l2: 1650.61\n",
"[72]\tvalid_0's poisson: -95.0054\tvalid_0's l2: 1643.78\n",
"[73]\tvalid_0's poisson: -95.0777\tvalid_0's l2: 1636.99\n",
"[74]\tvalid_0's poisson: -95.1492\tvalid_0's l2: 1630.29\n",
"[75]\tvalid_0's poisson: -95.2199\tvalid_0's l2: 1623.62\n",
"[76]\tvalid_0's poisson: -95.2984\tvalid_0's l2: 1616.32\n",
"[77]\tvalid_0's poisson: -95.3686\tvalid_0's l2: 1609.71\n",
"[78]\tvalid_0's poisson: -95.4376\tvalid_0's l2: 1603.18\n",
"[79]\tvalid_0's poisson: -95.5057\tvalid_0's l2: 1596.77\n",
"[80]\tvalid_0's poisson: -95.5817\tvalid_0's l2: 1589.66\n",
"[81]\tvalid_0's poisson: -95.6496\tvalid_0's l2: 1583.25\n",
"[82]\tvalid_0's poisson: -95.7164\tvalid_0's l2: 1576.91\n",
"[83]\tvalid_0's poisson: -95.7826\tvalid_0's l2: 1570.64\n",
"[84]\tvalid_0's poisson: -95.8483\tvalid_0's l2: 1564.4\n",
"[85]\tvalid_0's poisson: -95.9215\tvalid_0's l2: 1557.52\n",
"[86]\tvalid_0's poisson: -95.9866\tvalid_0's l2: 1551.34\n",
"[87]\tvalid_0's poisson: -96.05\tvalid_0's l2: 1545.29\n",
"[88]\tvalid_0's poisson: -96.114\tvalid_0's l2: 1539.21\n",
"[89]\tvalid_0's poisson: -96.1849\tvalid_0's l2: 1532.51\n",
"[90]\tvalid_0's poisson: -96.248\tvalid_0's l2: 1526.51\n",
"[91]\tvalid_0's poisson: -96.3097\tvalid_0's l2: 1520.65\n",
"[92]\tvalid_0's poisson: -96.3711\tvalid_0's l2: 1514.77\n",
"[93]\tvalid_0's poisson: -96.44\tvalid_0's l2: 1508.25\n",
"[94]\tvalid_0's poisson: -96.501\tvalid_0's l2: 1502.42\n",
"[95]\tvalid_0's poisson: -96.5607\tvalid_0's l2: 1496.73\n",
"[96]\tvalid_0's poisson: -96.6199\tvalid_0's l2: 1491.06\n",
"[97]\tvalid_0's poisson: -96.6868\tvalid_0's l2: 1484.71\n",
"[98]\tvalid_0's poisson: -96.7454\tvalid_0's l2: 1479.07\n",
"[99]\tvalid_0's poisson: -96.8033\tvalid_0's l2: 1473.55\n",
"[100]\tvalid_0's poisson: -96.8687\tvalid_0's l2: 1467.33\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.3326\tvalid_0's l2: 2288.82\n",
"[2]\tvalid_0's poisson: -87.4931\tvalid_0's l2: 2277.11\n",
"[3]\tvalid_0's poisson: -87.6515\tvalid_0's l2: 2265.48\n",
"[4]\tvalid_0's poisson: -87.8074\tvalid_0's l2: 2253.96\n",
"[5]\tvalid_0's poisson: -87.9648\tvalid_0's l2: 2242.24\n",
"[6]\tvalid_0's poisson: -88.1199\tvalid_0's l2: 2230.61\n",
"[7]\tvalid_0's poisson: -88.2739\tvalid_0's l2: 2218.98\n",
"[8]\tvalid_0's poisson: -88.4245\tvalid_0's l2: 2207.53\n",
"[9]\tvalid_0's poisson: -88.5742\tvalid_0's l2: 2196.07\n",
"[10]\tvalid_0's poisson: -88.7177\tvalid_0's l2: 2185.04\n",
"[11]\tvalid_0's poisson: -88.8621\tvalid_0's l2: 2173.86\n",
"[12]\tvalid_0's poisson: -89.0058\tvalid_0's l2: 2162.65\n",
"[13]\tvalid_0's poisson: -89.1464\tvalid_0's l2: 2151.63\n",
"[14]\tvalid_0's poisson: -89.2834\tvalid_0's l2: 2140.89\n",
"[15]\tvalid_0's poisson: -89.4179\tvalid_0's l2: 2130.26\n",
"[16]\tvalid_0's poisson: -89.5514\tvalid_0's l2: 2119.68\n",
"[17]\tvalid_0's poisson: -89.6832\tvalid_0's l2: 2109.19\n",
"[18]\tvalid_0's poisson: -89.8166\tvalid_0's l2: 2098.45\n",
"[19]\tvalid_0's poisson: -89.9452\tvalid_0's l2: 2088.11\n",
"[20]\tvalid_0's poisson: -90.0716\tvalid_0's l2: 2077.86\n",
"[21]\tvalid_0's poisson: -90.1972\tvalid_0's l2: 2067.67\n",
"[22]\tvalid_0's poisson: -90.321\tvalid_0's l2: 2057.56\n",
"[23]\tvalid_0's poisson: -90.4434\tvalid_0's l2: 2047.53\n",
"[24]\tvalid_0's poisson: -90.5666\tvalid_0's l2: 2037.34\n",
"[25]\tvalid_0's poisson: -90.6854\tvalid_0's l2: 2027.5\n",
"[26]\tvalid_0's poisson: -90.8036\tvalid_0's l2: 2017.69\n",
"[27]\tvalid_0's poisson: -90.9204\tvalid_0's l2: 2007.95\n",
"[28]\tvalid_0's poisson: -91.0358\tvalid_0's l2: 1998.29\n",
"[29]\tvalid_0's poisson: -91.1526\tvalid_0's l2: 1988.44\n",
"[30]\tvalid_0's poisson: -91.2654\tvalid_0's l2: 1978.92\n",
"[31]\tvalid_0's poisson: -91.3768\tvalid_0's l2: 1969.48\n",
"[32]\tvalid_0's poisson: -91.4872\tvalid_0's l2: 1960.1\n",
"[33]\tvalid_0's poisson: -91.5963\tvalid_0's l2: 1950.78\n",
"[34]\tvalid_0's poisson: -91.7078\tvalid_0's l2: 1941.2\n",
"[35]\tvalid_0's poisson: -91.8146\tvalid_0's l2: 1932.02\n",
"[36]\tvalid_0's poisson: -91.9202\tvalid_0's l2: 1922.92\n",
"[37]\tvalid_0's poisson: -92.0247\tvalid_0's l2: 1913.88\n",
"[38]\tvalid_0's poisson: -92.1281\tvalid_0's l2: 1904.9\n",
"[39]\tvalid_0's poisson: -92.2333\tvalid_0's l2: 1895.73\n",
"[40]\tvalid_0's poisson: -92.3347\tvalid_0's l2: 1886.88\n",
"[41]\tvalid_0's poisson: -92.4349\tvalid_0's l2: 1878.12\n",
"[42]\tvalid_0's poisson: -92.5341\tvalid_0's l2: 1869.4\n",
"[43]\tvalid_0's poisson: -92.6322\tvalid_0's l2: 1860.75\n",
"[44]\tvalid_0's poisson: -92.7326\tvalid_0's l2: 1851.89\n",
"[45]\tvalid_0's poisson: -92.8292\tvalid_0's l2: 1843.35\n",
"[46]\tvalid_0's poisson: -92.9243\tvalid_0's l2: 1834.91\n",
"[47]\tvalid_0's poisson: -93.0187\tvalid_0's l2: 1826.49\n",
"[48]\tvalid_0's poisson: -93.1119\tvalid_0's l2: 1818.18\n",
"[49]\tvalid_0's poisson: -93.2048\tvalid_0's l2: 1809.88\n",
"[50]\tvalid_0's poisson: -93.2964\tvalid_0's l2: 1801.67\n",
"[51]\tvalid_0's poisson: -93.3903\tvalid_0's l2: 1793.22\n",
"[52]\tvalid_0's poisson: -93.4799\tvalid_0's l2: 1785.15\n",
"[53]\tvalid_0's poisson: -93.5697\tvalid_0's l2: 1777.07\n",
"[54]\tvalid_0's poisson: -93.6578\tvalid_0's l2: 1769.09\n",
"[55]\tvalid_0's poisson: -93.7451\tvalid_0's l2: 1761.18\n",
"[56]\tvalid_0's poisson: -93.8348\tvalid_0's l2: 1753.03\n",
"[57]\tvalid_0's poisson: -93.9212\tvalid_0's l2: 1745.18\n",
"[58]\tvalid_0's poisson: -94.0062\tvalid_0's l2: 1737.43\n",
"[59]\tvalid_0's poisson: -94.09\tvalid_0's l2: 1729.76\n",
"[60]\tvalid_0's poisson: -94.1733\tvalid_0's l2: 1722.12\n",
"[61]\tvalid_0's poisson: -94.2597\tvalid_0's l2: 1714.17\n",
"[62]\tvalid_0's poisson: -94.3426\tvalid_0's l2: 1706.58\n",
"[63]\tvalid_0's poisson: -94.4236\tvalid_0's l2: 1699.13\n",
"[64]\tvalid_0's poisson: -94.5038\tvalid_0's l2: 1691.72\n",
"[65]\tvalid_0's poisson: -94.5864\tvalid_0's l2: 1684.08\n",
"[66]\tvalid_0's poisson: -94.6651\tvalid_0's l2: 1676.79\n",
"[67]\tvalid_0's poisson: -94.7442\tvalid_0's l2: 1669.49\n",
"[68]\tvalid_0's poisson: -94.8215\tvalid_0's l2: 1662.31\n",
"[69]\tvalid_0's poisson: -94.9012\tvalid_0's l2: 1654.88\n",
"[70]\tvalid_0's poisson: -94.9772\tvalid_0's l2: 1647.8\n",
"[71]\tvalid_0's poisson: -95.0525\tvalid_0's l2: 1640.77\n",
"[72]\tvalid_0's poisson: -95.1307\tvalid_0's l2: 1633.47\n",
"[73]\tvalid_0's poisson: -95.2046\tvalid_0's l2: 1626.55\n",
"[74]\tvalid_0's poisson: -95.2779\tvalid_0's l2: 1619.68\n",
"[75]\tvalid_0's poisson: -95.3547\tvalid_0's l2: 1612.46\n",
"[76]\tvalid_0's poisson: -95.4285\tvalid_0's l2: 1605.57\n",
"[77]\tvalid_0's poisson: -95.5\tvalid_0's l2: 1598.84\n",
"[78]\tvalid_0's poisson: -95.5707\tvalid_0's l2: 1592.18\n",
"[79]\tvalid_0's poisson: -95.6442\tvalid_0's l2: 1585.26\n",
"[80]\tvalid_0's poisson: -95.7135\tvalid_0's l2: 1578.71\n",
"[81]\tvalid_0's poisson: -95.7822\tvalid_0's l2: 1572.2\n",
"[82]\tvalid_0's poisson: -95.8502\tvalid_0's l2: 1565.75\n",
"[83]\tvalid_0's poisson: -95.9177\tvalid_0's l2: 1559.35\n",
"[84]\tvalid_0's poisson: -95.9883\tvalid_0's l2: 1552.65\n",
"[85]\tvalid_0's poisson: -96.0546\tvalid_0's l2: 1546.34\n",
"[86]\tvalid_0's poisson: -96.1204\tvalid_0's l2: 1540.08\n",
"[87]\tvalid_0's poisson: -96.1855\tvalid_0's l2: 1533.86\n",
"[88]\tvalid_0's poisson: -96.2503\tvalid_0's l2: 1527.7\n",
"[89]\tvalid_0's poisson: -96.3191\tvalid_0's l2: 1521.14\n",
"[90]\tvalid_0's poisson: -96.3832\tvalid_0's l2: 1515.02\n",
"[91]\tvalid_0's poisson: -96.4462\tvalid_0's l2: 1508.99\n",
"[92]\tvalid_0's poisson: -96.5092\tvalid_0's l2: 1502.95\n",
"[93]\tvalid_0's poisson: -96.5717\tvalid_0's l2: 1496.97\n",
"[94]\tvalid_0's poisson: -96.6337\tvalid_0's l2: 1491.03\n",
"[95]\tvalid_0's poisson: -96.6944\tvalid_0's l2: 1485.18\n",
"[96]\tvalid_0's poisson: -96.7596\tvalid_0's l2: 1478.93\n",
"[97]\tvalid_0's poisson: -96.8202\tvalid_0's l2: 1473.13\n",
"[98]\tvalid_0's poisson: -96.8803\tvalid_0's l2: 1467.36\n",
"[99]\tvalid_0's poisson: -96.9391\tvalid_0's l2: 1461.68\n",
"[100]\tvalid_0's poisson: -96.9982\tvalid_0's l2: 1456.02\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3396\tvalid_0's l2: 2288.36\n",
"[2]\tvalid_0's poisson: -87.5007\tvalid_0's l2: 2276.67\n",
"[3]\tvalid_0's poisson: -87.6593\tvalid_0's l2: 2265.06\n",
"[4]\tvalid_0's poisson: -87.8216\tvalid_0's l2: 2253.11\n",
"[5]\tvalid_0's poisson: -87.976\tvalid_0's l2: 2241.67\n",
"[6]\tvalid_0's poisson: -88.1282\tvalid_0's l2: 2230.32\n",
"[7]\tvalid_0's poisson: -88.2837\tvalid_0's l2: 2218.62\n",
"[8]\tvalid_0's poisson: -88.432\tvalid_0's l2: 2207.41\n",
"[9]\tvalid_0's poisson: -88.578\tvalid_0's l2: 2196.31\n",
"[10]\tvalid_0's poisson: -88.722\tvalid_0's l2: 2185.29\n",
"[11]\tvalid_0's poisson: -88.864\tvalid_0's l2: 2174.36\n",
"[12]\tvalid_0's poisson: -89.0097\tvalid_0's l2: 2163.06\n",
"[13]\tvalid_0's poisson: -89.148\tvalid_0's l2: 2152.29\n",
"[14]\tvalid_0's poisson: -89.2852\tvalid_0's l2: 2141.55\n",
"[15]\tvalid_0's poisson: -89.42\tvalid_0's l2: 2130.94\n",
"[16]\tvalid_0's poisson: -89.5531\tvalid_0's l2: 2120.4\n",
"[17]\tvalid_0's poisson: -89.6899\tvalid_0's l2: 2109.51\n",
"[18]\tvalid_0's poisson: -89.8196\tvalid_0's l2: 2099.12\n",
"[19]\tvalid_0's poisson: -89.9486\tvalid_0's l2: 2088.77\n",
"[20]\tvalid_0's poisson: -90.0753\tvalid_0's l2: 2078.54\n",
"[21]\tvalid_0's poisson: -90.2002\tvalid_0's l2: 2068.39\n",
"[22]\tvalid_0's poisson: -90.3237\tvalid_0's l2: 2058.32\n",
"[23]\tvalid_0's poisson: -90.4512\tvalid_0's l2: 2047.87\n",
"[24]\tvalid_0's poisson: -90.5735\tvalid_0's l2: 2037.85\n",
"[25]\tvalid_0's poisson: -90.6925\tvalid_0's l2: 2028.01\n",
"[26]\tvalid_0's poisson: -90.8105\tvalid_0's l2: 2018.22\n",
"[27]\tvalid_0's poisson: -90.9267\tvalid_0's l2: 2008.53\n",
"[28]\tvalid_0's poisson: -91.0474\tvalid_0's l2: 1998.43\n",
"[29]\tvalid_0's poisson: -91.1612\tvalid_0's l2: 1988.88\n",
"[30]\tvalid_0's poisson: -91.2757\tvalid_0's l2: 1979.27\n",
"[31]\tvalid_0's poisson: -91.3869\tvalid_0's l2: 1969.86\n",
"[32]\tvalid_0's poisson: -91.497\tvalid_0's l2: 1960.5\n",
"[33]\tvalid_0's poisson: -91.6111\tvalid_0's l2: 1950.77\n",
"[34]\tvalid_0's poisson: -91.7175\tvalid_0's l2: 1941.65\n",
"[35]\tvalid_0's poisson: -91.824\tvalid_0's l2: 1932.51\n",
"[36]\tvalid_0's poisson: -91.928\tvalid_0's l2: 1923.52\n",
"[37]\tvalid_0's poisson: -92.0376\tvalid_0's l2: 1914.05\n",
"[38]\tvalid_0's poisson: -92.1401\tvalid_0's l2: 1905.14\n",
"[39]\tvalid_0's poisson: -92.2415\tvalid_0's l2: 1896.3\n",
"[40]\tvalid_0's poisson: -92.3419\tvalid_0's l2: 1887.52\n",
"[41]\tvalid_0's poisson: -92.4411\tvalid_0's l2: 1878.81\n",
"[42]\tvalid_0's poisson: -92.5393\tvalid_0's l2: 1870.17\n",
"[43]\tvalid_0's poisson: -92.6364\tvalid_0's l2: 1861.59\n",
"[44]\tvalid_0's poisson: -92.7389\tvalid_0's l2: 1852.56\n",
"[45]\tvalid_0's poisson: -92.8341\tvalid_0's l2: 1844.11\n",
"[46]\tvalid_0's poisson: -92.9278\tvalid_0's l2: 1835.76\n",
"[47]\tvalid_0's poisson: -93.0209\tvalid_0's l2: 1827.45\n",
"[48]\tvalid_0's poisson: -93.1133\tvalid_0's l2: 1819.19\n",
"[49]\tvalid_0's poisson: -93.2047\tvalid_0's l2: 1811\n",
"[50]\tvalid_0's poisson: -93.3016\tvalid_0's l2: 1802.33\n",
"[51]\tvalid_0's poisson: -93.3912\tvalid_0's l2: 1794.27\n",
"[52]\tvalid_0's poisson: -93.4798\tvalid_0's l2: 1786.25\n",
"[53]\tvalid_0's poisson: -93.5675\tvalid_0's l2: 1778.33\n",
"[54]\tvalid_0's poisson: -93.6546\tvalid_0's l2: 1770.43\n",
"[55]\tvalid_0's poisson: -93.7398\tvalid_0's l2: 1762.68\n",
"[56]\tvalid_0's poisson: -93.8316\tvalid_0's l2: 1754.36\n",
"[57]\tvalid_0's poisson: -93.9161\tvalid_0's l2: 1746.64\n",
"[58]\tvalid_0's poisson: -93.9998\tvalid_0's l2: 1739\n",
"[59]\tvalid_0's poisson: -94.0825\tvalid_0's l2: 1731.4\n",
"[60]\tvalid_0's poisson: -94.1647\tvalid_0's l2: 1723.85\n",
"[61]\tvalid_0's poisson: -94.246\tvalid_0's l2: 1716.37\n",
"[62]\tvalid_0's poisson: -94.3266\tvalid_0's l2: 1708.96\n",
"[63]\tvalid_0's poisson: -94.4129\tvalid_0's l2: 1701.02\n",
"[64]\tvalid_0's poisson: -94.4915\tvalid_0's l2: 1693.77\n",
"[65]\tvalid_0's poisson: -94.5698\tvalid_0's l2: 1686.5\n",
"[66]\tvalid_0's poisson: -94.647\tvalid_0's l2: 1679.35\n",
"[67]\tvalid_0's poisson: -94.7231\tvalid_0's l2: 1672.24\n",
"[68]\tvalid_0's poisson: -94.799\tvalid_0's l2: 1665.19\n",
"[69]\tvalid_0's poisson: -94.8812\tvalid_0's l2: 1657.57\n",
"[70]\tvalid_0's poisson: -94.9557\tvalid_0's l2: 1650.63\n",
"[71]\tvalid_0's poisson: -95.0292\tvalid_0's l2: 1643.72\n",
"[72]\tvalid_0's poisson: -95.1025\tvalid_0's l2: 1636.88\n",
"[73]\tvalid_0's poisson: -95.1751\tvalid_0's l2: 1630.09\n",
"[74]\tvalid_0's poisson: -95.2475\tvalid_0's l2: 1623.3\n",
"[75]\tvalid_0's poisson: -95.3258\tvalid_0's l2: 1615.98\n",
"[76]\tvalid_0's poisson: -95.3962\tvalid_0's l2: 1609.32\n",
"[77]\tvalid_0's poisson: -95.4663\tvalid_0's l2: 1602.73\n",
"[78]\tvalid_0's poisson: -95.5362\tvalid_0's l2: 1596.14\n",
"[79]\tvalid_0's poisson: -95.6051\tvalid_0's l2: 1589.65\n",
"[80]\tvalid_0's poisson: -95.6803\tvalid_0's l2: 1582.58\n",
"[81]\tvalid_0's poisson: -95.748\tvalid_0's l2: 1576.15\n",
"[82]\tvalid_0's poisson: -95.8156\tvalid_0's l2: 1569.75\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[83]\tvalid_0's poisson: -95.8826\tvalid_0's l2: 1563.42\n",
"[84]\tvalid_0's poisson: -95.9492\tvalid_0's l2: 1557.11\n",
"[85]\tvalid_0's poisson: -96.0147\tvalid_0's l2: 1550.87\n",
"[86]\tvalid_0's poisson: -96.0865\tvalid_0's l2: 1544.07\n",
"[87]\tvalid_0's poisson: -96.1519\tvalid_0's l2: 1537.86\n",
"[88]\tvalid_0's poisson: -96.2161\tvalid_0's l2: 1531.76\n",
"[89]\tvalid_0's poisson: -96.2804\tvalid_0's l2: 1525.65\n",
"[90]\tvalid_0's poisson: -96.3432\tvalid_0's l2: 1519.64\n",
"[91]\tvalid_0's poisson: -96.4059\tvalid_0's l2: 1513.68\n",
"[92]\tvalid_0's poisson: -96.4677\tvalid_0's l2: 1507.78\n",
"[93]\tvalid_0's poisson: -96.5299\tvalid_0's l2: 1501.86\n",
"[94]\tvalid_0's poisson: -96.5975\tvalid_0's l2: 1495.41\n",
"[95]\tvalid_0's poisson: -96.6587\tvalid_0's l2: 1489.57\n",
"[96]\tvalid_0's poisson: -96.7186\tvalid_0's l2: 1483.82\n",
"[97]\tvalid_0's poisson: -96.7783\tvalid_0's l2: 1478.11\n",
"[98]\tvalid_0's poisson: -96.8376\tvalid_0's l2: 1472.45\n",
"[99]\tvalid_0's poisson: -96.897\tvalid_0's l2: 1466.76\n",
"[100]\tvalid_0's poisson: -96.955\tvalid_0's l2: 1461.18\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.325\tvalid_0's l2: 2289.33\n",
"[2]\tvalid_0's poisson: -87.484\tvalid_0's l2: 2277.7\n",
"[3]\tvalid_0's poisson: -87.6406\tvalid_0's l2: 2266.17\n",
"[4]\tvalid_0's poisson: -87.795\tvalid_0's l2: 2254.72\n",
"[5]\tvalid_0's poisson: -87.9471\tvalid_0's l2: 2243.36\n",
"[6]\tvalid_0's poisson: -88.0972\tvalid_0's l2: 2232.09\n",
"[7]\tvalid_0's poisson: -88.25\tvalid_0's l2: 2220.53\n",
"[8]\tvalid_0's poisson: -88.4006\tvalid_0's l2: 2209.05\n",
"[9]\tvalid_0's poisson: -88.5491\tvalid_0's l2: 2197.66\n",
"[10]\tvalid_0's poisson: -88.6955\tvalid_0's l2: 2186.36\n",
"[11]\tvalid_0's poisson: -88.8354\tvalid_0's l2: 2175.51\n",
"[12]\tvalid_0's poisson: -88.9779\tvalid_0's l2: 2164.38\n",
"[13]\tvalid_0's poisson: -89.1185\tvalid_0's l2: 2153.33\n",
"[14]\tvalid_0's poisson: -89.2572\tvalid_0's l2: 2142.37\n",
"[15]\tvalid_0's poisson: -89.394\tvalid_0's l2: 2131.49\n",
"[16]\tvalid_0's poisson: -89.529\tvalid_0's l2: 2120.7\n",
"[17]\tvalid_0's poisson: -89.6588\tvalid_0's l2: 2110.31\n",
"[18]\tvalid_0's poisson: -89.7905\tvalid_0's l2: 2099.67\n",
"[19]\tvalid_0's poisson: -89.9205\tvalid_0's l2: 2089.12\n",
"[20]\tvalid_0's poisson: -90.0487\tvalid_0's l2: 2078.66\n",
"[21]\tvalid_0's poisson: -90.1755\tvalid_0's l2: 2068.26\n",
"[22]\tvalid_0's poisson: -90.3009\tvalid_0's l2: 2057.94\n",
"[23]\tvalid_0's poisson: -90.4214\tvalid_0's l2: 2048.01\n",
"[24]\tvalid_0's poisson: -90.5436\tvalid_0's l2: 2037.86\n",
"[25]\tvalid_0's poisson: -90.6641\tvalid_0's l2: 2027.8\n",
"[26]\tvalid_0's poisson: -90.7846\tvalid_0's l2: 2017.7\n",
"[27]\tvalid_0's poisson: -90.9025\tvalid_0's l2: 2007.78\n",
"[28]\tvalid_0's poisson: -91.0192\tvalid_0's l2: 1997.92\n",
"[29]\tvalid_0's poisson: -91.1355\tvalid_0's l2: 1988.05\n",
"[30]\tvalid_0's poisson: -91.2466\tvalid_0's l2: 1978.64\n",
"[31]\tvalid_0's poisson: -91.3593\tvalid_0's l2: 1969.01\n",
"[32]\tvalid_0's poisson: -91.469\tvalid_0's l2: 1959.72\n",
"[33]\tvalid_0's poisson: -91.5773\tvalid_0's l2: 1950.51\n",
"[34]\tvalid_0's poisson: -91.6875\tvalid_0's l2: 1941\n",
"[35]\tvalid_0's poisson: -91.7936\tvalid_0's l2: 1931.92\n",
"[36]\tvalid_0's poisson: -91.8983\tvalid_0's l2: 1922.92\n",
"[37]\tvalid_0's poisson: -92.002\tvalid_0's l2: 1913.98\n",
"[38]\tvalid_0's poisson: -92.1077\tvalid_0's l2: 1904.73\n",
"[39]\tvalid_0's poisson: -92.21\tvalid_0's l2: 1895.86\n",
"[40]\tvalid_0's poisson: -92.311\tvalid_0's l2: 1887.07\n",
"[41]\tvalid_0's poisson: -92.4112\tvalid_0's l2: 1878.32\n",
"[42]\tvalid_0's poisson: -92.51\tvalid_0's l2: 1869.67\n",
"[43]\tvalid_0's poisson: -92.608\tvalid_0's l2: 1861.06\n",
"[44]\tvalid_0's poisson: -92.7048\tvalid_0's l2: 1852.52\n",
"[45]\tvalid_0's poisson: -92.8039\tvalid_0's l2: 1843.7\n",
"[46]\tvalid_0's poisson: -92.8989\tvalid_0's l2: 1835.28\n",
"[47]\tvalid_0's poisson: -92.9921\tvalid_0's l2: 1826.99\n",
"[48]\tvalid_0's poisson: -93.0851\tvalid_0's l2: 1818.71\n",
"[49]\tvalid_0's poisson: -93.177\tvalid_0's l2: 1810.49\n",
"[50]\tvalid_0's poisson: -93.2668\tvalid_0's l2: 1802.4\n",
"[51]\tvalid_0's poisson: -93.3606\tvalid_0's l2: 1793.93\n",
"[52]\tvalid_0's poisson: -93.45\tvalid_0's l2: 1785.88\n",
"[53]\tvalid_0's poisson: -93.5386\tvalid_0's l2: 1777.9\n",
"[54]\tvalid_0's poisson: -93.625\tvalid_0's l2: 1770.03\n",
"[55]\tvalid_0's poisson: -93.7117\tvalid_0's l2: 1762.18\n",
"[56]\tvalid_0's poisson: -93.7958\tvalid_0's l2: 1754.49\n",
"[57]\tvalid_0's poisson: -93.8846\tvalid_0's l2: 1746.36\n",
"[58]\tvalid_0's poisson: -93.969\tvalid_0's l2: 1738.67\n",
"[59]\tvalid_0's poisson: -94.0513\tvalid_0's l2: 1731.1\n",
"[60]\tvalid_0's poisson: -94.1341\tvalid_0's l2: 1723.52\n",
"[61]\tvalid_0's poisson: -94.2147\tvalid_0's l2: 1716.07\n",
"[62]\tvalid_0's poisson: -94.296\tvalid_0's l2: 1708.6\n",
"[63]\tvalid_0's poisson: -94.3751\tvalid_0's l2: 1701.27\n",
"[64]\tvalid_0's poisson: -94.4589\tvalid_0's l2: 1693.51\n",
"[65]\tvalid_0's poisson: -94.538\tvalid_0's l2: 1686.21\n",
"[66]\tvalid_0's poisson: -94.6157\tvalid_0's l2: 1679.01\n",
"[67]\tvalid_0's poisson: -94.692\tvalid_0's l2: 1671.89\n",
"[68]\tvalid_0's poisson: -94.769\tvalid_0's l2: 1664.75\n",
"[69]\tvalid_0's poisson: -94.8438\tvalid_0's l2: 1657.73\n",
"[70]\tvalid_0's poisson: -94.9193\tvalid_0's l2: 1650.7\n",
"[71]\tvalid_0's poisson: -94.9985\tvalid_0's l2: 1643.3\n",
"[72]\tvalid_0's poisson: -95.0727\tvalid_0's l2: 1636.37\n",
"[73]\tvalid_0's poisson: -95.1452\tvalid_0's l2: 1629.55\n",
"[74]\tvalid_0's poisson: -95.2172\tvalid_0's l2: 1622.77\n",
"[75]\tvalid_0's poisson: -95.2888\tvalid_0's l2: 1616.06\n",
"[76]\tvalid_0's poisson: -95.3594\tvalid_0's l2: 1609.39\n",
"[77]\tvalid_0's poisson: -95.4349\tvalid_0's l2: 1602.28\n",
"[78]\tvalid_0's poisson: -95.5053\tvalid_0's l2: 1595.65\n",
"[79]\tvalid_0's poisson: -95.5742\tvalid_0's l2: 1589.13\n",
"[80]\tvalid_0's poisson: -95.6434\tvalid_0's l2: 1582.61\n",
"[81]\tvalid_0's poisson: -95.7108\tvalid_0's l2: 1576.19\n",
"[82]\tvalid_0's poisson: -95.7788\tvalid_0's l2: 1569.77\n",
"[83]\tvalid_0's poisson: -95.8508\tvalid_0's l2: 1562.94\n",
"[84]\tvalid_0's poisson: -95.9175\tvalid_0's l2: 1556.63\n",
"[85]\tvalid_0's poisson: -95.9828\tvalid_0's l2: 1550.39\n",
"[86]\tvalid_0's poisson: -96.0482\tvalid_0's l2: 1544.2\n",
"[87]\tvalid_0's poisson: -96.1126\tvalid_0's l2: 1538.06\n",
"[88]\tvalid_0's poisson: -96.1769\tvalid_0's l2: 1531.96\n",
"[89]\tvalid_0's poisson: -96.2458\tvalid_0's l2: 1525.4\n",
"[90]\tvalid_0's poisson: -96.3091\tvalid_0's l2: 1519.39\n",
"[91]\tvalid_0's poisson: -96.3725\tvalid_0's l2: 1513.35\n",
"[92]\tvalid_0's poisson: -96.4348\tvalid_0's l2: 1507.43\n",
"[93]\tvalid_0's poisson: -96.4971\tvalid_0's l2: 1501.48\n",
"[94]\tvalid_0's poisson: -96.5634\tvalid_0's l2: 1495.17\n",
"[95]\tvalid_0's poisson: -96.6247\tvalid_0's l2: 1489.32\n",
"[96]\tvalid_0's poisson: -96.6847\tvalid_0's l2: 1483.57\n",
"[97]\tvalid_0's poisson: -96.7445\tvalid_0's l2: 1477.85\n",
"[98]\tvalid_0's poisson: -96.8039\tvalid_0's l2: 1472.19\n",
"[99]\tvalid_0's poisson: -96.8637\tvalid_0's l2: 1466.47\n",
"[100]\tvalid_0's poisson: -96.9225\tvalid_0's l2: 1460.85\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3481\tvalid_0's l2: 2287.73\n",
"[2]\tvalid_0's poisson: -87.5197\tvalid_0's l2: 2275.24\n",
"[3]\tvalid_0's poisson: -87.6888\tvalid_0's l2: 2262.85\n",
"[4]\tvalid_0's poisson: -87.8554\tvalid_0's l2: 2250.56\n",
"[5]\tvalid_0's poisson: -88.0195\tvalid_0's l2: 2238.36\n",
"[6]\tvalid_0's poisson: -88.1812\tvalid_0's l2: 2226.26\n",
"[7]\tvalid_0's poisson: -88.3407\tvalid_0's l2: 2214.25\n",
"[8]\tvalid_0's poisson: -88.4978\tvalid_0's l2: 2202.33\n",
"[9]\tvalid_0's poisson: -88.6527\tvalid_0's l2: 2190.51\n",
"[10]\tvalid_0's poisson: -88.8074\tvalid_0's l2: 2178.62\n",
"[11]\tvalid_0's poisson: -88.9581\tvalid_0's l2: 2166.98\n",
"[12]\tvalid_0's poisson: -89.1086\tvalid_0's l2: 2155.27\n",
"[13]\tvalid_0's poisson: -89.2572\tvalid_0's l2: 2143.65\n",
"[14]\tvalid_0's poisson: -89.4023\tvalid_0's l2: 2132.25\n",
"[15]\tvalid_0's poisson: -89.5469\tvalid_0's l2: 2120.8\n",
"[16]\tvalid_0's poisson: -89.6896\tvalid_0's l2: 2109.45\n",
"[17]\tvalid_0's poisson: -89.8292\tvalid_0's l2: 2098.3\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -89.968\tvalid_0's l2: 2087.14\n",
"[19]\tvalid_0's poisson: -90.1054\tvalid_0's l2: 2076.04\n",
"[20]\tvalid_0's poisson: -90.2397\tvalid_0's l2: 2065.15\n",
"[21]\tvalid_0's poisson: -90.3735\tvalid_0's l2: 2054.23\n",
"[22]\tvalid_0's poisson: -90.5057\tvalid_0's l2: 2043.4\n",
"[23]\tvalid_0's poisson: -90.6353\tvalid_0's l2: 2032.74\n",
"[24]\tvalid_0's poisson: -90.7641\tvalid_0's l2: 2022.08\n",
"[25]\tvalid_0's poisson: -90.8914\tvalid_0's l2: 2011.5\n",
"[26]\tvalid_0's poisson: -91.0165\tvalid_0's l2: 2001.09\n",
"[27]\tvalid_0's poisson: -91.141\tvalid_0's l2: 1990.65\n",
"[28]\tvalid_0's poisson: -91.2638\tvalid_0's l2: 1980.31\n",
"[29]\tvalid_0's poisson: -91.3875\tvalid_0's l2: 1969.88\n",
"[30]\tvalid_0's poisson: -91.5095\tvalid_0's l2: 1959.55\n",
"[31]\tvalid_0's poisson: -91.6299\tvalid_0's l2: 1949.31\n",
"[32]\tvalid_0's poisson: -91.7491\tvalid_0's l2: 1939.14\n",
"[33]\tvalid_0's poisson: -91.8667\tvalid_0's l2: 1929.05\n",
"[34]\tvalid_0's poisson: -91.9817\tvalid_0's l2: 1919.15\n",
"[35]\tvalid_0's poisson: -92.0971\tvalid_0's l2: 1909.19\n",
"[36]\tvalid_0's poisson: -92.2107\tvalid_0's l2: 1899.35\n",
"[37]\tvalid_0's poisson: -92.3235\tvalid_0's l2: 1889.54\n",
"[38]\tvalid_0's poisson: -92.435\tvalid_0's l2: 1879.82\n",
"[39]\tvalid_0's poisson: -92.5454\tvalid_0's l2: 1870.16\n",
"[40]\tvalid_0's poisson: -92.6543\tvalid_0's l2: 1860.6\n",
"[41]\tvalid_0's poisson: -92.7622\tvalid_0's l2: 1851.1\n",
"[42]\tvalid_0's poisson: -92.8701\tvalid_0's l2: 1841.55\n",
"[43]\tvalid_0's poisson: -92.9769\tvalid_0's l2: 1832.08\n",
"[44]\tvalid_0's poisson: -93.0826\tvalid_0's l2: 1822.68\n",
"[45]\tvalid_0's poisson: -93.1868\tvalid_0's l2: 1813.49\n",
"[46]\tvalid_0's poisson: -93.2891\tvalid_0's l2: 1804.33\n",
"[47]\tvalid_0's poisson: -93.3917\tvalid_0's l2: 1795.22\n",
"[48]\tvalid_0's poisson: -93.4931\tvalid_0's l2: 1786.1\n",
"[49]\tvalid_0's poisson: -93.5912\tvalid_0's l2: 1777.25\n",
"[50]\tvalid_0's poisson: -93.6904\tvalid_0's l2: 1768.38\n",
"[51]\tvalid_0's poisson: -93.7889\tvalid_0's l2: 1759.54\n",
"[52]\tvalid_0's poisson: -93.8864\tvalid_0's l2: 1750.68\n",
"[53]\tvalid_0's poisson: -93.9826\tvalid_0's l2: 1742.02\n",
"[54]\tvalid_0's poisson: -94.0773\tvalid_0's l2: 1733.37\n",
"[55]\tvalid_0's poisson: -94.1721\tvalid_0's l2: 1724.79\n",
"[56]\tvalid_0's poisson: -94.2659\tvalid_0's l2: 1716.18\n",
"[57]\tvalid_0's poisson: -94.3588\tvalid_0's l2: 1707.73\n",
"[58]\tvalid_0's poisson: -94.4509\tvalid_0's l2: 1699.25\n",
"[59]\tvalid_0's poisson: -94.5407\tvalid_0's l2: 1691.01\n",
"[60]\tvalid_0's poisson: -94.6296\tvalid_0's l2: 1682.84\n",
"[61]\tvalid_0's poisson: -94.719\tvalid_0's l2: 1674.55\n",
"[62]\tvalid_0's poisson: -94.8063\tvalid_0's l2: 1666.5\n",
"[63]\tvalid_0's poisson: -94.8927\tvalid_0's l2: 1658.51\n",
"[64]\tvalid_0's poisson: -94.9782\tvalid_0's l2: 1650.58\n",
"[65]\tvalid_0's poisson: -95.0646\tvalid_0's l2: 1642.52\n",
"[66]\tvalid_0's poisson: -95.1486\tvalid_0's l2: 1634.71\n",
"[67]\tvalid_0's poisson: -95.2317\tvalid_0's l2: 1626.95\n",
"[68]\tvalid_0's poisson: -95.3141\tvalid_0's l2: 1619.26\n",
"[69]\tvalid_0's poisson: -95.3974\tvalid_0's l2: 1611.43\n",
"[70]\tvalid_0's poisson: -95.4783\tvalid_0's l2: 1603.85\n",
"[71]\tvalid_0's poisson: -95.5583\tvalid_0's l2: 1596.33\n",
"[72]\tvalid_0's poisson: -95.6377\tvalid_0's l2: 1588.82\n",
"[73]\tvalid_0's poisson: -95.7182\tvalid_0's l2: 1581.21\n",
"[74]\tvalid_0's poisson: -95.7963\tvalid_0's l2: 1573.85\n",
"[75]\tvalid_0's poisson: -95.8735\tvalid_0's l2: 1566.5\n",
"[76]\tvalid_0's poisson: -95.952\tvalid_0's l2: 1559.06\n",
"[77]\tvalid_0's poisson: -96.028\tvalid_0's l2: 1551.86\n",
"[78]\tvalid_0's poisson: -96.1032\tvalid_0's l2: 1544.67\n",
"[79]\tvalid_0's poisson: -96.1778\tvalid_0's l2: 1537.54\n",
"[80]\tvalid_0's poisson: -96.2538\tvalid_0's l2: 1530.29\n",
"[81]\tvalid_0's poisson: -96.3279\tvalid_0's l2: 1523.16\n",
"[82]\tvalid_0's poisson: -96.4014\tvalid_0's l2: 1516.08\n",
"[83]\tvalid_0's poisson: -96.4742\tvalid_0's l2: 1509.05\n",
"[84]\tvalid_0's poisson: -96.5453\tvalid_0's l2: 1502.22\n",
"[85]\tvalid_0's poisson: -96.6182\tvalid_0's l2: 1495.23\n",
"[86]\tvalid_0's poisson: -96.6892\tvalid_0's l2: 1488.35\n",
"[87]\tvalid_0's poisson: -96.7592\tvalid_0's l2: 1481.6\n",
"[88]\tvalid_0's poisson: -96.8295\tvalid_0's l2: 1474.77\n",
"[89]\tvalid_0's poisson: -96.9002\tvalid_0's l2: 1467.96\n",
"[90]\tvalid_0's poisson: -96.9687\tvalid_0's l2: 1461.32\n",
"[91]\tvalid_0's poisson: -97.0373\tvalid_0's l2: 1454.63\n",
"[92]\tvalid_0's poisson: -97.105\tvalid_0's l2: 1448.03\n",
"[93]\tvalid_0's poisson: -97.1712\tvalid_0's l2: 1441.6\n",
"[94]\tvalid_0's poisson: -97.2394\tvalid_0's l2: 1435.03\n",
"[95]\tvalid_0's poisson: -97.3054\tvalid_0's l2: 1428.59\n",
"[96]\tvalid_0's poisson: -97.371\tvalid_0's l2: 1422.17\n",
"[97]\tvalid_0's poisson: -97.4375\tvalid_0's l2: 1415.74\n",
"[98]\tvalid_0's poisson: -97.5013\tvalid_0's l2: 1409.57\n",
"[99]\tvalid_0's poisson: -97.5656\tvalid_0's l2: 1403.25\n",
"[100]\tvalid_0's poisson: -97.6293\tvalid_0's l2: 1397.02\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3502\tvalid_0's l2: 2287.57\n",
"[2]\tvalid_0's poisson: -87.5248\tvalid_0's l2: 2274.86\n",
"[3]\tvalid_0's poisson: -87.6959\tvalid_0's l2: 2262.31\n",
"[4]\tvalid_0's poisson: -87.8651\tvalid_0's l2: 2249.8\n",
"[5]\tvalid_0's poisson: -88.0309\tvalid_0's l2: 2237.45\n",
"[6]\tvalid_0's poisson: -88.1951\tvalid_0's l2: 2225.13\n",
"[7]\tvalid_0's poisson: -88.356\tvalid_0's l2: 2212.96\n",
"[8]\tvalid_0's poisson: -88.5153\tvalid_0's l2: 2200.84\n",
"[9]\tvalid_0's poisson: -88.6716\tvalid_0's l2: 2188.86\n",
"[10]\tvalid_0's poisson: -88.8264\tvalid_0's l2: 2176.92\n",
"[11]\tvalid_0's poisson: -88.9802\tvalid_0's l2: 2164.98\n",
"[12]\tvalid_0's poisson: -89.1318\tvalid_0's l2: 2153.13\n",
"[13]\tvalid_0's poisson: -89.2791\tvalid_0's l2: 2141.54\n",
"[14]\tvalid_0's poisson: -89.4266\tvalid_0's l2: 2129.87\n",
"[15]\tvalid_0's poisson: -89.571\tvalid_0's l2: 2118.4\n",
"[16]\tvalid_0's poisson: -89.7145\tvalid_0's l2: 2106.91\n",
"[17]\tvalid_0's poisson: -89.8535\tvalid_0's l2: 2095.75\n",
"[18]\tvalid_0's poisson: -89.997\tvalid_0's l2: 2084.22\n",
"[19]\tvalid_0's poisson: -90.1351\tvalid_0's l2: 2072.99\n",
"[20]\tvalid_0's poisson: -90.2703\tvalid_0's l2: 2061.95\n",
"[21]\tvalid_0's poisson: -90.4048\tvalid_0's l2: 2050.89\n",
"[22]\tvalid_0's poisson: -90.5415\tvalid_0's l2: 2039.67\n",
"[23]\tvalid_0's poisson: -90.6704\tvalid_0's l2: 2029\n",
"[24]\tvalid_0's poisson: -90.8\tvalid_0's l2: 2018.19\n",
"[25]\tvalid_0's poisson: -90.9271\tvalid_0's l2: 2007.56\n",
"[26]\tvalid_0's poisson: -91.0572\tvalid_0's l2: 1996.7\n",
"[27]\tvalid_0's poisson: -91.1806\tvalid_0's l2: 1986.27\n",
"[28]\tvalid_0's poisson: -91.3032\tvalid_0's l2: 1975.88\n",
"[29]\tvalid_0's poisson: -91.4289\tvalid_0's l2: 1965.25\n",
"[30]\tvalid_0's poisson: -91.5487\tvalid_0's l2: 1955.01\n",
"[31]\tvalid_0's poisson: -91.6668\tvalid_0's l2: 1944.87\n",
"[32]\tvalid_0's poisson: -91.7839\tvalid_0's l2: 1934.79\n",
"[33]\tvalid_0's poisson: -91.9045\tvalid_0's l2: 1924.43\n",
"[34]\tvalid_0's poisson: -92.0187\tvalid_0's l2: 1914.51\n",
"[35]\tvalid_0's poisson: -92.1317\tvalid_0's l2: 1904.68\n",
"[36]\tvalid_0's poisson: -92.2435\tvalid_0's l2: 1894.91\n",
"[37]\tvalid_0's poisson: -92.3592\tvalid_0's l2: 1884.83\n",
"[38]\tvalid_0's poisson: -92.4675\tvalid_0's l2: 1875.34\n",
"[39]\tvalid_0's poisson: -92.5753\tvalid_0's l2: 1865.81\n",
"[40]\tvalid_0's poisson: -92.6875\tvalid_0's l2: 1855.95\n",
"[41]\tvalid_0's poisson: -92.7932\tvalid_0's l2: 1846.57\n",
"[42]\tvalid_0's poisson: -92.8985\tvalid_0's l2: 1837.19\n",
"[43]\tvalid_0's poisson: -93.0021\tvalid_0's l2: 1827.92\n",
"[44]\tvalid_0's poisson: -93.1097\tvalid_0's l2: 1818.35\n",
"[45]\tvalid_0's poisson: -93.2103\tvalid_0's l2: 1809.34\n",
"[46]\tvalid_0's poisson: -93.3108\tvalid_0's l2: 1800.27\n",
"[47]\tvalid_0's poisson: -93.4115\tvalid_0's l2: 1791.14\n",
"[48]\tvalid_0's poisson: -93.5147\tvalid_0's l2: 1781.84\n",
"[49]\tvalid_0's poisson: -93.6119\tvalid_0's l2: 1773.03\n",
"[50]\tvalid_0's poisson: -93.7096\tvalid_0's l2: 1764.09\n",
"[51]\tvalid_0's poisson: -93.805\tvalid_0's l2: 1755.36\n",
"[52]\tvalid_0's poisson: -93.9045\tvalid_0's l2: 1746.32\n",
"[53]\tvalid_0's poisson: -93.9981\tvalid_0's l2: 1737.73\n",
"[54]\tvalid_0's poisson: -94.092\tvalid_0's l2: 1729.06\n",
"[55]\tvalid_0's poisson: -94.1887\tvalid_0's l2: 1720.21\n",
"[56]\tvalid_0's poisson: -94.2794\tvalid_0's l2: 1711.83\n",
"[57]\tvalid_0's poisson: -94.3689\tvalid_0's l2: 1703.57\n",
"[58]\tvalid_0's poisson: -94.459\tvalid_0's l2: 1695.16\n",
"[59]\tvalid_0's poisson: -94.5522\tvalid_0's l2: 1686.56\n",
"[60]\tvalid_0's poisson: -94.6396\tvalid_0's l2: 1678.44\n",
"[61]\tvalid_0's poisson: -94.7268\tvalid_0's l2: 1670.25\n",
"[62]\tvalid_0's poisson: -94.8176\tvalid_0's l2: 1661.83\n",
"[63]\tvalid_0's poisson: -94.9025\tvalid_0's l2: 1653.87\n",
"[64]\tvalid_0's poisson: -94.9873\tvalid_0's l2: 1645.9\n",
"[65]\tvalid_0's poisson: -95.0705\tvalid_0's l2: 1638.06\n",
"[66]\tvalid_0's poisson: -95.1581\tvalid_0's l2: 1629.88\n",
"[67]\tvalid_0's poisson: -95.2404\tvalid_0's l2: 1622.1\n",
"[68]\tvalid_0's poisson: -95.3222\tvalid_0's l2: 1614.36\n",
"[69]\tvalid_0's poisson: -95.4073\tvalid_0's l2: 1606.36\n",
"[70]\tvalid_0's poisson: -95.4869\tvalid_0's l2: 1598.81\n",
"[71]\tvalid_0's poisson: -95.5658\tvalid_0's l2: 1591.3\n",
"[72]\tvalid_0's poisson: -95.6489\tvalid_0's l2: 1583.47\n",
"[73]\tvalid_0's poisson: -95.7271\tvalid_0's l2: 1576.01\n",
"[74]\tvalid_0's poisson: -95.8044\tvalid_0's l2: 1568.61\n",
"[75]\tvalid_0's poisson: -95.8809\tvalid_0's l2: 1561.31\n",
"[76]\tvalid_0's poisson: -95.9611\tvalid_0's l2: 1553.7\n",
"[77]\tvalid_0's poisson: -96.036\tvalid_0's l2: 1546.53\n",
"[78]\tvalid_0's poisson: -96.1114\tvalid_0's l2: 1539.27\n",
"[79]\tvalid_0's poisson: -96.1845\tvalid_0's l2: 1532.23\n",
"[80]\tvalid_0's poisson: -96.262\tvalid_0's l2: 1524.84\n",
"[81]\tvalid_0's poisson: -96.3346\tvalid_0's l2: 1517.91\n",
"[82]\tvalid_0's poisson: -96.4069\tvalid_0's l2: 1510.9\n",
"[83]\tvalid_0's poisson: -96.4827\tvalid_0's l2: 1503.65\n",
"[84]\tvalid_0's poisson: -96.5532\tvalid_0's l2: 1496.83\n",
"[85]\tvalid_0's poisson: -96.6239\tvalid_0's l2: 1490.04\n",
"[86]\tvalid_0's poisson: -96.6934\tvalid_0's l2: 1483.27\n",
"[87]\tvalid_0's poisson: -96.7667\tvalid_0's l2: 1476.23\n",
"[88]\tvalid_0's poisson: -96.8354\tvalid_0's l2: 1469.61\n",
"[89]\tvalid_0's poisson: -96.9039\tvalid_0's l2: 1462.97\n",
"[90]\tvalid_0's poisson: -96.9753\tvalid_0's l2: 1456.09\n",
"[91]\tvalid_0's poisson: -97.0424\tvalid_0's l2: 1449.57\n",
"[92]\tvalid_0's poisson: -97.1086\tvalid_0's l2: 1443.13\n",
"[93]\tvalid_0's poisson: -97.1785\tvalid_0's l2: 1436.38\n",
"[94]\tvalid_0's poisson: -97.2449\tvalid_0's l2: 1429.93\n",
"[95]\tvalid_0's poisson: -97.3096\tvalid_0's l2: 1423.59\n",
"[96]\tvalid_0's poisson: -97.3777\tvalid_0's l2: 1417\n",
"[97]\tvalid_0's poisson: -97.4417\tvalid_0's l2: 1410.83\n",
"[98]\tvalid_0's poisson: -97.5053\tvalid_0's l2: 1404.57\n",
"[99]\tvalid_0's poisson: -97.5719\tvalid_0's l2: 1398.12\n",
"[100]\tvalid_0's poisson: -97.6348\tvalid_0's l2: 1392.02\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3475\tvalid_0's l2: 2287.73\n",
"[2]\tvalid_0's poisson: -87.5227\tvalid_0's l2: 2274.95\n",
"[3]\tvalid_0's poisson: -87.6952\tvalid_0's l2: 2262.27\n",
"[4]\tvalid_0's poisson: -87.8654\tvalid_0's l2: 2249.66\n",
"[5]\tvalid_0's poisson: -88.033\tvalid_0's l2: 2237.15\n",
"[6]\tvalid_0's poisson: -88.1989\tvalid_0's l2: 2224.68\n",
"[7]\tvalid_0's poisson: -88.3624\tvalid_0's l2: 2212.31\n",
"[8]\tvalid_0's poisson: -88.5237\tvalid_0's l2: 2200.01\n",
"[9]\tvalid_0's poisson: -88.6839\tvalid_0's l2: 2187.72\n",
"[10]\tvalid_0's poisson: -88.8419\tvalid_0's l2: 2175.52\n",
"[11]\tvalid_0's poisson: -88.9952\tvalid_0's l2: 2163.59\n",
"[12]\tvalid_0's poisson: -89.1475\tvalid_0's l2: 2151.69\n",
"[13]\tvalid_0's poisson: -89.2991\tvalid_0's l2: 2139.75\n",
"[14]\tvalid_0's poisson: -89.4473\tvalid_0's l2: 2128.03\n",
"[15]\tvalid_0's poisson: -89.5949\tvalid_0's l2: 2116.27\n",
"[16]\tvalid_0's poisson: -89.7402\tvalid_0's l2: 2104.63\n",
"[17]\tvalid_0's poisson: -89.8825\tvalid_0's l2: 2093.23\n",
"[18]\tvalid_0's poisson: -90.0233\tvalid_0's l2: 2081.83\n",
"[19]\tvalid_0's poisson: -90.162\tvalid_0's l2: 2070.6\n",
"[20]\tvalid_0's poisson: -90.2987\tvalid_0's l2: 2059.43\n",
"[21]\tvalid_0's poisson: -90.4339\tvalid_0's l2: 2048.36\n",
"[22]\tvalid_0's poisson: -90.5688\tvalid_0's l2: 2037.22\n",
"[23]\tvalid_0's poisson: -90.7009\tvalid_0's l2: 2026.31\n",
"[24]\tvalid_0's poisson: -90.8319\tvalid_0's l2: 2015.39\n",
"[25]\tvalid_0's poisson: -90.9608\tvalid_0's l2: 2004.65\n",
"[26]\tvalid_0's poisson: -91.0895\tvalid_0's l2: 1993.83\n",
"[27]\tvalid_0's poisson: -91.2152\tvalid_0's l2: 1983.25\n",
"[28]\tvalid_0's poisson: -91.3393\tvalid_0's l2: 1972.76\n",
"[29]\tvalid_0's poisson: -91.4619\tvalid_0's l2: 1962.33\n",
"[30]\tvalid_0's poisson: -91.5833\tvalid_0's l2: 1951.99\n",
"[31]\tvalid_0's poisson: -91.7049\tvalid_0's l2: 1941.55\n",
"[32]\tvalid_0's poisson: -91.8235\tvalid_0's l2: 1931.37\n",
"[33]\tvalid_0's poisson: -91.9417\tvalid_0's l2: 1921.15\n",
"[34]\tvalid_0's poisson: -92.0575\tvalid_0's l2: 1911.13\n",
"[35]\tvalid_0's poisson: -92.1737\tvalid_0's l2: 1901\n",
"[36]\tvalid_0's poisson: -92.287\tvalid_0's l2: 1891.12\n",
"[37]\tvalid_0's poisson: -92.3993\tvalid_0's l2: 1881.29\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[38]\tvalid_0's poisson: -92.5102\tvalid_0's l2: 1871.55\n",
"[39]\tvalid_0's poisson: -92.6216\tvalid_0's l2: 1861.72\n",
"[40]\tvalid_0's poisson: -92.7301\tvalid_0's l2: 1852.13\n",
"[41]\tvalid_0's poisson: -92.8383\tvalid_0's l2: 1842.51\n",
"[42]\tvalid_0's poisson: -92.9446\tvalid_0's l2: 1833.07\n",
"[43]\tvalid_0's poisson: -93.0513\tvalid_0's l2: 1823.52\n",
"[44]\tvalid_0's poisson: -93.1554\tvalid_0's l2: 1814.21\n",
"[45]\tvalid_0's poisson: -93.2589\tvalid_0's l2: 1804.92\n",
"[46]\tvalid_0's poisson: -93.3608\tvalid_0's l2: 1795.76\n",
"[47]\tvalid_0's poisson: -93.4629\tvalid_0's l2: 1786.52\n",
"[48]\tvalid_0's poisson: -93.5629\tvalid_0's l2: 1777.49\n",
"[49]\tvalid_0's poisson: -93.6636\tvalid_0's l2: 1768.34\n",
"[50]\tvalid_0's poisson: -93.7613\tvalid_0's l2: 1759.45\n",
"[51]\tvalid_0's poisson: -93.86\tvalid_0's l2: 1750.44\n",
"[52]\tvalid_0's poisson: -93.9558\tvalid_0's l2: 1741.68\n",
"[53]\tvalid_0's poisson: -94.0514\tvalid_0's l2: 1732.92\n",
"[54]\tvalid_0's poisson: -94.1454\tvalid_0's l2: 1724.29\n",
"[55]\tvalid_0's poisson: -94.2406\tvalid_0's l2: 1715.55\n",
"[56]\tvalid_0's poisson: -94.3328\tvalid_0's l2: 1707.04\n",
"[57]\tvalid_0's poisson: -94.4241\tvalid_0's l2: 1698.61\n",
"[58]\tvalid_0's poisson: -94.5162\tvalid_0's l2: 1690.06\n",
"[59]\tvalid_0's poisson: -94.6059\tvalid_0's l2: 1681.75\n",
"[60]\tvalid_0's poisson: -94.6953\tvalid_0's l2: 1673.42\n",
"[61]\tvalid_0's poisson: -94.7831\tvalid_0's l2: 1665.24\n",
"[62]\tvalid_0's poisson: -94.8724\tvalid_0's l2: 1656.91\n",
"[63]\tvalid_0's poisson: -94.9588\tvalid_0's l2: 1648.84\n",
"[64]\tvalid_0's poisson: -95.0458\tvalid_0's l2: 1640.67\n",
"[65]\tvalid_0's poisson: -95.1307\tvalid_0's l2: 1632.71\n",
"[66]\tvalid_0's poisson: -95.2161\tvalid_0's l2: 1624.69\n",
"[67]\tvalid_0's poisson: -95.2991\tvalid_0's l2: 1616.87\n",
"[68]\tvalid_0's poisson: -95.3839\tvalid_0's l2: 1608.89\n",
"[69]\tvalid_0's poisson: -95.4656\tvalid_0's l2: 1601.17\n",
"[70]\tvalid_0's poisson: -95.5485\tvalid_0's l2: 1593.33\n",
"[71]\tvalid_0's poisson: -95.6288\tvalid_0's l2: 1585.72\n",
"[72]\tvalid_0's poisson: -95.7103\tvalid_0's l2: 1577.96\n",
"[73]\tvalid_0's poisson: -95.7896\tvalid_0's l2: 1570.45\n",
"[74]\tvalid_0's poisson: -95.8693\tvalid_0's l2: 1562.87\n",
"[75]\tvalid_0's poisson: -95.9466\tvalid_0's l2: 1555.5\n",
"[76]\tvalid_0's poisson: -96.0258\tvalid_0's l2: 1547.96\n",
"[77]\tvalid_0's poisson: -96.1038\tvalid_0's l2: 1540.49\n",
"[78]\tvalid_0's poisson: -96.1797\tvalid_0's l2: 1533.24\n",
"[79]\tvalid_0's poisson: -96.2546\tvalid_0's l2: 1526.04\n",
"[80]\tvalid_0's poisson: -96.331\tvalid_0's l2: 1518.74\n",
"[81]\tvalid_0's poisson: -96.4062\tvalid_0's l2: 1511.54\n",
"[82]\tvalid_0's poisson: -96.4794\tvalid_0's l2: 1504.52\n",
"[83]\tvalid_0's poisson: -96.5535\tvalid_0's l2: 1497.36\n",
"[84]\tvalid_0's poisson: -96.6253\tvalid_0's l2: 1490.42\n",
"[85]\tvalid_0's poisson: -96.6988\tvalid_0's l2: 1483.37\n",
"[86]\tvalid_0's poisson: -96.7695\tvalid_0's l2: 1476.56\n",
"[87]\tvalid_0's poisson: -96.8401\tvalid_0's l2: 1469.7\n",
"[88]\tvalid_0's poisson: -96.9112\tvalid_0's l2: 1462.8\n",
"[89]\tvalid_0's poisson: -96.9804\tvalid_0's l2: 1456.04\n",
"[90]\tvalid_0's poisson: -97.0489\tvalid_0's l2: 1449.35\n",
"[91]\tvalid_0's poisson: -97.1169\tvalid_0's l2: 1442.7\n",
"[92]\tvalid_0's poisson: -97.186\tvalid_0's l2: 1435.98\n",
"[93]\tvalid_0's poisson: -97.2528\tvalid_0's l2: 1429.44\n",
"[94]\tvalid_0's poisson: -97.3191\tvalid_0's l2: 1422.94\n",
"[95]\tvalid_0's poisson: -97.3864\tvalid_0's l2: 1416.38\n",
"[96]\tvalid_0's poisson: -97.4515\tvalid_0's l2: 1409.99\n",
"[97]\tvalid_0's poisson: -97.516\tvalid_0's l2: 1403.66\n",
"[98]\tvalid_0's poisson: -97.5804\tvalid_0's l2: 1397.32\n",
"[99]\tvalid_0's poisson: -97.6457\tvalid_0's l2: 1390.94\n",
"[100]\tvalid_0's poisson: -97.7089\tvalid_0's l2: 1384.72\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3557\tvalid_0's l2: 2287.2\n",
"[2]\tvalid_0's poisson: -87.5325\tvalid_0's l2: 2274.35\n",
"[3]\tvalid_0's poisson: -87.7065\tvalid_0's l2: 2261.6\n",
"[4]\tvalid_0's poisson: -87.8778\tvalid_0's l2: 2248.95\n",
"[5]\tvalid_0's poisson: -88.0457\tvalid_0's l2: 2236.49\n",
"[6]\tvalid_0's poisson: -88.2144\tvalid_0's l2: 2223.85\n",
"[7]\tvalid_0's poisson: -88.3774\tvalid_0's l2: 2211.57\n",
"[8]\tvalid_0's poisson: -88.5379\tvalid_0's l2: 2199.4\n",
"[9]\tvalid_0's poisson: -88.6997\tvalid_0's l2: 2187.03\n",
"[10]\tvalid_0's poisson: -88.8558\tvalid_0's l2: 2175.04\n",
"[11]\tvalid_0's poisson: -89.0131\tvalid_0's l2: 2162.85\n",
"[12]\tvalid_0's poisson: -89.1649\tvalid_0's l2: 2151.04\n",
"[13]\tvalid_0's poisson: -89.318\tvalid_0's l2: 2139.04\n",
"[14]\tvalid_0's poisson: -89.467\tvalid_0's l2: 2127.3\n",
"[15]\tvalid_0's poisson: -89.6129\tvalid_0's l2: 2115.74\n",
"[16]\tvalid_0's poisson: -89.7566\tvalid_0's l2: 2104.29\n",
"[17]\tvalid_0's poisson: -89.9015\tvalid_0's l2: 2092.66\n",
"[18]\tvalid_0's poisson: -90.0417\tvalid_0's l2: 2081.37\n",
"[19]\tvalid_0's poisson: -90.1833\tvalid_0's l2: 2069.89\n",
"[20]\tvalid_0's poisson: -90.3201\tvalid_0's l2: 2058.76\n",
"[21]\tvalid_0's poisson: -90.4549\tvalid_0's l2: 2047.72\n",
"[22]\tvalid_0's poisson: -90.5895\tvalid_0's l2: 2036.66\n",
"[23]\tvalid_0's poisson: -90.7218\tvalid_0's l2: 2025.73\n",
"[24]\tvalid_0's poisson: -90.8543\tvalid_0's l2: 2014.72\n",
"[25]\tvalid_0's poisson: -90.9829\tvalid_0's l2: 2004\n",
"[26]\tvalid_0's poisson: -91.1122\tvalid_0's l2: 1993.15\n",
"[27]\tvalid_0's poisson: -91.2377\tvalid_0's l2: 1982.59\n",
"[28]\tvalid_0's poisson: -91.364\tvalid_0's l2: 1971.91\n",
"[29]\tvalid_0's poisson: -91.487\tvalid_0's l2: 1961.47\n",
"[30]\tvalid_0's poisson: -91.6095\tvalid_0's l2: 1951.04\n",
"[31]\tvalid_0's poisson: -91.7292\tvalid_0's l2: 1940.8\n",
"[32]\tvalid_0's poisson: -91.8501\tvalid_0's l2: 1930.41\n",
"[33]\tvalid_0's poisson: -91.9678\tvalid_0's l2: 1920.26\n",
"[34]\tvalid_0's poisson: -92.0844\tvalid_0's l2: 1910.15\n",
"[35]\tvalid_0's poisson: -92.2013\tvalid_0's l2: 1899.99\n",
"[36]\tvalid_0's poisson: -92.3153\tvalid_0's l2: 1890.03\n",
"[37]\tvalid_0's poisson: -92.4279\tvalid_0's l2: 1880.15\n",
"[38]\tvalid_0's poisson: -92.5392\tvalid_0's l2: 1870.35\n",
"[39]\tvalid_0's poisson: -92.6514\tvalid_0's l2: 1860.48\n",
"[40]\tvalid_0's poisson: -92.7603\tvalid_0's l2: 1850.82\n",
"[41]\tvalid_0's poisson: -92.868\tvalid_0's l2: 1841.24\n",
"[42]\tvalid_0's poisson: -92.9745\tvalid_0's l2: 1831.74\n",
"[43]\tvalid_0's poisson: -93.0799\tvalid_0's l2: 1822.3\n",
"[44]\tvalid_0's poisson: -93.1861\tvalid_0's l2: 1812.79\n",
"[45]\tvalid_0's poisson: -93.2893\tvalid_0's l2: 1803.49\n",
"[46]\tvalid_0's poisson: -93.3918\tvalid_0's l2: 1794.24\n",
"[47]\tvalid_0's poisson: -93.4928\tvalid_0's l2: 1785.09\n",
"[48]\tvalid_0's poisson: -93.5948\tvalid_0's l2: 1775.84\n",
"[49]\tvalid_0's poisson: -93.694\tvalid_0's l2: 1766.81\n",
"[50]\tvalid_0's poisson: -93.792\tvalid_0's l2: 1757.86\n",
"[51]\tvalid_0's poisson: -93.8891\tvalid_0's l2: 1748.96\n",
"[52]\tvalid_0's poisson: -93.9852\tvalid_0's l2: 1740.14\n",
"[53]\tvalid_0's poisson: -94.0824\tvalid_0's l2: 1731.23\n",
"[54]\tvalid_0's poisson: -94.1764\tvalid_0's l2: 1722.55\n",
"[55]\tvalid_0's poisson: -94.2695\tvalid_0's l2: 1713.94\n",
"[56]\tvalid_0's poisson: -94.3609\tvalid_0's l2: 1705.44\n",
"[57]\tvalid_0's poisson: -94.4548\tvalid_0's l2: 1696.76\n",
"[58]\tvalid_0's poisson: -94.5451\tvalid_0's l2: 1688.36\n",
"[59]\tvalid_0's poisson: -94.6339\tvalid_0's l2: 1680.05\n",
"[60]\tvalid_0's poisson: -94.7219\tvalid_0's l2: 1671.8\n",
"[61]\tvalid_0's poisson: -94.8122\tvalid_0's l2: 1663.38\n",
"[62]\tvalid_0's poisson: -94.8987\tvalid_0's l2: 1655.28\n",
"[63]\tvalid_0's poisson: -94.9849\tvalid_0's l2: 1647.15\n",
"[64]\tvalid_0's poisson: -95.0696\tvalid_0's l2: 1639.15\n",
"[65]\tvalid_0's poisson: -95.1572\tvalid_0's l2: 1630.93\n",
"[66]\tvalid_0's poisson: -95.2403\tvalid_0's l2: 1623.08\n",
"[67]\tvalid_0's poisson: -95.3231\tvalid_0's l2: 1615.24\n",
"[68]\tvalid_0's poisson: -95.4039\tvalid_0's l2: 1607.61\n",
"[69]\tvalid_0's poisson: -95.4884\tvalid_0's l2: 1599.63\n",
"[70]\tvalid_0's poisson: -95.5686\tvalid_0's l2: 1591.98\n",
"[71]\tvalid_0's poisson: -95.6473\tvalid_0's l2: 1584.52\n",
"[72]\tvalid_0's poisson: -95.7253\tvalid_0's l2: 1577.12\n",
"[73]\tvalid_0's poisson: -95.8068\tvalid_0's l2: 1569.36\n",
"[74]\tvalid_0's poisson: -95.8833\tvalid_0's l2: 1562.08\n",
"[75]\tvalid_0's poisson: -95.9592\tvalid_0's l2: 1554.85\n",
"[76]\tvalid_0's poisson: -96.0387\tvalid_0's l2: 1547.26\n",
"[77]\tvalid_0's poisson: -96.1144\tvalid_0's l2: 1539.98\n",
"[78]\tvalid_0's poisson: -96.1882\tvalid_0's l2: 1532.91\n",
"[79]\tvalid_0's poisson: -96.2616\tvalid_0's l2: 1525.88\n",
"[80]\tvalid_0's poisson: -96.3385\tvalid_0's l2: 1518.51\n",
"[81]\tvalid_0's poisson: -96.4105\tvalid_0's l2: 1511.6\n",
"[82]\tvalid_0's poisson: -96.4819\tvalid_0's l2: 1504.74\n",
"[83]\tvalid_0's poisson: -96.5569\tvalid_0's l2: 1497.53\n",
"[84]\tvalid_0's poisson: -96.6282\tvalid_0's l2: 1490.6\n",
"[85]\tvalid_0's poisson: -96.6977\tvalid_0's l2: 1483.89\n",
"[86]\tvalid_0's poisson: -96.767\tvalid_0's l2: 1477.2\n",
"[87]\tvalid_0's poisson: -96.8394\tvalid_0's l2: 1470.21\n",
"[88]\tvalid_0's poisson: -96.9072\tvalid_0's l2: 1463.66\n",
"[89]\tvalid_0's poisson: -96.9747\tvalid_0's l2: 1457.12\n",
"[90]\tvalid_0's poisson: -97.0455\tvalid_0's l2: 1450.27\n",
"[91]\tvalid_0's poisson: -97.113\tvalid_0's l2: 1443.69\n",
"[92]\tvalid_0's poisson: -97.1788\tvalid_0's l2: 1437.31\n",
"[93]\tvalid_0's poisson: -97.2448\tvalid_0's l2: 1430.88\n",
"[94]\tvalid_0's poisson: -97.3104\tvalid_0's l2: 1424.53\n",
"[95]\tvalid_0's poisson: -97.3785\tvalid_0's l2: 1417.93\n",
"[96]\tvalid_0's poisson: -97.4433\tvalid_0's l2: 1411.62\n",
"[97]\tvalid_0's poisson: -97.5076\tvalid_0's l2: 1405.32\n",
"[98]\tvalid_0's poisson: -97.5704\tvalid_0's l2: 1399.24\n",
"[99]\tvalid_0's poisson: -97.6338\tvalid_0's l2: 1393.06\n",
"[100]\tvalid_0's poisson: -97.6993\tvalid_0's l2: 1386.69\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3398\tvalid_0's l2: 2288.25\n",
"[2]\tvalid_0's poisson: -87.5132\tvalid_0's l2: 2275.56\n",
"[3]\tvalid_0's poisson: -87.6839\tvalid_0's l2: 2262.97\n",
"[4]\tvalid_0's poisson: -87.8521\tvalid_0's l2: 2250.47\n",
"[5]\tvalid_0's poisson: -88.0177\tvalid_0's l2: 2238.07\n",
"[6]\tvalid_0's poisson: -88.1809\tvalid_0's l2: 2225.77\n",
"[7]\tvalid_0's poisson: -88.3418\tvalid_0's l2: 2213.56\n",
"[8]\tvalid_0's poisson: -88.5003\tvalid_0's l2: 2201.45\n",
"[9]\tvalid_0's poisson: -88.6565\tvalid_0's l2: 2189.44\n",
"[10]\tvalid_0's poisson: -88.8141\tvalid_0's l2: 2177.25\n",
"[11]\tvalid_0's poisson: -88.9694\tvalid_0's l2: 2165.15\n",
"[12]\tvalid_0's poisson: -89.1225\tvalid_0's l2: 2153.16\n",
"[13]\tvalid_0's poisson: -89.2736\tvalid_0's l2: 2141.25\n",
"[14]\tvalid_0's poisson: -89.4225\tvalid_0's l2: 2129.43\n",
"[15]\tvalid_0's poisson: -89.5695\tvalid_0's l2: 2117.71\n",
"[16]\tvalid_0's poisson: -89.7115\tvalid_0's l2: 2106.32\n",
"[17]\tvalid_0's poisson: -89.8547\tvalid_0's l2: 2094.77\n",
"[18]\tvalid_0's poisson: -89.9959\tvalid_0's l2: 2083.32\n",
"[19]\tvalid_0's poisson: -90.1354\tvalid_0's l2: 2071.95\n",
"[20]\tvalid_0's poisson: -90.2731\tvalid_0's l2: 2060.67\n",
"[21]\tvalid_0's poisson: -90.4088\tvalid_0's l2: 2049.49\n",
"[22]\tvalid_0's poisson: -90.5431\tvalid_0's l2: 2038.37\n",
"[23]\tvalid_0's poisson: -90.676\tvalid_0's l2: 2027.33\n",
"[24]\tvalid_0's poisson: -90.8069\tvalid_0's l2: 2016.39\n",
"[25]\tvalid_0's poisson: -90.9365\tvalid_0's l2: 2005.52\n",
"[26]\tvalid_0's poisson: -91.0644\tvalid_0's l2: 1994.74\n",
"[27]\tvalid_0's poisson: -91.1904\tvalid_0's l2: 1984.07\n",
"[28]\tvalid_0's poisson: -91.3134\tvalid_0's l2: 1973.64\n",
"[29]\tvalid_0's poisson: -91.4362\tvalid_0's l2: 1963.15\n",
"[30]\tvalid_0's poisson: -91.5586\tvalid_0's l2: 1952.67\n",
"[31]\tvalid_0's poisson: -91.6786\tvalid_0's l2: 1942.34\n",
"[32]\tvalid_0's poisson: -91.7977\tvalid_0's l2: 1932.05\n",
"[33]\tvalid_0's poisson: -91.9153\tvalid_0's l2: 1921.86\n",
"[34]\tvalid_0's poisson: -92.0318\tvalid_0's l2: 1911.73\n",
"[35]\tvalid_0's poisson: -92.1468\tvalid_0's l2: 1901.68\n",
"[36]\tvalid_0's poisson: -92.2609\tvalid_0's l2: 1891.69\n",
"[37]\tvalid_0's poisson: -92.3735\tvalid_0's l2: 1881.8\n",
"[38]\tvalid_0's poisson: -92.4839\tvalid_0's l2: 1872.06\n",
"[39]\tvalid_0's poisson: -92.5932\tvalid_0's l2: 1862.43\n",
"[40]\tvalid_0's poisson: -92.7014\tvalid_0's l2: 1852.84\n",
"[41]\tvalid_0's poisson: -92.8094\tvalid_0's l2: 1843.22\n",
"[42]\tvalid_0's poisson: -92.9153\tvalid_0's l2: 1833.78\n",
"[43]\tvalid_0's poisson: -93.0211\tvalid_0's l2: 1824.3\n",
"[44]\tvalid_0's poisson: -93.125\tvalid_0's l2: 1814.98\n",
"[45]\tvalid_0's poisson: -93.2289\tvalid_0's l2: 1805.64\n",
"[46]\tvalid_0's poisson: -93.3312\tvalid_0's l2: 1796.41\n",
"[47]\tvalid_0's poisson: -93.4326\tvalid_0's l2: 1787.29\n",
"[48]\tvalid_0's poisson: -93.5335\tvalid_0's l2: 1778.14\n",
"[49]\tvalid_0's poisson: -93.6328\tvalid_0's l2: 1769.15\n",
"[50]\tvalid_0's poisson: -93.731\tvalid_0's l2: 1760.23\n",
"[51]\tvalid_0's poisson: -93.829\tvalid_0's l2: 1751.28\n",
"[52]\tvalid_0's poisson: -93.9252\tvalid_0's l2: 1742.49\n",
"[53]\tvalid_0's poisson: -94.0208\tvalid_0's l2: 1733.76\n",
"[54]\tvalid_0's poisson: -94.1153\tvalid_0's l2: 1725.08\n",
"[55]\tvalid_0's poisson: -94.2096\tvalid_0's l2: 1716.39\n",
"[56]\tvalid_0's poisson: -94.3026\tvalid_0's l2: 1707.82\n",
"[57]\tvalid_0's poisson: -94.3944\tvalid_0's l2: 1699.33\n",
"[58]\tvalid_0's poisson: -94.4855\tvalid_0's l2: 1690.9\n",
"[59]\tvalid_0's poisson: -94.5754\tvalid_0's l2: 1682.54\n",
"[60]\tvalid_0's poisson: -94.6646\tvalid_0's l2: 1674.24\n",
"[61]\tvalid_0's poisson: -94.7531\tvalid_0's l2: 1666\n",
"[62]\tvalid_0's poisson: -94.8405\tvalid_0's l2: 1657.82\n",
"[63]\tvalid_0's poisson: -94.9285\tvalid_0's l2: 1649.58\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[64]\tvalid_0's poisson: -95.0151\tvalid_0's l2: 1641.45\n",
"[65]\tvalid_0's poisson: -95.1007\tvalid_0's l2: 1633.4\n",
"[66]\tvalid_0's poisson: -95.1856\tvalid_0's l2: 1625.39\n",
"[67]\tvalid_0's poisson: -95.2692\tvalid_0's l2: 1617.51\n",
"[68]\tvalid_0's poisson: -95.3531\tvalid_0's l2: 1609.6\n",
"[69]\tvalid_0's poisson: -95.4354\tvalid_0's l2: 1601.79\n",
"[70]\tvalid_0's poisson: -95.5163\tvalid_0's l2: 1594.1\n",
"[71]\tvalid_0's poisson: -95.5969\tvalid_0's l2: 1586.45\n",
"[72]\tvalid_0's poisson: -95.6781\tvalid_0's l2: 1578.75\n",
"[73]\tvalid_0's poisson: -95.7567\tvalid_0's l2: 1571.23\n",
"[74]\tvalid_0's poisson: -95.8355\tvalid_0's l2: 1563.71\n",
"[75]\tvalid_0's poisson: -95.9129\tvalid_0's l2: 1556.29\n",
"[76]\tvalid_0's poisson: -95.9897\tvalid_0's l2: 1548.9\n",
"[77]\tvalid_0's poisson: -96.0673\tvalid_0's l2: 1541.5\n",
"[78]\tvalid_0's poisson: -96.1432\tvalid_0's l2: 1534.22\n",
"[79]\tvalid_0's poisson: -96.2178\tvalid_0's l2: 1527.04\n",
"[80]\tvalid_0's poisson: -96.2919\tvalid_0's l2: 1519.89\n",
"[81]\tvalid_0's poisson: -96.367\tvalid_0's l2: 1512.69\n",
"[82]\tvalid_0's poisson: -96.4407\tvalid_0's l2: 1505.59\n",
"[83]\tvalid_0's poisson: -96.5132\tvalid_0's l2: 1498.57\n",
"[84]\tvalid_0's poisson: -96.5858\tvalid_0's l2: 1491.57\n",
"[85]\tvalid_0's poisson: -96.6586\tvalid_0's l2: 1484.57\n",
"[86]\tvalid_0's poisson: -96.7289\tvalid_0's l2: 1477.74\n",
"[87]\tvalid_0's poisson: -96.7993\tvalid_0's l2: 1470.89\n",
"[88]\tvalid_0's poisson: -96.8691\tvalid_0's l2: 1464.12\n",
"[89]\tvalid_0's poisson: -96.938\tvalid_0's l2: 1457.4\n",
"[90]\tvalid_0's poisson: -97.0083\tvalid_0's l2: 1450.6\n",
"[91]\tvalid_0's poisson: -97.076\tvalid_0's l2: 1444.08\n",
"[92]\tvalid_0's poisson: -97.1435\tvalid_0's l2: 1437.5\n",
"[93]\tvalid_0's poisson: -97.2095\tvalid_0's l2: 1431.09\n",
"[94]\tvalid_0's poisson: -97.2759\tvalid_0's l2: 1424.59\n",
"[95]\tvalid_0's poisson: -97.3435\tvalid_0's l2: 1418.03\n",
"[96]\tvalid_0's poisson: -97.4083\tvalid_0's l2: 1411.75\n",
"[97]\tvalid_0's poisson: -97.4726\tvalid_0's l2: 1405.46\n",
"[98]\tvalid_0's poisson: -97.5366\tvalid_0's l2: 1399.23\n",
"[99]\tvalid_0's poisson: -97.6021\tvalid_0's l2: 1392.86\n",
"[100]\tvalid_0's poisson: -97.6651\tvalid_0's l2: 1386.67\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -103.031\tvalid_0's l2: 1063.49\n",
"[2]\tvalid_0's poisson: -101.612\tvalid_0's l2: 755.139\n",
"[3]\tvalid_0's poisson: -92.528\tvalid_0's l2: 670.099\n",
"[4]\tvalid_0's poisson: -91.8389\tvalid_0's l2: 630.283\n",
"[5]\tvalid_0's poisson: -89.788\tvalid_0's l2: 601.124\n",
"[6]\tvalid_0's poisson: -94.6637\tvalid_0's l2: 592.149\n",
"[7]\tvalid_0's poisson: -95.7444\tvalid_0's l2: 558.663\n",
"[8]\tvalid_0's poisson: -95.7815\tvalid_0's l2: 543.259\n",
"[9]\tvalid_0's poisson: -95.9326\tvalid_0's l2: 539.923\n",
"[10]\tvalid_0's poisson: -94.0352\tvalid_0's l2: 531\n",
"[11]\tvalid_0's poisson: -94.2646\tvalid_0's l2: 524.681\n",
"[12]\tvalid_0's poisson: -94.4193\tvalid_0's l2: 506.924\n",
"[13]\tvalid_0's poisson: -93.9494\tvalid_0's l2: 504.467\n",
"[14]\tvalid_0's poisson: -93.8836\tvalid_0's l2: 500.897\n",
"[15]\tvalid_0's poisson: -94.1087\tvalid_0's l2: 494.209\n",
"[16]\tvalid_0's poisson: -92.5224\tvalid_0's l2: 483.016\n",
"[17]\tvalid_0's poisson: -93.8737\tvalid_0's l2: 465.765\n",
"[18]\tvalid_0's poisson: -94.5719\tvalid_0's l2: 457.794\n",
"[19]\tvalid_0's poisson: -94.9702\tvalid_0's l2: 455.358\n",
"[20]\tvalid_0's poisson: -94.1026\tvalid_0's l2: 453.618\n",
"[21]\tvalid_0's poisson: -94.3627\tvalid_0's l2: 435.761\n",
"[22]\tvalid_0's poisson: -96.1232\tvalid_0's l2: 431.961\n",
"[23]\tvalid_0's poisson: -96.036\tvalid_0's l2: 431.889\n",
"[24]\tvalid_0's poisson: -97.4481\tvalid_0's l2: 420.839\n",
"[25]\tvalid_0's poisson: -96.7419\tvalid_0's l2: 413.98\n",
"[26]\tvalid_0's poisson: -95.6999\tvalid_0's l2: 411.932\n",
"[27]\tvalid_0's poisson: -96.6263\tvalid_0's l2: 410.881\n",
"[28]\tvalid_0's poisson: -96.2401\tvalid_0's l2: 406.37\n",
"[29]\tvalid_0's poisson: -96.7671\tvalid_0's l2: 405.298\n",
"[30]\tvalid_0's poisson: -96.092\tvalid_0's l2: 405.265\n",
"[31]\tvalid_0's poisson: -95.1966\tvalid_0's l2: 404.746\n",
"[32]\tvalid_0's poisson: -95.7475\tvalid_0's l2: 405.125\n",
"[33]\tvalid_0's poisson: -95.431\tvalid_0's l2: 398.772\n",
"[34]\tvalid_0's poisson: -95.7494\tvalid_0's l2: 399.645\n",
"[35]\tvalid_0's poisson: -95.6233\tvalid_0's l2: 397.652\n",
"[36]\tvalid_0's poisson: -95.8525\tvalid_0's l2: 395.984\n",
"[37]\tvalid_0's poisson: -95.751\tvalid_0's l2: 396.069\n",
"[38]\tvalid_0's poisson: -96.1988\tvalid_0's l2: 393.768\n",
"[39]\tvalid_0's poisson: -96.3106\tvalid_0's l2: 392.052\n",
"[40]\tvalid_0's poisson: -95.8472\tvalid_0's l2: 390.853\n",
"[41]\tvalid_0's poisson: -95.5445\tvalid_0's l2: 388.094\n",
"[42]\tvalid_0's poisson: -95.394\tvalid_0's l2: 387.765\n",
"[43]\tvalid_0's poisson: -95.3992\tvalid_0's l2: 385.693\n",
"[44]\tvalid_0's poisson: -96.1895\tvalid_0's l2: 384.857\n",
"[45]\tvalid_0's poisson: -95.9656\tvalid_0's l2: 384.639\n",
"[46]\tvalid_0's poisson: -96.2754\tvalid_0's l2: 382.306\n",
"[47]\tvalid_0's poisson: -97.1782\tvalid_0's l2: 379.396\n",
"[48]\tvalid_0's poisson: -96.8363\tvalid_0's l2: 380.373\n",
"[49]\tvalid_0's poisson: -96.9322\tvalid_0's l2: 379.409\n",
"[50]\tvalid_0's poisson: -97.9041\tvalid_0's l2: 378.04\n",
"[51]\tvalid_0's poisson: -97.3899\tvalid_0's l2: 378.839\n",
"[52]\tvalid_0's poisson: -97.4436\tvalid_0's l2: 378.426\n",
"[53]\tvalid_0's poisson: -97.8664\tvalid_0's l2: 377.874\n",
"[54]\tvalid_0's poisson: -97.3948\tvalid_0's l2: 377.576\n",
"[55]\tvalid_0's poisson: -97.8132\tvalid_0's l2: 375.216\n",
"[56]\tvalid_0's poisson: -97.8941\tvalid_0's l2: 374.442\n",
"[57]\tvalid_0's poisson: -97.8388\tvalid_0's l2: 374.335\n",
"[58]\tvalid_0's poisson: -97.9895\tvalid_0's l2: 374.253\n",
"[59]\tvalid_0's poisson: -98.0099\tvalid_0's l2: 374.174\n",
"[60]\tvalid_0's poisson: -97.9049\tvalid_0's l2: 371.91\n",
"[61]\tvalid_0's poisson: -98.077\tvalid_0's l2: 375.295\n",
"[62]\tvalid_0's poisson: -98.1735\tvalid_0's l2: 375.533\n",
"[63]\tvalid_0's poisson: -97.5982\tvalid_0's l2: 370.668\n",
"[64]\tvalid_0's poisson: -97.7902\tvalid_0's l2: 370.169\n",
"[65]\tvalid_0's poisson: -97.9862\tvalid_0's l2: 369.905\n",
"[66]\tvalid_0's poisson: -97.8971\tvalid_0's l2: 368.502\n",
"[67]\tvalid_0's poisson: -98.2147\tvalid_0's l2: 367.465\n",
"[68]\tvalid_0's poisson: -98.1691\tvalid_0's l2: 366.165\n",
"[69]\tvalid_0's poisson: -97.4809\tvalid_0's l2: 366.252\n",
"[70]\tvalid_0's poisson: -97.5214\tvalid_0's l2: 365.66\n",
"[71]\tvalid_0's poisson: -97.4786\tvalid_0's l2: 365.466\n",
"[72]\tvalid_0's poisson: -97.4698\tvalid_0's l2: 365.778\n",
"[73]\tvalid_0's poisson: -97.376\tvalid_0's l2: 363.052\n",
"[74]\tvalid_0's poisson: -97.9357\tvalid_0's l2: 363.094\n",
"[75]\tvalid_0's poisson: -97.5929\tvalid_0's l2: 363.874\n",
"[76]\tvalid_0's poisson: -97.3131\tvalid_0's l2: 363.885\n",
"[77]\tvalid_0's poisson: -97.6917\tvalid_0's l2: 363.418\n",
"[78]\tvalid_0's poisson: -97.4667\tvalid_0's l2: 362.696\n",
"[79]\tvalid_0's poisson: -97.5369\tvalid_0's l2: 362.884\n",
"[80]\tvalid_0's poisson: -97.6564\tvalid_0's l2: 362.64\n",
"[81]\tvalid_0's poisson: -97.8384\tvalid_0's l2: 361.031\n",
"[82]\tvalid_0's poisson: -97.8905\tvalid_0's l2: 360.099\n",
"[83]\tvalid_0's poisson: -97.8841\tvalid_0's l2: 358.653\n",
"[84]\tvalid_0's poisson: -97.7233\tvalid_0's l2: 356.701\n",
"[85]\tvalid_0's poisson: -97.6576\tvalid_0's l2: 355.611\n",
"[86]\tvalid_0's poisson: -98.194\tvalid_0's l2: 354.892\n",
"[87]\tvalid_0's poisson: -97.9672\tvalid_0's l2: 356.101\n",
"[88]\tvalid_0's poisson: -98.3852\tvalid_0's l2: 354.582\n",
"[89]\tvalid_0's poisson: -98.3542\tvalid_0's l2: 354.513\n",
"[90]\tvalid_0's poisson: -98.2659\tvalid_0's l2: 355.263\n",
"[91]\tvalid_0's poisson: -98.1462\tvalid_0's l2: 355.715\n",
"[92]\tvalid_0's poisson: -98.5813\tvalid_0's l2: 355.748\n",
"[93]\tvalid_0's poisson: -98.1436\tvalid_0's l2: 355.363\n",
"[94]\tvalid_0's poisson: -98.2248\tvalid_0's l2: 353.079\n",
"[95]\tvalid_0's poisson: -98.44\tvalid_0's l2: 352.212\n",
"[96]\tvalid_0's poisson: -97.9697\tvalid_0's l2: 351.109\n",
"[97]\tvalid_0's poisson: -98.2528\tvalid_0's l2: 351.521\n",
"[98]\tvalid_0's poisson: -98.3827\tvalid_0's l2: 351.403\n",
"[99]\tvalid_0's poisson: -98.3465\tvalid_0's l2: 351.632\n",
"[100]\tvalid_0's poisson: -97.9085\tvalid_0's l2: 351.557\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -102.506\tvalid_0's l2: 1025.84\n",
"[2]\tvalid_0's poisson: -89.7978\tvalid_0's l2: 766.062\n",
"[3]\tvalid_0's poisson: -97.5165\tvalid_0's l2: 709.152\n",
"[4]\tvalid_0's poisson: -99.8488\tvalid_0's l2: 665.663\n",
"[5]\tvalid_0's poisson: -93.4956\tvalid_0's l2: 645.095\n",
"[6]\tvalid_0's poisson: -92.1474\tvalid_0's l2: 591.002\n",
"[7]\tvalid_0's poisson: -92.2888\tvalid_0's l2: 579.017\n",
"[8]\tvalid_0's poisson: -92.8716\tvalid_0's l2: 552.538\n",
"[9]\tvalid_0's poisson: -91.366\tvalid_0's l2: 534.949\n",
"[10]\tvalid_0's poisson: -92.9856\tvalid_0's l2: 531.603\n",
"[11]\tvalid_0's poisson: -92.6048\tvalid_0's l2: 523.691\n",
"[12]\tvalid_0's poisson: -95.5259\tvalid_0's l2: 519.319\n",
"[13]\tvalid_0's poisson: -94.6688\tvalid_0's l2: 516.412\n",
"[14]\tvalid_0's poisson: -94.7407\tvalid_0's l2: 514.92\n",
"[15]\tvalid_0's poisson: -93.4552\tvalid_0's l2: 514.942\n",
"[16]\tvalid_0's poisson: -93.5667\tvalid_0's l2: 512.288\n",
"[17]\tvalid_0's poisson: -97.3103\tvalid_0's l2: 491.362\n",
"[18]\tvalid_0's poisson: -95.6783\tvalid_0's l2: 481.295\n",
"[19]\tvalid_0's poisson: -95.9016\tvalid_0's l2: 476.244\n",
"[20]\tvalid_0's poisson: -94.8962\tvalid_0's l2: 461.069\n",
"[21]\tvalid_0's poisson: -95.0175\tvalid_0's l2: 459.071\n",
"[22]\tvalid_0's poisson: -95.1781\tvalid_0's l2: 458.768\n",
"[23]\tvalid_0's poisson: -95.5276\tvalid_0's l2: 462.669\n",
"[24]\tvalid_0's poisson: -95.2039\tvalid_0's l2: 460.454\n",
"[25]\tvalid_0's poisson: -95.277\tvalid_0's l2: 457.858\n",
"[26]\tvalid_0's poisson: -95.4651\tvalid_0's l2: 452.681\n",
"[27]\tvalid_0's poisson: -95.8151\tvalid_0's l2: 447.385\n",
"[28]\tvalid_0's poisson: -95.4084\tvalid_0's l2: 440.539\n",
"[29]\tvalid_0's poisson: -96.0942\tvalid_0's l2: 439.016\n",
"[30]\tvalid_0's poisson: -96.4674\tvalid_0's l2: 434.028\n",
"[31]\tvalid_0's poisson: -96.5804\tvalid_0's l2: 430.544\n",
"[32]\tvalid_0's poisson: -96.0556\tvalid_0's l2: 427.059\n",
"[33]\tvalid_0's poisson: -95.2896\tvalid_0's l2: 423.237\n",
"[34]\tvalid_0's poisson: -95.3593\tvalid_0's l2: 423.451\n",
"[35]\tvalid_0's poisson: -95.1976\tvalid_0's l2: 421.728\n",
"[36]\tvalid_0's poisson: -95.4131\tvalid_0's l2: 419.418\n",
"[37]\tvalid_0's poisson: -96.0075\tvalid_0's l2: 415.88\n",
"[38]\tvalid_0's poisson: -96.1604\tvalid_0's l2: 417.529\n",
"[39]\tvalid_0's poisson: -96.3906\tvalid_0's l2: 415.816\n",
"[40]\tvalid_0's poisson: -96.5184\tvalid_0's l2: 412.532\n",
"[41]\tvalid_0's poisson: -96.267\tvalid_0's l2: 410.267\n",
"[42]\tvalid_0's poisson: -96.2764\tvalid_0's l2: 407.912\n",
"[43]\tvalid_0's poisson: -96.4354\tvalid_0's l2: 407.739\n",
"[44]\tvalid_0's poisson: -95.8386\tvalid_0's l2: 402.835\n",
"[45]\tvalid_0's poisson: -95.8296\tvalid_0's l2: 402.325\n",
"[46]\tvalid_0's poisson: -95.5836\tvalid_0's l2: 402.28\n",
"[47]\tvalid_0's poisson: -95.2403\tvalid_0's l2: 396.596\n",
"[48]\tvalid_0's poisson: -95.0236\tvalid_0's l2: 398.783\n",
"[49]\tvalid_0's poisson: -94.9104\tvalid_0's l2: 396.464\n",
"[50]\tvalid_0's poisson: -94.657\tvalid_0's l2: 396.974\n",
"[51]\tvalid_0's poisson: -94.7054\tvalid_0's l2: 395.657\n",
"[52]\tvalid_0's poisson: -95.5705\tvalid_0's l2: 392.629\n",
"[53]\tvalid_0's poisson: -95.7794\tvalid_0's l2: 390.437\n",
"[54]\tvalid_0's poisson: -95.9612\tvalid_0's l2: 388.984\n",
"[55]\tvalid_0's poisson: -96.8695\tvalid_0's l2: 388.329\n",
"[56]\tvalid_0's poisson: -96.3136\tvalid_0's l2: 385.553\n",
"[57]\tvalid_0's poisson: -95.8178\tvalid_0's l2: 386.572\n",
"[58]\tvalid_0's poisson: -96.2364\tvalid_0's l2: 385.309\n",
"[59]\tvalid_0's poisson: -96.3237\tvalid_0's l2: 383.147\n",
"[60]\tvalid_0's poisson: -96.4411\tvalid_0's l2: 382.881\n",
"[61]\tvalid_0's poisson: -95.9402\tvalid_0's l2: 381.175\n",
"[62]\tvalid_0's poisson: -96.0257\tvalid_0's l2: 380.991\n",
"[63]\tvalid_0's poisson: -95.9914\tvalid_0's l2: 381.285\n",
"[64]\tvalid_0's poisson: -95.88\tvalid_0's l2: 378.411\n",
"[65]\tvalid_0's poisson: -96.3375\tvalid_0's l2: 376.219\n",
"[66]\tvalid_0's poisson: -95.437\tvalid_0's l2: 375.785\n",
"[67]\tvalid_0's poisson: -95.3091\tvalid_0's l2: 376.61\n",
"[68]\tvalid_0's poisson: -95.2721\tvalid_0's l2: 375.646\n",
"[69]\tvalid_0's poisson: -95.2696\tvalid_0's l2: 375.152\n",
"[70]\tvalid_0's poisson: -95.409\tvalid_0's l2: 373.268\n",
"[71]\tvalid_0's poisson: -95.4611\tvalid_0's l2: 372.779\n",
"[72]\tvalid_0's poisson: -95.747\tvalid_0's l2: 371.968\n",
"[73]\tvalid_0's poisson: -95.2642\tvalid_0's l2: 373.847\n",
"[74]\tvalid_0's poisson: -95.3136\tvalid_0's l2: 371.552\n",
"[75]\tvalid_0's poisson: -95.7284\tvalid_0's l2: 372.951\n",
"[76]\tvalid_0's poisson: -95.016\tvalid_0's l2: 372.731\n",
"[77]\tvalid_0's poisson: -95.1395\tvalid_0's l2: 372.789\n",
"[78]\tvalid_0's poisson: -95.6028\tvalid_0's l2: 370.961\n",
"[79]\tvalid_0's poisson: -95.407\tvalid_0's l2: 370.255\n",
"[80]\tvalid_0's poisson: -95.479\tvalid_0's l2: 369.697\n",
"[81]\tvalid_0's poisson: -95.3099\tvalid_0's l2: 369.577\n",
"[82]\tvalid_0's poisson: -95.3659\tvalid_0's l2: 369.579\n",
"[83]\tvalid_0's poisson: -95.254\tvalid_0's l2: 367.445\n",
"[84]\tvalid_0's poisson: -95.1618\tvalid_0's l2: 367.134\n",
"[85]\tvalid_0's poisson: -94.7324\tvalid_0's l2: 367.562\n",
"[86]\tvalid_0's poisson: -95.2965\tvalid_0's l2: 367.301\n",
"[87]\tvalid_0's poisson: -95.115\tvalid_0's l2: 367.996\n",
"[88]\tvalid_0's poisson: -96.2092\tvalid_0's l2: 364.633\n",
"[89]\tvalid_0's poisson: -96.5511\tvalid_0's l2: 364.516\n",
"[90]\tvalid_0's poisson: -96.3658\tvalid_0's l2: 364.69\n",
"[91]\tvalid_0's poisson: -96.4789\tvalid_0's l2: 365.714\n",
"[92]\tvalid_0's poisson: -96.3323\tvalid_0's l2: 364.475\n",
"[93]\tvalid_0's poisson: -96.0846\tvalid_0's l2: 362.812\n",
"[94]\tvalid_0's poisson: -95.8835\tvalid_0's l2: 362.013\n",
"[95]\tvalid_0's poisson: -96.2104\tvalid_0's l2: 361.297\n",
"[96]\tvalid_0's poisson: -96.2766\tvalid_0's l2: 362.612\n",
"[97]\tvalid_0's poisson: -96.0997\tvalid_0's l2: 361.685\n",
"[98]\tvalid_0's poisson: -96.5709\tvalid_0's l2: 361.803\n",
"[99]\tvalid_0's poisson: -96.271\tvalid_0's l2: 360.442\n",
"[100]\tvalid_0's poisson: -96.2351\tvalid_0's l2: 360.135\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -103.032\tvalid_0's l2: 1054.41\n",
"[2]\tvalid_0's poisson: -100.82\tvalid_0's l2: 755.056\n",
"[3]\tvalid_0's poisson: -100.29\tvalid_0's l2: 650.918\n",
"[4]\tvalid_0's poisson: -99.3264\tvalid_0's l2: 620.852\n",
"[5]\tvalid_0's poisson: -92.0454\tvalid_0's l2: 566.038\n",
"[6]\tvalid_0's poisson: -98.9315\tvalid_0's l2: 544.422\n",
"[7]\tvalid_0's poisson: -98.5294\tvalid_0's l2: 538.544\n",
"[8]\tvalid_0's poisson: -98.5569\tvalid_0's l2: 530.59\n",
"[9]\tvalid_0's poisson: -98.6446\tvalid_0's l2: 522.838\n",
"[10]\tvalid_0's poisson: -98.394\tvalid_0's l2: 520.751\n",
"[11]\tvalid_0's poisson: -98.2913\tvalid_0's l2: 521.909\n",
"[12]\tvalid_0's poisson: -97.2164\tvalid_0's l2: 522.105\n",
"[13]\tvalid_0's poisson: -96.9966\tvalid_0's l2: 507.378\n",
"[14]\tvalid_0's poisson: -95.9975\tvalid_0's l2: 495.469\n",
"[15]\tvalid_0's poisson: -96.1686\tvalid_0's l2: 490.931\n",
"[16]\tvalid_0's poisson: -95.9281\tvalid_0's l2: 484.96\n",
"[17]\tvalid_0's poisson: -95.8506\tvalid_0's l2: 481.773\n",
"[18]\tvalid_0's poisson: -96.0386\tvalid_0's l2: 480.106\n",
"[19]\tvalid_0's poisson: -95.661\tvalid_0's l2: 470.747\n",
"[20]\tvalid_0's poisson: -95.2889\tvalid_0's l2: 469.374\n",
"[21]\tvalid_0's poisson: -95.3866\tvalid_0's l2: 465.683\n",
"[22]\tvalid_0's poisson: -95.3399\tvalid_0's l2: 464.193\n",
"[23]\tvalid_0's poisson: -95.436\tvalid_0's l2: 459.124\n",
"[24]\tvalid_0's poisson: -95.1629\tvalid_0's l2: 458.572\n",
"[25]\tvalid_0's poisson: -95.0533\tvalid_0's l2: 455.095\n",
"[26]\tvalid_0's poisson: -95.6875\tvalid_0's l2: 457.267\n",
"[27]\tvalid_0's poisson: -95.7868\tvalid_0's l2: 456.097\n",
"[28]\tvalid_0's poisson: -95.0734\tvalid_0's l2: 450.718\n",
"[29]\tvalid_0's poisson: -95.0636\tvalid_0's l2: 449.1\n",
"[30]\tvalid_0's poisson: -95.1915\tvalid_0's l2: 447.533\n",
"[31]\tvalid_0's poisson: -95.1872\tvalid_0's l2: 442.862\n",
"[32]\tvalid_0's poisson: -95.5557\tvalid_0's l2: 444.012\n",
"[33]\tvalid_0's poisson: -95.4239\tvalid_0's l2: 442.524\n",
"[34]\tvalid_0's poisson: -95.3963\tvalid_0's l2: 441.154\n",
"[35]\tvalid_0's poisson: -95.6828\tvalid_0's l2: 439.405\n",
"[36]\tvalid_0's poisson: -95.4705\tvalid_0's l2: 440.699\n",
"[37]\tvalid_0's poisson: -95.7215\tvalid_0's l2: 437.905\n",
"[38]\tvalid_0's poisson: -95.0335\tvalid_0's l2: 434.824\n",
"[39]\tvalid_0's poisson: -95.5245\tvalid_0's l2: 429.61\n",
"[40]\tvalid_0's poisson: -95.8831\tvalid_0's l2: 429.591\n",
"[41]\tvalid_0's poisson: -95.8443\tvalid_0's l2: 426.149\n",
"[42]\tvalid_0's poisson: -95.0758\tvalid_0's l2: 423.438\n",
"[43]\tvalid_0's poisson: -94.4959\tvalid_0's l2: 422.402\n",
"[44]\tvalid_0's poisson: -94.2526\tvalid_0's l2: 421.232\n",
"[45]\tvalid_0's poisson: -94.1052\tvalid_0's l2: 416.983\n",
"[46]\tvalid_0's poisson: -93.8362\tvalid_0's l2: 415.523\n",
"[47]\tvalid_0's poisson: -94.2299\tvalid_0's l2: 415.418\n",
"[48]\tvalid_0's poisson: -94.3715\tvalid_0's l2: 415.497\n",
"[49]\tvalid_0's poisson: -93.9008\tvalid_0's l2: 414.985\n",
"[50]\tvalid_0's poisson: -93.8398\tvalid_0's l2: 414.638\n",
"[51]\tvalid_0's poisson: -93.7274\tvalid_0's l2: 410.791\n",
"[52]\tvalid_0's poisson: -93.8958\tvalid_0's l2: 409.743\n",
"[53]\tvalid_0's poisson: -94.8224\tvalid_0's l2: 408.534\n",
"[54]\tvalid_0's poisson: -95.7529\tvalid_0's l2: 406.476\n",
"[55]\tvalid_0's poisson: -95.7248\tvalid_0's l2: 407.599\n",
"[56]\tvalid_0's poisson: -96.0852\tvalid_0's l2: 406.681\n",
"[57]\tvalid_0's poisson: -95.3392\tvalid_0's l2: 406.807\n",
"[58]\tvalid_0's poisson: -95.3642\tvalid_0's l2: 405.035\n",
"[59]\tvalid_0's poisson: -95.787\tvalid_0's l2: 405.483\n",
"[60]\tvalid_0's poisson: -95.8064\tvalid_0's l2: 403.039\n",
"[61]\tvalid_0's poisson: -95.7929\tvalid_0's l2: 401.527\n",
"[62]\tvalid_0's poisson: -95.6751\tvalid_0's l2: 400.204\n",
"[63]\tvalid_0's poisson: -95.8206\tvalid_0's l2: 399.954\n",
"[64]\tvalid_0's poisson: -95.8665\tvalid_0's l2: 397.978\n",
"[65]\tvalid_0's poisson: -95.1717\tvalid_0's l2: 398.785\n",
"[66]\tvalid_0's poisson: -95.182\tvalid_0's l2: 399.351\n",
"[67]\tvalid_0's poisson: -95.2983\tvalid_0's l2: 398.674\n",
"[68]\tvalid_0's poisson: -95.2525\tvalid_0's l2: 397.846\n",
"[69]\tvalid_0's poisson: -94.9727\tvalid_0's l2: 397.817\n",
"[70]\tvalid_0's poisson: -94.8408\tvalid_0's l2: 395.791\n",
"[71]\tvalid_0's poisson: -94.7903\tvalid_0's l2: 395.008\n",
"[72]\tvalid_0's poisson: -95.0236\tvalid_0's l2: 394.525\n",
"[73]\tvalid_0's poisson: -95.3321\tvalid_0's l2: 396.747\n",
"[74]\tvalid_0's poisson: -95.1049\tvalid_0's l2: 397.764\n",
"[75]\tvalid_0's poisson: -95.1058\tvalid_0's l2: 394.413\n",
"[76]\tvalid_0's poisson: -95.0938\tvalid_0's l2: 394.913\n",
"[77]\tvalid_0's poisson: -95.2329\tvalid_0's l2: 395.168\n",
"[78]\tvalid_0's poisson: -94.4968\tvalid_0's l2: 393.703\n",
"[79]\tvalid_0's poisson: -94.7587\tvalid_0's l2: 391.133\n",
"[80]\tvalid_0's poisson: -94.3152\tvalid_0's l2: 392.473\n",
"[81]\tvalid_0's poisson: -94.618\tvalid_0's l2: 392.004\n",
"[82]\tvalid_0's poisson: -94.7374\tvalid_0's l2: 391.893\n",
"[83]\tvalid_0's poisson: -94.533\tvalid_0's l2: 391.436\n",
"[84]\tvalid_0's poisson: -94.9386\tvalid_0's l2: 392.162\n",
"[85]\tvalid_0's poisson: -94.7902\tvalid_0's l2: 392.489\n",
"[86]\tvalid_0's poisson: -95.5992\tvalid_0's l2: 391.399\n",
"[87]\tvalid_0's poisson: -95.4079\tvalid_0's l2: 391.135\n",
"[88]\tvalid_0's poisson: -95.372\tvalid_0's l2: 391.723\n",
"[89]\tvalid_0's poisson: -95.3597\tvalid_0's l2: 392.161\n",
"[90]\tvalid_0's poisson: -95.3061\tvalid_0's l2: 392.253\n",
"[91]\tvalid_0's poisson: -94.8905\tvalid_0's l2: 390.356\n",
"[92]\tvalid_0's poisson: -94.8612\tvalid_0's l2: 388.305\n",
"[93]\tvalid_0's poisson: -94.6662\tvalid_0's l2: 387.244\n",
"[94]\tvalid_0's poisson: -94.9243\tvalid_0's l2: 386.494\n",
"[95]\tvalid_0's poisson: -95.1309\tvalid_0's l2: 387.471\n",
"[96]\tvalid_0's poisson: -95.2974\tvalid_0's l2: 385.667\n",
"[97]\tvalid_0's poisson: -94.5652\tvalid_0's l2: 383.355\n",
"[98]\tvalid_0's poisson: -95.5351\tvalid_0's l2: 382.661\n",
"[99]\tvalid_0's poisson: -95.4616\tvalid_0's l2: 380.971\n",
"[100]\tvalid_0's poisson: -96.0692\tvalid_0's l2: 378.132\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -103.056\tvalid_0's l2: 1052.96\n",
"[2]\tvalid_0's poisson: -105.111\tvalid_0's l2: 735.861\n",
"[3]\tvalid_0's poisson: -101.113\tvalid_0's l2: 667.83\n",
"[4]\tvalid_0's poisson: -97.5014\tvalid_0's l2: 612.928\n",
"[5]\tvalid_0's poisson: -96.384\tvalid_0's l2: 564.37\n",
"[6]\tvalid_0's poisson: -93.3234\tvalid_0's l2: 547.123\n",
"[7]\tvalid_0's poisson: -98.5415\tvalid_0's l2: 513.658\n",
"[8]\tvalid_0's poisson: -96.0522\tvalid_0's l2: 507.262\n",
"[9]\tvalid_0's poisson: -97.9526\tvalid_0's l2: 501.819\n",
"[10]\tvalid_0's poisson: -99.8063\tvalid_0's l2: 492.552\n",
"[11]\tvalid_0's poisson: -98.6584\tvalid_0's l2: 486.401\n",
"[12]\tvalid_0's poisson: -98.8879\tvalid_0's l2: 479.665\n",
"[13]\tvalid_0's poisson: -98.0295\tvalid_0's l2: 474.083\n",
"[14]\tvalid_0's poisson: -100.565\tvalid_0's l2: 452.438\n",
"[15]\tvalid_0's poisson: -100.198\tvalid_0's l2: 439.968\n",
"[16]\tvalid_0's poisson: -99.6132\tvalid_0's l2: 437.59\n",
"[17]\tvalid_0's poisson: -99.472\tvalid_0's l2: 438.237\n",
"[18]\tvalid_0's poisson: -99.6377\tvalid_0's l2: 436.002\n",
"[19]\tvalid_0's poisson: -99.349\tvalid_0's l2: 434.986\n",
"[20]\tvalid_0's poisson: -99.0893\tvalid_0's l2: 430.165\n",
"[21]\tvalid_0's poisson: -99.2623\tvalid_0's l2: 429.335\n",
"[22]\tvalid_0's poisson: -99.132\tvalid_0's l2: 424.393\n",
"[23]\tvalid_0's poisson: -99.0088\tvalid_0's l2: 425.404\n",
"[24]\tvalid_0's poisson: -98.9754\tvalid_0's l2: 422.328\n",
"[25]\tvalid_0's poisson: -99.2633\tvalid_0's l2: 421.929\n",
"[26]\tvalid_0's poisson: -99.8914\tvalid_0's l2: 415.453\n",
"[27]\tvalid_0's poisson: -98.9913\tvalid_0's l2: 414.62\n",
"[28]\tvalid_0's poisson: -99.7747\tvalid_0's l2: 410.556\n",
"[29]\tvalid_0's poisson: -100.17\tvalid_0's l2: 404.835\n",
"[30]\tvalid_0's poisson: -99.7537\tvalid_0's l2: 404.021\n",
"[31]\tvalid_0's poisson: -100.54\tvalid_0's l2: 399.736\n",
"[32]\tvalid_0's poisson: -100.278\tvalid_0's l2: 395.308\n",
"[33]\tvalid_0's poisson: -100.015\tvalid_0's l2: 392.882\n",
"[34]\tvalid_0's poisson: -100.149\tvalid_0's l2: 391.438\n",
"[35]\tvalid_0's poisson: -100.053\tvalid_0's l2: 392.037\n",
"[36]\tvalid_0's poisson: -99.3987\tvalid_0's l2: 389.167\n",
"[37]\tvalid_0's poisson: -99.5604\tvalid_0's l2: 387.955\n",
"[38]\tvalid_0's poisson: -99.4196\tvalid_0's l2: 385.52\n",
"[39]\tvalid_0's poisson: -99.4594\tvalid_0's l2: 383.56\n",
"[40]\tvalid_0's poisson: -98.896\tvalid_0's l2: 383.169\n",
"[41]\tvalid_0's poisson: -98.7529\tvalid_0's l2: 382.943\n",
"[42]\tvalid_0's poisson: -98.7388\tvalid_0's l2: 385.307\n",
"[43]\tvalid_0's poisson: -98.7014\tvalid_0's l2: 385.284\n",
"[44]\tvalid_0's poisson: -98.7052\tvalid_0's l2: 385.313\n",
"[45]\tvalid_0's poisson: -99.0267\tvalid_0's l2: 385.101\n",
"[46]\tvalid_0's poisson: -99.1111\tvalid_0's l2: 383.539\n",
"[47]\tvalid_0's poisson: -99.1258\tvalid_0's l2: 382.748\n",
"[48]\tvalid_0's poisson: -98.6715\tvalid_0's l2: 380.175\n",
"[49]\tvalid_0's poisson: -98.7475\tvalid_0's l2: 379.833\n",
"[50]\tvalid_0's poisson: -99.1596\tvalid_0's l2: 379.215\n",
"[51]\tvalid_0's poisson: -98.9665\tvalid_0's l2: 379.238\n",
"[52]\tvalid_0's poisson: -99.9162\tvalid_0's l2: 375.431\n",
"[53]\tvalid_0's poisson: -99.9592\tvalid_0's l2: 375.61\n",
"[54]\tvalid_0's poisson: -99.8733\tvalid_0's l2: 376.637\n",
"[55]\tvalid_0's poisson: -99.6755\tvalid_0's l2: 378.664\n",
"[56]\tvalid_0's poisson: -100.09\tvalid_0's l2: 379.545\n",
"[57]\tvalid_0's poisson: -100.316\tvalid_0's l2: 375.193\n",
"[58]\tvalid_0's poisson: -100.286\tvalid_0's l2: 373.817\n",
"[59]\tvalid_0's poisson: -99.9505\tvalid_0's l2: 373.879\n",
"[60]\tvalid_0's poisson: -100.121\tvalid_0's l2: 373.591\n",
"[61]\tvalid_0's poisson: -100.045\tvalid_0's l2: 370.9\n",
"[62]\tvalid_0's poisson: -99.5961\tvalid_0's l2: 372.169\n",
"[63]\tvalid_0's poisson: -99.6363\tvalid_0's l2: 369.859\n",
"[64]\tvalid_0's poisson: -99.8514\tvalid_0's l2: 370.019\n",
"[65]\tvalid_0's poisson: -100.129\tvalid_0's l2: 367.909\n",
"[66]\tvalid_0's poisson: -99.8164\tvalid_0's l2: 368.926\n",
"[67]\tvalid_0's poisson: -99.7679\tvalid_0's l2: 367.97\n",
"[68]\tvalid_0's poisson: -99.5862\tvalid_0's l2: 367.11\n",
"[69]\tvalid_0's poisson: -99.4659\tvalid_0's l2: 368.082\n",
"[70]\tvalid_0's poisson: -99.6351\tvalid_0's l2: 367.589\n",
"[71]\tvalid_0's poisson: -100.037\tvalid_0's l2: 366.649\n",
"[72]\tvalid_0's poisson: -98.8574\tvalid_0's l2: 361.342\n",
"[73]\tvalid_0's poisson: -98.7855\tvalid_0's l2: 360.415\n",
"[74]\tvalid_0's poisson: -98.4267\tvalid_0's l2: 359.322\n",
"[75]\tvalid_0's poisson: -98.576\tvalid_0's l2: 358.974\n",
"[76]\tvalid_0's poisson: -98.4804\tvalid_0's l2: 358.563\n",
"[77]\tvalid_0's poisson: -98.9575\tvalid_0's l2: 358.915\n",
"[78]\tvalid_0's poisson: -99.6411\tvalid_0's l2: 358.985\n",
"[79]\tvalid_0's poisson: -99.6335\tvalid_0's l2: 359.024\n",
"[80]\tvalid_0's poisson: -99.477\tvalid_0's l2: 360.246\n",
"[81]\tvalid_0's poisson: -99.0701\tvalid_0's l2: 357.868\n",
"[82]\tvalid_0's poisson: -98.9424\tvalid_0's l2: 358.444\n",
"[83]\tvalid_0's poisson: -98.6448\tvalid_0's l2: 355.799\n",
"[84]\tvalid_0's poisson: -98.616\tvalid_0's l2: 355.817\n",
"[85]\tvalid_0's poisson: -98.5912\tvalid_0's l2: 355.534\n",
"[86]\tvalid_0's poisson: -98.8296\tvalid_0's l2: 355.223\n",
"[87]\tvalid_0's poisson: -98.4119\tvalid_0's l2: 355.961\n",
"[88]\tvalid_0's poisson: -98.474\tvalid_0's l2: 355.732\n",
"[89]\tvalid_0's poisson: -97.8985\tvalid_0's l2: 355.116\n",
"[90]\tvalid_0's poisson: -97.8546\tvalid_0's l2: 355.574\n",
"[91]\tvalid_0's poisson: -97.9239\tvalid_0's l2: 355.392\n",
"[92]\tvalid_0's poisson: -98.7473\tvalid_0's l2: 356.094\n",
"[93]\tvalid_0's poisson: -98.7372\tvalid_0's l2: 355.732\n",
"[94]\tvalid_0's poisson: -99.0777\tvalid_0's l2: 355.736\n",
"[95]\tvalid_0's poisson: -98.3912\tvalid_0's l2: 351.63\n",
"[96]\tvalid_0's poisson: -99.1076\tvalid_0's l2: 350.654\n",
"[97]\tvalid_0's poisson: -98.9267\tvalid_0's l2: 351.301\n",
"[98]\tvalid_0's poisson: -99.0859\tvalid_0's l2: 350.415\n",
"[99]\tvalid_0's poisson: -98.7502\tvalid_0's l2: 351.002\n",
"[100]\tvalid_0's poisson: -98.8746\tvalid_0's l2: 350.889\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -103.043\tvalid_0's l2: 1053.55\n",
"[2]\tvalid_0's poisson: -103.975\tvalid_0's l2: 758.754\n",
"[3]\tvalid_0's poisson: -93.1658\tvalid_0's l2: 693.123\n",
"[4]\tvalid_0's poisson: -93.8362\tvalid_0's l2: 661.448\n",
"[5]\tvalid_0's poisson: -95.5768\tvalid_0's l2: 619.972\n",
"[6]\tvalid_0's poisson: -95.1171\tvalid_0's l2: 622.3\n",
"[7]\tvalid_0's poisson: -96.1372\tvalid_0's l2: 605.814\n",
"[8]\tvalid_0's poisson: -94.1371\tvalid_0's l2: 594.278\n",
"[9]\tvalid_0's poisson: -92.3675\tvalid_0's l2: 584.058\n",
"[10]\tvalid_0's poisson: -93.3835\tvalid_0's l2: 570.937\n",
"[11]\tvalid_0's poisson: -92.2519\tvalid_0's l2: 548.67\n",
"[12]\tvalid_0's poisson: -90.5594\tvalid_0's l2: 543.065\n",
"[13]\tvalid_0's poisson: -93.1897\tvalid_0's l2: 532.314\n",
"[14]\tvalid_0's poisson: -91.979\tvalid_0's l2: 524.242\n",
"[15]\tvalid_0's poisson: -91.7428\tvalid_0's l2: 516.47\n",
"[16]\tvalid_0's poisson: -92.0792\tvalid_0's l2: 516.607\n",
"[17]\tvalid_0's poisson: -92.0583\tvalid_0's l2: 512.458\n",
"[18]\tvalid_0's poisson: -91.2098\tvalid_0's l2: 504.216\n",
"[19]\tvalid_0's poisson: -90.9332\tvalid_0's l2: 503.153\n",
"[20]\tvalid_0's poisson: -91.3171\tvalid_0's l2: 500.887\n",
"[21]\tvalid_0's poisson: -91.6282\tvalid_0's l2: 498.583\n",
"[22]\tvalid_0's poisson: -92.418\tvalid_0's l2: 497.658\n",
"[23]\tvalid_0's poisson: -92.6633\tvalid_0's l2: 494.725\n",
"[24]\tvalid_0's poisson: -91.6964\tvalid_0's l2: 492.436\n",
"[25]\tvalid_0's poisson: -92.4035\tvalid_0's l2: 492.673\n",
"[26]\tvalid_0's poisson: -93.8383\tvalid_0's l2: 489.053\n",
"[27]\tvalid_0's poisson: -95.1735\tvalid_0's l2: 480.617\n",
"[28]\tvalid_0's poisson: -94.7785\tvalid_0's l2: 479.405\n",
"[29]\tvalid_0's poisson: -94.8452\tvalid_0's l2: 480.682\n",
"[30]\tvalid_0's poisson: -94.0796\tvalid_0's l2: 473.477\n",
"[31]\tvalid_0's poisson: -93.359\tvalid_0's l2: 471.251\n",
"[32]\tvalid_0's poisson: -93.0801\tvalid_0's l2: 465.252\n",
"[33]\tvalid_0's poisson: -92.9372\tvalid_0's l2: 461.853\n",
"[34]\tvalid_0's poisson: -92.0085\tvalid_0's l2: 460.364\n",
"[35]\tvalid_0's poisson: -93.5523\tvalid_0's l2: 456.001\n",
"[36]\tvalid_0's poisson: -93.4916\tvalid_0's l2: 458.771\n",
"[37]\tvalid_0's poisson: -93.1644\tvalid_0's l2: 458.311\n",
"[38]\tvalid_0's poisson: -94.4496\tvalid_0's l2: 453.816\n",
"[39]\tvalid_0's poisson: -94.0131\tvalid_0's l2: 453.024\n",
"[40]\tvalid_0's poisson: -94.528\tvalid_0's l2: 451.523\n",
"[41]\tvalid_0's poisson: -93.1938\tvalid_0's l2: 449.374\n",
"[42]\tvalid_0's poisson: -93.5965\tvalid_0's l2: 447.729\n",
"[43]\tvalid_0's poisson: -93.7581\tvalid_0's l2: 442.563\n",
"[44]\tvalid_0's poisson: -93.7667\tvalid_0's l2: 442.641\n",
"[45]\tvalid_0's poisson: -93.9476\tvalid_0's l2: 438.83\n",
"[46]\tvalid_0's poisson: -94.0352\tvalid_0's l2: 436.076\n",
"[47]\tvalid_0's poisson: -94.0082\tvalid_0's l2: 436.826\n",
"[48]\tvalid_0's poisson: -94.5453\tvalid_0's l2: 434.548\n",
"[49]\tvalid_0's poisson: -93.5574\tvalid_0's l2: 432.418\n",
"[50]\tvalid_0's poisson: -94.6732\tvalid_0's l2: 432.717\n",
"[51]\tvalid_0's poisson: -94.5101\tvalid_0's l2: 432.268\n",
"[52]\tvalid_0's poisson: -94.7675\tvalid_0's l2: 431.418\n",
"[53]\tvalid_0's poisson: -94.6483\tvalid_0's l2: 430.266\n",
"[54]\tvalid_0's poisson: -94.3432\tvalid_0's l2: 429.27\n",
"[55]\tvalid_0's poisson: -94.2601\tvalid_0's l2: 428.491\n",
"[56]\tvalid_0's poisson: -94.11\tvalid_0's l2: 425.766\n",
"[57]\tvalid_0's poisson: -94.2674\tvalid_0's l2: 423.824\n",
"[58]\tvalid_0's poisson: -94.0644\tvalid_0's l2: 420.405\n",
"[59]\tvalid_0's poisson: -94.0968\tvalid_0's l2: 419.84\n",
"[60]\tvalid_0's poisson: -93.9266\tvalid_0's l2: 420.808\n",
"[61]\tvalid_0's poisson: -94.1011\tvalid_0's l2: 420.694\n",
"[62]\tvalid_0's poisson: -94.2704\tvalid_0's l2: 418.413\n",
"[63]\tvalid_0's poisson: -94.735\tvalid_0's l2: 418.004\n",
"[64]\tvalid_0's poisson: -94.8104\tvalid_0's l2: 414.925\n",
"[65]\tvalid_0's poisson: -95.2956\tvalid_0's l2: 410.89\n",
"[66]\tvalid_0's poisson: -95.1968\tvalid_0's l2: 409.172\n",
"[67]\tvalid_0's poisson: -95.1456\tvalid_0's l2: 405.675\n",
"[68]\tvalid_0's poisson: -95.2561\tvalid_0's l2: 405.881\n",
"[69]\tvalid_0's poisson: -95.4195\tvalid_0's l2: 404.571\n",
"[70]\tvalid_0's poisson: -95.1071\tvalid_0's l2: 400.347\n",
"[71]\tvalid_0's poisson: -96.3662\tvalid_0's l2: 398.852\n",
"[72]\tvalid_0's poisson: -96.5414\tvalid_0's l2: 395.433\n",
"[73]\tvalid_0's poisson: -96.0129\tvalid_0's l2: 393.353\n",
"[74]\tvalid_0's poisson: -96.3692\tvalid_0's l2: 390.378\n",
"[75]\tvalid_0's poisson: -96.1089\tvalid_0's l2: 391.704\n",
"[76]\tvalid_0's poisson: -96.3965\tvalid_0's l2: 392.028\n",
"[77]\tvalid_0's poisson: -96.4131\tvalid_0's l2: 391.699\n",
"[78]\tvalid_0's poisson: -96.1433\tvalid_0's l2: 391.747\n",
"[79]\tvalid_0's poisson: -96.1883\tvalid_0's l2: 392.462\n",
"[80]\tvalid_0's poisson: -96.1309\tvalid_0's l2: 390.653\n",
"[81]\tvalid_0's poisson: -95.9741\tvalid_0's l2: 391.867\n",
"[82]\tvalid_0's poisson: -95.9917\tvalid_0's l2: 393.671\n",
"[83]\tvalid_0's poisson: -96.1579\tvalid_0's l2: 392.619\n",
"[84]\tvalid_0's poisson: -95.8121\tvalid_0's l2: 391.426\n",
"[85]\tvalid_0's poisson: -95.9833\tvalid_0's l2: 389.351\n",
"[86]\tvalid_0's poisson: -96.6931\tvalid_0's l2: 388.678\n",
"[87]\tvalid_0's poisson: -96.7695\tvalid_0's l2: 388.914\n",
"[88]\tvalid_0's poisson: -96.7239\tvalid_0's l2: 389.352\n",
"[89]\tvalid_0's poisson: -96.8472\tvalid_0's l2: 387.237\n",
"[90]\tvalid_0's poisson: -96.9503\tvalid_0's l2: 387.155\n",
"[91]\tvalid_0's poisson: -96.8465\tvalid_0's l2: 390.418\n",
"[92]\tvalid_0's poisson: -97.0307\tvalid_0's l2: 389.433\n",
"[93]\tvalid_0's poisson: -97.1713\tvalid_0's l2: 389.45\n",
"[94]\tvalid_0's poisson: -96.6561\tvalid_0's l2: 389.755\n",
"[95]\tvalid_0's poisson: -96.6408\tvalid_0's l2: 390.326\n",
"[96]\tvalid_0's poisson: -96.5461\tvalid_0's l2: 388.767\n",
"[97]\tvalid_0's poisson: -96.6036\tvalid_0's l2: 388.649\n",
"[98]\tvalid_0's poisson: -96.5691\tvalid_0's l2: 387.315\n",
"[99]\tvalid_0's poisson: -96.5639\tvalid_0's l2: 387.52\n",
"[100]\tvalid_0's poisson: -96.566\tvalid_0's l2: 386.921\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.5318\tvalid_0's l2: 2122.01\n",
"[2]\tvalid_0's poisson: -91.4687\tvalid_0's l2: 1963.31\n",
"[3]\tvalid_0's poisson: -93.158\tvalid_0's l2: 1816.4\n",
"[4]\tvalid_0's poisson: -94.577\tvalid_0's l2: 1688.79\n",
"[5]\tvalid_0's poisson: -95.7946\tvalid_0's l2: 1575.95\n",
"[6]\tvalid_0's poisson: -96.8525\tvalid_0's l2: 1476.11\n",
"[7]\tvalid_0's poisson: -97.7688\tvalid_0's l2: 1388.4\n",
"[8]\tvalid_0's poisson: -98.5857\tvalid_0's l2: 1310.14\n",
"[9]\tvalid_0's poisson: -99.3326\tvalid_0's l2: 1238.83\n",
"[10]\tvalid_0's poisson: -100.055\tvalid_0's l2: 1169.53\n",
"[11]\tvalid_0's poisson: -100.675\tvalid_0's l2: 1109.21\n",
"[12]\tvalid_0's poisson: -101.244\tvalid_0's l2: 1055.18\n",
"[13]\tvalid_0's poisson: -101.745\tvalid_0's l2: 1006.58\n",
"[14]\tvalid_0's poisson: -102.242\tvalid_0's l2: 960.726\n",
"[15]\tvalid_0's poisson: -102.65\tvalid_0's l2: 921.77\n",
"[16]\tvalid_0's poisson: -103.01\tvalid_0's l2: 887.303\n",
"[17]\tvalid_0's poisson: -103.395\tvalid_0's l2: 852.95\n",
"[18]\tvalid_0's poisson: -103.772\tvalid_0's l2: 820.195\n",
"[19]\tvalid_0's poisson: -104.051\tvalid_0's l2: 794.499\n",
"[20]\tvalid_0's poisson: -104.368\tvalid_0's l2: 767.85\n",
"[21]\tvalid_0's poisson: -104.63\tvalid_0's l2: 744.702\n",
"[22]\tvalid_0's poisson: -104.903\tvalid_0's l2: 721.926\n",
"[23]\tvalid_0's poisson: -105.118\tvalid_0's l2: 702.205\n",
"[24]\tvalid_0's poisson: -105.356\tvalid_0's l2: 683.26\n",
"[25]\tvalid_0's poisson: -105.57\tvalid_0's l2: 665.976\n",
"[26]\tvalid_0's poisson: -105.755\tvalid_0's l2: 649.979\n",
"[27]\tvalid_0's poisson: -105.916\tvalid_0's l2: 636.384\n",
"[28]\tvalid_0's poisson: -106.091\tvalid_0's l2: 623.226\n",
"[29]\tvalid_0's poisson: -106.241\tvalid_0's l2: 611.268\n",
"[30]\tvalid_0's poisson: -106.38\tvalid_0's l2: 600.281\n",
"[31]\tvalid_0's poisson: -106.522\tvalid_0's l2: 589.934\n",
"[32]\tvalid_0's poisson: -106.636\tvalid_0's l2: 579.965\n",
"[33]\tvalid_0's poisson: -106.742\tvalid_0's l2: 571.629\n",
"[34]\tvalid_0's poisson: -106.847\tvalid_0's l2: 563.868\n",
"[35]\tvalid_0's poisson: -106.943\tvalid_0's l2: 555.799\n",
"[36]\tvalid_0's poisson: -107.049\tvalid_0's l2: 547.789\n",
"[37]\tvalid_0's poisson: -107.141\tvalid_0's l2: 538.969\n",
"[38]\tvalid_0's poisson: -107.232\tvalid_0's l2: 532.215\n",
"[39]\tvalid_0's poisson: -107.309\tvalid_0's l2: 525.155\n",
"[40]\tvalid_0's poisson: -107.385\tvalid_0's l2: 518.498\n",
"[41]\tvalid_0's poisson: -107.454\tvalid_0's l2: 513.611\n",
"[42]\tvalid_0's poisson: -107.504\tvalid_0's l2: 507.972\n",
"[43]\tvalid_0's poisson: -107.558\tvalid_0's l2: 503.009\n",
"[44]\tvalid_0's poisson: -107.617\tvalid_0's l2: 497.38\n",
"[45]\tvalid_0's poisson: -107.676\tvalid_0's l2: 492.717\n",
"[46]\tvalid_0's poisson: -107.717\tvalid_0's l2: 488.295\n",
"[47]\tvalid_0's poisson: -107.759\tvalid_0's l2: 484.549\n",
"[48]\tvalid_0's poisson: -107.8\tvalid_0's l2: 481.464\n",
"[49]\tvalid_0's poisson: -107.84\tvalid_0's l2: 477.86\n",
"[50]\tvalid_0's poisson: -107.858\tvalid_0's l2: 475.083\n",
"[51]\tvalid_0's poisson: -107.831\tvalid_0's l2: 472.445\n",
"[52]\tvalid_0's poisson: -107.848\tvalid_0's l2: 468.658\n",
"[53]\tvalid_0's poisson: -107.879\tvalid_0's l2: 466.296\n",
"[54]\tvalid_0's poisson: -107.882\tvalid_0's l2: 463.972\n",
"[55]\tvalid_0's poisson: -107.88\tvalid_0's l2: 461.791\n",
"[56]\tvalid_0's poisson: -107.911\tvalid_0's l2: 459.265\n",
"[57]\tvalid_0's poisson: -107.868\tvalid_0's l2: 456.203\n",
"[58]\tvalid_0's poisson: -107.873\tvalid_0's l2: 454.533\n",
"[59]\tvalid_0's poisson: -107.844\tvalid_0's l2: 452.563\n",
"[60]\tvalid_0's poisson: -107.863\tvalid_0's l2: 450.51\n",
"[61]\tvalid_0's poisson: -107.85\tvalid_0's l2: 448.592\n",
"[62]\tvalid_0's poisson: -107.842\tvalid_0's l2: 446.894\n",
"[63]\tvalid_0's poisson: -107.861\tvalid_0's l2: 444.639\n",
"[64]\tvalid_0's poisson: -107.879\tvalid_0's l2: 443.124\n",
"[65]\tvalid_0's poisson: -107.785\tvalid_0's l2: 441.033\n",
"[66]\tvalid_0's poisson: -107.857\tvalid_0's l2: 439.275\n",
"[67]\tvalid_0's poisson: -107.785\tvalid_0's l2: 437.979\n",
"[68]\tvalid_0's poisson: -107.825\tvalid_0's l2: 436.405\n",
"[69]\tvalid_0's poisson: -107.832\tvalid_0's l2: 434.852\n",
"[70]\tvalid_0's poisson: -107.795\tvalid_0's l2: 433.283\n",
"[71]\tvalid_0's poisson: -107.778\tvalid_0's l2: 430.241\n",
"[72]\tvalid_0's poisson: -107.734\tvalid_0's l2: 428.481\n",
"[73]\tvalid_0's poisson: -107.693\tvalid_0's l2: 427.495\n",
"[74]\tvalid_0's poisson: -107.631\tvalid_0's l2: 426.411\n",
"[75]\tvalid_0's poisson: -107.631\tvalid_0's l2: 425.406\n",
"[76]\tvalid_0's poisson: -107.653\tvalid_0's l2: 424.055\n",
"[77]\tvalid_0's poisson: -107.654\tvalid_0's l2: 422.801\n",
"[78]\tvalid_0's poisson: -107.626\tvalid_0's l2: 421.818\n",
"[79]\tvalid_0's poisson: -107.614\tvalid_0's l2: 421.075\n",
"[80]\tvalid_0's poisson: -107.524\tvalid_0's l2: 420.116\n",
"[81]\tvalid_0's poisson: -107.455\tvalid_0's l2: 418.555\n",
"[82]\tvalid_0's poisson: -107.505\tvalid_0's l2: 417.218\n",
"[83]\tvalid_0's poisson: -107.405\tvalid_0's l2: 416.513\n",
"[84]\tvalid_0's poisson: -107.369\tvalid_0's l2: 415.702\n",
"[85]\tvalid_0's poisson: -107.309\tvalid_0's l2: 415.152\n",
"[86]\tvalid_0's poisson: -107.32\tvalid_0's l2: 413.438\n",
"[87]\tvalid_0's poisson: -107.318\tvalid_0's l2: 412.274\n",
"[88]\tvalid_0's poisson: -107.318\tvalid_0's l2: 411.271\n",
"[89]\tvalid_0's poisson: -107.321\tvalid_0's l2: 410.048\n",
"[90]\tvalid_0's poisson: -107.308\tvalid_0's l2: 409.401\n",
"[91]\tvalid_0's poisson: -107.307\tvalid_0's l2: 408.513\n",
"[92]\tvalid_0's poisson: -107.236\tvalid_0's l2: 407.834\n",
"[93]\tvalid_0's poisson: -107.199\tvalid_0's l2: 406.863\n",
"[94]\tvalid_0's poisson: -107.142\tvalid_0's l2: 406.39\n",
"[95]\tvalid_0's poisson: -107.136\tvalid_0's l2: 405.08\n",
"[96]\tvalid_0's poisson: -107.082\tvalid_0's l2: 404.714\n",
"[97]\tvalid_0's poisson: -107.076\tvalid_0's l2: 402.442\n",
"[98]\tvalid_0's poisson: -107.069\tvalid_0's l2: 401.815\n",
"[99]\tvalid_0's poisson: -107.074\tvalid_0's l2: 401.335\n",
"[100]\tvalid_0's poisson: -107.075\tvalid_0's l2: 399.985\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.5612\tvalid_0's l2: 2118.98\n",
"[2]\tvalid_0's poisson: -91.6042\tvalid_0's l2: 1950.57\n",
"[3]\tvalid_0's poisson: -93.2313\tvalid_0's l2: 1807.71\n",
"[4]\tvalid_0's poisson: -94.6029\tvalid_0's l2: 1681.96\n",
"[5]\tvalid_0's poisson: -95.7807\tvalid_0's l2: 1571.62\n",
"[6]\tvalid_0's poisson: -96.8035\tvalid_0's l2: 1473.61\n",
"[7]\tvalid_0's poisson: -97.6942\tvalid_0's l2: 1387.79\n",
"[8]\tvalid_0's poisson: -98.5998\tvalid_0's l2: 1300.88\n",
"[9]\tvalid_0's poisson: -99.3253\tvalid_0's l2: 1231.58\n",
"[10]\tvalid_0's poisson: -100.021\tvalid_0's l2: 1163.8\n",
"[11]\tvalid_0's poisson: -100.635\tvalid_0's l2: 1104.5\n",
"[12]\tvalid_0's poisson: -101.207\tvalid_0's l2: 1051.31\n",
"[13]\tvalid_0's poisson: -101.708\tvalid_0's l2: 1004.97\n",
"[14]\tvalid_0's poisson: -102.155\tvalid_0's l2: 963.173\n",
"[15]\tvalid_0's poisson: -102.619\tvalid_0's l2: 920.315\n",
"[16]\tvalid_0's poisson: -102.977\tvalid_0's l2: 886.385\n",
"[17]\tvalid_0's poisson: -103.362\tvalid_0's l2: 851.69\n",
"[18]\tvalid_0's poisson: -103.716\tvalid_0's l2: 820.599\n",
"[19]\tvalid_0's poisson: -104.045\tvalid_0's l2: 791.815\n",
"[20]\tvalid_0's poisson: -104.309\tvalid_0's l2: 768.331\n",
"[21]\tvalid_0's poisson: -104.583\tvalid_0's l2: 745.029\n",
"[22]\tvalid_0's poisson: -104.834\tvalid_0's l2: 723.134\n",
"[23]\tvalid_0's poisson: -105.095\tvalid_0's l2: 701.832\n",
"[24]\tvalid_0's poisson: -105.311\tvalid_0's l2: 683.557\n",
"[25]\tvalid_0's poisson: -105.505\tvalid_0's l2: 667.524\n",
"[26]\tvalid_0's poisson: -105.717\tvalid_0's l2: 651.076\n",
"[27]\tvalid_0's poisson: -105.871\tvalid_0's l2: 637.766\n",
"[28]\tvalid_0's poisson: -106.049\tvalid_0's l2: 624.081\n",
"[29]\tvalid_0's poisson: -106.197\tvalid_0's l2: 612.61\n",
"[30]\tvalid_0's poisson: -106.329\tvalid_0's l2: 602.331\n",
"[31]\tvalid_0's poisson: -106.461\tvalid_0's l2: 590.555\n",
"[32]\tvalid_0's poisson: -106.598\tvalid_0's l2: 580.935\n",
"[33]\tvalid_0's poisson: -106.697\tvalid_0's l2: 571.537\n",
"[34]\tvalid_0's poisson: -106.811\tvalid_0's l2: 562.322\n",
"[35]\tvalid_0's poisson: -106.906\tvalid_0's l2: 555.315\n",
"[36]\tvalid_0's poisson: -106.991\tvalid_0's l2: 546.677\n",
"[37]\tvalid_0's poisson: -107.084\tvalid_0's l2: 539.404\n",
"[38]\tvalid_0's poisson: -107.162\tvalid_0's l2: 532.611\n",
"[39]\tvalid_0's poisson: -107.249\tvalid_0's l2: 525.323\n",
"[40]\tvalid_0's poisson: -107.31\tvalid_0's l2: 519.661\n",
"[41]\tvalid_0's poisson: -107.378\tvalid_0's l2: 513.801\n",
"[42]\tvalid_0's poisson: -107.437\tvalid_0's l2: 508.656\n",
"[43]\tvalid_0's poisson: -107.501\tvalid_0's l2: 503.181\n",
"[44]\tvalid_0's poisson: -107.54\tvalid_0's l2: 499.145\n",
"[45]\tvalid_0's poisson: -107.588\tvalid_0's l2: 494.768\n",
"[46]\tvalid_0's poisson: -107.651\tvalid_0's l2: 489.091\n",
"[47]\tvalid_0's poisson: -107.676\tvalid_0's l2: 485.408\n",
"[48]\tvalid_0's poisson: -107.721\tvalid_0's l2: 481.403\n",
"[49]\tvalid_0's poisson: -107.699\tvalid_0's l2: 478.147\n",
"[50]\tvalid_0's poisson: -107.7\tvalid_0's l2: 475.26\n",
"[51]\tvalid_0's poisson: -107.741\tvalid_0's l2: 471.456\n",
"[52]\tvalid_0's poisson: -107.746\tvalid_0's l2: 469.281\n",
"[53]\tvalid_0's poisson: -107.746\tvalid_0's l2: 466.731\n",
"[54]\tvalid_0's poisson: -107.778\tvalid_0's l2: 464.542\n",
"[55]\tvalid_0's poisson: -107.801\tvalid_0's l2: 462.133\n",
"[56]\tvalid_0's poisson: -107.812\tvalid_0's l2: 460.684\n",
"[57]\tvalid_0's poisson: -107.827\tvalid_0's l2: 456.952\n",
"[58]\tvalid_0's poisson: -107.826\tvalid_0's l2: 455.002\n",
"[59]\tvalid_0's poisson: -107.821\tvalid_0's l2: 452.969\n",
"[60]\tvalid_0's poisson: -107.796\tvalid_0's l2: 450.839\n",
"[61]\tvalid_0's poisson: -107.797\tvalid_0's l2: 449.879\n",
"[62]\tvalid_0's poisson: -107.832\tvalid_0's l2: 447.733\n",
"[63]\tvalid_0's poisson: -107.855\tvalid_0's l2: 446.033\n",
"[64]\tvalid_0's poisson: -107.79\tvalid_0's l2: 444.034\n",
"[65]\tvalid_0's poisson: -107.773\tvalid_0's l2: 442.252\n",
"[66]\tvalid_0's poisson: -107.788\tvalid_0's l2: 440.243\n",
"[67]\tvalid_0's poisson: -107.805\tvalid_0's l2: 438.572\n",
"[68]\tvalid_0's poisson: -107.807\tvalid_0's l2: 436.899\n",
"[69]\tvalid_0's poisson: -107.813\tvalid_0's l2: 435.467\n",
"[70]\tvalid_0's poisson: -107.812\tvalid_0's l2: 434.245\n",
"[71]\tvalid_0's poisson: -107.804\tvalid_0's l2: 432.515\n",
"[72]\tvalid_0's poisson: -107.814\tvalid_0's l2: 431.382\n",
"[73]\tvalid_0's poisson: -107.777\tvalid_0's l2: 429.699\n",
"[74]\tvalid_0's poisson: -107.686\tvalid_0's l2: 428.07\n",
"[75]\tvalid_0's poisson: -107.669\tvalid_0's l2: 427.241\n",
"[76]\tvalid_0's poisson: -107.628\tvalid_0's l2: 426.391\n",
"[77]\tvalid_0's poisson: -107.609\tvalid_0's l2: 425.568\n",
"[78]\tvalid_0's poisson: -107.606\tvalid_0's l2: 424.289\n",
"[79]\tvalid_0's poisson: -107.62\tvalid_0's l2: 422.763\n",
"[80]\tvalid_0's poisson: -107.484\tvalid_0's l2: 421.296\n",
"[81]\tvalid_0's poisson: -107.443\tvalid_0's l2: 420.181\n",
"[82]\tvalid_0's poisson: -107.5\tvalid_0's l2: 418.606\n",
"[83]\tvalid_0's poisson: -107.478\tvalid_0's l2: 417.495\n",
"[84]\tvalid_0's poisson: -107.479\tvalid_0's l2: 416.434\n",
"[85]\tvalid_0's poisson: -107.457\tvalid_0's l2: 415.918\n",
"[86]\tvalid_0's poisson: -107.445\tvalid_0's l2: 415.097\n",
"[87]\tvalid_0's poisson: -107.511\tvalid_0's l2: 414.438\n",
"[88]\tvalid_0's poisson: -107.452\tvalid_0's l2: 413.582\n",
"[89]\tvalid_0's poisson: -107.433\tvalid_0's l2: 412.627\n",
"[90]\tvalid_0's poisson: -107.437\tvalid_0's l2: 411.896\n",
"[91]\tvalid_0's poisson: -107.458\tvalid_0's l2: 411.62\n",
"[92]\tvalid_0's poisson: -107.423\tvalid_0's l2: 411.357\n",
"[93]\tvalid_0's poisson: -107.424\tvalid_0's l2: 410.189\n",
"[94]\tvalid_0's poisson: -107.425\tvalid_0's l2: 409.639\n",
"[95]\tvalid_0's poisson: -107.427\tvalid_0's l2: 409.229\n",
"[96]\tvalid_0's poisson: -107.398\tvalid_0's l2: 408.697\n",
"[97]\tvalid_0's poisson: -107.346\tvalid_0's l2: 407.817\n",
"[98]\tvalid_0's poisson: -107.328\tvalid_0's l2: 407.32\n",
"[99]\tvalid_0's poisson: -107.293\tvalid_0's l2: 406.815\n",
"[100]\tvalid_0's poisson: -107.319\tvalid_0's l2: 406.033\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.5787\tvalid_0's l2: 2117.48\n",
"[2]\tvalid_0's poisson: -91.5532\tvalid_0's l2: 1954.64\n",
"[3]\tvalid_0's poisson: -93.2484\tvalid_0's l2: 1805.99\n",
"[4]\tvalid_0's poisson: -94.6504\tvalid_0's l2: 1678.34\n",
"[5]\tvalid_0's poisson: -95.8489\tvalid_0's l2: 1565.84\n",
"[6]\tvalid_0's poisson: -96.9355\tvalid_0's l2: 1463.38\n",
"[7]\tvalid_0's poisson: -97.8537\tvalid_0's l2: 1374.88\n",
"[8]\tvalid_0's poisson: -98.665\tvalid_0's l2: 1296.57\n",
"[9]\tvalid_0's poisson: -99.4523\tvalid_0's l2: 1220.63\n",
"[10]\tvalid_0's poisson: -100.124\tvalid_0's l2: 1154.8\n",
"[11]\tvalid_0's poisson: -100.741\tvalid_0's l2: 1096.25\n",
"[12]\tvalid_0's poisson: -101.308\tvalid_0's l2: 1042\n",
"[13]\tvalid_0's poisson: -101.809\tvalid_0's l2: 993.472\n",
"[14]\tvalid_0's poisson: -102.259\tvalid_0's l2: 950.636\n",
"[15]\tvalid_0's poisson: -102.709\tvalid_0's l2: 909.37\n",
"[16]\tvalid_0's poisson: -103.071\tvalid_0's l2: 874.692\n",
"[17]\tvalid_0's poisson: -103.456\tvalid_0's l2: 840.598\n",
"[18]\tvalid_0's poisson: -103.756\tvalid_0's l2: 812.808\n",
"[19]\tvalid_0's poisson: -104.074\tvalid_0's l2: 785.478\n",
"[20]\tvalid_0's poisson: -104.367\tvalid_0's l2: 761.017\n",
"[21]\tvalid_0's poisson: -104.621\tvalid_0's l2: 738.453\n",
"[22]\tvalid_0's poisson: -104.899\tvalid_0's l2: 715.825\n",
"[23]\tvalid_0's poisson: -105.11\tvalid_0's l2: 696.405\n",
"[24]\tvalid_0's poisson: -105.345\tvalid_0's l2: 677.965\n",
"[25]\tvalid_0's poisson: -105.562\tvalid_0's l2: 661.751\n",
"[26]\tvalid_0's poisson: -105.738\tvalid_0's l2: 647.15\n",
"[27]\tvalid_0's poisson: -105.92\tvalid_0's l2: 632.664\n",
"[28]\tvalid_0's poisson: -106.087\tvalid_0's l2: 619.288\n",
"[29]\tvalid_0's poisson: -106.228\tvalid_0's l2: 607.698\n",
"[30]\tvalid_0's poisson: -106.384\tvalid_0's l2: 596.326\n",
"[31]\tvalid_0's poisson: -106.509\tvalid_0's l2: 586.241\n",
"[32]\tvalid_0's poisson: -106.645\tvalid_0's l2: 576.403\n",
"[33]\tvalid_0's poisson: -106.757\tvalid_0's l2: 566.533\n",
"[34]\tvalid_0's poisson: -106.876\tvalid_0's l2: 557.724\n",
"[35]\tvalid_0's poisson: -106.969\tvalid_0's l2: 549.227\n",
"[36]\tvalid_0's poisson: -107.064\tvalid_0's l2: 541.026\n",
"[37]\tvalid_0's poisson: -107.167\tvalid_0's l2: 534.016\n",
"[38]\tvalid_0's poisson: -107.251\tvalid_0's l2: 526.897\n",
"[39]\tvalid_0's poisson: -107.331\tvalid_0's l2: 520.986\n",
"[40]\tvalid_0's poisson: -107.4\tvalid_0's l2: 514.616\n",
"[41]\tvalid_0's poisson: -107.466\tvalid_0's l2: 509.015\n",
"[42]\tvalid_0's poisson: -107.531\tvalid_0's l2: 503.997\n",
"[43]\tvalid_0's poisson: -107.585\tvalid_0's l2: 499.689\n",
"[44]\tvalid_0's poisson: -107.62\tvalid_0's l2: 495.348\n",
"[45]\tvalid_0's poisson: -107.613\tvalid_0's l2: 491.66\n",
"[46]\tvalid_0's poisson: -107.656\tvalid_0's l2: 487.772\n",
"[47]\tvalid_0's poisson: -107.688\tvalid_0's l2: 484.564\n",
"[48]\tvalid_0's poisson: -107.723\tvalid_0's l2: 481.43\n",
"[49]\tvalid_0's poisson: -107.766\tvalid_0's l2: 477.798\n",
"[50]\tvalid_0's poisson: -107.813\tvalid_0's l2: 474.552\n",
"[51]\tvalid_0's poisson: -107.822\tvalid_0's l2: 471.478\n",
"[52]\tvalid_0's poisson: -107.823\tvalid_0's l2: 469.184\n",
"[53]\tvalid_0's poisson: -107.853\tvalid_0's l2: 466.215\n",
"[54]\tvalid_0's poisson: -107.878\tvalid_0's l2: 463.911\n",
"[55]\tvalid_0's poisson: -107.898\tvalid_0's l2: 461.805\n",
"[56]\tvalid_0's poisson: -107.908\tvalid_0's l2: 458.895\n",
"[57]\tvalid_0's poisson: -107.897\tvalid_0's l2: 457.057\n",
"[58]\tvalid_0's poisson: -107.917\tvalid_0's l2: 455.103\n",
"[59]\tvalid_0's poisson: -107.909\tvalid_0's l2: 453.171\n",
"[60]\tvalid_0's poisson: -107.949\tvalid_0's l2: 448.961\n",
"[61]\tvalid_0's poisson: -107.954\tvalid_0's l2: 446.941\n",
"[62]\tvalid_0's poisson: -107.966\tvalid_0's l2: 445.073\n",
"[63]\tvalid_0's poisson: -107.965\tvalid_0's l2: 443.747\n",
"[64]\tvalid_0's poisson: -107.972\tvalid_0's l2: 441.958\n",
"[65]\tvalid_0's poisson: -107.987\tvalid_0's l2: 440.509\n",
"[66]\tvalid_0's poisson: -107.954\tvalid_0's l2: 439.589\n",
"[67]\tvalid_0's poisson: -107.958\tvalid_0's l2: 438.267\n",
"[68]\tvalid_0's poisson: -107.904\tvalid_0's l2: 436.925\n",
"[69]\tvalid_0's poisson: -107.928\tvalid_0's l2: 435.179\n",
"[70]\tvalid_0's poisson: -107.872\tvalid_0's l2: 434.054\n",
"[71]\tvalid_0's poisson: -107.811\tvalid_0's l2: 433.009\n",
"[72]\tvalid_0's poisson: -107.776\tvalid_0's l2: 431.785\n",
"[73]\tvalid_0's poisson: -107.775\tvalid_0's l2: 430.07\n",
"[74]\tvalid_0's poisson: -107.816\tvalid_0's l2: 428.102\n",
"[75]\tvalid_0's poisson: -107.77\tvalid_0's l2: 427.386\n",
"[76]\tvalid_0's poisson: -107.657\tvalid_0's l2: 426.227\n",
"[77]\tvalid_0's poisson: -107.632\tvalid_0's l2: 425.169\n",
"[78]\tvalid_0's poisson: -107.694\tvalid_0's l2: 424.237\n",
"[79]\tvalid_0's poisson: -107.608\tvalid_0's l2: 423.464\n",
"[80]\tvalid_0's poisson: -107.639\tvalid_0's l2: 422.528\n",
"[81]\tvalid_0's poisson: -107.631\tvalid_0's l2: 422.004\n",
"[82]\tvalid_0's poisson: -107.634\tvalid_0's l2: 421.329\n",
"[83]\tvalid_0's poisson: -107.531\tvalid_0's l2: 420.547\n",
"[84]\tvalid_0's poisson: -107.527\tvalid_0's l2: 419.295\n",
"[85]\tvalid_0's poisson: -107.457\tvalid_0's l2: 418.722\n",
"[86]\tvalid_0's poisson: -107.427\tvalid_0's l2: 417.903\n",
"[87]\tvalid_0's poisson: -107.328\tvalid_0's l2: 417.528\n",
"[88]\tvalid_0's poisson: -107.287\tvalid_0's l2: 416.197\n",
"[89]\tvalid_0's poisson: -107.293\tvalid_0's l2: 415.402\n",
"[90]\tvalid_0's poisson: -107.286\tvalid_0's l2: 415.025\n",
"[91]\tvalid_0's poisson: -107.286\tvalid_0's l2: 414.104\n",
"[92]\tvalid_0's poisson: -107.221\tvalid_0's l2: 412.399\n",
"[93]\tvalid_0's poisson: -107.224\tvalid_0's l2: 411.373\n",
"[94]\tvalid_0's poisson: -107.196\tvalid_0's l2: 410.395\n",
"[95]\tvalid_0's poisson: -107.139\tvalid_0's l2: 409.593\n",
"[96]\tvalid_0's poisson: -107.127\tvalid_0's l2: 409.054\n",
"[97]\tvalid_0's poisson: -107.138\tvalid_0's l2: 406.693\n",
"[98]\tvalid_0's poisson: -107.069\tvalid_0's l2: 406.265\n",
"[99]\tvalid_0's poisson: -107.046\tvalid_0's l2: 405.723\n",
"[100]\tvalid_0's poisson: -107.056\tvalid_0's l2: 405.394\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.593\tvalid_0's l2: 2117.15\n",
"[2]\tvalid_0's poisson: -91.5755\tvalid_0's l2: 1954.11\n",
"[3]\tvalid_0's poisson: -93.2158\tvalid_0's l2: 1810.51\n",
"[4]\tvalid_0's poisson: -94.5942\tvalid_0's l2: 1684.42\n",
"[5]\tvalid_0's poisson: -95.8892\tvalid_0's l2: 1563.42\n",
"[6]\tvalid_0's poisson: -96.919\tvalid_0's l2: 1465.33\n",
"[7]\tvalid_0's poisson: -97.83\tvalid_0's l2: 1378.05\n",
"[8]\tvalid_0's poisson: -98.6283\tvalid_0's l2: 1300.79\n",
"[9]\tvalid_0's poisson: -99.3702\tvalid_0's l2: 1229.54\n",
"[10]\tvalid_0's poisson: -100.097\tvalid_0's l2: 1160.09\n",
"[11]\tvalid_0's poisson: -100.704\tvalid_0's l2: 1101.09\n",
"[12]\tvalid_0's poisson: -101.258\tvalid_0's l2: 1047.9\n",
"[13]\tvalid_0's poisson: -101.775\tvalid_0's l2: 999.967\n",
"[14]\tvalid_0's poisson: -102.23\tvalid_0's l2: 957.452\n",
"[15]\tvalid_0's poisson: -102.658\tvalid_0's l2: 919.063\n",
"[16]\tvalid_0's poisson: -103.074\tvalid_0's l2: 881.187\n",
"[17]\tvalid_0's poisson: -103.421\tvalid_0's l2: 849.743\n",
"[18]\tvalid_0's poisson: -103.719\tvalid_0's l2: 821.922\n",
"[19]\tvalid_0's poisson: -104.047\tvalid_0's l2: 793.462\n",
"[20]\tvalid_0's poisson: -104.368\tvalid_0's l2: 766.184\n",
"[21]\tvalid_0's poisson: -104.61\tvalid_0's l2: 745.392\n",
"[22]\tvalid_0's poisson: -104.875\tvalid_0's l2: 725.068\n",
"[23]\tvalid_0's poisson: -105.126\tvalid_0's l2: 704.429\n",
"[24]\tvalid_0's poisson: -105.346\tvalid_0's l2: 684.97\n",
"[25]\tvalid_0's poisson: -105.558\tvalid_0's l2: 668.182\n",
"[26]\tvalid_0's poisson: -105.743\tvalid_0's l2: 652.029\n",
"[27]\tvalid_0's poisson: -105.931\tvalid_0's l2: 637.565\n",
"[28]\tvalid_0's poisson: -106.088\tvalid_0's l2: 624.705\n",
"[29]\tvalid_0's poisson: -106.24\tvalid_0's l2: 611.924\n",
"[30]\tvalid_0's poisson: -106.365\tvalid_0's l2: 600.6\n",
"[31]\tvalid_0's poisson: -106.515\tvalid_0's l2: 589.013\n",
"[32]\tvalid_0's poisson: -106.621\tvalid_0's l2: 579.893\n",
"[33]\tvalid_0's poisson: -106.752\tvalid_0's l2: 570.301\n",
"[34]\tvalid_0's poisson: -106.871\tvalid_0's l2: 561.229\n",
"[35]\tvalid_0's poisson: -106.965\tvalid_0's l2: 553.152\n",
"[36]\tvalid_0's poisson: -107.06\tvalid_0's l2: 544.582\n",
"[37]\tvalid_0's poisson: -107.151\tvalid_0's l2: 537.36\n",
"[38]\tvalid_0's poisson: -107.233\tvalid_0's l2: 531.274\n",
"[39]\tvalid_0's poisson: -107.306\tvalid_0's l2: 525.681\n",
"[40]\tvalid_0's poisson: -107.376\tvalid_0's l2: 518.901\n",
"[41]\tvalid_0's poisson: -107.452\tvalid_0's l2: 512.496\n",
"[42]\tvalid_0's poisson: -107.526\tvalid_0's l2: 506.882\n",
"[43]\tvalid_0's poisson: -107.587\tvalid_0's l2: 501.034\n",
"[44]\tvalid_0's poisson: -107.637\tvalid_0's l2: 495.273\n",
"[45]\tvalid_0's poisson: -107.685\tvalid_0's l2: 490.625\n",
"[46]\tvalid_0's poisson: -107.732\tvalid_0's l2: 486.795\n",
"[47]\tvalid_0's poisson: -107.772\tvalid_0's l2: 483.053\n",
"[48]\tvalid_0's poisson: -107.778\tvalid_0's l2: 478.663\n",
"[49]\tvalid_0's poisson: -107.797\tvalid_0's l2: 475.744\n",
"[50]\tvalid_0's poisson: -107.846\tvalid_0's l2: 470.778\n",
"[51]\tvalid_0's poisson: -107.873\tvalid_0's l2: 468.239\n",
"[52]\tvalid_0's poisson: -107.91\tvalid_0's l2: 463.937\n",
"[53]\tvalid_0's poisson: -107.889\tvalid_0's l2: 460.948\n",
"[54]\tvalid_0's poisson: -107.925\tvalid_0's l2: 458.351\n",
"[55]\tvalid_0's poisson: -107.891\tvalid_0's l2: 456.219\n",
"[56]\tvalid_0's poisson: -107.882\tvalid_0's l2: 454.001\n",
"[57]\tvalid_0's poisson: -107.863\tvalid_0's l2: 452.249\n",
"[58]\tvalid_0's poisson: -107.798\tvalid_0's l2: 450.352\n",
"[59]\tvalid_0's poisson: -107.811\tvalid_0's l2: 447.912\n",
"[60]\tvalid_0's poisson: -107.81\tvalid_0's l2: 446.118\n",
"[61]\tvalid_0's poisson: -107.813\tvalid_0's l2: 444.185\n",
"[62]\tvalid_0's poisson: -107.813\tvalid_0's l2: 442.007\n",
"[63]\tvalid_0's poisson: -107.813\tvalid_0's l2: 440.598\n",
"[64]\tvalid_0's poisson: -107.814\tvalid_0's l2: 439.095\n",
"[65]\tvalid_0's poisson: -107.804\tvalid_0's l2: 437.771\n",
"[66]\tvalid_0's poisson: -107.765\tvalid_0's l2: 436.343\n",
"[67]\tvalid_0's poisson: -107.71\tvalid_0's l2: 434.832\n",
"[68]\tvalid_0's poisson: -107.68\tvalid_0's l2: 433.37\n",
"[69]\tvalid_0's poisson: -107.674\tvalid_0's l2: 432.181\n",
"[70]\tvalid_0's poisson: -107.65\tvalid_0's l2: 430.503\n",
"[71]\tvalid_0's poisson: -107.601\tvalid_0's l2: 429.305\n",
"[72]\tvalid_0's poisson: -107.506\tvalid_0's l2: 427.625\n",
"[73]\tvalid_0's poisson: -107.45\tvalid_0's l2: 426.126\n",
"[74]\tvalid_0's poisson: -107.461\tvalid_0's l2: 424.884\n",
"[75]\tvalid_0's poisson: -107.423\tvalid_0's l2: 423.856\n",
"[76]\tvalid_0's poisson: -107.42\tvalid_0's l2: 422.789\n",
"[77]\tvalid_0's poisson: -107.36\tvalid_0's l2: 421.868\n",
"[78]\tvalid_0's poisson: -107.336\tvalid_0's l2: 420.437\n",
"[79]\tvalid_0's poisson: -107.284\tvalid_0's l2: 419.652\n",
"[80]\tvalid_0's poisson: -107.333\tvalid_0's l2: 418.624\n",
"[81]\tvalid_0's poisson: -107.405\tvalid_0's l2: 418.056\n",
"[82]\tvalid_0's poisson: -107.41\tvalid_0's l2: 417.164\n",
"[83]\tvalid_0's poisson: -107.358\tvalid_0's l2: 416.294\n",
"[84]\tvalid_0's poisson: -107.436\tvalid_0's l2: 415.199\n",
"[85]\tvalid_0's poisson: -107.333\tvalid_0's l2: 413.843\n",
"[86]\tvalid_0's poisson: -107.332\tvalid_0's l2: 412.958\n",
"[87]\tvalid_0's poisson: -107.406\tvalid_0's l2: 411.446\n",
"[88]\tvalid_0's poisson: -107.398\tvalid_0's l2: 410.357\n",
"[89]\tvalid_0's poisson: -107.397\tvalid_0's l2: 409.08\n",
"[90]\tvalid_0's poisson: -107.395\tvalid_0's l2: 408.367\n",
"[91]\tvalid_0's poisson: -107.379\tvalid_0's l2: 407.629\n",
"[92]\tvalid_0's poisson: -107.35\tvalid_0's l2: 406.454\n",
"[93]\tvalid_0's poisson: -107.352\tvalid_0's l2: 405.73\n",
"[94]\tvalid_0's poisson: -107.349\tvalid_0's l2: 404.802\n",
"[95]\tvalid_0's poisson: -107.243\tvalid_0's l2: 403.97\n",
"[96]\tvalid_0's poisson: -107.167\tvalid_0's l2: 403.614\n",
"[97]\tvalid_0's poisson: -107.18\tvalid_0's l2: 402.279\n",
"[98]\tvalid_0's poisson: -107.244\tvalid_0's l2: 401.579\n",
"[99]\tvalid_0's poisson: -107.133\tvalid_0's l2: 400.893\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -107.22\tvalid_0's l2: 400.666\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.5519\tvalid_0's l2: 2119.12\n",
"[2]\tvalid_0's poisson: -91.5531\tvalid_0's l2: 1952.63\n",
"[3]\tvalid_0's poisson: -93.2302\tvalid_0's l2: 1804.65\n",
"[4]\tvalid_0's poisson: -94.6299\tvalid_0's l2: 1677.69\n",
"[5]\tvalid_0's poisson: -95.8397\tvalid_0's l2: 1564.8\n",
"[6]\tvalid_0's poisson: -96.8693\tvalid_0's l2: 1466.04\n",
"[7]\tvalid_0's poisson: -97.7938\tvalid_0's l2: 1377.5\n",
"[8]\tvalid_0's poisson: -98.5999\tvalid_0's l2: 1300.17\n",
"[9]\tvalid_0's poisson: -99.3401\tvalid_0's l2: 1229.05\n",
"[10]\tvalid_0's poisson: -100.042\tvalid_0's l2: 1160.92\n",
"[11]\tvalid_0's poisson: -100.671\tvalid_0's l2: 1100.51\n",
"[12]\tvalid_0's poisson: -101.228\tvalid_0's l2: 1046.96\n",
"[13]\tvalid_0's poisson: -101.726\tvalid_0's l2: 1000.69\n",
"[14]\tvalid_0's poisson: -102.223\tvalid_0's l2: 954.382\n",
"[15]\tvalid_0's poisson: -102.621\tvalid_0's l2: 915.71\n",
"[16]\tvalid_0's poisson: -103.034\tvalid_0's l2: 878.165\n",
"[17]\tvalid_0's poisson: -103.384\tvalid_0's l2: 846.54\n",
"[18]\tvalid_0's poisson: -103.737\tvalid_0's l2: 815.755\n",
"[19]\tvalid_0's poisson: -104.025\tvalid_0's l2: 790.22\n",
"[20]\tvalid_0's poisson: -104.342\tvalid_0's l2: 763.7\n",
"[21]\tvalid_0's poisson: -104.591\tvalid_0's l2: 742.782\n",
"[22]\tvalid_0's poisson: -104.816\tvalid_0's l2: 722.864\n",
"[23]\tvalid_0's poisson: -105.07\tvalid_0's l2: 702.132\n",
"[24]\tvalid_0's poisson: -105.288\tvalid_0's l2: 683.237\n",
"[25]\tvalid_0's poisson: -105.51\tvalid_0's l2: 666.177\n",
"[26]\tvalid_0's poisson: -105.693\tvalid_0's l2: 650.583\n",
"[27]\tvalid_0's poisson: -105.859\tvalid_0's l2: 636.737\n",
"[28]\tvalid_0's poisson: -106.014\tvalid_0's l2: 623.765\n",
"[29]\tvalid_0's poisson: -106.179\tvalid_0's l2: 610.595\n",
"[30]\tvalid_0's poisson: -106.3\tvalid_0's l2: 600.395\n",
"[31]\tvalid_0's poisson: -106.455\tvalid_0's l2: 589.552\n",
"[32]\tvalid_0's poisson: -106.561\tvalid_0's l2: 580.817\n",
"[33]\tvalid_0's poisson: -106.693\tvalid_0's l2: 570.676\n",
"[34]\tvalid_0's poisson: -106.794\tvalid_0's l2: 561.518\n",
"[35]\tvalid_0's poisson: -106.893\tvalid_0's l2: 554.426\n",
"[36]\tvalid_0's poisson: -106.975\tvalid_0's l2: 546.68\n",
"[37]\tvalid_0's poisson: -107.073\tvalid_0's l2: 539.279\n",
"[38]\tvalid_0's poisson: -107.151\tvalid_0's l2: 532.606\n",
"[39]\tvalid_0's poisson: -107.231\tvalid_0's l2: 526.299\n",
"[40]\tvalid_0's poisson: -107.298\tvalid_0's l2: 520.982\n",
"[41]\tvalid_0's poisson: -107.37\tvalid_0's l2: 515.395\n",
"[42]\tvalid_0's poisson: -107.446\tvalid_0's l2: 508.412\n",
"[43]\tvalid_0's poisson: -107.503\tvalid_0's l2: 503.523\n",
"[44]\tvalid_0's poisson: -107.558\tvalid_0's l2: 499.421\n",
"[45]\tvalid_0's poisson: -107.603\tvalid_0's l2: 495.445\n",
"[46]\tvalid_0's poisson: -107.656\tvalid_0's l2: 491.318\n",
"[47]\tvalid_0's poisson: -107.687\tvalid_0's l2: 487.985\n",
"[48]\tvalid_0's poisson: -107.745\tvalid_0's l2: 482.357\n",
"[49]\tvalid_0's poisson: -107.787\tvalid_0's l2: 479.407\n",
"[50]\tvalid_0's poisson: -107.821\tvalid_0's l2: 476.111\n",
"[51]\tvalid_0's poisson: -107.769\tvalid_0's l2: 473.755\n",
"[52]\tvalid_0's poisson: -107.796\tvalid_0's l2: 471.617\n",
"[53]\tvalid_0's poisson: -107.82\tvalid_0's l2: 468.411\n",
"[54]\tvalid_0's poisson: -107.827\tvalid_0's l2: 466.01\n",
"[55]\tvalid_0's poisson: -107.833\tvalid_0's l2: 463.531\n",
"[56]\tvalid_0's poisson: -107.806\tvalid_0's l2: 461.189\n",
"[57]\tvalid_0's poisson: -107.817\tvalid_0's l2: 458.679\n",
"[58]\tvalid_0's poisson: -107.818\tvalid_0's l2: 456.655\n",
"[59]\tvalid_0's poisson: -107.823\tvalid_0's l2: 454.223\n",
"[60]\tvalid_0's poisson: -107.788\tvalid_0's l2: 451.972\n",
"[61]\tvalid_0's poisson: -107.721\tvalid_0's l2: 450.083\n",
"[62]\tvalid_0's poisson: -107.732\tvalid_0's l2: 447.496\n",
"[63]\tvalid_0's poisson: -107.735\tvalid_0's l2: 446.427\n",
"[64]\tvalid_0's poisson: -107.699\tvalid_0's l2: 444.247\n",
"[65]\tvalid_0's poisson: -107.684\tvalid_0's l2: 442.324\n",
"[66]\tvalid_0's poisson: -107.698\tvalid_0's l2: 440.369\n",
"[67]\tvalid_0's poisson: -107.718\tvalid_0's l2: 439.613\n",
"[68]\tvalid_0's poisson: -107.711\tvalid_0's l2: 438.171\n",
"[69]\tvalid_0's poisson: -107.649\tvalid_0's l2: 436.425\n",
"[70]\tvalid_0's poisson: -107.599\tvalid_0's l2: 434.886\n",
"[71]\tvalid_0's poisson: -107.681\tvalid_0's l2: 433.118\n",
"[72]\tvalid_0's poisson: -107.534\tvalid_0's l2: 431.981\n",
"[73]\tvalid_0's poisson: -107.61\tvalid_0's l2: 430.74\n",
"[74]\tvalid_0's poisson: -107.627\tvalid_0's l2: 429.545\n",
"[75]\tvalid_0's poisson: -107.527\tvalid_0's l2: 428.806\n",
"[76]\tvalid_0's poisson: -107.55\tvalid_0's l2: 427.751\n",
"[77]\tvalid_0's poisson: -107.549\tvalid_0's l2: 426.808\n",
"[78]\tvalid_0's poisson: -107.564\tvalid_0's l2: 425.486\n",
"[79]\tvalid_0's poisson: -107.507\tvalid_0's l2: 424.003\n",
"[80]\tvalid_0's poisson: -107.509\tvalid_0's l2: 421.82\n",
"[81]\tvalid_0's poisson: -107.505\tvalid_0's l2: 421.374\n",
"[82]\tvalid_0's poisson: -107.515\tvalid_0's l2: 420.496\n",
"[83]\tvalid_0's poisson: -107.519\tvalid_0's l2: 419.458\n",
"[84]\tvalid_0's poisson: -107.483\tvalid_0's l2: 418.59\n",
"[85]\tvalid_0's poisson: -107.482\tvalid_0's l2: 417.588\n",
"[86]\tvalid_0's poisson: -107.464\tvalid_0's l2: 416.61\n",
"[87]\tvalid_0's poisson: -107.453\tvalid_0's l2: 414.823\n",
"[88]\tvalid_0's poisson: -107.45\tvalid_0's l2: 414.018\n",
"[89]\tvalid_0's poisson: -107.423\tvalid_0's l2: 413.05\n",
"[90]\tvalid_0's poisson: -107.341\tvalid_0's l2: 412.488\n",
"[91]\tvalid_0's poisson: -107.345\tvalid_0's l2: 411.811\n",
"[92]\tvalid_0's poisson: -107.337\tvalid_0's l2: 411.545\n",
"[93]\tvalid_0's poisson: -107.305\tvalid_0's l2: 410.753\n",
"[94]\tvalid_0's poisson: -107.305\tvalid_0's l2: 409.808\n",
"[95]\tvalid_0's poisson: -107.312\tvalid_0's l2: 408.894\n",
"[96]\tvalid_0's poisson: -107.289\tvalid_0's l2: 408.683\n",
"[97]\tvalid_0's poisson: -107.332\tvalid_0's l2: 407.775\n",
"[98]\tvalid_0's poisson: -107.293\tvalid_0's l2: 407.243\n",
"[99]\tvalid_0's poisson: -107.304\tvalid_0's l2: 406.713\n",
"[100]\tvalid_0's poisson: -107.255\tvalid_0's l2: 406.272\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2648\tvalid_0's l2: 2293.76\n",
"[2]\tvalid_0's poisson: -87.3551\tvalid_0's l2: 2287.26\n",
"[3]\tvalid_0's poisson: -87.4445\tvalid_0's l2: 2280.82\n",
"[4]\tvalid_0's poisson: -87.5332\tvalid_0's l2: 2274.42\n",
"[5]\tvalid_0's poisson: -87.6212\tvalid_0's l2: 2268.08\n",
"[6]\tvalid_0's poisson: -87.7083\tvalid_0's l2: 2261.78\n",
"[7]\tvalid_0's poisson: -87.7947\tvalid_0's l2: 2255.54\n",
"[8]\tvalid_0's poisson: -87.8804\tvalid_0's l2: 2249.34\n",
"[9]\tvalid_0's poisson: -87.9659\tvalid_0's l2: 2243.15\n",
"[10]\tvalid_0's poisson: -88.0501\tvalid_0's l2: 2237.06\n",
"[11]\tvalid_0's poisson: -88.1341\tvalid_0's l2: 2230.96\n",
"[12]\tvalid_0's poisson: -88.2169\tvalid_0's l2: 2224.96\n",
"[13]\tvalid_0's poisson: -88.2995\tvalid_0's l2: 2218.96\n",
"[14]\tvalid_0's poisson: -88.3809\tvalid_0's l2: 2213.05\n",
"[15]\tvalid_0's poisson: -88.4622\tvalid_0's l2: 2207.15\n",
"[16]\tvalid_0's poisson: -88.5422\tvalid_0's l2: 2201.33\n",
"[17]\tvalid_0's poisson: -88.6221\tvalid_0's l2: 2195.52\n",
"[18]\tvalid_0's poisson: -88.7008\tvalid_0's l2: 2189.79\n",
"[19]\tvalid_0's poisson: -88.7794\tvalid_0's l2: 2184.07\n",
"[20]\tvalid_0's poisson: -88.8568\tvalid_0's l2: 2178.43\n",
"[21]\tvalid_0's poisson: -88.934\tvalid_0's l2: 2172.8\n",
"[22]\tvalid_0's poisson: -89.0102\tvalid_0's l2: 2167.25\n",
"[23]\tvalid_0's poisson: -89.0858\tvalid_0's l2: 2161.71\n",
"[24]\tvalid_0's poisson: -89.1669\tvalid_0's l2: 2155.63\n",
"[25]\tvalid_0's poisson: -89.2471\tvalid_0's l2: 2149.6\n",
"[26]\tvalid_0's poisson: -89.3264\tvalid_0's l2: 2143.61\n",
"[27]\tvalid_0's poisson: -89.3997\tvalid_0's l2: 2138.19\n",
"[28]\tvalid_0's poisson: -89.4776\tvalid_0's l2: 2132.27\n",
"[29]\tvalid_0's poisson: -89.5546\tvalid_0's l2: 2126.4\n",
"[30]\tvalid_0's poisson: -89.6288\tvalid_0's l2: 2120.93\n",
"[31]\tvalid_0's poisson: -89.7046\tvalid_0's l2: 2115.13\n",
"[32]\tvalid_0's poisson: -89.7754\tvalid_0's l2: 2109.85\n",
"[33]\tvalid_0's poisson: -89.8498\tvalid_0's l2: 2104.11\n",
"[34]\tvalid_0's poisson: -89.9234\tvalid_0's l2: 2098.43\n",
"[35]\tvalid_0's poisson: -89.9955\tvalid_0's l2: 2093.09\n",
"[36]\tvalid_0's poisson: -90.0679\tvalid_0's l2: 2087.47\n",
"[37]\tvalid_0's poisson: -90.1364\tvalid_0's l2: 2082.32\n",
"[38]\tvalid_0's poisson: -90.2076\tvalid_0's l2: 2076.76\n",
"[39]\tvalid_0's poisson: -90.278\tvalid_0's l2: 2071.25\n",
"[40]\tvalid_0's poisson: -90.3476\tvalid_0's l2: 2065.78\n",
"[41]\tvalid_0's poisson: -90.4173\tvalid_0's l2: 2060.6\n",
"[42]\tvalid_0's poisson: -90.4836\tvalid_0's l2: 2055.58\n",
"[43]\tvalid_0's poisson: -90.5517\tvalid_0's l2: 2050.2\n",
"[44]\tvalid_0's poisson: -90.6192\tvalid_0's l2: 2044.86\n",
"[45]\tvalid_0's poisson: -90.6859\tvalid_0's l2: 2039.55\n",
"[46]\tvalid_0's poisson: -90.7536\tvalid_0's l2: 2034.5\n",
"[47]\tvalid_0's poisson: -90.8193\tvalid_0's l2: 2029.26\n",
"[48]\tvalid_0's poisson: -90.8831\tvalid_0's l2: 2024.39\n",
"[49]\tvalid_0's poisson: -90.9478\tvalid_0's l2: 2019.21\n",
"[50]\tvalid_0's poisson: -91.0118\tvalid_0's l2: 2014.07\n",
"[51]\tvalid_0's poisson: -91.0776\tvalid_0's l2: 2009.15\n",
"[52]\tvalid_0's poisson: -91.1386\tvalid_0's l2: 2004.24\n",
"[53]\tvalid_0's poisson: -91.2005\tvalid_0's l2: 1999.49\n",
"[54]\tvalid_0's poisson: -91.2626\tvalid_0's l2: 1994.47\n",
"[55]\tvalid_0's poisson: -91.3223\tvalid_0's l2: 1989.65\n",
"[56]\tvalid_0's poisson: -91.3864\tvalid_0's l2: 1984.85\n",
"[57]\tvalid_0's poisson: -91.447\tvalid_0's l2: 1979.92\n",
"[58]\tvalid_0's poisson: -91.507\tvalid_0's l2: 1975.28\n",
"[59]\tvalid_0's poisson: -91.5649\tvalid_0's l2: 1970.58\n",
"[60]\tvalid_0's poisson: -91.624\tvalid_0's l2: 1965.74\n",
"[61]\tvalid_0's poisson: -91.6865\tvalid_0's l2: 1961.05\n",
"[62]\tvalid_0's poisson: -91.7431\tvalid_0's l2: 1956.43\n",
"[63]\tvalid_0's poisson: -91.8013\tvalid_0's l2: 1951.91\n",
"[64]\tvalid_0's poisson: -91.8569\tvalid_0's l2: 1947.35\n",
"[65]\tvalid_0's poisson: -91.9138\tvalid_0's l2: 1942.66\n",
"[66]\tvalid_0's poisson: -91.9746\tvalid_0's l2: 1938.08\n",
"[67]\tvalid_0's poisson: -92.0291\tvalid_0's l2: 1933.6\n",
"[68]\tvalid_0's poisson: -92.0892\tvalid_0's l2: 1929.07\n",
"[69]\tvalid_0's poisson: -92.1445\tvalid_0's l2: 1924.49\n",
"[70]\tvalid_0's poisson: -92.2006\tvalid_0's l2: 1920.11\n",
"[71]\tvalid_0's poisson: -92.2535\tvalid_0's l2: 1915.74\n",
"[72]\tvalid_0's poisson: -92.3075\tvalid_0's l2: 1911.24\n",
"[73]\tvalid_0's poisson: -92.3661\tvalid_0's l2: 1906.82\n",
"[74]\tvalid_0's poisson: -92.4178\tvalid_0's l2: 1902.52\n",
"[75]\tvalid_0's poisson: -92.4723\tvalid_0's l2: 1898.26\n",
"[76]\tvalid_0's poisson: -92.5248\tvalid_0's l2: 1893.86\n",
"[77]\tvalid_0's poisson: -92.5754\tvalid_0's l2: 1889.64\n",
"[78]\tvalid_0's poisson: -92.6325\tvalid_0's l2: 1885.33\n",
"[79]\tvalid_0's poisson: -92.6838\tvalid_0's l2: 1881.01\n",
"[80]\tvalid_0's poisson: -92.7368\tvalid_0's l2: 1876.85\n",
"[81]\tvalid_0's poisson: -92.7834\tvalid_0's l2: 1872.78\n",
"[82]\tvalid_0's poisson: -92.8393\tvalid_0's l2: 1868.55\n",
"[83]\tvalid_0's poisson: -92.8893\tvalid_0's l2: 1864.33\n",
"[84]\tvalid_0's poisson: -92.9412\tvalid_0's l2: 1860.24\n",
"[85]\tvalid_0's poisson: -92.9865\tvalid_0's l2: 1856.25\n",
"[86]\tvalid_0's poisson: -93.0378\tvalid_0's l2: 1852.2\n",
"[87]\tvalid_0's poisson: -93.0864\tvalid_0's l2: 1848.07\n",
"[88]\tvalid_0's poisson: -93.1308\tvalid_0's l2: 1844.15\n",
"[89]\tvalid_0's poisson: -93.185\tvalid_0's l2: 1840.05\n",
"[90]\tvalid_0's poisson: -93.2352\tvalid_0's l2: 1836.07\n",
"[91]\tvalid_0's poisson: -93.2788\tvalid_0's l2: 1832.2\n",
"[92]\tvalid_0's poisson: -93.3322\tvalid_0's l2: 1828.16\n",
"[93]\tvalid_0's poisson: -93.379\tvalid_0's l2: 1824.17\n",
"[94]\tvalid_0's poisson: -93.4282\tvalid_0's l2: 1820.27\n",
"[95]\tvalid_0's poisson: -93.4707\tvalid_0's l2: 1816.47\n",
"[96]\tvalid_0's poisson: -93.5231\tvalid_0's l2: 1812.51\n",
"[97]\tvalid_0's poisson: -93.5686\tvalid_0's l2: 1808.6\n",
"[98]\tvalid_0's poisson: -93.6168\tvalid_0's l2: 1804.77\n",
"[99]\tvalid_0's poisson: -93.6583\tvalid_0's l2: 1801.05\n",
"[100]\tvalid_0's poisson: -93.7005\tvalid_0's l2: 1797.24\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2682\tvalid_0's l2: 2293.51\n",
"[2]\tvalid_0's poisson: -87.3612\tvalid_0's l2: 2286.77\n",
"[3]\tvalid_0's poisson: -87.4531\tvalid_0's l2: 2280.09\n",
"[4]\tvalid_0's poisson: -87.5465\tvalid_0's l2: 2273.33\n",
"[5]\tvalid_0's poisson: -87.639\tvalid_0's l2: 2266.62\n",
"[6]\tvalid_0's poisson: -87.7286\tvalid_0's l2: 2260.05\n",
"[7]\tvalid_0's poisson: -87.819\tvalid_0's l2: 2253.49\n",
"[8]\tvalid_0's poisson: -87.907\tvalid_0's l2: 2247\n",
"[9]\tvalid_0's poisson: -87.9967\tvalid_0's l2: 2240.46\n",
"[10]\tvalid_0's poisson: -88.0831\tvalid_0's l2: 2234.04\n",
"[11]\tvalid_0's poisson: -88.1708\tvalid_0's l2: 2227.64\n",
"[12]\tvalid_0's poisson: -88.2557\tvalid_0's l2: 2221.3\n",
"[13]\tvalid_0's poisson: -88.342\tvalid_0's l2: 2214.98\n",
"[14]\tvalid_0's poisson: -88.4254\tvalid_0's l2: 2208.72\n",
"[15]\tvalid_0's poisson: -88.5105\tvalid_0's l2: 2202.47\n",
"[16]\tvalid_0's poisson: -88.5924\tvalid_0's l2: 2196.29\n",
"[17]\tvalid_0's poisson: -88.677\tvalid_0's l2: 2190.06\n",
"[18]\tvalid_0's poisson: -88.7575\tvalid_0's l2: 2183.95\n",
"[19]\tvalid_0's poisson: -88.8402\tvalid_0's l2: 2177.86\n",
"[20]\tvalid_0's poisson: -88.9193\tvalid_0's l2: 2171.82\n",
"[21]\tvalid_0's poisson: -89.0008\tvalid_0's l2: 2165.8\n",
"[22]\tvalid_0's poisson: -89.0786\tvalid_0's l2: 2159.84\n",
"[23]\tvalid_0's poisson: -89.1596\tvalid_0's l2: 2153.84\n",
"[24]\tvalid_0's poisson: -89.236\tvalid_0's l2: 2147.94\n",
"[25]\tvalid_0's poisson: -89.3152\tvalid_0's l2: 2142.07\n",
"[26]\tvalid_0's poisson: -89.3904\tvalid_0's l2: 2136.25\n",
"[27]\tvalid_0's poisson: -89.4685\tvalid_0's l2: 2130.45\n",
"[28]\tvalid_0's poisson: -89.5466\tvalid_0's l2: 2124.64\n",
"[29]\tvalid_0's poisson: -89.6201\tvalid_0's l2: 2118.92\n",
"[30]\tvalid_0's poisson: -89.6965\tvalid_0's l2: 2113.23\n",
"[31]\tvalid_0's poisson: -89.7688\tvalid_0's l2: 2107.57\n",
"[32]\tvalid_0's poisson: -89.8441\tvalid_0's l2: 2101.96\n",
"[33]\tvalid_0's poisson: -89.9152\tvalid_0's l2: 2096.37\n",
"[34]\tvalid_0's poisson: -89.9895\tvalid_0's l2: 2090.83\n",
"[35]\tvalid_0's poisson: -90.0596\tvalid_0's l2: 2085.3\n",
"[36]\tvalid_0's poisson: -90.1334\tvalid_0's l2: 2079.77\n",
"[37]\tvalid_0's poisson: -90.2023\tvalid_0's l2: 2074.32\n",
"[38]\tvalid_0's poisson: -90.2746\tvalid_0's l2: 2068.9\n",
"[39]\tvalid_0's poisson: -90.3424\tvalid_0's l2: 2063.51\n",
"[40]\tvalid_0's poisson: -90.4137\tvalid_0's l2: 2058.17\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -90.485\tvalid_0's l2: 2052.81\n",
"[42]\tvalid_0's poisson: -90.5513\tvalid_0's l2: 2047.51\n",
"[43]\tvalid_0's poisson: -90.6211\tvalid_0's l2: 2042.27\n",
"[44]\tvalid_0's poisson: -90.6864\tvalid_0's l2: 2037.03\n",
"[45]\tvalid_0's poisson: -90.752\tvalid_0's l2: 2032\n",
"[46]\tvalid_0's poisson: -90.8164\tvalid_0's l2: 2026.82\n",
"[47]\tvalid_0's poisson: -90.88\tvalid_0's l2: 2021.68\n",
"[48]\tvalid_0's poisson: -90.9479\tvalid_0's l2: 2016.58\n",
"[49]\tvalid_0's poisson: -91.0106\tvalid_0's l2: 2011.5\n",
"[50]\tvalid_0's poisson: -91.0742\tvalid_0's l2: 2006.59\n",
"[51]\tvalid_0's poisson: -91.1359\tvalid_0's l2: 2001.57\n",
"[52]\tvalid_0's poisson: -91.1971\tvalid_0's l2: 1996.6\n",
"[53]\tvalid_0's poisson: -91.2631\tvalid_0's l2: 1991.61\n",
"[54]\tvalid_0's poisson: -91.3232\tvalid_0's l2: 1986.7\n",
"[55]\tvalid_0's poisson: -91.3884\tvalid_0's l2: 1981.77\n",
"[56]\tvalid_0's poisson: -91.4477\tvalid_0's l2: 1976.91\n",
"[57]\tvalid_0's poisson: -91.5089\tvalid_0's l2: 1972.17\n",
"[58]\tvalid_0's poisson: -91.5672\tvalid_0's l2: 1967.37\n",
"[59]\tvalid_0's poisson: -91.6251\tvalid_0's l2: 1962.6\n",
"[60]\tvalid_0's poisson: -91.6885\tvalid_0's l2: 1957.8\n",
"[61]\tvalid_0's poisson: -91.7455\tvalid_0's l2: 1953.09\n",
"[62]\tvalid_0's poisson: -91.8048\tvalid_0's l2: 1948.46\n",
"[63]\tvalid_0's poisson: -91.861\tvalid_0's l2: 1943.81\n",
"[64]\tvalid_0's poisson: -91.9165\tvalid_0's l2: 1939.19\n",
"[65]\tvalid_0's poisson: -91.9783\tvalid_0's l2: 1934.51\n",
"[66]\tvalid_0's poisson: -92.0362\tvalid_0's l2: 1929.98\n",
"[67]\tvalid_0's poisson: -92.0908\tvalid_0's l2: 1925.44\n",
"[68]\tvalid_0's poisson: -92.1447\tvalid_0's l2: 1920.93\n",
"[69]\tvalid_0's poisson: -92.1983\tvalid_0's l2: 1916.45\n",
"[70]\tvalid_0's poisson: -92.2585\tvalid_0's l2: 1911.88\n",
"[71]\tvalid_0's poisson: -92.3148\tvalid_0's l2: 1907.46\n",
"[72]\tvalid_0's poisson: -92.3672\tvalid_0's l2: 1903.06\n",
"[73]\tvalid_0's poisson: -92.4192\tvalid_0's l2: 1898.69\n",
"[74]\tvalid_0's poisson: -92.4782\tvalid_0's l2: 1894.21\n",
"[75]\tvalid_0's poisson: -92.5294\tvalid_0's l2: 1889.9\n",
"[76]\tvalid_0's poisson: -92.5841\tvalid_0's l2: 1885.59\n",
"[77]\tvalid_0's poisson: -92.6347\tvalid_0's l2: 1881.32\n",
"[78]\tvalid_0's poisson: -92.6815\tvalid_0's l2: 1877.16\n",
"[79]\tvalid_0's poisson: -92.739\tvalid_0's l2: 1872.79\n",
"[80]\tvalid_0's poisson: -92.7926\tvalid_0's l2: 1868.56\n",
"[81]\tvalid_0's poisson: -92.8386\tvalid_0's l2: 1864.46\n",
"[82]\tvalid_0's poisson: -92.8915\tvalid_0's l2: 1860.27\n",
"[83]\tvalid_0's poisson: -92.9369\tvalid_0's l2: 1856.22\n",
"[84]\tvalid_0's poisson: -92.993\tvalid_0's l2: 1851.94\n",
"[85]\tvalid_0's poisson: -93.0378\tvalid_0's l2: 1847.93\n",
"[86]\tvalid_0's poisson: -93.0897\tvalid_0's l2: 1843.82\n",
"[87]\tvalid_0's poisson: -93.1339\tvalid_0's l2: 1839.84\n",
"[88]\tvalid_0's poisson: -93.1893\tvalid_0's l2: 1835.6\n",
"[89]\tvalid_0's poisson: -93.2404\tvalid_0's l2: 1831.54\n",
"[90]\tvalid_0's poisson: -93.2838\tvalid_0's l2: 1827.63\n",
"[91]\tvalid_0's poisson: -93.3343\tvalid_0's l2: 1823.61\n",
"[92]\tvalid_0's poisson: -93.3772\tvalid_0's l2: 1819.73\n",
"[93]\tvalid_0's poisson: -93.4309\tvalid_0's l2: 1815.64\n",
"[94]\tvalid_0's poisson: -93.4806\tvalid_0's l2: 1811.68\n",
"[95]\tvalid_0's poisson: -93.5228\tvalid_0's l2: 1807.86\n",
"[96]\tvalid_0's poisson: -93.5757\tvalid_0's l2: 1803.83\n",
"[97]\tvalid_0's poisson: -93.6173\tvalid_0's l2: 1800.05\n",
"[98]\tvalid_0's poisson: -93.666\tvalid_0's l2: 1796.15\n",
"[99]\tvalid_0's poisson: -93.7125\tvalid_0's l2: 1792.3\n",
"[100]\tvalid_0's poisson: -93.7607\tvalid_0's l2: 1788.44\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2623\tvalid_0's l2: 2293.93\n",
"[2]\tvalid_0's poisson: -87.3541\tvalid_0's l2: 2287.29\n",
"[3]\tvalid_0's poisson: -87.4452\tvalid_0's l2: 2280.71\n",
"[4]\tvalid_0's poisson: -87.5354\tvalid_0's l2: 2274.19\n",
"[5]\tvalid_0's poisson: -87.6255\tvalid_0's l2: 2267.66\n",
"[6]\tvalid_0's poisson: -87.7147\tvalid_0's l2: 2261.19\n",
"[7]\tvalid_0's poisson: -87.8026\tvalid_0's l2: 2254.82\n",
"[8]\tvalid_0's poisson: -87.8904\tvalid_0's l2: 2248.44\n",
"[9]\tvalid_0's poisson: -87.978\tvalid_0's l2: 2242.06\n",
"[10]\tvalid_0's poisson: -88.0643\tvalid_0's l2: 2235.78\n",
"[11]\tvalid_0's poisson: -88.1493\tvalid_0's l2: 2229.59\n",
"[12]\tvalid_0's poisson: -88.2348\tvalid_0's l2: 2223.33\n",
"[13]\tvalid_0's poisson: -88.3154\tvalid_0's l2: 2217.44\n",
"[14]\tvalid_0's poisson: -88.3992\tvalid_0's l2: 2211.33\n",
"[15]\tvalid_0's poisson: -88.4786\tvalid_0's l2: 2205.51\n",
"[16]\tvalid_0's poisson: -88.5606\tvalid_0's l2: 2199.51\n",
"[17]\tvalid_0's poisson: -88.6431\tvalid_0's l2: 2193.44\n",
"[18]\tvalid_0's poisson: -88.7209\tvalid_0's l2: 2187.71\n",
"[19]\tvalid_0's poisson: -88.8022\tvalid_0's l2: 2181.71\n",
"[20]\tvalid_0's poisson: -88.882\tvalid_0's l2: 2175.87\n",
"[21]\tvalid_0's poisson: -88.9582\tvalid_0's l2: 2170.24\n",
"[22]\tvalid_0's poisson: -89.0409\tvalid_0's l2: 2164\n",
"[23]\tvalid_0's poisson: -89.1158\tvalid_0's l2: 2158.44\n",
"[24]\tvalid_0's poisson: -89.197\tvalid_0's l2: 2152.27\n",
"[25]\tvalid_0's poisson: -89.2773\tvalid_0's l2: 2146.15\n",
"[26]\tvalid_0's poisson: -89.3567\tvalid_0's l2: 2140.08\n",
"[27]\tvalid_0's poisson: -89.4336\tvalid_0's l2: 2134.38\n",
"[28]\tvalid_0's poisson: -89.5116\tvalid_0's l2: 2128.38\n",
"[29]\tvalid_0's poisson: -89.5834\tvalid_0's l2: 2122.99\n",
"[30]\tvalid_0's poisson: -89.66\tvalid_0's l2: 2117.06\n",
"[31]\tvalid_0's poisson: -89.7358\tvalid_0's l2: 2111.18\n",
"[32]\tvalid_0's poisson: -89.8105\tvalid_0's l2: 2105.63\n",
"[33]\tvalid_0's poisson: -89.885\tvalid_0's l2: 2099.81\n",
"[34]\tvalid_0's poisson: -89.9586\tvalid_0's l2: 2094.33\n",
"[35]\tvalid_0's poisson: -90.0319\tvalid_0's l2: 2088.58\n",
"[36]\tvalid_0's poisson: -90.1005\tvalid_0's l2: 2083.38\n",
"[37]\tvalid_0's poisson: -90.1725\tvalid_0's l2: 2077.7\n",
"[38]\tvalid_0's poisson: -90.2437\tvalid_0's l2: 2072.07\n",
"[39]\tvalid_0's poisson: -90.3153\tvalid_0's l2: 2066.72\n",
"[40]\tvalid_0's poisson: -90.3854\tvalid_0's l2: 2061.15\n",
"[41]\tvalid_0's poisson: -90.4517\tvalid_0's l2: 2056.09\n",
"[42]\tvalid_0's poisson: -90.5206\tvalid_0's l2: 2050.58\n",
"[43]\tvalid_0's poisson: -90.5888\tvalid_0's l2: 2045.12\n",
"[44]\tvalid_0's poisson: -90.6563\tvalid_0's l2: 2039.71\n",
"[45]\tvalid_0's poisson: -90.7254\tvalid_0's l2: 2034.51\n",
"[46]\tvalid_0's poisson: -90.7918\tvalid_0's l2: 2029.16\n",
"[47]\tvalid_0's poisson: -90.8556\tvalid_0's l2: 2024.25\n",
"[48]\tvalid_0's poisson: -90.9209\tvalid_0's l2: 2018.96\n",
"[49]\tvalid_0's poisson: -90.9856\tvalid_0's l2: 2013.71\n",
"[50]\tvalid_0's poisson: -91.0529\tvalid_0's l2: 2008.64\n",
"[51]\tvalid_0's poisson: -91.1144\tvalid_0's l2: 2003.64\n",
"[52]\tvalid_0's poisson: -91.1762\tvalid_0's l2: 1998.85\n",
"[53]\tvalid_0's poisson: -91.2389\tvalid_0's l2: 1993.72\n",
"[54]\tvalid_0's poisson: -91.299\tvalid_0's l2: 1988.82\n",
"[55]\tvalid_0's poisson: -91.3644\tvalid_0's l2: 1983.87\n",
"[56]\tvalid_0's poisson: -91.4256\tvalid_0's l2: 1978.84\n",
"[57]\tvalid_0's poisson: -91.4856\tvalid_0's l2: 1974.17\n",
"[58]\tvalid_0's poisson: -91.5438\tvalid_0's l2: 1969.38\n",
"[59]\tvalid_0's poisson: -91.6015\tvalid_0's l2: 1964.62\n",
"[60]\tvalid_0's poisson: -91.6652\tvalid_0's l2: 1959.8\n",
"[61]\tvalid_0's poisson: -91.7241\tvalid_0's l2: 1954.92\n",
"[62]\tvalid_0's poisson: -91.787\tvalid_0's l2: 1950.15\n",
"[63]\tvalid_0's poisson: -91.843\tvalid_0's l2: 1945.5\n",
"[64]\tvalid_0's poisson: -91.9006\tvalid_0's l2: 1940.99\n",
"[65]\tvalid_0's poisson: -91.9577\tvalid_0's l2: 1936.22\n",
"[66]\tvalid_0's poisson: -92.0126\tvalid_0's l2: 1931.65\n",
"[67]\tvalid_0's poisson: -92.074\tvalid_0's l2: 1927\n",
"[68]\tvalid_0's poisson: -92.1297\tvalid_0's l2: 1922.32\n",
"[69]\tvalid_0's poisson: -92.1857\tvalid_0's l2: 1917.92\n",
"[70]\tvalid_0's poisson: -92.239\tvalid_0's l2: 1913.46\n",
"[71]\tvalid_0's poisson: -92.2935\tvalid_0's l2: 1908.87\n",
"[72]\tvalid_0's poisson: -92.3533\tvalid_0's l2: 1904.33\n",
"[73]\tvalid_0's poisson: -92.4054\tvalid_0's l2: 1899.95\n",
"[74]\tvalid_0's poisson: -92.4597\tvalid_0's l2: 1895.66\n",
"[75]\tvalid_0's poisson: -92.5127\tvalid_0's l2: 1891.17\n",
"[76]\tvalid_0's poisson: -92.561\tvalid_0's l2: 1886.91\n",
"[77]\tvalid_0's poisson: -92.6193\tvalid_0's l2: 1882.48\n",
"[78]\tvalid_0's poisson: -92.6725\tvalid_0's l2: 1878.26\n",
"[79]\tvalid_0's poisson: -92.72\tvalid_0's l2: 1874.07\n",
"[80]\tvalid_0's poisson: -92.7774\tvalid_0's l2: 1869.7\n",
"[81]\tvalid_0's poisson: -92.8283\tvalid_0's l2: 1865.35\n",
"[82]\tvalid_0's poisson: -92.8803\tvalid_0's l2: 1861.22\n",
"[83]\tvalid_0's poisson: -92.9266\tvalid_0's l2: 1857.11\n",
"[84]\tvalid_0's poisson: -92.9763\tvalid_0's l2: 1852.84\n",
"[85]\tvalid_0's poisson: -93.0275\tvalid_0's l2: 1848.77\n",
"[86]\tvalid_0's poisson: -93.0728\tvalid_0's l2: 1844.73\n",
"[87]\tvalid_0's poisson: -93.1284\tvalid_0's l2: 1840.49\n",
"[88]\tvalid_0's poisson: -93.1768\tvalid_0's l2: 1836.32\n",
"[89]\tvalid_0's poisson: -93.2269\tvalid_0's l2: 1832.32\n",
"[90]\tvalid_0's poisson: -93.271\tvalid_0's l2: 1828.36\n",
"[91]\tvalid_0's poisson: -93.3256\tvalid_0's l2: 1824.2\n",
"[92]\tvalid_0's poisson: -93.3727\tvalid_0's l2: 1820.13\n",
"[93]\tvalid_0's poisson: -93.4217\tvalid_0's l2: 1816.2\n",
"[94]\tvalid_0's poisson: -93.4648\tvalid_0's l2: 1812.32\n",
"[95]\tvalid_0's poisson: -93.5183\tvalid_0's l2: 1808.24\n",
"[96]\tvalid_0's poisson: -93.5608\tvalid_0's l2: 1804.4\n",
"[97]\tvalid_0's poisson: -93.6089\tvalid_0's l2: 1800.55\n",
"[98]\tvalid_0's poisson: -93.6519\tvalid_0's l2: 1796.62\n",
"[99]\tvalid_0's poisson: -93.6995\tvalid_0's l2: 1792.8\n",
"[100]\tvalid_0's poisson: -93.7409\tvalid_0's l2: 1789.04\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2685\tvalid_0's l2: 2293.5\n",
"[2]\tvalid_0's poisson: -87.3602\tvalid_0's l2: 2286.91\n",
"[3]\tvalid_0's poisson: -87.4511\tvalid_0's l2: 2280.37\n",
"[4]\tvalid_0's poisson: -87.5425\tvalid_0's l2: 2273.77\n",
"[5]\tvalid_0's poisson: -87.6331\tvalid_0's l2: 2267.22\n",
"[6]\tvalid_0's poisson: -87.7234\tvalid_0's l2: 2260.69\n",
"[7]\tvalid_0's poisson: -87.8113\tvalid_0's l2: 2254.34\n",
"[8]\tvalid_0's poisson: -87.8995\tvalid_0's l2: 2247.93\n",
"[9]\tvalid_0's poisson: -87.9869\tvalid_0's l2: 2241.57\n",
"[10]\tvalid_0's poisson: -88.0743\tvalid_0's l2: 2235.23\n",
"[11]\tvalid_0's poisson: -88.1601\tvalid_0's l2: 2228.96\n",
"[12]\tvalid_0's poisson: -88.2445\tvalid_0's l2: 2222.83\n",
"[13]\tvalid_0's poisson: -88.3289\tvalid_0's l2: 2216.66\n",
"[14]\tvalid_0's poisson: -88.4142\tvalid_0's l2: 2210.34\n",
"[15]\tvalid_0's poisson: -88.4982\tvalid_0's l2: 2204.21\n",
"[16]\tvalid_0's poisson: -88.582\tvalid_0's l2: 2197.97\n",
"[17]\tvalid_0's poisson: -88.6642\tvalid_0's l2: 2191.96\n",
"[18]\tvalid_0's poisson: -88.7465\tvalid_0's l2: 2185.79\n",
"[19]\tvalid_0's poisson: -88.8281\tvalid_0's l2: 2179.81\n",
"[20]\tvalid_0's poisson: -88.908\tvalid_0's l2: 2173.9\n",
"[21]\tvalid_0's poisson: -88.9883\tvalid_0's l2: 2167.83\n",
"[22]\tvalid_0's poisson: -89.0675\tvalid_0's l2: 2162.01\n",
"[23]\tvalid_0's poisson: -89.1465\tvalid_0's l2: 2156.02\n",
"[24]\tvalid_0's poisson: -89.2246\tvalid_0's l2: 2150.27\n",
"[25]\tvalid_0's poisson: -89.3023\tvalid_0's l2: 2144.35\n",
"[26]\tvalid_0's poisson: -89.3764\tvalid_0's l2: 2138.85\n",
"[27]\tvalid_0's poisson: -89.4527\tvalid_0's l2: 2132.99\n",
"[28]\tvalid_0's poisson: -89.5282\tvalid_0's l2: 2127.19\n",
"[29]\tvalid_0's poisson: -89.604\tvalid_0's l2: 2121.58\n",
"[30]\tvalid_0's poisson: -89.6782\tvalid_0's l2: 2115.85\n",
"[31]\tvalid_0's poisson: -89.7498\tvalid_0's l2: 2110.48\n",
"[32]\tvalid_0's poisson: -89.8228\tvalid_0's l2: 2104.81\n",
"[33]\tvalid_0's poisson: -89.8949\tvalid_0's l2: 2099.18\n",
"[34]\tvalid_0's poisson: -89.9685\tvalid_0's l2: 2093.72\n",
"[35]\tvalid_0's poisson: -90.0395\tvalid_0's l2: 2088.16\n",
"[36]\tvalid_0's poisson: -90.1088\tvalid_0's l2: 2082.93\n",
"[37]\tvalid_0's poisson: -90.1787\tvalid_0's l2: 2077.44\n",
"[38]\tvalid_0's poisson: -90.2477\tvalid_0's l2: 2071.98\n",
"[39]\tvalid_0's poisson: -90.3192\tvalid_0's l2: 2066.65\n",
"[40]\tvalid_0's poisson: -90.3849\tvalid_0's l2: 2061.46\n",
"[41]\tvalid_0's poisson: -90.452\tvalid_0's l2: 2056.37\n",
"[42]\tvalid_0's poisson: -90.5189\tvalid_0's l2: 2051.04\n",
"[43]\tvalid_0's poisson: -90.5829\tvalid_0's l2: 2045.95\n",
"[44]\tvalid_0's poisson: -90.6524\tvalid_0's l2: 2040.75\n",
"[45]\tvalid_0's poisson: -90.7177\tvalid_0's l2: 2035.52\n",
"[46]\tvalid_0's poisson: -90.78\tvalid_0's l2: 2030.53\n",
"[47]\tvalid_0's poisson: -90.8484\tvalid_0's l2: 2025.41\n",
"[48]\tvalid_0's poisson: -90.9127\tvalid_0's l2: 2020.48\n",
"[49]\tvalid_0's poisson: -90.9738\tvalid_0's l2: 2015.57\n",
"[50]\tvalid_0's poisson: -91.0365\tvalid_0's l2: 2010.5\n",
"[51]\tvalid_0's poisson: -91.0964\tvalid_0's l2: 2005.66\n",
"[52]\tvalid_0's poisson: -91.1629\tvalid_0's l2: 2000.66\n",
"[53]\tvalid_0's poisson: -91.2253\tvalid_0's l2: 1995.85\n",
"[54]\tvalid_0's poisson: -91.2862\tvalid_0's l2: 1990.9\n",
"[55]\tvalid_0's poisson: -91.3443\tvalid_0's l2: 1986.17\n",
"[56]\tvalid_0's poisson: -91.404\tvalid_0's l2: 1981.29\n",
"[57]\tvalid_0's poisson: -91.4688\tvalid_0's l2: 1976.41\n",
"[58]\tvalid_0's poisson: -91.5255\tvalid_0's l2: 1971.77\n",
"[59]\tvalid_0's poisson: -91.5858\tvalid_0's l2: 1967.1\n",
"[60]\tvalid_0's poisson: -91.6438\tvalid_0's l2: 1962.33\n",
"[61]\tvalid_0's poisson: -91.6994\tvalid_0's l2: 1957.77\n",
"[62]\tvalid_0's poisson: -91.7625\tvalid_0's l2: 1953.01\n",
"[63]\tvalid_0's poisson: -91.8191\tvalid_0's l2: 1948.33\n",
"[64]\tvalid_0's poisson: -91.8777\tvalid_0's l2: 1943.78\n",
"[65]\tvalid_0's poisson: -91.9317\tvalid_0's l2: 1939.32\n",
"[66]\tvalid_0's poisson: -91.987\tvalid_0's l2: 1934.73\n",
"[67]\tvalid_0's poisson: -92.0485\tvalid_0's l2: 1930.08\n",
"[68]\tvalid_0's poisson: -92.1013\tvalid_0's l2: 1925.71\n",
"[69]\tvalid_0's poisson: -92.1582\tvalid_0's l2: 1921.27\n",
"[70]\tvalid_0's poisson: -92.212\tvalid_0's l2: 1916.78\n",
"[71]\tvalid_0's poisson: -92.2636\tvalid_0's l2: 1912.5\n",
"[72]\tvalid_0's poisson: -92.3235\tvalid_0's l2: 1907.96\n",
"[73]\tvalid_0's poisson: -92.3791\tvalid_0's l2: 1903.6\n",
"[74]\tvalid_0's poisson: -92.4269\tvalid_0's l2: 1899.44\n",
"[75]\tvalid_0's poisson: -92.4788\tvalid_0's l2: 1895.08\n",
"[76]\tvalid_0's poisson: -92.5375\tvalid_0's l2: 1890.63\n",
"[77]\tvalid_0's poisson: -92.5919\tvalid_0's l2: 1886.36\n",
"[78]\tvalid_0's poisson: -92.6385\tvalid_0's l2: 1882.28\n",
"[79]\tvalid_0's poisson: -92.6889\tvalid_0's l2: 1878.02\n",
"[80]\tvalid_0's poisson: -92.7465\tvalid_0's l2: 1873.66\n",
"[81]\tvalid_0's poisson: -92.7998\tvalid_0's l2: 1869.46\n",
"[82]\tvalid_0's poisson: -92.8506\tvalid_0's l2: 1865.3\n",
"[83]\tvalid_0's poisson: -92.8957\tvalid_0's l2: 1861.33\n",
"[84]\tvalid_0's poisson: -92.9481\tvalid_0's l2: 1857.18\n",
"[85]\tvalid_0's poisson: -92.9968\tvalid_0's l2: 1853.05\n",
"[86]\tvalid_0's poisson: -93.0465\tvalid_0's l2: 1848.97\n",
"[87]\tvalid_0's poisson: -93.0981\tvalid_0's l2: 1844.89\n",
"[88]\tvalid_0's poisson: -93.1473\tvalid_0's l2: 1840.85\n",
"[89]\tvalid_0's poisson: -93.1907\tvalid_0's l2: 1836.98\n",
"[90]\tvalid_0's poisson: -93.2416\tvalid_0's l2: 1832.95\n",
"[91]\tvalid_0's poisson: -93.2857\tvalid_0's l2: 1828.99\n",
"[92]\tvalid_0's poisson: -93.336\tvalid_0's l2: 1825.01\n",
"[93]\tvalid_0's poisson: -93.3839\tvalid_0's l2: 1821.05\n",
"[94]\tvalid_0's poisson: -93.4378\tvalid_0's l2: 1816.97\n",
"[95]\tvalid_0's poisson: -93.4797\tvalid_0's l2: 1813.21\n",
"[96]\tvalid_0's poisson: -93.529\tvalid_0's l2: 1809.29\n",
"[97]\tvalid_0's poisson: -93.5716\tvalid_0's l2: 1805.44\n",
"[98]\tvalid_0's poisson: -93.6204\tvalid_0's l2: 1801.56\n",
"[99]\tvalid_0's poisson: -93.6669\tvalid_0's l2: 1797.72\n",
"[100]\tvalid_0's poisson: -93.7129\tvalid_0's l2: 1793.91\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2561\tvalid_0's l2: 2294.35\n",
"[2]\tvalid_0's poisson: -87.3477\tvalid_0's l2: 2287.71\n",
"[3]\tvalid_0's poisson: -87.4385\tvalid_0's l2: 2281.13\n",
"[4]\tvalid_0's poisson: -87.5285\tvalid_0's l2: 2274.59\n",
"[5]\tvalid_0's poisson: -87.6178\tvalid_0's l2: 2268.11\n",
"[6]\tvalid_0's poisson: -87.7062\tvalid_0's l2: 2261.69\n",
"[7]\tvalid_0's poisson: -87.7938\tvalid_0's l2: 2255.31\n",
"[8]\tvalid_0's poisson: -87.8823\tvalid_0's l2: 2248.86\n",
"[9]\tvalid_0's poisson: -87.9701\tvalid_0's l2: 2242.46\n",
"[10]\tvalid_0's poisson: -88.057\tvalid_0's l2: 2236.11\n",
"[11]\tvalid_0's poisson: -88.1417\tvalid_0's l2: 2229.93\n",
"[12]\tvalid_0's poisson: -88.2271\tvalid_0's l2: 2223.68\n",
"[13]\tvalid_0's poisson: -88.3081\tvalid_0's l2: 2217.75\n",
"[14]\tvalid_0's poisson: -88.3923\tvalid_0's l2: 2211.58\n",
"[15]\tvalid_0's poisson: -88.4744\tvalid_0's l2: 2205.57\n",
"[16]\tvalid_0's poisson: -88.5536\tvalid_0's l2: 2199.74\n",
"[17]\tvalid_0's poisson: -88.6377\tvalid_0's l2: 2193.46\n",
"[18]\tvalid_0's poisson: -88.7196\tvalid_0's l2: 2187.44\n",
"[19]\tvalid_0's poisson: -88.8022\tvalid_0's l2: 2181.23\n",
"[20]\tvalid_0's poisson: -88.8792\tvalid_0's l2: 2175.53\n",
"[21]\tvalid_0's poisson: -88.9603\tvalid_0's l2: 2169.4\n",
"[22]\tvalid_0's poisson: -89.0405\tvalid_0's l2: 2163.32\n",
"[23]\tvalid_0's poisson: -89.1197\tvalid_0's l2: 2157.28\n",
"[24]\tvalid_0's poisson: -89.1986\tvalid_0's l2: 2151.44\n",
"[25]\tvalid_0's poisson: -89.2729\tvalid_0's l2: 2145.88\n",
"[26]\tvalid_0's poisson: -89.3504\tvalid_0's l2: 2139.94\n",
"[27]\tvalid_0's poisson: -89.4269\tvalid_0's l2: 2134.05\n",
"[28]\tvalid_0's poisson: -89.5027\tvalid_0's l2: 2128.2\n",
"[29]\tvalid_0's poisson: -89.5788\tvalid_0's l2: 2122.54\n",
"[30]\tvalid_0's poisson: -89.6533\tvalid_0's l2: 2116.76\n",
"[31]\tvalid_0's poisson: -89.7246\tvalid_0's l2: 2111.37\n",
"[32]\tvalid_0's poisson: -89.7978\tvalid_0's l2: 2105.66\n",
"[33]\tvalid_0's poisson: -89.8703\tvalid_0's l2: 2100\n",
"[34]\tvalid_0's poisson: -89.9442\tvalid_0's l2: 2094.48\n",
"[35]\tvalid_0's poisson: -90.0154\tvalid_0's l2: 2088.88\n",
"[36]\tvalid_0's poisson: -90.0844\tvalid_0's l2: 2083.63\n",
"[37]\tvalid_0's poisson: -90.1545\tvalid_0's l2: 2078.1\n",
"[38]\tvalid_0's poisson: -90.2238\tvalid_0's l2: 2072.61\n",
"[39]\tvalid_0's poisson: -90.2957\tvalid_0's l2: 2067.23\n",
"[40]\tvalid_0's poisson: -90.3639\tvalid_0's l2: 2061.81\n",
"[41]\tvalid_0's poisson: -90.4306\tvalid_0's l2: 2056.69\n",
"[42]\tvalid_0's poisson: -90.4978\tvalid_0's l2: 2051.33\n",
"[43]\tvalid_0's poisson: -90.5643\tvalid_0's l2: 2046.01\n",
"[44]\tvalid_0's poisson: -90.6341\tvalid_0's l2: 2040.76\n",
"[45]\tvalid_0's poisson: -90.6996\tvalid_0's l2: 2035.51\n",
"[46]\tvalid_0's poisson: -90.7685\tvalid_0's l2: 2030.32\n",
"[47]\tvalid_0's poisson: -90.8329\tvalid_0's l2: 2025.13\n",
"[48]\tvalid_0's poisson: -90.8968\tvalid_0's l2: 2020.18\n",
"[49]\tvalid_0's poisson: -90.9603\tvalid_0's l2: 2015.05\n",
"[50]\tvalid_0's poisson: -91.0231\tvalid_0's l2: 2009.96\n",
"[51]\tvalid_0's poisson: -91.0901\tvalid_0's l2: 2004.9\n",
"[52]\tvalid_0's poisson: -91.152\tvalid_0's l2: 1999.87\n",
"[53]\tvalid_0's poisson: -91.2139\tvalid_0's l2: 1995.05\n",
"[54]\tvalid_0's poisson: -91.2748\tvalid_0's l2: 1990.08\n",
"[55]\tvalid_0's poisson: -91.3351\tvalid_0's l2: 1985.15\n",
"[56]\tvalid_0's poisson: -91.4004\tvalid_0's l2: 1980.21\n",
"[57]\tvalid_0's poisson: -91.4598\tvalid_0's l2: 1975.34\n",
"[58]\tvalid_0's poisson: -91.5199\tvalid_0's l2: 1970.64\n",
"[59]\tvalid_0's poisson: -91.5784\tvalid_0's l2: 1965.82\n",
"[60]\tvalid_0's poisson: -91.6346\tvalid_0's l2: 1961.2\n",
"[61]\tvalid_0's poisson: -91.6982\tvalid_0's l2: 1956.38\n",
"[62]\tvalid_0's poisson: -91.7554\tvalid_0's l2: 1951.65\n",
"[63]\tvalid_0's poisson: -91.8137\tvalid_0's l2: 1947.07\n",
"[64]\tvalid_0's poisson: -91.8684\tvalid_0's l2: 1942.56\n",
"[65]\tvalid_0's poisson: -91.9225\tvalid_0's l2: 1938.07\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[66]\tvalid_0's poisson: -91.9845\tvalid_0's l2: 1933.37\n",
"[67]\tvalid_0's poisson: -92.0395\tvalid_0's l2: 1928.78\n",
"[68]\tvalid_0's poisson: -92.0962\tvalid_0's l2: 1924.32\n",
"[69]\tvalid_0's poisson: -92.1489\tvalid_0's l2: 1919.94\n",
"[70]\tvalid_0's poisson: -92.2026\tvalid_0's l2: 1915.44\n",
"[71]\tvalid_0's poisson: -92.263\tvalid_0's l2: 1910.85\n",
"[72]\tvalid_0's poisson: -92.3145\tvalid_0's l2: 1906.55\n",
"[73]\tvalid_0's poisson: -92.3742\tvalid_0's l2: 1902.01\n",
"[74]\tvalid_0's poisson: -92.4264\tvalid_0's l2: 1897.62\n",
"[75]\tvalid_0's poisson: -92.481\tvalid_0's l2: 1893.3\n",
"[76]\tvalid_0's poisson: -92.5285\tvalid_0's l2: 1889.14\n",
"[77]\tvalid_0's poisson: -92.5825\tvalid_0's l2: 1884.86\n",
"[78]\tvalid_0's poisson: -92.6294\tvalid_0's l2: 1880.75\n",
"[79]\tvalid_0's poisson: -92.6874\tvalid_0's l2: 1876.34\n",
"[80]\tvalid_0's poisson: -92.7376\tvalid_0's l2: 1872.08\n",
"[81]\tvalid_0's poisson: -92.7904\tvalid_0's l2: 1867.88\n",
"[82]\tvalid_0's poisson: -92.8361\tvalid_0's l2: 1863.85\n",
"[83]\tvalid_0's poisson: -92.893\tvalid_0's l2: 1859.52\n",
"[84]\tvalid_0's poisson: -92.9419\tvalid_0's l2: 1855.36\n",
"[85]\tvalid_0's poisson: -92.9936\tvalid_0's l2: 1851.24\n",
"[86]\tvalid_0's poisson: -93.0382\tvalid_0's l2: 1847.29\n",
"[87]\tvalid_0's poisson: -93.0939\tvalid_0's l2: 1843.05\n",
"[88]\tvalid_0's poisson: -93.1416\tvalid_0's l2: 1838.98\n",
"[89]\tvalid_0's poisson: -93.1921\tvalid_0's l2: 1834.94\n",
"[90]\tvalid_0's poisson: -93.2356\tvalid_0's l2: 1831.06\n",
"[91]\tvalid_0's poisson: -93.2903\tvalid_0's l2: 1826.9\n",
"[92]\tvalid_0's poisson: -93.3332\tvalid_0's l2: 1823.07\n",
"[93]\tvalid_0's poisson: -93.3828\tvalid_0's l2: 1819.1\n",
"[94]\tvalid_0's poisson: -93.426\tvalid_0's l2: 1815.2\n",
"[95]\tvalid_0's poisson: -93.475\tvalid_0's l2: 1811.26\n",
"[96]\tvalid_0's poisson: -93.5231\tvalid_0's l2: 1807.31\n",
"[97]\tvalid_0's poisson: -93.5647\tvalid_0's l2: 1803.57\n",
"[98]\tvalid_0's poisson: -93.613\tvalid_0's l2: 1799.69\n",
"[99]\tvalid_0's poisson: -93.6549\tvalid_0's l2: 1795.88\n",
"[100]\tvalid_0's poisson: -93.7075\tvalid_0's l2: 1791.88\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.8713\tvalid_0's l2: 2094.71\n",
"[2]\tvalid_0's poisson: -92.0507\tvalid_0's l2: 1912.15\n",
"[3]\tvalid_0's poisson: -93.8403\tvalid_0's l2: 1752.84\n",
"[4]\tvalid_0's poisson: -95.3735\tvalid_0's l2: 1610.17\n",
"[5]\tvalid_0's poisson: -96.7152\tvalid_0's l2: 1482.33\n",
"[6]\tvalid_0's poisson: -97.8684\tvalid_0's l2: 1369.4\n",
"[7]\tvalid_0's poisson: -98.8861\tvalid_0's l2: 1267.14\n",
"[8]\tvalid_0's poisson: -99.7927\tvalid_0's l2: 1176.24\n",
"[9]\tvalid_0's poisson: -100.577\tvalid_0's l2: 1097.23\n",
"[10]\tvalid_0's poisson: -101.273\tvalid_0's l2: 1027.97\n",
"[11]\tvalid_0's poisson: -101.9\tvalid_0's l2: 965.318\n",
"[12]\tvalid_0's poisson: -102.489\tvalid_0's l2: 907.655\n",
"[13]\tvalid_0's poisson: -102.998\tvalid_0's l2: 857.427\n",
"[14]\tvalid_0's poisson: -103.465\tvalid_0's l2: 812.9\n",
"[15]\tvalid_0's poisson: -103.886\tvalid_0's l2: 772.259\n",
"[16]\tvalid_0's poisson: -104.278\tvalid_0's l2: 734.875\n",
"[17]\tvalid_0's poisson: -104.627\tvalid_0's l2: 700.491\n",
"[18]\tvalid_0's poisson: -104.954\tvalid_0's l2: 670.079\n",
"[19]\tvalid_0's poisson: -105.249\tvalid_0's l2: 643.66\n",
"[20]\tvalid_0's poisson: -105.517\tvalid_0's l2: 619.122\n",
"[21]\tvalid_0's poisson: -105.772\tvalid_0's l2: 597.114\n",
"[22]\tvalid_0's poisson: -106.012\tvalid_0's l2: 576.879\n",
"[23]\tvalid_0's poisson: -106.229\tvalid_0's l2: 557.848\n",
"[24]\tvalid_0's poisson: -106.418\tvalid_0's l2: 541.399\n",
"[25]\tvalid_0's poisson: -106.599\tvalid_0's l2: 525.965\n",
"[26]\tvalid_0's poisson: -106.773\tvalid_0's l2: 511.896\n",
"[27]\tvalid_0's poisson: -106.948\tvalid_0's l2: 498.536\n",
"[28]\tvalid_0's poisson: -107.096\tvalid_0's l2: 486.81\n",
"[29]\tvalid_0's poisson: -107.245\tvalid_0's l2: 475.695\n",
"[30]\tvalid_0's poisson: -107.367\tvalid_0's l2: 465.343\n",
"[31]\tvalid_0's poisson: -107.495\tvalid_0's l2: 456.182\n",
"[32]\tvalid_0's poisson: -107.606\tvalid_0's l2: 447.785\n",
"[33]\tvalid_0's poisson: -107.714\tvalid_0's l2: 438.512\n",
"[34]\tvalid_0's poisson: -107.808\tvalid_0's l2: 430.08\n",
"[35]\tvalid_0's poisson: -107.905\tvalid_0's l2: 423.361\n",
"[36]\tvalid_0's poisson: -107.996\tvalid_0's l2: 417.018\n",
"[37]\tvalid_0's poisson: -108.072\tvalid_0's l2: 410.005\n",
"[38]\tvalid_0's poisson: -108.15\tvalid_0's l2: 405.63\n",
"[39]\tvalid_0's poisson: -108.214\tvalid_0's l2: 400.115\n",
"[40]\tvalid_0's poisson: -108.284\tvalid_0's l2: 394.937\n",
"[41]\tvalid_0's poisson: -108.34\tvalid_0's l2: 389.904\n",
"[42]\tvalid_0's poisson: -108.4\tvalid_0's l2: 385.869\n",
"[43]\tvalid_0's poisson: -108.457\tvalid_0's l2: 381.277\n",
"[44]\tvalid_0's poisson: -108.505\tvalid_0's l2: 377.246\n",
"[45]\tvalid_0's poisson: -108.551\tvalid_0's l2: 373.526\n",
"[46]\tvalid_0's poisson: -108.591\tvalid_0's l2: 370.21\n",
"[47]\tvalid_0's poisson: -108.63\tvalid_0's l2: 367.233\n",
"[48]\tvalid_0's poisson: -108.675\tvalid_0's l2: 363.283\n",
"[49]\tvalid_0's poisson: -108.709\tvalid_0's l2: 361.016\n",
"[50]\tvalid_0's poisson: -108.75\tvalid_0's l2: 358.559\n",
"[51]\tvalid_0's poisson: -108.781\tvalid_0's l2: 355.645\n",
"[52]\tvalid_0's poisson: -108.811\tvalid_0's l2: 352.807\n",
"[53]\tvalid_0's poisson: -108.839\tvalid_0's l2: 351.086\n",
"[54]\tvalid_0's poisson: -108.868\tvalid_0's l2: 349.305\n",
"[55]\tvalid_0's poisson: -108.847\tvalid_0's l2: 347.584\n",
"[56]\tvalid_0's poisson: -108.865\tvalid_0's l2: 345.978\n",
"[57]\tvalid_0's poisson: -108.892\tvalid_0's l2: 344.186\n",
"[58]\tvalid_0's poisson: -108.91\tvalid_0's l2: 342.505\n",
"[59]\tvalid_0's poisson: -108.928\tvalid_0's l2: 341.117\n",
"[60]\tvalid_0's poisson: -108.944\tvalid_0's l2: 339.436\n",
"[61]\tvalid_0's poisson: -108.954\tvalid_0's l2: 338.259\n",
"[62]\tvalid_0's poisson: -108.967\tvalid_0's l2: 337.192\n",
"[63]\tvalid_0's poisson: -108.978\tvalid_0's l2: 336.066\n",
"[64]\tvalid_0's poisson: -108.994\tvalid_0's l2: 334.16\n",
"[65]\tvalid_0's poisson: -108.993\tvalid_0's l2: 333.158\n",
"[66]\tvalid_0's poisson: -109.002\tvalid_0's l2: 332.463\n",
"[67]\tvalid_0's poisson: -109.013\tvalid_0's l2: 331.33\n",
"[68]\tvalid_0's poisson: -109.022\tvalid_0's l2: 330.269\n",
"[69]\tvalid_0's poisson: -109.031\tvalid_0's l2: 329.465\n",
"[70]\tvalid_0's poisson: -109.046\tvalid_0's l2: 328.164\n",
"[71]\tvalid_0's poisson: -109.049\tvalid_0's l2: 327.459\n",
"[72]\tvalid_0's poisson: -109.044\tvalid_0's l2: 326.862\n",
"[73]\tvalid_0's poisson: -109.051\tvalid_0's l2: 325.938\n",
"[74]\tvalid_0's poisson: -109.058\tvalid_0's l2: 324.582\n",
"[75]\tvalid_0's poisson: -109.065\tvalid_0's l2: 323.782\n",
"[76]\tvalid_0's poisson: -109.059\tvalid_0's l2: 323.051\n",
"[77]\tvalid_0's poisson: -109.04\tvalid_0's l2: 322.68\n",
"[78]\tvalid_0's poisson: -109.039\tvalid_0's l2: 322.151\n",
"[79]\tvalid_0's poisson: -109.042\tvalid_0's l2: 321.52\n",
"[80]\tvalid_0's poisson: -109.047\tvalid_0's l2: 320.866\n",
"[81]\tvalid_0's poisson: -109.039\tvalid_0's l2: 320.483\n",
"[82]\tvalid_0's poisson: -109.022\tvalid_0's l2: 319.951\n",
"[83]\tvalid_0's poisson: -109.026\tvalid_0's l2: 319.679\n",
"[84]\tvalid_0's poisson: -109.021\tvalid_0's l2: 318.065\n",
"[85]\tvalid_0's poisson: -109.014\tvalid_0's l2: 317.727\n",
"[86]\tvalid_0's poisson: -108.99\tvalid_0's l2: 317.235\n",
"[87]\tvalid_0's poisson: -108.981\tvalid_0's l2: 316.91\n",
"[88]\tvalid_0's poisson: -108.98\tvalid_0's l2: 315.711\n",
"[89]\tvalid_0's poisson: -108.982\tvalid_0's l2: 315.041\n",
"[90]\tvalid_0's poisson: -108.98\tvalid_0's l2: 313.811\n",
"[91]\tvalid_0's poisson: -108.979\tvalid_0's l2: 312.982\n",
"[92]\tvalid_0's poisson: -108.985\tvalid_0's l2: 312.283\n",
"[93]\tvalid_0's poisson: -108.987\tvalid_0's l2: 311.963\n",
"[94]\tvalid_0's poisson: -108.987\tvalid_0's l2: 311.462\n",
"[95]\tvalid_0's poisson: -108.932\tvalid_0's l2: 310.931\n",
"[96]\tvalid_0's poisson: -108.935\tvalid_0's l2: 310.622\n",
"[97]\tvalid_0's poisson: -108.936\tvalid_0's l2: 310.24\n",
"[98]\tvalid_0's poisson: -108.994\tvalid_0's l2: 309.667\n",
"[99]\tvalid_0's poisson: -108.944\tvalid_0's l2: 308.785\n",
"[100]\tvalid_0's poisson: -108.987\tvalid_0's l2: 307.256\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.8695\tvalid_0's l2: 2093.82\n",
"[2]\tvalid_0's poisson: -92.0869\tvalid_0's l2: 1907.99\n",
"[3]\tvalid_0's poisson: -93.911\tvalid_0's l2: 1743.34\n",
"[4]\tvalid_0's poisson: -95.3935\tvalid_0's l2: 1604.42\n",
"[5]\tvalid_0's poisson: -96.7206\tvalid_0's l2: 1475.92\n",
"[6]\tvalid_0's poisson: -97.8975\tvalid_0's l2: 1360.65\n",
"[7]\tvalid_0's poisson: -98.8949\tvalid_0's l2: 1260.8\n",
"[8]\tvalid_0's poisson: -99.7685\tvalid_0's l2: 1174.13\n",
"[9]\tvalid_0's poisson: -100.583\tvalid_0's l2: 1092.3\n",
"[10]\tvalid_0's poisson: -101.278\tvalid_0's l2: 1023.5\n",
"[11]\tvalid_0's poisson: -101.904\tvalid_0's l2: 960.349\n",
"[12]\tvalid_0's poisson: -102.468\tvalid_0's l2: 903.268\n",
"[13]\tvalid_0's poisson: -102.982\tvalid_0's l2: 851.925\n",
"[14]\tvalid_0's poisson: -103.448\tvalid_0's l2: 807.117\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[15]\tvalid_0's poisson: -103.872\tvalid_0's l2: 765.602\n",
"[16]\tvalid_0's poisson: -104.252\tvalid_0's l2: 728.95\n",
"[17]\tvalid_0's poisson: -104.614\tvalid_0's l2: 697.062\n",
"[18]\tvalid_0's poisson: -104.932\tvalid_0's l2: 666.511\n",
"[19]\tvalid_0's poisson: -105.221\tvalid_0's l2: 640.435\n",
"[20]\tvalid_0's poisson: -105.488\tvalid_0's l2: 616.266\n",
"[21]\tvalid_0's poisson: -105.747\tvalid_0's l2: 594.732\n",
"[22]\tvalid_0's poisson: -105.983\tvalid_0's l2: 575.703\n",
"[23]\tvalid_0's poisson: -106.198\tvalid_0's l2: 557.547\n",
"[24]\tvalid_0's poisson: -106.388\tvalid_0's l2: 541.531\n",
"[25]\tvalid_0's poisson: -106.577\tvalid_0's l2: 527.116\n",
"[26]\tvalid_0's poisson: -106.744\tvalid_0's l2: 512.802\n",
"[27]\tvalid_0's poisson: -106.92\tvalid_0's l2: 500.178\n",
"[28]\tvalid_0's poisson: -107.084\tvalid_0's l2: 488.715\n",
"[29]\tvalid_0's poisson: -107.221\tvalid_0's l2: 477.787\n",
"[30]\tvalid_0's poisson: -107.36\tvalid_0's l2: 468.622\n",
"[31]\tvalid_0's poisson: -107.468\tvalid_0's l2: 459.846\n",
"[32]\tvalid_0's poisson: -107.58\tvalid_0's l2: 451.502\n",
"[33]\tvalid_0's poisson: -107.686\tvalid_0's l2: 443.826\n",
"[34]\tvalid_0's poisson: -107.767\tvalid_0's l2: 436.966\n",
"[35]\tvalid_0's poisson: -107.865\tvalid_0's l2: 430.423\n",
"[36]\tvalid_0's poisson: -107.953\tvalid_0's l2: 423.947\n",
"[37]\tvalid_0's poisson: -108.038\tvalid_0's l2: 418.227\n",
"[38]\tvalid_0's poisson: -108.119\tvalid_0's l2: 412.898\n",
"[39]\tvalid_0's poisson: -108.186\tvalid_0's l2: 407.559\n",
"[40]\tvalid_0's poisson: -108.254\tvalid_0's l2: 402.953\n",
"[41]\tvalid_0's poisson: -108.313\tvalid_0's l2: 398.113\n",
"[42]\tvalid_0's poisson: -108.372\tvalid_0's l2: 393.649\n",
"[43]\tvalid_0's poisson: -108.426\tvalid_0's l2: 389.209\n",
"[44]\tvalid_0's poisson: -108.476\tvalid_0's l2: 385.808\n",
"[45]\tvalid_0's poisson: -108.52\tvalid_0's l2: 382.088\n",
"[46]\tvalid_0's poisson: -108.563\tvalid_0's l2: 379.315\n",
"[47]\tvalid_0's poisson: -108.607\tvalid_0's l2: 375.727\n",
"[48]\tvalid_0's poisson: -108.654\tvalid_0's l2: 372.102\n",
"[49]\tvalid_0's poisson: -108.685\tvalid_0's l2: 369.358\n",
"[50]\tvalid_0's poisson: -108.729\tvalid_0's l2: 366.714\n",
"[51]\tvalid_0's poisson: -108.755\tvalid_0's l2: 364.678\n",
"[52]\tvalid_0's poisson: -108.789\tvalid_0's l2: 362.641\n",
"[53]\tvalid_0's poisson: -108.81\tvalid_0's l2: 360.935\n",
"[54]\tvalid_0's poisson: -108.838\tvalid_0's l2: 359.08\n",
"[55]\tvalid_0's poisson: -108.863\tvalid_0's l2: 357.491\n",
"[56]\tvalid_0's poisson: -108.889\tvalid_0's l2: 355.615\n",
"[57]\tvalid_0's poisson: -108.901\tvalid_0's l2: 353.45\n",
"[58]\tvalid_0's poisson: -108.924\tvalid_0's l2: 350.898\n",
"[59]\tvalid_0's poisson: -108.944\tvalid_0's l2: 349.402\n",
"[60]\tvalid_0's poisson: -108.957\tvalid_0's l2: 348.414\n",
"[61]\tvalid_0's poisson: -108.971\tvalid_0's l2: 346.647\n",
"[62]\tvalid_0's poisson: -108.96\tvalid_0's l2: 345.847\n",
"[63]\tvalid_0's poisson: -108.977\tvalid_0's l2: 344.771\n",
"[64]\tvalid_0's poisson: -108.988\tvalid_0's l2: 343.646\n",
"[65]\tvalid_0's poisson: -108.995\tvalid_0's l2: 342.79\n",
"[66]\tvalid_0's poisson: -109.008\tvalid_0's l2: 341.745\n",
"[67]\tvalid_0's poisson: -109.015\tvalid_0's l2: 340.461\n",
"[68]\tvalid_0's poisson: -109.016\tvalid_0's l2: 339.67\n",
"[69]\tvalid_0's poisson: -109.018\tvalid_0's l2: 338.657\n",
"[70]\tvalid_0's poisson: -109.032\tvalid_0's l2: 337.445\n",
"[71]\tvalid_0's poisson: -109.002\tvalid_0's l2: 336.719\n",
"[72]\tvalid_0's poisson: -109.004\tvalid_0's l2: 335.999\n",
"[73]\tvalid_0's poisson: -109.017\tvalid_0's l2: 334.985\n",
"[74]\tvalid_0's poisson: -109.021\tvalid_0's l2: 334.485\n",
"[75]\tvalid_0's poisson: -109.026\tvalid_0's l2: 333.888\n",
"[76]\tvalid_0's poisson: -109.033\tvalid_0's l2: 333.005\n",
"[77]\tvalid_0's poisson: -109.034\tvalid_0's l2: 332.423\n",
"[78]\tvalid_0's poisson: -109.038\tvalid_0's l2: 331.566\n",
"[79]\tvalid_0's poisson: -109.041\tvalid_0's l2: 330.828\n",
"[80]\tvalid_0's poisson: -109.048\tvalid_0's l2: 329.872\n",
"[81]\tvalid_0's poisson: -108.992\tvalid_0's l2: 329.472\n",
"[82]\tvalid_0's poisson: -109.021\tvalid_0's l2: 328.105\n",
"[83]\tvalid_0's poisson: -108.984\tvalid_0's l2: 327.121\n",
"[84]\tvalid_0's poisson: -108.982\tvalid_0's l2: 326.528\n",
"[85]\tvalid_0's poisson: -108.969\tvalid_0's l2: 325.978\n",
"[86]\tvalid_0's poisson: -108.997\tvalid_0's l2: 325.9\n",
"[87]\tvalid_0's poisson: -108.955\tvalid_0's l2: 325.234\n",
"[88]\tvalid_0's poisson: -108.963\tvalid_0's l2: 324.004\n",
"[89]\tvalid_0's poisson: -108.971\tvalid_0's l2: 323.709\n",
"[90]\tvalid_0's poisson: -108.963\tvalid_0's l2: 323.047\n",
"[91]\tvalid_0's poisson: -108.967\tvalid_0's l2: 322.761\n",
"[92]\tvalid_0's poisson: -108.968\tvalid_0's l2: 322.55\n",
"[93]\tvalid_0's poisson: -108.956\tvalid_0's l2: 321.991\n",
"[94]\tvalid_0's poisson: -108.96\tvalid_0's l2: 321.191\n",
"[95]\tvalid_0's poisson: -108.884\tvalid_0's l2: 321.049\n",
"[96]\tvalid_0's poisson: -108.879\tvalid_0's l2: 320.385\n",
"[97]\tvalid_0's poisson: -108.874\tvalid_0's l2: 320.183\n",
"[98]\tvalid_0's poisson: -108.908\tvalid_0's l2: 320.048\n",
"[99]\tvalid_0's poisson: -108.895\tvalid_0's l2: 319.456\n",
"[100]\tvalid_0's poisson: -108.907\tvalid_0's l2: 318.77\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.8996\tvalid_0's l2: 2091.49\n",
"[2]\tvalid_0's poisson: -92.0695\tvalid_0's l2: 1908.97\n",
"[3]\tvalid_0's poisson: -93.9168\tvalid_0's l2: 1742.91\n",
"[4]\tvalid_0's poisson: -95.465\tvalid_0's l2: 1597.23\n",
"[5]\tvalid_0's poisson: -96.7877\tvalid_0's l2: 1469.17\n",
"[6]\tvalid_0's poisson: -97.9414\tvalid_0's l2: 1354.89\n",
"[7]\tvalid_0's poisson: -98.9583\tvalid_0's l2: 1252.92\n",
"[8]\tvalid_0's poisson: -99.8611\tvalid_0's l2: 1161.51\n",
"[9]\tvalid_0's poisson: -100.641\tvalid_0's l2: 1081.71\n",
"[10]\tvalid_0's poisson: -101.336\tvalid_0's l2: 1012.34\n",
"[11]\tvalid_0's poisson: -101.972\tvalid_0's l2: 949.982\n",
"[12]\tvalid_0's poisson: -102.534\tvalid_0's l2: 894.471\n",
"[13]\tvalid_0's poisson: -103.056\tvalid_0's l2: 842.67\n",
"[14]\tvalid_0's poisson: -103.525\tvalid_0's l2: 796.907\n",
"[15]\tvalid_0's poisson: -103.949\tvalid_0's l2: 754.745\n",
"[16]\tvalid_0's poisson: -104.341\tvalid_0's l2: 717.614\n",
"[17]\tvalid_0's poisson: -104.703\tvalid_0's l2: 684.197\n",
"[18]\tvalid_0's poisson: -105.026\tvalid_0's l2: 654.069\n",
"[19]\tvalid_0's poisson: -105.309\tvalid_0's l2: 628.365\n",
"[20]\tvalid_0's poisson: -105.565\tvalid_0's l2: 604.735\n",
"[21]\tvalid_0's poisson: -105.813\tvalid_0's l2: 582.68\n",
"[22]\tvalid_0's poisson: -106.05\tvalid_0's l2: 562.96\n",
"[23]\tvalid_0's poisson: -106.264\tvalid_0's l2: 545.984\n",
"[24]\tvalid_0's poisson: -106.47\tvalid_0's l2: 529.22\n",
"[25]\tvalid_0's poisson: -106.662\tvalid_0's l2: 513.512\n",
"[26]\tvalid_0's poisson: -106.831\tvalid_0's l2: 500.015\n",
"[27]\tvalid_0's poisson: -106.998\tvalid_0's l2: 487.138\n",
"[28]\tvalid_0's poisson: -107.151\tvalid_0's l2: 476.225\n",
"[29]\tvalid_0's poisson: -107.283\tvalid_0's l2: 465.929\n",
"[30]\tvalid_0's poisson: -107.419\tvalid_0's l2: 456.092\n",
"[31]\tvalid_0's poisson: -107.533\tvalid_0's l2: 447.599\n",
"[32]\tvalid_0's poisson: -107.639\tvalid_0's l2: 439.36\n",
"[33]\tvalid_0's poisson: -107.741\tvalid_0's l2: 432.44\n",
"[34]\tvalid_0's poisson: -107.824\tvalid_0's l2: 426.417\n",
"[35]\tvalid_0's poisson: -107.916\tvalid_0's l2: 420.367\n",
"[36]\tvalid_0's poisson: -107.987\tvalid_0's l2: 415.095\n",
"[37]\tvalid_0's poisson: -108.074\tvalid_0's l2: 409.875\n",
"[38]\tvalid_0's poisson: -108.139\tvalid_0's l2: 405.332\n",
"[39]\tvalid_0's poisson: -108.21\tvalid_0's l2: 401.539\n",
"[40]\tvalid_0's poisson: -108.279\tvalid_0's l2: 397.498\n",
"[41]\tvalid_0's poisson: -108.34\tvalid_0's l2: 394.145\n",
"[42]\tvalid_0's poisson: -108.406\tvalid_0's l2: 388.622\n",
"[43]\tvalid_0's poisson: -108.456\tvalid_0's l2: 385.309\n",
"[44]\tvalid_0's poisson: -108.515\tvalid_0's l2: 380.537\n",
"[45]\tvalid_0's poisson: -108.559\tvalid_0's l2: 377.45\n",
"[46]\tvalid_0's poisson: -108.608\tvalid_0's l2: 373.324\n",
"[47]\tvalid_0's poisson: -108.644\tvalid_0's l2: 370.102\n",
"[48]\tvalid_0's poisson: -108.681\tvalid_0's l2: 367.261\n",
"[49]\tvalid_0's poisson: -108.721\tvalid_0's l2: 364.307\n",
"[50]\tvalid_0's poisson: -108.751\tvalid_0's l2: 362.327\n",
"[51]\tvalid_0's poisson: -108.782\tvalid_0's l2: 360.265\n",
"[52]\tvalid_0's poisson: -108.807\tvalid_0's l2: 357.779\n",
"[53]\tvalid_0's poisson: -108.833\tvalid_0's l2: 355.714\n",
"[54]\tvalid_0's poisson: -108.826\tvalid_0's l2: 353.73\n",
"[55]\tvalid_0's poisson: -108.848\tvalid_0's l2: 351.981\n",
"[56]\tvalid_0's poisson: -108.872\tvalid_0's l2: 350.55\n",
"[57]\tvalid_0's poisson: -108.896\tvalid_0's l2: 348.733\n",
"[58]\tvalid_0's poisson: -108.916\tvalid_0's l2: 347.197\n",
"[59]\tvalid_0's poisson: -108.928\tvalid_0's l2: 345.556\n",
"[60]\tvalid_0's poisson: -108.936\tvalid_0's l2: 344.58\n",
"[61]\tvalid_0's poisson: -108.95\tvalid_0's l2: 343.741\n",
"[62]\tvalid_0's poisson: -108.96\tvalid_0's l2: 342.972\n",
"[63]\tvalid_0's poisson: -108.968\tvalid_0's l2: 341.648\n",
"[64]\tvalid_0's poisson: -108.977\tvalid_0's l2: 340.585\n",
"[65]\tvalid_0's poisson: -108.992\tvalid_0's l2: 338.551\n",
"[66]\tvalid_0's poisson: -109.002\tvalid_0's l2: 337.666\n",
"[67]\tvalid_0's poisson: -109.004\tvalid_0's l2: 336.903\n",
"[68]\tvalid_0's poisson: -109.012\tvalid_0's l2: 335.844\n",
"[69]\tvalid_0's poisson: -109.02\tvalid_0's l2: 334.939\n",
"[70]\tvalid_0's poisson: -109.024\tvalid_0's l2: 334.011\n",
"[71]\tvalid_0's poisson: -109.034\tvalid_0's l2: 333.219\n",
"[72]\tvalid_0's poisson: -109.029\tvalid_0's l2: 332.654\n",
"[73]\tvalid_0's poisson: -109.039\tvalid_0's l2: 331.887\n",
"[74]\tvalid_0's poisson: -109.028\tvalid_0's l2: 331.311\n",
"[75]\tvalid_0's poisson: -109.014\tvalid_0's l2: 331.052\n",
"[76]\tvalid_0's poisson: -109.017\tvalid_0's l2: 329.686\n",
"[77]\tvalid_0's poisson: -109.02\tvalid_0's l2: 329.461\n",
"[78]\tvalid_0's poisson: -109.025\tvalid_0's l2: 328.416\n",
"[79]\tvalid_0's poisson: -109.025\tvalid_0's l2: 327.686\n",
"[80]\tvalid_0's poisson: -109.021\tvalid_0's l2: 327.086\n",
"[81]\tvalid_0's poisson: -109.024\tvalid_0's l2: 326.639\n",
"[82]\tvalid_0's poisson: -109.032\tvalid_0's l2: 326.065\n",
"[83]\tvalid_0's poisson: -109.01\tvalid_0's l2: 325.306\n",
"[84]\tvalid_0's poisson: -109.016\tvalid_0's l2: 324.181\n",
"[85]\tvalid_0's poisson: -109.039\tvalid_0's l2: 323.459\n",
"[86]\tvalid_0's poisson: -109.026\tvalid_0's l2: 322.864\n",
"[87]\tvalid_0's poisson: -108.998\tvalid_0's l2: 321.992\n",
"[88]\tvalid_0's poisson: -108.941\tvalid_0's l2: 321.188\n",
"[89]\tvalid_0's poisson: -108.944\tvalid_0's l2: 320.564\n",
"[90]\tvalid_0's poisson: -108.95\tvalid_0's l2: 319.802\n",
"[91]\tvalid_0's poisson: -108.936\tvalid_0's l2: 319.152\n",
"[92]\tvalid_0's poisson: -108.94\tvalid_0's l2: 318.334\n",
"[93]\tvalid_0's poisson: -108.924\tvalid_0's l2: 318.027\n",
"[94]\tvalid_0's poisson: -108.926\tvalid_0's l2: 317.409\n",
"[95]\tvalid_0's poisson: -108.926\tvalid_0's l2: 317.266\n",
"[96]\tvalid_0's poisson: -108.913\tvalid_0's l2: 316.467\n",
"[97]\tvalid_0's poisson: -108.896\tvalid_0's l2: 316.212\n",
"[98]\tvalid_0's poisson: -108.899\tvalid_0's l2: 315.518\n",
"[99]\tvalid_0's poisson: -108.903\tvalid_0's l2: 314.592\n",
"[100]\tvalid_0's poisson: -108.856\tvalid_0's l2: 314.306\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.9242\tvalid_0's l2: 2090.34\n",
"[2]\tvalid_0's poisson: -92.113\tvalid_0's l2: 1906.87\n",
"[3]\tvalid_0's poisson: -93.9469\tvalid_0's l2: 1742.27\n",
"[4]\tvalid_0's poisson: -95.4967\tvalid_0's l2: 1596.24\n",
"[5]\tvalid_0's poisson: -96.817\tvalid_0's l2: 1467.67\n",
"[6]\tvalid_0's poisson: -97.9349\tvalid_0's l2: 1356.82\n",
"[7]\tvalid_0's poisson: -98.9626\tvalid_0's l2: 1254.59\n",
"[8]\tvalid_0's poisson: -99.8419\tvalid_0's l2: 1166.14\n",
"[9]\tvalid_0's poisson: -100.623\tvalid_0's l2: 1087.97\n",
"[10]\tvalid_0's poisson: -101.318\tvalid_0's l2: 1017.68\n",
"[11]\tvalid_0's poisson: -101.957\tvalid_0's l2: 954.86\n",
"[12]\tvalid_0's poisson: -102.526\tvalid_0's l2: 897.794\n",
"[13]\tvalid_0's poisson: -103.037\tvalid_0's l2: 846.9\n",
"[14]\tvalid_0's poisson: -103.505\tvalid_0's l2: 801.105\n",
"[15]\tvalid_0's poisson: -103.928\tvalid_0's l2: 760.027\n",
"[16]\tvalid_0's poisson: -104.312\tvalid_0's l2: 723.139\n",
"[17]\tvalid_0's poisson: -104.662\tvalid_0's l2: 689.764\n",
"[18]\tvalid_0's poisson: -104.977\tvalid_0's l2: 661.175\n",
"[19]\tvalid_0's poisson: -105.263\tvalid_0's l2: 635.704\n",
"[20]\tvalid_0's poisson: -105.527\tvalid_0's l2: 612.164\n",
"[21]\tvalid_0's poisson: -105.799\tvalid_0's l2: 590.238\n",
"[22]\tvalid_0's poisson: -106.041\tvalid_0's l2: 568.882\n",
"[23]\tvalid_0's poisson: -106.267\tvalid_0's l2: 551.387\n",
"[24]\tvalid_0's poisson: -106.467\tvalid_0's l2: 535.946\n",
"[25]\tvalid_0's poisson: -106.668\tvalid_0's l2: 519.251\n",
"[26]\tvalid_0's poisson: -106.837\tvalid_0's l2: 505.096\n",
"[27]\tvalid_0's poisson: -106.988\tvalid_0's l2: 493.787\n",
"[28]\tvalid_0's poisson: -107.149\tvalid_0's l2: 482.85\n",
"[29]\tvalid_0's poisson: -107.281\tvalid_0's l2: 471.886\n",
"[30]\tvalid_0's poisson: -107.4\tvalid_0's l2: 461.736\n",
"[31]\tvalid_0's poisson: -107.524\tvalid_0's l2: 452.784\n",
"[32]\tvalid_0's poisson: -107.631\tvalid_0's l2: 443.794\n",
"[33]\tvalid_0's poisson: -107.747\tvalid_0's l2: 436.003\n",
"[34]\tvalid_0's poisson: -107.837\tvalid_0's l2: 429.111\n",
"[35]\tvalid_0's poisson: -107.927\tvalid_0's l2: 423.307\n",
"[36]\tvalid_0's poisson: -108.016\tvalid_0's l2: 417.26\n",
"[37]\tvalid_0's poisson: -108.091\tvalid_0's l2: 411.479\n",
"[38]\tvalid_0's poisson: -108.166\tvalid_0's l2: 406.341\n",
"[39]\tvalid_0's poisson: -108.223\tvalid_0's l2: 401.924\n",
"[40]\tvalid_0's poisson: -108.285\tvalid_0's l2: 398.186\n",
"[41]\tvalid_0's poisson: -108.347\tvalid_0's l2: 393.426\n",
"[42]\tvalid_0's poisson: -108.403\tvalid_0's l2: 388.868\n",
"[43]\tvalid_0's poisson: -108.444\tvalid_0's l2: 385.261\n",
"[44]\tvalid_0's poisson: -108.496\tvalid_0's l2: 382.261\n",
"[45]\tvalid_0's poisson: -108.547\tvalid_0's l2: 379.042\n",
"[46]\tvalid_0's poisson: -108.588\tvalid_0's l2: 375.611\n",
"[47]\tvalid_0's poisson: -108.626\tvalid_0's l2: 373.456\n",
"[48]\tvalid_0's poisson: -108.657\tvalid_0's l2: 370.716\n",
"[49]\tvalid_0's poisson: -108.698\tvalid_0's l2: 366.783\n",
"[50]\tvalid_0's poisson: -108.726\tvalid_0's l2: 364.337\n",
"[51]\tvalid_0's poisson: -108.758\tvalid_0's l2: 360.861\n",
"[52]\tvalid_0's poisson: -108.805\tvalid_0's l2: 357.192\n",
"[53]\tvalid_0's poisson: -108.838\tvalid_0's l2: 354.061\n",
"[54]\tvalid_0's poisson: -108.871\tvalid_0's l2: 352.243\n",
"[55]\tvalid_0's poisson: -108.896\tvalid_0's l2: 349.315\n",
"[56]\tvalid_0's poisson: -108.914\tvalid_0's l2: 347.729\n",
"[57]\tvalid_0's poisson: -108.931\tvalid_0's l2: 346.02\n",
"[58]\tvalid_0's poisson: -108.939\tvalid_0's l2: 344.074\n",
"[59]\tvalid_0's poisson: -108.947\tvalid_0's l2: 342.3\n",
"[60]\tvalid_0's poisson: -108.956\tvalid_0's l2: 340.828\n",
"[61]\tvalid_0's poisson: -108.965\tvalid_0's l2: 339.577\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[62]\tvalid_0's poisson: -108.977\tvalid_0's l2: 338.125\n",
"[63]\tvalid_0's poisson: -108.975\tvalid_0's l2: 337.246\n",
"[64]\tvalid_0's poisson: -108.975\tvalid_0's l2: 335.484\n",
"[65]\tvalid_0's poisson: -108.99\tvalid_0's l2: 334.296\n",
"[66]\tvalid_0's poisson: -109.003\tvalid_0's l2: 333.326\n",
"[67]\tvalid_0's poisson: -108.994\tvalid_0's l2: 331.956\n",
"[68]\tvalid_0's poisson: -109.009\tvalid_0's l2: 330.851\n",
"[69]\tvalid_0's poisson: -109.018\tvalid_0's l2: 329.586\n",
"[70]\tvalid_0's poisson: -109.028\tvalid_0's l2: 328.72\n",
"[71]\tvalid_0's poisson: -109.022\tvalid_0's l2: 327.828\n",
"[72]\tvalid_0's poisson: -109.03\tvalid_0's l2: 327.136\n",
"[73]\tvalid_0's poisson: -109.014\tvalid_0's l2: 326.268\n",
"[74]\tvalid_0's poisson: -109.023\tvalid_0's l2: 325.499\n",
"[75]\tvalid_0's poisson: -109.026\tvalid_0's l2: 324.798\n",
"[76]\tvalid_0's poisson: -108.999\tvalid_0's l2: 324.172\n",
"[77]\tvalid_0's poisson: -108.997\tvalid_0's l2: 323.093\n",
"[78]\tvalid_0's poisson: -109.005\tvalid_0's l2: 322.16\n",
"[79]\tvalid_0's poisson: -109.006\tvalid_0's l2: 321.91\n",
"[80]\tvalid_0's poisson: -108.994\tvalid_0's l2: 321.181\n",
"[81]\tvalid_0's poisson: -108.996\tvalid_0's l2: 320.743\n",
"[82]\tvalid_0's poisson: -108.978\tvalid_0's l2: 319.968\n",
"[83]\tvalid_0's poisson: -108.953\tvalid_0's l2: 319.603\n",
"[84]\tvalid_0's poisson: -108.954\tvalid_0's l2: 319.514\n",
"[85]\tvalid_0's poisson: -108.903\tvalid_0's l2: 318.75\n",
"[86]\tvalid_0's poisson: -108.903\tvalid_0's l2: 318.245\n",
"[87]\tvalid_0's poisson: -108.897\tvalid_0's l2: 317.983\n",
"[88]\tvalid_0's poisson: -108.879\tvalid_0's l2: 317.071\n",
"[89]\tvalid_0's poisson: -108.847\tvalid_0's l2: 316.859\n",
"[90]\tvalid_0's poisson: -108.886\tvalid_0's l2: 316.298\n",
"[91]\tvalid_0's poisson: -108.888\tvalid_0's l2: 315.668\n",
"[92]\tvalid_0's poisson: -108.85\tvalid_0's l2: 315.653\n",
"[93]\tvalid_0's poisson: -108.846\tvalid_0's l2: 315.463\n",
"[94]\tvalid_0's poisson: -108.884\tvalid_0's l2: 315.007\n",
"[95]\tvalid_0's poisson: -108.888\tvalid_0's l2: 313.673\n",
"[96]\tvalid_0's poisson: -108.894\tvalid_0's l2: 313.502\n",
"[97]\tvalid_0's poisson: -108.866\tvalid_0's l2: 312.961\n",
"[98]\tvalid_0's poisson: -108.868\tvalid_0's l2: 312.5\n",
"[99]\tvalid_0's poisson: -108.905\tvalid_0's l2: 311.962\n",
"[100]\tvalid_0's poisson: -108.909\tvalid_0's l2: 311.711\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.8768\tvalid_0's l2: 2092.8\n",
"[2]\tvalid_0's poisson: -92.0424\tvalid_0's l2: 1910.34\n",
"[3]\tvalid_0's poisson: -93.8498\tvalid_0's l2: 1748.53\n",
"[4]\tvalid_0's poisson: -95.3799\tvalid_0's l2: 1605.58\n",
"[5]\tvalid_0's poisson: -96.7289\tvalid_0's l2: 1475.07\n",
"[6]\tvalid_0's poisson: -97.8979\tvalid_0's l2: 1359.19\n",
"[7]\tvalid_0's poisson: -98.9229\tvalid_0's l2: 1256.86\n",
"[8]\tvalid_0's poisson: -99.7979\tvalid_0's l2: 1167.99\n",
"[9]\tvalid_0's poisson: -100.582\tvalid_0's l2: 1088.46\n",
"[10]\tvalid_0's poisson: -101.281\tvalid_0's l2: 1018.07\n",
"[11]\tvalid_0's poisson: -101.898\tvalid_0's l2: 956.361\n",
"[12]\tvalid_0's poisson: -102.488\tvalid_0's l2: 898.246\n",
"[13]\tvalid_0's poisson: -103.013\tvalid_0's l2: 846.226\n",
"[14]\tvalid_0's poisson: -103.481\tvalid_0's l2: 799.746\n",
"[15]\tvalid_0's poisson: -103.907\tvalid_0's l2: 758.394\n",
"[16]\tvalid_0's poisson: -104.296\tvalid_0's l2: 720.773\n",
"[17]\tvalid_0's poisson: -104.646\tvalid_0's l2: 688.552\n",
"[18]\tvalid_0's poisson: -104.949\tvalid_0's l2: 660.174\n",
"[19]\tvalid_0's poisson: -105.254\tvalid_0's l2: 632.451\n",
"[20]\tvalid_0's poisson: -105.52\tvalid_0's l2: 609.052\n",
"[21]\tvalid_0's poisson: -105.788\tvalid_0's l2: 585.606\n",
"[22]\tvalid_0's poisson: -106.025\tvalid_0's l2: 566.852\n",
"[23]\tvalid_0's poisson: -106.246\tvalid_0's l2: 548.585\n",
"[24]\tvalid_0's poisson: -106.443\tvalid_0's l2: 532.329\n",
"[25]\tvalid_0's poisson: -106.624\tvalid_0's l2: 517.577\n",
"[26]\tvalid_0's poisson: -106.787\tvalid_0's l2: 503.944\n",
"[27]\tvalid_0's poisson: -106.953\tvalid_0's l2: 490.763\n",
"[28]\tvalid_0's poisson: -107.113\tvalid_0's l2: 479.039\n",
"[29]\tvalid_0's poisson: -107.254\tvalid_0's l2: 468.377\n",
"[30]\tvalid_0's poisson: -107.378\tvalid_0's l2: 458.849\n",
"[31]\tvalid_0's poisson: -107.491\tvalid_0's l2: 450.429\n",
"[32]\tvalid_0's poisson: -107.594\tvalid_0's l2: 442.366\n",
"[33]\tvalid_0's poisson: -107.704\tvalid_0's l2: 434.608\n",
"[34]\tvalid_0's poisson: -107.803\tvalid_0's l2: 427.265\n",
"[35]\tvalid_0's poisson: -107.904\tvalid_0's l2: 420.866\n",
"[36]\tvalid_0's poisson: -107.978\tvalid_0's l2: 414.824\n",
"[37]\tvalid_0's poisson: -108.062\tvalid_0's l2: 409.659\n",
"[38]\tvalid_0's poisson: -108.13\tvalid_0's l2: 404.111\n",
"[39]\tvalid_0's poisson: -108.189\tvalid_0's l2: 400.261\n",
"[40]\tvalid_0's poisson: -108.258\tvalid_0's l2: 395.939\n",
"[41]\tvalid_0's poisson: -108.322\tvalid_0's l2: 392.256\n",
"[42]\tvalid_0's poisson: -108.377\tvalid_0's l2: 388.082\n",
"[43]\tvalid_0's poisson: -108.424\tvalid_0's l2: 384.549\n",
"[44]\tvalid_0's poisson: -108.479\tvalid_0's l2: 381.237\n",
"[45]\tvalid_0's poisson: -108.524\tvalid_0's l2: 378.737\n",
"[46]\tvalid_0's poisson: -108.564\tvalid_0's l2: 375.329\n",
"[47]\tvalid_0's poisson: -108.601\tvalid_0's l2: 372.423\n",
"[48]\tvalid_0's poisson: -108.646\tvalid_0's l2: 369.558\n",
"[49]\tvalid_0's poisson: -108.686\tvalid_0's l2: 366.536\n",
"[50]\tvalid_0's poisson: -108.723\tvalid_0's l2: 364.737\n",
"[51]\tvalid_0's poisson: -108.738\tvalid_0's l2: 362.342\n",
"[52]\tvalid_0's poisson: -108.767\tvalid_0's l2: 360.409\n",
"[53]\tvalid_0's poisson: -108.802\tvalid_0's l2: 358.183\n",
"[54]\tvalid_0's poisson: -108.83\tvalid_0's l2: 356.632\n",
"[55]\tvalid_0's poisson: -108.846\tvalid_0's l2: 355.192\n",
"[56]\tvalid_0's poisson: -108.87\tvalid_0's l2: 353.038\n",
"[57]\tvalid_0's poisson: -108.897\tvalid_0's l2: 350.912\n",
"[58]\tvalid_0's poisson: -108.913\tvalid_0's l2: 349.831\n",
"[59]\tvalid_0's poisson: -108.926\tvalid_0's l2: 348.665\n",
"[60]\tvalid_0's poisson: -108.945\tvalid_0's l2: 346.785\n",
"[61]\tvalid_0's poisson: -108.952\tvalid_0's l2: 346.036\n",
"[62]\tvalid_0's poisson: -108.965\tvalid_0's l2: 344.759\n",
"[63]\tvalid_0's poisson: -108.98\tvalid_0's l2: 343.708\n",
"[64]\tvalid_0's poisson: -108.993\tvalid_0's l2: 342.1\n",
"[65]\tvalid_0's poisson: -109.006\tvalid_0's l2: 341.135\n",
"[66]\tvalid_0's poisson: -109.01\tvalid_0's l2: 340.264\n",
"[67]\tvalid_0's poisson: -109.019\tvalid_0's l2: 338.98\n",
"[68]\tvalid_0's poisson: -109.033\tvalid_0's l2: 337.696\n",
"[69]\tvalid_0's poisson: -109.036\tvalid_0's l2: 337.066\n",
"[70]\tvalid_0's poisson: -109.038\tvalid_0's l2: 336.124\n",
"[71]\tvalid_0's poisson: -109.043\tvalid_0's l2: 335.542\n",
"[72]\tvalid_0's poisson: -109.051\tvalid_0's l2: 334.906\n",
"[73]\tvalid_0's poisson: -108.995\tvalid_0's l2: 333.57\n",
"[74]\tvalid_0's poisson: -108.963\tvalid_0's l2: 332.9\n",
"[75]\tvalid_0's poisson: -109.022\tvalid_0's l2: 332.512\n",
"[76]\tvalid_0's poisson: -109.009\tvalid_0's l2: 331.759\n",
"[77]\tvalid_0's poisson: -109.009\tvalid_0's l2: 330.987\n",
"[78]\tvalid_0's poisson: -109.044\tvalid_0's l2: 330.385\n",
"[79]\tvalid_0's poisson: -109.025\tvalid_0's l2: 330.179\n",
"[80]\tvalid_0's poisson: -108.936\tvalid_0's l2: 329.689\n",
"[81]\tvalid_0's poisson: -108.941\tvalid_0's l2: 329.584\n",
"[82]\tvalid_0's poisson: -108.946\tvalid_0's l2: 328.997\n",
"[83]\tvalid_0's poisson: -108.942\tvalid_0's l2: 328.651\n",
"[84]\tvalid_0's poisson: -108.931\tvalid_0's l2: 327.811\n",
"[85]\tvalid_0's poisson: -108.893\tvalid_0's l2: 327.133\n",
"[86]\tvalid_0's poisson: -108.819\tvalid_0's l2: 327.017\n",
"[87]\tvalid_0's poisson: -108.826\tvalid_0's l2: 325.949\n",
"[88]\tvalid_0's poisson: -108.836\tvalid_0's l2: 324.264\n",
"[89]\tvalid_0's poisson: -108.838\tvalid_0's l2: 323.862\n",
"[90]\tvalid_0's poisson: -108.817\tvalid_0's l2: 323.335\n",
"[91]\tvalid_0's poisson: -108.816\tvalid_0's l2: 321.993\n",
"[92]\tvalid_0's poisson: -108.815\tvalid_0's l2: 321.496\n",
"[93]\tvalid_0's poisson: -108.818\tvalid_0's l2: 320.978\n",
"[94]\tvalid_0's poisson: -108.784\tvalid_0's l2: 320.236\n",
"[95]\tvalid_0's poisson: -108.789\tvalid_0's l2: 318.942\n",
"[96]\tvalid_0's poisson: -108.793\tvalid_0's l2: 317.976\n",
"[97]\tvalid_0's poisson: -108.814\tvalid_0's l2: 317.472\n",
"[98]\tvalid_0's poisson: -108.819\tvalid_0's l2: 316.815\n",
"[99]\tvalid_0's poisson: -108.793\tvalid_0's l2: 316.372\n",
"[100]\tvalid_0's poisson: -108.797\tvalid_0's l2: 315.855\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5344\tvalid_0's l2: 2274.34\n",
"[2]\tvalid_0's poisson: -87.8825\tvalid_0's l2: 2249.19\n",
"[3]\tvalid_0's poisson: -88.2188\tvalid_0's l2: 2224.83\n",
"[4]\tvalid_0's poisson: -88.5462\tvalid_0's l2: 2201.04\n",
"[5]\tvalid_0's poisson: -88.8624\tvalid_0's l2: 2178\n",
"[6]\tvalid_0's poisson: -89.1667\tvalid_0's l2: 2155.83\n",
"[7]\tvalid_0's poisson: -89.4833\tvalid_0's l2: 2131.97\n",
"[8]\tvalid_0's poisson: -89.771\tvalid_0's l2: 2110.59\n",
"[9]\tvalid_0's poisson: -90.0662\tvalid_0's l2: 2087.83\n",
"[10]\tvalid_0's poisson: -90.3489\tvalid_0's l2: 2065.75\n",
"[11]\tvalid_0's poisson: -90.6251\tvalid_0's l2: 2045.21\n",
"[12]\tvalid_0's poisson: -90.8903\tvalid_0's l2: 2024.16\n",
"[13]\tvalid_0's poisson: -91.1425\tvalid_0's l2: 2004.87\n",
"[14]\tvalid_0's poisson: -91.3913\tvalid_0's l2: 1984.78\n",
"[15]\tvalid_0's poisson: -91.6233\tvalid_0's l2: 1965.94\n",
"[16]\tvalid_0's poisson: -91.871\tvalid_0's l2: 1947.33\n",
"[17]\tvalid_0's poisson: -92.0969\tvalid_0's l2: 1928.7\n",
"[18]\tvalid_0's poisson: -92.3207\tvalid_0's l2: 1911.25\n",
"[19]\tvalid_0's poisson: -92.5283\tvalid_0's l2: 1894.03\n",
"[20]\tvalid_0's poisson: -92.7342\tvalid_0's l2: 1876.75\n",
"[21]\tvalid_0's poisson: -92.917\tvalid_0's l2: 1860.71\n",
"[22]\tvalid_0's poisson: -93.1373\tvalid_0's l2: 1844.05\n",
"[23]\tvalid_0's poisson: -93.3388\tvalid_0's l2: 1828.11\n",
"[24]\tvalid_0's poisson: -93.5094\tvalid_0's l2: 1812.92\n",
"[25]\tvalid_0's poisson: -93.7018\tvalid_0's l2: 1797.63\n",
"[26]\tvalid_0's poisson: -93.8684\tvalid_0's l2: 1782.56\n",
"[27]\tvalid_0's poisson: -94.0693\tvalid_0's l2: 1767.35\n",
"[28]\tvalid_0's poisson: -94.2499\tvalid_0's l2: 1752.91\n",
"[29]\tvalid_0's poisson: -94.4023\tvalid_0's l2: 1739.09\n",
"[30]\tvalid_0's poisson: -94.5532\tvalid_0's l2: 1725.23\n",
"[31]\tvalid_0's poisson: -94.7399\tvalid_0's l2: 1711.13\n",
"[32]\tvalid_0's poisson: -94.9079\tvalid_0's l2: 1697.62\n",
"[33]\tvalid_0's poisson: -95.0495\tvalid_0's l2: 1684.51\n",
"[34]\tvalid_0's poisson: -95.2096\tvalid_0's l2: 1671.57\n",
"[35]\tvalid_0's poisson: -95.3663\tvalid_0's l2: 1658.58\n",
"[36]\tvalid_0's poisson: -95.518\tvalid_0's l2: 1645.98\n",
"[37]\tvalid_0's poisson: -95.671\tvalid_0's l2: 1633.65\n",
"[38]\tvalid_0's poisson: -95.8168\tvalid_0's l2: 1621.55\n",
"[39]\tvalid_0's poisson: -95.9388\tvalid_0's l2: 1610.15\n",
"[40]\tvalid_0's poisson: -96.0835\tvalid_0's l2: 1598.44\n",
"[41]\tvalid_0's poisson: -96.2026\tvalid_0's l2: 1587.14\n",
"[42]\tvalid_0's poisson: -96.3415\tvalid_0's l2: 1575.9\n",
"[43]\tvalid_0's poisson: -96.4563\tvalid_0's l2: 1565.02\n",
"[44]\tvalid_0's poisson: -96.6061\tvalid_0's l2: 1553.87\n",
"[45]\tvalid_0's poisson: -96.7374\tvalid_0's l2: 1543.25\n",
"[46]\tvalid_0's poisson: -96.8645\tvalid_0's l2: 1532.71\n",
"[47]\tvalid_0's poisson: -96.9887\tvalid_0's l2: 1522.44\n",
"[48]\tvalid_0's poisson: -97.1127\tvalid_0's l2: 1512.57\n",
"[49]\tvalid_0's poisson: -97.2128\tvalid_0's l2: 1503.07\n",
"[50]\tvalid_0's poisson: -97.312\tvalid_0's l2: 1493.54\n",
"[51]\tvalid_0's poisson: -97.4302\tvalid_0's l2: 1484.16\n",
"[52]\tvalid_0's poisson: -97.5449\tvalid_0's l2: 1474.7\n",
"[53]\tvalid_0's poisson: -97.6746\tvalid_0's l2: 1464.86\n",
"[54]\tvalid_0's poisson: -97.7655\tvalid_0's l2: 1456.21\n",
"[55]\tvalid_0's poisson: -97.8764\tvalid_0's l2: 1447.42\n",
"[56]\tvalid_0's poisson: -97.9658\tvalid_0's l2: 1438.82\n",
"[57]\tvalid_0's poisson: -98.0894\tvalid_0's l2: 1429.48\n",
"[58]\tvalid_0's poisson: -98.1918\tvalid_0's l2: 1420.85\n",
"[59]\tvalid_0's poisson: -98.2956\tvalid_0's l2: 1412.66\n",
"[60]\tvalid_0's poisson: -98.3955\tvalid_0's l2: 1404.45\n",
"[61]\tvalid_0's poisson: -98.4743\tvalid_0's l2: 1396.82\n",
"[62]\tvalid_0's poisson: -98.5891\tvalid_0's l2: 1388.18\n",
"[63]\tvalid_0's poisson: -98.6689\tvalid_0's l2: 1380.48\n",
"[64]\tvalid_0's poisson: -98.7654\tvalid_0's l2: 1372.88\n",
"[65]\tvalid_0's poisson: -98.8591\tvalid_0's l2: 1365.26\n",
"[66]\tvalid_0's poisson: -98.934\tvalid_0's l2: 1358\n",
"[67]\tvalid_0's poisson: -99.0263\tvalid_0's l2: 1350.77\n",
"[68]\tvalid_0's poisson: -99.1123\tvalid_0's l2: 1343.68\n",
"[69]\tvalid_0's poisson: -99.2174\tvalid_0's l2: 1335.8\n",
"[70]\tvalid_0's poisson: -99.2872\tvalid_0's l2: 1329.17\n",
"[71]\tvalid_0's poisson: -99.3738\tvalid_0's l2: 1322.4\n",
"[72]\tvalid_0's poisson: -99.4567\tvalid_0's l2: 1315.7\n",
"[73]\tvalid_0's poisson: -99.5235\tvalid_0's l2: 1309.24\n",
"[74]\tvalid_0's poisson: -99.6219\tvalid_0's l2: 1301.92\n",
"[75]\tvalid_0's poisson: -99.7164\tvalid_0's l2: 1294.57\n",
"[76]\tvalid_0's poisson: -99.7788\tvalid_0's l2: 1288.48\n",
"[77]\tvalid_0's poisson: -99.8698\tvalid_0's l2: 1281.36\n",
"[78]\tvalid_0's poisson: -99.9633\tvalid_0's l2: 1274.39\n",
"[79]\tvalid_0's poisson: -100.038\tvalid_0's l2: 1267.64\n",
"[80]\tvalid_0's poisson: -100.128\tvalid_0's l2: 1261.05\n",
"[81]\tvalid_0's poisson: -100.186\tvalid_0's l2: 1255.31\n",
"[82]\tvalid_0's poisson: -100.263\tvalid_0's l2: 1248.84\n",
"[83]\tvalid_0's poisson: -100.333\tvalid_0's l2: 1243.02\n",
"[84]\tvalid_0's poisson: -100.395\tvalid_0's l2: 1237\n",
"[85]\tvalid_0's poisson: -100.464\tvalid_0's l2: 1230.77\n",
"[86]\tvalid_0's poisson: -100.548\tvalid_0's l2: 1224.55\n",
"[87]\tvalid_0's poisson: -100.607\tvalid_0's l2: 1218.79\n",
"[88]\tvalid_0's poisson: -100.688\tvalid_0's l2: 1212.85\n",
"[89]\tvalid_0's poisson: -100.758\tvalid_0's l2: 1207\n",
"[90]\tvalid_0's poisson: -100.826\tvalid_0's l2: 1201.15\n",
"[91]\tvalid_0's poisson: -100.89\tvalid_0's l2: 1195.61\n",
"[92]\tvalid_0's poisson: -100.957\tvalid_0's l2: 1189.98\n",
"[93]\tvalid_0's poisson: -101.017\tvalid_0's l2: 1184.53\n",
"[94]\tvalid_0's poisson: -101.077\tvalid_0's l2: 1179.12\n",
"[95]\tvalid_0's poisson: -101.14\tvalid_0's l2: 1173.78\n",
"[96]\tvalid_0's poisson: -101.199\tvalid_0's l2: 1168.66\n",
"[97]\tvalid_0's poisson: -101.256\tvalid_0's l2: 1163.55\n",
"[98]\tvalid_0's poisson: -101.312\tvalid_0's l2: 1158.43\n",
"[99]\tvalid_0's poisson: -101.37\tvalid_0's l2: 1153.71\n",
"[100]\tvalid_0's poisson: -101.425\tvalid_0's l2: 1148.93\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5433\tvalid_0's l2: 2273.5\n",
"[2]\tvalid_0's poisson: -87.9105\tvalid_0's l2: 2246.83\n",
"[3]\tvalid_0's poisson: -88.2536\tvalid_0's l2: 2221.32\n",
"[4]\tvalid_0's poisson: -88.5967\tvalid_0's l2: 2196.15\n",
"[5]\tvalid_0's poisson: -88.9164\tvalid_0's l2: 2171.85\n",
"[6]\tvalid_0's poisson: -89.2402\tvalid_0's l2: 2147.91\n",
"[7]\tvalid_0's poisson: -89.5389\tvalid_0's l2: 2124.76\n",
"[8]\tvalid_0's poisson: -89.8473\tvalid_0's l2: 2101.75\n",
"[9]\tvalid_0's poisson: -90.1272\tvalid_0's l2: 2079.7\n",
"[10]\tvalid_0's poisson: -90.417\tvalid_0's l2: 2057.99\n",
"[11]\tvalid_0's poisson: -90.6971\tvalid_0's l2: 2036.99\n",
"[12]\tvalid_0's poisson: -90.9539\tvalid_0's l2: 2016.33\n",
"[13]\tvalid_0's poisson: -91.208\tvalid_0's l2: 1996.74\n",
"[14]\tvalid_0's poisson: -91.4491\tvalid_0's l2: 1977.05\n",
"[15]\tvalid_0's poisson: -91.6816\tvalid_0's l2: 1957.94\n",
"[16]\tvalid_0's poisson: -91.9328\tvalid_0's l2: 1938.93\n",
"[17]\tvalid_0's poisson: -92.1514\tvalid_0's l2: 1920.72\n",
"[18]\tvalid_0's poisson: -92.3771\tvalid_0's l2: 1903.01\n",
"[19]\tvalid_0's poisson: -92.584\tvalid_0's l2: 1885.65\n",
"[20]\tvalid_0's poisson: -92.7705\tvalid_0's l2: 1869.11\n",
"[21]\tvalid_0's poisson: -92.9975\tvalid_0's l2: 1851.83\n",
"[22]\tvalid_0's poisson: -93.2046\tvalid_0's l2: 1835.4\n",
"[23]\tvalid_0's poisson: -93.3784\tvalid_0's l2: 1819.75\n",
"[24]\tvalid_0's poisson: -93.5931\tvalid_0's l2: 1803.33\n",
"[25]\tvalid_0's poisson: -93.7575\tvalid_0's l2: 1788.39\n",
"[26]\tvalid_0's poisson: -93.9494\tvalid_0's l2: 1773.02\n",
"[27]\tvalid_0's poisson: -94.1278\tvalid_0's l2: 1758.18\n",
"[28]\tvalid_0's poisson: -94.3115\tvalid_0's l2: 1743.43\n",
"[29]\tvalid_0's poisson: -94.4607\tvalid_0's l2: 1729.78\n",
"[30]\tvalid_0's poisson: -94.6365\tvalid_0's l2: 1715.62\n",
"[31]\tvalid_0's poisson: -94.7806\tvalid_0's l2: 1702.24\n",
"[32]\tvalid_0's poisson: -94.9653\tvalid_0's l2: 1688.21\n",
"[33]\tvalid_0's poisson: -95.1236\tvalid_0's l2: 1674.95\n",
"[34]\tvalid_0's poisson: -95.2875\tvalid_0's l2: 1661.7\n",
"[35]\tvalid_0's poisson: -95.4182\tvalid_0's l2: 1649.54\n",
"[36]\tvalid_0's poisson: -95.5746\tvalid_0's l2: 1636.85\n",
"[37]\tvalid_0's poisson: -95.7011\tvalid_0's l2: 1624.93\n",
"[38]\tvalid_0's poisson: -95.8518\tvalid_0's l2: 1612.73\n",
"[39]\tvalid_0's poisson: -95.9959\tvalid_0's l2: 1600.76\n",
"[40]\tvalid_0's poisson: -96.1351\tvalid_0's l2: 1589.08\n",
"[41]\tvalid_0's poisson: -96.2915\tvalid_0's l2: 1577.35\n",
"[42]\tvalid_0's poisson: -96.4048\tvalid_0's l2: 1566.69\n",
"[43]\tvalid_0's poisson: -96.5443\tvalid_0's l2: 1555.37\n",
"[44]\tvalid_0's poisson: -96.6532\tvalid_0's l2: 1544.97\n",
"[45]\tvalid_0's poisson: -96.7871\tvalid_0's l2: 1534.1\n",
"[46]\tvalid_0's poisson: -96.9125\tvalid_0's l2: 1523.73\n",
"[47]\tvalid_0's poisson: -97.0412\tvalid_0's l2: 1513.29\n",
"[48]\tvalid_0's poisson: -97.1623\tvalid_0's l2: 1503.2\n",
"[49]\tvalid_0's poisson: -97.2604\tvalid_0's l2: 1493.88\n",
"[50]\tvalid_0's poisson: -97.3821\tvalid_0's l2: 1484.21\n",
"[51]\tvalid_0's poisson: -97.4773\tvalid_0's l2: 1475.06\n",
"[52]\tvalid_0's poisson: -97.6081\tvalid_0's l2: 1465.55\n",
"[53]\tvalid_0's poisson: -97.725\tvalid_0's l2: 1456.13\n",
"[54]\tvalid_0's poisson: -97.8342\tvalid_0's l2: 1447.08\n",
"[55]\tvalid_0's poisson: -97.9408\tvalid_0's l2: 1438.38\n",
"[56]\tvalid_0's poisson: -98.052\tvalid_0's l2: 1429.42\n",
"[57]\tvalid_0's poisson: -98.1365\tvalid_0's l2: 1421.35\n",
"[58]\tvalid_0's poisson: -98.2428\tvalid_0's l2: 1412.99\n",
"[59]\tvalid_0's poisson: -98.3427\tvalid_0's l2: 1404.77\n",
"[60]\tvalid_0's poisson: -98.423\tvalid_0's l2: 1397\n",
"[61]\tvalid_0's poisson: -98.5245\tvalid_0's l2: 1389.04\n",
"[62]\tvalid_0's poisson: -98.6166\tvalid_0's l2: 1381.36\n",
"[63]\tvalid_0's poisson: -98.7323\tvalid_0's l2: 1372.58\n",
"[64]\tvalid_0's poisson: -98.8074\tvalid_0's l2: 1365.42\n",
"[65]\tvalid_0's poisson: -98.9026\tvalid_0's l2: 1357.97\n",
"[66]\tvalid_0's poisson: -98.9924\tvalid_0's l2: 1350.78\n",
"[67]\tvalid_0's poisson: -99.063\tvalid_0's l2: 1343.88\n",
"[68]\tvalid_0's poisson: -99.172\tvalid_0's l2: 1335.64\n",
"[69]\tvalid_0's poisson: -99.2413\tvalid_0's l2: 1328.96\n",
"[70]\tvalid_0's poisson: -99.3472\tvalid_0's l2: 1321\n",
"[71]\tvalid_0's poisson: -99.4384\tvalid_0's l2: 1313.24\n",
"[72]\tvalid_0's poisson: -99.5399\tvalid_0's l2: 1305.62\n",
"[73]\tvalid_0's poisson: -99.6052\tvalid_0's l2: 1299.26\n",
"[74]\tvalid_0's poisson: -99.6919\tvalid_0's l2: 1291.89\n",
"[75]\tvalid_0's poisson: -99.7753\tvalid_0's l2: 1285.38\n",
"[76]\tvalid_0's poisson: -99.8586\tvalid_0's l2: 1278.27\n",
"[77]\tvalid_0's poisson: -99.9206\tvalid_0's l2: 1272.44\n",
"[78]\tvalid_0's poisson: -100.001\tvalid_0's l2: 1265.62\n",
"[79]\tvalid_0's poisson: -100.094\tvalid_0's l2: 1258.63\n",
"[80]\tvalid_0's poisson: -100.171\tvalid_0's l2: 1252.1\n",
"[81]\tvalid_0's poisson: -100.249\tvalid_0's l2: 1245.85\n",
"[82]\tvalid_0's poisson: -100.313\tvalid_0's l2: 1239.61\n",
"[83]\tvalid_0's poisson: -100.382\tvalid_0's l2: 1233.32\n",
"[84]\tvalid_0's poisson: -100.453\tvalid_0's l2: 1227.52\n",
"[85]\tvalid_0's poisson: -100.514\tvalid_0's l2: 1221.59\n",
"[86]\tvalid_0's poisson: -100.58\tvalid_0's l2: 1215.56\n",
"[87]\tvalid_0's poisson: -100.666\tvalid_0's l2: 1209.27\n",
"[88]\tvalid_0's poisson: -100.749\tvalid_0's l2: 1203.1\n",
"[89]\tvalid_0's poisson: -100.807\tvalid_0's l2: 1197.43\n",
"[90]\tvalid_0's poisson: -100.873\tvalid_0's l2: 1191.79\n",
"[91]\tvalid_0's poisson: -100.941\tvalid_0's l2: 1186.05\n",
"[92]\tvalid_0's poisson: -101.001\tvalid_0's l2: 1180.59\n",
"[93]\tvalid_0's poisson: -101.06\tvalid_0's l2: 1175.22\n",
"[94]\tvalid_0's poisson: -101.122\tvalid_0's l2: 1170.13\n",
"[95]\tvalid_0's poisson: -101.183\tvalid_0's l2: 1164.92\n",
"[96]\tvalid_0's poisson: -101.238\tvalid_0's l2: 1159.83\n",
"[97]\tvalid_0's poisson: -101.294\tvalid_0's l2: 1154.76\n",
"[98]\tvalid_0's poisson: -101.369\tvalid_0's l2: 1149.27\n",
"[99]\tvalid_0's poisson: -101.43\tvalid_0's l2: 1144.18\n",
"[100]\tvalid_0's poisson: -101.485\tvalid_0's l2: 1139.39\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5365\tvalid_0's l2: 2274.11\n",
"[2]\tvalid_0's poisson: -87.8931\tvalid_0's l2: 2248.24\n",
"[3]\tvalid_0's poisson: -88.2352\tvalid_0's l2: 2223.36\n",
"[4]\tvalid_0's poisson: -88.5711\tvalid_0's l2: 2198.7\n",
"[5]\tvalid_0's poisson: -88.8827\tvalid_0's l2: 2175.79\n",
"[6]\tvalid_0's poisson: -89.1988\tvalid_0's l2: 2152.55\n",
"[7]\tvalid_0's poisson: -89.5178\tvalid_0's l2: 2128.22\n",
"[8]\tvalid_0's poisson: -89.8031\tvalid_0's l2: 2106.83\n",
"[9]\tvalid_0's poisson: -90.1003\tvalid_0's l2: 2083.63\n",
"[10]\tvalid_0's poisson: -90.3847\tvalid_0's l2: 2061.15\n",
"[11]\tvalid_0's poisson: -90.6572\tvalid_0's l2: 2039.35\n",
"[12]\tvalid_0's poisson: -90.932\tvalid_0's l2: 2018.69\n",
"[13]\tvalid_0's poisson: -91.1878\tvalid_0's l2: 1997.91\n",
"[14]\tvalid_0's poisson: -91.4317\tvalid_0's l2: 1978.98\n",
"[15]\tvalid_0's poisson: -91.6645\tvalid_0's l2: 1959.83\n",
"[16]\tvalid_0's poisson: -91.8961\tvalid_0's l2: 1940.57\n",
"[17]\tvalid_0's poisson: -92.143\tvalid_0's l2: 1921.84\n",
"[18]\tvalid_0's poisson: -92.3553\tvalid_0's l2: 1904.09\n",
"[19]\tvalid_0's poisson: -92.5723\tvalid_0's l2: 1886.96\n",
"[20]\tvalid_0's poisson: -92.7631\tvalid_0's l2: 1870.12\n",
"[21]\tvalid_0's poisson: -92.9908\tvalid_0's l2: 1852.79\n",
"[22]\tvalid_0's poisson: -93.187\tvalid_0's l2: 1835.95\n",
"[23]\tvalid_0's poisson: -93.386\tvalid_0's l2: 1820.07\n",
"[24]\tvalid_0's poisson: -93.5583\tvalid_0's l2: 1804.55\n",
"[25]\tvalid_0's poisson: -93.7687\tvalid_0's l2: 1788.52\n",
"[26]\tvalid_0's poisson: -93.9362\tvalid_0's l2: 1773.18\n",
"[27]\tvalid_0's poisson: -94.1204\tvalid_0's l2: 1758.34\n",
"[28]\tvalid_0's poisson: -94.2761\tvalid_0's l2: 1744.09\n",
"[29]\tvalid_0's poisson: -94.4523\tvalid_0's l2: 1729.87\n",
"[30]\tvalid_0's poisson: -94.6047\tvalid_0's l2: 1715.7\n",
"[31]\tvalid_0's poisson: -94.7943\tvalid_0's l2: 1701.28\n",
"[32]\tvalid_0's poisson: -94.9599\tvalid_0's l2: 1687.85\n",
"[33]\tvalid_0's poisson: -95.1241\tvalid_0's l2: 1674.16\n",
"[34]\tvalid_0's poisson: -95.2604\tvalid_0's l2: 1661.46\n",
"[35]\tvalid_0's poisson: -95.4174\tvalid_0's l2: 1648.71\n",
"[36]\tvalid_0's poisson: -95.5505\tvalid_0's l2: 1636.1\n",
"[37]\tvalid_0's poisson: -95.7197\tvalid_0's l2: 1623.27\n",
"[38]\tvalid_0's poisson: -95.8678\tvalid_0's l2: 1611.23\n",
"[39]\tvalid_0's poisson: -96.0146\tvalid_0's l2: 1599.08\n",
"[40]\tvalid_0's poisson: -96.1368\tvalid_0's l2: 1587.39\n",
"[41]\tvalid_0's poisson: -96.2768\tvalid_0's l2: 1575.97\n",
"[42]\tvalid_0's poisson: -96.415\tvalid_0's l2: 1564.42\n",
"[43]\tvalid_0's poisson: -96.5275\tvalid_0's l2: 1553.76\n",
"[44]\tvalid_0's poisson: -96.6593\tvalid_0's l2: 1543.19\n",
"[45]\tvalid_0's poisson: -96.7692\tvalid_0's l2: 1532.6\n",
"[46]\tvalid_0's poisson: -96.8973\tvalid_0's l2: 1522.18\n",
"[47]\tvalid_0's poisson: -97.0248\tvalid_0's l2: 1511.67\n",
"[48]\tvalid_0's poisson: -97.1479\tvalid_0's l2: 1501.67\n",
"[49]\tvalid_0's poisson: -97.2699\tvalid_0's l2: 1491.48\n",
"[50]\tvalid_0's poisson: -97.3676\tvalid_0's l2: 1482.14\n",
"[51]\tvalid_0's poisson: -97.5022\tvalid_0's l2: 1472.21\n",
"[52]\tvalid_0's poisson: -97.6167\tvalid_0's l2: 1463.09\n",
"[53]\tvalid_0's poisson: -97.7112\tvalid_0's l2: 1453.92\n",
"[54]\tvalid_0's poisson: -97.8404\tvalid_0's l2: 1444.05\n",
"[55]\tvalid_0's poisson: -97.9512\tvalid_0's l2: 1434.88\n",
"[56]\tvalid_0's poisson: -98.0404\tvalid_0's l2: 1426.2\n",
"[57]\tvalid_0's poisson: -98.1468\tvalid_0's l2: 1417.76\n",
"[58]\tvalid_0's poisson: -98.249\tvalid_0's l2: 1409.33\n",
"[59]\tvalid_0's poisson: -98.3692\tvalid_0's l2: 1400.19\n",
"[60]\tvalid_0's poisson: -98.4512\tvalid_0's l2: 1392.31\n",
"[61]\tvalid_0's poisson: -98.568\tvalid_0's l2: 1383.48\n",
"[62]\tvalid_0's poisson: -98.6485\tvalid_0's l2: 1375.82\n",
"[63]\tvalid_0's poisson: -98.7466\tvalid_0's l2: 1367.89\n",
"[64]\tvalid_0's poisson: -98.8247\tvalid_0's l2: 1360.32\n",
"[65]\tvalid_0's poisson: -98.9183\tvalid_0's l2: 1352.95\n",
"[66]\tvalid_0's poisson: -99.0111\tvalid_0's l2: 1345.33\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[67]\tvalid_0's poisson: -99.0998\tvalid_0's l2: 1338.11\n",
"[68]\tvalid_0's poisson: -99.1721\tvalid_0's l2: 1331.09\n",
"[69]\tvalid_0's poisson: -99.2779\tvalid_0's l2: 1323.1\n",
"[70]\tvalid_0's poisson: -99.3626\tvalid_0's l2: 1316.02\n",
"[71]\tvalid_0's poisson: -99.4487\tvalid_0's l2: 1309.27\n",
"[72]\tvalid_0's poisson: -99.5156\tvalid_0's l2: 1302.89\n",
"[73]\tvalid_0's poisson: -99.6157\tvalid_0's l2: 1295.37\n",
"[74]\tvalid_0's poisson: -99.6816\tvalid_0's l2: 1289.16\n",
"[75]\tvalid_0's poisson: -99.7626\tvalid_0's l2: 1282.84\n",
"[76]\tvalid_0's poisson: -99.8263\tvalid_0's l2: 1276.71\n",
"[77]\tvalid_0's poisson: -99.9195\tvalid_0's l2: 1269.38\n",
"[78]\tvalid_0's poisson: -100.013\tvalid_0's l2: 1262.41\n",
"[79]\tvalid_0's poisson: -100.095\tvalid_0's l2: 1255.37\n",
"[80]\tvalid_0's poisson: -100.168\tvalid_0's l2: 1249.32\n",
"[81]\tvalid_0's poisson: -100.247\tvalid_0's l2: 1242.62\n",
"[82]\tvalid_0's poisson: -100.318\tvalid_0's l2: 1236.87\n",
"[83]\tvalid_0's poisson: -100.38\tvalid_0's l2: 1230.76\n",
"[84]\tvalid_0's poisson: -100.451\tvalid_0's l2: 1224.33\n",
"[85]\tvalid_0's poisson: -100.538\tvalid_0's l2: 1217.89\n",
"[86]\tvalid_0's poisson: -100.61\tvalid_0's l2: 1211.73\n",
"[87]\tvalid_0's poisson: -100.68\tvalid_0's l2: 1205.84\n",
"[88]\tvalid_0's poisson: -100.747\tvalid_0's l2: 1200\n",
"[89]\tvalid_0's poisson: -100.809\tvalid_0's l2: 1194.37\n",
"[90]\tvalid_0's poisson: -100.883\tvalid_0's l2: 1188.75\n",
"[91]\tvalid_0's poisson: -100.948\tvalid_0's l2: 1183.22\n",
"[92]\tvalid_0's poisson: -101.011\tvalid_0's l2: 1177.72\n",
"[93]\tvalid_0's poisson: -101.069\tvalid_0's l2: 1172.42\n",
"[94]\tvalid_0's poisson: -101.13\tvalid_0's l2: 1166.86\n",
"[95]\tvalid_0's poisson: -101.191\tvalid_0's l2: 1161.67\n",
"[96]\tvalid_0's poisson: -101.252\tvalid_0's l2: 1156.5\n",
"[97]\tvalid_0's poisson: -101.306\tvalid_0's l2: 1151.54\n",
"[98]\tvalid_0's poisson: -101.363\tvalid_0's l2: 1146.38\n",
"[99]\tvalid_0's poisson: -101.42\tvalid_0's l2: 1141.5\n",
"[100]\tvalid_0's poisson: -101.486\tvalid_0's l2: 1136.61\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5422\tvalid_0's l2: 2273.8\n",
"[2]\tvalid_0's poisson: -87.9007\tvalid_0's l2: 2247.82\n",
"[3]\tvalid_0's poisson: -88.2495\tvalid_0's l2: 2222.49\n",
"[4]\tvalid_0's poisson: -88.5872\tvalid_0's l2: 2197.42\n",
"[5]\tvalid_0's poisson: -88.9158\tvalid_0's l2: 2173.31\n",
"[6]\tvalid_0's poisson: -89.2308\tvalid_0's l2: 2149.41\n",
"[7]\tvalid_0's poisson: -89.5391\tvalid_0's l2: 2126.65\n",
"[8]\tvalid_0's poisson: -89.8336\tvalid_0's l2: 2103.87\n",
"[9]\tvalid_0's poisson: -90.1139\tvalid_0's l2: 2082.74\n",
"[10]\tvalid_0's poisson: -90.3798\tvalid_0's l2: 2061.82\n",
"[11]\tvalid_0's poisson: -90.6449\tvalid_0's l2: 2040.7\n",
"[12]\tvalid_0's poisson: -90.92\tvalid_0's l2: 2020.09\n",
"[13]\tvalid_0's poisson: -91.1691\tvalid_0's l2: 1999.95\n",
"[14]\tvalid_0's poisson: -91.4164\tvalid_0's l2: 1980.86\n",
"[15]\tvalid_0's poisson: -91.643\tvalid_0's l2: 1962.35\n",
"[16]\tvalid_0's poisson: -91.8621\tvalid_0's l2: 1944.37\n",
"[17]\tvalid_0's poisson: -92.1098\tvalid_0's l2: 1925.65\n",
"[18]\tvalid_0's poisson: -92.3238\tvalid_0's l2: 1907.81\n",
"[19]\tvalid_0's poisson: -92.5444\tvalid_0's l2: 1890.51\n",
"[20]\tvalid_0's poisson: -92.7527\tvalid_0's l2: 1873.52\n",
"[21]\tvalid_0's poisson: -92.9332\tvalid_0's l2: 1857.63\n",
"[22]\tvalid_0's poisson: -93.1411\tvalid_0's l2: 1841.18\n",
"[23]\tvalid_0's poisson: -93.3291\tvalid_0's l2: 1825.13\n",
"[24]\tvalid_0's poisson: -93.5447\tvalid_0's l2: 1808.75\n",
"[25]\tvalid_0's poisson: -93.7306\tvalid_0's l2: 1793.4\n",
"[26]\tvalid_0's poisson: -93.9223\tvalid_0's l2: 1778.13\n",
"[27]\tvalid_0's poisson: -94.0795\tvalid_0's l2: 1763.91\n",
"[28]\tvalid_0's poisson: -94.2627\tvalid_0's l2: 1749.26\n",
"[29]\tvalid_0's poisson: -94.4169\tvalid_0's l2: 1735.11\n",
"[30]\tvalid_0's poisson: -94.6094\tvalid_0's l2: 1720.5\n",
"[31]\tvalid_0's poisson: -94.7741\tvalid_0's l2: 1706.8\n",
"[32]\tvalid_0's poisson: -94.9446\tvalid_0's l2: 1693.09\n",
"[33]\tvalid_0's poisson: -95.0821\tvalid_0's l2: 1680.42\n",
"[34]\tvalid_0's poisson: -95.2454\tvalid_0's l2: 1667.27\n",
"[35]\tvalid_0's poisson: -95.3799\tvalid_0's l2: 1654.66\n",
"[36]\tvalid_0's poisson: -95.5101\tvalid_0's l2: 1642.43\n",
"[37]\tvalid_0's poisson: -95.6795\tvalid_0's l2: 1629.68\n",
"[38]\tvalid_0's poisson: -95.8319\tvalid_0's l2: 1617.37\n",
"[39]\tvalid_0's poisson: -95.9746\tvalid_0's l2: 1605.46\n",
"[40]\tvalid_0's poisson: -96.1185\tvalid_0's l2: 1593.96\n",
"[41]\tvalid_0's poisson: -96.2558\tvalid_0's l2: 1582.51\n",
"[42]\tvalid_0's poisson: -96.3896\tvalid_0's l2: 1571.48\n",
"[43]\tvalid_0's poisson: -96.5289\tvalid_0's l2: 1560.22\n",
"[44]\tvalid_0's poisson: -96.6382\tvalid_0's l2: 1549.89\n",
"[45]\tvalid_0's poisson: -96.772\tvalid_0's l2: 1539.09\n",
"[46]\tvalid_0's poisson: -96.8795\tvalid_0's l2: 1528.8\n",
"[47]\tvalid_0's poisson: -97.0025\tvalid_0's l2: 1518.69\n",
"[48]\tvalid_0's poisson: -97.1293\tvalid_0's l2: 1508.44\n",
"[49]\tvalid_0's poisson: -97.2468\tvalid_0's l2: 1498.65\n",
"[50]\tvalid_0's poisson: -97.3446\tvalid_0's l2: 1489.41\n",
"[51]\tvalid_0's poisson: -97.4644\tvalid_0's l2: 1479.9\n",
"[52]\tvalid_0's poisson: -97.5594\tvalid_0's l2: 1470.74\n",
"[53]\tvalid_0's poisson: -97.6758\tvalid_0's l2: 1461.38\n",
"[54]\tvalid_0's poisson: -97.7842\tvalid_0's l2: 1452.38\n",
"[55]\tvalid_0's poisson: -97.9099\tvalid_0's l2: 1443.31\n",
"[56]\tvalid_0's poisson: -97.9978\tvalid_0's l2: 1434.82\n",
"[57]\tvalid_0's poisson: -98.1062\tvalid_0's l2: 1426.26\n",
"[58]\tvalid_0's poisson: -98.2081\tvalid_0's l2: 1417.9\n",
"[59]\tvalid_0's poisson: -98.3298\tvalid_0's l2: 1408.71\n",
"[60]\tvalid_0's poisson: -98.4108\tvalid_0's l2: 1401.02\n",
"[61]\tvalid_0's poisson: -98.5127\tvalid_0's l2: 1393\n",
"[62]\tvalid_0's poisson: -98.592\tvalid_0's l2: 1385.34\n",
"[63]\tvalid_0's poisson: -98.7073\tvalid_0's l2: 1376.64\n",
"[64]\tvalid_0's poisson: -98.8008\tvalid_0's l2: 1369.15\n",
"[65]\tvalid_0's poisson: -98.9118\tvalid_0's l2: 1360.82\n",
"[66]\tvalid_0's poisson: -98.9839\tvalid_0's l2: 1353.75\n",
"[67]\tvalid_0's poisson: -99.0911\tvalid_0's l2: 1345.8\n",
"[68]\tvalid_0's poisson: -99.1777\tvalid_0's l2: 1338.87\n",
"[69]\tvalid_0's poisson: -99.2487\tvalid_0's l2: 1332\n",
"[70]\tvalid_0's poisson: -99.3394\tvalid_0's l2: 1324.72\n",
"[71]\tvalid_0's poisson: -99.4201\tvalid_0's l2: 1318\n",
"[72]\tvalid_0's poisson: -99.5066\tvalid_0's l2: 1311.23\n",
"[73]\tvalid_0's poisson: -99.572\tvalid_0's l2: 1305.02\n",
"[74]\tvalid_0's poisson: -99.6711\tvalid_0's l2: 1297.63\n",
"[75]\tvalid_0's poisson: -99.7341\tvalid_0's l2: 1291.63\n",
"[76]\tvalid_0's poisson: -99.827\tvalid_0's l2: 1284.45\n",
"[77]\tvalid_0's poisson: -99.921\tvalid_0's l2: 1277.51\n",
"[78]\tvalid_0's poisson: -99.9805\tvalid_0's l2: 1271.7\n",
"[79]\tvalid_0's poisson: -100.056\tvalid_0's l2: 1264.85\n",
"[80]\tvalid_0's poisson: -100.134\tvalid_0's l2: 1258.77\n",
"[81]\tvalid_0's poisson: -100.198\tvalid_0's l2: 1252.58\n",
"[82]\tvalid_0's poisson: -100.271\tvalid_0's l2: 1246.06\n",
"[83]\tvalid_0's poisson: -100.359\tvalid_0's l2: 1239.52\n",
"[84]\tvalid_0's poisson: -100.42\tvalid_0's l2: 1233.6\n",
"[85]\tvalid_0's poisson: -100.494\tvalid_0's l2: 1227.36\n",
"[86]\tvalid_0's poisson: -100.579\tvalid_0's l2: 1221.19\n",
"[87]\tvalid_0's poisson: -100.645\tvalid_0's l2: 1215.18\n",
"[88]\tvalid_0's poisson: -100.717\tvalid_0's l2: 1209.44\n",
"[89]\tvalid_0's poisson: -100.774\tvalid_0's l2: 1203.86\n",
"[90]\tvalid_0's poisson: -100.839\tvalid_0's l2: 1198.53\n",
"[91]\tvalid_0's poisson: -100.902\tvalid_0's l2: 1192.83\n",
"[92]\tvalid_0's poisson: -100.98\tvalid_0's l2: 1187.15\n",
"[93]\tvalid_0's poisson: -101.034\tvalid_0's l2: 1181.85\n",
"[94]\tvalid_0's poisson: -101.1\tvalid_0's l2: 1176.4\n",
"[95]\tvalid_0's poisson: -101.164\tvalid_0's l2: 1171.21\n",
"[96]\tvalid_0's poisson: -101.235\tvalid_0's l2: 1166.02\n",
"[97]\tvalid_0's poisson: -101.293\tvalid_0's l2: 1160.84\n",
"[98]\tvalid_0's poisson: -101.353\tvalid_0's l2: 1155.67\n",
"[99]\tvalid_0's poisson: -101.412\tvalid_0's l2: 1150.66\n",
"[100]\tvalid_0's poisson: -101.467\tvalid_0's l2: 1145.69\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5297\tvalid_0's l2: 2274.51\n",
"[2]\tvalid_0's poisson: -87.8828\tvalid_0's l2: 2248.83\n",
"[3]\tvalid_0's poisson: -88.2303\tvalid_0's l2: 2223.45\n",
"[4]\tvalid_0's poisson: -88.5656\tvalid_0's l2: 2198.88\n",
"[5]\tvalid_0's poisson: -88.8839\tvalid_0's l2: 2175.53\n",
"[6]\tvalid_0's poisson: -89.2065\tvalid_0's l2: 2151.19\n",
"[7]\tvalid_0's poisson: -89.5045\tvalid_0's l2: 2128.93\n",
"[8]\tvalid_0's poisson: -89.8051\tvalid_0's l2: 2105.72\n",
"[9]\tvalid_0's poisson: -90.093\tvalid_0's l2: 2083.22\n",
"[10]\tvalid_0's poisson: -90.3654\tvalid_0's l2: 2062.44\n",
"[11]\tvalid_0's poisson: -90.6348\tvalid_0's l2: 2040.98\n",
"[12]\tvalid_0's poisson: -90.8934\tvalid_0's l2: 2020.17\n",
"[13]\tvalid_0's poisson: -91.1629\tvalid_0's l2: 1999.85\n",
"[14]\tvalid_0's poisson: -91.4062\tvalid_0's l2: 1980.02\n",
"[15]\tvalid_0's poisson: -91.6463\tvalid_0's l2: 1961.27\n",
"[16]\tvalid_0's poisson: -91.8752\tvalid_0's l2: 1942.35\n",
"[17]\tvalid_0's poisson: -92.0897\tvalid_0's l2: 1924.57\n",
"[18]\tvalid_0's poisson: -92.3325\tvalid_0's l2: 1906.14\n",
"[19]\tvalid_0's poisson: -92.5412\tvalid_0's l2: 1888.61\n",
"[20]\tvalid_0's poisson: -92.7551\tvalid_0's l2: 1871.65\n",
"[21]\tvalid_0's poisson: -92.9382\tvalid_0's l2: 1855.5\n",
"[22]\tvalid_0's poisson: -93.1622\tvalid_0's l2: 1838.46\n",
"[23]\tvalid_0's poisson: -93.3356\tvalid_0's l2: 1823.04\n",
"[24]\tvalid_0's poisson: -93.5334\tvalid_0's l2: 1807.19\n",
"[25]\tvalid_0's poisson: -93.7016\tvalid_0's l2: 1791.94\n",
"[26]\tvalid_0's poisson: -93.8905\tvalid_0's l2: 1776.74\n",
"[27]\tvalid_0's poisson: -94.0739\tvalid_0's l2: 1761.58\n",
"[28]\tvalid_0's poisson: -94.2512\tvalid_0's l2: 1746.89\n",
"[29]\tvalid_0's poisson: -94.4301\tvalid_0's l2: 1732.45\n",
"[30]\tvalid_0's poisson: -94.5782\tvalid_0's l2: 1718.91\n",
"[31]\tvalid_0's poisson: -94.7493\tvalid_0's l2: 1705.06\n",
"[32]\tvalid_0's poisson: -94.8935\tvalid_0's l2: 1691.66\n",
"[33]\tvalid_0's poisson: -95.0778\tvalid_0's l2: 1677.67\n",
"[34]\tvalid_0's poisson: -95.2354\tvalid_0's l2: 1664.55\n",
"[35]\tvalid_0's poisson: -95.3949\tvalid_0's l2: 1651.59\n",
"[36]\tvalid_0's poisson: -95.5243\tvalid_0's l2: 1639.56\n",
"[37]\tvalid_0's poisson: -95.6772\tvalid_0's l2: 1627.13\n",
"[38]\tvalid_0's poisson: -95.8039\tvalid_0's l2: 1615.18\n",
"[39]\tvalid_0's poisson: -95.9695\tvalid_0's l2: 1602.7\n",
"[40]\tvalid_0's poisson: -96.1114\tvalid_0's l2: 1591.01\n",
"[41]\tvalid_0's poisson: -96.2543\tvalid_0's l2: 1579.39\n",
"[42]\tvalid_0's poisson: -96.3691\tvalid_0's l2: 1568.64\n",
"[43]\tvalid_0's poisson: -96.5057\tvalid_0's l2: 1557.51\n",
"[44]\tvalid_0's poisson: -96.6178\tvalid_0's l2: 1546.84\n",
"[45]\tvalid_0's poisson: -96.7672\tvalid_0's l2: 1535.69\n",
"[46]\tvalid_0's poisson: -96.874\tvalid_0's l2: 1525.5\n",
"[47]\tvalid_0's poisson: -97.0019\tvalid_0's l2: 1515.09\n",
"[48]\tvalid_0's poisson: -97.1262\tvalid_0's l2: 1504.91\n",
"[49]\tvalid_0's poisson: -97.2492\tvalid_0's l2: 1494.92\n",
"[50]\tvalid_0's poisson: -97.369\tvalid_0's l2: 1485.14\n",
"[51]\tvalid_0's poisson: -97.4644\tvalid_0's l2: 1476.11\n",
"[52]\tvalid_0's poisson: -97.5816\tvalid_0's l2: 1466.62\n",
"[53]\tvalid_0's poisson: -97.6751\tvalid_0's l2: 1457.65\n",
"[54]\tvalid_0's poisson: -97.8031\tvalid_0's l2: 1448.4\n",
"[55]\tvalid_0's poisson: -97.9141\tvalid_0's l2: 1439.42\n",
"[56]\tvalid_0's poisson: -98.018\tvalid_0's l2: 1430.75\n",
"[57]\tvalid_0's poisson: -98.1234\tvalid_0's l2: 1422.11\n",
"[58]\tvalid_0's poisson: -98.2287\tvalid_0's l2: 1413.77\n",
"[59]\tvalid_0's poisson: -98.3115\tvalid_0's l2: 1405.92\n",
"[60]\tvalid_0's poisson: -98.4129\tvalid_0's l2: 1397.94\n",
"[61]\tvalid_0's poisson: -98.4942\tvalid_0's l2: 1390.13\n",
"[62]\tvalid_0's poisson: -98.612\tvalid_0's l2: 1381.18\n",
"[63]\tvalid_0's poisson: -98.7045\tvalid_0's l2: 1373.52\n",
"[64]\tvalid_0's poisson: -98.7991\tvalid_0's l2: 1365.96\n",
"[65]\tvalid_0's poisson: -98.8705\tvalid_0's l2: 1359.05\n",
"[66]\tvalid_0's poisson: -98.9815\tvalid_0's l2: 1350.65\n",
"[67]\tvalid_0's poisson: -99.055\tvalid_0's l2: 1343.59\n",
"[68]\tvalid_0's poisson: -99.1459\tvalid_0's l2: 1336.45\n",
"[69]\tvalid_0's poisson: -99.2322\tvalid_0's l2: 1329.46\n",
"[70]\tvalid_0's poisson: -99.3198\tvalid_0's l2: 1322.61\n",
"[71]\tvalid_0's poisson: -99.3887\tvalid_0's l2: 1316.18\n",
"[72]\tvalid_0's poisson: -99.4868\tvalid_0's l2: 1308.56\n",
"[73]\tvalid_0's poisson: -99.5713\tvalid_0's l2: 1301.22\n",
"[74]\tvalid_0's poisson: -99.6718\tvalid_0's l2: 1293.63\n",
"[75]\tvalid_0's poisson: -99.7355\tvalid_0's l2: 1287.63\n",
"[76]\tvalid_0's poisson: -99.8154\tvalid_0's l2: 1280.67\n",
"[77]\tvalid_0's poisson: -99.9119\tvalid_0's l2: 1273.42\n",
"[78]\tvalid_0's poisson: -99.9884\tvalid_0's l2: 1266.75\n",
"[79]\tvalid_0's poisson: -100.067\tvalid_0's l2: 1260.62\n",
"[80]\tvalid_0's poisson: -100.133\tvalid_0's l2: 1254.24\n",
"[81]\tvalid_0's poisson: -100.208\tvalid_0's l2: 1247.44\n",
"[82]\tvalid_0's poisson: -100.297\tvalid_0's l2: 1240.76\n",
"[83]\tvalid_0's poisson: -100.368\tvalid_0's l2: 1234.61\n",
"[84]\tvalid_0's poisson: -100.44\tvalid_0's l2: 1228.42\n",
"[85]\tvalid_0's poisson: -100.502\tvalid_0's l2: 1222.45\n",
"[86]\tvalid_0's poisson: -100.571\tvalid_0's l2: 1216.17\n",
"[87]\tvalid_0's poisson: -100.638\tvalid_0's l2: 1210.68\n",
"[88]\tvalid_0's poisson: -100.713\tvalid_0's l2: 1204.92\n",
"[89]\tvalid_0's poisson: -100.775\tvalid_0's l2: 1199.3\n",
"[90]\tvalid_0's poisson: -100.838\tvalid_0's l2: 1193.85\n",
"[91]\tvalid_0's poisson: -100.903\tvalid_0's l2: 1188.31\n",
"[92]\tvalid_0's poisson: -100.966\tvalid_0's l2: 1182.56\n",
"[93]\tvalid_0's poisson: -101.028\tvalid_0's l2: 1177.23\n",
"[94]\tvalid_0's poisson: -101.098\tvalid_0's l2: 1172.04\n",
"[95]\tvalid_0's poisson: -101.154\tvalid_0's l2: 1166.91\n",
"[96]\tvalid_0's poisson: -101.213\tvalid_0's l2: 1161.52\n",
"[97]\tvalid_0's poisson: -101.272\tvalid_0's l2: 1156.51\n",
"[98]\tvalid_0's poisson: -101.307\tvalid_0's l2: 1152.14\n",
"[99]\tvalid_0's poisson: -101.377\tvalid_0's l2: 1146.87\n",
"[100]\tvalid_0's poisson: -101.429\tvalid_0's l2: 1142.06\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -93.9676\tvalid_0's l2: 1758.12\n",
"[2]\tvalid_0's poisson: -97.7916\tvalid_0's l2: 1415.8\n",
"[3]\tvalid_0's poisson: -100.048\tvalid_0's l2: 1209.02\n",
"[4]\tvalid_0's poisson: -101.494\tvalid_0's l2: 1072.73\n",
"[5]\tvalid_0's poisson: -102.795\tvalid_0's l2: 947.495\n",
"[6]\tvalid_0's poisson: -104.019\tvalid_0's l2: 837.741\n",
"[7]\tvalid_0's poisson: -104.67\tvalid_0's l2: 782.365\n",
"[8]\tvalid_0's poisson: -105.293\tvalid_0's l2: 726.915\n",
"[9]\tvalid_0's poisson: -105.73\tvalid_0's l2: 690.355\n",
"[10]\tvalid_0's poisson: -106.091\tvalid_0's l2: 651.486\n",
"[11]\tvalid_0's poisson: -106.38\tvalid_0's l2: 630.485\n",
"[12]\tvalid_0's poisson: -106.107\tvalid_0's l2: 606.799\n",
"[13]\tvalid_0's poisson: -105.813\tvalid_0's l2: 592.393\n",
"[14]\tvalid_0's poisson: -105.75\tvalid_0's l2: 580.961\n",
"[15]\tvalid_0's poisson: -105.24\tvalid_0's l2: 566.286\n",
"[16]\tvalid_0's poisson: -105.389\tvalid_0's l2: 557.771\n",
"[17]\tvalid_0's poisson: -104.924\tvalid_0's l2: 547.247\n",
"[18]\tvalid_0's poisson: -105.055\tvalid_0's l2: 539.927\n",
"[19]\tvalid_0's poisson: -105.068\tvalid_0's l2: 533.696\n",
"[20]\tvalid_0's poisson: -104.676\tvalid_0's l2: 526.571\n",
"[21]\tvalid_0's poisson: -104.426\tvalid_0's l2: 521.158\n",
"[22]\tvalid_0's poisson: -104.442\tvalid_0's l2: 518.352\n",
"[23]\tvalid_0's poisson: -104.252\tvalid_0's l2: 515.699\n",
"[24]\tvalid_0's poisson: -103.943\tvalid_0's l2: 510.27\n",
"[25]\tvalid_0's poisson: -103.863\tvalid_0's l2: 503.437\n",
"[26]\tvalid_0's poisson: -103.598\tvalid_0's l2: 501.688\n",
"[27]\tvalid_0's poisson: -103.668\tvalid_0's l2: 496.851\n",
"[28]\tvalid_0's poisson: -103.487\tvalid_0's l2: 495.595\n",
"[29]\tvalid_0's poisson: -103.465\tvalid_0's l2: 491.959\n",
"[30]\tvalid_0's poisson: -103.52\tvalid_0's l2: 486.647\n",
"[31]\tvalid_0's poisson: -103.43\tvalid_0's l2: 485.681\n",
"[32]\tvalid_0's poisson: -103.518\tvalid_0's l2: 476.465\n",
"[33]\tvalid_0's poisson: -103.446\tvalid_0's l2: 474.327\n",
"[34]\tvalid_0's poisson: -103.228\tvalid_0's l2: 474.045\n",
"[35]\tvalid_0's poisson: -103.063\tvalid_0's l2: 471.868\n",
"[36]\tvalid_0's poisson: -103.052\tvalid_0's l2: 470.448\n",
"[37]\tvalid_0's poisson: -102.886\tvalid_0's l2: 465.346\n",
"[38]\tvalid_0's poisson: -103.129\tvalid_0's l2: 462.926\n",
"[39]\tvalid_0's poisson: -103.039\tvalid_0's l2: 461.517\n",
"[40]\tvalid_0's poisson: -102.944\tvalid_0's l2: 459.288\n",
"[41]\tvalid_0's poisson: -102.867\tvalid_0's l2: 458.329\n",
"[42]\tvalid_0's poisson: -102.791\tvalid_0's l2: 458.828\n",
"[43]\tvalid_0's poisson: -102.782\tvalid_0's l2: 458.712\n",
"[44]\tvalid_0's poisson: -102.443\tvalid_0's l2: 457.688\n",
"[45]\tvalid_0's poisson: -102.557\tvalid_0's l2: 455.938\n",
"[46]\tvalid_0's poisson: -102.45\tvalid_0's l2: 454.723\n",
"[47]\tvalid_0's poisson: -102.712\tvalid_0's l2: 450.799\n",
"[48]\tvalid_0's poisson: -102.645\tvalid_0's l2: 447.988\n",
"[49]\tvalid_0's poisson: -102.673\tvalid_0's l2: 447.644\n",
"[50]\tvalid_0's poisson: -102.814\tvalid_0's l2: 444.689\n",
"[51]\tvalid_0's poisson: -102.765\tvalid_0's l2: 445.011\n",
"[52]\tvalid_0's poisson: -102.607\tvalid_0's l2: 444.131\n",
"[53]\tvalid_0's poisson: -102.616\tvalid_0's l2: 442.176\n",
"[54]\tvalid_0's poisson: -102.669\tvalid_0's l2: 441.552\n",
"[55]\tvalid_0's poisson: -102.665\tvalid_0's l2: 441.571\n",
"[56]\tvalid_0's poisson: -102.385\tvalid_0's l2: 437.756\n",
"[57]\tvalid_0's poisson: -102.43\tvalid_0's l2: 435.156\n",
"[58]\tvalid_0's poisson: -102.277\tvalid_0's l2: 434.786\n",
"[59]\tvalid_0's poisson: -102.266\tvalid_0's l2: 434.119\n",
"[60]\tvalid_0's poisson: -102.071\tvalid_0's l2: 430.195\n",
"[61]\tvalid_0's poisson: -102.152\tvalid_0's l2: 428.858\n",
"[62]\tvalid_0's poisson: -102.444\tvalid_0's l2: 428.564\n",
"[63]\tvalid_0's poisson: -102.14\tvalid_0's l2: 428.228\n",
"[64]\tvalid_0's poisson: -102.466\tvalid_0's l2: 424.528\n",
"[65]\tvalid_0's poisson: -102.569\tvalid_0's l2: 422.763\n",
"[66]\tvalid_0's poisson: -102.576\tvalid_0's l2: 420.376\n",
"[67]\tvalid_0's poisson: -102.616\tvalid_0's l2: 417.017\n",
"[68]\tvalid_0's poisson: -102.56\tvalid_0's l2: 415.957\n",
"[69]\tvalid_0's poisson: -102.555\tvalid_0's l2: 415.412\n",
"[70]\tvalid_0's poisson: -102.682\tvalid_0's l2: 414.636\n",
"[71]\tvalid_0's poisson: -102.511\tvalid_0's l2: 414.076\n",
"[72]\tvalid_0's poisson: -102.823\tvalid_0's l2: 411.3\n",
"[73]\tvalid_0's poisson: -103.065\tvalid_0's l2: 410.715\n",
"[74]\tvalid_0's poisson: -103.164\tvalid_0's l2: 408.977\n",
"[75]\tvalid_0's poisson: -103.298\tvalid_0's l2: 406.636\n",
"[76]\tvalid_0's poisson: -103.328\tvalid_0's l2: 406.776\n",
"[77]\tvalid_0's poisson: -103.415\tvalid_0's l2: 405.647\n",
"[78]\tvalid_0's poisson: -103.204\tvalid_0's l2: 404.205\n",
"[79]\tvalid_0's poisson: -103.132\tvalid_0's l2: 404.046\n",
"[80]\tvalid_0's poisson: -102.966\tvalid_0's l2: 402.66\n",
"[81]\tvalid_0's poisson: -102.965\tvalid_0's l2: 401.17\n",
"[82]\tvalid_0's poisson: -102.95\tvalid_0's l2: 400.957\n",
"[83]\tvalid_0's poisson: -102.745\tvalid_0's l2: 400.54\n",
"[84]\tvalid_0's poisson: -102.564\tvalid_0's l2: 399.997\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[85]\tvalid_0's poisson: -102.562\tvalid_0's l2: 399.71\n",
"[86]\tvalid_0's poisson: -102.734\tvalid_0's l2: 399.613\n",
"[87]\tvalid_0's poisson: -102.591\tvalid_0's l2: 399.126\n",
"[88]\tvalid_0's poisson: -102.705\tvalid_0's l2: 396.236\n",
"[89]\tvalid_0's poisson: -102.633\tvalid_0's l2: 395.607\n",
"[90]\tvalid_0's poisson: -102.602\tvalid_0's l2: 394.845\n",
"[91]\tvalid_0's poisson: -102.599\tvalid_0's l2: 394.613\n",
"[92]\tvalid_0's poisson: -102.487\tvalid_0's l2: 394.197\n",
"[93]\tvalid_0's poisson: -102.505\tvalid_0's l2: 393.541\n",
"[94]\tvalid_0's poisson: -102.516\tvalid_0's l2: 393.347\n",
"[95]\tvalid_0's poisson: -102.532\tvalid_0's l2: 393.352\n",
"[96]\tvalid_0's poisson: -102.717\tvalid_0's l2: 392.281\n",
"[97]\tvalid_0's poisson: -102.71\tvalid_0's l2: 391.897\n",
"[98]\tvalid_0's poisson: -102.538\tvalid_0's l2: 391.275\n",
"[99]\tvalid_0's poisson: -102.504\tvalid_0's l2: 391.089\n",
"[100]\tvalid_0's poisson: -102.521\tvalid_0's l2: 390.752\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -93.8355\tvalid_0's l2: 1756.79\n",
"[2]\tvalid_0's poisson: -97.8803\tvalid_0's l2: 1397.59\n",
"[3]\tvalid_0's poisson: -100.063\tvalid_0's l2: 1198.76\n",
"[4]\tvalid_0's poisson: -101.931\tvalid_0's l2: 1029.85\n",
"[5]\tvalid_0's poisson: -103.362\tvalid_0's l2: 902.061\n",
"[6]\tvalid_0's poisson: -104.285\tvalid_0's l2: 824.196\n",
"[7]\tvalid_0's poisson: -105.01\tvalid_0's l2: 764.279\n",
"[8]\tvalid_0's poisson: -105.518\tvalid_0's l2: 717.888\n",
"[9]\tvalid_0's poisson: -105.912\tvalid_0's l2: 685.207\n",
"[10]\tvalid_0's poisson: -106.195\tvalid_0's l2: 644.437\n",
"[11]\tvalid_0's poisson: -106.218\tvalid_0's l2: 618.953\n",
"[12]\tvalid_0's poisson: -106.177\tvalid_0's l2: 604.159\n",
"[13]\tvalid_0's poisson: -106.193\tvalid_0's l2: 587.848\n",
"[14]\tvalid_0's poisson: -105.78\tvalid_0's l2: 575.136\n",
"[15]\tvalid_0's poisson: -105.611\tvalid_0's l2: 566.164\n",
"[16]\tvalid_0's poisson: -105.372\tvalid_0's l2: 556.849\n",
"[17]\tvalid_0's poisson: -105.102\tvalid_0's l2: 548.907\n",
"[18]\tvalid_0's poisson: -105.313\tvalid_0's l2: 542.784\n",
"[19]\tvalid_0's poisson: -105.042\tvalid_0's l2: 529.02\n",
"[20]\tvalid_0's poisson: -104.847\tvalid_0's l2: 522.916\n",
"[21]\tvalid_0's poisson: -104.577\tvalid_0's l2: 519.936\n",
"[22]\tvalid_0's poisson: -104.778\tvalid_0's l2: 514.59\n",
"[23]\tvalid_0's poisson: -104.624\tvalid_0's l2: 510.061\n",
"[24]\tvalid_0's poisson: -104.349\tvalid_0's l2: 496\n",
"[25]\tvalid_0's poisson: -104.161\tvalid_0's l2: 492.789\n",
"[26]\tvalid_0's poisson: -104.083\tvalid_0's l2: 489.782\n",
"[27]\tvalid_0's poisson: -104.111\tvalid_0's l2: 486.988\n",
"[28]\tvalid_0's poisson: -103.711\tvalid_0's l2: 485.565\n",
"[29]\tvalid_0's poisson: -103.732\tvalid_0's l2: 481.384\n",
"[30]\tvalid_0's poisson: -103.244\tvalid_0's l2: 473.569\n",
"[31]\tvalid_0's poisson: -103.128\tvalid_0's l2: 471.257\n",
"[32]\tvalid_0's poisson: -103.214\tvalid_0's l2: 470.904\n",
"[33]\tvalid_0's poisson: -102.853\tvalid_0's l2: 465.775\n",
"[34]\tvalid_0's poisson: -103.085\tvalid_0's l2: 464.327\n",
"[35]\tvalid_0's poisson: -103.067\tvalid_0's l2: 463.154\n",
"[36]\tvalid_0's poisson: -103.23\tvalid_0's l2: 462.39\n",
"[37]\tvalid_0's poisson: -103.443\tvalid_0's l2: 462.158\n",
"[38]\tvalid_0's poisson: -103.174\tvalid_0's l2: 459.461\n",
"[39]\tvalid_0's poisson: -103.144\tvalid_0's l2: 457.548\n",
"[40]\tvalid_0's poisson: -103.254\tvalid_0's l2: 451.361\n",
"[41]\tvalid_0's poisson: -103.098\tvalid_0's l2: 449.719\n",
"[42]\tvalid_0's poisson: -102.936\tvalid_0's l2: 448.852\n",
"[43]\tvalid_0's poisson: -102.933\tvalid_0's l2: 445.405\n",
"[44]\tvalid_0's poisson: -103.273\tvalid_0's l2: 443.685\n",
"[45]\tvalid_0's poisson: -103.325\tvalid_0's l2: 443.988\n",
"[46]\tvalid_0's poisson: -103.334\tvalid_0's l2: 443.872\n",
"[47]\tvalid_0's poisson: -103.141\tvalid_0's l2: 442.838\n",
"[48]\tvalid_0's poisson: -103.155\tvalid_0's l2: 439.178\n",
"[49]\tvalid_0's poisson: -103.145\tvalid_0's l2: 438.378\n",
"[50]\tvalid_0's poisson: -102.934\tvalid_0's l2: 436.968\n",
"[51]\tvalid_0's poisson: -102.937\tvalid_0's l2: 435.849\n",
"[52]\tvalid_0's poisson: -102.769\tvalid_0's l2: 434.91\n",
"[53]\tvalid_0's poisson: -102.858\tvalid_0's l2: 434.719\n",
"[54]\tvalid_0's poisson: -103.336\tvalid_0's l2: 432.665\n",
"[55]\tvalid_0's poisson: -103.248\tvalid_0's l2: 431.378\n",
"[56]\tvalid_0's poisson: -103.31\tvalid_0's l2: 430.496\n",
"[57]\tvalid_0's poisson: -103.339\tvalid_0's l2: 430.339\n",
"[58]\tvalid_0's poisson: -103.128\tvalid_0's l2: 428.203\n",
"[59]\tvalid_0's poisson: -102.939\tvalid_0's l2: 427.847\n",
"[60]\tvalid_0's poisson: -102.75\tvalid_0's l2: 425.919\n",
"[61]\tvalid_0's poisson: -102.566\tvalid_0's l2: 423.792\n",
"[62]\tvalid_0's poisson: -102.529\tvalid_0's l2: 422.821\n",
"[63]\tvalid_0's poisson: -102.523\tvalid_0's l2: 422.479\n",
"[64]\tvalid_0's poisson: -102.499\tvalid_0's l2: 421.797\n",
"[65]\tvalid_0's poisson: -102.385\tvalid_0's l2: 421.934\n",
"[66]\tvalid_0's poisson: -102.463\tvalid_0's l2: 421.186\n",
"[67]\tvalid_0's poisson: -102.486\tvalid_0's l2: 421.258\n",
"[68]\tvalid_0's poisson: -102.376\tvalid_0's l2: 419.995\n",
"[69]\tvalid_0's poisson: -102.295\tvalid_0's l2: 415.376\n",
"[70]\tvalid_0's poisson: -102.69\tvalid_0's l2: 414.167\n",
"[71]\tvalid_0's poisson: -102.454\tvalid_0's l2: 414.445\n",
"[72]\tvalid_0's poisson: -102.336\tvalid_0's l2: 414.003\n",
"[73]\tvalid_0's poisson: -102.405\tvalid_0's l2: 412.991\n",
"[74]\tvalid_0's poisson: -102.228\tvalid_0's l2: 412.123\n",
"[75]\tvalid_0's poisson: -102.201\tvalid_0's l2: 408.854\n",
"[76]\tvalid_0's poisson: -102.09\tvalid_0's l2: 408.68\n",
"[77]\tvalid_0's poisson: -102.173\tvalid_0's l2: 408.404\n",
"[78]\tvalid_0's poisson: -102.323\tvalid_0's l2: 407.149\n",
"[79]\tvalid_0's poisson: -102.334\tvalid_0's l2: 405.731\n",
"[80]\tvalid_0's poisson: -102.453\tvalid_0's l2: 404.667\n",
"[81]\tvalid_0's poisson: -102.406\tvalid_0's l2: 401.681\n",
"[82]\tvalid_0's poisson: -102.304\tvalid_0's l2: 400.679\n",
"[83]\tvalid_0's poisson: -102.283\tvalid_0's l2: 400.511\n",
"[84]\tvalid_0's poisson: -102.307\tvalid_0's l2: 399.156\n",
"[85]\tvalid_0's poisson: -102.112\tvalid_0's l2: 397.928\n",
"[86]\tvalid_0's poisson: -102.446\tvalid_0's l2: 397.686\n",
"[87]\tvalid_0's poisson: -102.424\tvalid_0's l2: 397.655\n",
"[88]\tvalid_0's poisson: -102.436\tvalid_0's l2: 397.545\n",
"[89]\tvalid_0's poisson: -102.441\tvalid_0's l2: 397.269\n",
"[90]\tvalid_0's poisson: -102.482\tvalid_0's l2: 396.149\n",
"[91]\tvalid_0's poisson: -102.572\tvalid_0's l2: 395.368\n",
"[92]\tvalid_0's poisson: -102.627\tvalid_0's l2: 391.996\n",
"[93]\tvalid_0's poisson: -102.635\tvalid_0's l2: 387.739\n",
"[94]\tvalid_0's poisson: -102.619\tvalid_0's l2: 386.803\n",
"[95]\tvalid_0's poisson: -102.496\tvalid_0's l2: 385.89\n",
"[96]\tvalid_0's poisson: -102.398\tvalid_0's l2: 382.538\n",
"[97]\tvalid_0's poisson: -102.514\tvalid_0's l2: 382.08\n",
"[98]\tvalid_0's poisson: -102.517\tvalid_0's l2: 382.824\n",
"[99]\tvalid_0's poisson: -102.583\tvalid_0's l2: 382.858\n",
"[100]\tvalid_0's poisson: -102.579\tvalid_0's l2: 382.772\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.0708\tvalid_0's l2: 1743.92\n",
"[2]\tvalid_0's poisson: -97.7986\tvalid_0's l2: 1400.71\n",
"[3]\tvalid_0's poisson: -100.039\tvalid_0's l2: 1190.18\n",
"[4]\tvalid_0's poisson: -102.022\tvalid_0's l2: 1013.96\n",
"[5]\tvalid_0's poisson: -103.184\tvalid_0's l2: 906.038\n",
"[6]\tvalid_0's poisson: -104.168\tvalid_0's l2: 827.128\n",
"[7]\tvalid_0's poisson: -104.771\tvalid_0's l2: 774.655\n",
"[8]\tvalid_0's poisson: -105.402\tvalid_0's l2: 721.399\n",
"[9]\tvalid_0's poisson: -105.911\tvalid_0's l2: 676.87\n",
"[10]\tvalid_0's poisson: -106.368\tvalid_0's l2: 643.761\n",
"[11]\tvalid_0's poisson: -106.529\tvalid_0's l2: 616.672\n",
"[12]\tvalid_0's poisson: -106.472\tvalid_0's l2: 599.581\n",
"[13]\tvalid_0's poisson: -106.446\tvalid_0's l2: 590.978\n",
"[14]\tvalid_0's poisson: -106.247\tvalid_0's l2: 574.958\n",
"[15]\tvalid_0's poisson: -105.76\tvalid_0's l2: 565.572\n",
"[16]\tvalid_0's poisson: -105.826\tvalid_0's l2: 552.886\n",
"[17]\tvalid_0's poisson: -105.555\tvalid_0's l2: 546.924\n",
"[18]\tvalid_0's poisson: -105.769\tvalid_0's l2: 541.107\n",
"[19]\tvalid_0's poisson: -105.378\tvalid_0's l2: 524.5\n",
"[20]\tvalid_0's poisson: -105.233\tvalid_0's l2: 519.329\n",
"[21]\tvalid_0's poisson: -105.163\tvalid_0's l2: 515.698\n",
"[22]\tvalid_0's poisson: -104.967\tvalid_0's l2: 506.485\n",
"[23]\tvalid_0's poisson: -105.036\tvalid_0's l2: 504.509\n",
"[24]\tvalid_0's poisson: -104.862\tvalid_0's l2: 499.649\n",
"[25]\tvalid_0's poisson: -104.867\tvalid_0's l2: 499.573\n",
"[26]\tvalid_0's poisson: -104.967\tvalid_0's l2: 494.289\n",
"[27]\tvalid_0's poisson: -104.75\tvalid_0's l2: 491.291\n",
"[28]\tvalid_0's poisson: -104.637\tvalid_0's l2: 487.544\n",
"[29]\tvalid_0's poisson: -104.532\tvalid_0's l2: 483.152\n",
"[30]\tvalid_0's poisson: -104.157\tvalid_0's l2: 479.579\n",
"[31]\tvalid_0's poisson: -103.911\tvalid_0's l2: 477.953\n",
"[32]\tvalid_0's poisson: -103.821\tvalid_0's l2: 468.848\n",
"[33]\tvalid_0's poisson: -103.747\tvalid_0's l2: 467.079\n",
"[34]\tvalid_0's poisson: -103.649\tvalid_0's l2: 466.744\n",
"[35]\tvalid_0's poisson: -103.532\tvalid_0's l2: 466.506\n",
"[36]\tvalid_0's poisson: -103.552\tvalid_0's l2: 464.828\n",
"[37]\tvalid_0's poisson: -103.599\tvalid_0's l2: 464.75\n",
"[38]\tvalid_0's poisson: -103.194\tvalid_0's l2: 462.842\n",
"[39]\tvalid_0's poisson: -103.324\tvalid_0's l2: 461.226\n",
"[40]\tvalid_0's poisson: -103.503\tvalid_0's l2: 458.391\n",
"[41]\tvalid_0's poisson: -103.395\tvalid_0's l2: 455.968\n",
"[42]\tvalid_0's poisson: -103.431\tvalid_0's l2: 452.48\n",
"[43]\tvalid_0's poisson: -103.133\tvalid_0's l2: 451.951\n",
"[44]\tvalid_0's poisson: -103.135\tvalid_0's l2: 449.54\n",
"[45]\tvalid_0's poisson: -103.19\tvalid_0's l2: 447.933\n",
"[46]\tvalid_0's poisson: -103.113\tvalid_0's l2: 446.369\n",
"[47]\tvalid_0's poisson: -103.195\tvalid_0's l2: 445.691\n",
"[48]\tvalid_0's poisson: -103.164\tvalid_0's l2: 444.472\n",
"[49]\tvalid_0's poisson: -103.088\tvalid_0's l2: 443.568\n",
"[50]\tvalid_0's poisson: -103.138\tvalid_0's l2: 441.867\n",
"[51]\tvalid_0's poisson: -103.108\tvalid_0's l2: 438.551\n",
"[52]\tvalid_0's poisson: -103.104\tvalid_0's l2: 437.717\n",
"[53]\tvalid_0's poisson: -103.033\tvalid_0's l2: 436.757\n",
"[54]\tvalid_0's poisson: -102.92\tvalid_0's l2: 433.343\n",
"[55]\tvalid_0's poisson: -102.854\tvalid_0's l2: 433.192\n",
"[56]\tvalid_0's poisson: -102.653\tvalid_0's l2: 432.379\n",
"[57]\tvalid_0's poisson: -102.68\tvalid_0's l2: 432.647\n",
"[58]\tvalid_0's poisson: -102.722\tvalid_0's l2: 432.298\n",
"[59]\tvalid_0's poisson: -102.832\tvalid_0's l2: 431.085\n",
"[60]\tvalid_0's poisson: -102.749\tvalid_0's l2: 427.756\n",
"[61]\tvalid_0's poisson: -102.864\tvalid_0's l2: 426.943\n",
"[62]\tvalid_0's poisson: -102.82\tvalid_0's l2: 426.498\n",
"[63]\tvalid_0's poisson: -102.814\tvalid_0's l2: 425.444\n",
"[64]\tvalid_0's poisson: -102.742\tvalid_0's l2: 424.156\n",
"[65]\tvalid_0's poisson: -102.849\tvalid_0's l2: 420.359\n",
"[66]\tvalid_0's poisson: -102.853\tvalid_0's l2: 419.791\n",
"[67]\tvalid_0's poisson: -102.94\tvalid_0's l2: 418.967\n",
"[68]\tvalid_0's poisson: -102.916\tvalid_0's l2: 418.803\n",
"[69]\tvalid_0's poisson: -102.649\tvalid_0's l2: 417.64\n",
"[70]\tvalid_0's poisson: -102.604\tvalid_0's l2: 417.508\n",
"[71]\tvalid_0's poisson: -102.799\tvalid_0's l2: 414.871\n",
"[72]\tvalid_0's poisson: -102.797\tvalid_0's l2: 413.71\n",
"[73]\tvalid_0's poisson: -102.758\tvalid_0's l2: 413.715\n",
"[74]\tvalid_0's poisson: -102.628\tvalid_0's l2: 412.901\n",
"[75]\tvalid_0's poisson: -102.698\tvalid_0's l2: 410.789\n",
"[76]\tvalid_0's poisson: -102.894\tvalid_0's l2: 409.793\n",
"[77]\tvalid_0's poisson: -102.8\tvalid_0's l2: 409.523\n",
"[78]\tvalid_0's poisson: -102.833\tvalid_0's l2: 408.869\n",
"[79]\tvalid_0's poisson: -102.832\tvalid_0's l2: 409.101\n",
"[80]\tvalid_0's poisson: -102.804\tvalid_0's l2: 408.555\n",
"[81]\tvalid_0's poisson: -102.704\tvalid_0's l2: 407.811\n",
"[82]\tvalid_0's poisson: -102.939\tvalid_0's l2: 405.811\n",
"[83]\tvalid_0's poisson: -102.956\tvalid_0's l2: 405.33\n",
"[84]\tvalid_0's poisson: -102.95\tvalid_0's l2: 405.403\n",
"[85]\tvalid_0's poisson: -102.949\tvalid_0's l2: 405.467\n",
"[86]\tvalid_0's poisson: -102.953\tvalid_0's l2: 404.056\n",
"[87]\tvalid_0's poisson: -103.033\tvalid_0's l2: 403.21\n",
"[88]\tvalid_0's poisson: -102.971\tvalid_0's l2: 402.22\n",
"[89]\tvalid_0's poisson: -102.966\tvalid_0's l2: 400.948\n",
"[90]\tvalid_0's poisson: -102.975\tvalid_0's l2: 401.125\n",
"[91]\tvalid_0's poisson: -102.824\tvalid_0's l2: 400.732\n",
"[92]\tvalid_0's poisson: -102.755\tvalid_0's l2: 399.137\n",
"[93]\tvalid_0's poisson: -102.723\tvalid_0's l2: 397.303\n",
"[94]\tvalid_0's poisson: -102.661\tvalid_0's l2: 396.763\n",
"[95]\tvalid_0's poisson: -102.67\tvalid_0's l2: 396.043\n",
"[96]\tvalid_0's poisson: -102.87\tvalid_0's l2: 395.247\n",
"[97]\tvalid_0's poisson: -102.868\tvalid_0's l2: 394.532\n",
"[98]\tvalid_0's poisson: -102.847\tvalid_0's l2: 393.826\n",
"[99]\tvalid_0's poisson: -102.752\tvalid_0's l2: 392.242\n",
"[100]\tvalid_0's poisson: -102.986\tvalid_0's l2: 391.07\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.0453\tvalid_0's l2: 1749.35\n",
"[2]\tvalid_0's poisson: -97.8497\tvalid_0's l2: 1408.91\n",
"[3]\tvalid_0's poisson: -100.308\tvalid_0's l2: 1191.57\n",
"[4]\tvalid_0's poisson: -101.728\tvalid_0's l2: 1056.62\n",
"[5]\tvalid_0's poisson: -103.102\tvalid_0's l2: 929.431\n",
"[6]\tvalid_0's poisson: -104.37\tvalid_0's l2: 815.208\n",
"[7]\tvalid_0's poisson: -105.022\tvalid_0's l2: 760.953\n",
"[8]\tvalid_0's poisson: -105.537\tvalid_0's l2: 716.422\n",
"[9]\tvalid_0's poisson: -106.001\tvalid_0's l2: 674.39\n",
"[10]\tvalid_0's poisson: -106.405\tvalid_0's l2: 640.373\n",
"[11]\tvalid_0's poisson: -106.517\tvalid_0's l2: 614.706\n",
"[12]\tvalid_0's poisson: -106.401\tvalid_0's l2: 596.975\n",
"[13]\tvalid_0's poisson: -106.354\tvalid_0's l2: 584.602\n",
"[14]\tvalid_0's poisson: -106.115\tvalid_0's l2: 570.447\n",
"[15]\tvalid_0's poisson: -105.82\tvalid_0's l2: 559.082\n",
"[16]\tvalid_0's poisson: -105.662\tvalid_0's l2: 552.071\n",
"[17]\tvalid_0's poisson: -105.641\tvalid_0's l2: 545.832\n",
"[18]\tvalid_0's poisson: -105.6\tvalid_0's l2: 537.039\n",
"[19]\tvalid_0's poisson: -105.372\tvalid_0's l2: 529.934\n",
"[20]\tvalid_0's poisson: -105.28\tvalid_0's l2: 525.569\n",
"[21]\tvalid_0's poisson: -104.851\tvalid_0's l2: 510.591\n",
"[22]\tvalid_0's poisson: -104.887\tvalid_0's l2: 505.622\n",
"[23]\tvalid_0's poisson: -105.129\tvalid_0's l2: 499.688\n",
"[24]\tvalid_0's poisson: -104.98\tvalid_0's l2: 494.56\n",
"[25]\tvalid_0's poisson: -104.58\tvalid_0's l2: 489.589\n",
"[26]\tvalid_0's poisson: -104.423\tvalid_0's l2: 487.342\n",
"[27]\tvalid_0's poisson: -104.485\tvalid_0's l2: 485.82\n",
"[28]\tvalid_0's poisson: -104.354\tvalid_0's l2: 480.924\n",
"[29]\tvalid_0's poisson: -104.177\tvalid_0's l2: 478.631\n",
"[30]\tvalid_0's poisson: -103.964\tvalid_0's l2: 477.14\n",
"[31]\tvalid_0's poisson: -103.568\tvalid_0's l2: 475.913\n",
"[32]\tvalid_0's poisson: -103.357\tvalid_0's l2: 474.321\n",
"[33]\tvalid_0's poisson: -103.414\tvalid_0's l2: 474.366\n",
"[34]\tvalid_0's poisson: -103.316\tvalid_0's l2: 471.716\n",
"[35]\tvalid_0's poisson: -103.472\tvalid_0's l2: 468.678\n",
"[36]\tvalid_0's poisson: -103.211\tvalid_0's l2: 467.278\n",
"[37]\tvalid_0's poisson: -103.252\tvalid_0's l2: 465.398\n",
"[38]\tvalid_0's poisson: -103.052\tvalid_0's l2: 463.253\n",
"[39]\tvalid_0's poisson: -102.773\tvalid_0's l2: 462.264\n",
"[40]\tvalid_0's poisson: -103.059\tvalid_0's l2: 455.197\n",
"[41]\tvalid_0's poisson: -103.225\tvalid_0's l2: 454.024\n",
"[42]\tvalid_0's poisson: -103.128\tvalid_0's l2: 449.352\n",
"[43]\tvalid_0's poisson: -103.137\tvalid_0's l2: 449.213\n",
"[44]\tvalid_0's poisson: -103.063\tvalid_0's l2: 444.538\n",
"[45]\tvalid_0's poisson: -103.063\tvalid_0's l2: 444.798\n",
"[46]\tvalid_0's poisson: -102.758\tvalid_0's l2: 444.006\n",
"[47]\tvalid_0's poisson: -102.668\tvalid_0's l2: 440.24\n",
"[48]\tvalid_0's poisson: -102.777\tvalid_0's l2: 437.365\n",
"[49]\tvalid_0's poisson: -102.911\tvalid_0's l2: 436.475\n",
"[50]\tvalid_0's poisson: -102.883\tvalid_0's l2: 434.013\n",
"[51]\tvalid_0's poisson: -102.965\tvalid_0's l2: 433.692\n",
"[52]\tvalid_0's poisson: -102.837\tvalid_0's l2: 432.054\n",
"[53]\tvalid_0's poisson: -102.844\tvalid_0's l2: 432.515\n",
"[54]\tvalid_0's poisson: -102.987\tvalid_0's l2: 427.114\n",
"[55]\tvalid_0's poisson: -103.035\tvalid_0's l2: 427.005\n",
"[56]\tvalid_0's poisson: -102.918\tvalid_0's l2: 424.972\n",
"[57]\tvalid_0's poisson: -102.97\tvalid_0's l2: 423.881\n",
"[58]\tvalid_0's poisson: -102.86\tvalid_0's l2: 423.114\n",
"[59]\tvalid_0's poisson: -102.9\tvalid_0's l2: 422.57\n",
"[60]\tvalid_0's poisson: -102.874\tvalid_0's l2: 421.112\n",
"[61]\tvalid_0's poisson: -102.935\tvalid_0's l2: 419.81\n",
"[62]\tvalid_0's poisson: -102.769\tvalid_0's l2: 419.09\n",
"[63]\tvalid_0's poisson: -102.786\tvalid_0's l2: 417.979\n",
"[64]\tvalid_0's poisson: -102.866\tvalid_0's l2: 417.121\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -102.895\tvalid_0's l2: 416.844\n",
"[66]\tvalid_0's poisson: -102.958\tvalid_0's l2: 415.852\n",
"[67]\tvalid_0's poisson: -103.085\tvalid_0's l2: 414.559\n",
"[68]\tvalid_0's poisson: -103.154\tvalid_0's l2: 413.111\n",
"[69]\tvalid_0's poisson: -103.113\tvalid_0's l2: 412.605\n",
"[70]\tvalid_0's poisson: -103.107\tvalid_0's l2: 411.933\n",
"[71]\tvalid_0's poisson: -103.108\tvalid_0's l2: 411.784\n",
"[72]\tvalid_0's poisson: -103.097\tvalid_0's l2: 412.064\n",
"[73]\tvalid_0's poisson: -103.12\tvalid_0's l2: 412.402\n",
"[74]\tvalid_0's poisson: -103.12\tvalid_0's l2: 412.343\n",
"[75]\tvalid_0's poisson: -103.195\tvalid_0's l2: 411.752\n",
"[76]\tvalid_0's poisson: -103.295\tvalid_0's l2: 408.876\n",
"[77]\tvalid_0's poisson: -103.191\tvalid_0's l2: 408.244\n",
"[78]\tvalid_0's poisson: -103.114\tvalid_0's l2: 407.91\n",
"[79]\tvalid_0's poisson: -103.113\tvalid_0's l2: 408.598\n",
"[80]\tvalid_0's poisson: -103.026\tvalid_0's l2: 408.206\n",
"[81]\tvalid_0's poisson: -103.038\tvalid_0's l2: 408.502\n",
"[82]\tvalid_0's poisson: -103.059\tvalid_0's l2: 407.132\n",
"[83]\tvalid_0's poisson: -103.106\tvalid_0's l2: 406.661\n",
"[84]\tvalid_0's poisson: -102.916\tvalid_0's l2: 406.548\n",
"[85]\tvalid_0's poisson: -103.08\tvalid_0's l2: 404.699\n",
"[86]\tvalid_0's poisson: -102.862\tvalid_0's l2: 404.002\n",
"[87]\tvalid_0's poisson: -103.01\tvalid_0's l2: 402.791\n",
"[88]\tvalid_0's poisson: -102.99\tvalid_0's l2: 402.533\n",
"[89]\tvalid_0's poisson: -102.88\tvalid_0's l2: 402.25\n",
"[90]\tvalid_0's poisson: -102.928\tvalid_0's l2: 400.319\n",
"[91]\tvalid_0's poisson: -102.959\tvalid_0's l2: 399.695\n",
"[92]\tvalid_0's poisson: -102.945\tvalid_0's l2: 399.516\n",
"[93]\tvalid_0's poisson: -102.897\tvalid_0's l2: 399.925\n",
"[94]\tvalid_0's poisson: -102.983\tvalid_0's l2: 398.304\n",
"[95]\tvalid_0's poisson: -102.961\tvalid_0's l2: 397.705\n",
"[96]\tvalid_0's poisson: -102.995\tvalid_0's l2: 396.957\n",
"[97]\tvalid_0's poisson: -102.971\tvalid_0's l2: 395.015\n",
"[98]\tvalid_0's poisson: -102.912\tvalid_0's l2: 394.966\n",
"[99]\tvalid_0's poisson: -103.117\tvalid_0's l2: 394.559\n",
"[100]\tvalid_0's poisson: -103.117\tvalid_0's l2: 394.524\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.0036\tvalid_0's l2: 1750.66\n",
"[2]\tvalid_0's poisson: -97.7212\tvalid_0's l2: 1411.51\n",
"[3]\tvalid_0's poisson: -99.9576\tvalid_0's l2: 1202.81\n",
"[4]\tvalid_0's poisson: -101.994\tvalid_0's l2: 1022.43\n",
"[5]\tvalid_0's poisson: -103.172\tvalid_0's l2: 913.153\n",
"[6]\tvalid_0's poisson: -104.253\tvalid_0's l2: 814.831\n",
"[7]\tvalid_0's poisson: -105.017\tvalid_0's l2: 751.524\n",
"[8]\tvalid_0's poisson: -105.696\tvalid_0's l2: 699.43\n",
"[9]\tvalid_0's poisson: -106.148\tvalid_0's l2: 656.66\n",
"[10]\tvalid_0's poisson: -106.399\tvalid_0's l2: 628.208\n",
"[11]\tvalid_0's poisson: -106.472\tvalid_0's l2: 610.991\n",
"[12]\tvalid_0's poisson: -106.338\tvalid_0's l2: 594.259\n",
"[13]\tvalid_0's poisson: -106.232\tvalid_0's l2: 581.335\n",
"[14]\tvalid_0's poisson: -106.186\tvalid_0's l2: 567.691\n",
"[15]\tvalid_0's poisson: -106.236\tvalid_0's l2: 559.797\n",
"[16]\tvalid_0's poisson: -105.93\tvalid_0's l2: 549.822\n",
"[17]\tvalid_0's poisson: -105.694\tvalid_0's l2: 542.585\n",
"[18]\tvalid_0's poisson: -105.475\tvalid_0's l2: 536.738\n",
"[19]\tvalid_0's poisson: -105.414\tvalid_0's l2: 531.278\n",
"[20]\tvalid_0's poisson: -105.385\tvalid_0's l2: 526.825\n",
"[21]\tvalid_0's poisson: -105.4\tvalid_0's l2: 523.691\n",
"[22]\tvalid_0's poisson: -105.289\tvalid_0's l2: 513.905\n",
"[23]\tvalid_0's poisson: -105.418\tvalid_0's l2: 508.832\n",
"[24]\tvalid_0's poisson: -104.817\tvalid_0's l2: 503.452\n",
"[25]\tvalid_0's poisson: -104.62\tvalid_0's l2: 501.007\n",
"[26]\tvalid_0's poisson: -104.592\tvalid_0's l2: 496.313\n",
"[27]\tvalid_0's poisson: -104.147\tvalid_0's l2: 492.871\n",
"[28]\tvalid_0's poisson: -103.811\tvalid_0's l2: 492.469\n",
"[29]\tvalid_0's poisson: -103.757\tvalid_0's l2: 490.555\n",
"[30]\tvalid_0's poisson: -103.728\tvalid_0's l2: 490.085\n",
"[31]\tvalid_0's poisson: -103.648\tvalid_0's l2: 487.197\n",
"[32]\tvalid_0's poisson: -103.535\tvalid_0's l2: 484.469\n",
"[33]\tvalid_0's poisson: -103.52\tvalid_0's l2: 480.017\n",
"[34]\tvalid_0's poisson: -103.562\tvalid_0's l2: 478.515\n",
"[35]\tvalid_0's poisson: -103.573\tvalid_0's l2: 478.65\n",
"[36]\tvalid_0's poisson: -103.361\tvalid_0's l2: 475.77\n",
"[37]\tvalid_0's poisson: -103.264\tvalid_0's l2: 471.158\n",
"[38]\tvalid_0's poisson: -103.09\tvalid_0's l2: 468.603\n",
"[39]\tvalid_0's poisson: -103.316\tvalid_0's l2: 466.073\n",
"[40]\tvalid_0's poisson: -103.333\tvalid_0's l2: 463.196\n",
"[41]\tvalid_0's poisson: -103.487\tvalid_0's l2: 462.192\n",
"[42]\tvalid_0's poisson: -103.427\tvalid_0's l2: 456.713\n",
"[43]\tvalid_0's poisson: -103.382\tvalid_0's l2: 455.638\n",
"[44]\tvalid_0's poisson: -103.436\tvalid_0's l2: 455.271\n",
"[45]\tvalid_0's poisson: -103.399\tvalid_0's l2: 454.953\n",
"[46]\tvalid_0's poisson: -103.213\tvalid_0's l2: 455.647\n",
"[47]\tvalid_0's poisson: -103.006\tvalid_0's l2: 452.616\n",
"[48]\tvalid_0's poisson: -103.075\tvalid_0's l2: 450.448\n",
"[49]\tvalid_0's poisson: -103.223\tvalid_0's l2: 445.467\n",
"[50]\tvalid_0's poisson: -103.394\tvalid_0's l2: 443.042\n",
"[51]\tvalid_0's poisson: -103.056\tvalid_0's l2: 442.207\n",
"[52]\tvalid_0's poisson: -103.08\tvalid_0's l2: 442.523\n",
"[53]\tvalid_0's poisson: -103.144\tvalid_0's l2: 442.861\n",
"[54]\tvalid_0's poisson: -103.206\tvalid_0's l2: 435.141\n",
"[55]\tvalid_0's poisson: -103.276\tvalid_0's l2: 433.466\n",
"[56]\tvalid_0's poisson: -103.353\tvalid_0's l2: 433.395\n",
"[57]\tvalid_0's poisson: -103.477\tvalid_0's l2: 430.443\n",
"[58]\tvalid_0's poisson: -103.443\tvalid_0's l2: 426.413\n",
"[59]\tvalid_0's poisson: -103.492\tvalid_0's l2: 424.689\n",
"[60]\tvalid_0's poisson: -103.258\tvalid_0's l2: 420.446\n",
"[61]\tvalid_0's poisson: -103.359\tvalid_0's l2: 419.947\n",
"[62]\tvalid_0's poisson: -103.17\tvalid_0's l2: 419.241\n",
"[63]\tvalid_0's poisson: -103.287\tvalid_0's l2: 418.503\n",
"[64]\tvalid_0's poisson: -103.3\tvalid_0's l2: 418.644\n",
"[65]\tvalid_0's poisson: -103.333\tvalid_0's l2: 418.145\n",
"[66]\tvalid_0's poisson: -103.473\tvalid_0's l2: 416.034\n",
"[67]\tvalid_0's poisson: -103.417\tvalid_0's l2: 416.072\n",
"[68]\tvalid_0's poisson: -103.403\tvalid_0's l2: 413.854\n",
"[69]\tvalid_0's poisson: -103.4\tvalid_0's l2: 411.018\n",
"[70]\tvalid_0's poisson: -103.329\tvalid_0's l2: 409.56\n",
"[71]\tvalid_0's poisson: -103.204\tvalid_0's l2: 408.925\n",
"[72]\tvalid_0's poisson: -103.078\tvalid_0's l2: 408.504\n",
"[73]\tvalid_0's poisson: -103.158\tvalid_0's l2: 407.686\n",
"[74]\tvalid_0's poisson: -103.149\tvalid_0's l2: 407.718\n",
"[75]\tvalid_0's poisson: -103.269\tvalid_0's l2: 407.305\n",
"[76]\tvalid_0's poisson: -103.262\tvalid_0's l2: 407.023\n",
"[77]\tvalid_0's poisson: -103.211\tvalid_0's l2: 407.232\n",
"[78]\tvalid_0's poisson: -103.198\tvalid_0's l2: 406.654\n",
"[79]\tvalid_0's poisson: -103.306\tvalid_0's l2: 406.063\n",
"[80]\tvalid_0's poisson: -103.312\tvalid_0's l2: 404.403\n",
"[81]\tvalid_0's poisson: -103.27\tvalid_0's l2: 402.774\n",
"[82]\tvalid_0's poisson: -103.263\tvalid_0's l2: 400.913\n",
"[83]\tvalid_0's poisson: -103.099\tvalid_0's l2: 400.889\n",
"[84]\tvalid_0's poisson: -103.14\tvalid_0's l2: 401.161\n",
"[85]\tvalid_0's poisson: -103.044\tvalid_0's l2: 400.068\n",
"[86]\tvalid_0's poisson: -103.021\tvalid_0's l2: 399.734\n",
"[87]\tvalid_0's poisson: -103.06\tvalid_0's l2: 398.394\n",
"[88]\tvalid_0's poisson: -103.295\tvalid_0's l2: 395.582\n",
"[89]\tvalid_0's poisson: -103.641\tvalid_0's l2: 393.936\n",
"[90]\tvalid_0's poisson: -103.588\tvalid_0's l2: 393.656\n",
"[91]\tvalid_0's poisson: -103.621\tvalid_0's l2: 393.703\n",
"[92]\tvalid_0's poisson: -103.832\tvalid_0's l2: 392.153\n",
"[93]\tvalid_0's poisson: -103.742\tvalid_0's l2: 391.736\n",
"[94]\tvalid_0's poisson: -103.863\tvalid_0's l2: 391.04\n",
"[95]\tvalid_0's poisson: -103.93\tvalid_0's l2: 390.285\n",
"[96]\tvalid_0's poisson: -103.877\tvalid_0's l2: 388.85\n",
"[97]\tvalid_0's poisson: -103.743\tvalid_0's l2: 388.569\n",
"[98]\tvalid_0's poisson: -103.742\tvalid_0's l2: 388.742\n",
"[99]\tvalid_0's poisson: -103.721\tvalid_0's l2: 388.552\n",
"[100]\tvalid_0's poisson: -103.564\tvalid_0's l2: 385.36\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2648\tvalid_0's l2: 2293.76\n",
"[2]\tvalid_0's poisson: -87.3551\tvalid_0's l2: 2287.26\n",
"[3]\tvalid_0's poisson: -87.4446\tvalid_0's l2: 2280.82\n",
"[4]\tvalid_0's poisson: -87.5333\tvalid_0's l2: 2274.42\n",
"[5]\tvalid_0's poisson: -87.6212\tvalid_0's l2: 2268.07\n",
"[6]\tvalid_0's poisson: -87.7083\tvalid_0's l2: 2261.78\n",
"[7]\tvalid_0's poisson: -87.7947\tvalid_0's l2: 2255.54\n",
"[8]\tvalid_0's poisson: -87.8804\tvalid_0's l2: 2249.34\n",
"[9]\tvalid_0's poisson: -87.9659\tvalid_0's l2: 2243.15\n",
"[10]\tvalid_0's poisson: -88.0501\tvalid_0's l2: 2237.05\n",
"[11]\tvalid_0's poisson: -88.1341\tvalid_0's l2: 2230.96\n",
"[12]\tvalid_0's poisson: -88.2169\tvalid_0's l2: 2224.96\n",
"[13]\tvalid_0's poisson: -88.2996\tvalid_0's l2: 2218.96\n",
"[14]\tvalid_0's poisson: -88.381\tvalid_0's l2: 2213.05\n",
"[15]\tvalid_0's poisson: -88.4622\tvalid_0's l2: 2207.14\n",
"[16]\tvalid_0's poisson: -88.5423\tvalid_0's l2: 2201.33\n",
"[17]\tvalid_0's poisson: -88.6221\tvalid_0's l2: 2195.51\n",
"[18]\tvalid_0's poisson: -88.7009\tvalid_0's l2: 2189.79\n",
"[19]\tvalid_0's poisson: -88.7794\tvalid_0's l2: 2184.06\n",
"[20]\tvalid_0's poisson: -88.8568\tvalid_0's l2: 2178.43\n",
"[21]\tvalid_0's poisson: -88.9341\tvalid_0's l2: 2172.79\n",
"[22]\tvalid_0's poisson: -89.0103\tvalid_0's l2: 2167.25\n",
"[23]\tvalid_0's poisson: -89.0859\tvalid_0's l2: 2161.7\n",
"[24]\tvalid_0's poisson: -89.167\tvalid_0's l2: 2155.62\n",
"[25]\tvalid_0's poisson: -89.2472\tvalid_0's l2: 2149.59\n",
"[26]\tvalid_0's poisson: -89.3264\tvalid_0's l2: 2143.61\n",
"[27]\tvalid_0's poisson: -89.3998\tvalid_0's l2: 2138.18\n",
"[28]\tvalid_0's poisson: -89.4776\tvalid_0's l2: 2132.27\n",
"[29]\tvalid_0's poisson: -89.5546\tvalid_0's l2: 2126.4\n",
"[30]\tvalid_0's poisson: -89.6289\tvalid_0's l2: 2120.93\n",
"[31]\tvalid_0's poisson: -89.7046\tvalid_0's l2: 2115.13\n",
"[32]\tvalid_0's poisson: -89.7755\tvalid_0's l2: 2109.84\n",
"[33]\tvalid_0's poisson: -89.8499\tvalid_0's l2: 2104.11\n",
"[34]\tvalid_0's poisson: -89.9235\tvalid_0's l2: 2098.42\n",
"[35]\tvalid_0's poisson: -89.9956\tvalid_0's l2: 2093.09\n",
"[36]\tvalid_0's poisson: -90.068\tvalid_0's l2: 2087.46\n",
"[37]\tvalid_0's poisson: -90.1365\tvalid_0's l2: 2082.31\n",
"[38]\tvalid_0's poisson: -90.2077\tvalid_0's l2: 2076.76\n",
"[39]\tvalid_0's poisson: -90.2781\tvalid_0's l2: 2071.24\n",
"[40]\tvalid_0's poisson: -90.3478\tvalid_0's l2: 2065.77\n",
"[41]\tvalid_0's poisson: -90.4174\tvalid_0's l2: 2060.59\n",
"[42]\tvalid_0's poisson: -90.4837\tvalid_0's l2: 2055.57\n",
"[43]\tvalid_0's poisson: -90.5519\tvalid_0's l2: 2050.19\n",
"[44]\tvalid_0's poisson: -90.6193\tvalid_0's l2: 2044.84\n",
"[45]\tvalid_0's poisson: -90.6861\tvalid_0's l2: 2039.54\n",
"[46]\tvalid_0's poisson: -90.7538\tvalid_0's l2: 2034.49\n",
"[47]\tvalid_0's poisson: -90.8195\tvalid_0's l2: 2029.25\n",
"[48]\tvalid_0's poisson: -90.8833\tvalid_0's l2: 2024.38\n",
"[49]\tvalid_0's poisson: -90.9479\tvalid_0's l2: 2019.2\n",
"[50]\tvalid_0's poisson: -91.0119\tvalid_0's l2: 2014.06\n",
"[51]\tvalid_0's poisson: -91.0778\tvalid_0's l2: 2009.13\n",
"[52]\tvalid_0's poisson: -91.1388\tvalid_0's l2: 2004.23\n",
"[53]\tvalid_0's poisson: -91.2006\tvalid_0's l2: 1999.48\n",
"[54]\tvalid_0's poisson: -91.2627\tvalid_0's l2: 1994.46\n",
"[55]\tvalid_0's poisson: -91.3224\tvalid_0's l2: 1989.64\n",
"[56]\tvalid_0's poisson: -91.3865\tvalid_0's l2: 1984.83\n",
"[57]\tvalid_0's poisson: -91.4471\tvalid_0's l2: 1979.9\n",
"[58]\tvalid_0's poisson: -91.5071\tvalid_0's l2: 1975.27\n",
"[59]\tvalid_0's poisson: -91.5651\tvalid_0's l2: 1970.56\n",
"[60]\tvalid_0's poisson: -91.6242\tvalid_0's l2: 1965.73\n",
"[61]\tvalid_0's poisson: -91.6867\tvalid_0's l2: 1961.03\n",
"[62]\tvalid_0's poisson: -91.7433\tvalid_0's l2: 1956.41\n",
"[63]\tvalid_0's poisson: -91.8015\tvalid_0's l2: 1951.89\n",
"[64]\tvalid_0's poisson: -91.8571\tvalid_0's l2: 1947.33\n",
"[65]\tvalid_0's poisson: -91.914\tvalid_0's l2: 1942.64\n",
"[66]\tvalid_0's poisson: -91.9748\tvalid_0's l2: 1938.06\n",
"[67]\tvalid_0's poisson: -92.0309\tvalid_0's l2: 1933.42\n",
"[68]\tvalid_0's poisson: -92.091\tvalid_0's l2: 1928.9\n",
"[69]\tvalid_0's poisson: -92.1447\tvalid_0's l2: 1924.47\n",
"[70]\tvalid_0's poisson: -92.2007\tvalid_0's l2: 1920.1\n",
"[71]\tvalid_0's poisson: -92.2537\tvalid_0's l2: 1915.72\n",
"[72]\tvalid_0's poisson: -92.3077\tvalid_0's l2: 1911.22\n",
"[73]\tvalid_0's poisson: -92.3663\tvalid_0's l2: 1906.8\n",
"[74]\tvalid_0's poisson: -92.418\tvalid_0's l2: 1902.51\n",
"[75]\tvalid_0's poisson: -92.4725\tvalid_0's l2: 1898.24\n",
"[76]\tvalid_0's poisson: -92.525\tvalid_0's l2: 1893.84\n",
"[77]\tvalid_0's poisson: -92.5756\tvalid_0's l2: 1889.62\n",
"[78]\tvalid_0's poisson: -92.6327\tvalid_0's l2: 1885.31\n",
"[79]\tvalid_0's poisson: -92.6841\tvalid_0's l2: 1881\n",
"[80]\tvalid_0's poisson: -92.737\tvalid_0's l2: 1876.83\n",
"[81]\tvalid_0's poisson: -92.7836\tvalid_0's l2: 1872.76\n",
"[82]\tvalid_0's poisson: -92.8395\tvalid_0's l2: 1868.53\n",
"[83]\tvalid_0's poisson: -92.8895\tvalid_0's l2: 1864.31\n",
"[84]\tvalid_0's poisson: -92.9414\tvalid_0's l2: 1860.22\n",
"[85]\tvalid_0's poisson: -92.9867\tvalid_0's l2: 1856.23\n",
"[86]\tvalid_0's poisson: -93.038\tvalid_0's l2: 1852.18\n",
"[87]\tvalid_0's poisson: -93.0866\tvalid_0's l2: 1848.05\n",
"[88]\tvalid_0's poisson: -93.131\tvalid_0's l2: 1844.13\n",
"[89]\tvalid_0's poisson: -93.1852\tvalid_0's l2: 1840.03\n",
"[90]\tvalid_0's poisson: -93.2354\tvalid_0's l2: 1836.05\n",
"[91]\tvalid_0's poisson: -93.279\tvalid_0's l2: 1832.18\n",
"[92]\tvalid_0's poisson: -93.3324\tvalid_0's l2: 1828.14\n",
"[93]\tvalid_0's poisson: -93.3792\tvalid_0's l2: 1824.14\n",
"[94]\tvalid_0's poisson: -93.4284\tvalid_0's l2: 1820.25\n",
"[95]\tvalid_0's poisson: -93.4709\tvalid_0's l2: 1816.45\n",
"[96]\tvalid_0's poisson: -93.5233\tvalid_0's l2: 1812.49\n",
"[97]\tvalid_0's poisson: -93.5689\tvalid_0's l2: 1808.58\n",
"[98]\tvalid_0's poisson: -93.617\tvalid_0's l2: 1804.75\n",
"[99]\tvalid_0's poisson: -93.6586\tvalid_0's l2: 1801.03\n",
"[100]\tvalid_0's poisson: -93.7008\tvalid_0's l2: 1797.22\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2682\tvalid_0's l2: 2293.51\n",
"[2]\tvalid_0's poisson: -87.3612\tvalid_0's l2: 2286.77\n",
"[3]\tvalid_0's poisson: -87.4531\tvalid_0's l2: 2280.08\n",
"[4]\tvalid_0's poisson: -87.5465\tvalid_0's l2: 2273.33\n",
"[5]\tvalid_0's poisson: -87.639\tvalid_0's l2: 2266.62\n",
"[6]\tvalid_0's poisson: -87.7287\tvalid_0's l2: 2260.05\n",
"[7]\tvalid_0's poisson: -87.819\tvalid_0's l2: 2253.49\n",
"[8]\tvalid_0's poisson: -87.907\tvalid_0's l2: 2246.99\n",
"[9]\tvalid_0's poisson: -87.9967\tvalid_0's l2: 2240.45\n",
"[10]\tvalid_0's poisson: -88.0832\tvalid_0's l2: 2234.04\n",
"[11]\tvalid_0's poisson: -88.1708\tvalid_0's l2: 2227.63\n",
"[12]\tvalid_0's poisson: -88.2557\tvalid_0's l2: 2221.3\n",
"[13]\tvalid_0's poisson: -88.3421\tvalid_0's l2: 2214.97\n",
"[14]\tvalid_0's poisson: -88.4255\tvalid_0's l2: 2208.71\n",
"[15]\tvalid_0's poisson: -88.5106\tvalid_0's l2: 2202.47\n",
"[16]\tvalid_0's poisson: -88.5925\tvalid_0's l2: 2196.28\n",
"[17]\tvalid_0's poisson: -88.6771\tvalid_0's l2: 2190.05\n",
"[18]\tvalid_0's poisson: -88.7576\tvalid_0's l2: 2183.94\n",
"[19]\tvalid_0's poisson: -88.8403\tvalid_0's l2: 2177.85\n",
"[20]\tvalid_0's poisson: -88.9194\tvalid_0's l2: 2171.81\n",
"[21]\tvalid_0's poisson: -89.0009\tvalid_0's l2: 2165.79\n",
"[22]\tvalid_0's poisson: -89.0787\tvalid_0's l2: 2159.83\n",
"[23]\tvalid_0's poisson: -89.1597\tvalid_0's l2: 2153.83\n",
"[24]\tvalid_0's poisson: -89.2361\tvalid_0's l2: 2147.94\n",
"[25]\tvalid_0's poisson: -89.3153\tvalid_0's l2: 2142.06\n",
"[26]\tvalid_0's poisson: -89.3905\tvalid_0's l2: 2136.24\n",
"[27]\tvalid_0's poisson: -89.4686\tvalid_0's l2: 2130.44\n",
"[28]\tvalid_0's poisson: -89.5467\tvalid_0's l2: 2124.63\n",
"[29]\tvalid_0's poisson: -89.6202\tvalid_0's l2: 2118.91\n",
"[30]\tvalid_0's poisson: -89.6966\tvalid_0's l2: 2113.22\n",
"[31]\tvalid_0's poisson: -89.7689\tvalid_0's l2: 2107.56\n",
"[32]\tvalid_0's poisson: -89.8442\tvalid_0's l2: 2101.95\n",
"[33]\tvalid_0's poisson: -89.9154\tvalid_0's l2: 2096.36\n",
"[34]\tvalid_0's poisson: -89.9896\tvalid_0's l2: 2090.82\n",
"[35]\tvalid_0's poisson: -90.0597\tvalid_0's l2: 2085.29\n",
"[36]\tvalid_0's poisson: -90.1336\tvalid_0's l2: 2079.76\n",
"[37]\tvalid_0's poisson: -90.2024\tvalid_0's l2: 2074.3\n",
"[38]\tvalid_0's poisson: -90.2747\tvalid_0's l2: 2068.89\n",
"[39]\tvalid_0's poisson: -90.3426\tvalid_0's l2: 2063.5\n",
"[40]\tvalid_0's poisson: -90.4139\tvalid_0's l2: 2058.16\n",
"[41]\tvalid_0's poisson: -90.4851\tvalid_0's l2: 2052.8\n",
"[42]\tvalid_0's poisson: -90.5515\tvalid_0's l2: 2047.5\n",
"[43]\tvalid_0's poisson: -90.6213\tvalid_0's l2: 2042.26\n",
"[44]\tvalid_0's poisson: -90.6865\tvalid_0's l2: 2037.02\n",
"[45]\tvalid_0's poisson: -90.7522\tvalid_0's l2: 2031.99\n",
"[46]\tvalid_0's poisson: -90.8166\tvalid_0's l2: 2026.81\n",
"[47]\tvalid_0's poisson: -90.8802\tvalid_0's l2: 2021.67\n",
"[48]\tvalid_0's poisson: -90.948\tvalid_0's l2: 2016.56\n",
"[49]\tvalid_0's poisson: -91.0108\tvalid_0's l2: 2011.48\n",
"[50]\tvalid_0's poisson: -91.0744\tvalid_0's l2: 2006.58\n",
"[51]\tvalid_0's poisson: -91.1361\tvalid_0's l2: 2001.56\n",
"[52]\tvalid_0's poisson: -91.1972\tvalid_0's l2: 1996.58\n",
"[53]\tvalid_0's poisson: -91.2633\tvalid_0's l2: 1991.6\n",
"[54]\tvalid_0's poisson: -91.3234\tvalid_0's l2: 1986.68\n",
"[55]\tvalid_0's poisson: -91.3886\tvalid_0's l2: 1981.76\n",
"[56]\tvalid_0's poisson: -91.4479\tvalid_0's l2: 1976.9\n",
"[57]\tvalid_0's poisson: -91.509\tvalid_0's l2: 1972.15\n",
"[58]\tvalid_0's poisson: -91.5674\tvalid_0's l2: 1967.35\n",
"[59]\tvalid_0's poisson: -91.6253\tvalid_0's l2: 1962.58\n",
"[60]\tvalid_0's poisson: -91.6887\tvalid_0's l2: 1957.78\n",
"[61]\tvalid_0's poisson: -91.7456\tvalid_0's l2: 1953.07\n",
"[62]\tvalid_0's poisson: -91.805\tvalid_0's l2: 1948.45\n",
"[63]\tvalid_0's poisson: -91.8612\tvalid_0's l2: 1943.79\n",
"[64]\tvalid_0's poisson: -91.9167\tvalid_0's l2: 1939.18\n",
"[65]\tvalid_0's poisson: -91.9785\tvalid_0's l2: 1934.49\n",
"[66]\tvalid_0's poisson: -92.0364\tvalid_0's l2: 1929.96\n",
"[67]\tvalid_0's poisson: -92.091\tvalid_0's l2: 1925.42\n",
"[68]\tvalid_0's poisson: -92.1449\tvalid_0's l2: 1920.91\n",
"[69]\tvalid_0's poisson: -92.1985\tvalid_0's l2: 1916.43\n",
"[70]\tvalid_0's poisson: -92.2587\tvalid_0's l2: 1911.86\n",
"[71]\tvalid_0's poisson: -92.315\tvalid_0's l2: 1907.45\n",
"[72]\tvalid_0's poisson: -92.3674\tvalid_0's l2: 1903.04\n",
"[73]\tvalid_0's poisson: -92.4195\tvalid_0's l2: 1898.67\n",
"[74]\tvalid_0's poisson: -92.4784\tvalid_0's l2: 1894.2\n",
"[75]\tvalid_0's poisson: -92.5296\tvalid_0's l2: 1889.88\n",
"[76]\tvalid_0's poisson: -92.5843\tvalid_0's l2: 1885.57\n",
"[77]\tvalid_0's poisson: -92.6349\tvalid_0's l2: 1881.3\n",
"[78]\tvalid_0's poisson: -92.6817\tvalid_0's l2: 1877.14\n",
"[79]\tvalid_0's poisson: -92.7392\tvalid_0's l2: 1872.77\n",
"[80]\tvalid_0's poisson: -92.7928\tvalid_0's l2: 1868.54\n",
"[81]\tvalid_0's poisson: -92.8388\tvalid_0's l2: 1864.44\n",
"[82]\tvalid_0's poisson: -92.8917\tvalid_0's l2: 1860.25\n",
"[83]\tvalid_0's poisson: -92.9371\tvalid_0's l2: 1856.2\n",
"[84]\tvalid_0's poisson: -92.9932\tvalid_0's l2: 1851.92\n",
"[85]\tvalid_0's poisson: -93.038\tvalid_0's l2: 1847.91\n",
"[86]\tvalid_0's poisson: -93.0899\tvalid_0's l2: 1843.79\n",
"[87]\tvalid_0's poisson: -93.1341\tvalid_0's l2: 1839.82\n",
"[88]\tvalid_0's poisson: -93.1896\tvalid_0's l2: 1835.58\n",
"[89]\tvalid_0's poisson: -93.2406\tvalid_0's l2: 1831.52\n",
"[90]\tvalid_0's poisson: -93.2841\tvalid_0's l2: 1827.61\n",
"[91]\tvalid_0's poisson: -93.3345\tvalid_0's l2: 1823.59\n",
"[92]\tvalid_0's poisson: -93.3774\tvalid_0's l2: 1819.71\n",
"[93]\tvalid_0's poisson: -93.4312\tvalid_0's l2: 1815.62\n",
"[94]\tvalid_0's poisson: -93.4808\tvalid_0's l2: 1811.66\n",
"[95]\tvalid_0's poisson: -93.523\tvalid_0's l2: 1807.84\n",
"[96]\tvalid_0's poisson: -93.5759\tvalid_0's l2: 1803.8\n",
"[97]\tvalid_0's poisson: -93.6175\tvalid_0's l2: 1800.02\n",
"[98]\tvalid_0's poisson: -93.6662\tvalid_0's l2: 1796.13\n",
"[99]\tvalid_0's poisson: -93.7127\tvalid_0's l2: 1792.27\n",
"[100]\tvalid_0's poisson: -93.7609\tvalid_0's l2: 1788.42\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2623\tvalid_0's l2: 2293.93\n",
"[2]\tvalid_0's poisson: -87.3541\tvalid_0's l2: 2287.29\n",
"[3]\tvalid_0's poisson: -87.4452\tvalid_0's l2: 2280.71\n",
"[4]\tvalid_0's poisson: -87.5354\tvalid_0's l2: 2274.19\n",
"[5]\tvalid_0's poisson: -87.6255\tvalid_0's l2: 2267.66\n",
"[6]\tvalid_0's poisson: -87.7148\tvalid_0's l2: 2261.19\n",
"[7]\tvalid_0's poisson: -87.8026\tvalid_0's l2: 2254.81\n",
"[8]\tvalid_0's poisson: -87.8904\tvalid_0's l2: 2248.44\n",
"[9]\tvalid_0's poisson: -87.9781\tvalid_0's l2: 2242.05\n",
"[10]\tvalid_0's poisson: -88.0644\tvalid_0's l2: 2235.77\n",
"[11]\tvalid_0's poisson: -88.1493\tvalid_0's l2: 2229.59\n",
"[12]\tvalid_0's poisson: -88.2348\tvalid_0's l2: 2223.33\n",
"[13]\tvalid_0's poisson: -88.3155\tvalid_0's l2: 2217.44\n",
"[14]\tvalid_0's poisson: -88.3992\tvalid_0's l2: 2211.32\n",
"[15]\tvalid_0's poisson: -88.4786\tvalid_0's l2: 2205.5\n",
"[16]\tvalid_0's poisson: -88.5607\tvalid_0's l2: 2199.5\n",
"[17]\tvalid_0's poisson: -88.6432\tvalid_0's l2: 2193.43\n",
"[18]\tvalid_0's poisson: -88.721\tvalid_0's l2: 2187.71\n",
"[19]\tvalid_0's poisson: -88.8023\tvalid_0's l2: 2181.71\n",
"[20]\tvalid_0's poisson: -88.882\tvalid_0's l2: 2175.86\n",
"[21]\tvalid_0's poisson: -88.9582\tvalid_0's l2: 2170.24\n",
"[22]\tvalid_0's poisson: -89.0409\tvalid_0's l2: 2163.99\n",
"[23]\tvalid_0's poisson: -89.1159\tvalid_0's l2: 2158.44\n",
"[24]\tvalid_0's poisson: -89.1971\tvalid_0's l2: 2152.27\n",
"[25]\tvalid_0's poisson: -89.2774\tvalid_0's l2: 2146.14\n",
"[26]\tvalid_0's poisson: -89.3567\tvalid_0's l2: 2140.07\n",
"[27]\tvalid_0's poisson: -89.4337\tvalid_0's l2: 2134.38\n",
"[28]\tvalid_0's poisson: -89.5117\tvalid_0's l2: 2128.37\n",
"[29]\tvalid_0's poisson: -89.5835\tvalid_0's l2: 2122.99\n",
"[30]\tvalid_0's poisson: -89.6601\tvalid_0's l2: 2117.06\n",
"[31]\tvalid_0's poisson: -89.7359\tvalid_0's l2: 2111.17\n",
"[32]\tvalid_0's poisson: -89.8106\tvalid_0's l2: 2105.62\n",
"[33]\tvalid_0's poisson: -89.8851\tvalid_0's l2: 2099.8\n",
"[34]\tvalid_0's poisson: -89.9587\tvalid_0's l2: 2094.32\n",
"[35]\tvalid_0's poisson: -90.032\tvalid_0's l2: 2088.57\n",
"[36]\tvalid_0's poisson: -90.1006\tvalid_0's l2: 2083.37\n",
"[37]\tvalid_0's poisson: -90.1726\tvalid_0's l2: 2077.69\n",
"[38]\tvalid_0's poisson: -90.2439\tvalid_0's l2: 2072.06\n",
"[39]\tvalid_0's poisson: -90.3154\tvalid_0's l2: 2066.71\n",
"[40]\tvalid_0's poisson: -90.3855\tvalid_0's l2: 2061.14\n",
"[41]\tvalid_0's poisson: -90.4518\tvalid_0's l2: 2056.08\n",
"[42]\tvalid_0's poisson: -90.5207\tvalid_0's l2: 2050.57\n",
"[43]\tvalid_0's poisson: -90.5889\tvalid_0's l2: 2045.11\n",
"[44]\tvalid_0's poisson: -90.6564\tvalid_0's l2: 2039.69\n",
"[45]\tvalid_0's poisson: -90.7256\tvalid_0's l2: 2034.5\n",
"[46]\tvalid_0's poisson: -90.792\tvalid_0's l2: 2029.15\n",
"[47]\tvalid_0's poisson: -90.8558\tvalid_0's l2: 2024.24\n",
"[48]\tvalid_0's poisson: -90.9211\tvalid_0's l2: 2018.94\n",
"[49]\tvalid_0's poisson: -90.9858\tvalid_0's l2: 2013.7\n",
"[50]\tvalid_0's poisson: -91.053\tvalid_0's l2: 2008.63\n",
"[51]\tvalid_0's poisson: -91.1146\tvalid_0's l2: 2003.63\n",
"[52]\tvalid_0's poisson: -91.1764\tvalid_0's l2: 1998.84\n",
"[53]\tvalid_0's poisson: -91.2391\tvalid_0's l2: 1993.71\n",
"[54]\tvalid_0's poisson: -91.2991\tvalid_0's l2: 1988.8\n",
"[55]\tvalid_0's poisson: -91.3646\tvalid_0's l2: 1983.86\n",
"[56]\tvalid_0's poisson: -91.4258\tvalid_0's l2: 1978.83\n",
"[57]\tvalid_0's poisson: -91.4857\tvalid_0's l2: 1974.16\n",
"[58]\tvalid_0's poisson: -91.544\tvalid_0's l2: 1969.36\n",
"[59]\tvalid_0's poisson: -91.6017\tvalid_0's l2: 1964.61\n",
"[60]\tvalid_0's poisson: -91.6654\tvalid_0's l2: 1959.78\n",
"[61]\tvalid_0's poisson: -91.7242\tvalid_0's l2: 1954.9\n",
"[62]\tvalid_0's poisson: -91.7872\tvalid_0's l2: 1950.13\n",
"[63]\tvalid_0's poisson: -91.8432\tvalid_0's l2: 1945.49\n",
"[64]\tvalid_0's poisson: -91.9008\tvalid_0's l2: 1940.97\n",
"[65]\tvalid_0's poisson: -91.9579\tvalid_0's l2: 1936.2\n",
"[66]\tvalid_0's poisson: -92.0128\tvalid_0's l2: 1931.64\n",
"[67]\tvalid_0's poisson: -92.0742\tvalid_0's l2: 1926.98\n",
"[68]\tvalid_0's poisson: -92.1299\tvalid_0's l2: 1922.3\n",
"[69]\tvalid_0's poisson: -92.1859\tvalid_0's l2: 1917.9\n",
"[70]\tvalid_0's poisson: -92.2392\tvalid_0's l2: 1913.44\n",
"[71]\tvalid_0's poisson: -92.2937\tvalid_0's l2: 1908.85\n",
"[72]\tvalid_0's poisson: -92.3535\tvalid_0's l2: 1904.31\n",
"[73]\tvalid_0's poisson: -92.4056\tvalid_0's l2: 1899.93\n",
"[74]\tvalid_0's poisson: -92.4599\tvalid_0's l2: 1895.64\n",
"[75]\tvalid_0's poisson: -92.5129\tvalid_0's l2: 1891.15\n",
"[76]\tvalid_0's poisson: -92.5612\tvalid_0's l2: 1886.9\n",
"[77]\tvalid_0's poisson: -92.6195\tvalid_0's l2: 1882.46\n",
"[78]\tvalid_0's poisson: -92.6727\tvalid_0's l2: 1878.24\n",
"[79]\tvalid_0's poisson: -92.7202\tvalid_0's l2: 1874.05\n",
"[80]\tvalid_0's poisson: -92.7776\tvalid_0's l2: 1869.68\n",
"[81]\tvalid_0's poisson: -92.8285\tvalid_0's l2: 1865.34\n",
"[82]\tvalid_0's poisson: -92.8805\tvalid_0's l2: 1861.2\n",
"[83]\tvalid_0's poisson: -92.9268\tvalid_0's l2: 1857.09\n",
"[84]\tvalid_0's poisson: -92.9765\tvalid_0's l2: 1852.82\n",
"[85]\tvalid_0's poisson: -93.0277\tvalid_0's l2: 1848.75\n",
"[86]\tvalid_0's poisson: -93.073\tvalid_0's l2: 1844.7\n",
"[87]\tvalid_0's poisson: -93.1286\tvalid_0's l2: 1840.47\n",
"[88]\tvalid_0's poisson: -93.177\tvalid_0's l2: 1836.3\n",
"[89]\tvalid_0's poisson: -93.2271\tvalid_0's l2: 1832.3\n",
"[90]\tvalid_0's poisson: -93.2713\tvalid_0's l2: 1828.34\n",
"[91]\tvalid_0's poisson: -93.3258\tvalid_0's l2: 1824.18\n",
"[92]\tvalid_0's poisson: -93.3729\tvalid_0's l2: 1820.11\n",
"[93]\tvalid_0's poisson: -93.422\tvalid_0's l2: 1816.18\n",
"[94]\tvalid_0's poisson: -93.465\tvalid_0's l2: 1812.3\n",
"[95]\tvalid_0's poisson: -93.5185\tvalid_0's l2: 1808.22\n",
"[96]\tvalid_0's poisson: -93.561\tvalid_0's l2: 1804.38\n",
"[97]\tvalid_0's poisson: -93.6091\tvalid_0's l2: 1800.53\n",
"[98]\tvalid_0's poisson: -93.6522\tvalid_0's l2: 1796.59\n",
"[99]\tvalid_0's poisson: -93.6997\tvalid_0's l2: 1792.78\n",
"[100]\tvalid_0's poisson: -93.7412\tvalid_0's l2: 1789.01\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.2685\tvalid_0's l2: 2293.5\n",
"[2]\tvalid_0's poisson: -87.3602\tvalid_0's l2: 2286.91\n",
"[3]\tvalid_0's poisson: -87.4511\tvalid_0's l2: 2280.37\n",
"[4]\tvalid_0's poisson: -87.5425\tvalid_0's l2: 2273.77\n",
"[5]\tvalid_0's poisson: -87.6331\tvalid_0's l2: 2267.22\n",
"[6]\tvalid_0's poisson: -87.7234\tvalid_0's l2: 2260.69\n",
"[7]\tvalid_0's poisson: -87.8113\tvalid_0's l2: 2254.34\n",
"[8]\tvalid_0's poisson: -87.8996\tvalid_0's l2: 2247.93\n",
"[9]\tvalid_0's poisson: -87.987\tvalid_0's l2: 2241.57\n",
"[10]\tvalid_0's poisson: -88.0743\tvalid_0's l2: 2235.23\n",
"[11]\tvalid_0's poisson: -88.1602\tvalid_0's l2: 2228.96\n",
"[12]\tvalid_0's poisson: -88.2446\tvalid_0's l2: 2222.83\n",
"[13]\tvalid_0's poisson: -88.329\tvalid_0's l2: 2216.65\n",
"[14]\tvalid_0's poisson: -88.4143\tvalid_0's l2: 2210.34\n",
"[15]\tvalid_0's poisson: -88.4983\tvalid_0's l2: 2204.2\n",
"[16]\tvalid_0's poisson: -88.5821\tvalid_0's l2: 2197.96\n",
"[17]\tvalid_0's poisson: -88.6642\tvalid_0's l2: 2191.96\n",
"[18]\tvalid_0's poisson: -88.7466\tvalid_0's l2: 2185.79\n",
"[19]\tvalid_0's poisson: -88.8282\tvalid_0's l2: 2179.81\n",
"[20]\tvalid_0's poisson: -88.9081\tvalid_0's l2: 2173.89\n",
"[21]\tvalid_0's poisson: -88.9884\tvalid_0's l2: 2167.83\n",
"[22]\tvalid_0's poisson: -89.0676\tvalid_0's l2: 2162.01\n",
"[23]\tvalid_0's poisson: -89.1466\tvalid_0's l2: 2156.02\n",
"[24]\tvalid_0's poisson: -89.2247\tvalid_0's l2: 2150.27\n",
"[25]\tvalid_0's poisson: -89.3024\tvalid_0's l2: 2144.35\n",
"[26]\tvalid_0's poisson: -89.3765\tvalid_0's l2: 2138.84\n",
"[27]\tvalid_0's poisson: -89.4528\tvalid_0's l2: 2132.99\n",
"[28]\tvalid_0's poisson: -89.5283\tvalid_0's l2: 2127.18\n",
"[29]\tvalid_0's poisson: -89.6041\tvalid_0's l2: 2121.58\n",
"[30]\tvalid_0's poisson: -89.6783\tvalid_0's l2: 2115.84\n",
"[31]\tvalid_0's poisson: -89.7499\tvalid_0's l2: 2110.47\n",
"[32]\tvalid_0's poisson: -89.8229\tvalid_0's l2: 2104.8\n",
"[33]\tvalid_0's poisson: -89.8951\tvalid_0's l2: 2099.18\n",
"[34]\tvalid_0's poisson: -89.9686\tvalid_0's l2: 2093.71\n",
"[35]\tvalid_0's poisson: -90.0396\tvalid_0's l2: 2088.15\n",
"[36]\tvalid_0's poisson: -90.109\tvalid_0's l2: 2082.92\n",
"[37]\tvalid_0's poisson: -90.1788\tvalid_0's l2: 2077.43\n",
"[38]\tvalid_0's poisson: -90.2479\tvalid_0's l2: 2071.97\n",
"[39]\tvalid_0's poisson: -90.3194\tvalid_0's l2: 2066.64\n",
"[40]\tvalid_0's poisson: -90.385\tvalid_0's l2: 2061.45\n",
"[41]\tvalid_0's poisson: -90.4521\tvalid_0's l2: 2056.36\n",
"[42]\tvalid_0's poisson: -90.519\tvalid_0's l2: 2051.03\n",
"[43]\tvalid_0's poisson: -90.583\tvalid_0's l2: 2045.94\n",
"[44]\tvalid_0's poisson: -90.6525\tvalid_0's l2: 2040.74\n",
"[45]\tvalid_0's poisson: -90.7178\tvalid_0's l2: 2035.51\n",
"[46]\tvalid_0's poisson: -90.7802\tvalid_0's l2: 2030.52\n",
"[47]\tvalid_0's poisson: -90.8485\tvalid_0's l2: 2025.4\n",
"[48]\tvalid_0's poisson: -90.9129\tvalid_0's l2: 2020.47\n",
"[49]\tvalid_0's poisson: -90.9739\tvalid_0's l2: 2015.55\n",
"[50]\tvalid_0's poisson: -91.0367\tvalid_0's l2: 2010.48\n",
"[51]\tvalid_0's poisson: -91.0966\tvalid_0's l2: 2005.64\n",
"[52]\tvalid_0's poisson: -91.1631\tvalid_0's l2: 2000.65\n",
"[53]\tvalid_0's poisson: -91.2255\tvalid_0's l2: 1995.84\n",
"[54]\tvalid_0's poisson: -91.2864\tvalid_0's l2: 1990.88\n",
"[55]\tvalid_0's poisson: -91.3445\tvalid_0's l2: 1986.15\n",
"[56]\tvalid_0's poisson: -91.4042\tvalid_0's l2: 1981.27\n",
"[57]\tvalid_0's poisson: -91.469\tvalid_0's l2: 1976.4\n",
"[58]\tvalid_0's poisson: -91.5257\tvalid_0's l2: 1971.76\n",
"[59]\tvalid_0's poisson: -91.586\tvalid_0's l2: 1967.09\n",
"[60]\tvalid_0's poisson: -91.644\tvalid_0's l2: 1962.32\n",
"[61]\tvalid_0's poisson: -91.6996\tvalid_0's l2: 1957.76\n",
"[62]\tvalid_0's poisson: -91.7627\tvalid_0's l2: 1953\n",
"[63]\tvalid_0's poisson: -91.8193\tvalid_0's l2: 1948.32\n",
"[64]\tvalid_0's poisson: -91.8779\tvalid_0's l2: 1943.76\n",
"[65]\tvalid_0's poisson: -91.9319\tvalid_0's l2: 1939.31\n",
"[66]\tvalid_0's poisson: -91.9872\tvalid_0's l2: 1934.71\n",
"[67]\tvalid_0's poisson: -92.0487\tvalid_0's l2: 1930.07\n",
"[68]\tvalid_0's poisson: -92.1015\tvalid_0's l2: 1925.7\n",
"[69]\tvalid_0's poisson: -92.1584\tvalid_0's l2: 1921.25\n",
"[70]\tvalid_0's poisson: -92.2122\tvalid_0's l2: 1916.76\n",
"[71]\tvalid_0's poisson: -92.2638\tvalid_0's l2: 1912.48\n",
"[72]\tvalid_0's poisson: -92.3237\tvalid_0's l2: 1907.94\n",
"[73]\tvalid_0's poisson: -92.3793\tvalid_0's l2: 1903.58\n",
"[74]\tvalid_0's poisson: -92.4271\tvalid_0's l2: 1899.42\n",
"[75]\tvalid_0's poisson: -92.479\tvalid_0's l2: 1895.07\n",
"[76]\tvalid_0's poisson: -92.5377\tvalid_0's l2: 1890.62\n",
"[77]\tvalid_0's poisson: -92.5921\tvalid_0's l2: 1886.34\n",
"[78]\tvalid_0's poisson: -92.6387\tvalid_0's l2: 1882.26\n",
"[79]\tvalid_0's poisson: -92.6891\tvalid_0's l2: 1878\n",
"[80]\tvalid_0's poisson: -92.7467\tvalid_0's l2: 1873.64\n",
"[81]\tvalid_0's poisson: -92.8\tvalid_0's l2: 1869.44\n",
"[82]\tvalid_0's poisson: -92.8508\tvalid_0's l2: 1865.28\n",
"[83]\tvalid_0's poisson: -92.8959\tvalid_0's l2: 1861.31\n",
"[84]\tvalid_0's poisson: -92.9484\tvalid_0's l2: 1857.16\n",
"[85]\tvalid_0's poisson: -92.997\tvalid_0's l2: 1853.03\n",
"[86]\tvalid_0's poisson: -93.0467\tvalid_0's l2: 1848.95\n",
"[87]\tvalid_0's poisson: -93.0983\tvalid_0's l2: 1844.87\n",
"[88]\tvalid_0's poisson: -93.1475\tvalid_0's l2: 1840.83\n",
"[89]\tvalid_0's poisson: -93.1909\tvalid_0's l2: 1836.96\n",
"[90]\tvalid_0's poisson: -93.2418\tvalid_0's l2: 1832.93\n",
"[91]\tvalid_0's poisson: -93.2859\tvalid_0's l2: 1828.97\n",
"[92]\tvalid_0's poisson: -93.3362\tvalid_0's l2: 1824.98\n",
"[93]\tvalid_0's poisson: -93.3842\tvalid_0's l2: 1821.03\n",
"[94]\tvalid_0's poisson: -93.438\tvalid_0's l2: 1816.95\n",
"[95]\tvalid_0's poisson: -93.4799\tvalid_0's l2: 1813.19\n",
"[96]\tvalid_0's poisson: -93.5293\tvalid_0's l2: 1809.27\n",
"[97]\tvalid_0's poisson: -93.5718\tvalid_0's l2: 1805.42\n",
"[98]\tvalid_0's poisson: -93.6206\tvalid_0's l2: 1801.54\n",
"[99]\tvalid_0's poisson: -93.6671\tvalid_0's l2: 1797.7\n",
"[100]\tvalid_0's poisson: -93.7132\tvalid_0's l2: 1793.89\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2561\tvalid_0's l2: 2294.35\n",
"[2]\tvalid_0's poisson: -87.3477\tvalid_0's l2: 2287.71\n",
"[3]\tvalid_0's poisson: -87.4385\tvalid_0's l2: 2281.13\n",
"[4]\tvalid_0's poisson: -87.5286\tvalid_0's l2: 2274.59\n",
"[5]\tvalid_0's poisson: -87.6178\tvalid_0's l2: 2268.11\n",
"[6]\tvalid_0's poisson: -87.7062\tvalid_0's l2: 2261.69\n",
"[7]\tvalid_0's poisson: -87.7938\tvalid_0's l2: 2255.31\n",
"[8]\tvalid_0's poisson: -87.8824\tvalid_0's l2: 2248.86\n",
"[9]\tvalid_0's poisson: -87.9701\tvalid_0's l2: 2242.46\n",
"[10]\tvalid_0's poisson: -88.0571\tvalid_0's l2: 2236.11\n",
"[11]\tvalid_0's poisson: -88.1417\tvalid_0's l2: 2229.93\n",
"[12]\tvalid_0's poisson: -88.2271\tvalid_0's l2: 2223.68\n",
"[13]\tvalid_0's poisson: -88.3081\tvalid_0's l2: 2217.75\n",
"[14]\tvalid_0's poisson: -88.3923\tvalid_0's l2: 2211.58\n",
"[15]\tvalid_0's poisson: -88.4744\tvalid_0's l2: 2205.57\n",
"[16]\tvalid_0's poisson: -88.5537\tvalid_0's l2: 2199.73\n",
"[17]\tvalid_0's poisson: -88.6377\tvalid_0's l2: 2193.46\n",
"[18]\tvalid_0's poisson: -88.7196\tvalid_0's l2: 2187.43\n",
"[19]\tvalid_0's poisson: -88.8022\tvalid_0's l2: 2181.23\n",
"[20]\tvalid_0's poisson: -88.8792\tvalid_0's l2: 2175.52\n",
"[21]\tvalid_0's poisson: -88.9603\tvalid_0's l2: 2169.39\n",
"[22]\tvalid_0's poisson: -89.0405\tvalid_0's l2: 2163.31\n",
"[23]\tvalid_0's poisson: -89.1198\tvalid_0's l2: 2157.28\n",
"[24]\tvalid_0's poisson: -89.1987\tvalid_0's l2: 2151.43\n",
"[25]\tvalid_0's poisson: -89.273\tvalid_0's l2: 2145.87\n",
"[26]\tvalid_0's poisson: -89.3504\tvalid_0's l2: 2139.93\n",
"[27]\tvalid_0's poisson: -89.427\tvalid_0's l2: 2134.04\n",
"[28]\tvalid_0's poisson: -89.5028\tvalid_0's l2: 2128.19\n",
"[29]\tvalid_0's poisson: -89.5789\tvalid_0's l2: 2122.53\n",
"[30]\tvalid_0's poisson: -89.6534\tvalid_0's l2: 2116.76\n",
"[31]\tvalid_0's poisson: -89.7247\tvalid_0's l2: 2111.37\n",
"[32]\tvalid_0's poisson: -89.7979\tvalid_0's l2: 2105.66\n",
"[33]\tvalid_0's poisson: -89.8704\tvalid_0's l2: 2099.99\n",
"[34]\tvalid_0's poisson: -89.9443\tvalid_0's l2: 2094.47\n",
"[35]\tvalid_0's poisson: -90.0156\tvalid_0's l2: 2088.87\n",
"[36]\tvalid_0's poisson: -90.0845\tvalid_0's l2: 2083.62\n",
"[37]\tvalid_0's poisson: -90.1546\tvalid_0's l2: 2078.09\n",
"[38]\tvalid_0's poisson: -90.224\tvalid_0's l2: 2072.6\n",
"[39]\tvalid_0's poisson: -90.2958\tvalid_0's l2: 2067.22\n",
"[40]\tvalid_0's poisson: -90.3641\tvalid_0's l2: 2061.8\n",
"[41]\tvalid_0's poisson: -90.4308\tvalid_0's l2: 2056.68\n",
"[42]\tvalid_0's poisson: -90.498\tvalid_0's l2: 2051.32\n",
"[43]\tvalid_0's poisson: -90.5644\tvalid_0's l2: 2046\n",
"[44]\tvalid_0's poisson: -90.6343\tvalid_0's l2: 2040.75\n",
"[45]\tvalid_0's poisson: -90.6997\tvalid_0's l2: 2035.49\n",
"[46]\tvalid_0's poisson: -90.7686\tvalid_0's l2: 2030.31\n",
"[47]\tvalid_0's poisson: -90.8331\tvalid_0's l2: 2025.12\n",
"[48]\tvalid_0's poisson: -90.897\tvalid_0's l2: 2020.17\n",
"[49]\tvalid_0's poisson: -90.9604\tvalid_0's l2: 2015.04\n",
"[50]\tvalid_0's poisson: -91.0232\tvalid_0's l2: 2009.95\n",
"[51]\tvalid_0's poisson: -91.0903\tvalid_0's l2: 2004.89\n",
"[52]\tvalid_0's poisson: -91.1521\tvalid_0's l2: 1999.86\n",
"[53]\tvalid_0's poisson: -91.2141\tvalid_0's l2: 1995.04\n",
"[54]\tvalid_0's poisson: -91.275\tvalid_0's l2: 1990.07\n",
"[55]\tvalid_0's poisson: -91.3353\tvalid_0's l2: 1985.13\n",
"[56]\tvalid_0's poisson: -91.4005\tvalid_0's l2: 1980.2\n",
"[57]\tvalid_0's poisson: -91.4599\tvalid_0's l2: 1975.32\n",
"[58]\tvalid_0's poisson: -91.52\tvalid_0's l2: 1970.62\n",
"[59]\tvalid_0's poisson: -91.5785\tvalid_0's l2: 1965.81\n",
"[60]\tvalid_0's poisson: -91.6348\tvalid_0's l2: 1961.18\n",
"[61]\tvalid_0's poisson: -91.6984\tvalid_0's l2: 1956.36\n",
"[62]\tvalid_0's poisson: -91.7555\tvalid_0's l2: 1951.64\n",
"[63]\tvalid_0's poisson: -91.8139\tvalid_0's l2: 1947.06\n",
"[64]\tvalid_0's poisson: -91.8686\tvalid_0's l2: 1942.54\n",
"[65]\tvalid_0's poisson: -91.9227\tvalid_0's l2: 1938.06\n",
"[66]\tvalid_0's poisson: -91.9847\tvalid_0's l2: 1933.35\n",
"[67]\tvalid_0's poisson: -92.0397\tvalid_0's l2: 1928.77\n",
"[68]\tvalid_0's poisson: -92.0964\tvalid_0's l2: 1924.3\n",
"[69]\tvalid_0's poisson: -92.1491\tvalid_0's l2: 1919.92\n",
"[70]\tvalid_0's poisson: -92.2028\tvalid_0's l2: 1915.42\n",
"[71]\tvalid_0's poisson: -92.2632\tvalid_0's l2: 1910.83\n",
"[72]\tvalid_0's poisson: -92.3147\tvalid_0's l2: 1906.53\n",
"[73]\tvalid_0's poisson: -92.3744\tvalid_0's l2: 1902\n",
"[74]\tvalid_0's poisson: -92.4266\tvalid_0's l2: 1897.6\n",
"[75]\tvalid_0's poisson: -92.4812\tvalid_0's l2: 1893.28\n",
"[76]\tvalid_0's poisson: -92.5287\tvalid_0's l2: 1889.12\n",
"[77]\tvalid_0's poisson: -92.5827\tvalid_0's l2: 1884.85\n",
"[78]\tvalid_0's poisson: -92.6296\tvalid_0's l2: 1880.73\n",
"[79]\tvalid_0's poisson: -92.6876\tvalid_0's l2: 1876.32\n",
"[80]\tvalid_0's poisson: -92.7378\tvalid_0's l2: 1872.06\n",
"[81]\tvalid_0's poisson: -92.7906\tvalid_0's l2: 1867.87\n",
"[82]\tvalid_0's poisson: -92.8363\tvalid_0's l2: 1863.83\n",
"[83]\tvalid_0's poisson: -92.8932\tvalid_0's l2: 1859.5\n",
"[84]\tvalid_0's poisson: -92.9421\tvalid_0's l2: 1855.34\n",
"[85]\tvalid_0's poisson: -92.9938\tvalid_0's l2: 1851.22\n",
"[86]\tvalid_0's poisson: -93.0384\tvalid_0's l2: 1847.27\n",
"[87]\tvalid_0's poisson: -93.0941\tvalid_0's l2: 1843.03\n",
"[88]\tvalid_0's poisson: -93.1418\tvalid_0's l2: 1838.96\n",
"[89]\tvalid_0's poisson: -93.1924\tvalid_0's l2: 1834.92\n",
"[90]\tvalid_0's poisson: -93.2358\tvalid_0's l2: 1831.04\n",
"[91]\tvalid_0's poisson: -93.2905\tvalid_0's l2: 1826.88\n",
"[92]\tvalid_0's poisson: -93.3334\tvalid_0's l2: 1823.05\n",
"[93]\tvalid_0's poisson: -93.383\tvalid_0's l2: 1819.08\n",
"[94]\tvalid_0's poisson: -93.4262\tvalid_0's l2: 1815.18\n",
"[95]\tvalid_0's poisson: -93.4753\tvalid_0's l2: 1811.24\n",
"[96]\tvalid_0's poisson: -93.5233\tvalid_0's l2: 1807.28\n",
"[97]\tvalid_0's poisson: -93.5649\tvalid_0's l2: 1803.55\n",
"[98]\tvalid_0's poisson: -93.6133\tvalid_0's l2: 1799.67\n",
"[99]\tvalid_0's poisson: -93.6552\tvalid_0's l2: 1795.86\n",
"[100]\tvalid_0's poisson: -93.7077\tvalid_0's l2: 1791.86\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.9429\tvalid_0's l2: 1556.72\n",
"[2]\tvalid_0's poisson: -100.415\tvalid_0's l2: 1117.11\n",
"[3]\tvalid_0's poisson: -103.13\tvalid_0's l2: 848.61\n",
"[4]\tvalid_0's poisson: -104.838\tvalid_0's l2: 691.117\n",
"[5]\tvalid_0's poisson: -106.011\tvalid_0's l2: 584.38\n",
"[6]\tvalid_0's poisson: -106.815\tvalid_0's l2: 517.132\n",
"[7]\tvalid_0's poisson: -107.383\tvalid_0's l2: 467.861\n",
"[8]\tvalid_0's poisson: -107.836\tvalid_0's l2: 436.413\n",
"[9]\tvalid_0's poisson: -108.149\tvalid_0's l2: 415.974\n",
"[10]\tvalid_0's poisson: -108.392\tvalid_0's l2: 395.901\n",
"[11]\tvalid_0's poisson: -108.548\tvalid_0's l2: 382.956\n",
"[12]\tvalid_0's poisson: -108.713\tvalid_0's l2: 372.872\n",
"[13]\tvalid_0's poisson: -108.728\tvalid_0's l2: 359.358\n",
"[14]\tvalid_0's poisson: -108.71\tvalid_0's l2: 354.041\n",
"[15]\tvalid_0's poisson: -108.78\tvalid_0's l2: 351.188\n",
"[16]\tvalid_0's poisson: -108.799\tvalid_0's l2: 345.96\n",
"[17]\tvalid_0's poisson: -108.836\tvalid_0's l2: 343.267\n",
"[18]\tvalid_0's poisson: -108.775\tvalid_0's l2: 340.599\n",
"[19]\tvalid_0's poisson: -108.794\tvalid_0's l2: 334.972\n",
"[20]\tvalid_0's poisson: -108.806\tvalid_0's l2: 331.091\n",
"[21]\tvalid_0's poisson: -108.668\tvalid_0's l2: 330.287\n",
"[22]\tvalid_0's poisson: -108.649\tvalid_0's l2: 327.79\n",
"[23]\tvalid_0's poisson: -108.536\tvalid_0's l2: 324.507\n",
"[24]\tvalid_0's poisson: -108.361\tvalid_0's l2: 321.22\n",
"[25]\tvalid_0's poisson: -108.33\tvalid_0's l2: 316.344\n",
"[26]\tvalid_0's poisson: -108.284\tvalid_0's l2: 312.959\n",
"[27]\tvalid_0's poisson: -108.309\tvalid_0's l2: 309.317\n",
"[28]\tvalid_0's poisson: -108.281\tvalid_0's l2: 307.45\n",
"[29]\tvalid_0's poisson: -108.324\tvalid_0's l2: 305.937\n",
"[30]\tvalid_0's poisson: -108.38\tvalid_0's l2: 306.074\n",
"[31]\tvalid_0's poisson: -108.431\tvalid_0's l2: 303.137\n",
"[32]\tvalid_0's poisson: -108.402\tvalid_0's l2: 303.084\n",
"[33]\tvalid_0's poisson: -108.328\tvalid_0's l2: 298.937\n",
"[34]\tvalid_0's poisson: -108.231\tvalid_0's l2: 296.938\n",
"[35]\tvalid_0's poisson: -108.237\tvalid_0's l2: 294.593\n",
"[36]\tvalid_0's poisson: -108.078\tvalid_0's l2: 293.972\n",
"[37]\tvalid_0's poisson: -108.071\tvalid_0's l2: 292.434\n",
"[38]\tvalid_0's poisson: -108.103\tvalid_0's l2: 291.892\n",
"[39]\tvalid_0's poisson: -108.117\tvalid_0's l2: 289.596\n",
"[40]\tvalid_0's poisson: -108.154\tvalid_0's l2: 288.989\n",
"[41]\tvalid_0's poisson: -108.053\tvalid_0's l2: 287.535\n",
"[42]\tvalid_0's poisson: -108.017\tvalid_0's l2: 287.002\n",
"[43]\tvalid_0's poisson: -107.96\tvalid_0's l2: 287.026\n",
"[44]\tvalid_0's poisson: -107.969\tvalid_0's l2: 286.848\n",
"[45]\tvalid_0's poisson: -108.008\tvalid_0's l2: 285.819\n",
"[46]\tvalid_0's poisson: -108.004\tvalid_0's l2: 285.869\n",
"[47]\tvalid_0's poisson: -108.002\tvalid_0's l2: 285.984\n",
"[48]\tvalid_0's poisson: -107.963\tvalid_0's l2: 284.538\n",
"[49]\tvalid_0's poisson: -107.983\tvalid_0's l2: 284.175\n",
"[50]\tvalid_0's poisson: -107.916\tvalid_0's l2: 284.103\n",
"[51]\tvalid_0's poisson: -107.936\tvalid_0's l2: 283.954\n",
"[52]\tvalid_0's poisson: -107.923\tvalid_0's l2: 284.076\n",
"[53]\tvalid_0's poisson: -107.945\tvalid_0's l2: 283.978\n",
"[54]\tvalid_0's poisson: -107.929\tvalid_0's l2: 284.312\n",
"[55]\tvalid_0's poisson: -107.95\tvalid_0's l2: 283.372\n",
"[56]\tvalid_0's poisson: -108.038\tvalid_0's l2: 283.188\n",
"[57]\tvalid_0's poisson: -108.043\tvalid_0's l2: 283.208\n",
"[58]\tvalid_0's poisson: -108.012\tvalid_0's l2: 282.998\n",
"[59]\tvalid_0's poisson: -107.949\tvalid_0's l2: 281.194\n",
"[60]\tvalid_0's poisson: -107.974\tvalid_0's l2: 280.913\n",
"[61]\tvalid_0's poisson: -107.872\tvalid_0's l2: 280.963\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[62]\tvalid_0's poisson: -107.896\tvalid_0's l2: 280.34\n",
"[63]\tvalid_0's poisson: -107.877\tvalid_0's l2: 278.603\n",
"[64]\tvalid_0's poisson: -107.903\tvalid_0's l2: 278.228\n",
"[65]\tvalid_0's poisson: -107.815\tvalid_0's l2: 278.043\n",
"[66]\tvalid_0's poisson: -107.771\tvalid_0's l2: 276.675\n",
"[67]\tvalid_0's poisson: -107.776\tvalid_0's l2: 276.577\n",
"[68]\tvalid_0's poisson: -107.707\tvalid_0's l2: 276.391\n",
"[69]\tvalid_0's poisson: -107.738\tvalid_0's l2: 276.606\n",
"[70]\tvalid_0's poisson: -107.704\tvalid_0's l2: 277.134\n",
"[71]\tvalid_0's poisson: -107.708\tvalid_0's l2: 275.713\n",
"[72]\tvalid_0's poisson: -107.784\tvalid_0's l2: 275.005\n",
"[73]\tvalid_0's poisson: -107.727\tvalid_0's l2: 274.605\n",
"[74]\tvalid_0's poisson: -107.808\tvalid_0's l2: 275.183\n",
"[75]\tvalid_0's poisson: -107.785\tvalid_0's l2: 274.532\n",
"[76]\tvalid_0's poisson: -107.618\tvalid_0's l2: 274.796\n",
"[77]\tvalid_0's poisson: -107.604\tvalid_0's l2: 275.644\n",
"[78]\tvalid_0's poisson: -107.657\tvalid_0's l2: 274.6\n",
"[79]\tvalid_0's poisson: -107.69\tvalid_0's l2: 273.747\n",
"[80]\tvalid_0's poisson: -107.627\tvalid_0's l2: 274.172\n",
"[81]\tvalid_0's poisson: -107.624\tvalid_0's l2: 274.08\n",
"[82]\tvalid_0's poisson: -107.559\tvalid_0's l2: 273.42\n",
"[83]\tvalid_0's poisson: -107.464\tvalid_0's l2: 272.718\n",
"[84]\tvalid_0's poisson: -107.455\tvalid_0's l2: 272.276\n",
"[85]\tvalid_0's poisson: -107.525\tvalid_0's l2: 272.551\n",
"[86]\tvalid_0's poisson: -107.403\tvalid_0's l2: 272.006\n",
"[87]\tvalid_0's poisson: -107.44\tvalid_0's l2: 271.205\n",
"[88]\tvalid_0's poisson: -107.385\tvalid_0's l2: 270.977\n",
"[89]\tvalid_0's poisson: -107.357\tvalid_0's l2: 270.984\n",
"[90]\tvalid_0's poisson: -107.346\tvalid_0's l2: 270.84\n",
"[91]\tvalid_0's poisson: -107.387\tvalid_0's l2: 270.646\n",
"[92]\tvalid_0's poisson: -107.391\tvalid_0's l2: 270.553\n",
"[93]\tvalid_0's poisson: -107.401\tvalid_0's l2: 270.5\n",
"[94]\tvalid_0's poisson: -107.358\tvalid_0's l2: 269.921\n",
"[95]\tvalid_0's poisson: -107.327\tvalid_0's l2: 269.648\n",
"[96]\tvalid_0's poisson: -107.32\tvalid_0's l2: 269.474\n",
"[97]\tvalid_0's poisson: -107.362\tvalid_0's l2: 268.974\n",
"[98]\tvalid_0's poisson: -107.191\tvalid_0's l2: 268.758\n",
"[99]\tvalid_0's poisson: -107.162\tvalid_0's l2: 269.04\n",
"[100]\tvalid_0's poisson: -107.162\tvalid_0's l2: 269.128\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.86\tvalid_0's l2: 1555.15\n",
"[2]\tvalid_0's poisson: -100.452\tvalid_0's l2: 1103.84\n",
"[3]\tvalid_0's poisson: -103.089\tvalid_0's l2: 841.462\n",
"[4]\tvalid_0's poisson: -104.783\tvalid_0's l2: 679.23\n",
"[5]\tvalid_0's poisson: -105.945\tvalid_0's l2: 577.291\n",
"[6]\tvalid_0's poisson: -106.785\tvalid_0's l2: 510.644\n",
"[7]\tvalid_0's poisson: -107.423\tvalid_0's l2: 463.303\n",
"[8]\tvalid_0's poisson: -107.838\tvalid_0's l2: 434.828\n",
"[9]\tvalid_0's poisson: -108.137\tvalid_0's l2: 412.203\n",
"[10]\tvalid_0's poisson: -108.401\tvalid_0's l2: 395.559\n",
"[11]\tvalid_0's poisson: -108.582\tvalid_0's l2: 380.682\n",
"[12]\tvalid_0's poisson: -108.602\tvalid_0's l2: 371.427\n",
"[13]\tvalid_0's poisson: -108.687\tvalid_0's l2: 364.947\n",
"[14]\tvalid_0's poisson: -108.657\tvalid_0's l2: 359.001\n",
"[15]\tvalid_0's poisson: -108.713\tvalid_0's l2: 352.628\n",
"[16]\tvalid_0's poisson: -108.71\tvalid_0's l2: 348.973\n",
"[17]\tvalid_0's poisson: -108.728\tvalid_0's l2: 346.438\n",
"[18]\tvalid_0's poisson: -108.687\tvalid_0's l2: 344.315\n",
"[19]\tvalid_0's poisson: -108.672\tvalid_0's l2: 339.442\n",
"[20]\tvalid_0's poisson: -108.656\tvalid_0's l2: 336.194\n",
"[21]\tvalid_0's poisson: -108.559\tvalid_0's l2: 334.813\n",
"[22]\tvalid_0's poisson: -108.623\tvalid_0's l2: 327.544\n",
"[23]\tvalid_0's poisson: -108.509\tvalid_0's l2: 326.07\n",
"[24]\tvalid_0's poisson: -108.37\tvalid_0's l2: 323.025\n",
"[25]\tvalid_0's poisson: -108.348\tvalid_0's l2: 318.946\n",
"[26]\tvalid_0's poisson: -108.302\tvalid_0's l2: 317.543\n",
"[27]\tvalid_0's poisson: -108.168\tvalid_0's l2: 315.671\n",
"[28]\tvalid_0's poisson: -108.16\tvalid_0's l2: 315.16\n",
"[29]\tvalid_0's poisson: -108.083\tvalid_0's l2: 312.24\n",
"[30]\tvalid_0's poisson: -107.972\tvalid_0's l2: 311.991\n",
"[31]\tvalid_0's poisson: -108.017\tvalid_0's l2: 311.424\n",
"[32]\tvalid_0's poisson: -107.959\tvalid_0's l2: 311.136\n",
"[33]\tvalid_0's poisson: -107.931\tvalid_0's l2: 307.877\n",
"[34]\tvalid_0's poisson: -108.026\tvalid_0's l2: 304.726\n",
"[35]\tvalid_0's poisson: -107.915\tvalid_0's l2: 304.192\n",
"[36]\tvalid_0's poisson: -107.911\tvalid_0's l2: 304.221\n",
"[37]\tvalid_0's poisson: -107.84\tvalid_0's l2: 303.436\n",
"[38]\tvalid_0's poisson: -107.854\tvalid_0's l2: 303.051\n",
"[39]\tvalid_0's poisson: -107.912\tvalid_0's l2: 302.011\n",
"[40]\tvalid_0's poisson: -107.917\tvalid_0's l2: 300.733\n",
"[41]\tvalid_0's poisson: -107.847\tvalid_0's l2: 300.426\n",
"[42]\tvalid_0's poisson: -107.849\tvalid_0's l2: 299.498\n",
"[43]\tvalid_0's poisson: -107.86\tvalid_0's l2: 298.667\n",
"[44]\tvalid_0's poisson: -107.621\tvalid_0's l2: 295.655\n",
"[45]\tvalid_0's poisson: -107.6\tvalid_0's l2: 295.704\n",
"[46]\tvalid_0's poisson: -107.663\tvalid_0's l2: 295.228\n",
"[47]\tvalid_0's poisson: -107.612\tvalid_0's l2: 294.03\n",
"[48]\tvalid_0's poisson: -107.581\tvalid_0's l2: 292.427\n",
"[49]\tvalid_0's poisson: -107.578\tvalid_0's l2: 291.919\n",
"[50]\tvalid_0's poisson: -107.591\tvalid_0's l2: 292.063\n",
"[51]\tvalid_0's poisson: -107.594\tvalid_0's l2: 291.597\n",
"[52]\tvalid_0's poisson: -107.653\tvalid_0's l2: 291.053\n",
"[53]\tvalid_0's poisson: -107.565\tvalid_0's l2: 290.18\n",
"[54]\tvalid_0's poisson: -107.515\tvalid_0's l2: 288.635\n",
"[55]\tvalid_0's poisson: -107.668\tvalid_0's l2: 287.836\n",
"[56]\tvalid_0's poisson: -107.61\tvalid_0's l2: 286.319\n",
"[57]\tvalid_0's poisson: -107.547\tvalid_0's l2: 286.539\n",
"[58]\tvalid_0's poisson: -107.549\tvalid_0's l2: 285.572\n",
"[59]\tvalid_0's poisson: -107.53\tvalid_0's l2: 285.74\n",
"[60]\tvalid_0's poisson: -107.535\tvalid_0's l2: 284.764\n",
"[61]\tvalid_0's poisson: -107.564\tvalid_0's l2: 283.544\n",
"[62]\tvalid_0's poisson: -107.589\tvalid_0's l2: 283.745\n",
"[63]\tvalid_0's poisson: -107.566\tvalid_0's l2: 284.125\n",
"[64]\tvalid_0's poisson: -107.579\tvalid_0's l2: 284.214\n",
"[65]\tvalid_0's poisson: -107.556\tvalid_0's l2: 282.117\n",
"[66]\tvalid_0's poisson: -107.538\tvalid_0's l2: 281.991\n",
"[67]\tvalid_0's poisson: -107.531\tvalid_0's l2: 281.986\n",
"[68]\tvalid_0's poisson: -107.613\tvalid_0's l2: 281.844\n",
"[69]\tvalid_0's poisson: -107.686\tvalid_0's l2: 280.687\n",
"[70]\tvalid_0's poisson: -107.678\tvalid_0's l2: 280.379\n",
"[71]\tvalid_0's poisson: -107.65\tvalid_0's l2: 280.425\n",
"[72]\tvalid_0's poisson: -107.641\tvalid_0's l2: 281.389\n",
"[73]\tvalid_0's poisson: -107.3\tvalid_0's l2: 281.301\n",
"[74]\tvalid_0's poisson: -107.391\tvalid_0's l2: 280.909\n",
"[75]\tvalid_0's poisson: -107.386\tvalid_0's l2: 280.597\n",
"[76]\tvalid_0's poisson: -107.376\tvalid_0's l2: 280.096\n",
"[77]\tvalid_0's poisson: -107.474\tvalid_0's l2: 279.686\n",
"[78]\tvalid_0's poisson: -107.263\tvalid_0's l2: 279.526\n",
"[79]\tvalid_0's poisson: -107.254\tvalid_0's l2: 279.819\n",
"[80]\tvalid_0's poisson: -107.12\tvalid_0's l2: 279.741\n",
"[81]\tvalid_0's poisson: -107.119\tvalid_0's l2: 279.26\n",
"[82]\tvalid_0's poisson: -107.134\tvalid_0's l2: 279.066\n",
"[83]\tvalid_0's poisson: -107.159\tvalid_0's l2: 279.014\n",
"[84]\tvalid_0's poisson: -106.974\tvalid_0's l2: 278.602\n",
"[85]\tvalid_0's poisson: -106.94\tvalid_0's l2: 278.413\n",
"[86]\tvalid_0's poisson: -106.88\tvalid_0's l2: 278.308\n",
"[87]\tvalid_0's poisson: -106.884\tvalid_0's l2: 278.212\n",
"[88]\tvalid_0's poisson: -106.878\tvalid_0's l2: 278.038\n",
"[89]\tvalid_0's poisson: -107.021\tvalid_0's l2: 277.807\n",
"[90]\tvalid_0's poisson: -107.021\tvalid_0's l2: 278.336\n",
"[91]\tvalid_0's poisson: -107.021\tvalid_0's l2: 278.128\n",
"[92]\tvalid_0's poisson: -107.063\tvalid_0's l2: 278.002\n",
"[93]\tvalid_0's poisson: -107.043\tvalid_0's l2: 277.641\n",
"[94]\tvalid_0's poisson: -107.117\tvalid_0's l2: 277.374\n",
"[95]\tvalid_0's poisson: -107.113\tvalid_0's l2: 277.404\n",
"[96]\tvalid_0's poisson: -107.09\tvalid_0's l2: 277.961\n",
"[97]\tvalid_0's poisson: -107.014\tvalid_0's l2: 278.185\n",
"[98]\tvalid_0's poisson: -106.987\tvalid_0's l2: 278.505\n",
"[99]\tvalid_0's poisson: -106.992\tvalid_0's l2: 278.762\n",
"[100]\tvalid_0's poisson: -107.068\tvalid_0's l2: 278.085\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -96.0051\tvalid_0's l2: 1544.97\n",
"[2]\tvalid_0's poisson: -100.498\tvalid_0's l2: 1097.51\n",
"[3]\tvalid_0's poisson: -103.135\tvalid_0's l2: 831.805\n",
"[4]\tvalid_0's poisson: -104.829\tvalid_0's l2: 669.668\n",
"[5]\tvalid_0's poisson: -106.027\tvalid_0's l2: 567.277\n",
"[6]\tvalid_0's poisson: -106.776\tvalid_0's l2: 505.583\n",
"[7]\tvalid_0's poisson: -107.437\tvalid_0's l2: 457.573\n",
"[8]\tvalid_0's poisson: -107.864\tvalid_0's l2: 424.577\n",
"[9]\tvalid_0's poisson: -108.147\tvalid_0's l2: 404.121\n",
"[10]\tvalid_0's poisson: -108.367\tvalid_0's l2: 389.803\n",
"[11]\tvalid_0's poisson: -108.566\tvalid_0's l2: 372.18\n",
"[12]\tvalid_0's poisson: -108.695\tvalid_0's l2: 360.978\n",
"[13]\tvalid_0's poisson: -108.764\tvalid_0's l2: 354.493\n",
"[14]\tvalid_0's poisson: -108.787\tvalid_0's l2: 347.722\n",
"[15]\tvalid_0's poisson: -108.803\tvalid_0's l2: 342.605\n",
"[16]\tvalid_0's poisson: -108.79\tvalid_0's l2: 336.327\n",
"[17]\tvalid_0's poisson: -108.812\tvalid_0's l2: 333.686\n",
"[18]\tvalid_0's poisson: -108.726\tvalid_0's l2: 331.108\n",
"[19]\tvalid_0's poisson: -108.714\tvalid_0's l2: 329.907\n",
"[20]\tvalid_0's poisson: -108.66\tvalid_0's l2: 327.443\n",
"[21]\tvalid_0's poisson: -108.622\tvalid_0's l2: 325.028\n",
"[22]\tvalid_0's poisson: -108.435\tvalid_0's l2: 320.912\n",
"[23]\tvalid_0's poisson: -108.387\tvalid_0's l2: 320.114\n",
"[24]\tvalid_0's poisson: -108.261\tvalid_0's l2: 319.419\n",
"[25]\tvalid_0's poisson: -108.405\tvalid_0's l2: 318.206\n",
"[26]\tvalid_0's poisson: -108.366\tvalid_0's l2: 316.76\n",
"[27]\tvalid_0's poisson: -108.312\tvalid_0's l2: 314.615\n",
"[28]\tvalid_0's poisson: -108.318\tvalid_0's l2: 312.992\n",
"[29]\tvalid_0's poisson: -108.216\tvalid_0's l2: 311.693\n",
"[30]\tvalid_0's poisson: -108.173\tvalid_0's l2: 310.113\n",
"[31]\tvalid_0's poisson: -108.202\tvalid_0's l2: 309.281\n",
"[32]\tvalid_0's poisson: -108.205\tvalid_0's l2: 307.376\n",
"[33]\tvalid_0's poisson: -108.226\tvalid_0's l2: 306.774\n",
"[34]\tvalid_0's poisson: -108.177\tvalid_0's l2: 306.067\n",
"[35]\tvalid_0's poisson: -108.131\tvalid_0's l2: 303.426\n",
"[36]\tvalid_0's poisson: -108.13\tvalid_0's l2: 303.2\n",
"[37]\tvalid_0's poisson: -108.12\tvalid_0's l2: 300.449\n",
"[38]\tvalid_0's poisson: -108.008\tvalid_0's l2: 298.912\n",
"[39]\tvalid_0's poisson: -107.982\tvalid_0's l2: 298.421\n",
"[40]\tvalid_0's poisson: -107.982\tvalid_0's l2: 297.102\n",
"[41]\tvalid_0's poisson: -108.004\tvalid_0's l2: 297.376\n",
"[42]\tvalid_0's poisson: -108.053\tvalid_0's l2: 296.951\n",
"[43]\tvalid_0's poisson: -107.977\tvalid_0's l2: 295.142\n",
"[44]\tvalid_0's poisson: -108.052\tvalid_0's l2: 294.853\n",
"[45]\tvalid_0's poisson: -108.064\tvalid_0's l2: 293.352\n",
"[46]\tvalid_0's poisson: -107.993\tvalid_0's l2: 290.455\n",
"[47]\tvalid_0's poisson: -108.004\tvalid_0's l2: 289.926\n",
"[48]\tvalid_0's poisson: -108.012\tvalid_0's l2: 290.474\n",
"[49]\tvalid_0's poisson: -108.002\tvalid_0's l2: 289.274\n",
"[50]\tvalid_0's poisson: -108.008\tvalid_0's l2: 287.15\n",
"[51]\tvalid_0's poisson: -107.982\tvalid_0's l2: 287.104\n",
"[52]\tvalid_0's poisson: -108.04\tvalid_0's l2: 286.655\n",
"[53]\tvalid_0's poisson: -108.061\tvalid_0's l2: 285.386\n",
"[54]\tvalid_0's poisson: -108.063\tvalid_0's l2: 282.941\n",
"[55]\tvalid_0's poisson: -108.061\tvalid_0's l2: 282.496\n",
"[56]\tvalid_0's poisson: -108.059\tvalid_0's l2: 282.763\n",
"[57]\tvalid_0's poisson: -108.066\tvalid_0's l2: 281.341\n",
"[58]\tvalid_0's poisson: -108.053\tvalid_0's l2: 279.472\n",
"[59]\tvalid_0's poisson: -108.052\tvalid_0's l2: 278.998\n",
"[60]\tvalid_0's poisson: -108.123\tvalid_0's l2: 278.571\n",
"[61]\tvalid_0's poisson: -108.037\tvalid_0's l2: 278.064\n",
"[62]\tvalid_0's poisson: -108.065\tvalid_0's l2: 276.416\n",
"[63]\tvalid_0's poisson: -108.059\tvalid_0's l2: 276.384\n",
"[64]\tvalid_0's poisson: -108.033\tvalid_0's l2: 275.457\n",
"[65]\tvalid_0's poisson: -108.079\tvalid_0's l2: 275.23\n",
"[66]\tvalid_0's poisson: -107.987\tvalid_0's l2: 273.73\n",
"[67]\tvalid_0's poisson: -107.91\tvalid_0's l2: 273.429\n",
"[68]\tvalid_0's poisson: -107.975\tvalid_0's l2: 273.888\n",
"[69]\tvalid_0's poisson: -107.952\tvalid_0's l2: 274.276\n",
"[70]\tvalid_0's poisson: -107.944\tvalid_0's l2: 274.175\n",
"[71]\tvalid_0's poisson: -107.911\tvalid_0's l2: 274.053\n",
"[72]\tvalid_0's poisson: -107.919\tvalid_0's l2: 273.8\n",
"[73]\tvalid_0's poisson: -108.019\tvalid_0's l2: 273.86\n",
"[74]\tvalid_0's poisson: -107.967\tvalid_0's l2: 273.593\n",
"[75]\tvalid_0's poisson: -108.077\tvalid_0's l2: 273.049\n",
"[76]\tvalid_0's poisson: -108.07\tvalid_0's l2: 272.984\n",
"[77]\tvalid_0's poisson: -108.043\tvalid_0's l2: 272.553\n",
"[78]\tvalid_0's poisson: -108.073\tvalid_0's l2: 271.849\n",
"[79]\tvalid_0's poisson: -108.113\tvalid_0's l2: 270.956\n",
"[80]\tvalid_0's poisson: -108.081\tvalid_0's l2: 270.169\n",
"[81]\tvalid_0's poisson: -108.096\tvalid_0's l2: 269.899\n",
"[82]\tvalid_0's poisson: -108.068\tvalid_0's l2: 269.223\n",
"[83]\tvalid_0's poisson: -108.043\tvalid_0's l2: 269.108\n",
"[84]\tvalid_0's poisson: -108.009\tvalid_0's l2: 268.515\n",
"[85]\tvalid_0's poisson: -108.004\tvalid_0's l2: 268.502\n",
"[86]\tvalid_0's poisson: -107.982\tvalid_0's l2: 268.545\n",
"[87]\tvalid_0's poisson: -108.02\tvalid_0's l2: 268.488\n",
"[88]\tvalid_0's poisson: -107.967\tvalid_0's l2: 268.472\n",
"[89]\tvalid_0's poisson: -107.976\tvalid_0's l2: 267.925\n",
"[90]\tvalid_0's poisson: -107.911\tvalid_0's l2: 267.884\n",
"[91]\tvalid_0's poisson: -107.898\tvalid_0's l2: 267.657\n",
"[92]\tvalid_0's poisson: -107.897\tvalid_0's l2: 267.535\n",
"[93]\tvalid_0's poisson: -107.897\tvalid_0's l2: 267.648\n",
"[94]\tvalid_0's poisson: -107.912\tvalid_0's l2: 267.673\n",
"[95]\tvalid_0's poisson: -107.837\tvalid_0's l2: 267.186\n",
"[96]\tvalid_0's poisson: -107.777\tvalid_0's l2: 267.789\n",
"[97]\tvalid_0's poisson: -107.9\tvalid_0's l2: 266.486\n",
"[98]\tvalid_0's poisson: -107.685\tvalid_0's l2: 265.916\n",
"[99]\tvalid_0's poisson: -107.788\tvalid_0's l2: 265.896\n",
"[100]\tvalid_0's poisson: -107.694\tvalid_0's l2: 265.858\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -96.0575\tvalid_0's l2: 1542.2\n",
"[2]\tvalid_0's poisson: -100.508\tvalid_0's l2: 1099.01\n",
"[3]\tvalid_0's poisson: -103.173\tvalid_0's l2: 835.772\n",
"[4]\tvalid_0's poisson: -104.842\tvalid_0's l2: 676.374\n",
"[5]\tvalid_0's poisson: -106.028\tvalid_0's l2: 574.613\n",
"[6]\tvalid_0's poisson: -106.85\tvalid_0's l2: 504.734\n",
"[7]\tvalid_0's poisson: -107.428\tvalid_0's l2: 460.613\n",
"[8]\tvalid_0's poisson: -107.881\tvalid_0's l2: 428.957\n",
"[9]\tvalid_0's poisson: -108.171\tvalid_0's l2: 403.747\n",
"[10]\tvalid_0's poisson: -108.421\tvalid_0's l2: 389.97\n",
"[11]\tvalid_0's poisson: -108.534\tvalid_0's l2: 376.15\n",
"[12]\tvalid_0's poisson: -108.638\tvalid_0's l2: 365.367\n",
"[13]\tvalid_0's poisson: -108.712\tvalid_0's l2: 354.165\n",
"[14]\tvalid_0's poisson: -108.809\tvalid_0's l2: 349.024\n",
"[15]\tvalid_0's poisson: -108.843\tvalid_0's l2: 342.709\n",
"[16]\tvalid_0's poisson: -108.747\tvalid_0's l2: 339.062\n",
"[17]\tvalid_0's poisson: -108.769\tvalid_0's l2: 336.897\n",
"[18]\tvalid_0's poisson: -108.69\tvalid_0's l2: 331.935\n",
"[19]\tvalid_0's poisson: -108.642\tvalid_0's l2: 330.686\n",
"[20]\tvalid_0's poisson: -108.634\tvalid_0's l2: 329.519\n",
"[21]\tvalid_0's poisson: -108.616\tvalid_0's l2: 328.456\n",
"[22]\tvalid_0's poisson: -108.533\tvalid_0's l2: 326.465\n",
"[23]\tvalid_0's poisson: -108.274\tvalid_0's l2: 325.04\n",
"[24]\tvalid_0's poisson: -108.275\tvalid_0's l2: 324.958\n",
"[25]\tvalid_0's poisson: -108.318\tvalid_0's l2: 322.036\n",
"[26]\tvalid_0's poisson: -108.329\tvalid_0's l2: 316.528\n",
"[27]\tvalid_0's poisson: -108.325\tvalid_0's l2: 314.159\n",
"[28]\tvalid_0's poisson: -108.263\tvalid_0's l2: 308.874\n",
"[29]\tvalid_0's poisson: -108.18\tvalid_0's l2: 308.038\n",
"[30]\tvalid_0's poisson: -108.143\tvalid_0's l2: 305.088\n",
"[31]\tvalid_0's poisson: -108.084\tvalid_0's l2: 302.785\n",
"[32]\tvalid_0's poisson: -108.041\tvalid_0's l2: 302.416\n",
"[33]\tvalid_0's poisson: -108.042\tvalid_0's l2: 300.211\n",
"[34]\tvalid_0's poisson: -108.006\tvalid_0's l2: 299.86\n",
"[35]\tvalid_0's poisson: -108.014\tvalid_0's l2: 299.142\n",
"[36]\tvalid_0's poisson: -107.96\tvalid_0's l2: 299.474\n",
"[37]\tvalid_0's poisson: -108.054\tvalid_0's l2: 299.025\n",
"[38]\tvalid_0's poisson: -108.095\tvalid_0's l2: 297.213\n",
"[39]\tvalid_0's poisson: -107.996\tvalid_0's l2: 296.558\n",
"[40]\tvalid_0's poisson: -108.05\tvalid_0's l2: 295.307\n",
"[41]\tvalid_0's poisson: -108.047\tvalid_0's l2: 294.274\n",
"[42]\tvalid_0's poisson: -108.043\tvalid_0's l2: 291.672\n",
"[43]\tvalid_0's poisson: -108.018\tvalid_0's l2: 290.372\n",
"[44]\tvalid_0's poisson: -107.976\tvalid_0's l2: 289.515\n",
"[45]\tvalid_0's poisson: -107.942\tvalid_0's l2: 288.999\n",
"[46]\tvalid_0's poisson: -107.868\tvalid_0's l2: 288.471\n",
"[47]\tvalid_0's poisson: -107.742\tvalid_0's l2: 287.888\n",
"[48]\tvalid_0's poisson: -107.709\tvalid_0's l2: 288.011\n",
"[49]\tvalid_0's poisson: -107.687\tvalid_0's l2: 287.773\n",
"[50]\tvalid_0's poisson: -107.629\tvalid_0's l2: 287.629\n",
"[51]\tvalid_0's poisson: -107.751\tvalid_0's l2: 287.51\n",
"[52]\tvalid_0's poisson: -107.77\tvalid_0's l2: 285.165\n",
"[53]\tvalid_0's poisson: -107.663\tvalid_0's l2: 285.355\n",
"[54]\tvalid_0's poisson: -107.68\tvalid_0's l2: 284.418\n",
"[55]\tvalid_0's poisson: -107.673\tvalid_0's l2: 283.364\n",
"[56]\tvalid_0's poisson: -107.572\tvalid_0's l2: 282.981\n",
"[57]\tvalid_0's poisson: -107.569\tvalid_0's l2: 283.038\n",
"[58]\tvalid_0's poisson: -107.574\tvalid_0's l2: 283.193\n",
"[59]\tvalid_0's poisson: -107.604\tvalid_0's l2: 281.212\n",
"[60]\tvalid_0's poisson: -107.567\tvalid_0's l2: 280.367\n",
"[61]\tvalid_0's poisson: -107.565\tvalid_0's l2: 280.132\n",
"[62]\tvalid_0's poisson: -107.493\tvalid_0's l2: 280.054\n",
"[63]\tvalid_0's poisson: -107.515\tvalid_0's l2: 279.907\n",
"[64]\tvalid_0's poisson: -107.518\tvalid_0's l2: 279.18\n",
"[65]\tvalid_0's poisson: -107.616\tvalid_0's l2: 277.708\n",
"[66]\tvalid_0's poisson: -107.597\tvalid_0's l2: 277.722\n",
"[67]\tvalid_0's poisson: -107.509\tvalid_0's l2: 277.735\n",
"[68]\tvalid_0's poisson: -107.446\tvalid_0's l2: 277.518\n",
"[69]\tvalid_0's poisson: -107.425\tvalid_0's l2: 276.833\n",
"[70]\tvalid_0's poisson: -107.414\tvalid_0's l2: 276.859\n",
"[71]\tvalid_0's poisson: -107.409\tvalid_0's l2: 276.753\n",
"[72]\tvalid_0's poisson: -107.394\tvalid_0's l2: 274.983\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -107.502\tvalid_0's l2: 274.442\n",
"[74]\tvalid_0's poisson: -107.497\tvalid_0's l2: 273.546\n",
"[75]\tvalid_0's poisson: -107.482\tvalid_0's l2: 273.019\n",
"[76]\tvalid_0's poisson: -107.453\tvalid_0's l2: 272.504\n",
"[77]\tvalid_0's poisson: -107.423\tvalid_0's l2: 271.763\n",
"[78]\tvalid_0's poisson: -107.431\tvalid_0's l2: 270.643\n",
"[79]\tvalid_0's poisson: -107.421\tvalid_0's l2: 270.513\n",
"[80]\tvalid_0's poisson: -107.429\tvalid_0's l2: 270.665\n",
"[81]\tvalid_0's poisson: -107.455\tvalid_0's l2: 270.34\n",
"[82]\tvalid_0's poisson: -107.426\tvalid_0's l2: 269.334\n",
"[83]\tvalid_0's poisson: -107.482\tvalid_0's l2: 268.551\n",
"[84]\tvalid_0's poisson: -107.429\tvalid_0's l2: 268.217\n",
"[85]\tvalid_0's poisson: -107.363\tvalid_0's l2: 268.078\n",
"[86]\tvalid_0's poisson: -107.349\tvalid_0's l2: 268.007\n",
"[87]\tvalid_0's poisson: -107.401\tvalid_0's l2: 268.152\n",
"[88]\tvalid_0's poisson: -107.374\tvalid_0's l2: 267.89\n",
"[89]\tvalid_0's poisson: -107.398\tvalid_0's l2: 268.064\n",
"[90]\tvalid_0's poisson: -107.407\tvalid_0's l2: 267.934\n",
"[91]\tvalid_0's poisson: -107.093\tvalid_0's l2: 267.917\n",
"[92]\tvalid_0's poisson: -107.083\tvalid_0's l2: 266.867\n",
"[93]\tvalid_0's poisson: -107.067\tvalid_0's l2: 266.418\n",
"[94]\tvalid_0's poisson: -107.037\tvalid_0's l2: 266.537\n",
"[95]\tvalid_0's poisson: -107.109\tvalid_0's l2: 266.373\n",
"[96]\tvalid_0's poisson: -107.144\tvalid_0's l2: 265.703\n",
"[97]\tvalid_0's poisson: -107.145\tvalid_0's l2: 265.664\n",
"[98]\tvalid_0's poisson: -107.207\tvalid_0's l2: 265.629\n",
"[99]\tvalid_0's poisson: -107.207\tvalid_0's l2: 265.704\n",
"[100]\tvalid_0's poisson: -107.068\tvalid_0's l2: 265.588\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.9723\tvalid_0's l2: 1548.05\n",
"[2]\tvalid_0's poisson: -100.455\tvalid_0's l2: 1102.24\n",
"[3]\tvalid_0's poisson: -103.186\tvalid_0's l2: 834.391\n",
"[4]\tvalid_0's poisson: -104.883\tvalid_0's l2: 669.197\n",
"[5]\tvalid_0's poisson: -106.065\tvalid_0's l2: 573.572\n",
"[6]\tvalid_0's poisson: -106.827\tvalid_0's l2: 509.435\n",
"[7]\tvalid_0's poisson: -107.441\tvalid_0's l2: 468.602\n",
"[8]\tvalid_0's poisson: -107.882\tvalid_0's l2: 434.217\n",
"[9]\tvalid_0's poisson: -108.193\tvalid_0's l2: 411.349\n",
"[10]\tvalid_0's poisson: -108.366\tvalid_0's l2: 398.513\n",
"[11]\tvalid_0's poisson: -108.552\tvalid_0's l2: 382.031\n",
"[12]\tvalid_0's poisson: -108.647\tvalid_0's l2: 371.238\n",
"[13]\tvalid_0's poisson: -108.724\tvalid_0's l2: 358.442\n",
"[14]\tvalid_0's poisson: -108.802\tvalid_0's l2: 353.594\n",
"[15]\tvalid_0's poisson: -108.836\tvalid_0's l2: 346.886\n",
"[16]\tvalid_0's poisson: -108.85\tvalid_0's l2: 344.309\n",
"[17]\tvalid_0's poisson: -108.869\tvalid_0's l2: 341.311\n",
"[18]\tvalid_0's poisson: -108.83\tvalid_0's l2: 339.355\n",
"[19]\tvalid_0's poisson: -108.687\tvalid_0's l2: 337.132\n",
"[20]\tvalid_0's poisson: -108.647\tvalid_0's l2: 334.813\n",
"[21]\tvalid_0's poisson: -108.543\tvalid_0's l2: 332.81\n",
"[22]\tvalid_0's poisson: -108.444\tvalid_0's l2: 330.178\n",
"[23]\tvalid_0's poisson: -108.428\tvalid_0's l2: 328.954\n",
"[24]\tvalid_0's poisson: -108.318\tvalid_0's l2: 325.49\n",
"[25]\tvalid_0's poisson: -108.256\tvalid_0's l2: 324.471\n",
"[26]\tvalid_0's poisson: -108.152\tvalid_0's l2: 322.471\n",
"[27]\tvalid_0's poisson: -108.205\tvalid_0's l2: 318.721\n",
"[28]\tvalid_0's poisson: -108.11\tvalid_0's l2: 316.386\n",
"[29]\tvalid_0's poisson: -108.16\tvalid_0's l2: 314.702\n",
"[30]\tvalid_0's poisson: -108.012\tvalid_0's l2: 314.472\n",
"[31]\tvalid_0's poisson: -108.01\tvalid_0's l2: 313.325\n",
"[32]\tvalid_0's poisson: -108.045\tvalid_0's l2: 309.726\n",
"[33]\tvalid_0's poisson: -107.989\tvalid_0's l2: 310.039\n",
"[34]\tvalid_0's poisson: -107.963\tvalid_0's l2: 306.52\n",
"[35]\tvalid_0's poisson: -107.918\tvalid_0's l2: 306.29\n",
"[36]\tvalid_0's poisson: -107.838\tvalid_0's l2: 305.562\n",
"[37]\tvalid_0's poisson: -107.91\tvalid_0's l2: 304.225\n",
"[38]\tvalid_0's poisson: -107.822\tvalid_0's l2: 303.115\n",
"[39]\tvalid_0's poisson: -107.844\tvalid_0's l2: 302.332\n",
"[40]\tvalid_0's poisson: -107.839\tvalid_0's l2: 302.596\n",
"[41]\tvalid_0's poisson: -107.649\tvalid_0's l2: 302.025\n",
"[42]\tvalid_0's poisson: -107.718\tvalid_0's l2: 301.855\n",
"[43]\tvalid_0's poisson: -107.686\tvalid_0's l2: 301.038\n",
"[44]\tvalid_0's poisson: -107.891\tvalid_0's l2: 299.328\n",
"[45]\tvalid_0's poisson: -107.855\tvalid_0's l2: 297.608\n",
"[46]\tvalid_0's poisson: -107.819\tvalid_0's l2: 298.071\n",
"[47]\tvalid_0's poisson: -107.826\tvalid_0's l2: 297.94\n",
"[48]\tvalid_0's poisson: -107.757\tvalid_0's l2: 297.2\n",
"[49]\tvalid_0's poisson: -107.74\tvalid_0's l2: 297.169\n",
"[50]\tvalid_0's poisson: -107.741\tvalid_0's l2: 296.412\n",
"[51]\tvalid_0's poisson: -107.737\tvalid_0's l2: 294.329\n",
"[52]\tvalid_0's poisson: -107.503\tvalid_0's l2: 293.828\n",
"[53]\tvalid_0's poisson: -107.522\tvalid_0's l2: 293.703\n",
"[54]\tvalid_0's poisson: -107.517\tvalid_0's l2: 293.754\n",
"[55]\tvalid_0's poisson: -107.492\tvalid_0's l2: 293.111\n",
"[56]\tvalid_0's poisson: -107.411\tvalid_0's l2: 293.271\n",
"[57]\tvalid_0's poisson: -107.47\tvalid_0's l2: 292.067\n",
"[58]\tvalid_0's poisson: -107.459\tvalid_0's l2: 292.106\n",
"[59]\tvalid_0's poisson: -107.412\tvalid_0's l2: 292.031\n",
"[60]\tvalid_0's poisson: -107.377\tvalid_0's l2: 290.404\n",
"[61]\tvalid_0's poisson: -107.329\tvalid_0's l2: 290.57\n",
"[62]\tvalid_0's poisson: -107.327\tvalid_0's l2: 288.99\n",
"[63]\tvalid_0's poisson: -107.242\tvalid_0's l2: 287.779\n",
"[64]\tvalid_0's poisson: -107.391\tvalid_0's l2: 286.486\n",
"[65]\tvalid_0's poisson: -107.39\tvalid_0's l2: 285.989\n",
"[66]\tvalid_0's poisson: -107.389\tvalid_0's l2: 286.14\n",
"[67]\tvalid_0's poisson: -107.47\tvalid_0's l2: 284.728\n",
"[68]\tvalid_0's poisson: -107.456\tvalid_0's l2: 284.781\n",
"[69]\tvalid_0's poisson: -107.461\tvalid_0's l2: 284.235\n",
"[70]\tvalid_0's poisson: -107.373\tvalid_0's l2: 284.103\n",
"[71]\tvalid_0's poisson: -107.37\tvalid_0's l2: 284.346\n",
"[72]\tvalid_0's poisson: -107.326\tvalid_0's l2: 284.559\n",
"[73]\tvalid_0's poisson: -107.415\tvalid_0's l2: 283.718\n",
"[74]\tvalid_0's poisson: -107.295\tvalid_0's l2: 282.737\n",
"[75]\tvalid_0's poisson: -107.301\tvalid_0's l2: 282.551\n",
"[76]\tvalid_0's poisson: -107.258\tvalid_0's l2: 281.554\n",
"[77]\tvalid_0's poisson: -107.249\tvalid_0's l2: 281.744\n",
"[78]\tvalid_0's poisson: -107.239\tvalid_0's l2: 281.319\n",
"[79]\tvalid_0's poisson: -107.215\tvalid_0's l2: 281.231\n",
"[80]\tvalid_0's poisson: -107.265\tvalid_0's l2: 280.632\n",
"[81]\tvalid_0's poisson: -107.197\tvalid_0's l2: 280.459\n",
"[82]\tvalid_0's poisson: -106.809\tvalid_0's l2: 280.359\n",
"[83]\tvalid_0's poisson: -106.834\tvalid_0's l2: 280.059\n",
"[84]\tvalid_0's poisson: -106.894\tvalid_0's l2: 280.12\n",
"[85]\tvalid_0's poisson: -106.792\tvalid_0's l2: 279.912\n",
"[86]\tvalid_0's poisson: -106.821\tvalid_0's l2: 280.097\n",
"[87]\tvalid_0's poisson: -106.909\tvalid_0's l2: 279.903\n",
"[88]\tvalid_0's poisson: -106.971\tvalid_0's l2: 279.35\n",
"[89]\tvalid_0's poisson: -106.87\tvalid_0's l2: 277.946\n",
"[90]\tvalid_0's poisson: -106.871\tvalid_0's l2: 277.043\n",
"[91]\tvalid_0's poisson: -106.797\tvalid_0's l2: 276.924\n",
"[92]\tvalid_0's poisson: -106.824\tvalid_0's l2: 276.845\n",
"[93]\tvalid_0's poisson: -106.821\tvalid_0's l2: 276.749\n",
"[94]\tvalid_0's poisson: -106.83\tvalid_0's l2: 276.269\n",
"[95]\tvalid_0's poisson: -106.84\tvalid_0's l2: 275.797\n",
"[96]\tvalid_0's poisson: -106.848\tvalid_0's l2: 275.274\n",
"[97]\tvalid_0's poisson: -106.846\tvalid_0's l2: 275.147\n",
"[98]\tvalid_0's poisson: -106.841\tvalid_0's l2: 275.209\n",
"[99]\tvalid_0's poisson: -106.646\tvalid_0's l2: 273.881\n",
"[100]\tvalid_0's poisson: -106.622\tvalid_0's l2: 273.652\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -88.5787\tvalid_0's l2: 2198.72\n",
"[2]\tvalid_0's poisson: -89.8103\tvalid_0's l2: 2108.76\n",
"[3]\tvalid_0's poisson: -90.9727\tvalid_0's l2: 2018.2\n",
"[4]\tvalid_0's poisson: -91.9672\tvalid_0's l2: 1941.8\n",
"[5]\tvalid_0's poisson: -92.8627\tvalid_0's l2: 1867.17\n",
"[6]\tvalid_0's poisson: -93.5808\tvalid_0's l2: 1803.43\n",
"[7]\tvalid_0's poisson: -94.3998\tvalid_0's l2: 1741.46\n",
"[8]\tvalid_0's poisson: -95.1\tvalid_0's l2: 1685.26\n",
"[9]\tvalid_0's poisson: -95.6494\tvalid_0's l2: 1634.45\n",
"[10]\tvalid_0's poisson: -96.2352\tvalid_0's l2: 1587.1\n",
"[11]\tvalid_0's poisson: -96.7095\tvalid_0's l2: 1542.31\n",
"[12]\tvalid_0's poisson: -97.286\tvalid_0's l2: 1499.64\n",
"[13]\tvalid_0's poisson: -97.6695\tvalid_0's l2: 1461.99\n",
"[14]\tvalid_0's poisson: -98.1833\tvalid_0's l2: 1423.26\n",
"[15]\tvalid_0's poisson: -98.6092\tvalid_0's l2: 1388.26\n",
"[16]\tvalid_0's poisson: -99.0035\tvalid_0's l2: 1357.06\n",
"[17]\tvalid_0's poisson: -99.3692\tvalid_0's l2: 1327.33\n",
"[18]\tvalid_0's poisson: -99.6358\tvalid_0's l2: 1301.46\n",
"[19]\tvalid_0's poisson: -100.016\tvalid_0's l2: 1273.34\n",
"[20]\tvalid_0's poisson: -100.26\tvalid_0's l2: 1250.46\n",
"[21]\tvalid_0's poisson: -100.548\tvalid_0's l2: 1224.53\n",
"[22]\tvalid_0's poisson: -100.836\tvalid_0's l2: 1199.89\n",
"[23]\tvalid_0's poisson: -101.084\tvalid_0's l2: 1177.56\n",
"[24]\tvalid_0's poisson: -101.332\tvalid_0's l2: 1156.37\n",
"[25]\tvalid_0's poisson: -101.593\tvalid_0's l2: 1136.9\n",
"[26]\tvalid_0's poisson: -101.795\tvalid_0's l2: 1118.12\n",
"[27]\tvalid_0's poisson: -101.986\tvalid_0's l2: 1100.62\n",
"[28]\tvalid_0's poisson: -102.186\tvalid_0's l2: 1084.2\n",
"[29]\tvalid_0's poisson: -102.354\tvalid_0's l2: 1068.96\n",
"[30]\tvalid_0's poisson: -102.505\tvalid_0's l2: 1054.03\n",
"[31]\tvalid_0's poisson: -102.747\tvalid_0's l2: 1035.79\n",
"[32]\tvalid_0's poisson: -102.861\tvalid_0's l2: 1022.92\n",
"[33]\tvalid_0's poisson: -103.075\tvalid_0's l2: 1007.22\n",
"[34]\tvalid_0's poisson: -103.213\tvalid_0's l2: 994.743\n",
"[35]\tvalid_0's poisson: -103.337\tvalid_0's l2: 982.378\n",
"[36]\tvalid_0's poisson: -103.479\tvalid_0's l2: 971.523\n",
"[37]\tvalid_0's poisson: -103.633\tvalid_0's l2: 958.323\n",
"[38]\tvalid_0's poisson: -103.71\tvalid_0's l2: 948.267\n",
"[39]\tvalid_0's poisson: -103.87\tvalid_0's l2: 938.028\n",
"[40]\tvalid_0's poisson: -103.955\tvalid_0's l2: 929.417\n",
"[41]\tvalid_0's poisson: -104.068\tvalid_0's l2: 920.073\n",
"[42]\tvalid_0's poisson: -104.185\tvalid_0's l2: 910.508\n",
"[43]\tvalid_0's poisson: -104.269\tvalid_0's l2: 901.612\n",
"[44]\tvalid_0's poisson: -104.396\tvalid_0's l2: 893.612\n",
"[45]\tvalid_0's poisson: -104.503\tvalid_0's l2: 884.293\n",
"[46]\tvalid_0's poisson: -104.59\tvalid_0's l2: 875.886\n",
"[47]\tvalid_0's poisson: -104.674\tvalid_0's l2: 868.607\n",
"[48]\tvalid_0's poisson: -104.738\tvalid_0's l2: 861.732\n",
"[49]\tvalid_0's poisson: -104.785\tvalid_0's l2: 854.327\n",
"[50]\tvalid_0's poisson: -104.831\tvalid_0's l2: 848.648\n",
"[51]\tvalid_0's poisson: -104.895\tvalid_0's l2: 841.904\n",
"[52]\tvalid_0's poisson: -104.814\tvalid_0's l2: 834.676\n",
"[53]\tvalid_0's poisson: -104.851\tvalid_0's l2: 829.577\n",
"[54]\tvalid_0's poisson: -104.769\tvalid_0's l2: 823.608\n",
"[55]\tvalid_0's poisson: -104.79\tvalid_0's l2: 818.534\n",
"[56]\tvalid_0's poisson: -104.793\tvalid_0's l2: 812.814\n",
"[57]\tvalid_0's poisson: -104.591\tvalid_0's l2: 808.75\n",
"[58]\tvalid_0's poisson: -104.559\tvalid_0's l2: 803.298\n",
"[59]\tvalid_0's poisson: -104.465\tvalid_0's l2: 798.793\n",
"[60]\tvalid_0's poisson: -104.469\tvalid_0's l2: 794.423\n",
"[61]\tvalid_0's poisson: -104.428\tvalid_0's l2: 790.535\n",
"[62]\tvalid_0's poisson: -104.448\tvalid_0's l2: 785.789\n",
"[63]\tvalid_0's poisson: -104.103\tvalid_0's l2: 781.65\n",
"[64]\tvalid_0's poisson: -104.068\tvalid_0's l2: 776.782\n",
"[65]\tvalid_0's poisson: -103.858\tvalid_0's l2: 772.311\n",
"[66]\tvalid_0's poisson: -103.875\tvalid_0's l2: 769.09\n",
"[67]\tvalid_0's poisson: -103.911\tvalid_0's l2: 766.331\n",
"[68]\tvalid_0's poisson: -103.848\tvalid_0's l2: 763.944\n",
"[69]\tvalid_0's poisson: -103.784\tvalid_0's l2: 760.042\n",
"[70]\tvalid_0's poisson: -103.596\tvalid_0's l2: 756.017\n",
"[71]\tvalid_0's poisson: -103.6\tvalid_0's l2: 752.173\n",
"[72]\tvalid_0's poisson: -103.537\tvalid_0's l2: 749.339\n",
"[73]\tvalid_0's poisson: -103.459\tvalid_0's l2: 747.068\n",
"[74]\tvalid_0's poisson: -103.343\tvalid_0's l2: 744.059\n",
"[75]\tvalid_0's poisson: -103.282\tvalid_0's l2: 741.723\n",
"[76]\tvalid_0's poisson: -103.267\tvalid_0's l2: 738.368\n",
"[77]\tvalid_0's poisson: -103.242\tvalid_0's l2: 735.715\n",
"[78]\tvalid_0's poisson: -103.121\tvalid_0's l2: 733.782\n",
"[79]\tvalid_0's poisson: -103.126\tvalid_0's l2: 731.036\n",
"[80]\tvalid_0's poisson: -103.14\tvalid_0's l2: 727.936\n",
"[81]\tvalid_0's poisson: -103.09\tvalid_0's l2: 725.156\n",
"[82]\tvalid_0's poisson: -103.067\tvalid_0's l2: 723.331\n",
"[83]\tvalid_0's poisson: -103.008\tvalid_0's l2: 721.283\n",
"[84]\tvalid_0's poisson: -102.996\tvalid_0's l2: 718.82\n",
"[85]\tvalid_0's poisson: -102.988\tvalid_0's l2: 716.291\n",
"[86]\tvalid_0's poisson: -102.899\tvalid_0's l2: 714.891\n",
"[87]\tvalid_0's poisson: -102.903\tvalid_0's l2: 712.391\n",
"[88]\tvalid_0's poisson: -102.903\tvalid_0's l2: 710.945\n",
"[89]\tvalid_0's poisson: -102.903\tvalid_0's l2: 708.078\n",
"[90]\tvalid_0's poisson: -102.803\tvalid_0's l2: 707.044\n",
"[91]\tvalid_0's poisson: -102.791\tvalid_0's l2: 705.383\n",
"[92]\tvalid_0's poisson: -102.765\tvalid_0's l2: 704.258\n",
"[93]\tvalid_0's poisson: -102.795\tvalid_0's l2: 702.966\n",
"[94]\tvalid_0's poisson: -102.772\tvalid_0's l2: 701.287\n",
"[95]\tvalid_0's poisson: -102.744\tvalid_0's l2: 699.262\n",
"[96]\tvalid_0's poisson: -102.617\tvalid_0's l2: 698.285\n",
"[97]\tvalid_0's poisson: -102.566\tvalid_0's l2: 696.222\n",
"[98]\tvalid_0's poisson: -102.513\tvalid_0's l2: 695.128\n",
"[99]\tvalid_0's poisson: -102.469\tvalid_0's l2: 693.127\n",
"[100]\tvalid_0's poisson: -102.344\tvalid_0's l2: 691.957\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -88.5926\tvalid_0's l2: 2194.78\n",
"[2]\tvalid_0's poisson: -89.912\tvalid_0's l2: 2096.84\n",
"[3]\tvalid_0's poisson: -90.9896\tvalid_0's l2: 2010.5\n",
"[4]\tvalid_0's poisson: -92.0558\tvalid_0's l2: 1929.58\n",
"[5]\tvalid_0's poisson: -92.9614\tvalid_0's l2: 1858.48\n",
"[6]\tvalid_0's poisson: -93.6911\tvalid_0's l2: 1792.84\n",
"[7]\tvalid_0's poisson: -94.5053\tvalid_0's l2: 1730.94\n",
"[8]\tvalid_0's poisson: -95.0882\tvalid_0's l2: 1676.63\n",
"[9]\tvalid_0's poisson: -95.7513\tvalid_0's l2: 1622.73\n",
"[10]\tvalid_0's poisson: -96.3258\tvalid_0's l2: 1575.1\n",
"[11]\tvalid_0's poisson: -96.8895\tvalid_0's l2: 1529.36\n",
"[12]\tvalid_0's poisson: -97.3138\tvalid_0's l2: 1489.22\n",
"[13]\tvalid_0's poisson: -97.7875\tvalid_0's l2: 1451.73\n",
"[14]\tvalid_0's poisson: -98.2301\tvalid_0's l2: 1415.09\n",
"[15]\tvalid_0's poisson: -98.56\tvalid_0's l2: 1383.76\n",
"[16]\tvalid_0's poisson: -99.0277\tvalid_0's l2: 1348.49\n",
"[17]\tvalid_0's poisson: -99.314\tvalid_0's l2: 1320.03\n",
"[18]\tvalid_0's poisson: -99.7023\tvalid_0's l2: 1292.33\n",
"[19]\tvalid_0's poisson: -100.039\tvalid_0's l2: 1263.65\n",
"[20]\tvalid_0's poisson: -100.362\tvalid_0's l2: 1237.8\n",
"[21]\tvalid_0's poisson: -100.636\tvalid_0's l2: 1212.81\n",
"[22]\tvalid_0's poisson: -100.886\tvalid_0's l2: 1189.97\n",
"[23]\tvalid_0's poisson: -101.129\tvalid_0's l2: 1168.96\n",
"[24]\tvalid_0's poisson: -101.422\tvalid_0's l2: 1146.82\n",
"[25]\tvalid_0's poisson: -101.664\tvalid_0's l2: 1126.27\n",
"[26]\tvalid_0's poisson: -101.863\tvalid_0's l2: 1107.98\n",
"[27]\tvalid_0's poisson: -102.049\tvalid_0's l2: 1090.73\n",
"[28]\tvalid_0's poisson: -102.17\tvalid_0's l2: 1075.79\n",
"[29]\tvalid_0's poisson: -102.404\tvalid_0's l2: 1057.4\n",
"[30]\tvalid_0's poisson: -102.562\tvalid_0's l2: 1042.74\n",
"[31]\tvalid_0's poisson: -102.737\tvalid_0's l2: 1029.43\n",
"[32]\tvalid_0's poisson: -102.968\tvalid_0's l2: 1012.45\n",
"[33]\tvalid_0's poisson: -103.12\tvalid_0's l2: 998.996\n",
"[34]\tvalid_0's poisson: -103.222\tvalid_0's l2: 987.049\n",
"[35]\tvalid_0's poisson: -103.339\tvalid_0's l2: 975.201\n",
"[36]\tvalid_0's poisson: -103.531\tvalid_0's l2: 961.267\n",
"[37]\tvalid_0's poisson: -103.624\tvalid_0's l2: 952.026\n",
"[38]\tvalid_0's poisson: -103.796\tvalid_0's l2: 940.869\n",
"[39]\tvalid_0's poisson: -103.927\tvalid_0's l2: 930.154\n",
"[40]\tvalid_0's poisson: -104.015\tvalid_0's l2: 920.765\n",
"[41]\tvalid_0's poisson: -104.133\tvalid_0's l2: 910.845\n",
"[42]\tvalid_0's poisson: -104.242\tvalid_0's l2: 901.779\n",
"[43]\tvalid_0's poisson: -104.337\tvalid_0's l2: 892.341\n",
"[44]\tvalid_0's poisson: -104.44\tvalid_0's l2: 883.083\n",
"[45]\tvalid_0's poisson: -104.505\tvalid_0's l2: 875.114\n",
"[46]\tvalid_0's poisson: -104.562\tvalid_0's l2: 866.99\n",
"[47]\tvalid_0's poisson: -104.62\tvalid_0's l2: 860.144\n",
"[48]\tvalid_0's poisson: -104.657\tvalid_0's l2: 853.881\n",
"[49]\tvalid_0's poisson: -104.727\tvalid_0's l2: 847.346\n",
"[50]\tvalid_0's poisson: -104.778\tvalid_0's l2: 840.027\n",
"[51]\tvalid_0's poisson: -104.84\tvalid_0's l2: 832.391\n",
"[52]\tvalid_0's poisson: -104.852\tvalid_0's l2: 826.795\n",
"[53]\tvalid_0's poisson: -104.834\tvalid_0's l2: 819.976\n",
"[54]\tvalid_0's poisson: -104.876\tvalid_0's l2: 813.691\n",
"[55]\tvalid_0's poisson: -104.68\tvalid_0's l2: 809.168\n",
"[56]\tvalid_0's poisson: -104.571\tvalid_0's l2: 804.098\n",
"[57]\tvalid_0's poisson: -104.555\tvalid_0's l2: 799.796\n",
"[58]\tvalid_0's poisson: -104.546\tvalid_0's l2: 794.693\n",
"[59]\tvalid_0's poisson: -104.609\tvalid_0's l2: 789.405\n",
"[60]\tvalid_0's poisson: -104.625\tvalid_0's l2: 783.828\n",
"[61]\tvalid_0's poisson: -104.518\tvalid_0's l2: 780\n",
"[62]\tvalid_0's poisson: -104.39\tvalid_0's l2: 774.775\n",
"[63]\tvalid_0's poisson: -104.291\tvalid_0's l2: 770.822\n",
"[64]\tvalid_0's poisson: -104.081\tvalid_0's l2: 767.109\n",
"[65]\tvalid_0's poisson: -104.083\tvalid_0's l2: 762.644\n",
"[66]\tvalid_0's poisson: -104.105\tvalid_0's l2: 758.261\n",
"[67]\tvalid_0's poisson: -103.887\tvalid_0's l2: 755.509\n",
"[68]\tvalid_0's poisson: -103.827\tvalid_0's l2: 752.5\n",
"[69]\tvalid_0's poisson: -103.826\tvalid_0's l2: 749.01\n",
"[70]\tvalid_0's poisson: -103.777\tvalid_0's l2: 745.437\n",
"[71]\tvalid_0's poisson: -103.718\tvalid_0's l2: 742.99\n",
"[72]\tvalid_0's poisson: -103.561\tvalid_0's l2: 740.283\n",
"[73]\tvalid_0's poisson: -103.443\tvalid_0's l2: 736.7\n",
"[74]\tvalid_0's poisson: -103.461\tvalid_0's l2: 733.727\n",
"[75]\tvalid_0's poisson: -103.29\tvalid_0's l2: 730.837\n",
"[76]\tvalid_0's poisson: -103.402\tvalid_0's l2: 728.75\n",
"[77]\tvalid_0's poisson: -103.301\tvalid_0's l2: 726.426\n",
"[78]\tvalid_0's poisson: -103.123\tvalid_0's l2: 723.505\n",
"[79]\tvalid_0's poisson: -103.146\tvalid_0's l2: 720.597\n",
"[80]\tvalid_0's poisson: -103.142\tvalid_0's l2: 718.197\n",
"[81]\tvalid_0's poisson: -103.115\tvalid_0's l2: 715.617\n",
"[82]\tvalid_0's poisson: -103.036\tvalid_0's l2: 713.828\n",
"[83]\tvalid_0's poisson: -103.032\tvalid_0's l2: 712.712\n",
"[84]\tvalid_0's poisson: -102.858\tvalid_0's l2: 710.004\n",
"[85]\tvalid_0's poisson: -102.839\tvalid_0's l2: 707.636\n",
"[86]\tvalid_0's poisson: -102.764\tvalid_0's l2: 706.489\n",
"[87]\tvalid_0's poisson: -102.716\tvalid_0's l2: 705.018\n",
"[88]\tvalid_0's poisson: -102.694\tvalid_0's l2: 702.888\n",
"[89]\tvalid_0's poisson: -102.681\tvalid_0's l2: 701.963\n",
"[90]\tvalid_0's poisson: -102.372\tvalid_0's l2: 700.322\n",
"[91]\tvalid_0's poisson: -102.36\tvalid_0's l2: 698.095\n",
"[92]\tvalid_0's poisson: -102.325\tvalid_0's l2: 695.695\n",
"[93]\tvalid_0's poisson: -102.313\tvalid_0's l2: 694.792\n",
"[94]\tvalid_0's poisson: -102.119\tvalid_0's l2: 693.051\n",
"[95]\tvalid_0's poisson: -102.114\tvalid_0's l2: 692.268\n",
"[96]\tvalid_0's poisson: -102.143\tvalid_0's l2: 690.997\n",
"[97]\tvalid_0's poisson: -102.054\tvalid_0's l2: 689.528\n",
"[98]\tvalid_0's poisson: -102.098\tvalid_0's l2: 688.723\n",
"[99]\tvalid_0's poisson: -102.007\tvalid_0's l2: 686.843\n",
"[100]\tvalid_0's poisson: -101.946\tvalid_0's l2: 684.833\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -88.5972\tvalid_0's l2: 2196.95\n",
"[2]\tvalid_0's poisson: -89.805\tvalid_0's l2: 2107.24\n",
"[3]\tvalid_0's poisson: -90.9737\tvalid_0's l2: 2014.64\n",
"[4]\tvalid_0's poisson: -91.9275\tvalid_0's l2: 1936.1\n",
"[5]\tvalid_0's poisson: -92.9147\tvalid_0's l2: 1861.05\n",
"[6]\tvalid_0's poisson: -93.7034\tvalid_0's l2: 1793.36\n",
"[7]\tvalid_0's poisson: -94.439\tvalid_0's l2: 1734.29\n",
"[8]\tvalid_0's poisson: -95.145\tvalid_0's l2: 1675.46\n",
"[9]\tvalid_0's poisson: -95.7039\tvalid_0's l2: 1622.44\n",
"[10]\tvalid_0's poisson: -96.2904\tvalid_0's l2: 1574.77\n",
"[11]\tvalid_0's poisson: -96.8385\tvalid_0's l2: 1528.83\n",
"[12]\tvalid_0's poisson: -97.2579\tvalid_0's l2: 1488.7\n",
"[13]\tvalid_0's poisson: -97.7324\tvalid_0's l2: 1451.03\n",
"[14]\tvalid_0's poisson: -98.0959\tvalid_0's l2: 1415.85\n",
"[15]\tvalid_0's poisson: -98.5905\tvalid_0's l2: 1378.38\n",
"[16]\tvalid_0's poisson: -99.0504\tvalid_0's l2: 1344.98\n",
"[17]\tvalid_0's poisson: -99.3342\tvalid_0's l2: 1317.12\n",
"[18]\tvalid_0's poisson: -99.7414\tvalid_0's l2: 1286.82\n",
"[19]\tvalid_0's poisson: -100.065\tvalid_0's l2: 1261.13\n",
"[20]\tvalid_0's poisson: -100.386\tvalid_0's l2: 1233.96\n",
"[21]\tvalid_0's poisson: -100.683\tvalid_0's l2: 1208.49\n",
"[22]\tvalid_0's poisson: -100.917\tvalid_0's l2: 1186.11\n",
"[23]\tvalid_0's poisson: -101.172\tvalid_0's l2: 1164.04\n",
"[24]\tvalid_0's poisson: -101.412\tvalid_0's l2: 1143.59\n",
"[25]\tvalid_0's poisson: -101.612\tvalid_0's l2: 1123.98\n",
"[26]\tvalid_0's poisson: -101.795\tvalid_0's l2: 1106.47\n",
"[27]\tvalid_0's poisson: -102.04\tvalid_0's l2: 1087.8\n",
"[28]\tvalid_0's poisson: -102.232\tvalid_0's l2: 1071.62\n",
"[29]\tvalid_0's poisson: -102.391\tvalid_0's l2: 1055.85\n",
"[30]\tvalid_0's poisson: -102.569\tvalid_0's l2: 1039.45\n",
"[31]\tvalid_0's poisson: -102.77\tvalid_0's l2: 1024.22\n",
"[32]\tvalid_0's poisson: -102.878\tvalid_0's l2: 1011.75\n",
"[33]\tvalid_0's poisson: -103.091\tvalid_0's l2: 996.229\n",
"[34]\tvalid_0's poisson: -103.284\tvalid_0's l2: 983.117\n",
"[35]\tvalid_0's poisson: -103.419\tvalid_0's l2: 971.272\n",
"[36]\tvalid_0's poisson: -103.569\tvalid_0's l2: 959.126\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -103.653\tvalid_0's l2: 948.433\n",
"[38]\tvalid_0's poisson: -103.726\tvalid_0's l2: 938.751\n",
"[39]\tvalid_0's poisson: -103.838\tvalid_0's l2: 928.563\n",
"[40]\tvalid_0's poisson: -103.977\tvalid_0's l2: 918.816\n",
"[41]\tvalid_0's poisson: -104.106\tvalid_0's l2: 907.641\n",
"[42]\tvalid_0's poisson: -104.243\tvalid_0's l2: 898.473\n",
"[43]\tvalid_0's poisson: -104.35\tvalid_0's l2: 889.518\n",
"[44]\tvalid_0's poisson: -104.434\tvalid_0's l2: 880.836\n",
"[45]\tvalid_0's poisson: -104.499\tvalid_0's l2: 873.115\n",
"[46]\tvalid_0's poisson: -104.586\tvalid_0's l2: 865.213\n",
"[47]\tvalid_0's poisson: -104.589\tvalid_0's l2: 857.405\n",
"[48]\tvalid_0's poisson: -104.569\tvalid_0's l2: 850.058\n",
"[49]\tvalid_0's poisson: -104.623\tvalid_0's l2: 843.695\n",
"[50]\tvalid_0's poisson: -104.675\tvalid_0's l2: 837.235\n",
"[51]\tvalid_0's poisson: -104.711\tvalid_0's l2: 830.607\n",
"[52]\tvalid_0's poisson: -104.671\tvalid_0's l2: 823.329\n",
"[53]\tvalid_0's poisson: -104.581\tvalid_0's l2: 817.303\n",
"[54]\tvalid_0's poisson: -104.596\tvalid_0's l2: 811.866\n",
"[55]\tvalid_0's poisson: -104.633\tvalid_0's l2: 805.802\n",
"[56]\tvalid_0's poisson: -104.693\tvalid_0's l2: 801.046\n",
"[57]\tvalid_0's poisson: -104.693\tvalid_0's l2: 796.355\n",
"[58]\tvalid_0's poisson: -104.543\tvalid_0's l2: 792.317\n",
"[59]\tvalid_0's poisson: -104.546\tvalid_0's l2: 787.858\n",
"[60]\tvalid_0's poisson: -104.577\tvalid_0's l2: 783.242\n",
"[61]\tvalid_0's poisson: -104.374\tvalid_0's l2: 778.785\n",
"[62]\tvalid_0's poisson: -104.14\tvalid_0's l2: 773.947\n",
"[63]\tvalid_0's poisson: -104.046\tvalid_0's l2: 769.111\n",
"[64]\tvalid_0's poisson: -104.068\tvalid_0's l2: 764.403\n",
"[65]\tvalid_0's poisson: -103.983\tvalid_0's l2: 760.37\n",
"[66]\tvalid_0's poisson: -103.996\tvalid_0's l2: 757.646\n",
"[67]\tvalid_0's poisson: -103.998\tvalid_0's l2: 754.004\n",
"[68]\tvalid_0's poisson: -103.972\tvalid_0's l2: 750.375\n",
"[69]\tvalid_0's poisson: -103.596\tvalid_0's l2: 746.624\n",
"[70]\tvalid_0's poisson: -103.315\tvalid_0's l2: 743.019\n",
"[71]\tvalid_0's poisson: -103.315\tvalid_0's l2: 739.897\n",
"[72]\tvalid_0's poisson: -103.291\tvalid_0's l2: 737.586\n",
"[73]\tvalid_0's poisson: -103.314\tvalid_0's l2: 734.424\n",
"[74]\tvalid_0's poisson: -103.281\tvalid_0's l2: 731.992\n",
"[75]\tvalid_0's poisson: -103.281\tvalid_0's l2: 729.377\n",
"[76]\tvalid_0's poisson: -103.172\tvalid_0's l2: 726.542\n",
"[77]\tvalid_0's poisson: -103.161\tvalid_0's l2: 724.911\n",
"[78]\tvalid_0's poisson: -102.91\tvalid_0's l2: 722.961\n",
"[79]\tvalid_0's poisson: -102.746\tvalid_0's l2: 720.865\n",
"[80]\tvalid_0's poisson: -102.718\tvalid_0's l2: 719.284\n",
"[81]\tvalid_0's poisson: -102.654\tvalid_0's l2: 716.297\n",
"[82]\tvalid_0's poisson: -102.659\tvalid_0's l2: 713.576\n",
"[83]\tvalid_0's poisson: -102.652\tvalid_0's l2: 710.604\n",
"[84]\tvalid_0's poisson: -102.67\tvalid_0's l2: 708.899\n",
"[85]\tvalid_0's poisson: -102.689\tvalid_0's l2: 707.57\n",
"[86]\tvalid_0's poisson: -102.677\tvalid_0's l2: 705.515\n",
"[87]\tvalid_0's poisson: -102.663\tvalid_0's l2: 703.541\n",
"[88]\tvalid_0's poisson: -102.519\tvalid_0's l2: 702.413\n",
"[89]\tvalid_0's poisson: -102.422\tvalid_0's l2: 700.017\n",
"[90]\tvalid_0's poisson: -102.594\tvalid_0's l2: 698.62\n",
"[91]\tvalid_0's poisson: -102.615\tvalid_0's l2: 697.594\n",
"[92]\tvalid_0's poisson: -102.618\tvalid_0's l2: 695.374\n",
"[93]\tvalid_0's poisson: -102.479\tvalid_0's l2: 693.265\n",
"[94]\tvalid_0's poisson: -102.486\tvalid_0's l2: 691.59\n",
"[95]\tvalid_0's poisson: -102.409\tvalid_0's l2: 690.701\n",
"[96]\tvalid_0's poisson: -102.396\tvalid_0's l2: 688.466\n",
"[97]\tvalid_0's poisson: -102.45\tvalid_0's l2: 686.492\n",
"[98]\tvalid_0's poisson: -102.384\tvalid_0's l2: 685.368\n",
"[99]\tvalid_0's poisson: -102.33\tvalid_0's l2: 683.626\n",
"[100]\tvalid_0's poisson: -102.31\tvalid_0's l2: 681.899\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -88.6013\tvalid_0's l2: 2197.08\n",
"[2]\tvalid_0's poisson: -89.8758\tvalid_0's l2: 2099.98\n",
"[3]\tvalid_0's poisson: -91.0091\tvalid_0's l2: 2013.57\n",
"[4]\tvalid_0's poisson: -92.0106\tvalid_0's l2: 1936.69\n",
"[5]\tvalid_0's poisson: -92.819\tvalid_0's l2: 1866.45\n",
"[6]\tvalid_0's poisson: -93.7137\tvalid_0's l2: 1798.64\n",
"[7]\tvalid_0's poisson: -94.4292\tvalid_0's l2: 1736.51\n",
"[8]\tvalid_0's poisson: -95.1347\tvalid_0's l2: 1679.96\n",
"[9]\tvalid_0's poisson: -95.6771\tvalid_0's l2: 1629.59\n",
"[10]\tvalid_0's poisson: -96.3329\tvalid_0's l2: 1580.33\n",
"[11]\tvalid_0's poisson: -96.7893\tvalid_0's l2: 1536.84\n",
"[12]\tvalid_0's poisson: -97.3225\tvalid_0's l2: 1493.73\n",
"[13]\tvalid_0's poisson: -97.7843\tvalid_0's l2: 1455.32\n",
"[14]\tvalid_0's poisson: -98.2335\tvalid_0's l2: 1419.75\n",
"[15]\tvalid_0's poisson: -98.6378\tvalid_0's l2: 1386.76\n",
"[16]\tvalid_0's poisson: -98.9487\tvalid_0's l2: 1356.51\n",
"[17]\tvalid_0's poisson: -99.3197\tvalid_0's l2: 1327.56\n",
"[18]\tvalid_0's poisson: -99.6217\tvalid_0's l2: 1301.05\n",
"[19]\tvalid_0's poisson: -99.937\tvalid_0's l2: 1272.7\n",
"[20]\tvalid_0's poisson: -100.318\tvalid_0's l2: 1244.29\n",
"[21]\tvalid_0's poisson: -100.61\tvalid_0's l2: 1219.34\n",
"[22]\tvalid_0's poisson: -100.848\tvalid_0's l2: 1195.89\n",
"[23]\tvalid_0's poisson: -101.098\tvalid_0's l2: 1173.44\n",
"[24]\tvalid_0's poisson: -101.408\tvalid_0's l2: 1150.91\n",
"[25]\tvalid_0's poisson: -101.637\tvalid_0's l2: 1131.26\n",
"[26]\tvalid_0's poisson: -101.837\tvalid_0's l2: 1112.54\n",
"[27]\tvalid_0's poisson: -102.041\tvalid_0's l2: 1094.57\n",
"[28]\tvalid_0's poisson: -102.223\tvalid_0's l2: 1078.73\n",
"[29]\tvalid_0's poisson: -102.381\tvalid_0's l2: 1062.95\n",
"[30]\tvalid_0's poisson: -102.544\tvalid_0's l2: 1047.52\n",
"[31]\tvalid_0's poisson: -102.753\tvalid_0's l2: 1031.99\n",
"[32]\tvalid_0's poisson: -102.863\tvalid_0's l2: 1020.37\n",
"[33]\tvalid_0's poisson: -103.079\tvalid_0's l2: 1004.37\n",
"[34]\tvalid_0's poisson: -103.219\tvalid_0's l2: 991.444\n",
"[35]\tvalid_0's poisson: -103.409\tvalid_0's l2: 977.49\n",
"[36]\tvalid_0's poisson: -103.518\tvalid_0's l2: 966.379\n",
"[37]\tvalid_0's poisson: -103.665\tvalid_0's l2: 955.722\n",
"[38]\tvalid_0's poisson: -103.801\tvalid_0's l2: 944.541\n",
"[39]\tvalid_0's poisson: -103.886\tvalid_0's l2: 933.79\n",
"[40]\tvalid_0's poisson: -104.038\tvalid_0's l2: 922.755\n",
"[41]\tvalid_0's poisson: -104.108\tvalid_0's l2: 913.574\n",
"[42]\tvalid_0's poisson: -104.24\tvalid_0's l2: 904.104\n",
"[43]\tvalid_0's poisson: -104.393\tvalid_0's l2: 894.74\n",
"[44]\tvalid_0's poisson: -104.479\tvalid_0's l2: 885.829\n",
"[45]\tvalid_0's poisson: -104.553\tvalid_0's l2: 878.138\n",
"[46]\tvalid_0's poisson: -104.601\tvalid_0's l2: 871.564\n",
"[47]\tvalid_0's poisson: -104.659\tvalid_0's l2: 863.881\n",
"[48]\tvalid_0's poisson: -104.737\tvalid_0's l2: 856.365\n",
"[49]\tvalid_0's poisson: -104.813\tvalid_0's l2: 849.636\n",
"[50]\tvalid_0's poisson: -104.746\tvalid_0's l2: 843.262\n",
"[51]\tvalid_0's poisson: -104.757\tvalid_0's l2: 836.333\n",
"[52]\tvalid_0's poisson: -104.819\tvalid_0's l2: 830.115\n",
"[53]\tvalid_0's poisson: -104.805\tvalid_0's l2: 825.554\n",
"[54]\tvalid_0's poisson: -104.659\tvalid_0's l2: 820.048\n",
"[55]\tvalid_0's poisson: -104.667\tvalid_0's l2: 813.702\n",
"[56]\tvalid_0's poisson: -104.623\tvalid_0's l2: 809.044\n",
"[57]\tvalid_0's poisson: -104.632\tvalid_0's l2: 802.99\n",
"[58]\tvalid_0's poisson: -104.512\tvalid_0's l2: 797.622\n",
"[59]\tvalid_0's poisson: -104.502\tvalid_0's l2: 792.261\n",
"[60]\tvalid_0's poisson: -104.434\tvalid_0's l2: 787.927\n",
"[61]\tvalid_0's poisson: -104.212\tvalid_0's l2: 783.868\n",
"[62]\tvalid_0's poisson: -104.216\tvalid_0's l2: 779.769\n",
"[63]\tvalid_0's poisson: -104.017\tvalid_0's l2: 775.386\n",
"[64]\tvalid_0's poisson: -104.005\tvalid_0's l2: 770.833\n",
"[65]\tvalid_0's poisson: -104.007\tvalid_0's l2: 767.799\n",
"[66]\tvalid_0's poisson: -103.842\tvalid_0's l2: 764.438\n",
"[67]\tvalid_0's poisson: -103.827\tvalid_0's l2: 760.329\n",
"[68]\tvalid_0's poisson: -103.745\tvalid_0's l2: 756.637\n",
"[69]\tvalid_0's poisson: -103.743\tvalid_0's l2: 753.932\n",
"[70]\tvalid_0's poisson: -103.643\tvalid_0's l2: 750.134\n",
"[71]\tvalid_0's poisson: -103.654\tvalid_0's l2: 746.84\n",
"[72]\tvalid_0's poisson: -103.643\tvalid_0's l2: 743.524\n",
"[73]\tvalid_0's poisson: -103.574\tvalid_0's l2: 740.217\n",
"[74]\tvalid_0's poisson: -103.55\tvalid_0's l2: 736.974\n",
"[75]\tvalid_0's poisson: -103.407\tvalid_0's l2: 734.314\n",
"[76]\tvalid_0's poisson: -103.373\tvalid_0's l2: 730.898\n",
"[77]\tvalid_0's poisson: -103.074\tvalid_0's l2: 728.166\n",
"[78]\tvalid_0's poisson: -103.145\tvalid_0's l2: 725.462\n",
"[79]\tvalid_0's poisson: -103.098\tvalid_0's l2: 723.519\n",
"[80]\tvalid_0's poisson: -103.077\tvalid_0's l2: 721.324\n",
"[81]\tvalid_0's poisson: -102.644\tvalid_0's l2: 719.859\n",
"[82]\tvalid_0's poisson: -102.537\tvalid_0's l2: 717.801\n",
"[83]\tvalid_0's poisson: -102.533\tvalid_0's l2: 715.514\n",
"[84]\tvalid_0's poisson: -102.542\tvalid_0's l2: 712.51\n",
"[85]\tvalid_0's poisson: -102.384\tvalid_0's l2: 711.058\n",
"[86]\tvalid_0's poisson: -102.476\tvalid_0's l2: 709.399\n",
"[87]\tvalid_0's poisson: -102.455\tvalid_0's l2: 706.822\n",
"[88]\tvalid_0's poisson: -102.428\tvalid_0's l2: 705.682\n",
"[89]\tvalid_0's poisson: -102.412\tvalid_0's l2: 703.473\n",
"[90]\tvalid_0's poisson: -102.407\tvalid_0's l2: 702.318\n",
"[91]\tvalid_0's poisson: -102.31\tvalid_0's l2: 700.418\n",
"[92]\tvalid_0's poisson: -102.413\tvalid_0's l2: 698.947\n",
"[93]\tvalid_0's poisson: -102.322\tvalid_0's l2: 697.478\n",
"[94]\tvalid_0's poisson: -102.224\tvalid_0's l2: 696.515\n",
"[95]\tvalid_0's poisson: -102.229\tvalid_0's l2: 694.207\n",
"[96]\tvalid_0's poisson: -102.327\tvalid_0's l2: 692.932\n",
"[97]\tvalid_0's poisson: -102.388\tvalid_0's l2: 692.021\n",
"[98]\tvalid_0's poisson: -102.377\tvalid_0's l2: 690.166\n",
"[99]\tvalid_0's poisson: -102.252\tvalid_0's l2: 688.306\n",
"[100]\tvalid_0's poisson: -102.051\tvalid_0's l2: 687.435\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -88.5885\tvalid_0's l2: 2197.28\n",
"[2]\tvalid_0's poisson: -89.8004\tvalid_0's l2: 2107.02\n",
"[3]\tvalid_0's poisson: -90.9494\tvalid_0's l2: 2016.12\n",
"[4]\tvalid_0's poisson: -91.9224\tvalid_0's l2: 1936.03\n",
"[5]\tvalid_0's poisson: -92.8458\tvalid_0's l2: 1863.69\n",
"[6]\tvalid_0's poisson: -93.736\tvalid_0's l2: 1795.98\n",
"[7]\tvalid_0's poisson: -94.3908\tvalid_0's l2: 1736.5\n",
"[8]\tvalid_0's poisson: -95.1023\tvalid_0's l2: 1679.12\n",
"[9]\tvalid_0's poisson: -95.6537\tvalid_0's l2: 1627.17\n",
"[10]\tvalid_0's poisson: -96.2467\tvalid_0's l2: 1578.99\n",
"[11]\tvalid_0's poisson: -96.7951\tvalid_0's l2: 1533.86\n",
"[12]\tvalid_0's poisson: -97.3002\tvalid_0's l2: 1493.13\n",
"[13]\tvalid_0's poisson: -97.6989\tvalid_0's l2: 1455.29\n",
"[14]\tvalid_0's poisson: -98.0605\tvalid_0's l2: 1420.69\n",
"[15]\tvalid_0's poisson: -98.5539\tvalid_0's l2: 1384.86\n",
"[16]\tvalid_0's poisson: -99.0153\tvalid_0's l2: 1350.08\n",
"[17]\tvalid_0's poisson: -99.3093\tvalid_0's l2: 1322.63\n",
"[18]\tvalid_0's poisson: -99.7012\tvalid_0's l2: 1292.26\n",
"[19]\tvalid_0's poisson: -100.033\tvalid_0's l2: 1265.55\n",
"[20]\tvalid_0's poisson: -100.354\tvalid_0's l2: 1237.78\n",
"[21]\tvalid_0's poisson: -100.646\tvalid_0's l2: 1213.73\n",
"[22]\tvalid_0's poisson: -100.91\tvalid_0's l2: 1190.81\n",
"[23]\tvalid_0's poisson: -101.145\tvalid_0's l2: 1169.49\n",
"[24]\tvalid_0's poisson: -101.293\tvalid_0's l2: 1151.44\n",
"[25]\tvalid_0's poisson: -101.594\tvalid_0's l2: 1129.25\n",
"[26]\tvalid_0's poisson: -101.785\tvalid_0's l2: 1110.57\n",
"[27]\tvalid_0's poisson: -102.065\tvalid_0's l2: 1089.62\n",
"[28]\tvalid_0's poisson: -102.278\tvalid_0's l2: 1071.81\n",
"[29]\tvalid_0's poisson: -102.457\tvalid_0's l2: 1056.24\n",
"[30]\tvalid_0's poisson: -102.589\tvalid_0's l2: 1041.95\n",
"[31]\tvalid_0's poisson: -102.803\tvalid_0's l2: 1026.81\n",
"[32]\tvalid_0's poisson: -102.952\tvalid_0's l2: 1012.76\n",
"[33]\tvalid_0's poisson: -103.097\tvalid_0's l2: 999.822\n",
"[34]\tvalid_0's poisson: -103.26\tvalid_0's l2: 987.226\n",
"[35]\tvalid_0's poisson: -103.353\tvalid_0's l2: 975.381\n",
"[36]\tvalid_0's poisson: -103.519\tvalid_0's l2: 961.491\n",
"[37]\tvalid_0's poisson: -103.647\tvalid_0's l2: 949.879\n",
"[38]\tvalid_0's poisson: -103.726\tvalid_0's l2: 939.907\n",
"[39]\tvalid_0's poisson: -103.871\tvalid_0's l2: 927.789\n",
"[40]\tvalid_0's poisson: -103.983\tvalid_0's l2: 917.654\n",
"[41]\tvalid_0's poisson: -104.108\tvalid_0's l2: 909.07\n",
"[42]\tvalid_0's poisson: -104.224\tvalid_0's l2: 899.548\n",
"[43]\tvalid_0's poisson: -104.324\tvalid_0's l2: 891.424\n",
"[44]\tvalid_0's poisson: -104.415\tvalid_0's l2: 882.792\n",
"[45]\tvalid_0's poisson: -104.507\tvalid_0's l2: 874.762\n",
"[46]\tvalid_0's poisson: -104.549\tvalid_0's l2: 866.698\n",
"[47]\tvalid_0's poisson: -104.566\tvalid_0's l2: 859.179\n",
"[48]\tvalid_0's poisson: -104.589\tvalid_0's l2: 853.673\n",
"[49]\tvalid_0's poisson: -104.615\tvalid_0's l2: 847.083\n",
"[50]\tvalid_0's poisson: -104.622\tvalid_0's l2: 839.31\n",
"[51]\tvalid_0's poisson: -104.522\tvalid_0's l2: 832.487\n",
"[52]\tvalid_0's poisson: -104.565\tvalid_0's l2: 826.306\n",
"[53]\tvalid_0's poisson: -104.611\tvalid_0's l2: 820.162\n",
"[54]\tvalid_0's poisson: -104.542\tvalid_0's l2: 814.04\n",
"[55]\tvalid_0's poisson: -104.58\tvalid_0's l2: 808.275\n",
"[56]\tvalid_0's poisson: -104.596\tvalid_0's l2: 803.129\n",
"[57]\tvalid_0's poisson: -104.534\tvalid_0's l2: 797.18\n",
"[58]\tvalid_0's poisson: -104.543\tvalid_0's l2: 793.294\n",
"[59]\tvalid_0's poisson: -104.434\tvalid_0's l2: 788.818\n",
"[60]\tvalid_0's poisson: -104.381\tvalid_0's l2: 783.891\n",
"[61]\tvalid_0's poisson: -104.394\tvalid_0's l2: 779.192\n",
"[62]\tvalid_0's poisson: -104.406\tvalid_0's l2: 774.708\n",
"[63]\tvalid_0's poisson: -104.142\tvalid_0's l2: 769.738\n",
"[64]\tvalid_0's poisson: -103.894\tvalid_0's l2: 765.343\n",
"[65]\tvalid_0's poisson: -103.877\tvalid_0's l2: 760.673\n",
"[66]\tvalid_0's poisson: -103.829\tvalid_0's l2: 757.195\n",
"[67]\tvalid_0's poisson: -103.804\tvalid_0's l2: 754.733\n",
"[68]\tvalid_0's poisson: -103.715\tvalid_0's l2: 751.521\n",
"[69]\tvalid_0's poisson: -103.619\tvalid_0's l2: 748.692\n",
"[70]\tvalid_0's poisson: -103.284\tvalid_0's l2: 745.326\n",
"[71]\tvalid_0's poisson: -103.121\tvalid_0's l2: 741.464\n",
"[72]\tvalid_0's poisson: -102.847\tvalid_0's l2: 738.078\n",
"[73]\tvalid_0's poisson: -102.915\tvalid_0's l2: 735.667\n",
"[74]\tvalid_0's poisson: -102.745\tvalid_0's l2: 733.532\n",
"[75]\tvalid_0's poisson: -102.757\tvalid_0's l2: 729.819\n",
"[76]\tvalid_0's poisson: -102.609\tvalid_0's l2: 727.165\n",
"[77]\tvalid_0's poisson: -102.684\tvalid_0's l2: 725.12\n",
"[78]\tvalid_0's poisson: -102.526\tvalid_0's l2: 722.266\n",
"[79]\tvalid_0's poisson: -102.443\tvalid_0's l2: 720.095\n",
"[80]\tvalid_0's poisson: -102.454\tvalid_0's l2: 717.241\n",
"[81]\tvalid_0's poisson: -102.458\tvalid_0's l2: 714.478\n",
"[82]\tvalid_0's poisson: -102.532\tvalid_0's l2: 712.974\n",
"[83]\tvalid_0's poisson: -102.519\tvalid_0's l2: 711.27\n",
"[84]\tvalid_0's poisson: -102.523\tvalid_0's l2: 709.163\n",
"[85]\tvalid_0's poisson: -102.484\tvalid_0's l2: 707.872\n",
"[86]\tvalid_0's poisson: -102.52\tvalid_0's l2: 705.828\n",
"[87]\tvalid_0's poisson: -102.491\tvalid_0's l2: 704.249\n",
"[88]\tvalid_0's poisson: -102.478\tvalid_0's l2: 701.902\n",
"[89]\tvalid_0's poisson: -102.479\tvalid_0's l2: 700.621\n",
"[90]\tvalid_0's poisson: -102.513\tvalid_0's l2: 699.189\n",
"[91]\tvalid_0's poisson: -102.475\tvalid_0's l2: 698.17\n",
"[92]\tvalid_0's poisson: -102.486\tvalid_0's l2: 696.077\n",
"[93]\tvalid_0's poisson: -102.449\tvalid_0's l2: 694.905\n",
"[94]\tvalid_0's poisson: -102.385\tvalid_0's l2: 693.232\n",
"[95]\tvalid_0's poisson: -102.423\tvalid_0's l2: 692.182\n",
"[96]\tvalid_0's poisson: -102.399\tvalid_0's l2: 689.999\n",
"[97]\tvalid_0's poisson: -102.358\tvalid_0's l2: 688.273\n",
"[98]\tvalid_0's poisson: -102.372\tvalid_0's l2: 687.116\n",
"[99]\tvalid_0's poisson: -102.316\tvalid_0's l2: 685.881\n",
"[100]\tvalid_0's poisson: -102.348\tvalid_0's l2: 684.749\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.9464\tvalid_0's l2: 1655.22\n",
"[2]\tvalid_0's poisson: -99.1503\tvalid_0's l2: 1256.81\n",
"[3]\tvalid_0's poisson: -101.782\tvalid_0's l2: 1007.68\n",
"[4]\tvalid_0's poisson: -103.437\tvalid_0's l2: 848.409\n",
"[5]\tvalid_0's poisson: -104.816\tvalid_0's l2: 728.435\n",
"[6]\tvalid_0's poisson: -105.764\tvalid_0's l2: 657.527\n",
"[7]\tvalid_0's poisson: -106.422\tvalid_0's l2: 601.232\n",
"[8]\tvalid_0's poisson: -106.912\tvalid_0's l2: 563.546\n",
"[9]\tvalid_0's poisson: -107.253\tvalid_0's l2: 530.603\n",
"[10]\tvalid_0's poisson: -107.505\tvalid_0's l2: 509.484\n",
"[11]\tvalid_0's poisson: -107.658\tvalid_0's l2: 490.479\n",
"[12]\tvalid_0's poisson: -107.72\tvalid_0's l2: 473.935\n",
"[13]\tvalid_0's poisson: -107.698\tvalid_0's l2: 463.318\n",
"[14]\tvalid_0's poisson: -107.72\tvalid_0's l2: 453.506\n",
"[15]\tvalid_0's poisson: -107.622\tvalid_0's l2: 442.403\n",
"[16]\tvalid_0's poisson: -107.343\tvalid_0's l2: 435.394\n",
"[17]\tvalid_0's poisson: -107.27\tvalid_0's l2: 427.158\n",
"[18]\tvalid_0's poisson: -107.259\tvalid_0's l2: 422.983\n",
"[19]\tvalid_0's poisson: -107.2\tvalid_0's l2: 414.782\n",
"[20]\tvalid_0's poisson: -107.041\tvalid_0's l2: 410.365\n",
"[21]\tvalid_0's poisson: -107.066\tvalid_0's l2: 408.932\n",
"[22]\tvalid_0's poisson: -106.946\tvalid_0's l2: 405.395\n",
"[23]\tvalid_0's poisson: -106.824\tvalid_0's l2: 403.324\n",
"[24]\tvalid_0's poisson: -106.794\tvalid_0's l2: 400.271\n",
"[25]\tvalid_0's poisson: -106.618\tvalid_0's l2: 399.343\n",
"[26]\tvalid_0's poisson: -106.459\tvalid_0's l2: 398.489\n",
"[27]\tvalid_0's poisson: -106.354\tvalid_0's l2: 396.668\n",
"[28]\tvalid_0's poisson: -106.348\tvalid_0's l2: 393.987\n",
"[29]\tvalid_0's poisson: -106.267\tvalid_0's l2: 392.314\n",
"[30]\tvalid_0's poisson: -106.262\tvalid_0's l2: 391.114\n",
"[31]\tvalid_0's poisson: -106.194\tvalid_0's l2: 390.987\n",
"[32]\tvalid_0's poisson: -106.118\tvalid_0's l2: 388.843\n",
"[33]\tvalid_0's poisson: -105.962\tvalid_0's l2: 386.673\n",
"[34]\tvalid_0's poisson: -105.72\tvalid_0's l2: 385.019\n",
"[35]\tvalid_0's poisson: -105.694\tvalid_0's l2: 381.447\n",
"[36]\tvalid_0's poisson: -105.681\tvalid_0's l2: 378.258\n",
"[37]\tvalid_0's poisson: -106.012\tvalid_0's l2: 372.257\n",
"[38]\tvalid_0's poisson: -105.983\tvalid_0's l2: 367.569\n",
"[39]\tvalid_0's poisson: -105.933\tvalid_0's l2: 364.718\n",
"[40]\tvalid_0's poisson: -105.993\tvalid_0's l2: 364.701\n",
"[41]\tvalid_0's poisson: -106.158\tvalid_0's l2: 363.363\n",
"[42]\tvalid_0's poisson: -106.226\tvalid_0's l2: 359.219\n",
"[43]\tvalid_0's poisson: -106.231\tvalid_0's l2: 359.188\n",
"[44]\tvalid_0's poisson: -106.248\tvalid_0's l2: 355.865\n",
"[45]\tvalid_0's poisson: -106.069\tvalid_0's l2: 354.492\n",
"[46]\tvalid_0's poisson: -105.924\tvalid_0's l2: 353.767\n",
"[47]\tvalid_0's poisson: -105.922\tvalid_0's l2: 352.649\n",
"[48]\tvalid_0's poisson: -105.958\tvalid_0's l2: 351.726\n",
"[49]\tvalid_0's poisson: -106.04\tvalid_0's l2: 350.034\n",
"[50]\tvalid_0's poisson: -105.82\tvalid_0's l2: 349.465\n",
"[51]\tvalid_0's poisson: -105.832\tvalid_0's l2: 348.977\n",
"[52]\tvalid_0's poisson: -105.961\tvalid_0's l2: 347.896\n",
"[53]\tvalid_0's poisson: -105.982\tvalid_0's l2: 345.462\n",
"[54]\tvalid_0's poisson: -105.968\tvalid_0's l2: 344.284\n",
"[55]\tvalid_0's poisson: -105.927\tvalid_0's l2: 344.385\n",
"[56]\tvalid_0's poisson: -105.873\tvalid_0's l2: 341.935\n",
"[57]\tvalid_0's poisson: -105.969\tvalid_0's l2: 341.404\n",
"[58]\tvalid_0's poisson: -105.595\tvalid_0's l2: 340.184\n",
"[59]\tvalid_0's poisson: -105.6\tvalid_0's l2: 339.706\n",
"[60]\tvalid_0's poisson: -105.707\tvalid_0's l2: 339.446\n",
"[61]\tvalid_0's poisson: -105.789\tvalid_0's l2: 339.179\n",
"[62]\tvalid_0's poisson: -105.697\tvalid_0's l2: 338.505\n",
"[63]\tvalid_0's poisson: -105.74\tvalid_0's l2: 337.379\n",
"[64]\tvalid_0's poisson: -105.423\tvalid_0's l2: 337.211\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -105.463\tvalid_0's l2: 336.217\n",
"[66]\tvalid_0's poisson: -105.696\tvalid_0's l2: 332.774\n",
"[67]\tvalid_0's poisson: -105.734\tvalid_0's l2: 331.758\n",
"[68]\tvalid_0's poisson: -105.784\tvalid_0's l2: 329.973\n",
"[69]\tvalid_0's poisson: -105.838\tvalid_0's l2: 329.465\n",
"[70]\tvalid_0's poisson: -105.853\tvalid_0's l2: 328.779\n",
"[71]\tvalid_0's poisson: -105.775\tvalid_0's l2: 328.023\n",
"[72]\tvalid_0's poisson: -105.687\tvalid_0's l2: 326.765\n",
"[73]\tvalid_0's poisson: -105.666\tvalid_0's l2: 324.913\n",
"[74]\tvalid_0's poisson: -105.666\tvalid_0's l2: 324.439\n",
"[75]\tvalid_0's poisson: -105.74\tvalid_0's l2: 324.435\n",
"[76]\tvalid_0's poisson: -105.748\tvalid_0's l2: 323.899\n",
"[77]\tvalid_0's poisson: -105.712\tvalid_0's l2: 323.269\n",
"[78]\tvalid_0's poisson: -105.773\tvalid_0's l2: 322.65\n",
"[79]\tvalid_0's poisson: -105.782\tvalid_0's l2: 320.737\n",
"[80]\tvalid_0's poisson: -105.788\tvalid_0's l2: 320.462\n",
"[81]\tvalid_0's poisson: -105.723\tvalid_0's l2: 319.841\n",
"[82]\tvalid_0's poisson: -105.744\tvalid_0's l2: 318.203\n",
"[83]\tvalid_0's poisson: -105.811\tvalid_0's l2: 316.457\n",
"[84]\tvalid_0's poisson: -105.872\tvalid_0's l2: 316.398\n",
"[85]\tvalid_0's poisson: -105.874\tvalid_0's l2: 316.213\n",
"[86]\tvalid_0's poisson: -105.924\tvalid_0's l2: 315.984\n",
"[87]\tvalid_0's poisson: -106.003\tvalid_0's l2: 316.042\n",
"[88]\tvalid_0's poisson: -105.95\tvalid_0's l2: 315.155\n",
"[89]\tvalid_0's poisson: -105.885\tvalid_0's l2: 315.001\n",
"[90]\tvalid_0's poisson: -105.873\tvalid_0's l2: 315.41\n",
"[91]\tvalid_0's poisson: -105.894\tvalid_0's l2: 313.496\n",
"[92]\tvalid_0's poisson: -105.758\tvalid_0's l2: 312.828\n",
"[93]\tvalid_0's poisson: -105.766\tvalid_0's l2: 312.767\n",
"[94]\tvalid_0's poisson: -105.799\tvalid_0's l2: 313.438\n",
"[95]\tvalid_0's poisson: -105.69\tvalid_0's l2: 313.725\n",
"[96]\tvalid_0's poisson: -105.797\tvalid_0's l2: 313.499\n",
"[97]\tvalid_0's poisson: -105.957\tvalid_0's l2: 313.071\n",
"[98]\tvalid_0's poisson: -106.062\tvalid_0's l2: 312.956\n",
"[99]\tvalid_0's poisson: -106.122\tvalid_0's l2: 312.615\n",
"[100]\tvalid_0's poisson: -106.122\tvalid_0's l2: 312.266\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -94.983\tvalid_0's l2: 1644.7\n",
"[2]\tvalid_0's poisson: -99.44\tvalid_0's l2: 1220.51\n",
"[3]\tvalid_0's poisson: -101.915\tvalid_0's l2: 982.492\n",
"[4]\tvalid_0's poisson: -103.557\tvalid_0's l2: 832.638\n",
"[5]\tvalid_0's poisson: -104.82\tvalid_0's l2: 724.865\n",
"[6]\tvalid_0's poisson: -105.684\tvalid_0's l2: 653.441\n",
"[7]\tvalid_0's poisson: -106.4\tvalid_0's l2: 597.365\n",
"[8]\tvalid_0's poisson: -106.84\tvalid_0's l2: 562.626\n",
"[9]\tvalid_0's poisson: -107.161\tvalid_0's l2: 531.339\n",
"[10]\tvalid_0's poisson: -107.373\tvalid_0's l2: 506.015\n",
"[11]\tvalid_0's poisson: -107.561\tvalid_0's l2: 487.428\n",
"[12]\tvalid_0's poisson: -107.625\tvalid_0's l2: 476.329\n",
"[13]\tvalid_0's poisson: -107.733\tvalid_0's l2: 465.532\n",
"[14]\tvalid_0's poisson: -107.699\tvalid_0's l2: 455.654\n",
"[15]\tvalid_0's poisson: -107.692\tvalid_0's l2: 445.159\n",
"[16]\tvalid_0's poisson: -107.609\tvalid_0's l2: 439.351\n",
"[17]\tvalid_0's poisson: -107.472\tvalid_0's l2: 434.305\n",
"[18]\tvalid_0's poisson: -107.316\tvalid_0's l2: 428.836\n",
"[19]\tvalid_0's poisson: -107.199\tvalid_0's l2: 425.909\n",
"[20]\tvalid_0's poisson: -107.241\tvalid_0's l2: 420.363\n",
"[21]\tvalid_0's poisson: -107.299\tvalid_0's l2: 417.273\n",
"[22]\tvalid_0's poisson: -107.143\tvalid_0's l2: 412.348\n",
"[23]\tvalid_0's poisson: -106.912\tvalid_0's l2: 410.371\n",
"[24]\tvalid_0's poisson: -107.054\tvalid_0's l2: 406.433\n",
"[25]\tvalid_0's poisson: -106.932\tvalid_0's l2: 403.42\n",
"[26]\tvalid_0's poisson: -106.79\tvalid_0's l2: 401.304\n",
"[27]\tvalid_0's poisson: -106.505\tvalid_0's l2: 400.558\n",
"[28]\tvalid_0's poisson: -106.538\tvalid_0's l2: 398.031\n",
"[29]\tvalid_0's poisson: -106.174\tvalid_0's l2: 395.179\n",
"[30]\tvalid_0's poisson: -106.024\tvalid_0's l2: 394.105\n",
"[31]\tvalid_0's poisson: -105.725\tvalid_0's l2: 391.942\n",
"[32]\tvalid_0's poisson: -105.681\tvalid_0's l2: 391.213\n",
"[33]\tvalid_0's poisson: -105.631\tvalid_0's l2: 389.875\n",
"[34]\tvalid_0's poisson: -105.61\tvalid_0's l2: 389.662\n",
"[35]\tvalid_0's poisson: -105.557\tvalid_0's l2: 387.517\n",
"[36]\tvalid_0's poisson: -105.647\tvalid_0's l2: 384.18\n",
"[37]\tvalid_0's poisson: -105.66\tvalid_0's l2: 382.905\n",
"[38]\tvalid_0's poisson: -105.77\tvalid_0's l2: 379.817\n",
"[39]\tvalid_0's poisson: -105.777\tvalid_0's l2: 378.332\n",
"[40]\tvalid_0's poisson: -105.729\tvalid_0's l2: 376.517\n",
"[41]\tvalid_0's poisson: -105.815\tvalid_0's l2: 375.378\n",
"[42]\tvalid_0's poisson: -105.347\tvalid_0's l2: 372.84\n",
"[43]\tvalid_0's poisson: -105.546\tvalid_0's l2: 371.926\n",
"[44]\tvalid_0's poisson: -105.685\tvalid_0's l2: 371.05\n",
"[45]\tvalid_0's poisson: -105.509\tvalid_0's l2: 370.069\n",
"[46]\tvalid_0's poisson: -105.439\tvalid_0's l2: 367.085\n",
"[47]\tvalid_0's poisson: -105.328\tvalid_0's l2: 364.263\n",
"[48]\tvalid_0's poisson: -105.389\tvalid_0's l2: 364.081\n",
"[49]\tvalid_0's poisson: -105.499\tvalid_0's l2: 361.425\n",
"[50]\tvalid_0's poisson: -105.45\tvalid_0's l2: 360.492\n",
"[51]\tvalid_0's poisson: -105.453\tvalid_0's l2: 360.044\n",
"[52]\tvalid_0's poisson: -105.539\tvalid_0's l2: 359.7\n",
"[53]\tvalid_0's poisson: -105.663\tvalid_0's l2: 359.641\n",
"[54]\tvalid_0's poisson: -105.441\tvalid_0's l2: 357.641\n",
"[55]\tvalid_0's poisson: -105.42\tvalid_0's l2: 356.637\n",
"[56]\tvalid_0's poisson: -105.469\tvalid_0's l2: 355.796\n",
"[57]\tvalid_0's poisson: -105.423\tvalid_0's l2: 355.177\n",
"[58]\tvalid_0's poisson: -105.487\tvalid_0's l2: 353.926\n",
"[59]\tvalid_0's poisson: -105.409\tvalid_0's l2: 353.042\n",
"[60]\tvalid_0's poisson: -105.393\tvalid_0's l2: 351.615\n",
"[61]\tvalid_0's poisson: -105.368\tvalid_0's l2: 350.161\n",
"[62]\tvalid_0's poisson: -105.58\tvalid_0's l2: 348.706\n",
"[63]\tvalid_0's poisson: -105.526\tvalid_0's l2: 348.014\n",
"[64]\tvalid_0's poisson: -105.557\tvalid_0's l2: 347.969\n",
"[65]\tvalid_0's poisson: -105.375\tvalid_0's l2: 346.776\n",
"[66]\tvalid_0's poisson: -105.34\tvalid_0's l2: 346.212\n",
"[67]\tvalid_0's poisson: -105.615\tvalid_0's l2: 344.572\n",
"[68]\tvalid_0's poisson: -105.723\tvalid_0's l2: 343.628\n",
"[69]\tvalid_0's poisson: -105.419\tvalid_0's l2: 343.303\n",
"[70]\tvalid_0's poisson: -105.383\tvalid_0's l2: 343.693\n",
"[71]\tvalid_0's poisson: -105.447\tvalid_0's l2: 341.289\n",
"[72]\tvalid_0's poisson: -105.471\tvalid_0's l2: 340.107\n",
"[73]\tvalid_0's poisson: -105.468\tvalid_0's l2: 340.261\n",
"[74]\tvalid_0's poisson: -105.622\tvalid_0's l2: 338.308\n",
"[75]\tvalid_0's poisson: -105.604\tvalid_0's l2: 337.617\n",
"[76]\tvalid_0's poisson: -105.652\tvalid_0's l2: 336.962\n",
"[77]\tvalid_0's poisson: -105.57\tvalid_0's l2: 336.222\n",
"[78]\tvalid_0's poisson: -105.418\tvalid_0's l2: 334.392\n",
"[79]\tvalid_0's poisson: -105.434\tvalid_0's l2: 333.03\n",
"[80]\tvalid_0's poisson: -105.257\tvalid_0's l2: 332.997\n",
"[81]\tvalid_0's poisson: -105.167\tvalid_0's l2: 332.194\n",
"[82]\tvalid_0's poisson: -105.174\tvalid_0's l2: 332.008\n",
"[83]\tvalid_0's poisson: -105.166\tvalid_0's l2: 331.908\n",
"[84]\tvalid_0's poisson: -105.148\tvalid_0's l2: 332.01\n",
"[85]\tvalid_0's poisson: -105.189\tvalid_0's l2: 331.677\n",
"[86]\tvalid_0's poisson: -105.247\tvalid_0's l2: 331.179\n",
"[87]\tvalid_0's poisson: -105.247\tvalid_0's l2: 330.795\n",
"[88]\tvalid_0's poisson: -105.319\tvalid_0's l2: 330.747\n",
"[89]\tvalid_0's poisson: -105.336\tvalid_0's l2: 330.796\n",
"[90]\tvalid_0's poisson: -105.338\tvalid_0's l2: 331.328\n",
"[91]\tvalid_0's poisson: -105.357\tvalid_0's l2: 331.407\n",
"[92]\tvalid_0's poisson: -105.36\tvalid_0's l2: 331.344\n",
"[93]\tvalid_0's poisson: -105.489\tvalid_0's l2: 331.131\n",
"[94]\tvalid_0's poisson: -105.445\tvalid_0's l2: 331.169\n",
"[95]\tvalid_0's poisson: -105.321\tvalid_0's l2: 330.539\n",
"[96]\tvalid_0's poisson: -105.261\tvalid_0's l2: 330.354\n",
"[97]\tvalid_0's poisson: -105.24\tvalid_0's l2: 329.621\n",
"[98]\tvalid_0's poisson: -105.275\tvalid_0's l2: 329.22\n",
"[99]\tvalid_0's poisson: -105.324\tvalid_0's l2: 328.102\n",
"[100]\tvalid_0's poisson: -105.479\tvalid_0's l2: 327.167\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.0653\tvalid_0's l2: 1639.2\n",
"[2]\tvalid_0's poisson: -99.3693\tvalid_0's l2: 1230.02\n",
"[3]\tvalid_0's poisson: -101.932\tvalid_0's l2: 981.963\n",
"[4]\tvalid_0's poisson: -103.602\tvalid_0's l2: 826.724\n",
"[5]\tvalid_0's poisson: -104.861\tvalid_0's l2: 720.951\n",
"[6]\tvalid_0's poisson: -105.756\tvalid_0's l2: 644.131\n",
"[7]\tvalid_0's poisson: -106.513\tvalid_0's l2: 589.127\n",
"[8]\tvalid_0's poisson: -106.962\tvalid_0's l2: 546.214\n",
"[9]\tvalid_0's poisson: -107.323\tvalid_0's l2: 518.581\n",
"[10]\tvalid_0's poisson: -107.603\tvalid_0's l2: 495.852\n",
"[11]\tvalid_0's poisson: -107.71\tvalid_0's l2: 482.123\n",
"[12]\tvalid_0's poisson: -107.768\tvalid_0's l2: 466.936\n",
"[13]\tvalid_0's poisson: -107.807\tvalid_0's l2: 456.304\n",
"[14]\tvalid_0's poisson: -107.796\tvalid_0's l2: 447.582\n",
"[15]\tvalid_0's poisson: -107.921\tvalid_0's l2: 435.587\n",
"[16]\tvalid_0's poisson: -107.437\tvalid_0's l2: 430.381\n",
"[17]\tvalid_0's poisson: -107.1\tvalid_0's l2: 424.362\n",
"[18]\tvalid_0's poisson: -106.758\tvalid_0's l2: 420.771\n",
"[19]\tvalid_0's poisson: -106.579\tvalid_0's l2: 415.743\n",
"[20]\tvalid_0's poisson: -106.372\tvalid_0's l2: 411.962\n",
"[21]\tvalid_0's poisson: -106.161\tvalid_0's l2: 409.067\n",
"[22]\tvalid_0's poisson: -106.233\tvalid_0's l2: 407.722\n",
"[23]\tvalid_0's poisson: -106.032\tvalid_0's l2: 406.907\n",
"[24]\tvalid_0's poisson: -106.043\tvalid_0's l2: 402.542\n",
"[25]\tvalid_0's poisson: -105.996\tvalid_0's l2: 397.92\n",
"[26]\tvalid_0's poisson: -105.969\tvalid_0's l2: 395.528\n",
"[27]\tvalid_0's poisson: -105.869\tvalid_0's l2: 393.953\n",
"[28]\tvalid_0's poisson: -105.772\tvalid_0's l2: 391.768\n",
"[29]\tvalid_0's poisson: -105.704\tvalid_0's l2: 387.04\n",
"[30]\tvalid_0's poisson: -105.706\tvalid_0's l2: 385.303\n",
"[31]\tvalid_0's poisson: -105.736\tvalid_0's l2: 384.469\n",
"[32]\tvalid_0's poisson: -105.593\tvalid_0's l2: 383.195\n",
"[33]\tvalid_0's poisson: -105.736\tvalid_0's l2: 380.574\n",
"[34]\tvalid_0's poisson: -105.639\tvalid_0's l2: 376.807\n",
"[35]\tvalid_0's poisson: -105.661\tvalid_0's l2: 375.938\n",
"[36]\tvalid_0's poisson: -105.506\tvalid_0's l2: 375.831\n",
"[37]\tvalid_0's poisson: -105.55\tvalid_0's l2: 373.111\n",
"[38]\tvalid_0's poisson: -105.531\tvalid_0's l2: 370.621\n",
"[39]\tvalid_0's poisson: -105.566\tvalid_0's l2: 368.823\n",
"[40]\tvalid_0's poisson: -105.491\tvalid_0's l2: 366.761\n",
"[41]\tvalid_0's poisson: -105.332\tvalid_0's l2: 365.874\n",
"[42]\tvalid_0's poisson: -105.403\tvalid_0's l2: 365.081\n",
"[43]\tvalid_0's poisson: -105.477\tvalid_0's l2: 364.923\n",
"[44]\tvalid_0's poisson: -105.588\tvalid_0's l2: 364.047\n",
"[45]\tvalid_0's poisson: -105.55\tvalid_0's l2: 363.015\n",
"[46]\tvalid_0's poisson: -105.438\tvalid_0's l2: 361.472\n",
"[47]\tvalid_0's poisson: -105.377\tvalid_0's l2: 356.89\n",
"[48]\tvalid_0's poisson: -105.395\tvalid_0's l2: 356.033\n",
"[49]\tvalid_0's poisson: -105.341\tvalid_0's l2: 355.465\n",
"[50]\tvalid_0's poisson: -105.219\tvalid_0's l2: 354.724\n",
"[51]\tvalid_0's poisson: -105.245\tvalid_0's l2: 354.063\n",
"[52]\tvalid_0's poisson: -105.095\tvalid_0's l2: 352.454\n",
"[53]\tvalid_0's poisson: -105.073\tvalid_0's l2: 351.58\n",
"[54]\tvalid_0's poisson: -105.124\tvalid_0's l2: 349.556\n",
"[55]\tvalid_0's poisson: -105.116\tvalid_0's l2: 348.589\n",
"[56]\tvalid_0's poisson: -105.15\tvalid_0's l2: 347.994\n",
"[57]\tvalid_0's poisson: -105.147\tvalid_0's l2: 346.203\n",
"[58]\tvalid_0's poisson: -105.269\tvalid_0's l2: 345.335\n",
"[59]\tvalid_0's poisson: -105.136\tvalid_0's l2: 344.51\n",
"[60]\tvalid_0's poisson: -105.08\tvalid_0's l2: 343.542\n",
"[61]\tvalid_0's poisson: -104.937\tvalid_0's l2: 343.492\n",
"[62]\tvalid_0's poisson: -104.939\tvalid_0's l2: 344.198\n",
"[63]\tvalid_0's poisson: -105.162\tvalid_0's l2: 343.366\n",
"[64]\tvalid_0's poisson: -105.101\tvalid_0's l2: 342.482\n",
"[65]\tvalid_0's poisson: -105.123\tvalid_0's l2: 342.807\n",
"[66]\tvalid_0's poisson: -105.177\tvalid_0's l2: 341.568\n",
"[67]\tvalid_0's poisson: -105.37\tvalid_0's l2: 340.791\n",
"[68]\tvalid_0's poisson: -105.367\tvalid_0's l2: 341.553\n",
"[69]\tvalid_0's poisson: -105.37\tvalid_0's l2: 340.053\n",
"[70]\tvalid_0's poisson: -105.346\tvalid_0's l2: 338.995\n",
"[71]\tvalid_0's poisson: -105.341\tvalid_0's l2: 338.271\n",
"[72]\tvalid_0's poisson: -105.317\tvalid_0's l2: 337.932\n",
"[73]\tvalid_0's poisson: -105.28\tvalid_0's l2: 336.523\n",
"[74]\tvalid_0's poisson: -105.396\tvalid_0's l2: 335.06\n",
"[75]\tvalid_0's poisson: -105.594\tvalid_0's l2: 335.151\n",
"[76]\tvalid_0's poisson: -105.53\tvalid_0's l2: 334.534\n",
"[77]\tvalid_0's poisson: -105.561\tvalid_0's l2: 334.166\n",
"[78]\tvalid_0's poisson: -105.577\tvalid_0's l2: 333.755\n",
"[79]\tvalid_0's poisson: -105.595\tvalid_0's l2: 332.831\n",
"[80]\tvalid_0's poisson: -105.293\tvalid_0's l2: 332.228\n",
"[81]\tvalid_0's poisson: -105.293\tvalid_0's l2: 330.774\n",
"[82]\tvalid_0's poisson: -105.293\tvalid_0's l2: 330.785\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[83]\tvalid_0's poisson: -105.292\tvalid_0's l2: 329.754\n",
"[84]\tvalid_0's poisson: -105.183\tvalid_0's l2: 329.329\n",
"[85]\tvalid_0's poisson: -105.302\tvalid_0's l2: 328.426\n",
"[86]\tvalid_0's poisson: -105.279\tvalid_0's l2: 328.813\n",
"[87]\tvalid_0's poisson: -105.413\tvalid_0's l2: 328.083\n",
"[88]\tvalid_0's poisson: -105.336\tvalid_0's l2: 327.354\n",
"[89]\tvalid_0's poisson: -105.426\tvalid_0's l2: 326.225\n",
"[90]\tvalid_0's poisson: -105.405\tvalid_0's l2: 326.105\n",
"[91]\tvalid_0's poisson: -105.443\tvalid_0's l2: 325.087\n",
"[92]\tvalid_0's poisson: -105.368\tvalid_0's l2: 323.685\n",
"[93]\tvalid_0's poisson: -105.371\tvalid_0's l2: 323.06\n",
"[94]\tvalid_0's poisson: -105.339\tvalid_0's l2: 322.855\n",
"[95]\tvalid_0's poisson: -105.268\tvalid_0's l2: 323.038\n",
"[96]\tvalid_0's poisson: -105.221\tvalid_0's l2: 322.676\n",
"[97]\tvalid_0's poisson: -105.487\tvalid_0's l2: 322.826\n",
"[98]\tvalid_0's poisson: -105.308\tvalid_0's l2: 322.639\n",
"[99]\tvalid_0's poisson: -105.439\tvalid_0's l2: 322.713\n",
"[100]\tvalid_0's poisson: -105.434\tvalid_0's l2: 322.885\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.0916\tvalid_0's l2: 1639.63\n",
"[2]\tvalid_0's poisson: -99.2872\tvalid_0's l2: 1240.67\n",
"[3]\tvalid_0's poisson: -101.916\tvalid_0's l2: 991.891\n",
"[4]\tvalid_0's poisson: -103.579\tvalid_0's l2: 835.519\n",
"[5]\tvalid_0's poisson: -104.85\tvalid_0's l2: 727.575\n",
"[6]\tvalid_0's poisson: -105.696\tvalid_0's l2: 653.675\n",
"[7]\tvalid_0's poisson: -106.462\tvalid_0's l2: 595.32\n",
"[8]\tvalid_0's poisson: -106.89\tvalid_0's l2: 559.585\n",
"[9]\tvalid_0's poisson: -107.232\tvalid_0's l2: 527.294\n",
"[10]\tvalid_0's poisson: -107.464\tvalid_0's l2: 503.185\n",
"[11]\tvalid_0's poisson: -107.692\tvalid_0's l2: 482.649\n",
"[12]\tvalid_0's poisson: -107.811\tvalid_0's l2: 469.846\n",
"[13]\tvalid_0's poisson: -107.641\tvalid_0's l2: 461.094\n",
"[14]\tvalid_0's poisson: -107.663\tvalid_0's l2: 452.122\n",
"[15]\tvalid_0's poisson: -107.601\tvalid_0's l2: 443.814\n",
"[16]\tvalid_0's poisson: -107.266\tvalid_0's l2: 438.853\n",
"[17]\tvalid_0's poisson: -107.144\tvalid_0's l2: 431.613\n",
"[18]\tvalid_0's poisson: -107.006\tvalid_0's l2: 426.983\n",
"[19]\tvalid_0's poisson: -106.948\tvalid_0's l2: 423.729\n",
"[20]\tvalid_0's poisson: -106.837\tvalid_0's l2: 418.067\n",
"[21]\tvalid_0's poisson: -106.76\tvalid_0's l2: 416.672\n",
"[22]\tvalid_0's poisson: -106.485\tvalid_0's l2: 414.31\n",
"[23]\tvalid_0's poisson: -106.5\tvalid_0's l2: 409.684\n",
"[24]\tvalid_0's poisson: -106.513\tvalid_0's l2: 407.321\n",
"[25]\tvalid_0's poisson: -106.533\tvalid_0's l2: 405.005\n",
"[26]\tvalid_0's poisson: -106.488\tvalid_0's l2: 403.153\n",
"[27]\tvalid_0's poisson: -106.303\tvalid_0's l2: 399.831\n",
"[28]\tvalid_0's poisson: -106.296\tvalid_0's l2: 397.818\n",
"[29]\tvalid_0's poisson: -106.285\tvalid_0's l2: 391.622\n",
"[30]\tvalid_0's poisson: -106.13\tvalid_0's l2: 387.5\n",
"[31]\tvalid_0's poisson: -105.839\tvalid_0's l2: 387.343\n",
"[32]\tvalid_0's poisson: -105.818\tvalid_0's l2: 386.853\n",
"[33]\tvalid_0's poisson: -105.764\tvalid_0's l2: 386.856\n",
"[34]\tvalid_0's poisson: -106.002\tvalid_0's l2: 381.898\n",
"[35]\tvalid_0's poisson: -105.82\tvalid_0's l2: 380.348\n",
"[36]\tvalid_0's poisson: -105.745\tvalid_0's l2: 380.59\n",
"[37]\tvalid_0's poisson: -105.948\tvalid_0's l2: 377.1\n",
"[38]\tvalid_0's poisson: -105.862\tvalid_0's l2: 376.367\n",
"[39]\tvalid_0's poisson: -105.765\tvalid_0's l2: 374.168\n",
"[40]\tvalid_0's poisson: -105.786\tvalid_0's l2: 372.093\n",
"[41]\tvalid_0's poisson: -105.809\tvalid_0's l2: 366.93\n",
"[42]\tvalid_0's poisson: -105.715\tvalid_0's l2: 365.453\n",
"[43]\tvalid_0's poisson: -105.767\tvalid_0's l2: 364.604\n",
"[44]\tvalid_0's poisson: -105.781\tvalid_0's l2: 363.328\n",
"[45]\tvalid_0's poisson: -105.789\tvalid_0's l2: 361.22\n",
"[46]\tvalid_0's poisson: -105.754\tvalid_0's l2: 360.108\n",
"[47]\tvalid_0's poisson: -105.785\tvalid_0's l2: 360.796\n",
"[48]\tvalid_0's poisson: -105.782\tvalid_0's l2: 359.435\n",
"[49]\tvalid_0's poisson: -105.785\tvalid_0's l2: 359.37\n",
"[50]\tvalid_0's poisson: -105.739\tvalid_0's l2: 356.978\n",
"[51]\tvalid_0's poisson: -105.785\tvalid_0's l2: 356.171\n",
"[52]\tvalid_0's poisson: -105.603\tvalid_0's l2: 353.732\n",
"[53]\tvalid_0's poisson: -105.46\tvalid_0's l2: 352.624\n",
"[54]\tvalid_0's poisson: -105.686\tvalid_0's l2: 351.067\n",
"[55]\tvalid_0's poisson: -105.68\tvalid_0's l2: 350.329\n",
"[56]\tvalid_0's poisson: -105.459\tvalid_0's l2: 349.395\n",
"[57]\tvalid_0's poisson: -105.455\tvalid_0's l2: 349.053\n",
"[58]\tvalid_0's poisson: -105.455\tvalid_0's l2: 347.733\n",
"[59]\tvalid_0's poisson: -105.454\tvalid_0's l2: 347.466\n",
"[60]\tvalid_0's poisson: -105.319\tvalid_0's l2: 347.659\n",
"[61]\tvalid_0's poisson: -105.461\tvalid_0's l2: 346.992\n",
"[62]\tvalid_0's poisson: -105.499\tvalid_0's l2: 347.072\n",
"[63]\tvalid_0's poisson: -105.45\tvalid_0's l2: 346.037\n",
"[64]\tvalid_0's poisson: -105.186\tvalid_0's l2: 345.517\n",
"[65]\tvalid_0's poisson: -105.361\tvalid_0's l2: 344.243\n",
"[66]\tvalid_0's poisson: -105.343\tvalid_0's l2: 343.832\n",
"[67]\tvalid_0's poisson: -105.512\tvalid_0's l2: 341.602\n",
"[68]\tvalid_0's poisson: -105.521\tvalid_0's l2: 341.283\n",
"[69]\tvalid_0's poisson: -105.571\tvalid_0's l2: 340.993\n",
"[70]\tvalid_0's poisson: -105.563\tvalid_0's l2: 341.101\n",
"[71]\tvalid_0's poisson: -105.561\tvalid_0's l2: 341.166\n",
"[72]\tvalid_0's poisson: -105.352\tvalid_0's l2: 340.662\n",
"[73]\tvalid_0's poisson: -105.344\tvalid_0's l2: 340.7\n",
"[74]\tvalid_0's poisson: -105.202\tvalid_0's l2: 340.232\n",
"[75]\tvalid_0's poisson: -104.922\tvalid_0's l2: 337.986\n",
"[76]\tvalid_0's poisson: -104.956\tvalid_0's l2: 338.056\n",
"[77]\tvalid_0's poisson: -104.98\tvalid_0's l2: 337.892\n",
"[78]\tvalid_0's poisson: -105.063\tvalid_0's l2: 337.508\n",
"[79]\tvalid_0's poisson: -105.117\tvalid_0's l2: 335.499\n",
"[80]\tvalid_0's poisson: -105.094\tvalid_0's l2: 334.9\n",
"[81]\tvalid_0's poisson: -105.121\tvalid_0's l2: 334.617\n",
"[82]\tvalid_0's poisson: -105.159\tvalid_0's l2: 334.288\n",
"[83]\tvalid_0's poisson: -105.152\tvalid_0's l2: 333.794\n",
"[84]\tvalid_0's poisson: -105.495\tvalid_0's l2: 332.964\n",
"[85]\tvalid_0's poisson: -105.358\tvalid_0's l2: 332.676\n",
"[86]\tvalid_0's poisson: -105.546\tvalid_0's l2: 332.001\n",
"[87]\tvalid_0's poisson: -105.47\tvalid_0's l2: 332.082\n",
"[88]\tvalid_0's poisson: -105.412\tvalid_0's l2: 331.179\n",
"[89]\tvalid_0's poisson: -105.431\tvalid_0's l2: 331.182\n",
"[90]\tvalid_0's poisson: -105.445\tvalid_0's l2: 330.364\n",
"[91]\tvalid_0's poisson: -105.449\tvalid_0's l2: 329.709\n",
"[92]\tvalid_0's poisson: -105.255\tvalid_0's l2: 329.683\n",
"[93]\tvalid_0's poisson: -105.233\tvalid_0's l2: 328.903\n",
"[94]\tvalid_0's poisson: -105.338\tvalid_0's l2: 327.907\n",
"[95]\tvalid_0's poisson: -105.387\tvalid_0's l2: 326.633\n",
"[96]\tvalid_0's poisson: -105.386\tvalid_0's l2: 326.596\n",
"[97]\tvalid_0's poisson: -105.534\tvalid_0's l2: 325.635\n",
"[98]\tvalid_0's poisson: -105.44\tvalid_0's l2: 325.102\n",
"[99]\tvalid_0's poisson: -105.438\tvalid_0's l2: 325.099\n",
"[100]\tvalid_0's poisson: -105.395\tvalid_0's l2: 324.616\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.0161\tvalid_0's l2: 1643.61\n",
"[2]\tvalid_0's poisson: -99.2134\tvalid_0's l2: 1243.96\n",
"[3]\tvalid_0's poisson: -101.847\tvalid_0's l2: 989.234\n",
"[4]\tvalid_0's poisson: -103.53\tvalid_0's l2: 833.794\n",
"[5]\tvalid_0's poisson: -104.805\tvalid_0's l2: 726.915\n",
"[6]\tvalid_0's poisson: -105.664\tvalid_0's l2: 652.014\n",
"[7]\tvalid_0's poisson: -106.351\tvalid_0's l2: 599.975\n",
"[8]\tvalid_0's poisson: -106.809\tvalid_0's l2: 564.229\n",
"[9]\tvalid_0's poisson: -107.024\tvalid_0's l2: 531.399\n",
"[10]\tvalid_0's poisson: -107.306\tvalid_0's l2: 506.55\n",
"[11]\tvalid_0's poisson: -107.368\tvalid_0's l2: 490.633\n",
"[12]\tvalid_0's poisson: -107.488\tvalid_0's l2: 475.08\n",
"[13]\tvalid_0's poisson: -107.409\tvalid_0's l2: 462.878\n",
"[14]\tvalid_0's poisson: -107.446\tvalid_0's l2: 452.673\n",
"[15]\tvalid_0's poisson: -107.296\tvalid_0's l2: 443.413\n",
"[16]\tvalid_0's poisson: -107.086\tvalid_0's l2: 437.886\n",
"[17]\tvalid_0's poisson: -106.781\tvalid_0's l2: 432.385\n",
"[18]\tvalid_0's poisson: -106.853\tvalid_0's l2: 428.247\n",
"[19]\tvalid_0's poisson: -106.908\tvalid_0's l2: 422.541\n",
"[20]\tvalid_0's poisson: -106.667\tvalid_0's l2: 419.607\n",
"[21]\tvalid_0's poisson: -106.496\tvalid_0's l2: 416.655\n",
"[22]\tvalid_0's poisson: -106.532\tvalid_0's l2: 414.054\n",
"[23]\tvalid_0's poisson: -106.257\tvalid_0's l2: 413.538\n",
"[24]\tvalid_0's poisson: -106.213\tvalid_0's l2: 407.74\n",
"[25]\tvalid_0's poisson: -106.081\tvalid_0's l2: 405.511\n",
"[26]\tvalid_0's poisson: -106.055\tvalid_0's l2: 402.374\n",
"[27]\tvalid_0's poisson: -106.014\tvalid_0's l2: 401.339\n",
"[28]\tvalid_0's poisson: -106.139\tvalid_0's l2: 398.223\n",
"[29]\tvalid_0's poisson: -106.242\tvalid_0's l2: 394.626\n",
"[30]\tvalid_0's poisson: -106.15\tvalid_0's l2: 391.662\n",
"[31]\tvalid_0's poisson: -105.934\tvalid_0's l2: 389.103\n",
"[32]\tvalid_0's poisson: -105.937\tvalid_0's l2: 387.125\n",
"[33]\tvalid_0's poisson: -105.964\tvalid_0's l2: 386.067\n",
"[34]\tvalid_0's poisson: -105.914\tvalid_0's l2: 385.62\n",
"[35]\tvalid_0's poisson: -106.064\tvalid_0's l2: 385.521\n",
"[36]\tvalid_0's poisson: -106.073\tvalid_0's l2: 384.339\n",
"[37]\tvalid_0's poisson: -105.966\tvalid_0's l2: 382.003\n",
"[38]\tvalid_0's poisson: -105.864\tvalid_0's l2: 377.293\n",
"[39]\tvalid_0's poisson: -105.916\tvalid_0's l2: 375.751\n",
"[40]\tvalid_0's poisson: -106.022\tvalid_0's l2: 372.136\n",
"[41]\tvalid_0's poisson: -105.974\tvalid_0's l2: 372.664\n",
"[42]\tvalid_0's poisson: -105.956\tvalid_0's l2: 372.02\n",
"[43]\tvalid_0's poisson: -105.956\tvalid_0's l2: 370.824\n",
"[44]\tvalid_0's poisson: -105.921\tvalid_0's l2: 369.381\n",
"[45]\tvalid_0's poisson: -105.966\tvalid_0's l2: 368.567\n",
"[46]\tvalid_0's poisson: -105.928\tvalid_0's l2: 367.876\n",
"[47]\tvalid_0's poisson: -105.724\tvalid_0's l2: 366.884\n",
"[48]\tvalid_0's poisson: -105.594\tvalid_0's l2: 364.993\n",
"[49]\tvalid_0's poisson: -105.63\tvalid_0's l2: 365.331\n",
"[50]\tvalid_0's poisson: -105.605\tvalid_0's l2: 362.625\n",
"[51]\tvalid_0's poisson: -105.493\tvalid_0's l2: 359.835\n",
"[52]\tvalid_0's poisson: -105.328\tvalid_0's l2: 358.915\n",
"[53]\tvalid_0's poisson: -105.23\tvalid_0's l2: 357.171\n",
"[54]\tvalid_0's poisson: -105.14\tvalid_0's l2: 357.437\n",
"[55]\tvalid_0's poisson: -105.145\tvalid_0's l2: 356.338\n",
"[56]\tvalid_0's poisson: -105.071\tvalid_0's l2: 355.243\n",
"[57]\tvalid_0's poisson: -105.149\tvalid_0's l2: 354.428\n",
"[58]\tvalid_0's poisson: -105.165\tvalid_0's l2: 354.477\n",
"[59]\tvalid_0's poisson: -105.23\tvalid_0's l2: 354.484\n",
"[60]\tvalid_0's poisson: -105.2\tvalid_0's l2: 353.74\n",
"[61]\tvalid_0's poisson: -105.21\tvalid_0's l2: 352.332\n",
"[62]\tvalid_0's poisson: -105.133\tvalid_0's l2: 350.986\n",
"[63]\tvalid_0's poisson: -105.173\tvalid_0's l2: 350.536\n",
"[64]\tvalid_0's poisson: -105.064\tvalid_0's l2: 350.307\n",
"[65]\tvalid_0's poisson: -105.082\tvalid_0's l2: 348.002\n",
"[66]\tvalid_0's poisson: -105.085\tvalid_0's l2: 346.787\n",
"[67]\tvalid_0's poisson: -105.026\tvalid_0's l2: 345.02\n",
"[68]\tvalid_0's poisson: -104.976\tvalid_0's l2: 344.13\n",
"[69]\tvalid_0's poisson: -104.897\tvalid_0's l2: 344.431\n",
"[70]\tvalid_0's poisson: -104.882\tvalid_0's l2: 343.472\n",
"[71]\tvalid_0's poisson: -104.806\tvalid_0's l2: 343.14\n",
"[72]\tvalid_0's poisson: -104.757\tvalid_0's l2: 342.894\n",
"[73]\tvalid_0's poisson: -104.859\tvalid_0's l2: 342.203\n",
"[74]\tvalid_0's poisson: -105.179\tvalid_0's l2: 340.391\n",
"[75]\tvalid_0's poisson: -105.173\tvalid_0's l2: 339.6\n",
"[76]\tvalid_0's poisson: -105.175\tvalid_0's l2: 338.879\n",
"[77]\tvalid_0's poisson: -105.234\tvalid_0's l2: 338.603\n",
"[78]\tvalid_0's poisson: -105.185\tvalid_0's l2: 339.311\n",
"[79]\tvalid_0's poisson: -105.22\tvalid_0's l2: 338.919\n",
"[80]\tvalid_0's poisson: -105.198\tvalid_0's l2: 338.812\n",
"[81]\tvalid_0's poisson: -105.163\tvalid_0's l2: 338.619\n",
"[82]\tvalid_0's poisson: -105.179\tvalid_0's l2: 339.03\n",
"[83]\tvalid_0's poisson: -105.14\tvalid_0's l2: 338.961\n",
"[84]\tvalid_0's poisson: -105.134\tvalid_0's l2: 338.79\n",
"[85]\tvalid_0's poisson: -105.047\tvalid_0's l2: 338.028\n",
"[86]\tvalid_0's poisson: -105.037\tvalid_0's l2: 338.888\n",
"[87]\tvalid_0's poisson: -105.176\tvalid_0's l2: 337.933\n",
"[88]\tvalid_0's poisson: -105.109\tvalid_0's l2: 337.896\n",
"[89]\tvalid_0's poisson: -105.016\tvalid_0's l2: 337.954\n",
"[90]\tvalid_0's poisson: -105.132\tvalid_0's l2: 337.875\n",
"[91]\tvalid_0's poisson: -104.95\tvalid_0's l2: 337.406\n",
"[92]\tvalid_0's poisson: -105.053\tvalid_0's l2: 337.162\n",
"[93]\tvalid_0's poisson: -105.114\tvalid_0's l2: 336.522\n",
"[94]\tvalid_0's poisson: -105.324\tvalid_0's l2: 335.744\n",
"[95]\tvalid_0's poisson: -105.328\tvalid_0's l2: 333.975\n",
"[96]\tvalid_0's poisson: -105.405\tvalid_0's l2: 332.263\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -105.367\tvalid_0's l2: 332.099\n",
"[98]\tvalid_0's poisson: -105.308\tvalid_0's l2: 331.819\n",
"[99]\tvalid_0's poisson: -105.357\tvalid_0's l2: 331.161\n",
"[100]\tvalid_0's poisson: -105.291\tvalid_0's l2: 330.588\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3326\tvalid_0's l2: 2288.85\n",
"[2]\tvalid_0's poisson: -87.4891\tvalid_0's l2: 2277.47\n",
"[3]\tvalid_0's poisson: -87.6434\tvalid_0's l2: 2266.19\n",
"[4]\tvalid_0's poisson: -87.7955\tvalid_0's l2: 2254.99\n",
"[5]\tvalid_0's poisson: -87.9458\tvalid_0's l2: 2243.85\n",
"[6]\tvalid_0's poisson: -88.0939\tvalid_0's l2: 2232.8\n",
"[7]\tvalid_0's poisson: -88.2399\tvalid_0's l2: 2221.84\n",
"[8]\tvalid_0's poisson: -88.3841\tvalid_0's l2: 2210.96\n",
"[9]\tvalid_0's poisson: -88.5262\tvalid_0's l2: 2200.16\n",
"[10]\tvalid_0's poisson: -88.6677\tvalid_0's l2: 2189.36\n",
"[11]\tvalid_0's poisson: -88.8072\tvalid_0's l2: 2178.65\n",
"[12]\tvalid_0's poisson: -88.945\tvalid_0's l2: 2168.01\n",
"[13]\tvalid_0's poisson: -89.08\tvalid_0's l2: 2157.53\n",
"[14]\tvalid_0's poisson: -89.2141\tvalid_0's l2: 2147.06\n",
"[15]\tvalid_0's poisson: -89.3466\tvalid_0's l2: 2136.68\n",
"[16]\tvalid_0's poisson: -89.4766\tvalid_0's l2: 2126.43\n",
"[17]\tvalid_0's poisson: -89.6055\tvalid_0's l2: 2116.22\n",
"[18]\tvalid_0's poisson: -89.7329\tvalid_0's l2: 2106.08\n",
"[19]\tvalid_0's poisson: -89.8635\tvalid_0's l2: 2095.62\n",
"[20]\tvalid_0's poisson: -89.988\tvalid_0's l2: 2085.61\n",
"[21]\tvalid_0's poisson: -90.1155\tvalid_0's l2: 2075.31\n",
"[22]\tvalid_0's poisson: -90.2416\tvalid_0's l2: 2065.06\n",
"[23]\tvalid_0's poisson: -90.3661\tvalid_0's l2: 2054.91\n",
"[24]\tvalid_0's poisson: -90.4892\tvalid_0's l2: 2044.82\n",
"[25]\tvalid_0's poisson: -90.6105\tvalid_0's l2: 2034.83\n",
"[26]\tvalid_0's poisson: -90.7307\tvalid_0's l2: 2024.9\n",
"[27]\tvalid_0's poisson: -90.8453\tvalid_0's l2: 2015.4\n",
"[28]\tvalid_0's poisson: -90.9627\tvalid_0's l2: 2005.62\n",
"[29]\tvalid_0's poisson: -91.0789\tvalid_0's l2: 1995.9\n",
"[30]\tvalid_0's poisson: -91.1937\tvalid_0's l2: 1986.26\n",
"[31]\tvalid_0's poisson: -91.3075\tvalid_0's l2: 1976.65\n",
"[32]\tvalid_0's poisson: -91.4198\tvalid_0's l2: 1967.15\n",
"[33]\tvalid_0's poisson: -91.527\tvalid_0's l2: 1958.07\n",
"[34]\tvalid_0's poisson: -91.6367\tvalid_0's l2: 1948.83\n",
"[35]\tvalid_0's poisson: -91.7457\tvalid_0's l2: 1939.49\n",
"[36]\tvalid_0's poisson: -91.8531\tvalid_0's l2: 1930.38\n",
"[37]\tvalid_0's poisson: -91.9592\tvalid_0's l2: 1921.35\n",
"[38]\tvalid_0's poisson: -92.061\tvalid_0's l2: 1912.59\n",
"[39]\tvalid_0's poisson: -92.1649\tvalid_0's l2: 1903.68\n",
"[40]\tvalid_0's poisson: -92.2683\tvalid_0's l2: 1894.71\n",
"[41]\tvalid_0's poisson: -92.3699\tvalid_0's l2: 1885.95\n",
"[42]\tvalid_0's poisson: -92.4706\tvalid_0's l2: 1877.24\n",
"[43]\tvalid_0's poisson: -92.5709\tvalid_0's l2: 1868.43\n",
"[44]\tvalid_0's poisson: -92.6682\tvalid_0's l2: 1859.96\n",
"[45]\tvalid_0's poisson: -92.7651\tvalid_0's l2: 1851.48\n",
"[46]\tvalid_0's poisson: -92.861\tvalid_0's l2: 1843.07\n",
"[47]\tvalid_0's poisson: -92.9566\tvalid_0's l2: 1834.69\n",
"[48]\tvalid_0's poisson: -93.0505\tvalid_0's l2: 1826.4\n",
"[49]\tvalid_0's poisson: -93.1442\tvalid_0's l2: 1818.15\n",
"[50]\tvalid_0's poisson: -93.2362\tvalid_0's l2: 1809.99\n",
"[51]\tvalid_0's poisson: -93.3299\tvalid_0's l2: 1801.6\n",
"[52]\tvalid_0's poisson: -93.4201\tvalid_0's l2: 1793.56\n",
"[53]\tvalid_0's poisson: -93.5093\tvalid_0's l2: 1785.58\n",
"[54]\tvalid_0's poisson: -93.5978\tvalid_0's l2: 1777.66\n",
"[55]\tvalid_0's poisson: -93.6852\tvalid_0's l2: 1769.8\n",
"[56]\tvalid_0's poisson: -93.7719\tvalid_0's l2: 1762\n",
"[57]\tvalid_0's poisson: -93.8576\tvalid_0's l2: 1754.26\n",
"[58]\tvalid_0's poisson: -93.9425\tvalid_0's l2: 1746.57\n",
"[59]\tvalid_0's poisson: -94.0299\tvalid_0's l2: 1738.63\n",
"[60]\tvalid_0's poisson: -94.1133\tvalid_0's l2: 1731.05\n",
"[61]\tvalid_0's poisson: -94.1958\tvalid_0's l2: 1723.54\n",
"[62]\tvalid_0's poisson: -94.2775\tvalid_0's l2: 1716.08\n",
"[63]\tvalid_0's poisson: -94.3584\tvalid_0's l2: 1708.68\n",
"[64]\tvalid_0's poisson: -94.4386\tvalid_0's l2: 1701.34\n",
"[65]\tvalid_0's poisson: -94.518\tvalid_0's l2: 1694.05\n",
"[66]\tvalid_0's poisson: -94.5967\tvalid_0's l2: 1686.82\n",
"[67]\tvalid_0's poisson: -94.6748\tvalid_0's l2: 1679.63\n",
"[68]\tvalid_0's poisson: -94.7557\tvalid_0's l2: 1672.16\n",
"[69]\tvalid_0's poisson: -94.8323\tvalid_0's l2: 1665.09\n",
"[70]\tvalid_0's poisson: -94.9085\tvalid_0's l2: 1658.05\n",
"[71]\tvalid_0's poisson: -94.9835\tvalid_0's l2: 1651.09\n",
"[72]\tvalid_0's poisson: -95.0583\tvalid_0's l2: 1644.16\n",
"[73]\tvalid_0's poisson: -95.1321\tvalid_0's l2: 1637.3\n",
"[74]\tvalid_0's poisson: -95.2055\tvalid_0's l2: 1630.48\n",
"[75]\tvalid_0's poisson: -95.2819\tvalid_0's l2: 1623.35\n",
"[76]\tvalid_0's poisson: -95.3537\tvalid_0's l2: 1616.64\n",
"[77]\tvalid_0's poisson: -95.4252\tvalid_0's l2: 1609.97\n",
"[78]\tvalid_0's poisson: -95.4958\tvalid_0's l2: 1603.36\n",
"[79]\tvalid_0's poisson: -95.5652\tvalid_0's l2: 1596.87\n",
"[80]\tvalid_0's poisson: -95.6346\tvalid_0's l2: 1590.36\n",
"[81]\tvalid_0's poisson: -95.7028\tvalid_0's l2: 1583.97\n",
"[82]\tvalid_0's poisson: -95.7751\tvalid_0's l2: 1577.17\n",
"[83]\tvalid_0's poisson: -95.8431\tvalid_0's l2: 1570.8\n",
"[84]\tvalid_0's poisson: -95.9102\tvalid_0's l2: 1564.47\n",
"[85]\tvalid_0's poisson: -95.9761\tvalid_0's l2: 1558.28\n",
"[86]\tvalid_0's poisson: -96.0428\tvalid_0's l2: 1552.01\n",
"[87]\tvalid_0's poisson: -96.1073\tvalid_0's l2: 1545.91\n",
"[88]\tvalid_0's poisson: -96.1729\tvalid_0's l2: 1539.73\n",
"[89]\tvalid_0's poisson: -96.2371\tvalid_0's l2: 1533.68\n",
"[90]\tvalid_0's poisson: -96.3016\tvalid_0's l2: 1527.6\n",
"[91]\tvalid_0's poisson: -96.3644\tvalid_0's l2: 1521.63\n",
"[92]\tvalid_0's poisson: -96.4278\tvalid_0's l2: 1515.63\n",
"[93]\tvalid_0's poisson: -96.4944\tvalid_0's l2: 1509.33\n",
"[94]\tvalid_0's poisson: -96.5569\tvalid_0's l2: 1503.43\n",
"[95]\tvalid_0's poisson: -96.618\tvalid_0's l2: 1497.64\n",
"[96]\tvalid_0's poisson: -96.6784\tvalid_0's l2: 1491.87\n",
"[97]\tvalid_0's poisson: -96.7393\tvalid_0's l2: 1486.1\n",
"[98]\tvalid_0's poisson: -96.7997\tvalid_0's l2: 1480.36\n",
"[99]\tvalid_0's poisson: -96.8589\tvalid_0's l2: 1474.74\n",
"[100]\tvalid_0's poisson: -96.9175\tvalid_0's l2: 1469.15\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3361\tvalid_0's l2: 2288.59\n",
"[2]\tvalid_0's poisson: -87.4951\tvalid_0's l2: 2277.03\n",
"[3]\tvalid_0's poisson: -87.6524\tvalid_0's l2: 2265.51\n",
"[4]\tvalid_0's poisson: -87.8072\tvalid_0's l2: 2254.08\n",
"[5]\tvalid_0's poisson: -87.9598\tvalid_0's l2: 2242.73\n",
"[6]\tvalid_0's poisson: -88.1102\tvalid_0's l2: 2231.48\n",
"[7]\tvalid_0's poisson: -88.2584\tvalid_0's l2: 2220.31\n",
"[8]\tvalid_0's poisson: -88.4039\tvalid_0's l2: 2209.28\n",
"[9]\tvalid_0's poisson: -88.548\tvalid_0's l2: 2198.28\n",
"[10]\tvalid_0's poisson: -88.69\tvalid_0's l2: 2187.37\n",
"[11]\tvalid_0's poisson: -88.8301\tvalid_0's l2: 2176.55\n",
"[12]\tvalid_0's poisson: -88.968\tvalid_0's l2: 2165.82\n",
"[13]\tvalid_0's poisson: -89.1038\tvalid_0's l2: 2155.2\n",
"[14]\tvalid_0's poisson: -89.2381\tvalid_0's l2: 2144.64\n",
"[15]\tvalid_0's poisson: -89.3709\tvalid_0's l2: 2134.14\n",
"[16]\tvalid_0's poisson: -89.5017\tvalid_0's l2: 2123.74\n",
"[17]\tvalid_0's poisson: -89.6311\tvalid_0's l2: 2113.4\n",
"[18]\tvalid_0's poisson: -89.7585\tvalid_0's l2: 2103.16\n",
"[19]\tvalid_0's poisson: -89.8842\tvalid_0's l2: 2093.01\n",
"[20]\tvalid_0's poisson: -90.0084\tvalid_0's l2: 2082.93\n",
"[21]\tvalid_0's poisson: -90.1399\tvalid_0's l2: 2072.32\n",
"[22]\tvalid_0's poisson: -90.2616\tvalid_0's l2: 2062.36\n",
"[23]\tvalid_0's poisson: -90.3814\tvalid_0's l2: 2052.5\n",
"[24]\tvalid_0's poisson: -90.5001\tvalid_0's l2: 2042.69\n",
"[25]\tvalid_0's poisson: -90.617\tvalid_0's l2: 2032.98\n",
"[26]\tvalid_0's poisson: -90.7325\tvalid_0's l2: 2023.36\n",
"[27]\tvalid_0's poisson: -90.8556\tvalid_0's l2: 2013.17\n",
"[28]\tvalid_0's poisson: -90.9686\tvalid_0's l2: 2003.67\n",
"[29]\tvalid_0's poisson: -91.0806\tvalid_0's l2: 1994.23\n",
"[30]\tvalid_0's poisson: -91.1909\tvalid_0's l2: 1984.87\n",
"[31]\tvalid_0's poisson: -91.3005\tvalid_0's l2: 1975.57\n",
"[32]\tvalid_0's poisson: -91.408\tvalid_0's l2: 1966.39\n",
"[33]\tvalid_0's poisson: -91.5236\tvalid_0's l2: 1956.61\n",
"[34]\tvalid_0's poisson: -91.6295\tvalid_0's l2: 1947.52\n",
"[35]\tvalid_0's poisson: -91.7332\tvalid_0's l2: 1938.58\n",
"[36]\tvalid_0's poisson: -91.8369\tvalid_0's l2: 1929.62\n",
"[37]\tvalid_0's poisson: -91.9385\tvalid_0's l2: 1920.81\n",
"[38]\tvalid_0's poisson: -92.0395\tvalid_0's l2: 1912\n",
"[39]\tvalid_0's poisson: -92.1484\tvalid_0's l2: 1902.61\n",
"[40]\tvalid_0's poisson: -92.2472\tvalid_0's l2: 1893.96\n",
"[41]\tvalid_0's poisson: -92.3449\tvalid_0's l2: 1885.39\n",
"[42]\tvalid_0's poisson: -92.4418\tvalid_0's l2: 1876.85\n",
"[43]\tvalid_0's poisson: -92.5371\tvalid_0's l2: 1868.42\n",
"[44]\tvalid_0's poisson: -92.6323\tvalid_0's l2: 1859.99\n",
"[45]\tvalid_0's poisson: -92.7351\tvalid_0's l2: 1850.98\n",
"[46]\tvalid_0's poisson: -92.8285\tvalid_0's l2: 1842.67\n",
"[47]\tvalid_0's poisson: -92.92\tvalid_0's l2: 1834.5\n",
"[48]\tvalid_0's poisson: -93.0111\tvalid_0's l2: 1826.34\n",
"[49]\tvalid_0's poisson: -93.1008\tvalid_0's l2: 1818.29\n",
"[50]\tvalid_0's poisson: -93.1988\tvalid_0's l2: 1809.59\n",
"[51]\tvalid_0's poisson: -93.2877\tvalid_0's l2: 1801.58\n",
"[52]\tvalid_0's poisson: -93.3754\tvalid_0's l2: 1793.64\n",
"[53]\tvalid_0's poisson: -93.462\tvalid_0's l2: 1785.82\n",
"[54]\tvalid_0's poisson: -93.5479\tvalid_0's l2: 1778\n",
"[55]\tvalid_0's poisson: -93.6328\tvalid_0's l2: 1770.29\n",
"[56]\tvalid_0's poisson: -93.7257\tvalid_0's l2: 1761.93\n",
"[57]\tvalid_0's poisson: -93.8093\tvalid_0's l2: 1754.3\n",
"[58]\tvalid_0's poisson: -93.8921\tvalid_0's l2: 1746.71\n",
"[59]\tvalid_0's poisson: -93.9735\tvalid_0's l2: 1739.25\n",
"[60]\tvalid_0's poisson: -94.0552\tvalid_0's l2: 1731.75\n",
"[61]\tvalid_0's poisson: -94.1441\tvalid_0's l2: 1723.67\n",
"[62]\tvalid_0's poisson: -94.2242\tvalid_0's l2: 1716.3\n",
"[63]\tvalid_0's poisson: -94.3025\tvalid_0's l2: 1709.06\n",
"[64]\tvalid_0's poisson: -94.3811\tvalid_0's l2: 1701.79\n",
"[65]\tvalid_0's poisson: -94.4576\tvalid_0's l2: 1694.7\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[66]\tvalid_0's poisson: -94.5428\tvalid_0's l2: 1686.88\n",
"[67]\tvalid_0's poisson: -94.6195\tvalid_0's l2: 1679.77\n",
"[68]\tvalid_0's poisson: -94.6949\tvalid_0's l2: 1672.73\n",
"[69]\tvalid_0's poisson: -94.7696\tvalid_0's l2: 1665.78\n",
"[70]\tvalid_0's poisson: -94.8436\tvalid_0's l2: 1658.86\n",
"[71]\tvalid_0's poisson: -94.9253\tvalid_0's l2: 1651.31\n",
"[72]\tvalid_0's poisson: -94.9981\tvalid_0's l2: 1644.5\n",
"[73]\tvalid_0's poisson: -95.0697\tvalid_0's l2: 1637.77\n",
"[74]\tvalid_0's poisson: -95.1417\tvalid_0's l2: 1631.02\n",
"[75]\tvalid_0's poisson: -95.212\tvalid_0's l2: 1624.4\n",
"[76]\tvalid_0's poisson: -95.2905\tvalid_0's l2: 1617.1\n",
"[77]\tvalid_0's poisson: -95.3607\tvalid_0's l2: 1610.5\n",
"[78]\tvalid_0's poisson: -95.4296\tvalid_0's l2: 1603.98\n",
"[79]\tvalid_0's poisson: -95.4985\tvalid_0's l2: 1597.48\n",
"[80]\tvalid_0's poisson: -95.5745\tvalid_0's l2: 1590.38\n",
"[81]\tvalid_0's poisson: -95.6421\tvalid_0's l2: 1583.99\n",
"[82]\tvalid_0's poisson: -95.7083\tvalid_0's l2: 1577.71\n",
"[83]\tvalid_0's poisson: -95.775\tvalid_0's l2: 1571.4\n",
"[84]\tvalid_0's poisson: -95.8401\tvalid_0's l2: 1565.21\n",
"[85]\tvalid_0's poisson: -95.9132\tvalid_0's l2: 1558.34\n",
"[86]\tvalid_0's poisson: -95.9783\tvalid_0's l2: 1552.16\n",
"[87]\tvalid_0's poisson: -96.0424\tvalid_0's l2: 1546.04\n",
"[88]\tvalid_0's poisson: -96.106\tvalid_0's l2: 1540.01\n",
"[89]\tvalid_0's poisson: -96.1685\tvalid_0's l2: 1534.04\n",
"[90]\tvalid_0's poisson: -96.239\tvalid_0's l2: 1527.39\n",
"[91]\tvalid_0's poisson: -96.3015\tvalid_0's l2: 1521.44\n",
"[92]\tvalid_0's poisson: -96.3631\tvalid_0's l2: 1515.57\n",
"[93]\tvalid_0's poisson: -96.4239\tvalid_0's l2: 1509.75\n",
"[94]\tvalid_0's poisson: -96.4922\tvalid_0's l2: 1503.27\n",
"[95]\tvalid_0's poisson: -96.5528\tvalid_0's l2: 1497.49\n",
"[96]\tvalid_0's poisson: -96.6121\tvalid_0's l2: 1491.81\n",
"[97]\tvalid_0's poisson: -96.6709\tvalid_0's l2: 1486.19\n",
"[98]\tvalid_0's poisson: -96.7373\tvalid_0's l2: 1479.89\n",
"[99]\tvalid_0's poisson: -96.796\tvalid_0's l2: 1474.28\n",
"[100]\tvalid_0's poisson: -96.8533\tvalid_0's l2: 1468.77\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3324\tvalid_0's l2: 2288.83\n",
"[2]\tvalid_0's poisson: -87.4927\tvalid_0's l2: 2277.14\n",
"[3]\tvalid_0's poisson: -87.651\tvalid_0's l2: 2265.53\n",
"[4]\tvalid_0's poisson: -87.8066\tvalid_0's l2: 2254.02\n",
"[5]\tvalid_0's poisson: -87.9639\tvalid_0's l2: 2242.31\n",
"[6]\tvalid_0's poisson: -88.1188\tvalid_0's l2: 2230.69\n",
"[7]\tvalid_0's poisson: -88.2727\tvalid_0's l2: 2219.07\n",
"[8]\tvalid_0's poisson: -88.4232\tvalid_0's l2: 2207.63\n",
"[9]\tvalid_0's poisson: -88.5727\tvalid_0's l2: 2196.19\n",
"[10]\tvalid_0's poisson: -88.716\tvalid_0's l2: 2185.17\n",
"[11]\tvalid_0's poisson: -88.8602\tvalid_0's l2: 2174\n",
"[12]\tvalid_0's poisson: -89.0038\tvalid_0's l2: 2162.81\n",
"[13]\tvalid_0's poisson: -89.1443\tvalid_0's l2: 2151.8\n",
"[14]\tvalid_0's poisson: -89.2811\tvalid_0's l2: 2141.08\n",
"[15]\tvalid_0's poisson: -89.4154\tvalid_0's l2: 2130.45\n",
"[16]\tvalid_0's poisson: -89.5488\tvalid_0's l2: 2119.89\n",
"[17]\tvalid_0's poisson: -89.6805\tvalid_0's l2: 2109.41\n",
"[18]\tvalid_0's poisson: -89.8137\tvalid_0's l2: 2098.69\n",
"[19]\tvalid_0's poisson: -89.9421\tvalid_0's l2: 2088.36\n",
"[20]\tvalid_0's poisson: -90.0686\tvalid_0's l2: 2078.11\n",
"[21]\tvalid_0's poisson: -90.1939\tvalid_0's l2: 2067.94\n",
"[22]\tvalid_0's poisson: -90.3177\tvalid_0's l2: 2057.84\n",
"[23]\tvalid_0's poisson: -90.4399\tvalid_0's l2: 2047.82\n",
"[24]\tvalid_0's poisson: -90.563\tvalid_0's l2: 2037.65\n",
"[25]\tvalid_0's poisson: -90.6824\tvalid_0's l2: 2027.77\n",
"[26]\tvalid_0's poisson: -90.7997\tvalid_0's l2: 2018.02\n",
"[27]\tvalid_0's poisson: -90.9164\tvalid_0's l2: 2008.29\n",
"[28]\tvalid_0's poisson: -91.0316\tvalid_0's l2: 1998.64\n",
"[29]\tvalid_0's poisson: -91.1482\tvalid_0's l2: 1988.81\n",
"[30]\tvalid_0's poisson: -91.2608\tvalid_0's l2: 1979.3\n",
"[31]\tvalid_0's poisson: -91.3722\tvalid_0's l2: 1969.87\n",
"[32]\tvalid_0's poisson: -91.4824\tvalid_0's l2: 1960.5\n",
"[33]\tvalid_0's poisson: -91.5914\tvalid_0's l2: 1951.2\n",
"[34]\tvalid_0's poisson: -91.7029\tvalid_0's l2: 1941.62\n",
"[35]\tvalid_0's poisson: -91.8095\tvalid_0's l2: 1932.45\n",
"[36]\tvalid_0's poisson: -91.915\tvalid_0's l2: 1923.36\n",
"[37]\tvalid_0's poisson: -92.0195\tvalid_0's l2: 1914.33\n",
"[38]\tvalid_0's poisson: -92.1227\tvalid_0's l2: 1905.36\n",
"[39]\tvalid_0's poisson: -92.2281\tvalid_0's l2: 1896.19\n",
"[40]\tvalid_0's poisson: -92.3293\tvalid_0's l2: 1887.36\n",
"[41]\tvalid_0's poisson: -92.4294\tvalid_0's l2: 1878.6\n",
"[42]\tvalid_0's poisson: -92.5284\tvalid_0's l2: 1869.9\n",
"[43]\tvalid_0's poisson: -92.6265\tvalid_0's l2: 1861.26\n",
"[44]\tvalid_0's poisson: -92.7267\tvalid_0's l2: 1852.41\n",
"[45]\tvalid_0's poisson: -92.8231\tvalid_0's l2: 1843.88\n",
"[46]\tvalid_0's poisson: -92.9182\tvalid_0's l2: 1835.44\n",
"[47]\tvalid_0's poisson: -93.0126\tvalid_0's l2: 1827.04\n",
"[48]\tvalid_0's poisson: -93.1057\tvalid_0's l2: 1818.73\n",
"[49]\tvalid_0's poisson: -93.1985\tvalid_0's l2: 1810.44\n",
"[50]\tvalid_0's poisson: -93.29\tvalid_0's l2: 1802.24\n",
"[51]\tvalid_0's poisson: -93.3838\tvalid_0's l2: 1793.8\n",
"[52]\tvalid_0's poisson: -93.4734\tvalid_0's l2: 1785.73\n",
"[53]\tvalid_0's poisson: -93.5632\tvalid_0's l2: 1777.65\n",
"[54]\tvalid_0's poisson: -93.6512\tvalid_0's l2: 1769.68\n",
"[55]\tvalid_0's poisson: -93.7384\tvalid_0's l2: 1761.78\n",
"[56]\tvalid_0's poisson: -93.828\tvalid_0's l2: 1753.64\n",
"[57]\tvalid_0's poisson: -93.9136\tvalid_0's l2: 1745.84\n",
"[58]\tvalid_0's poisson: -93.9993\tvalid_0's l2: 1738.05\n",
"[59]\tvalid_0's poisson: -94.0832\tvalid_0's l2: 1730.38\n",
"[60]\tvalid_0's poisson: -94.1705\tvalid_0's l2: 1722.37\n",
"[61]\tvalid_0's poisson: -94.2528\tvalid_0's l2: 1714.81\n",
"[62]\tvalid_0's poisson: -94.3356\tvalid_0's l2: 1707.23\n",
"[63]\tvalid_0's poisson: -94.4165\tvalid_0's l2: 1699.78\n",
"[64]\tvalid_0's poisson: -94.4967\tvalid_0's l2: 1692.38\n",
"[65]\tvalid_0's poisson: -94.5793\tvalid_0's l2: 1684.74\n",
"[66]\tvalid_0's poisson: -94.6579\tvalid_0's l2: 1677.46\n",
"[67]\tvalid_0's poisson: -94.7356\tvalid_0's l2: 1670.25\n",
"[68]\tvalid_0's poisson: -94.814\tvalid_0's l2: 1663\n",
"[69]\tvalid_0's poisson: -94.894\tvalid_0's l2: 1655.56\n",
"[70]\tvalid_0's poisson: -94.9699\tvalid_0's l2: 1648.49\n",
"[71]\tvalid_0's poisson: -95.0451\tvalid_0's l2: 1641.46\n",
"[72]\tvalid_0's poisson: -95.1233\tvalid_0's l2: 1634.16\n",
"[73]\tvalid_0's poisson: -95.1971\tvalid_0's l2: 1627.25\n",
"[74]\tvalid_0's poisson: -95.2703\tvalid_0's l2: 1620.38\n",
"[75]\tvalid_0's poisson: -95.3471\tvalid_0's l2: 1613.17\n",
"[76]\tvalid_0's poisson: -95.4209\tvalid_0's l2: 1606.29\n",
"[77]\tvalid_0's poisson: -95.4924\tvalid_0's l2: 1599.56\n",
"[78]\tvalid_0's poisson: -95.5631\tvalid_0's l2: 1592.91\n",
"[79]\tvalid_0's poisson: -95.6364\tvalid_0's l2: 1585.99\n",
"[80]\tvalid_0's poisson: -95.7057\tvalid_0's l2: 1579.44\n",
"[81]\tvalid_0's poisson: -95.7743\tvalid_0's l2: 1572.95\n",
"[82]\tvalid_0's poisson: -95.8424\tvalid_0's l2: 1566.5\n",
"[83]\tvalid_0's poisson: -95.9103\tvalid_0's l2: 1560.06\n",
"[84]\tvalid_0's poisson: -95.9771\tvalid_0's l2: 1553.7\n",
"[85]\tvalid_0's poisson: -96.0471\tvalid_0's l2: 1547.05\n",
"[86]\tvalid_0's poisson: -96.113\tvalid_0's l2: 1540.8\n",
"[87]\tvalid_0's poisson: -96.1782\tvalid_0's l2: 1534.59\n",
"[88]\tvalid_0's poisson: -96.2428\tvalid_0's l2: 1528.42\n",
"[89]\tvalid_0's poisson: -96.3068\tvalid_0's l2: 1522.3\n",
"[90]\tvalid_0's poisson: -96.375\tvalid_0's l2: 1515.79\n",
"[91]\tvalid_0's poisson: -96.4386\tvalid_0's l2: 1509.72\n",
"[92]\tvalid_0's poisson: -96.5017\tvalid_0's l2: 1503.7\n",
"[93]\tvalid_0's poisson: -96.5636\tvalid_0's l2: 1497.76\n",
"[94]\tvalid_0's poisson: -96.6256\tvalid_0's l2: 1491.82\n",
"[95]\tvalid_0's poisson: -96.6871\tvalid_0's l2: 1485.94\n",
"[96]\tvalid_0's poisson: -96.7474\tvalid_0's l2: 1480.13\n",
"[97]\tvalid_0's poisson: -96.8121\tvalid_0's l2: 1473.92\n",
"[98]\tvalid_0's poisson: -96.8721\tvalid_0's l2: 1468.16\n",
"[99]\tvalid_0's poisson: -96.9309\tvalid_0's l2: 1462.49\n",
"[100]\tvalid_0's poisson: -96.99\tvalid_0's l2: 1456.81\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3394\tvalid_0's l2: 2288.38\n",
"[2]\tvalid_0's poisson: -87.5003\tvalid_0's l2: 2276.69\n",
"[3]\tvalid_0's poisson: -87.6587\tvalid_0's l2: 2265.11\n",
"[4]\tvalid_0's poisson: -87.8207\tvalid_0's l2: 2253.17\n",
"[5]\tvalid_0's poisson: -87.9749\tvalid_0's l2: 2241.75\n",
"[6]\tvalid_0's poisson: -88.1269\tvalid_0's l2: 2230.41\n",
"[7]\tvalid_0's poisson: -88.2822\tvalid_0's l2: 2218.73\n",
"[8]\tvalid_0's poisson: -88.43\tvalid_0's l2: 2207.56\n",
"[9]\tvalid_0's poisson: -88.5762\tvalid_0's l2: 2196.44\n",
"[10]\tvalid_0's poisson: -88.72\tvalid_0's l2: 2185.44\n",
"[11]\tvalid_0's poisson: -88.8619\tvalid_0's l2: 2174.52\n",
"[12]\tvalid_0's poisson: -89.0074\tvalid_0's l2: 2163.24\n",
"[13]\tvalid_0's poisson: -89.1456\tvalid_0's l2: 2152.48\n",
"[14]\tvalid_0's poisson: -89.2826\tvalid_0's l2: 2141.76\n",
"[15]\tvalid_0's poisson: -89.4173\tvalid_0's l2: 2131.16\n",
"[16]\tvalid_0's poisson: -89.5501\tvalid_0's l2: 2120.64\n",
"[17]\tvalid_0's poisson: -89.6869\tvalid_0's l2: 2109.75\n",
"[18]\tvalid_0's poisson: -89.8164\tvalid_0's l2: 2099.38\n",
"[19]\tvalid_0's poisson: -89.9454\tvalid_0's l2: 2089.04\n",
"[20]\tvalid_0's poisson: -90.0718\tvalid_0's l2: 2078.83\n",
"[21]\tvalid_0's poisson: -90.1967\tvalid_0's l2: 2068.68\n",
"[22]\tvalid_0's poisson: -90.3255\tvalid_0's l2: 2058.18\n",
"[23]\tvalid_0's poisson: -90.4474\tvalid_0's l2: 2048.19\n",
"[24]\tvalid_0's poisson: -90.5695\tvalid_0's l2: 2038.18\n",
"[25]\tvalid_0's poisson: -90.6885\tvalid_0's l2: 2028.35\n",
"[26]\tvalid_0's poisson: -90.8062\tvalid_0's l2: 2018.58\n",
"[27]\tvalid_0's poisson: -90.9279\tvalid_0's l2: 2008.44\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -91.0429\tvalid_0's l2: 1998.82\n",
"[29]\tvalid_0's poisson: -91.1565\tvalid_0's l2: 1989.27\n",
"[30]\tvalid_0's poisson: -91.2709\tvalid_0's l2: 1979.68\n",
"[31]\tvalid_0's poisson: -91.3821\tvalid_0's l2: 1970.27\n",
"[32]\tvalid_0's poisson: -91.4974\tvalid_0's l2: 1960.48\n",
"[33]\tvalid_0's poisson: -91.6061\tvalid_0's l2: 1951.21\n",
"[34]\tvalid_0's poisson: -91.7123\tvalid_0's l2: 1942.1\n",
"[35]\tvalid_0's poisson: -91.8188\tvalid_0's l2: 1932.96\n",
"[36]\tvalid_0's poisson: -91.9294\tvalid_0's l2: 1923.44\n",
"[37]\tvalid_0's poisson: -92.0322\tvalid_0's l2: 1914.53\n",
"[38]\tvalid_0's poisson: -92.1346\tvalid_0's l2: 1905.62\n",
"[39]\tvalid_0's poisson: -92.236\tvalid_0's l2: 1896.79\n",
"[40]\tvalid_0's poisson: -92.3362\tvalid_0's l2: 1888.03\n",
"[41]\tvalid_0's poisson: -92.4353\tvalid_0's l2: 1879.33\n",
"[42]\tvalid_0's poisson: -92.5334\tvalid_0's l2: 1870.7\n",
"[43]\tvalid_0's poisson: -92.6304\tvalid_0's l2: 1862.13\n",
"[44]\tvalid_0's poisson: -92.7328\tvalid_0's l2: 1853.11\n",
"[45]\tvalid_0's poisson: -92.8279\tvalid_0's l2: 1844.66\n",
"[46]\tvalid_0's poisson: -92.9222\tvalid_0's l2: 1836.28\n",
"[47]\tvalid_0's poisson: -93.0146\tvalid_0's l2: 1828.02\n",
"[48]\tvalid_0's poisson: -93.1069\tvalid_0's l2: 1819.78\n",
"[49]\tvalid_0's poisson: -93.2047\tvalid_0's l2: 1811.05\n",
"[50]\tvalid_0's poisson: -93.2951\tvalid_0's l2: 1802.92\n",
"[51]\tvalid_0's poisson: -93.3845\tvalid_0's l2: 1794.88\n",
"[52]\tvalid_0's poisson: -93.4732\tvalid_0's l2: 1786.87\n",
"[53]\tvalid_0's poisson: -93.5608\tvalid_0's l2: 1778.96\n",
"[54]\tvalid_0's poisson: -93.6478\tvalid_0's l2: 1771.06\n",
"[55]\tvalid_0's poisson: -93.7336\tvalid_0's l2: 1763.27\n",
"[56]\tvalid_0's poisson: -93.8183\tvalid_0's l2: 1755.55\n",
"[57]\tvalid_0's poisson: -93.9092\tvalid_0's l2: 1747.29\n",
"[58]\tvalid_0's poisson: -93.9928\tvalid_0's l2: 1739.65\n",
"[59]\tvalid_0's poisson: -94.0755\tvalid_0's l2: 1732.07\n",
"[60]\tvalid_0's poisson: -94.1576\tvalid_0's l2: 1724.53\n",
"[61]\tvalid_0's poisson: -94.2388\tvalid_0's l2: 1717.05\n",
"[62]\tvalid_0's poisson: -94.3259\tvalid_0's l2: 1709.07\n",
"[63]\tvalid_0's poisson: -94.4057\tvalid_0's l2: 1701.71\n",
"[64]\tvalid_0's poisson: -94.4847\tvalid_0's l2: 1694.42\n",
"[65]\tvalid_0's poisson: -94.5624\tvalid_0's l2: 1687.21\n",
"[66]\tvalid_0's poisson: -94.6396\tvalid_0's l2: 1680.06\n",
"[67]\tvalid_0's poisson: -94.7157\tvalid_0's l2: 1672.95\n",
"[68]\tvalid_0's poisson: -94.7915\tvalid_0's l2: 1665.92\n",
"[69]\tvalid_0's poisson: -94.8736\tvalid_0's l2: 1658.3\n",
"[70]\tvalid_0's poisson: -94.9481\tvalid_0's l2: 1651.36\n",
"[71]\tvalid_0's poisson: -95.0225\tvalid_0's l2: 1644.42\n",
"[72]\tvalid_0's poisson: -95.0954\tvalid_0's l2: 1637.57\n",
"[73]\tvalid_0's poisson: -95.1679\tvalid_0's l2: 1630.78\n",
"[74]\tvalid_0's poisson: -95.2468\tvalid_0's l2: 1623.42\n",
"[75]\tvalid_0's poisson: -95.3185\tvalid_0's l2: 1616.68\n",
"[76]\tvalid_0's poisson: -95.3888\tvalid_0's l2: 1610.04\n",
"[77]\tvalid_0's poisson: -95.4589\tvalid_0's l2: 1603.45\n",
"[78]\tvalid_0's poisson: -95.5284\tvalid_0's l2: 1596.91\n",
"[79]\tvalid_0's poisson: -95.5977\tvalid_0's l2: 1590.38\n",
"[80]\tvalid_0's poisson: -95.6729\tvalid_0's l2: 1583.3\n",
"[81]\tvalid_0's poisson: -95.7405\tvalid_0's l2: 1576.88\n",
"[82]\tvalid_0's poisson: -95.8077\tvalid_0's l2: 1570.54\n",
"[83]\tvalid_0's poisson: -95.8751\tvalid_0's l2: 1564.16\n",
"[84]\tvalid_0's poisson: -95.9413\tvalid_0's l2: 1557.9\n",
"[85]\tvalid_0's poisson: -96.0136\tvalid_0's l2: 1551.06\n",
"[86]\tvalid_0's poisson: -96.0785\tvalid_0's l2: 1544.87\n",
"[87]\tvalid_0's poisson: -96.1437\tvalid_0's l2: 1538.68\n",
"[88]\tvalid_0's poisson: -96.2085\tvalid_0's l2: 1532.53\n",
"[89]\tvalid_0's poisson: -96.2721\tvalid_0's l2: 1526.48\n",
"[90]\tvalid_0's poisson: -96.3359\tvalid_0's l2: 1520.41\n",
"[91]\tvalid_0's poisson: -96.3982\tvalid_0's l2: 1514.45\n",
"[92]\tvalid_0's poisson: -96.4599\tvalid_0's l2: 1508.57\n",
"[93]\tvalid_0's poisson: -96.528\tvalid_0's l2: 1502.08\n",
"[94]\tvalid_0's poisson: -96.5897\tvalid_0's l2: 1496.2\n",
"[95]\tvalid_0's poisson: -96.6503\tvalid_0's l2: 1490.41\n",
"[96]\tvalid_0's poisson: -96.7102\tvalid_0's l2: 1484.66\n",
"[97]\tvalid_0's poisson: -96.7699\tvalid_0's l2: 1478.96\n",
"[98]\tvalid_0's poisson: -96.8296\tvalid_0's l2: 1473.25\n",
"[99]\tvalid_0's poisson: -96.8886\tvalid_0's l2: 1467.61\n",
"[100]\tvalid_0's poisson: -96.9467\tvalid_0's l2: 1462.03\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3248\tvalid_0's l2: 2289.34\n",
"[2]\tvalid_0's poisson: -87.4836\tvalid_0's l2: 2277.73\n",
"[3]\tvalid_0's poisson: -87.6401\tvalid_0's l2: 2266.21\n",
"[4]\tvalid_0's poisson: -87.7942\tvalid_0's l2: 2254.78\n",
"[5]\tvalid_0's poisson: -87.9462\tvalid_0's l2: 2243.43\n",
"[6]\tvalid_0's poisson: -88.096\tvalid_0's l2: 2232.18\n",
"[7]\tvalid_0's poisson: -88.2487\tvalid_0's l2: 2220.62\n",
"[8]\tvalid_0's poisson: -88.3991\tvalid_0's l2: 2209.16\n",
"[9]\tvalid_0's poisson: -88.5475\tvalid_0's l2: 2197.78\n",
"[10]\tvalid_0's poisson: -88.6937\tvalid_0's l2: 2186.5\n",
"[11]\tvalid_0's poisson: -88.8335\tvalid_0's l2: 2175.66\n",
"[12]\tvalid_0's poisson: -88.9758\tvalid_0's l2: 2164.54\n",
"[13]\tvalid_0's poisson: -89.1162\tvalid_0's l2: 2153.51\n",
"[14]\tvalid_0's poisson: -89.2547\tvalid_0's l2: 2142.56\n",
"[15]\tvalid_0's poisson: -89.3914\tvalid_0's l2: 2131.7\n",
"[16]\tvalid_0's poisson: -89.5263\tvalid_0's l2: 2120.92\n",
"[17]\tvalid_0's poisson: -89.656\tvalid_0's l2: 2110.53\n",
"[18]\tvalid_0's poisson: -89.7875\tvalid_0's l2: 2099.91\n",
"[19]\tvalid_0's poisson: -89.9174\tvalid_0's l2: 2089.37\n",
"[20]\tvalid_0's poisson: -90.0456\tvalid_0's l2: 2078.91\n",
"[21]\tvalid_0's poisson: -90.1721\tvalid_0's l2: 2068.54\n",
"[22]\tvalid_0's poisson: -90.2973\tvalid_0's l2: 2058.23\n",
"[23]\tvalid_0's poisson: -90.4209\tvalid_0's l2: 2048\n",
"[24]\tvalid_0's poisson: -90.5399\tvalid_0's l2: 2038.17\n",
"[25]\tvalid_0's poisson: -90.6604\tvalid_0's l2: 2028.1\n",
"[26]\tvalid_0's poisson: -90.7807\tvalid_0's l2: 2018.03\n",
"[27]\tvalid_0's poisson: -90.8984\tvalid_0's l2: 2008.12\n",
"[28]\tvalid_0's poisson: -91.015\tvalid_0's l2: 1998.27\n",
"[29]\tvalid_0's poisson: -91.1311\tvalid_0's l2: 1988.42\n",
"[30]\tvalid_0's poisson: -91.2423\tvalid_0's l2: 1979.01\n",
"[31]\tvalid_0's poisson: -91.3548\tvalid_0's l2: 1969.39\n",
"[32]\tvalid_0's poisson: -91.4644\tvalid_0's l2: 1960.11\n",
"[33]\tvalid_0's poisson: -91.5756\tvalid_0's l2: 1950.54\n",
"[34]\tvalid_0's poisson: -91.6828\tvalid_0's l2: 1941.4\n",
"[35]\tvalid_0's poisson: -91.7888\tvalid_0's l2: 1932.33\n",
"[36]\tvalid_0's poisson: -91.8934\tvalid_0's l2: 1923.34\n",
"[37]\tvalid_0's poisson: -91.9977\tvalid_0's l2: 1914.35\n",
"[38]\tvalid_0's poisson: -92.1034\tvalid_0's l2: 1905.12\n",
"[39]\tvalid_0's poisson: -92.2046\tvalid_0's l2: 1896.33\n",
"[40]\tvalid_0's poisson: -92.3057\tvalid_0's l2: 1887.53\n",
"[41]\tvalid_0's poisson: -92.4055\tvalid_0's l2: 1878.82\n",
"[42]\tvalid_0's poisson: -92.5044\tvalid_0's l2: 1870.16\n",
"[43]\tvalid_0's poisson: -92.6023\tvalid_0's l2: 1861.56\n",
"[44]\tvalid_0's poisson: -92.7021\tvalid_0's l2: 1852.69\n",
"[45]\tvalid_0's poisson: -92.7981\tvalid_0's l2: 1844.22\n",
"[46]\tvalid_0's poisson: -92.8928\tvalid_0's l2: 1835.82\n",
"[47]\tvalid_0's poisson: -92.9868\tvalid_0's l2: 1827.48\n",
"[48]\tvalid_0's poisson: -93.0789\tvalid_0's l2: 1819.26\n",
"[49]\tvalid_0's poisson: -93.1709\tvalid_0's l2: 1811.05\n",
"[50]\tvalid_0's poisson: -93.2606\tvalid_0's l2: 1802.96\n",
"[51]\tvalid_0's poisson: -93.3543\tvalid_0's l2: 1794.5\n",
"[52]\tvalid_0's poisson: -93.4437\tvalid_0's l2: 1786.46\n",
"[53]\tvalid_0's poisson: -93.5322\tvalid_0's l2: 1778.48\n",
"[54]\tvalid_0's poisson: -93.6184\tvalid_0's l2: 1770.64\n",
"[55]\tvalid_0's poisson: -93.7052\tvalid_0's l2: 1762.78\n",
"[56]\tvalid_0's poisson: -93.7897\tvalid_0's l2: 1755.05\n",
"[57]\tvalid_0's poisson: -93.8735\tvalid_0's l2: 1747.37\n",
"[58]\tvalid_0's poisson: -93.9616\tvalid_0's l2: 1739.3\n",
"[59]\tvalid_0's poisson: -94.0445\tvalid_0's l2: 1731.73\n",
"[60]\tvalid_0's poisson: -94.1271\tvalid_0's l2: 1724.16\n",
"[61]\tvalid_0's poisson: -94.2078\tvalid_0's l2: 1716.71\n",
"[62]\tvalid_0's poisson: -94.289\tvalid_0's l2: 1709.26\n",
"[63]\tvalid_0's poisson: -94.3682\tvalid_0's l2: 1701.92\n",
"[64]\tvalid_0's poisson: -94.4519\tvalid_0's l2: 1694.17\n",
"[65]\tvalid_0's poisson: -94.531\tvalid_0's l2: 1686.87\n",
"[66]\tvalid_0's poisson: -94.6092\tvalid_0's l2: 1679.63\n",
"[67]\tvalid_0's poisson: -94.6849\tvalid_0's l2: 1672.56\n",
"[68]\tvalid_0's poisson: -94.7618\tvalid_0's l2: 1665.43\n",
"[69]\tvalid_0's poisson: -94.8366\tvalid_0's l2: 1658.42\n",
"[70]\tvalid_0's poisson: -94.9164\tvalid_0's l2: 1650.97\n",
"[71]\tvalid_0's poisson: -94.9913\tvalid_0's l2: 1643.99\n",
"[72]\tvalid_0's poisson: -95.0655\tvalid_0's l2: 1637.07\n",
"[73]\tvalid_0's poisson: -95.1379\tvalid_0's l2: 1630.26\n",
"[74]\tvalid_0's poisson: -95.2099\tvalid_0's l2: 1623.49\n",
"[75]\tvalid_0's poisson: -95.282\tvalid_0's l2: 1616.73\n",
"[76]\tvalid_0's poisson: -95.352\tvalid_0's l2: 1610.11\n",
"[77]\tvalid_0's poisson: -95.4274\tvalid_0's l2: 1603.01\n",
"[78]\tvalid_0's poisson: -95.4978\tvalid_0's l2: 1596.39\n",
"[79]\tvalid_0's poisson: -95.5664\tvalid_0's l2: 1589.87\n",
"[80]\tvalid_0's poisson: -95.6355\tvalid_0's l2: 1583.36\n",
"[81]\tvalid_0's poisson: -95.7031\tvalid_0's l2: 1576.94\n",
"[82]\tvalid_0's poisson: -95.7711\tvalid_0's l2: 1570.52\n",
"[83]\tvalid_0's poisson: -95.8431\tvalid_0's l2: 1563.69\n",
"[84]\tvalid_0's poisson: -95.9097\tvalid_0's l2: 1557.39\n",
"[85]\tvalid_0's poisson: -95.975\tvalid_0's l2: 1551.16\n",
"[86]\tvalid_0's poisson: -96.0404\tvalid_0's l2: 1544.98\n",
"[87]\tvalid_0's poisson: -96.1047\tvalid_0's l2: 1538.83\n",
"[88]\tvalid_0's poisson: -96.169\tvalid_0's l2: 1532.74\n",
"[89]\tvalid_0's poisson: -96.2379\tvalid_0's l2: 1526.18\n",
"[90]\tvalid_0's poisson: -96.3017\tvalid_0's l2: 1520.12\n",
"[91]\tvalid_0's poisson: -96.3646\tvalid_0's l2: 1514.14\n",
"[92]\tvalid_0's poisson: -96.4274\tvalid_0's l2: 1508.16\n",
"[93]\tvalid_0's poisson: -96.4892\tvalid_0's l2: 1502.28\n",
"[94]\tvalid_0's poisson: -96.5554\tvalid_0's l2: 1495.97\n",
"[95]\tvalid_0's poisson: -96.6157\tvalid_0's l2: 1490.17\n",
"[96]\tvalid_0's poisson: -96.6766\tvalid_0's l2: 1484.37\n",
"[97]\tvalid_0's poisson: -96.7365\tvalid_0's l2: 1478.65\n",
"[98]\tvalid_0's poisson: -96.7964\tvalid_0's l2: 1472.93\n",
"[99]\tvalid_0's poisson: -96.8555\tvalid_0's l2: 1467.28\n",
"[100]\tvalid_0's poisson: -96.9149\tvalid_0's l2: 1461.61\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.8939\tvalid_0's l2: 2247.69\n",
"[2]\tvalid_0's poisson: -88.571\tvalid_0's l2: 2196.69\n",
"[3]\tvalid_0's poisson: -89.2093\tvalid_0's l2: 2147.28\n",
"[4]\tvalid_0's poisson: -89.818\tvalid_0's l2: 2098.96\n",
"[5]\tvalid_0's poisson: -90.3941\tvalid_0's l2: 2052.16\n",
"[6]\tvalid_0's poisson: -90.9385\tvalid_0's l2: 2007.07\n",
"[7]\tvalid_0's poisson: -91.458\tvalid_0's l2: 1963.18\n",
"[8]\tvalid_0's poisson: -91.9548\tvalid_0's l2: 1920.48\n",
"[9]\tvalid_0's poisson: -92.4261\tvalid_0's l2: 1879.45\n",
"[10]\tvalid_0's poisson: -92.8785\tvalid_0's l2: 1839.41\n",
"[11]\tvalid_0's poisson: -93.3112\tvalid_0's l2: 1800.6\n",
"[12]\tvalid_0's poisson: -93.7255\tvalid_0's l2: 1763.15\n",
"[13]\tvalid_0's poisson: -94.1264\tvalid_0's l2: 1726.6\n",
"[14]\tvalid_0's poisson: -94.5109\tvalid_0's l2: 1691.16\n",
"[15]\tvalid_0's poisson: -94.8807\tvalid_0's l2: 1656.81\n",
"[16]\tvalid_0's poisson: -95.235\tvalid_0's l2: 1623.65\n",
"[17]\tvalid_0's poisson: -95.5779\tvalid_0's l2: 1591.16\n",
"[18]\tvalid_0's poisson: -95.92\tvalid_0's l2: 1558.7\n",
"[19]\tvalid_0's poisson: -96.2458\tvalid_0's l2: 1527.55\n",
"[20]\tvalid_0's poisson: -96.5557\tvalid_0's l2: 1497.69\n",
"[21]\tvalid_0's poisson: -96.859\tvalid_0's l2: 1468.35\n",
"[22]\tvalid_0's poisson: -97.1503\tvalid_0's l2: 1439.97\n",
"[23]\tvalid_0's poisson: -97.4301\tvalid_0's l2: 1412.56\n",
"[24]\tvalid_0's poisson: -97.7046\tvalid_0's l2: 1385.3\n",
"[25]\tvalid_0's poisson: -97.9709\tvalid_0's l2: 1358.85\n",
"[26]\tvalid_0's poisson: -98.2241\tvalid_0's l2: 1333.82\n",
"[27]\tvalid_0's poisson: -98.472\tvalid_0's l2: 1308.98\n",
"[28]\tvalid_0's poisson: -98.7102\tvalid_0's l2: 1285.28\n",
"[29]\tvalid_0's poisson: -98.9455\tvalid_0's l2: 1261.74\n",
"[30]\tvalid_0's poisson: -99.1709\tvalid_0's l2: 1239.34\n",
"[31]\tvalid_0's poisson: -99.389\tvalid_0's l2: 1217.62\n",
"[32]\tvalid_0's poisson: -99.6002\tvalid_0's l2: 1196.32\n",
"[33]\tvalid_0's poisson: -99.8055\tvalid_0's l2: 1175.84\n",
"[34]\tvalid_0's poisson: -100.011\tvalid_0's l2: 1155.2\n",
"[35]\tvalid_0's poisson: -100.206\tvalid_0's l2: 1135.8\n",
"[36]\tvalid_0's poisson: -100.396\tvalid_0's l2: 1116.72\n",
"[37]\tvalid_0's poisson: -100.58\tvalid_0's l2: 1098.41\n",
"[38]\tvalid_0's poisson: -100.756\tvalid_0's l2: 1080.82\n",
"[39]\tvalid_0's poisson: -100.936\tvalid_0's l2: 1062.92\n",
"[40]\tvalid_0's poisson: -101.105\tvalid_0's l2: 1046.03\n",
"[41]\tvalid_0's poisson: -101.27\tvalid_0's l2: 1029.22\n",
"[42]\tvalid_0's poisson: -101.431\tvalid_0's l2: 1013.27\n",
"[43]\tvalid_0's poisson: -101.591\tvalid_0's l2: 997.317\n",
"[44]\tvalid_0's poisson: -101.742\tvalid_0's l2: 982.164\n",
"[45]\tvalid_0's poisson: -101.893\tvalid_0's l2: 967.135\n",
"[46]\tvalid_0's poisson: -102.039\tvalid_0's l2: 952.545\n",
"[47]\tvalid_0's poisson: -102.179\tvalid_0's l2: 938.566\n",
"[48]\tvalid_0's poisson: -102.318\tvalid_0's l2: 924.806\n",
"[49]\tvalid_0's poisson: -102.452\tvalid_0's l2: 911.423\n",
"[50]\tvalid_0's poisson: -102.582\tvalid_0's l2: 898.478\n",
"[51]\tvalid_0's poisson: -102.71\tvalid_0's l2: 885.995\n",
"[52]\tvalid_0's poisson: -102.834\tvalid_0's l2: 873.673\n",
"[53]\tvalid_0's poisson: -102.956\tvalid_0's l2: 861.689\n",
"[54]\tvalid_0's poisson: -103.075\tvalid_0's l2: 849.735\n",
"[55]\tvalid_0's poisson: -103.197\tvalid_0's l2: 838.149\n",
"[56]\tvalid_0's poisson: -103.312\tvalid_0's l2: 827.106\n",
"[57]\tvalid_0's poisson: -103.423\tvalid_0's l2: 816.453\n",
"[58]\tvalid_0's poisson: -103.53\tvalid_0's l2: 805.933\n",
"[59]\tvalid_0's poisson: -103.635\tvalid_0's l2: 795.912\n",
"[60]\tvalid_0's poisson: -103.738\tvalid_0's l2: 785.746\n",
"[61]\tvalid_0's poisson: -103.839\tvalid_0's l2: 775.915\n",
"[62]\tvalid_0's poisson: -103.938\tvalid_0's l2: 766.39\n",
"[63]\tvalid_0's poisson: -104.033\tvalid_0's l2: 757.094\n",
"[64]\tvalid_0's poisson: -104.128\tvalid_0's l2: 747.934\n",
"[65]\tvalid_0's poisson: -104.22\tvalid_0's l2: 738.993\n",
"[66]\tvalid_0's poisson: -104.309\tvalid_0's l2: 730.535\n",
"[67]\tvalid_0's poisson: -104.398\tvalid_0's l2: 722.026\n",
"[68]\tvalid_0's poisson: -104.482\tvalid_0's l2: 713.995\n",
"[69]\tvalid_0's poisson: -104.568\tvalid_0's l2: 705.95\n",
"[70]\tvalid_0's poisson: -104.651\tvalid_0's l2: 698.202\n",
"[71]\tvalid_0's poisson: -104.736\tvalid_0's l2: 690.322\n",
"[72]\tvalid_0's poisson: -104.819\tvalid_0's l2: 682.759\n",
"[73]\tvalid_0's poisson: -104.899\tvalid_0's l2: 675.394\n",
"[74]\tvalid_0's poisson: -104.976\tvalid_0's l2: 668.211\n",
"[75]\tvalid_0's poisson: -105.053\tvalid_0's l2: 660.986\n",
"[76]\tvalid_0's poisson: -105.128\tvalid_0's l2: 654.174\n",
"[77]\tvalid_0's poisson: -105.201\tvalid_0's l2: 647.74\n",
"[78]\tvalid_0's poisson: -105.271\tvalid_0's l2: 641.442\n",
"[79]\tvalid_0's poisson: -105.338\tvalid_0's l2: 635.248\n",
"[80]\tvalid_0's poisson: -105.407\tvalid_0's l2: 628.872\n",
"[81]\tvalid_0's poisson: -105.476\tvalid_0's l2: 622.88\n",
"[82]\tvalid_0's poisson: -105.543\tvalid_0's l2: 616.765\n",
"[83]\tvalid_0's poisson: -105.607\tvalid_0's l2: 610.835\n",
"[84]\tvalid_0's poisson: -105.667\tvalid_0's l2: 605.363\n",
"[85]\tvalid_0's poisson: -105.729\tvalid_0's l2: 600.059\n",
"[86]\tvalid_0's poisson: -105.786\tvalid_0's l2: 594.943\n",
"[87]\tvalid_0's poisson: -105.845\tvalid_0's l2: 590.03\n",
"[88]\tvalid_0's poisson: -105.901\tvalid_0's l2: 585.077\n",
"[89]\tvalid_0's poisson: -105.955\tvalid_0's l2: 580.359\n",
"[90]\tvalid_0's poisson: -106.008\tvalid_0's l2: 575.809\n",
"[91]\tvalid_0's poisson: -106.06\tvalid_0's l2: 571.105\n",
"[92]\tvalid_0's poisson: -106.116\tvalid_0's l2: 566.678\n",
"[93]\tvalid_0's poisson: -106.169\tvalid_0's l2: 562.06\n",
"[94]\tvalid_0's poisson: -106.22\tvalid_0's l2: 557.602\n",
"[95]\tvalid_0's poisson: -106.269\tvalid_0's l2: 553.523\n",
"[96]\tvalid_0's poisson: -106.319\tvalid_0's l2: 549.249\n",
"[97]\tvalid_0's poisson: -106.367\tvalid_0's l2: 545.111\n",
"[98]\tvalid_0's poisson: -106.413\tvalid_0's l2: 541.309\n",
"[99]\tvalid_0's poisson: -106.457\tvalid_0's l2: 537.501\n",
"[100]\tvalid_0's poisson: -106.502\tvalid_0's l2: 533.674\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.01, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.8965\tvalid_0's l2: 2247.42\n",
"[2]\tvalid_0's poisson: -88.574\tvalid_0's l2: 2196.21\n",
"[3]\tvalid_0's poisson: -89.2119\tvalid_0's l2: 2146.54\n",
"[4]\tvalid_0's poisson: -89.8169\tvalid_0's l2: 2098.19\n",
"[5]\tvalid_0's poisson: -90.3968\tvalid_0's l2: 2050.75\n",
"[6]\tvalid_0's poisson: -90.9553\tvalid_0's l2: 2004.53\n",
"[7]\tvalid_0's poisson: -91.4791\tvalid_0's l2: 1959.86\n",
"[8]\tvalid_0's poisson: -91.9736\tvalid_0's l2: 1916.94\n",
"[9]\tvalid_0's poisson: -92.448\tvalid_0's l2: 1875.22\n",
"[10]\tvalid_0's poisson: -92.9133\tvalid_0's l2: 1834.05\n",
"[11]\tvalid_0's poisson: -93.3443\tvalid_0's l2: 1795.14\n",
"[12]\tvalid_0's poisson: -93.7613\tvalid_0's l2: 1757.17\n",
"[13]\tvalid_0's poisson: -94.1724\tvalid_0's l2: 1719.47\n",
"[14]\tvalid_0's poisson: -94.5517\tvalid_0's l2: 1684.18\n",
"[15]\tvalid_0's poisson: -94.9203\tvalid_0's l2: 1649.46\n",
"[16]\tvalid_0's poisson: -95.2705\tvalid_0's l2: 1616.23\n",
"[17]\tvalid_0's poisson: -95.6238\tvalid_0's l2: 1582.7\n",
"[18]\tvalid_0's poisson: -95.9539\tvalid_0's l2: 1550.89\n",
"[19]\tvalid_0's poisson: -96.2715\tvalid_0's l2: 1520.15\n",
"[20]\tvalid_0's poisson: -96.5892\tvalid_0's l2: 1489.44\n",
"[21]\tvalid_0's poisson: -96.8819\tvalid_0's l2: 1460.78\n",
"[22]\tvalid_0's poisson: -97.168\tvalid_0's l2: 1432.57\n",
"[23]\tvalid_0's poisson: -97.4559\tvalid_0's l2: 1404.38\n",
"[24]\tvalid_0's poisson: -97.7261\tvalid_0's l2: 1377.84\n",
"[25]\tvalid_0's poisson: -97.987\tvalid_0's l2: 1351.75\n",
"[26]\tvalid_0's poisson: -98.2408\tvalid_0's l2: 1326.45\n",
"[27]\tvalid_0's poisson: -98.495\tvalid_0's l2: 1301.29\n",
"[28]\tvalid_0's poisson: -98.7282\tvalid_0's l2: 1277.94\n",
"[29]\tvalid_0's poisson: -98.9594\tvalid_0's l2: 1254.84\n",
"[30]\tvalid_0's poisson: -99.1928\tvalid_0's l2: 1231.52\n",
"[31]\tvalid_0's poisson: -99.408\tvalid_0's l2: 1209.82\n",
"[32]\tvalid_0's poisson: -99.6147\tvalid_0's l2: 1189.28\n",
"[33]\tvalid_0's poisson: -99.8292\tvalid_0's l2: 1167.83\n",
"[34]\tvalid_0's poisson: -100.029\tvalid_0's l2: 1147.67\n",
"[35]\tvalid_0's poisson: -100.218\tvalid_0's l2: 1128.57\n",
"[36]\tvalid_0's poisson: -100.415\tvalid_0's l2: 1108.92\n",
"[37]\tvalid_0's poisson: -100.6\tvalid_0's l2: 1090.44\n",
"[38]\tvalid_0's poisson: -100.779\tvalid_0's l2: 1072.39\n",
"[39]\tvalid_0's poisson: -100.954\tvalid_0's l2: 1054.87\n",
"[40]\tvalid_0's poisson: -101.124\tvalid_0's l2: 1037.82\n",
"[41]\tvalid_0's poisson: -101.289\tvalid_0's l2: 1021.15\n",
"[42]\tvalid_0's poisson: -101.449\tvalid_0's l2: 1004.78\n",
"[43]\tvalid_0's poisson: -101.604\tvalid_0's l2: 989.103\n",
"[44]\tvalid_0's poisson: -101.757\tvalid_0's l2: 973.844\n",
"[45]\tvalid_0's poisson: -101.904\tvalid_0's l2: 959.044\n",
"[46]\tvalid_0's poisson: -102.05\tvalid_0's l2: 944.532\n",
"[47]\tvalid_0's poisson: -102.189\tvalid_0's l2: 930.473\n",
"[48]\tvalid_0's poisson: -102.328\tvalid_0's l2: 916.625\n",
"[49]\tvalid_0's poisson: -102.461\tvalid_0's l2: 903.585\n",
"[50]\tvalid_0's poisson: -102.59\tvalid_0's l2: 890.783\n",
"[51]\tvalid_0's poisson: -102.716\tvalid_0's l2: 878.348\n",
"[52]\tvalid_0's poisson: -102.841\tvalid_0's l2: 865.946\n",
"[53]\tvalid_0's poisson: -102.962\tvalid_0's l2: 854.074\n",
"[54]\tvalid_0's poisson: -103.08\tvalid_0's l2: 842.369\n",
"[55]\tvalid_0's poisson: -103.198\tvalid_0's l2: 830.845\n",
"[56]\tvalid_0's poisson: -103.31\tvalid_0's l2: 819.877\n",
"[57]\tvalid_0's poisson: -103.419\tvalid_0's l2: 809.608\n",
"[58]\tvalid_0's poisson: -103.532\tvalid_0's l2: 799.048\n",
"[59]\tvalid_0's poisson: -103.637\tvalid_0's l2: 788.822\n",
"[60]\tvalid_0's poisson: -103.741\tvalid_0's l2: 778.603\n",
"[61]\tvalid_0's poisson: -103.84\tvalid_0's l2: 768.901\n",
"[62]\tvalid_0's poisson: -103.937\tvalid_0's l2: 759.4\n",
"[63]\tvalid_0's poisson: -104.031\tvalid_0's l2: 750.468\n",
"[64]\tvalid_0's poisson: -104.129\tvalid_0's l2: 741.518\n",
"[65]\tvalid_0's poisson: -104.223\tvalid_0's l2: 733.058\n",
"[66]\tvalid_0's poisson: -104.313\tvalid_0's l2: 724.514\n",
"[67]\tvalid_0's poisson: -104.4\tvalid_0's l2: 716.265\n",
"[68]\tvalid_0's poisson: -104.486\tvalid_0's l2: 708.035\n",
"[69]\tvalid_0's poisson: -104.569\tvalid_0's l2: 700.41\n",
"[70]\tvalid_0's poisson: -104.655\tvalid_0's l2: 692.777\n",
"[71]\tvalid_0's poisson: -104.738\tvalid_0's l2: 685.375\n",
"[72]\tvalid_0's poisson: -104.819\tvalid_0's l2: 678.276\n",
"[73]\tvalid_0's poisson: -104.896\tvalid_0's l2: 671.195\n",
"[74]\tvalid_0's poisson: -104.973\tvalid_0's l2: 664.063\n",
"[75]\tvalid_0's poisson: -105.046\tvalid_0's l2: 657.316\n",
"[76]\tvalid_0's poisson: -105.118\tvalid_0's l2: 650.902\n",
"[77]\tvalid_0's poisson: -105.19\tvalid_0's l2: 644.802\n",
"[78]\tvalid_0's poisson: -105.264\tvalid_0's l2: 638.527\n",
"[79]\tvalid_0's poisson: -105.334\tvalid_0's l2: 632.418\n",
"[80]\tvalid_0's poisson: -105.404\tvalid_0's l2: 626.181\n",
"[81]\tvalid_0's poisson: -105.471\tvalid_0's l2: 620.415\n",
"[82]\tvalid_0's poisson: -105.536\tvalid_0's l2: 614.871\n",
"[83]\tvalid_0's poisson: -105.599\tvalid_0's l2: 609.298\n",
"[84]\tvalid_0's poisson: -105.66\tvalid_0's l2: 604.105\n",
"[85]\tvalid_0's poisson: -105.722\tvalid_0's l2: 599.025\n",
"[86]\tvalid_0's poisson: -105.781\tvalid_0's l2: 593.844\n",
"[87]\tvalid_0's poisson: -105.839\tvalid_0's l2: 588.929\n",
"[88]\tvalid_0's poisson: -105.898\tvalid_0's l2: 584.155\n",
"[89]\tvalid_0's poisson: -105.955\tvalid_0's l2: 579.475\n",
"[90]\tvalid_0's poisson: -106.009\tvalid_0's l2: 574.954\n",
"[91]\tvalid_0's poisson: -106.065\tvalid_0's l2: 570.521\n",
"[92]\tvalid_0's poisson: -106.119\tvalid_0's l2: 566.242\n",
"[93]\tvalid_0's poisson: -106.17\tvalid_0's l2: 562.071\n",
"[94]\tvalid_0's poisson: -106.218\tvalid_0's l2: 558.001\n",
"[95]\tvalid_0's poisson: -106.268\tvalid_0's l2: 553.966\n",
"[96]\tvalid_0's poisson: -106.316\tvalid_0's l2: 550.105\n",
"[97]\tvalid_0's poisson: -106.362\tvalid_0's l2: 546.277\n",
"[98]\tvalid_0's poisson: -106.41\tvalid_0's l2: 542.457\n",
"[99]\tvalid_0's poisson: -106.457\tvalid_0's l2: 538.594\n",
"[100]\tvalid_0's poisson: -106.501\tvalid_0's l2: 534.85\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.01, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.8999\tvalid_0's l2: 2247.07\n",
"[2]\tvalid_0's poisson: -88.5901\tvalid_0's l2: 2194.86\n",
"[3]\tvalid_0's poisson: -89.2293\tvalid_0's l2: 2145.2\n",
"[4]\tvalid_0's poisson: -89.835\tvalid_0's l2: 2096.94\n",
"[5]\tvalid_0's poisson: -90.4156\tvalid_0's l2: 2049.57\n",
"[6]\tvalid_0's poisson: -90.9643\tvalid_0's l2: 2003.88\n",
"[7]\tvalid_0's poisson: -91.4975\tvalid_0's l2: 1958.72\n",
"[8]\tvalid_0's poisson: -91.9916\tvalid_0's l2: 1916.03\n",
"[9]\tvalid_0's poisson: -92.4785\tvalid_0's l2: 1873.31\n",
"[10]\tvalid_0's poisson: -92.9362\tvalid_0's l2: 1832.56\n",
"[11]\tvalid_0's poisson: -93.3803\tvalid_0's l2: 1792.41\n",
"[12]\tvalid_0's poisson: -93.803\tvalid_0's l2: 1753.75\n",
"[13]\tvalid_0's poisson: -94.2086\tvalid_0's l2: 1716.26\n",
"[14]\tvalid_0's poisson: -94.5948\tvalid_0's l2: 1680.21\n",
"[15]\tvalid_0's poisson: -94.9685\tvalid_0's l2: 1645.02\n",
"[16]\tvalid_0's poisson: -95.3291\tvalid_0's l2: 1610.69\n",
"[17]\tvalid_0's poisson: -95.6777\tvalid_0's l2: 1577.25\n",
"[18]\tvalid_0's poisson: -96.008\tvalid_0's l2: 1545.48\n",
"[19]\tvalid_0's poisson: -96.3312\tvalid_0's l2: 1514.19\n",
"[20]\tvalid_0's poisson: -96.6414\tvalid_0's l2: 1483.95\n",
"[21]\tvalid_0's poisson: -96.9441\tvalid_0's l2: 1454.11\n",
"[22]\tvalid_0's poisson: -97.2335\tvalid_0's l2: 1425.54\n",
"[23]\tvalid_0's poisson: -97.5163\tvalid_0's l2: 1397.67\n",
"[24]\tvalid_0's poisson: -97.7863\tvalid_0's l2: 1370.67\n",
"[25]\tvalid_0's poisson: -98.0519\tvalid_0's l2: 1344.39\n",
"[26]\tvalid_0's poisson: -98.3093\tvalid_0's l2: 1318.53\n",
"[27]\tvalid_0's poisson: -98.5569\tvalid_0's l2: 1293.59\n",
"[28]\tvalid_0's poisson: -98.7933\tvalid_0's l2: 1270\n",
"[29]\tvalid_0's poisson: -99.0287\tvalid_0's l2: 1246.32\n",
"[30]\tvalid_0's poisson: -99.2534\tvalid_0's l2: 1223.47\n",
"[31]\tvalid_0's poisson: -99.471\tvalid_0's l2: 1201.35\n",
"[32]\tvalid_0's poisson: -99.6865\tvalid_0's l2: 1179.53\n",
"[33]\tvalid_0's poisson: -99.8929\tvalid_0's l2: 1158.56\n",
"[34]\tvalid_0's poisson: -100.091\tvalid_0's l2: 1138.32\n",
"[35]\tvalid_0's poisson: -100.29\tvalid_0's l2: 1118.23\n",
"[36]\tvalid_0's poisson: -100.477\tvalid_0's l2: 1099.38\n",
"[37]\tvalid_0's poisson: -100.658\tvalid_0's l2: 1080.96\n",
"[38]\tvalid_0's poisson: -100.834\tvalid_0's l2: 1063.2\n",
"[39]\tvalid_0's poisson: -101.012\tvalid_0's l2: 1045.27\n",
"[40]\tvalid_0's poisson: -101.179\tvalid_0's l2: 1028.57\n",
"[41]\tvalid_0's poisson: -101.343\tvalid_0's l2: 1012.27\n",
"[42]\tvalid_0's poisson: -101.507\tvalid_0's l2: 995.841\n",
"[43]\tvalid_0's poisson: -101.661\tvalid_0's l2: 980.444\n",
"[44]\tvalid_0's poisson: -101.814\tvalid_0's l2: 965.22\n",
"[45]\tvalid_0's poisson: -101.961\tvalid_0's l2: 950.528\n",
"[46]\tvalid_0's poisson: -102.11\tvalid_0's l2: 935.813\n",
"[47]\tvalid_0's poisson: -102.251\tvalid_0's l2: 921.874\n",
"[48]\tvalid_0's poisson: -102.386\tvalid_0's l2: 908.629\n",
"[49]\tvalid_0's poisson: -102.521\tvalid_0's l2: 894.947\n",
"[50]\tvalid_0's poisson: -102.655\tvalid_0's l2: 881.832\n",
"[51]\tvalid_0's poisson: -102.782\tvalid_0's l2: 869.436\n",
"[52]\tvalid_0's poisson: -102.905\tvalid_0's l2: 857.41\n",
"[53]\tvalid_0's poisson: -103.026\tvalid_0's l2: 845.5\n",
"[54]\tvalid_0's poisson: -103.147\tvalid_0's l2: 834.099\n",
"[55]\tvalid_0's poisson: -103.264\tvalid_0's l2: 822.507\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -103.379\tvalid_0's l2: 811.046\n",
"[57]\tvalid_0's poisson: -103.491\tvalid_0's l2: 800.014\n",
"[58]\tvalid_0's poisson: -103.6\tvalid_0's l2: 789.335\n",
"[59]\tvalid_0's poisson: -103.708\tvalid_0's l2: 778.604\n",
"[60]\tvalid_0's poisson: -103.812\tvalid_0's l2: 768.428\n",
"[61]\tvalid_0's poisson: -103.915\tvalid_0's l2: 758.528\n",
"[62]\tvalid_0's poisson: -104.012\tvalid_0's l2: 748.863\n",
"[63]\tvalid_0's poisson: -104.107\tvalid_0's l2: 739.834\n",
"[64]\tvalid_0's poisson: -104.202\tvalid_0's l2: 730.586\n",
"[65]\tvalid_0's poisson: -104.293\tvalid_0's l2: 721.737\n",
"[66]\tvalid_0's poisson: -104.382\tvalid_0's l2: 713.345\n",
"[67]\tvalid_0's poisson: -104.474\tvalid_0's l2: 705.05\n",
"[68]\tvalid_0's poisson: -104.559\tvalid_0's l2: 696.88\n",
"[69]\tvalid_0's poisson: -104.641\tvalid_0's l2: 689.009\n",
"[70]\tvalid_0's poisson: -104.723\tvalid_0's l2: 681.553\n",
"[71]\tvalid_0's poisson: -104.803\tvalid_0's l2: 673.845\n",
"[72]\tvalid_0's poisson: -104.879\tvalid_0's l2: 666.59\n",
"[73]\tvalid_0's poisson: -104.954\tvalid_0's l2: 659.584\n",
"[74]\tvalid_0's poisson: -105.036\tvalid_0's l2: 652.587\n",
"[75]\tvalid_0's poisson: -105.109\tvalid_0's l2: 645.945\n",
"[76]\tvalid_0's poisson: -105.181\tvalid_0's l2: 639.28\n",
"[77]\tvalid_0's poisson: -105.251\tvalid_0's l2: 633.123\n",
"[78]\tvalid_0's poisson: -105.32\tvalid_0's l2: 626.895\n",
"[79]\tvalid_0's poisson: -105.39\tvalid_0's l2: 620.676\n",
"[80]\tvalid_0's poisson: -105.455\tvalid_0's l2: 614.755\n",
"[81]\tvalid_0's poisson: -105.521\tvalid_0's l2: 609.188\n",
"[82]\tvalid_0's poisson: -105.586\tvalid_0's l2: 603.697\n",
"[83]\tvalid_0's poisson: -105.65\tvalid_0's l2: 598.187\n",
"[84]\tvalid_0's poisson: -105.71\tvalid_0's l2: 592.797\n",
"[85]\tvalid_0's poisson: -105.77\tvalid_0's l2: 587.445\n",
"[86]\tvalid_0's poisson: -105.829\tvalid_0's l2: 582.666\n",
"[87]\tvalid_0's poisson: -105.888\tvalid_0's l2: 577.823\n",
"[88]\tvalid_0's poisson: -105.944\tvalid_0's l2: 573.053\n",
"[89]\tvalid_0's poisson: -105.998\tvalid_0's l2: 568.511\n",
"[90]\tvalid_0's poisson: -106.05\tvalid_0's l2: 564.086\n",
"[91]\tvalid_0's poisson: -106.102\tvalid_0's l2: 559.929\n",
"[92]\tvalid_0's poisson: -106.157\tvalid_0's l2: 555.546\n",
"[93]\tvalid_0's poisson: -106.208\tvalid_0's l2: 551.269\n",
"[94]\tvalid_0's poisson: -106.257\tvalid_0's l2: 547.212\n",
"[95]\tvalid_0's poisson: -106.307\tvalid_0's l2: 543.38\n",
"[96]\tvalid_0's poisson: -106.356\tvalid_0's l2: 539.276\n",
"[97]\tvalid_0's poisson: -106.405\tvalid_0's l2: 535.115\n",
"[98]\tvalid_0's poisson: -106.453\tvalid_0's l2: 531.225\n",
"[99]\tvalid_0's poisson: -106.501\tvalid_0's l2: 527.303\n",
"[100]\tvalid_0's poisson: -106.546\tvalid_0's l2: 523.599\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.01, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.9115\tvalid_0's l2: 2246.43\n",
"[2]\tvalid_0's poisson: -88.602\tvalid_0's l2: 2194.37\n",
"[3]\tvalid_0's poisson: -89.2478\tvalid_0's l2: 2144.39\n",
"[4]\tvalid_0's poisson: -89.8577\tvalid_0's l2: 2095.95\n",
"[5]\tvalid_0's poisson: -90.4447\tvalid_0's l2: 2048.18\n",
"[6]\tvalid_0's poisson: -91.0004\tvalid_0's l2: 2001.99\n",
"[7]\tvalid_0's poisson: -91.5313\tvalid_0's l2: 1956.99\n",
"[8]\tvalid_0's poisson: -92.0364\tvalid_0's l2: 1913.44\n",
"[9]\tvalid_0's poisson: -92.5178\tvalid_0's l2: 1871.24\n",
"[10]\tvalid_0's poisson: -92.9775\tvalid_0's l2: 1830.24\n",
"[11]\tvalid_0's poisson: -93.4204\tvalid_0's l2: 1790.3\n",
"[12]\tvalid_0's poisson: -93.844\tvalid_0's l2: 1751.48\n",
"[13]\tvalid_0's poisson: -94.2494\tvalid_0's l2: 1713.9\n",
"[14]\tvalid_0's poisson: -94.6369\tvalid_0's l2: 1677.55\n",
"[15]\tvalid_0's poisson: -95.0126\tvalid_0's l2: 1642.13\n",
"[16]\tvalid_0's poisson: -95.3708\tvalid_0's l2: 1607.94\n",
"[17]\tvalid_0's poisson: -95.714\tvalid_0's l2: 1574.77\n",
"[18]\tvalid_0's poisson: -96.0409\tvalid_0's l2: 1543.15\n",
"[19]\tvalid_0's poisson: -96.3657\tvalid_0's l2: 1511.67\n",
"[20]\tvalid_0's poisson: -96.67\tvalid_0's l2: 1481.83\n",
"[21]\tvalid_0's poisson: -96.9629\tvalid_0's l2: 1452.96\n",
"[22]\tvalid_0's poisson: -97.2505\tvalid_0's l2: 1424.49\n",
"[23]\tvalid_0's poisson: -97.5369\tvalid_0's l2: 1396.29\n",
"[24]\tvalid_0's poisson: -97.8068\tvalid_0's l2: 1369.27\n",
"[25]\tvalid_0's poisson: -98.0633\tvalid_0's l2: 1343.68\n",
"[26]\tvalid_0's poisson: -98.3234\tvalid_0's l2: 1317.84\n",
"[27]\tvalid_0's poisson: -98.5693\tvalid_0's l2: 1293.05\n",
"[28]\tvalid_0's poisson: -98.803\tvalid_0's l2: 1269.8\n",
"[29]\tvalid_0's poisson: -99.0413\tvalid_0's l2: 1245.93\n",
"[30]\tvalid_0's poisson: -99.2646\tvalid_0's l2: 1223.52\n",
"[31]\tvalid_0's poisson: -99.481\tvalid_0's l2: 1201.66\n",
"[32]\tvalid_0's poisson: -99.689\tvalid_0's l2: 1180.82\n",
"[33]\tvalid_0's poisson: -99.9015\tvalid_0's l2: 1159.5\n",
"[34]\tvalid_0's poisson: -100.097\tvalid_0's l2: 1139.49\n",
"[35]\tvalid_0's poisson: -100.29\tvalid_0's l2: 1119.91\n",
"[36]\tvalid_0's poisson: -100.485\tvalid_0's l2: 1100.49\n",
"[37]\tvalid_0's poisson: -100.667\tvalid_0's l2: 1082.42\n",
"[38]\tvalid_0's poisson: -100.845\tvalid_0's l2: 1064.33\n",
"[39]\tvalid_0's poisson: -101.021\tvalid_0's l2: 1046.92\n",
"[40]\tvalid_0's poisson: -101.186\tvalid_0's l2: 1030.17\n",
"[41]\tvalid_0's poisson: -101.347\tvalid_0's l2: 1013.93\n",
"[42]\tvalid_0's poisson: -101.509\tvalid_0's l2: 998.003\n",
"[43]\tvalid_0's poisson: -101.664\tvalid_0's l2: 982.401\n",
"[44]\tvalid_0's poisson: -101.815\tvalid_0's l2: 967.515\n",
"[45]\tvalid_0's poisson: -101.961\tvalid_0's l2: 952.887\n",
"[46]\tvalid_0's poisson: -102.105\tvalid_0's l2: 938.363\n",
"[47]\tvalid_0's poisson: -102.246\tvalid_0's l2: 924.349\n",
"[48]\tvalid_0's poisson: -102.383\tvalid_0's l2: 910.833\n",
"[49]\tvalid_0's poisson: -102.516\tvalid_0's l2: 897.493\n",
"[50]\tvalid_0's poisson: -102.645\tvalid_0's l2: 884.728\n",
"[51]\tvalid_0's poisson: -102.773\tvalid_0's l2: 872.061\n",
"[52]\tvalid_0's poisson: -102.896\tvalid_0's l2: 859.875\n",
"[53]\tvalid_0's poisson: -103.017\tvalid_0's l2: 848.103\n",
"[54]\tvalid_0's poisson: -103.139\tvalid_0's l2: 836.678\n",
"[55]\tvalid_0's poisson: -103.255\tvalid_0's l2: 825.287\n",
"[56]\tvalid_0's poisson: -103.368\tvalid_0's l2: 814.211\n",
"[57]\tvalid_0's poisson: -103.477\tvalid_0's l2: 803.536\n",
"[58]\tvalid_0's poisson: -103.585\tvalid_0's l2: 793.401\n",
"[59]\tvalid_0's poisson: -103.689\tvalid_0's l2: 783.171\n",
"[60]\tvalid_0's poisson: -103.793\tvalid_0's l2: 773.041\n",
"[61]\tvalid_0's poisson: -103.893\tvalid_0's l2: 763.411\n",
"[62]\tvalid_0's poisson: -103.991\tvalid_0's l2: 754.157\n",
"[63]\tvalid_0's poisson: -104.091\tvalid_0's l2: 745.069\n",
"[64]\tvalid_0's poisson: -104.185\tvalid_0's l2: 735.991\n",
"[65]\tvalid_0's poisson: -104.275\tvalid_0's l2: 727.549\n",
"[66]\tvalid_0's poisson: -104.363\tvalid_0's l2: 719.091\n",
"[67]\tvalid_0's poisson: -104.451\tvalid_0's l2: 710.923\n",
"[68]\tvalid_0's poisson: -104.541\tvalid_0's l2: 702.809\n",
"[69]\tvalid_0's poisson: -104.628\tvalid_0's l2: 694.878\n",
"[70]\tvalid_0's poisson: -104.709\tvalid_0's l2: 687.511\n",
"[71]\tvalid_0's poisson: -104.789\tvalid_0's l2: 680.083\n",
"[72]\tvalid_0's poisson: -104.866\tvalid_0's l2: 673.154\n",
"[73]\tvalid_0's poisson: -104.941\tvalid_0's l2: 666.349\n",
"[74]\tvalid_0's poisson: -105.016\tvalid_0's l2: 659.386\n",
"[75]\tvalid_0's poisson: -105.087\tvalid_0's l2: 652.97\n",
"[76]\tvalid_0's poisson: -105.162\tvalid_0's l2: 646.611\n",
"[77]\tvalid_0's poisson: -105.232\tvalid_0's l2: 640.358\n",
"[78]\tvalid_0's poisson: -105.307\tvalid_0's l2: 633.978\n",
"[79]\tvalid_0's poisson: -105.376\tvalid_0's l2: 627.967\n",
"[80]\tvalid_0's poisson: -105.444\tvalid_0's l2: 622.009\n",
"[81]\tvalid_0's poisson: -105.509\tvalid_0's l2: 616.371\n",
"[82]\tvalid_0's poisson: -105.576\tvalid_0's l2: 610.561\n",
"[83]\tvalid_0's poisson: -105.641\tvalid_0's l2: 604.555\n",
"[84]\tvalid_0's poisson: -105.705\tvalid_0's l2: 599.116\n",
"[85]\tvalid_0's poisson: -105.768\tvalid_0's l2: 593.723\n",
"[86]\tvalid_0's poisson: -105.83\tvalid_0's l2: 588.452\n",
"[87]\tvalid_0's poisson: -105.89\tvalid_0's l2: 583.547\n",
"[88]\tvalid_0's poisson: -105.947\tvalid_0's l2: 578.502\n",
"[89]\tvalid_0's poisson: -106.004\tvalid_0's l2: 573.762\n",
"[90]\tvalid_0's poisson: -106.063\tvalid_0's l2: 569.306\n",
"[91]\tvalid_0's poisson: -106.118\tvalid_0's l2: 564.43\n",
"[92]\tvalid_0's poisson: -106.168\tvalid_0's l2: 560.357\n",
"[93]\tvalid_0's poisson: -106.223\tvalid_0's l2: 556.192\n",
"[94]\tvalid_0's poisson: -106.273\tvalid_0's l2: 551.991\n",
"[95]\tvalid_0's poisson: -106.321\tvalid_0's l2: 548.067\n",
"[96]\tvalid_0's poisson: -106.371\tvalid_0's l2: 543.788\n",
"[97]\tvalid_0's poisson: -106.419\tvalid_0's l2: 540.105\n",
"[98]\tvalid_0's poisson: -106.469\tvalid_0's l2: 536.534\n",
"[99]\tvalid_0's poisson: -106.517\tvalid_0's l2: 532.392\n",
"[100]\tvalid_0's poisson: -106.56\tvalid_0's l2: 529.117\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.01, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.8885\tvalid_0's l2: 2247.74\n",
"[2]\tvalid_0's poisson: -88.5698\tvalid_0's l2: 2196.07\n",
"[3]\tvalid_0's poisson: -89.2114\tvalid_0's l2: 2146.04\n",
"[4]\tvalid_0's poisson: -89.8184\tvalid_0's l2: 2097.51\n",
"[5]\tvalid_0's poisson: -90.3915\tvalid_0's l2: 2050.69\n",
"[6]\tvalid_0's poisson: -90.9362\tvalid_0's l2: 2005.27\n",
"[7]\tvalid_0's poisson: -91.4547\tvalid_0's l2: 1961.25\n",
"[8]\tvalid_0's poisson: -91.9523\tvalid_0's l2: 1918.32\n",
"[9]\tvalid_0's poisson: -92.4225\tvalid_0's l2: 1877.07\n",
"[10]\tvalid_0's poisson: -92.8717\tvalid_0's l2: 1837.13\n",
"[11]\tvalid_0's poisson: -93.3101\tvalid_0's l2: 1797.69\n",
"[12]\tvalid_0's poisson: -93.7268\tvalid_0's l2: 1759.74\n",
"[13]\tvalid_0's poisson: -94.1271\tvalid_0's l2: 1722.79\n",
"[14]\tvalid_0's poisson: -94.5112\tvalid_0's l2: 1687.14\n",
"[15]\tvalid_0's poisson: -94.8894\tvalid_0's l2: 1651.7\n",
"[16]\tvalid_0's poisson: -95.2533\tvalid_0's l2: 1617.27\n",
"[17]\tvalid_0's poisson: -95.5985\tvalid_0's l2: 1584.36\n",
"[18]\tvalid_0's poisson: -95.935\tvalid_0's l2: 1551.95\n",
"[19]\tvalid_0's poisson: -96.2595\tvalid_0's l2: 1520.5\n",
"[20]\tvalid_0's poisson: -96.5741\tvalid_0's l2: 1489.77\n",
"[21]\tvalid_0's poisson: -96.8753\tvalid_0's l2: 1460.4\n",
"[22]\tvalid_0's poisson: -97.1671\tvalid_0's l2: 1431.47\n",
"[23]\tvalid_0's poisson: -97.4505\tvalid_0's l2: 1403.39\n",
"[24]\tvalid_0's poisson: -97.7239\tvalid_0's l2: 1376.05\n",
"[25]\tvalid_0's poisson: -97.984\tvalid_0's l2: 1350.07\n",
"[26]\tvalid_0's poisson: -98.2432\tvalid_0's l2: 1324.2\n",
"[27]\tvalid_0's poisson: -98.4879\tvalid_0's l2: 1299.43\n",
"[28]\tvalid_0's poisson: -98.7277\tvalid_0's l2: 1275.22\n",
"[29]\tvalid_0's poisson: -98.9646\tvalid_0's l2: 1251.5\n",
"[30]\tvalid_0's poisson: -99.1884\tvalid_0's l2: 1228.87\n",
"[31]\tvalid_0's poisson: -99.4057\tvalid_0's l2: 1206.88\n",
"[32]\tvalid_0's poisson: -99.6183\tvalid_0's l2: 1185.4\n",
"[33]\tvalid_0's poisson: -99.829\tvalid_0's l2: 1164.25\n",
"[34]\tvalid_0's poisson: -100.027\tvalid_0's l2: 1144.19\n",
"[35]\tvalid_0's poisson: -100.224\tvalid_0's l2: 1124.37\n",
"[36]\tvalid_0's poisson: -100.412\tvalid_0's l2: 1105.25\n",
"[37]\tvalid_0's poisson: -100.6\tvalid_0's l2: 1086.41\n",
"[38]\tvalid_0's poisson: -100.778\tvalid_0's l2: 1068.46\n",
"[39]\tvalid_0's poisson: -100.952\tvalid_0's l2: 1050.86\n",
"[40]\tvalid_0's poisson: -101.12\tvalid_0's l2: 1033.85\n",
"[41]\tvalid_0's poisson: -101.286\tvalid_0's l2: 1016.92\n",
"[42]\tvalid_0's poisson: -101.447\tvalid_0's l2: 1000.64\n",
"[43]\tvalid_0's poisson: -101.606\tvalid_0's l2: 984.535\n",
"[44]\tvalid_0's poisson: -101.755\tvalid_0's l2: 969.417\n",
"[45]\tvalid_0's poisson: -101.902\tvalid_0's l2: 954.922\n",
"[46]\tvalid_0's poisson: -102.047\tvalid_0's l2: 940.284\n",
"[47]\tvalid_0's poisson: -102.189\tvalid_0's l2: 926.125\n",
"[48]\tvalid_0's poisson: -102.325\tvalid_0's l2: 912.385\n",
"[49]\tvalid_0's poisson: -102.462\tvalid_0's l2: 899.058\n",
"[50]\tvalid_0's poisson: -102.592\tvalid_0's l2: 886.096\n",
"[51]\tvalid_0's poisson: -102.72\tvalid_0's l2: 873.34\n",
"[52]\tvalid_0's poisson: -102.843\tvalid_0's l2: 861.126\n",
"[53]\tvalid_0's poisson: -102.965\tvalid_0's l2: 848.95\n",
"[54]\tvalid_0's poisson: -103.083\tvalid_0's l2: 837.121\n",
"[55]\tvalid_0's poisson: -103.2\tvalid_0's l2: 825.68\n",
"[56]\tvalid_0's poisson: -103.314\tvalid_0's l2: 814.437\n",
"[57]\tvalid_0's poisson: -103.424\tvalid_0's l2: 803.605\n",
"[58]\tvalid_0's poisson: -103.532\tvalid_0's l2: 793.187\n",
"[59]\tvalid_0's poisson: -103.635\tvalid_0's l2: 783.193\n",
"[60]\tvalid_0's poisson: -103.739\tvalid_0's l2: 773.052\n",
"[61]\tvalid_0's poisson: -103.839\tvalid_0's l2: 763.258\n",
"[62]\tvalid_0's poisson: -103.939\tvalid_0's l2: 753.673\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -104.041\tvalid_0's l2: 744.425\n",
"[64]\tvalid_0's poisson: -104.132\tvalid_0's l2: 735.73\n",
"[65]\tvalid_0's poisson: -104.225\tvalid_0's l2: 726.698\n",
"[66]\tvalid_0's poisson: -104.316\tvalid_0's l2: 717.956\n",
"[67]\tvalid_0's poisson: -104.404\tvalid_0's l2: 709.668\n",
"[68]\tvalid_0's poisson: -104.497\tvalid_0's l2: 701.417\n",
"[69]\tvalid_0's poisson: -104.588\tvalid_0's l2: 693.414\n",
"[70]\tvalid_0's poisson: -104.67\tvalid_0's l2: 685.697\n",
"[71]\tvalid_0's poisson: -104.749\tvalid_0's l2: 678.289\n",
"[72]\tvalid_0's poisson: -104.827\tvalid_0's l2: 671.034\n",
"[73]\tvalid_0's poisson: -104.905\tvalid_0's l2: 663.741\n",
"[74]\tvalid_0's poisson: -104.98\tvalid_0's l2: 656.758\n",
"[75]\tvalid_0's poisson: -105.055\tvalid_0's l2: 650.038\n",
"[76]\tvalid_0's poisson: -105.125\tvalid_0's l2: 643.602\n",
"[77]\tvalid_0's poisson: -105.202\tvalid_0's l2: 637.314\n",
"[78]\tvalid_0's poisson: -105.272\tvalid_0's l2: 631.113\n",
"[79]\tvalid_0's poisson: -105.345\tvalid_0's l2: 624.515\n",
"[80]\tvalid_0's poisson: -105.415\tvalid_0's l2: 618.758\n",
"[81]\tvalid_0's poisson: -105.478\tvalid_0's l2: 613.283\n",
"[82]\tvalid_0's poisson: -105.546\tvalid_0's l2: 607.223\n",
"[83]\tvalid_0's poisson: -105.608\tvalid_0's l2: 601.882\n",
"[84]\tvalid_0's poisson: -105.671\tvalid_0's l2: 596.374\n",
"[85]\tvalid_0's poisson: -105.731\tvalid_0's l2: 591.346\n",
"[86]\tvalid_0's poisson: -105.794\tvalid_0's l2: 586.15\n",
"[87]\tvalid_0's poisson: -105.851\tvalid_0's l2: 581.284\n",
"[88]\tvalid_0's poisson: -105.905\tvalid_0's l2: 576.629\n",
"[89]\tvalid_0's poisson: -105.961\tvalid_0's l2: 571.813\n",
"[90]\tvalid_0's poisson: -106.018\tvalid_0's l2: 567.203\n",
"[91]\tvalid_0's poisson: -106.07\tvalid_0's l2: 562.801\n",
"[92]\tvalid_0's poisson: -106.124\tvalid_0's l2: 558.381\n",
"[93]\tvalid_0's poisson: -106.174\tvalid_0's l2: 554.287\n",
"[94]\tvalid_0's poisson: -106.226\tvalid_0's l2: 550.011\n",
"[95]\tvalid_0's poisson: -106.276\tvalid_0's l2: 545.844\n",
"[96]\tvalid_0's poisson: -106.324\tvalid_0's l2: 541.826\n",
"[97]\tvalid_0's poisson: -106.374\tvalid_0's l2: 537.721\n",
"[98]\tvalid_0's poisson: -106.421\tvalid_0's l2: 533.91\n",
"[99]\tvalid_0's poisson: -106.468\tvalid_0's l2: 530.019\n",
"[100]\tvalid_0's poisson: -106.514\tvalid_0's l2: 526.285\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.01, learning_rate=0.015625, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.345\tvalid_0's l2: 2287.95\n",
"[2]\tvalid_0's poisson: -87.5137\tvalid_0's l2: 2275.68\n",
"[3]\tvalid_0's poisson: -87.68\tvalid_0's l2: 2263.5\n",
"[4]\tvalid_0's poisson: -87.8437\tvalid_0's l2: 2251.42\n",
"[5]\tvalid_0's poisson: -88.0051\tvalid_0's l2: 2239.43\n",
"[6]\tvalid_0's poisson: -88.1642\tvalid_0's l2: 2227.53\n",
"[7]\tvalid_0's poisson: -88.3211\tvalid_0's l2: 2215.71\n",
"[8]\tvalid_0's poisson: -88.4756\tvalid_0's l2: 2204\n",
"[9]\tvalid_0's poisson: -88.6282\tvalid_0's l2: 2192.36\n",
"[10]\tvalid_0's poisson: -88.7787\tvalid_0's l2: 2180.81\n",
"[11]\tvalid_0's poisson: -88.9291\tvalid_0's l2: 2169.2\n",
"[12]\tvalid_0's poisson: -89.0775\tvalid_0's l2: 2157.67\n",
"[13]\tvalid_0's poisson: -89.2221\tvalid_0's l2: 2146.38\n",
"[14]\tvalid_0's poisson: -89.3666\tvalid_0's l2: 2135.02\n",
"[15]\tvalid_0's poisson: -89.5092\tvalid_0's l2: 2123.75\n",
"[16]\tvalid_0's poisson: -89.6483\tvalid_0's l2: 2112.74\n",
"[17]\tvalid_0's poisson: -89.7873\tvalid_0's l2: 2101.64\n",
"[18]\tvalid_0's poisson: -89.9246\tvalid_0's l2: 2090.62\n",
"[19]\tvalid_0's poisson: -90.0586\tvalid_0's l2: 2079.85\n",
"[20]\tvalid_0's poisson: -90.1924\tvalid_0's l2: 2069\n",
"[21]\tvalid_0's poisson: -90.3246\tvalid_0's l2: 2058.23\n",
"[22]\tvalid_0's poisson: -90.4538\tvalid_0's l2: 2047.7\n",
"[23]\tvalid_0's poisson: -90.5827\tvalid_0's l2: 2037.1\n",
"[24]\tvalid_0's poisson: -90.7101\tvalid_0's l2: 2026.57\n",
"[25]\tvalid_0's poisson: -90.8349\tvalid_0's l2: 2016.27\n",
"[26]\tvalid_0's poisson: -90.9592\tvalid_0's l2: 2005.91\n",
"[27]\tvalid_0's poisson: -91.0822\tvalid_0's l2: 1995.62\n",
"[28]\tvalid_0's poisson: -91.2027\tvalid_0's l2: 1985.55\n",
"[29]\tvalid_0's poisson: -91.3229\tvalid_0's l2: 1975.41\n",
"[30]\tvalid_0's poisson: -91.4416\tvalid_0's l2: 1965.37\n",
"[31]\tvalid_0's poisson: -91.5581\tvalid_0's l2: 1955.51\n",
"[32]\tvalid_0's poisson: -91.6762\tvalid_0's l2: 1945.46\n",
"[33]\tvalid_0's poisson: -91.793\tvalid_0's l2: 1935.48\n",
"[34]\tvalid_0's poisson: -91.9084\tvalid_0's l2: 1925.58\n",
"[35]\tvalid_0's poisson: -92.0227\tvalid_0's l2: 1915.74\n",
"[36]\tvalid_0's poisson: -92.1357\tvalid_0's l2: 1905.98\n",
"[37]\tvalid_0's poisson: -92.2471\tvalid_0's l2: 1896.32\n",
"[38]\tvalid_0's poisson: -92.3575\tvalid_0's l2: 1886.71\n",
"[39]\tvalid_0's poisson: -92.4665\tvalid_0's l2: 1877.19\n",
"[40]\tvalid_0's poisson: -92.5732\tvalid_0's l2: 1867.84\n",
"[41]\tvalid_0's poisson: -92.6803\tvalid_0's l2: 1858.44\n",
"[42]\tvalid_0's poisson: -92.7859\tvalid_0's l2: 1849.13\n",
"[43]\tvalid_0's poisson: -92.8905\tvalid_0's l2: 1839.89\n",
"[44]\tvalid_0's poisson: -92.9951\tvalid_0's l2: 1830.6\n",
"[45]\tvalid_0's poisson: -93.0988\tvalid_0's l2: 1821.38\n",
"[46]\tvalid_0's poisson: -93.2001\tvalid_0's l2: 1812.35\n",
"[47]\tvalid_0's poisson: -93.3015\tvalid_0's l2: 1803.27\n",
"[48]\tvalid_0's poisson: -93.4019\tvalid_0's l2: 1794.38\n",
"[49]\tvalid_0's poisson: -93.5014\tvalid_0's l2: 1785.42\n",
"[50]\tvalid_0's poisson: -93.5997\tvalid_0's l2: 1776.66\n",
"[51]\tvalid_0's poisson: -93.6969\tvalid_0's l2: 1767.97\n",
"[52]\tvalid_0's poisson: -93.7936\tvalid_0's l2: 1759.21\n",
"[53]\tvalid_0's poisson: -93.889\tvalid_0's l2: 1750.64\n",
"[54]\tvalid_0's poisson: -93.9817\tvalid_0's l2: 1742.2\n",
"[55]\tvalid_0's poisson: -94.0754\tvalid_0's l2: 1733.75\n",
"[56]\tvalid_0's poisson: -94.1676\tvalid_0's l2: 1725.32\n",
"[57]\tvalid_0's poisson: -94.2581\tvalid_0's l2: 1717.09\n",
"[58]\tvalid_0's poisson: -94.3477\tvalid_0's l2: 1708.93\n",
"[59]\tvalid_0's poisson: -94.4382\tvalid_0's l2: 1700.6\n",
"[60]\tvalid_0's poisson: -94.5261\tvalid_0's l2: 1692.56\n",
"[61]\tvalid_0's poisson: -94.6132\tvalid_0's l2: 1684.57\n",
"[62]\tvalid_0's poisson: -94.6994\tvalid_0's l2: 1676.65\n",
"[63]\tvalid_0's poisson: -94.7868\tvalid_0's l2: 1668.55\n",
"[64]\tvalid_0's poisson: -94.8714\tvalid_0's l2: 1660.74\n",
"[65]\tvalid_0's poisson: -94.9552\tvalid_0's l2: 1652.99\n",
"[66]\tvalid_0's poisson: -95.0383\tvalid_0's l2: 1645.3\n",
"[67]\tvalid_0's poisson: -95.1224\tvalid_0's l2: 1637.44\n",
"[68]\tvalid_0's poisson: -95.2039\tvalid_0's l2: 1629.85\n",
"[69]\tvalid_0's poisson: -95.2847\tvalid_0's l2: 1622.33\n",
"[70]\tvalid_0's poisson: -95.3667\tvalid_0's l2: 1614.63\n",
"[71]\tvalid_0's poisson: -95.4461\tvalid_0's l2: 1607.22\n",
"[72]\tvalid_0's poisson: -95.5246\tvalid_0's l2: 1599.86\n",
"[73]\tvalid_0's poisson: -95.6025\tvalid_0's l2: 1592.55\n",
"[74]\tvalid_0's poisson: -95.6818\tvalid_0's l2: 1585.06\n",
"[75]\tvalid_0's poisson: -95.7583\tvalid_0's l2: 1577.86\n",
"[76]\tvalid_0's poisson: -95.8341\tvalid_0's l2: 1570.71\n",
"[77]\tvalid_0's poisson: -95.9093\tvalid_0's l2: 1563.61\n",
"[78]\tvalid_0's poisson: -95.9838\tvalid_0's l2: 1556.57\n",
"[79]\tvalid_0's poisson: -96.0601\tvalid_0's l2: 1549.32\n",
"[80]\tvalid_0's poisson: -96.1333\tvalid_0's l2: 1542.38\n",
"[81]\tvalid_0's poisson: -96.2064\tvalid_0's l2: 1535.45\n",
"[82]\tvalid_0's poisson: -96.2783\tvalid_0's l2: 1528.61\n",
"[83]\tvalid_0's poisson: -96.3522\tvalid_0's l2: 1521.56\n",
"[84]\tvalid_0's poisson: -96.4232\tvalid_0's l2: 1514.81\n",
"[85]\tvalid_0's poisson: -96.4937\tvalid_0's l2: 1508.09\n",
"[86]\tvalid_0's poisson: -96.5639\tvalid_0's l2: 1501.37\n",
"[87]\tvalid_0's poisson: -96.6357\tvalid_0's l2: 1494.5\n",
"[88]\tvalid_0's poisson: -96.7041\tvalid_0's l2: 1487.94\n",
"[89]\tvalid_0's poisson: -96.7726\tvalid_0's l2: 1481.38\n",
"[90]\tvalid_0's poisson: -96.8411\tvalid_0's l2: 1474.79\n",
"[91]\tvalid_0's poisson: -96.9106\tvalid_0's l2: 1468.1\n",
"[92]\tvalid_0's poisson: -96.977\tvalid_0's l2: 1461.74\n",
"[93]\tvalid_0's poisson: -97.0433\tvalid_0's l2: 1455.36\n",
"[94]\tvalid_0's poisson: -97.1095\tvalid_0's l2: 1448.96\n",
"[95]\tvalid_0's poisson: -97.177\tvalid_0's l2: 1442.45\n",
"[96]\tvalid_0's poisson: -97.2417\tvalid_0's l2: 1436.23\n",
"[97]\tvalid_0's poisson: -97.3065\tvalid_0's l2: 1429.98\n",
"[98]\tvalid_0's poisson: -97.3707\tvalid_0's l2: 1423.77\n",
"[99]\tvalid_0's poisson: -97.4344\tvalid_0's l2: 1417.61\n",
"[100]\tvalid_0's poisson: -97.4994\tvalid_0's l2: 1411.32\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3454\tvalid_0's l2: 2287.92\n",
"[2]\tvalid_0's poisson: -87.5143\tvalid_0's l2: 2275.64\n",
"[3]\tvalid_0's poisson: -87.6806\tvalid_0's l2: 2263.45\n",
"[4]\tvalid_0's poisson: -87.8444\tvalid_0's l2: 2251.36\n",
"[5]\tvalid_0's poisson: -88.0058\tvalid_0's l2: 2239.35\n",
"[6]\tvalid_0's poisson: -88.1649\tvalid_0's l2: 2227.44\n",
"[7]\tvalid_0's poisson: -88.3217\tvalid_0's l2: 2215.62\n",
"[8]\tvalid_0's poisson: -88.4755\tvalid_0's l2: 2203.95\n",
"[9]\tvalid_0's poisson: -88.6279\tvalid_0's l2: 2192.31\n",
"[10]\tvalid_0's poisson: -88.7775\tvalid_0's l2: 2180.81\n",
"[11]\tvalid_0's poisson: -88.9268\tvalid_0's l2: 2169.26\n",
"[12]\tvalid_0's poisson: -89.0741\tvalid_0's l2: 2157.8\n",
"[13]\tvalid_0's poisson: -89.2178\tvalid_0's l2: 2146.55\n",
"[14]\tvalid_0's poisson: -89.3612\tvalid_0's l2: 2135.26\n",
"[15]\tvalid_0's poisson: -89.5027\tvalid_0's l2: 2124.06\n",
"[16]\tvalid_0's poisson: -89.6484\tvalid_0's l2: 2112.52\n",
"[17]\tvalid_0's poisson: -89.7863\tvalid_0's l2: 2101.48\n",
"[18]\tvalid_0's poisson: -89.921\tvalid_0's l2: 2090.64\n",
"[19]\tvalid_0's poisson: -90.0554\tvalid_0's l2: 2079.76\n",
"[20]\tvalid_0's poisson: -90.1882\tvalid_0's l2: 2068.97\n",
"[21]\tvalid_0's poisson: -90.3253\tvalid_0's l2: 2057.83\n",
"[22]\tvalid_0's poisson: -90.4571\tvalid_0's l2: 2047.01\n",
"[23]\tvalid_0's poisson: -90.5837\tvalid_0's l2: 2036.57\n",
"[24]\tvalid_0's poisson: -90.7123\tvalid_0's l2: 2025.91\n",
"[25]\tvalid_0's poisson: -90.8432\tvalid_0's l2: 2015.08\n",
"[26]\tvalid_0's poisson: -90.9684\tvalid_0's l2: 2004.6\n",
"[27]\tvalid_0's poisson: -91.0892\tvalid_0's l2: 1994.46\n",
"[28]\tvalid_0's poisson: -91.2158\tvalid_0's l2: 1983.86\n",
"[29]\tvalid_0's poisson: -91.337\tvalid_0's l2: 1973.58\n",
"[30]\tvalid_0's poisson: -91.4548\tvalid_0's l2: 1963.56\n",
"[31]\tvalid_0's poisson: -91.5722\tvalid_0's l2: 1953.54\n",
"[32]\tvalid_0's poisson: -91.6933\tvalid_0's l2: 1943.23\n",
"[33]\tvalid_0's poisson: -91.8073\tvalid_0's l2: 1933.42\n",
"[34]\tvalid_0's poisson: -91.9201\tvalid_0's l2: 1923.67\n",
"[35]\tvalid_0's poisson: -92.0326\tvalid_0's l2: 1913.93\n",
"[36]\tvalid_0's poisson: -92.1486\tvalid_0's l2: 1903.91\n",
"[37]\tvalid_0's poisson: -92.2576\tvalid_0's l2: 1894.4\n",
"[38]\tvalid_0's poisson: -92.3664\tvalid_0's l2: 1884.88\n",
"[39]\tvalid_0's poisson: -92.4788\tvalid_0's l2: 1875.06\n",
"[40]\tvalid_0's poisson: -92.5846\tvalid_0's l2: 1865.73\n",
"[41]\tvalid_0's poisson: -92.6908\tvalid_0's l2: 1856.33\n",
"[42]\tvalid_0's poisson: -92.7942\tvalid_0's l2: 1847.15\n",
"[43]\tvalid_0's poisson: -92.8975\tvalid_0's l2: 1837.97\n",
"[44]\tvalid_0's poisson: -93.0046\tvalid_0's l2: 1828.48\n",
"[45]\tvalid_0's poisson: -93.105\tvalid_0's l2: 1819.49\n",
"[46]\tvalid_0's poisson: -93.2051\tvalid_0's l2: 1810.52\n",
"[47]\tvalid_0's poisson: -93.3034\tvalid_0's l2: 1801.67\n",
"[48]\tvalid_0's poisson: -93.4063\tvalid_0's l2: 1792.44\n",
"[49]\tvalid_0's poisson: -93.5025\tvalid_0's l2: 1783.74\n",
"[50]\tvalid_0's poisson: -93.5986\tvalid_0's l2: 1775.02\n",
"[51]\tvalid_0's poisson: -93.6986\tvalid_0's l2: 1765.99\n",
"[52]\tvalid_0's poisson: -93.7922\tvalid_0's l2: 1757.46\n",
"[53]\tvalid_0's poisson: -93.8861\tvalid_0's l2: 1748.85\n",
"[54]\tvalid_0's poisson: -93.9786\tvalid_0's l2: 1740.39\n",
"[55]\tvalid_0's poisson: -94.0749\tvalid_0's l2: 1731.61\n",
"[56]\tvalid_0's poisson: -94.1649\tvalid_0's l2: 1723.32\n",
"[57]\tvalid_0's poisson: -94.2548\tvalid_0's l2: 1715.04\n",
"[58]\tvalid_0's poisson: -94.3484\tvalid_0's l2: 1706.45\n",
"[59]\tvalid_0's poisson: -94.4361\tvalid_0's l2: 1698.31\n",
"[60]\tvalid_0's poisson: -94.5237\tvalid_0's l2: 1690.16\n",
"[61]\tvalid_0's poisson: -94.6102\tvalid_0's l2: 1682.11\n",
"[62]\tvalid_0's poisson: -94.7005\tvalid_0's l2: 1673.76\n",
"[63]\tvalid_0's poisson: -94.7849\tvalid_0's l2: 1665.88\n",
"[64]\tvalid_0's poisson: -94.8694\tvalid_0's l2: 1657.94\n",
"[65]\tvalid_0's poisson: -94.9573\tvalid_0's l2: 1649.76\n",
"[66]\tvalid_0's poisson: -95.04\tvalid_0's l2: 1642.01\n",
"[67]\tvalid_0's poisson: -95.1214\tvalid_0's l2: 1634.35\n",
"[68]\tvalid_0's poisson: -95.2029\tvalid_0's l2: 1626.64\n",
"[69]\tvalid_0's poisson: -95.2878\tvalid_0's l2: 1618.68\n",
"[70]\tvalid_0's poisson: -95.3667\tvalid_0's l2: 1611.26\n",
"[71]\tvalid_0's poisson: -95.4463\tvalid_0's l2: 1603.71\n",
"[72]\tvalid_0's poisson: -95.5236\tvalid_0's l2: 1596.42\n",
"[73]\tvalid_0's poisson: -95.6057\tvalid_0's l2: 1588.68\n",
"[74]\tvalid_0's poisson: -95.6822\tvalid_0's l2: 1581.41\n",
"[75]\tvalid_0's poisson: -95.7589\tvalid_0's l2: 1574.08\n",
"[76]\tvalid_0's poisson: -95.8389\tvalid_0's l2: 1566.51\n",
"[77]\tvalid_0's poisson: -95.9135\tvalid_0's l2: 1559.42\n",
"[78]\tvalid_0's poisson: -95.9879\tvalid_0's l2: 1552.28\n",
"[79]\tvalid_0's poisson: -96.0617\tvalid_0's l2: 1545.19\n",
"[80]\tvalid_0's poisson: -96.139\tvalid_0's l2: 1537.82\n",
"[81]\tvalid_0's poisson: -96.211\tvalid_0's l2: 1530.92\n",
"[82]\tvalid_0's poisson: -96.282\tvalid_0's l2: 1524.14\n",
"[83]\tvalid_0's poisson: -96.3576\tvalid_0's l2: 1516.93\n",
"[84]\tvalid_0's poisson: -96.4276\tvalid_0's l2: 1510.19\n",
"[85]\tvalid_0's poisson: -96.4978\tvalid_0's l2: 1503.4\n",
"[86]\tvalid_0's poisson: -96.5669\tvalid_0's l2: 1496.77\n",
"[87]\tvalid_0's poisson: -96.64\tvalid_0's l2: 1489.76\n",
"[88]\tvalid_0's poisson: -96.7085\tvalid_0's l2: 1483.1\n",
"[89]\tvalid_0's poisson: -96.7764\tvalid_0's l2: 1476.51\n",
"[90]\tvalid_0's poisson: -96.8478\tvalid_0's l2: 1469.64\n",
"[91]\tvalid_0's poisson: -96.914\tvalid_0's l2: 1463.27\n",
"[92]\tvalid_0's poisson: -96.9795\tvalid_0's l2: 1456.93\n",
"[93]\tvalid_0's poisson: -97.0493\tvalid_0's l2: 1450.2\n",
"[94]\tvalid_0's poisson: -97.114\tvalid_0's l2: 1443.96\n",
"[95]\tvalid_0's poisson: -97.1787\tvalid_0's l2: 1437.66\n",
"[96]\tvalid_0's poisson: -97.2469\tvalid_0's l2: 1431.07\n",
"[97]\tvalid_0's poisson: -97.3102\tvalid_0's l2: 1424.91\n",
"[98]\tvalid_0's poisson: -97.3735\tvalid_0's l2: 1418.75\n",
"[99]\tvalid_0's poisson: -97.4362\tvalid_0's l2: 1412.62\n",
"[100]\tvalid_0's poisson: -97.5024\tvalid_0's l2: 1406.21\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3446\tvalid_0's l2: 2287.95\n",
"[2]\tvalid_0's poisson: -87.5168\tvalid_0's l2: 2275.38\n",
"[3]\tvalid_0's poisson: -87.6864\tvalid_0's l2: 2262.91\n",
"[4]\tvalid_0's poisson: -87.8534\tvalid_0's l2: 2250.54\n",
"[5]\tvalid_0's poisson: -88.0184\tvalid_0's l2: 2238.24\n",
"[6]\tvalid_0's poisson: -88.181\tvalid_0's l2: 2226.02\n",
"[7]\tvalid_0's poisson: -88.3414\tvalid_0's l2: 2213.9\n",
"[8]\tvalid_0's poisson: -88.4995\tvalid_0's l2: 2201.86\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[9]\tvalid_0's poisson: -88.6572\tvalid_0's l2: 2189.77\n",
"[10]\tvalid_0's poisson: -88.8108\tvalid_0's l2: 2177.92\n",
"[11]\tvalid_0's poisson: -88.962\tvalid_0's l2: 2166.18\n",
"[12]\tvalid_0's poisson: -89.1133\tvalid_0's l2: 2154.35\n",
"[13]\tvalid_0's poisson: -89.2608\tvalid_0's l2: 2142.77\n",
"[14]\tvalid_0's poisson: -89.4082\tvalid_0's l2: 2131.11\n",
"[15]\tvalid_0's poisson: -89.5534\tvalid_0's l2: 2119.56\n",
"[16]\tvalid_0's poisson: -89.6952\tvalid_0's l2: 2108.23\n",
"[17]\tvalid_0's poisson: -89.8367\tvalid_0's l2: 2096.84\n",
"[18]\tvalid_0's poisson: -89.9749\tvalid_0's l2: 2085.67\n",
"[19]\tvalid_0's poisson: -90.1111\tvalid_0's l2: 2074.61\n",
"[20]\tvalid_0's poisson: -90.2457\tvalid_0's l2: 2063.69\n",
"[21]\tvalid_0's poisson: -90.3804\tvalid_0's l2: 2052.64\n",
"[22]\tvalid_0's poisson: -90.5117\tvalid_0's l2: 2041.87\n",
"[23]\tvalid_0's poisson: -90.6433\tvalid_0's l2: 2030.97\n",
"[24]\tvalid_0's poisson: -90.7714\tvalid_0's l2: 2020.37\n",
"[25]\tvalid_0's poisson: -90.8986\tvalid_0's l2: 2009.74\n",
"[26]\tvalid_0's poisson: -91.0237\tvalid_0's l2: 1999.3\n",
"[27]\tvalid_0's poisson: -91.1477\tvalid_0's l2: 1988.86\n",
"[28]\tvalid_0's poisson: -91.27\tvalid_0's l2: 1978.56\n",
"[29]\tvalid_0's poisson: -91.3909\tvalid_0's l2: 1968.34\n",
"[30]\tvalid_0's poisson: -91.5123\tvalid_0's l2: 1957.98\n",
"[31]\tvalid_0's poisson: -91.6304\tvalid_0's l2: 1947.92\n",
"[32]\tvalid_0's poisson: -91.7491\tvalid_0's l2: 1937.71\n",
"[33]\tvalid_0's poisson: -91.8647\tvalid_0's l2: 1927.79\n",
"[34]\tvalid_0's poisson: -91.9797\tvalid_0's l2: 1917.82\n",
"[35]\tvalid_0's poisson: -92.0928\tvalid_0's l2: 1908.04\n",
"[36]\tvalid_0's poisson: -92.2051\tvalid_0's l2: 1898.26\n",
"[37]\tvalid_0's poisson: -92.3157\tvalid_0's l2: 1888.62\n",
"[38]\tvalid_0's poisson: -92.4271\tvalid_0's l2: 1878.84\n",
"[39]\tvalid_0's poisson: -92.5354\tvalid_0's l2: 1869.35\n",
"[40]\tvalid_0's poisson: -92.6433\tvalid_0's l2: 1859.81\n",
"[41]\tvalid_0's poisson: -92.7494\tvalid_0's l2: 1850.45\n",
"[42]\tvalid_0's poisson: -92.8563\tvalid_0's l2: 1840.94\n",
"[43]\tvalid_0's poisson: -92.9599\tvalid_0's l2: 1831.74\n",
"[44]\tvalid_0's poisson: -93.0635\tvalid_0's l2: 1822.48\n",
"[45]\tvalid_0's poisson: -93.1652\tvalid_0's l2: 1813.4\n",
"[46]\tvalid_0's poisson: -93.2679\tvalid_0's l2: 1804.16\n",
"[47]\tvalid_0's poisson: -93.3675\tvalid_0's l2: 1795.21\n",
"[48]\tvalid_0's poisson: -93.4679\tvalid_0's l2: 1786.16\n",
"[49]\tvalid_0's poisson: -93.5657\tvalid_0's l2: 1777.33\n",
"[50]\tvalid_0's poisson: -93.6644\tvalid_0's l2: 1768.36\n",
"[51]\tvalid_0's poisson: -93.7601\tvalid_0's l2: 1759.67\n",
"[52]\tvalid_0's poisson: -93.8559\tvalid_0's l2: 1750.93\n",
"[53]\tvalid_0's poisson: -93.9497\tvalid_0's l2: 1742.37\n",
"[54]\tvalid_0's poisson: -94.0427\tvalid_0's l2: 1733.87\n",
"[55]\tvalid_0's poisson: -94.1369\tvalid_0's l2: 1725.24\n",
"[56]\tvalid_0's poisson: -94.2282\tvalid_0's l2: 1716.86\n",
"[57]\tvalid_0's poisson: -94.3207\tvalid_0's l2: 1708.32\n",
"[58]\tvalid_0's poisson: -94.4101\tvalid_0's l2: 1700.07\n",
"[59]\tvalid_0's poisson: -94.5007\tvalid_0's l2: 1691.65\n",
"[60]\tvalid_0's poisson: -94.5896\tvalid_0's l2: 1683.4\n",
"[61]\tvalid_0's poisson: -94.6768\tvalid_0's l2: 1675.31\n",
"[62]\tvalid_0's poisson: -94.7628\tvalid_0's l2: 1667.31\n",
"[63]\tvalid_0's poisson: -94.8507\tvalid_0's l2: 1659.14\n",
"[64]\tvalid_0's poisson: -94.9354\tvalid_0's l2: 1651.23\n",
"[65]\tvalid_0's poisson: -95.021\tvalid_0's l2: 1643.2\n",
"[66]\tvalid_0's poisson: -95.1042\tvalid_0's l2: 1635.41\n",
"[67]\tvalid_0's poisson: -95.1885\tvalid_0's l2: 1627.5\n",
"[68]\tvalid_0's poisson: -95.2702\tvalid_0's l2: 1619.82\n",
"[69]\tvalid_0's poisson: -95.3534\tvalid_0's l2: 1612\n",
"[70]\tvalid_0's poisson: -95.4336\tvalid_0's l2: 1604.44\n",
"[71]\tvalid_0's poisson: -95.5151\tvalid_0's l2: 1596.72\n",
"[72]\tvalid_0's poisson: -95.594\tvalid_0's l2: 1589.26\n",
"[73]\tvalid_0's poisson: -95.6741\tvalid_0's l2: 1581.65\n",
"[74]\tvalid_0's poisson: -95.7534\tvalid_0's l2: 1574.14\n",
"[75]\tvalid_0's poisson: -95.8302\tvalid_0's l2: 1566.84\n",
"[76]\tvalid_0's poisson: -95.9065\tvalid_0's l2: 1559.59\n",
"[77]\tvalid_0's poisson: -95.9843\tvalid_0's l2: 1552.2\n",
"[78]\tvalid_0's poisson: -96.0593\tvalid_0's l2: 1545.06\n",
"[79]\tvalid_0's poisson: -96.1356\tvalid_0's l2: 1537.76\n",
"[80]\tvalid_0's poisson: -96.2094\tvalid_0's l2: 1530.71\n",
"[81]\tvalid_0's poisson: -96.2843\tvalid_0's l2: 1523.55\n",
"[82]\tvalid_0's poisson: -96.3576\tvalid_0's l2: 1516.5\n",
"[83]\tvalid_0's poisson: -96.4319\tvalid_0's l2: 1509.38\n",
"[84]\tvalid_0's poisson: -96.5033\tvalid_0's l2: 1502.53\n",
"[85]\tvalid_0's poisson: -96.5738\tvalid_0's l2: 1495.75\n",
"[86]\tvalid_0's poisson: -96.6458\tvalid_0's l2: 1488.81\n",
"[87]\tvalid_0's poisson: -96.7154\tvalid_0's l2: 1482.09\n",
"[88]\tvalid_0's poisson: -96.7842\tvalid_0's l2: 1475.45\n",
"[89]\tvalid_0's poisson: -96.8529\tvalid_0's l2: 1468.81\n",
"[90]\tvalid_0's poisson: -96.9227\tvalid_0's l2: 1462.04\n",
"[91]\tvalid_0's poisson: -96.9898\tvalid_0's l2: 1455.54\n",
"[92]\tvalid_0's poisson: -97.0564\tvalid_0's l2: 1449.08\n",
"[93]\tvalid_0's poisson: -97.1226\tvalid_0's l2: 1442.66\n",
"[94]\tvalid_0's poisson: -97.188\tvalid_0's l2: 1436.3\n",
"[95]\tvalid_0's poisson: -97.2529\tvalid_0's l2: 1429.98\n",
"[96]\tvalid_0's poisson: -97.3198\tvalid_0's l2: 1423.47\n",
"[97]\tvalid_0's poisson: -97.3836\tvalid_0's l2: 1417.27\n",
"[98]\tvalid_0's poisson: -97.447\tvalid_0's l2: 1411.09\n",
"[99]\tvalid_0's poisson: -97.5098\tvalid_0's l2: 1404.98\n",
"[100]\tvalid_0's poisson: -97.5721\tvalid_0's l2: 1398.9\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3524\tvalid_0's l2: 2287.44\n",
"[2]\tvalid_0's poisson: -87.526\tvalid_0's l2: 2274.82\n",
"[3]\tvalid_0's poisson: -87.6969\tvalid_0's l2: 2262.3\n",
"[4]\tvalid_0's poisson: -87.8671\tvalid_0's l2: 2249.74\n",
"[5]\tvalid_0's poisson: -88.0343\tvalid_0's l2: 2237.31\n",
"[6]\tvalid_0's poisson: -88.1978\tvalid_0's l2: 2225.08\n",
"[7]\tvalid_0's poisson: -88.3574\tvalid_0's l2: 2213.07\n",
"[8]\tvalid_0's poisson: -88.5146\tvalid_0's l2: 2201.16\n",
"[9]\tvalid_0's poisson: -88.6732\tvalid_0's l2: 2189.05\n",
"[10]\tvalid_0's poisson: -88.8262\tvalid_0's l2: 2177.32\n",
"[11]\tvalid_0's poisson: -88.9803\tvalid_0's l2: 2165.39\n",
"[12]\tvalid_0's poisson: -89.1291\tvalid_0's l2: 2153.83\n",
"[13]\tvalid_0's poisson: -89.2792\tvalid_0's l2: 2142.08\n",
"[14]\tvalid_0's poisson: -89.424\tvalid_0's l2: 2130.7\n",
"[15]\tvalid_0's poisson: -89.5689\tvalid_0's l2: 2119.23\n",
"[16]\tvalid_0's poisson: -89.71\tvalid_0's l2: 2108.01\n",
"[17]\tvalid_0's poisson: -89.8527\tvalid_0's l2: 2096.58\n",
"[18]\tvalid_0's poisson: -89.9902\tvalid_0's l2: 2085.53\n",
"[19]\tvalid_0's poisson: -90.1262\tvalid_0's l2: 2074.55\n",
"[20]\tvalid_0's poisson: -90.2636\tvalid_0's l2: 2063.38\n",
"[21]\tvalid_0's poisson: -90.3961\tvalid_0's l2: 2052.56\n",
"[22]\tvalid_0's poisson: -90.5301\tvalid_0's l2: 2041.55\n",
"[23]\tvalid_0's poisson: -90.6613\tvalid_0's l2: 2030.73\n",
"[24]\tvalid_0's poisson: -90.7893\tvalid_0's l2: 2020.14\n",
"[25]\tvalid_0's poisson: -90.9156\tvalid_0's l2: 2009.64\n",
"[26]\tvalid_0's poisson: -91.0432\tvalid_0's l2: 1998.96\n",
"[27]\tvalid_0's poisson: -91.1665\tvalid_0's l2: 1988.62\n",
"[28]\tvalid_0's poisson: -91.2912\tvalid_0's l2: 1978.1\n",
"[29]\tvalid_0's poisson: -91.4117\tvalid_0's l2: 1967.9\n",
"[30]\tvalid_0's poisson: -91.5335\tvalid_0's l2: 1957.54\n",
"[31]\tvalid_0's poisson: -91.6532\tvalid_0's l2: 1947.33\n",
"[32]\tvalid_0's poisson: -91.7699\tvalid_0's l2: 1937.35\n",
"[33]\tvalid_0's poisson: -91.8852\tvalid_0's l2: 1927.44\n",
"[34]\tvalid_0's poisson: -91.9992\tvalid_0's l2: 1917.6\n",
"[35]\tvalid_0's poisson: -92.1148\tvalid_0's l2: 1907.58\n",
"[36]\tvalid_0's poisson: -92.2262\tvalid_0's l2: 1897.89\n",
"[37]\tvalid_0's poisson: -92.3364\tvalid_0's l2: 1888.28\n",
"[38]\tvalid_0's poisson: -92.4454\tvalid_0's l2: 1878.74\n",
"[39]\tvalid_0's poisson: -92.5531\tvalid_0's l2: 1869.27\n",
"[40]\tvalid_0's poisson: -92.6628\tvalid_0's l2: 1859.6\n",
"[41]\tvalid_0's poisson: -92.7683\tvalid_0's l2: 1850.27\n",
"[42]\tvalid_0's poisson: -92.8727\tvalid_0's l2: 1841.01\n",
"[43]\tvalid_0's poisson: -92.9762\tvalid_0's l2: 1831.8\n",
"[44]\tvalid_0's poisson: -93.0816\tvalid_0's l2: 1822.4\n",
"[45]\tvalid_0's poisson: -93.183\tvalid_0's l2: 1813.32\n",
"[46]\tvalid_0's poisson: -93.2832\tvalid_0's l2: 1804.33\n",
"[47]\tvalid_0's poisson: -93.3826\tvalid_0's l2: 1795.38\n",
"[48]\tvalid_0's poisson: -93.4807\tvalid_0's l2: 1786.52\n",
"[49]\tvalid_0's poisson: -93.5811\tvalid_0's l2: 1777.44\n",
"[50]\tvalid_0's poisson: -93.6775\tvalid_0's l2: 1768.69\n",
"[51]\tvalid_0's poisson: -93.773\tvalid_0's l2: 1760.01\n",
"[52]\tvalid_0's poisson: -93.8673\tvalid_0's l2: 1751.4\n",
"[53]\tvalid_0's poisson: -93.9608\tvalid_0's l2: 1742.86\n",
"[54]\tvalid_0's poisson: -94.0566\tvalid_0's l2: 1734.09\n",
"[55]\tvalid_0's poisson: -94.1482\tvalid_0's l2: 1725.68\n",
"[56]\tvalid_0's poisson: -94.2386\tvalid_0's l2: 1717.36\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -94.3278\tvalid_0's l2: 1709.12\n",
"[58]\tvalid_0's poisson: -94.4201\tvalid_0's l2: 1700.6\n",
"[59]\tvalid_0's poisson: -94.5083\tvalid_0's l2: 1692.42\n",
"[60]\tvalid_0's poisson: -94.5948\tvalid_0's l2: 1684.42\n",
"[61]\tvalid_0's poisson: -94.6847\tvalid_0's l2: 1676.07\n",
"[62]\tvalid_0's poisson: -94.7697\tvalid_0's l2: 1668.13\n",
"[63]\tvalid_0's poisson: -94.8541\tvalid_0's l2: 1660.27\n",
"[64]\tvalid_0's poisson: -94.9374\tvalid_0's l2: 1652.47\n",
"[65]\tvalid_0's poisson: -95.0245\tvalid_0's l2: 1644.32\n",
"[66]\tvalid_0's poisson: -95.1073\tvalid_0's l2: 1636.54\n",
"[67]\tvalid_0's poisson: -95.1883\tvalid_0's l2: 1628.95\n",
"[68]\tvalid_0's poisson: -95.2686\tvalid_0's l2: 1621.43\n",
"[69]\tvalid_0's poisson: -95.3529\tvalid_0's l2: 1613.51\n",
"[70]\tvalid_0's poisson: -95.4317\tvalid_0's l2: 1606.09\n",
"[71]\tvalid_0's poisson: -95.5101\tvalid_0's l2: 1598.65\n",
"[72]\tvalid_0's poisson: -95.5876\tvalid_0's l2: 1591.34\n",
"[73]\tvalid_0's poisson: -95.669\tvalid_0's l2: 1583.63\n",
"[74]\tvalid_0's poisson: -95.7448\tvalid_0's l2: 1576.45\n",
"[75]\tvalid_0's poisson: -95.8201\tvalid_0's l2: 1569.3\n",
"[76]\tvalid_0's poisson: -95.8946\tvalid_0's l2: 1562.21\n",
"[77]\tvalid_0's poisson: -95.9733\tvalid_0's l2: 1554.72\n",
"[78]\tvalid_0's poisson: -96.047\tvalid_0's l2: 1547.67\n",
"[79]\tvalid_0's poisson: -96.1195\tvalid_0's l2: 1540.75\n",
"[80]\tvalid_0's poisson: -96.1928\tvalid_0's l2: 1533.74\n",
"[81]\tvalid_0's poisson: -96.2691\tvalid_0's l2: 1526.46\n",
"[82]\tvalid_0's poisson: -96.3409\tvalid_0's l2: 1519.54\n",
"[83]\tvalid_0's poisson: -96.4113\tvalid_0's l2: 1512.79\n",
"[84]\tvalid_0's poisson: -96.4856\tvalid_0's l2: 1505.66\n",
"[85]\tvalid_0's poisson: -96.5557\tvalid_0's l2: 1498.91\n",
"[86]\tvalid_0's poisson: -96.6252\tvalid_0's l2: 1492.21\n",
"[87]\tvalid_0's poisson: -96.6934\tvalid_0's l2: 1485.63\n",
"[88]\tvalid_0's poisson: -96.7618\tvalid_0's l2: 1479.03\n",
"[89]\tvalid_0's poisson: -96.8332\tvalid_0's l2: 1472.14\n",
"[90]\tvalid_0's poisson: -96.9006\tvalid_0's l2: 1465.61\n",
"[91]\tvalid_0's poisson: -96.9664\tvalid_0's l2: 1459.24\n",
"[92]\tvalid_0's poisson: -97.0363\tvalid_0's l2: 1452.49\n",
"[93]\tvalid_0's poisson: -97.1024\tvalid_0's l2: 1446.07\n",
"[94]\tvalid_0's poisson: -97.1679\tvalid_0's l2: 1439.7\n",
"[95]\tvalid_0's poisson: -97.2326\tvalid_0's l2: 1433.4\n",
"[96]\tvalid_0's poisson: -97.2982\tvalid_0's l2: 1427.03\n",
"[97]\tvalid_0's poisson: -97.3654\tvalid_0's l2: 1420.51\n",
"[98]\tvalid_0's poisson: -97.4282\tvalid_0's l2: 1414.43\n",
"[99]\tvalid_0's poisson: -97.4922\tvalid_0's l2: 1408.2\n",
"[100]\tvalid_0's poisson: -97.5543\tvalid_0's l2: 1402.15\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3368\tvalid_0's l2: 2288.47\n",
"[2]\tvalid_0's poisson: -87.5073\tvalid_0's l2: 2275.99\n",
"[3]\tvalid_0's poisson: -87.6752\tvalid_0's l2: 2263.61\n",
"[4]\tvalid_0's poisson: -87.8406\tvalid_0's l2: 2251.32\n",
"[5]\tvalid_0's poisson: -88.0036\tvalid_0's l2: 2239.13\n",
"[6]\tvalid_0's poisson: -88.1642\tvalid_0's l2: 2227.03\n",
"[7]\tvalid_0's poisson: -88.3225\tvalid_0's l2: 2215.02\n",
"[8]\tvalid_0's poisson: -88.4786\tvalid_0's l2: 2203.11\n",
"[9]\tvalid_0's poisson: -88.6326\tvalid_0's l2: 2191.27\n",
"[10]\tvalid_0's poisson: -88.7876\tvalid_0's l2: 2179.29\n",
"[11]\tvalid_0's poisson: -88.9405\tvalid_0's l2: 2167.4\n",
"[12]\tvalid_0's poisson: -89.0913\tvalid_0's l2: 2155.6\n",
"[13]\tvalid_0's poisson: -89.2401\tvalid_0's l2: 2143.88\n",
"[14]\tvalid_0's poisson: -89.3868\tvalid_0's l2: 2132.26\n",
"[15]\tvalid_0's poisson: -89.5316\tvalid_0's l2: 2120.72\n",
"[16]\tvalid_0's poisson: -89.6717\tvalid_0's l2: 2109.5\n",
"[17]\tvalid_0's poisson: -89.8127\tvalid_0's l2: 2098.14\n",
"[18]\tvalid_0's poisson: -89.9518\tvalid_0's l2: 2086.87\n",
"[19]\tvalid_0's poisson: -90.0893\tvalid_0's l2: 2075.68\n",
"[20]\tvalid_0's poisson: -90.2249\tvalid_0's l2: 2064.58\n",
"[21]\tvalid_0's poisson: -90.3588\tvalid_0's l2: 2053.57\n",
"[22]\tvalid_0's poisson: -90.4911\tvalid_0's l2: 2042.63\n",
"[23]\tvalid_0's poisson: -90.6217\tvalid_0's l2: 2031.79\n",
"[24]\tvalid_0's poisson: -90.7508\tvalid_0's l2: 2021.02\n",
"[25]\tvalid_0's poisson: -90.8783\tvalid_0's l2: 2010.34\n",
"[26]\tvalid_0's poisson: -91.002\tvalid_0's l2: 1999.93\n",
"[27]\tvalid_0's poisson: -91.1266\tvalid_0's l2: 1989.4\n",
"[28]\tvalid_0's poisson: -91.2495\tvalid_0's l2: 1978.96\n",
"[29]\tvalid_0's poisson: -91.3711\tvalid_0's l2: 1968.6\n",
"[30]\tvalid_0's poisson: -91.4913\tvalid_0's l2: 1958.31\n",
"[31]\tvalid_0's poisson: -91.6097\tvalid_0's l2: 1948.13\n",
"[32]\tvalid_0's poisson: -91.7272\tvalid_0's l2: 1938\n",
"[33]\tvalid_0's poisson: -91.8429\tvalid_0's l2: 1927.97\n",
"[34]\tvalid_0's poisson: -91.9577\tvalid_0's l2: 1918\n",
"[35]\tvalid_0's poisson: -92.0708\tvalid_0's l2: 1908.13\n",
"[36]\tvalid_0's poisson: -92.1821\tvalid_0's l2: 1898.43\n",
"[37]\tvalid_0's poisson: -92.2927\tvalid_0's l2: 1888.71\n",
"[38]\tvalid_0's poisson: -92.4024\tvalid_0's l2: 1879.04\n",
"[39]\tvalid_0's poisson: -92.5112\tvalid_0's l2: 1869.45\n",
"[40]\tvalid_0's poisson: -92.6186\tvalid_0's l2: 1859.93\n",
"[41]\tvalid_0's poisson: -92.7252\tvalid_0's l2: 1850.47\n",
"[42]\tvalid_0's poisson: -92.8306\tvalid_0's l2: 1841.07\n",
"[43]\tvalid_0's poisson: -92.9349\tvalid_0's l2: 1831.76\n",
"[44]\tvalid_0's poisson: -93.0373\tvalid_0's l2: 1822.62\n",
"[45]\tvalid_0's poisson: -93.1398\tvalid_0's l2: 1813.42\n",
"[46]\tvalid_0's poisson: -93.2411\tvalid_0's l2: 1804.29\n",
"[47]\tvalid_0's poisson: -93.3411\tvalid_0's l2: 1795.26\n",
"[48]\tvalid_0's poisson: -93.4394\tvalid_0's l2: 1786.45\n",
"[49]\tvalid_0's poisson: -93.5366\tvalid_0's l2: 1777.7\n",
"[50]\tvalid_0's poisson: -93.6328\tvalid_0's l2: 1769.04\n",
"[51]\tvalid_0's poisson: -93.73\tvalid_0's l2: 1760.18\n",
"[52]\tvalid_0's poisson: -93.8245\tvalid_0's l2: 1751.62\n",
"[53]\tvalid_0's poisson: -93.9183\tvalid_0's l2: 1743.11\n",
"[54]\tvalid_0's poisson: -94.0108\tvalid_0's l2: 1734.68\n",
"[55]\tvalid_0's poisson: -94.1029\tvalid_0's l2: 1726.28\n",
"[56]\tvalid_0's poisson: -94.1956\tvalid_0's l2: 1717.74\n",
"[57]\tvalid_0's poisson: -94.2856\tvalid_0's l2: 1709.48\n",
"[58]\tvalid_0's poisson: -94.3748\tvalid_0's l2: 1701.29\n",
"[59]\tvalid_0's poisson: -94.463\tvalid_0's l2: 1693.17\n",
"[60]\tvalid_0's poisson: -94.5525\tvalid_0's l2: 1684.86\n",
"[61]\tvalid_0's poisson: -94.6389\tvalid_0's l2: 1676.85\n",
"[62]\tvalid_0's poisson: -94.7254\tvalid_0's l2: 1668.85\n",
"[63]\tvalid_0's poisson: -94.8109\tvalid_0's l2: 1660.89\n",
"[64]\tvalid_0's poisson: -94.8953\tvalid_0's l2: 1653.05\n",
"[65]\tvalid_0's poisson: -94.9793\tvalid_0's l2: 1645.22\n",
"[66]\tvalid_0's poisson: -95.0643\tvalid_0's l2: 1637.25\n",
"[67]\tvalid_0's poisson: -95.147\tvalid_0's l2: 1629.5\n",
"[68]\tvalid_0's poisson: -95.2284\tvalid_0's l2: 1621.88\n",
"[69]\tvalid_0's poisson: -95.3088\tvalid_0's l2: 1614.32\n",
"[70]\tvalid_0's poisson: -95.391\tvalid_0's l2: 1606.57\n",
"[71]\tvalid_0's poisson: -95.4708\tvalid_0's l2: 1599.05\n",
"[72]\tvalid_0's poisson: -95.5491\tvalid_0's l2: 1591.64\n",
"[73]\tvalid_0's poisson: -95.6268\tvalid_0's l2: 1584.28\n",
"[74]\tvalid_0's poisson: -95.7041\tvalid_0's l2: 1576.97\n",
"[75]\tvalid_0's poisson: -95.7826\tvalid_0's l2: 1569.51\n",
"[76]\tvalid_0's poisson: -95.8583\tvalid_0's l2: 1562.31\n",
"[77]\tvalid_0's poisson: -95.9338\tvalid_0's l2: 1555.13\n",
"[78]\tvalid_0's poisson: -96.0081\tvalid_0's l2: 1548.04\n",
"[79]\tvalid_0's poisson: -96.084\tvalid_0's l2: 1540.78\n",
"[80]\tvalid_0's poisson: -96.1571\tvalid_0's l2: 1533.79\n",
"[81]\tvalid_0's poisson: -96.2298\tvalid_0's l2: 1526.87\n",
"[82]\tvalid_0's poisson: -96.3016\tvalid_0's l2: 1519.99\n",
"[83]\tvalid_0's poisson: -96.3725\tvalid_0's l2: 1513.19\n",
"[84]\tvalid_0's poisson: -96.4455\tvalid_0's l2: 1506.18\n",
"[85]\tvalid_0's poisson: -96.516\tvalid_0's l2: 1499.41\n",
"[86]\tvalid_0's poisson: -96.5856\tvalid_0's l2: 1492.71\n",
"[87]\tvalid_0's poisson: -96.6548\tvalid_0's l2: 1486.07\n",
"[88]\tvalid_0's poisson: -96.7255\tvalid_0's l2: 1479.25\n",
"[89]\tvalid_0's poisson: -96.7929\tvalid_0's l2: 1472.74\n",
"[90]\tvalid_0's poisson: -96.8598\tvalid_0's l2: 1466.28\n",
"[91]\tvalid_0's poisson: -96.9264\tvalid_0's l2: 1459.84\n",
"[92]\tvalid_0's poisson: -96.9928\tvalid_0's l2: 1453.45\n",
"[93]\tvalid_0's poisson: -97.0613\tvalid_0's l2: 1446.82\n",
"[94]\tvalid_0's poisson: -97.1265\tvalid_0's l2: 1440.48\n",
"[95]\tvalid_0's poisson: -97.1909\tvalid_0's l2: 1434.22\n",
"[96]\tvalid_0's poisson: -97.2564\tvalid_0's l2: 1427.86\n",
"[97]\tvalid_0's poisson: -97.3199\tvalid_0's l2: 1421.68\n",
"[98]\tvalid_0's poisson: -97.3857\tvalid_0's l2: 1415.28\n",
"[99]\tvalid_0's poisson: -97.449\tvalid_0's l2: 1409.13\n",
"[100]\tvalid_0's poisson: -97.5111\tvalid_0's l2: 1403.06\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.5955\tvalid_0's l2: 1502.97\n",
"[2]\tvalid_0's poisson: -70.2949\tvalid_0's l2: 1051.18\n",
"[3]\tvalid_0's poisson: -71.9821\tvalid_0's l2: 975.269\n",
"[4]\tvalid_0's poisson: -79.8428\tvalid_0's l2: 937.019\n",
"[5]\tvalid_0's poisson: -78.0537\tvalid_0's l2: 915.97\n",
"[6]\tvalid_0's poisson: -79.1039\tvalid_0's l2: 884.695\n",
"[7]\tvalid_0's poisson: -82.6389\tvalid_0's l2: 852.374\n",
"[8]\tvalid_0's poisson: -81.0219\tvalid_0's l2: 831.647\n",
"[9]\tvalid_0's poisson: -81.6498\tvalid_0's l2: 825.352\n",
"[10]\tvalid_0's poisson: -80.9189\tvalid_0's l2: 808.122\n",
"[11]\tvalid_0's poisson: -79.7772\tvalid_0's l2: 795.014\n",
"[12]\tvalid_0's poisson: -81.1681\tvalid_0's l2: 787.849\n",
"[13]\tvalid_0's poisson: -82.7907\tvalid_0's l2: 777.322\n",
"[14]\tvalid_0's poisson: -79.4406\tvalid_0's l2: 773.832\n",
"[15]\tvalid_0's poisson: -81.4478\tvalid_0's l2: 754.204\n",
"[16]\tvalid_0's poisson: -80.0195\tvalid_0's l2: 659.95\n",
"[17]\tvalid_0's poisson: -80.4353\tvalid_0's l2: 653.821\n",
"[18]\tvalid_0's poisson: -80.8113\tvalid_0's l2: 647.414\n",
"[19]\tvalid_0's poisson: -82.7626\tvalid_0's l2: 645.216\n",
"[20]\tvalid_0's poisson: -82.447\tvalid_0's l2: 640.438\n",
"[21]\tvalid_0's poisson: -81.5307\tvalid_0's l2: 620.958\n",
"[22]\tvalid_0's poisson: -83.1312\tvalid_0's l2: 619.425\n",
"[23]\tvalid_0's poisson: -82.9523\tvalid_0's l2: 617.887\n",
"[24]\tvalid_0's poisson: -84.0602\tvalid_0's l2: 616.464\n",
"[25]\tvalid_0's poisson: -83.8713\tvalid_0's l2: 615.688\n",
"[26]\tvalid_0's poisson: -83.8731\tvalid_0's l2: 613.172\n",
"[27]\tvalid_0's poisson: -84.1516\tvalid_0's l2: 607.675\n",
"[28]\tvalid_0's poisson: -81.4807\tvalid_0's l2: 602.56\n",
"[29]\tvalid_0's poisson: -82.7467\tvalid_0's l2: 598.193\n",
"[30]\tvalid_0's poisson: -82.9349\tvalid_0's l2: 592.383\n",
"[31]\tvalid_0's poisson: -83.5583\tvalid_0's l2: 589.408\n",
"[32]\tvalid_0's poisson: -83.9013\tvalid_0's l2: 586.956\n",
"[33]\tvalid_0's poisson: -84.831\tvalid_0's l2: 579.289\n",
"[34]\tvalid_0's poisson: -86.6125\tvalid_0's l2: 570.173\n",
"[35]\tvalid_0's poisson: -85.7682\tvalid_0's l2: 567.03\n",
"[36]\tvalid_0's poisson: -85.851\tvalid_0's l2: 566.962\n",
"[37]\tvalid_0's poisson: -85.9752\tvalid_0's l2: 566.586\n",
"[38]\tvalid_0's poisson: -85.6058\tvalid_0's l2: 563.517\n",
"[39]\tvalid_0's poisson: -87.3997\tvalid_0's l2: 560.227\n",
"[40]\tvalid_0's poisson: -88.1207\tvalid_0's l2: 559.812\n",
"[41]\tvalid_0's poisson: -88.6451\tvalid_0's l2: 556.872\n",
"[42]\tvalid_0's poisson: -88.688\tvalid_0's l2: 553.514\n",
"[43]\tvalid_0's poisson: -87.8461\tvalid_0's l2: 550.918\n",
"[44]\tvalid_0's poisson: -87.5423\tvalid_0's l2: 546.658\n",
"[45]\tvalid_0's poisson: -87.1579\tvalid_0's l2: 544.048\n",
"[46]\tvalid_0's poisson: -87.005\tvalid_0's l2: 545.081\n",
"[47]\tvalid_0's poisson: -87.0927\tvalid_0's l2: 545.485\n",
"[48]\tvalid_0's poisson: -86.7266\tvalid_0's l2: 545.355\n",
"[49]\tvalid_0's poisson: -85.895\tvalid_0's l2: 543.318\n",
"[50]\tvalid_0's poisson: -86.3155\tvalid_0's l2: 541.094\n",
"[51]\tvalid_0's poisson: -86.8644\tvalid_0's l2: 540.559\n",
"[52]\tvalid_0's poisson: -89.4966\tvalid_0's l2: 537.721\n",
"[53]\tvalid_0's poisson: -88.9911\tvalid_0's l2: 528.51\n",
"[54]\tvalid_0's poisson: -89.6508\tvalid_0's l2: 528.022\n",
"[55]\tvalid_0's poisson: -89.9443\tvalid_0's l2: 527.905\n",
"[56]\tvalid_0's poisson: -89.7947\tvalid_0's l2: 527.299\n",
"[57]\tvalid_0's poisson: -89.9239\tvalid_0's l2: 526.37\n",
"[58]\tvalid_0's poisson: -89.8811\tvalid_0's l2: 518.527\n",
"[59]\tvalid_0's poisson: -90.1714\tvalid_0's l2: 518.76\n",
"[60]\tvalid_0's poisson: -88.9866\tvalid_0's l2: 517.924\n",
"[61]\tvalid_0's poisson: -88.9396\tvalid_0's l2: 517.829\n",
"[62]\tvalid_0's poisson: -88.8073\tvalid_0's l2: 513.165\n",
"[63]\tvalid_0's poisson: -88.9907\tvalid_0's l2: 513.009\n",
"[64]\tvalid_0's poisson: -89.2365\tvalid_0's l2: 511.987\n",
"[65]\tvalid_0's poisson: -90.6429\tvalid_0's l2: 510.184\n",
"[66]\tvalid_0's poisson: -90.7049\tvalid_0's l2: 506.039\n",
"[67]\tvalid_0's poisson: -90.7744\tvalid_0's l2: 507.376\n",
"[68]\tvalid_0's poisson: -90.7804\tvalid_0's l2: 508.28\n",
"[69]\tvalid_0's poisson: -90.7775\tvalid_0's l2: 508.141\n",
"[70]\tvalid_0's poisson: -89.5368\tvalid_0's l2: 505.083\n",
"[71]\tvalid_0's poisson: -89.4639\tvalid_0's l2: 505.301\n",
"[72]\tvalid_0's poisson: -89.7819\tvalid_0's l2: 505.657\n",
"[73]\tvalid_0's poisson: -89.0171\tvalid_0's l2: 503.558\n",
"[74]\tvalid_0's poisson: -89.1077\tvalid_0's l2: 504.139\n",
"[75]\tvalid_0's poisson: -89.3189\tvalid_0's l2: 504.505\n",
"[76]\tvalid_0's poisson: -89.1026\tvalid_0's l2: 504.603\n",
"[77]\tvalid_0's poisson: -89.5878\tvalid_0's l2: 502.317\n",
"[78]\tvalid_0's poisson: -89.5879\tvalid_0's l2: 501.863\n",
"[79]\tvalid_0's poisson: -89.5855\tvalid_0's l2: 502.057\n",
"[80]\tvalid_0's poisson: -89.3022\tvalid_0's l2: 498.124\n",
"[81]\tvalid_0's poisson: -89.0906\tvalid_0's l2: 499.066\n",
"[82]\tvalid_0's poisson: -89.7391\tvalid_0's l2: 499.566\n",
"[83]\tvalid_0's poisson: -88.9631\tvalid_0's l2: 498.17\n",
"[84]\tvalid_0's poisson: -89.2244\tvalid_0's l2: 497.753\n",
"[85]\tvalid_0's poisson: -88.6289\tvalid_0's l2: 497.195\n",
"[86]\tvalid_0's poisson: -88.3715\tvalid_0's l2: 496.432\n",
"[87]\tvalid_0's poisson: -88.5417\tvalid_0's l2: 495.546\n",
"[88]\tvalid_0's poisson: -89.7709\tvalid_0's l2: 492.434\n",
"[89]\tvalid_0's poisson: -89.9178\tvalid_0's l2: 492.794\n",
"[90]\tvalid_0's poisson: -89.7876\tvalid_0's l2: 491.664\n",
"[91]\tvalid_0's poisson: -90.7047\tvalid_0's l2: 491.161\n",
"[92]\tvalid_0's poisson: -90.5492\tvalid_0's l2: 491.748\n",
"[93]\tvalid_0's poisson: -90.0647\tvalid_0's l2: 485.101\n",
"[94]\tvalid_0's poisson: -90.0798\tvalid_0's l2: 485.065\n",
"[95]\tvalid_0's poisson: -89.6536\tvalid_0's l2: 484.775\n",
"[96]\tvalid_0's poisson: -89.9131\tvalid_0's l2: 483.748\n",
"[97]\tvalid_0's poisson: -89.4865\tvalid_0's l2: 482.428\n",
"[98]\tvalid_0's poisson: -90.092\tvalid_0's l2: 477.942\n",
"[99]\tvalid_0's poisson: -90.0264\tvalid_0's l2: 477.184\n",
"[100]\tvalid_0's poisson: -89.6743\tvalid_0's l2: 476.592\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -98.6908\tvalid_0's l2: 1410.19\n",
"[2]\tvalid_0's poisson: -55.3886\tvalid_0's l2: 1201.94\n",
"[3]\tvalid_0's poisson: -55.1144\tvalid_0's l2: 1104.59\n",
"[4]\tvalid_0's poisson: -67.9906\tvalid_0's l2: 959.323\n",
"[5]\tvalid_0's poisson: -82.3198\tvalid_0's l2: 866.3\n",
"[6]\tvalid_0's poisson: -74.5581\tvalid_0's l2: 817.948\n",
"[7]\tvalid_0's poisson: -79.2056\tvalid_0's l2: 767.375\n",
"[8]\tvalid_0's poisson: -80.1823\tvalid_0's l2: 745.517\n",
"[9]\tvalid_0's poisson: -79.8105\tvalid_0's l2: 737.399\n",
"[10]\tvalid_0's poisson: -83.1976\tvalid_0's l2: 729.65\n",
"[11]\tvalid_0's poisson: -88.7015\tvalid_0's l2: 691.857\n",
"[12]\tvalid_0's poisson: -91.2174\tvalid_0's l2: 678.076\n",
"[13]\tvalid_0's poisson: -90.9443\tvalid_0's l2: 674.602\n",
"[14]\tvalid_0's poisson: -84.3023\tvalid_0's l2: 652.959\n",
"[15]\tvalid_0's poisson: -86.4431\tvalid_0's l2: 647.043\n",
"[16]\tvalid_0's poisson: -85.1639\tvalid_0's l2: 642.14\n",
"[17]\tvalid_0's poisson: -86.159\tvalid_0's l2: 640.225\n",
"[18]\tvalid_0's poisson: -83.9616\tvalid_0's l2: 625.724\n",
"[19]\tvalid_0's poisson: -83.3751\tvalid_0's l2: 619.543\n",
"[20]\tvalid_0's poisson: -84.1643\tvalid_0's l2: 617.894\n",
"[21]\tvalid_0's poisson: -83.8804\tvalid_0's l2: 619.466\n",
"[22]\tvalid_0's poisson: -83.7339\tvalid_0's l2: 616.749\n",
"[23]\tvalid_0's poisson: -86.8336\tvalid_0's l2: 602.609\n",
"[24]\tvalid_0's poisson: -89.3197\tvalid_0's l2: 591.707\n",
"[25]\tvalid_0's poisson: -86.291\tvalid_0's l2: 585.205\n",
"[26]\tvalid_0's poisson: -87.2328\tvalid_0's l2: 579.722\n",
"[27]\tvalid_0's poisson: -86.6265\tvalid_0's l2: 574.929\n",
"[28]\tvalid_0's poisson: -88.0735\tvalid_0's l2: 547.493\n",
"[29]\tvalid_0's poisson: -87.2309\tvalid_0's l2: 547.64\n",
"[30]\tvalid_0's poisson: -89.3219\tvalid_0's l2: 547.137\n",
"[31]\tvalid_0's poisson: -89.5256\tvalid_0's l2: 546.8\n",
"[32]\tvalid_0's poisson: -90.342\tvalid_0's l2: 546.457\n",
"[33]\tvalid_0's poisson: -90.5592\tvalid_0's l2: 544.318\n",
"[34]\tvalid_0's poisson: -91.0299\tvalid_0's l2: 542.071\n",
"[35]\tvalid_0's poisson: -92.9446\tvalid_0's l2: 540.239\n",
"[36]\tvalid_0's poisson: -92.8058\tvalid_0's l2: 537.695\n",
"[37]\tvalid_0's poisson: -92.2736\tvalid_0's l2: 536.576\n",
"[38]\tvalid_0's poisson: -92.4582\tvalid_0's l2: 536.983\n",
"[39]\tvalid_0's poisson: -92.2472\tvalid_0's l2: 537.218\n",
"[40]\tvalid_0's poisson: -92.1853\tvalid_0's l2: 533.389\n",
"[41]\tvalid_0's poisson: -91.3675\tvalid_0's l2: 529.303\n",
"[42]\tvalid_0's poisson: -90.1715\tvalid_0's l2: 526.102\n",
"[43]\tvalid_0's poisson: -91.0288\tvalid_0's l2: 523.925\n",
"[44]\tvalid_0's poisson: -90.8039\tvalid_0's l2: 522.782\n",
"[45]\tvalid_0's poisson: -90.7571\tvalid_0's l2: 521.923\n",
"[46]\tvalid_0's poisson: -90.1885\tvalid_0's l2: 518.794\n",
"[47]\tvalid_0's poisson: -90.1488\tvalid_0's l2: 517.36\n",
"[48]\tvalid_0's poisson: -91.5386\tvalid_0's l2: 510.644\n",
"[49]\tvalid_0's poisson: -91.2204\tvalid_0's l2: 510.185\n",
"[50]\tvalid_0's poisson: -91.3411\tvalid_0's l2: 509.764\n",
"[51]\tvalid_0's poisson: -91.5077\tvalid_0's l2: 508.378\n",
"[52]\tvalid_0's poisson: -92.3149\tvalid_0's l2: 501.032\n",
"[53]\tvalid_0's poisson: -92.2949\tvalid_0's l2: 500.535\n",
"[54]\tvalid_0's poisson: -92.1831\tvalid_0's l2: 498.223\n",
"[55]\tvalid_0's poisson: -92.1607\tvalid_0's l2: 501.605\n",
"[56]\tvalid_0's poisson: -91.4734\tvalid_0's l2: 498.711\n",
"[57]\tvalid_0's poisson: -91.7387\tvalid_0's l2: 498.811\n",
"[58]\tvalid_0's poisson: -91.2705\tvalid_0's l2: 498.689\n",
"[59]\tvalid_0's poisson: -91.4891\tvalid_0's l2: 493.861\n",
"[60]\tvalid_0's poisson: -91.3155\tvalid_0's l2: 493.44\n",
"[61]\tvalid_0's poisson: -91.3538\tvalid_0's l2: 490.999\n",
"[62]\tvalid_0's poisson: -91.3517\tvalid_0's l2: 491.314\n",
"[63]\tvalid_0's poisson: -90.9336\tvalid_0's l2: 490.045\n",
"[64]\tvalid_0's poisson: -91.7527\tvalid_0's l2: 484.598\n",
"[65]\tvalid_0's poisson: -91.9338\tvalid_0's l2: 479.892\n",
"[66]\tvalid_0's poisson: -91.0692\tvalid_0's l2: 477.878\n",
"[67]\tvalid_0's poisson: -91.5218\tvalid_0's l2: 474.827\n",
"[68]\tvalid_0's poisson: -91.4802\tvalid_0's l2: 472.967\n",
"[69]\tvalid_0's poisson: -91.4963\tvalid_0's l2: 472.108\n",
"[70]\tvalid_0's poisson: -91.5671\tvalid_0's l2: 472.004\n",
"[71]\tvalid_0's poisson: -91.7339\tvalid_0's l2: 470.985\n",
"[72]\tvalid_0's poisson: -91.8559\tvalid_0's l2: 471.027\n",
"[73]\tvalid_0's poisson: -93.3419\tvalid_0's l2: 469.679\n",
"[74]\tvalid_0's poisson: -93.2619\tvalid_0's l2: 467.515\n",
"[75]\tvalid_0's poisson: -93.1615\tvalid_0's l2: 465.664\n",
"[76]\tvalid_0's poisson: -93.0734\tvalid_0's l2: 465.486\n",
"[77]\tvalid_0's poisson: -92.7672\tvalid_0's l2: 467.269\n",
"[78]\tvalid_0's poisson: -93.0168\tvalid_0's l2: 467.295\n",
"[79]\tvalid_0's poisson: -92.9314\tvalid_0's l2: 465.381\n",
"[80]\tvalid_0's poisson: -92.9574\tvalid_0's l2: 464.957\n",
"[81]\tvalid_0's poisson: -92.9397\tvalid_0's l2: 464.175\n",
"[82]\tvalid_0's poisson: -93.904\tvalid_0's l2: 462.592\n",
"[83]\tvalid_0's poisson: -92.9631\tvalid_0's l2: 460.121\n",
"[84]\tvalid_0's poisson: -92.925\tvalid_0's l2: 459.519\n",
"[85]\tvalid_0's poisson: -93.2126\tvalid_0's l2: 458.861\n",
"[86]\tvalid_0's poisson: -93.5645\tvalid_0's l2: 457.464\n",
"[87]\tvalid_0's poisson: -93.4441\tvalid_0's l2: 455.867\n",
"[88]\tvalid_0's poisson: -93.6329\tvalid_0's l2: 454.877\n",
"[89]\tvalid_0's poisson: -93.7268\tvalid_0's l2: 455.17\n",
"[90]\tvalid_0's poisson: -93.7021\tvalid_0's l2: 455.635\n",
"[91]\tvalid_0's poisson: -93.3975\tvalid_0's l2: 456.362\n",
"[92]\tvalid_0's poisson: -94.3156\tvalid_0's l2: 456.482\n",
"[93]\tvalid_0's poisson: -93.2155\tvalid_0's l2: 455.482\n",
"[94]\tvalid_0's poisson: -93.0385\tvalid_0's l2: 454.934\n",
"[95]\tvalid_0's poisson: -93.7911\tvalid_0's l2: 452.465\n",
"[96]\tvalid_0's poisson: -93.4237\tvalid_0's l2: 452.585\n",
"[97]\tvalid_0's poisson: -94.063\tvalid_0's l2: 451.23\n",
"[98]\tvalid_0's poisson: -93.7492\tvalid_0's l2: 449.927\n",
"[99]\tvalid_0's poisson: -94.2307\tvalid_0's l2: 449.663\n",
"[100]\tvalid_0's poisson: -94.0112\tvalid_0's l2: 448.917\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6755\tvalid_0's l2: 1488.81\n",
"[2]\tvalid_0's poisson: -67.9592\tvalid_0's l2: 1047.95\n",
"[3]\tvalid_0's poisson: -69.5555\tvalid_0's l2: 976.234\n",
"[4]\tvalid_0's poisson: -66.5733\tvalid_0's l2: 943.754\n",
"[5]\tvalid_0's poisson: -78.3307\tvalid_0's l2: 889.018\n",
"[6]\tvalid_0's poisson: -75.7073\tvalid_0's l2: 834.832\n",
"[7]\tvalid_0's poisson: -78.7145\tvalid_0's l2: 812.4\n",
"[8]\tvalid_0's poisson: -92.774\tvalid_0's l2: 770.85\n",
"[9]\tvalid_0's poisson: -86.2906\tvalid_0's l2: 743.581\n",
"[10]\tvalid_0's poisson: -88.0834\tvalid_0's l2: 739.182\n",
"[11]\tvalid_0's poisson: -82.2261\tvalid_0's l2: 716.574\n",
"[12]\tvalid_0's poisson: -83.8807\tvalid_0's l2: 708.036\n",
"[13]\tvalid_0's poisson: -83.5405\tvalid_0's l2: 706.847\n",
"[14]\tvalid_0's poisson: -85.8111\tvalid_0's l2: 669.068\n",
"[15]\tvalid_0's poisson: -85.007\tvalid_0's l2: 662.63\n",
"[16]\tvalid_0's poisson: -84.9553\tvalid_0's l2: 655.087\n",
"[17]\tvalid_0's poisson: -85.1115\tvalid_0's l2: 657.276\n",
"[18]\tvalid_0's poisson: -87.3506\tvalid_0's l2: 649.889\n",
"[19]\tvalid_0's poisson: -88.9942\tvalid_0's l2: 629.3\n",
"[20]\tvalid_0's poisson: -88.5775\tvalid_0's l2: 620.253\n",
"[21]\tvalid_0's poisson: -86.8172\tvalid_0's l2: 604.038\n",
"[22]\tvalid_0's poisson: -84.297\tvalid_0's l2: 595.907\n",
"[23]\tvalid_0's poisson: -85.0388\tvalid_0's l2: 587.934\n",
"[24]\tvalid_0's poisson: -85.8017\tvalid_0's l2: 585.351\n",
"[25]\tvalid_0's poisson: -86.925\tvalid_0's l2: 584.69\n",
"[26]\tvalid_0's poisson: -87.7196\tvalid_0's l2: 581.718\n",
"[27]\tvalid_0's poisson: -86.8093\tvalid_0's l2: 578.348\n",
"[28]\tvalid_0's poisson: -87.1297\tvalid_0's l2: 575.798\n",
"[29]\tvalid_0's poisson: -88.5327\tvalid_0's l2: 562.843\n",
"[30]\tvalid_0's poisson: -88.5268\tvalid_0's l2: 560.711\n",
"[31]\tvalid_0's poisson: -89.0913\tvalid_0's l2: 559.837\n",
"[32]\tvalid_0's poisson: -88.7329\tvalid_0's l2: 557.19\n",
"[33]\tvalid_0's poisson: -89.1216\tvalid_0's l2: 557.721\n",
"[34]\tvalid_0's poisson: -90.2165\tvalid_0's l2: 549.069\n",
"[35]\tvalid_0's poisson: -90.2912\tvalid_0's l2: 544.208\n",
"[36]\tvalid_0's poisson: -89.72\tvalid_0's l2: 541.091\n",
"[37]\tvalid_0's poisson: -89.5367\tvalid_0's l2: 538.412\n",
"[38]\tvalid_0's poisson: -89.6829\tvalid_0's l2: 536.887\n",
"[39]\tvalid_0's poisson: -90.87\tvalid_0's l2: 533.616\n",
"[40]\tvalid_0's poisson: -90.0954\tvalid_0's l2: 532.255\n",
"[41]\tvalid_0's poisson: -90.2886\tvalid_0's l2: 526.743\n",
"[42]\tvalid_0's poisson: -92.9155\tvalid_0's l2: 523.236\n",
"[43]\tvalid_0's poisson: -91.1049\tvalid_0's l2: 520.808\n",
"[44]\tvalid_0's poisson: -92.1735\tvalid_0's l2: 507.815\n",
"[45]\tvalid_0's poisson: -92.2071\tvalid_0's l2: 502.18\n",
"[46]\tvalid_0's poisson: -92.2921\tvalid_0's l2: 500.763\n",
"[47]\tvalid_0's poisson: -91.8869\tvalid_0's l2: 499.219\n",
"[48]\tvalid_0's poisson: -91.1082\tvalid_0's l2: 499.543\n",
"[49]\tvalid_0's poisson: -91.883\tvalid_0's l2: 500.067\n",
"[50]\tvalid_0's poisson: -91.8984\tvalid_0's l2: 499.86\n",
"[51]\tvalid_0's poisson: -92.0286\tvalid_0's l2: 500.576\n",
"[52]\tvalid_0's poisson: -91.5261\tvalid_0's l2: 502.031\n",
"[53]\tvalid_0's poisson: -91.6007\tvalid_0's l2: 501.023\n",
"[54]\tvalid_0's poisson: -90.0421\tvalid_0's l2: 497.176\n",
"[55]\tvalid_0's poisson: -90.1327\tvalid_0's l2: 496.12\n",
"[56]\tvalid_0's poisson: -90.0915\tvalid_0's l2: 494.242\n",
"[57]\tvalid_0's poisson: -90.9022\tvalid_0's l2: 493.536\n",
"[58]\tvalid_0's poisson: -89.9704\tvalid_0's l2: 491.628\n",
"[59]\tvalid_0's poisson: -90.1279\tvalid_0's l2: 489.827\n",
"[60]\tvalid_0's poisson: -88.762\tvalid_0's l2: 485.669\n",
"[61]\tvalid_0's poisson: -89.6444\tvalid_0's l2: 483.835\n",
"[62]\tvalid_0's poisson: -89.5868\tvalid_0's l2: 483.716\n",
"[63]\tvalid_0's poisson: -90.0365\tvalid_0's l2: 481.382\n",
"[64]\tvalid_0's poisson: -89.8163\tvalid_0's l2: 481.132\n",
"[65]\tvalid_0's poisson: -89.8578\tvalid_0's l2: 481.728\n",
"[66]\tvalid_0's poisson: -90.5871\tvalid_0's l2: 479.199\n",
"[67]\tvalid_0's poisson: -89.6576\tvalid_0's l2: 477.483\n",
"[68]\tvalid_0's poisson: -90.962\tvalid_0's l2: 475.911\n",
"[69]\tvalid_0's poisson: -89.8828\tvalid_0's l2: 476.215\n",
"[70]\tvalid_0's poisson: -90.0466\tvalid_0's l2: 476.486\n",
"[71]\tvalid_0's poisson: -89.883\tvalid_0's l2: 476.582\n",
"[72]\tvalid_0's poisson: -90.0835\tvalid_0's l2: 474.546\n",
"[73]\tvalid_0's poisson: -90.1296\tvalid_0's l2: 471.569\n",
"[74]\tvalid_0's poisson: -90.5238\tvalid_0's l2: 472.68\n",
"[75]\tvalid_0's poisson: -90.2899\tvalid_0's l2: 471.41\n",
"[76]\tvalid_0's poisson: -90.5601\tvalid_0's l2: 471.572\n",
"[77]\tvalid_0's poisson: -91.169\tvalid_0's l2: 469.4\n",
"[78]\tvalid_0's poisson: -91.2164\tvalid_0's l2: 469.563\n",
"[79]\tvalid_0's poisson: -91.0757\tvalid_0's l2: 469.196\n",
"[80]\tvalid_0's poisson: -91.2169\tvalid_0's l2: 467.767\n",
"[81]\tvalid_0's poisson: -91.777\tvalid_0's l2: 468.278\n",
"[82]\tvalid_0's poisson: -91.4448\tvalid_0's l2: 467.833\n",
"[83]\tvalid_0's poisson: -91.7906\tvalid_0's l2: 467.652\n",
"[84]\tvalid_0's poisson: -92.388\tvalid_0's l2: 466.46\n",
"[85]\tvalid_0's poisson: -91.1492\tvalid_0's l2: 464.141\n",
"[86]\tvalid_0's poisson: -91.6179\tvalid_0's l2: 464.009\n",
"[87]\tvalid_0's poisson: -90.673\tvalid_0's l2: 463.222\n",
"[88]\tvalid_0's poisson: -90.8734\tvalid_0's l2: 462.444\n",
"[89]\tvalid_0's poisson: -90.8586\tvalid_0's l2: 461.683\n",
"[90]\tvalid_0's poisson: -90.9054\tvalid_0's l2: 460.481\n",
"[91]\tvalid_0's poisson: -90.9236\tvalid_0's l2: 460.566\n",
"[92]\tvalid_0's poisson: -91.34\tvalid_0's l2: 458.891\n",
"[93]\tvalid_0's poisson: -90.1591\tvalid_0's l2: 456.637\n",
"[94]\tvalid_0's poisson: -90.1372\tvalid_0's l2: 455.848\n",
"[95]\tvalid_0's poisson: -90.409\tvalid_0's l2: 456.143\n",
"[96]\tvalid_0's poisson: -90.0068\tvalid_0's l2: 456.099\n",
"[97]\tvalid_0's poisson: -90.4836\tvalid_0's l2: 456.019\n",
"[98]\tvalid_0's poisson: -90.4041\tvalid_0's l2: 456.174\n",
"[99]\tvalid_0's poisson: -90.3665\tvalid_0's l2: 457.832\n",
"[100]\tvalid_0's poisson: -90.529\tvalid_0's l2: 457.94\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6873\tvalid_0's l2: 1487.41\n",
"[2]\tvalid_0's poisson: -67.9537\tvalid_0's l2: 1048.81\n",
"[3]\tvalid_0's poisson: -68.0641\tvalid_0's l2: 939.835\n",
"[4]\tvalid_0's poisson: -70.2398\tvalid_0's l2: 870.789\n",
"[5]\tvalid_0's poisson: -84.8953\tvalid_0's l2: 839.36\n",
"[6]\tvalid_0's poisson: -74.5459\tvalid_0's l2: 799.694\n",
"[7]\tvalid_0's poisson: -73.4538\tvalid_0's l2: 763.285\n",
"[8]\tvalid_0's poisson: -75.9695\tvalid_0's l2: 752.585\n",
"[9]\tvalid_0's poisson: -81.0955\tvalid_0's l2: 722.021\n",
"[10]\tvalid_0's poisson: -80.1293\tvalid_0's l2: 714.039\n",
"[11]\tvalid_0's poisson: -88.4122\tvalid_0's l2: 671.628\n",
"[12]\tvalid_0's poisson: -80.4936\tvalid_0's l2: 661.78\n",
"[13]\tvalid_0's poisson: -84.702\tvalid_0's l2: 653.031\n",
"[14]\tvalid_0's poisson: -84.5758\tvalid_0's l2: 649.048\n",
"[15]\tvalid_0's poisson: -81.7144\tvalid_0's l2: 643.515\n",
"[16]\tvalid_0's poisson: -80.1425\tvalid_0's l2: 641.949\n",
"[17]\tvalid_0's poisson: -80.6329\tvalid_0's l2: 639.329\n",
"[18]\tvalid_0's poisson: -85.5322\tvalid_0's l2: 637.806\n",
"[19]\tvalid_0's poisson: -88.2023\tvalid_0's l2: 633.68\n",
"[20]\tvalid_0's poisson: -85.4358\tvalid_0's l2: 612.937\n",
"[21]\tvalid_0's poisson: -83.1116\tvalid_0's l2: 599.961\n",
"[22]\tvalid_0's poisson: -84.0154\tvalid_0's l2: 597.293\n",
"[23]\tvalid_0's poisson: -87.1457\tvalid_0's l2: 587.864\n",
"[24]\tvalid_0's poisson: -84.1549\tvalid_0's l2: 577.75\n",
"[25]\tvalid_0's poisson: -84.6815\tvalid_0's l2: 574.322\n",
"[26]\tvalid_0's poisson: -84.9926\tvalid_0's l2: 575.002\n",
"[27]\tvalid_0's poisson: -87.0919\tvalid_0's l2: 570.839\n",
"[28]\tvalid_0's poisson: -87.0703\tvalid_0's l2: 569.784\n",
"[29]\tvalid_0's poisson: -86.8165\tvalid_0's l2: 566.033\n",
"[30]\tvalid_0's poisson: -87.2664\tvalid_0's l2: 560.447\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[31]\tvalid_0's poisson: -87.7873\tvalid_0's l2: 550.706\n",
"[32]\tvalid_0's poisson: -87.1099\tvalid_0's l2: 548.093\n",
"[33]\tvalid_0's poisson: -87.4675\tvalid_0's l2: 545.458\n",
"[34]\tvalid_0's poisson: -87.3312\tvalid_0's l2: 543.808\n",
"[35]\tvalid_0's poisson: -87.3137\tvalid_0's l2: 542.005\n",
"[36]\tvalid_0's poisson: -88.0473\tvalid_0's l2: 539.831\n",
"[37]\tvalid_0's poisson: -88.9677\tvalid_0's l2: 538.877\n",
"[38]\tvalid_0's poisson: -89.408\tvalid_0's l2: 537.49\n",
"[39]\tvalid_0's poisson: -89.46\tvalid_0's l2: 534.98\n",
"[40]\tvalid_0's poisson: -89.6855\tvalid_0's l2: 533.117\n",
"[41]\tvalid_0's poisson: -87.1458\tvalid_0's l2: 530.229\n",
"[42]\tvalid_0's poisson: -86.0681\tvalid_0's l2: 524.422\n",
"[43]\tvalid_0's poisson: -85.451\tvalid_0's l2: 521.589\n",
"[44]\tvalid_0's poisson: -87.9595\tvalid_0's l2: 518.243\n",
"[45]\tvalid_0's poisson: -85.8482\tvalid_0's l2: 512.442\n",
"[46]\tvalid_0's poisson: -85.7566\tvalid_0's l2: 512.079\n",
"[47]\tvalid_0's poisson: -86.069\tvalid_0's l2: 513.063\n",
"[48]\tvalid_0's poisson: -86.2744\tvalid_0's l2: 511.794\n",
"[49]\tvalid_0's poisson: -87.1313\tvalid_0's l2: 509.188\n",
"[50]\tvalid_0's poisson: -86.2106\tvalid_0's l2: 508.305\n",
"[51]\tvalid_0's poisson: -89.1501\tvalid_0's l2: 505.058\n",
"[52]\tvalid_0's poisson: -88.7424\tvalid_0's l2: 504.272\n",
"[53]\tvalid_0's poisson: -89.4642\tvalid_0's l2: 504.233\n",
"[54]\tvalid_0's poisson: -88.9418\tvalid_0's l2: 501.228\n",
"[55]\tvalid_0's poisson: -88.7382\tvalid_0's l2: 498.778\n",
"[56]\tvalid_0's poisson: -88.778\tvalid_0's l2: 498.582\n",
"[57]\tvalid_0's poisson: -87.9941\tvalid_0's l2: 494.614\n",
"[58]\tvalid_0's poisson: -87.5791\tvalid_0's l2: 491.757\n",
"[59]\tvalid_0's poisson: -87.7488\tvalid_0's l2: 490.588\n",
"[60]\tvalid_0's poisson: -87.7823\tvalid_0's l2: 491.891\n",
"[61]\tvalid_0's poisson: -88.9755\tvalid_0's l2: 492.004\n",
"[62]\tvalid_0's poisson: -89.9774\tvalid_0's l2: 490.845\n",
"[63]\tvalid_0's poisson: -90.3643\tvalid_0's l2: 487.238\n",
"[64]\tvalid_0's poisson: -89.8025\tvalid_0's l2: 485.4\n",
"[65]\tvalid_0's poisson: -90.0503\tvalid_0's l2: 484.243\n",
"[66]\tvalid_0's poisson: -90.4905\tvalid_0's l2: 483.104\n",
"[67]\tvalid_0's poisson: -90.8881\tvalid_0's l2: 483.155\n",
"[68]\tvalid_0's poisson: -90.3604\tvalid_0's l2: 483.295\n",
"[69]\tvalid_0's poisson: -90.4315\tvalid_0's l2: 483.809\n",
"[70]\tvalid_0's poisson: -89.4665\tvalid_0's l2: 481.063\n",
"[71]\tvalid_0's poisson: -89.4906\tvalid_0's l2: 481.061\n",
"[72]\tvalid_0's poisson: -89.493\tvalid_0's l2: 481.189\n",
"[73]\tvalid_0's poisson: -90.1439\tvalid_0's l2: 480.313\n",
"[74]\tvalid_0's poisson: -90.349\tvalid_0's l2: 479.158\n",
"[75]\tvalid_0's poisson: -90.4212\tvalid_0's l2: 479.273\n",
"[76]\tvalid_0's poisson: -94.3045\tvalid_0's l2: 473.653\n",
"[77]\tvalid_0's poisson: -94.1683\tvalid_0's l2: 471.19\n",
"[78]\tvalid_0's poisson: -93.8124\tvalid_0's l2: 468.469\n",
"[79]\tvalid_0's poisson: -93.9134\tvalid_0's l2: 466.426\n",
"[80]\tvalid_0's poisson: -93.2152\tvalid_0's l2: 466.448\n",
"[81]\tvalid_0's poisson: -93.1765\tvalid_0's l2: 466.288\n",
"[82]\tvalid_0's poisson: -93.4474\tvalid_0's l2: 467.433\n",
"[83]\tvalid_0's poisson: -93.2783\tvalid_0's l2: 467.439\n",
"[84]\tvalid_0's poisson: -93.8523\tvalid_0's l2: 465.5\n",
"[85]\tvalid_0's poisson: -93.0953\tvalid_0's l2: 464.972\n",
"[86]\tvalid_0's poisson: -93.0554\tvalid_0's l2: 462.682\n",
"[87]\tvalid_0's poisson: -92.969\tvalid_0's l2: 460.884\n",
"[88]\tvalid_0's poisson: -93.0185\tvalid_0's l2: 459.515\n",
"[89]\tvalid_0's poisson: -93.093\tvalid_0's l2: 459.264\n",
"[90]\tvalid_0's poisson: -93.2887\tvalid_0's l2: 459.667\n",
"[91]\tvalid_0's poisson: -93.4137\tvalid_0's l2: 459.253\n",
"[92]\tvalid_0's poisson: -93.4325\tvalid_0's l2: 460.101\n",
"[93]\tvalid_0's poisson: -93.4302\tvalid_0's l2: 459.463\n",
"[94]\tvalid_0's poisson: -93.1907\tvalid_0's l2: 460.326\n",
"[95]\tvalid_0's poisson: -92.7475\tvalid_0's l2: 459.572\n",
"[96]\tvalid_0's poisson: -92.0233\tvalid_0's l2: 458.812\n",
"[97]\tvalid_0's poisson: -92.6797\tvalid_0's l2: 459\n",
"[98]\tvalid_0's poisson: -92.2109\tvalid_0's l2: 456.259\n",
"[99]\tvalid_0's poisson: -94.0006\tvalid_0's l2: 453.544\n",
"[100]\tvalid_0's poisson: -94.5097\tvalid_0's l2: 450.169\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6833\tvalid_0's l2: 1488.1\n",
"[2]\tvalid_0's poisson: -67.9336\tvalid_0's l2: 1050.54\n",
"[3]\tvalid_0's poisson: -72.8393\tvalid_0's l2: 975.955\n",
"[4]\tvalid_0's poisson: -69.3305\tvalid_0's l2: 944.969\n",
"[5]\tvalid_0's poisson: -73.9905\tvalid_0's l2: 900.431\n",
"[6]\tvalid_0's poisson: -76.1697\tvalid_0's l2: 852.665\n",
"[7]\tvalid_0's poisson: -75.7828\tvalid_0's l2: 842.569\n",
"[8]\tvalid_0's poisson: -76.116\tvalid_0's l2: 836.39\n",
"[9]\tvalid_0's poisson: -75.7827\tvalid_0's l2: 808.097\n",
"[10]\tvalid_0's poisson: -76.3341\tvalid_0's l2: 790.317\n",
"[11]\tvalid_0's poisson: -79.8455\tvalid_0's l2: 758.634\n",
"[12]\tvalid_0's poisson: -86.7276\tvalid_0's l2: 755.681\n",
"[13]\tvalid_0's poisson: -81.2629\tvalid_0's l2: 749.91\n",
"[14]\tvalid_0's poisson: -80.413\tvalid_0's l2: 740.547\n",
"[15]\tvalid_0's poisson: -81.4109\tvalid_0's l2: 733.59\n",
"[16]\tvalid_0's poisson: -84.0025\tvalid_0's l2: 728.496\n",
"[17]\tvalid_0's poisson: -81.1257\tvalid_0's l2: 674.054\n",
"[18]\tvalid_0's poisson: -81.7148\tvalid_0's l2: 667.277\n",
"[19]\tvalid_0's poisson: -80.4612\tvalid_0's l2: 661.851\n",
"[20]\tvalid_0's poisson: -81.208\tvalid_0's l2: 652.408\n",
"[21]\tvalid_0's poisson: -86.0311\tvalid_0's l2: 604.049\n",
"[22]\tvalid_0's poisson: -86.078\tvalid_0's l2: 601.886\n",
"[23]\tvalid_0's poisson: -86.074\tvalid_0's l2: 599.358\n",
"[24]\tvalid_0's poisson: -87.7394\tvalid_0's l2: 590.328\n",
"[25]\tvalid_0's poisson: -87.3793\tvalid_0's l2: 586.047\n",
"[26]\tvalid_0's poisson: -87.2201\tvalid_0's l2: 582.062\n",
"[27]\tvalid_0's poisson: -87.4109\tvalid_0's l2: 578.512\n",
"[28]\tvalid_0's poisson: -89.4027\tvalid_0's l2: 572.999\n",
"[29]\tvalid_0's poisson: -88.3461\tvalid_0's l2: 565.743\n",
"[30]\tvalid_0's poisson: -87.7662\tvalid_0's l2: 563.668\n",
"[31]\tvalid_0's poisson: -88.0558\tvalid_0's l2: 562.4\n",
"[32]\tvalid_0's poisson: -88.0894\tvalid_0's l2: 561.709\n",
"[33]\tvalid_0's poisson: -88.2747\tvalid_0's l2: 558.055\n",
"[34]\tvalid_0's poisson: -86.7804\tvalid_0's l2: 554.648\n",
"[35]\tvalid_0's poisson: -87.2063\tvalid_0's l2: 553.355\n",
"[36]\tvalid_0's poisson: -86.7954\tvalid_0's l2: 548.059\n",
"[37]\tvalid_0's poisson: -86.9711\tvalid_0's l2: 546.04\n",
"[38]\tvalid_0's poisson: -86.9383\tvalid_0's l2: 545.775\n",
"[39]\tvalid_0's poisson: -86.5145\tvalid_0's l2: 542.881\n",
"[40]\tvalid_0's poisson: -87.1139\tvalid_0's l2: 533.048\n",
"[41]\tvalid_0's poisson: -87.1036\tvalid_0's l2: 534.428\n",
"[42]\tvalid_0's poisson: -86.88\tvalid_0's l2: 534.261\n",
"[43]\tvalid_0's poisson: -87.0272\tvalid_0's l2: 533.391\n",
"[44]\tvalid_0's poisson: -86.9504\tvalid_0's l2: 535.367\n",
"[45]\tvalid_0's poisson: -87.0059\tvalid_0's l2: 534.551\n",
"[46]\tvalid_0's poisson: -86.8934\tvalid_0's l2: 533.483\n",
"[47]\tvalid_0's poisson: -86.979\tvalid_0's l2: 533.65\n",
"[48]\tvalid_0's poisson: -87.506\tvalid_0's l2: 532.251\n",
"[49]\tvalid_0's poisson: -87.4446\tvalid_0's l2: 530.192\n",
"[50]\tvalid_0's poisson: -87.5128\tvalid_0's l2: 530.061\n",
"[51]\tvalid_0's poisson: -90.4262\tvalid_0's l2: 527.585\n",
"[52]\tvalid_0's poisson: -89.746\tvalid_0's l2: 525.818\n",
"[53]\tvalid_0's poisson: -89.3794\tvalid_0's l2: 525.834\n",
"[54]\tvalid_0's poisson: -89.4597\tvalid_0's l2: 525.811\n",
"[55]\tvalid_0's poisson: -89.4961\tvalid_0's l2: 523.782\n",
"[56]\tvalid_0's poisson: -90.959\tvalid_0's l2: 511.308\n",
"[57]\tvalid_0's poisson: -90.4083\tvalid_0's l2: 510.74\n",
"[58]\tvalid_0's poisson: -90.761\tvalid_0's l2: 507.167\n",
"[59]\tvalid_0's poisson: -91.1085\tvalid_0's l2: 506.139\n",
"[60]\tvalid_0's poisson: -90.4192\tvalid_0's l2: 499.894\n",
"[61]\tvalid_0's poisson: -90.3084\tvalid_0's l2: 498.855\n",
"[62]\tvalid_0's poisson: -90.041\tvalid_0's l2: 497.832\n",
"[63]\tvalid_0's poisson: -89.7511\tvalid_0's l2: 497.108\n",
"[64]\tvalid_0's poisson: -89.8629\tvalid_0's l2: 498.609\n",
"[65]\tvalid_0's poisson: -89.4768\tvalid_0's l2: 497.623\n",
"[66]\tvalid_0's poisson: -89.8195\tvalid_0's l2: 497.966\n",
"[67]\tvalid_0's poisson: -89.6189\tvalid_0's l2: 497.699\n",
"[68]\tvalid_0's poisson: -90.8332\tvalid_0's l2: 492.834\n",
"[69]\tvalid_0's poisson: -89.8652\tvalid_0's l2: 492.235\n",
"[70]\tvalid_0's poisson: -93.8759\tvalid_0's l2: 486.775\n",
"[71]\tvalid_0's poisson: -93.9548\tvalid_0's l2: 484.822\n",
"[72]\tvalid_0's poisson: -93.8788\tvalid_0's l2: 483.045\n",
"[73]\tvalid_0's poisson: -93.4947\tvalid_0's l2: 482.95\n",
"[74]\tvalid_0's poisson: -93.3063\tvalid_0's l2: 482.064\n",
"[75]\tvalid_0's poisson: -93.65\tvalid_0's l2: 481.294\n",
"[76]\tvalid_0's poisson: -93.2001\tvalid_0's l2: 478.507\n",
"[77]\tvalid_0's poisson: -92.8069\tvalid_0's l2: 479.077\n",
"[78]\tvalid_0's poisson: -92.0961\tvalid_0's l2: 478.002\n",
"[79]\tvalid_0's poisson: -92.024\tvalid_0's l2: 477.078\n",
"[80]\tvalid_0's poisson: -91.2731\tvalid_0's l2: 476.419\n",
"[81]\tvalid_0's poisson: -91.366\tvalid_0's l2: 476.837\n",
"[82]\tvalid_0's poisson: -90.8903\tvalid_0's l2: 476.275\n",
"[83]\tvalid_0's poisson: -91.1468\tvalid_0's l2: 476.399\n",
"[84]\tvalid_0's poisson: -91.0108\tvalid_0's l2: 475.693\n",
"[85]\tvalid_0's poisson: -91.5232\tvalid_0's l2: 475.834\n",
"[86]\tvalid_0's poisson: -91.5198\tvalid_0's l2: 475.865\n",
"[87]\tvalid_0's poisson: -91.4511\tvalid_0's l2: 475.665\n",
"[88]\tvalid_0's poisson: -91.1576\tvalid_0's l2: 475.44\n",
"[89]\tvalid_0's poisson: -91.1223\tvalid_0's l2: 471.086\n",
"[90]\tvalid_0's poisson: -90.3503\tvalid_0's l2: 471.344\n",
"[91]\tvalid_0's poisson: -90.2361\tvalid_0's l2: 468.38\n",
"[92]\tvalid_0's poisson: -90.0953\tvalid_0's l2: 467.031\n",
"[93]\tvalid_0's poisson: -90.1149\tvalid_0's l2: 464.02\n",
"[94]\tvalid_0's poisson: -90.1604\tvalid_0's l2: 462.157\n",
"[95]\tvalid_0's poisson: -89.8235\tvalid_0's l2: 460.361\n",
"[96]\tvalid_0's poisson: -90.1784\tvalid_0's l2: 459.76\n",
"[97]\tvalid_0's poisson: -92.4673\tvalid_0's l2: 457.499\n",
"[98]\tvalid_0's poisson: -92.2572\tvalid_0's l2: 457.947\n",
"[99]\tvalid_0's poisson: -92.3362\tvalid_0's l2: 458.22\n",
"[100]\tvalid_0's poisson: -92.2422\tvalid_0's l2: 458.279\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3451\tvalid_0's l2: 2287.95\n",
"[2]\tvalid_0's poisson: -87.514\tvalid_0's l2: 2275.66\n",
"[3]\tvalid_0's poisson: -87.6804\tvalid_0's l2: 2263.47\n",
"[4]\tvalid_0's poisson: -87.8444\tvalid_0's l2: 2251.37\n",
"[5]\tvalid_0's poisson: -88.006\tvalid_0's l2: 2239.36\n",
"[6]\tvalid_0's poisson: -88.1653\tvalid_0's l2: 2227.45\n",
"[7]\tvalid_0's poisson: -88.3223\tvalid_0's l2: 2215.63\n",
"[8]\tvalid_0's poisson: -88.4771\tvalid_0's l2: 2203.9\n",
"[9]\tvalid_0's poisson: -88.6297\tvalid_0's l2: 2192.26\n",
"[10]\tvalid_0's poisson: -88.7802\tvalid_0's l2: 2180.71\n",
"[11]\tvalid_0's poisson: -88.9305\tvalid_0's l2: 2169.1\n",
"[12]\tvalid_0's poisson: -89.079\tvalid_0's l2: 2157.57\n",
"[13]\tvalid_0's poisson: -89.2235\tvalid_0's l2: 2146.28\n",
"[14]\tvalid_0's poisson: -89.368\tvalid_0's l2: 2134.93\n",
"[15]\tvalid_0's poisson: -89.5105\tvalid_0's l2: 2123.66\n",
"[16]\tvalid_0's poisson: -89.6496\tvalid_0's l2: 2112.64\n",
"[17]\tvalid_0's poisson: -89.7887\tvalid_0's l2: 2101.54\n",
"[18]\tvalid_0's poisson: -89.9258\tvalid_0's l2: 2090.53\n",
"[19]\tvalid_0's poisson: -90.0598\tvalid_0's l2: 2079.76\n",
"[20]\tvalid_0's poisson: -90.1937\tvalid_0's l2: 2068.91\n",
"[21]\tvalid_0's poisson: -90.3259\tvalid_0's l2: 2058.14\n",
"[22]\tvalid_0's poisson: -90.455\tvalid_0's l2: 2047.61\n",
"[23]\tvalid_0's poisson: -90.5838\tvalid_0's l2: 2037.02\n",
"[24]\tvalid_0's poisson: -90.7113\tvalid_0's l2: 2026.48\n",
"[25]\tvalid_0's poisson: -90.8361\tvalid_0's l2: 2016.18\n",
"[26]\tvalid_0's poisson: -90.9603\tvalid_0's l2: 2005.83\n",
"[27]\tvalid_0's poisson: -91.0834\tvalid_0's l2: 1995.53\n",
"[28]\tvalid_0's poisson: -91.204\tvalid_0's l2: 1985.46\n",
"[29]\tvalid_0's poisson: -91.3242\tvalid_0's l2: 1975.32\n",
"[30]\tvalid_0's poisson: -91.4429\tvalid_0's l2: 1965.27\n",
"[31]\tvalid_0's poisson: -91.5595\tvalid_0's l2: 1955.41\n",
"[32]\tvalid_0's poisson: -91.6777\tvalid_0's l2: 1945.35\n",
"[33]\tvalid_0's poisson: -91.7945\tvalid_0's l2: 1935.37\n",
"[34]\tvalid_0's poisson: -91.91\tvalid_0's l2: 1925.46\n",
"[35]\tvalid_0's poisson: -92.0242\tvalid_0's l2: 1915.63\n",
"[36]\tvalid_0's poisson: -92.1372\tvalid_0's l2: 1905.86\n",
"[37]\tvalid_0's poisson: -92.2486\tvalid_0's l2: 1896.2\n",
"[38]\tvalid_0's poisson: -92.3591\tvalid_0's l2: 1886.59\n",
"[39]\tvalid_0's poisson: -92.4681\tvalid_0's l2: 1877.07\n",
"[40]\tvalid_0's poisson: -92.5763\tvalid_0's l2: 1867.59\n",
"[41]\tvalid_0's poisson: -92.6819\tvalid_0's l2: 1858.31\n",
"[42]\tvalid_0's poisson: -92.7875\tvalid_0's l2: 1849\n",
"[43]\tvalid_0's poisson: -92.8922\tvalid_0's l2: 1839.75\n",
"[44]\tvalid_0's poisson: -92.9969\tvalid_0's l2: 1830.46\n",
"[45]\tvalid_0's poisson: -93.1006\tvalid_0's l2: 1821.24\n",
"[46]\tvalid_0's poisson: -93.202\tvalid_0's l2: 1812.2\n",
"[47]\tvalid_0's poisson: -93.3034\tvalid_0's l2: 1803.12\n",
"[48]\tvalid_0's poisson: -93.4038\tvalid_0's l2: 1794.22\n",
"[49]\tvalid_0's poisson: -93.5033\tvalid_0's l2: 1785.28\n",
"[50]\tvalid_0's poisson: -93.6016\tvalid_0's l2: 1776.51\n",
"[51]\tvalid_0's poisson: -93.6989\tvalid_0's l2: 1767.82\n",
"[52]\tvalid_0's poisson: -93.7956\tvalid_0's l2: 1759.06\n",
"[53]\tvalid_0's poisson: -93.891\tvalid_0's l2: 1750.49\n",
"[54]\tvalid_0's poisson: -93.9838\tvalid_0's l2: 1742.04\n",
"[55]\tvalid_0's poisson: -94.0776\tvalid_0's l2: 1733.58\n",
"[56]\tvalid_0's poisson: -94.1699\tvalid_0's l2: 1725.15\n",
"[57]\tvalid_0's poisson: -94.2604\tvalid_0's l2: 1716.92\n",
"[58]\tvalid_0's poisson: -94.35\tvalid_0's l2: 1708.76\n",
"[59]\tvalid_0's poisson: -94.4406\tvalid_0's l2: 1700.42\n",
"[60]\tvalid_0's poisson: -94.5286\tvalid_0's l2: 1692.38\n",
"[61]\tvalid_0's poisson: -94.6157\tvalid_0's l2: 1684.39\n",
"[62]\tvalid_0's poisson: -94.7019\tvalid_0's l2: 1676.46\n",
"[63]\tvalid_0's poisson: -94.7892\tvalid_0's l2: 1668.36\n",
"[64]\tvalid_0's poisson: -94.8739\tvalid_0's l2: 1660.55\n",
"[65]\tvalid_0's poisson: -94.9578\tvalid_0's l2: 1652.79\n",
"[66]\tvalid_0's poisson: -95.0409\tvalid_0's l2: 1645.1\n",
"[67]\tvalid_0's poisson: -95.125\tvalid_0's l2: 1637.23\n",
"[68]\tvalid_0's poisson: -95.2066\tvalid_0's l2: 1629.65\n",
"[69]\tvalid_0's poisson: -95.2875\tvalid_0's l2: 1622.12\n",
"[70]\tvalid_0's poisson: -95.3696\tvalid_0's l2: 1614.41\n",
"[71]\tvalid_0's poisson: -95.449\tvalid_0's l2: 1606.99\n",
"[72]\tvalid_0's poisson: -95.5277\tvalid_0's l2: 1599.62\n",
"[73]\tvalid_0's poisson: -95.6056\tvalid_0's l2: 1592.31\n",
"[74]\tvalid_0's poisson: -95.6849\tvalid_0's l2: 1584.82\n",
"[75]\tvalid_0's poisson: -95.7615\tvalid_0's l2: 1577.62\n",
"[76]\tvalid_0's poisson: -95.8374\tvalid_0's l2: 1570.47\n",
"[77]\tvalid_0's poisson: -95.9125\tvalid_0's l2: 1563.38\n",
"[78]\tvalid_0's poisson: -95.9894\tvalid_0's l2: 1556.08\n",
"[79]\tvalid_0's poisson: -96.0634\tvalid_0's l2: 1549.08\n",
"[80]\tvalid_0's poisson: -96.1366\tvalid_0's l2: 1542.14\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -96.2097\tvalid_0's l2: 1535.21\n",
"[82]\tvalid_0's poisson: -96.2841\tvalid_0's l2: 1528.11\n",
"[83]\tvalid_0's poisson: -96.3555\tvalid_0's l2: 1521.32\n",
"[84]\tvalid_0's poisson: -96.4265\tvalid_0's l2: 1514.57\n",
"[85]\tvalid_0's poisson: -96.497\tvalid_0's l2: 1507.84\n",
"[86]\tvalid_0's poisson: -96.5667\tvalid_0's l2: 1501.2\n",
"[87]\tvalid_0's poisson: -96.6385\tvalid_0's l2: 1494.32\n",
"[88]\tvalid_0's poisson: -96.7069\tvalid_0's l2: 1487.77\n",
"[89]\tvalid_0's poisson: -96.776\tvalid_0's l2: 1481.12\n",
"[90]\tvalid_0's poisson: -96.8439\tvalid_0's l2: 1474.6\n",
"[91]\tvalid_0's poisson: -96.9135\tvalid_0's l2: 1467.92\n",
"[92]\tvalid_0's poisson: -96.9805\tvalid_0's l2: 1461.48\n",
"[93]\tvalid_0's poisson: -97.0467\tvalid_0's l2: 1455.1\n",
"[94]\tvalid_0's poisson: -97.1129\tvalid_0's l2: 1448.7\n",
"[95]\tvalid_0's poisson: -97.1805\tvalid_0's l2: 1442.19\n",
"[96]\tvalid_0's poisson: -97.2452\tvalid_0's l2: 1435.98\n",
"[97]\tvalid_0's poisson: -97.3099\tvalid_0's l2: 1429.72\n",
"[98]\tvalid_0's poisson: -97.3741\tvalid_0's l2: 1423.51\n",
"[99]\tvalid_0's poisson: -97.4378\tvalid_0's l2: 1417.35\n",
"[100]\tvalid_0's poisson: -97.5028\tvalid_0's l2: 1411.06\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3455\tvalid_0's l2: 2287.91\n",
"[2]\tvalid_0's poisson: -87.5144\tvalid_0's l2: 2275.63\n",
"[3]\tvalid_0's poisson: -87.6808\tvalid_0's l2: 2263.44\n",
"[4]\tvalid_0's poisson: -87.8447\tvalid_0's l2: 2251.34\n",
"[5]\tvalid_0's poisson: -88.0061\tvalid_0's l2: 2239.33\n",
"[6]\tvalid_0's poisson: -88.1653\tvalid_0's l2: 2227.42\n",
"[7]\tvalid_0's poisson: -88.3221\tvalid_0's l2: 2215.59\n",
"[8]\tvalid_0's poisson: -88.476\tvalid_0's l2: 2203.91\n",
"[9]\tvalid_0's poisson: -88.6285\tvalid_0's l2: 2192.27\n",
"[10]\tvalid_0's poisson: -88.7781\tvalid_0's l2: 2180.76\n",
"[11]\tvalid_0's poisson: -88.9275\tvalid_0's l2: 2169.21\n",
"[12]\tvalid_0's poisson: -89.0749\tvalid_0's l2: 2157.74\n",
"[13]\tvalid_0's poisson: -89.2186\tvalid_0's l2: 2146.49\n",
"[14]\tvalid_0's poisson: -89.362\tvalid_0's l2: 2135.2\n",
"[15]\tvalid_0's poisson: -89.5036\tvalid_0's l2: 2123.99\n",
"[16]\tvalid_0's poisson: -89.6433\tvalid_0's l2: 2112.86\n",
"[17]\tvalid_0's poisson: -89.7873\tvalid_0's l2: 2101.4\n",
"[18]\tvalid_0's poisson: -89.922\tvalid_0's l2: 2090.56\n",
"[19]\tvalid_0's poisson: -90.0565\tvalid_0's l2: 2079.68\n",
"[20]\tvalid_0's poisson: -90.1893\tvalid_0's l2: 2068.88\n",
"[21]\tvalid_0's poisson: -90.3265\tvalid_0's l2: 2057.73\n",
"[22]\tvalid_0's poisson: -90.4582\tvalid_0's l2: 2046.92\n",
"[23]\tvalid_0's poisson: -90.5872\tvalid_0's l2: 2036.29\n",
"[24]\tvalid_0's poisson: -90.7133\tvalid_0's l2: 2025.83\n",
"[25]\tvalid_0's poisson: -90.8443\tvalid_0's l2: 2014.99\n",
"[26]\tvalid_0's poisson: -90.9698\tvalid_0's l2: 2004.49\n",
"[27]\tvalid_0's poisson: -91.0908\tvalid_0's l2: 1994.34\n",
"[28]\tvalid_0's poisson: -91.2174\tvalid_0's l2: 1983.73\n",
"[29]\tvalid_0's poisson: -91.3386\tvalid_0's l2: 1973.45\n",
"[30]\tvalid_0's poisson: -91.4564\tvalid_0's l2: 1963.43\n",
"[31]\tvalid_0's poisson: -91.574\tvalid_0's l2: 1953.4\n",
"[32]\tvalid_0's poisson: -91.6951\tvalid_0's l2: 1943.09\n",
"[33]\tvalid_0's poisson: -91.8093\tvalid_0's l2: 1933.26\n",
"[34]\tvalid_0's poisson: -91.9238\tvalid_0's l2: 1923.36\n",
"[35]\tvalid_0's poisson: -92.0344\tvalid_0's l2: 1913.79\n",
"[36]\tvalid_0's poisson: -92.1505\tvalid_0's l2: 1903.76\n",
"[37]\tvalid_0's poisson: -92.2596\tvalid_0's l2: 1894.24\n",
"[38]\tvalid_0's poisson: -92.3684\tvalid_0's l2: 1884.72\n",
"[39]\tvalid_0's poisson: -92.4753\tvalid_0's l2: 1875.32\n",
"[40]\tvalid_0's poisson: -92.5867\tvalid_0's l2: 1865.57\n",
"[41]\tvalid_0's poisson: -92.6928\tvalid_0's l2: 1856.17\n",
"[42]\tvalid_0's poisson: -92.7957\tvalid_0's l2: 1847.07\n",
"[43]\tvalid_0's poisson: -92.8997\tvalid_0's l2: 1837.8\n",
"[44]\tvalid_0's poisson: -93.0068\tvalid_0's l2: 1828.31\n",
"[45]\tvalid_0's poisson: -93.1071\tvalid_0's l2: 1819.32\n",
"[46]\tvalid_0's poisson: -93.207\tvalid_0's l2: 1810.36\n",
"[47]\tvalid_0's poisson: -93.311\tvalid_0's l2: 1801.07\n",
"[48]\tvalid_0's poisson: -93.4084\tvalid_0's l2: 1792.28\n",
"[49]\tvalid_0's poisson: -93.5048\tvalid_0's l2: 1783.56\n",
"[50]\tvalid_0's poisson: -93.601\tvalid_0's l2: 1774.84\n",
"[51]\tvalid_0's poisson: -93.701\tvalid_0's l2: 1765.81\n",
"[52]\tvalid_0's poisson: -93.7947\tvalid_0's l2: 1757.27\n",
"[53]\tvalid_0's poisson: -93.8886\tvalid_0's l2: 1748.66\n",
"[54]\tvalid_0's poisson: -93.981\tvalid_0's l2: 1740.2\n",
"[55]\tvalid_0's poisson: -94.0773\tvalid_0's l2: 1731.42\n",
"[56]\tvalid_0's poisson: -94.1675\tvalid_0's l2: 1723.12\n",
"[57]\tvalid_0's poisson: -94.2572\tvalid_0's l2: 1714.85\n",
"[58]\tvalid_0's poisson: -94.3467\tvalid_0's l2: 1706.56\n",
"[59]\tvalid_0's poisson: -94.4395\tvalid_0's l2: 1698.02\n",
"[60]\tvalid_0's poisson: -94.5263\tvalid_0's l2: 1689.96\n",
"[61]\tvalid_0's poisson: -94.6129\tvalid_0's l2: 1681.91\n",
"[62]\tvalid_0's poisson: -94.7032\tvalid_0's l2: 1673.56\n",
"[63]\tvalid_0's poisson: -94.7887\tvalid_0's l2: 1665.54\n",
"[64]\tvalid_0's poisson: -94.8722\tvalid_0's l2: 1657.73\n",
"[65]\tvalid_0's poisson: -94.9557\tvalid_0's l2: 1649.91\n",
"[66]\tvalid_0's poisson: -95.0429\tvalid_0's l2: 1641.79\n",
"[67]\tvalid_0's poisson: -95.1253\tvalid_0's l2: 1634.01\n",
"[68]\tvalid_0's poisson: -95.206\tvalid_0's l2: 1626.41\n",
"[69]\tvalid_0's poisson: -95.2909\tvalid_0's l2: 1618.45\n",
"[70]\tvalid_0's poisson: -95.3697\tvalid_0's l2: 1611.06\n",
"[71]\tvalid_0's poisson: -95.4484\tvalid_0's l2: 1603.59\n",
"[72]\tvalid_0's poisson: -95.5272\tvalid_0's l2: 1596.1\n",
"[73]\tvalid_0's poisson: -95.6093\tvalid_0's l2: 1588.36\n",
"[74]\tvalid_0's poisson: -95.6856\tvalid_0's l2: 1581.14\n",
"[75]\tvalid_0's poisson: -95.7624\tvalid_0's l2: 1573.81\n",
"[76]\tvalid_0's poisson: -95.8381\tvalid_0's l2: 1566.56\n",
"[77]\tvalid_0's poisson: -95.9174\tvalid_0's l2: 1559.04\n",
"[78]\tvalid_0's poisson: -95.9911\tvalid_0's l2: 1552.03\n",
"[79]\tvalid_0's poisson: -96.0649\tvalid_0's l2: 1544.94\n",
"[80]\tvalid_0's poisson: -96.1423\tvalid_0's l2: 1537.58\n",
"[81]\tvalid_0's poisson: -96.2144\tvalid_0's l2: 1530.66\n",
"[82]\tvalid_0's poisson: -96.2854\tvalid_0's l2: 1523.89\n",
"[83]\tvalid_0's poisson: -96.3567\tvalid_0's l2: 1516.99\n",
"[84]\tvalid_0's poisson: -96.4317\tvalid_0's l2: 1509.83\n",
"[85]\tvalid_0's poisson: -96.5014\tvalid_0's l2: 1503.11\n",
"[86]\tvalid_0's poisson: -96.5711\tvalid_0's l2: 1496.4\n",
"[87]\tvalid_0's poisson: -96.6442\tvalid_0's l2: 1489.39\n",
"[88]\tvalid_0's poisson: -96.7118\tvalid_0's l2: 1482.85\n",
"[89]\tvalid_0's poisson: -96.7798\tvalid_0's l2: 1476.25\n",
"[90]\tvalid_0's poisson: -96.8512\tvalid_0's l2: 1469.39\n",
"[91]\tvalid_0's poisson: -96.9175\tvalid_0's l2: 1463.01\n",
"[92]\tvalid_0's poisson: -96.9828\tvalid_0's l2: 1456.68\n",
"[93]\tvalid_0's poisson: -97.0526\tvalid_0's l2: 1449.95\n",
"[94]\tvalid_0's poisson: -97.1174\tvalid_0's l2: 1443.69\n",
"[95]\tvalid_0's poisson: -97.1821\tvalid_0's l2: 1437.38\n",
"[96]\tvalid_0's poisson: -97.2463\tvalid_0's l2: 1431.1\n",
"[97]\tvalid_0's poisson: -97.314\tvalid_0's l2: 1424.55\n",
"[98]\tvalid_0's poisson: -97.3766\tvalid_0's l2: 1418.5\n",
"[99]\tvalid_0's poisson: -97.4399\tvalid_0's l2: 1412.31\n",
"[100]\tvalid_0's poisson: -97.5061\tvalid_0's l2: 1405.91\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3446\tvalid_0's l2: 2287.94\n",
"[2]\tvalid_0's poisson: -87.5169\tvalid_0's l2: 2275.38\n",
"[3]\tvalid_0's poisson: -87.6865\tvalid_0's l2: 2262.9\n",
"[4]\tvalid_0's poisson: -87.8536\tvalid_0's l2: 2250.53\n",
"[5]\tvalid_0's poisson: -88.0186\tvalid_0's l2: 2238.22\n",
"[6]\tvalid_0's poisson: -88.1813\tvalid_0's l2: 2226\n",
"[7]\tvalid_0's poisson: -88.3417\tvalid_0's l2: 2213.87\n",
"[8]\tvalid_0's poisson: -88.5\tvalid_0's l2: 2201.82\n",
"[9]\tvalid_0's poisson: -88.6577\tvalid_0's l2: 2189.73\n",
"[10]\tvalid_0's poisson: -88.8113\tvalid_0's l2: 2177.88\n",
"[11]\tvalid_0's poisson: -88.9626\tvalid_0's l2: 2166.13\n",
"[12]\tvalid_0's poisson: -89.114\tvalid_0's l2: 2154.31\n",
"[13]\tvalid_0's poisson: -89.2614\tvalid_0's l2: 2142.72\n",
"[14]\tvalid_0's poisson: -89.4089\tvalid_0's l2: 2131.06\n",
"[15]\tvalid_0's poisson: -89.5541\tvalid_0's l2: 2119.5\n",
"[16]\tvalid_0's poisson: -89.696\tvalid_0's l2: 2108.16\n",
"[17]\tvalid_0's poisson: -89.8377\tvalid_0's l2: 2096.77\n",
"[18]\tvalid_0's poisson: -89.976\tvalid_0's l2: 2085.59\n",
"[19]\tvalid_0's poisson: -90.1121\tvalid_0's l2: 2074.53\n",
"[20]\tvalid_0's poisson: -90.2468\tvalid_0's l2: 2063.61\n",
"[21]\tvalid_0's poisson: -90.3816\tvalid_0's l2: 2052.54\n",
"[22]\tvalid_0's poisson: -90.5131\tvalid_0's l2: 2041.77\n",
"[23]\tvalid_0's poisson: -90.6446\tvalid_0's l2: 2030.87\n",
"[24]\tvalid_0's poisson: -90.7728\tvalid_0's l2: 2020.27\n",
"[25]\tvalid_0's poisson: -90.8996\tvalid_0's l2: 2009.74\n",
"[26]\tvalid_0's poisson: -91.0254\tvalid_0's l2: 1999.18\n",
"[27]\tvalid_0's poisson: -91.1491\tvalid_0's l2: 1988.8\n",
"[28]\tvalid_0's poisson: -91.2717\tvalid_0's l2: 1978.44\n",
"[29]\tvalid_0's poisson: -91.3926\tvalid_0's l2: 1968.22\n",
"[30]\tvalid_0's poisson: -91.5142\tvalid_0's l2: 1957.84\n",
"[31]\tvalid_0's poisson: -91.6323\tvalid_0's l2: 1947.78\n",
"[32]\tvalid_0's poisson: -91.751\tvalid_0's l2: 1937.57\n",
"[33]\tvalid_0's poisson: -91.8666\tvalid_0's l2: 1927.64\n",
"[34]\tvalid_0's poisson: -91.9818\tvalid_0's l2: 1917.67\n",
"[35]\tvalid_0's poisson: -92.0949\tvalid_0's l2: 1907.88\n",
"[36]\tvalid_0's poisson: -92.2086\tvalid_0's l2: 1897.96\n",
"[37]\tvalid_0's poisson: -92.3197\tvalid_0's l2: 1888.25\n",
"[38]\tvalid_0's poisson: -92.4292\tvalid_0's l2: 1878.68\n",
"[39]\tvalid_0's poisson: -92.5375\tvalid_0's l2: 1869.18\n",
"[40]\tvalid_0's poisson: -92.6456\tvalid_0's l2: 1859.63\n",
"[41]\tvalid_0's poisson: -92.7517\tvalid_0's l2: 1850.27\n",
"[42]\tvalid_0's poisson: -92.8585\tvalid_0's l2: 1840.77\n",
"[43]\tvalid_0's poisson: -92.9624\tvalid_0's l2: 1831.55\n",
"[44]\tvalid_0's poisson: -93.0669\tvalid_0's l2: 1822.19\n",
"[45]\tvalid_0's poisson: -93.1695\tvalid_0's l2: 1812.99\n",
"[46]\tvalid_0's poisson: -93.2703\tvalid_0's l2: 1803.97\n",
"[47]\tvalid_0's poisson: -93.3699\tvalid_0's l2: 1795.03\n",
"[48]\tvalid_0's poisson: -93.4703\tvalid_0's l2: 1785.97\n",
"[49]\tvalid_0's poisson: -93.568\tvalid_0's l2: 1777.15\n",
"[50]\tvalid_0's poisson: -93.6667\tvalid_0's l2: 1768.18\n",
"[51]\tvalid_0's poisson: -93.7625\tvalid_0's l2: 1759.48\n",
"[52]\tvalid_0's poisson: -93.8573\tvalid_0's l2: 1750.86\n",
"[53]\tvalid_0's poisson: -93.9522\tvalid_0's l2: 1742.18\n",
"[54]\tvalid_0's poisson: -94.0452\tvalid_0's l2: 1733.67\n",
"[55]\tvalid_0's poisson: -94.1394\tvalid_0's l2: 1725.04\n",
"[56]\tvalid_0's poisson: -94.2307\tvalid_0's l2: 1716.67\n",
"[57]\tvalid_0's poisson: -94.3232\tvalid_0's l2: 1708.12\n",
"[58]\tvalid_0's poisson: -94.4127\tvalid_0's l2: 1699.87\n",
"[59]\tvalid_0's poisson: -94.5033\tvalid_0's l2: 1691.45\n",
"[60]\tvalid_0's poisson: -94.5923\tvalid_0's l2: 1683.19\n",
"[61]\tvalid_0's poisson: -94.6793\tvalid_0's l2: 1675.11\n",
"[62]\tvalid_0's poisson: -94.7655\tvalid_0's l2: 1667.1\n",
"[63]\tvalid_0's poisson: -94.8532\tvalid_0's l2: 1658.94\n",
"[64]\tvalid_0's poisson: -94.9379\tvalid_0's l2: 1651.04\n",
"[65]\tvalid_0's poisson: -95.0236\tvalid_0's l2: 1643\n",
"[66]\tvalid_0's poisson: -95.1068\tvalid_0's l2: 1635.2\n",
"[67]\tvalid_0's poisson: -95.1911\tvalid_0's l2: 1627.3\n",
"[68]\tvalid_0's poisson: -95.2728\tvalid_0's l2: 1619.62\n",
"[69]\tvalid_0's poisson: -95.3562\tvalid_0's l2: 1611.79\n",
"[70]\tvalid_0's poisson: -95.4365\tvalid_0's l2: 1604.22\n",
"[71]\tvalid_0's poisson: -95.518\tvalid_0's l2: 1596.49\n",
"[72]\tvalid_0's poisson: -95.5968\tvalid_0's l2: 1589.05\n",
"[73]\tvalid_0's poisson: -95.6769\tvalid_0's l2: 1581.44\n",
"[74]\tvalid_0's poisson: -95.7562\tvalid_0's l2: 1573.92\n",
"[75]\tvalid_0's poisson: -95.8331\tvalid_0's l2: 1566.62\n",
"[76]\tvalid_0's poisson: -95.9095\tvalid_0's l2: 1559.36\n",
"[77]\tvalid_0's poisson: -95.9873\tvalid_0's l2: 1551.97\n",
"[78]\tvalid_0's poisson: -96.0621\tvalid_0's l2: 1544.84\n",
"[79]\tvalid_0's poisson: -96.1384\tvalid_0's l2: 1537.53\n",
"[80]\tvalid_0's poisson: -96.2122\tvalid_0's l2: 1530.49\n",
"[81]\tvalid_0's poisson: -96.287\tvalid_0's l2: 1523.33\n",
"[82]\tvalid_0's poisson: -96.3606\tvalid_0's l2: 1516.26\n",
"[83]\tvalid_0's poisson: -96.435\tvalid_0's l2: 1509.14\n",
"[84]\tvalid_0's poisson: -96.5065\tvalid_0's l2: 1502.29\n",
"[85]\tvalid_0's poisson: -96.577\tvalid_0's l2: 1495.5\n",
"[86]\tvalid_0's poisson: -96.6491\tvalid_0's l2: 1488.55\n",
"[87]\tvalid_0's poisson: -96.7188\tvalid_0's l2: 1481.84\n",
"[88]\tvalid_0's poisson: -96.7875\tvalid_0's l2: 1475.19\n",
"[89]\tvalid_0's poisson: -96.8563\tvalid_0's l2: 1468.56\n",
"[90]\tvalid_0's poisson: -96.9239\tvalid_0's l2: 1462\n",
"[91]\tvalid_0's poisson: -96.9933\tvalid_0's l2: 1455.28\n",
"[92]\tvalid_0's poisson: -97.0598\tvalid_0's l2: 1448.82\n",
"[93]\tvalid_0's poisson: -97.126\tvalid_0's l2: 1442.39\n",
"[94]\tvalid_0's poisson: -97.1915\tvalid_0's l2: 1436.03\n",
"[95]\tvalid_0's poisson: -97.2564\tvalid_0's l2: 1429.72\n",
"[96]\tvalid_0's poisson: -97.3233\tvalid_0's l2: 1423.2\n",
"[97]\tvalid_0's poisson: -97.3872\tvalid_0's l2: 1417\n",
"[98]\tvalid_0's poisson: -97.4505\tvalid_0's l2: 1410.82\n",
"[99]\tvalid_0's poisson: -97.5134\tvalid_0's l2: 1404.71\n",
"[100]\tvalid_0's poisson: -97.5758\tvalid_0's l2: 1398.62\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3524\tvalid_0's l2: 2287.43\n",
"[2]\tvalid_0's poisson: -87.5261\tvalid_0's l2: 2274.81\n",
"[3]\tvalid_0's poisson: -87.697\tvalid_0's l2: 2262.29\n",
"[4]\tvalid_0's poisson: -87.8674\tvalid_0's l2: 2249.72\n",
"[5]\tvalid_0's poisson: -88.0351\tvalid_0's l2: 2237.25\n",
"[6]\tvalid_0's poisson: -88.1986\tvalid_0's l2: 2225.01\n",
"[7]\tvalid_0's poisson: -88.3582\tvalid_0's l2: 2213\n",
"[8]\tvalid_0's poisson: -88.5156\tvalid_0's l2: 2201.09\n",
"[9]\tvalid_0's poisson: -88.6742\tvalid_0's l2: 2188.98\n",
"[10]\tvalid_0's poisson: -88.8272\tvalid_0's l2: 2177.23\n",
"[11]\tvalid_0's poisson: -88.981\tvalid_0's l2: 2165.34\n",
"[12]\tvalid_0's poisson: -89.1298\tvalid_0's l2: 2153.78\n",
"[13]\tvalid_0's poisson: -89.2799\tvalid_0's l2: 2142.03\n",
"[14]\tvalid_0's poisson: -89.4248\tvalid_0's l2: 2130.64\n",
"[15]\tvalid_0's poisson: -89.5697\tvalid_0's l2: 2119.17\n",
"[16]\tvalid_0's poisson: -89.7109\tvalid_0's l2: 2107.94\n",
"[17]\tvalid_0's poisson: -89.8537\tvalid_0's l2: 2096.51\n",
"[18]\tvalid_0's poisson: -89.9912\tvalid_0's l2: 2085.46\n",
"[19]\tvalid_0's poisson: -90.1272\tvalid_0's l2: 2074.47\n",
"[20]\tvalid_0's poisson: -90.2646\tvalid_0's l2: 2063.3\n",
"[21]\tvalid_0's poisson: -90.3972\tvalid_0's l2: 2052.48\n",
"[22]\tvalid_0's poisson: -90.5313\tvalid_0's l2: 2041.46\n",
"[23]\tvalid_0's poisson: -90.6627\tvalid_0's l2: 2030.63\n",
"[24]\tvalid_0's poisson: -90.7906\tvalid_0's l2: 2020.04\n",
"[25]\tvalid_0's poisson: -90.9169\tvalid_0's l2: 2009.54\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -91.0446\tvalid_0's l2: 1998.86\n",
"[27]\tvalid_0's poisson: -91.168\tvalid_0's l2: 1988.5\n",
"[28]\tvalid_0's poisson: -91.2927\tvalid_0's l2: 1977.98\n",
"[29]\tvalid_0's poisson: -91.4131\tvalid_0's l2: 1967.79\n",
"[30]\tvalid_0's poisson: -91.5351\tvalid_0's l2: 1957.42\n",
"[31]\tvalid_0's poisson: -91.6548\tvalid_0's l2: 1947.21\n",
"[32]\tvalid_0's poisson: -91.7716\tvalid_0's l2: 1937.21\n",
"[33]\tvalid_0's poisson: -91.8868\tvalid_0's l2: 1927.3\n",
"[34]\tvalid_0's poisson: -92.001\tvalid_0's l2: 1917.45\n",
"[35]\tvalid_0's poisson: -92.1167\tvalid_0's l2: 1907.43\n",
"[36]\tvalid_0's poisson: -92.2282\tvalid_0's l2: 1897.74\n",
"[37]\tvalid_0's poisson: -92.3384\tvalid_0's l2: 1888.12\n",
"[38]\tvalid_0's poisson: -92.4475\tvalid_0's l2: 1878.57\n",
"[39]\tvalid_0's poisson: -92.5553\tvalid_0's l2: 1869.1\n",
"[40]\tvalid_0's poisson: -92.665\tvalid_0's l2: 1859.43\n",
"[41]\tvalid_0's poisson: -92.7706\tvalid_0's l2: 1850.09\n",
"[42]\tvalid_0's poisson: -92.8751\tvalid_0's l2: 1840.82\n",
"[43]\tvalid_0's poisson: -92.9783\tvalid_0's l2: 1831.63\n",
"[44]\tvalid_0's poisson: -93.0837\tvalid_0's l2: 1822.23\n",
"[45]\tvalid_0's poisson: -93.1852\tvalid_0's l2: 1813.14\n",
"[46]\tvalid_0's poisson: -93.2855\tvalid_0's l2: 1804.14\n",
"[47]\tvalid_0's poisson: -93.3848\tvalid_0's l2: 1795.2\n",
"[48]\tvalid_0's poisson: -93.4831\tvalid_0's l2: 1786.32\n",
"[49]\tvalid_0's poisson: -93.5836\tvalid_0's l2: 1777.24\n",
"[50]\tvalid_0's poisson: -93.6799\tvalid_0's l2: 1768.49\n",
"[51]\tvalid_0's poisson: -93.7754\tvalid_0's l2: 1759.81\n",
"[52]\tvalid_0's poisson: -93.8698\tvalid_0's l2: 1751.2\n",
"[53]\tvalid_0's poisson: -93.9633\tvalid_0's l2: 1742.65\n",
"[54]\tvalid_0's poisson: -94.0591\tvalid_0's l2: 1733.89\n",
"[55]\tvalid_0's poisson: -94.1508\tvalid_0's l2: 1725.47\n",
"[56]\tvalid_0's poisson: -94.2415\tvalid_0's l2: 1717.11\n",
"[57]\tvalid_0's poisson: -94.3304\tvalid_0's l2: 1708.9\n",
"[58]\tvalid_0's poisson: -94.4227\tvalid_0's l2: 1700.38\n",
"[59]\tvalid_0's poisson: -94.5103\tvalid_0's l2: 1692.28\n",
"[60]\tvalid_0's poisson: -94.5978\tvalid_0's l2: 1684.16\n",
"[61]\tvalid_0's poisson: -94.6834\tvalid_0's l2: 1676.2\n",
"[62]\tvalid_0's poisson: -94.7725\tvalid_0's l2: 1667.91\n",
"[63]\tvalid_0's poisson: -94.8569\tvalid_0's l2: 1660.05\n",
"[64]\tvalid_0's poisson: -94.9404\tvalid_0's l2: 1652.22\n",
"[65]\tvalid_0's poisson: -95.0276\tvalid_0's l2: 1644.07\n",
"[66]\tvalid_0's poisson: -95.1105\tvalid_0's l2: 1636.28\n",
"[67]\tvalid_0's poisson: -95.1915\tvalid_0's l2: 1628.7\n",
"[68]\tvalid_0's poisson: -95.2718\tvalid_0's l2: 1621.17\n",
"[69]\tvalid_0's poisson: -95.3509\tvalid_0's l2: 1613.72\n",
"[70]\tvalid_0's poisson: -95.4345\tvalid_0's l2: 1605.85\n",
"[71]\tvalid_0's poisson: -95.5129\tvalid_0's l2: 1598.41\n",
"[72]\tvalid_0's poisson: -95.5903\tvalid_0's l2: 1591.1\n",
"[73]\tvalid_0's poisson: -95.6669\tvalid_0's l2: 1583.85\n",
"[74]\tvalid_0's poisson: -95.7476\tvalid_0's l2: 1576.2\n",
"[75]\tvalid_0's poisson: -95.8228\tvalid_0's l2: 1569.07\n",
"[76]\tvalid_0's poisson: -95.8977\tvalid_0's l2: 1561.96\n",
"[77]\tvalid_0's poisson: -95.9765\tvalid_0's l2: 1554.47\n",
"[78]\tvalid_0's poisson: -96.0507\tvalid_0's l2: 1547.38\n",
"[79]\tvalid_0's poisson: -96.1233\tvalid_0's l2: 1540.45\n",
"[80]\tvalid_0's poisson: -96.1964\tvalid_0's l2: 1533.46\n",
"[81]\tvalid_0's poisson: -96.2726\tvalid_0's l2: 1526.17\n",
"[82]\tvalid_0's poisson: -96.3447\tvalid_0's l2: 1519.23\n",
"[83]\tvalid_0's poisson: -96.4152\tvalid_0's l2: 1512.48\n",
"[84]\tvalid_0's poisson: -96.4896\tvalid_0's l2: 1505.35\n",
"[85]\tvalid_0's poisson: -96.5595\tvalid_0's l2: 1498.62\n",
"[86]\tvalid_0's poisson: -96.6289\tvalid_0's l2: 1491.92\n",
"[87]\tvalid_0's poisson: -96.6982\tvalid_0's l2: 1485.22\n",
"[88]\tvalid_0's poisson: -96.7655\tvalid_0's l2: 1478.73\n",
"[89]\tvalid_0's poisson: -96.837\tvalid_0's l2: 1471.84\n",
"[90]\tvalid_0's poisson: -96.9044\tvalid_0's l2: 1465.31\n",
"[91]\tvalid_0's poisson: -96.9706\tvalid_0's l2: 1458.91\n",
"[92]\tvalid_0's poisson: -97.0405\tvalid_0's l2: 1452.17\n",
"[93]\tvalid_0's poisson: -97.1066\tvalid_0's l2: 1445.74\n",
"[94]\tvalid_0's poisson: -97.1715\tvalid_0's l2: 1439.43\n",
"[95]\tvalid_0's poisson: -97.2368\tvalid_0's l2: 1433.08\n",
"[96]\tvalid_0's poisson: -97.3017\tvalid_0's l2: 1426.79\n",
"[97]\tvalid_0's poisson: -97.3689\tvalid_0's l2: 1420.27\n",
"[98]\tvalid_0's poisson: -97.4327\tvalid_0's l2: 1414.08\n",
"[99]\tvalid_0's poisson: -97.4968\tvalid_0's l2: 1407.83\n",
"[100]\tvalid_0's poisson: -97.5593\tvalid_0's l2: 1401.72\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3368\tvalid_0's l2: 2288.46\n",
"[2]\tvalid_0's poisson: -87.5074\tvalid_0's l2: 2275.98\n",
"[3]\tvalid_0's poisson: -87.6755\tvalid_0's l2: 2263.59\n",
"[4]\tvalid_0's poisson: -87.841\tvalid_0's l2: 2251.29\n",
"[5]\tvalid_0's poisson: -88.0041\tvalid_0's l2: 2239.09\n",
"[6]\tvalid_0's poisson: -88.1649\tvalid_0's l2: 2226.98\n",
"[7]\tvalid_0's poisson: -88.3232\tvalid_0's l2: 2214.97\n",
"[8]\tvalid_0's poisson: -88.4794\tvalid_0's l2: 2203.05\n",
"[9]\tvalid_0's poisson: -88.6334\tvalid_0's l2: 2191.22\n",
"[10]\tvalid_0's poisson: -88.7884\tvalid_0's l2: 2179.23\n",
"[11]\tvalid_0's poisson: -88.9413\tvalid_0's l2: 2167.34\n",
"[12]\tvalid_0's poisson: -89.0921\tvalid_0's l2: 2155.53\n",
"[13]\tvalid_0's poisson: -89.2408\tvalid_0's l2: 2143.83\n",
"[14]\tvalid_0's poisson: -89.3876\tvalid_0's l2: 2132.2\n",
"[15]\tvalid_0's poisson: -89.5295\tvalid_0's l2: 2120.89\n",
"[16]\tvalid_0's poisson: -89.6725\tvalid_0's l2: 2109.44\n",
"[17]\tvalid_0's poisson: -89.8136\tvalid_0's l2: 2098.07\n",
"[18]\tvalid_0's poisson: -89.9527\tvalid_0's l2: 2086.8\n",
"[19]\tvalid_0's poisson: -90.0901\tvalid_0's l2: 2075.62\n",
"[20]\tvalid_0's poisson: -90.2259\tvalid_0's l2: 2064.51\n",
"[21]\tvalid_0's poisson: -90.3598\tvalid_0's l2: 2053.49\n",
"[22]\tvalid_0's poisson: -90.492\tvalid_0's l2: 2042.56\n",
"[23]\tvalid_0's poisson: -90.6227\tvalid_0's l2: 2031.71\n",
"[24]\tvalid_0's poisson: -90.7518\tvalid_0's l2: 2020.94\n",
"[25]\tvalid_0's poisson: -90.8793\tvalid_0's l2: 2010.25\n",
"[26]\tvalid_0's poisson: -91.0032\tvalid_0's l2: 1999.85\n",
"[27]\tvalid_0's poisson: -91.1277\tvalid_0's l2: 1989.32\n",
"[28]\tvalid_0's poisson: -91.2508\tvalid_0's l2: 1978.87\n",
"[29]\tvalid_0's poisson: -91.3725\tvalid_0's l2: 1968.49\n",
"[30]\tvalid_0's poisson: -91.4928\tvalid_0's l2: 1958.2\n",
"[31]\tvalid_0's poisson: -91.6114\tvalid_0's l2: 1948.01\n",
"[32]\tvalid_0's poisson: -91.7288\tvalid_0's l2: 1937.88\n",
"[33]\tvalid_0's poisson: -91.8447\tvalid_0's l2: 1927.84\n",
"[34]\tvalid_0's poisson: -91.9591\tvalid_0's l2: 1917.89\n",
"[35]\tvalid_0's poisson: -92.0727\tvalid_0's l2: 1907.99\n",
"[36]\tvalid_0's poisson: -92.1838\tvalid_0's l2: 1898.29\n",
"[37]\tvalid_0's poisson: -92.2946\tvalid_0's l2: 1888.56\n",
"[38]\tvalid_0's poisson: -92.4044\tvalid_0's l2: 1878.89\n",
"[39]\tvalid_0's poisson: -92.5133\tvalid_0's l2: 1869.3\n",
"[40]\tvalid_0's poisson: -92.6207\tvalid_0's l2: 1859.76\n",
"[41]\tvalid_0's poisson: -92.7274\tvalid_0's l2: 1850.3\n",
"[42]\tvalid_0's poisson: -92.8328\tvalid_0's l2: 1840.93\n",
"[43]\tvalid_0's poisson: -92.937\tvalid_0's l2: 1831.6\n",
"[44]\tvalid_0's poisson: -93.0396\tvalid_0's l2: 1822.44\n",
"[45]\tvalid_0's poisson: -93.1417\tvalid_0's l2: 1813.28\n",
"[46]\tvalid_0's poisson: -93.2435\tvalid_0's l2: 1804.13\n",
"[47]\tvalid_0's poisson: -93.3436\tvalid_0's l2: 1795.08\n",
"[48]\tvalid_0's poisson: -93.4419\tvalid_0's l2: 1786.26\n",
"[49]\tvalid_0's poisson: -93.5392\tvalid_0's l2: 1777.51\n",
"[50]\tvalid_0's poisson: -93.6355\tvalid_0's l2: 1768.82\n",
"[51]\tvalid_0's poisson: -93.7326\tvalid_0's l2: 1759.98\n",
"[52]\tvalid_0's poisson: -93.8268\tvalid_0's l2: 1751.44\n",
"[53]\tvalid_0's poisson: -93.9206\tvalid_0's l2: 1742.93\n",
"[54]\tvalid_0's poisson: -94.0131\tvalid_0's l2: 1734.51\n",
"[55]\tvalid_0's poisson: -94.1051\tvalid_0's l2: 1726.12\n",
"[56]\tvalid_0's poisson: -94.1979\tvalid_0's l2: 1717.57\n",
"[57]\tvalid_0's poisson: -94.2879\tvalid_0's l2: 1709.31\n",
"[58]\tvalid_0's poisson: -94.3776\tvalid_0's l2: 1701.08\n",
"[59]\tvalid_0's poisson: -94.4657\tvalid_0's l2: 1692.97\n",
"[60]\tvalid_0's poisson: -94.5535\tvalid_0's l2: 1684.88\n",
"[61]\tvalid_0's poisson: -94.6422\tvalid_0's l2: 1676.63\n",
"[62]\tvalid_0's poisson: -94.7288\tvalid_0's l2: 1668.6\n",
"[63]\tvalid_0's poisson: -94.8145\tvalid_0's l2: 1660.64\n",
"[64]\tvalid_0's poisson: -94.8991\tvalid_0's l2: 1652.78\n",
"[65]\tvalid_0's poisson: -94.9831\tvalid_0's l2: 1644.94\n",
"[66]\tvalid_0's poisson: -95.0682\tvalid_0's l2: 1636.97\n",
"[67]\tvalid_0's poisson: -95.1508\tvalid_0's l2: 1629.24\n",
"[68]\tvalid_0's poisson: -95.2326\tvalid_0's l2: 1621.56\n",
"[69]\tvalid_0's poisson: -95.3132\tvalid_0's l2: 1613.97\n",
"[70]\tvalid_0's poisson: -95.3931\tvalid_0's l2: 1606.48\n",
"[71]\tvalid_0's poisson: -95.4746\tvalid_0's l2: 1598.77\n",
"[72]\tvalid_0's poisson: -95.553\tvalid_0's l2: 1591.36\n",
"[73]\tvalid_0's poisson: -95.6307\tvalid_0's l2: 1584\n",
"[74]\tvalid_0's poisson: -95.7079\tvalid_0's l2: 1576.7\n",
"[75]\tvalid_0's poisson: -95.7865\tvalid_0's l2: 1569.24\n",
"[76]\tvalid_0's poisson: -95.8621\tvalid_0's l2: 1562.04\n",
"[77]\tvalid_0's poisson: -95.9377\tvalid_0's l2: 1554.85\n",
"[78]\tvalid_0's poisson: -96.012\tvalid_0's l2: 1547.76\n",
"[79]\tvalid_0's poisson: -96.0856\tvalid_0's l2: 1540.72\n",
"[80]\tvalid_0's poisson: -96.161\tvalid_0's l2: 1533.51\n",
"[81]\tvalid_0's poisson: -96.2338\tvalid_0's l2: 1526.58\n",
"[82]\tvalid_0's poisson: -96.3056\tvalid_0's l2: 1519.7\n",
"[83]\tvalid_0's poisson: -96.3765\tvalid_0's l2: 1512.91\n",
"[84]\tvalid_0's poisson: -96.4494\tvalid_0's l2: 1505.89\n",
"[85]\tvalid_0's poisson: -96.5201\tvalid_0's l2: 1499.1\n",
"[86]\tvalid_0's poisson: -96.5895\tvalid_0's l2: 1492.42\n",
"[87]\tvalid_0's poisson: -96.6588\tvalid_0's l2: 1485.78\n",
"[88]\tvalid_0's poisson: -96.7295\tvalid_0's l2: 1478.96\n",
"[89]\tvalid_0's poisson: -96.7969\tvalid_0's l2: 1472.45\n",
"[90]\tvalid_0's poisson: -96.8639\tvalid_0's l2: 1465.99\n",
"[91]\tvalid_0's poisson: -96.9304\tvalid_0's l2: 1459.56\n",
"[92]\tvalid_0's poisson: -96.9972\tvalid_0's l2: 1453.09\n",
"[93]\tvalid_0's poisson: -97.0657\tvalid_0's l2: 1446.46\n",
"[94]\tvalid_0's poisson: -97.1306\tvalid_0's l2: 1440.17\n",
"[95]\tvalid_0's poisson: -97.1962\tvalid_0's l2: 1433.8\n",
"[96]\tvalid_0's poisson: -97.2609\tvalid_0's l2: 1427.54\n",
"[97]\tvalid_0's poisson: -97.3271\tvalid_0's l2: 1421.1\n",
"[98]\tvalid_0's poisson: -97.3912\tvalid_0's l2: 1414.89\n",
"[99]\tvalid_0's poisson: -97.4538\tvalid_0's l2: 1408.77\n",
"[100]\tvalid_0's poisson: -97.5165\tvalid_0's l2: 1402.69\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.9298\tvalid_0's l2: 1761.45\n",
"[2]\tvalid_0's poisson: -97.7408\tvalid_0's l2: 1421.09\n",
"[3]\tvalid_0's poisson: -99.9992\tvalid_0's l2: 1214.33\n",
"[4]\tvalid_0's poisson: -101.447\tvalid_0's l2: 1077.96\n",
"[5]\tvalid_0's poisson: -102.75\tvalid_0's l2: 952.629\n",
"[6]\tvalid_0's poisson: -104.013\tvalid_0's l2: 841.875\n",
"[7]\tvalid_0's poisson: -104.663\tvalid_0's l2: 786.318\n",
"[8]\tvalid_0's poisson: -105.294\tvalid_0's l2: 730.047\n",
"[9]\tvalid_0's poisson: -105.732\tvalid_0's l2: 693.456\n",
"[10]\tvalid_0's poisson: -106.093\tvalid_0's l2: 653.074\n",
"[11]\tvalid_0's poisson: -106.465\tvalid_0's l2: 628.314\n",
"[12]\tvalid_0's poisson: -106.554\tvalid_0's l2: 606.092\n",
"[13]\tvalid_0's poisson: -106.593\tvalid_0's l2: 591.735\n",
"[14]\tvalid_0's poisson: -106.517\tvalid_0's l2: 581.657\n",
"[15]\tvalid_0's poisson: -106.035\tvalid_0's l2: 572.691\n",
"[16]\tvalid_0's poisson: -105.637\tvalid_0's l2: 557.579\n",
"[17]\tvalid_0's poisson: -105.422\tvalid_0's l2: 547.379\n",
"[18]\tvalid_0's poisson: -105.431\tvalid_0's l2: 540.01\n",
"[19]\tvalid_0's poisson: -104.993\tvalid_0's l2: 526.523\n",
"[20]\tvalid_0's poisson: -104.845\tvalid_0's l2: 520.818\n",
"[21]\tvalid_0's poisson: -104.982\tvalid_0's l2: 515.83\n",
"[22]\tvalid_0's poisson: -104.824\tvalid_0's l2: 508.018\n",
"[23]\tvalid_0's poisson: -105.083\tvalid_0's l2: 504.102\n",
"[24]\tvalid_0's poisson: -104.406\tvalid_0's l2: 500.398\n",
"[25]\tvalid_0's poisson: -104.464\tvalid_0's l2: 496.989\n",
"[26]\tvalid_0's poisson: -104.35\tvalid_0's l2: 490.001\n",
"[27]\tvalid_0's poisson: -103.753\tvalid_0's l2: 482.113\n",
"[28]\tvalid_0's poisson: -104.001\tvalid_0's l2: 481.244\n",
"[29]\tvalid_0's poisson: -103.963\tvalid_0's l2: 479.172\n",
"[30]\tvalid_0's poisson: -103.399\tvalid_0's l2: 476.63\n",
"[31]\tvalid_0's poisson: -103.141\tvalid_0's l2: 474.031\n",
"[32]\tvalid_0's poisson: -103.196\tvalid_0's l2: 473.128\n",
"[33]\tvalid_0's poisson: -103.022\tvalid_0's l2: 467.313\n",
"[34]\tvalid_0's poisson: -103.032\tvalid_0's l2: 466.348\n",
"[35]\tvalid_0's poisson: -103.447\tvalid_0's l2: 463.727\n",
"[36]\tvalid_0's poisson: -103.543\tvalid_0's l2: 459.698\n",
"[37]\tvalid_0's poisson: -103.399\tvalid_0's l2: 459.004\n",
"[38]\tvalid_0's poisson: -103.279\tvalid_0's l2: 457.026\n",
"[39]\tvalid_0's poisson: -103.366\tvalid_0's l2: 454.435\n",
"[40]\tvalid_0's poisson: -103.469\tvalid_0's l2: 451.978\n",
"[41]\tvalid_0's poisson: -103.549\tvalid_0's l2: 448.024\n",
"[42]\tvalid_0's poisson: -103.577\tvalid_0's l2: 447.551\n",
"[43]\tvalid_0's poisson: -103.603\tvalid_0's l2: 446.105\n",
"[44]\tvalid_0's poisson: -103.443\tvalid_0's l2: 443.079\n",
"[45]\tvalid_0's poisson: -103.513\tvalid_0's l2: 442.998\n",
"[46]\tvalid_0's poisson: -103.39\tvalid_0's l2: 441.62\n",
"[47]\tvalid_0's poisson: -103.333\tvalid_0's l2: 439.822\n",
"[48]\tvalid_0's poisson: -103.186\tvalid_0's l2: 439.476\n",
"[49]\tvalid_0's poisson: -103.251\tvalid_0's l2: 437.904\n",
"[50]\tvalid_0's poisson: -103.067\tvalid_0's l2: 435.353\n",
"[51]\tvalid_0's poisson: -102.985\tvalid_0's l2: 433.555\n",
"[52]\tvalid_0's poisson: -103.17\tvalid_0's l2: 433.112\n",
"[53]\tvalid_0's poisson: -103.17\tvalid_0's l2: 432.338\n",
"[54]\tvalid_0's poisson: -102.89\tvalid_0's l2: 430.075\n",
"[55]\tvalid_0's poisson: -102.863\tvalid_0's l2: 426.436\n",
"[56]\tvalid_0's poisson: -102.859\tvalid_0's l2: 426.268\n",
"[57]\tvalid_0's poisson: -102.941\tvalid_0's l2: 424.676\n",
"[58]\tvalid_0's poisson: -102.803\tvalid_0's l2: 422.779\n",
"[59]\tvalid_0's poisson: -102.607\tvalid_0's l2: 422.319\n",
"[60]\tvalid_0's poisson: -102.645\tvalid_0's l2: 421.343\n",
"[61]\tvalid_0's poisson: -102.858\tvalid_0's l2: 419.511\n",
"[62]\tvalid_0's poisson: -102.782\tvalid_0's l2: 419.62\n",
"[63]\tvalid_0's poisson: -102.634\tvalid_0's l2: 419.162\n",
"[64]\tvalid_0's poisson: -102.637\tvalid_0's l2: 419.235\n",
"[65]\tvalid_0's poisson: -102.546\tvalid_0's l2: 418.819\n",
"[66]\tvalid_0's poisson: -102.57\tvalid_0's l2: 417.493\n",
"[67]\tvalid_0's poisson: -102.667\tvalid_0's l2: 416.322\n",
"[68]\tvalid_0's poisson: -102.801\tvalid_0's l2: 415.521\n",
"[69]\tvalid_0's poisson: -102.992\tvalid_0's l2: 412.388\n",
"[70]\tvalid_0's poisson: -102.999\tvalid_0's l2: 412.215\n",
"[71]\tvalid_0's poisson: -102.828\tvalid_0's l2: 411.83\n",
"[72]\tvalid_0's poisson: -103.281\tvalid_0's l2: 408.812\n",
"[73]\tvalid_0's poisson: -103.265\tvalid_0's l2: 408.963\n",
"[74]\tvalid_0's poisson: -103.145\tvalid_0's l2: 408.556\n",
"[75]\tvalid_0's poisson: -103.281\tvalid_0's l2: 407.452\n",
"[76]\tvalid_0's poisson: -103.177\tvalid_0's l2: 405.602\n",
"[77]\tvalid_0's poisson: -103.169\tvalid_0's l2: 405.474\n",
"[78]\tvalid_0's poisson: -103.369\tvalid_0's l2: 403.865\n",
"[79]\tvalid_0's poisson: -103.234\tvalid_0's l2: 403.198\n",
"[80]\tvalid_0's poisson: -103.351\tvalid_0's l2: 402.543\n",
"[81]\tvalid_0's poisson: -103.897\tvalid_0's l2: 399.557\n",
"[82]\tvalid_0's poisson: -103.634\tvalid_0's l2: 398.222\n",
"[83]\tvalid_0's poisson: -103.8\tvalid_0's l2: 396.678\n",
"[84]\tvalid_0's poisson: -103.802\tvalid_0's l2: 397.24\n",
"[85]\tvalid_0's poisson: -103.722\tvalid_0's l2: 396.458\n",
"[86]\tvalid_0's poisson: -103.812\tvalid_0's l2: 395.004\n",
"[87]\tvalid_0's poisson: -103.825\tvalid_0's l2: 394.811\n",
"[88]\tvalid_0's poisson: -103.916\tvalid_0's l2: 394.241\n",
"[89]\tvalid_0's poisson: -103.999\tvalid_0's l2: 394.682\n",
"[90]\tvalid_0's poisson: -104.028\tvalid_0's l2: 393.835\n",
"[91]\tvalid_0's poisson: -103.801\tvalid_0's l2: 393.859\n",
"[92]\tvalid_0's poisson: -103.881\tvalid_0's l2: 393.491\n",
"[93]\tvalid_0's poisson: -103.88\tvalid_0's l2: 391.502\n",
"[94]\tvalid_0's poisson: -103.757\tvalid_0's l2: 390.866\n",
"[95]\tvalid_0's poisson: -103.743\tvalid_0's l2: 390.427\n",
"[96]\tvalid_0's poisson: -103.616\tvalid_0's l2: 390.017\n",
"[97]\tvalid_0's poisson: -103.746\tvalid_0's l2: 389.805\n",
"[98]\tvalid_0's poisson: -103.663\tvalid_0's l2: 389.926\n",
"[99]\tvalid_0's poisson: -103.452\tvalid_0's l2: 389.728\n",
"[100]\tvalid_0's poisson: -103.473\tvalid_0's l2: 389.234\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.7897\tvalid_0's l2: 1761.07\n",
"[2]\tvalid_0's poisson: -97.789\tvalid_0's l2: 1411.67\n",
"[3]\tvalid_0's poisson: -100.086\tvalid_0's l2: 1206.46\n",
"[4]\tvalid_0's poisson: -102.139\tvalid_0's l2: 1023.39\n",
"[5]\tvalid_0's poisson: -103.476\tvalid_0's l2: 894.908\n",
"[6]\tvalid_0's poisson: -104.467\tvalid_0's l2: 805.584\n",
"[7]\tvalid_0's poisson: -105.181\tvalid_0's l2: 741.469\n",
"[8]\tvalid_0's poisson: -105.832\tvalid_0's l2: 689.795\n",
"[9]\tvalid_0's poisson: -106.209\tvalid_0's l2: 656.65\n",
"[10]\tvalid_0's poisson: -106.405\tvalid_0's l2: 626.397\n",
"[11]\tvalid_0's poisson: -106.481\tvalid_0's l2: 602.178\n",
"[12]\tvalid_0's poisson: -106.462\tvalid_0's l2: 585.466\n",
"[13]\tvalid_0's poisson: -106.301\tvalid_0's l2: 570.55\n",
"[14]\tvalid_0's poisson: -106.15\tvalid_0's l2: 558.366\n",
"[15]\tvalid_0's poisson: -105.998\tvalid_0's l2: 549.704\n",
"[16]\tvalid_0's poisson: -106.173\tvalid_0's l2: 543.13\n",
"[17]\tvalid_0's poisson: -106.031\tvalid_0's l2: 527.706\n",
"[18]\tvalid_0's poisson: -105.653\tvalid_0's l2: 519.644\n",
"[19]\tvalid_0's poisson: -105.722\tvalid_0's l2: 513.73\n",
"[20]\tvalid_0's poisson: -105.553\tvalid_0's l2: 511.432\n",
"[21]\tvalid_0's poisson: -105.506\tvalid_0's l2: 505.98\n",
"[22]\tvalid_0's poisson: -105.162\tvalid_0's l2: 501.413\n",
"[23]\tvalid_0's poisson: -105.304\tvalid_0's l2: 498.046\n",
"[24]\tvalid_0's poisson: -105.179\tvalid_0's l2: 496.507\n",
"[25]\tvalid_0's poisson: -105.199\tvalid_0's l2: 492.96\n",
"[26]\tvalid_0's poisson: -104.5\tvalid_0's l2: 482.337\n",
"[27]\tvalid_0's poisson: -104.495\tvalid_0's l2: 479.619\n",
"[28]\tvalid_0's poisson: -104.605\tvalid_0's l2: 476.09\n",
"[29]\tvalid_0's poisson: -104.458\tvalid_0's l2: 474.241\n",
"[30]\tvalid_0's poisson: -104.377\tvalid_0's l2: 472.408\n",
"[31]\tvalid_0's poisson: -104.096\tvalid_0's l2: 470.223\n",
"[32]\tvalid_0's poisson: -103.999\tvalid_0's l2: 469.979\n",
"[33]\tvalid_0's poisson: -103.718\tvalid_0's l2: 468.177\n",
"[34]\tvalid_0's poisson: -103.567\tvalid_0's l2: 466.544\n",
"[35]\tvalid_0's poisson: -103.682\tvalid_0's l2: 465.108\n",
"[36]\tvalid_0's poisson: -103.173\tvalid_0's l2: 458.91\n",
"[37]\tvalid_0's poisson: -103.136\tvalid_0's l2: 455.205\n",
"[38]\tvalid_0's poisson: -103.284\tvalid_0's l2: 454.044\n",
"[39]\tvalid_0's poisson: -103.288\tvalid_0's l2: 453.253\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[40]\tvalid_0's poisson: -103.301\tvalid_0's l2: 453.317\n",
"[41]\tvalid_0's poisson: -103.255\tvalid_0's l2: 451.335\n",
"[42]\tvalid_0's poisson: -103.135\tvalid_0's l2: 448.379\n",
"[43]\tvalid_0's poisson: -103.08\tvalid_0's l2: 446.385\n",
"[44]\tvalid_0's poisson: -103.361\tvalid_0's l2: 445.17\n",
"[45]\tvalid_0's poisson: -103.358\tvalid_0's l2: 444.695\n",
"[46]\tvalid_0's poisson: -103.29\tvalid_0's l2: 443.989\n",
"[47]\tvalid_0's poisson: -103.388\tvalid_0's l2: 443.9\n",
"[48]\tvalid_0's poisson: -103.288\tvalid_0's l2: 443.935\n",
"[49]\tvalid_0's poisson: -103.235\tvalid_0's l2: 442.117\n",
"[50]\tvalid_0's poisson: -103.253\tvalid_0's l2: 442.215\n",
"[51]\tvalid_0's poisson: -103.319\tvalid_0's l2: 441.118\n",
"[52]\tvalid_0's poisson: -103.266\tvalid_0's l2: 440.178\n",
"[53]\tvalid_0's poisson: -103.348\tvalid_0's l2: 435.122\n",
"[54]\tvalid_0's poisson: -103.185\tvalid_0's l2: 434.306\n",
"[55]\tvalid_0's poisson: -103.319\tvalid_0's l2: 431.774\n",
"[56]\tvalid_0's poisson: -103.216\tvalid_0's l2: 431.429\n",
"[57]\tvalid_0's poisson: -102.937\tvalid_0's l2: 431.123\n",
"[58]\tvalid_0's poisson: -102.909\tvalid_0's l2: 428.998\n",
"[59]\tvalid_0's poisson: -103.016\tvalid_0's l2: 428.224\n",
"[60]\tvalid_0's poisson: -103.006\tvalid_0's l2: 427.233\n",
"[61]\tvalid_0's poisson: -103.099\tvalid_0's l2: 425.676\n",
"[62]\tvalid_0's poisson: -103.077\tvalid_0's l2: 425.073\n",
"[63]\tvalid_0's poisson: -102.925\tvalid_0's l2: 424.768\n",
"[64]\tvalid_0's poisson: -103.023\tvalid_0's l2: 424.33\n",
"[65]\tvalid_0's poisson: -103.1\tvalid_0's l2: 423.32\n",
"[66]\tvalid_0's poisson: -103.071\tvalid_0's l2: 422.818\n",
"[67]\tvalid_0's poisson: -103.045\tvalid_0's l2: 419.089\n",
"[68]\tvalid_0's poisson: -103.047\tvalid_0's l2: 418.288\n",
"[69]\tvalid_0's poisson: -103.137\tvalid_0's l2: 418.771\n",
"[70]\tvalid_0's poisson: -103.022\tvalid_0's l2: 417.045\n",
"[71]\tvalid_0's poisson: -102.869\tvalid_0's l2: 416.498\n",
"[72]\tvalid_0's poisson: -102.876\tvalid_0's l2: 416.565\n",
"[73]\tvalid_0's poisson: -102.713\tvalid_0's l2: 411.979\n",
"[74]\tvalid_0's poisson: -103.019\tvalid_0's l2: 410.802\n",
"[75]\tvalid_0's poisson: -103.041\tvalid_0's l2: 409.344\n",
"[76]\tvalid_0's poisson: -102.842\tvalid_0's l2: 407.652\n",
"[77]\tvalid_0's poisson: -102.597\tvalid_0's l2: 407.066\n",
"[78]\tvalid_0's poisson: -102.57\tvalid_0's l2: 405.625\n",
"[79]\tvalid_0's poisson: -102.782\tvalid_0's l2: 405.086\n",
"[80]\tvalid_0's poisson: -102.802\tvalid_0's l2: 404.404\n",
"[81]\tvalid_0's poisson: -102.762\tvalid_0's l2: 403.572\n",
"[82]\tvalid_0's poisson: -102.76\tvalid_0's l2: 403.858\n",
"[83]\tvalid_0's poisson: -102.721\tvalid_0's l2: 403.24\n",
"[84]\tvalid_0's poisson: -102.624\tvalid_0's l2: 402.855\n",
"[85]\tvalid_0's poisson: -102.65\tvalid_0's l2: 402.128\n",
"[86]\tvalid_0's poisson: -102.66\tvalid_0's l2: 400.709\n",
"[87]\tvalid_0's poisson: -102.727\tvalid_0's l2: 400.854\n",
"[88]\tvalid_0's poisson: -102.648\tvalid_0's l2: 398.808\n",
"[89]\tvalid_0's poisson: -102.646\tvalid_0's l2: 398.868\n",
"[90]\tvalid_0's poisson: -102.562\tvalid_0's l2: 398.475\n",
"[91]\tvalid_0's poisson: -102.63\tvalid_0's l2: 396.825\n",
"[92]\tvalid_0's poisson: -102.615\tvalid_0's l2: 397.291\n",
"[93]\tvalid_0's poisson: -102.571\tvalid_0's l2: 396.776\n",
"[94]\tvalid_0's poisson: -102.598\tvalid_0's l2: 396.639\n",
"[95]\tvalid_0's poisson: -102.652\tvalid_0's l2: 396.194\n",
"[96]\tvalid_0's poisson: -102.586\tvalid_0's l2: 395.671\n",
"[97]\tvalid_0's poisson: -102.413\tvalid_0's l2: 394.203\n",
"[98]\tvalid_0's poisson: -102.496\tvalid_0's l2: 393.493\n",
"[99]\tvalid_0's poisson: -102.321\tvalid_0's l2: 393.318\n",
"[100]\tvalid_0's poisson: -102.081\tvalid_0's l2: 392.138\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -94.0317\tvalid_0's l2: 1747.47\n",
"[2]\tvalid_0's poisson: -97.7482\tvalid_0's l2: 1406.1\n",
"[3]\tvalid_0's poisson: -99.99\tvalid_0's l2: 1195.59\n",
"[4]\tvalid_0's poisson: -101.974\tvalid_0's l2: 1018.99\n",
"[5]\tvalid_0's poisson: -103.31\tvalid_0's l2: 910.773\n",
"[6]\tvalid_0's poisson: -104.086\tvalid_0's l2: 838.658\n",
"[7]\tvalid_0's poisson: -104.737\tvalid_0's l2: 777.556\n",
"[8]\tvalid_0's poisson: -105.466\tvalid_0's l2: 715.799\n",
"[9]\tvalid_0's poisson: -105.968\tvalid_0's l2: 669.249\n",
"[10]\tvalid_0's poisson: -106.325\tvalid_0's l2: 636.804\n",
"[11]\tvalid_0's poisson: -106.633\tvalid_0's l2: 614.675\n",
"[12]\tvalid_0's poisson: -106.565\tvalid_0's l2: 589.502\n",
"[13]\tvalid_0's poisson: -106.55\tvalid_0's l2: 580.108\n",
"[14]\tvalid_0's poisson: -106.353\tvalid_0's l2: 562.246\n",
"[15]\tvalid_0's poisson: -106.334\tvalid_0's l2: 547.013\n",
"[16]\tvalid_0's poisson: -106.313\tvalid_0's l2: 535.656\n",
"[17]\tvalid_0's poisson: -106.048\tvalid_0's l2: 529.468\n",
"[18]\tvalid_0's poisson: -105.402\tvalid_0's l2: 524.061\n",
"[19]\tvalid_0's poisson: -105.296\tvalid_0's l2: 520.065\n",
"[20]\tvalid_0's poisson: -105.093\tvalid_0's l2: 509.414\n",
"[21]\tvalid_0's poisson: -105.113\tvalid_0's l2: 506.893\n",
"[22]\tvalid_0's poisson: -104.778\tvalid_0's l2: 502.686\n",
"[23]\tvalid_0's poisson: -104.594\tvalid_0's l2: 500.009\n",
"[24]\tvalid_0's poisson: -104.197\tvalid_0's l2: 495.268\n",
"[25]\tvalid_0's poisson: -104.17\tvalid_0's l2: 491.945\n",
"[26]\tvalid_0's poisson: -104.327\tvalid_0's l2: 490.265\n",
"[27]\tvalid_0's poisson: -104.285\tvalid_0's l2: 488.214\n",
"[28]\tvalid_0's poisson: -104.305\tvalid_0's l2: 485.389\n",
"[29]\tvalid_0's poisson: -104.506\tvalid_0's l2: 483.512\n",
"[30]\tvalid_0's poisson: -104.183\tvalid_0's l2: 481.291\n",
"[31]\tvalid_0's poisson: -103.932\tvalid_0's l2: 480.026\n",
"[32]\tvalid_0's poisson: -103.577\tvalid_0's l2: 471.673\n",
"[33]\tvalid_0's poisson: -103.561\tvalid_0's l2: 470.148\n",
"[34]\tvalid_0's poisson: -103.446\tvalid_0's l2: 469.703\n",
"[35]\tvalid_0's poisson: -103.493\tvalid_0's l2: 468.826\n",
"[36]\tvalid_0's poisson: -103.389\tvalid_0's l2: 466.845\n",
"[37]\tvalid_0's poisson: -103.202\tvalid_0's l2: 466.397\n",
"[38]\tvalid_0's poisson: -103.321\tvalid_0's l2: 465.365\n",
"[39]\tvalid_0's poisson: -103.469\tvalid_0's l2: 464.147\n",
"[40]\tvalid_0's poisson: -103.801\tvalid_0's l2: 462.529\n",
"[41]\tvalid_0's poisson: -103.769\tvalid_0's l2: 457.279\n",
"[42]\tvalid_0's poisson: -104.168\tvalid_0's l2: 453.841\n",
"[43]\tvalid_0's poisson: -104.277\tvalid_0's l2: 451.964\n",
"[44]\tvalid_0's poisson: -103.756\tvalid_0's l2: 449.783\n",
"[45]\tvalid_0's poisson: -103.702\tvalid_0's l2: 449.395\n",
"[46]\tvalid_0's poisson: -103.83\tvalid_0's l2: 449.164\n",
"[47]\tvalid_0's poisson: -103.75\tvalid_0's l2: 448.218\n",
"[48]\tvalid_0's poisson: -103.398\tvalid_0's l2: 447.444\n",
"[49]\tvalid_0's poisson: -103.45\tvalid_0's l2: 446.519\n",
"[50]\tvalid_0's poisson: -103.452\tvalid_0's l2: 446.127\n",
"[51]\tvalid_0's poisson: -103.421\tvalid_0's l2: 443.873\n",
"[52]\tvalid_0's poisson: -103.484\tvalid_0's l2: 443.339\n",
"[53]\tvalid_0's poisson: -103.32\tvalid_0's l2: 442.647\n",
"[54]\tvalid_0's poisson: -103.658\tvalid_0's l2: 439.365\n",
"[55]\tvalid_0's poisson: -103.623\tvalid_0's l2: 434.894\n",
"[56]\tvalid_0's poisson: -103.823\tvalid_0's l2: 433.2\n",
"[57]\tvalid_0's poisson: -103.923\tvalid_0's l2: 432.34\n",
"[58]\tvalid_0's poisson: -103.922\tvalid_0's l2: 432.159\n",
"[59]\tvalid_0's poisson: -103.821\tvalid_0's l2: 430.077\n",
"[60]\tvalid_0's poisson: -103.777\tvalid_0's l2: 429.599\n",
"[61]\tvalid_0's poisson: -103.787\tvalid_0's l2: 428.794\n",
"[62]\tvalid_0's poisson: -103.805\tvalid_0's l2: 428.103\n",
"[63]\tvalid_0's poisson: -103.692\tvalid_0's l2: 427.158\n",
"[64]\tvalid_0's poisson: -103.59\tvalid_0's l2: 426.46\n",
"[65]\tvalid_0's poisson: -103.436\tvalid_0's l2: 423.851\n",
"[66]\tvalid_0's poisson: -103.805\tvalid_0's l2: 421.275\n",
"[67]\tvalid_0's poisson: -103.824\tvalid_0's l2: 420.275\n",
"[68]\tvalid_0's poisson: -103.711\tvalid_0's l2: 419.141\n",
"[69]\tvalid_0's poisson: -103.596\tvalid_0's l2: 415.404\n",
"[70]\tvalid_0's poisson: -103.87\tvalid_0's l2: 414.804\n",
"[71]\tvalid_0's poisson: -103.922\tvalid_0's l2: 414.011\n",
"[72]\tvalid_0's poisson: -103.688\tvalid_0's l2: 413.461\n",
"[73]\tvalid_0's poisson: -103.797\tvalid_0's l2: 412.918\n",
"[74]\tvalid_0's poisson: -103.449\tvalid_0's l2: 412.129\n",
"[75]\tvalid_0's poisson: -103.389\tvalid_0's l2: 411.474\n",
"[76]\tvalid_0's poisson: -103.598\tvalid_0's l2: 409.141\n",
"[77]\tvalid_0's poisson: -103.641\tvalid_0's l2: 408.571\n",
"[78]\tvalid_0's poisson: -103.64\tvalid_0's l2: 408.732\n",
"[79]\tvalid_0's poisson: -103.606\tvalid_0's l2: 408.735\n",
"[80]\tvalid_0's poisson: -103.536\tvalid_0's l2: 408.835\n",
"[81]\tvalid_0's poisson: -103.578\tvalid_0's l2: 408.534\n",
"[82]\tvalid_0's poisson: -103.515\tvalid_0's l2: 408.071\n",
"[83]\tvalid_0's poisson: -103.512\tvalid_0's l2: 407.206\n",
"[84]\tvalid_0's poisson: -103.314\tvalid_0's l2: 406.49\n",
"[85]\tvalid_0's poisson: -103.392\tvalid_0's l2: 405.58\n",
"[86]\tvalid_0's poisson: -103.393\tvalid_0's l2: 403.045\n",
"[87]\tvalid_0's poisson: -103.466\tvalid_0's l2: 400.991\n",
"[88]\tvalid_0's poisson: -103.549\tvalid_0's l2: 398.922\n",
"[89]\tvalid_0's poisson: -103.24\tvalid_0's l2: 398.481\n",
"[90]\tvalid_0's poisson: -103.145\tvalid_0's l2: 398.116\n",
"[91]\tvalid_0's poisson: -103.446\tvalid_0's l2: 396.321\n",
"[92]\tvalid_0's poisson: -103.361\tvalid_0's l2: 396.192\n",
"[93]\tvalid_0's poisson: -103.366\tvalid_0's l2: 395.567\n",
"[94]\tvalid_0's poisson: -103.198\tvalid_0's l2: 394.793\n",
"[95]\tvalid_0's poisson: -103.234\tvalid_0's l2: 394.505\n",
"[96]\tvalid_0's poisson: -103.094\tvalid_0's l2: 394.292\n",
"[97]\tvalid_0's poisson: -103.169\tvalid_0's l2: 393.283\n",
"[98]\tvalid_0's poisson: -103.17\tvalid_0's l2: 392.667\n",
"[99]\tvalid_0's poisson: -103.165\tvalid_0's l2: 391.792\n",
"[100]\tvalid_0's poisson: -103.298\tvalid_0's l2: 391.615\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -94.0063\tvalid_0's l2: 1752.86\n",
"[2]\tvalid_0's poisson: -97.7989\tvalid_0's l2: 1414.2\n",
"[3]\tvalid_0's poisson: -100.26\tvalid_0's l2: 1196.75\n",
"[4]\tvalid_0's poisson: -101.681\tvalid_0's l2: 1061.71\n",
"[5]\tvalid_0's poisson: -103.056\tvalid_0's l2: 934.51\n",
"[6]\tvalid_0's poisson: -104.33\tvalid_0's l2: 819.577\n",
"[7]\tvalid_0's poisson: -104.984\tvalid_0's l2: 764.86\n",
"[8]\tvalid_0's poisson: -105.506\tvalid_0's l2: 720.04\n",
"[9]\tvalid_0's poisson: -105.979\tvalid_0's l2: 676.93\n",
"[10]\tvalid_0's poisson: -106.34\tvalid_0's l2: 642.8\n",
"[11]\tvalid_0's poisson: -106.435\tvalid_0's l2: 612.422\n",
"[12]\tvalid_0's poisson: -106.383\tvalid_0's l2: 593.104\n",
"[13]\tvalid_0's poisson: -105.88\tvalid_0's l2: 580.238\n",
"[14]\tvalid_0's poisson: -105.586\tvalid_0's l2: 563.38\n",
"[15]\tvalid_0's poisson: -105.357\tvalid_0's l2: 553.295\n",
"[16]\tvalid_0's poisson: -105.173\tvalid_0's l2: 546.588\n",
"[17]\tvalid_0's poisson: -105.174\tvalid_0's l2: 540.284\n",
"[18]\tvalid_0's poisson: -104.938\tvalid_0's l2: 532.675\n",
"[19]\tvalid_0's poisson: -104.842\tvalid_0's l2: 526.588\n",
"[20]\tvalid_0's poisson: -104.679\tvalid_0's l2: 522.434\n",
"[21]\tvalid_0's poisson: -104.404\tvalid_0's l2: 515.044\n",
"[22]\tvalid_0's poisson: -104.158\tvalid_0's l2: 511.688\n",
"[23]\tvalid_0's poisson: -104.42\tvalid_0's l2: 506.685\n",
"[24]\tvalid_0's poisson: -104.387\tvalid_0's l2: 503.571\n",
"[25]\tvalid_0's poisson: -104.076\tvalid_0's l2: 490.804\n",
"[26]\tvalid_0's poisson: -104.394\tvalid_0's l2: 483.899\n",
"[27]\tvalid_0's poisson: -104.302\tvalid_0's l2: 481.543\n",
"[28]\tvalid_0's poisson: -104.301\tvalid_0's l2: 476.705\n",
"[29]\tvalid_0's poisson: -103.953\tvalid_0's l2: 474.552\n",
"[30]\tvalid_0's poisson: -104.056\tvalid_0's l2: 470.737\n",
"[31]\tvalid_0's poisson: -103.776\tvalid_0's l2: 469.493\n",
"[32]\tvalid_0's poisson: -103.778\tvalid_0's l2: 468.669\n",
"[33]\tvalid_0's poisson: -104.115\tvalid_0's l2: 463.726\n",
"[34]\tvalid_0's poisson: -103.681\tvalid_0's l2: 461.996\n",
"[35]\tvalid_0's poisson: -103.859\tvalid_0's l2: 460.128\n",
"[36]\tvalid_0's poisson: -103.699\tvalid_0's l2: 458.16\n",
"[37]\tvalid_0's poisson: -103.577\tvalid_0's l2: 456.807\n",
"[38]\tvalid_0's poisson: -103.487\tvalid_0's l2: 456.463\n",
"[39]\tvalid_0's poisson: -103.359\tvalid_0's l2: 456.641\n",
"[40]\tvalid_0's poisson: -103.12\tvalid_0's l2: 454.794\n",
"[41]\tvalid_0's poisson: -103.063\tvalid_0's l2: 450.358\n",
"[42]\tvalid_0's poisson: -103.165\tvalid_0's l2: 450.148\n",
"[43]\tvalid_0's poisson: -103.152\tvalid_0's l2: 449.328\n",
"[44]\tvalid_0's poisson: -102.94\tvalid_0's l2: 446.462\n",
"[45]\tvalid_0's poisson: -103.061\tvalid_0's l2: 440.605\n",
"[46]\tvalid_0's poisson: -102.962\tvalid_0's l2: 440.033\n",
"[47]\tvalid_0's poisson: -102.781\tvalid_0's l2: 439.843\n",
"[48]\tvalid_0's poisson: -102.949\tvalid_0's l2: 438.492\n",
"[49]\tvalid_0's poisson: -103.202\tvalid_0's l2: 433.937\n",
"[50]\tvalid_0's poisson: -103.228\tvalid_0's l2: 433.676\n",
"[51]\tvalid_0's poisson: -103.231\tvalid_0's l2: 432.706\n",
"[52]\tvalid_0's poisson: -103.214\tvalid_0's l2: 432.976\n",
"[53]\tvalid_0's poisson: -103.134\tvalid_0's l2: 431.554\n",
"[54]\tvalid_0's poisson: -103.073\tvalid_0's l2: 431.102\n",
"[55]\tvalid_0's poisson: -102.981\tvalid_0's l2: 430.873\n",
"[56]\tvalid_0's poisson: -102.955\tvalid_0's l2: 428.888\n",
"[57]\tvalid_0's poisson: -103.16\tvalid_0's l2: 426.216\n",
"[58]\tvalid_0's poisson: -103.189\tvalid_0's l2: 425.987\n",
"[59]\tvalid_0's poisson: -103.217\tvalid_0's l2: 420.971\n",
"[60]\tvalid_0's poisson: -103.205\tvalid_0's l2: 420.805\n",
"[61]\tvalid_0's poisson: -103.142\tvalid_0's l2: 419.539\n",
"[62]\tvalid_0's poisson: -103.129\tvalid_0's l2: 419.19\n",
"[63]\tvalid_0's poisson: -103.258\tvalid_0's l2: 418.61\n",
"[64]\tvalid_0's poisson: -103.31\tvalid_0's l2: 418.158\n",
"[65]\tvalid_0's poisson: -103.267\tvalid_0's l2: 414.722\n",
"[66]\tvalid_0's poisson: -103.151\tvalid_0's l2: 414.553\n",
"[67]\tvalid_0's poisson: -103.156\tvalid_0's l2: 413.613\n",
"[68]\tvalid_0's poisson: -103.179\tvalid_0's l2: 412.797\n",
"[69]\tvalid_0's poisson: -103.135\tvalid_0's l2: 412.105\n",
"[70]\tvalid_0's poisson: -103.195\tvalid_0's l2: 411.841\n",
"[71]\tvalid_0's poisson: -103.141\tvalid_0's l2: 411.713\n",
"[72]\tvalid_0's poisson: -103.071\tvalid_0's l2: 409.77\n",
"[73]\tvalid_0's poisson: -103.028\tvalid_0's l2: 409.241\n",
"[74]\tvalid_0's poisson: -103.042\tvalid_0's l2: 408.975\n",
"[75]\tvalid_0's poisson: -103.035\tvalid_0's l2: 409.09\n",
"[76]\tvalid_0's poisson: -103.135\tvalid_0's l2: 408.719\n",
"[77]\tvalid_0's poisson: -103.142\tvalid_0's l2: 406.833\n",
"[78]\tvalid_0's poisson: -103.069\tvalid_0's l2: 406.642\n",
"[79]\tvalid_0's poisson: -103.154\tvalid_0's l2: 405.414\n",
"[80]\tvalid_0's poisson: -102.972\tvalid_0's l2: 405.106\n",
"[81]\tvalid_0's poisson: -102.958\tvalid_0's l2: 404.181\n",
"[82]\tvalid_0's poisson: -102.998\tvalid_0's l2: 403.512\n",
"[83]\tvalid_0's poisson: -103.002\tvalid_0's l2: 403.935\n",
"[84]\tvalid_0's poisson: -103.035\tvalid_0's l2: 403.687\n",
"[85]\tvalid_0's poisson: -103.293\tvalid_0's l2: 401.066\n",
"[86]\tvalid_0's poisson: -103.338\tvalid_0's l2: 399.288\n",
"[87]\tvalid_0's poisson: -103.15\tvalid_0's l2: 398.337\n",
"[88]\tvalid_0's poisson: -103.246\tvalid_0's l2: 397.611\n",
"[89]\tvalid_0's poisson: -103.175\tvalid_0's l2: 396.343\n",
"[90]\tvalid_0's poisson: -102.92\tvalid_0's l2: 396.133\n",
"[91]\tvalid_0's poisson: -103.08\tvalid_0's l2: 395.281\n",
"[92]\tvalid_0's poisson: -103.095\tvalid_0's l2: 394.773\n",
"[93]\tvalid_0's poisson: -103.318\tvalid_0's l2: 393.59\n",
"[94]\tvalid_0's poisson: -103.288\tvalid_0's l2: 393.225\n",
"[95]\tvalid_0's poisson: -103.232\tvalid_0's l2: 393.239\n",
"[96]\tvalid_0's poisson: -103.41\tvalid_0's l2: 392.828\n",
"[97]\tvalid_0's poisson: -103.384\tvalid_0's l2: 392.289\n",
"[98]\tvalid_0's poisson: -103.37\tvalid_0's l2: 392.156\n",
"[99]\tvalid_0's poisson: -103.45\tvalid_0's l2: 390.764\n",
"[100]\tvalid_0's poisson: -103.373\tvalid_0's l2: 390.781\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.968\tvalid_0's l2: 1753.92\n",
"[2]\tvalid_0's poisson: -97.6739\tvalid_0's l2: 1416.59\n",
"[3]\tvalid_0's poisson: -100.126\tvalid_0's l2: 1199.89\n",
"[4]\tvalid_0's poisson: -101.98\tvalid_0's l2: 1032.85\n",
"[5]\tvalid_0's poisson: -103.101\tvalid_0's l2: 923.538\n",
"[6]\tvalid_0's poisson: -104.275\tvalid_0's l2: 820.242\n",
"[7]\tvalid_0's poisson: -105.183\tvalid_0's l2: 750.233\n",
"[8]\tvalid_0's poisson: -105.667\tvalid_0's l2: 702.902\n",
"[9]\tvalid_0's poisson: -106.179\tvalid_0's l2: 655.914\n",
"[10]\tvalid_0's poisson: -106.471\tvalid_0's l2: 628.354\n",
"[11]\tvalid_0's poisson: -106.536\tvalid_0's l2: 602.253\n",
"[12]\tvalid_0's poisson: -106.577\tvalid_0's l2: 583.02\n",
"[13]\tvalid_0's poisson: -106.463\tvalid_0's l2: 567.772\n",
"[14]\tvalid_0's poisson: -106.517\tvalid_0's l2: 558.855\n",
"[15]\tvalid_0's poisson: -106.317\tvalid_0's l2: 545.525\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[16]\tvalid_0's poisson: -106.024\tvalid_0's l2: 538.692\n",
"[17]\tvalid_0's poisson: -106.223\tvalid_0's l2: 532.844\n",
"[18]\tvalid_0's poisson: -105.627\tvalid_0's l2: 527.123\n",
"[19]\tvalid_0's poisson: -105.589\tvalid_0's l2: 519.604\n",
"[20]\tvalid_0's poisson: -105.314\tvalid_0's l2: 514.09\n",
"[21]\tvalid_0's poisson: -105.087\tvalid_0's l2: 510.773\n",
"[22]\tvalid_0's poisson: -105.244\tvalid_0's l2: 507.265\n",
"[23]\tvalid_0's poisson: -105.403\tvalid_0's l2: 505.787\n",
"[24]\tvalid_0's poisson: -105.292\tvalid_0's l2: 504.168\n",
"[25]\tvalid_0's poisson: -104.719\tvalid_0's l2: 498.698\n",
"[26]\tvalid_0's poisson: -104.036\tvalid_0's l2: 484.245\n",
"[27]\tvalid_0's poisson: -104.394\tvalid_0's l2: 481.966\n",
"[28]\tvalid_0's poisson: -104.17\tvalid_0's l2: 478.889\n",
"[29]\tvalid_0's poisson: -104.032\tvalid_0's l2: 477.614\n",
"[30]\tvalid_0's poisson: -103.987\tvalid_0's l2: 476.8\n",
"[31]\tvalid_0's poisson: -103.566\tvalid_0's l2: 470.053\n",
"[32]\tvalid_0's poisson: -103.981\tvalid_0's l2: 466.222\n",
"[33]\tvalid_0's poisson: -103.767\tvalid_0's l2: 464.881\n",
"[34]\tvalid_0's poisson: -103.93\tvalid_0's l2: 456.293\n",
"[35]\tvalid_0's poisson: -103.872\tvalid_0's l2: 452.168\n",
"[36]\tvalid_0's poisson: -103.877\tvalid_0's l2: 451.386\n",
"[37]\tvalid_0's poisson: -103.608\tvalid_0's l2: 450.482\n",
"[38]\tvalid_0's poisson: -103.461\tvalid_0's l2: 448.859\n",
"[39]\tvalid_0's poisson: -103.545\tvalid_0's l2: 445.689\n",
"[40]\tvalid_0's poisson: -103.611\tvalid_0's l2: 444.239\n",
"[41]\tvalid_0's poisson: -103.53\tvalid_0's l2: 443.426\n",
"[42]\tvalid_0's poisson: -103.526\tvalid_0's l2: 443.593\n",
"[43]\tvalid_0's poisson: -103.527\tvalid_0's l2: 443.031\n",
"[44]\tvalid_0's poisson: -103.304\tvalid_0's l2: 441.868\n",
"[45]\tvalid_0's poisson: -103.222\tvalid_0's l2: 441.062\n",
"[46]\tvalid_0's poisson: -103.115\tvalid_0's l2: 441.248\n",
"[47]\tvalid_0's poisson: -103.234\tvalid_0's l2: 440.758\n",
"[48]\tvalid_0's poisson: -102.73\tvalid_0's l2: 436.133\n",
"[49]\tvalid_0's poisson: -102.751\tvalid_0's l2: 434.649\n",
"[50]\tvalid_0's poisson: -102.97\tvalid_0's l2: 434.583\n",
"[51]\tvalid_0's poisson: -102.863\tvalid_0's l2: 431.982\n",
"[52]\tvalid_0's poisson: -102.951\tvalid_0's l2: 429.587\n",
"[53]\tvalid_0's poisson: -103.037\tvalid_0's l2: 429.147\n",
"[54]\tvalid_0's poisson: -102.765\tvalid_0's l2: 429.028\n",
"[55]\tvalid_0's poisson: -102.665\tvalid_0's l2: 429.073\n",
"[56]\tvalid_0's poisson: -102.666\tvalid_0's l2: 426.6\n",
"[57]\tvalid_0's poisson: -102.666\tvalid_0's l2: 426.736\n",
"[58]\tvalid_0's poisson: -102.755\tvalid_0's l2: 425.825\n",
"[59]\tvalid_0's poisson: -102.735\tvalid_0's l2: 426.094\n",
"[60]\tvalid_0's poisson: -102.687\tvalid_0's l2: 426.013\n",
"[61]\tvalid_0's poisson: -102.511\tvalid_0's l2: 426.214\n",
"[62]\tvalid_0's poisson: -102.622\tvalid_0's l2: 424.027\n",
"[63]\tvalid_0's poisson: -102.781\tvalid_0's l2: 422.729\n",
"[64]\tvalid_0's poisson: -102.78\tvalid_0's l2: 421.023\n",
"[65]\tvalid_0's poisson: -102.622\tvalid_0's l2: 420.89\n",
"[66]\tvalid_0's poisson: -102.725\tvalid_0's l2: 419.482\n",
"[67]\tvalid_0's poisson: -102.621\tvalid_0's l2: 418.946\n",
"[68]\tvalid_0's poisson: -102.631\tvalid_0's l2: 419.254\n",
"[69]\tvalid_0's poisson: -102.632\tvalid_0's l2: 419.297\n",
"[70]\tvalid_0's poisson: -102.432\tvalid_0's l2: 418.528\n",
"[71]\tvalid_0's poisson: -102.526\tvalid_0's l2: 417.934\n",
"[72]\tvalid_0's poisson: -102.477\tvalid_0's l2: 415.219\n",
"[73]\tvalid_0's poisson: -102.445\tvalid_0's l2: 415.99\n",
"[74]\tvalid_0's poisson: -102.446\tvalid_0's l2: 416.016\n",
"[75]\tvalid_0's poisson: -102.553\tvalid_0's l2: 414.947\n",
"[76]\tvalid_0's poisson: -102.672\tvalid_0's l2: 412.685\n",
"[77]\tvalid_0's poisson: -102.637\tvalid_0's l2: 411.491\n",
"[78]\tvalid_0's poisson: -102.377\tvalid_0's l2: 410.964\n",
"[79]\tvalid_0's poisson: -102.374\tvalid_0's l2: 409.733\n",
"[80]\tvalid_0's poisson: -102.59\tvalid_0's l2: 409.506\n",
"[81]\tvalid_0's poisson: -102.325\tvalid_0's l2: 408.995\n",
"[82]\tvalid_0's poisson: -102.43\tvalid_0's l2: 408.034\n",
"[83]\tvalid_0's poisson: -102.495\tvalid_0's l2: 406.404\n",
"[84]\tvalid_0's poisson: -102.753\tvalid_0's l2: 405.495\n",
"[85]\tvalid_0's poisson: -102.801\tvalid_0's l2: 404.692\n",
"[86]\tvalid_0's poisson: -102.795\tvalid_0's l2: 403.553\n",
"[87]\tvalid_0's poisson: -102.784\tvalid_0's l2: 402.908\n",
"[88]\tvalid_0's poisson: -102.845\tvalid_0's l2: 401.285\n",
"[89]\tvalid_0's poisson: -102.73\tvalid_0's l2: 400.951\n",
"[90]\tvalid_0's poisson: -102.63\tvalid_0's l2: 400.933\n",
"[91]\tvalid_0's poisson: -102.592\tvalid_0's l2: 400.278\n",
"[92]\tvalid_0's poisson: -102.739\tvalid_0's l2: 400.097\n",
"[93]\tvalid_0's poisson: -102.791\tvalid_0's l2: 400.382\n",
"[94]\tvalid_0's poisson: -102.724\tvalid_0's l2: 400.047\n",
"[95]\tvalid_0's poisson: -102.685\tvalid_0's l2: 399.994\n",
"[96]\tvalid_0's poisson: -102.36\tvalid_0's l2: 399.74\n",
"[97]\tvalid_0's poisson: -102.432\tvalid_0's l2: 397.563\n",
"[98]\tvalid_0's poisson: -102.545\tvalid_0's l2: 395.773\n",
"[99]\tvalid_0's poisson: -102.582\tvalid_0's l2: 394.672\n",
"[100]\tvalid_0's poisson: -102.565\tvalid_0's l2: 394.509\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -106.944\tvalid_0's l2: 584.434\n",
"[2]\tvalid_0's poisson: -104.371\tvalid_0's l2: 519.012\n",
"[3]\tvalid_0's poisson: -102.865\tvalid_0's l2: 481.208\n",
"[4]\tvalid_0's poisson: -102.463\tvalid_0's l2: 471.623\n",
"[5]\tvalid_0's poisson: -100.866\tvalid_0's l2: 465.506\n",
"[6]\tvalid_0's poisson: -100.401\tvalid_0's l2: 461.359\n",
"[7]\tvalid_0's poisson: -99.2315\tvalid_0's l2: 425.627\n",
"[8]\tvalid_0's poisson: -98.3358\tvalid_0's l2: 420.126\n",
"[9]\tvalid_0's poisson: -98.5798\tvalid_0's l2: 426.261\n",
"[10]\tvalid_0's poisson: -97.8274\tvalid_0's l2: 422.17\n",
"[11]\tvalid_0's poisson: -97.8811\tvalid_0's l2: 421.917\n",
"[12]\tvalid_0's poisson: -97.5617\tvalid_0's l2: 416.184\n",
"[13]\tvalid_0's poisson: -96.717\tvalid_0's l2: 407.132\n",
"[14]\tvalid_0's poisson: -97.0724\tvalid_0's l2: 410.159\n",
"[15]\tvalid_0's poisson: -97.5245\tvalid_0's l2: 403.101\n",
"[16]\tvalid_0's poisson: -96.8789\tvalid_0's l2: 404.79\n",
"[17]\tvalid_0's poisson: -96.9021\tvalid_0's l2: 402.624\n",
"[18]\tvalid_0's poisson: -97.2057\tvalid_0's l2: 397.295\n",
"[19]\tvalid_0's poisson: -97.7324\tvalid_0's l2: 394.408\n",
"[20]\tvalid_0's poisson: -97.1997\tvalid_0's l2: 394\n",
"[21]\tvalid_0's poisson: -97.1778\tvalid_0's l2: 393.807\n",
"[22]\tvalid_0's poisson: -96.1724\tvalid_0's l2: 392.027\n",
"[23]\tvalid_0's poisson: -97.5244\tvalid_0's l2: 389.728\n",
"[24]\tvalid_0's poisson: -96.8558\tvalid_0's l2: 384.076\n",
"[25]\tvalid_0's poisson: -96.6044\tvalid_0's l2: 383.914\n",
"[26]\tvalid_0's poisson: -96.1788\tvalid_0's l2: 386.788\n",
"[27]\tvalid_0's poisson: -95.7649\tvalid_0's l2: 386.228\n",
"[28]\tvalid_0's poisson: -95.7439\tvalid_0's l2: 385.868\n",
"[29]\tvalid_0's poisson: -96.8672\tvalid_0's l2: 386.763\n",
"[30]\tvalid_0's poisson: -96.8919\tvalid_0's l2: 387.534\n",
"[31]\tvalid_0's poisson: -96.6488\tvalid_0's l2: 385.308\n",
"[32]\tvalid_0's poisson: -95.904\tvalid_0's l2: 386.368\n",
"[33]\tvalid_0's poisson: -95.8861\tvalid_0's l2: 383.466\n",
"[34]\tvalid_0's poisson: -95.0833\tvalid_0's l2: 382.386\n",
"[35]\tvalid_0's poisson: -95.2242\tvalid_0's l2: 383.178\n",
"[36]\tvalid_0's poisson: -95.5217\tvalid_0's l2: 382.43\n",
"[37]\tvalid_0's poisson: -95.4597\tvalid_0's l2: 381.851\n",
"[38]\tvalid_0's poisson: -95.0125\tvalid_0's l2: 380.906\n",
"[39]\tvalid_0's poisson: -95.0723\tvalid_0's l2: 382.72\n",
"[40]\tvalid_0's poisson: -94.8742\tvalid_0's l2: 381.523\n",
"[41]\tvalid_0's poisson: -95.0811\tvalid_0's l2: 378.008\n",
"[42]\tvalid_0's poisson: -94.8708\tvalid_0's l2: 376.731\n",
"[43]\tvalid_0's poisson: -94.5734\tvalid_0's l2: 375.738\n",
"[44]\tvalid_0's poisson: -94.8787\tvalid_0's l2: 375.81\n",
"[45]\tvalid_0's poisson: -95.0095\tvalid_0's l2: 375.365\n",
"[46]\tvalid_0's poisson: -94.6399\tvalid_0's l2: 378.17\n",
"[47]\tvalid_0's poisson: -94.6777\tvalid_0's l2: 378.635\n",
"[48]\tvalid_0's poisson: -94.8009\tvalid_0's l2: 378.916\n",
"[49]\tvalid_0's poisson: -95.3583\tvalid_0's l2: 378.332\n",
"[50]\tvalid_0's poisson: -95.4038\tvalid_0's l2: 380.734\n",
"[51]\tvalid_0's poisson: -94.6514\tvalid_0's l2: 381.76\n",
"[52]\tvalid_0's poisson: -94.9005\tvalid_0's l2: 381.03\n",
"[53]\tvalid_0's poisson: -94.6426\tvalid_0's l2: 382.454\n",
"[54]\tvalid_0's poisson: -95.0168\tvalid_0's l2: 383.214\n",
"[55]\tvalid_0's poisson: -95.0165\tvalid_0's l2: 384.025\n",
"[56]\tvalid_0's poisson: -95.3293\tvalid_0's l2: 384.882\n",
"[57]\tvalid_0's poisson: -95.6082\tvalid_0's l2: 385.933\n",
"[58]\tvalid_0's poisson: -95.4551\tvalid_0's l2: 383.606\n",
"[59]\tvalid_0's poisson: -95.4546\tvalid_0's l2: 383.699\n",
"[60]\tvalid_0's poisson: -95.2303\tvalid_0's l2: 383.903\n",
"[61]\tvalid_0's poisson: -95.3343\tvalid_0's l2: 385.282\n",
"[62]\tvalid_0's poisson: -95.5539\tvalid_0's l2: 384.791\n",
"[63]\tvalid_0's poisson: -95.1249\tvalid_0's l2: 386.316\n",
"[64]\tvalid_0's poisson: -95.244\tvalid_0's l2: 386.64\n",
"[65]\tvalid_0's poisson: -95.4368\tvalid_0's l2: 386.085\n",
"[66]\tvalid_0's poisson: -94.9738\tvalid_0's l2: 385.065\n",
"[67]\tvalid_0's poisson: -95.1993\tvalid_0's l2: 385.256\n",
"[68]\tvalid_0's poisson: -95.1582\tvalid_0's l2: 384.375\n",
"[69]\tvalid_0's poisson: -94.9939\tvalid_0's l2: 384.042\n",
"[70]\tvalid_0's poisson: -94.9214\tvalid_0's l2: 384.491\n",
"[71]\tvalid_0's poisson: -95.1414\tvalid_0's l2: 382.335\n",
"[72]\tvalid_0's poisson: -95.5218\tvalid_0's l2: 383.267\n",
"[73]\tvalid_0's poisson: -95.4894\tvalid_0's l2: 383.018\n",
"[74]\tvalid_0's poisson: -95.875\tvalid_0's l2: 384.151\n",
"[75]\tvalid_0's poisson: -96.0637\tvalid_0's l2: 384.289\n",
"[76]\tvalid_0's poisson: -95.7596\tvalid_0's l2: 383.876\n",
"[77]\tvalid_0's poisson: -95.5393\tvalid_0's l2: 383.297\n",
"[78]\tvalid_0's poisson: -95.4137\tvalid_0's l2: 382.942\n",
"[79]\tvalid_0's poisson: -95.0343\tvalid_0's l2: 383.523\n",
"[80]\tvalid_0's poisson: -95.0654\tvalid_0's l2: 382.98\n",
"[81]\tvalid_0's poisson: -94.8154\tvalid_0's l2: 383.06\n",
"[82]\tvalid_0's poisson: -95.1339\tvalid_0's l2: 383.136\n",
"[83]\tvalid_0's poisson: -94.92\tvalid_0's l2: 381.679\n",
"[84]\tvalid_0's poisson: -94.7415\tvalid_0's l2: 381.376\n",
"[85]\tvalid_0's poisson: -95.4068\tvalid_0's l2: 381.468\n",
"[86]\tvalid_0's poisson: -95.3806\tvalid_0's l2: 382.478\n",
"[87]\tvalid_0's poisson: -95.5939\tvalid_0's l2: 383.042\n",
"[88]\tvalid_0's poisson: -95.4429\tvalid_0's l2: 382.993\n",
"[89]\tvalid_0's poisson: -95.255\tvalid_0's l2: 382.624\n",
"[90]\tvalid_0's poisson: -95.4731\tvalid_0's l2: 384.026\n",
"[91]\tvalid_0's poisson: -95.6294\tvalid_0's l2: 385.115\n",
"[92]\tvalid_0's poisson: -95.9951\tvalid_0's l2: 384.902\n",
"[93]\tvalid_0's poisson: -95.886\tvalid_0's l2: 385.476\n",
"[94]\tvalid_0's poisson: -95.9252\tvalid_0's l2: 388.291\n",
"[95]\tvalid_0's poisson: -95.7868\tvalid_0's l2: 389.161\n",
"[96]\tvalid_0's poisson: -95.8364\tvalid_0's l2: 389.469\n",
"[97]\tvalid_0's poisson: -95.6499\tvalid_0's l2: 390.109\n",
"[98]\tvalid_0's poisson: -95.5209\tvalid_0's l2: 390.978\n",
"[99]\tvalid_0's poisson: -95.7386\tvalid_0's l2: 390.42\n",
"[100]\tvalid_0's poisson: -95.4848\tvalid_0's l2: 390.021\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -106.353\tvalid_0's l2: 606.546\n",
"[2]\tvalid_0's poisson: -105.434\tvalid_0's l2: 511.813\n",
"[3]\tvalid_0's poisson: -105.1\tvalid_0's l2: 482.859\n",
"[4]\tvalid_0's poisson: -103.145\tvalid_0's l2: 458.081\n",
"[5]\tvalid_0's poisson: -103.19\tvalid_0's l2: 423.113\n",
"[6]\tvalid_0's poisson: -102.51\tvalid_0's l2: 419.93\n",
"[7]\tvalid_0's poisson: -102.858\tvalid_0's l2: 415.168\n",
"[8]\tvalid_0's poisson: -102.5\tvalid_0's l2: 414.324\n",
"[9]\tvalid_0's poisson: -101.84\tvalid_0's l2: 408.453\n",
"[10]\tvalid_0's poisson: -101.963\tvalid_0's l2: 401.553\n",
"[11]\tvalid_0's poisson: -101.627\tvalid_0's l2: 405.336\n",
"[12]\tvalid_0's poisson: -101.937\tvalid_0's l2: 402.632\n",
"[13]\tvalid_0's poisson: -101.842\tvalid_0's l2: 393.097\n",
"[14]\tvalid_0's poisson: -101.404\tvalid_0's l2: 395.405\n",
"[15]\tvalid_0's poisson: -100.621\tvalid_0's l2: 395.002\n",
"[16]\tvalid_0's poisson: -100.154\tvalid_0's l2: 389.913\n",
"[17]\tvalid_0's poisson: -100.219\tvalid_0's l2: 389.473\n",
"[18]\tvalid_0's poisson: -100.423\tvalid_0's l2: 388.76\n",
"[19]\tvalid_0's poisson: -100.303\tvalid_0's l2: 387.11\n",
"[20]\tvalid_0's poisson: -100.315\tvalid_0's l2: 386.589\n",
"[21]\tvalid_0's poisson: -100.413\tvalid_0's l2: 389.484\n",
"[22]\tvalid_0's poisson: -100.354\tvalid_0's l2: 390.326\n",
"[23]\tvalid_0's poisson: -100.062\tvalid_0's l2: 390.45\n",
"[24]\tvalid_0's poisson: -99.5643\tvalid_0's l2: 389.203\n",
"[25]\tvalid_0's poisson: -99.477\tvalid_0's l2: 385.305\n",
"[26]\tvalid_0's poisson: -99.4309\tvalid_0's l2: 383.295\n",
"[27]\tvalid_0's poisson: -100.227\tvalid_0's l2: 381.801\n",
"[28]\tvalid_0's poisson: -100.312\tvalid_0's l2: 384.338\n",
"[29]\tvalid_0's poisson: -100.377\tvalid_0's l2: 383.606\n",
"[30]\tvalid_0's poisson: -100.207\tvalid_0's l2: 386.031\n",
"[31]\tvalid_0's poisson: -100.223\tvalid_0's l2: 385.546\n",
"[32]\tvalid_0's poisson: -100.207\tvalid_0's l2: 386.127\n",
"[33]\tvalid_0's poisson: -100.195\tvalid_0's l2: 383.297\n",
"[34]\tvalid_0's poisson: -99.8878\tvalid_0's l2: 385.01\n",
"[35]\tvalid_0's poisson: -99.6005\tvalid_0's l2: 384.755\n",
"[36]\tvalid_0's poisson: -99.5323\tvalid_0's l2: 383.948\n",
"[37]\tvalid_0's poisson: -99.2874\tvalid_0's l2: 383.775\n",
"[38]\tvalid_0's poisson: -99.4513\tvalid_0's l2: 382.498\n",
"[39]\tvalid_0's poisson: -99.373\tvalid_0's l2: 382.54\n",
"[40]\tvalid_0's poisson: -99.3422\tvalid_0's l2: 383.846\n",
"[41]\tvalid_0's poisson: -99.5888\tvalid_0's l2: 387.88\n",
"[42]\tvalid_0's poisson: -99.656\tvalid_0's l2: 386.255\n",
"[43]\tvalid_0's poisson: -99.8137\tvalid_0's l2: 386.288\n",
"[44]\tvalid_0's poisson: -99.6323\tvalid_0's l2: 388.938\n",
"[45]\tvalid_0's poisson: -99.5982\tvalid_0's l2: 386.302\n",
"[46]\tvalid_0's poisson: -99.9369\tvalid_0's l2: 386.437\n",
"[47]\tvalid_0's poisson: -100.163\tvalid_0's l2: 385.151\n",
"[48]\tvalid_0's poisson: -100.329\tvalid_0's l2: 385.346\n",
"[49]\tvalid_0's poisson: -100.085\tvalid_0's l2: 385.396\n",
"[50]\tvalid_0's poisson: -100.102\tvalid_0's l2: 384.046\n",
"[51]\tvalid_0's poisson: -99.775\tvalid_0's l2: 383.471\n",
"[52]\tvalid_0's poisson: -98.8521\tvalid_0's l2: 382.105\n",
"[53]\tvalid_0's poisson: -99.6534\tvalid_0's l2: 384.082\n",
"[54]\tvalid_0's poisson: -99.7151\tvalid_0's l2: 385.056\n",
"[55]\tvalid_0's poisson: -99.8172\tvalid_0's l2: 384.546\n",
"[56]\tvalid_0's poisson: -99.6359\tvalid_0's l2: 383.814\n",
"[57]\tvalid_0's poisson: -100.144\tvalid_0's l2: 385.685\n",
"[58]\tvalid_0's poisson: -99.9492\tvalid_0's l2: 384.591\n",
"[59]\tvalid_0's poisson: -100.171\tvalid_0's l2: 383.148\n",
"[60]\tvalid_0's poisson: -100.019\tvalid_0's l2: 382.897\n",
"[61]\tvalid_0's poisson: -99.5322\tvalid_0's l2: 381.914\n",
"[62]\tvalid_0's poisson: -99.4811\tvalid_0's l2: 381.84\n",
"[63]\tvalid_0's poisson: -99.1764\tvalid_0's l2: 382.284\n",
"[64]\tvalid_0's poisson: -98.8283\tvalid_0's l2: 383.415\n",
"[65]\tvalid_0's poisson: -98.9767\tvalid_0's l2: 385.683\n",
"[66]\tvalid_0's poisson: -98.3096\tvalid_0's l2: 385.917\n",
"[67]\tvalid_0's poisson: -98.5996\tvalid_0's l2: 384.939\n",
"[68]\tvalid_0's poisson: -98.363\tvalid_0's l2: 384.404\n",
"[69]\tvalid_0's poisson: -98.639\tvalid_0's l2: 382.987\n",
"[70]\tvalid_0's poisson: -98.4746\tvalid_0's l2: 384.115\n",
"[71]\tvalid_0's poisson: -98.4417\tvalid_0's l2: 383.809\n",
"[72]\tvalid_0's poisson: -98.6673\tvalid_0's l2: 383.753\n",
"[73]\tvalid_0's poisson: -98.475\tvalid_0's l2: 383.546\n",
"[74]\tvalid_0's poisson: -98.8022\tvalid_0's l2: 383\n",
"[75]\tvalid_0's poisson: -98.5689\tvalid_0's l2: 382.999\n",
"[76]\tvalid_0's poisson: -98.7245\tvalid_0's l2: 382.863\n",
"[77]\tvalid_0's poisson: -98.7016\tvalid_0's l2: 382.802\n",
"[78]\tvalid_0's poisson: -98.7384\tvalid_0's l2: 382.905\n",
"[79]\tvalid_0's poisson: -98.9448\tvalid_0's l2: 383.377\n",
"[80]\tvalid_0's poisson: -98.9478\tvalid_0's l2: 384.767\n",
"[81]\tvalid_0's poisson: -99.0098\tvalid_0's l2: 385.28\n",
"[82]\tvalid_0's poisson: -98.9801\tvalid_0's l2: 385.448\n",
"[83]\tvalid_0's poisson: -98.9719\tvalid_0's l2: 384.775\n",
"[84]\tvalid_0's poisson: -99.0006\tvalid_0's l2: 384.811\n",
"[85]\tvalid_0's poisson: -98.7657\tvalid_0's l2: 383.873\n",
"[86]\tvalid_0's poisson: -98.3345\tvalid_0's l2: 384.294\n",
"[87]\tvalid_0's poisson: -98.2999\tvalid_0's l2: 383.666\n",
"[88]\tvalid_0's poisson: -98.7986\tvalid_0's l2: 381.874\n",
"[89]\tvalid_0's poisson: -98.6512\tvalid_0's l2: 382.318\n",
"[90]\tvalid_0's poisson: -98.6909\tvalid_0's l2: 382.923\n",
"[91]\tvalid_0's poisson: -98.6469\tvalid_0's l2: 382.844\n",
"[92]\tvalid_0's poisson: -98.5978\tvalid_0's l2: 384.277\n",
"[93]\tvalid_0's poisson: -98.4689\tvalid_0's l2: 384.31\n",
"[94]\tvalid_0's poisson: -98.083\tvalid_0's l2: 384.94\n",
"[95]\tvalid_0's poisson: -97.9369\tvalid_0's l2: 383.273\n",
"[96]\tvalid_0's poisson: -98.1006\tvalid_0's l2: 383.722\n",
"[97]\tvalid_0's poisson: -97.3899\tvalid_0's l2: 384.007\n",
"[98]\tvalid_0's poisson: -97.3695\tvalid_0's l2: 384.083\n",
"[99]\tvalid_0's poisson: -97.1463\tvalid_0's l2: 383.642\n",
"[100]\tvalid_0's poisson: -97.4827\tvalid_0's l2: 383.298\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -107.017\tvalid_0's l2: 568.801\n",
"[2]\tvalid_0's poisson: -104.04\tvalid_0's l2: 469.735\n",
"[3]\tvalid_0's poisson: -103.276\tvalid_0's l2: 462.367\n",
"[4]\tvalid_0's poisson: -101.172\tvalid_0's l2: 435.525\n",
"[5]\tvalid_0's poisson: -99.3972\tvalid_0's l2: 425.95\n",
"[6]\tvalid_0's poisson: -98.9482\tvalid_0's l2: 413.208\n",
"[7]\tvalid_0's poisson: -98.1904\tvalid_0's l2: 415.793\n",
"[8]\tvalid_0's poisson: -98.4642\tvalid_0's l2: 412.178\n",
"[9]\tvalid_0's poisson: -99.119\tvalid_0's l2: 412.613\n",
"[10]\tvalid_0's poisson: -99.2822\tvalid_0's l2: 410.289\n",
"[11]\tvalid_0's poisson: -98.0395\tvalid_0's l2: 406.245\n",
"[12]\tvalid_0's poisson: -98.5824\tvalid_0's l2: 406.803\n",
"[13]\tvalid_0's poisson: -98.2692\tvalid_0's l2: 405.427\n",
"[14]\tvalid_0's poisson: -97.8445\tvalid_0's l2: 400.157\n",
"[15]\tvalid_0's poisson: -97.465\tvalid_0's l2: 407.421\n",
"[16]\tvalid_0's poisson: -97.6699\tvalid_0's l2: 395.339\n",
"[17]\tvalid_0's poisson: -96.9463\tvalid_0's l2: 389.059\n",
"[18]\tvalid_0's poisson: -97.2299\tvalid_0's l2: 387.662\n",
"[19]\tvalid_0's poisson: -96.4165\tvalid_0's l2: 387.188\n",
"[20]\tvalid_0's poisson: -96.4627\tvalid_0's l2: 387.781\n",
"[21]\tvalid_0's poisson: -96.4191\tvalid_0's l2: 385.193\n",
"[22]\tvalid_0's poisson: -96.9348\tvalid_0's l2: 381.743\n",
"[23]\tvalid_0's poisson: -96.774\tvalid_0's l2: 378.559\n",
"[24]\tvalid_0's poisson: -95.8768\tvalid_0's l2: 376.193\n",
"[25]\tvalid_0's poisson: -95.4236\tvalid_0's l2: 379.973\n",
"[26]\tvalid_0's poisson: -94.9381\tvalid_0's l2: 380.096\n",
"[27]\tvalid_0's poisson: -94.608\tvalid_0's l2: 379.74\n",
"[28]\tvalid_0's poisson: -95.248\tvalid_0's l2: 378.26\n",
"[29]\tvalid_0's poisson: -95.3964\tvalid_0's l2: 376.37\n",
"[30]\tvalid_0's poisson: -95.166\tvalid_0's l2: 376.825\n",
"[31]\tvalid_0's poisson: -94.8789\tvalid_0's l2: 373.061\n",
"[32]\tvalid_0's poisson: -95.0419\tvalid_0's l2: 374.224\n",
"[33]\tvalid_0's poisson: -94.9745\tvalid_0's l2: 373.396\n",
"[34]\tvalid_0's poisson: -95.0774\tvalid_0's l2: 372.892\n",
"[35]\tvalid_0's poisson: -95.4005\tvalid_0's l2: 374.191\n",
"[36]\tvalid_0's poisson: -95.2005\tvalid_0's l2: 373.115\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -94.8386\tvalid_0's l2: 373.56\n",
"[38]\tvalid_0's poisson: -94.5259\tvalid_0's l2: 374.025\n",
"[39]\tvalid_0's poisson: -94.6209\tvalid_0's l2: 373.59\n",
"[40]\tvalid_0's poisson: -95.3201\tvalid_0's l2: 374.205\n",
"[41]\tvalid_0's poisson: -95.5226\tvalid_0's l2: 373.838\n",
"[42]\tvalid_0's poisson: -95.5122\tvalid_0's l2: 375.705\n",
"[43]\tvalid_0's poisson: -95.1634\tvalid_0's l2: 375.46\n",
"[44]\tvalid_0's poisson: -95.0825\tvalid_0's l2: 375.55\n",
"[45]\tvalid_0's poisson: -95.5207\tvalid_0's l2: 374.813\n",
"[46]\tvalid_0's poisson: -95.0406\tvalid_0's l2: 374.245\n",
"[47]\tvalid_0's poisson: -95.1929\tvalid_0's l2: 373.585\n",
"[48]\tvalid_0's poisson: -95.2478\tvalid_0's l2: 371.904\n",
"[49]\tvalid_0's poisson: -95.0874\tvalid_0's l2: 370.372\n",
"[50]\tvalid_0's poisson: -95.5525\tvalid_0's l2: 366.99\n",
"[51]\tvalid_0's poisson: -95.5621\tvalid_0's l2: 364.59\n",
"[52]\tvalid_0's poisson: -95.786\tvalid_0's l2: 359.918\n",
"[53]\tvalid_0's poisson: -95.6345\tvalid_0's l2: 359.319\n",
"[54]\tvalid_0's poisson: -95.6066\tvalid_0's l2: 358.257\n",
"[55]\tvalid_0's poisson: -95.5231\tvalid_0's l2: 358.405\n",
"[56]\tvalid_0's poisson: -95.5617\tvalid_0's l2: 359.979\n",
"[57]\tvalid_0's poisson: -95.7252\tvalid_0's l2: 361.174\n",
"[58]\tvalid_0's poisson: -95.8324\tvalid_0's l2: 363.858\n",
"[59]\tvalid_0's poisson: -95.5894\tvalid_0's l2: 364.865\n",
"[60]\tvalid_0's poisson: -95.5507\tvalid_0's l2: 364.106\n",
"[61]\tvalid_0's poisson: -95.6798\tvalid_0's l2: 364.568\n",
"[62]\tvalid_0's poisson: -95.5862\tvalid_0's l2: 363.194\n",
"[63]\tvalid_0's poisson: -96.0812\tvalid_0's l2: 361.778\n",
"[64]\tvalid_0's poisson: -96.1768\tvalid_0's l2: 360.816\n",
"[65]\tvalid_0's poisson: -96.2368\tvalid_0's l2: 354.75\n",
"[66]\tvalid_0's poisson: -96.0882\tvalid_0's l2: 353.768\n",
"[67]\tvalid_0's poisson: -95.8014\tvalid_0's l2: 353.321\n",
"[68]\tvalid_0's poisson: -95.8121\tvalid_0's l2: 353.379\n",
"[69]\tvalid_0's poisson: -96.0223\tvalid_0's l2: 354.227\n",
"[70]\tvalid_0's poisson: -96.0388\tvalid_0's l2: 352.916\n",
"[71]\tvalid_0's poisson: -96.0834\tvalid_0's l2: 353.028\n",
"[72]\tvalid_0's poisson: -96.385\tvalid_0's l2: 353.973\n",
"[73]\tvalid_0's poisson: -96.3983\tvalid_0's l2: 355.524\n",
"[74]\tvalid_0's poisson: -96.2522\tvalid_0's l2: 355.908\n",
"[75]\tvalid_0's poisson: -96.0457\tvalid_0's l2: 353.822\n",
"[76]\tvalid_0's poisson: -96.0586\tvalid_0's l2: 356.155\n",
"[77]\tvalid_0's poisson: -96.5275\tvalid_0's l2: 356.647\n",
"[78]\tvalid_0's poisson: -96.1077\tvalid_0's l2: 357.279\n",
"[79]\tvalid_0's poisson: -95.5528\tvalid_0's l2: 358.617\n",
"[80]\tvalid_0's poisson: -95.8262\tvalid_0's l2: 358.171\n",
"[81]\tvalid_0's poisson: -96.2198\tvalid_0's l2: 359.803\n",
"[82]\tvalid_0's poisson: -95.8767\tvalid_0's l2: 359.26\n",
"[83]\tvalid_0's poisson: -95.7838\tvalid_0's l2: 357.905\n",
"[84]\tvalid_0's poisson: -95.604\tvalid_0's l2: 359.033\n",
"[85]\tvalid_0's poisson: -95.8941\tvalid_0's l2: 360.638\n",
"[86]\tvalid_0's poisson: -95.8639\tvalid_0's l2: 361.355\n",
"[87]\tvalid_0's poisson: -95.9654\tvalid_0's l2: 361.939\n",
"[88]\tvalid_0's poisson: -96.5456\tvalid_0's l2: 361.4\n",
"[89]\tvalid_0's poisson: -96.2774\tvalid_0's l2: 365.399\n",
"[90]\tvalid_0's poisson: -96.505\tvalid_0's l2: 366.428\n",
"[91]\tvalid_0's poisson: -96.6444\tvalid_0's l2: 365.783\n",
"[92]\tvalid_0's poisson: -96.54\tvalid_0's l2: 366.254\n",
"[93]\tvalid_0's poisson: -96.4235\tvalid_0's l2: 365.176\n",
"[94]\tvalid_0's poisson: -96.598\tvalid_0's l2: 365.492\n",
"[95]\tvalid_0's poisson: -96.714\tvalid_0's l2: 365.205\n",
"[96]\tvalid_0's poisson: -96.6922\tvalid_0's l2: 365.226\n",
"[97]\tvalid_0's poisson: -96.8024\tvalid_0's l2: 365.259\n",
"[98]\tvalid_0's poisson: -96.6853\tvalid_0's l2: 364.284\n",
"[99]\tvalid_0's poisson: -96.7613\tvalid_0's l2: 366.105\n",
"[100]\tvalid_0's poisson: -96.4994\tvalid_0's l2: 365.6\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -106.976\tvalid_0's l2: 565.566\n",
"[2]\tvalid_0's poisson: -106.2\tvalid_0's l2: 486.571\n",
"[3]\tvalid_0's poisson: -102.949\tvalid_0's l2: 456.698\n",
"[4]\tvalid_0's poisson: -102.622\tvalid_0's l2: 437.291\n",
"[5]\tvalid_0's poisson: -102.72\tvalid_0's l2: 412.431\n",
"[6]\tvalid_0's poisson: -101.986\tvalid_0's l2: 411.26\n",
"[7]\tvalid_0's poisson: -101.306\tvalid_0's l2: 411.445\n",
"[8]\tvalid_0's poisson: -100.922\tvalid_0's l2: 408.394\n",
"[9]\tvalid_0's poisson: -100.575\tvalid_0's l2: 406.626\n",
"[10]\tvalid_0's poisson: -100.039\tvalid_0's l2: 406.35\n",
"[11]\tvalid_0's poisson: -100.201\tvalid_0's l2: 399.164\n",
"[12]\tvalid_0's poisson: -99.8806\tvalid_0's l2: 392.633\n",
"[13]\tvalid_0's poisson: -100.412\tvalid_0's l2: 389.719\n",
"[14]\tvalid_0's poisson: -100.271\tvalid_0's l2: 385.112\n",
"[15]\tvalid_0's poisson: -100.47\tvalid_0's l2: 381.652\n",
"[16]\tvalid_0's poisson: -100.171\tvalid_0's l2: 374.141\n",
"[17]\tvalid_0's poisson: -100.234\tvalid_0's l2: 369.978\n",
"[18]\tvalid_0's poisson: -99.8617\tvalid_0's l2: 370.117\n",
"[19]\tvalid_0's poisson: -99.5849\tvalid_0's l2: 369.618\n",
"[20]\tvalid_0's poisson: -99.6512\tvalid_0's l2: 371.431\n",
"[21]\tvalid_0's poisson: -100.367\tvalid_0's l2: 369.681\n",
"[22]\tvalid_0's poisson: -100.52\tvalid_0's l2: 371.493\n",
"[23]\tvalid_0's poisson: -99.6373\tvalid_0's l2: 372.281\n",
"[24]\tvalid_0's poisson: -99.9815\tvalid_0's l2: 368.531\n",
"[25]\tvalid_0's poisson: -99.3712\tvalid_0's l2: 373.306\n",
"[26]\tvalid_0's poisson: -99.3604\tvalid_0's l2: 372.051\n",
"[27]\tvalid_0's poisson: -98.8697\tvalid_0's l2: 375.709\n",
"[28]\tvalid_0's poisson: -98.8431\tvalid_0's l2: 376.056\n",
"[29]\tvalid_0's poisson: -98.6145\tvalid_0's l2: 372.709\n",
"[30]\tvalid_0's poisson: -98.6352\tvalid_0's l2: 374.245\n",
"[31]\tvalid_0's poisson: -99.0175\tvalid_0's l2: 373.394\n",
"[32]\tvalid_0's poisson: -98.7974\tvalid_0's l2: 372.853\n",
"[33]\tvalid_0's poisson: -98.6935\tvalid_0's l2: 374.636\n",
"[34]\tvalid_0's poisson: -98.7403\tvalid_0's l2: 372.911\n",
"[35]\tvalid_0's poisson: -98.7027\tvalid_0's l2: 371.37\n",
"[36]\tvalid_0's poisson: -98.7858\tvalid_0's l2: 369.596\n",
"[37]\tvalid_0's poisson: -98.4957\tvalid_0's l2: 370.45\n",
"[38]\tvalid_0's poisson: -98.2769\tvalid_0's l2: 372.685\n",
"[39]\tvalid_0's poisson: -98.7629\tvalid_0's l2: 373.14\n",
"[40]\tvalid_0's poisson: -98.9146\tvalid_0's l2: 373.73\n",
"[41]\tvalid_0's poisson: -98.5906\tvalid_0's l2: 370.948\n",
"[42]\tvalid_0's poisson: -98.0284\tvalid_0's l2: 373.289\n",
"[43]\tvalid_0's poisson: -98.1217\tvalid_0's l2: 369.738\n",
"[44]\tvalid_0's poisson: -98.1017\tvalid_0's l2: 371.187\n",
"[45]\tvalid_0's poisson: -97.9132\tvalid_0's l2: 374.776\n",
"[46]\tvalid_0's poisson: -98.2249\tvalid_0's l2: 374.655\n",
"[47]\tvalid_0's poisson: -98.2671\tvalid_0's l2: 374.386\n",
"[48]\tvalid_0's poisson: -98.7619\tvalid_0's l2: 375.548\n",
"[49]\tvalid_0's poisson: -98.7744\tvalid_0's l2: 373.764\n",
"[50]\tvalid_0's poisson: -98.7882\tvalid_0's l2: 374.378\n",
"[51]\tvalid_0's poisson: -98.8425\tvalid_0's l2: 374.128\n",
"[52]\tvalid_0's poisson: -98.9338\tvalid_0's l2: 371.184\n",
"[53]\tvalid_0's poisson: -98.2342\tvalid_0's l2: 374.493\n",
"[54]\tvalid_0's poisson: -98.6344\tvalid_0's l2: 376.285\n",
"[55]\tvalid_0's poisson: -98.1878\tvalid_0's l2: 374.704\n",
"[56]\tvalid_0's poisson: -98.0376\tvalid_0's l2: 375.222\n",
"[57]\tvalid_0's poisson: -98.164\tvalid_0's l2: 379.184\n",
"[58]\tvalid_0's poisson: -98.5781\tvalid_0's l2: 378.493\n",
"[59]\tvalid_0's poisson: -98.5423\tvalid_0's l2: 377.438\n",
"[60]\tvalid_0's poisson: -98.1573\tvalid_0's l2: 376.204\n",
"[61]\tvalid_0's poisson: -98.3918\tvalid_0's l2: 376.392\n",
"[62]\tvalid_0's poisson: -98.1979\tvalid_0's l2: 376.345\n",
"[63]\tvalid_0's poisson: -98.5012\tvalid_0's l2: 377.425\n",
"[64]\tvalid_0's poisson: -97.782\tvalid_0's l2: 380.954\n",
"[65]\tvalid_0's poisson: -97.5647\tvalid_0's l2: 381.209\n",
"[66]\tvalid_0's poisson: -97.9811\tvalid_0's l2: 380.714\n",
"[67]\tvalid_0's poisson: -97.6847\tvalid_0's l2: 381.455\n",
"[68]\tvalid_0's poisson: -97.7944\tvalid_0's l2: 380.419\n",
"[69]\tvalid_0's poisson: -97.5728\tvalid_0's l2: 381.012\n",
"[70]\tvalid_0's poisson: -97.4219\tvalid_0's l2: 380.817\n",
"[71]\tvalid_0's poisson: -98.0776\tvalid_0's l2: 379.643\n",
"[72]\tvalid_0's poisson: -98.0923\tvalid_0's l2: 380.363\n",
"[73]\tvalid_0's poisson: -97.9111\tvalid_0's l2: 379.548\n",
"[74]\tvalid_0's poisson: -97.834\tvalid_0's l2: 379.933\n",
"[75]\tvalid_0's poisson: -97.9515\tvalid_0's l2: 378.551\n",
"[76]\tvalid_0's poisson: -98.0384\tvalid_0's l2: 377.507\n",
"[77]\tvalid_0's poisson: -97.2841\tvalid_0's l2: 377.1\n",
"[78]\tvalid_0's poisson: -97.208\tvalid_0's l2: 378.313\n",
"[79]\tvalid_0's poisson: -97.5821\tvalid_0's l2: 377.597\n",
"[80]\tvalid_0's poisson: -97.4955\tvalid_0's l2: 378.062\n",
"[81]\tvalid_0's poisson: -97.2974\tvalid_0's l2: 378.187\n",
"[82]\tvalid_0's poisson: -97.777\tvalid_0's l2: 377.589\n",
"[83]\tvalid_0's poisson: -97.322\tvalid_0's l2: 377.125\n",
"[84]\tvalid_0's poisson: -97.7212\tvalid_0's l2: 377.417\n",
"[85]\tvalid_0's poisson: -97.811\tvalid_0's l2: 377.583\n",
"[86]\tvalid_0's poisson: -97.9339\tvalid_0's l2: 375.991\n",
"[87]\tvalid_0's poisson: -97.8427\tvalid_0's l2: 378.191\n",
"[88]\tvalid_0's poisson: -97.8653\tvalid_0's l2: 378.536\n",
"[89]\tvalid_0's poisson: -97.2834\tvalid_0's l2: 379.007\n",
"[90]\tvalid_0's poisson: -97.9854\tvalid_0's l2: 376.637\n",
"[91]\tvalid_0's poisson: -98.0919\tvalid_0's l2: 376.532\n",
"[92]\tvalid_0's poisson: -97.8193\tvalid_0's l2: 376.599\n",
"[93]\tvalid_0's poisson: -97.8053\tvalid_0's l2: 377.187\n",
"[94]\tvalid_0's poisson: -97.522\tvalid_0's l2: 375.837\n",
"[95]\tvalid_0's poisson: -97.4115\tvalid_0's l2: 376.864\n",
"[96]\tvalid_0's poisson: -97.5451\tvalid_0's l2: 376.046\n",
"[97]\tvalid_0's poisson: -97.4929\tvalid_0's l2: 375.406\n",
"[98]\tvalid_0's poisson: -97.3028\tvalid_0's l2: 375.323\n",
"[99]\tvalid_0's poisson: -97.2561\tvalid_0's l2: 376.756\n",
"[100]\tvalid_0's poisson: -97.1739\tvalid_0's l2: 377.19\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -107.006\tvalid_0's l2: 565.837\n",
"[2]\tvalid_0's poisson: -104.447\tvalid_0's l2: 502.581\n",
"[3]\tvalid_0's poisson: -101.869\tvalid_0's l2: 485.943\n",
"[4]\tvalid_0's poisson: -100.947\tvalid_0's l2: 480.927\n",
"[5]\tvalid_0's poisson: -101.823\tvalid_0's l2: 466.777\n",
"[6]\tvalid_0's poisson: -100.49\tvalid_0's l2: 449.341\n",
"[7]\tvalid_0's poisson: -100.589\tvalid_0's l2: 435.985\n",
"[8]\tvalid_0's poisson: -100.628\tvalid_0's l2: 434.385\n",
"[9]\tvalid_0's poisson: -100.784\tvalid_0's l2: 427.971\n",
"[10]\tvalid_0's poisson: -100.447\tvalid_0's l2: 419.685\n",
"[11]\tvalid_0's poisson: -100.451\tvalid_0's l2: 412.623\n",
"[12]\tvalid_0's poisson: -100.556\tvalid_0's l2: 403.929\n",
"[13]\tvalid_0's poisson: -99.9629\tvalid_0's l2: 393.338\n",
"[14]\tvalid_0's poisson: -99.3845\tvalid_0's l2: 393.678\n",
"[15]\tvalid_0's poisson: -98.9526\tvalid_0's l2: 393.14\n",
"[16]\tvalid_0's poisson: -98.7707\tvalid_0's l2: 393.897\n",
"[17]\tvalid_0's poisson: -98.477\tvalid_0's l2: 396.347\n",
"[18]\tvalid_0's poisson: -98.4796\tvalid_0's l2: 389.182\n",
"[19]\tvalid_0's poisson: -98.74\tvalid_0's l2: 389.04\n",
"[20]\tvalid_0's poisson: -98.3347\tvalid_0's l2: 387.51\n",
"[21]\tvalid_0's poisson: -98.0589\tvalid_0's l2: 388.678\n",
"[22]\tvalid_0's poisson: -99.0735\tvalid_0's l2: 386.158\n",
"[23]\tvalid_0's poisson: -98.3543\tvalid_0's l2: 383.463\n",
"[24]\tvalid_0's poisson: -98.3777\tvalid_0's l2: 382.815\n",
"[25]\tvalid_0's poisson: -98.6673\tvalid_0's l2: 379.368\n",
"[26]\tvalid_0's poisson: -100.35\tvalid_0's l2: 374.278\n",
"[27]\tvalid_0's poisson: -99.9361\tvalid_0's l2: 374.433\n",
"[28]\tvalid_0's poisson: -99.8674\tvalid_0's l2: 373.298\n",
"[29]\tvalid_0's poisson: -100.348\tvalid_0's l2: 373.26\n",
"[30]\tvalid_0's poisson: -99.1826\tvalid_0's l2: 370.382\n",
"[31]\tvalid_0's poisson: -99.0326\tvalid_0's l2: 371.862\n",
"[32]\tvalid_0's poisson: -99.4273\tvalid_0's l2: 372.482\n",
"[33]\tvalid_0's poisson: -99.6973\tvalid_0's l2: 371.867\n",
"[34]\tvalid_0's poisson: -99.6639\tvalid_0's l2: 370.815\n",
"[35]\tvalid_0's poisson: -100.033\tvalid_0's l2: 369.617\n",
"[36]\tvalid_0's poisson: -99.9503\tvalid_0's l2: 366.987\n",
"[37]\tvalid_0's poisson: -99.7526\tvalid_0's l2: 368.639\n",
"[38]\tvalid_0's poisson: -99.7564\tvalid_0's l2: 370.531\n",
"[39]\tvalid_0's poisson: -99.3256\tvalid_0's l2: 373.196\n",
"[40]\tvalid_0's poisson: -99.2123\tvalid_0's l2: 374.375\n",
"[41]\tvalid_0's poisson: -99.5455\tvalid_0's l2: 376.704\n",
"[42]\tvalid_0's poisson: -99.2096\tvalid_0's l2: 376.693\n",
"[43]\tvalid_0's poisson: -98.697\tvalid_0's l2: 376.985\n",
"[44]\tvalid_0's poisson: -99.0558\tvalid_0's l2: 376.875\n",
"[45]\tvalid_0's poisson: -99.2208\tvalid_0's l2: 377.394\n",
"[46]\tvalid_0's poisson: -99.3499\tvalid_0's l2: 374.876\n",
"[47]\tvalid_0's poisson: -99.3041\tvalid_0's l2: 375.077\n",
"[48]\tvalid_0's poisson: -98.2394\tvalid_0's l2: 377.073\n",
"[49]\tvalid_0's poisson: -98.6972\tvalid_0's l2: 376.571\n",
"[50]\tvalid_0's poisson: -99.5925\tvalid_0's l2: 374.126\n",
"[51]\tvalid_0's poisson: -99.8081\tvalid_0's l2: 374.273\n",
"[52]\tvalid_0's poisson: -98.992\tvalid_0's l2: 374.054\n",
"[53]\tvalid_0's poisson: -99.0452\tvalid_0's l2: 371.192\n",
"[54]\tvalid_0's poisson: -98.6573\tvalid_0's l2: 372.752\n",
"[55]\tvalid_0's poisson: -98.7139\tvalid_0's l2: 371.672\n",
"[56]\tvalid_0's poisson: -98.4584\tvalid_0's l2: 371.474\n",
"[57]\tvalid_0's poisson: -98.3298\tvalid_0's l2: 371.093\n",
"[58]\tvalid_0's poisson: -98.4311\tvalid_0's l2: 369.669\n",
"[59]\tvalid_0's poisson: -98.22\tvalid_0's l2: 370.49\n",
"[60]\tvalid_0's poisson: -98.3973\tvalid_0's l2: 369.23\n",
"[61]\tvalid_0's poisson: -98.184\tvalid_0's l2: 370.484\n",
"[62]\tvalid_0's poisson: -98.677\tvalid_0's l2: 371.439\n",
"[63]\tvalid_0's poisson: -98.5672\tvalid_0's l2: 369.985\n",
"[64]\tvalid_0's poisson: -98.5374\tvalid_0's l2: 371.258\n",
"[65]\tvalid_0's poisson: -98.3731\tvalid_0's l2: 371.022\n",
"[66]\tvalid_0's poisson: -98.6344\tvalid_0's l2: 372.857\n",
"[67]\tvalid_0's poisson: -98.5246\tvalid_0's l2: 371.808\n",
"[68]\tvalid_0's poisson: -98.4414\tvalid_0's l2: 371.106\n",
"[69]\tvalid_0's poisson: -98.4964\tvalid_0's l2: 371.465\n",
"[70]\tvalid_0's poisson: -98.0803\tvalid_0's l2: 374.039\n",
"[71]\tvalid_0's poisson: -98.4646\tvalid_0's l2: 374.111\n",
"[72]\tvalid_0's poisson: -98.2539\tvalid_0's l2: 373.744\n",
"[73]\tvalid_0's poisson: -99.0605\tvalid_0's l2: 371.855\n",
"[74]\tvalid_0's poisson: -98.833\tvalid_0's l2: 373.026\n",
"[75]\tvalid_0's poisson: -98.8609\tvalid_0's l2: 373.978\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -98.6611\tvalid_0's l2: 373.688\n",
"[77]\tvalid_0's poisson: -98.791\tvalid_0's l2: 373.047\n",
"[78]\tvalid_0's poisson: -98.7385\tvalid_0's l2: 371.476\n",
"[79]\tvalid_0's poisson: -99.0087\tvalid_0's l2: 371.948\n",
"[80]\tvalid_0's poisson: -98.6749\tvalid_0's l2: 374.057\n",
"[81]\tvalid_0's poisson: -98.6997\tvalid_0's l2: 374.155\n",
"[82]\tvalid_0's poisson: -98.5525\tvalid_0's l2: 375.372\n",
"[83]\tvalid_0's poisson: -98.3113\tvalid_0's l2: 374.443\n",
"[84]\tvalid_0's poisson: -98.3411\tvalid_0's l2: 374.153\n",
"[85]\tvalid_0's poisson: -98.4829\tvalid_0's l2: 374.599\n",
"[86]\tvalid_0's poisson: -97.7747\tvalid_0's l2: 376.168\n",
"[87]\tvalid_0's poisson: -97.7409\tvalid_0's l2: 376.142\n",
"[88]\tvalid_0's poisson: -97.3953\tvalid_0's l2: 375.518\n",
"[89]\tvalid_0's poisson: -97.5254\tvalid_0's l2: 376.488\n",
"[90]\tvalid_0's poisson: -97.0801\tvalid_0's l2: 375.719\n",
"[91]\tvalid_0's poisson: -97.2695\tvalid_0's l2: 376.649\n",
"[92]\tvalid_0's poisson: -98.1226\tvalid_0's l2: 376.064\n",
"[93]\tvalid_0's poisson: -97.481\tvalid_0's l2: 376.903\n",
"[94]\tvalid_0's poisson: -97.3019\tvalid_0's l2: 378.522\n",
"[95]\tvalid_0's poisson: -96.9947\tvalid_0's l2: 378.067\n",
"[96]\tvalid_0's poisson: -97.0403\tvalid_0's l2: 378.169\n",
"[97]\tvalid_0's poisson: -97.1218\tvalid_0's l2: 377.711\n",
"[98]\tvalid_0's poisson: -95.9159\tvalid_0's l2: 378.703\n",
"[99]\tvalid_0's poisson: -96.1529\tvalid_0's l2: 378.203\n",
"[100]\tvalid_0's poisson: -96.1378\tvalid_0's l2: 382.063\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.2027\tvalid_0's l2: 1935.35\n",
"[2]\tvalid_0's poisson: -95.5328\tvalid_0's l2: 1652.7\n",
"[3]\tvalid_0's poisson: -97.8788\tvalid_0's l2: 1462.8\n",
"[4]\tvalid_0's poisson: -99.6283\tvalid_0's l2: 1320.81\n",
"[5]\tvalid_0's poisson: -100.779\tvalid_0's l2: 1216\n",
"[6]\tvalid_0's poisson: -101.742\tvalid_0's l2: 1126.5\n",
"[7]\tvalid_0's poisson: -102.462\tvalid_0's l2: 1057.46\n",
"[8]\tvalid_0's poisson: -103.315\tvalid_0's l2: 983.462\n",
"[9]\tvalid_0's poisson: -103.679\tvalid_0's l2: 940.178\n",
"[10]\tvalid_0's poisson: -104.195\tvalid_0's l2: 896.578\n",
"[11]\tvalid_0's poisson: -104.449\tvalid_0's l2: 863.127\n",
"[12]\tvalid_0's poisson: -104.768\tvalid_0's l2: 834.555\n",
"[13]\tvalid_0's poisson: -104.91\tvalid_0's l2: 812.806\n",
"[14]\tvalid_0's poisson: -103.879\tvalid_0's l2: 790.534\n",
"[15]\tvalid_0's poisson: -103.338\tvalid_0's l2: 773.569\n",
"[16]\tvalid_0's poisson: -103.092\tvalid_0's l2: 757.264\n",
"[17]\tvalid_0's poisson: -103.123\tvalid_0's l2: 742.699\n",
"[18]\tvalid_0's poisson: -102.86\tvalid_0's l2: 732.663\n",
"[19]\tvalid_0's poisson: -102.494\tvalid_0's l2: 720.667\n",
"[20]\tvalid_0's poisson: -101.578\tvalid_0's l2: 712.417\n",
"[21]\tvalid_0's poisson: -100.909\tvalid_0's l2: 703.445\n",
"[22]\tvalid_0's poisson: -99.9768\tvalid_0's l2: 694.547\n",
"[23]\tvalid_0's poisson: -100.455\tvalid_0's l2: 687.69\n",
"[24]\tvalid_0's poisson: -100.072\tvalid_0's l2: 683.166\n",
"[25]\tvalid_0's poisson: -100.184\tvalid_0's l2: 678.041\n",
"[26]\tvalid_0's poisson: -99.5792\tvalid_0's l2: 675.755\n",
"[27]\tvalid_0's poisson: -99.6809\tvalid_0's l2: 674.597\n",
"[28]\tvalid_0's poisson: -99.5315\tvalid_0's l2: 668.893\n",
"[29]\tvalid_0's poisson: -99.3626\tvalid_0's l2: 666.919\n",
"[30]\tvalid_0's poisson: -99.3333\tvalid_0's l2: 657.641\n",
"[31]\tvalid_0's poisson: -99.4075\tvalid_0's l2: 652.658\n",
"[32]\tvalid_0's poisson: -98.9181\tvalid_0's l2: 650.367\n",
"[33]\tvalid_0's poisson: -98.2193\tvalid_0's l2: 649.011\n",
"[34]\tvalid_0's poisson: -98.6325\tvalid_0's l2: 644.279\n",
"[35]\tvalid_0's poisson: -98.0816\tvalid_0's l2: 643.015\n",
"[36]\tvalid_0's poisson: -97.517\tvalid_0's l2: 639.182\n",
"[37]\tvalid_0's poisson: -97.488\tvalid_0's l2: 636.881\n",
"[38]\tvalid_0's poisson: -97.3063\tvalid_0's l2: 635.19\n",
"[39]\tvalid_0's poisson: -97.3531\tvalid_0's l2: 633.362\n",
"[40]\tvalid_0's poisson: -97.2416\tvalid_0's l2: 629.863\n",
"[41]\tvalid_0's poisson: -96.9252\tvalid_0's l2: 626.238\n",
"[42]\tvalid_0's poisson: -97.045\tvalid_0's l2: 622.331\n",
"[43]\tvalid_0's poisson: -97.3949\tvalid_0's l2: 619.501\n",
"[44]\tvalid_0's poisson: -97.4388\tvalid_0's l2: 618.598\n",
"[45]\tvalid_0's poisson: -97.0413\tvalid_0's l2: 616.06\n",
"[46]\tvalid_0's poisson: -96.399\tvalid_0's l2: 614.25\n",
"[47]\tvalid_0's poisson: -96.3621\tvalid_0's l2: 612.011\n",
"[48]\tvalid_0's poisson: -96.1878\tvalid_0's l2: 610.763\n",
"[49]\tvalid_0's poisson: -96.2046\tvalid_0's l2: 611.104\n",
"[50]\tvalid_0's poisson: -96.7199\tvalid_0's l2: 608.748\n",
"[51]\tvalid_0's poisson: -96.5973\tvalid_0's l2: 606.929\n",
"[52]\tvalid_0's poisson: -96.4314\tvalid_0's l2: 605.661\n",
"[53]\tvalid_0's poisson: -96.2012\tvalid_0's l2: 603.955\n",
"[54]\tvalid_0's poisson: -96.2734\tvalid_0's l2: 603.194\n",
"[55]\tvalid_0's poisson: -96.5866\tvalid_0's l2: 601.548\n",
"[56]\tvalid_0's poisson: -96.0942\tvalid_0's l2: 600.189\n",
"[57]\tvalid_0's poisson: -95.8163\tvalid_0's l2: 596.561\n",
"[58]\tvalid_0's poisson: -96.2492\tvalid_0's l2: 595.833\n",
"[59]\tvalid_0's poisson: -96.5412\tvalid_0's l2: 594.748\n",
"[60]\tvalid_0's poisson: -96.5995\tvalid_0's l2: 595.055\n",
"[61]\tvalid_0's poisson: -96.4639\tvalid_0's l2: 593.553\n",
"[62]\tvalid_0's poisson: -96.5329\tvalid_0's l2: 592.134\n",
"[63]\tvalid_0's poisson: -96.6599\tvalid_0's l2: 591.547\n",
"[64]\tvalid_0's poisson: -96.0279\tvalid_0's l2: 589.98\n",
"[65]\tvalid_0's poisson: -95.774\tvalid_0's l2: 588.492\n",
"[66]\tvalid_0's poisson: -95.8136\tvalid_0's l2: 586.66\n",
"[67]\tvalid_0's poisson: -97.2599\tvalid_0's l2: 574.709\n",
"[68]\tvalid_0's poisson: -97.2929\tvalid_0's l2: 573.892\n",
"[69]\tvalid_0's poisson: -97.2304\tvalid_0's l2: 573.212\n",
"[70]\tvalid_0's poisson: -96.8215\tvalid_0's l2: 573.808\n",
"[71]\tvalid_0's poisson: -96.8199\tvalid_0's l2: 573.826\n",
"[72]\tvalid_0's poisson: -96.9983\tvalid_0's l2: 572.949\n",
"[73]\tvalid_0's poisson: -96.8709\tvalid_0's l2: 569.311\n",
"[74]\tvalid_0's poisson: -96.9202\tvalid_0's l2: 568.213\n",
"[75]\tvalid_0's poisson: -97.2877\tvalid_0's l2: 567.749\n",
"[76]\tvalid_0's poisson: -97.3076\tvalid_0's l2: 566.968\n",
"[77]\tvalid_0's poisson: -96.9188\tvalid_0's l2: 565.042\n",
"[78]\tvalid_0's poisson: -96.7196\tvalid_0's l2: 564.858\n",
"[79]\tvalid_0's poisson: -97.1116\tvalid_0's l2: 562.899\n",
"[80]\tvalid_0's poisson: -97.0236\tvalid_0's l2: 562.537\n",
"[81]\tvalid_0's poisson: -96.993\tvalid_0's l2: 562.126\n",
"[82]\tvalid_0's poisson: -97.1167\tvalid_0's l2: 562.169\n",
"[83]\tvalid_0's poisson: -97.2953\tvalid_0's l2: 561.756\n",
"[84]\tvalid_0's poisson: -97.2584\tvalid_0's l2: 560.148\n",
"[85]\tvalid_0's poisson: -97.0604\tvalid_0's l2: 557.383\n",
"[86]\tvalid_0's poisson: -97.1957\tvalid_0's l2: 556.387\n",
"[87]\tvalid_0's poisson: -97.2015\tvalid_0's l2: 556.284\n",
"[88]\tvalid_0's poisson: -97.1883\tvalid_0's l2: 554.859\n",
"[89]\tvalid_0's poisson: -97.3717\tvalid_0's l2: 554.116\n",
"[90]\tvalid_0's poisson: -97.0114\tvalid_0's l2: 553.942\n",
"[91]\tvalid_0's poisson: -96.8013\tvalid_0's l2: 552.978\n",
"[92]\tvalid_0's poisson: -96.8735\tvalid_0's l2: 550.932\n",
"[93]\tvalid_0's poisson: -96.5648\tvalid_0's l2: 550.446\n",
"[94]\tvalid_0's poisson: -96.7371\tvalid_0's l2: 549.672\n",
"[95]\tvalid_0's poisson: -97.0597\tvalid_0's l2: 548.924\n",
"[96]\tvalid_0's poisson: -96.569\tvalid_0's l2: 547.029\n",
"[97]\tvalid_0's poisson: -96.4173\tvalid_0's l2: 546.569\n",
"[98]\tvalid_0's poisson: -96.6099\tvalid_0's l2: 546.421\n",
"[99]\tvalid_0's poisson: -96.7242\tvalid_0's l2: 545.104\n",
"[100]\tvalid_0's poisson: -96.8118\tvalid_0's l2: 544.659\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9983\tvalid_0's l2: 1918.18\n",
"[2]\tvalid_0's poisson: -95.6826\tvalid_0's l2: 1638.47\n",
"[3]\tvalid_0's poisson: -97.9906\tvalid_0's l2: 1451.5\n",
"[4]\tvalid_0's poisson: -99.7218\tvalid_0's l2: 1311.69\n",
"[5]\tvalid_0's poisson: -100.837\tvalid_0's l2: 1208.55\n",
"[6]\tvalid_0's poisson: -101.818\tvalid_0's l2: 1117.65\n",
"[7]\tvalid_0's poisson: -102.537\tvalid_0's l2: 1049.56\n",
"[8]\tvalid_0's poisson: -103.367\tvalid_0's l2: 976.894\n",
"[9]\tvalid_0's poisson: -103.734\tvalid_0's l2: 933.795\n",
"[10]\tvalid_0's poisson: -104.236\tvalid_0's l2: 896.956\n",
"[11]\tvalid_0's poisson: -104.424\tvalid_0's l2: 866.402\n",
"[12]\tvalid_0's poisson: -104.345\tvalid_0's l2: 837.89\n",
"[13]\tvalid_0's poisson: -104.302\tvalid_0's l2: 811.933\n",
"[14]\tvalid_0's poisson: -103.908\tvalid_0's l2: 791.48\n",
"[15]\tvalid_0's poisson: -102.39\tvalid_0's l2: 771.832\n",
"[16]\tvalid_0's poisson: -101.887\tvalid_0's l2: 759.621\n",
"[17]\tvalid_0's poisson: -101.407\tvalid_0's l2: 741.722\n",
"[18]\tvalid_0's poisson: -101.286\tvalid_0's l2: 729.215\n",
"[19]\tvalid_0's poisson: -101.178\tvalid_0's l2: 720.375\n",
"[20]\tvalid_0's poisson: -101.153\tvalid_0's l2: 713\n",
"[21]\tvalid_0's poisson: -101.236\tvalid_0's l2: 708.553\n",
"[22]\tvalid_0's poisson: -101.243\tvalid_0's l2: 700.405\n",
"[23]\tvalid_0's poisson: -100.422\tvalid_0's l2: 694.516\n",
"[24]\tvalid_0's poisson: -100.519\tvalid_0's l2: 691.828\n",
"[25]\tvalid_0's poisson: -99.6826\tvalid_0's l2: 687.845\n",
"[26]\tvalid_0's poisson: -99.0271\tvalid_0's l2: 681.107\n",
"[27]\tvalid_0's poisson: -98.8344\tvalid_0's l2: 674.996\n",
"[28]\tvalid_0's poisson: -98.9635\tvalid_0's l2: 673.406\n",
"[29]\tvalid_0's poisson: -98.9067\tvalid_0's l2: 666.637\n",
"[30]\tvalid_0's poisson: -99.0582\tvalid_0's l2: 665.168\n",
"[31]\tvalid_0's poisson: -98.0793\tvalid_0's l2: 662.544\n",
"[32]\tvalid_0's poisson: -97.7276\tvalid_0's l2: 658.526\n",
"[33]\tvalid_0's poisson: -97.862\tvalid_0's l2: 656.311\n",
"[34]\tvalid_0's poisson: -97.4317\tvalid_0's l2: 652.071\n",
"[35]\tvalid_0's poisson: -97.1363\tvalid_0's l2: 649.383\n",
"[36]\tvalid_0's poisson: -97.0056\tvalid_0's l2: 645.903\n",
"[37]\tvalid_0's poisson: -97.7663\tvalid_0's l2: 641.177\n",
"[38]\tvalid_0's poisson: -97.7846\tvalid_0's l2: 639.295\n",
"[39]\tvalid_0's poisson: -97.6544\tvalid_0's l2: 637.463\n",
"[40]\tvalid_0's poisson: -97.1453\tvalid_0's l2: 633.63\n",
"[41]\tvalid_0's poisson: -97.8381\tvalid_0's l2: 632.313\n",
"[42]\tvalid_0's poisson: -97.0124\tvalid_0's l2: 630.426\n",
"[43]\tvalid_0's poisson: -96.3784\tvalid_0's l2: 628.72\n",
"[44]\tvalid_0's poisson: -96.7458\tvalid_0's l2: 624.096\n",
"[45]\tvalid_0's poisson: -97.1878\tvalid_0's l2: 622.631\n",
"[46]\tvalid_0's poisson: -96.9692\tvalid_0's l2: 620.493\n",
"[47]\tvalid_0's poisson: -96.9338\tvalid_0's l2: 620.539\n",
"[48]\tvalid_0's poisson: -97.0402\tvalid_0's l2: 618.698\n",
"[49]\tvalid_0's poisson: -96.889\tvalid_0's l2: 615.883\n",
"[50]\tvalid_0's poisson: -97.2231\tvalid_0's l2: 614.205\n",
"[51]\tvalid_0's poisson: -97.1031\tvalid_0's l2: 613.3\n",
"[52]\tvalid_0's poisson: -97.0423\tvalid_0's l2: 612.153\n",
"[53]\tvalid_0's poisson: -96.9111\tvalid_0's l2: 611.769\n",
"[54]\tvalid_0's poisson: -96.9748\tvalid_0's l2: 608.198\n",
"[55]\tvalid_0's poisson: -97.1757\tvalid_0's l2: 606.669\n",
"[56]\tvalid_0's poisson: -97.361\tvalid_0's l2: 604.048\n",
"[57]\tvalid_0's poisson: -96.9622\tvalid_0's l2: 604.52\n",
"[58]\tvalid_0's poisson: -96.9375\tvalid_0's l2: 604.34\n",
"[59]\tvalid_0's poisson: -96.6567\tvalid_0's l2: 603.447\n",
"[60]\tvalid_0's poisson: -96.8442\tvalid_0's l2: 600.867\n",
"[61]\tvalid_0's poisson: -96.6097\tvalid_0's l2: 598.08\n",
"[62]\tvalid_0's poisson: -96.6098\tvalid_0's l2: 598.141\n",
"[63]\tvalid_0's poisson: -96.3578\tvalid_0's l2: 598.058\n",
"[64]\tvalid_0's poisson: -96.416\tvalid_0's l2: 596.86\n",
"[65]\tvalid_0's poisson: -96.5421\tvalid_0's l2: 595.663\n",
"[66]\tvalid_0's poisson: -96.4885\tvalid_0's l2: 594.547\n",
"[67]\tvalid_0's poisson: -96.4767\tvalid_0's l2: 593.261\n",
"[68]\tvalid_0's poisson: -95.88\tvalid_0's l2: 591.525\n",
"[69]\tvalid_0's poisson: -95.9276\tvalid_0's l2: 591.343\n",
"[70]\tvalid_0's poisson: -95.9434\tvalid_0's l2: 589.838\n",
"[71]\tvalid_0's poisson: -95.7915\tvalid_0's l2: 588.577\n",
"[72]\tvalid_0's poisson: -95.7829\tvalid_0's l2: 585.924\n",
"[73]\tvalid_0's poisson: -96.005\tvalid_0's l2: 584.266\n",
"[74]\tvalid_0's poisson: -95.7951\tvalid_0's l2: 584.016\n",
"[75]\tvalid_0's poisson: -95.6885\tvalid_0's l2: 582.647\n",
"[76]\tvalid_0's poisson: -95.8132\tvalid_0's l2: 582.168\n",
"[77]\tvalid_0's poisson: -95.7976\tvalid_0's l2: 581.328\n",
"[78]\tvalid_0's poisson: -95.2323\tvalid_0's l2: 581.047\n",
"[79]\tvalid_0's poisson: -95.7184\tvalid_0's l2: 580.483\n",
"[80]\tvalid_0's poisson: -95.8796\tvalid_0's l2: 579.771\n",
"[81]\tvalid_0's poisson: -95.7315\tvalid_0's l2: 579.343\n",
"[82]\tvalid_0's poisson: -95.6986\tvalid_0's l2: 578.332\n",
"[83]\tvalid_0's poisson: -95.6926\tvalid_0's l2: 578.466\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[84]\tvalid_0's poisson: -95.8238\tvalid_0's l2: 577.646\n",
"[85]\tvalid_0's poisson: -95.8002\tvalid_0's l2: 577.521\n",
"[86]\tvalid_0's poisson: -95.8956\tvalid_0's l2: 576.677\n",
"[87]\tvalid_0's poisson: -95.8606\tvalid_0's l2: 576.898\n",
"[88]\tvalid_0's poisson: -95.6539\tvalid_0's l2: 576.025\n",
"[89]\tvalid_0's poisson: -95.9793\tvalid_0's l2: 571.682\n",
"[90]\tvalid_0's poisson: -96.0435\tvalid_0's l2: 571.026\n",
"[91]\tvalid_0's poisson: -95.8596\tvalid_0's l2: 570.414\n",
"[92]\tvalid_0's poisson: -95.6705\tvalid_0's l2: 570.025\n",
"[93]\tvalid_0's poisson: -95.7109\tvalid_0's l2: 569.165\n",
"[94]\tvalid_0's poisson: -95.7999\tvalid_0's l2: 568.716\n",
"[95]\tvalid_0's poisson: -95.9114\tvalid_0's l2: 568.2\n",
"[96]\tvalid_0's poisson: -95.5134\tvalid_0's l2: 565.824\n",
"[97]\tvalid_0's poisson: -95.4884\tvalid_0's l2: 564.435\n",
"[98]\tvalid_0's poisson: -95.2483\tvalid_0's l2: 564.029\n",
"[99]\tvalid_0's poisson: -95.2483\tvalid_0's l2: 564.069\n",
"[100]\tvalid_0's poisson: -95.1736\tvalid_0's l2: 562.99\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.2582\tvalid_0's l2: 1928.3\n",
"[2]\tvalid_0's poisson: -95.5916\tvalid_0's l2: 1641.9\n",
"[3]\tvalid_0's poisson: -97.9444\tvalid_0's l2: 1450.19\n",
"[4]\tvalid_0's poisson: -99.424\tvalid_0's l2: 1312.5\n",
"[5]\tvalid_0's poisson: -100.653\tvalid_0's l2: 1201.34\n",
"[6]\tvalid_0's poisson: -101.845\tvalid_0's l2: 1106.38\n",
"[7]\tvalid_0's poisson: -102.708\tvalid_0's l2: 1031.76\n",
"[8]\tvalid_0's poisson: -103.314\tvalid_0's l2: 976.133\n",
"[9]\tvalid_0's poisson: -103.834\tvalid_0's l2: 930.037\n",
"[10]\tvalid_0's poisson: -104.304\tvalid_0's l2: 886.444\n",
"[11]\tvalid_0's poisson: -104.55\tvalid_0's l2: 853.02\n",
"[12]\tvalid_0's poisson: -104.504\tvalid_0's l2: 826.401\n",
"[13]\tvalid_0's poisson: -104.39\tvalid_0's l2: 803.514\n",
"[14]\tvalid_0's poisson: -104.256\tvalid_0's l2: 785.566\n",
"[15]\tvalid_0's poisson: -102.806\tvalid_0's l2: 771.195\n",
"[16]\tvalid_0's poisson: -102.428\tvalid_0's l2: 753.857\n",
"[17]\tvalid_0's poisson: -101.935\tvalid_0's l2: 739.086\n",
"[18]\tvalid_0's poisson: -101.677\tvalid_0's l2: 725.214\n",
"[19]\tvalid_0's poisson: -101.895\tvalid_0's l2: 715.44\n",
"[20]\tvalid_0's poisson: -101.598\tvalid_0's l2: 706.582\n",
"[21]\tvalid_0's poisson: -101.178\tvalid_0's l2: 701.542\n",
"[22]\tvalid_0's poisson: -101.116\tvalid_0's l2: 690.451\n",
"[23]\tvalid_0's poisson: -100.572\tvalid_0's l2: 683.587\n",
"[24]\tvalid_0's poisson: -100.606\tvalid_0's l2: 678.023\n",
"[25]\tvalid_0's poisson: -98.9665\tvalid_0's l2: 674.97\n",
"[26]\tvalid_0's poisson: -99.0595\tvalid_0's l2: 673.059\n",
"[27]\tvalid_0's poisson: -98.6136\tvalid_0's l2: 668.195\n",
"[28]\tvalid_0's poisson: -98.5879\tvalid_0's l2: 666.516\n",
"[29]\tvalid_0's poisson: -98.8032\tvalid_0's l2: 663.868\n",
"[30]\tvalid_0's poisson: -98.5943\tvalid_0's l2: 660.712\n",
"[31]\tvalid_0's poisson: -98.7174\tvalid_0's l2: 659.072\n",
"[32]\tvalid_0's poisson: -98.608\tvalid_0's l2: 657.303\n",
"[33]\tvalid_0's poisson: -98.3848\tvalid_0's l2: 654.967\n",
"[34]\tvalid_0's poisson: -98.1087\tvalid_0's l2: 652.718\n",
"[35]\tvalid_0's poisson: -98.0017\tvalid_0's l2: 650.64\n",
"[36]\tvalid_0's poisson: -97.9217\tvalid_0's l2: 648.311\n",
"[37]\tvalid_0's poisson: -96.8786\tvalid_0's l2: 643.668\n",
"[38]\tvalid_0's poisson: -97.2108\tvalid_0's l2: 642.293\n",
"[39]\tvalid_0's poisson: -97.7391\tvalid_0's l2: 637.33\n",
"[40]\tvalid_0's poisson: -97.8728\tvalid_0's l2: 636.41\n",
"[41]\tvalid_0's poisson: -97.4606\tvalid_0's l2: 634.98\n",
"[42]\tvalid_0's poisson: -98.0797\tvalid_0's l2: 632.692\n",
"[43]\tvalid_0's poisson: -96.8482\tvalid_0's l2: 629.596\n",
"[44]\tvalid_0's poisson: -96.078\tvalid_0's l2: 627.756\n",
"[45]\tvalid_0's poisson: -96.6182\tvalid_0's l2: 627.226\n",
"[46]\tvalid_0's poisson: -96.5653\tvalid_0's l2: 626.377\n",
"[47]\tvalid_0's poisson: -96.3177\tvalid_0's l2: 625.41\n",
"[48]\tvalid_0's poisson: -95.7189\tvalid_0's l2: 623.394\n",
"[49]\tvalid_0's poisson: -95.4945\tvalid_0's l2: 621.99\n",
"[50]\tvalid_0's poisson: -95.8862\tvalid_0's l2: 620.006\n",
"[51]\tvalid_0's poisson: -95.9772\tvalid_0's l2: 619.03\n",
"[52]\tvalid_0's poisson: -96.2091\tvalid_0's l2: 618.554\n",
"[53]\tvalid_0's poisson: -95.5917\tvalid_0's l2: 615.816\n",
"[54]\tvalid_0's poisson: -95.4068\tvalid_0's l2: 614.184\n",
"[55]\tvalid_0's poisson: -95.4711\tvalid_0's l2: 613.909\n",
"[56]\tvalid_0's poisson: -95.4479\tvalid_0's l2: 612.632\n",
"[57]\tvalid_0's poisson: -96.1699\tvalid_0's l2: 611.524\n",
"[58]\tvalid_0's poisson: -96.4699\tvalid_0's l2: 610.324\n",
"[59]\tvalid_0's poisson: -96.1401\tvalid_0's l2: 609.543\n",
"[60]\tvalid_0's poisson: -96.0747\tvalid_0's l2: 608.409\n",
"[61]\tvalid_0's poisson: -96.1567\tvalid_0's l2: 605.619\n",
"[62]\tvalid_0's poisson: -96.0609\tvalid_0's l2: 604.855\n",
"[63]\tvalid_0's poisson: -95.95\tvalid_0's l2: 602.851\n",
"[64]\tvalid_0's poisson: -95.7196\tvalid_0's l2: 603.251\n",
"[65]\tvalid_0's poisson: -95.7196\tvalid_0's l2: 602.406\n",
"[66]\tvalid_0's poisson: -95.3042\tvalid_0's l2: 601.371\n",
"[67]\tvalid_0's poisson: -95.245\tvalid_0's l2: 601.447\n",
"[68]\tvalid_0's poisson: -95.1467\tvalid_0's l2: 601.085\n",
"[69]\tvalid_0's poisson: -95.1264\tvalid_0's l2: 600.963\n",
"[70]\tvalid_0's poisson: -94.9238\tvalid_0's l2: 600.13\n",
"[71]\tvalid_0's poisson: -95.0125\tvalid_0's l2: 599.303\n",
"[72]\tvalid_0's poisson: -95.0018\tvalid_0's l2: 598.564\n",
"[73]\tvalid_0's poisson: -95.2475\tvalid_0's l2: 598.311\n",
"[74]\tvalid_0's poisson: -95.2457\tvalid_0's l2: 597.557\n",
"[75]\tvalid_0's poisson: -95.1067\tvalid_0's l2: 595.882\n",
"[76]\tvalid_0's poisson: -95.4769\tvalid_0's l2: 594.754\n",
"[77]\tvalid_0's poisson: -95.3084\tvalid_0's l2: 592.877\n",
"[78]\tvalid_0's poisson: -95.4715\tvalid_0's l2: 590.523\n",
"[79]\tvalid_0's poisson: -95.5346\tvalid_0's l2: 590.246\n",
"[80]\tvalid_0's poisson: -95.4987\tvalid_0's l2: 590.227\n",
"[81]\tvalid_0's poisson: -95.1726\tvalid_0's l2: 588.839\n",
"[82]\tvalid_0's poisson: -95.192\tvalid_0's l2: 588.372\n",
"[83]\tvalid_0's poisson: -94.8012\tvalid_0's l2: 587.456\n",
"[84]\tvalid_0's poisson: -94.8021\tvalid_0's l2: 586.574\n",
"[85]\tvalid_0's poisson: -94.8639\tvalid_0's l2: 586.567\n",
"[86]\tvalid_0's poisson: -95.1923\tvalid_0's l2: 586.096\n",
"[87]\tvalid_0's poisson: -95.0881\tvalid_0's l2: 585.511\n",
"[88]\tvalid_0's poisson: -95.0688\tvalid_0's l2: 583.808\n",
"[89]\tvalid_0's poisson: -95.0279\tvalid_0's l2: 582.482\n",
"[90]\tvalid_0's poisson: -94.9598\tvalid_0's l2: 581.926\n",
"[91]\tvalid_0's poisson: -94.8995\tvalid_0's l2: 582.128\n",
"[92]\tvalid_0's poisson: -96.058\tvalid_0's l2: 564.787\n",
"[93]\tvalid_0's poisson: -96.1875\tvalid_0's l2: 563.701\n",
"[94]\tvalid_0's poisson: -96.1874\tvalid_0's l2: 563.803\n",
"[95]\tvalid_0's poisson: -96.3194\tvalid_0's l2: 563.155\n",
"[96]\tvalid_0's poisson: -96.0527\tvalid_0's l2: 562.351\n",
"[97]\tvalid_0's poisson: -95.9484\tvalid_0's l2: 561.941\n",
"[98]\tvalid_0's poisson: -95.9577\tvalid_0's l2: 560.481\n",
"[99]\tvalid_0's poisson: -96.2016\tvalid_0's l2: 560.065\n",
"[100]\tvalid_0's poisson: -96.1767\tvalid_0's l2: 559.981\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.2604\tvalid_0's l2: 1929.69\n",
"[2]\tvalid_0's poisson: -95.5647\tvalid_0's l2: 1648.65\n",
"[3]\tvalid_0's poisson: -97.9343\tvalid_0's l2: 1456.76\n",
"[4]\tvalid_0's poisson: -99.6944\tvalid_0's l2: 1313.35\n",
"[5]\tvalid_0's poisson: -100.848\tvalid_0's l2: 1209.21\n",
"[6]\tvalid_0's poisson: -101.82\tvalid_0's l2: 1119.72\n",
"[7]\tvalid_0's poisson: -102.536\tvalid_0's l2: 1050.72\n",
"[8]\tvalid_0's poisson: -103.382\tvalid_0's l2: 976.506\n",
"[9]\tvalid_0's poisson: -103.738\tvalid_0's l2: 933.114\n",
"[10]\tvalid_0's poisson: -104.267\tvalid_0's l2: 894.817\n",
"[11]\tvalid_0's poisson: -104.488\tvalid_0's l2: 865.024\n",
"[12]\tvalid_0's poisson: -104.588\tvalid_0's l2: 832.181\n",
"[13]\tvalid_0's poisson: -104.649\tvalid_0's l2: 805.938\n",
"[14]\tvalid_0's poisson: -104.598\tvalid_0's l2: 784.721\n",
"[15]\tvalid_0's poisson: -104.139\tvalid_0's l2: 762.104\n",
"[16]\tvalid_0's poisson: -103.57\tvalid_0's l2: 748.765\n",
"[17]\tvalid_0's poisson: -102.841\tvalid_0's l2: 734.939\n",
"[18]\tvalid_0's poisson: -101.878\tvalid_0's l2: 724.296\n",
"[19]\tvalid_0's poisson: -101.493\tvalid_0's l2: 713.64\n",
"[20]\tvalid_0's poisson: -102.186\tvalid_0's l2: 703.227\n",
"[21]\tvalid_0's poisson: -102.02\tvalid_0's l2: 697.418\n",
"[22]\tvalid_0's poisson: -101.842\tvalid_0's l2: 690.8\n",
"[23]\tvalid_0's poisson: -101.041\tvalid_0's l2: 684.039\n",
"[24]\tvalid_0's poisson: -101.183\tvalid_0's l2: 680.485\n",
"[25]\tvalid_0's poisson: -100.917\tvalid_0's l2: 675.922\n",
"[26]\tvalid_0's poisson: -100.362\tvalid_0's l2: 670.968\n",
"[27]\tvalid_0's poisson: -99.2781\tvalid_0's l2: 666.818\n",
"[28]\tvalid_0's poisson: -100.232\tvalid_0's l2: 664.072\n",
"[29]\tvalid_0's poisson: -99.2248\tvalid_0's l2: 661.141\n",
"[30]\tvalid_0's poisson: -98.4934\tvalid_0's l2: 657.587\n",
"[31]\tvalid_0's poisson: -98.375\tvalid_0's l2: 655.08\n",
"[32]\tvalid_0's poisson: -97.4316\tvalid_0's l2: 648.246\n",
"[33]\tvalid_0's poisson: -97.3664\tvalid_0's l2: 646.581\n",
"[34]\tvalid_0's poisson: -97.7929\tvalid_0's l2: 644.809\n",
"[35]\tvalid_0's poisson: -98.032\tvalid_0's l2: 640.747\n",
"[36]\tvalid_0's poisson: -97.8476\tvalid_0's l2: 639.113\n",
"[37]\tvalid_0's poisson: -98.7284\tvalid_0's l2: 630.599\n",
"[38]\tvalid_0's poisson: -98.1147\tvalid_0's l2: 628.048\n",
"[39]\tvalid_0's poisson: -97.9978\tvalid_0's l2: 626.604\n",
"[40]\tvalid_0's poisson: -98.4142\tvalid_0's l2: 625.77\n",
"[41]\tvalid_0's poisson: -99.1998\tvalid_0's l2: 620.763\n",
"[42]\tvalid_0's poisson: -98.8215\tvalid_0's l2: 619.253\n",
"[43]\tvalid_0's poisson: -98.2269\tvalid_0's l2: 616.191\n",
"[44]\tvalid_0's poisson: -98.5123\tvalid_0's l2: 615.058\n",
"[45]\tvalid_0's poisson: -98.4443\tvalid_0's l2: 613.37\n",
"[46]\tvalid_0's poisson: -98.0941\tvalid_0's l2: 611.407\n",
"[47]\tvalid_0's poisson: -98.1156\tvalid_0's l2: 610.679\n",
"[48]\tvalid_0's poisson: -98.1144\tvalid_0's l2: 610.433\n",
"[49]\tvalid_0's poisson: -98.2335\tvalid_0's l2: 608.593\n",
"[50]\tvalid_0's poisson: -97.2287\tvalid_0's l2: 607.677\n",
"[51]\tvalid_0's poisson: -96.8929\tvalid_0's l2: 606.23\n",
"[52]\tvalid_0's poisson: -96.8962\tvalid_0's l2: 603.798\n",
"[53]\tvalid_0's poisson: -97.1226\tvalid_0's l2: 601.337\n",
"[54]\tvalid_0's poisson: -96.2831\tvalid_0's l2: 599.835\n",
"[55]\tvalid_0's poisson: -96.1817\tvalid_0's l2: 598.499\n",
"[56]\tvalid_0's poisson: -96.339\tvalid_0's l2: 597.34\n",
"[57]\tvalid_0's poisson: -96.6448\tvalid_0's l2: 595.321\n",
"[58]\tvalid_0's poisson: -96.8148\tvalid_0's l2: 594.163\n",
"[59]\tvalid_0's poisson: -97.094\tvalid_0's l2: 593.441\n",
"[60]\tvalid_0's poisson: -97.0777\tvalid_0's l2: 594.01\n",
"[61]\tvalid_0's poisson: -95.8802\tvalid_0's l2: 590.958\n",
"[62]\tvalid_0's poisson: -96.0018\tvalid_0's l2: 590.912\n",
"[63]\tvalid_0's poisson: -95.6036\tvalid_0's l2: 590.442\n",
"[64]\tvalid_0's poisson: -95.4848\tvalid_0's l2: 589.361\n",
"[65]\tvalid_0's poisson: -95.5845\tvalid_0's l2: 588.407\n",
"[66]\tvalid_0's poisson: -95.5366\tvalid_0's l2: 588.285\n",
"[67]\tvalid_0's poisson: -95.5653\tvalid_0's l2: 587.749\n",
"[68]\tvalid_0's poisson: -95.4824\tvalid_0's l2: 587.845\n",
"[69]\tvalid_0's poisson: -96.0231\tvalid_0's l2: 587.356\n",
"[70]\tvalid_0's poisson: -96.0909\tvalid_0's l2: 587.07\n",
"[71]\tvalid_0's poisson: -96.466\tvalid_0's l2: 585.75\n",
"[72]\tvalid_0's poisson: -96.3578\tvalid_0's l2: 584.832\n",
"[73]\tvalid_0's poisson: -96.4082\tvalid_0's l2: 585.082\n",
"[74]\tvalid_0's poisson: -96.2026\tvalid_0's l2: 581.495\n",
"[75]\tvalid_0's poisson: -96.3045\tvalid_0's l2: 579.733\n",
"[76]\tvalid_0's poisson: -96.3025\tvalid_0's l2: 576.576\n",
"[77]\tvalid_0's poisson: -95.6982\tvalid_0's l2: 575.256\n",
"[78]\tvalid_0's poisson: -95.6111\tvalid_0's l2: 574.803\n",
"[79]\tvalid_0's poisson: -96.0781\tvalid_0's l2: 574.03\n",
"[80]\tvalid_0's poisson: -96.0678\tvalid_0's l2: 573.445\n",
"[81]\tvalid_0's poisson: -96.4555\tvalid_0's l2: 572.437\n",
"[82]\tvalid_0's poisson: -96.0064\tvalid_0's l2: 571.872\n",
"[83]\tvalid_0's poisson: -96.1173\tvalid_0's l2: 571.89\n",
"[84]\tvalid_0's poisson: -95.6458\tvalid_0's l2: 571.532\n",
"[85]\tvalid_0's poisson: -95.4086\tvalid_0's l2: 570.567\n",
"[86]\tvalid_0's poisson: -95.2037\tvalid_0's l2: 569.292\n",
"[87]\tvalid_0's poisson: -95.454\tvalid_0's l2: 568.703\n",
"[88]\tvalid_0's poisson: -95.6944\tvalid_0's l2: 565.212\n",
"[89]\tvalid_0's poisson: -96.1311\tvalid_0's l2: 564.57\n",
"[90]\tvalid_0's poisson: -96.4\tvalid_0's l2: 563.821\n",
"[91]\tvalid_0's poisson: -95.7881\tvalid_0's l2: 562.999\n",
"[92]\tvalid_0's poisson: -95.8328\tvalid_0's l2: 563.603\n",
"[93]\tvalid_0's poisson: -95.8732\tvalid_0's l2: 560.764\n",
"[94]\tvalid_0's poisson: -95.8091\tvalid_0's l2: 559.99\n",
"[95]\tvalid_0's poisson: -95.9196\tvalid_0's l2: 559.926\n",
"[96]\tvalid_0's poisson: -95.8508\tvalid_0's l2: 559.34\n",
"[97]\tvalid_0's poisson: -95.6689\tvalid_0's l2: 559.828\n",
"[98]\tvalid_0's poisson: -95.8058\tvalid_0's l2: 558.573\n",
"[99]\tvalid_0's poisson: -95.733\tvalid_0's l2: 558.69\n",
"[100]\tvalid_0's poisson: -96.0684\tvalid_0's l2: 558.122\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.2504\tvalid_0's l2: 1928.37\n",
"[2]\tvalid_0's poisson: -95.5494\tvalid_0's l2: 1647.24\n",
"[3]\tvalid_0's poisson: -97.9296\tvalid_0's l2: 1453.57\n",
"[4]\tvalid_0's poisson: -99.4004\tvalid_0's l2: 1318.27\n",
"[5]\tvalid_0's poisson: -100.635\tvalid_0's l2: 1210.61\n",
"[6]\tvalid_0's poisson: -101.628\tvalid_0's l2: 1126.98\n",
"[7]\tvalid_0's poisson: -102.649\tvalid_0's l2: 1037.33\n",
"[8]\tvalid_0's poisson: -103.265\tvalid_0's l2: 982.377\n",
"[9]\tvalid_0's poisson: -103.783\tvalid_0's l2: 936.854\n",
"[10]\tvalid_0's poisson: -104.026\tvalid_0's l2: 903.004\n",
"[11]\tvalid_0's poisson: -104.092\tvalid_0's l2: 867.823\n",
"[12]\tvalid_0's poisson: -104.287\tvalid_0's l2: 836.404\n",
"[13]\tvalid_0's poisson: -103.268\tvalid_0's l2: 809.284\n",
"[14]\tvalid_0's poisson: -103.335\tvalid_0's l2: 788.124\n",
"[15]\tvalid_0's poisson: -104.236\tvalid_0's l2: 771.183\n",
"[16]\tvalid_0's poisson: -103.238\tvalid_0's l2: 751.271\n",
"[17]\tvalid_0's poisson: -103.322\tvalid_0's l2: 736.29\n",
"[18]\tvalid_0's poisson: -102.223\tvalid_0's l2: 725.942\n",
"[19]\tvalid_0's poisson: -101.379\tvalid_0's l2: 715.055\n",
"[20]\tvalid_0's poisson: -101.488\tvalid_0's l2: 706.977\n",
"[21]\tvalid_0's poisson: -101.739\tvalid_0's l2: 701.093\n",
"[22]\tvalid_0's poisson: -101.664\tvalid_0's l2: 693.962\n",
"[23]\tvalid_0's poisson: -101.367\tvalid_0's l2: 686.872\n",
"[24]\tvalid_0's poisson: -101.353\tvalid_0's l2: 681.297\n",
"[25]\tvalid_0's poisson: -100.131\tvalid_0's l2: 673.477\n",
"[26]\tvalid_0's poisson: -99.5014\tvalid_0's l2: 670.919\n",
"[27]\tvalid_0's poisson: -99.4662\tvalid_0's l2: 666.613\n",
"[28]\tvalid_0's poisson: -97.8479\tvalid_0's l2: 660.562\n",
"[29]\tvalid_0's poisson: -97.5393\tvalid_0's l2: 658.193\n",
"[30]\tvalid_0's poisson: -97.492\tvalid_0's l2: 655.261\n",
"[31]\tvalid_0's poisson: -97.2609\tvalid_0's l2: 649.943\n",
"[32]\tvalid_0's poisson: -96.021\tvalid_0's l2: 647.523\n",
"[33]\tvalid_0's poisson: -96.0962\tvalid_0's l2: 645.679\n",
"[34]\tvalid_0's poisson: -95.7658\tvalid_0's l2: 643.344\n",
"[35]\tvalid_0's poisson: -96.0527\tvalid_0's l2: 637.692\n",
"[36]\tvalid_0's poisson: -96.8837\tvalid_0's l2: 635.591\n",
"[37]\tvalid_0's poisson: -95.8733\tvalid_0's l2: 633.451\n",
"[38]\tvalid_0's poisson: -96.1151\tvalid_0's l2: 631.047\n",
"[39]\tvalid_0's poisson: -96.1728\tvalid_0's l2: 628.784\n",
"[40]\tvalid_0's poisson: -96.2358\tvalid_0's l2: 624.874\n",
"[41]\tvalid_0's poisson: -96.1595\tvalid_0's l2: 623.752\n",
"[42]\tvalid_0's poisson: -96.3259\tvalid_0's l2: 622.673\n",
"[43]\tvalid_0's poisson: -96.3907\tvalid_0's l2: 619.57\n",
"[44]\tvalid_0's poisson: -96.9404\tvalid_0's l2: 617.445\n",
"[45]\tvalid_0's poisson: -96.467\tvalid_0's l2: 616.094\n",
"[46]\tvalid_0's poisson: -96.2759\tvalid_0's l2: 612.925\n",
"[47]\tvalid_0's poisson: -96.2792\tvalid_0's l2: 611.202\n",
"[48]\tvalid_0's poisson: -95.9665\tvalid_0's l2: 610.114\n",
"[49]\tvalid_0's poisson: -95.7766\tvalid_0's l2: 609.13\n",
"[50]\tvalid_0's poisson: -95.7674\tvalid_0's l2: 604.604\n",
"[51]\tvalid_0's poisson: -95.9315\tvalid_0's l2: 603.612\n",
"[52]\tvalid_0's poisson: -96.1955\tvalid_0's l2: 602.937\n",
"[53]\tvalid_0's poisson: -96.3033\tvalid_0's l2: 601.488\n",
"[54]\tvalid_0's poisson: -95.8635\tvalid_0's l2: 600.442\n",
"[55]\tvalid_0's poisson: -95.7329\tvalid_0's l2: 597.485\n",
"[56]\tvalid_0's poisson: -95.6697\tvalid_0's l2: 596.624\n",
"[57]\tvalid_0's poisson: -95.666\tvalid_0's l2: 596.051\n",
"[58]\tvalid_0's poisson: -95.804\tvalid_0's l2: 595.162\n",
"[59]\tvalid_0's poisson: -95.6656\tvalid_0's l2: 594.32\n",
"[60]\tvalid_0's poisson: -95.8956\tvalid_0's l2: 592.219\n",
"[61]\tvalid_0's poisson: -95.1238\tvalid_0's l2: 590.443\n",
"[62]\tvalid_0's poisson: -94.9326\tvalid_0's l2: 588.322\n",
"[63]\tvalid_0's poisson: -96.3093\tvalid_0's l2: 587.124\n",
"[64]\tvalid_0's poisson: -96.2952\tvalid_0's l2: 585.873\n",
"[65]\tvalid_0's poisson: -96.635\tvalid_0's l2: 586.527\n",
"[66]\tvalid_0's poisson: -96.6276\tvalid_0's l2: 586.647\n",
"[67]\tvalid_0's poisson: -96.6245\tvalid_0's l2: 587.091\n",
"[68]\tvalid_0's poisson: -96.5707\tvalid_0's l2: 586.158\n",
"[69]\tvalid_0's poisson: -96.0657\tvalid_0's l2: 585.4\n",
"[70]\tvalid_0's poisson: -95.7929\tvalid_0's l2: 583.252\n",
"[71]\tvalid_0's poisson: -95.7415\tvalid_0's l2: 582.156\n",
"[72]\tvalid_0's poisson: -95.6785\tvalid_0's l2: 581.09\n",
"[73]\tvalid_0's poisson: -95.814\tvalid_0's l2: 579.356\n",
"[74]\tvalid_0's poisson: -94.7789\tvalid_0's l2: 576.074\n",
"[75]\tvalid_0's poisson: -95.0152\tvalid_0's l2: 575.497\n",
"[76]\tvalid_0's poisson: -95.5179\tvalid_0's l2: 573.359\n",
"[77]\tvalid_0's poisson: -95.2947\tvalid_0's l2: 572.862\n",
"[78]\tvalid_0's poisson: -95.228\tvalid_0's l2: 570.944\n",
"[79]\tvalid_0's poisson: -96.9415\tvalid_0's l2: 558.988\n",
"[80]\tvalid_0's poisson: -96.9018\tvalid_0's l2: 558.375\n",
"[81]\tvalid_0's poisson: -97.0398\tvalid_0's l2: 558.318\n",
"[82]\tvalid_0's poisson: -96.7231\tvalid_0's l2: 556.171\n",
"[83]\tvalid_0's poisson: -97.1599\tvalid_0's l2: 555.533\n",
"[84]\tvalid_0's poisson: -97.1767\tvalid_0's l2: 555.535\n",
"[85]\tvalid_0's poisson: -96.7259\tvalid_0's l2: 552.951\n",
"[86]\tvalid_0's poisson: -96.7961\tvalid_0's l2: 552.749\n",
"[87]\tvalid_0's poisson: -96.7533\tvalid_0's l2: 551.944\n",
"[88]\tvalid_0's poisson: -96.5997\tvalid_0's l2: 550.573\n",
"[89]\tvalid_0's poisson: -96.612\tvalid_0's l2: 550.616\n",
"[90]\tvalid_0's poisson: -96.6122\tvalid_0's l2: 550.475\n",
"[91]\tvalid_0's poisson: -96.1714\tvalid_0's l2: 549.049\n",
"[92]\tvalid_0's poisson: -95.8217\tvalid_0's l2: 547.818\n",
"[93]\tvalid_0's poisson: -95.9263\tvalid_0's l2: 546.829\n",
"[94]\tvalid_0's poisson: -95.945\tvalid_0's l2: 545.962\n",
"[95]\tvalid_0's poisson: -96.2709\tvalid_0's l2: 544.485\n",
"[96]\tvalid_0's poisson: -96.3601\tvalid_0's l2: 544.491\n",
"[97]\tvalid_0's poisson: -96.3512\tvalid_0's l2: 544.071\n",
"[98]\tvalid_0's poisson: -96.3141\tvalid_0's l2: 543.653\n",
"[99]\tvalid_0's poisson: -96.2722\tvalid_0's l2: 543.503\n",
"[100]\tvalid_0's poisson: -96.1406\tvalid_0's l2: 543.231\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.3569\tvalid_0's l2: 2287.09\n",
"[2]\tvalid_0's poisson: -87.5372\tvalid_0's l2: 2273.97\n",
"[3]\tvalid_0's poisson: -87.7146\tvalid_0's l2: 2260.95\n",
"[4]\tvalid_0's poisson: -87.8893\tvalid_0's l2: 2248.03\n",
"[5]\tvalid_0's poisson: -88.0614\tvalid_0's l2: 2235.21\n",
"[6]\tvalid_0's poisson: -88.2309\tvalid_0's l2: 2222.49\n",
"[7]\tvalid_0's poisson: -88.3979\tvalid_0's l2: 2209.87\n",
"[8]\tvalid_0's poisson: -88.5622\tvalid_0's l2: 2197.35\n",
"[9]\tvalid_0's poisson: -88.7243\tvalid_0's l2: 2184.93\n",
"[10]\tvalid_0's poisson: -88.884\tvalid_0's l2: 2172.61\n",
"[11]\tvalid_0's poisson: -89.0415\tvalid_0's l2: 2160.38\n",
"[12]\tvalid_0's poisson: -89.1982\tvalid_0's l2: 2148.14\n",
"[13]\tvalid_0's poisson: -89.3526\tvalid_0's l2: 2135.99\n",
"[14]\tvalid_0's poisson: -89.505\tvalid_0's l2: 2123.94\n",
"[15]\tvalid_0's poisson: -89.6542\tvalid_0's l2: 2112.07\n",
"[16]\tvalid_0's poisson: -89.8023\tvalid_0's l2: 2100.21\n",
"[17]\tvalid_0's poisson: -89.9486\tvalid_0's l2: 2088.43\n",
"[18]\tvalid_0's poisson: -90.092\tvalid_0's l2: 2076.83\n",
"[19]\tvalid_0's poisson: -90.2345\tvalid_0's l2: 2065.23\n",
"[20]\tvalid_0's poisson: -90.375\tvalid_0's l2: 2053.72\n",
"[21]\tvalid_0's poisson: -90.5132\tvalid_0's l2: 2042.35\n",
"[22]\tvalid_0's poisson: -90.6495\tvalid_0's l2: 2031.1\n",
"[23]\tvalid_0's poisson: -90.7848\tvalid_0's l2: 2019.86\n",
"[24]\tvalid_0's poisson: -90.9179\tvalid_0's l2: 2008.74\n",
"[25]\tvalid_0's poisson: -91.0492\tvalid_0's l2: 1997.75\n",
"[26]\tvalid_0's poisson: -91.1795\tvalid_0's l2: 1986.77\n",
"[27]\tvalid_0's poisson: -91.3083\tvalid_0's l2: 1975.87\n",
"[28]\tvalid_0's poisson: -91.4355\tvalid_0's l2: 1965.09\n",
"[29]\tvalid_0's poisson: -91.5609\tvalid_0's l2: 1954.38\n",
"[30]\tvalid_0's poisson: -91.6848\tvalid_0's l2: 1943.76\n",
"[31]\tvalid_0's poisson: -91.8077\tvalid_0's l2: 1933.22\n",
"[32]\tvalid_0's poisson: -91.9288\tvalid_0's l2: 1922.75\n",
"[33]\tvalid_0's poisson: -92.0486\tvalid_0's l2: 1912.36\n",
"[34]\tvalid_0's poisson: -92.1666\tvalid_0's l2: 1902.11\n",
"[35]\tvalid_0's poisson: -92.2837\tvalid_0's l2: 1891.88\n",
"[36]\tvalid_0's poisson: -92.3994\tvalid_0's l2: 1881.73\n",
"[37]\tvalid_0's poisson: -92.5135\tvalid_0's l2: 1871.71\n",
"[38]\tvalid_0's poisson: -92.6268\tvalid_0's l2: 1861.71\n",
"[39]\tvalid_0's poisson: -92.7387\tvalid_0's l2: 1851.79\n",
"[40]\tvalid_0's poisson: -92.8492\tvalid_0's l2: 1842\n",
"[41]\tvalid_0's poisson: -92.9585\tvalid_0's l2: 1832.25\n",
"[42]\tvalid_0's poisson: -93.0669\tvalid_0's l2: 1822.54\n",
"[43]\tvalid_0's poisson: -93.1739\tvalid_0's l2: 1812.97\n",
"[44]\tvalid_0's poisson: -93.2798\tvalid_0's l2: 1803.43\n",
"[45]\tvalid_0's poisson: -93.3855\tvalid_0's l2: 1793.9\n",
"[46]\tvalid_0's poisson: -93.4896\tvalid_0's l2: 1784.47\n",
"[47]\tvalid_0's poisson: -93.5922\tvalid_0's l2: 1775.18\n",
"[48]\tvalid_0's poisson: -93.6944\tvalid_0's l2: 1765.94\n",
"[49]\tvalid_0's poisson: -93.7957\tvalid_0's l2: 1756.74\n",
"[50]\tvalid_0's poisson: -93.8959\tvalid_0's l2: 1747.61\n",
"[51]\tvalid_0's poisson: -93.9951\tvalid_0's l2: 1738.56\n",
"[52]\tvalid_0's poisson: -94.0932\tvalid_0's l2: 1729.58\n",
"[53]\tvalid_0's poisson: -94.1905\tvalid_0's l2: 1720.66\n",
"[54]\tvalid_0's poisson: -94.2867\tvalid_0's l2: 1711.76\n",
"[55]\tvalid_0's poisson: -94.3821\tvalid_0's l2: 1702.97\n",
"[56]\tvalid_0's poisson: -94.4763\tvalid_0's l2: 1694.27\n",
"[57]\tvalid_0's poisson: -94.57\tvalid_0's l2: 1685.6\n",
"[58]\tvalid_0's poisson: -94.6623\tvalid_0's l2: 1677.05\n",
"[59]\tvalid_0's poisson: -94.7542\tvalid_0's l2: 1668.51\n",
"[60]\tvalid_0's poisson: -94.8447\tvalid_0's l2: 1660.09\n",
"[61]\tvalid_0's poisson: -94.9346\tvalid_0's l2: 1651.7\n",
"[62]\tvalid_0's poisson: -95.0232\tvalid_0's l2: 1643.41\n",
"[63]\tvalid_0's poisson: -95.1115\tvalid_0's l2: 1635.14\n",
"[64]\tvalid_0's poisson: -95.1992\tvalid_0's l2: 1626.87\n",
"[65]\tvalid_0's poisson: -95.2855\tvalid_0's l2: 1618.76\n",
"[66]\tvalid_0's poisson: -95.3744\tvalid_0's l2: 1610.4\n",
"[67]\tvalid_0's poisson: -95.4624\tvalid_0's l2: 1602.1\n",
"[68]\tvalid_0's poisson: -95.5465\tvalid_0's l2: 1594.14\n",
"[69]\tvalid_0's poisson: -95.6329\tvalid_0's l2: 1585.96\n",
"[70]\tvalid_0's poisson: -95.7163\tvalid_0's l2: 1578.04\n",
"[71]\tvalid_0's poisson: -95.8011\tvalid_0's l2: 1569.98\n",
"[72]\tvalid_0's poisson: -95.8843\tvalid_0's l2: 1562.07\n",
"[73]\tvalid_0's poisson: -95.9648\tvalid_0's l2: 1554.36\n",
"[74]\tvalid_0's poisson: -96.0465\tvalid_0's l2: 1546.56\n",
"[75]\tvalid_0's poisson: -96.1274\tvalid_0's l2: 1538.83\n",
"[76]\tvalid_0's poisson: -96.2075\tvalid_0's l2: 1531.15\n",
"[77]\tvalid_0's poisson: -96.2857\tvalid_0's l2: 1523.62\n",
"[78]\tvalid_0's poisson: -96.3644\tvalid_0's l2: 1516.06\n",
"[79]\tvalid_0's poisson: -96.4424\tvalid_0's l2: 1508.56\n",
"[80]\tvalid_0's poisson: -96.5196\tvalid_0's l2: 1501.11\n",
"[81]\tvalid_0's poisson: -96.5964\tvalid_0's l2: 1493.63\n",
"[82]\tvalid_0's poisson: -96.672\tvalid_0's l2: 1486.31\n",
"[83]\tvalid_0's poisson: -96.7468\tvalid_0's l2: 1479.06\n",
"[84]\tvalid_0's poisson: -96.8212\tvalid_0's l2: 1471.79\n",
"[85]\tvalid_0's poisson: -96.8949\tvalid_0's l2: 1464.58\n",
"[86]\tvalid_0's poisson: -96.968\tvalid_0's l2: 1457.42\n",
"[87]\tvalid_0's poisson: -97.0404\tvalid_0's l2: 1450.32\n",
"[88]\tvalid_0's poisson: -97.1127\tvalid_0's l2: 1443.21\n",
"[89]\tvalid_0's poisson: -97.1839\tvalid_0's l2: 1436.21\n",
"[90]\tvalid_0's poisson: -97.254\tvalid_0's l2: 1429.35\n",
"[91]\tvalid_0's poisson: -97.3234\tvalid_0's l2: 1422.55\n",
"[92]\tvalid_0's poisson: -97.3936\tvalid_0's l2: 1415.62\n",
"[93]\tvalid_0's poisson: -97.4619\tvalid_0's l2: 1408.92\n",
"[94]\tvalid_0's poisson: -97.5296\tvalid_0's l2: 1402.27\n",
"[95]\tvalid_0's poisson: -97.5977\tvalid_0's l2: 1395.52\n",
"[96]\tvalid_0's poisson: -97.6653\tvalid_0's l2: 1388.81\n",
"[97]\tvalid_0's poisson: -97.7312\tvalid_0's l2: 1382.33\n",
"[98]\tvalid_0's poisson: -97.7976\tvalid_0's l2: 1375.73\n",
"[99]\tvalid_0's poisson: -97.8623\tvalid_0's l2: 1369.34\n",
"[100]\tvalid_0's poisson: -97.9279\tvalid_0's l2: 1362.82\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3579\tvalid_0's l2: 2287.01\n",
"[2]\tvalid_0's poisson: -87.5392\tvalid_0's l2: 2273.8\n",
"[3]\tvalid_0's poisson: -87.7167\tvalid_0's l2: 2260.76\n",
"[4]\tvalid_0's poisson: -87.8922\tvalid_0's l2: 2247.75\n",
"[5]\tvalid_0's poisson: -88.0645\tvalid_0's l2: 2234.88\n",
"[6]\tvalid_0's poisson: -88.234\tvalid_0's l2: 2222.11\n",
"[7]\tvalid_0's poisson: -88.4015\tvalid_0's l2: 2209.4\n",
"[8]\tvalid_0's poisson: -88.5655\tvalid_0's l2: 2196.86\n",
"[9]\tvalid_0's poisson: -88.728\tvalid_0's l2: 2184.34\n",
"[10]\tvalid_0's poisson: -88.8872\tvalid_0's l2: 2171.99\n",
"[11]\tvalid_0's poisson: -89.0448\tvalid_0's l2: 2159.68\n",
"[12]\tvalid_0's poisson: -89.1994\tvalid_0's l2: 2147.52\n",
"[13]\tvalid_0's poisson: -89.3531\tvalid_0's l2: 2135.36\n",
"[14]\tvalid_0's poisson: -89.5039\tvalid_0's l2: 2123.34\n",
"[15]\tvalid_0's poisson: -89.6559\tvalid_0's l2: 2111.18\n",
"[16]\tvalid_0's poisson: -89.8046\tvalid_0's l2: 2099.19\n",
"[17]\tvalid_0's poisson: -89.9503\tvalid_0's l2: 2087.37\n",
"[18]\tvalid_0's poisson: -90.095\tvalid_0's l2: 2075.57\n",
"[19]\tvalid_0's poisson: -90.2389\tvalid_0's l2: 2063.78\n",
"[20]\tvalid_0's poisson: -90.3823\tvalid_0's l2: 2052.07\n",
"[21]\tvalid_0's poisson: -90.5198\tvalid_0's l2: 2040.67\n",
"[22]\tvalid_0's poisson: -90.6575\tvalid_0's l2: 2029.19\n",
"[23]\tvalid_0's poisson: -90.7957\tvalid_0's l2: 2017.73\n",
"[24]\tvalid_0's poisson: -90.9303\tvalid_0's l2: 2006.4\n",
"[25]\tvalid_0's poisson: -91.0619\tvalid_0's l2: 1995.29\n",
"[26]\tvalid_0's poisson: -91.1902\tvalid_0's l2: 1984.43\n",
"[27]\tvalid_0's poisson: -91.322\tvalid_0's l2: 1973.31\n",
"[28]\tvalid_0's poisson: -91.449\tvalid_0's l2: 1962.45\n",
"[29]\tvalid_0's poisson: -91.5754\tvalid_0's l2: 1951.56\n",
"[30]\tvalid_0's poisson: -91.7004\tvalid_0's l2: 1940.73\n",
"[31]\tvalid_0's poisson: -91.8261\tvalid_0's l2: 1929.93\n",
"[32]\tvalid_0's poisson: -91.9454\tvalid_0's l2: 1919.57\n",
"[33]\tvalid_0's poisson: -92.0649\tvalid_0's l2: 1909.12\n",
"[34]\tvalid_0's poisson: -92.1867\tvalid_0's l2: 1898.53\n",
"[35]\tvalid_0's poisson: -92.3037\tvalid_0's l2: 1888.25\n",
"[36]\tvalid_0's poisson: -92.4195\tvalid_0's l2: 1878.05\n",
"[37]\tvalid_0's poisson: -92.5326\tvalid_0's l2: 1868.06\n",
"[38]\tvalid_0's poisson: -92.6492\tvalid_0's l2: 1857.77\n",
"[39]\tvalid_0's poisson: -92.7612\tvalid_0's l2: 1847.76\n",
"[40]\tvalid_0's poisson: -92.872\tvalid_0's l2: 1837.87\n",
"[41]\tvalid_0's poisson: -92.9846\tvalid_0's l2: 1827.83\n",
"[42]\tvalid_0's poisson: -93.0927\tvalid_0's l2: 1818.11\n",
"[43]\tvalid_0's poisson: -93.1991\tvalid_0's l2: 1808.52\n",
"[44]\tvalid_0's poisson: -93.3052\tvalid_0's l2: 1798.91\n",
"[45]\tvalid_0's poisson: -93.4134\tvalid_0's l2: 1789.15\n",
"[46]\tvalid_0's poisson: -93.5182\tvalid_0's l2: 1779.55\n",
"[47]\tvalid_0's poisson: -93.6209\tvalid_0's l2: 1770.17\n",
"[48]\tvalid_0's poisson: -93.7255\tvalid_0's l2: 1760.64\n",
"[49]\tvalid_0's poisson: -93.8258\tvalid_0's l2: 1751.46\n",
"[50]\tvalid_0's poisson: -93.9256\tvalid_0's l2: 1742.27\n",
"[51]\tvalid_0's poisson: -94.0248\tvalid_0's l2: 1733.11\n",
"[52]\tvalid_0's poisson: -94.1258\tvalid_0's l2: 1723.82\n",
"[53]\tvalid_0's poisson: -94.223\tvalid_0's l2: 1714.73\n",
"[54]\tvalid_0's poisson: -94.319\tvalid_0's l2: 1705.77\n",
"[55]\tvalid_0's poisson: -94.417\tvalid_0's l2: 1696.69\n",
"[56]\tvalid_0's poisson: -94.5112\tvalid_0's l2: 1687.88\n",
"[57]\tvalid_0's poisson: -94.6045\tvalid_0's l2: 1679.15\n",
"[58]\tvalid_0's poisson: -94.697\tvalid_0's l2: 1670.4\n",
"[59]\tvalid_0's poisson: -94.7915\tvalid_0's l2: 1661.57\n",
"[60]\tvalid_0's poisson: -94.8815\tvalid_0's l2: 1653.09\n",
"[61]\tvalid_0's poisson: -94.9715\tvalid_0's l2: 1644.51\n",
"[62]\tvalid_0's poisson: -95.0633\tvalid_0's l2: 1635.88\n",
"[63]\tvalid_0's poisson: -95.1509\tvalid_0's l2: 1627.56\n",
"[64]\tvalid_0's poisson: -95.2376\tvalid_0's l2: 1619.36\n",
"[65]\tvalid_0's poisson: -95.3269\tvalid_0's l2: 1610.91\n",
"[66]\tvalid_0's poisson: -95.4129\tvalid_0's l2: 1602.63\n",
"[67]\tvalid_0's poisson: -95.4974\tvalid_0's l2: 1594.55\n",
"[68]\tvalid_0's poisson: -95.5811\tvalid_0's l2: 1586.56\n",
"[69]\tvalid_0's poisson: -95.6672\tvalid_0's l2: 1578.36\n",
"[70]\tvalid_0's poisson: -95.75\tvalid_0's l2: 1570.37\n",
"[71]\tvalid_0's poisson: -95.8315\tvalid_0's l2: 1562.44\n",
"[72]\tvalid_0's poisson: -95.9154\tvalid_0's l2: 1554.41\n",
"[73]\tvalid_0's poisson: -95.9953\tvalid_0's l2: 1546.69\n",
"[74]\tvalid_0's poisson: -96.0751\tvalid_0's l2: 1539.03\n",
"[75]\tvalid_0's poisson: -96.1568\tvalid_0's l2: 1531.17\n",
"[76]\tvalid_0's poisson: -96.2346\tvalid_0's l2: 1523.6\n",
"[77]\tvalid_0's poisson: -96.3122\tvalid_0's l2: 1516.02\n",
"[78]\tvalid_0's poisson: -96.3918\tvalid_0's l2: 1508.33\n",
"[79]\tvalid_0's poisson: -96.4674\tvalid_0's l2: 1501\n",
"[80]\tvalid_0's poisson: -96.5424\tvalid_0's l2: 1493.67\n",
"[81]\tvalid_0's poisson: -96.6167\tvalid_0's l2: 1486.41\n",
"[82]\tvalid_0's poisson: -96.6936\tvalid_0's l2: 1478.94\n",
"[83]\tvalid_0's poisson: -96.7676\tvalid_0's l2: 1471.7\n",
"[84]\tvalid_0's poisson: -96.8433\tvalid_0's l2: 1464.33\n",
"[85]\tvalid_0's poisson: -96.916\tvalid_0's l2: 1457.22\n",
"[86]\tvalid_0's poisson: -96.9873\tvalid_0's l2: 1450.19\n",
"[87]\tvalid_0's poisson: -97.0581\tvalid_0's l2: 1443.25\n",
"[88]\tvalid_0's poisson: -97.1314\tvalid_0's l2: 1436.09\n",
"[89]\tvalid_0's poisson: -97.202\tvalid_0's l2: 1429.15\n",
"[90]\tvalid_0's poisson: -97.2712\tvalid_0's l2: 1422.31\n",
"[91]\tvalid_0's poisson: -97.3402\tvalid_0's l2: 1415.56\n",
"[92]\tvalid_0's poisson: -97.4112\tvalid_0's l2: 1408.61\n",
"[93]\tvalid_0's poisson: -97.4785\tvalid_0's l2: 1401.92\n",
"[94]\tvalid_0's poisson: -97.5458\tvalid_0's l2: 1395.32\n",
"[95]\tvalid_0's poisson: -97.6151\tvalid_0's l2: 1388.51\n",
"[96]\tvalid_0's poisson: -97.6811\tvalid_0's l2: 1381.96\n",
"[97]\tvalid_0's poisson: -97.747\tvalid_0's l2: 1375.47\n",
"[98]\tvalid_0's poisson: -97.8117\tvalid_0's l2: 1369.04\n",
"[99]\tvalid_0's poisson: -97.8788\tvalid_0's l2: 1362.42\n",
"[100]\tvalid_0's poisson: -97.9436\tvalid_0's l2: 1356.02\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3554\tvalid_0's l2: 2287.16\n",
"[2]\tvalid_0's poisson: -87.5383\tvalid_0's l2: 2273.8\n",
"[3]\tvalid_0's poisson: -87.7182\tvalid_0's l2: 2260.55\n",
"[4]\tvalid_0's poisson: -87.8957\tvalid_0's l2: 2247.38\n",
"[5]\tvalid_0's poisson: -88.0715\tvalid_0's l2: 2234.24\n",
"[6]\tvalid_0's poisson: -88.2433\tvalid_0's l2: 2221.29\n",
"[7]\tvalid_0's poisson: -88.4135\tvalid_0's l2: 2208.37\n",
"[8]\tvalid_0's poisson: -88.5801\tvalid_0's l2: 2195.63\n",
"[9]\tvalid_0's poisson: -88.7424\tvalid_0's l2: 2183.14\n",
"[10]\tvalid_0's poisson: -88.9024\tvalid_0's l2: 2170.76\n",
"[11]\tvalid_0's poisson: -89.0601\tvalid_0's l2: 2158.46\n",
"[12]\tvalid_0's poisson: -89.2175\tvalid_0's l2: 2146.1\n",
"[13]\tvalid_0's poisson: -89.3714\tvalid_0's l2: 2133.95\n",
"[14]\tvalid_0's poisson: -89.5232\tvalid_0's l2: 2121.91\n",
"[15]\tvalid_0's poisson: -89.6726\tvalid_0's l2: 2109.97\n",
"[16]\tvalid_0's poisson: -89.8212\tvalid_0's l2: 2098.03\n",
"[17]\tvalid_0's poisson: -89.9675\tvalid_0's l2: 2086.2\n",
"[18]\tvalid_0's poisson: -90.1128\tvalid_0's l2: 2074.38\n",
"[19]\tvalid_0's poisson: -90.2546\tvalid_0's l2: 2062.8\n",
"[20]\tvalid_0's poisson: -90.3955\tvalid_0's l2: 2051.22\n",
"[21]\tvalid_0's poisson: -90.5342\tvalid_0's l2: 2039.75\n",
"[22]\tvalid_0's poisson: -90.6715\tvalid_0's l2: 2028.36\n",
"[23]\tvalid_0's poisson: -90.8078\tvalid_0's l2: 2016.98\n",
"[24]\tvalid_0's poisson: -90.9408\tvalid_0's l2: 2005.83\n",
"[25]\tvalid_0's poisson: -91.0764\tvalid_0's l2: 1994.44\n",
"[26]\tvalid_0's poisson: -91.207\tvalid_0's l2: 1983.38\n",
"[27]\tvalid_0's poisson: -91.3393\tvalid_0's l2: 1972.16\n",
"[28]\tvalid_0's poisson: -91.4676\tvalid_0's l2: 1961.2\n",
"[29]\tvalid_0's poisson: -91.5966\tvalid_0's l2: 1950.14\n",
"[30]\tvalid_0's poisson: -91.7216\tvalid_0's l2: 1939.36\n",
"[31]\tvalid_0's poisson: -91.8476\tvalid_0's l2: 1928.47\n",
"[32]\tvalid_0's poisson: -91.9685\tvalid_0's l2: 1917.97\n",
"[33]\tvalid_0's poisson: -92.0918\tvalid_0's l2: 1907.23\n",
"[34]\tvalid_0's poisson: -92.2116\tvalid_0's l2: 1896.75\n",
"[35]\tvalid_0's poisson: -92.3318\tvalid_0's l2: 1886.18\n",
"[36]\tvalid_0's poisson: -92.4496\tvalid_0's l2: 1875.78\n",
"[37]\tvalid_0's poisson: -92.5668\tvalid_0's l2: 1865.41\n",
"[38]\tvalid_0's poisson: -92.6812\tvalid_0's l2: 1855.24\n",
"[39]\tvalid_0's poisson: -92.7944\tvalid_0's l2: 1845.15\n",
"[40]\tvalid_0's poisson: -92.9082\tvalid_0's l2: 1834.96\n",
"[41]\tvalid_0's poisson: -93.0209\tvalid_0's l2: 1824.84\n",
"[42]\tvalid_0's poisson: -93.1298\tvalid_0's l2: 1815.05\n",
"[43]\tvalid_0's poisson: -93.2398\tvalid_0's l2: 1805.1\n",
"[44]\tvalid_0's poisson: -93.3474\tvalid_0's l2: 1795.35\n",
"[45]\tvalid_0's poisson: -93.455\tvalid_0's l2: 1785.56\n",
"[46]\tvalid_0's poisson: -93.5597\tvalid_0's l2: 1776.01\n",
"[47]\tvalid_0's poisson: -93.6653\tvalid_0's l2: 1766.34\n",
"[48]\tvalid_0's poisson: -93.7674\tvalid_0's l2: 1756.99\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -93.8697\tvalid_0's l2: 1747.6\n",
"[50]\tvalid_0's poisson: -93.9721\tvalid_0's l2: 1738.14\n",
"[51]\tvalid_0's poisson: -94.073\tvalid_0's l2: 1728.8\n",
"[52]\tvalid_0's poisson: -94.1729\tvalid_0's l2: 1719.52\n",
"[53]\tvalid_0's poisson: -94.272\tvalid_0's l2: 1710.29\n",
"[54]\tvalid_0's poisson: -94.3693\tvalid_0's l2: 1701.23\n",
"[55]\tvalid_0's poisson: -94.4657\tvalid_0's l2: 1692.21\n",
"[56]\tvalid_0's poisson: -94.5613\tvalid_0's l2: 1683.25\n",
"[57]\tvalid_0's poisson: -94.6561\tvalid_0's l2: 1674.35\n",
"[58]\tvalid_0's poisson: -94.7487\tvalid_0's l2: 1665.66\n",
"[59]\tvalid_0's poisson: -94.8412\tvalid_0's l2: 1656.95\n",
"[60]\tvalid_0's poisson: -94.9332\tvalid_0's l2: 1648.24\n",
"[61]\tvalid_0's poisson: -95.0244\tvalid_0's l2: 1639.6\n",
"[62]\tvalid_0's poisson: -95.1147\tvalid_0's l2: 1631.02\n",
"[63]\tvalid_0's poisson: -95.203\tvalid_0's l2: 1622.65\n",
"[64]\tvalid_0's poisson: -95.2914\tvalid_0's l2: 1614.24\n",
"[65]\tvalid_0's poisson: -95.3793\tvalid_0's l2: 1605.82\n",
"[66]\tvalid_0's poisson: -95.4663\tvalid_0's l2: 1597.49\n",
"[67]\tvalid_0's poisson: -95.552\tvalid_0's l2: 1589.27\n",
"[68]\tvalid_0's poisson: -95.6376\tvalid_0's l2: 1581.03\n",
"[69]\tvalid_0's poisson: -95.7216\tvalid_0's l2: 1572.95\n",
"[70]\tvalid_0's poisson: -95.8052\tvalid_0's l2: 1564.9\n",
"[71]\tvalid_0's poisson: -95.8878\tvalid_0's l2: 1556.92\n",
"[72]\tvalid_0's poisson: -95.9692\tvalid_0's l2: 1549.09\n",
"[73]\tvalid_0's poisson: -96.0507\tvalid_0's l2: 1541.18\n",
"[74]\tvalid_0's poisson: -96.131\tvalid_0's l2: 1533.39\n",
"[75]\tvalid_0's poisson: -96.2115\tvalid_0's l2: 1525.58\n",
"[76]\tvalid_0's poisson: -96.2907\tvalid_0's l2: 1517.88\n",
"[77]\tvalid_0's poisson: -96.369\tvalid_0's l2: 1510.26\n",
"[78]\tvalid_0's poisson: -96.446\tvalid_0's l2: 1502.78\n",
"[79]\tvalid_0's poisson: -96.5229\tvalid_0's l2: 1495.28\n",
"[80]\tvalid_0's poisson: -96.6\tvalid_0's l2: 1487.71\n",
"[81]\tvalid_0's poisson: -96.676\tvalid_0's l2: 1480.28\n",
"[82]\tvalid_0's poisson: -96.7515\tvalid_0's l2: 1472.88\n",
"[83]\tvalid_0's poisson: -96.8258\tvalid_0's l2: 1465.6\n",
"[84]\tvalid_0's poisson: -96.8996\tvalid_0's l2: 1458.32\n",
"[85]\tvalid_0's poisson: -96.9723\tvalid_0's l2: 1451.21\n",
"[86]\tvalid_0's poisson: -97.0452\tvalid_0's l2: 1444.01\n",
"[87]\tvalid_0's poisson: -97.1175\tvalid_0's l2: 1436.9\n",
"[88]\tvalid_0's poisson: -97.1897\tvalid_0's l2: 1429.82\n",
"[89]\tvalid_0's poisson: -97.261\tvalid_0's l2: 1422.74\n",
"[90]\tvalid_0's poisson: -97.3316\tvalid_0's l2: 1415.72\n",
"[91]\tvalid_0's poisson: -97.4013\tvalid_0's l2: 1408.83\n",
"[92]\tvalid_0's poisson: -97.4696\tvalid_0's l2: 1402.08\n",
"[93]\tvalid_0's poisson: -97.5389\tvalid_0's l2: 1395.26\n",
"[94]\tvalid_0's poisson: -97.6074\tvalid_0's l2: 1388.44\n",
"[95]\tvalid_0's poisson: -97.6756\tvalid_0's l2: 1381.61\n",
"[96]\tvalid_0's poisson: -97.7429\tvalid_0's l2: 1374.94\n",
"[97]\tvalid_0's poisson: -97.8097\tvalid_0's l2: 1368.26\n",
"[98]\tvalid_0's poisson: -97.8761\tvalid_0's l2: 1361.68\n",
"[99]\tvalid_0's poisson: -97.9419\tvalid_0's l2: 1355.08\n",
"[100]\tvalid_0's poisson: -98.006\tvalid_0's l2: 1348.72\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3632\tvalid_0's l2: 2286.65\n",
"[2]\tvalid_0's poisson: -87.5474\tvalid_0's l2: 2273.25\n",
"[3]\tvalid_0's poisson: -87.7286\tvalid_0's l2: 2259.96\n",
"[4]\tvalid_0's poisson: -87.9069\tvalid_0's l2: 2246.78\n",
"[5]\tvalid_0's poisson: -88.0825\tvalid_0's l2: 2233.69\n",
"[6]\tvalid_0's poisson: -88.2537\tvalid_0's l2: 2220.85\n",
"[7]\tvalid_0's poisson: -88.4246\tvalid_0's l2: 2207.92\n",
"[8]\tvalid_0's poisson: -88.5909\tvalid_0's l2: 2195.27\n",
"[9]\tvalid_0's poisson: -88.7565\tvalid_0's l2: 2182.57\n",
"[10]\tvalid_0's poisson: -88.918\tvalid_0's l2: 2170.1\n",
"[11]\tvalid_0's poisson: -89.0794\tvalid_0's l2: 2157.55\n",
"[12]\tvalid_0's poisson: -89.2366\tvalid_0's l2: 2145.27\n",
"[13]\tvalid_0's poisson: -89.3937\tvalid_0's l2: 2132.89\n",
"[14]\tvalid_0's poisson: -89.5481\tvalid_0's l2: 2120.65\n",
"[15]\tvalid_0's poisson: -89.6988\tvalid_0's l2: 2108.65\n",
"[16]\tvalid_0's poisson: -89.8475\tvalid_0's l2: 2096.74\n",
"[17]\tvalid_0's poisson: -89.9959\tvalid_0's l2: 2084.78\n",
"[18]\tvalid_0's poisson: -90.1426\tvalid_0's l2: 2072.87\n",
"[19]\tvalid_0's poisson: -90.2872\tvalid_0's l2: 2061.08\n",
"[20]\tvalid_0's poisson: -90.4298\tvalid_0's l2: 2049.38\n",
"[21]\tvalid_0's poisson: -90.5692\tvalid_0's l2: 2037.9\n",
"[22]\tvalid_0's poisson: -90.7089\tvalid_0's l2: 2026.33\n",
"[23]\tvalid_0's poisson: -90.8463\tvalid_0's l2: 2014.88\n",
"[24]\tvalid_0's poisson: -90.9825\tvalid_0's l2: 2003.47\n",
"[25]\tvalid_0's poisson: -91.1167\tvalid_0's l2: 1992.19\n",
"[26]\tvalid_0's poisson: -91.2491\tvalid_0's l2: 1981.01\n",
"[27]\tvalid_0's poisson: -91.3787\tvalid_0's l2: 1970.02\n",
"[28]\tvalid_0's poisson: -91.5079\tvalid_0's l2: 1958.99\n",
"[29]\tvalid_0's poisson: -91.6357\tvalid_0's l2: 1948.04\n",
"[30]\tvalid_0's poisson: -91.7621\tvalid_0's l2: 1937.16\n",
"[31]\tvalid_0's poisson: -91.8872\tvalid_0's l2: 1926.36\n",
"[32]\tvalid_0's poisson: -92.0105\tvalid_0's l2: 1915.66\n",
"[33]\tvalid_0's poisson: -92.1312\tvalid_0's l2: 1905.16\n",
"[34]\tvalid_0's poisson: -92.2519\tvalid_0's l2: 1894.6\n",
"[35]\tvalid_0's poisson: -92.3715\tvalid_0's l2: 1884.08\n",
"[36]\tvalid_0's poisson: -92.4895\tvalid_0's l2: 1873.68\n",
"[37]\tvalid_0's poisson: -92.6059\tvalid_0's l2: 1863.37\n",
"[38]\tvalid_0's poisson: -92.7215\tvalid_0's l2: 1853.11\n",
"[39]\tvalid_0's poisson: -92.8349\tvalid_0's l2: 1843\n",
"[40]\tvalid_0's poisson: -92.9479\tvalid_0's l2: 1832.89\n",
"[41]\tvalid_0's poisson: -93.0599\tvalid_0's l2: 1822.82\n",
"[42]\tvalid_0's poisson: -93.1706\tvalid_0's l2: 1812.83\n",
"[43]\tvalid_0's poisson: -93.28\tvalid_0's l2: 1802.95\n",
"[44]\tvalid_0's poisson: -93.3884\tvalid_0's l2: 1793.11\n",
"[45]\tvalid_0's poisson: -93.4956\tvalid_0's l2: 1783.33\n",
"[46]\tvalid_0's poisson: -93.6012\tvalid_0's l2: 1773.68\n",
"[47]\tvalid_0's poisson: -93.7058\tvalid_0's l2: 1764.08\n",
"[48]\tvalid_0's poisson: -93.8097\tvalid_0's l2: 1754.56\n",
"[49]\tvalid_0's poisson: -93.9119\tvalid_0's l2: 1745.14\n",
"[50]\tvalid_0's poisson: -94.0133\tvalid_0's l2: 1735.74\n",
"[51]\tvalid_0's poisson: -94.1135\tvalid_0's l2: 1726.45\n",
"[52]\tvalid_0's poisson: -94.2132\tvalid_0's l2: 1717.2\n",
"[53]\tvalid_0's poisson: -94.3115\tvalid_0's l2: 1708.03\n",
"[54]\tvalid_0's poisson: -94.4084\tvalid_0's l2: 1698.96\n",
"[55]\tvalid_0's poisson: -94.5047\tvalid_0's l2: 1689.92\n",
"[56]\tvalid_0's poisson: -94.6009\tvalid_0's l2: 1680.93\n",
"[57]\tvalid_0's poisson: -94.6949\tvalid_0's l2: 1672.06\n",
"[58]\tvalid_0's poisson: -94.7883\tvalid_0's l2: 1663.23\n",
"[59]\tvalid_0's poisson: -94.8806\tvalid_0's l2: 1654.51\n",
"[60]\tvalid_0's poisson: -94.973\tvalid_0's l2: 1645.77\n",
"[61]\tvalid_0's poisson: -95.0635\tvalid_0's l2: 1637.16\n",
"[62]\tvalid_0's poisson: -95.1533\tvalid_0's l2: 1628.58\n",
"[63]\tvalid_0's poisson: -95.242\tvalid_0's l2: 1620.08\n",
"[64]\tvalid_0's poisson: -95.3287\tvalid_0's l2: 1611.78\n",
"[65]\tvalid_0's poisson: -95.4167\tvalid_0's l2: 1603.38\n",
"[66]\tvalid_0's poisson: -95.5016\tvalid_0's l2: 1595.24\n",
"[67]\tvalid_0's poisson: -95.5859\tvalid_0's l2: 1587.13\n",
"[68]\tvalid_0's poisson: -95.6692\tvalid_0's l2: 1579.09\n",
"[69]\tvalid_0's poisson: -95.7543\tvalid_0's l2: 1570.92\n",
"[70]\tvalid_0's poisson: -95.836\tvalid_0's l2: 1563.02\n",
"[71]\tvalid_0's poisson: -95.917\tvalid_0's l2: 1555.18\n",
"[72]\tvalid_0's poisson: -95.9972\tvalid_0's l2: 1547.4\n",
"[73]\tvalid_0's poisson: -96.0793\tvalid_0's l2: 1539.46\n",
"[74]\tvalid_0's poisson: -96.1581\tvalid_0's l2: 1531.78\n",
"[75]\tvalid_0's poisson: -96.2361\tvalid_0's l2: 1524.18\n",
"[76]\tvalid_0's poisson: -96.3136\tvalid_0's l2: 1516.62\n",
"[77]\tvalid_0's poisson: -96.3901\tvalid_0's l2: 1509.14\n",
"[78]\tvalid_0's poisson: -96.4691\tvalid_0's l2: 1501.46\n",
"[79]\tvalid_0's poisson: -96.545\tvalid_0's l2: 1494.03\n",
"[80]\tvalid_0's poisson: -96.6194\tvalid_0's l2: 1486.71\n",
"[81]\tvalid_0's poisson: -96.6966\tvalid_0's l2: 1479.19\n",
"[82]\tvalid_0's poisson: -96.7711\tvalid_0's l2: 1471.85\n",
"[83]\tvalid_0's poisson: -96.8452\tvalid_0's l2: 1464.55\n",
"[84]\tvalid_0's poisson: -96.9205\tvalid_0's l2: 1457.19\n",
"[85]\tvalid_0's poisson: -96.9923\tvalid_0's l2: 1450.11\n",
"[86]\tvalid_0's poisson: -97.0644\tvalid_0's l2: 1442.98\n",
"[87]\tvalid_0's poisson: -97.1379\tvalid_0's l2: 1435.77\n",
"[88]\tvalid_0's poisson: -97.2087\tvalid_0's l2: 1428.75\n",
"[89]\tvalid_0's poisson: -97.279\tvalid_0's l2: 1421.78\n",
"[90]\tvalid_0's poisson: -97.3507\tvalid_0's l2: 1414.72\n",
"[91]\tvalid_0's poisson: -97.4187\tvalid_0's l2: 1408.04\n",
"[92]\tvalid_0's poisson: -97.4874\tvalid_0's l2: 1401.18\n",
"[93]\tvalid_0's poisson: -97.5573\tvalid_0's l2: 1394.28\n",
"[94]\tvalid_0's poisson: -97.6242\tvalid_0's l2: 1387.69\n",
"[95]\tvalid_0's poisson: -97.6911\tvalid_0's l2: 1381\n",
"[96]\tvalid_0's poisson: -97.7588\tvalid_0's l2: 1374.3\n",
"[97]\tvalid_0's poisson: -97.8239\tvalid_0's l2: 1367.87\n",
"[98]\tvalid_0's poisson: -97.8897\tvalid_0's l2: 1361.28\n",
"[99]\tvalid_0's poisson: -97.9542\tvalid_0's l2: 1354.79\n",
"[100]\tvalid_0's poisson: -98.0205\tvalid_0's l2: 1348.22\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.348\tvalid_0's l2: 2287.65\n",
"[2]\tvalid_0's poisson: -87.5295\tvalid_0's l2: 2274.35\n",
"[3]\tvalid_0's poisson: -87.708\tvalid_0's l2: 2261.17\n",
"[4]\tvalid_0's poisson: -87.8839\tvalid_0's l2: 2248.08\n",
"[5]\tvalid_0's poisson: -88.057\tvalid_0's l2: 2235.1\n",
"[6]\tvalid_0's poisson: -88.2275\tvalid_0's l2: 2222.22\n",
"[7]\tvalid_0's poisson: -88.3954\tvalid_0's l2: 2209.44\n",
"[8]\tvalid_0's poisson: -88.5608\tvalid_0's l2: 2196.76\n",
"[9]\tvalid_0's poisson: -88.724\tvalid_0's l2: 2184.17\n",
"[10]\tvalid_0's poisson: -88.8846\tvalid_0's l2: 2171.69\n",
"[11]\tvalid_0's poisson: -89.043\tvalid_0's l2: 2159.29\n",
"[12]\tvalid_0's poisson: -89.1991\tvalid_0's l2: 2147.01\n",
"[13]\tvalid_0's poisson: -89.3531\tvalid_0's l2: 2134.81\n",
"[14]\tvalid_0's poisson: -89.505\tvalid_0's l2: 2122.71\n",
"[15]\tvalid_0's poisson: -89.6544\tvalid_0's l2: 2110.75\n",
"[16]\tvalid_0's poisson: -89.8017\tvalid_0's l2: 2098.87\n",
"[17]\tvalid_0's poisson: -89.947\tvalid_0's l2: 2087.1\n",
"[18]\tvalid_0's poisson: -90.0907\tvalid_0's l2: 2075.41\n",
"[19]\tvalid_0's poisson: -90.2323\tvalid_0's l2: 2063.81\n",
"[20]\tvalid_0's poisson: -90.3722\tvalid_0's l2: 2052.3\n",
"[21]\tvalid_0's poisson: -90.5101\tvalid_0's l2: 2040.88\n",
"[22]\tvalid_0's poisson: -90.6462\tvalid_0's l2: 2029.56\n",
"[23]\tvalid_0's poisson: -90.7808\tvalid_0's l2: 2018.32\n",
"[24]\tvalid_0's poisson: -90.9138\tvalid_0's l2: 2007.16\n",
"[25]\tvalid_0's poisson: -91.0449\tvalid_0's l2: 1996.1\n",
"[26]\tvalid_0's poisson: -91.1747\tvalid_0's l2: 1985.11\n",
"[27]\tvalid_0's poisson: -91.3038\tvalid_0's l2: 1974.14\n",
"[28]\tvalid_0's poisson: -91.4303\tvalid_0's l2: 1963.33\n",
"[29]\tvalid_0's poisson: -91.5554\tvalid_0's l2: 1952.6\n",
"[30]\tvalid_0's poisson: -91.6784\tvalid_0's l2: 1941.99\n",
"[31]\tvalid_0's poisson: -91.8007\tvalid_0's l2: 1931.42\n",
"[32]\tvalid_0's poisson: -91.9215\tvalid_0's l2: 1920.94\n",
"[33]\tvalid_0's poisson: -92.0419\tvalid_0's l2: 1910.46\n",
"[34]\tvalid_0's poisson: -92.1596\tvalid_0's l2: 1900.16\n",
"[35]\tvalid_0's poisson: -92.2757\tvalid_0's l2: 1889.96\n",
"[36]\tvalid_0's poisson: -92.3911\tvalid_0's l2: 1879.8\n",
"[37]\tvalid_0's poisson: -92.5052\tvalid_0's l2: 1869.71\n",
"[38]\tvalid_0's poisson: -92.6183\tvalid_0's l2: 1859.68\n",
"[39]\tvalid_0's poisson: -92.7313\tvalid_0's l2: 1849.64\n",
"[40]\tvalid_0's poisson: -92.8428\tvalid_0's l2: 1839.7\n",
"[41]\tvalid_0's poisson: -92.9526\tvalid_0's l2: 1829.86\n",
"[42]\tvalid_0's poisson: -93.0612\tvalid_0's l2: 1820.1\n",
"[43]\tvalid_0's poisson: -93.1683\tvalid_0's l2: 1810.45\n",
"[44]\tvalid_0's poisson: -93.2738\tvalid_0's l2: 1800.91\n",
"[45]\tvalid_0's poisson: -93.3791\tvalid_0's l2: 1791.37\n",
"[46]\tvalid_0's poisson: -93.4845\tvalid_0's l2: 1781.81\n",
"[47]\tvalid_0's poisson: -93.5877\tvalid_0's l2: 1772.41\n",
"[48]\tvalid_0's poisson: -93.6902\tvalid_0's l2: 1763.02\n",
"[49]\tvalid_0's poisson: -93.7915\tvalid_0's l2: 1753.75\n",
"[50]\tvalid_0's poisson: -93.8918\tvalid_0's l2: 1744.51\n",
"[51]\tvalid_0's poisson: -93.9911\tvalid_0's l2: 1735.38\n",
"[52]\tvalid_0's poisson: -94.09\tvalid_0's l2: 1726.24\n",
"[53]\tvalid_0's poisson: -94.1878\tvalid_0's l2: 1717.2\n",
"[54]\tvalid_0's poisson: -94.2845\tvalid_0's l2: 1708.24\n",
"[55]\tvalid_0's poisson: -94.3824\tvalid_0's l2: 1699.16\n",
"[56]\tvalid_0's poisson: -94.479\tvalid_0's l2: 1690.16\n",
"[57]\tvalid_0's poisson: -94.5725\tvalid_0's l2: 1681.4\n",
"[58]\tvalid_0's poisson: -94.6675\tvalid_0's l2: 1672.52\n",
"[59]\tvalid_0's poisson: -94.7612\tvalid_0's l2: 1663.73\n",
"[60]\tvalid_0's poisson: -94.8539\tvalid_0's l2: 1655.01\n",
"[61]\tvalid_0's poisson: -94.9457\tvalid_0's l2: 1646.36\n",
"[62]\tvalid_0's poisson: -95.0358\tvalid_0's l2: 1637.85\n",
"[63]\tvalid_0's poisson: -95.1257\tvalid_0's l2: 1629.35\n",
"[64]\tvalid_0's poisson: -95.2148\tvalid_0's l2: 1620.89\n",
"[65]\tvalid_0's poisson: -95.3029\tvalid_0's l2: 1612.5\n",
"[66]\tvalid_0's poisson: -95.3898\tvalid_0's l2: 1604.24\n",
"[67]\tvalid_0's poisson: -95.4763\tvalid_0's l2: 1595.98\n",
"[68]\tvalid_0's poisson: -95.5619\tvalid_0's l2: 1587.77\n",
"[69]\tvalid_0's poisson: -95.6468\tvalid_0's l2: 1579.64\n",
"[70]\tvalid_0's poisson: -95.7302\tvalid_0's l2: 1571.65\n",
"[71]\tvalid_0's poisson: -95.8134\tvalid_0's l2: 1563.63\n",
"[72]\tvalid_0's poisson: -95.8965\tvalid_0's l2: 1555.63\n",
"[73]\tvalid_0's poisson: -95.9793\tvalid_0's l2: 1547.63\n",
"[74]\tvalid_0's poisson: -96.0602\tvalid_0's l2: 1539.83\n",
"[75]\tvalid_0's poisson: -96.1418\tvalid_0's l2: 1531.91\n",
"[76]\tvalid_0's poisson: -96.2223\tvalid_0's l2: 1524.1\n",
"[77]\tvalid_0's poisson: -96.3017\tvalid_0's l2: 1516.38\n",
"[78]\tvalid_0's poisson: -96.3797\tvalid_0's l2: 1508.81\n",
"[79]\tvalid_0's poisson: -96.4581\tvalid_0's l2: 1501.16\n",
"[80]\tvalid_0's poisson: -96.5354\tvalid_0's l2: 1493.58\n",
"[81]\tvalid_0's poisson: -96.612\tvalid_0's l2: 1486.06\n",
"[82]\tvalid_0's poisson: -96.688\tvalid_0's l2: 1478.6\n",
"[83]\tvalid_0's poisson: -96.7628\tvalid_0's l2: 1471.3\n",
"[84]\tvalid_0's poisson: -96.8369\tvalid_0's l2: 1464\n",
"[85]\tvalid_0's poisson: -96.9108\tvalid_0's l2: 1456.74\n",
"[86]\tvalid_0's poisson: -96.9837\tvalid_0's l2: 1449.52\n",
"[87]\tvalid_0's poisson: -97.0562\tvalid_0's l2: 1442.42\n",
"[88]\tvalid_0's poisson: -97.1281\tvalid_0's l2: 1435.3\n",
"[89]\tvalid_0's poisson: -97.1996\tvalid_0's l2: 1428.21\n",
"[90]\tvalid_0's poisson: -97.2699\tvalid_0's l2: 1421.22\n",
"[91]\tvalid_0's poisson: -97.3398\tvalid_0's l2: 1414.36\n",
"[92]\tvalid_0's poisson: -97.4093\tvalid_0's l2: 1407.45\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -97.4778\tvalid_0's l2: 1400.61\n",
"[94]\tvalid_0's poisson: -97.5458\tvalid_0's l2: 1393.86\n",
"[95]\tvalid_0's poisson: -97.6125\tvalid_0's l2: 1387.17\n",
"[96]\tvalid_0's poisson: -97.6801\tvalid_0's l2: 1380.52\n",
"[97]\tvalid_0's poisson: -97.7471\tvalid_0's l2: 1373.82\n",
"[98]\tvalid_0's poisson: -97.8127\tvalid_0's l2: 1367.23\n",
"[99]\tvalid_0's poisson: -97.8777\tvalid_0's l2: 1360.69\n",
"[100]\tvalid_0's poisson: -97.9439\tvalid_0's l2: 1354.11\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8592\tvalid_0's l2: 2250.28\n",
"[2]\tvalid_0's poisson: -88.5049\tvalid_0's l2: 2201.79\n",
"[3]\tvalid_0's poisson: -89.1148\tvalid_0's l2: 2154.8\n",
"[4]\tvalid_0's poisson: -89.6999\tvalid_0's l2: 2108.62\n",
"[5]\tvalid_0's poisson: -90.2552\tvalid_0's l2: 2063.85\n",
"[6]\tvalid_0's poisson: -90.7787\tvalid_0's l2: 2020.9\n",
"[7]\tvalid_0's poisson: -91.2813\tvalid_0's l2: 1978.83\n",
"[8]\tvalid_0's poisson: -91.7688\tvalid_0's l2: 1937.46\n",
"[9]\tvalid_0's poisson: -92.2326\tvalid_0's l2: 1897.45\n",
"[10]\tvalid_0's poisson: -92.6717\tvalid_0's l2: 1859.01\n",
"[11]\tvalid_0's poisson: -93.0976\tvalid_0's l2: 1821.31\n",
"[12]\tvalid_0's poisson: -93.5112\tvalid_0's l2: 1784.26\n",
"[13]\tvalid_0's poisson: -93.9092\tvalid_0's l2: 1748.58\n",
"[14]\tvalid_0's poisson: -94.2889\tvalid_0's l2: 1714.21\n",
"[15]\tvalid_0's poisson: -94.6565\tvalid_0's l2: 1680.3\n",
"[16]\tvalid_0's poisson: -95.0048\tvalid_0's l2: 1648.11\n",
"[17]\tvalid_0's poisson: -95.3463\tvalid_0's l2: 1616.14\n",
"[18]\tvalid_0's poisson: -95.6697\tvalid_0's l2: 1585.81\n",
"[19]\tvalid_0's poisson: -95.9811\tvalid_0's l2: 1556.42\n",
"[20]\tvalid_0's poisson: -96.2815\tvalid_0's l2: 1527.68\n",
"[21]\tvalid_0's poisson: -96.5794\tvalid_0's l2: 1499.18\n",
"[22]\tvalid_0's poisson: -96.8632\tvalid_0's l2: 1471.69\n",
"[23]\tvalid_0's poisson: -97.1379\tvalid_0's l2: 1444.94\n",
"[24]\tvalid_0's poisson: -97.4032\tvalid_0's l2: 1419.05\n",
"[25]\tvalid_0's poisson: -97.6664\tvalid_0's l2: 1393.57\n",
"[26]\tvalid_0's poisson: -97.9161\tvalid_0's l2: 1369.27\n",
"[27]\tvalid_0's poisson: -98.1601\tvalid_0's l2: 1345.33\n",
"[28]\tvalid_0's poisson: -98.3918\tvalid_0's l2: 1322.93\n",
"[29]\tvalid_0's poisson: -98.6171\tvalid_0's l2: 1301.19\n",
"[30]\tvalid_0's poisson: -98.8403\tvalid_0's l2: 1279.13\n",
"[31]\tvalid_0's poisson: -99.0613\tvalid_0's l2: 1257.45\n",
"[32]\tvalid_0's poisson: -99.2664\tvalid_0's l2: 1237.5\n",
"[33]\tvalid_0's poisson: -99.4661\tvalid_0's l2: 1218.09\n",
"[34]\tvalid_0's poisson: -99.6648\tvalid_0's l2: 1198.41\n",
"[35]\tvalid_0's poisson: -99.8526\tvalid_0's l2: 1180.13\n",
"[36]\tvalid_0's poisson: -100.045\tvalid_0's l2: 1161.29\n",
"[37]\tvalid_0's poisson: -100.226\tvalid_0's l2: 1143.78\n",
"[38]\tvalid_0's poisson: -100.401\tvalid_0's l2: 1126.75\n",
"[39]\tvalid_0's poisson: -100.582\tvalid_0's l2: 1109.18\n",
"[40]\tvalid_0's poisson: -100.75\tvalid_0's l2: 1092.59\n",
"[41]\tvalid_0's poisson: -100.914\tvalid_0's l2: 1076.87\n",
"[42]\tvalid_0's poisson: -101.073\tvalid_0's l2: 1061.57\n",
"[43]\tvalid_0's poisson: -101.228\tvalid_0's l2: 1046.65\n",
"[44]\tvalid_0's poisson: -101.381\tvalid_0's l2: 1031.84\n",
"[45]\tvalid_0's poisson: -101.528\tvalid_0's l2: 1017.68\n",
"[46]\tvalid_0's poisson: -101.671\tvalid_0's l2: 1004.11\n",
"[47]\tvalid_0's poisson: -101.814\tvalid_0's l2: 989.951\n",
"[48]\tvalid_0's poisson: -101.951\tvalid_0's l2: 976.885\n",
"[49]\tvalid_0's poisson: -102.084\tvalid_0's l2: 964.329\n",
"[50]\tvalid_0's poisson: -102.216\tvalid_0's l2: 951.896\n",
"[51]\tvalid_0's poisson: -102.345\tvalid_0's l2: 939.414\n",
"[52]\tvalid_0's poisson: -102.473\tvalid_0's l2: 927.114\n",
"[53]\tvalid_0's poisson: -102.595\tvalid_0's l2: 915.533\n",
"[54]\tvalid_0's poisson: -102.714\tvalid_0's l2: 904.099\n",
"[55]\tvalid_0's poisson: -102.832\tvalid_0's l2: 892.776\n",
"[56]\tvalid_0's poisson: -102.948\tvalid_0's l2: 881.768\n",
"[57]\tvalid_0's poisson: -103.062\tvalid_0's l2: 871.023\n",
"[58]\tvalid_0's poisson: -103.172\tvalid_0's l2: 860.915\n",
"[59]\tvalid_0's poisson: -103.28\tvalid_0's l2: 850.777\n",
"[60]\tvalid_0's poisson: -103.385\tvalid_0's l2: 841.062\n",
"[61]\tvalid_0's poisson: -103.488\tvalid_0's l2: 831.439\n",
"[62]\tvalid_0's poisson: -103.588\tvalid_0's l2: 822.063\n",
"[63]\tvalid_0's poisson: -103.686\tvalid_0's l2: 812.932\n",
"[64]\tvalid_0's poisson: -103.782\tvalid_0's l2: 804.01\n",
"[65]\tvalid_0's poisson: -103.875\tvalid_0's l2: 795.565\n",
"[66]\tvalid_0's poisson: -103.968\tvalid_0's l2: 787.084\n",
"[67]\tvalid_0's poisson: -104.055\tvalid_0's l2: 779.309\n",
"[68]\tvalid_0's poisson: -104.146\tvalid_0's l2: 771.2\n",
"[69]\tvalid_0's poisson: -104.237\tvalid_0's l2: 763.145\n",
"[70]\tvalid_0's poisson: -104.329\tvalid_0's l2: 754.781\n",
"[71]\tvalid_0's poisson: -104.41\tvalid_0's l2: 747.429\n",
"[72]\tvalid_0's poisson: -104.498\tvalid_0's l2: 739.563\n",
"[73]\tvalid_0's poisson: -104.575\tvalid_0's l2: 732.609\n",
"[74]\tvalid_0's poisson: -104.66\tvalid_0's l2: 725.079\n",
"[75]\tvalid_0's poisson: -104.734\tvalid_0's l2: 718.581\n",
"[76]\tvalid_0's poisson: -104.812\tvalid_0's l2: 711.651\n",
"[77]\tvalid_0's poisson: -104.886\tvalid_0's l2: 705.124\n",
"[78]\tvalid_0's poisson: -104.963\tvalid_0's l2: 698.394\n",
"[79]\tvalid_0's poisson: -105.039\tvalid_0's l2: 691.789\n",
"[80]\tvalid_0's poisson: -105.108\tvalid_0's l2: 685.84\n",
"[81]\tvalid_0's poisson: -105.178\tvalid_0's l2: 679.791\n",
"[82]\tvalid_0's poisson: -105.243\tvalid_0's l2: 674.114\n",
"[83]\tvalid_0's poisson: -105.312\tvalid_0's l2: 668.251\n",
"[84]\tvalid_0's poisson: -105.377\tvalid_0's l2: 662.342\n",
"[85]\tvalid_0's poisson: -105.444\tvalid_0's l2: 656.384\n",
"[86]\tvalid_0's poisson: -105.509\tvalid_0's l2: 650.882\n",
"[87]\tvalid_0's poisson: -105.57\tvalid_0's l2: 645.371\n",
"[88]\tvalid_0's poisson: -105.634\tvalid_0's l2: 640.229\n",
"[89]\tvalid_0's poisson: -105.697\tvalid_0's l2: 635.216\n",
"[90]\tvalid_0's poisson: -105.758\tvalid_0's l2: 629.875\n",
"[91]\tvalid_0's poisson: -105.818\tvalid_0's l2: 625.079\n",
"[92]\tvalid_0's poisson: -105.876\tvalid_0's l2: 620.458\n",
"[93]\tvalid_0's poisson: -105.928\tvalid_0's l2: 615.667\n",
"[94]\tvalid_0's poisson: -105.984\tvalid_0's l2: 610.774\n",
"[95]\tvalid_0's poisson: -106.039\tvalid_0's l2: 606.497\n",
"[96]\tvalid_0's poisson: -106.088\tvalid_0's l2: 601.977\n",
"[97]\tvalid_0's poisson: -106.14\tvalid_0's l2: 597.834\n",
"[98]\tvalid_0's poisson: -106.19\tvalid_0's l2: 593.532\n",
"[99]\tvalid_0's poisson: -106.235\tvalid_0's l2: 589.816\n",
"[100]\tvalid_0's poisson: -106.285\tvalid_0's l2: 585.854\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.866\tvalid_0's l2: 2249.73\n",
"[2]\tvalid_0's poisson: -88.5213\tvalid_0's l2: 2200.38\n",
"[3]\tvalid_0's poisson: -89.136\tvalid_0's l2: 2152.78\n",
"[4]\tvalid_0's poisson: -89.7251\tvalid_0's l2: 2106.04\n",
"[5]\tvalid_0's poisson: -90.2976\tvalid_0's l2: 2059.88\n",
"[6]\tvalid_0's poisson: -90.8247\tvalid_0's l2: 2016.3\n",
"[7]\tvalid_0's poisson: -91.3214\tvalid_0's l2: 1974.52\n",
"[8]\tvalid_0's poisson: -91.8035\tvalid_0's l2: 1933.15\n",
"[9]\tvalid_0's poisson: -92.2796\tvalid_0's l2: 1891.99\n",
"[10]\tvalid_0's poisson: -92.717\tvalid_0's l2: 1853.4\n",
"[11]\tvalid_0's poisson: -93.1371\tvalid_0's l2: 1815.88\n",
"[12]\tvalid_0's poisson: -93.538\tvalid_0's l2: 1779.64\n",
"[13]\tvalid_0's poisson: -93.9426\tvalid_0's l2: 1742.98\n",
"[14]\tvalid_0's poisson: -94.3124\tvalid_0's l2: 1708.91\n",
"[15]\tvalid_0's poisson: -94.6677\tvalid_0's l2: 1675.86\n",
"[16]\tvalid_0's poisson: -95.0144\tvalid_0's l2: 1643.22\n",
"[17]\tvalid_0's poisson: -95.3637\tvalid_0's l2: 1610.53\n",
"[18]\tvalid_0's poisson: -95.6836\tvalid_0's l2: 1580.07\n",
"[19]\tvalid_0's poisson: -95.9892\tvalid_0's l2: 1550.99\n",
"[20]\tvalid_0's poisson: -96.3035\tvalid_0's l2: 1521.04\n",
"[21]\tvalid_0's poisson: -96.5913\tvalid_0's l2: 1493.34\n",
"[22]\tvalid_0's poisson: -96.8706\tvalid_0's l2: 1466.11\n",
"[23]\tvalid_0's poisson: -97.1408\tvalid_0's l2: 1440.07\n",
"[24]\tvalid_0's poisson: -97.4177\tvalid_0's l2: 1413.32\n",
"[25]\tvalid_0's poisson: -97.6684\tvalid_0's l2: 1388.91\n",
"[26]\tvalid_0's poisson: -97.9132\tvalid_0's l2: 1364.75\n",
"[27]\tvalid_0's poisson: -98.1653\tvalid_0's l2: 1340.24\n",
"[28]\tvalid_0's poisson: -98.3977\tvalid_0's l2: 1317.63\n",
"[29]\tvalid_0's poisson: -98.6243\tvalid_0's l2: 1295.19\n",
"[30]\tvalid_0's poisson: -98.8472\tvalid_0's l2: 1273.09\n",
"[31]\tvalid_0's poisson: -99.0597\tvalid_0's l2: 1252.21\n",
"[32]\tvalid_0's poisson: -99.2675\tvalid_0's l2: 1231.86\n",
"[33]\tvalid_0's poisson: -99.4735\tvalid_0's l2: 1211.34\n",
"[34]\tvalid_0's poisson: -99.672\tvalid_0's l2: 1191.77\n",
"[35]\tvalid_0's poisson: -99.8642\tvalid_0's l2: 1172.69\n",
"[36]\tvalid_0's poisson: -100.052\tvalid_0's l2: 1154.11\n",
"[37]\tvalid_0's poisson: -100.232\tvalid_0's l2: 1136.56\n",
"[38]\tvalid_0's poisson: -100.41\tvalid_0's l2: 1118.92\n",
"[39]\tvalid_0's poisson: -100.583\tvalid_0's l2: 1102.12\n",
"[40]\tvalid_0's poisson: -100.762\tvalid_0's l2: 1084.9\n",
"[41]\tvalid_0's poisson: -100.927\tvalid_0's l2: 1068.63\n",
"[42]\tvalid_0's poisson: -101.086\tvalid_0's l2: 1053.26\n",
"[43]\tvalid_0's poisson: -101.244\tvalid_0's l2: 1037.63\n",
"[44]\tvalid_0's poisson: -101.398\tvalid_0's l2: 1022.45\n",
"[45]\tvalid_0's poisson: -101.545\tvalid_0's l2: 1007.96\n",
"[46]\tvalid_0's poisson: -101.691\tvalid_0's l2: 993.779\n",
"[47]\tvalid_0's poisson: -101.833\tvalid_0's l2: 979.917\n",
"[48]\tvalid_0's poisson: -101.973\tvalid_0's l2: 966.207\n",
"[49]\tvalid_0's poisson: -102.108\tvalid_0's l2: 953.267\n",
"[50]\tvalid_0's poisson: -102.239\tvalid_0's l2: 940.386\n",
"[51]\tvalid_0's poisson: -102.369\tvalid_0's l2: 927.909\n",
"[52]\tvalid_0's poisson: -102.494\tvalid_0's l2: 915.92\n",
"[53]\tvalid_0's poisson: -102.616\tvalid_0's l2: 904.372\n",
"[54]\tvalid_0's poisson: -102.736\tvalid_0's l2: 893.111\n",
"[55]\tvalid_0's poisson: -102.853\tvalid_0's l2: 882.052\n",
"[56]\tvalid_0's poisson: -102.967\tvalid_0's l2: 871.379\n",
"[57]\tvalid_0's poisson: -103.078\tvalid_0's l2: 860.812\n",
"[58]\tvalid_0's poisson: -103.189\tvalid_0's l2: 850.451\n",
"[59]\tvalid_0's poisson: -103.294\tvalid_0's l2: 840.728\n",
"[60]\tvalid_0's poisson: -103.405\tvalid_0's l2: 830.782\n",
"[61]\tvalid_0's poisson: -103.508\tvalid_0's l2: 821.245\n",
"[62]\tvalid_0's poisson: -103.606\tvalid_0's l2: 812.208\n",
"[63]\tvalid_0's poisson: -103.703\tvalid_0's l2: 803.507\n",
"[64]\tvalid_0's poisson: -103.803\tvalid_0's l2: 794.665\n",
"[65]\tvalid_0's poisson: -103.896\tvalid_0's l2: 786.281\n",
"[66]\tvalid_0's poisson: -103.992\tvalid_0's l2: 777.821\n",
"[67]\tvalid_0's poisson: -104.079\tvalid_0's l2: 769.945\n",
"[68]\tvalid_0's poisson: -104.171\tvalid_0's l2: 761.935\n",
"[69]\tvalid_0's poisson: -104.261\tvalid_0's l2: 754.158\n",
"[70]\tvalid_0's poisson: -104.348\tvalid_0's l2: 746.7\n",
"[71]\tvalid_0's poisson: -104.432\tvalid_0's l2: 739.454\n",
"[72]\tvalid_0's poisson: -104.518\tvalid_0's l2: 731.83\n",
"[73]\tvalid_0's poisson: -104.602\tvalid_0's l2: 724.447\n",
"[74]\tvalid_0's poisson: -104.687\tvalid_0's l2: 716.967\n",
"[75]\tvalid_0's poisson: -104.767\tvalid_0's l2: 709.998\n",
"[76]\tvalid_0's poisson: -104.838\tvalid_0's l2: 703.84\n",
"[77]\tvalid_0's poisson: -104.915\tvalid_0's l2: 697.213\n",
"[78]\tvalid_0's poisson: -104.99\tvalid_0's l2: 690.615\n",
"[79]\tvalid_0's poisson: -105.059\tvalid_0's l2: 684.64\n",
"[80]\tvalid_0's poisson: -105.13\tvalid_0's l2: 678.566\n",
"[81]\tvalid_0's poisson: -105.2\tvalid_0's l2: 672.7\n",
"[82]\tvalid_0's poisson: -105.265\tvalid_0's l2: 667.232\n",
"[83]\tvalid_0's poisson: -105.331\tvalid_0's l2: 661.649\n",
"[84]\tvalid_0's poisson: -105.392\tvalid_0's l2: 656.401\n",
"[85]\tvalid_0's poisson: -105.455\tvalid_0's l2: 651.145\n",
"[86]\tvalid_0's poisson: -105.517\tvalid_0's l2: 646.36\n",
"[87]\tvalid_0's poisson: -105.582\tvalid_0's l2: 640.819\n",
"[88]\tvalid_0's poisson: -105.64\tvalid_0's l2: 635.931\n",
"[89]\tvalid_0's poisson: -105.699\tvalid_0's l2: 631.135\n",
"[90]\tvalid_0's poisson: -105.754\tvalid_0's l2: 626.691\n",
"[91]\tvalid_0's poisson: -105.813\tvalid_0's l2: 621.664\n",
"[92]\tvalid_0's poisson: -105.867\tvalid_0's l2: 616.751\n",
"[93]\tvalid_0's poisson: -105.921\tvalid_0's l2: 612.598\n",
"[94]\tvalid_0's poisson: -105.972\tvalid_0's l2: 608.572\n",
"[95]\tvalid_0's poisson: -106.026\tvalid_0's l2: 604.061\n",
"[96]\tvalid_0's poisson: -106.078\tvalid_0's l2: 599.604\n",
"[97]\tvalid_0's poisson: -106.129\tvalid_0's l2: 595.258\n",
"[98]\tvalid_0's poisson: -106.182\tvalid_0's l2: 591.082\n",
"[99]\tvalid_0's poisson: -106.231\tvalid_0's l2: 587.059\n",
"[100]\tvalid_0's poisson: -106.277\tvalid_0's l2: 583.065\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8687\tvalid_0's l2: 2249.41\n",
"[2]\tvalid_0's poisson: -88.528\tvalid_0's l2: 2199.66\n",
"[3]\tvalid_0's poisson: -89.1537\tvalid_0's l2: 2151.21\n",
"[4]\tvalid_0's poisson: -89.7512\tvalid_0's l2: 2103.75\n",
"[5]\tvalid_0's poisson: -90.3113\tvalid_0's l2: 2058.28\n",
"[6]\tvalid_0's poisson: -90.8458\tvalid_0's l2: 2014.26\n",
"[7]\tvalid_0's poisson: -91.3538\tvalid_0's l2: 1971.6\n",
"[8]\tvalid_0's poisson: -91.8447\tvalid_0's l2: 1929.51\n",
"[9]\tvalid_0's poisson: -92.3072\tvalid_0's l2: 1889.4\n",
"[10]\tvalid_0's poisson: -92.7576\tvalid_0's l2: 1849.64\n",
"[11]\tvalid_0's poisson: -93.1818\tvalid_0's l2: 1811.76\n",
"[12]\tvalid_0's poisson: -93.5893\tvalid_0's l2: 1775.06\n",
"[13]\tvalid_0's poisson: -93.9795\tvalid_0's l2: 1739.52\n",
"[14]\tvalid_0's poisson: -94.3604\tvalid_0's l2: 1704.44\n",
"[15]\tvalid_0's poisson: -94.7215\tvalid_0's l2: 1670.95\n",
"[16]\tvalid_0's poisson: -95.0759\tvalid_0's l2: 1637.77\n",
"[17]\tvalid_0's poisson: -95.4103\tvalid_0's l2: 1606.27\n",
"[18]\tvalid_0's poisson: -95.7397\tvalid_0's l2: 1575.13\n",
"[19]\tvalid_0's poisson: -96.0526\tvalid_0's l2: 1545.35\n",
"[20]\tvalid_0's poisson: -96.3636\tvalid_0's l2: 1515.64\n",
"[21]\tvalid_0's poisson: -96.6555\tvalid_0's l2: 1487.6\n",
"[22]\tvalid_0's poisson: -96.9448\tvalid_0's l2: 1459.59\n",
"[23]\tvalid_0's poisson: -97.2185\tvalid_0's l2: 1432.87\n",
"[24]\tvalid_0's poisson: -97.4831\tvalid_0's l2: 1406.89\n",
"[25]\tvalid_0's poisson: -97.7458\tvalid_0's l2: 1381.27\n",
"[26]\tvalid_0's poisson: -97.9948\tvalid_0's l2: 1356.7\n",
"[27]\tvalid_0's poisson: -98.2347\tvalid_0's l2: 1333.04\n",
"[28]\tvalid_0's poisson: -98.4684\tvalid_0's l2: 1309.88\n",
"[29]\tvalid_0's poisson: -98.6958\tvalid_0's l2: 1287.73\n",
"[30]\tvalid_0's poisson: -98.9152\tvalid_0's l2: 1265.93\n",
"[31]\tvalid_0's poisson: -99.127\tvalid_0's l2: 1244.86\n",
"[32]\tvalid_0's poisson: -99.3406\tvalid_0's l2: 1223.87\n",
"[33]\tvalid_0's poisson: -99.5397\tvalid_0's l2: 1204.05\n",
"[34]\tvalid_0's poisson: -99.7348\tvalid_0's l2: 1184.79\n",
"[35]\tvalid_0's poisson: -99.9292\tvalid_0's l2: 1165.22\n",
"[36]\tvalid_0's poisson: -100.122\tvalid_0's l2: 1146.34\n",
"[37]\tvalid_0's poisson: -100.305\tvalid_0's l2: 1128.01\n",
"[38]\tvalid_0's poisson: -100.482\tvalid_0's l2: 1110.29\n",
"[39]\tvalid_0's poisson: -100.647\tvalid_0's l2: 1094.37\n",
"[40]\tvalid_0's poisson: -100.815\tvalid_0's l2: 1077.91\n",
"[41]\tvalid_0's poisson: -100.975\tvalid_0's l2: 1062.59\n",
"[42]\tvalid_0's poisson: -101.141\tvalid_0's l2: 1046.56\n",
"[43]\tvalid_0's poisson: -101.295\tvalid_0's l2: 1031.41\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -101.446\tvalid_0's l2: 1016.39\n",
"[45]\tvalid_0's poisson: -101.593\tvalid_0's l2: 1001.98\n",
"[46]\tvalid_0's poisson: -101.735\tvalid_0's l2: 988.268\n",
"[47]\tvalid_0's poisson: -101.881\tvalid_0's l2: 974.271\n",
"[48]\tvalid_0's poisson: -102.015\tvalid_0's l2: 961.173\n",
"[49]\tvalid_0's poisson: -102.146\tvalid_0's l2: 948.551\n",
"[50]\tvalid_0's poisson: -102.283\tvalid_0's l2: 935.744\n",
"[51]\tvalid_0's poisson: -102.41\tvalid_0's l2: 923.454\n",
"[52]\tvalid_0's poisson: -102.532\tvalid_0's l2: 911.698\n",
"[53]\tvalid_0's poisson: -102.66\tvalid_0's l2: 899.827\n",
"[54]\tvalid_0's poisson: -102.781\tvalid_0's l2: 888.231\n",
"[55]\tvalid_0's poisson: -102.897\tvalid_0's l2: 877.082\n",
"[56]\tvalid_0's poisson: -103.013\tvalid_0's l2: 866.076\n",
"[57]\tvalid_0's poisson: -103.126\tvalid_0's l2: 855.331\n",
"[58]\tvalid_0's poisson: -103.235\tvalid_0's l2: 845.019\n",
"[59]\tvalid_0's poisson: -103.342\tvalid_0's l2: 834.977\n",
"[60]\tvalid_0's poisson: -103.447\tvalid_0's l2: 825.21\n",
"[61]\tvalid_0's poisson: -103.549\tvalid_0's l2: 815.714\n",
"[62]\tvalid_0's poisson: -103.65\tvalid_0's l2: 806.39\n",
"[63]\tvalid_0's poisson: -103.748\tvalid_0's l2: 797.33\n",
"[64]\tvalid_0's poisson: -103.843\tvalid_0's l2: 788.652\n",
"[65]\tvalid_0's poisson: -103.936\tvalid_0's l2: 780.178\n",
"[66]\tvalid_0's poisson: -104.026\tvalid_0's l2: 771.887\n",
"[67]\tvalid_0's poisson: -104.114\tvalid_0's l2: 763.898\n",
"[68]\tvalid_0's poisson: -104.2\tvalid_0's l2: 756.21\n",
"[69]\tvalid_0's poisson: -104.285\tvalid_0's l2: 748.65\n",
"[70]\tvalid_0's poisson: -104.373\tvalid_0's l2: 741.066\n",
"[71]\tvalid_0's poisson: -104.458\tvalid_0's l2: 733.754\n",
"[72]\tvalid_0's poisson: -104.542\tvalid_0's l2: 726.393\n",
"[73]\tvalid_0's poisson: -104.62\tvalid_0's l2: 719.698\n",
"[74]\tvalid_0's poisson: -104.7\tvalid_0's l2: 712.979\n",
"[75]\tvalid_0's poisson: -104.774\tvalid_0's l2: 706.582\n",
"[76]\tvalid_0's poisson: -104.851\tvalid_0's l2: 700.294\n",
"[77]\tvalid_0's poisson: -104.922\tvalid_0's l2: 694.236\n",
"[78]\tvalid_0's poisson: -104.995\tvalid_0's l2: 688.055\n",
"[79]\tvalid_0's poisson: -105.063\tvalid_0's l2: 682.159\n",
"[80]\tvalid_0's poisson: -105.134\tvalid_0's l2: 676.466\n",
"[81]\tvalid_0's poisson: -105.199\tvalid_0's l2: 670.893\n",
"[82]\tvalid_0's poisson: -105.266\tvalid_0's l2: 665.505\n",
"[83]\tvalid_0's poisson: -105.331\tvalid_0's l2: 660.06\n",
"[84]\tvalid_0's poisson: -105.4\tvalid_0's l2: 653.907\n",
"[85]\tvalid_0's poisson: -105.461\tvalid_0's l2: 648.93\n",
"[86]\tvalid_0's poisson: -105.527\tvalid_0's l2: 643.085\n",
"[87]\tvalid_0's poisson: -105.586\tvalid_0's l2: 638.128\n",
"[88]\tvalid_0's poisson: -105.649\tvalid_0's l2: 632.782\n",
"[89]\tvalid_0's poisson: -105.71\tvalid_0's l2: 627.358\n",
"[90]\tvalid_0's poisson: -105.769\tvalid_0's l2: 622.216\n",
"[91]\tvalid_0's poisson: -105.829\tvalid_0's l2: 617.352\n",
"[92]\tvalid_0's poisson: -105.885\tvalid_0's l2: 612.71\n",
"[93]\tvalid_0's poisson: -105.939\tvalid_0's l2: 607.932\n",
"[94]\tvalid_0's poisson: -105.993\tvalid_0's l2: 603.518\n",
"[95]\tvalid_0's poisson: -106.045\tvalid_0's l2: 599.208\n",
"[96]\tvalid_0's poisson: -106.097\tvalid_0's l2: 594.823\n",
"[97]\tvalid_0's poisson: -106.147\tvalid_0's l2: 590.736\n",
"[98]\tvalid_0's poisson: -106.197\tvalid_0's l2: 586.78\n",
"[99]\tvalid_0's poisson: -106.243\tvalid_0's l2: 583.02\n",
"[100]\tvalid_0's poisson: -106.292\tvalid_0's l2: 578.874\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8818\tvalid_0's l2: 2248.66\n",
"[2]\tvalid_0's poisson: -88.5415\tvalid_0's l2: 2199.12\n",
"[3]\tvalid_0's poisson: -89.1784\tvalid_0's l2: 2149.97\n",
"[4]\tvalid_0's poisson: -89.768\tvalid_0's l2: 2103.37\n",
"[5]\tvalid_0's poisson: -90.3321\tvalid_0's l2: 2057.78\n",
"[6]\tvalid_0's poisson: -90.865\tvalid_0's l2: 2013.85\n",
"[7]\tvalid_0's poisson: -91.3817\tvalid_0's l2: 1970.41\n",
"[8]\tvalid_0's poisson: -91.8679\tvalid_0's l2: 1928.87\n",
"[9]\tvalid_0's poisson: -92.3401\tvalid_0's l2: 1887.88\n",
"[10]\tvalid_0's poisson: -92.7852\tvalid_0's l2: 1848.62\n",
"[11]\tvalid_0's poisson: -93.2107\tvalid_0's l2: 1810.57\n",
"[12]\tvalid_0's poisson: -93.6188\tvalid_0's l2: 1773.64\n",
"[13]\tvalid_0's poisson: -94.0181\tvalid_0's l2: 1737.22\n",
"[14]\tvalid_0's poisson: -94.3946\tvalid_0's l2: 1702.41\n",
"[15]\tvalid_0's poisson: -94.7548\tvalid_0's l2: 1668.77\n",
"[16]\tvalid_0's poisson: -95.0995\tvalid_0's l2: 1636.28\n",
"[17]\tvalid_0's poisson: -95.4455\tvalid_0's l2: 1603.7\n",
"[18]\tvalid_0's poisson: -95.7658\tvalid_0's l2: 1573.23\n",
"[19]\tvalid_0's poisson: -96.0717\tvalid_0's l2: 1544.09\n",
"[20]\tvalid_0's poisson: -96.3663\tvalid_0's l2: 1515.86\n",
"[21]\tvalid_0's poisson: -96.6671\tvalid_0's l2: 1486.91\n",
"[22]\tvalid_0's poisson: -96.9416\tvalid_0's l2: 1460.36\n",
"[23]\tvalid_0's poisson: -97.2128\tvalid_0's l2: 1433.87\n",
"[24]\tvalid_0's poisson: -97.4719\tvalid_0's l2: 1408.71\n",
"[25]\tvalid_0's poisson: -97.7373\tvalid_0's l2: 1382.9\n",
"[26]\tvalid_0's poisson: -97.9823\tvalid_0's l2: 1359.02\n",
"[27]\tvalid_0's poisson: -98.2261\tvalid_0's l2: 1334.94\n",
"[28]\tvalid_0's poisson: -98.463\tvalid_0's l2: 1311.52\n",
"[29]\tvalid_0's poisson: -98.6903\tvalid_0's l2: 1289.1\n",
"[30]\tvalid_0's poisson: -98.9196\tvalid_0's l2: 1266.66\n",
"[31]\tvalid_0's poisson: -99.1328\tvalid_0's l2: 1245.66\n",
"[32]\tvalid_0's poisson: -99.3409\tvalid_0's l2: 1225.18\n",
"[33]\tvalid_0's poisson: -99.5425\tvalid_0's l2: 1205.24\n",
"[34]\tvalid_0's poisson: -99.7475\tvalid_0's l2: 1185.15\n",
"[35]\tvalid_0's poisson: -99.9361\tvalid_0's l2: 1166.51\n",
"[36]\tvalid_0's poisson: -100.122\tvalid_0's l2: 1148.18\n",
"[37]\tvalid_0's poisson: -100.302\tvalid_0's l2: 1130.67\n",
"[38]\tvalid_0's poisson: -100.478\tvalid_0's l2: 1113.33\n",
"[39]\tvalid_0's poisson: -100.651\tvalid_0's l2: 1096.24\n",
"[40]\tvalid_0's poisson: -100.818\tvalid_0's l2: 1079.85\n",
"[41]\tvalid_0's poisson: -100.982\tvalid_0's l2: 1063.71\n",
"[42]\tvalid_0's poisson: -101.138\tvalid_0's l2: 1048.7\n",
"[43]\tvalid_0's poisson: -101.295\tvalid_0's l2: 1033.06\n",
"[44]\tvalid_0's poisson: -101.446\tvalid_0's l2: 1018.44\n",
"[45]\tvalid_0's poisson: -101.595\tvalid_0's l2: 1003.73\n",
"[46]\tvalid_0's poisson: -101.741\tvalid_0's l2: 989.432\n",
"[47]\tvalid_0's poisson: -101.884\tvalid_0's l2: 975.33\n",
"[48]\tvalid_0's poisson: -102.023\tvalid_0's l2: 961.661\n",
"[49]\tvalid_0's poisson: -102.158\tvalid_0's l2: 948.466\n",
"[50]\tvalid_0's poisson: -102.288\tvalid_0's l2: 935.881\n",
"[51]\tvalid_0's poisson: -102.418\tvalid_0's l2: 923.503\n",
"[52]\tvalid_0's poisson: -102.542\tvalid_0's l2: 911.988\n",
"[53]\tvalid_0's poisson: -102.665\tvalid_0's l2: 900.226\n",
"[54]\tvalid_0's poisson: -102.79\tvalid_0's l2: 888.699\n",
"[55]\tvalid_0's poisson: -102.905\tvalid_0's l2: 877.935\n",
"[56]\tvalid_0's poisson: -103.019\tvalid_0's l2: 867.027\n",
"[57]\tvalid_0's poisson: -103.131\tvalid_0's l2: 856.452\n",
"[58]\tvalid_0's poisson: -103.242\tvalid_0's l2: 846.08\n",
"[59]\tvalid_0's poisson: -103.348\tvalid_0's l2: 836.272\n",
"[60]\tvalid_0's poisson: -103.452\tvalid_0's l2: 826.314\n",
"[61]\tvalid_0's poisson: -103.552\tvalid_0's l2: 817.118\n",
"[62]\tvalid_0's poisson: -103.657\tvalid_0's l2: 807.78\n",
"[63]\tvalid_0's poisson: -103.753\tvalid_0's l2: 798.74\n",
"[64]\tvalid_0's poisson: -103.849\tvalid_0's l2: 790.021\n",
"[65]\tvalid_0's poisson: -103.942\tvalid_0's l2: 782.09\n",
"[66]\tvalid_0's poisson: -104.033\tvalid_0's l2: 773.797\n",
"[67]\tvalid_0's poisson: -104.121\tvalid_0's l2: 766.204\n",
"[68]\tvalid_0's poisson: -104.207\tvalid_0's l2: 758.558\n",
"[69]\tvalid_0's poisson: -104.296\tvalid_0's l2: 750.784\n",
"[70]\tvalid_0's poisson: -104.38\tvalid_0's l2: 743.325\n",
"[71]\tvalid_0's poisson: -104.462\tvalid_0's l2: 735.98\n",
"[72]\tvalid_0's poisson: -104.542\tvalid_0's l2: 728.824\n",
"[73]\tvalid_0's poisson: -104.625\tvalid_0's l2: 721.821\n",
"[74]\tvalid_0's poisson: -104.705\tvalid_0's l2: 714.988\n",
"[75]\tvalid_0's poisson: -104.785\tvalid_0's l2: 707.929\n",
"[76]\tvalid_0's poisson: -104.863\tvalid_0's l2: 701.121\n",
"[77]\tvalid_0's poisson: -104.943\tvalid_0's l2: 694.147\n",
"[78]\tvalid_0's poisson: -105.017\tvalid_0's l2: 687.725\n",
"[79]\tvalid_0's poisson: -105.085\tvalid_0's l2: 681.696\n",
"[80]\tvalid_0's poisson: -105.157\tvalid_0's l2: 675.525\n",
"[81]\tvalid_0's poisson: -105.23\tvalid_0's l2: 669.282\n",
"[82]\tvalid_0's poisson: -105.299\tvalid_0's l2: 663.752\n",
"[83]\tvalid_0's poisson: -105.368\tvalid_0's l2: 657.718\n",
"[84]\tvalid_0's poisson: -105.432\tvalid_0's l2: 652.228\n",
"[85]\tvalid_0's poisson: -105.498\tvalid_0's l2: 646.518\n",
"[86]\tvalid_0's poisson: -105.56\tvalid_0's l2: 641.332\n",
"[87]\tvalid_0's poisson: -105.619\tvalid_0's l2: 636.2\n",
"[88]\tvalid_0's poisson: -105.679\tvalid_0's l2: 631.29\n",
"[89]\tvalid_0's poisson: -105.738\tvalid_0's l2: 626.177\n",
"[90]\tvalid_0's poisson: -105.797\tvalid_0's l2: 621.406\n",
"[91]\tvalid_0's poisson: -105.854\tvalid_0's l2: 616.528\n",
"[92]\tvalid_0's poisson: -105.908\tvalid_0's l2: 611.916\n",
"[93]\tvalid_0's poisson: -105.963\tvalid_0's l2: 607.469\n",
"[94]\tvalid_0's poisson: -106.016\tvalid_0's l2: 603.155\n",
"[95]\tvalid_0's poisson: -106.067\tvalid_0's l2: 598.762\n",
"[96]\tvalid_0's poisson: -106.119\tvalid_0's l2: 594.595\n",
"[97]\tvalid_0's poisson: -106.168\tvalid_0's l2: 590.418\n",
"[98]\tvalid_0's poisson: -106.218\tvalid_0's l2: 586.391\n",
"[99]\tvalid_0's poisson: -106.265\tvalid_0's l2: 582.423\n",
"[100]\tvalid_0's poisson: -106.313\tvalid_0's l2: 578.911\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.856\tvalid_0's l2: 2250.18\n",
"[2]\tvalid_0's poisson: -88.5077\tvalid_0's l2: 2200.89\n",
"[3]\tvalid_0's poisson: -89.1228\tvalid_0's l2: 2153.12\n",
"[4]\tvalid_0's poisson: -89.7185\tvalid_0's l2: 2105.76\n",
"[5]\tvalid_0's poisson: -90.2833\tvalid_0's l2: 2059.85\n",
"[6]\tvalid_0's poisson: -90.8197\tvalid_0's l2: 2015.34\n",
"[7]\tvalid_0's poisson: -91.3321\tvalid_0's l2: 1972.09\n",
"[8]\tvalid_0's poisson: -91.8164\tvalid_0's l2: 1930.44\n",
"[9]\tvalid_0's poisson: -92.2833\tvalid_0's l2: 1889.78\n",
"[10]\tvalid_0's poisson: -92.7264\tvalid_0's l2: 1850.57\n",
"[11]\tvalid_0's poisson: -93.1521\tvalid_0's l2: 1812.57\n",
"[12]\tvalid_0's poisson: -93.5609\tvalid_0's l2: 1775.6\n",
"[13]\tvalid_0's poisson: -93.9534\tvalid_0's l2: 1739.91\n",
"[14]\tvalid_0's poisson: -94.3303\tvalid_0's l2: 1705.25\n",
"[15]\tvalid_0's poisson: -94.6949\tvalid_0's l2: 1671.41\n",
"[16]\tvalid_0's poisson: -95.0443\tvalid_0's l2: 1638.72\n",
"[17]\tvalid_0's poisson: -95.3831\tvalid_0's l2: 1606.73\n",
"[18]\tvalid_0's poisson: -95.7078\tvalid_0's l2: 1575.93\n",
"[19]\tvalid_0's poisson: -96.0264\tvalid_0's l2: 1545.59\n",
"[20]\tvalid_0's poisson: -96.327\tvalid_0's l2: 1516.64\n",
"[21]\tvalid_0's poisson: -96.621\tvalid_0's l2: 1488.26\n",
"[22]\tvalid_0's poisson: -96.9031\tvalid_0's l2: 1460.83\n",
"[23]\tvalid_0's poisson: -97.1838\tvalid_0's l2: 1433.68\n",
"[24]\tvalid_0's poisson: -97.4479\tvalid_0's l2: 1408.15\n",
"[25]\tvalid_0's poisson: -97.7045\tvalid_0's l2: 1383.02\n",
"[26]\tvalid_0's poisson: -97.9497\tvalid_0's l2: 1359\n",
"[27]\tvalid_0's poisson: -98.1881\tvalid_0's l2: 1335.57\n",
"[28]\tvalid_0's poisson: -98.4194\tvalid_0's l2: 1313.04\n",
"[29]\tvalid_0's poisson: -98.6535\tvalid_0's l2: 1290.15\n",
"[30]\tvalid_0's poisson: -98.8714\tvalid_0's l2: 1268.78\n",
"[31]\tvalid_0's poisson: -99.0831\tvalid_0's l2: 1248.03\n",
"[32]\tvalid_0's poisson: -99.2912\tvalid_0's l2: 1227.58\n",
"[33]\tvalid_0's poisson: -99.5004\tvalid_0's l2: 1207.03\n",
"[34]\tvalid_0's poisson: -99.6938\tvalid_0's l2: 1188.05\n",
"[35]\tvalid_0's poisson: -99.8827\tvalid_0's l2: 1169.68\n",
"[36]\tvalid_0's poisson: -100.068\tvalid_0's l2: 1151.15\n",
"[37]\tvalid_0's poisson: -100.253\tvalid_0's l2: 1132.92\n",
"[38]\tvalid_0's poisson: -100.431\tvalid_0's l2: 1115.61\n",
"[39]\tvalid_0's poisson: -100.606\tvalid_0's l2: 1098.12\n",
"[40]\tvalid_0's poisson: -100.774\tvalid_0's l2: 1081.54\n",
"[41]\tvalid_0's poisson: -100.941\tvalid_0's l2: 1064.96\n",
"[42]\tvalid_0's poisson: -101.1\tvalid_0's l2: 1049.18\n",
"[43]\tvalid_0's poisson: -101.26\tvalid_0's l2: 1033.48\n",
"[44]\tvalid_0's poisson: -101.411\tvalid_0's l2: 1018.73\n",
"[45]\tvalid_0's poisson: -101.559\tvalid_0's l2: 1004.13\n",
"[46]\tvalid_0's poisson: -101.706\tvalid_0's l2: 989.844\n",
"[47]\tvalid_0's poisson: -101.846\tvalid_0's l2: 976.129\n",
"[48]\tvalid_0's poisson: -101.986\tvalid_0's l2: 962.462\n",
"[49]\tvalid_0's poisson: -102.122\tvalid_0's l2: 949.3\n",
"[50]\tvalid_0's poisson: -102.256\tvalid_0's l2: 936.367\n",
"[51]\tvalid_0's poisson: -102.382\tvalid_0's l2: 924.68\n",
"[52]\tvalid_0's poisson: -102.51\tvalid_0's l2: 912.347\n",
"[53]\tvalid_0's poisson: -102.633\tvalid_0's l2: 900.533\n",
"[54]\tvalid_0's poisson: -102.752\tvalid_0's l2: 889.306\n",
"[55]\tvalid_0's poisson: -102.87\tvalid_0's l2: 878.051\n",
"[56]\tvalid_0's poisson: -102.987\tvalid_0's l2: 867.052\n",
"[57]\tvalid_0's poisson: -103.1\tvalid_0's l2: 856.543\n",
"[58]\tvalid_0's poisson: -103.208\tvalid_0's l2: 846.427\n",
"[59]\tvalid_0's poisson: -103.317\tvalid_0's l2: 836.231\n",
"[60]\tvalid_0's poisson: -103.421\tvalid_0's l2: 826.871\n",
"[61]\tvalid_0's poisson: -103.523\tvalid_0's l2: 817.525\n",
"[62]\tvalid_0's poisson: -103.622\tvalid_0's l2: 808.453\n",
"[63]\tvalid_0's poisson: -103.72\tvalid_0's l2: 799.403\n",
"[64]\tvalid_0's poisson: -103.817\tvalid_0's l2: 790.549\n",
"[65]\tvalid_0's poisson: -103.911\tvalid_0's l2: 781.857\n",
"[66]\tvalid_0's poisson: -104.002\tvalid_0's l2: 773.738\n",
"[67]\tvalid_0's poisson: -104.097\tvalid_0's l2: 765.291\n",
"[68]\tvalid_0's poisson: -104.184\tvalid_0's l2: 757.455\n",
"[69]\tvalid_0's poisson: -104.276\tvalid_0's l2: 749.385\n",
"[70]\tvalid_0's poisson: -104.359\tvalid_0's l2: 741.883\n",
"[71]\tvalid_0's poisson: -104.446\tvalid_0's l2: 734.29\n",
"[72]\tvalid_0's poisson: -104.526\tvalid_0's l2: 727.234\n",
"[73]\tvalid_0's poisson: -104.608\tvalid_0's l2: 720.252\n",
"[74]\tvalid_0's poisson: -104.692\tvalid_0's l2: 712.808\n",
"[75]\tvalid_0's poisson: -104.767\tvalid_0's l2: 706.207\n",
"[76]\tvalid_0's poisson: -104.847\tvalid_0's l2: 699.175\n",
"[77]\tvalid_0's poisson: -104.922\tvalid_0's l2: 692.914\n",
"[78]\tvalid_0's poisson: -104.999\tvalid_0's l2: 686.132\n",
"[79]\tvalid_0's poisson: -105.073\tvalid_0's l2: 679.66\n",
"[80]\tvalid_0's poisson: -105.141\tvalid_0's l2: 673.799\n",
"[81]\tvalid_0's poisson: -105.214\tvalid_0's l2: 667.691\n",
"[82]\tvalid_0's poisson: -105.28\tvalid_0's l2: 662.06\n",
"[83]\tvalid_0's poisson: -105.35\tvalid_0's l2: 656.118\n",
"[84]\tvalid_0's poisson: -105.412\tvalid_0's l2: 650.856\n",
"[85]\tvalid_0's poisson: -105.478\tvalid_0's l2: 645.179\n",
"[86]\tvalid_0's poisson: -105.539\tvalid_0's l2: 639.833\n",
"[87]\tvalid_0's poisson: -105.602\tvalid_0's l2: 634.639\n",
"[88]\tvalid_0's poisson: -105.66\tvalid_0's l2: 629.549\n",
"[89]\tvalid_0's poisson: -105.722\tvalid_0's l2: 624.422\n",
"[90]\tvalid_0's poisson: -105.78\tvalid_0's l2: 619.577\n",
"[91]\tvalid_0's poisson: -105.834\tvalid_0's l2: 614.756\n",
"[92]\tvalid_0's poisson: -105.892\tvalid_0's l2: 609.978\n",
"[93]\tvalid_0's poisson: -105.945\tvalid_0's l2: 605.213\n",
"[94]\tvalid_0's poisson: -106.001\tvalid_0's l2: 600.737\n",
"[95]\tvalid_0's poisson: -106.055\tvalid_0's l2: 596.358\n",
"[96]\tvalid_0's poisson: -106.107\tvalid_0's l2: 592.043\n",
"[97]\tvalid_0's poisson: -106.154\tvalid_0's l2: 588.043\n",
"[98]\tvalid_0's poisson: -106.204\tvalid_0's l2: 584.034\n",
"[99]\tvalid_0's poisson: -106.253\tvalid_0's l2: 579.903\n",
"[100]\tvalid_0's poisson: -106.301\tvalid_0's l2: 576.119\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8592\tvalid_0's l2: 2250.28\n",
"[2]\tvalid_0's poisson: -88.5049\tvalid_0's l2: 2201.79\n",
"[3]\tvalid_0's poisson: -89.1148\tvalid_0's l2: 2154.8\n",
"[4]\tvalid_0's poisson: -89.6999\tvalid_0's l2: 2108.62\n",
"[5]\tvalid_0's poisson: -90.2552\tvalid_0's l2: 2063.85\n",
"[6]\tvalid_0's poisson: -90.7787\tvalid_0's l2: 2020.9\n",
"[7]\tvalid_0's poisson: -91.2813\tvalid_0's l2: 1978.84\n",
"[8]\tvalid_0's poisson: -91.7688\tvalid_0's l2: 1937.46\n",
"[9]\tvalid_0's poisson: -92.2326\tvalid_0's l2: 1897.45\n",
"[10]\tvalid_0's poisson: -92.6716\tvalid_0's l2: 1859.01\n",
"[11]\tvalid_0's poisson: -93.0976\tvalid_0's l2: 1821.32\n",
"[12]\tvalid_0's poisson: -93.5111\tvalid_0's l2: 1784.26\n",
"[13]\tvalid_0's poisson: -93.9092\tvalid_0's l2: 1748.58\n",
"[14]\tvalid_0's poisson: -94.2889\tvalid_0's l2: 1714.21\n",
"[15]\tvalid_0's poisson: -94.6565\tvalid_0's l2: 1680.3\n",
"[16]\tvalid_0's poisson: -95.0048\tvalid_0's l2: 1648.11\n",
"[17]\tvalid_0's poisson: -95.3463\tvalid_0's l2: 1616.14\n",
"[18]\tvalid_0's poisson: -95.6697\tvalid_0's l2: 1585.82\n",
"[19]\tvalid_0's poisson: -95.981\tvalid_0's l2: 1556.42\n",
"[20]\tvalid_0's poisson: -96.2814\tvalid_0's l2: 1527.69\n",
"[21]\tvalid_0's poisson: -96.5793\tvalid_0's l2: 1499.18\n",
"[22]\tvalid_0's poisson: -96.8632\tvalid_0's l2: 1471.69\n",
"[23]\tvalid_0's poisson: -97.1378\tvalid_0's l2: 1444.94\n",
"[24]\tvalid_0's poisson: -97.4031\tvalid_0's l2: 1419.05\n",
"[25]\tvalid_0's poisson: -97.6664\tvalid_0's l2: 1393.57\n",
"[26]\tvalid_0's poisson: -97.9161\tvalid_0's l2: 1369.28\n",
"[27]\tvalid_0's poisson: -98.16\tvalid_0's l2: 1345.33\n",
"[28]\tvalid_0's poisson: -98.3917\tvalid_0's l2: 1322.94\n",
"[29]\tvalid_0's poisson: -98.617\tvalid_0's l2: 1301.19\n",
"[30]\tvalid_0's poisson: -98.8403\tvalid_0's l2: 1279.13\n",
"[31]\tvalid_0's poisson: -99.0612\tvalid_0's l2: 1257.45\n",
"[32]\tvalid_0's poisson: -99.2663\tvalid_0's l2: 1237.5\n",
"[33]\tvalid_0's poisson: -99.466\tvalid_0's l2: 1218.09\n",
"[34]\tvalid_0's poisson: -99.6647\tvalid_0's l2: 1198.41\n",
"[35]\tvalid_0's poisson: -99.8526\tvalid_0's l2: 1180.13\n",
"[36]\tvalid_0's poisson: -100.045\tvalid_0's l2: 1161.29\n",
"[37]\tvalid_0's poisson: -100.226\tvalid_0's l2: 1143.79\n",
"[38]\tvalid_0's poisson: -100.401\tvalid_0's l2: 1126.75\n",
"[39]\tvalid_0's poisson: -100.582\tvalid_0's l2: 1109.18\n",
"[40]\tvalid_0's poisson: -100.75\tvalid_0's l2: 1092.6\n",
"[41]\tvalid_0's poisson: -100.914\tvalid_0's l2: 1076.88\n",
"[42]\tvalid_0's poisson: -101.073\tvalid_0's l2: 1061.57\n",
"[43]\tvalid_0's poisson: -101.228\tvalid_0's l2: 1046.66\n",
"[44]\tvalid_0's poisson: -101.381\tvalid_0's l2: 1031.85\n",
"[45]\tvalid_0's poisson: -101.528\tvalid_0's l2: 1017.68\n",
"[46]\tvalid_0's poisson: -101.671\tvalid_0's l2: 1004.05\n",
"[47]\tvalid_0's poisson: -101.812\tvalid_0's l2: 990.583\n",
"[48]\tvalid_0's poisson: -101.952\tvalid_0's l2: 976.782\n",
"[49]\tvalid_0's poisson: -102.085\tvalid_0's l2: 964.261\n",
"[50]\tvalid_0's poisson: -102.216\tvalid_0's l2: 951.896\n",
"[51]\tvalid_0's poisson: -102.345\tvalid_0's l2: 939.415\n",
"[52]\tvalid_0's poisson: -102.473\tvalid_0's l2: 927.115\n",
"[53]\tvalid_0's poisson: -102.595\tvalid_0's l2: 915.534\n",
"[54]\tvalid_0's poisson: -102.714\tvalid_0's l2: 904.099\n",
"[55]\tvalid_0's poisson: -102.832\tvalid_0's l2: 892.776\n",
"[56]\tvalid_0's poisson: -102.948\tvalid_0's l2: 881.768\n",
"[57]\tvalid_0's poisson: -103.062\tvalid_0's l2: 871.023\n",
"[58]\tvalid_0's poisson: -103.171\tvalid_0's l2: 860.944\n",
"[59]\tvalid_0's poisson: -103.28\tvalid_0's l2: 850.772\n",
"[60]\tvalid_0's poisson: -103.385\tvalid_0's l2: 841.06\n",
"[61]\tvalid_0's poisson: -103.488\tvalid_0's l2: 831.441\n",
"[62]\tvalid_0's poisson: -103.588\tvalid_0's l2: 822.065\n",
"[63]\tvalid_0's poisson: -103.686\tvalid_0's l2: 812.936\n",
"[64]\tvalid_0's poisson: -103.783\tvalid_0's l2: 803.985\n",
"[65]\tvalid_0's poisson: -103.875\tvalid_0's l2: 795.572\n",
"[66]\tvalid_0's poisson: -103.966\tvalid_0's l2: 787.116\n",
"[67]\tvalid_0's poisson: -104.056\tvalid_0's l2: 779.158\n",
"[68]\tvalid_0's poisson: -104.143\tvalid_0's l2: 771.201\n",
"[69]\tvalid_0's poisson: -104.233\tvalid_0's l2: 763.198\n",
"[70]\tvalid_0's poisson: -104.315\tvalid_0's l2: 755.747\n",
"[71]\tvalid_0's poisson: -104.401\tvalid_0's l2: 748.241\n",
"[72]\tvalid_0's poisson: -104.489\tvalid_0's l2: 740.261\n",
"[73]\tvalid_0's poisson: -104.575\tvalid_0's l2: 732.573\n",
"[74]\tvalid_0's poisson: -104.651\tvalid_0's l2: 725.783\n",
"[75]\tvalid_0's poisson: -104.734\tvalid_0's l2: 718.416\n",
"[76]\tvalid_0's poisson: -104.809\tvalid_0's l2: 711.692\n",
"[77]\tvalid_0's poisson: -104.887\tvalid_0's l2: 704.773\n",
"[78]\tvalid_0's poisson: -104.958\tvalid_0's l2: 698.561\n",
"[79]\tvalid_0's poisson: -105.032\tvalid_0's l2: 692.035\n",
"[80]\tvalid_0's poisson: -105.106\tvalid_0's l2: 685.576\n",
"[81]\tvalid_0's poisson: -105.174\tvalid_0's l2: 679.765\n",
"[82]\tvalid_0's poisson: -105.243\tvalid_0's l2: 673.853\n",
"[83]\tvalid_0's poisson: -105.31\tvalid_0's l2: 667.867\n",
"[84]\tvalid_0's poisson: -105.376\tvalid_0's l2: 662.212\n",
"[85]\tvalid_0's poisson: -105.438\tvalid_0's l2: 656.931\n",
"[86]\tvalid_0's poisson: -105.504\tvalid_0's l2: 651.417\n",
"[87]\tvalid_0's poisson: -105.569\tvalid_0's l2: 646.14\n",
"[88]\tvalid_0's poisson: -105.633\tvalid_0's l2: 640.526\n",
"[89]\tvalid_0's poisson: -105.691\tvalid_0's l2: 635.259\n",
"[90]\tvalid_0's poisson: -105.751\tvalid_0's l2: 630.397\n",
"[91]\tvalid_0's poisson: -105.811\tvalid_0's l2: 625.61\n",
"[92]\tvalid_0's poisson: -105.868\tvalid_0's l2: 620.939\n",
"[93]\tvalid_0's poisson: -105.921\tvalid_0's l2: 616.113\n",
"[94]\tvalid_0's poisson: -105.977\tvalid_0's l2: 611.254\n",
"[95]\tvalid_0's poisson: -106.032\tvalid_0's l2: 606.934\n",
"[96]\tvalid_0's poisson: -106.086\tvalid_0's l2: 602.316\n",
"[97]\tvalid_0's poisson: -106.134\tvalid_0's l2: 597.919\n",
"[98]\tvalid_0's poisson: -106.185\tvalid_0's l2: 593.876\n",
"[99]\tvalid_0's poisson: -106.236\tvalid_0's l2: 589.817\n",
"[100]\tvalid_0's poisson: -106.284\tvalid_0's l2: 585.778\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.866\tvalid_0's l2: 2249.73\n",
"[2]\tvalid_0's poisson: -88.5213\tvalid_0's l2: 2200.38\n",
"[3]\tvalid_0's poisson: -89.136\tvalid_0's l2: 2152.78\n",
"[4]\tvalid_0's poisson: -89.7251\tvalid_0's l2: 2106.04\n",
"[5]\tvalid_0's poisson: -90.2976\tvalid_0's l2: 2059.88\n",
"[6]\tvalid_0's poisson: -90.8247\tvalid_0's l2: 2016.3\n",
"[7]\tvalid_0's poisson: -91.3214\tvalid_0's l2: 1974.52\n",
"[8]\tvalid_0's poisson: -91.8034\tvalid_0's l2: 1933.15\n",
"[9]\tvalid_0's poisson: -92.2796\tvalid_0's l2: 1891.99\n",
"[10]\tvalid_0's poisson: -92.717\tvalid_0's l2: 1853.4\n",
"[11]\tvalid_0's poisson: -93.1371\tvalid_0's l2: 1815.88\n",
"[12]\tvalid_0's poisson: -93.5379\tvalid_0's l2: 1779.65\n",
"[13]\tvalid_0's poisson: -93.9426\tvalid_0's l2: 1742.98\n",
"[14]\tvalid_0's poisson: -94.3124\tvalid_0's l2: 1708.92\n",
"[15]\tvalid_0's poisson: -94.6676\tvalid_0's l2: 1675.86\n",
"[16]\tvalid_0's poisson: -95.0144\tvalid_0's l2: 1643.22\n",
"[17]\tvalid_0's poisson: -95.3637\tvalid_0's l2: 1610.53\n",
"[18]\tvalid_0's poisson: -95.6836\tvalid_0's l2: 1580.08\n",
"[19]\tvalid_0's poisson: -95.9892\tvalid_0's l2: 1550.99\n",
"[20]\tvalid_0's poisson: -96.3036\tvalid_0's l2: 1521.04\n",
"[21]\tvalid_0's poisson: -96.5913\tvalid_0's l2: 1493.35\n",
"[22]\tvalid_0's poisson: -96.8706\tvalid_0's l2: 1466.11\n",
"[23]\tvalid_0's poisson: -97.1407\tvalid_0's l2: 1440.08\n",
"[24]\tvalid_0's poisson: -97.4176\tvalid_0's l2: 1413.33\n",
"[25]\tvalid_0's poisson: -97.6684\tvalid_0's l2: 1388.92\n",
"[26]\tvalid_0's poisson: -97.9131\tvalid_0's l2: 1364.76\n",
"[27]\tvalid_0's poisson: -98.1653\tvalid_0's l2: 1340.24\n",
"[28]\tvalid_0's poisson: -98.3976\tvalid_0's l2: 1317.63\n",
"[29]\tvalid_0's poisson: -98.6243\tvalid_0's l2: 1295.19\n",
"[30]\tvalid_0's poisson: -98.8472\tvalid_0's l2: 1273.09\n",
"[31]\tvalid_0's poisson: -99.0597\tvalid_0's l2: 1252.22\n",
"[32]\tvalid_0's poisson: -99.2674\tvalid_0's l2: 1231.87\n",
"[33]\tvalid_0's poisson: -99.4735\tvalid_0's l2: 1211.35\n",
"[34]\tvalid_0's poisson: -99.672\tvalid_0's l2: 1191.77\n",
"[35]\tvalid_0's poisson: -99.8642\tvalid_0's l2: 1172.7\n",
"[36]\tvalid_0's poisson: -100.052\tvalid_0's l2: 1154.12\n",
"[37]\tvalid_0's poisson: -100.232\tvalid_0's l2: 1136.56\n",
"[38]\tvalid_0's poisson: -100.41\tvalid_0's l2: 1118.92\n",
"[39]\tvalid_0's poisson: -100.583\tvalid_0's l2: 1102.12\n",
"[40]\tvalid_0's poisson: -100.762\tvalid_0's l2: 1084.9\n",
"[41]\tvalid_0's poisson: -100.927\tvalid_0's l2: 1068.64\n",
"[42]\tvalid_0's poisson: -101.086\tvalid_0's l2: 1053.27\n",
"[43]\tvalid_0's poisson: -101.244\tvalid_0's l2: 1037.64\n",
"[44]\tvalid_0's poisson: -101.398\tvalid_0's l2: 1022.45\n",
"[45]\tvalid_0's poisson: -101.545\tvalid_0's l2: 1007.96\n",
"[46]\tvalid_0's poisson: -101.691\tvalid_0's l2: 993.776\n",
"[47]\tvalid_0's poisson: -101.834\tvalid_0's l2: 979.915\n",
"[48]\tvalid_0's poisson: -101.973\tvalid_0's l2: 966.21\n",
"[49]\tvalid_0's poisson: -102.107\tvalid_0's l2: 953.27\n",
"[50]\tvalid_0's poisson: -102.239\tvalid_0's l2: 940.39\n",
"[51]\tvalid_0's poisson: -102.369\tvalid_0's l2: 927.913\n",
"[52]\tvalid_0's poisson: -102.494\tvalid_0's l2: 915.923\n",
"[53]\tvalid_0's poisson: -102.616\tvalid_0's l2: 904.376\n",
"[54]\tvalid_0's poisson: -102.736\tvalid_0's l2: 893.114\n",
"[55]\tvalid_0's poisson: -102.853\tvalid_0's l2: 882.056\n",
"[56]\tvalid_0's poisson: -102.967\tvalid_0's l2: 871.383\n",
"[57]\tvalid_0's poisson: -103.078\tvalid_0's l2: 860.816\n",
"[58]\tvalid_0's poisson: -103.189\tvalid_0's l2: 850.455\n",
"[59]\tvalid_0's poisson: -103.294\tvalid_0's l2: 840.731\n",
"[60]\tvalid_0's poisson: -103.405\tvalid_0's l2: 830.785\n",
"[61]\tvalid_0's poisson: -103.508\tvalid_0's l2: 821.249\n",
"[62]\tvalid_0's poisson: -103.606\tvalid_0's l2: 812.211\n",
"[63]\tvalid_0's poisson: -103.702\tvalid_0's l2: 803.51\n",
"[64]\tvalid_0's poisson: -103.802\tvalid_0's l2: 794.668\n",
"[65]\tvalid_0's poisson: -103.896\tvalid_0's l2: 786.284\n",
"[66]\tvalid_0's poisson: -103.992\tvalid_0's l2: 777.824\n",
"[67]\tvalid_0's poisson: -104.079\tvalid_0's l2: 769.949\n",
"[68]\tvalid_0's poisson: -104.171\tvalid_0's l2: 761.938\n",
"[69]\tvalid_0's poisson: -104.261\tvalid_0's l2: 754.161\n",
"[70]\tvalid_0's poisson: -104.348\tvalid_0's l2: 746.703\n",
"[71]\tvalid_0's poisson: -104.432\tvalid_0's l2: 739.457\n",
"[72]\tvalid_0's poisson: -104.518\tvalid_0's l2: 731.833\n",
"[73]\tvalid_0's poisson: -104.602\tvalid_0's l2: 724.451\n",
"[74]\tvalid_0's poisson: -104.687\tvalid_0's l2: 716.97\n",
"[75]\tvalid_0's poisson: -104.767\tvalid_0's l2: 710.002\n",
"[76]\tvalid_0's poisson: -104.838\tvalid_0's l2: 703.843\n",
"[77]\tvalid_0's poisson: -104.915\tvalid_0's l2: 697.217\n",
"[78]\tvalid_0's poisson: -104.99\tvalid_0's l2: 690.619\n",
"[79]\tvalid_0's poisson: -105.059\tvalid_0's l2: 684.643\n",
"[80]\tvalid_0's poisson: -105.13\tvalid_0's l2: 678.569\n",
"[81]\tvalid_0's poisson: -105.2\tvalid_0's l2: 672.703\n",
"[82]\tvalid_0's poisson: -105.264\tvalid_0's l2: 667.236\n",
"[83]\tvalid_0's poisson: -105.33\tvalid_0's l2: 661.653\n",
"[84]\tvalid_0's poisson: -105.392\tvalid_0's l2: 656.405\n",
"[85]\tvalid_0's poisson: -105.455\tvalid_0's l2: 651.149\n",
"[86]\tvalid_0's poisson: -105.517\tvalid_0's l2: 646.364\n",
"[87]\tvalid_0's poisson: -105.582\tvalid_0's l2: 640.823\n",
"[88]\tvalid_0's poisson: -105.64\tvalid_0's l2: 635.934\n",
"[89]\tvalid_0's poisson: -105.699\tvalid_0's l2: 631.138\n",
"[90]\tvalid_0's poisson: -105.754\tvalid_0's l2: 626.694\n",
"[91]\tvalid_0's poisson: -105.813\tvalid_0's l2: 621.667\n",
"[92]\tvalid_0's poisson: -105.867\tvalid_0's l2: 616.754\n",
"[93]\tvalid_0's poisson: -105.92\tvalid_0's l2: 612.601\n",
"[94]\tvalid_0's poisson: -105.972\tvalid_0's l2: 608.575\n",
"[95]\tvalid_0's poisson: -106.026\tvalid_0's l2: 604.065\n",
"[96]\tvalid_0's poisson: -106.078\tvalid_0's l2: 599.607\n",
"[97]\tvalid_0's poisson: -106.129\tvalid_0's l2: 595.261\n",
"[98]\tvalid_0's poisson: -106.181\tvalid_0's l2: 591.085\n",
"[99]\tvalid_0's poisson: -106.23\tvalid_0's l2: 587.062\n",
"[100]\tvalid_0's poisson: -106.277\tvalid_0's l2: 583.069\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8687\tvalid_0's l2: 2249.41\n",
"[2]\tvalid_0's poisson: -88.528\tvalid_0's l2: 2199.66\n",
"[3]\tvalid_0's poisson: -89.1537\tvalid_0's l2: 2151.21\n",
"[4]\tvalid_0's poisson: -89.7512\tvalid_0's l2: 2103.76\n",
"[5]\tvalid_0's poisson: -90.3113\tvalid_0's l2: 2058.28\n",
"[6]\tvalid_0's poisson: -90.8458\tvalid_0's l2: 2014.26\n",
"[7]\tvalid_0's poisson: -91.3538\tvalid_0's l2: 1971.6\n",
"[8]\tvalid_0's poisson: -91.8447\tvalid_0's l2: 1929.51\n",
"[9]\tvalid_0's poisson: -92.3072\tvalid_0's l2: 1889.4\n",
"[10]\tvalid_0's poisson: -92.7576\tvalid_0's l2: 1849.65\n",
"[11]\tvalid_0's poisson: -93.1818\tvalid_0's l2: 1811.76\n",
"[12]\tvalid_0's poisson: -93.5892\tvalid_0's l2: 1775.06\n",
"[13]\tvalid_0's poisson: -93.9794\tvalid_0's l2: 1739.53\n",
"[14]\tvalid_0's poisson: -94.3603\tvalid_0's l2: 1704.45\n",
"[15]\tvalid_0's poisson: -94.7215\tvalid_0's l2: 1670.95\n",
"[16]\tvalid_0's poisson: -95.0759\tvalid_0's l2: 1637.77\n",
"[17]\tvalid_0's poisson: -95.4102\tvalid_0's l2: 1606.28\n",
"[18]\tvalid_0's poisson: -95.7397\tvalid_0's l2: 1575.13\n",
"[19]\tvalid_0's poisson: -96.0525\tvalid_0's l2: 1545.36\n",
"[20]\tvalid_0's poisson: -96.3636\tvalid_0's l2: 1515.64\n",
"[21]\tvalid_0's poisson: -96.6555\tvalid_0's l2: 1487.61\n",
"[22]\tvalid_0's poisson: -96.9448\tvalid_0's l2: 1459.59\n",
"[23]\tvalid_0's poisson: -97.2184\tvalid_0's l2: 1432.88\n",
"[24]\tvalid_0's poisson: -97.4831\tvalid_0's l2: 1406.89\n",
"[25]\tvalid_0's poisson: -97.7455\tvalid_0's l2: 1381.28\n",
"[26]\tvalid_0's poisson: -97.9945\tvalid_0's l2: 1356.71\n",
"[27]\tvalid_0's poisson: -98.2344\tvalid_0's l2: 1333.06\n",
"[28]\tvalid_0's poisson: -98.4681\tvalid_0's l2: 1309.9\n",
"[29]\tvalid_0's poisson: -98.6955\tvalid_0's l2: 1287.75\n",
"[30]\tvalid_0's poisson: -98.9149\tvalid_0's l2: 1265.95\n",
"[31]\tvalid_0's poisson: -99.1257\tvalid_0's l2: 1244.92\n",
"[32]\tvalid_0's poisson: -99.3395\tvalid_0's l2: 1223.92\n",
"[33]\tvalid_0's poisson: -99.5395\tvalid_0's l2: 1204.06\n",
"[34]\tvalid_0's poisson: -99.7347\tvalid_0's l2: 1184.79\n",
"[35]\tvalid_0's poisson: -99.9289\tvalid_0's l2: 1165.23\n",
"[36]\tvalid_0's poisson: -100.122\tvalid_0's l2: 1146.35\n",
"[37]\tvalid_0's poisson: -100.305\tvalid_0's l2: 1128.02\n",
"[38]\tvalid_0's poisson: -100.482\tvalid_0's l2: 1110.3\n",
"[39]\tvalid_0's poisson: -100.649\tvalid_0's l2: 1094.08\n",
"[40]\tvalid_0's poisson: -100.817\tvalid_0's l2: 1077.64\n",
"[41]\tvalid_0's poisson: -100.988\tvalid_0's l2: 1061.17\n",
"[42]\tvalid_0's poisson: -101.141\tvalid_0's l2: 1046.49\n",
"[43]\tvalid_0's poisson: -101.295\tvalid_0's l2: 1031.46\n",
"[44]\tvalid_0's poisson: -101.447\tvalid_0's l2: 1016.42\n",
"[45]\tvalid_0's poisson: -101.591\tvalid_0's l2: 1002.3\n",
"[46]\tvalid_0's poisson: -101.734\tvalid_0's l2: 988.323\n",
"[47]\tvalid_0's poisson: -101.88\tvalid_0's l2: 974.325\n",
"[48]\tvalid_0's poisson: -102.015\tvalid_0's l2: 961.226\n",
"[49]\tvalid_0's poisson: -102.146\tvalid_0's l2: 948.602\n",
"[50]\tvalid_0's poisson: -102.282\tvalid_0's l2: 935.797\n",
"[51]\tvalid_0's poisson: -102.409\tvalid_0's l2: 923.504\n",
"[52]\tvalid_0's poisson: -102.533\tvalid_0's l2: 911.468\n",
"[53]\tvalid_0's poisson: -102.657\tvalid_0's l2: 899.618\n",
"[54]\tvalid_0's poisson: -102.778\tvalid_0's l2: 887.962\n",
"[55]\tvalid_0's poisson: -102.897\tvalid_0's l2: 876.65\n",
"[56]\tvalid_0's poisson: -103.012\tvalid_0's l2: 865.676\n",
"[57]\tvalid_0's poisson: -103.128\tvalid_0's l2: 855.015\n",
"[58]\tvalid_0's poisson: -103.237\tvalid_0's l2: 844.756\n",
"[59]\tvalid_0's poisson: -103.345\tvalid_0's l2: 834.66\n",
"[60]\tvalid_0's poisson: -103.45\tvalid_0's l2: 824.921\n",
"[61]\tvalid_0's poisson: -103.552\tvalid_0's l2: 815.403\n",
"[62]\tvalid_0's poisson: -103.651\tvalid_0's l2: 806.206\n",
"[63]\tvalid_0's poisson: -103.75\tvalid_0's l2: 797.085\n",
"[64]\tvalid_0's poisson: -103.845\tvalid_0's l2: 788.415\n",
"[65]\tvalid_0's poisson: -103.936\tvalid_0's l2: 780.066\n",
"[66]\tvalid_0's poisson: -104.028\tvalid_0's l2: 771.892\n",
"[67]\tvalid_0's poisson: -104.116\tvalid_0's l2: 763.895\n",
"[68]\tvalid_0's poisson: -104.202\tvalid_0's l2: 756.116\n",
"[69]\tvalid_0's poisson: -104.292\tvalid_0's l2: 748.334\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[70]\tvalid_0's poisson: -104.375\tvalid_0's l2: 741.097\n",
"[71]\tvalid_0's poisson: -104.46\tvalid_0's l2: 733.771\n",
"[72]\tvalid_0's poisson: -104.545\tvalid_0's l2: 726.371\n",
"[73]\tvalid_0's poisson: -104.622\tvalid_0's l2: 719.684\n",
"[74]\tvalid_0's poisson: -104.702\tvalid_0's l2: 712.897\n",
"[75]\tvalid_0's poisson: -104.78\tvalid_0's l2: 706.46\n",
"[76]\tvalid_0's poisson: -104.854\tvalid_0's l2: 700.102\n",
"[77]\tvalid_0's poisson: -104.927\tvalid_0's l2: 693.808\n",
"[78]\tvalid_0's poisson: -104.997\tvalid_0's l2: 687.729\n",
"[79]\tvalid_0's poisson: -105.066\tvalid_0's l2: 681.909\n",
"[80]\tvalid_0's poisson: -105.136\tvalid_0's l2: 676.281\n",
"[81]\tvalid_0's poisson: -105.201\tvalid_0's l2: 670.859\n",
"[82]\tvalid_0's poisson: -105.268\tvalid_0's l2: 665.339\n",
"[83]\tvalid_0's poisson: -105.332\tvalid_0's l2: 660.018\n",
"[84]\tvalid_0's poisson: -105.4\tvalid_0's l2: 653.882\n",
"[85]\tvalid_0's poisson: -105.462\tvalid_0's l2: 648.714\n",
"[86]\tvalid_0's poisson: -105.528\tvalid_0's l2: 642.861\n",
"[87]\tvalid_0's poisson: -105.587\tvalid_0's l2: 638.097\n",
"[88]\tvalid_0's poisson: -105.649\tvalid_0's l2: 632.761\n",
"[89]\tvalid_0's poisson: -105.705\tvalid_0's l2: 628.128\n",
"[90]\tvalid_0's poisson: -105.764\tvalid_0's l2: 623.051\n",
"[91]\tvalid_0's poisson: -105.823\tvalid_0's l2: 618.355\n",
"[92]\tvalid_0's poisson: -105.88\tvalid_0's l2: 613.53\n",
"[93]\tvalid_0's poisson: -105.935\tvalid_0's l2: 608.716\n",
"[94]\tvalid_0's poisson: -105.989\tvalid_0's l2: 604.313\n",
"[95]\tvalid_0's poisson: -106.042\tvalid_0's l2: 600.175\n",
"[96]\tvalid_0's poisson: -106.094\tvalid_0's l2: 595.839\n",
"[97]\tvalid_0's poisson: -106.145\tvalid_0's l2: 591.578\n",
"[98]\tvalid_0's poisson: -106.193\tvalid_0's l2: 587.503\n",
"[99]\tvalid_0's poisson: -106.241\tvalid_0's l2: 583.68\n",
"[100]\tvalid_0's poisson: -106.287\tvalid_0's l2: 579.991\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8818\tvalid_0's l2: 2248.66\n",
"[2]\tvalid_0's poisson: -88.5415\tvalid_0's l2: 2199.12\n",
"[3]\tvalid_0's poisson: -89.1784\tvalid_0's l2: 2149.97\n",
"[4]\tvalid_0's poisson: -89.768\tvalid_0's l2: 2103.37\n",
"[5]\tvalid_0's poisson: -90.3321\tvalid_0's l2: 2057.78\n",
"[6]\tvalid_0's poisson: -90.865\tvalid_0's l2: 2013.85\n",
"[7]\tvalid_0's poisson: -91.3817\tvalid_0's l2: 1970.41\n",
"[8]\tvalid_0's poisson: -91.8679\tvalid_0's l2: 1928.87\n",
"[9]\tvalid_0's poisson: -92.3401\tvalid_0's l2: 1887.88\n",
"[10]\tvalid_0's poisson: -92.7851\tvalid_0's l2: 1848.63\n",
"[11]\tvalid_0's poisson: -93.2106\tvalid_0's l2: 1810.58\n",
"[12]\tvalid_0's poisson: -93.6188\tvalid_0's l2: 1773.65\n",
"[13]\tvalid_0's poisson: -94.0181\tvalid_0's l2: 1737.22\n",
"[14]\tvalid_0's poisson: -94.3946\tvalid_0's l2: 1702.41\n",
"[15]\tvalid_0's poisson: -94.7547\tvalid_0's l2: 1668.78\n",
"[16]\tvalid_0's poisson: -95.0995\tvalid_0's l2: 1636.29\n",
"[17]\tvalid_0's poisson: -95.4455\tvalid_0's l2: 1603.7\n",
"[18]\tvalid_0's poisson: -95.7657\tvalid_0's l2: 1573.24\n",
"[19]\tvalid_0's poisson: -96.0717\tvalid_0's l2: 1544.09\n",
"[20]\tvalid_0's poisson: -96.3663\tvalid_0's l2: 1515.86\n",
"[21]\tvalid_0's poisson: -96.667\tvalid_0's l2: 1486.91\n",
"[22]\tvalid_0's poisson: -96.9416\tvalid_0's l2: 1460.36\n",
"[23]\tvalid_0's poisson: -97.2128\tvalid_0's l2: 1433.88\n",
"[24]\tvalid_0's poisson: -97.4718\tvalid_0's l2: 1408.72\n",
"[25]\tvalid_0's poisson: -97.7372\tvalid_0's l2: 1382.9\n",
"[26]\tvalid_0's poisson: -97.9823\tvalid_0's l2: 1359.02\n",
"[27]\tvalid_0's poisson: -98.2261\tvalid_0's l2: 1334.94\n",
"[28]\tvalid_0's poisson: -98.463\tvalid_0's l2: 1311.52\n",
"[29]\tvalid_0's poisson: -98.6902\tvalid_0's l2: 1289.1\n",
"[30]\tvalid_0's poisson: -98.9195\tvalid_0's l2: 1266.67\n",
"[31]\tvalid_0's poisson: -99.1328\tvalid_0's l2: 1245.66\n",
"[32]\tvalid_0's poisson: -99.3409\tvalid_0's l2: 1225.18\n",
"[33]\tvalid_0's poisson: -99.5425\tvalid_0's l2: 1205.25\n",
"[34]\tvalid_0's poisson: -99.7476\tvalid_0's l2: 1185.15\n",
"[35]\tvalid_0's poisson: -99.9362\tvalid_0's l2: 1166.51\n",
"[36]\tvalid_0's poisson: -100.122\tvalid_0's l2: 1148.18\n",
"[37]\tvalid_0's poisson: -100.302\tvalid_0's l2: 1130.67\n",
"[38]\tvalid_0's poisson: -100.479\tvalid_0's l2: 1113.33\n",
"[39]\tvalid_0's poisson: -100.651\tvalid_0's l2: 1096.24\n",
"[40]\tvalid_0's poisson: -100.818\tvalid_0's l2: 1079.85\n",
"[41]\tvalid_0's poisson: -100.982\tvalid_0's l2: 1063.71\n",
"[42]\tvalid_0's poisson: -101.138\tvalid_0's l2: 1048.7\n",
"[43]\tvalid_0's poisson: -101.295\tvalid_0's l2: 1033.06\n",
"[44]\tvalid_0's poisson: -101.447\tvalid_0's l2: 1018.44\n",
"[45]\tvalid_0's poisson: -101.595\tvalid_0's l2: 1003.73\n",
"[46]\tvalid_0's poisson: -101.741\tvalid_0's l2: 989.433\n",
"[47]\tvalid_0's poisson: -101.885\tvalid_0's l2: 975.331\n",
"[48]\tvalid_0's poisson: -102.023\tvalid_0's l2: 961.662\n",
"[49]\tvalid_0's poisson: -102.158\tvalid_0's l2: 948.467\n",
"[50]\tvalid_0's poisson: -102.288\tvalid_0's l2: 935.881\n",
"[51]\tvalid_0's poisson: -102.418\tvalid_0's l2: 923.504\n",
"[52]\tvalid_0's poisson: -102.542\tvalid_0's l2: 911.989\n",
"[53]\tvalid_0's poisson: -102.665\tvalid_0's l2: 900.227\n",
"[54]\tvalid_0's poisson: -102.79\tvalid_0's l2: 888.699\n",
"[55]\tvalid_0's poisson: -102.905\tvalid_0's l2: 877.936\n",
"[56]\tvalid_0's poisson: -103.019\tvalid_0's l2: 867.028\n",
"[57]\tvalid_0's poisson: -103.131\tvalid_0's l2: 856.453\n",
"[58]\tvalid_0's poisson: -103.242\tvalid_0's l2: 846.081\n",
"[59]\tvalid_0's poisson: -103.348\tvalid_0's l2: 836.273\n",
"[60]\tvalid_0's poisson: -103.452\tvalid_0's l2: 826.315\n",
"[61]\tvalid_0's poisson: -103.552\tvalid_0's l2: 817.119\n",
"[62]\tvalid_0's poisson: -103.657\tvalid_0's l2: 807.781\n",
"[63]\tvalid_0's poisson: -103.753\tvalid_0's l2: 798.741\n",
"[64]\tvalid_0's poisson: -103.849\tvalid_0's l2: 790.022\n",
"[65]\tvalid_0's poisson: -103.942\tvalid_0's l2: 782.091\n",
"[66]\tvalid_0's poisson: -104.033\tvalid_0's l2: 773.798\n",
"[67]\tvalid_0's poisson: -104.121\tvalid_0's l2: 766.205\n",
"[68]\tvalid_0's poisson: -104.207\tvalid_0's l2: 758.559\n",
"[69]\tvalid_0's poisson: -104.296\tvalid_0's l2: 750.785\n",
"[70]\tvalid_0's poisson: -104.38\tvalid_0's l2: 743.326\n",
"[71]\tvalid_0's poisson: -104.462\tvalid_0's l2: 735.981\n",
"[72]\tvalid_0's poisson: -104.542\tvalid_0's l2: 728.826\n",
"[73]\tvalid_0's poisson: -104.625\tvalid_0's l2: 721.822\n",
"[74]\tvalid_0's poisson: -104.705\tvalid_0's l2: 714.993\n",
"[75]\tvalid_0's poisson: -104.785\tvalid_0's l2: 707.933\n",
"[76]\tvalid_0's poisson: -104.863\tvalid_0's l2: 701.125\n",
"[77]\tvalid_0's poisson: -104.943\tvalid_0's l2: 694.15\n",
"[78]\tvalid_0's poisson: -105.017\tvalid_0's l2: 687.728\n",
"[79]\tvalid_0's poisson: -105.085\tvalid_0's l2: 681.7\n",
"[80]\tvalid_0's poisson: -105.157\tvalid_0's l2: 675.528\n",
"[81]\tvalid_0's poisson: -105.23\tvalid_0's l2: 669.277\n",
"[82]\tvalid_0's poisson: -105.299\tvalid_0's l2: 663.748\n",
"[83]\tvalid_0's poisson: -105.368\tvalid_0's l2: 657.714\n",
"[84]\tvalid_0's poisson: -105.433\tvalid_0's l2: 652.222\n",
"[85]\tvalid_0's poisson: -105.498\tvalid_0's l2: 646.512\n",
"[86]\tvalid_0's poisson: -105.56\tvalid_0's l2: 641.326\n",
"[87]\tvalid_0's poisson: -105.619\tvalid_0's l2: 636.194\n",
"[88]\tvalid_0's poisson: -105.679\tvalid_0's l2: 631.284\n",
"[89]\tvalid_0's poisson: -105.738\tvalid_0's l2: 626.161\n",
"[90]\tvalid_0's poisson: -105.797\tvalid_0's l2: 621.399\n",
"[91]\tvalid_0's poisson: -105.855\tvalid_0's l2: 616.501\n",
"[92]\tvalid_0's poisson: -105.908\tvalid_0's l2: 611.89\n",
"[93]\tvalid_0's poisson: -105.964\tvalid_0's l2: 607.449\n",
"[94]\tvalid_0's poisson: -106.015\tvalid_0's l2: 603.153\n",
"[95]\tvalid_0's poisson: -106.066\tvalid_0's l2: 598.758\n",
"[96]\tvalid_0's poisson: -106.119\tvalid_0's l2: 594.585\n",
"[97]\tvalid_0's poisson: -106.167\tvalid_0's l2: 590.41\n",
"[98]\tvalid_0's poisson: -106.218\tvalid_0's l2: 586.372\n",
"[99]\tvalid_0's poisson: -106.267\tvalid_0's l2: 582.773\n",
"[100]\tvalid_0's poisson: -106.316\tvalid_0's l2: 578.808\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.856\tvalid_0's l2: 2250.18\n",
"[2]\tvalid_0's poisson: -88.5077\tvalid_0's l2: 2200.89\n",
"[3]\tvalid_0's poisson: -89.1228\tvalid_0's l2: 2153.12\n",
"[4]\tvalid_0's poisson: -89.7185\tvalid_0's l2: 2105.76\n",
"[5]\tvalid_0's poisson: -90.2833\tvalid_0's l2: 2059.85\n",
"[6]\tvalid_0's poisson: -90.8197\tvalid_0's l2: 2015.35\n",
"[7]\tvalid_0's poisson: -91.332\tvalid_0's l2: 1972.09\n",
"[8]\tvalid_0's poisson: -91.8164\tvalid_0's l2: 1930.44\n",
"[9]\tvalid_0's poisson: -92.2833\tvalid_0's l2: 1889.78\n",
"[10]\tvalid_0's poisson: -92.7264\tvalid_0's l2: 1850.58\n",
"[11]\tvalid_0's poisson: -93.1521\tvalid_0's l2: 1812.57\n",
"[12]\tvalid_0's poisson: -93.5609\tvalid_0's l2: 1775.6\n",
"[13]\tvalid_0's poisson: -93.9534\tvalid_0's l2: 1739.91\n",
"[14]\tvalid_0's poisson: -94.3303\tvalid_0's l2: 1705.25\n",
"[15]\tvalid_0's poisson: -94.6948\tvalid_0's l2: 1671.41\n",
"[16]\tvalid_0's poisson: -95.0443\tvalid_0's l2: 1638.72\n",
"[17]\tvalid_0's poisson: -95.3831\tvalid_0's l2: 1606.74\n",
"[18]\tvalid_0's poisson: -95.7077\tvalid_0's l2: 1575.93\n",
"[19]\tvalid_0's poisson: -96.0264\tvalid_0's l2: 1545.6\n",
"[20]\tvalid_0's poisson: -96.327\tvalid_0's l2: 1516.64\n",
"[21]\tvalid_0's poisson: -96.621\tvalid_0's l2: 1488.26\n",
"[22]\tvalid_0's poisson: -96.903\tvalid_0's l2: 1460.83\n",
"[23]\tvalid_0's poisson: -97.1838\tvalid_0's l2: 1433.68\n",
"[24]\tvalid_0's poisson: -97.4478\tvalid_0's l2: 1408.15\n",
"[25]\tvalid_0's poisson: -97.7045\tvalid_0's l2: 1383.02\n",
"[26]\tvalid_0's poisson: -97.9496\tvalid_0's l2: 1359.01\n",
"[27]\tvalid_0's poisson: -98.188\tvalid_0's l2: 1335.57\n",
"[28]\tvalid_0's poisson: -98.4193\tvalid_0's l2: 1313.04\n",
"[29]\tvalid_0's poisson: -98.6535\tvalid_0's l2: 1290.15\n",
"[30]\tvalid_0's poisson: -98.8714\tvalid_0's l2: 1268.78\n",
"[31]\tvalid_0's poisson: -99.083\tvalid_0's l2: 1248.04\n",
"[32]\tvalid_0's poisson: -99.2912\tvalid_0's l2: 1227.59\n",
"[33]\tvalid_0's poisson: -99.5003\tvalid_0's l2: 1207.03\n",
"[34]\tvalid_0's poisson: -99.6937\tvalid_0's l2: 1188.05\n",
"[35]\tvalid_0's poisson: -99.8826\tvalid_0's l2: 1169.68\n",
"[36]\tvalid_0's poisson: -100.068\tvalid_0's l2: 1151.16\n",
"[37]\tvalid_0's poisson: -100.253\tvalid_0's l2: 1132.92\n",
"[38]\tvalid_0's poisson: -100.43\tvalid_0's l2: 1115.62\n",
"[39]\tvalid_0's poisson: -100.606\tvalid_0's l2: 1098.12\n",
"[40]\tvalid_0's poisson: -100.774\tvalid_0's l2: 1081.55\n",
"[41]\tvalid_0's poisson: -100.941\tvalid_0's l2: 1064.96\n",
"[42]\tvalid_0's poisson: -101.1\tvalid_0's l2: 1049.18\n",
"[43]\tvalid_0's poisson: -101.26\tvalid_0's l2: 1033.48\n",
"[44]\tvalid_0's poisson: -101.411\tvalid_0's l2: 1018.73\n",
"[45]\tvalid_0's poisson: -101.559\tvalid_0's l2: 1004.14\n",
"[46]\tvalid_0's poisson: -101.706\tvalid_0's l2: 989.848\n",
"[47]\tvalid_0's poisson: -101.846\tvalid_0's l2: 976.133\n",
"[48]\tvalid_0's poisson: -101.986\tvalid_0's l2: 962.466\n",
"[49]\tvalid_0's poisson: -102.122\tvalid_0's l2: 949.304\n",
"[50]\tvalid_0's poisson: -102.256\tvalid_0's l2: 936.371\n",
"[51]\tvalid_0's poisson: -102.382\tvalid_0's l2: 924.684\n",
"[52]\tvalid_0's poisson: -102.51\tvalid_0's l2: 912.351\n",
"[53]\tvalid_0's poisson: -102.633\tvalid_0's l2: 900.537\n",
"[54]\tvalid_0's poisson: -102.752\tvalid_0's l2: 889.31\n",
"[55]\tvalid_0's poisson: -102.87\tvalid_0's l2: 878.055\n",
"[56]\tvalid_0's poisson: -102.987\tvalid_0's l2: 867.056\n",
"[57]\tvalid_0's poisson: -103.1\tvalid_0's l2: 856.547\n",
"[58]\tvalid_0's poisson: -103.208\tvalid_0's l2: 846.431\n",
"[59]\tvalid_0's poisson: -103.317\tvalid_0's l2: 836.235\n",
"[60]\tvalid_0's poisson: -103.421\tvalid_0's l2: 826.875\n",
"[61]\tvalid_0's poisson: -103.523\tvalid_0's l2: 817.529\n",
"[62]\tvalid_0's poisson: -103.622\tvalid_0's l2: 808.457\n",
"[63]\tvalid_0's poisson: -103.72\tvalid_0's l2: 799.407\n",
"[64]\tvalid_0's poisson: -103.817\tvalid_0's l2: 790.553\n",
"[65]\tvalid_0's poisson: -103.911\tvalid_0's l2: 781.861\n",
"[66]\tvalid_0's poisson: -104.002\tvalid_0's l2: 773.742\n",
"[67]\tvalid_0's poisson: -104.097\tvalid_0's l2: 765.295\n",
"[68]\tvalid_0's poisson: -104.184\tvalid_0's l2: 757.459\n",
"[69]\tvalid_0's poisson: -104.276\tvalid_0's l2: 749.389\n",
"[70]\tvalid_0's poisson: -104.359\tvalid_0's l2: 741.887\n",
"[71]\tvalid_0's poisson: -104.446\tvalid_0's l2: 734.294\n",
"[72]\tvalid_0's poisson: -104.526\tvalid_0's l2: 727.238\n",
"[73]\tvalid_0's poisson: -104.608\tvalid_0's l2: 720.256\n",
"[74]\tvalid_0's poisson: -104.692\tvalid_0's l2: 712.812\n",
"[75]\tvalid_0's poisson: -104.767\tvalid_0's l2: 706.211\n",
"[76]\tvalid_0's poisson: -104.847\tvalid_0's l2: 699.179\n",
"[77]\tvalid_0's poisson: -104.922\tvalid_0's l2: 692.918\n",
"[78]\tvalid_0's poisson: -104.999\tvalid_0's l2: 686.136\n",
"[79]\tvalid_0's poisson: -105.073\tvalid_0's l2: 679.663\n",
"[80]\tvalid_0's poisson: -105.141\tvalid_0's l2: 673.803\n",
"[81]\tvalid_0's poisson: -105.214\tvalid_0's l2: 667.694\n",
"[82]\tvalid_0's poisson: -105.28\tvalid_0's l2: 662.063\n",
"[83]\tvalid_0's poisson: -105.35\tvalid_0's l2: 656.122\n",
"[84]\tvalid_0's poisson: -105.412\tvalid_0's l2: 650.86\n",
"[85]\tvalid_0's poisson: -105.478\tvalid_0's l2: 645.182\n",
"[86]\tvalid_0's poisson: -105.539\tvalid_0's l2: 639.836\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[87]\tvalid_0's poisson: -105.602\tvalid_0's l2: 634.643\n",
"[88]\tvalid_0's poisson: -105.66\tvalid_0's l2: 629.553\n",
"[89]\tvalid_0's poisson: -105.721\tvalid_0's l2: 624.426\n",
"[90]\tvalid_0's poisson: -105.78\tvalid_0's l2: 619.581\n",
"[91]\tvalid_0's poisson: -105.834\tvalid_0's l2: 614.76\n",
"[92]\tvalid_0's poisson: -105.892\tvalid_0's l2: 609.982\n",
"[93]\tvalid_0's poisson: -105.944\tvalid_0's l2: 605.323\n",
"[94]\tvalid_0's poisson: -106\tvalid_0's l2: 600.845\n",
"[95]\tvalid_0's poisson: -106.054\tvalid_0's l2: 596.464\n",
"[96]\tvalid_0's poisson: -106.106\tvalid_0's l2: 592.147\n",
"[97]\tvalid_0's poisson: -106.154\tvalid_0's l2: 588.145\n",
"[98]\tvalid_0's poisson: -106.203\tvalid_0's l2: 584.134\n",
"[99]\tvalid_0's poisson: -106.252\tvalid_0's l2: 580.001\n",
"[100]\tvalid_0's poisson: -106.3\tvalid_0's l2: 576.222\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.9294\tvalid_0's l2: 1558.05\n",
"[2]\tvalid_0's poisson: -100.398\tvalid_0's l2: 1119.24\n",
"[3]\tvalid_0's poisson: -103.116\tvalid_0's l2: 850.418\n",
"[4]\tvalid_0's poisson: -104.825\tvalid_0's l2: 693.137\n",
"[5]\tvalid_0's poisson: -106.011\tvalid_0's l2: 586.817\n",
"[6]\tvalid_0's poisson: -106.818\tvalid_0's l2: 516.498\n",
"[7]\tvalid_0's poisson: -107.392\tvalid_0's l2: 470.539\n",
"[8]\tvalid_0's poisson: -107.816\tvalid_0's l2: 440.147\n",
"[9]\tvalid_0's poisson: -108.138\tvalid_0's l2: 415.361\n",
"[10]\tvalid_0's poisson: -108.373\tvalid_0's l2: 399.598\n",
"[11]\tvalid_0's poisson: -108.565\tvalid_0's l2: 385.806\n",
"[12]\tvalid_0's poisson: -108.661\tvalid_0's l2: 375.515\n",
"[13]\tvalid_0's poisson: -108.742\tvalid_0's l2: 366.608\n",
"[14]\tvalid_0's poisson: -108.745\tvalid_0's l2: 360.292\n",
"[15]\tvalid_0's poisson: -108.68\tvalid_0's l2: 356.045\n",
"[16]\tvalid_0's poisson: -108.701\tvalid_0's l2: 351.671\n",
"[17]\tvalid_0's poisson: -108.736\tvalid_0's l2: 348.128\n",
"[18]\tvalid_0's poisson: -108.721\tvalid_0's l2: 345.409\n",
"[19]\tvalid_0's poisson: -108.693\tvalid_0's l2: 339.838\n",
"[20]\tvalid_0's poisson: -108.684\tvalid_0's l2: 335.217\n",
"[21]\tvalid_0's poisson: -108.712\tvalid_0's l2: 332.311\n",
"[22]\tvalid_0's poisson: -108.64\tvalid_0's l2: 327.597\n",
"[23]\tvalid_0's poisson: -108.58\tvalid_0's l2: 325.913\n",
"[24]\tvalid_0's poisson: -108.522\tvalid_0's l2: 326.078\n",
"[25]\tvalid_0's poisson: -108.498\tvalid_0's l2: 322.356\n",
"[26]\tvalid_0's poisson: -108.539\tvalid_0's l2: 321.86\n",
"[27]\tvalid_0's poisson: -108.369\tvalid_0's l2: 321.95\n",
"[28]\tvalid_0's poisson: -108.336\tvalid_0's l2: 318.919\n",
"[29]\tvalid_0's poisson: -108.337\tvalid_0's l2: 316.437\n",
"[30]\tvalid_0's poisson: -108.267\tvalid_0's l2: 315.348\n",
"[31]\tvalid_0's poisson: -108.2\tvalid_0's l2: 313.066\n",
"[32]\tvalid_0's poisson: -108.196\tvalid_0's l2: 311.273\n",
"[33]\tvalid_0's poisson: -108.011\tvalid_0's l2: 308.289\n",
"[34]\tvalid_0's poisson: -108.138\tvalid_0's l2: 305.935\n",
"[35]\tvalid_0's poisson: -108.15\tvalid_0's l2: 303.819\n",
"[36]\tvalid_0's poisson: -108.044\tvalid_0's l2: 303.052\n",
"[37]\tvalid_0's poisson: -108.021\tvalid_0's l2: 303.206\n",
"[38]\tvalid_0's poisson: -107.993\tvalid_0's l2: 301.407\n",
"[39]\tvalid_0's poisson: -107.989\tvalid_0's l2: 300.073\n",
"[40]\tvalid_0's poisson: -107.924\tvalid_0's l2: 300.194\n",
"[41]\tvalid_0's poisson: -107.92\tvalid_0's l2: 300.698\n",
"[42]\tvalid_0's poisson: -107.824\tvalid_0's l2: 298.311\n",
"[43]\tvalid_0's poisson: -107.758\tvalid_0's l2: 297.121\n",
"[44]\tvalid_0's poisson: -107.934\tvalid_0's l2: 295.875\n",
"[45]\tvalid_0's poisson: -107.814\tvalid_0's l2: 294.795\n",
"[46]\tvalid_0's poisson: -107.836\tvalid_0's l2: 292.548\n",
"[47]\tvalid_0's poisson: -107.839\tvalid_0's l2: 291.621\n",
"[48]\tvalid_0's poisson: -107.809\tvalid_0's l2: 292.021\n",
"[49]\tvalid_0's poisson: -107.819\tvalid_0's l2: 290.555\n",
"[50]\tvalid_0's poisson: -107.818\tvalid_0's l2: 289.967\n",
"[51]\tvalid_0's poisson: -107.855\tvalid_0's l2: 288.952\n",
"[52]\tvalid_0's poisson: -107.914\tvalid_0's l2: 287.699\n",
"[53]\tvalid_0's poisson: -107.91\tvalid_0's l2: 287.933\n",
"[54]\tvalid_0's poisson: -107.77\tvalid_0's l2: 286.19\n",
"[55]\tvalid_0's poisson: -107.848\tvalid_0's l2: 286.116\n",
"[56]\tvalid_0's poisson: -107.795\tvalid_0's l2: 285.846\n",
"[57]\tvalid_0's poisson: -107.678\tvalid_0's l2: 284.8\n",
"[58]\tvalid_0's poisson: -107.679\tvalid_0's l2: 284.355\n",
"[59]\tvalid_0's poisson: -107.682\tvalid_0's l2: 283.528\n",
"[60]\tvalid_0's poisson: -107.679\tvalid_0's l2: 281.953\n",
"[61]\tvalid_0's poisson: -107.619\tvalid_0's l2: 281.42\n",
"[62]\tvalid_0's poisson: -107.662\tvalid_0's l2: 281.034\n",
"[63]\tvalid_0's poisson: -107.67\tvalid_0's l2: 281.171\n",
"[64]\tvalid_0's poisson: -107.629\tvalid_0's l2: 280.603\n",
"[65]\tvalid_0's poisson: -107.453\tvalid_0's l2: 280.107\n",
"[66]\tvalid_0's poisson: -107.394\tvalid_0's l2: 279.986\n",
"[67]\tvalid_0's poisson: -107.402\tvalid_0's l2: 278.699\n",
"[68]\tvalid_0's poisson: -107.402\tvalid_0's l2: 278.39\n",
"[69]\tvalid_0's poisson: -107.253\tvalid_0's l2: 277.684\n",
"[70]\tvalid_0's poisson: -107.254\tvalid_0's l2: 277.524\n",
"[71]\tvalid_0's poisson: -107.086\tvalid_0's l2: 276.46\n",
"[72]\tvalid_0's poisson: -107.146\tvalid_0's l2: 275.368\n",
"[73]\tvalid_0's poisson: -107.238\tvalid_0's l2: 275.347\n",
"[74]\tvalid_0's poisson: -107.13\tvalid_0's l2: 274.624\n",
"[75]\tvalid_0's poisson: -107.388\tvalid_0's l2: 274.498\n",
"[76]\tvalid_0's poisson: -107.294\tvalid_0's l2: 274.641\n",
"[77]\tvalid_0's poisson: -107.224\tvalid_0's l2: 273.993\n",
"[78]\tvalid_0's poisson: -107.277\tvalid_0's l2: 273.771\n",
"[79]\tvalid_0's poisson: -107.297\tvalid_0's l2: 273.402\n",
"[80]\tvalid_0's poisson: -107.306\tvalid_0's l2: 272.139\n",
"[81]\tvalid_0's poisson: -107.393\tvalid_0's l2: 271.494\n",
"[82]\tvalid_0's poisson: -107.386\tvalid_0's l2: 270.598\n",
"[83]\tvalid_0's poisson: -107.314\tvalid_0's l2: 271.042\n",
"[84]\tvalid_0's poisson: -107.35\tvalid_0's l2: 271.054\n",
"[85]\tvalid_0's poisson: -107.402\tvalid_0's l2: 269.475\n",
"[86]\tvalid_0's poisson: -107.342\tvalid_0's l2: 269.017\n",
"[87]\tvalid_0's poisson: -107.37\tvalid_0's l2: 269.048\n",
"[88]\tvalid_0's poisson: -107.336\tvalid_0's l2: 268.991\n",
"[89]\tvalid_0's poisson: -107.368\tvalid_0's l2: 269.119\n",
"[90]\tvalid_0's poisson: -107.397\tvalid_0's l2: 268.961\n",
"[91]\tvalid_0's poisson: -107.461\tvalid_0's l2: 269.172\n",
"[92]\tvalid_0's poisson: -107.466\tvalid_0's l2: 269.258\n",
"[93]\tvalid_0's poisson: -107.423\tvalid_0's l2: 269.099\n",
"[94]\tvalid_0's poisson: -107.409\tvalid_0's l2: 268.585\n",
"[95]\tvalid_0's poisson: -107.436\tvalid_0's l2: 268.501\n",
"[96]\tvalid_0's poisson: -107.356\tvalid_0's l2: 268.518\n",
"[97]\tvalid_0's poisson: -107.332\tvalid_0's l2: 268.641\n",
"[98]\tvalid_0's poisson: -107.327\tvalid_0's l2: 268.717\n",
"[99]\tvalid_0's poisson: -107.327\tvalid_0's l2: 268.735\n",
"[100]\tvalid_0's poisson: -107.328\tvalid_0's l2: 268.637\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.8623\tvalid_0's l2: 1555.55\n",
"[2]\tvalid_0's poisson: -100.439\tvalid_0's l2: 1104.73\n",
"[3]\tvalid_0's poisson: -103.066\tvalid_0's l2: 841.802\n",
"[4]\tvalid_0's poisson: -104.784\tvalid_0's l2: 682.679\n",
"[5]\tvalid_0's poisson: -105.958\tvalid_0's l2: 577.621\n",
"[6]\tvalid_0's poisson: -106.786\tvalid_0's l2: 511.1\n",
"[7]\tvalid_0's poisson: -107.389\tvalid_0's l2: 465.978\n",
"[8]\tvalid_0's poisson: -107.795\tvalid_0's l2: 437.12\n",
"[9]\tvalid_0's poisson: -108.119\tvalid_0's l2: 411.045\n",
"[10]\tvalid_0's poisson: -108.407\tvalid_0's l2: 392.916\n",
"[11]\tvalid_0's poisson: -108.61\tvalid_0's l2: 376.918\n",
"[12]\tvalid_0's poisson: -108.699\tvalid_0's l2: 366.856\n",
"[13]\tvalid_0's poisson: -108.664\tvalid_0's l2: 361.768\n",
"[14]\tvalid_0's poisson: -108.681\tvalid_0's l2: 355.688\n",
"[15]\tvalid_0's poisson: -108.766\tvalid_0's l2: 347.906\n",
"[16]\tvalid_0's poisson: -108.792\tvalid_0's l2: 345.645\n",
"[17]\tvalid_0's poisson: -108.81\tvalid_0's l2: 342.579\n",
"[18]\tvalid_0's poisson: -108.823\tvalid_0's l2: 340.789\n",
"[19]\tvalid_0's poisson: -108.756\tvalid_0's l2: 338.449\n",
"[20]\tvalid_0's poisson: -108.646\tvalid_0's l2: 335.514\n",
"[21]\tvalid_0's poisson: -108.578\tvalid_0's l2: 333.465\n",
"[22]\tvalid_0's poisson: -108.564\tvalid_0's l2: 330.619\n",
"[23]\tvalid_0's poisson: -108.514\tvalid_0's l2: 328.288\n",
"[24]\tvalid_0's poisson: -108.53\tvalid_0's l2: 325.358\n",
"[25]\tvalid_0's poisson: -108.42\tvalid_0's l2: 323.712\n",
"[26]\tvalid_0's poisson: -108.408\tvalid_0's l2: 320.486\n",
"[27]\tvalid_0's poisson: -108.322\tvalid_0's l2: 320.11\n",
"[28]\tvalid_0's poisson: -108.302\tvalid_0's l2: 318.032\n",
"[29]\tvalid_0's poisson: -108.239\tvalid_0's l2: 317.017\n",
"[30]\tvalid_0's poisson: -108.238\tvalid_0's l2: 315.406\n",
"[31]\tvalid_0's poisson: -108.239\tvalid_0's l2: 315.144\n",
"[32]\tvalid_0's poisson: -108.122\tvalid_0's l2: 313.536\n",
"[33]\tvalid_0's poisson: -108.09\tvalid_0's l2: 314.019\n",
"[34]\tvalid_0's poisson: -107.988\tvalid_0's l2: 313.79\n",
"[35]\tvalid_0's poisson: -108.086\tvalid_0's l2: 311.633\n",
"[36]\tvalid_0's poisson: -108.055\tvalid_0's l2: 306.195\n",
"[37]\tvalid_0's poisson: -107.936\tvalid_0's l2: 304.945\n",
"[38]\tvalid_0's poisson: -107.885\tvalid_0's l2: 304.834\n",
"[39]\tvalid_0's poisson: -107.831\tvalid_0's l2: 305.066\n",
"[40]\tvalid_0's poisson: -107.777\tvalid_0's l2: 305.008\n",
"[41]\tvalid_0's poisson: -107.651\tvalid_0's l2: 301.68\n",
"[42]\tvalid_0's poisson: -107.766\tvalid_0's l2: 298.94\n",
"[43]\tvalid_0's poisson: -107.742\tvalid_0's l2: 298.7\n",
"[44]\tvalid_0's poisson: -107.704\tvalid_0's l2: 298.155\n",
"[45]\tvalid_0's poisson: -107.765\tvalid_0's l2: 296.51\n",
"[46]\tvalid_0's poisson: -107.767\tvalid_0's l2: 295.828\n",
"[47]\tvalid_0's poisson: -107.683\tvalid_0's l2: 295.686\n",
"[48]\tvalid_0's poisson: -107.675\tvalid_0's l2: 293.991\n",
"[49]\tvalid_0's poisson: -107.658\tvalid_0's l2: 294.096\n",
"[50]\tvalid_0's poisson: -107.651\tvalid_0's l2: 294.074\n",
"[51]\tvalid_0's poisson: -107.654\tvalid_0's l2: 293.191\n",
"[52]\tvalid_0's poisson: -107.667\tvalid_0's l2: 292.88\n",
"[53]\tvalid_0's poisson: -107.61\tvalid_0's l2: 292.835\n",
"[54]\tvalid_0's poisson: -107.587\tvalid_0's l2: 292.99\n",
"[55]\tvalid_0's poisson: -107.619\tvalid_0's l2: 292.682\n",
"[56]\tvalid_0's poisson: -107.635\tvalid_0's l2: 292.502\n",
"[57]\tvalid_0's poisson: -107.652\tvalid_0's l2: 292.042\n",
"[58]\tvalid_0's poisson: -107.644\tvalid_0's l2: 291.622\n",
"[59]\tvalid_0's poisson: -107.594\tvalid_0's l2: 290.92\n",
"[60]\tvalid_0's poisson: -107.581\tvalid_0's l2: 289.245\n",
"[61]\tvalid_0's poisson: -107.591\tvalid_0's l2: 289.486\n",
"[62]\tvalid_0's poisson: -107.521\tvalid_0's l2: 288.234\n",
"[63]\tvalid_0's poisson: -107.48\tvalid_0's l2: 287.985\n",
"[64]\tvalid_0's poisson: -107.402\tvalid_0's l2: 286.517\n",
"[65]\tvalid_0's poisson: -107.429\tvalid_0's l2: 285.685\n",
"[66]\tvalid_0's poisson: -107.476\tvalid_0's l2: 284.906\n",
"[67]\tvalid_0's poisson: -107.455\tvalid_0's l2: 285.294\n",
"[68]\tvalid_0's poisson: -107.489\tvalid_0's l2: 284.167\n",
"[69]\tvalid_0's poisson: -107.528\tvalid_0's l2: 283.259\n",
"[70]\tvalid_0's poisson: -107.52\tvalid_0's l2: 283.209\n",
"[71]\tvalid_0's poisson: -107.383\tvalid_0's l2: 282.622\n",
"[72]\tvalid_0's poisson: -107.428\tvalid_0's l2: 282.725\n",
"[73]\tvalid_0's poisson: -107.448\tvalid_0's l2: 282.41\n",
"[74]\tvalid_0's poisson: -107.493\tvalid_0's l2: 282.009\n",
"[75]\tvalid_0's poisson: -107.463\tvalid_0's l2: 281.828\n",
"[76]\tvalid_0's poisson: -107.434\tvalid_0's l2: 281.409\n",
"[77]\tvalid_0's poisson: -107.439\tvalid_0's l2: 281.376\n",
"[78]\tvalid_0's poisson: -107.421\tvalid_0's l2: 280.059\n",
"[79]\tvalid_0's poisson: -107.384\tvalid_0's l2: 280.414\n",
"[80]\tvalid_0's poisson: -107.386\tvalid_0's l2: 280.42\n",
"[81]\tvalid_0's poisson: -107.365\tvalid_0's l2: 280.397\n",
"[82]\tvalid_0's poisson: -107.377\tvalid_0's l2: 280.676\n",
"[83]\tvalid_0's poisson: -107.355\tvalid_0's l2: 280.768\n",
"[84]\tvalid_0's poisson: -107.391\tvalid_0's l2: 280.972\n",
"[85]\tvalid_0's poisson: -107.454\tvalid_0's l2: 280.934\n",
"[86]\tvalid_0's poisson: -107.429\tvalid_0's l2: 280.766\n",
"[87]\tvalid_0's poisson: -107.456\tvalid_0's l2: 280.654\n",
"[88]\tvalid_0's poisson: -107.415\tvalid_0's l2: 280.542\n",
"[89]\tvalid_0's poisson: -107.407\tvalid_0's l2: 280.486\n",
"[90]\tvalid_0's poisson: -107.412\tvalid_0's l2: 279.859\n",
"[91]\tvalid_0's poisson: -107.391\tvalid_0's l2: 280.032\n",
"[92]\tvalid_0's poisson: -107.388\tvalid_0's l2: 279.509\n",
"[93]\tvalid_0's poisson: -107.414\tvalid_0's l2: 279.37\n",
"[94]\tvalid_0's poisson: -107.411\tvalid_0's l2: 279.58\n",
"[95]\tvalid_0's poisson: -107.412\tvalid_0's l2: 279.727\n",
"[96]\tvalid_0's poisson: -107.489\tvalid_0's l2: 279.325\n",
"[97]\tvalid_0's poisson: -107.461\tvalid_0's l2: 279.47\n",
"[98]\tvalid_0's poisson: -107.42\tvalid_0's l2: 278.737\n",
"[99]\tvalid_0's poisson: -107.421\tvalid_0's l2: 278.62\n",
"[100]\tvalid_0's poisson: -107.435\tvalid_0's l2: 278.555\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.9917\tvalid_0's l2: 1546.32\n",
"[2]\tvalid_0's poisson: -100.482\tvalid_0's l2: 1099.38\n",
"[3]\tvalid_0's poisson: -103.116\tvalid_0's l2: 834.138\n",
"[4]\tvalid_0's poisson: -104.823\tvalid_0's l2: 670.664\n",
"[5]\tvalid_0's poisson: -105.973\tvalid_0's l2: 570.623\n",
"[6]\tvalid_0's poisson: -106.851\tvalid_0's l2: 499.123\n",
"[7]\tvalid_0's poisson: -107.439\tvalid_0's l2: 452.042\n",
"[8]\tvalid_0's poisson: -107.897\tvalid_0's l2: 422.169\n",
"[9]\tvalid_0's poisson: -108.161\tvalid_0's l2: 402.527\n",
"[10]\tvalid_0's poisson: -108.408\tvalid_0's l2: 387.649\n",
"[11]\tvalid_0's poisson: -108.623\tvalid_0's l2: 371.221\n",
"[12]\tvalid_0's poisson: -108.694\tvalid_0's l2: 360.192\n",
"[13]\tvalid_0's poisson: -108.786\tvalid_0's l2: 353.804\n",
"[14]\tvalid_0's poisson: -108.805\tvalid_0's l2: 347.669\n",
"[15]\tvalid_0's poisson: -108.788\tvalid_0's l2: 342.264\n",
"[16]\tvalid_0's poisson: -108.729\tvalid_0's l2: 338.569\n",
"[17]\tvalid_0's poisson: -108.798\tvalid_0's l2: 334.781\n",
"[18]\tvalid_0's poisson: -108.643\tvalid_0's l2: 333.933\n",
"[19]\tvalid_0's poisson: -108.626\tvalid_0's l2: 330.958\n",
"[20]\tvalid_0's poisson: -108.619\tvalid_0's l2: 330.204\n",
"[21]\tvalid_0's poisson: -108.505\tvalid_0's l2: 329.056\n",
"[22]\tvalid_0's poisson: -108.513\tvalid_0's l2: 323.246\n",
"[23]\tvalid_0's poisson: -108.478\tvalid_0's l2: 321.314\n",
"[24]\tvalid_0's poisson: -108.47\tvalid_0's l2: 318.454\n",
"[25]\tvalid_0's poisson: -108.48\tvalid_0's l2: 316.266\n",
"[26]\tvalid_0's poisson: -108.377\tvalid_0's l2: 315.315\n",
"[27]\tvalid_0's poisson: -108.281\tvalid_0's l2: 313.534\n",
"[28]\tvalid_0's poisson: -108.328\tvalid_0's l2: 311.774\n",
"[29]\tvalid_0's poisson: -108.279\tvalid_0's l2: 311.497\n",
"[30]\tvalid_0's poisson: -108.365\tvalid_0's l2: 310.184\n",
"[31]\tvalid_0's poisson: -108.323\tvalid_0's l2: 309.599\n",
"[32]\tvalid_0's poisson: -108.227\tvalid_0's l2: 307.494\n",
"[33]\tvalid_0's poisson: -108.22\tvalid_0's l2: 306.904\n",
"[34]\tvalid_0's poisson: -108.22\tvalid_0's l2: 304.589\n",
"[35]\tvalid_0's poisson: -108.198\tvalid_0's l2: 302.788\n",
"[36]\tvalid_0's poisson: -108.073\tvalid_0's l2: 302.104\n",
"[37]\tvalid_0's poisson: -108.097\tvalid_0's l2: 301.399\n",
"[38]\tvalid_0's poisson: -107.86\tvalid_0's l2: 299.096\n",
"[39]\tvalid_0's poisson: -107.739\tvalid_0's l2: 299.97\n",
"[40]\tvalid_0's poisson: -107.76\tvalid_0's l2: 298.297\n",
"[41]\tvalid_0's poisson: -107.83\tvalid_0's l2: 296.39\n",
"[42]\tvalid_0's poisson: -107.965\tvalid_0's l2: 296.109\n",
"[43]\tvalid_0's poisson: -107.899\tvalid_0's l2: 296.488\n",
"[44]\tvalid_0's poisson: -107.936\tvalid_0's l2: 296.207\n",
"[45]\tvalid_0's poisson: -107.751\tvalid_0's l2: 295.891\n",
"[46]\tvalid_0's poisson: -107.638\tvalid_0's l2: 294.084\n",
"[47]\tvalid_0's poisson: -107.669\tvalid_0's l2: 293.395\n",
"[48]\tvalid_0's poisson: -107.664\tvalid_0's l2: 292.047\n",
"[49]\tvalid_0's poisson: -107.606\tvalid_0's l2: 293.093\n",
"[50]\tvalid_0's poisson: -107.644\tvalid_0's l2: 292.713\n",
"[51]\tvalid_0's poisson: -107.697\tvalid_0's l2: 292.244\n",
"[52]\tvalid_0's poisson: -107.695\tvalid_0's l2: 291.855\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -107.636\tvalid_0's l2: 291.058\n",
"[54]\tvalid_0's poisson: -107.614\tvalid_0's l2: 289.88\n",
"[55]\tvalid_0's poisson: -107.842\tvalid_0's l2: 289.44\n",
"[56]\tvalid_0's poisson: -107.805\tvalid_0's l2: 288.534\n",
"[57]\tvalid_0's poisson: -107.674\tvalid_0's l2: 288.752\n",
"[58]\tvalid_0's poisson: -107.667\tvalid_0's l2: 288.683\n",
"[59]\tvalid_0's poisson: -107.76\tvalid_0's l2: 288.633\n",
"[60]\tvalid_0's poisson: -107.75\tvalid_0's l2: 287.806\n",
"[61]\tvalid_0's poisson: -107.769\tvalid_0's l2: 287.727\n",
"[62]\tvalid_0's poisson: -107.768\tvalid_0's l2: 287.714\n",
"[63]\tvalid_0's poisson: -107.817\tvalid_0's l2: 287.785\n",
"[64]\tvalid_0's poisson: -107.798\tvalid_0's l2: 286.254\n",
"[65]\tvalid_0's poisson: -107.848\tvalid_0's l2: 285.941\n",
"[66]\tvalid_0's poisson: -107.814\tvalid_0's l2: 286.193\n",
"[67]\tvalid_0's poisson: -107.783\tvalid_0's l2: 284.537\n",
"[68]\tvalid_0's poisson: -107.78\tvalid_0's l2: 284.782\n",
"[69]\tvalid_0's poisson: -107.786\tvalid_0's l2: 284.45\n",
"[70]\tvalid_0's poisson: -107.762\tvalid_0's l2: 283.564\n",
"[71]\tvalid_0's poisson: -107.763\tvalid_0's l2: 283.398\n",
"[72]\tvalid_0's poisson: -107.75\tvalid_0's l2: 283.127\n",
"[73]\tvalid_0's poisson: -107.741\tvalid_0's l2: 282.312\n",
"[74]\tvalid_0's poisson: -107.743\tvalid_0's l2: 281.176\n",
"[75]\tvalid_0's poisson: -107.744\tvalid_0's l2: 281.214\n",
"[76]\tvalid_0's poisson: -107.697\tvalid_0's l2: 280.22\n",
"[77]\tvalid_0's poisson: -107.707\tvalid_0's l2: 279.676\n",
"[78]\tvalid_0's poisson: -107.655\tvalid_0's l2: 278.769\n",
"[79]\tvalid_0's poisson: -107.607\tvalid_0's l2: 277.802\n",
"[80]\tvalid_0's poisson: -107.597\tvalid_0's l2: 277.934\n",
"[81]\tvalid_0's poisson: -107.605\tvalid_0's l2: 277.407\n",
"[82]\tvalid_0's poisson: -107.563\tvalid_0's l2: 277.158\n",
"[83]\tvalid_0's poisson: -107.625\tvalid_0's l2: 276.771\n",
"[84]\tvalid_0's poisson: -107.601\tvalid_0's l2: 276.593\n",
"[85]\tvalid_0's poisson: -107.582\tvalid_0's l2: 277\n",
"[86]\tvalid_0's poisson: -107.587\tvalid_0's l2: 275.478\n",
"[87]\tvalid_0's poisson: -107.476\tvalid_0's l2: 275.465\n",
"[88]\tvalid_0's poisson: -107.472\tvalid_0's l2: 275.43\n",
"[89]\tvalid_0's poisson: -107.485\tvalid_0's l2: 274.391\n",
"[90]\tvalid_0's poisson: -107.369\tvalid_0's l2: 274.374\n",
"[91]\tvalid_0's poisson: -107.336\tvalid_0's l2: 274.451\n",
"[92]\tvalid_0's poisson: -107.314\tvalid_0's l2: 273.909\n",
"[93]\tvalid_0's poisson: -107.213\tvalid_0's l2: 273.712\n",
"[94]\tvalid_0's poisson: -107.238\tvalid_0's l2: 273.763\n",
"[95]\tvalid_0's poisson: -107.259\tvalid_0's l2: 273.89\n",
"[96]\tvalid_0's poisson: -107.331\tvalid_0's l2: 274.491\n",
"[97]\tvalid_0's poisson: -107.241\tvalid_0's l2: 273.727\n",
"[98]\tvalid_0's poisson: -107.354\tvalid_0's l2: 273.595\n",
"[99]\tvalid_0's poisson: -107.349\tvalid_0's l2: 273.423\n",
"[100]\tvalid_0's poisson: -107.243\tvalid_0's l2: 272.804\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -96.043\tvalid_0's l2: 1543.69\n",
"[2]\tvalid_0's poisson: -100.472\tvalid_0's l2: 1106.11\n",
"[3]\tvalid_0's poisson: -103.175\tvalid_0's l2: 834.589\n",
"[4]\tvalid_0's poisson: -104.838\tvalid_0's l2: 675.816\n",
"[5]\tvalid_0's poisson: -105.984\tvalid_0's l2: 575.922\n",
"[6]\tvalid_0's poisson: -106.761\tvalid_0's l2: 513.244\n",
"[7]\tvalid_0's poisson: -107.395\tvalid_0's l2: 469.456\n",
"[8]\tvalid_0's poisson: -107.8\tvalid_0's l2: 437.367\n",
"[9]\tvalid_0's poisson: -108.125\tvalid_0's l2: 418.137\n",
"[10]\tvalid_0's poisson: -108.359\tvalid_0's l2: 401.839\n",
"[11]\tvalid_0's poisson: -108.517\tvalid_0's l2: 387.069\n",
"[12]\tvalid_0's poisson: -108.648\tvalid_0's l2: 374.425\n",
"[13]\tvalid_0's poisson: -108.722\tvalid_0's l2: 367.429\n",
"[14]\tvalid_0's poisson: -108.774\tvalid_0's l2: 361.6\n",
"[15]\tvalid_0's poisson: -108.819\tvalid_0's l2: 355.822\n",
"[16]\tvalid_0's poisson: -108.776\tvalid_0's l2: 351.276\n",
"[17]\tvalid_0's poisson: -108.755\tvalid_0's l2: 349.18\n",
"[18]\tvalid_0's poisson: -108.777\tvalid_0's l2: 344.667\n",
"[19]\tvalid_0's poisson: -108.599\tvalid_0's l2: 342.274\n",
"[20]\tvalid_0's poisson: -108.475\tvalid_0's l2: 340.797\n",
"[21]\tvalid_0's poisson: -108.553\tvalid_0's l2: 338.535\n",
"[22]\tvalid_0's poisson: -108.447\tvalid_0's l2: 337.525\n",
"[23]\tvalid_0's poisson: -108.416\tvalid_0's l2: 333.877\n",
"[24]\tvalid_0's poisson: -108.217\tvalid_0's l2: 330.884\n",
"[25]\tvalid_0's poisson: -108.213\tvalid_0's l2: 329.578\n",
"[26]\tvalid_0's poisson: -108.192\tvalid_0's l2: 326.85\n",
"[27]\tvalid_0's poisson: -108.183\tvalid_0's l2: 324.681\n",
"[28]\tvalid_0's poisson: -108.105\tvalid_0's l2: 319.323\n",
"[29]\tvalid_0's poisson: -108.093\tvalid_0's l2: 318.157\n",
"[30]\tvalid_0's poisson: -108.054\tvalid_0's l2: 314.728\n",
"[31]\tvalid_0's poisson: -108.011\tvalid_0's l2: 310.616\n",
"[32]\tvalid_0's poisson: -108.011\tvalid_0's l2: 310.37\n",
"[33]\tvalid_0's poisson: -108.035\tvalid_0's l2: 309.681\n",
"[34]\tvalid_0's poisson: -108.043\tvalid_0's l2: 308.782\n",
"[35]\tvalid_0's poisson: -108.049\tvalid_0's l2: 307.527\n",
"[36]\tvalid_0's poisson: -108.044\tvalid_0's l2: 306.714\n",
"[37]\tvalid_0's poisson: -108.038\tvalid_0's l2: 304.531\n",
"[38]\tvalid_0's poisson: -107.931\tvalid_0's l2: 304.498\n",
"[39]\tvalid_0's poisson: -107.944\tvalid_0's l2: 303.157\n",
"[40]\tvalid_0's poisson: -107.982\tvalid_0's l2: 302.289\n",
"[41]\tvalid_0's poisson: -107.983\tvalid_0's l2: 300.332\n",
"[42]\tvalid_0's poisson: -107.988\tvalid_0's l2: 298.025\n",
"[43]\tvalid_0's poisson: -107.964\tvalid_0's l2: 296.534\n",
"[44]\tvalid_0's poisson: -108.003\tvalid_0's l2: 295.788\n",
"[45]\tvalid_0's poisson: -107.99\tvalid_0's l2: 295.791\n",
"[46]\tvalid_0's poisson: -108.11\tvalid_0's l2: 294.659\n",
"[47]\tvalid_0's poisson: -108.089\tvalid_0's l2: 294.104\n",
"[48]\tvalid_0's poisson: -108.096\tvalid_0's l2: 293.59\n",
"[49]\tvalid_0's poisson: -107.976\tvalid_0's l2: 292.738\n",
"[50]\tvalid_0's poisson: -107.919\tvalid_0's l2: 292.087\n",
"[51]\tvalid_0's poisson: -107.958\tvalid_0's l2: 292.298\n",
"[52]\tvalid_0's poisson: -107.924\tvalid_0's l2: 291.651\n",
"[53]\tvalid_0's poisson: -107.925\tvalid_0's l2: 291.385\n",
"[54]\tvalid_0's poisson: -107.96\tvalid_0's l2: 288.355\n",
"[55]\tvalid_0's poisson: -107.955\tvalid_0's l2: 287.926\n",
"[56]\tvalid_0's poisson: -108.013\tvalid_0's l2: 287.962\n",
"[57]\tvalid_0's poisson: -108.057\tvalid_0's l2: 287.59\n",
"[58]\tvalid_0's poisson: -108.043\tvalid_0's l2: 287.432\n",
"[59]\tvalid_0's poisson: -108.028\tvalid_0's l2: 286.316\n",
"[60]\tvalid_0's poisson: -108.011\tvalid_0's l2: 285.334\n",
"[61]\tvalid_0's poisson: -107.989\tvalid_0's l2: 285.352\n",
"[62]\tvalid_0's poisson: -107.966\tvalid_0's l2: 284.902\n",
"[63]\tvalid_0's poisson: -107.758\tvalid_0's l2: 284.246\n",
"[64]\tvalid_0's poisson: -107.881\tvalid_0's l2: 284.096\n",
"[65]\tvalid_0's poisson: -107.83\tvalid_0's l2: 283.235\n",
"[66]\tvalid_0's poisson: -107.814\tvalid_0's l2: 282.714\n",
"[67]\tvalid_0's poisson: -107.816\tvalid_0's l2: 282.958\n",
"[68]\tvalid_0's poisson: -107.821\tvalid_0's l2: 282.732\n",
"[69]\tvalid_0's poisson: -107.78\tvalid_0's l2: 281.604\n",
"[70]\tvalid_0's poisson: -107.741\tvalid_0's l2: 279.517\n",
"[71]\tvalid_0's poisson: -107.805\tvalid_0's l2: 278.926\n",
"[72]\tvalid_0's poisson: -107.757\tvalid_0's l2: 278.565\n",
"[73]\tvalid_0's poisson: -107.771\tvalid_0's l2: 278.415\n",
"[74]\tvalid_0's poisson: -107.867\tvalid_0's l2: 278\n",
"[75]\tvalid_0's poisson: -107.839\tvalid_0's l2: 277.703\n",
"[76]\tvalid_0's poisson: -107.759\tvalid_0's l2: 277.55\n",
"[77]\tvalid_0's poisson: -107.736\tvalid_0's l2: 277.926\n",
"[78]\tvalid_0's poisson: -107.721\tvalid_0's l2: 276.799\n",
"[79]\tvalid_0's poisson: -107.82\tvalid_0's l2: 276.688\n",
"[80]\tvalid_0's poisson: -107.721\tvalid_0's l2: 276.644\n",
"[81]\tvalid_0's poisson: -107.734\tvalid_0's l2: 276.659\n",
"[82]\tvalid_0's poisson: -107.835\tvalid_0's l2: 276.545\n",
"[83]\tvalid_0's poisson: -107.805\tvalid_0's l2: 275.834\n",
"[84]\tvalid_0's poisson: -107.805\tvalid_0's l2: 275.734\n",
"[85]\tvalid_0's poisson: -107.803\tvalid_0's l2: 276.145\n",
"[86]\tvalid_0's poisson: -107.777\tvalid_0's l2: 275.904\n",
"[87]\tvalid_0's poisson: -107.741\tvalid_0's l2: 275.719\n",
"[88]\tvalid_0's poisson: -107.648\tvalid_0's l2: 275.705\n",
"[89]\tvalid_0's poisson: -107.642\tvalid_0's l2: 275.744\n",
"[90]\tvalid_0's poisson: -107.659\tvalid_0's l2: 276.113\n",
"[91]\tvalid_0's poisson: -107.672\tvalid_0's l2: 276.167\n",
"[92]\tvalid_0's poisson: -107.663\tvalid_0's l2: 276.384\n",
"[93]\tvalid_0's poisson: -107.556\tvalid_0's l2: 275.918\n",
"[94]\tvalid_0's poisson: -107.569\tvalid_0's l2: 275.046\n",
"[95]\tvalid_0's poisson: -107.591\tvalid_0's l2: 274.202\n",
"[96]\tvalid_0's poisson: -107.598\tvalid_0's l2: 273.714\n",
"[97]\tvalid_0's poisson: -107.651\tvalid_0's l2: 273.636\n",
"[98]\tvalid_0's poisson: -107.641\tvalid_0's l2: 273.21\n",
"[99]\tvalid_0's poisson: -107.648\tvalid_0's l2: 272.779\n",
"[100]\tvalid_0's poisson: -107.554\tvalid_0's l2: 272.137\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.959\tvalid_0's l2: 1549.35\n",
"[2]\tvalid_0's poisson: -100.437\tvalid_0's l2: 1104.47\n",
"[3]\tvalid_0's poisson: -103.157\tvalid_0's l2: 839.783\n",
"[4]\tvalid_0's poisson: -104.867\tvalid_0's l2: 672.305\n",
"[5]\tvalid_0's poisson: -106.019\tvalid_0's l2: 569.757\n",
"[6]\tvalid_0's poisson: -106.774\tvalid_0's l2: 508.998\n",
"[7]\tvalid_0's poisson: -107.368\tvalid_0's l2: 467.114\n",
"[8]\tvalid_0's poisson: -107.83\tvalid_0's l2: 433.111\n",
"[9]\tvalid_0's poisson: -108.164\tvalid_0's l2: 410.403\n",
"[10]\tvalid_0's poisson: -108.377\tvalid_0's l2: 390.162\n",
"[11]\tvalid_0's poisson: -108.538\tvalid_0's l2: 375.111\n",
"[12]\tvalid_0's poisson: -108.657\tvalid_0's l2: 366.811\n",
"[13]\tvalid_0's poisson: -108.67\tvalid_0's l2: 360.774\n",
"[14]\tvalid_0's poisson: -108.603\tvalid_0's l2: 355.667\n",
"[15]\tvalid_0's poisson: -108.645\tvalid_0's l2: 353.218\n",
"[16]\tvalid_0's poisson: -108.677\tvalid_0's l2: 350.023\n",
"[17]\tvalid_0's poisson: -108.576\tvalid_0's l2: 346.844\n",
"[18]\tvalid_0's poisson: -108.429\tvalid_0's l2: 342.255\n",
"[19]\tvalid_0's poisson: -108.301\tvalid_0's l2: 339.342\n",
"[20]\tvalid_0's poisson: -108.348\tvalid_0's l2: 336.576\n",
"[21]\tvalid_0's poisson: -108.268\tvalid_0's l2: 335.359\n",
"[22]\tvalid_0's poisson: -108.215\tvalid_0's l2: 333.429\n",
"[23]\tvalid_0's poisson: -108.264\tvalid_0's l2: 330.965\n",
"[24]\tvalid_0's poisson: -108.222\tvalid_0's l2: 326.912\n",
"[25]\tvalid_0's poisson: -108.159\tvalid_0's l2: 326.328\n",
"[26]\tvalid_0's poisson: -107.958\tvalid_0's l2: 323.697\n",
"[27]\tvalid_0's poisson: -107.968\tvalid_0's l2: 323.652\n",
"[28]\tvalid_0's poisson: -108.002\tvalid_0's l2: 322.241\n",
"[29]\tvalid_0's poisson: -108.111\tvalid_0's l2: 320.658\n",
"[30]\tvalid_0's poisson: -108.066\tvalid_0's l2: 318.16\n",
"[31]\tvalid_0's poisson: -108.061\tvalid_0's l2: 317.968\n",
"[32]\tvalid_0's poisson: -107.905\tvalid_0's l2: 316.347\n",
"[33]\tvalid_0's poisson: -107.923\tvalid_0's l2: 312.343\n",
"[34]\tvalid_0's poisson: -108\tvalid_0's l2: 310.414\n",
"[35]\tvalid_0's poisson: -108.011\tvalid_0's l2: 309.992\n",
"[36]\tvalid_0's poisson: -108.016\tvalid_0's l2: 306.831\n",
"[37]\tvalid_0's poisson: -107.895\tvalid_0's l2: 305.398\n",
"[38]\tvalid_0's poisson: -107.859\tvalid_0's l2: 304.327\n",
"[39]\tvalid_0's poisson: -107.846\tvalid_0's l2: 304.193\n",
"[40]\tvalid_0's poisson: -107.85\tvalid_0's l2: 301.854\n",
"[41]\tvalid_0's poisson: -107.847\tvalid_0's l2: 300.167\n",
"[42]\tvalid_0's poisson: -107.71\tvalid_0's l2: 298.867\n",
"[43]\tvalid_0's poisson: -107.718\tvalid_0's l2: 298.461\n",
"[44]\tvalid_0's poisson: -107.593\tvalid_0's l2: 298.025\n",
"[45]\tvalid_0's poisson: -107.545\tvalid_0's l2: 297.617\n",
"[46]\tvalid_0's poisson: -107.556\tvalid_0's l2: 296.175\n",
"[47]\tvalid_0's poisson: -107.561\tvalid_0's l2: 296.144\n",
"[48]\tvalid_0's poisson: -107.552\tvalid_0's l2: 294.055\n",
"[49]\tvalid_0's poisson: -107.567\tvalid_0's l2: 294.896\n",
"[50]\tvalid_0's poisson: -107.565\tvalid_0's l2: 294.07\n",
"[51]\tvalid_0's poisson: -107.558\tvalid_0's l2: 293.199\n",
"[52]\tvalid_0's poisson: -107.558\tvalid_0's l2: 292.887\n",
"[53]\tvalid_0's poisson: -107.569\tvalid_0's l2: 292.699\n",
"[54]\tvalid_0's poisson: -107.576\tvalid_0's l2: 292.702\n",
"[55]\tvalid_0's poisson: -107.576\tvalid_0's l2: 291.975\n",
"[56]\tvalid_0's poisson: -107.555\tvalid_0's l2: 291.286\n",
"[57]\tvalid_0's poisson: -107.546\tvalid_0's l2: 290.765\n",
"[58]\tvalid_0's poisson: -107.512\tvalid_0's l2: 290.093\n",
"[59]\tvalid_0's poisson: -107.499\tvalid_0's l2: 289.352\n",
"[60]\tvalid_0's poisson: -107.496\tvalid_0's l2: 287.351\n",
"[61]\tvalid_0's poisson: -107.477\tvalid_0's l2: 286.078\n",
"[62]\tvalid_0's poisson: -107.548\tvalid_0's l2: 284.521\n",
"[63]\tvalid_0's poisson: -107.609\tvalid_0's l2: 282.985\n",
"[64]\tvalid_0's poisson: -107.582\tvalid_0's l2: 282.526\n",
"[65]\tvalid_0's poisson: -107.584\tvalid_0's l2: 282.36\n",
"[66]\tvalid_0's poisson: -107.625\tvalid_0's l2: 281.665\n",
"[67]\tvalid_0's poisson: -107.617\tvalid_0's l2: 281.225\n",
"[68]\tvalid_0's poisson: -107.566\tvalid_0's l2: 281.623\n",
"[69]\tvalid_0's poisson: -107.64\tvalid_0's l2: 281.158\n",
"[70]\tvalid_0's poisson: -107.513\tvalid_0's l2: 280.741\n",
"[71]\tvalid_0's poisson: -107.503\tvalid_0's l2: 280.224\n",
"[72]\tvalid_0's poisson: -107.192\tvalid_0's l2: 279.341\n",
"[73]\tvalid_0's poisson: -107.196\tvalid_0's l2: 279.564\n",
"[74]\tvalid_0's poisson: -107.232\tvalid_0's l2: 279.483\n",
"[75]\tvalid_0's poisson: -107.284\tvalid_0's l2: 278.79\n",
"[76]\tvalid_0's poisson: -107.285\tvalid_0's l2: 278.594\n",
"[77]\tvalid_0's poisson: -107.324\tvalid_0's l2: 278.679\n",
"[78]\tvalid_0's poisson: -107.354\tvalid_0's l2: 279.052\n",
"[79]\tvalid_0's poisson: -107.328\tvalid_0's l2: 278.96\n",
"[80]\tvalid_0's poisson: -107.354\tvalid_0's l2: 278.79\n",
"[81]\tvalid_0's poisson: -107.464\tvalid_0's l2: 278.952\n",
"[82]\tvalid_0's poisson: -107.405\tvalid_0's l2: 278.568\n",
"[83]\tvalid_0's poisson: -107.439\tvalid_0's l2: 278.089\n",
"[84]\tvalid_0's poisson: -107.456\tvalid_0's l2: 278.106\n",
"[85]\tvalid_0's poisson: -107.494\tvalid_0's l2: 277.786\n",
"[86]\tvalid_0's poisson: -107.494\tvalid_0's l2: 278.133\n",
"[87]\tvalid_0's poisson: -107.285\tvalid_0's l2: 278.035\n",
"[88]\tvalid_0's poisson: -107.278\tvalid_0's l2: 278.775\n",
"[89]\tvalid_0's poisson: -107.238\tvalid_0's l2: 278.713\n",
"[90]\tvalid_0's poisson: -107.18\tvalid_0's l2: 278.762\n",
"[91]\tvalid_0's poisson: -107.237\tvalid_0's l2: 279.179\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[92]\tvalid_0's poisson: -107.095\tvalid_0's l2: 279.399\n",
"[93]\tvalid_0's poisson: -107.081\tvalid_0's l2: 279.534\n",
"[94]\tvalid_0's poisson: -107.207\tvalid_0's l2: 279.113\n",
"[95]\tvalid_0's poisson: -107.28\tvalid_0's l2: 278.783\n",
"[96]\tvalid_0's poisson: -107.266\tvalid_0's l2: 278.509\n",
"[97]\tvalid_0's poisson: -107.101\tvalid_0's l2: 279.311\n",
"[98]\tvalid_0's poisson: -107.058\tvalid_0's l2: 279.148\n",
"[99]\tvalid_0's poisson: -107.066\tvalid_0's l2: 278.8\n",
"[100]\tvalid_0's poisson: -107.089\tvalid_0's l2: 277.883\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.7481\tvalid_0's l2: 2104.82\n",
"[2]\tvalid_0's poisson: -91.8514\tvalid_0's l2: 1930.26\n",
"[3]\tvalid_0's poisson: -93.6244\tvalid_0's l2: 1774.17\n",
"[4]\tvalid_0's poisson: -95.1155\tvalid_0's l2: 1637.75\n",
"[5]\tvalid_0's poisson: -96.4275\tvalid_0's l2: 1513.6\n",
"[6]\tvalid_0's poisson: -97.5456\tvalid_0's l2: 1405\n",
"[7]\tvalid_0's poisson: -98.5238\tvalid_0's l2: 1310.81\n",
"[8]\tvalid_0's poisson: -99.4114\tvalid_0's l2: 1223.06\n",
"[9]\tvalid_0's poisson: -100.181\tvalid_0's l2: 1148.32\n",
"[10]\tvalid_0's poisson: -100.917\tvalid_0's l2: 1077.31\n",
"[11]\tvalid_0's poisson: -101.544\tvalid_0's l2: 1017.35\n",
"[12]\tvalid_0's poisson: -102.122\tvalid_0's l2: 961.961\n",
"[13]\tvalid_0's poisson: -102.636\tvalid_0's l2: 911.908\n",
"[14]\tvalid_0's poisson: -103.112\tvalid_0's l2: 866.565\n",
"[15]\tvalid_0's poisson: -103.546\tvalid_0's l2: 825.993\n",
"[16]\tvalid_0's poisson: -103.935\tvalid_0's l2: 790.491\n",
"[17]\tvalid_0's poisson: -104.288\tvalid_0's l2: 759.333\n",
"[18]\tvalid_0's poisson: -104.612\tvalid_0's l2: 729.955\n",
"[19]\tvalid_0's poisson: -104.943\tvalid_0's l2: 700.554\n",
"[20]\tvalid_0's poisson: -105.24\tvalid_0's l2: 674.754\n",
"[21]\tvalid_0's poisson: -105.5\tvalid_0's l2: 652.725\n",
"[22]\tvalid_0's poisson: -105.758\tvalid_0's l2: 629.93\n",
"[23]\tvalid_0's poisson: -105.979\tvalid_0's l2: 610.142\n",
"[24]\tvalid_0's poisson: -106.192\tvalid_0's l2: 593.053\n",
"[25]\tvalid_0's poisson: -106.394\tvalid_0's l2: 577.671\n",
"[26]\tvalid_0's poisson: -106.58\tvalid_0's l2: 563.448\n",
"[27]\tvalid_0's poisson: -106.74\tvalid_0's l2: 550.728\n",
"[28]\tvalid_0's poisson: -106.893\tvalid_0's l2: 537.953\n",
"[29]\tvalid_0's poisson: -107.031\tvalid_0's l2: 525.937\n",
"[30]\tvalid_0's poisson: -107.161\tvalid_0's l2: 515.806\n",
"[31]\tvalid_0's poisson: -107.275\tvalid_0's l2: 505.98\n",
"[32]\tvalid_0's poisson: -107.401\tvalid_0's l2: 497\n",
"[33]\tvalid_0's poisson: -107.514\tvalid_0's l2: 488.57\n",
"[34]\tvalid_0's poisson: -107.607\tvalid_0's l2: 480.199\n",
"[35]\tvalid_0's poisson: -107.704\tvalid_0's l2: 473.085\n",
"[36]\tvalid_0's poisson: -107.788\tvalid_0's l2: 464.793\n",
"[37]\tvalid_0's poisson: -107.875\tvalid_0's l2: 458.961\n",
"[38]\tvalid_0's poisson: -107.947\tvalid_0's l2: 452.565\n",
"[39]\tvalid_0's poisson: -108.017\tvalid_0's l2: 445.927\n",
"[40]\tvalid_0's poisson: -108.09\tvalid_0's l2: 440.265\n",
"[41]\tvalid_0's poisson: -108.144\tvalid_0's l2: 434.261\n",
"[42]\tvalid_0's poisson: -108.209\tvalid_0's l2: 429.03\n",
"[43]\tvalid_0's poisson: -108.258\tvalid_0's l2: 424.313\n",
"[44]\tvalid_0's poisson: -108.314\tvalid_0's l2: 420.644\n",
"[45]\tvalid_0's poisson: -108.361\tvalid_0's l2: 416.954\n",
"[46]\tvalid_0's poisson: -108.402\tvalid_0's l2: 413.423\n",
"[47]\tvalid_0's poisson: -108.442\tvalid_0's l2: 410.282\n",
"[48]\tvalid_0's poisson: -108.481\tvalid_0's l2: 407.31\n",
"[49]\tvalid_0's poisson: -108.512\tvalid_0's l2: 403.652\n",
"[50]\tvalid_0's poisson: -108.496\tvalid_0's l2: 401.105\n",
"[51]\tvalid_0's poisson: -108.528\tvalid_0's l2: 398.799\n",
"[52]\tvalid_0's poisson: -108.551\tvalid_0's l2: 396.592\n",
"[53]\tvalid_0's poisson: -108.579\tvalid_0's l2: 393.311\n",
"[54]\tvalid_0's poisson: -108.598\tvalid_0's l2: 391.391\n",
"[55]\tvalid_0's poisson: -108.627\tvalid_0's l2: 388.308\n",
"[56]\tvalid_0's poisson: -108.648\tvalid_0's l2: 386.261\n",
"[57]\tvalid_0's poisson: -108.661\tvalid_0's l2: 384.411\n",
"[58]\tvalid_0's poisson: -108.665\tvalid_0's l2: 383.338\n",
"[59]\tvalid_0's poisson: -108.636\tvalid_0's l2: 381.17\n",
"[60]\tvalid_0's poisson: -108.653\tvalid_0's l2: 379.252\n",
"[61]\tvalid_0's poisson: -108.665\tvalid_0's l2: 377.901\n",
"[62]\tvalid_0's poisson: -108.668\tvalid_0's l2: 376.448\n",
"[63]\tvalid_0's poisson: -108.671\tvalid_0's l2: 374.981\n",
"[64]\tvalid_0's poisson: -108.599\tvalid_0's l2: 373.165\n",
"[65]\tvalid_0's poisson: -108.617\tvalid_0's l2: 371.642\n",
"[66]\tvalid_0's poisson: -108.597\tvalid_0's l2: 370.441\n",
"[67]\tvalid_0's poisson: -108.607\tvalid_0's l2: 369.428\n",
"[68]\tvalid_0's poisson: -108.6\tvalid_0's l2: 368.494\n",
"[69]\tvalid_0's poisson: -108.601\tvalid_0's l2: 367.179\n",
"[70]\tvalid_0's poisson: -108.591\tvalid_0's l2: 366.242\n",
"[71]\tvalid_0's poisson: -108.594\tvalid_0's l2: 365.222\n",
"[72]\tvalid_0's poisson: -108.582\tvalid_0's l2: 364.264\n",
"[73]\tvalid_0's poisson: -108.612\tvalid_0's l2: 362.889\n",
"[74]\tvalid_0's poisson: -108.612\tvalid_0's l2: 361.942\n",
"[75]\tvalid_0's poisson: -108.59\tvalid_0's l2: 360.582\n",
"[76]\tvalid_0's poisson: -108.573\tvalid_0's l2: 359.14\n",
"[77]\tvalid_0's poisson: -108.566\tvalid_0's l2: 358.384\n",
"[78]\tvalid_0's poisson: -108.545\tvalid_0's l2: 357.148\n",
"[79]\tvalid_0's poisson: -108.556\tvalid_0's l2: 356.455\n",
"[80]\tvalid_0's poisson: -108.556\tvalid_0's l2: 355.757\n",
"[81]\tvalid_0's poisson: -108.608\tvalid_0's l2: 354.732\n",
"[82]\tvalid_0's poisson: -108.61\tvalid_0's l2: 354.123\n",
"[83]\tvalid_0's poisson: -108.607\tvalid_0's l2: 353.43\n",
"[84]\tvalid_0's poisson: -108.615\tvalid_0's l2: 352.711\n",
"[85]\tvalid_0's poisson: -108.611\tvalid_0's l2: 352.127\n",
"[86]\tvalid_0's poisson: -108.605\tvalid_0's l2: 351.465\n",
"[87]\tvalid_0's poisson: -108.599\tvalid_0's l2: 350.886\n",
"[88]\tvalid_0's poisson: -108.6\tvalid_0's l2: 350.347\n",
"[89]\tvalid_0's poisson: -108.57\tvalid_0's l2: 349.231\n",
"[90]\tvalid_0's poisson: -108.587\tvalid_0's l2: 348.775\n",
"[91]\tvalid_0's poisson: -108.589\tvalid_0's l2: 348.708\n",
"[92]\tvalid_0's poisson: -108.566\tvalid_0's l2: 348.268\n",
"[93]\tvalid_0's poisson: -108.532\tvalid_0's l2: 347.167\n",
"[94]\tvalid_0's poisson: -108.528\tvalid_0's l2: 346.096\n",
"[95]\tvalid_0's poisson: -108.519\tvalid_0's l2: 345.651\n",
"[96]\tvalid_0's poisson: -108.504\tvalid_0's l2: 344.649\n",
"[97]\tvalid_0's poisson: -108.506\tvalid_0's l2: 343.904\n",
"[98]\tvalid_0's poisson: -108.519\tvalid_0's l2: 343.059\n",
"[99]\tvalid_0's poisson: -108.506\tvalid_0's l2: 342.937\n",
"[100]\tvalid_0's poisson: -108.479\tvalid_0's l2: 342.29\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.7649\tvalid_0's l2: 2102.74\n",
"[2]\tvalid_0's poisson: -91.9245\tvalid_0's l2: 1923.09\n",
"[3]\tvalid_0's poisson: -93.6734\tvalid_0's l2: 1767.74\n",
"[4]\tvalid_0's poisson: -95.1558\tvalid_0's l2: 1629.66\n",
"[5]\tvalid_0's poisson: -96.4299\tvalid_0's l2: 1508\n",
"[6]\tvalid_0's poisson: -97.5973\tvalid_0's l2: 1395.53\n",
"[7]\tvalid_0's poisson: -98.5686\tvalid_0's l2: 1300.19\n",
"[8]\tvalid_0's poisson: -99.4169\tvalid_0's l2: 1217.43\n",
"[9]\tvalid_0's poisson: -100.231\tvalid_0's l2: 1137.76\n",
"[10]\tvalid_0's poisson: -100.949\tvalid_0's l2: 1066.55\n",
"[11]\tvalid_0's poisson: -101.588\tvalid_0's l2: 1003.62\n",
"[12]\tvalid_0's poisson: -102.161\tvalid_0's l2: 946.596\n",
"[13]\tvalid_0's poisson: -102.67\tvalid_0's l2: 899.244\n",
"[14]\tvalid_0's poisson: -103.135\tvalid_0's l2: 854.982\n",
"[15]\tvalid_0's poisson: -103.564\tvalid_0's l2: 815.342\n",
"[16]\tvalid_0's poisson: -103.95\tvalid_0's l2: 780.237\n",
"[17]\tvalid_0's poisson: -104.303\tvalid_0's l2: 748.401\n",
"[18]\tvalid_0's poisson: -104.625\tvalid_0's l2: 719.473\n",
"[19]\tvalid_0's poisson: -104.943\tvalid_0's l2: 692.835\n",
"[20]\tvalid_0's poisson: -105.249\tvalid_0's l2: 666.812\n",
"[21]\tvalid_0's poisson: -105.513\tvalid_0's l2: 644.506\n",
"[22]\tvalid_0's poisson: -105.747\tvalid_0's l2: 625.157\n",
"[23]\tvalid_0's poisson: -105.976\tvalid_0's l2: 607.221\n",
"[24]\tvalid_0's poisson: -106.191\tvalid_0's l2: 590.207\n",
"[25]\tvalid_0's poisson: -106.383\tvalid_0's l2: 573.838\n",
"[26]\tvalid_0's poisson: -106.555\tvalid_0's l2: 559.596\n",
"[27]\tvalid_0's poisson: -106.736\tvalid_0's l2: 546.062\n",
"[28]\tvalid_0's poisson: -106.896\tvalid_0's l2: 534.439\n",
"[29]\tvalid_0's poisson: -107.027\tvalid_0's l2: 523.443\n",
"[30]\tvalid_0's poisson: -107.163\tvalid_0's l2: 512.901\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[31]\tvalid_0's poisson: -107.286\tvalid_0's l2: 502.056\n",
"[32]\tvalid_0's poisson: -107.406\tvalid_0's l2: 494.093\n",
"[33]\tvalid_0's poisson: -107.514\tvalid_0's l2: 484.591\n",
"[34]\tvalid_0's poisson: -107.599\tvalid_0's l2: 477.64\n",
"[35]\tvalid_0's poisson: -107.692\tvalid_0's l2: 470.63\n",
"[36]\tvalid_0's poisson: -107.776\tvalid_0's l2: 462.702\n",
"[37]\tvalid_0's poisson: -107.861\tvalid_0's l2: 456.218\n",
"[38]\tvalid_0's poisson: -107.934\tvalid_0's l2: 449.386\n",
"[39]\tvalid_0's poisson: -108.012\tvalid_0's l2: 443.774\n",
"[40]\tvalid_0's poisson: -108.078\tvalid_0's l2: 438.277\n",
"[41]\tvalid_0's poisson: -108.148\tvalid_0's l2: 433.664\n",
"[42]\tvalid_0's poisson: -108.202\tvalid_0's l2: 428.746\n",
"[43]\tvalid_0's poisson: -108.262\tvalid_0's l2: 423.793\n",
"[44]\tvalid_0's poisson: -108.318\tvalid_0's l2: 418.959\n",
"[45]\tvalid_0's poisson: -108.359\tvalid_0's l2: 415.058\n",
"[46]\tvalid_0's poisson: -108.409\tvalid_0's l2: 411.059\n",
"[47]\tvalid_0's poisson: -108.45\tvalid_0's l2: 407.584\n",
"[48]\tvalid_0's poisson: -108.489\tvalid_0's l2: 404.566\n",
"[49]\tvalid_0's poisson: -108.526\tvalid_0's l2: 401.533\n",
"[50]\tvalid_0's poisson: -108.561\tvalid_0's l2: 398.474\n",
"[51]\tvalid_0's poisson: -108.579\tvalid_0's l2: 396.451\n",
"[52]\tvalid_0's poisson: -108.608\tvalid_0's l2: 393.954\n",
"[53]\tvalid_0's poisson: -108.631\tvalid_0's l2: 392.184\n",
"[54]\tvalid_0's poisson: -108.655\tvalid_0's l2: 389.577\n",
"[55]\tvalid_0's poisson: -108.671\tvalid_0's l2: 387.833\n",
"[56]\tvalid_0's poisson: -108.687\tvalid_0's l2: 386.071\n",
"[57]\tvalid_0's poisson: -108.704\tvalid_0's l2: 384.213\n",
"[58]\tvalid_0's poisson: -108.701\tvalid_0's l2: 382.347\n",
"[59]\tvalid_0's poisson: -108.715\tvalid_0's l2: 380.73\n",
"[60]\tvalid_0's poisson: -108.731\tvalid_0's l2: 379.045\n",
"[61]\tvalid_0's poisson: -108.723\tvalid_0's l2: 377.578\n",
"[62]\tvalid_0's poisson: -108.728\tvalid_0's l2: 376.358\n",
"[63]\tvalid_0's poisson: -108.74\tvalid_0's l2: 375.404\n",
"[64]\tvalid_0's poisson: -108.75\tvalid_0's l2: 374.242\n",
"[65]\tvalid_0's poisson: -108.749\tvalid_0's l2: 372.857\n",
"[66]\tvalid_0's poisson: -108.757\tvalid_0's l2: 372.048\n",
"[67]\tvalid_0's poisson: -108.663\tvalid_0's l2: 370.743\n",
"[68]\tvalid_0's poisson: -108.675\tvalid_0's l2: 369.44\n",
"[69]\tvalid_0's poisson: -108.688\tvalid_0's l2: 368.92\n",
"[70]\tvalid_0's poisson: -108.681\tvalid_0's l2: 367.947\n",
"[71]\tvalid_0's poisson: -108.69\tvalid_0's l2: 366.812\n",
"[72]\tvalid_0's poisson: -108.692\tvalid_0's l2: 366.33\n",
"[73]\tvalid_0's poisson: -108.699\tvalid_0's l2: 365.327\n",
"[74]\tvalid_0's poisson: -108.708\tvalid_0's l2: 364.159\n",
"[75]\tvalid_0's poisson: -108.713\tvalid_0's l2: 363.295\n",
"[76]\tvalid_0's poisson: -108.709\tvalid_0's l2: 362.411\n",
"[77]\tvalid_0's poisson: -108.696\tvalid_0's l2: 361.772\n",
"[78]\tvalid_0's poisson: -108.692\tvalid_0's l2: 360.818\n",
"[79]\tvalid_0's poisson: -108.692\tvalid_0's l2: 360.365\n",
"[80]\tvalid_0's poisson: -108.632\tvalid_0's l2: 359.89\n",
"[81]\tvalid_0's poisson: -108.621\tvalid_0's l2: 359.05\n",
"[82]\tvalid_0's poisson: -108.625\tvalid_0's l2: 358.224\n",
"[83]\tvalid_0's poisson: -108.657\tvalid_0's l2: 357.684\n",
"[84]\tvalid_0's poisson: -108.645\tvalid_0's l2: 357.125\n",
"[85]\tvalid_0's poisson: -108.628\tvalid_0's l2: 356.579\n",
"[86]\tvalid_0's poisson: -108.635\tvalid_0's l2: 355.592\n",
"[87]\tvalid_0's poisson: -108.626\tvalid_0's l2: 354.911\n",
"[88]\tvalid_0's poisson: -108.57\tvalid_0's l2: 354.694\n",
"[89]\tvalid_0's poisson: -108.579\tvalid_0's l2: 353.85\n",
"[90]\tvalid_0's poisson: -108.512\tvalid_0's l2: 353.449\n",
"[91]\tvalid_0's poisson: -108.495\tvalid_0's l2: 352.95\n",
"[92]\tvalid_0's poisson: -108.493\tvalid_0's l2: 352.229\n",
"[93]\tvalid_0's poisson: -108.485\tvalid_0's l2: 351.948\n",
"[94]\tvalid_0's poisson: -108.511\tvalid_0's l2: 351.496\n",
"[95]\tvalid_0's poisson: -108.457\tvalid_0's l2: 351.061\n",
"[96]\tvalid_0's poisson: -108.386\tvalid_0's l2: 350.499\n",
"[97]\tvalid_0's poisson: -108.464\tvalid_0's l2: 350.295\n",
"[98]\tvalid_0's poisson: -108.383\tvalid_0's l2: 349.91\n",
"[99]\tvalid_0's poisson: -108.377\tvalid_0's l2: 349.087\n",
"[100]\tvalid_0's poisson: -108.296\tvalid_0's l2: 348.453\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.7893\tvalid_0's l2: 2100.6\n",
"[2]\tvalid_0's poisson: -91.9147\tvalid_0's l2: 1922.99\n",
"[3]\tvalid_0's poisson: -93.6886\tvalid_0's l2: 1766.13\n",
"[4]\tvalid_0's poisson: -95.1795\tvalid_0's l2: 1628.16\n",
"[5]\tvalid_0's poisson: -96.4965\tvalid_0's l2: 1502.47\n",
"[6]\tvalid_0's poisson: -97.6146\tvalid_0's l2: 1394.3\n",
"[7]\tvalid_0's poisson: -98.5891\tvalid_0's l2: 1297.93\n",
"[8]\tvalid_0's poisson: -99.4955\tvalid_0's l2: 1209.31\n",
"[9]\tvalid_0's poisson: -100.266\tvalid_0's l2: 1132.98\n",
"[10]\tvalid_0's poisson: -100.972\tvalid_0's l2: 1062.09\n",
"[11]\tvalid_0's poisson: -101.599\tvalid_0's l2: 999.84\n",
"[12]\tvalid_0's poisson: -102.146\tvalid_0's l2: 948.826\n",
"[13]\tvalid_0's poisson: -102.656\tvalid_0's l2: 899.677\n",
"[14]\tvalid_0's poisson: -103.147\tvalid_0's l2: 854.69\n",
"[15]\tvalid_0's poisson: -103.582\tvalid_0's l2: 813.826\n",
"[16]\tvalid_0's poisson: -103.971\tvalid_0's l2: 778.1\n",
"[17]\tvalid_0's poisson: -104.331\tvalid_0's l2: 745.661\n",
"[18]\tvalid_0's poisson: -104.659\tvalid_0's l2: 716.499\n",
"[19]\tvalid_0's poisson: -104.975\tvalid_0's l2: 690.508\n",
"[20]\tvalid_0's poisson: -105.263\tvalid_0's l2: 666.268\n",
"[21]\tvalid_0's poisson: -105.532\tvalid_0's l2: 643.295\n",
"[22]\tvalid_0's poisson: -105.766\tvalid_0's l2: 624.443\n",
"[23]\tvalid_0's poisson: -105.994\tvalid_0's l2: 604.884\n",
"[24]\tvalid_0's poisson: -106.195\tvalid_0's l2: 587.643\n",
"[25]\tvalid_0's poisson: -106.391\tvalid_0's l2: 571.54\n",
"[26]\tvalid_0's poisson: -106.566\tvalid_0's l2: 556.702\n",
"[27]\tvalid_0's poisson: -106.75\tvalid_0's l2: 543.373\n",
"[28]\tvalid_0's poisson: -106.9\tvalid_0's l2: 531.087\n",
"[29]\tvalid_0's poisson: -107.046\tvalid_0's l2: 519.564\n",
"[30]\tvalid_0's poisson: -107.166\tvalid_0's l2: 509.8\n",
"[31]\tvalid_0's poisson: -107.296\tvalid_0's l2: 500.814\n",
"[32]\tvalid_0's poisson: -107.413\tvalid_0's l2: 492.602\n",
"[33]\tvalid_0's poisson: -107.515\tvalid_0's l2: 484.506\n",
"[34]\tvalid_0's poisson: -107.617\tvalid_0's l2: 476.019\n",
"[35]\tvalid_0's poisson: -107.705\tvalid_0's l2: 467.977\n",
"[36]\tvalid_0's poisson: -107.782\tvalid_0's l2: 461.979\n",
"[37]\tvalid_0's poisson: -107.872\tvalid_0's l2: 455.453\n",
"[38]\tvalid_0's poisson: -107.939\tvalid_0's l2: 449.178\n",
"[39]\tvalid_0's poisson: -108.016\tvalid_0's l2: 443.811\n",
"[40]\tvalid_0's poisson: -108.086\tvalid_0's l2: 437.632\n",
"[41]\tvalid_0's poisson: -108.14\tvalid_0's l2: 432.989\n",
"[42]\tvalid_0's poisson: -108.206\tvalid_0's l2: 427.784\n",
"[43]\tvalid_0's poisson: -108.243\tvalid_0's l2: 423.446\n",
"[44]\tvalid_0's poisson: -108.287\tvalid_0's l2: 419.27\n",
"[45]\tvalid_0's poisson: -108.336\tvalid_0's l2: 416.047\n",
"[46]\tvalid_0's poisson: -108.379\tvalid_0's l2: 412.783\n",
"[47]\tvalid_0's poisson: -108.423\tvalid_0's l2: 408.964\n",
"[48]\tvalid_0's poisson: -108.461\tvalid_0's l2: 405.511\n",
"[49]\tvalid_0's poisson: -108.496\tvalid_0's l2: 402.374\n",
"[50]\tvalid_0's poisson: -108.524\tvalid_0's l2: 399.744\n",
"[51]\tvalid_0's poisson: -108.56\tvalid_0's l2: 396.936\n",
"[52]\tvalid_0's poisson: -108.585\tvalid_0's l2: 395.069\n",
"[53]\tvalid_0's poisson: -108.596\tvalid_0's l2: 392.88\n",
"[54]\tvalid_0's poisson: -108.616\tvalid_0's l2: 390.903\n",
"[55]\tvalid_0's poisson: -108.635\tvalid_0's l2: 389.262\n",
"[56]\tvalid_0's poisson: -108.628\tvalid_0's l2: 386.953\n",
"[57]\tvalid_0's poisson: -108.67\tvalid_0's l2: 384.739\n",
"[58]\tvalid_0's poisson: -108.664\tvalid_0's l2: 383.428\n",
"[59]\tvalid_0's poisson: -108.677\tvalid_0's l2: 382.049\n",
"[60]\tvalid_0's poisson: -108.696\tvalid_0's l2: 380.656\n",
"[61]\tvalid_0's poisson: -108.684\tvalid_0's l2: 379.709\n",
"[62]\tvalid_0's poisson: -108.685\tvalid_0's l2: 378.619\n",
"[63]\tvalid_0's poisson: -108.7\tvalid_0's l2: 377.069\n",
"[64]\tvalid_0's poisson: -108.709\tvalid_0's l2: 376.24\n",
"[65]\tvalid_0's poisson: -108.622\tvalid_0's l2: 375.21\n",
"[66]\tvalid_0's poisson: -108.618\tvalid_0's l2: 374.148\n",
"[67]\tvalid_0's poisson: -108.58\tvalid_0's l2: 372.523\n",
"[68]\tvalid_0's poisson: -108.605\tvalid_0's l2: 371.013\n",
"[69]\tvalid_0's poisson: -108.596\tvalid_0's l2: 369.916\n",
"[70]\tvalid_0's poisson: -108.573\tvalid_0's l2: 368.575\n",
"[71]\tvalid_0's poisson: -108.556\tvalid_0's l2: 367.321\n",
"[72]\tvalid_0's poisson: -108.539\tvalid_0's l2: 366.591\n",
"[73]\tvalid_0's poisson: -108.547\tvalid_0's l2: 365.364\n",
"[74]\tvalid_0's poisson: -108.527\tvalid_0's l2: 364.511\n",
"[75]\tvalid_0's poisson: -108.527\tvalid_0's l2: 363.517\n",
"[76]\tvalid_0's poisson: -108.488\tvalid_0's l2: 362.559\n",
"[77]\tvalid_0's poisson: -108.479\tvalid_0's l2: 361.449\n",
"[78]\tvalid_0's poisson: -108.423\tvalid_0's l2: 360.746\n",
"[79]\tvalid_0's poisson: -108.432\tvalid_0's l2: 359.813\n",
"[80]\tvalid_0's poisson: -108.43\tvalid_0's l2: 359.296\n",
"[81]\tvalid_0's poisson: -108.396\tvalid_0's l2: 358.659\n",
"[82]\tvalid_0's poisson: -108.388\tvalid_0's l2: 358.402\n",
"[83]\tvalid_0's poisson: -108.374\tvalid_0's l2: 357.905\n",
"[84]\tvalid_0's poisson: -108.318\tvalid_0's l2: 357.405\n",
"[85]\tvalid_0's poisson: -108.312\tvalid_0's l2: 356.998\n",
"[86]\tvalid_0's poisson: -108.274\tvalid_0's l2: 356.565\n",
"[87]\tvalid_0's poisson: -108.269\tvalid_0's l2: 355.975\n",
"[88]\tvalid_0's poisson: -108.249\tvalid_0's l2: 354.905\n",
"[89]\tvalid_0's poisson: -108.266\tvalid_0's l2: 354.244\n",
"[90]\tvalid_0's poisson: -108.284\tvalid_0's l2: 353.981\n",
"[91]\tvalid_0's poisson: -108.251\tvalid_0's l2: 353.231\n",
"[92]\tvalid_0's poisson: -108.239\tvalid_0's l2: 352.569\n",
"[93]\tvalid_0's poisson: -108.259\tvalid_0's l2: 352.397\n",
"[94]\tvalid_0's poisson: -108.266\tvalid_0's l2: 352.107\n",
"[95]\tvalid_0's poisson: -108.245\tvalid_0's l2: 351.194\n",
"[96]\tvalid_0's poisson: -108.237\tvalid_0's l2: 350.974\n",
"[97]\tvalid_0's poisson: -108.253\tvalid_0's l2: 350.313\n",
"[98]\tvalid_0's poisson: -108.214\tvalid_0's l2: 349.969\n",
"[99]\tvalid_0's poisson: -108.157\tvalid_0's l2: 349.57\n",
"[100]\tvalid_0's poisson: -108.156\tvalid_0's l2: 349.306\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.819\tvalid_0's l2: 2099.05\n",
"[2]\tvalid_0's poisson: -91.9445\tvalid_0's l2: 1922.35\n",
"[3]\tvalid_0's poisson: -93.7139\tvalid_0's l2: 1765.46\n",
"[4]\tvalid_0's poisson: -95.2089\tvalid_0's l2: 1626.38\n",
"[5]\tvalid_0's poisson: -96.5438\tvalid_0's l2: 1499.55\n",
"[6]\tvalid_0's poisson: -97.6491\tvalid_0's l2: 1391.43\n",
"[7]\tvalid_0's poisson: -98.6285\tvalid_0's l2: 1295.22\n",
"[8]\tvalid_0's poisson: -99.4911\tvalid_0's l2: 1210.1\n",
"[9]\tvalid_0's poisson: -100.257\tvalid_0's l2: 1135.49\n",
"[10]\tvalid_0's poisson: -100.984\tvalid_0's l2: 1064.81\n",
"[11]\tvalid_0's poisson: -101.607\tvalid_0's l2: 1004.2\n",
"[12]\tvalid_0's poisson: -102.18\tvalid_0's l2: 948.077\n",
"[13]\tvalid_0's poisson: -102.705\tvalid_0's l2: 898.04\n",
"[14]\tvalid_0's poisson: -103.165\tvalid_0's l2: 854.363\n",
"[15]\tvalid_0's poisson: -103.59\tvalid_0's l2: 814.04\n",
"[16]\tvalid_0's poisson: -103.982\tvalid_0's l2: 778.297\n",
"[17]\tvalid_0's poisson: -104.336\tvalid_0's l2: 748.446\n",
"[18]\tvalid_0's poisson: -104.662\tvalid_0's l2: 719.256\n",
"[19]\tvalid_0's poisson: -104.983\tvalid_0's l2: 692.681\n",
"[20]\tvalid_0's poisson: -105.274\tvalid_0's l2: 667.538\n",
"[21]\tvalid_0's poisson: -105.549\tvalid_0's l2: 643.668\n",
"[22]\tvalid_0's poisson: -105.791\tvalid_0's l2: 623.28\n",
"[23]\tvalid_0's poisson: -106.02\tvalid_0's l2: 605.284\n",
"[24]\tvalid_0's poisson: -106.227\tvalid_0's l2: 588.171\n",
"[25]\tvalid_0's poisson: -106.412\tvalid_0's l2: 573.348\n",
"[26]\tvalid_0's poisson: -106.588\tvalid_0's l2: 558.52\n",
"[27]\tvalid_0's poisson: -106.745\tvalid_0's l2: 545.642\n",
"[28]\tvalid_0's poisson: -106.899\tvalid_0's l2: 534.581\n",
"[29]\tvalid_0's poisson: -107.036\tvalid_0's l2: 523.484\n",
"[30]\tvalid_0's poisson: -107.163\tvalid_0's l2: 513.427\n",
"[31]\tvalid_0's poisson: -107.289\tvalid_0's l2: 504.576\n",
"[32]\tvalid_0's poisson: -107.4\tvalid_0's l2: 495.991\n",
"[33]\tvalid_0's poisson: -107.507\tvalid_0's l2: 486.801\n",
"[34]\tvalid_0's poisson: -107.608\tvalid_0's l2: 478.056\n",
"[35]\tvalid_0's poisson: -107.71\tvalid_0's l2: 471.435\n",
"[36]\tvalid_0's poisson: -107.792\tvalid_0's l2: 464.085\n",
"[37]\tvalid_0's poisson: -107.877\tvalid_0's l2: 457.864\n",
"[38]\tvalid_0's poisson: -107.944\tvalid_0's l2: 452.301\n",
"[39]\tvalid_0's poisson: -108.015\tvalid_0's l2: 446.811\n",
"[40]\tvalid_0's poisson: -108.082\tvalid_0's l2: 439.671\n",
"[41]\tvalid_0's poisson: -108.151\tvalid_0's l2: 434.553\n",
"[42]\tvalid_0's poisson: -108.196\tvalid_0's l2: 429.782\n",
"[43]\tvalid_0's poisson: -108.255\tvalid_0's l2: 426.3\n",
"[44]\tvalid_0's poisson: -108.303\tvalid_0's l2: 422.83\n",
"[45]\tvalid_0's poisson: -108.351\tvalid_0's l2: 419.155\n",
"[46]\tvalid_0's poisson: -108.395\tvalid_0's l2: 415.716\n",
"[47]\tvalid_0's poisson: -108.43\tvalid_0's l2: 412.47\n",
"[48]\tvalid_0's poisson: -108.475\tvalid_0's l2: 408.882\n",
"[49]\tvalid_0's poisson: -108.509\tvalid_0's l2: 405.409\n",
"[50]\tvalid_0's poisson: -108.536\tvalid_0's l2: 402.498\n",
"[51]\tvalid_0's poisson: -108.568\tvalid_0's l2: 399.4\n",
"[52]\tvalid_0's poisson: -108.6\tvalid_0's l2: 396.985\n",
"[53]\tvalid_0's poisson: -108.626\tvalid_0's l2: 395.071\n",
"[54]\tvalid_0's poisson: -108.647\tvalid_0's l2: 392.623\n",
"[55]\tvalid_0's poisson: -108.668\tvalid_0's l2: 390.847\n",
"[56]\tvalid_0's poisson: -108.693\tvalid_0's l2: 389.016\n",
"[57]\tvalid_0's poisson: -108.697\tvalid_0's l2: 387.442\n",
"[58]\tvalid_0's poisson: -108.694\tvalid_0's l2: 385.847\n",
"[59]\tvalid_0's poisson: -108.707\tvalid_0's l2: 384.112\n",
"[60]\tvalid_0's poisson: -108.708\tvalid_0's l2: 382.496\n",
"[61]\tvalid_0's poisson: -108.719\tvalid_0's l2: 380.472\n",
"[62]\tvalid_0's poisson: -108.725\tvalid_0's l2: 379.403\n",
"[63]\tvalid_0's poisson: -108.74\tvalid_0's l2: 377.93\n",
"[64]\tvalid_0's poisson: -108.756\tvalid_0's l2: 376.202\n",
"[65]\tvalid_0's poisson: -108.746\tvalid_0's l2: 375.063\n",
"[66]\tvalid_0's poisson: -108.736\tvalid_0's l2: 373.837\n",
"[67]\tvalid_0's poisson: -108.71\tvalid_0's l2: 372.501\n",
"[68]\tvalid_0's poisson: -108.71\tvalid_0's l2: 371.333\n",
"[69]\tvalid_0's poisson: -108.722\tvalid_0's l2: 370.545\n",
"[70]\tvalid_0's poisson: -108.715\tvalid_0's l2: 369.463\n",
"[71]\tvalid_0's poisson: -108.674\tvalid_0's l2: 368.435\n",
"[72]\tvalid_0's poisson: -108.663\tvalid_0's l2: 367.653\n",
"[73]\tvalid_0's poisson: -108.644\tvalid_0's l2: 366.518\n",
"[74]\tvalid_0's poisson: -108.659\tvalid_0's l2: 365.562\n",
"[75]\tvalid_0's poisson: -108.621\tvalid_0's l2: 364.552\n",
"[76]\tvalid_0's poisson: -108.653\tvalid_0's l2: 363.734\n",
"[77]\tvalid_0's poisson: -108.658\tvalid_0's l2: 363.002\n",
"[78]\tvalid_0's poisson: -108.662\tvalid_0's l2: 361.94\n",
"[79]\tvalid_0's poisson: -108.67\tvalid_0's l2: 360.388\n",
"[80]\tvalid_0's poisson: -108.665\tvalid_0's l2: 359.692\n",
"[81]\tvalid_0's poisson: -108.672\tvalid_0's l2: 359.019\n",
"[82]\tvalid_0's poisson: -108.617\tvalid_0's l2: 358.558\n",
"[83]\tvalid_0's poisson: -108.62\tvalid_0's l2: 357.802\n",
"[84]\tvalid_0's poisson: -108.623\tvalid_0's l2: 357.325\n",
"[85]\tvalid_0's poisson: -108.621\tvalid_0's l2: 356.537\n",
"[86]\tvalid_0's poisson: -108.571\tvalid_0's l2: 355.526\n",
"[87]\tvalid_0's poisson: -108.542\tvalid_0's l2: 354.946\n",
"[88]\tvalid_0's poisson: -108.541\tvalid_0's l2: 354.08\n",
"[89]\tvalid_0's poisson: -108.542\tvalid_0's l2: 353.463\n",
"[90]\tvalid_0's poisson: -108.544\tvalid_0's l2: 352.786\n",
"[91]\tvalid_0's poisson: -108.532\tvalid_0's l2: 351.914\n",
"[92]\tvalid_0's poisson: -108.472\tvalid_0's l2: 351.285\n",
"[93]\tvalid_0's poisson: -108.421\tvalid_0's l2: 350.956\n",
"[94]\tvalid_0's poisson: -108.282\tvalid_0's l2: 350.28\n",
"[95]\tvalid_0's poisson: -108.283\tvalid_0's l2: 348.911\n",
"[96]\tvalid_0's poisson: -108.259\tvalid_0's l2: 348.606\n",
"[97]\tvalid_0's poisson: -108.255\tvalid_0's l2: 348.001\n",
"[98]\tvalid_0's poisson: -108.19\tvalid_0's l2: 346.793\n",
"[99]\tvalid_0's poisson: -108.193\tvalid_0's l2: 345.652\n",
"[100]\tvalid_0's poisson: -108.179\tvalid_0's l2: 345.295\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.7612\tvalid_0's l2: 2102.32\n",
"[2]\tvalid_0's poisson: -91.9003\tvalid_0's l2: 1923.23\n",
"[3]\tvalid_0's poisson: -93.6706\tvalid_0's l2: 1765.62\n",
"[4]\tvalid_0's poisson: -95.1709\tvalid_0's l2: 1626.72\n",
"[5]\tvalid_0's poisson: -96.4666\tvalid_0's l2: 1503.43\n",
"[6]\tvalid_0's poisson: -97.5993\tvalid_0's l2: 1393.31\n",
"[7]\tvalid_0's poisson: -98.5699\tvalid_0's l2: 1298.25\n",
"[8]\tvalid_0's poisson: -99.4318\tvalid_0's l2: 1213.72\n",
"[9]\tvalid_0's poisson: -100.239\tvalid_0's l2: 1135.02\n",
"[10]\tvalid_0's poisson: -100.938\tvalid_0's l2: 1066.37\n",
"[11]\tvalid_0's poisson: -101.578\tvalid_0's l2: 1003.26\n",
"[12]\tvalid_0's poisson: -102.14\tvalid_0's l2: 948.153\n",
"[13]\tvalid_0's poisson: -102.662\tvalid_0's l2: 899.328\n",
"[14]\tvalid_0's poisson: -103.145\tvalid_0's l2: 853.601\n",
"[15]\tvalid_0's poisson: -103.581\tvalid_0's l2: 813.136\n",
"[16]\tvalid_0's poisson: -103.972\tvalid_0's l2: 776.978\n",
"[17]\tvalid_0's poisson: -104.328\tvalid_0's l2: 744.601\n",
"[18]\tvalid_0's poisson: -104.646\tvalid_0's l2: 716.596\n",
"[19]\tvalid_0's poisson: -104.965\tvalid_0's l2: 688.96\n",
"[20]\tvalid_0's poisson: -105.263\tvalid_0's l2: 663.264\n",
"[21]\tvalid_0's poisson: -105.515\tvalid_0's l2: 641.927\n",
"[22]\tvalid_0's poisson: -105.772\tvalid_0's l2: 620.628\n",
"[23]\tvalid_0's poisson: -105.989\tvalid_0's l2: 601.622\n",
"[24]\tvalid_0's poisson: -106.198\tvalid_0's l2: 584.486\n",
"[25]\tvalid_0's poisson: -106.4\tvalid_0's l2: 568.783\n",
"[26]\tvalid_0's poisson: -106.58\tvalid_0's l2: 555.029\n",
"[27]\tvalid_0's poisson: -106.74\tvalid_0's l2: 542.361\n",
"[28]\tvalid_0's poisson: -106.884\tvalid_0's l2: 530.42\n",
"[29]\tvalid_0's poisson: -107.029\tvalid_0's l2: 519.141\n",
"[30]\tvalid_0's poisson: -107.169\tvalid_0's l2: 509.601\n",
"[31]\tvalid_0's poisson: -107.282\tvalid_0's l2: 501.131\n",
"[32]\tvalid_0's poisson: -107.397\tvalid_0's l2: 491.424\n",
"[33]\tvalid_0's poisson: -107.504\tvalid_0's l2: 482.338\n",
"[34]\tvalid_0's poisson: -107.605\tvalid_0's l2: 475.053\n",
"[35]\tvalid_0's poisson: -107.697\tvalid_0's l2: 467.443\n",
"[36]\tvalid_0's poisson: -107.783\tvalid_0's l2: 460.258\n",
"[37]\tvalid_0's poisson: -107.854\tvalid_0's l2: 453.974\n",
"[38]\tvalid_0's poisson: -107.927\tvalid_0's l2: 448.306\n",
"[39]\tvalid_0's poisson: -108.007\tvalid_0's l2: 442.839\n",
"[40]\tvalid_0's poisson: -108.064\tvalid_0's l2: 437.913\n",
"[41]\tvalid_0's poisson: -108.13\tvalid_0's l2: 433.427\n",
"[42]\tvalid_0's poisson: -108.179\tvalid_0's l2: 429.459\n",
"[43]\tvalid_0's poisson: -108.234\tvalid_0's l2: 425.792\n",
"[44]\tvalid_0's poisson: -108.284\tvalid_0's l2: 422.069\n",
"[45]\tvalid_0's poisson: -108.326\tvalid_0's l2: 417.7\n",
"[46]\tvalid_0's poisson: -108.367\tvalid_0's l2: 414.613\n",
"[47]\tvalid_0's poisson: -108.412\tvalid_0's l2: 410.851\n",
"[48]\tvalid_0's poisson: -108.443\tvalid_0's l2: 408.314\n",
"[49]\tvalid_0's poisson: -108.481\tvalid_0's l2: 405.161\n",
"[50]\tvalid_0's poisson: -108.5\tvalid_0's l2: 402.517\n",
"[51]\tvalid_0's poisson: -108.533\tvalid_0's l2: 400.165\n",
"[52]\tvalid_0's poisson: -108.564\tvalid_0's l2: 397.118\n",
"[53]\tvalid_0's poisson: -108.587\tvalid_0's l2: 395.054\n",
"[54]\tvalid_0's poisson: -108.603\tvalid_0's l2: 393.545\n",
"[55]\tvalid_0's poisson: -108.62\tvalid_0's l2: 391.765\n",
"[56]\tvalid_0's poisson: -108.641\tvalid_0's l2: 389.962\n",
"[57]\tvalid_0's poisson: -108.658\tvalid_0's l2: 388.18\n",
"[58]\tvalid_0's poisson: -108.654\tvalid_0's l2: 386.668\n",
"[59]\tvalid_0's poisson: -108.659\tvalid_0's l2: 385.522\n",
"[60]\tvalid_0's poisson: -108.677\tvalid_0's l2: 383.645\n",
"[61]\tvalid_0's poisson: -108.682\tvalid_0's l2: 382.396\n",
"[62]\tvalid_0's poisson: -108.687\tvalid_0's l2: 381.256\n",
"[63]\tvalid_0's poisson: -108.702\tvalid_0's l2: 379.417\n",
"[64]\tvalid_0's poisson: -108.71\tvalid_0's l2: 378.762\n",
"[65]\tvalid_0's poisson: -108.719\tvalid_0's l2: 377.316\n",
"[66]\tvalid_0's poisson: -108.724\tvalid_0's l2: 376.552\n",
"[67]\tvalid_0's poisson: -108.732\tvalid_0's l2: 375.527\n",
"[68]\tvalid_0's poisson: -108.723\tvalid_0's l2: 374.251\n",
"[69]\tvalid_0's poisson: -108.73\tvalid_0's l2: 373.378\n",
"[70]\tvalid_0's poisson: -108.704\tvalid_0's l2: 372.305\n",
"[71]\tvalid_0's poisson: -108.583\tvalid_0's l2: 371.41\n",
"[72]\tvalid_0's poisson: -108.584\tvalid_0's l2: 370.943\n",
"[73]\tvalid_0's poisson: -108.521\tvalid_0's l2: 370.149\n",
"[74]\tvalid_0's poisson: -108.524\tvalid_0's l2: 368.79\n",
"[75]\tvalid_0's poisson: -108.518\tvalid_0's l2: 367.737\n",
"[76]\tvalid_0's poisson: -108.52\tvalid_0's l2: 366.783\n",
"[77]\tvalid_0's poisson: -108.512\tvalid_0's l2: 366.15\n",
"[78]\tvalid_0's poisson: -108.497\tvalid_0's l2: 365.172\n",
"[79]\tvalid_0's poisson: -108.488\tvalid_0's l2: 364.384\n",
"[80]\tvalid_0's poisson: -108.491\tvalid_0's l2: 363.918\n",
"[81]\tvalid_0's poisson: -108.486\tvalid_0's l2: 363.137\n",
"[82]\tvalid_0's poisson: -108.487\tvalid_0's l2: 362.347\n",
"[83]\tvalid_0's poisson: -108.471\tvalid_0's l2: 361.81\n",
"[84]\tvalid_0's poisson: -108.411\tvalid_0's l2: 361.111\n",
"[85]\tvalid_0's poisson: -108.421\tvalid_0's l2: 360.252\n",
"[86]\tvalid_0's poisson: -108.409\tvalid_0's l2: 359.982\n",
"[87]\tvalid_0's poisson: -108.407\tvalid_0's l2: 358.96\n",
"[88]\tvalid_0's poisson: -108.414\tvalid_0's l2: 358.683\n",
"[89]\tvalid_0's poisson: -108.423\tvalid_0's l2: 357.734\n",
"[90]\tvalid_0's poisson: -108.374\tvalid_0's l2: 357.096\n",
"[91]\tvalid_0's poisson: -108.354\tvalid_0's l2: 356.108\n",
"[92]\tvalid_0's poisson: -108.391\tvalid_0's l2: 355.743\n",
"[93]\tvalid_0's poisson: -108.395\tvalid_0's l2: 355.242\n",
"[94]\tvalid_0's poisson: -108.336\tvalid_0's l2: 354.313\n",
"[95]\tvalid_0's poisson: -108.316\tvalid_0's l2: 353.267\n",
"[96]\tvalid_0's poisson: -108.288\tvalid_0's l2: 352.452\n",
"[97]\tvalid_0's poisson: -108.289\tvalid_0's l2: 351.839\n",
"[98]\tvalid_0's poisson: -108.293\tvalid_0's l2: 351.674\n",
"[99]\tvalid_0's poisson: -108.283\tvalid_0's l2: 351.129\n",
"[100]\tvalid_0's poisson: -108.282\tvalid_0's l2: 350.639\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.348\tvalid_0's l2: 2287.73\n",
"[2]\tvalid_0's poisson: -87.5197\tvalid_0's l2: 2275.25\n",
"[3]\tvalid_0's poisson: -87.6887\tvalid_0's l2: 2262.86\n",
"[4]\tvalid_0's poisson: -87.8553\tvalid_0's l2: 2250.57\n",
"[5]\tvalid_0's poisson: -88.0194\tvalid_0's l2: 2238.37\n",
"[6]\tvalid_0's poisson: -88.1811\tvalid_0's l2: 2226.27\n",
"[7]\tvalid_0's poisson: -88.3404\tvalid_0's l2: 2214.26\n",
"[8]\tvalid_0's poisson: -88.4976\tvalid_0's l2: 2202.35\n",
"[9]\tvalid_0's poisson: -88.6524\tvalid_0's l2: 2190.53\n",
"[10]\tvalid_0's poisson: -88.8071\tvalid_0's l2: 2178.64\n",
"[11]\tvalid_0's poisson: -88.9578\tvalid_0's l2: 2167\n",
"[12]\tvalid_0's poisson: -89.1083\tvalid_0's l2: 2155.3\n",
"[13]\tvalid_0's poisson: -89.2568\tvalid_0's l2: 2143.68\n",
"[14]\tvalid_0's poisson: -89.4019\tvalid_0's l2: 2132.28\n",
"[15]\tvalid_0's poisson: -89.5465\tvalid_0's l2: 2120.84\n",
"[16]\tvalid_0's poisson: -89.6891\tvalid_0's l2: 2109.49\n",
"[17]\tvalid_0's poisson: -89.8288\tvalid_0's l2: 2098.34\n",
"[18]\tvalid_0's poisson: -89.9676\tvalid_0's l2: 2087.18\n",
"[19]\tvalid_0's poisson: -90.1049\tvalid_0's l2: 2076.08\n",
"[20]\tvalid_0's poisson: -90.2392\tvalid_0's l2: 2065.19\n",
"[21]\tvalid_0's poisson: -90.3729\tvalid_0's l2: 2054.28\n",
"[22]\tvalid_0's poisson: -90.5051\tvalid_0's l2: 2043.44\n",
"[23]\tvalid_0's poisson: -90.6347\tvalid_0's l2: 2032.79\n",
"[24]\tvalid_0's poisson: -90.7635\tvalid_0's l2: 2022.13\n",
"[25]\tvalid_0's poisson: -90.8908\tvalid_0's l2: 2011.55\n",
"[26]\tvalid_0's poisson: -91.0158\tvalid_0's l2: 2001.14\n",
"[27]\tvalid_0's poisson: -91.1404\tvalid_0's l2: 1990.7\n",
"[28]\tvalid_0's poisson: -91.2631\tvalid_0's l2: 1980.36\n",
"[29]\tvalid_0's poisson: -91.3868\tvalid_0's l2: 1969.94\n",
"[30]\tvalid_0's poisson: -91.5088\tvalid_0's l2: 1959.61\n",
"[31]\tvalid_0's poisson: -91.6291\tvalid_0's l2: 1949.37\n",
"[32]\tvalid_0's poisson: -91.7483\tvalid_0's l2: 1939.2\n",
"[33]\tvalid_0's poisson: -91.8659\tvalid_0's l2: 1929.12\n",
"[34]\tvalid_0's poisson: -91.9809\tvalid_0's l2: 1919.21\n",
"[35]\tvalid_0's poisson: -92.0962\tvalid_0's l2: 1909.26\n",
"[36]\tvalid_0's poisson: -92.2099\tvalid_0's l2: 1899.41\n",
"[37]\tvalid_0's poisson: -92.3227\tvalid_0's l2: 1889.61\n",
"[38]\tvalid_0's poisson: -92.4341\tvalid_0's l2: 1879.89\n",
"[39]\tvalid_0's poisson: -92.5445\tvalid_0's l2: 1870.23\n",
"[40]\tvalid_0's poisson: -92.6534\tvalid_0's l2: 1860.67\n",
"[41]\tvalid_0's poisson: -92.7612\tvalid_0's l2: 1851.17\n",
"[42]\tvalid_0's poisson: -92.8691\tvalid_0's l2: 1841.63\n",
"[43]\tvalid_0's poisson: -92.9759\tvalid_0's l2: 1832.16\n",
"[44]\tvalid_0's poisson: -93.0816\tvalid_0's l2: 1822.77\n",
"[45]\tvalid_0's poisson: -93.1862\tvalid_0's l2: 1813.52\n",
"[46]\tvalid_0's poisson: -93.2886\tvalid_0's l2: 1804.37\n",
"[47]\tvalid_0's poisson: -93.391\tvalid_0's l2: 1795.18\n",
"[48]\tvalid_0's poisson: -93.4921\tvalid_0's l2: 1786.19\n",
"[49]\tvalid_0's poisson: -93.5901\tvalid_0's l2: 1777.34\n",
"[50]\tvalid_0's poisson: -93.6897\tvalid_0's l2: 1768.43\n",
"[51]\tvalid_0's poisson: -93.7877\tvalid_0's l2: 1759.64\n",
"[52]\tvalid_0's poisson: -93.8852\tvalid_0's l2: 1750.78\n",
"[53]\tvalid_0's poisson: -93.9818\tvalid_0's l2: 1742.07\n",
"[54]\tvalid_0's poisson: -94.0766\tvalid_0's l2: 1733.43\n",
"[55]\tvalid_0's poisson: -94.1713\tvalid_0's l2: 1724.84\n",
"[56]\tvalid_0's poisson: -94.2651\tvalid_0's l2: 1716.24\n",
"[57]\tvalid_0's poisson: -94.3575\tvalid_0's l2: 1707.83\n",
"[58]\tvalid_0's poisson: -94.4497\tvalid_0's l2: 1699.35\n",
"[59]\tvalid_0's poisson: -94.5395\tvalid_0's l2: 1691.12\n",
"[60]\tvalid_0's poisson: -94.6284\tvalid_0's l2: 1682.94\n",
"[61]\tvalid_0's poisson: -94.7178\tvalid_0's l2: 1674.66\n",
"[62]\tvalid_0's poisson: -94.8051\tvalid_0's l2: 1666.61\n",
"[63]\tvalid_0's poisson: -94.8914\tvalid_0's l2: 1658.62\n",
"[64]\tvalid_0's poisson: -94.977\tvalid_0's l2: 1650.69\n",
"[65]\tvalid_0's poisson: -95.0634\tvalid_0's l2: 1642.63\n",
"[66]\tvalid_0's poisson: -95.1473\tvalid_0's l2: 1634.82\n",
"[67]\tvalid_0's poisson: -95.2305\tvalid_0's l2: 1627.07\n",
"[68]\tvalid_0's poisson: -95.3128\tvalid_0's l2: 1619.38\n",
"[69]\tvalid_0's poisson: -95.3961\tvalid_0's l2: 1611.55\n",
"[70]\tvalid_0's poisson: -95.477\tvalid_0's l2: 1603.97\n",
"[71]\tvalid_0's poisson: -95.5571\tvalid_0's l2: 1596.45\n",
"[72]\tvalid_0's poisson: -95.6383\tvalid_0's l2: 1588.79\n",
"[73]\tvalid_0's poisson: -95.7169\tvalid_0's l2: 1581.37\n",
"[74]\tvalid_0's poisson: -95.795\tvalid_0's l2: 1573.97\n",
"[75]\tvalid_0's poisson: -95.8722\tvalid_0's l2: 1566.62\n",
"[76]\tvalid_0's poisson: -95.9507\tvalid_0's l2: 1559.17\n",
"[77]\tvalid_0's poisson: -96.0267\tvalid_0's l2: 1551.98\n",
"[78]\tvalid_0's poisson: -96.1019\tvalid_0's l2: 1544.79\n",
"[79]\tvalid_0's poisson: -96.1765\tvalid_0's l2: 1537.71\n",
"[80]\tvalid_0's poisson: -96.2525\tvalid_0's l2: 1530.46\n",
"[81]\tvalid_0's poisson: -96.3265\tvalid_0's l2: 1523.33\n",
"[82]\tvalid_0's poisson: -96.4\tvalid_0's l2: 1516.25\n",
"[83]\tvalid_0's poisson: -96.4728\tvalid_0's l2: 1509.22\n",
"[84]\tvalid_0's poisson: -96.545\tvalid_0's l2: 1502.25\n",
"[85]\tvalid_0's poisson: -96.6179\tvalid_0's l2: 1495.26\n",
"[86]\tvalid_0's poisson: -96.6878\tvalid_0's l2: 1488.53\n",
"[87]\tvalid_0's poisson: -96.7584\tvalid_0's l2: 1481.68\n",
"[88]\tvalid_0's poisson: -96.8288\tvalid_0's l2: 1474.84\n",
"[89]\tvalid_0's poisson: -96.8995\tvalid_0's l2: 1468.03\n",
"[90]\tvalid_0's poisson: -96.9679\tvalid_0's l2: 1461.4\n",
"[91]\tvalid_0's poisson: -97.0365\tvalid_0's l2: 1454.71\n",
"[92]\tvalid_0's poisson: -97.1036\tvalid_0's l2: 1448.21\n",
"[93]\tvalid_0's poisson: -97.1708\tvalid_0's l2: 1441.64\n",
"[94]\tvalid_0's poisson: -97.239\tvalid_0's l2: 1435.06\n",
"[95]\tvalid_0's poisson: -97.3048\tvalid_0's l2: 1428.67\n",
"[96]\tvalid_0's poisson: -97.3699\tvalid_0's l2: 1422.34\n",
"[97]\tvalid_0's poisson: -97.4365\tvalid_0's l2: 1415.9\n",
"[98]\tvalid_0's poisson: -97.5012\tvalid_0's l2: 1409.59\n",
"[99]\tvalid_0's poisson: -97.5651\tvalid_0's l2: 1403.32\n",
"[100]\tvalid_0's poisson: -97.6283\tvalid_0's l2: 1397.18\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3501\tvalid_0's l2: 2287.58\n",
"[2]\tvalid_0's poisson: -87.5247\tvalid_0's l2: 2274.87\n",
"[3]\tvalid_0's poisson: -87.6957\tvalid_0's l2: 2262.32\n",
"[4]\tvalid_0's poisson: -87.8649\tvalid_0's l2: 2249.82\n",
"[5]\tvalid_0's poisson: -88.0307\tvalid_0's l2: 2237.46\n",
"[6]\tvalid_0's poisson: -88.1948\tvalid_0's l2: 2225.15\n",
"[7]\tvalid_0's poisson: -88.3556\tvalid_0's l2: 2212.99\n",
"[8]\tvalid_0's poisson: -88.5149\tvalid_0's l2: 2200.86\n",
"[9]\tvalid_0's poisson: -88.6711\tvalid_0's l2: 2188.89\n",
"[10]\tvalid_0's poisson: -88.8259\tvalid_0's l2: 2176.95\n",
"[11]\tvalid_0's poisson: -88.9797\tvalid_0's l2: 2165.02\n",
"[12]\tvalid_0's poisson: -89.1312\tvalid_0's l2: 2153.17\n",
"[13]\tvalid_0's poisson: -89.2786\tvalid_0's l2: 2141.59\n",
"[14]\tvalid_0's poisson: -89.4249\tvalid_0's l2: 2130.03\n",
"[15]\tvalid_0's poisson: -89.5704\tvalid_0's l2: 2118.45\n",
"[16]\tvalid_0's poisson: -89.7128\tvalid_0's l2: 2107.07\n",
"[17]\tvalid_0's poisson: -89.8528\tvalid_0's l2: 2095.81\n",
"[18]\tvalid_0's poisson: -89.9963\tvalid_0's l2: 2084.28\n",
"[19]\tvalid_0's poisson: -90.1333\tvalid_0's l2: 2073.15\n",
"[20]\tvalid_0's poisson: -90.2695\tvalid_0's l2: 2062.01\n",
"[21]\tvalid_0's poisson: -90.403\tvalid_0's l2: 2051.06\n",
"[22]\tvalid_0's poisson: -90.5397\tvalid_0's l2: 2039.85\n",
"[23]\tvalid_0's poisson: -90.6696\tvalid_0's l2: 2029.08\n",
"[24]\tvalid_0's poisson: -90.7981\tvalid_0's l2: 2018.37\n",
"[25]\tvalid_0's poisson: -90.9262\tvalid_0's l2: 2007.64\n",
"[26]\tvalid_0's poisson: -91.0562\tvalid_0's l2: 1996.79\n",
"[27]\tvalid_0's poisson: -91.1787\tvalid_0's l2: 1986.46\n",
"[28]\tvalid_0's poisson: -91.3013\tvalid_0's l2: 1976.08\n",
"[29]\tvalid_0's poisson: -91.4268\tvalid_0's l2: 1965.45\n",
"[30]\tvalid_0's poisson: -91.5475\tvalid_0's l2: 1955.12\n",
"[31]\tvalid_0's poisson: -91.6647\tvalid_0's l2: 1945.08\n",
"[32]\tvalid_0's poisson: -91.7826\tvalid_0's l2: 1934.91\n",
"[33]\tvalid_0's poisson: -91.9034\tvalid_0's l2: 1924.54\n",
"[34]\tvalid_0's poisson: -92.0168\tvalid_0's l2: 1914.72\n",
"[35]\tvalid_0's poisson: -92.1297\tvalid_0's l2: 1904.89\n",
"[36]\tvalid_0's poisson: -92.2415\tvalid_0's l2: 1895.12\n",
"[37]\tvalid_0's poisson: -92.3572\tvalid_0's l2: 1885.04\n",
"[38]\tvalid_0's poisson: -92.4655\tvalid_0's l2: 1875.55\n",
"[39]\tvalid_0's poisson: -92.5733\tvalid_0's l2: 1866.03\n",
"[40]\tvalid_0's poisson: -92.6853\tvalid_0's l2: 1856.18\n",
"[41]\tvalid_0's poisson: -92.7921\tvalid_0's l2: 1846.66\n",
"[42]\tvalid_0's poisson: -92.8973\tvalid_0's l2: 1837.28\n",
"[43]\tvalid_0's poisson: -93.0023\tvalid_0's l2: 1827.88\n",
"[44]\tvalid_0's poisson: -93.1099\tvalid_0's l2: 1818.3\n",
"[45]\tvalid_0's poisson: -93.2104\tvalid_0's l2: 1809.3\n",
"[46]\tvalid_0's poisson: -93.3109\tvalid_0's l2: 1800.23\n",
"[47]\tvalid_0's poisson: -93.4103\tvalid_0's l2: 1791.24\n",
"[48]\tvalid_0's poisson: -93.5137\tvalid_0's l2: 1781.94\n",
"[49]\tvalid_0's poisson: -93.6103\tvalid_0's l2: 1773.2\n",
"[50]\tvalid_0's poisson: -93.708\tvalid_0's l2: 1764.26\n",
"[51]\tvalid_0's poisson: -93.8034\tvalid_0's l2: 1755.54\n",
"[52]\tvalid_0's poisson: -93.9027\tvalid_0's l2: 1746.51\n",
"[53]\tvalid_0's poisson: -93.9959\tvalid_0's l2: 1737.97\n",
"[54]\tvalid_0's poisson: -94.0898\tvalid_0's l2: 1729.29\n",
"[55]\tvalid_0's poisson: -94.1865\tvalid_0's l2: 1720.45\n",
"[56]\tvalid_0's poisson: -94.2781\tvalid_0's l2: 1711.94\n",
"[57]\tvalid_0's poisson: -94.3687\tvalid_0's l2: 1703.55\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[58]\tvalid_0's poisson: -94.4577\tvalid_0's l2: 1695.28\n",
"[59]\tvalid_0's poisson: -94.551\tvalid_0's l2: 1686.67\n",
"[60]\tvalid_0's poisson: -94.6379\tvalid_0's l2: 1678.62\n",
"[61]\tvalid_0's poisson: -94.7256\tvalid_0's l2: 1670.39\n",
"[62]\tvalid_0's poisson: -94.8162\tvalid_0's l2: 1661.98\n",
"[63]\tvalid_0's poisson: -94.9017\tvalid_0's l2: 1653.95\n",
"[64]\tvalid_0's poisson: -94.9854\tvalid_0's l2: 1646.11\n",
"[65]\tvalid_0's poisson: -95.0696\tvalid_0's l2: 1638.14\n",
"[66]\tvalid_0's poisson: -95.1572\tvalid_0's l2: 1629.96\n",
"[67]\tvalid_0's poisson: -95.239\tvalid_0's l2: 1622.25\n",
"[68]\tvalid_0's poisson: -95.3203\tvalid_0's l2: 1614.55\n",
"[69]\tvalid_0's poisson: -95.4056\tvalid_0's l2: 1606.55\n",
"[70]\tvalid_0's poisson: -95.4857\tvalid_0's l2: 1598.93\n",
"[71]\tvalid_0's poisson: -95.5656\tvalid_0's l2: 1591.3\n",
"[72]\tvalid_0's poisson: -95.6485\tvalid_0's l2: 1583.47\n",
"[73]\tvalid_0's poisson: -95.7261\tvalid_0's l2: 1576.1\n",
"[74]\tvalid_0's poisson: -95.8031\tvalid_0's l2: 1568.74\n",
"[75]\tvalid_0's poisson: -95.8799\tvalid_0's l2: 1561.4\n",
"[76]\tvalid_0's poisson: -95.9601\tvalid_0's l2: 1553.79\n",
"[77]\tvalid_0's poisson: -96.0348\tvalid_0's l2: 1546.64\n",
"[78]\tvalid_0's poisson: -96.1098\tvalid_0's l2: 1539.41\n",
"[79]\tvalid_0's poisson: -96.188\tvalid_0's l2: 1531.97\n",
"[80]\tvalid_0's poisson: -96.2605\tvalid_0's l2: 1525.02\n",
"[81]\tvalid_0's poisson: -96.3326\tvalid_0's l2: 1518.09\n",
"[82]\tvalid_0's poisson: -96.4054\tvalid_0's l2: 1511.04\n",
"[83]\tvalid_0's poisson: -96.4812\tvalid_0's l2: 1503.8\n",
"[84]\tvalid_0's poisson: -96.552\tvalid_0's l2: 1496.94\n",
"[85]\tvalid_0's poisson: -96.6231\tvalid_0's l2: 1490.07\n",
"[86]\tvalid_0's poisson: -96.697\tvalid_0's l2: 1482.99\n",
"[87]\tvalid_0's poisson: -96.7655\tvalid_0's l2: 1476.34\n",
"[88]\tvalid_0's poisson: -96.8339\tvalid_0's l2: 1469.73\n",
"[89]\tvalid_0's poisson: -96.9024\tvalid_0's l2: 1463.09\n",
"[90]\tvalid_0's poisson: -96.9738\tvalid_0's l2: 1456.21\n",
"[91]\tvalid_0's poisson: -97.0413\tvalid_0's l2: 1449.63\n",
"[92]\tvalid_0's poisson: -97.1074\tvalid_0's l2: 1443.19\n",
"[93]\tvalid_0's poisson: -97.1773\tvalid_0's l2: 1436.44\n",
"[94]\tvalid_0's poisson: -97.2437\tvalid_0's l2: 1429.99\n",
"[95]\tvalid_0's poisson: -97.308\tvalid_0's l2: 1423.74\n",
"[96]\tvalid_0's poisson: -97.3763\tvalid_0's l2: 1417.14\n",
"[97]\tvalid_0's poisson: -97.4404\tvalid_0's l2: 1410.95\n",
"[98]\tvalid_0's poisson: -97.5034\tvalid_0's l2: 1404.75\n",
"[99]\tvalid_0's poisson: -97.5699\tvalid_0's l2: 1398.3\n",
"[100]\tvalid_0's poisson: -97.6328\tvalid_0's l2: 1392.16\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3475\tvalid_0's l2: 2287.73\n",
"[2]\tvalid_0's poisson: -87.5227\tvalid_0's l2: 2274.95\n",
"[3]\tvalid_0's poisson: -87.695\tvalid_0's l2: 2262.28\n",
"[4]\tvalid_0's poisson: -87.8652\tvalid_0's l2: 2249.67\n",
"[5]\tvalid_0's poisson: -88.0328\tvalid_0's l2: 2237.16\n",
"[6]\tvalid_0's poisson: -88.1987\tvalid_0's l2: 2224.69\n",
"[7]\tvalid_0's poisson: -88.3622\tvalid_0's l2: 2212.32\n",
"[8]\tvalid_0's poisson: -88.5235\tvalid_0's l2: 2200.03\n",
"[9]\tvalid_0's poisson: -88.6836\tvalid_0's l2: 2187.74\n",
"[10]\tvalid_0's poisson: -88.8416\tvalid_0's l2: 2175.54\n",
"[11]\tvalid_0's poisson: -88.9949\tvalid_0's l2: 2163.62\n",
"[12]\tvalid_0's poisson: -89.1472\tvalid_0's l2: 2151.71\n",
"[13]\tvalid_0's poisson: -89.2988\tvalid_0's l2: 2139.78\n",
"[14]\tvalid_0's poisson: -89.4469\tvalid_0's l2: 2128.06\n",
"[15]\tvalid_0's poisson: -89.5945\tvalid_0's l2: 2116.3\n",
"[16]\tvalid_0's poisson: -89.7398\tvalid_0's l2: 2104.66\n",
"[17]\tvalid_0's poisson: -89.882\tvalid_0's l2: 2093.26\n",
"[18]\tvalid_0's poisson: -90.0229\tvalid_0's l2: 2081.86\n",
"[19]\tvalid_0's poisson: -90.1615\tvalid_0's l2: 2070.64\n",
"[20]\tvalid_0's poisson: -90.2982\tvalid_0's l2: 2059.47\n",
"[21]\tvalid_0's poisson: -90.4334\tvalid_0's l2: 2048.4\n",
"[22]\tvalid_0's poisson: -90.5683\tvalid_0's l2: 2037.26\n",
"[23]\tvalid_0's poisson: -90.7003\tvalid_0's l2: 2026.36\n",
"[24]\tvalid_0's poisson: -90.8314\tvalid_0's l2: 2015.44\n",
"[25]\tvalid_0's poisson: -90.9601\tvalid_0's l2: 2004.7\n",
"[26]\tvalid_0's poisson: -91.0888\tvalid_0's l2: 1993.88\n",
"[27]\tvalid_0's poisson: -91.2146\tvalid_0's l2: 1983.3\n",
"[28]\tvalid_0's poisson: -91.3386\tvalid_0's l2: 1972.82\n",
"[29]\tvalid_0's poisson: -91.4612\tvalid_0's l2: 1962.39\n",
"[30]\tvalid_0's poisson: -91.5824\tvalid_0's l2: 1952.06\n",
"[31]\tvalid_0's poisson: -91.7041\tvalid_0's l2: 1941.62\n",
"[32]\tvalid_0's poisson: -91.8225\tvalid_0's l2: 1931.45\n",
"[33]\tvalid_0's poisson: -91.9407\tvalid_0's l2: 1921.23\n",
"[34]\tvalid_0's poisson: -92.0567\tvalid_0's l2: 1911.2\n",
"[35]\tvalid_0's poisson: -92.1727\tvalid_0's l2: 1901.08\n",
"[36]\tvalid_0's poisson: -92.2861\tvalid_0's l2: 1891.2\n",
"[37]\tvalid_0's poisson: -92.3983\tvalid_0's l2: 1881.37\n",
"[38]\tvalid_0's poisson: -92.5092\tvalid_0's l2: 1871.64\n",
"[39]\tvalid_0's poisson: -92.6206\tvalid_0's l2: 1861.8\n",
"[40]\tvalid_0's poisson: -92.7291\tvalid_0's l2: 1852.22\n",
"[41]\tvalid_0's poisson: -92.8375\tvalid_0's l2: 1842.59\n",
"[42]\tvalid_0's poisson: -92.9437\tvalid_0's l2: 1833.15\n",
"[43]\tvalid_0's poisson: -93.0506\tvalid_0's l2: 1823.59\n",
"[44]\tvalid_0's poisson: -93.1545\tvalid_0's l2: 1814.3\n",
"[45]\tvalid_0's poisson: -93.2579\tvalid_0's l2: 1805.01\n",
"[46]\tvalid_0's poisson: -93.36\tvalid_0's l2: 1795.84\n",
"[47]\tvalid_0's poisson: -93.4621\tvalid_0's l2: 1786.6\n",
"[48]\tvalid_0's poisson: -93.5619\tvalid_0's l2: 1777.58\n",
"[49]\tvalid_0's poisson: -93.6625\tvalid_0's l2: 1768.43\n",
"[50]\tvalid_0's poisson: -93.7604\tvalid_0's l2: 1759.54\n",
"[51]\tvalid_0's poisson: -93.8589\tvalid_0's l2: 1750.54\n",
"[52]\tvalid_0's poisson: -93.9547\tvalid_0's l2: 1741.79\n",
"[53]\tvalid_0's poisson: -94.0503\tvalid_0's l2: 1733.02\n",
"[54]\tvalid_0's poisson: -94.1444\tvalid_0's l2: 1724.39\n",
"[55]\tvalid_0's poisson: -94.2394\tvalid_0's l2: 1715.65\n",
"[56]\tvalid_0's poisson: -94.3317\tvalid_0's l2: 1707.15\n",
"[57]\tvalid_0's poisson: -94.4228\tvalid_0's l2: 1698.72\n",
"[58]\tvalid_0's poisson: -94.515\tvalid_0's l2: 1690.18\n",
"[59]\tvalid_0's poisson: -94.6046\tvalid_0's l2: 1681.86\n",
"[60]\tvalid_0's poisson: -94.694\tvalid_0's l2: 1673.54\n",
"[61]\tvalid_0's poisson: -94.7818\tvalid_0's l2: 1665.35\n",
"[62]\tvalid_0's poisson: -94.8712\tvalid_0's l2: 1657.02\n",
"[63]\tvalid_0's poisson: -94.9575\tvalid_0's l2: 1648.95\n",
"[64]\tvalid_0's poisson: -95.0446\tvalid_0's l2: 1640.78\n",
"[65]\tvalid_0's poisson: -95.1293\tvalid_0's l2: 1632.83\n",
"[66]\tvalid_0's poisson: -95.2147\tvalid_0's l2: 1624.82\n",
"[67]\tvalid_0's poisson: -95.2978\tvalid_0's l2: 1616.99\n",
"[68]\tvalid_0's poisson: -95.3826\tvalid_0's l2: 1609.01\n",
"[69]\tvalid_0's poisson: -95.4645\tvalid_0's l2: 1601.28\n",
"[70]\tvalid_0's poisson: -95.5472\tvalid_0's l2: 1593.45\n",
"[71]\tvalid_0's poisson: -95.6275\tvalid_0's l2: 1585.84\n",
"[72]\tvalid_0's poisson: -95.709\tvalid_0's l2: 1578.09\n",
"[73]\tvalid_0's poisson: -95.7882\tvalid_0's l2: 1570.57\n",
"[74]\tvalid_0's poisson: -95.868\tvalid_0's l2: 1563\n",
"[75]\tvalid_0's poisson: -95.9453\tvalid_0's l2: 1555.63\n",
"[76]\tvalid_0's poisson: -96.0244\tvalid_0's l2: 1548.09\n",
"[77]\tvalid_0's poisson: -96.1025\tvalid_0's l2: 1540.61\n",
"[78]\tvalid_0's poisson: -96.1783\tvalid_0's l2: 1533.37\n",
"[79]\tvalid_0's poisson: -96.2552\tvalid_0's l2: 1526.03\n",
"[80]\tvalid_0's poisson: -96.3295\tvalid_0's l2: 1518.91\n",
"[81]\tvalid_0's poisson: -96.4046\tvalid_0's l2: 1511.72\n",
"[82]\tvalid_0's poisson: -96.4779\tvalid_0's l2: 1504.66\n",
"[83]\tvalid_0's poisson: -96.5522\tvalid_0's l2: 1497.49\n",
"[84]\tvalid_0's poisson: -96.6238\tvalid_0's l2: 1490.6\n",
"[85]\tvalid_0's poisson: -96.6972\tvalid_0's l2: 1483.55\n",
"[86]\tvalid_0's poisson: -96.768\tvalid_0's l2: 1476.71\n",
"[87]\tvalid_0's poisson: -96.8386\tvalid_0's l2: 1469.84\n",
"[88]\tvalid_0's poisson: -96.9099\tvalid_0's l2: 1462.93\n",
"[89]\tvalid_0's poisson: -96.9791\tvalid_0's l2: 1456.18\n",
"[90]\tvalid_0's poisson: -97.0477\tvalid_0's l2: 1449.49\n",
"[91]\tvalid_0's poisson: -97.1173\tvalid_0's l2: 1442.73\n",
"[92]\tvalid_0's poisson: -97.1847\tvalid_0's l2: 1436.12\n",
"[93]\tvalid_0's poisson: -97.2516\tvalid_0's l2: 1429.58\n",
"[94]\tvalid_0's poisson: -97.3179\tvalid_0's l2: 1423.08\n",
"[95]\tvalid_0's poisson: -97.3851\tvalid_0's l2: 1416.53\n",
"[96]\tvalid_0's poisson: -97.4502\tvalid_0's l2: 1410.14\n",
"[97]\tvalid_0's poisson: -97.5147\tvalid_0's l2: 1403.81\n",
"[98]\tvalid_0's poisson: -97.5791\tvalid_0's l2: 1397.47\n",
"[99]\tvalid_0's poisson: -97.6444\tvalid_0's l2: 1391.08\n",
"[100]\tvalid_0's poisson: -97.7076\tvalid_0's l2: 1384.87\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3556\tvalid_0's l2: 2287.2\n",
"[2]\tvalid_0's poisson: -87.5324\tvalid_0's l2: 2274.35\n",
"[3]\tvalid_0's poisson: -87.7064\tvalid_0's l2: 2261.6\n",
"[4]\tvalid_0's poisson: -87.8777\tvalid_0's l2: 2248.96\n",
"[5]\tvalid_0's poisson: -88.0455\tvalid_0's l2: 2236.5\n",
"[6]\tvalid_0's poisson: -88.2142\tvalid_0's l2: 2223.86\n",
"[7]\tvalid_0's poisson: -88.3771\tvalid_0's l2: 2211.59\n",
"[8]\tvalid_0's poisson: -88.5376\tvalid_0's l2: 2199.42\n",
"[9]\tvalid_0's poisson: -88.6994\tvalid_0's l2: 2187.05\n",
"[10]\tvalid_0's poisson: -88.8555\tvalid_0's l2: 2175.06\n",
"[11]\tvalid_0's poisson: -89.0128\tvalid_0's l2: 2162.88\n",
"[12]\tvalid_0's poisson: -89.1645\tvalid_0's l2: 2151.07\n",
"[13]\tvalid_0's poisson: -89.3176\tvalid_0's l2: 2139.07\n",
"[14]\tvalid_0's poisson: -89.4666\tvalid_0's l2: 2127.33\n",
"[15]\tvalid_0's poisson: -89.6124\tvalid_0's l2: 2115.78\n",
"[16]\tvalid_0's poisson: -89.756\tvalid_0's l2: 2104.33\n",
"[17]\tvalid_0's poisson: -89.901\tvalid_0's l2: 2092.7\n",
"[18]\tvalid_0's poisson: -90.0411\tvalid_0's l2: 2081.41\n",
"[19]\tvalid_0's poisson: -90.1827\tvalid_0's l2: 2069.94\n",
"[20]\tvalid_0's poisson: -90.3194\tvalid_0's l2: 2058.81\n",
"[21]\tvalid_0's poisson: -90.4543\tvalid_0's l2: 2047.78\n",
"[22]\tvalid_0's poisson: -90.5888\tvalid_0's l2: 2036.72\n",
"[23]\tvalid_0's poisson: -90.7205\tvalid_0's l2: 2025.84\n",
"[24]\tvalid_0's poisson: -90.853\tvalid_0's l2: 2014.83\n",
"[25]\tvalid_0's poisson: -90.9821\tvalid_0's l2: 2004.06\n",
"[26]\tvalid_0's poisson: -91.1114\tvalid_0's l2: 1993.22\n",
"[27]\tvalid_0's poisson: -91.2369\tvalid_0's l2: 1982.66\n",
"[28]\tvalid_0's poisson: -91.3632\tvalid_0's l2: 1971.98\n",
"[29]\tvalid_0's poisson: -91.4856\tvalid_0's l2: 1961.59\n",
"[30]\tvalid_0's poisson: -91.6081\tvalid_0's l2: 1951.17\n",
"[31]\tvalid_0's poisson: -91.7284\tvalid_0's l2: 1940.87\n",
"[32]\tvalid_0's poisson: -91.8493\tvalid_0's l2: 1930.48\n",
"[33]\tvalid_0's poisson: -91.9664\tvalid_0's l2: 1920.39\n",
"[34]\tvalid_0's poisson: -92.0826\tvalid_0's l2: 1910.33\n",
"[35]\tvalid_0's poisson: -92.1978\tvalid_0's l2: 1900.3\n",
"[36]\tvalid_0's poisson: -92.3136\tvalid_0's l2: 1890.21\n",
"[37]\tvalid_0's poisson: -92.4262\tvalid_0's l2: 1880.33\n",
"[38]\tvalid_0's poisson: -92.5376\tvalid_0's l2: 1870.52\n",
"[39]\tvalid_0's poisson: -92.6477\tvalid_0's l2: 1860.8\n",
"[40]\tvalid_0's poisson: -92.7566\tvalid_0's l2: 1851.15\n",
"[41]\tvalid_0's poisson: -92.8664\tvalid_0's l2: 1841.41\n",
"[42]\tvalid_0's poisson: -92.973\tvalid_0's l2: 1831.9\n",
"[43]\tvalid_0's poisson: -93.0784\tvalid_0's l2: 1822.47\n",
"[44]\tvalid_0's poisson: -93.1827\tvalid_0's l2: 1813.11\n",
"[45]\tvalid_0's poisson: -93.2879\tvalid_0's l2: 1803.66\n",
"[46]\tvalid_0's poisson: -93.3901\tvalid_0's l2: 1794.42\n",
"[47]\tvalid_0's poisson: -93.4914\tvalid_0's l2: 1785.25\n",
"[48]\tvalid_0's poisson: -93.5915\tvalid_0's l2: 1776.16\n",
"[49]\tvalid_0's poisson: -93.6907\tvalid_0's l2: 1767.13\n",
"[50]\tvalid_0's poisson: -93.7908\tvalid_0's l2: 1758.02\n",
"[51]\tvalid_0's poisson: -93.8879\tvalid_0's l2: 1749.12\n",
"[52]\tvalid_0's poisson: -93.9836\tvalid_0's l2: 1740.32\n",
"[53]\tvalid_0's poisson: -94.0789\tvalid_0's l2: 1731.56\n",
"[54]\tvalid_0's poisson: -94.1753\tvalid_0's l2: 1722.71\n",
"[55]\tvalid_0's poisson: -94.2684\tvalid_0's l2: 1714.09\n",
"[56]\tvalid_0's poisson: -94.3598\tvalid_0's l2: 1705.6\n",
"[57]\tvalid_0's poisson: -94.4514\tvalid_0's l2: 1697.1\n",
"[58]\tvalid_0's poisson: -94.5441\tvalid_0's l2: 1688.5\n",
"[59]\tvalid_0's poisson: -94.633\tvalid_0's l2: 1680.18\n",
"[60]\tvalid_0's poisson: -94.7219\tvalid_0's l2: 1671.87\n",
"[61]\tvalid_0's poisson: -94.809\tvalid_0's l2: 1663.68\n",
"[62]\tvalid_0's poisson: -94.8988\tvalid_0's l2: 1655.31\n",
"[63]\tvalid_0's poisson: -94.9845\tvalid_0's l2: 1647.24\n",
"[64]\tvalid_0's poisson: -95.0693\tvalid_0's l2: 1639.23\n",
"[65]\tvalid_0's poisson: -95.1531\tvalid_0's l2: 1631.33\n",
"[66]\tvalid_0's poisson: -95.2399\tvalid_0's l2: 1623.17\n",
"[67]\tvalid_0's poisson: -95.3232\tvalid_0's l2: 1615.27\n",
"[68]\tvalid_0's poisson: -95.4048\tvalid_0's l2: 1607.5\n",
"[69]\tvalid_0's poisson: -95.4855\tvalid_0's l2: 1599.84\n",
"[70]\tvalid_0's poisson: -95.5692\tvalid_0's l2: 1591.92\n",
"[71]\tvalid_0's poisson: -95.6479\tvalid_0's l2: 1584.46\n",
"[72]\tvalid_0's poisson: -95.7259\tvalid_0's l2: 1577.06\n",
"[73]\tvalid_0's poisson: -95.8075\tvalid_0's l2: 1569.31\n",
"[74]\tvalid_0's poisson: -95.884\tvalid_0's l2: 1562.02\n",
"[75]\tvalid_0's poisson: -95.9609\tvalid_0's l2: 1554.63\n",
"[76]\tvalid_0's poisson: -96.0361\tvalid_0's l2: 1547.46\n",
"[77]\tvalid_0's poisson: -96.1108\tvalid_0's l2: 1540.33\n",
"[78]\tvalid_0's poisson: -96.189\tvalid_0's l2: 1532.85\n",
"[79]\tvalid_0's poisson: -96.2622\tvalid_0's l2: 1525.83\n",
"[80]\tvalid_0's poisson: -96.3349\tvalid_0's l2: 1518.87\n",
"[81]\tvalid_0's poisson: -96.4111\tvalid_0's l2: 1511.55\n",
"[82]\tvalid_0's poisson: -96.4824\tvalid_0's l2: 1504.69\n",
"[83]\tvalid_0's poisson: -96.5543\tvalid_0's l2: 1497.72\n",
"[84]\tvalid_0's poisson: -96.6244\tvalid_0's l2: 1490.96\n",
"[85]\tvalid_0's poisson: -96.6983\tvalid_0's l2: 1483.85\n",
"[86]\tvalid_0's poisson: -96.7673\tvalid_0's l2: 1477.19\n",
"[87]\tvalid_0's poisson: -96.8358\tvalid_0's l2: 1470.55\n",
"[88]\tvalid_0's poisson: -96.9077\tvalid_0's l2: 1463.62\n",
"[89]\tvalid_0's poisson: -96.9762\tvalid_0's l2: 1456.94\n",
"[90]\tvalid_0's poisson: -97.0429\tvalid_0's l2: 1450.48\n",
"[91]\tvalid_0's poisson: -97.1094\tvalid_0's l2: 1444.04\n",
"[92]\tvalid_0's poisson: -97.1792\tvalid_0's l2: 1437.29\n",
"[93]\tvalid_0's poisson: -97.2447\tvalid_0's l2: 1430.93\n",
"[94]\tvalid_0's poisson: -97.3097\tvalid_0's l2: 1424.62\n",
"[95]\tvalid_0's poisson: -97.3749\tvalid_0's l2: 1418.23\n",
"[96]\tvalid_0's poisson: -97.4425\tvalid_0's l2: 1411.67\n",
"[97]\tvalid_0's poisson: -97.5062\tvalid_0's l2: 1405.46\n",
"[98]\tvalid_0's poisson: -97.5691\tvalid_0's l2: 1399.39\n",
"[99]\tvalid_0's poisson: -97.6326\tvalid_0's l2: 1393.2\n",
"[100]\tvalid_0's poisson: -97.6959\tvalid_0's l2: 1387\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3398\tvalid_0's l2: 2288.25\n",
"[2]\tvalid_0's poisson: -87.5131\tvalid_0's l2: 2275.56\n",
"[3]\tvalid_0's poisson: -87.6838\tvalid_0's l2: 2262.97\n",
"[4]\tvalid_0's poisson: -87.8519\tvalid_0's l2: 2250.48\n",
"[5]\tvalid_0's poisson: -88.0175\tvalid_0's l2: 2238.09\n",
"[6]\tvalid_0's poisson: -88.1807\tvalid_0's l2: 2225.79\n",
"[7]\tvalid_0's poisson: -88.3415\tvalid_0's l2: 2213.59\n",
"[8]\tvalid_0's poisson: -88.5\tvalid_0's l2: 2201.47\n",
"[9]\tvalid_0's poisson: -88.6563\tvalid_0's l2: 2189.46\n",
"[10]\tvalid_0's poisson: -88.8138\tvalid_0's l2: 2177.27\n",
"[11]\tvalid_0's poisson: -88.9691\tvalid_0's l2: 2165.18\n",
"[12]\tvalid_0's poisson: -89.1222\tvalid_0's l2: 2153.18\n",
"[13]\tvalid_0's poisson: -89.2732\tvalid_0's l2: 2141.28\n",
"[14]\tvalid_0's poisson: -89.4221\tvalid_0's l2: 2129.46\n",
"[15]\tvalid_0's poisson: -89.5691\tvalid_0's l2: 2117.74\n",
"[16]\tvalid_0's poisson: -89.711\tvalid_0's l2: 2106.36\n",
"[17]\tvalid_0's poisson: -89.8542\tvalid_0's l2: 2094.81\n",
"[18]\tvalid_0's poisson: -89.9954\tvalid_0's l2: 2083.36\n",
"[19]\tvalid_0's poisson: -90.1349\tvalid_0's l2: 2071.99\n",
"[20]\tvalid_0's poisson: -90.2725\tvalid_0's l2: 2060.71\n",
"[21]\tvalid_0's poisson: -90.4083\tvalid_0's l2: 2049.53\n",
"[22]\tvalid_0's poisson: -90.5426\tvalid_0's l2: 2038.42\n",
"[23]\tvalid_0's poisson: -90.6754\tvalid_0's l2: 2027.38\n",
"[24]\tvalid_0's poisson: -90.8062\tvalid_0's l2: 2016.44\n",
"[25]\tvalid_0's poisson: -90.9359\tvalid_0's l2: 2005.57\n",
"[26]\tvalid_0's poisson: -91.0637\tvalid_0's l2: 1994.8\n",
"[27]\tvalid_0's poisson: -91.1897\tvalid_0's l2: 1984.12\n",
"[28]\tvalid_0's poisson: -91.3128\tvalid_0's l2: 1973.69\n",
"[29]\tvalid_0's poisson: -91.4356\tvalid_0's l2: 1963.2\n",
"[30]\tvalid_0's poisson: -91.558\tvalid_0's l2: 1952.72\n",
"[31]\tvalid_0's poisson: -91.6779\tvalid_0's l2: 1942.4\n",
"[32]\tvalid_0's poisson: -91.797\tvalid_0's l2: 1932.11\n",
"[33]\tvalid_0's poisson: -91.9147\tvalid_0's l2: 1921.91\n",
"[34]\tvalid_0's poisson: -92.0312\tvalid_0's l2: 1911.78\n",
"[35]\tvalid_0's poisson: -92.1461\tvalid_0's l2: 1901.74\n",
"[36]\tvalid_0's poisson: -92.2602\tvalid_0's l2: 1891.75\n",
"[37]\tvalid_0's poisson: -92.3729\tvalid_0's l2: 1881.85\n",
"[38]\tvalid_0's poisson: -92.4832\tvalid_0's l2: 1872.13\n",
"[39]\tvalid_0's poisson: -92.5924\tvalid_0's l2: 1862.5\n",
"[40]\tvalid_0's poisson: -92.7007\tvalid_0's l2: 1852.9\n",
"[41]\tvalid_0's poisson: -92.8087\tvalid_0's l2: 1843.28\n",
"[42]\tvalid_0's poisson: -92.9146\tvalid_0's l2: 1833.84\n",
"[43]\tvalid_0's poisson: -93.0205\tvalid_0's l2: 1824.36\n",
"[44]\tvalid_0's poisson: -93.1243\tvalid_0's l2: 1815.04\n",
"[45]\tvalid_0's poisson: -93.228\tvalid_0's l2: 1805.71\n",
"[46]\tvalid_0's poisson: -93.3302\tvalid_0's l2: 1796.5\n",
"[47]\tvalid_0's poisson: -93.4316\tvalid_0's l2: 1787.37\n",
"[48]\tvalid_0's poisson: -93.5325\tvalid_0's l2: 1778.23\n",
"[49]\tvalid_0's poisson: -93.6318\tvalid_0's l2: 1769.24\n",
"[50]\tvalid_0's poisson: -93.73\tvalid_0's l2: 1760.32\n",
"[51]\tvalid_0's poisson: -93.8281\tvalid_0's l2: 1751.37\n",
"[52]\tvalid_0's poisson: -93.9243\tvalid_0's l2: 1742.58\n",
"[53]\tvalid_0's poisson: -94.0199\tvalid_0's l2: 1733.84\n",
"[54]\tvalid_0's poisson: -94.114\tvalid_0's l2: 1725.18\n",
"[55]\tvalid_0's poisson: -94.2076\tvalid_0's l2: 1716.57\n",
"[56]\tvalid_0's poisson: -94.3007\tvalid_0's l2: 1708\n",
"[57]\tvalid_0's poisson: -94.3924\tvalid_0's l2: 1699.52\n",
"[58]\tvalid_0's poisson: -94.4844\tvalid_0's l2: 1690.98\n",
"[59]\tvalid_0's poisson: -94.5748\tvalid_0's l2: 1682.6\n",
"[60]\tvalid_0's poisson: -94.6638\tvalid_0's l2: 1674.31\n",
"[61]\tvalid_0's poisson: -94.7524\tvalid_0's l2: 1666.06\n",
"[62]\tvalid_0's poisson: -94.8409\tvalid_0's l2: 1657.79\n",
"[63]\tvalid_0's poisson: -94.9275\tvalid_0's l2: 1649.68\n",
"[64]\tvalid_0's poisson: -95.0141\tvalid_0's l2: 1641.56\n",
"[65]\tvalid_0's poisson: -95.0997\tvalid_0's l2: 1633.5\n",
"[66]\tvalid_0's poisson: -95.1845\tvalid_0's l2: 1625.5\n",
"[67]\tvalid_0's poisson: -95.2681\tvalid_0's l2: 1617.62\n",
"[68]\tvalid_0's poisson: -95.352\tvalid_0's l2: 1609.7\n",
"[69]\tvalid_0's poisson: -95.4345\tvalid_0's l2: 1601.88\n",
"[70]\tvalid_0's poisson: -95.5154\tvalid_0's l2: 1594.19\n",
"[71]\tvalid_0's poisson: -95.5962\tvalid_0's l2: 1586.51\n",
"[72]\tvalid_0's poisson: -95.6773\tvalid_0's l2: 1578.81\n",
"[73]\tvalid_0's poisson: -95.7559\tvalid_0's l2: 1571.29\n",
"[74]\tvalid_0's poisson: -95.8345\tvalid_0's l2: 1563.81\n",
"[75]\tvalid_0's poisson: -95.9119\tvalid_0's l2: 1556.4\n",
"[76]\tvalid_0's poisson: -95.9887\tvalid_0's l2: 1549.01\n",
"[77]\tvalid_0's poisson: -96.0663\tvalid_0's l2: 1541.6\n",
"[78]\tvalid_0's poisson: -96.1425\tvalid_0's l2: 1534.29\n",
"[79]\tvalid_0's poisson: -96.2173\tvalid_0's l2: 1527.09\n",
"[80]\tvalid_0's poisson: -96.2917\tvalid_0's l2: 1519.94\n",
"[81]\tvalid_0's poisson: -96.3667\tvalid_0's l2: 1512.74\n",
"[82]\tvalid_0's poisson: -96.4396\tvalid_0's l2: 1505.7\n",
"[83]\tvalid_0's poisson: -96.5121\tvalid_0's l2: 1498.68\n",
"[84]\tvalid_0's poisson: -96.5842\tvalid_0's l2: 1491.71\n",
"[85]\tvalid_0's poisson: -96.6555\tvalid_0's l2: 1484.82\n",
"[86]\tvalid_0's poisson: -96.7276\tvalid_0's l2: 1477.87\n",
"[87]\tvalid_0's poisson: -96.7976\tvalid_0's l2: 1471.06\n",
"[88]\tvalid_0's poisson: -96.868\tvalid_0's l2: 1464.24\n",
"[89]\tvalid_0's poisson: -96.9369\tvalid_0's l2: 1457.52\n",
"[90]\tvalid_0's poisson: -97.0072\tvalid_0's l2: 1450.72\n",
"[91]\tvalid_0's poisson: -97.075\tvalid_0's l2: 1444.19\n",
"[92]\tvalid_0's poisson: -97.1421\tvalid_0's l2: 1437.69\n",
"[93]\tvalid_0's poisson: -97.2085\tvalid_0's l2: 1431.21\n",
"[94]\tvalid_0's poisson: -97.2745\tvalid_0's l2: 1424.78\n",
"[95]\tvalid_0's poisson: -97.3422\tvalid_0's l2: 1418.22\n",
"[96]\tvalid_0's poisson: -97.4076\tvalid_0's l2: 1411.83\n",
"[97]\tvalid_0's poisson: -97.4719\tvalid_0's l2: 1405.59\n",
"[98]\tvalid_0's poisson: -97.5358\tvalid_0's l2: 1399.32\n",
"[99]\tvalid_0's poisson: -97.6013\tvalid_0's l2: 1392.95\n",
"[100]\tvalid_0's poisson: -97.6637\tvalid_0's l2: 1386.86\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -94.8847\tvalid_0's l2: 1661.04\n",
"[2]\tvalid_0's poisson: -99.0586\tvalid_0's l2: 1266.02\n",
"[3]\tvalid_0's poisson: -101.687\tvalid_0's l2: 1017.14\n",
"[4]\tvalid_0's poisson: -103.35\tvalid_0's l2: 857.207\n",
"[5]\tvalid_0's poisson: -104.73\tvalid_0's l2: 736.355\n",
"[6]\tvalid_0's poisson: -105.654\tvalid_0's l2: 664.829\n",
"[7]\tvalid_0's poisson: -106.269\tvalid_0's l2: 613.668\n",
"[8]\tvalid_0's poisson: -106.787\tvalid_0's l2: 576.175\n",
"[9]\tvalid_0's poisson: -107.168\tvalid_0's l2: 542.349\n",
"[10]\tvalid_0's poisson: -107.343\tvalid_0's l2: 520.989\n",
"[11]\tvalid_0's poisson: -107.547\tvalid_0's l2: 500.941\n",
"[12]\tvalid_0's poisson: -107.554\tvalid_0's l2: 487.514\n",
"[13]\tvalid_0's poisson: -107.731\tvalid_0's l2: 470.452\n",
"[14]\tvalid_0's poisson: -107.662\tvalid_0's l2: 463.409\n",
"[15]\tvalid_0's poisson: -107.643\tvalid_0's l2: 453.241\n",
"[16]\tvalid_0's poisson: -107.481\tvalid_0's l2: 445.252\n",
"[17]\tvalid_0's poisson: -107.351\tvalid_0's l2: 438.283\n",
"[18]\tvalid_0's poisson: -107.281\tvalid_0's l2: 431.806\n",
"[19]\tvalid_0's poisson: -107.229\tvalid_0's l2: 426.739\n",
"[20]\tvalid_0's poisson: -107.071\tvalid_0's l2: 424.078\n",
"[21]\tvalid_0's poisson: -106.97\tvalid_0's l2: 420.124\n",
"[22]\tvalid_0's poisson: -106.711\tvalid_0's l2: 418.344\n",
"[23]\tvalid_0's poisson: -106.837\tvalid_0's l2: 415.938\n",
"[24]\tvalid_0's poisson: -106.785\tvalid_0's l2: 409.324\n",
"[25]\tvalid_0's poisson: -106.644\tvalid_0's l2: 408.048\n",
"[26]\tvalid_0's poisson: -106.612\tvalid_0's l2: 402.65\n",
"[27]\tvalid_0's poisson: -106.418\tvalid_0's l2: 401.168\n",
"[28]\tvalid_0's poisson: -106.461\tvalid_0's l2: 397.117\n",
"[29]\tvalid_0's poisson: -106.249\tvalid_0's l2: 396.838\n",
"[30]\tvalid_0's poisson: -106.497\tvalid_0's l2: 395.368\n",
"[31]\tvalid_0's poisson: -106.376\tvalid_0's l2: 394.34\n",
"[32]\tvalid_0's poisson: -106.275\tvalid_0's l2: 387.138\n",
"[33]\tvalid_0's poisson: -106.038\tvalid_0's l2: 385.539\n",
"[34]\tvalid_0's poisson: -106.338\tvalid_0's l2: 383.632\n",
"[35]\tvalid_0's poisson: -106.171\tvalid_0's l2: 380.729\n",
"[36]\tvalid_0's poisson: -106.216\tvalid_0's l2: 379.325\n",
"[37]\tvalid_0's poisson: -106.033\tvalid_0's l2: 376.825\n",
"[38]\tvalid_0's poisson: -105.718\tvalid_0's l2: 375.982\n",
"[39]\tvalid_0's poisson: -105.694\tvalid_0's l2: 371.457\n",
"[40]\tvalid_0's poisson: -105.588\tvalid_0's l2: 370.605\n",
"[41]\tvalid_0's poisson: -105.571\tvalid_0's l2: 368.786\n",
"[42]\tvalid_0's poisson: -105.551\tvalid_0's l2: 368.157\n",
"[43]\tvalid_0's poisson: -105.579\tvalid_0's l2: 367.657\n",
"[44]\tvalid_0's poisson: -105.658\tvalid_0's l2: 367.826\n",
"[45]\tvalid_0's poisson: -105.952\tvalid_0's l2: 365.072\n",
"[46]\tvalid_0's poisson: -106.137\tvalid_0's l2: 362.162\n",
"[47]\tvalid_0's poisson: -106.044\tvalid_0's l2: 361.638\n",
"[48]\tvalid_0's poisson: -106.034\tvalid_0's l2: 359.865\n",
"[49]\tvalid_0's poisson: -106.025\tvalid_0's l2: 359.181\n",
"[50]\tvalid_0's poisson: -105.861\tvalid_0's l2: 357.373\n",
"[51]\tvalid_0's poisson: -105.833\tvalid_0's l2: 357.165\n",
"[52]\tvalid_0's poisson: -105.628\tvalid_0's l2: 354.992\n",
"[53]\tvalid_0's poisson: -105.634\tvalid_0's l2: 355.068\n",
"[54]\tvalid_0's poisson: -105.582\tvalid_0's l2: 352.208\n",
"[55]\tvalid_0's poisson: -105.467\tvalid_0's l2: 350.097\n",
"[56]\tvalid_0's poisson: -105.48\tvalid_0's l2: 350.104\n",
"[57]\tvalid_0's poisson: -105.481\tvalid_0's l2: 349.982\n",
"[58]\tvalid_0's poisson: -105.396\tvalid_0's l2: 348.46\n",
"[59]\tvalid_0's poisson: -105.395\tvalid_0's l2: 347.164\n",
"[60]\tvalid_0's poisson: -105.351\tvalid_0's l2: 346.576\n",
"[61]\tvalid_0's poisson: -105.529\tvalid_0's l2: 345.057\n",
"[62]\tvalid_0's poisson: -105.553\tvalid_0's l2: 345.09\n",
"[63]\tvalid_0's poisson: -105.578\tvalid_0's l2: 344.805\n",
"[64]\tvalid_0's poisson: -105.62\tvalid_0's l2: 344.055\n",
"[65]\tvalid_0's poisson: -105.525\tvalid_0's l2: 343.922\n",
"[66]\tvalid_0's poisson: -105.524\tvalid_0's l2: 343.804\n",
"[67]\tvalid_0's poisson: -105.406\tvalid_0's l2: 343.312\n",
"[68]\tvalid_0's poisson: -105.361\tvalid_0's l2: 342.951\n",
"[69]\tvalid_0's poisson: -105.469\tvalid_0's l2: 339.99\n",
"[70]\tvalid_0's poisson: -105.474\tvalid_0's l2: 339.919\n",
"[71]\tvalid_0's poisson: -105.555\tvalid_0's l2: 338.718\n",
"[72]\tvalid_0's poisson: -105.753\tvalid_0's l2: 336.673\n",
"[73]\tvalid_0's poisson: -105.679\tvalid_0's l2: 336.456\n",
"[74]\tvalid_0's poisson: -105.661\tvalid_0's l2: 335.715\n",
"[75]\tvalid_0's poisson: -105.539\tvalid_0's l2: 335.134\n",
"[76]\tvalid_0's poisson: -105.518\tvalid_0's l2: 334.462\n",
"[77]\tvalid_0's poisson: -105.524\tvalid_0's l2: 335.118\n",
"[78]\tvalid_0's poisson: -105.519\tvalid_0's l2: 334.254\n",
"[79]\tvalid_0's poisson: -105.643\tvalid_0's l2: 331.817\n",
"[80]\tvalid_0's poisson: -105.575\tvalid_0's l2: 331.194\n",
"[81]\tvalid_0's poisson: -105.574\tvalid_0's l2: 330.77\n",
"[82]\tvalid_0's poisson: -105.633\tvalid_0's l2: 330.136\n",
"[83]\tvalid_0's poisson: -105.6\tvalid_0's l2: 329.474\n",
"[84]\tvalid_0's poisson: -105.755\tvalid_0's l2: 328.655\n",
"[85]\tvalid_0's poisson: -105.765\tvalid_0's l2: 328.657\n",
"[86]\tvalid_0's poisson: -105.659\tvalid_0's l2: 328.342\n",
"[87]\tvalid_0's poisson: -105.641\tvalid_0's l2: 328.408\n",
"[88]\tvalid_0's poisson: -105.548\tvalid_0's l2: 328.316\n",
"[89]\tvalid_0's poisson: -105.653\tvalid_0's l2: 328.489\n",
"[90]\tvalid_0's poisson: -105.557\tvalid_0's l2: 327.9\n",
"[91]\tvalid_0's poisson: -105.437\tvalid_0's l2: 327.589\n",
"[92]\tvalid_0's poisson: -105.302\tvalid_0's l2: 327.092\n",
"[93]\tvalid_0's poisson: -105.152\tvalid_0's l2: 326.406\n",
"[94]\tvalid_0's poisson: -105.325\tvalid_0's l2: 326.178\n",
"[95]\tvalid_0's poisson: -105.46\tvalid_0's l2: 324.274\n",
"[96]\tvalid_0's poisson: -105.584\tvalid_0's l2: 322.791\n",
"[97]\tvalid_0's poisson: -105.611\tvalid_0's l2: 322.243\n",
"[98]\tvalid_0's poisson: -105.593\tvalid_0's l2: 321.945\n",
"[99]\tvalid_0's poisson: -105.507\tvalid_0's l2: 322.048\n",
"[100]\tvalid_0's poisson: -105.643\tvalid_0's l2: 320.997\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -94.9291\tvalid_0's l2: 1650.63\n",
"[2]\tvalid_0's poisson: -99.3598\tvalid_0's l2: 1228.68\n",
"[3]\tvalid_0's poisson: -101.824\tvalid_0's l2: 993.263\n",
"[4]\tvalid_0's poisson: -103.45\tvalid_0's l2: 843.479\n",
"[5]\tvalid_0's poisson: -104.74\tvalid_0's l2: 732.914\n",
"[6]\tvalid_0's poisson: -105.616\tvalid_0's l2: 659.97\n",
"[7]\tvalid_0's poisson: -106.365\tvalid_0's l2: 602.534\n",
"[8]\tvalid_0's poisson: -106.81\tvalid_0's l2: 565.555\n",
"[9]\tvalid_0's poisson: -107.12\tvalid_0's l2: 534.209\n",
"[10]\tvalid_0's poisson: -107.418\tvalid_0's l2: 508.793\n",
"[11]\tvalid_0's poisson: -107.415\tvalid_0's l2: 489.002\n",
"[12]\tvalid_0's poisson: -107.551\tvalid_0's l2: 471.905\n",
"[13]\tvalid_0's poisson: -107.673\tvalid_0's l2: 457.647\n",
"[14]\tvalid_0's poisson: -107.473\tvalid_0's l2: 449.487\n",
"[15]\tvalid_0's poisson: -107.306\tvalid_0's l2: 441.846\n",
"[16]\tvalid_0's poisson: -107.33\tvalid_0's l2: 434.925\n",
"[17]\tvalid_0's poisson: -107.156\tvalid_0's l2: 429.032\n",
"[18]\tvalid_0's poisson: -107.126\tvalid_0's l2: 420.601\n",
"[19]\tvalid_0's poisson: -106.898\tvalid_0's l2: 418.408\n",
"[20]\tvalid_0's poisson: -106.904\tvalid_0's l2: 415.325\n",
"[21]\tvalid_0's poisson: -106.967\tvalid_0's l2: 410.761\n",
"[22]\tvalid_0's poisson: -106.914\tvalid_0's l2: 409.838\n",
"[23]\tvalid_0's poisson: -106.953\tvalid_0's l2: 404.567\n",
"[24]\tvalid_0's poisson: -106.997\tvalid_0's l2: 401.412\n",
"[25]\tvalid_0's poisson: -106.841\tvalid_0's l2: 397.347\n",
"[26]\tvalid_0's poisson: -106.866\tvalid_0's l2: 396.187\n",
"[27]\tvalid_0's poisson: -106.56\tvalid_0's l2: 395.537\n",
"[28]\tvalid_0's poisson: -106.615\tvalid_0's l2: 392.767\n",
"[29]\tvalid_0's poisson: -106.601\tvalid_0's l2: 391.281\n",
"[30]\tvalid_0's poisson: -106.641\tvalid_0's l2: 388.841\n",
"[31]\tvalid_0's poisson: -106.606\tvalid_0's l2: 385.245\n",
"[32]\tvalid_0's poisson: -106.425\tvalid_0's l2: 381.951\n",
"[33]\tvalid_0's poisson: -106.484\tvalid_0's l2: 381.639\n",
"[34]\tvalid_0's poisson: -106.537\tvalid_0's l2: 379.631\n",
"[35]\tvalid_0's poisson: -106.506\tvalid_0's l2: 378.829\n",
"[36]\tvalid_0's poisson: -106.508\tvalid_0's l2: 375.511\n",
"[37]\tvalid_0's poisson: -106.513\tvalid_0's l2: 375.343\n",
"[38]\tvalid_0's poisson: -106.359\tvalid_0's l2: 374.394\n",
"[39]\tvalid_0's poisson: -106.343\tvalid_0's l2: 373.079\n",
"[40]\tvalid_0's poisson: -106.351\tvalid_0's l2: 372.987\n",
"[41]\tvalid_0's poisson: -106.381\tvalid_0's l2: 372.222\n",
"[42]\tvalid_0's poisson: -106.219\tvalid_0's l2: 370.735\n",
"[43]\tvalid_0's poisson: -106.322\tvalid_0's l2: 368.499\n",
"[44]\tvalid_0's poisson: -106.325\tvalid_0's l2: 367.277\n",
"[45]\tvalid_0's poisson: -106.457\tvalid_0's l2: 365.091\n",
"[46]\tvalid_0's poisson: -106.56\tvalid_0's l2: 363.997\n",
"[47]\tvalid_0's poisson: -106.514\tvalid_0's l2: 363.119\n",
"[48]\tvalid_0's poisson: -106.097\tvalid_0's l2: 361.09\n",
"[49]\tvalid_0's poisson: -106.118\tvalid_0's l2: 360.867\n",
"[50]\tvalid_0's poisson: -106.1\tvalid_0's l2: 360.975\n",
"[51]\tvalid_0's poisson: -106.081\tvalid_0's l2: 359.92\n",
"[52]\tvalid_0's poisson: -105.96\tvalid_0's l2: 359.137\n",
"[53]\tvalid_0's poisson: -105.952\tvalid_0's l2: 358.283\n",
"[54]\tvalid_0's poisson: -105.892\tvalid_0's l2: 357.421\n",
"[55]\tvalid_0's poisson: -105.836\tvalid_0's l2: 355.813\n",
"[56]\tvalid_0's poisson: -105.792\tvalid_0's l2: 354.997\n",
"[57]\tvalid_0's poisson: -105.75\tvalid_0's l2: 353.49\n",
"[58]\tvalid_0's poisson: -105.747\tvalid_0's l2: 351.904\n",
"[59]\tvalid_0's poisson: -105.725\tvalid_0's l2: 351.928\n",
"[60]\tvalid_0's poisson: -105.747\tvalid_0's l2: 349.67\n",
"[61]\tvalid_0's poisson: -105.682\tvalid_0's l2: 348.676\n",
"[62]\tvalid_0's poisson: -105.719\tvalid_0's l2: 348.249\n",
"[63]\tvalid_0's poisson: -105.767\tvalid_0's l2: 347.438\n",
"[64]\tvalid_0's poisson: -105.786\tvalid_0's l2: 346.748\n",
"[65]\tvalid_0's poisson: -105.82\tvalid_0's l2: 344.887\n",
"[66]\tvalid_0's poisson: -105.714\tvalid_0's l2: 344.766\n",
"[67]\tvalid_0's poisson: -105.724\tvalid_0's l2: 344.581\n",
"[68]\tvalid_0's poisson: -105.743\tvalid_0's l2: 344.004\n",
"[69]\tvalid_0's poisson: -105.89\tvalid_0's l2: 343.818\n",
"[70]\tvalid_0's poisson: -105.912\tvalid_0's l2: 343.244\n",
"[71]\tvalid_0's poisson: -106.015\tvalid_0's l2: 342.745\n",
"[72]\tvalid_0's poisson: -105.994\tvalid_0's l2: 342.137\n",
"[73]\tvalid_0's poisson: -105.915\tvalid_0's l2: 341.59\n",
"[74]\tvalid_0's poisson: -105.62\tvalid_0's l2: 341.69\n",
"[75]\tvalid_0's poisson: -105.845\tvalid_0's l2: 339.381\n",
"[76]\tvalid_0's poisson: -105.81\tvalid_0's l2: 339.31\n",
"[77]\tvalid_0's poisson: -105.813\tvalid_0's l2: 339.169\n",
"[78]\tvalid_0's poisson: -105.673\tvalid_0's l2: 337.561\n",
"[79]\tvalid_0's poisson: -105.672\tvalid_0's l2: 337.462\n",
"[80]\tvalid_0's poisson: -105.734\tvalid_0's l2: 336.087\n",
"[81]\tvalid_0's poisson: -105.744\tvalid_0's l2: 335.643\n",
"[82]\tvalid_0's poisson: -105.66\tvalid_0's l2: 335.57\n",
"[83]\tvalid_0's poisson: -105.783\tvalid_0's l2: 335.385\n",
"[84]\tvalid_0's poisson: -105.766\tvalid_0's l2: 334.802\n",
"[85]\tvalid_0's poisson: -105.7\tvalid_0's l2: 334.725\n",
"[86]\tvalid_0's poisson: -105.583\tvalid_0's l2: 334.12\n",
"[87]\tvalid_0's poisson: -105.539\tvalid_0's l2: 332.766\n",
"[88]\tvalid_0's poisson: -105.537\tvalid_0's l2: 332.923\n",
"[89]\tvalid_0's poisson: -105.473\tvalid_0's l2: 333.057\n",
"[90]\tvalid_0's poisson: -105.467\tvalid_0's l2: 333.665\n",
"[91]\tvalid_0's poisson: -105.487\tvalid_0's l2: 333.251\n",
"[92]\tvalid_0's poisson: -105.244\tvalid_0's l2: 333.009\n",
"[93]\tvalid_0's poisson: -105.308\tvalid_0's l2: 332.128\n",
"[94]\tvalid_0's poisson: -105.155\tvalid_0's l2: 332.357\n",
"[95]\tvalid_0's poisson: -105.234\tvalid_0's l2: 332.209\n",
"[96]\tvalid_0's poisson: -105.321\tvalid_0's l2: 330.71\n",
"[97]\tvalid_0's poisson: -105.388\tvalid_0's l2: 330.261\n",
"[98]\tvalid_0's poisson: -105.306\tvalid_0's l2: 329.599\n",
"[99]\tvalid_0's poisson: -105.42\tvalid_0's l2: 328.345\n",
"[100]\tvalid_0's poisson: -105.235\tvalid_0's l2: 328.229\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.0024\tvalid_0's l2: 1645.33\n",
"[2]\tvalid_0's poisson: -99.2844\tvalid_0's l2: 1238.85\n",
"[3]\tvalid_0's poisson: -101.839\tvalid_0's l2: 991.654\n",
"[4]\tvalid_0's poisson: -103.499\tvalid_0's l2: 839.492\n",
"[5]\tvalid_0's poisson: -104.776\tvalid_0's l2: 732.232\n",
"[6]\tvalid_0's poisson: -105.7\tvalid_0's l2: 659.77\n",
"[7]\tvalid_0's poisson: -106.27\tvalid_0's l2: 609.999\n",
"[8]\tvalid_0's poisson: -106.878\tvalid_0's l2: 568.325\n",
"[9]\tvalid_0's poisson: -107.221\tvalid_0's l2: 532.951\n",
"[10]\tvalid_0's poisson: -107.479\tvalid_0's l2: 512.529\n",
"[11]\tvalid_0's poisson: -107.678\tvalid_0's l2: 489.22\n",
"[12]\tvalid_0's poisson: -107.581\tvalid_0's l2: 477.364\n",
"[13]\tvalid_0's poisson: -107.617\tvalid_0's l2: 465.921\n",
"[14]\tvalid_0's poisson: -107.362\tvalid_0's l2: 458.252\n",
"[15]\tvalid_0's poisson: -107.106\tvalid_0's l2: 452.195\n",
"[16]\tvalid_0's poisson: -107.275\tvalid_0's l2: 445.829\n",
"[17]\tvalid_0's poisson: -106.849\tvalid_0's l2: 438.846\n",
"[18]\tvalid_0's poisson: -106.581\tvalid_0's l2: 435.26\n",
"[19]\tvalid_0's poisson: -106.362\tvalid_0's l2: 430.297\n",
"[20]\tvalid_0's poisson: -106.44\tvalid_0's l2: 425.806\n",
"[21]\tvalid_0's poisson: -106.347\tvalid_0's l2: 420.747\n",
"[22]\tvalid_0's poisson: -106.19\tvalid_0's l2: 418.389\n",
"[23]\tvalid_0's poisson: -106.173\tvalid_0's l2: 413.863\n",
"[24]\tvalid_0's poisson: -106.215\tvalid_0's l2: 411.472\n",
"[25]\tvalid_0's poisson: -106.16\tvalid_0's l2: 410.853\n",
"[26]\tvalid_0's poisson: -106.158\tvalid_0's l2: 409.04\n",
"[27]\tvalid_0's poisson: -106.092\tvalid_0's l2: 405.936\n",
"[28]\tvalid_0's poisson: -105.925\tvalid_0's l2: 403.676\n",
"[29]\tvalid_0's poisson: -106.007\tvalid_0's l2: 401.454\n",
"[30]\tvalid_0's poisson: -105.989\tvalid_0's l2: 398.782\n",
"[31]\tvalid_0's poisson: -106.05\tvalid_0's l2: 396.911\n",
"[32]\tvalid_0's poisson: -105.935\tvalid_0's l2: 394.672\n",
"[33]\tvalid_0's poisson: -105.733\tvalid_0's l2: 393.6\n",
"[34]\tvalid_0's poisson: -105.681\tvalid_0's l2: 392.396\n",
"[35]\tvalid_0's poisson: -105.711\tvalid_0's l2: 391.829\n",
"[36]\tvalid_0's poisson: -105.798\tvalid_0's l2: 390.005\n",
"[37]\tvalid_0's poisson: -105.77\tvalid_0's l2: 389.045\n",
"[38]\tvalid_0's poisson: -105.743\tvalid_0's l2: 388.832\n",
"[39]\tvalid_0's poisson: -105.718\tvalid_0's l2: 388.367\n",
"[40]\tvalid_0's poisson: -105.629\tvalid_0's l2: 386.31\n",
"[41]\tvalid_0's poisson: -105.692\tvalid_0's l2: 385.858\n",
"[42]\tvalid_0's poisson: -105.799\tvalid_0's l2: 381.513\n",
"[43]\tvalid_0's poisson: -105.699\tvalid_0's l2: 380.782\n",
"[44]\tvalid_0's poisson: -105.63\tvalid_0's l2: 380.318\n",
"[45]\tvalid_0's poisson: -105.768\tvalid_0's l2: 378.617\n",
"[46]\tvalid_0's poisson: -105.638\tvalid_0's l2: 376.533\n",
"[47]\tvalid_0's poisson: -105.606\tvalid_0's l2: 376.566\n",
"[48]\tvalid_0's poisson: -105.624\tvalid_0's l2: 376.699\n",
"[49]\tvalid_0's poisson: -105.698\tvalid_0's l2: 374.588\n",
"[50]\tvalid_0's poisson: -105.559\tvalid_0's l2: 373.395\n",
"[51]\tvalid_0's poisson: -105.623\tvalid_0's l2: 371.291\n",
"[52]\tvalid_0's poisson: -105.537\tvalid_0's l2: 371.052\n",
"[53]\tvalid_0's poisson: -105.598\tvalid_0's l2: 369.427\n",
"[54]\tvalid_0's poisson: -105.744\tvalid_0's l2: 368.808\n",
"[55]\tvalid_0's poisson: -105.77\tvalid_0's l2: 367.719\n",
"[56]\tvalid_0's poisson: -105.787\tvalid_0's l2: 367.084\n",
"[57]\tvalid_0's poisson: -105.641\tvalid_0's l2: 366.751\n",
"[58]\tvalid_0's poisson: -105.658\tvalid_0's l2: 366.222\n",
"[59]\tvalid_0's poisson: -105.605\tvalid_0's l2: 364.87\n",
"[60]\tvalid_0's poisson: -105.569\tvalid_0's l2: 364.213\n",
"[61]\tvalid_0's poisson: -105.71\tvalid_0's l2: 363.117\n",
"[62]\tvalid_0's poisson: -105.667\tvalid_0's l2: 362.883\n",
"[63]\tvalid_0's poisson: -105.53\tvalid_0's l2: 362.147\n",
"[64]\tvalid_0's poisson: -105.508\tvalid_0's l2: 361.557\n",
"[65]\tvalid_0's poisson: -105.544\tvalid_0's l2: 361.562\n",
"[66]\tvalid_0's poisson: -105.587\tvalid_0's l2: 361.498\n",
"[67]\tvalid_0's poisson: -105.457\tvalid_0's l2: 359.094\n",
"[68]\tvalid_0's poisson: -105.494\tvalid_0's l2: 357.778\n",
"[69]\tvalid_0's poisson: -105.38\tvalid_0's l2: 355.855\n",
"[70]\tvalid_0's poisson: -105.404\tvalid_0's l2: 354.167\n",
"[71]\tvalid_0's poisson: -105.416\tvalid_0's l2: 353.306\n",
"[72]\tvalid_0's poisson: -105.399\tvalid_0's l2: 353.385\n",
"[73]\tvalid_0's poisson: -105.374\tvalid_0's l2: 351.852\n",
"[74]\tvalid_0's poisson: -105.353\tvalid_0's l2: 350.69\n",
"[75]\tvalid_0's poisson: -105.42\tvalid_0's l2: 350.015\n",
"[76]\tvalid_0's poisson: -105.374\tvalid_0's l2: 349.885\n",
"[77]\tvalid_0's poisson: -105.385\tvalid_0's l2: 349.372\n",
"[78]\tvalid_0's poisson: -105.359\tvalid_0's l2: 348.759\n",
"[79]\tvalid_0's poisson: -105.184\tvalid_0's l2: 347.793\n",
"[80]\tvalid_0's poisson: -105.19\tvalid_0's l2: 347.801\n",
"[81]\tvalid_0's poisson: -105.279\tvalid_0's l2: 346.45\n",
"[82]\tvalid_0's poisson: -105.142\tvalid_0's l2: 345.581\n",
"[83]\tvalid_0's poisson: -105.247\tvalid_0's l2: 343.845\n",
"[84]\tvalid_0's poisson: -105.257\tvalid_0's l2: 342.052\n",
"[85]\tvalid_0's poisson: -105.204\tvalid_0's l2: 341.317\n",
"[86]\tvalid_0's poisson: -105.203\tvalid_0's l2: 341.242\n",
"[87]\tvalid_0's poisson: -105.172\tvalid_0's l2: 340.279\n",
"[88]\tvalid_0's poisson: -105.174\tvalid_0's l2: 340.183\n",
"[89]\tvalid_0's poisson: -105.193\tvalid_0's l2: 340.432\n",
"[90]\tvalid_0's poisson: -105.115\tvalid_0's l2: 340.115\n",
"[91]\tvalid_0's poisson: -105.115\tvalid_0's l2: 340.165\n",
"[92]\tvalid_0's poisson: -105.06\tvalid_0's l2: 339.924\n",
"[93]\tvalid_0's poisson: -105.032\tvalid_0's l2: 339.352\n",
"[94]\tvalid_0's poisson: -105.048\tvalid_0's l2: 338.044\n",
"[95]\tvalid_0's poisson: -105.192\tvalid_0's l2: 337.519\n",
"[96]\tvalid_0's poisson: -105.198\tvalid_0's l2: 335.497\n",
"[97]\tvalid_0's poisson: -105.205\tvalid_0's l2: 335.524\n",
"[98]\tvalid_0's poisson: -105.182\tvalid_0's l2: 335.331\n",
"[99]\tvalid_0's poisson: -105.084\tvalid_0's l2: 334.573\n",
"[100]\tvalid_0's poisson: -105.097\tvalid_0's l2: 333.819\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.0199\tvalid_0's l2: 1646.31\n",
"[2]\tvalid_0's poisson: -99.1928\tvalid_0's l2: 1250\n",
"[3]\tvalid_0's poisson: -101.821\tvalid_0's l2: 1000.8\n",
"[4]\tvalid_0's poisson: -103.414\tvalid_0's l2: 847.953\n",
"[5]\tvalid_0's poisson: -104.752\tvalid_0's l2: 734.193\n",
"[6]\tvalid_0's poisson: -105.721\tvalid_0's l2: 655.805\n",
"[7]\tvalid_0's poisson: -106.403\tvalid_0's l2: 600.198\n",
"[8]\tvalid_0's poisson: -106.934\tvalid_0's l2: 560.946\n",
"[9]\tvalid_0's poisson: -107.288\tvalid_0's l2: 526.743\n",
"[10]\tvalid_0's poisson: -107.444\tvalid_0's l2: 504.432\n",
"[11]\tvalid_0's poisson: -107.652\tvalid_0's l2: 486.074\n",
"[12]\tvalid_0's poisson: -107.583\tvalid_0's l2: 468.67\n",
"[13]\tvalid_0's poisson: -107.399\tvalid_0's l2: 458.104\n",
"[14]\tvalid_0's poisson: -107.075\tvalid_0's l2: 449.848\n",
"[15]\tvalid_0's poisson: -107.229\tvalid_0's l2: 443.995\n",
"[16]\tvalid_0's poisson: -107.343\tvalid_0's l2: 437.3\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -107.143\tvalid_0's l2: 432.284\n",
"[18]\tvalid_0's poisson: -107.241\tvalid_0's l2: 427.486\n",
"[19]\tvalid_0's poisson: -107.238\tvalid_0's l2: 421.372\n",
"[20]\tvalid_0's poisson: -107.284\tvalid_0's l2: 416.931\n",
"[21]\tvalid_0's poisson: -107.208\tvalid_0's l2: 414.599\n",
"[22]\tvalid_0's poisson: -107.168\tvalid_0's l2: 409.342\n",
"[23]\tvalid_0's poisson: -107.245\tvalid_0's l2: 406.365\n",
"[24]\tvalid_0's poisson: -107.135\tvalid_0's l2: 403.406\n",
"[25]\tvalid_0's poisson: -106.933\tvalid_0's l2: 400.478\n",
"[26]\tvalid_0's poisson: -106.82\tvalid_0's l2: 398.832\n",
"[27]\tvalid_0's poisson: -106.711\tvalid_0's l2: 397.534\n",
"[28]\tvalid_0's poisson: -106.73\tvalid_0's l2: 395.386\n",
"[29]\tvalid_0's poisson: -106.798\tvalid_0's l2: 393.002\n",
"[30]\tvalid_0's poisson: -106.392\tvalid_0's l2: 387.191\n",
"[31]\tvalid_0's poisson: -106.181\tvalid_0's l2: 386.998\n",
"[32]\tvalid_0's poisson: -106.288\tvalid_0's l2: 385.992\n",
"[33]\tvalid_0's poisson: -106.161\tvalid_0's l2: 384.995\n",
"[34]\tvalid_0's poisson: -106.461\tvalid_0's l2: 383.697\n",
"[35]\tvalid_0's poisson: -106.56\tvalid_0's l2: 381.068\n",
"[36]\tvalid_0's poisson: -106.42\tvalid_0's l2: 379.765\n",
"[37]\tvalid_0's poisson: -106.164\tvalid_0's l2: 378.594\n",
"[38]\tvalid_0's poisson: -106.095\tvalid_0's l2: 378.311\n",
"[39]\tvalid_0's poisson: -106.184\tvalid_0's l2: 377.726\n",
"[40]\tvalid_0's poisson: -105.864\tvalid_0's l2: 376.646\n",
"[41]\tvalid_0's poisson: -105.906\tvalid_0's l2: 375.293\n",
"[42]\tvalid_0's poisson: -105.867\tvalid_0's l2: 372.565\n",
"[43]\tvalid_0's poisson: -105.932\tvalid_0's l2: 370.347\n",
"[44]\tvalid_0's poisson: -105.863\tvalid_0's l2: 368.339\n",
"[45]\tvalid_0's poisson: -105.866\tvalid_0's l2: 368.09\n",
"[46]\tvalid_0's poisson: -105.73\tvalid_0's l2: 367.087\n",
"[47]\tvalid_0's poisson: -105.686\tvalid_0's l2: 365.98\n",
"[48]\tvalid_0's poisson: -105.586\tvalid_0's l2: 365.233\n",
"[49]\tvalid_0's poisson: -105.659\tvalid_0's l2: 362.783\n",
"[50]\tvalid_0's poisson: -105.459\tvalid_0's l2: 362.391\n",
"[51]\tvalid_0's poisson: -105.446\tvalid_0's l2: 360.368\n",
"[52]\tvalid_0's poisson: -105.214\tvalid_0's l2: 359.661\n",
"[53]\tvalid_0's poisson: -105.151\tvalid_0's l2: 358.348\n",
"[54]\tvalid_0's poisson: -105.25\tvalid_0's l2: 357.715\n",
"[55]\tvalid_0's poisson: -105.227\tvalid_0's l2: 356.575\n",
"[56]\tvalid_0's poisson: -105.24\tvalid_0's l2: 356.317\n",
"[57]\tvalid_0's poisson: -105.169\tvalid_0's l2: 356.73\n",
"[58]\tvalid_0's poisson: -105.121\tvalid_0's l2: 355.374\n",
"[59]\tvalid_0's poisson: -105.103\tvalid_0's l2: 355.529\n",
"[60]\tvalid_0's poisson: -105.225\tvalid_0's l2: 354.748\n",
"[61]\tvalid_0's poisson: -105.258\tvalid_0's l2: 354.623\n",
"[62]\tvalid_0's poisson: -105.334\tvalid_0's l2: 350.503\n",
"[63]\tvalid_0's poisson: -105.416\tvalid_0's l2: 348.243\n",
"[64]\tvalid_0's poisson: -105.436\tvalid_0's l2: 347.736\n",
"[65]\tvalid_0's poisson: -105.428\tvalid_0's l2: 347.786\n",
"[66]\tvalid_0's poisson: -105.49\tvalid_0's l2: 346.392\n",
"[67]\tvalid_0's poisson: -105.365\tvalid_0's l2: 343.157\n",
"[68]\tvalid_0's poisson: -105.36\tvalid_0's l2: 342.076\n",
"[69]\tvalid_0's poisson: -105.331\tvalid_0's l2: 341.822\n",
"[70]\tvalid_0's poisson: -105.729\tvalid_0's l2: 340.47\n",
"[71]\tvalid_0's poisson: -105.748\tvalid_0's l2: 340.412\n",
"[72]\tvalid_0's poisson: -105.786\tvalid_0's l2: 339.256\n",
"[73]\tvalid_0's poisson: -105.752\tvalid_0's l2: 337.758\n",
"[74]\tvalid_0's poisson: -105.691\tvalid_0's l2: 337.949\n",
"[75]\tvalid_0's poisson: -105.697\tvalid_0's l2: 337.994\n",
"[76]\tvalid_0's poisson: -105.605\tvalid_0's l2: 337.934\n",
"[77]\tvalid_0's poisson: -105.616\tvalid_0's l2: 337.324\n",
"[78]\tvalid_0's poisson: -105.588\tvalid_0's l2: 337.181\n",
"[79]\tvalid_0's poisson: -105.589\tvalid_0's l2: 337.032\n",
"[80]\tvalid_0's poisson: -105.561\tvalid_0's l2: 336.452\n",
"[81]\tvalid_0's poisson: -105.549\tvalid_0's l2: 335.196\n",
"[82]\tvalid_0's poisson: -105.511\tvalid_0's l2: 334.802\n",
"[83]\tvalid_0's poisson: -105.511\tvalid_0's l2: 334.431\n",
"[84]\tvalid_0's poisson: -105.513\tvalid_0's l2: 333.498\n",
"[85]\tvalid_0's poisson: -105.569\tvalid_0's l2: 331.971\n",
"[86]\tvalid_0's poisson: -105.656\tvalid_0's l2: 331.243\n",
"[87]\tvalid_0's poisson: -105.653\tvalid_0's l2: 331.18\n",
"[88]\tvalid_0's poisson: -105.608\tvalid_0's l2: 331.109\n",
"[89]\tvalid_0's poisson: -105.608\tvalid_0's l2: 331.236\n",
"[90]\tvalid_0's poisson: -105.698\tvalid_0's l2: 330.319\n",
"[91]\tvalid_0's poisson: -105.69\tvalid_0's l2: 330.388\n",
"[92]\tvalid_0's poisson: -105.62\tvalid_0's l2: 330.489\n",
"[93]\tvalid_0's poisson: -105.507\tvalid_0's l2: 329.741\n",
"[94]\tvalid_0's poisson: -105.561\tvalid_0's l2: 329.114\n",
"[95]\tvalid_0's poisson: -105.602\tvalid_0's l2: 329.153\n",
"[96]\tvalid_0's poisson: -105.516\tvalid_0's l2: 328.204\n",
"[97]\tvalid_0's poisson: -105.508\tvalid_0's l2: 328.351\n",
"[98]\tvalid_0's poisson: -105.532\tvalid_0's l2: 328.645\n",
"[99]\tvalid_0's poisson: -105.667\tvalid_0's l2: 328.065\n",
"[100]\tvalid_0's poisson: -105.592\tvalid_0's l2: 326.773\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -94.9537\tvalid_0's l2: 1649.63\n",
"[2]\tvalid_0's poisson: -99.1326\tvalid_0's l2: 1252.6\n",
"[3]\tvalid_0's poisson: -101.772\tvalid_0's l2: 998.088\n",
"[4]\tvalid_0's poisson: -103.463\tvalid_0's l2: 841.998\n",
"[5]\tvalid_0's poisson: -104.727\tvalid_0's l2: 733.936\n",
"[6]\tvalid_0's poisson: -105.593\tvalid_0's l2: 658.403\n",
"[7]\tvalid_0's poisson: -106.305\tvalid_0's l2: 605.255\n",
"[8]\tvalid_0's poisson: -106.808\tvalid_0's l2: 565.912\n",
"[9]\tvalid_0's poisson: -107.073\tvalid_0's l2: 532.623\n",
"[10]\tvalid_0's poisson: -107.252\tvalid_0's l2: 508.201\n",
"[11]\tvalid_0's poisson: -107.408\tvalid_0's l2: 491.041\n",
"[12]\tvalid_0's poisson: -107.334\tvalid_0's l2: 474.356\n",
"[13]\tvalid_0's poisson: -107.417\tvalid_0's l2: 465.539\n",
"[14]\tvalid_0's poisson: -107.095\tvalid_0's l2: 459.094\n",
"[15]\tvalid_0's poisson: -106.882\tvalid_0's l2: 454.219\n",
"[16]\tvalid_0's poisson: -107.034\tvalid_0's l2: 444.134\n",
"[17]\tvalid_0's poisson: -106.884\tvalid_0's l2: 438.991\n",
"[18]\tvalid_0's poisson: -106.888\tvalid_0's l2: 433.537\n",
"[19]\tvalid_0's poisson: -106.999\tvalid_0's l2: 429.379\n",
"[20]\tvalid_0's poisson: -107.113\tvalid_0's l2: 423.604\n",
"[21]\tvalid_0's poisson: -106.878\tvalid_0's l2: 420.514\n",
"[22]\tvalid_0's poisson: -106.641\tvalid_0's l2: 417.199\n",
"[23]\tvalid_0's poisson: -106.572\tvalid_0's l2: 414.252\n",
"[24]\tvalid_0's poisson: -106.421\tvalid_0's l2: 410.606\n",
"[25]\tvalid_0's poisson: -106.406\tvalid_0's l2: 409.515\n",
"[26]\tvalid_0's poisson: -106.551\tvalid_0's l2: 406.862\n",
"[27]\tvalid_0's poisson: -106.35\tvalid_0's l2: 405.947\n",
"[28]\tvalid_0's poisson: -106.306\tvalid_0's l2: 405.056\n",
"[29]\tvalid_0's poisson: -106.294\tvalid_0's l2: 403.887\n",
"[30]\tvalid_0's poisson: -106.294\tvalid_0's l2: 402.345\n",
"[31]\tvalid_0's poisson: -106.358\tvalid_0's l2: 402.284\n",
"[32]\tvalid_0's poisson: -106.531\tvalid_0's l2: 398.921\n",
"[33]\tvalid_0's poisson: -106.468\tvalid_0's l2: 394.073\n",
"[34]\tvalid_0's poisson: -106.398\tvalid_0's l2: 392.185\n",
"[35]\tvalid_0's poisson: -106.13\tvalid_0's l2: 390.629\n",
"[36]\tvalid_0's poisson: -106.004\tvalid_0's l2: 387.341\n",
"[37]\tvalid_0's poisson: -105.937\tvalid_0's l2: 387.243\n",
"[38]\tvalid_0's poisson: -105.906\tvalid_0's l2: 383.432\n",
"[39]\tvalid_0's poisson: -105.773\tvalid_0's l2: 380.001\n",
"[40]\tvalid_0's poisson: -105.708\tvalid_0's l2: 379.692\n",
"[41]\tvalid_0's poisson: -105.7\tvalid_0's l2: 379.051\n",
"[42]\tvalid_0's poisson: -105.672\tvalid_0's l2: 378.893\n",
"[43]\tvalid_0's poisson: -105.607\tvalid_0's l2: 377.933\n",
"[44]\tvalid_0's poisson: -105.47\tvalid_0's l2: 376.28\n",
"[45]\tvalid_0's poisson: -105.381\tvalid_0's l2: 374.799\n",
"[46]\tvalid_0's poisson: -105.541\tvalid_0's l2: 374.381\n",
"[47]\tvalid_0's poisson: -105.516\tvalid_0's l2: 371.832\n",
"[48]\tvalid_0's poisson: -105.546\tvalid_0's l2: 369.626\n",
"[49]\tvalid_0's poisson: -105.552\tvalid_0's l2: 368.732\n",
"[50]\tvalid_0's poisson: -105.554\tvalid_0's l2: 368.635\n",
"[51]\tvalid_0's poisson: -105.346\tvalid_0's l2: 368.514\n",
"[52]\tvalid_0's poisson: -105.25\tvalid_0's l2: 367.861\n",
"[53]\tvalid_0's poisson: -105.292\tvalid_0's l2: 367.394\n",
"[54]\tvalid_0's poisson: -105.364\tvalid_0's l2: 367.296\n",
"[55]\tvalid_0's poisson: -105.266\tvalid_0's l2: 365.857\n",
"[56]\tvalid_0's poisson: -105.328\tvalid_0's l2: 365.067\n",
"[57]\tvalid_0's poisson: -105.318\tvalid_0's l2: 364.897\n",
"[58]\tvalid_0's poisson: -105.365\tvalid_0's l2: 364.613\n",
"[59]\tvalid_0's poisson: -105.42\tvalid_0's l2: 363.308\n",
"[60]\tvalid_0's poisson: -105.418\tvalid_0's l2: 363.363\n",
"[61]\tvalid_0's poisson: -105.411\tvalid_0's l2: 362.467\n",
"[62]\tvalid_0's poisson: -105.4\tvalid_0's l2: 362.768\n",
"[63]\tvalid_0's poisson: -105.347\tvalid_0's l2: 362.34\n",
"[64]\tvalid_0's poisson: -105.24\tvalid_0's l2: 362.328\n",
"[65]\tvalid_0's poisson: -105.262\tvalid_0's l2: 362.207\n",
"[66]\tvalid_0's poisson: -105.172\tvalid_0's l2: 361.92\n",
"[67]\tvalid_0's poisson: -105.39\tvalid_0's l2: 359.757\n",
"[68]\tvalid_0's poisson: -105.367\tvalid_0's l2: 359.926\n",
"[69]\tvalid_0's poisson: -105.223\tvalid_0's l2: 358.217\n",
"[70]\tvalid_0's poisson: -105.287\tvalid_0's l2: 357.341\n",
"[71]\tvalid_0's poisson: -105.431\tvalid_0's l2: 355.371\n",
"[72]\tvalid_0's poisson: -105.539\tvalid_0's l2: 353.076\n",
"[73]\tvalid_0's poisson: -105.505\tvalid_0's l2: 352.343\n",
"[74]\tvalid_0's poisson: -105.472\tvalid_0's l2: 352.541\n",
"[75]\tvalid_0's poisson: -105.472\tvalid_0's l2: 352.66\n",
"[76]\tvalid_0's poisson: -105.43\tvalid_0's l2: 351.969\n",
"[77]\tvalid_0's poisson: -105.537\tvalid_0's l2: 350.103\n",
"[78]\tvalid_0's poisson: -105.554\tvalid_0's l2: 349.286\n",
"[79]\tvalid_0's poisson: -105.561\tvalid_0's l2: 348.456\n",
"[80]\tvalid_0's poisson: -105.57\tvalid_0's l2: 348.165\n",
"[81]\tvalid_0's poisson: -105.628\tvalid_0's l2: 347.318\n",
"[82]\tvalid_0's poisson: -105.627\tvalid_0's l2: 347.215\n",
"[83]\tvalid_0's poisson: -105.412\tvalid_0's l2: 347.153\n",
"[84]\tvalid_0's poisson: -105.407\tvalid_0's l2: 345.378\n",
"[85]\tvalid_0's poisson: -105.304\tvalid_0's l2: 345.084\n",
"[86]\tvalid_0's poisson: -105.436\tvalid_0's l2: 342.937\n",
"[87]\tvalid_0's poisson: -105.428\tvalid_0's l2: 342.875\n",
"[88]\tvalid_0's poisson: -105.587\tvalid_0's l2: 342.814\n",
"[89]\tvalid_0's poisson: -105.495\tvalid_0's l2: 341.77\n",
"[90]\tvalid_0's poisson: -105.478\tvalid_0's l2: 339.4\n",
"[91]\tvalid_0's poisson: -105.47\tvalid_0's l2: 338.727\n",
"[92]\tvalid_0's poisson: -105.474\tvalid_0's l2: 338.609\n",
"[93]\tvalid_0's poisson: -105.493\tvalid_0's l2: 338.221\n",
"[94]\tvalid_0's poisson: -105.49\tvalid_0's l2: 338.21\n",
"[95]\tvalid_0's poisson: -105.28\tvalid_0's l2: 338.076\n",
"[96]\tvalid_0's poisson: -105.389\tvalid_0's l2: 337.82\n",
"[97]\tvalid_0's poisson: -105.41\tvalid_0's l2: 337.392\n",
"[98]\tvalid_0's poisson: -105.404\tvalid_0's l2: 337.554\n",
"[99]\tvalid_0's poisson: -105.243\tvalid_0's l2: 337.467\n",
"[100]\tvalid_0's poisson: -105.228\tvalid_0's l2: 336.315\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.031\tvalid_0's l2: 1063.49\n",
"[2]\tvalid_0's poisson: -101.613\tvalid_0's l2: 755.18\n",
"[3]\tvalid_0's poisson: -97.7446\tvalid_0's l2: 655.929\n",
"[4]\tvalid_0's poisson: -95.0916\tvalid_0's l2: 618.778\n",
"[5]\tvalid_0's poisson: -94.6667\tvalid_0's l2: 603.823\n",
"[6]\tvalid_0's poisson: -93.8561\tvalid_0's l2: 583.2\n",
"[7]\tvalid_0's poisson: -95.6366\tvalid_0's l2: 565.941\n",
"[8]\tvalid_0's poisson: -95.3262\tvalid_0's l2: 548.328\n",
"[9]\tvalid_0's poisson: -97.0753\tvalid_0's l2: 538.261\n",
"[10]\tvalid_0's poisson: -97.0445\tvalid_0's l2: 535.381\n",
"[11]\tvalid_0's poisson: -95.8798\tvalid_0's l2: 507.929\n",
"[12]\tvalid_0's poisson: -95.2238\tvalid_0's l2: 504.356\n",
"[13]\tvalid_0's poisson: -95.535\tvalid_0's l2: 501.823\n",
"[14]\tvalid_0's poisson: -94.5656\tvalid_0's l2: 494.515\n",
"[15]\tvalid_0's poisson: -97.6366\tvalid_0's l2: 483.932\n",
"[16]\tvalid_0's poisson: -96.5736\tvalid_0's l2: 479.981\n",
"[17]\tvalid_0's poisson: -97.2342\tvalid_0's l2: 476.821\n",
"[18]\tvalid_0's poisson: -97.0761\tvalid_0's l2: 476.382\n",
"[19]\tvalid_0's poisson: -97.1389\tvalid_0's l2: 472.952\n",
"[20]\tvalid_0's poisson: -97.031\tvalid_0's l2: 473.692\n",
"[21]\tvalid_0's poisson: -96.0186\tvalid_0's l2: 472.775\n",
"[22]\tvalid_0's poisson: -95.9915\tvalid_0's l2: 464.075\n",
"[23]\tvalid_0's poisson: -96.4556\tvalid_0's l2: 464.881\n",
"[24]\tvalid_0's poisson: -97.9679\tvalid_0's l2: 457.483\n",
"[25]\tvalid_0's poisson: -98.1323\tvalid_0's l2: 454.731\n",
"[26]\tvalid_0's poisson: -97.6951\tvalid_0's l2: 452.025\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -97.7875\tvalid_0's l2: 443.663\n",
"[28]\tvalid_0's poisson: -98.569\tvalid_0's l2: 443.02\n",
"[29]\tvalid_0's poisson: -98.4953\tvalid_0's l2: 429.75\n",
"[30]\tvalid_0's poisson: -98.6326\tvalid_0's l2: 429.346\n",
"[31]\tvalid_0's poisson: -98.9884\tvalid_0's l2: 420.835\n",
"[32]\tvalid_0's poisson: -99.1532\tvalid_0's l2: 419.501\n",
"[33]\tvalid_0's poisson: -99.2558\tvalid_0's l2: 418.893\n",
"[34]\tvalid_0's poisson: -99.8964\tvalid_0's l2: 412.25\n",
"[35]\tvalid_0's poisson: -99.4344\tvalid_0's l2: 406.892\n",
"[36]\tvalid_0's poisson: -99.9369\tvalid_0's l2: 408.248\n",
"[37]\tvalid_0's poisson: -99.6469\tvalid_0's l2: 408.333\n",
"[38]\tvalid_0's poisson: -99.7027\tvalid_0's l2: 407.907\n",
"[39]\tvalid_0's poisson: -99.4361\tvalid_0's l2: 407.138\n",
"[40]\tvalid_0's poisson: -100.115\tvalid_0's l2: 403.962\n",
"[41]\tvalid_0's poisson: -100.688\tvalid_0's l2: 402.39\n",
"[42]\tvalid_0's poisson: -100.284\tvalid_0's l2: 401.736\n",
"[43]\tvalid_0's poisson: -100.075\tvalid_0's l2: 401.201\n",
"[44]\tvalid_0's poisson: -99.8962\tvalid_0's l2: 398.336\n",
"[45]\tvalid_0's poisson: -100.436\tvalid_0's l2: 398.794\n",
"[46]\tvalid_0's poisson: -99.9018\tvalid_0's l2: 398.231\n",
"[47]\tvalid_0's poisson: -99.6485\tvalid_0's l2: 392.606\n",
"[48]\tvalid_0's poisson: -99.2404\tvalid_0's l2: 392.232\n",
"[49]\tvalid_0's poisson: -99.4483\tvalid_0's l2: 391.867\n",
"[50]\tvalid_0's poisson: -99.4279\tvalid_0's l2: 392.178\n",
"[51]\tvalid_0's poisson: -99.7808\tvalid_0's l2: 391.973\n",
"[52]\tvalid_0's poisson: -99.9902\tvalid_0's l2: 389.552\n",
"[53]\tvalid_0's poisson: -100.237\tvalid_0's l2: 392.012\n",
"[54]\tvalid_0's poisson: -99.3234\tvalid_0's l2: 392.28\n",
"[55]\tvalid_0's poisson: -99.1178\tvalid_0's l2: 391.208\n",
"[56]\tvalid_0's poisson: -99.0512\tvalid_0's l2: 390.477\n",
"[57]\tvalid_0's poisson: -98.9883\tvalid_0's l2: 389.543\n",
"[58]\tvalid_0's poisson: -98.7169\tvalid_0's l2: 391.947\n",
"[59]\tvalid_0's poisson: -99.2174\tvalid_0's l2: 391.32\n",
"[60]\tvalid_0's poisson: -99.2311\tvalid_0's l2: 390.194\n",
"[61]\tvalid_0's poisson: -98.9951\tvalid_0's l2: 390.673\n",
"[62]\tvalid_0's poisson: -99.2058\tvalid_0's l2: 388.722\n",
"[63]\tvalid_0's poisson: -98.6653\tvalid_0's l2: 383.958\n",
"[64]\tvalid_0's poisson: -98.6681\tvalid_0's l2: 385.519\n",
"[65]\tvalid_0's poisson: -98.7696\tvalid_0's l2: 385.711\n",
"[66]\tvalid_0's poisson: -98.7118\tvalid_0's l2: 385.841\n",
"[67]\tvalid_0's poisson: -98.7863\tvalid_0's l2: 381.249\n",
"[68]\tvalid_0's poisson: -99.38\tvalid_0's l2: 380.041\n",
"[69]\tvalid_0's poisson: -99.0001\tvalid_0's l2: 381.249\n",
"[70]\tvalid_0's poisson: -98.9628\tvalid_0's l2: 379.29\n",
"[71]\tvalid_0's poisson: -98.8218\tvalid_0's l2: 377.718\n",
"[72]\tvalid_0's poisson: -98.1525\tvalid_0's l2: 376.052\n",
"[73]\tvalid_0's poisson: -98.143\tvalid_0's l2: 377.016\n",
"[74]\tvalid_0's poisson: -97.7575\tvalid_0's l2: 374.553\n",
"[75]\tvalid_0's poisson: -97.7369\tvalid_0's l2: 375.809\n",
"[76]\tvalid_0's poisson: -97.8662\tvalid_0's l2: 372.328\n",
"[77]\tvalid_0's poisson: -98.3351\tvalid_0's l2: 365.512\n",
"[78]\tvalid_0's poisson: -98.3009\tvalid_0's l2: 365.269\n",
"[79]\tvalid_0's poisson: -98.5091\tvalid_0's l2: 362.618\n",
"[80]\tvalid_0's poisson: -98.6718\tvalid_0's l2: 361.967\n",
"[81]\tvalid_0's poisson: -98.795\tvalid_0's l2: 362.231\n",
"[82]\tvalid_0's poisson: -98.4909\tvalid_0's l2: 362.284\n",
"[83]\tvalid_0's poisson: -98.4963\tvalid_0's l2: 361.164\n",
"[84]\tvalid_0's poisson: -98.5182\tvalid_0's l2: 360.404\n",
"[85]\tvalid_0's poisson: -98.346\tvalid_0's l2: 359.931\n",
"[86]\tvalid_0's poisson: -98.6618\tvalid_0's l2: 359.99\n",
"[87]\tvalid_0's poisson: -98.3866\tvalid_0's l2: 360.279\n",
"[88]\tvalid_0's poisson: -98.2723\tvalid_0's l2: 360.707\n",
"[89]\tvalid_0's poisson: -98.5769\tvalid_0's l2: 361.169\n",
"[90]\tvalid_0's poisson: -98.5619\tvalid_0's l2: 360.921\n",
"[91]\tvalid_0's poisson: -98.691\tvalid_0's l2: 360.555\n",
"[92]\tvalid_0's poisson: -98.5091\tvalid_0's l2: 358.698\n",
"[93]\tvalid_0's poisson: -98.4944\tvalid_0's l2: 357.719\n",
"[94]\tvalid_0's poisson: -98.489\tvalid_0's l2: 357.819\n",
"[95]\tvalid_0's poisson: -98.6111\tvalid_0's l2: 357.91\n",
"[96]\tvalid_0's poisson: -98.4506\tvalid_0's l2: 357.359\n",
"[97]\tvalid_0's poisson: -98.2659\tvalid_0's l2: 357.31\n",
"[98]\tvalid_0's poisson: -98.4485\tvalid_0's l2: 358.644\n",
"[99]\tvalid_0's poisson: -98.4977\tvalid_0's l2: 357.363\n",
"[100]\tvalid_0's poisson: -98.5294\tvalid_0's l2: 357.135\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -102.507\tvalid_0's l2: 1025.85\n",
"[2]\tvalid_0's poisson: -89.801\tvalid_0's l2: 766.029\n",
"[3]\tvalid_0's poisson: -97.5179\tvalid_0's l2: 709.079\n",
"[4]\tvalid_0's poisson: -99.8497\tvalid_0's l2: 665.543\n",
"[5]\tvalid_0's poisson: -93.4974\tvalid_0's l2: 644.963\n",
"[6]\tvalid_0's poisson: -92.1496\tvalid_0's l2: 590.899\n",
"[7]\tvalid_0's poisson: -92.2944\tvalid_0's l2: 578.881\n",
"[8]\tvalid_0's poisson: -92.8727\tvalid_0's l2: 552.385\n",
"[9]\tvalid_0's poisson: -91.5556\tvalid_0's l2: 534.757\n",
"[10]\tvalid_0's poisson: -92.9415\tvalid_0's l2: 531.365\n",
"[11]\tvalid_0's poisson: -92.7063\tvalid_0's l2: 523.208\n",
"[12]\tvalid_0's poisson: -95.4797\tvalid_0's l2: 518.828\n",
"[13]\tvalid_0's poisson: -94.6148\tvalid_0's l2: 515.922\n",
"[14]\tvalid_0's poisson: -94.9794\tvalid_0's l2: 514.308\n",
"[15]\tvalid_0's poisson: -93.6893\tvalid_0's l2: 514.314\n",
"[16]\tvalid_0's poisson: -92.8743\tvalid_0's l2: 513.274\n",
"[17]\tvalid_0's poisson: -92.5026\tvalid_0's l2: 508.758\n",
"[18]\tvalid_0's poisson: -92.3711\tvalid_0's l2: 507.826\n",
"[19]\tvalid_0's poisson: -90.5641\tvalid_0's l2: 497.865\n",
"[20]\tvalid_0's poisson: -91.0803\tvalid_0's l2: 491.087\n",
"[21]\tvalid_0's poisson: -91.5925\tvalid_0's l2: 487.702\n",
"[22]\tvalid_0's poisson: -95.5017\tvalid_0's l2: 472.545\n",
"[23]\tvalid_0's poisson: -93.6541\tvalid_0's l2: 464.311\n",
"[24]\tvalid_0's poisson: -93.4636\tvalid_0's l2: 451.08\n",
"[25]\tvalid_0's poisson: -94.6972\tvalid_0's l2: 447.775\n",
"[26]\tvalid_0's poisson: -96.313\tvalid_0's l2: 444.563\n",
"[27]\tvalid_0's poisson: -95.842\tvalid_0's l2: 443.707\n",
"[28]\tvalid_0's poisson: -95.2845\tvalid_0's l2: 442.434\n",
"[29]\tvalid_0's poisson: -95.5289\tvalid_0's l2: 437.32\n",
"[30]\tvalid_0's poisson: -94.9416\tvalid_0's l2: 435.365\n",
"[31]\tvalid_0's poisson: -95.3023\tvalid_0's l2: 431.677\n",
"[32]\tvalid_0's poisson: -96.4475\tvalid_0's l2: 427.606\n",
"[33]\tvalid_0's poisson: -96.0055\tvalid_0's l2: 426.056\n",
"[34]\tvalid_0's poisson: -95.8576\tvalid_0's l2: 419.242\n",
"[35]\tvalid_0's poisson: -96.1026\tvalid_0's l2: 418.029\n",
"[36]\tvalid_0's poisson: -95.8585\tvalid_0's l2: 418\n",
"[37]\tvalid_0's poisson: -98.1416\tvalid_0's l2: 413.299\n",
"[38]\tvalid_0's poisson: -97.8044\tvalid_0's l2: 412.165\n",
"[39]\tvalid_0's poisson: -96.1953\tvalid_0's l2: 412.019\n",
"[40]\tvalid_0's poisson: -96.0119\tvalid_0's l2: 404.04\n",
"[41]\tvalid_0's poisson: -95.8902\tvalid_0's l2: 404.468\n",
"[42]\tvalid_0's poisson: -95.9633\tvalid_0's l2: 403.997\n",
"[43]\tvalid_0's poisson: -95.6877\tvalid_0's l2: 400.7\n",
"[44]\tvalid_0's poisson: -95.8955\tvalid_0's l2: 400.283\n",
"[45]\tvalid_0's poisson: -95.9564\tvalid_0's l2: 400.677\n",
"[46]\tvalid_0's poisson: -95.6575\tvalid_0's l2: 398.084\n",
"[47]\tvalid_0's poisson: -95.9197\tvalid_0's l2: 396.739\n",
"[48]\tvalid_0's poisson: -95.5209\tvalid_0's l2: 399.613\n",
"[49]\tvalid_0's poisson: -95.6655\tvalid_0's l2: 397.237\n",
"[50]\tvalid_0's poisson: -96.9196\tvalid_0's l2: 393.125\n",
"[51]\tvalid_0's poisson: -96.8754\tvalid_0's l2: 392.425\n",
"[52]\tvalid_0's poisson: -96.7914\tvalid_0's l2: 390.141\n",
"[53]\tvalid_0's poisson: -96.8707\tvalid_0's l2: 387.597\n",
"[54]\tvalid_0's poisson: -96.8796\tvalid_0's l2: 385.757\n",
"[55]\tvalid_0's poisson: -97.8139\tvalid_0's l2: 383.114\n",
"[56]\tvalid_0's poisson: -97.5119\tvalid_0's l2: 382.314\n",
"[57]\tvalid_0's poisson: -96.5757\tvalid_0's l2: 380.586\n",
"[58]\tvalid_0's poisson: -96.5823\tvalid_0's l2: 381.665\n",
"[59]\tvalid_0's poisson: -96.5813\tvalid_0's l2: 380.391\n",
"[60]\tvalid_0's poisson: -96.7077\tvalid_0's l2: 379.075\n",
"[61]\tvalid_0's poisson: -97.1394\tvalid_0's l2: 375.513\n",
"[62]\tvalid_0's poisson: -97.5408\tvalid_0's l2: 375.83\n",
"[63]\tvalid_0's poisson: -97.287\tvalid_0's l2: 375.557\n",
"[64]\tvalid_0's poisson: -97.2322\tvalid_0's l2: 375.75\n",
"[65]\tvalid_0's poisson: -97.4948\tvalid_0's l2: 372.273\n",
"[66]\tvalid_0's poisson: -97.2981\tvalid_0's l2: 375.075\n",
"[67]\tvalid_0's poisson: -96.6221\tvalid_0's l2: 375.807\n",
"[68]\tvalid_0's poisson: -96.8927\tvalid_0's l2: 374.775\n",
"[69]\tvalid_0's poisson: -97.1218\tvalid_0's l2: 371.828\n",
"[70]\tvalid_0's poisson: -97.7733\tvalid_0's l2: 370.156\n",
"[71]\tvalid_0's poisson: -97.2811\tvalid_0's l2: 370.477\n",
"[72]\tvalid_0's poisson: -98.3201\tvalid_0's l2: 368.589\n",
"[73]\tvalid_0's poisson: -98.4127\tvalid_0's l2: 367.791\n",
"[74]\tvalid_0's poisson: -98.1267\tvalid_0's l2: 366.497\n",
"[75]\tvalid_0's poisson: -98.6011\tvalid_0's l2: 366.442\n",
"[76]\tvalid_0's poisson: -98.6912\tvalid_0's l2: 364.603\n",
"[77]\tvalid_0's poisson: -98.2681\tvalid_0's l2: 365.186\n",
"[78]\tvalid_0's poisson: -98.283\tvalid_0's l2: 365.229\n",
"[79]\tvalid_0's poisson: -98.293\tvalid_0's l2: 364.57\n",
"[80]\tvalid_0's poisson: -98.4529\tvalid_0's l2: 364.021\n",
"[81]\tvalid_0's poisson: -98.8847\tvalid_0's l2: 363.254\n",
"[82]\tvalid_0's poisson: -98.6007\tvalid_0's l2: 362.938\n",
"[83]\tvalid_0's poisson: -98.9747\tvalid_0's l2: 363.744\n",
"[84]\tvalid_0's poisson: -98.5384\tvalid_0's l2: 363.014\n",
"[85]\tvalid_0's poisson: -98.8747\tvalid_0's l2: 363.641\n",
"[86]\tvalid_0's poisson: -99.2202\tvalid_0's l2: 365.194\n",
"[87]\tvalid_0's poisson: -99.2508\tvalid_0's l2: 364.658\n",
"[88]\tvalid_0's poisson: -98.7247\tvalid_0's l2: 364.574\n",
"[89]\tvalid_0's poisson: -99.1733\tvalid_0's l2: 364.141\n",
"[90]\tvalid_0's poisson: -99.149\tvalid_0's l2: 362.776\n",
"[91]\tvalid_0's poisson: -99.3059\tvalid_0's l2: 363.384\n",
"[92]\tvalid_0's poisson: -99.3291\tvalid_0's l2: 363.054\n",
"[93]\tvalid_0's poisson: -98.8402\tvalid_0's l2: 362.722\n",
"[94]\tvalid_0's poisson: -99.0996\tvalid_0's l2: 361.581\n",
"[95]\tvalid_0's poisson: -99.2491\tvalid_0's l2: 359.936\n",
"[96]\tvalid_0's poisson: -98.9668\tvalid_0's l2: 358.465\n",
"[97]\tvalid_0's poisson: -98.7967\tvalid_0's l2: 355.986\n",
"[98]\tvalid_0's poisson: -99.2301\tvalid_0's l2: 354.503\n",
"[99]\tvalid_0's poisson: -99.3053\tvalid_0's l2: 354.706\n",
"[100]\tvalid_0's poisson: -99.0699\tvalid_0's l2: 354.851\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.032\tvalid_0's l2: 1054.39\n",
"[2]\tvalid_0's poisson: -100.82\tvalid_0's l2: 755.086\n",
"[3]\tvalid_0's poisson: -100.292\tvalid_0's l2: 650.931\n",
"[4]\tvalid_0's poisson: -99.3296\tvalid_0's l2: 620.811\n",
"[5]\tvalid_0's poisson: -92.0454\tvalid_0's l2: 566.033\n",
"[6]\tvalid_0's poisson: -98.9357\tvalid_0's l2: 544.299\n",
"[7]\tvalid_0's poisson: -98.5374\tvalid_0's l2: 538.403\n",
"[8]\tvalid_0's poisson: -98.5656\tvalid_0's l2: 530.468\n",
"[9]\tvalid_0's poisson: -98.6903\tvalid_0's l2: 522.648\n",
"[10]\tvalid_0's poisson: -98.4042\tvalid_0's l2: 520.48\n",
"[11]\tvalid_0's poisson: -97.8528\tvalid_0's l2: 520.289\n",
"[12]\tvalid_0's poisson: -96.7184\tvalid_0's l2: 505.675\n",
"[13]\tvalid_0's poisson: -98.0326\tvalid_0's l2: 496.708\n",
"[14]\tvalid_0's poisson: -97.7918\tvalid_0's l2: 487.868\n",
"[15]\tvalid_0's poisson: -97.4532\tvalid_0's l2: 485.643\n",
"[16]\tvalid_0's poisson: -97.249\tvalid_0's l2: 486.213\n",
"[17]\tvalid_0's poisson: -96.1276\tvalid_0's l2: 478.076\n",
"[18]\tvalid_0's poisson: -97.2291\tvalid_0's l2: 476.523\n",
"[19]\tvalid_0's poisson: -98.4862\tvalid_0's l2: 469.939\n",
"[20]\tvalid_0's poisson: -97.138\tvalid_0's l2: 463.268\n",
"[21]\tvalid_0's poisson: -98.3103\tvalid_0's l2: 459.028\n",
"[22]\tvalid_0's poisson: -98.0593\tvalid_0's l2: 457.553\n",
"[23]\tvalid_0's poisson: -98.087\tvalid_0's l2: 455.834\n",
"[24]\tvalid_0's poisson: -98.2295\tvalid_0's l2: 454.718\n",
"[25]\tvalid_0's poisson: -96.2015\tvalid_0's l2: 451.174\n",
"[26]\tvalid_0's poisson: -96.2786\tvalid_0's l2: 451.556\n",
"[27]\tvalid_0's poisson: -96.5178\tvalid_0's l2: 453.493\n",
"[28]\tvalid_0's poisson: -96.6985\tvalid_0's l2: 450.622\n",
"[29]\tvalid_0's poisson: -96.7196\tvalid_0's l2: 451.381\n",
"[30]\tvalid_0's poisson: -96.3781\tvalid_0's l2: 453.261\n",
"[31]\tvalid_0's poisson: -96.1052\tvalid_0's l2: 452.416\n",
"[32]\tvalid_0's poisson: -95.7453\tvalid_0's l2: 448.996\n",
"[33]\tvalid_0's poisson: -95.7426\tvalid_0's l2: 443.333\n",
"[34]\tvalid_0's poisson: -96.6404\tvalid_0's l2: 439.365\n",
"[35]\tvalid_0's poisson: -96.5042\tvalid_0's l2: 437.859\n",
"[36]\tvalid_0's poisson: -96.8619\tvalid_0's l2: 437.53\n",
"[37]\tvalid_0's poisson: -96.4525\tvalid_0's l2: 433.527\n",
"[38]\tvalid_0's poisson: -95.7976\tvalid_0's l2: 431.806\n",
"[39]\tvalid_0's poisson: -95.9789\tvalid_0's l2: 429.63\n",
"[40]\tvalid_0's poisson: -95.3332\tvalid_0's l2: 424.616\n",
"[41]\tvalid_0's poisson: -95.8865\tvalid_0's l2: 419.871\n",
"[42]\tvalid_0's poisson: -95.6076\tvalid_0's l2: 418.949\n",
"[43]\tvalid_0's poisson: -95.4715\tvalid_0's l2: 416.554\n",
"[44]\tvalid_0's poisson: -95.3459\tvalid_0's l2: 415.723\n",
"[45]\tvalid_0's poisson: -96.2694\tvalid_0's l2: 413.234\n",
"[46]\tvalid_0's poisson: -96.3869\tvalid_0's l2: 412.624\n",
"[47]\tvalid_0's poisson: -96.0505\tvalid_0's l2: 408.796\n",
"[48]\tvalid_0's poisson: -95.837\tvalid_0's l2: 403.748\n",
"[49]\tvalid_0's poisson: -95.997\tvalid_0's l2: 400.849\n",
"[50]\tvalid_0's poisson: -96.142\tvalid_0's l2: 400.912\n",
"[51]\tvalid_0's poisson: -95.5792\tvalid_0's l2: 399.588\n",
"[52]\tvalid_0's poisson: -96.2343\tvalid_0's l2: 393.972\n",
"[53]\tvalid_0's poisson: -95.6582\tvalid_0's l2: 390.565\n",
"[54]\tvalid_0's poisson: -95.5041\tvalid_0's l2: 390.446\n",
"[55]\tvalid_0's poisson: -96.1366\tvalid_0's l2: 390.415\n",
"[56]\tvalid_0's poisson: -96.0665\tvalid_0's l2: 390.494\n",
"[57]\tvalid_0's poisson: -95.6188\tvalid_0's l2: 387.243\n",
"[58]\tvalid_0's poisson: -95.738\tvalid_0's l2: 386.603\n",
"[59]\tvalid_0's poisson: -96.1507\tvalid_0's l2: 384.92\n",
"[60]\tvalid_0's poisson: -96.3415\tvalid_0's l2: 383.93\n",
"[61]\tvalid_0's poisson: -96.2357\tvalid_0's l2: 384.256\n",
"[62]\tvalid_0's poisson: -96.2228\tvalid_0's l2: 383.158\n",
"[63]\tvalid_0's poisson: -96.5453\tvalid_0's l2: 383.842\n",
"[64]\tvalid_0's poisson: -96.4627\tvalid_0's l2: 383.448\n",
"[65]\tvalid_0's poisson: -96.5169\tvalid_0's l2: 382.912\n",
"[66]\tvalid_0's poisson: -96.5281\tvalid_0's l2: 386.898\n",
"[67]\tvalid_0's poisson: -96.4491\tvalid_0's l2: 386.237\n",
"[68]\tvalid_0's poisson: -96.2458\tvalid_0's l2: 382.927\n",
"[69]\tvalid_0's poisson: -96.2793\tvalid_0's l2: 382.558\n",
"[70]\tvalid_0's poisson: -95.9191\tvalid_0's l2: 381.984\n",
"[71]\tvalid_0's poisson: -95.9459\tvalid_0's l2: 382.075\n",
"[72]\tvalid_0's poisson: -96.2088\tvalid_0's l2: 381.139\n",
"[73]\tvalid_0's poisson: -96.4361\tvalid_0's l2: 380.798\n",
"[74]\tvalid_0's poisson: -96.513\tvalid_0's l2: 381.432\n",
"[75]\tvalid_0's poisson: -96.3222\tvalid_0's l2: 380.228\n",
"[76]\tvalid_0's poisson: -96.2367\tvalid_0's l2: 380.156\n",
"[77]\tvalid_0's poisson: -96.4655\tvalid_0's l2: 380.583\n",
"[78]\tvalid_0's poisson: -96.4281\tvalid_0's l2: 380.38\n",
"[79]\tvalid_0's poisson: -97.3296\tvalid_0's l2: 378.897\n",
"[80]\tvalid_0's poisson: -97.1292\tvalid_0's l2: 380.141\n",
"[81]\tvalid_0's poisson: -97.1172\tvalid_0's l2: 379.187\n",
"[82]\tvalid_0's poisson: -97.3109\tvalid_0's l2: 380.342\n",
"[83]\tvalid_0's poisson: -96.8243\tvalid_0's l2: 379.386\n",
"[84]\tvalid_0's poisson: -96.8626\tvalid_0's l2: 379.644\n",
"[85]\tvalid_0's poisson: -96.9613\tvalid_0's l2: 379.507\n",
"[86]\tvalid_0's poisson: -97.3211\tvalid_0's l2: 378.677\n",
"[87]\tvalid_0's poisson: -97.1127\tvalid_0's l2: 378.857\n",
"[88]\tvalid_0's poisson: -96.7765\tvalid_0's l2: 378.796\n",
"[89]\tvalid_0's poisson: -96.4999\tvalid_0's l2: 376.89\n",
"[90]\tvalid_0's poisson: -96.3089\tvalid_0's l2: 376.511\n",
"[91]\tvalid_0's poisson: -96.7156\tvalid_0's l2: 379.154\n",
"[92]\tvalid_0's poisson: -96.8952\tvalid_0's l2: 378.733\n",
"[93]\tvalid_0's poisson: -96.9968\tvalid_0's l2: 378.505\n",
"[94]\tvalid_0's poisson: -97.2447\tvalid_0's l2: 378.814\n",
"[95]\tvalid_0's poisson: -96.6419\tvalid_0's l2: 380.048\n",
"[96]\tvalid_0's poisson: -96.7287\tvalid_0's l2: 381.904\n",
"[97]\tvalid_0's poisson: -98.1333\tvalid_0's l2: 377.483\n",
"[98]\tvalid_0's poisson: -97.0141\tvalid_0's l2: 376.49\n",
"[99]\tvalid_0's poisson: -97.6003\tvalid_0's l2: 375.761\n",
"[100]\tvalid_0's poisson: -97.2655\tvalid_0's l2: 375.167\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.056\tvalid_0's l2: 1052.95\n",
"[2]\tvalid_0's poisson: -105.112\tvalid_0's l2: 735.921\n",
"[3]\tvalid_0's poisson: -101.115\tvalid_0's l2: 667.89\n",
"[4]\tvalid_0's poisson: -97.5091\tvalid_0's l2: 612.971\n",
"[5]\tvalid_0's poisson: -96.391\tvalid_0's l2: 564.477\n",
"[6]\tvalid_0's poisson: -93.3247\tvalid_0's l2: 547.007\n",
"[7]\tvalid_0's poisson: -98.6652\tvalid_0's l2: 513.594\n",
"[8]\tvalid_0's poisson: -96.0562\tvalid_0's l2: 507.168\n",
"[9]\tvalid_0's poisson: -97.9554\tvalid_0's l2: 501.678\n",
"[10]\tvalid_0's poisson: -99.822\tvalid_0's l2: 492.37\n",
"[11]\tvalid_0's poisson: -98.7754\tvalid_0's l2: 486.144\n",
"[12]\tvalid_0's poisson: -98.9222\tvalid_0's l2: 479.374\n",
"[13]\tvalid_0's poisson: -98.0515\tvalid_0's l2: 473.814\n",
"[14]\tvalid_0's poisson: -100.574\tvalid_0's l2: 452.172\n",
"[15]\tvalid_0's poisson: -100.006\tvalid_0's l2: 438.077\n",
"[16]\tvalid_0's poisson: -99.3484\tvalid_0's l2: 436.551\n",
"[17]\tvalid_0's poisson: -99.7674\tvalid_0's l2: 434.694\n",
"[18]\tvalid_0's poisson: -99.9743\tvalid_0's l2: 434.838\n",
"[19]\tvalid_0's poisson: -99.915\tvalid_0's l2: 434.296\n",
"[20]\tvalid_0's poisson: -99.7261\tvalid_0's l2: 436.659\n",
"[21]\tvalid_0's poisson: -100.005\tvalid_0's l2: 421.394\n",
"[22]\tvalid_0's poisson: -100.097\tvalid_0's l2: 420.096\n",
"[23]\tvalid_0's poisson: -99.7687\tvalid_0's l2: 421.061\n",
"[24]\tvalid_0's poisson: -100.801\tvalid_0's l2: 414.966\n",
"[25]\tvalid_0's poisson: -100.871\tvalid_0's l2: 407.966\n",
"[26]\tvalid_0's poisson: -100.022\tvalid_0's l2: 404.407\n",
"[27]\tvalid_0's poisson: -100.24\tvalid_0's l2: 402.084\n",
"[28]\tvalid_0's poisson: -100.095\tvalid_0's l2: 400.656\n",
"[29]\tvalid_0's poisson: -100.178\tvalid_0's l2: 399.654\n",
"[30]\tvalid_0's poisson: -99.9386\tvalid_0's l2: 396.575\n",
"[31]\tvalid_0's poisson: -100.139\tvalid_0's l2: 392.419\n",
"[32]\tvalid_0's poisson: -100.525\tvalid_0's l2: 389.404\n",
"[33]\tvalid_0's poisson: -99.6832\tvalid_0's l2: 390.989\n",
"[34]\tvalid_0's poisson: -99.9933\tvalid_0's l2: 388.358\n",
"[35]\tvalid_0's poisson: -99.5742\tvalid_0's l2: 389.589\n",
"[36]\tvalid_0's poisson: -99.7456\tvalid_0's l2: 388.899\n",
"[37]\tvalid_0's poisson: -100.174\tvalid_0's l2: 386.35\n",
"[38]\tvalid_0's poisson: -99.8454\tvalid_0's l2: 383.21\n",
"[39]\tvalid_0's poisson: -100.256\tvalid_0's l2: 379.471\n",
"[40]\tvalid_0's poisson: -100.03\tvalid_0's l2: 377.97\n",
"[41]\tvalid_0's poisson: -100.096\tvalid_0's l2: 376.899\n",
"[42]\tvalid_0's poisson: -99.8679\tvalid_0's l2: 376.692\n",
"[43]\tvalid_0's poisson: -100.005\tvalid_0's l2: 375.01\n",
"[44]\tvalid_0's poisson: -99.7207\tvalid_0's l2: 376.415\n",
"[45]\tvalid_0's poisson: -99.9622\tvalid_0's l2: 374.778\n",
"[46]\tvalid_0's poisson: -99.9556\tvalid_0's l2: 374.827\n",
"[47]\tvalid_0's poisson: -100.228\tvalid_0's l2: 374.1\n",
"[48]\tvalid_0's poisson: -100.227\tvalid_0's l2: 371.164\n",
"[49]\tvalid_0's poisson: -100.209\tvalid_0's l2: 371.343\n",
"[50]\tvalid_0's poisson: -100.131\tvalid_0's l2: 369.989\n",
"[51]\tvalid_0's poisson: -100.18\tvalid_0's l2: 369.033\n",
"[52]\tvalid_0's poisson: -99.6797\tvalid_0's l2: 366.797\n",
"[53]\tvalid_0's poisson: -99.5478\tvalid_0's l2: 362.482\n",
"[54]\tvalid_0's poisson: -100.39\tvalid_0's l2: 359.372\n",
"[55]\tvalid_0's poisson: -100.223\tvalid_0's l2: 359.073\n",
"[56]\tvalid_0's poisson: -100.062\tvalid_0's l2: 359.262\n",
"[57]\tvalid_0's poisson: -100.335\tvalid_0's l2: 358.068\n",
"[58]\tvalid_0's poisson: -100.338\tvalid_0's l2: 357.101\n",
"[59]\tvalid_0's poisson: -100.236\tvalid_0's l2: 358.461\n",
"[60]\tvalid_0's poisson: -100.227\tvalid_0's l2: 358.563\n",
"[61]\tvalid_0's poisson: -99.9326\tvalid_0's l2: 359.713\n",
"[62]\tvalid_0's poisson: -100.139\tvalid_0's l2: 358.605\n",
"[63]\tvalid_0's poisson: -99.7216\tvalid_0's l2: 357.924\n",
"[64]\tvalid_0's poisson: -99.9393\tvalid_0's l2: 356.169\n",
"[65]\tvalid_0's poisson: -100.043\tvalid_0's l2: 356.319\n",
"[66]\tvalid_0's poisson: -100.139\tvalid_0's l2: 356.551\n",
"[67]\tvalid_0's poisson: -100.328\tvalid_0's l2: 356.894\n",
"[68]\tvalid_0's poisson: -100.224\tvalid_0's l2: 356.955\n",
"[69]\tvalid_0's poisson: -100.23\tvalid_0's l2: 355.072\n",
"[70]\tvalid_0's poisson: -100.536\tvalid_0's l2: 353.834\n",
"[71]\tvalid_0's poisson: -100.732\tvalid_0's l2: 352.974\n",
"[72]\tvalid_0's poisson: -100.749\tvalid_0's l2: 352.236\n",
"[73]\tvalid_0's poisson: -100.397\tvalid_0's l2: 352.728\n",
"[74]\tvalid_0's poisson: -100.375\tvalid_0's l2: 351.155\n",
"[75]\tvalid_0's poisson: -100.354\tvalid_0's l2: 352.239\n",
"[76]\tvalid_0's poisson: -100.285\tvalid_0's l2: 353.948\n",
"[77]\tvalid_0's poisson: -100.306\tvalid_0's l2: 353.304\n",
"[78]\tvalid_0's poisson: -100.471\tvalid_0's l2: 353.54\n",
"[79]\tvalid_0's poisson: -99.7376\tvalid_0's l2: 350.326\n",
"[80]\tvalid_0's poisson: -100.131\tvalid_0's l2: 350.881\n",
"[81]\tvalid_0's poisson: -100.082\tvalid_0's l2: 350.851\n",
"[82]\tvalid_0's poisson: -99.981\tvalid_0's l2: 350.026\n",
"[83]\tvalid_0's poisson: -100.012\tvalid_0's l2: 349.837\n",
"[84]\tvalid_0's poisson: -100.171\tvalid_0's l2: 349.458\n",
"[85]\tvalid_0's poisson: -100.17\tvalid_0's l2: 348.454\n",
"[86]\tvalid_0's poisson: -100.02\tvalid_0's l2: 349.087\n",
"[87]\tvalid_0's poisson: -100.106\tvalid_0's l2: 349.106\n",
"[88]\tvalid_0's poisson: -100.043\tvalid_0's l2: 349.416\n",
"[89]\tvalid_0's poisson: -99.6151\tvalid_0's l2: 349.163\n",
"[90]\tvalid_0's poisson: -99.5044\tvalid_0's l2: 349.356\n",
"[91]\tvalid_0's poisson: -99.9441\tvalid_0's l2: 349.509\n",
"[92]\tvalid_0's poisson: -99.8498\tvalid_0's l2: 348.254\n",
"[93]\tvalid_0's poisson: -100.007\tvalid_0's l2: 348.448\n",
"[94]\tvalid_0's poisson: -100.217\tvalid_0's l2: 347.162\n",
"[95]\tvalid_0's poisson: -100.166\tvalid_0's l2: 346.296\n",
"[96]\tvalid_0's poisson: -100.478\tvalid_0's l2: 346.689\n",
"[97]\tvalid_0's poisson: -100.609\tvalid_0's l2: 345.641\n",
"[98]\tvalid_0's poisson: -100.922\tvalid_0's l2: 345.738\n",
"[99]\tvalid_0's poisson: -100.171\tvalid_0's l2: 345.499\n",
"[100]\tvalid_0's poisson: -100.669\tvalid_0's l2: 345.539\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.043\tvalid_0's l2: 1053.55\n",
"[2]\tvalid_0's poisson: -103.979\tvalid_0's l2: 758.787\n",
"[3]\tvalid_0's poisson: -93.1671\tvalid_0's l2: 693.109\n",
"[4]\tvalid_0's poisson: -93.8403\tvalid_0's l2: 661.392\n",
"[5]\tvalid_0's poisson: -95.6143\tvalid_0's l2: 619.891\n",
"[6]\tvalid_0's poisson: -95.1211\tvalid_0's l2: 621.861\n",
"[7]\tvalid_0's poisson: -96.1464\tvalid_0's l2: 605.299\n",
"[8]\tvalid_0's poisson: -94.1461\tvalid_0's l2: 593.761\n",
"[9]\tvalid_0's poisson: -92.3804\tvalid_0's l2: 583.505\n",
"[10]\tvalid_0's poisson: -93.3975\tvalid_0's l2: 570.313\n",
"[11]\tvalid_0's poisson: -92.4521\tvalid_0's l2: 548.078\n",
"[12]\tvalid_0's poisson: -90.575\tvalid_0's l2: 542.428\n",
"[13]\tvalid_0's poisson: -93.2165\tvalid_0's l2: 531.711\n",
"[14]\tvalid_0's poisson: -91.9908\tvalid_0's l2: 523.69\n",
"[15]\tvalid_0's poisson: -91.8479\tvalid_0's l2: 515.986\n",
"[16]\tvalid_0's poisson: -91.9465\tvalid_0's l2: 516.975\n",
"[17]\tvalid_0's poisson: -90.9887\tvalid_0's l2: 507.567\n",
"[18]\tvalid_0's poisson: -91.158\tvalid_0's l2: 509.214\n",
"[19]\tvalid_0's poisson: -91.2444\tvalid_0's l2: 506.107\n",
"[20]\tvalid_0's poisson: -92.4395\tvalid_0's l2: 504.303\n",
"[21]\tvalid_0's poisson: -95.1459\tvalid_0's l2: 501.304\n",
"[22]\tvalid_0's poisson: -94.9058\tvalid_0's l2: 497.432\n",
"[23]\tvalid_0's poisson: -94.6338\tvalid_0's l2: 494.947\n",
"[24]\tvalid_0's poisson: -94.5219\tvalid_0's l2: 491.023\n",
"[25]\tvalid_0's poisson: -94.5277\tvalid_0's l2: 487.466\n",
"[26]\tvalid_0's poisson: -94.5818\tvalid_0's l2: 489.127\n",
"[27]\tvalid_0's poisson: -94.6655\tvalid_0's l2: 487.545\n",
"[28]\tvalid_0's poisson: -94.6873\tvalid_0's l2: 482.257\n",
"[29]\tvalid_0's poisson: -95.6182\tvalid_0's l2: 469.68\n",
"[30]\tvalid_0's poisson: -95.4839\tvalid_0's l2: 466.17\n",
"[31]\tvalid_0's poisson: -95.3174\tvalid_0's l2: 465.67\n",
"[32]\tvalid_0's poisson: -95.0653\tvalid_0's l2: 465.124\n",
"[33]\tvalid_0's poisson: -95.5027\tvalid_0's l2: 465.694\n",
"[34]\tvalid_0's poisson: -94.9151\tvalid_0's l2: 458.705\n",
"[35]\tvalid_0's poisson: -94.916\tvalid_0's l2: 453.19\n",
"[36]\tvalid_0's poisson: -94.6368\tvalid_0's l2: 452.825\n",
"[37]\tvalid_0's poisson: -94.4363\tvalid_0's l2: 451.291\n",
"[38]\tvalid_0's poisson: -94.6235\tvalid_0's l2: 446.708\n",
"[39]\tvalid_0's poisson: -94.9384\tvalid_0's l2: 445.873\n",
"[40]\tvalid_0's poisson: -95.2631\tvalid_0's l2: 444.622\n",
"[41]\tvalid_0's poisson: -95.8857\tvalid_0's l2: 441.073\n",
"[42]\tvalid_0's poisson: -95.8927\tvalid_0's l2: 438.795\n",
"[43]\tvalid_0's poisson: -95.144\tvalid_0's l2: 436.852\n",
"[44]\tvalid_0's poisson: -95.3771\tvalid_0's l2: 438.991\n",
"[45]\tvalid_0's poisson: -95.091\tvalid_0's l2: 438.11\n",
"[46]\tvalid_0's poisson: -94.9559\tvalid_0's l2: 437.358\n",
"[47]\tvalid_0's poisson: -94.4019\tvalid_0's l2: 435.869\n",
"[48]\tvalid_0's poisson: -95.1832\tvalid_0's l2: 435.708\n",
"[49]\tvalid_0's poisson: -94.8573\tvalid_0's l2: 429.557\n",
"[50]\tvalid_0's poisson: -95.4809\tvalid_0's l2: 426.913\n",
"[51]\tvalid_0's poisson: -95.2955\tvalid_0's l2: 427.025\n",
"[52]\tvalid_0's poisson: -95.5617\tvalid_0's l2: 426.261\n",
"[53]\tvalid_0's poisson: -95.273\tvalid_0's l2: 424.293\n",
"[54]\tvalid_0's poisson: -95.3524\tvalid_0's l2: 421.101\n",
"[55]\tvalid_0's poisson: -95.1688\tvalid_0's l2: 420.51\n",
"[56]\tvalid_0's poisson: -94.8023\tvalid_0's l2: 419.407\n",
"[57]\tvalid_0's poisson: -95.0249\tvalid_0's l2: 419.543\n",
"[58]\tvalid_0's poisson: -95.1423\tvalid_0's l2: 419.514\n",
"[59]\tvalid_0's poisson: -95.1521\tvalid_0's l2: 417.358\n",
"[60]\tvalid_0's poisson: -95.549\tvalid_0's l2: 415.107\n",
"[61]\tvalid_0's poisson: -95.6362\tvalid_0's l2: 412.353\n",
"[62]\tvalid_0's poisson: -95.8927\tvalid_0's l2: 412.687\n",
"[63]\tvalid_0's poisson: -95.7863\tvalid_0's l2: 412.889\n",
"[64]\tvalid_0's poisson: -95.6289\tvalid_0's l2: 413.204\n",
"[65]\tvalid_0's poisson: -95.427\tvalid_0's l2: 411.624\n",
"[66]\tvalid_0's poisson: -95.4932\tvalid_0's l2: 411.233\n",
"[67]\tvalid_0's poisson: -95.1807\tvalid_0's l2: 408.609\n",
"[68]\tvalid_0's poisson: -95.4559\tvalid_0's l2: 408.059\n",
"[69]\tvalid_0's poisson: -94.9334\tvalid_0's l2: 407.704\n",
"[70]\tvalid_0's poisson: -94.9682\tvalid_0's l2: 407.462\n",
"[71]\tvalid_0's poisson: -95.5054\tvalid_0's l2: 405.248\n",
"[72]\tvalid_0's poisson: -95.3862\tvalid_0's l2: 405.425\n",
"[73]\tvalid_0's poisson: -95.6327\tvalid_0's l2: 405.255\n",
"[74]\tvalid_0's poisson: -96.0947\tvalid_0's l2: 403.449\n",
"[75]\tvalid_0's poisson: -95.8192\tvalid_0's l2: 403.449\n",
"[76]\tvalid_0's poisson: -96.0042\tvalid_0's l2: 401.228\n",
"[77]\tvalid_0's poisson: -95.7662\tvalid_0's l2: 401.174\n",
"[78]\tvalid_0's poisson: -95.7596\tvalid_0's l2: 401.579\n",
"[79]\tvalid_0's poisson: -95.6666\tvalid_0's l2: 401.34\n",
"[80]\tvalid_0's poisson: -95.3492\tvalid_0's l2: 400.42\n",
"[81]\tvalid_0's poisson: -95.1893\tvalid_0's l2: 397.978\n",
"[82]\tvalid_0's poisson: -95.2039\tvalid_0's l2: 397.618\n",
"[83]\tvalid_0's poisson: -94.3966\tvalid_0's l2: 394.673\n",
"[84]\tvalid_0's poisson: -96.0018\tvalid_0's l2: 391.428\n",
"[85]\tvalid_0's poisson: -95.3753\tvalid_0's l2: 390.932\n",
"[86]\tvalid_0's poisson: -95.7243\tvalid_0's l2: 388.059\n",
"[87]\tvalid_0's poisson: -95.6746\tvalid_0's l2: 387.794\n",
"[88]\tvalid_0's poisson: -95.3625\tvalid_0's l2: 386.938\n",
"[89]\tvalid_0's poisson: -95.6229\tvalid_0's l2: 387.501\n",
"[90]\tvalid_0's poisson: -95.5552\tvalid_0's l2: 386.573\n",
"[91]\tvalid_0's poisson: -95.6023\tvalid_0's l2: 386.253\n",
"[92]\tvalid_0's poisson: -96.0751\tvalid_0's l2: 387.203\n",
"[93]\tvalid_0's poisson: -95.5737\tvalid_0's l2: 382.63\n",
"[94]\tvalid_0's poisson: -95.4847\tvalid_0's l2: 382.279\n",
"[95]\tvalid_0's poisson: -95.6296\tvalid_0's l2: 382.896\n",
"[96]\tvalid_0's poisson: -95.5725\tvalid_0's l2: 382.593\n",
"[97]\tvalid_0's poisson: -95.5484\tvalid_0's l2: 382.596\n",
"[98]\tvalid_0's poisson: -95.3534\tvalid_0's l2: 380.195\n",
"[99]\tvalid_0's poisson: -95.3322\tvalid_0's l2: 378.706\n",
"[100]\tvalid_0's poisson: -95.4149\tvalid_0's l2: 378.664\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.357\tvalid_0's l2: 2287.08\n",
"[2]\tvalid_0's poisson: -87.5373\tvalid_0's l2: 2273.95\n",
"[3]\tvalid_0's poisson: -87.7149\tvalid_0's l2: 2260.93\n",
"[4]\tvalid_0's poisson: -87.8896\tvalid_0's l2: 2248\n",
"[5]\tvalid_0's poisson: -88.0618\tvalid_0's l2: 2235.18\n",
"[6]\tvalid_0's poisson: -88.2313\tvalid_0's l2: 2222.45\n",
"[7]\tvalid_0's poisson: -88.3984\tvalid_0's l2: 2209.83\n",
"[8]\tvalid_0's poisson: -88.563\tvalid_0's l2: 2197.3\n",
"[9]\tvalid_0's poisson: -88.7252\tvalid_0's l2: 2184.87\n",
"[10]\tvalid_0's poisson: -88.8849\tvalid_0's l2: 2172.54\n",
"[11]\tvalid_0's poisson: -89.0425\tvalid_0's l2: 2160.31\n",
"[12]\tvalid_0's poisson: -89.1993\tvalid_0's l2: 2148.06\n",
"[13]\tvalid_0's poisson: -89.3538\tvalid_0's l2: 2135.91\n",
"[14]\tvalid_0's poisson: -89.5061\tvalid_0's l2: 2123.85\n",
"[15]\tvalid_0's poisson: -89.6554\tvalid_0's l2: 2111.98\n",
"[16]\tvalid_0's poisson: -89.8036\tvalid_0's l2: 2100.11\n",
"[17]\tvalid_0's poisson: -89.95\tvalid_0's l2: 2088.33\n",
"[18]\tvalid_0's poisson: -90.0934\tvalid_0's l2: 2076.73\n",
"[19]\tvalid_0's poisson: -90.2359\tvalid_0's l2: 2065.12\n",
"[20]\tvalid_0's poisson: -90.3766\tvalid_0's l2: 2053.61\n",
"[21]\tvalid_0's poisson: -90.5148\tvalid_0's l2: 2042.24\n",
"[22]\tvalid_0's poisson: -90.6511\tvalid_0's l2: 2030.98\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[23]\tvalid_0's poisson: -90.7864\tvalid_0's l2: 2019.73\n",
"[24]\tvalid_0's poisson: -90.9196\tvalid_0's l2: 2008.61\n",
"[25]\tvalid_0's poisson: -91.051\tvalid_0's l2: 1997.61\n",
"[26]\tvalid_0's poisson: -91.1815\tvalid_0's l2: 1986.62\n",
"[27]\tvalid_0's poisson: -91.31\tvalid_0's l2: 1975.74\n",
"[28]\tvalid_0's poisson: -91.4372\tvalid_0's l2: 1964.96\n",
"[29]\tvalid_0's poisson: -91.5629\tvalid_0's l2: 1954.23\n",
"[30]\tvalid_0's poisson: -91.6869\tvalid_0's l2: 1943.6\n",
"[31]\tvalid_0's poisson: -91.8098\tvalid_0's l2: 1933.06\n",
"[32]\tvalid_0's poisson: -91.9309\tvalid_0's l2: 1922.59\n",
"[33]\tvalid_0's poisson: -92.0509\tvalid_0's l2: 1912.18\n",
"[34]\tvalid_0's poisson: -92.169\tvalid_0's l2: 1901.93\n",
"[35]\tvalid_0's poisson: -92.2861\tvalid_0's l2: 1891.69\n",
"[36]\tvalid_0's poisson: -92.4018\tvalid_0's l2: 1881.54\n",
"[37]\tvalid_0's poisson: -92.516\tvalid_0's l2: 1871.52\n",
"[38]\tvalid_0's poisson: -92.6293\tvalid_0's l2: 1861.51\n",
"[39]\tvalid_0's poisson: -92.7413\tvalid_0's l2: 1851.59\n",
"[40]\tvalid_0's poisson: -92.8518\tvalid_0's l2: 1841.79\n",
"[41]\tvalid_0's poisson: -92.9612\tvalid_0's l2: 1832.03\n",
"[42]\tvalid_0's poisson: -93.0696\tvalid_0's l2: 1822.33\n",
"[43]\tvalid_0's poisson: -93.1766\tvalid_0's l2: 1812.75\n",
"[44]\tvalid_0's poisson: -93.2825\tvalid_0's l2: 1803.22\n",
"[45]\tvalid_0's poisson: -93.3884\tvalid_0's l2: 1793.67\n",
"[46]\tvalid_0's poisson: -93.4923\tvalid_0's l2: 1784.26\n",
"[47]\tvalid_0's poisson: -93.595\tvalid_0's l2: 1774.97\n",
"[48]\tvalid_0's poisson: -93.6973\tvalid_0's l2: 1765.71\n",
"[49]\tvalid_0's poisson: -93.7985\tvalid_0's l2: 1756.52\n",
"[50]\tvalid_0's poisson: -93.8988\tvalid_0's l2: 1747.4\n",
"[51]\tvalid_0's poisson: -93.998\tvalid_0's l2: 1738.33\n",
"[52]\tvalid_0's poisson: -94.0963\tvalid_0's l2: 1729.33\n",
"[53]\tvalid_0's poisson: -94.1936\tvalid_0's l2: 1720.42\n",
"[54]\tvalid_0's poisson: -94.2899\tvalid_0's l2: 1711.55\n",
"[55]\tvalid_0's poisson: -94.3852\tvalid_0's l2: 1702.72\n",
"[56]\tvalid_0's poisson: -94.4797\tvalid_0's l2: 1694.01\n",
"[57]\tvalid_0's poisson: -94.5731\tvalid_0's l2: 1685.36\n",
"[58]\tvalid_0's poisson: -94.6657\tvalid_0's l2: 1676.79\n",
"[59]\tvalid_0's poisson: -94.7574\tvalid_0's l2: 1668.25\n",
"[60]\tvalid_0's poisson: -94.8478\tvalid_0's l2: 1659.83\n",
"[61]\tvalid_0's poisson: -94.9379\tvalid_0's l2: 1651.43\n",
"[62]\tvalid_0's poisson: -95.0264\tvalid_0's l2: 1643.15\n",
"[63]\tvalid_0's poisson: -95.1148\tvalid_0's l2: 1634.88\n",
"[64]\tvalid_0's poisson: -95.2019\tvalid_0's l2: 1626.69\n",
"[65]\tvalid_0's poisson: -95.2888\tvalid_0's l2: 1618.47\n",
"[66]\tvalid_0's poisson: -95.3778\tvalid_0's l2: 1610.1\n",
"[67]\tvalid_0's poisson: -95.4658\tvalid_0's l2: 1601.81\n",
"[68]\tvalid_0's poisson: -95.5508\tvalid_0's l2: 1593.75\n",
"[69]\tvalid_0's poisson: -95.6372\tvalid_0's l2: 1585.58\n",
"[70]\tvalid_0's poisson: -95.7199\tvalid_0's l2: 1577.69\n",
"[71]\tvalid_0's poisson: -95.8048\tvalid_0's l2: 1569.63\n",
"[72]\tvalid_0's poisson: -95.888\tvalid_0's l2: 1561.72\n",
"[73]\tvalid_0's poisson: -95.9691\tvalid_0's l2: 1553.95\n",
"[74]\tvalid_0's poisson: -96.0508\tvalid_0's l2: 1546.15\n",
"[75]\tvalid_0's poisson: -96.1317\tvalid_0's l2: 1538.42\n",
"[76]\tvalid_0's poisson: -96.2118\tvalid_0's l2: 1530.74\n",
"[77]\tvalid_0's poisson: -96.2912\tvalid_0's l2: 1523.12\n",
"[78]\tvalid_0's poisson: -96.3687\tvalid_0's l2: 1515.65\n",
"[79]\tvalid_0's poisson: -96.4467\tvalid_0's l2: 1508.14\n",
"[80]\tvalid_0's poisson: -96.5239\tvalid_0's l2: 1500.7\n",
"[81]\tvalid_0's poisson: -96.6005\tvalid_0's l2: 1493.31\n",
"[82]\tvalid_0's poisson: -96.6766\tvalid_0's l2: 1485.88\n",
"[83]\tvalid_0's poisson: -96.7516\tvalid_0's l2: 1478.56\n",
"[84]\tvalid_0's poisson: -96.826\tvalid_0's l2: 1471.29\n",
"[85]\tvalid_0's poisson: -96.8997\tvalid_0's l2: 1464.08\n",
"[86]\tvalid_0's poisson: -96.9728\tvalid_0's l2: 1456.91\n",
"[87]\tvalid_0's poisson: -97.0453\tvalid_0's l2: 1449.81\n",
"[88]\tvalid_0's poisson: -97.1166\tvalid_0's l2: 1442.85\n",
"[89]\tvalid_0's poisson: -97.1885\tvalid_0's l2: 1435.77\n",
"[90]\tvalid_0's poisson: -97.2586\tvalid_0's l2: 1428.91\n",
"[91]\tvalid_0's poisson: -97.3286\tvalid_0's l2: 1422.01\n",
"[92]\tvalid_0's poisson: -97.3974\tvalid_0's l2: 1415.26\n",
"[93]\tvalid_0's poisson: -97.4667\tvalid_0's l2: 1408.41\n",
"[94]\tvalid_0's poisson: -97.5344\tvalid_0's l2: 1401.76\n",
"[95]\tvalid_0's poisson: -97.6025\tvalid_0's l2: 1395\n",
"[96]\tvalid_0's poisson: -97.669\tvalid_0's l2: 1388.47\n",
"[97]\tvalid_0's poisson: -97.7361\tvalid_0's l2: 1381.81\n",
"[98]\tvalid_0's poisson: -97.8016\tvalid_0's l2: 1375.35\n",
"[99]\tvalid_0's poisson: -97.8674\tvalid_0's l2: 1368.79\n",
"[100]\tvalid_0's poisson: -97.9327\tvalid_0's l2: 1362.29\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.358\tvalid_0's l2: 2287\n",
"[2]\tvalid_0's poisson: -87.5394\tvalid_0's l2: 2273.79\n",
"[3]\tvalid_0's poisson: -87.7168\tvalid_0's l2: 2260.75\n",
"[4]\tvalid_0's poisson: -87.8919\tvalid_0's l2: 2247.77\n",
"[5]\tvalid_0's poisson: -88.0644\tvalid_0's l2: 2234.89\n",
"[6]\tvalid_0's poisson: -88.2345\tvalid_0's l2: 2222.07\n",
"[7]\tvalid_0's poisson: -88.401\tvalid_0's l2: 2209.43\n",
"[8]\tvalid_0's poisson: -88.566\tvalid_0's l2: 2196.82\n",
"[9]\tvalid_0's poisson: -88.7277\tvalid_0's l2: 2184.36\n",
"[10]\tvalid_0's poisson: -88.8878\tvalid_0's l2: 2171.94\n",
"[11]\tvalid_0's poisson: -89.0447\tvalid_0's l2: 2159.68\n",
"[12]\tvalid_0's poisson: -89.2003\tvalid_0's l2: 2147.45\n",
"[13]\tvalid_0's poisson: -89.3536\tvalid_0's l2: 2135.32\n",
"[14]\tvalid_0's poisson: -89.5044\tvalid_0's l2: 2123.31\n",
"[15]\tvalid_0's poisson: -89.6565\tvalid_0's l2: 2111.13\n",
"[16]\tvalid_0's poisson: -89.8052\tvalid_0's l2: 2099.15\n",
"[17]\tvalid_0's poisson: -89.9511\tvalid_0's l2: 2087.32\n",
"[18]\tvalid_0's poisson: -90.0957\tvalid_0's l2: 2075.52\n",
"[19]\tvalid_0's poisson: -90.2398\tvalid_0's l2: 2063.71\n",
"[20]\tvalid_0's poisson: -90.3832\tvalid_0's l2: 2051.99\n",
"[21]\tvalid_0's poisson: -90.5206\tvalid_0's l2: 2040.59\n",
"[22]\tvalid_0's poisson: -90.6587\tvalid_0's l2: 2029.09\n",
"[23]\tvalid_0's poisson: -90.7969\tvalid_0's l2: 2017.63\n",
"[24]\tvalid_0's poisson: -90.9313\tvalid_0's l2: 2006.31\n",
"[25]\tvalid_0's poisson: -91.0629\tvalid_0's l2: 1995.21\n",
"[26]\tvalid_0's poisson: -91.1931\tvalid_0's l2: 1984.14\n",
"[27]\tvalid_0's poisson: -91.3249\tvalid_0's l2: 1973.01\n",
"[28]\tvalid_0's poisson: -91.4519\tvalid_0's l2: 1962.14\n",
"[29]\tvalid_0's poisson: -91.5782\tvalid_0's l2: 1951.26\n",
"[30]\tvalid_0's poisson: -91.7031\tvalid_0's l2: 1940.44\n",
"[31]\tvalid_0's poisson: -91.8291\tvalid_0's l2: 1929.61\n",
"[32]\tvalid_0's poisson: -91.9483\tvalid_0's l2: 1919.25\n",
"[33]\tvalid_0's poisson: -92.0685\tvalid_0's l2: 1908.75\n",
"[34]\tvalid_0's poisson: -92.1904\tvalid_0's l2: 1898.16\n",
"[35]\tvalid_0's poisson: -92.3072\tvalid_0's l2: 1887.91\n",
"[36]\tvalid_0's poisson: -92.4229\tvalid_0's l2: 1877.7\n",
"[37]\tvalid_0's poisson: -92.536\tvalid_0's l2: 1867.7\n",
"[38]\tvalid_0's poisson: -92.6524\tvalid_0's l2: 1857.43\n",
"[39]\tvalid_0's poisson: -92.7644\tvalid_0's l2: 1847.42\n",
"[40]\tvalid_0's poisson: -92.8752\tvalid_0's l2: 1837.52\n",
"[41]\tvalid_0's poisson: -92.988\tvalid_0's l2: 1827.46\n",
"[42]\tvalid_0's poisson: -93.0963\tvalid_0's l2: 1817.71\n",
"[43]\tvalid_0's poisson: -93.2041\tvalid_0's l2: 1808.01\n",
"[44]\tvalid_0's poisson: -93.3093\tvalid_0's l2: 1798.5\n",
"[45]\tvalid_0's poisson: -93.4175\tvalid_0's l2: 1788.73\n",
"[46]\tvalid_0's poisson: -93.5215\tvalid_0's l2: 1779.27\n",
"[47]\tvalid_0's poisson: -93.6244\tvalid_0's l2: 1769.86\n",
"[48]\tvalid_0's poisson: -93.729\tvalid_0's l2: 1760.34\n",
"[49]\tvalid_0's poisson: -93.8309\tvalid_0's l2: 1750.92\n",
"[50]\tvalid_0's poisson: -93.9296\tvalid_0's l2: 1741.85\n",
"[51]\tvalid_0's poisson: -94.0315\tvalid_0's l2: 1732.49\n",
"[52]\tvalid_0's poisson: -94.1292\tvalid_0's l2: 1723.45\n",
"[53]\tvalid_0's poisson: -94.226\tvalid_0's l2: 1714.47\n",
"[54]\tvalid_0's poisson: -94.3211\tvalid_0's l2: 1705.64\n",
"[55]\tvalid_0's poisson: -94.4192\tvalid_0's l2: 1696.56\n",
"[56]\tvalid_0's poisson: -94.5142\tvalid_0's l2: 1687.62\n",
"[57]\tvalid_0's poisson: -94.6068\tvalid_0's l2: 1678.95\n",
"[58]\tvalid_0's poisson: -94.7021\tvalid_0's l2: 1670.06\n",
"[59]\tvalid_0's poisson: -94.7938\tvalid_0's l2: 1661.43\n",
"[60]\tvalid_0's poisson: -94.8837\tvalid_0's l2: 1652.95\n",
"[61]\tvalid_0's poisson: -94.9742\tvalid_0's l2: 1644.34\n",
"[62]\tvalid_0's poisson: -95.066\tvalid_0's l2: 1635.7\n",
"[63]\tvalid_0's poisson: -95.1548\tvalid_0's l2: 1627.23\n",
"[64]\tvalid_0's poisson: -95.2417\tvalid_0's l2: 1619.01\n",
"[65]\tvalid_0's poisson: -95.331\tvalid_0's l2: 1610.56\n",
"[66]\tvalid_0's poisson: -95.416\tvalid_0's l2: 1602.42\n",
"[67]\tvalid_0's poisson: -95.5001\tvalid_0's l2: 1594.38\n",
"[68]\tvalid_0's poisson: -95.587\tvalid_0's l2: 1586.12\n",
"[69]\tvalid_0's poisson: -95.6704\tvalid_0's l2: 1578.09\n",
"[70]\tvalid_0's poisson: -95.7524\tvalid_0's l2: 1570.18\n",
"[71]\tvalid_0's poisson: -95.837\tvalid_0's l2: 1562.09\n",
"[72]\tvalid_0's poisson: -95.9182\tvalid_0's l2: 1554.28\n",
"[73]\tvalid_0's poisson: -95.9987\tvalid_0's l2: 1546.49\n",
"[74]\tvalid_0's poisson: -96.0783\tvalid_0's l2: 1538.75\n",
"[75]\tvalid_0's poisson: -96.1601\tvalid_0's l2: 1530.89\n",
"[76]\tvalid_0's poisson: -96.2385\tvalid_0's l2: 1523.25\n",
"[77]\tvalid_0's poisson: -96.3156\tvalid_0's l2: 1515.75\n",
"[78]\tvalid_0's poisson: -96.3952\tvalid_0's l2: 1508.07\n",
"[79]\tvalid_0's poisson: -96.4712\tvalid_0's l2: 1500.62\n",
"[80]\tvalid_0's poisson: -96.5469\tvalid_0's l2: 1493.27\n",
"[81]\tvalid_0's poisson: -96.6245\tvalid_0's l2: 1485.75\n",
"[82]\tvalid_0's poisson: -96.6983\tvalid_0's l2: 1478.52\n",
"[83]\tvalid_0's poisson: -96.7711\tvalid_0's l2: 1471.38\n",
"[84]\tvalid_0's poisson: -96.8469\tvalid_0's l2: 1464.01\n",
"[85]\tvalid_0's poisson: -96.9193\tvalid_0's l2: 1456.88\n",
"[86]\tvalid_0's poisson: -96.9917\tvalid_0's l2: 1449.8\n",
"[87]\tvalid_0's poisson: -97.063\tvalid_0's l2: 1442.77\n",
"[88]\tvalid_0's poisson: -97.1363\tvalid_0's l2: 1435.61\n",
"[89]\tvalid_0's poisson: -97.206\tvalid_0's l2: 1428.8\n",
"[90]\tvalid_0's poisson: -97.2752\tvalid_0's l2: 1421.96\n",
"[91]\tvalid_0's poisson: -97.3467\tvalid_0's l2: 1414.96\n",
"[92]\tvalid_0's poisson: -97.4151\tvalid_0's l2: 1408.25\n",
"[93]\tvalid_0's poisson: -97.4826\tvalid_0's l2: 1401.56\n",
"[94]\tvalid_0's poisson: -97.55\tvalid_0's l2: 1394.96\n",
"[95]\tvalid_0's poisson: -97.6193\tvalid_0's l2: 1388.15\n",
"[96]\tvalid_0's poisson: -97.6858\tvalid_0's l2: 1381.54\n",
"[97]\tvalid_0's poisson: -97.7518\tvalid_0's l2: 1375.02\n",
"[98]\tvalid_0's poisson: -97.8196\tvalid_0's l2: 1368.35\n",
"[99]\tvalid_0's poisson: -97.8843\tvalid_0's l2: 1361.93\n",
"[100]\tvalid_0's poisson: -97.9486\tvalid_0's l2: 1355.51\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3555\tvalid_0's l2: 2287.15\n",
"[2]\tvalid_0's poisson: -87.5385\tvalid_0's l2: 2273.79\n",
"[3]\tvalid_0's poisson: -87.7185\tvalid_0's l2: 2260.54\n",
"[4]\tvalid_0's poisson: -87.896\tvalid_0's l2: 2247.36\n",
"[5]\tvalid_0's poisson: -88.0718\tvalid_0's l2: 2234.21\n",
"[6]\tvalid_0's poisson: -88.2438\tvalid_0's l2: 2221.26\n",
"[7]\tvalid_0's poisson: -88.414\tvalid_0's l2: 2208.33\n",
"[8]\tvalid_0's poisson: -88.5807\tvalid_0's l2: 2195.58\n",
"[9]\tvalid_0's poisson: -88.7431\tvalid_0's l2: 2183.09\n",
"[10]\tvalid_0's poisson: -88.9031\tvalid_0's l2: 2170.7\n",
"[11]\tvalid_0's poisson: -89.0614\tvalid_0's l2: 2158.37\n",
"[12]\tvalid_0's poisson: -89.2189\tvalid_0's l2: 2146\n",
"[13]\tvalid_0's poisson: -89.3728\tvalid_0's l2: 2133.86\n",
"[14]\tvalid_0's poisson: -89.5245\tvalid_0's l2: 2121.81\n",
"[15]\tvalid_0's poisson: -89.6748\tvalid_0's l2: 2109.79\n",
"[16]\tvalid_0's poisson: -89.8224\tvalid_0's l2: 2097.94\n",
"[17]\tvalid_0's poisson: -89.9689\tvalid_0's l2: 2086.09\n",
"[18]\tvalid_0's poisson: -90.1143\tvalid_0's l2: 2074.26\n",
"[19]\tvalid_0's poisson: -90.2568\tvalid_0's l2: 2062.61\n",
"[20]\tvalid_0's poisson: -90.3977\tvalid_0's l2: 2051.03\n",
"[21]\tvalid_0's poisson: -90.5365\tvalid_0's l2: 2039.56\n",
"[22]\tvalid_0's poisson: -90.6739\tvalid_0's l2: 2028.15\n",
"[23]\tvalid_0's poisson: -90.8102\tvalid_0's l2: 2016.77\n",
"[24]\tvalid_0's poisson: -90.9433\tvalid_0's l2: 2005.62\n",
"[25]\tvalid_0's poisson: -91.0789\tvalid_0's l2: 1994.22\n",
"[26]\tvalid_0's poisson: -91.2096\tvalid_0's l2: 1983.16\n",
"[27]\tvalid_0's poisson: -91.3419\tvalid_0's l2: 1971.93\n",
"[28]\tvalid_0's poisson: -91.4703\tvalid_0's l2: 1960.96\n",
"[29]\tvalid_0's poisson: -91.5994\tvalid_0's l2: 1949.9\n",
"[30]\tvalid_0's poisson: -91.7238\tvalid_0's l2: 1939.18\n",
"[31]\tvalid_0's poisson: -91.8499\tvalid_0's l2: 1928.29\n",
"[32]\tvalid_0's poisson: -91.9708\tvalid_0's l2: 1917.79\n",
"[33]\tvalid_0's poisson: -92.0941\tvalid_0's l2: 1907.04\n",
"[34]\tvalid_0's poisson: -92.2139\tvalid_0's l2: 1896.55\n",
"[35]\tvalid_0's poisson: -92.3339\tvalid_0's l2: 1886.02\n",
"[36]\tvalid_0's poisson: -92.4508\tvalid_0's l2: 1875.7\n",
"[37]\tvalid_0's poisson: -92.5684\tvalid_0's l2: 1865.28\n",
"[38]\tvalid_0's poisson: -92.6828\tvalid_0's l2: 1855.12\n",
"[39]\tvalid_0's poisson: -92.7961\tvalid_0's l2: 1845.01\n",
"[40]\tvalid_0's poisson: -92.91\tvalid_0's l2: 1834.82\n",
"[41]\tvalid_0's poisson: -93.0223\tvalid_0's l2: 1824.74\n",
"[42]\tvalid_0's poisson: -93.1313\tvalid_0's l2: 1814.94\n",
"[43]\tvalid_0's poisson: -93.2414\tvalid_0's l2: 1804.99\n",
"[44]\tvalid_0's poisson: -93.349\tvalid_0's l2: 1795.23\n",
"[45]\tvalid_0's poisson: -93.457\tvalid_0's l2: 1785.41\n",
"[46]\tvalid_0's poisson: -93.5627\tvalid_0's l2: 1775.76\n",
"[47]\tvalid_0's poisson: -93.6681\tvalid_0's l2: 1766.12\n",
"[48]\tvalid_0's poisson: -93.7708\tvalid_0's l2: 1756.68\n",
"[49]\tvalid_0's poisson: -93.8731\tvalid_0's l2: 1747.29\n",
"[50]\tvalid_0's poisson: -93.9756\tvalid_0's l2: 1737.82\n",
"[51]\tvalid_0's poisson: -94.0764\tvalid_0's l2: 1728.48\n",
"[52]\tvalid_0's poisson: -94.1747\tvalid_0's l2: 1719.39\n",
"[53]\tvalid_0's poisson: -94.2738\tvalid_0's l2: 1710.15\n",
"[54]\tvalid_0's poisson: -94.3713\tvalid_0's l2: 1701.08\n",
"[55]\tvalid_0's poisson: -94.4681\tvalid_0's l2: 1692.03\n",
"[56]\tvalid_0's poisson: -94.5639\tvalid_0's l2: 1683.06\n",
"[57]\tvalid_0's poisson: -94.6588\tvalid_0's l2: 1674.12\n",
"[58]\tvalid_0's poisson: -94.7515\tvalid_0's l2: 1665.43\n",
"[59]\tvalid_0's poisson: -94.844\tvalid_0's l2: 1656.71\n",
"[60]\tvalid_0's poisson: -94.9358\tvalid_0's l2: 1648.04\n",
"[61]\tvalid_0's poisson: -95.027\tvalid_0's l2: 1639.39\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[62]\tvalid_0's poisson: -95.1173\tvalid_0's l2: 1630.81\n",
"[63]\tvalid_0's poisson: -95.2057\tvalid_0's l2: 1622.44\n",
"[64]\tvalid_0's poisson: -95.294\tvalid_0's l2: 1614.02\n",
"[65]\tvalid_0's poisson: -95.382\tvalid_0's l2: 1605.61\n",
"[66]\tvalid_0's poisson: -95.469\tvalid_0's l2: 1597.27\n",
"[67]\tvalid_0's poisson: -95.5549\tvalid_0's l2: 1589.04\n",
"[68]\tvalid_0's poisson: -95.6404\tvalid_0's l2: 1580.81\n",
"[69]\tvalid_0's poisson: -95.7244\tvalid_0's l2: 1572.73\n",
"[70]\tvalid_0's poisson: -95.808\tvalid_0's l2: 1564.67\n",
"[71]\tvalid_0's poisson: -95.89\tvalid_0's l2: 1556.78\n",
"[72]\tvalid_0's poisson: -95.9721\tvalid_0's l2: 1548.85\n",
"[73]\tvalid_0's poisson: -96.0535\tvalid_0's l2: 1540.95\n",
"[74]\tvalid_0's poisson: -96.1339\tvalid_0's l2: 1533.16\n",
"[75]\tvalid_0's poisson: -96.2143\tvalid_0's l2: 1525.34\n",
"[76]\tvalid_0's poisson: -96.2937\tvalid_0's l2: 1517.63\n",
"[77]\tvalid_0's poisson: -96.3719\tvalid_0's l2: 1510.02\n",
"[78]\tvalid_0's poisson: -96.449\tvalid_0's l2: 1502.53\n",
"[79]\tvalid_0's poisson: -96.526\tvalid_0's l2: 1495.03\n",
"[80]\tvalid_0's poisson: -96.6027\tvalid_0's l2: 1487.51\n",
"[81]\tvalid_0's poisson: -96.6786\tvalid_0's l2: 1480.05\n",
"[82]\tvalid_0's poisson: -96.7542\tvalid_0's l2: 1472.65\n",
"[83]\tvalid_0's poisson: -96.8286\tvalid_0's l2: 1465.37\n",
"[84]\tvalid_0's poisson: -96.903\tvalid_0's l2: 1458.01\n",
"[85]\tvalid_0's poisson: -96.9757\tvalid_0's l2: 1450.89\n",
"[86]\tvalid_0's poisson: -97.0493\tvalid_0's l2: 1443.61\n",
"[87]\tvalid_0's poisson: -97.1214\tvalid_0's l2: 1436.51\n",
"[88]\tvalid_0's poisson: -97.1936\tvalid_0's l2: 1429.43\n",
"[89]\tvalid_0's poisson: -97.265\tvalid_0's l2: 1422.33\n",
"[90]\tvalid_0's poisson: -97.3356\tvalid_0's l2: 1415.31\n",
"[91]\tvalid_0's poisson: -97.4054\tvalid_0's l2: 1408.42\n",
"[92]\tvalid_0's poisson: -97.4739\tvalid_0's l2: 1401.66\n",
"[93]\tvalid_0's poisson: -97.5432\tvalid_0's l2: 1394.83\n",
"[94]\tvalid_0's poisson: -97.6115\tvalid_0's l2: 1388.02\n",
"[95]\tvalid_0's poisson: -97.6799\tvalid_0's l2: 1381.18\n",
"[96]\tvalid_0's poisson: -97.7471\tvalid_0's l2: 1374.52\n",
"[97]\tvalid_0's poisson: -97.8133\tvalid_0's l2: 1367.88\n",
"[98]\tvalid_0's poisson: -97.8794\tvalid_0's l2: 1361.32\n",
"[99]\tvalid_0's poisson: -97.9454\tvalid_0's l2: 1354.79\n",
"[100]\tvalid_0's poisson: -98.0111\tvalid_0's l2: 1348.23\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3633\tvalid_0's l2: 2286.64\n",
"[2]\tvalid_0's poisson: -87.5475\tvalid_0's l2: 2273.24\n",
"[3]\tvalid_0's poisson: -87.7288\tvalid_0's l2: 2259.95\n",
"[4]\tvalid_0's poisson: -87.9072\tvalid_0's l2: 2246.75\n",
"[5]\tvalid_0's poisson: -88.0828\tvalid_0's l2: 2233.66\n",
"[6]\tvalid_0's poisson: -88.2542\tvalid_0's l2: 2220.82\n",
"[7]\tvalid_0's poisson: -88.4251\tvalid_0's l2: 2207.88\n",
"[8]\tvalid_0's poisson: -88.5915\tvalid_0's l2: 2195.23\n",
"[9]\tvalid_0's poisson: -88.7571\tvalid_0's l2: 2182.52\n",
"[10]\tvalid_0's poisson: -88.9188\tvalid_0's l2: 2170.05\n",
"[11]\tvalid_0's poisson: -89.0804\tvalid_0's l2: 2157.48\n",
"[12]\tvalid_0's poisson: -89.2375\tvalid_0's l2: 2145.2\n",
"[13]\tvalid_0's poisson: -89.3947\tvalid_0's l2: 2132.81\n",
"[14]\tvalid_0's poisson: -89.5492\tvalid_0's l2: 2120.57\n",
"[15]\tvalid_0's poisson: -89.7001\tvalid_0's l2: 2108.55\n",
"[16]\tvalid_0's poisson: -89.8502\tvalid_0's l2: 2096.52\n",
"[17]\tvalid_0's poisson: -89.9973\tvalid_0's l2: 2084.67\n",
"[18]\tvalid_0's poisson: -90.1441\tvalid_0's l2: 2072.75\n",
"[19]\tvalid_0's poisson: -90.2886\tvalid_0's l2: 2060.97\n",
"[20]\tvalid_0's poisson: -90.4314\tvalid_0's l2: 2049.26\n",
"[21]\tvalid_0's poisson: -90.5723\tvalid_0's l2: 2037.64\n",
"[22]\tvalid_0's poisson: -90.712\tvalid_0's l2: 2026.07\n",
"[23]\tvalid_0's poisson: -90.8481\tvalid_0's l2: 2014.74\n",
"[24]\tvalid_0's poisson: -90.9841\tvalid_0's l2: 2003.35\n",
"[25]\tvalid_0's poisson: -91.1184\tvalid_0's l2: 1992.06\n",
"[26]\tvalid_0's poisson: -91.2507\tvalid_0's l2: 1980.87\n",
"[27]\tvalid_0's poisson: -91.3816\tvalid_0's l2: 1969.76\n",
"[28]\tvalid_0's poisson: -91.5111\tvalid_0's l2: 1958.72\n",
"[29]\tvalid_0's poisson: -91.6378\tvalid_0's l2: 1947.88\n",
"[30]\tvalid_0's poisson: -91.7642\tvalid_0's l2: 1936.99\n",
"[31]\tvalid_0's poisson: -91.8892\tvalid_0's l2: 1926.2\n",
"[32]\tvalid_0's poisson: -92.0127\tvalid_0's l2: 1915.49\n",
"[33]\tvalid_0's poisson: -92.135\tvalid_0's l2: 1904.8\n",
"[34]\tvalid_0's poisson: -92.2559\tvalid_0's l2: 1894.23\n",
"[35]\tvalid_0's poisson: -92.3749\tvalid_0's l2: 1883.76\n",
"[36]\tvalid_0's poisson: -92.4931\tvalid_0's l2: 1873.36\n",
"[37]\tvalid_0's poisson: -92.6102\tvalid_0's l2: 1862.97\n",
"[38]\tvalid_0's poisson: -92.7259\tvalid_0's l2: 1852.69\n",
"[39]\tvalid_0's poisson: -92.8395\tvalid_0's l2: 1842.55\n",
"[40]\tvalid_0's poisson: -92.9524\tvalid_0's l2: 1832.45\n",
"[41]\tvalid_0's poisson: -93.0644\tvalid_0's l2: 1822.38\n",
"[42]\tvalid_0's poisson: -93.1751\tvalid_0's l2: 1812.39\n",
"[43]\tvalid_0's poisson: -93.2844\tvalid_0's l2: 1802.5\n",
"[44]\tvalid_0's poisson: -93.3926\tvalid_0's l2: 1792.67\n",
"[45]\tvalid_0's poisson: -93.4996\tvalid_0's l2: 1782.92\n",
"[46]\tvalid_0's poisson: -93.6054\tvalid_0's l2: 1773.24\n",
"[47]\tvalid_0's poisson: -93.7099\tvalid_0's l2: 1763.66\n",
"[48]\tvalid_0's poisson: -93.814\tvalid_0's l2: 1754.12\n",
"[49]\tvalid_0's poisson: -93.9163\tvalid_0's l2: 1744.68\n",
"[50]\tvalid_0's poisson: -94.0174\tvalid_0's l2: 1735.32\n",
"[51]\tvalid_0's poisson: -94.1176\tvalid_0's l2: 1726.02\n",
"[52]\tvalid_0's poisson: -94.2173\tvalid_0's l2: 1716.77\n",
"[53]\tvalid_0's poisson: -94.3154\tvalid_0's l2: 1707.61\n",
"[54]\tvalid_0's poisson: -94.4124\tvalid_0's l2: 1698.53\n",
"[55]\tvalid_0's poisson: -94.5089\tvalid_0's l2: 1689.49\n",
"[56]\tvalid_0's poisson: -94.605\tvalid_0's l2: 1680.49\n",
"[57]\tvalid_0's poisson: -94.6991\tvalid_0's l2: 1671.61\n",
"[58]\tvalid_0's poisson: -94.7926\tvalid_0's l2: 1662.78\n",
"[59]\tvalid_0's poisson: -94.8848\tvalid_0's l2: 1654.04\n",
"[60]\tvalid_0's poisson: -94.9772\tvalid_0's l2: 1645.31\n",
"[61]\tvalid_0's poisson: -95.0681\tvalid_0's l2: 1636.67\n",
"[62]\tvalid_0's poisson: -95.1581\tvalid_0's l2: 1628.06\n",
"[63]\tvalid_0's poisson: -95.2467\tvalid_0's l2: 1619.56\n",
"[64]\tvalid_0's poisson: -95.3333\tvalid_0's l2: 1611.29\n",
"[65]\tvalid_0's poisson: -95.4215\tvalid_0's l2: 1602.88\n",
"[66]\tvalid_0's poisson: -95.5065\tvalid_0's l2: 1594.71\n",
"[67]\tvalid_0's poisson: -95.5908\tvalid_0's l2: 1586.6\n",
"[68]\tvalid_0's poisson: -95.6742\tvalid_0's l2: 1578.56\n",
"[69]\tvalid_0's poisson: -95.7593\tvalid_0's l2: 1570.39\n",
"[70]\tvalid_0's poisson: -95.8412\tvalid_0's l2: 1562.46\n",
"[71]\tvalid_0's poisson: -95.922\tvalid_0's l2: 1554.63\n",
"[72]\tvalid_0's poisson: -96.0023\tvalid_0's l2: 1546.83\n",
"[73]\tvalid_0's poisson: -96.0845\tvalid_0's l2: 1538.89\n",
"[74]\tvalid_0's poisson: -96.1631\tvalid_0's l2: 1531.23\n",
"[75]\tvalid_0's poisson: -96.2414\tvalid_0's l2: 1523.6\n",
"[76]\tvalid_0's poisson: -96.3186\tvalid_0's l2: 1516.06\n",
"[77]\tvalid_0's poisson: -96.3981\tvalid_0's l2: 1508.34\n",
"[78]\tvalid_0's poisson: -96.4742\tvalid_0's l2: 1500.87\n",
"[79]\tvalid_0's poisson: -96.5499\tvalid_0's l2: 1493.45\n",
"[80]\tvalid_0's poisson: -96.6244\tvalid_0's l2: 1486.14\n",
"[81]\tvalid_0's poisson: -96.7016\tvalid_0's l2: 1478.61\n",
"[82]\tvalid_0's poisson: -96.7761\tvalid_0's l2: 1471.27\n",
"[83]\tvalid_0's poisson: -96.8499\tvalid_0's l2: 1464.01\n",
"[84]\tvalid_0's poisson: -96.9252\tvalid_0's l2: 1456.64\n",
"[85]\tvalid_0's poisson: -96.9973\tvalid_0's l2: 1449.52\n",
"[86]\tvalid_0's poisson: -97.0693\tvalid_0's l2: 1442.4\n",
"[87]\tvalid_0's poisson: -97.1428\tvalid_0's l2: 1435.19\n",
"[88]\tvalid_0's poisson: -97.2134\tvalid_0's l2: 1428.2\n",
"[89]\tvalid_0's poisson: -97.284\tvalid_0's l2: 1421.17\n",
"[90]\tvalid_0's poisson: -97.3557\tvalid_0's l2: 1414.12\n",
"[91]\tvalid_0's poisson: -97.4239\tvalid_0's l2: 1407.34\n",
"[92]\tvalid_0's poisson: -97.4925\tvalid_0's l2: 1400.51\n",
"[93]\tvalid_0's poisson: -97.5619\tvalid_0's l2: 1393.67\n",
"[94]\tvalid_0's poisson: -97.6289\tvalid_0's l2: 1387.04\n",
"[95]\tvalid_0's poisson: -97.6959\tvalid_0's l2: 1380.33\n",
"[96]\tvalid_0's poisson: -97.7642\tvalid_0's l2: 1373.57\n",
"[97]\tvalid_0's poisson: -97.8291\tvalid_0's l2: 1367.16\n",
"[98]\tvalid_0's poisson: -97.8943\tvalid_0's l2: 1360.63\n",
"[99]\tvalid_0's poisson: -97.9611\tvalid_0's l2: 1354.02\n",
"[100]\tvalid_0's poisson: -98.0256\tvalid_0's l2: 1347.6\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3481\tvalid_0's l2: 2287.64\n",
"[2]\tvalid_0's poisson: -87.5297\tvalid_0's l2: 2274.34\n",
"[3]\tvalid_0's poisson: -87.7083\tvalid_0's l2: 2261.15\n",
"[4]\tvalid_0's poisson: -87.8842\tvalid_0's l2: 2248.06\n",
"[5]\tvalid_0's poisson: -88.0573\tvalid_0's l2: 2235.08\n",
"[6]\tvalid_0's poisson: -88.2279\tvalid_0's l2: 2222.19\n",
"[7]\tvalid_0's poisson: -88.3959\tvalid_0's l2: 2209.4\n",
"[8]\tvalid_0's poisson: -88.5614\tvalid_0's l2: 2196.71\n",
"[9]\tvalid_0's poisson: -88.7245\tvalid_0's l2: 2184.13\n",
"[10]\tvalid_0's poisson: -88.8853\tvalid_0's l2: 2171.64\n",
"[11]\tvalid_0's poisson: -89.0437\tvalid_0's l2: 2159.25\n",
"[12]\tvalid_0's poisson: -89.2\tvalid_0's l2: 2146.95\n",
"[13]\tvalid_0's poisson: -89.354\tvalid_0's l2: 2134.75\n",
"[14]\tvalid_0's poisson: -89.506\tvalid_0's l2: 2122.64\n",
"[15]\tvalid_0's poisson: -89.6554\tvalid_0's l2: 2110.67\n",
"[16]\tvalid_0's poisson: -89.8026\tvalid_0's l2: 2098.81\n",
"[17]\tvalid_0's poisson: -89.9481\tvalid_0's l2: 2087.02\n",
"[18]\tvalid_0's poisson: -90.0917\tvalid_0's l2: 2075.32\n",
"[19]\tvalid_0's poisson: -90.2334\tvalid_0's l2: 2063.73\n",
"[20]\tvalid_0's poisson: -90.3733\tvalid_0's l2: 2052.21\n",
"[21]\tvalid_0's poisson: -90.5112\tvalid_0's l2: 2040.8\n",
"[22]\tvalid_0's poisson: -90.6475\tvalid_0's l2: 2029.46\n",
"[23]\tvalid_0's poisson: -90.7822\tvalid_0's l2: 2018.21\n",
"[24]\tvalid_0's poisson: -90.9152\tvalid_0's l2: 2007.05\n",
"[25]\tvalid_0's poisson: -91.0466\tvalid_0's l2: 1995.97\n",
"[26]\tvalid_0's poisson: -91.1764\tvalid_0's l2: 1984.98\n",
"[27]\tvalid_0's poisson: -91.3054\tvalid_0's l2: 1974.01\n",
"[28]\tvalid_0's poisson: -91.4321\tvalid_0's l2: 1963.18\n",
"[29]\tvalid_0's poisson: -91.5573\tvalid_0's l2: 1952.44\n",
"[30]\tvalid_0's poisson: -91.6805\tvalid_0's l2: 1941.82\n",
"[31]\tvalid_0's poisson: -91.8027\tvalid_0's l2: 1931.26\n",
"[32]\tvalid_0's poisson: -91.9236\tvalid_0's l2: 1920.77\n",
"[33]\tvalid_0's poisson: -92.0425\tvalid_0's l2: 1910.41\n",
"[34]\tvalid_0's poisson: -92.1617\tvalid_0's l2: 1900\n",
"[35]\tvalid_0's poisson: -92.278\tvalid_0's l2: 1889.77\n",
"[36]\tvalid_0's poisson: -92.3934\tvalid_0's l2: 1879.6\n",
"[37]\tvalid_0's poisson: -92.5077\tvalid_0's l2: 1869.51\n",
"[38]\tvalid_0's poisson: -92.6201\tvalid_0's l2: 1859.53\n",
"[39]\tvalid_0's poisson: -92.7326\tvalid_0's l2: 1849.53\n",
"[40]\tvalid_0's poisson: -92.8443\tvalid_0's l2: 1839.57\n",
"[41]\tvalid_0's poisson: -92.9542\tvalid_0's l2: 1829.73\n",
"[42]\tvalid_0's poisson: -93.0629\tvalid_0's l2: 1819.97\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43]\tvalid_0's poisson: -93.17\tvalid_0's l2: 1810.32\n",
"[44]\tvalid_0's poisson: -93.2766\tvalid_0's l2: 1800.69\n",
"[45]\tvalid_0's poisson: -93.3809\tvalid_0's l2: 1791.23\n",
"[46]\tvalid_0's poisson: -93.4853\tvalid_0's l2: 1781.75\n",
"[47]\tvalid_0's poisson: -93.5896\tvalid_0's l2: 1772.26\n",
"[48]\tvalid_0's poisson: -93.6915\tvalid_0's l2: 1762.94\n",
"[49]\tvalid_0's poisson: -93.7931\tvalid_0's l2: 1753.61\n",
"[50]\tvalid_0's poisson: -93.8935\tvalid_0's l2: 1744.37\n",
"[51]\tvalid_0's poisson: -93.9928\tvalid_0's l2: 1735.24\n",
"[52]\tvalid_0's poisson: -94.0917\tvalid_0's l2: 1726.09\n",
"[53]\tvalid_0's poisson: -94.1895\tvalid_0's l2: 1717.05\n",
"[54]\tvalid_0's poisson: -94.2863\tvalid_0's l2: 1708.09\n",
"[55]\tvalid_0's poisson: -94.3843\tvalid_0's l2: 1699\n",
"[56]\tvalid_0's poisson: -94.4809\tvalid_0's l2: 1690\n",
"[57]\tvalid_0's poisson: -94.5744\tvalid_0's l2: 1681.24\n",
"[58]\tvalid_0's poisson: -94.6694\tvalid_0's l2: 1672.36\n",
"[59]\tvalid_0's poisson: -94.7631\tvalid_0's l2: 1663.56\n",
"[60]\tvalid_0's poisson: -94.8559\tvalid_0's l2: 1654.84\n",
"[61]\tvalid_0's poisson: -94.9465\tvalid_0's l2: 1646.29\n",
"[62]\tvalid_0's poisson: -95.0374\tvalid_0's l2: 1637.69\n",
"[63]\tvalid_0's poisson: -95.1274\tvalid_0's l2: 1629.16\n",
"[64]\tvalid_0's poisson: -95.2165\tvalid_0's l2: 1620.71\n",
"[65]\tvalid_0's poisson: -95.3047\tvalid_0's l2: 1612.31\n",
"[66]\tvalid_0's poisson: -95.3916\tvalid_0's l2: 1604.05\n",
"[67]\tvalid_0's poisson: -95.4781\tvalid_0's l2: 1595.79\n",
"[68]\tvalid_0's poisson: -95.5639\tvalid_0's l2: 1587.58\n",
"[69]\tvalid_0's poisson: -95.6486\tvalid_0's l2: 1579.45\n",
"[70]\tvalid_0's poisson: -95.732\tvalid_0's l2: 1571.46\n",
"[71]\tvalid_0's poisson: -95.8153\tvalid_0's l2: 1563.43\n",
"[72]\tvalid_0's poisson: -95.8978\tvalid_0's l2: 1555.47\n",
"[73]\tvalid_0's poisson: -95.9809\tvalid_0's l2: 1547.43\n",
"[74]\tvalid_0's poisson: -96.0619\tvalid_0's l2: 1539.63\n",
"[75]\tvalid_0's poisson: -96.1432\tvalid_0's l2: 1531.75\n",
"[76]\tvalid_0's poisson: -96.2233\tvalid_0's l2: 1523.98\n",
"[77]\tvalid_0's poisson: -96.3031\tvalid_0's l2: 1516.22\n",
"[78]\tvalid_0's poisson: -96.3813\tvalid_0's l2: 1508.65\n",
"[79]\tvalid_0's poisson: -96.4599\tvalid_0's l2: 1500.96\n",
"[80]\tvalid_0's poisson: -96.537\tvalid_0's l2: 1493.41\n",
"[81]\tvalid_0's poisson: -96.6136\tvalid_0's l2: 1485.88\n",
"[82]\tvalid_0's poisson: -96.6899\tvalid_0's l2: 1478.41\n",
"[83]\tvalid_0's poisson: -96.7647\tvalid_0's l2: 1471.11\n",
"[84]\tvalid_0's poisson: -96.839\tvalid_0's l2: 1463.77\n",
"[85]\tvalid_0's poisson: -96.9125\tvalid_0's l2: 1456.57\n",
"[86]\tvalid_0's poisson: -96.9859\tvalid_0's l2: 1449.31\n",
"[87]\tvalid_0's poisson: -97.0584\tvalid_0's l2: 1442.21\n",
"[88]\tvalid_0's poisson: -97.1303\tvalid_0's l2: 1435.1\n",
"[89]\tvalid_0's poisson: -97.2014\tvalid_0's l2: 1428.03\n",
"[90]\tvalid_0's poisson: -97.2721\tvalid_0's l2: 1421.02\n",
"[91]\tvalid_0's poisson: -97.3419\tvalid_0's l2: 1414.15\n",
"[92]\tvalid_0's poisson: -97.4113\tvalid_0's l2: 1407.23\n",
"[93]\tvalid_0's poisson: -97.4791\tvalid_0's l2: 1400.44\n",
"[94]\tvalid_0's poisson: -97.5471\tvalid_0's l2: 1393.69\n",
"[95]\tvalid_0's poisson: -97.6153\tvalid_0's l2: 1386.99\n",
"[96]\tvalid_0's poisson: -97.6825\tvalid_0's l2: 1380.26\n",
"[97]\tvalid_0's poisson: -97.7494\tvalid_0's l2: 1373.58\n",
"[98]\tvalid_0's poisson: -97.815\tvalid_0's l2: 1366.99\n",
"[99]\tvalid_0's poisson: -97.8808\tvalid_0's l2: 1360.41\n",
"[100]\tvalid_0's poisson: -97.9468\tvalid_0's l2: 1353.83\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.5321\tvalid_0's l2: 2121.99\n",
"[2]\tvalid_0's poisson: -91.4692\tvalid_0's l2: 1963.27\n",
"[3]\tvalid_0's poisson: -93.1586\tvalid_0's l2: 1816.35\n",
"[4]\tvalid_0's poisson: -94.5778\tvalid_0's l2: 1688.71\n",
"[5]\tvalid_0's poisson: -95.7955\tvalid_0's l2: 1575.87\n",
"[6]\tvalid_0's poisson: -96.8535\tvalid_0's l2: 1476.02\n",
"[7]\tvalid_0's poisson: -97.7698\tvalid_0's l2: 1388.3\n",
"[8]\tvalid_0's poisson: -98.5983\tvalid_0's l2: 1308.79\n",
"[9]\tvalid_0's poisson: -99.3974\tvalid_0's l2: 1232.05\n",
"[10]\tvalid_0's poisson: -100.087\tvalid_0's l2: 1164.99\n",
"[11]\tvalid_0's poisson: -100.714\tvalid_0's l2: 1105.54\n",
"[12]\tvalid_0's poisson: -101.267\tvalid_0's l2: 1053.33\n",
"[13]\tvalid_0's poisson: -101.774\tvalid_0's l2: 1006.12\n",
"[14]\tvalid_0's poisson: -102.226\tvalid_0's l2: 962.594\n",
"[15]\tvalid_0's poisson: -102.618\tvalid_0's l2: 924.192\n",
"[16]\tvalid_0's poisson: -103.035\tvalid_0's l2: 886.375\n",
"[17]\tvalid_0's poisson: -103.421\tvalid_0's l2: 851.829\n",
"[18]\tvalid_0's poisson: -103.78\tvalid_0's l2: 819.532\n",
"[19]\tvalid_0's poisson: -104.077\tvalid_0's l2: 793.089\n",
"[20]\tvalid_0's poisson: -104.347\tvalid_0's l2: 768.696\n",
"[21]\tvalid_0's poisson: -104.642\tvalid_0's l2: 743.898\n",
"[22]\tvalid_0's poisson: -104.868\tvalid_0's l2: 724.545\n",
"[23]\tvalid_0's poisson: -105.118\tvalid_0's l2: 703.979\n",
"[24]\tvalid_0's poisson: -105.348\tvalid_0's l2: 685.73\n",
"[25]\tvalid_0's poisson: -105.553\tvalid_0's l2: 667.92\n",
"[26]\tvalid_0's poisson: -105.752\tvalid_0's l2: 652.753\n",
"[27]\tvalid_0's poisson: -105.921\tvalid_0's l2: 638.648\n",
"[28]\tvalid_0's poisson: -106.067\tvalid_0's l2: 626.635\n",
"[29]\tvalid_0's poisson: -106.233\tvalid_0's l2: 613.724\n",
"[30]\tvalid_0's poisson: -106.364\tvalid_0's l2: 602.676\n",
"[31]\tvalid_0's poisson: -106.511\tvalid_0's l2: 592.452\n",
"[32]\tvalid_0's poisson: -106.636\tvalid_0's l2: 583.194\n",
"[33]\tvalid_0's poisson: -106.74\tvalid_0's l2: 574.773\n",
"[34]\tvalid_0's poisson: -106.84\tvalid_0's l2: 565.814\n",
"[35]\tvalid_0's poisson: -106.941\tvalid_0's l2: 556.363\n",
"[36]\tvalid_0's poisson: -107.052\tvalid_0's l2: 548.053\n",
"[37]\tvalid_0's poisson: -107.144\tvalid_0's l2: 541.16\n",
"[38]\tvalid_0's poisson: -107.228\tvalid_0's l2: 533.286\n",
"[39]\tvalid_0's poisson: -107.308\tvalid_0's l2: 526.005\n",
"[40]\tvalid_0's poisson: -107.389\tvalid_0's l2: 519.862\n",
"[41]\tvalid_0's poisson: -107.453\tvalid_0's l2: 514.626\n",
"[42]\tvalid_0's poisson: -107.512\tvalid_0's l2: 508.734\n",
"[43]\tvalid_0's poisson: -107.575\tvalid_0's l2: 503.699\n",
"[44]\tvalid_0's poisson: -107.629\tvalid_0's l2: 499.343\n",
"[45]\tvalid_0's poisson: -107.659\tvalid_0's l2: 495.051\n",
"[46]\tvalid_0's poisson: -107.649\tvalid_0's l2: 490.657\n",
"[47]\tvalid_0's poisson: -107.682\tvalid_0's l2: 487.351\n",
"[48]\tvalid_0's poisson: -107.723\tvalid_0's l2: 483.697\n",
"[49]\tvalid_0's poisson: -107.747\tvalid_0's l2: 480.529\n",
"[50]\tvalid_0's poisson: -107.779\tvalid_0's l2: 475.601\n",
"[51]\tvalid_0's poisson: -107.805\tvalid_0's l2: 472.845\n",
"[52]\tvalid_0's poisson: -107.791\tvalid_0's l2: 469.524\n",
"[53]\tvalid_0's poisson: -107.822\tvalid_0's l2: 466.925\n",
"[54]\tvalid_0's poisson: -107.838\tvalid_0's l2: 464.903\n",
"[55]\tvalid_0's poisson: -107.859\tvalid_0's l2: 461.778\n",
"[56]\tvalid_0's poisson: -107.881\tvalid_0's l2: 459.557\n",
"[57]\tvalid_0's poisson: -107.892\tvalid_0's l2: 457.181\n",
"[58]\tvalid_0's poisson: -107.914\tvalid_0's l2: 455.215\n",
"[59]\tvalid_0's poisson: -107.885\tvalid_0's l2: 452.624\n",
"[60]\tvalid_0's poisson: -107.876\tvalid_0's l2: 449.822\n",
"[61]\tvalid_0's poisson: -107.905\tvalid_0's l2: 447.376\n",
"[62]\tvalid_0's poisson: -107.919\tvalid_0's l2: 445.453\n",
"[63]\tvalid_0's poisson: -107.928\tvalid_0's l2: 443.666\n",
"[64]\tvalid_0's poisson: -107.935\tvalid_0's l2: 442.24\n",
"[65]\tvalid_0's poisson: -107.924\tvalid_0's l2: 439.824\n",
"[66]\tvalid_0's poisson: -107.891\tvalid_0's l2: 438.518\n",
"[67]\tvalid_0's poisson: -107.877\tvalid_0's l2: 437.106\n",
"[68]\tvalid_0's poisson: -107.805\tvalid_0's l2: 435.875\n",
"[69]\tvalid_0's poisson: -107.781\tvalid_0's l2: 434.155\n",
"[70]\tvalid_0's poisson: -107.765\tvalid_0's l2: 432.685\n",
"[71]\tvalid_0's poisson: -107.661\tvalid_0's l2: 431.587\n",
"[72]\tvalid_0's poisson: -107.75\tvalid_0's l2: 430.573\n",
"[73]\tvalid_0's poisson: -107.657\tvalid_0's l2: 428.783\n",
"[74]\tvalid_0's poisson: -107.63\tvalid_0's l2: 427.018\n",
"[75]\tvalid_0's poisson: -107.639\tvalid_0's l2: 425.531\n",
"[76]\tvalid_0's poisson: -107.643\tvalid_0's l2: 424.532\n",
"[77]\tvalid_0's poisson: -107.601\tvalid_0's l2: 423.172\n",
"[78]\tvalid_0's poisson: -107.493\tvalid_0's l2: 422.32\n",
"[79]\tvalid_0's poisson: -107.531\tvalid_0's l2: 421.764\n",
"[80]\tvalid_0's poisson: -107.499\tvalid_0's l2: 420.11\n",
"[81]\tvalid_0's poisson: -107.459\tvalid_0's l2: 419.269\n",
"[82]\tvalid_0's poisson: -107.417\tvalid_0's l2: 418.169\n",
"[83]\tvalid_0's poisson: -107.44\tvalid_0's l2: 417.4\n",
"[84]\tvalid_0's poisson: -107.338\tvalid_0's l2: 415.939\n",
"[85]\tvalid_0's poisson: -107.338\tvalid_0's l2: 414.845\n",
"[86]\tvalid_0's poisson: -107.297\tvalid_0's l2: 414.098\n",
"[87]\tvalid_0's poisson: -107.294\tvalid_0's l2: 413.37\n",
"[88]\tvalid_0's poisson: -107.277\tvalid_0's l2: 412.436\n",
"[89]\tvalid_0's poisson: -107.241\tvalid_0's l2: 411.395\n",
"[90]\tvalid_0's poisson: -107.238\tvalid_0's l2: 410.946\n",
"[91]\tvalid_0's poisson: -107.22\tvalid_0's l2: 410.429\n",
"[92]\tvalid_0's poisson: -107.235\tvalid_0's l2: 409.169\n",
"[93]\tvalid_0's poisson: -107.234\tvalid_0's l2: 409.029\n",
"[94]\tvalid_0's poisson: -107.204\tvalid_0's l2: 408.591\n",
"[95]\tvalid_0's poisson: -107.205\tvalid_0's l2: 407.437\n",
"[96]\tvalid_0's poisson: -107.095\tvalid_0's l2: 405.668\n",
"[97]\tvalid_0's poisson: -107.098\tvalid_0's l2: 405.021\n",
"[98]\tvalid_0's poisson: -107.016\tvalid_0's l2: 404.069\n",
"[99]\tvalid_0's poisson: -106.982\tvalid_0's l2: 403.806\n",
"[100]\tvalid_0's poisson: -107.021\tvalid_0's l2: 403.052\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -89.5616\tvalid_0's l2: 2118.95\n",
"[2]\tvalid_0's poisson: -91.6047\tvalid_0's l2: 1950.52\n",
"[3]\tvalid_0's poisson: -93.2321\tvalid_0's l2: 1807.65\n",
"[4]\tvalid_0's poisson: -94.6038\tvalid_0's l2: 1681.88\n",
"[5]\tvalid_0's poisson: -95.7817\tvalid_0's l2: 1571.53\n",
"[6]\tvalid_0's poisson: -96.8045\tvalid_0's l2: 1473.51\n",
"[7]\tvalid_0's poisson: -97.6952\tvalid_0's l2: 1387.68\n",
"[8]\tvalid_0's poisson: -98.6009\tvalid_0's l2: 1300.78\n",
"[9]\tvalid_0's poisson: -99.3263\tvalid_0's l2: 1231.48\n",
"[10]\tvalid_0's poisson: -100.022\tvalid_0's l2: 1163.69\n",
"[11]\tvalid_0's poisson: -100.636\tvalid_0's l2: 1104.38\n",
"[12]\tvalid_0's poisson: -101.208\tvalid_0's l2: 1051.2\n",
"[13]\tvalid_0's poisson: -101.709\tvalid_0's l2: 1004.86\n",
"[14]\tvalid_0's poisson: -102.156\tvalid_0's l2: 963.065\n",
"[15]\tvalid_0's poisson: -102.62\tvalid_0's l2: 920.211\n",
"[16]\tvalid_0's poisson: -102.978\tvalid_0's l2: 886.278\n",
"[17]\tvalid_0's poisson: -103.363\tvalid_0's l2: 851.587\n",
"[18]\tvalid_0's poisson: -103.717\tvalid_0's l2: 820.501\n",
"[19]\tvalid_0's poisson: -104.046\tvalid_0's l2: 791.742\n",
"[20]\tvalid_0's poisson: -104.309\tvalid_0's l2: 768.257\n",
"[21]\tvalid_0's poisson: -104.584\tvalid_0's l2: 744.936\n",
"[22]\tvalid_0's poisson: -104.835\tvalid_0's l2: 723.047\n",
"[23]\tvalid_0's poisson: -105.098\tvalid_0's l2: 701.683\n",
"[24]\tvalid_0's poisson: -105.314\tvalid_0's l2: 683.414\n",
"[25]\tvalid_0's poisson: -105.507\tvalid_0's l2: 667.381\n",
"[26]\tvalid_0's poisson: -105.719\tvalid_0's l2: 650.99\n",
"[27]\tvalid_0's poisson: -105.873\tvalid_0's l2: 637.68\n",
"[28]\tvalid_0's poisson: -106.049\tvalid_0's l2: 624.268\n",
"[29]\tvalid_0's poisson: -106.197\tvalid_0's l2: 612.775\n",
"[30]\tvalid_0's poisson: -106.33\tvalid_0's l2: 602.49\n",
"[31]\tvalid_0's poisson: -106.462\tvalid_0's l2: 590.581\n",
"[32]\tvalid_0's poisson: -106.594\tvalid_0's l2: 579.99\n",
"[33]\tvalid_0's poisson: -106.702\tvalid_0's l2: 570.199\n",
"[34]\tvalid_0's poisson: -106.828\tvalid_0's l2: 561.335\n",
"[35]\tvalid_0's poisson: -106.918\tvalid_0's l2: 554.557\n",
"[36]\tvalid_0's poisson: -107.013\tvalid_0's l2: 546.381\n",
"[37]\tvalid_0's poisson: -107.088\tvalid_0's l2: 539.723\n",
"[38]\tvalid_0's poisson: -107.178\tvalid_0's l2: 532.398\n",
"[39]\tvalid_0's poisson: -107.255\tvalid_0's l2: 525.994\n",
"[40]\tvalid_0's poisson: -107.314\tvalid_0's l2: 520.377\n",
"[41]\tvalid_0's poisson: -107.381\tvalid_0's l2: 514.834\n",
"[42]\tvalid_0's poisson: -107.442\tvalid_0's l2: 509.556\n",
"[43]\tvalid_0's poisson: -107.511\tvalid_0's l2: 503.679\n",
"[44]\tvalid_0's poisson: -107.566\tvalid_0's l2: 498.136\n",
"[45]\tvalid_0's poisson: -107.624\tvalid_0's l2: 492.907\n",
"[46]\tvalid_0's poisson: -107.667\tvalid_0's l2: 488.96\n",
"[47]\tvalid_0's poisson: -107.688\tvalid_0's l2: 485.725\n",
"[48]\tvalid_0's poisson: -107.758\tvalid_0's l2: 481.283\n",
"[49]\tvalid_0's poisson: -107.772\tvalid_0's l2: 478.235\n",
"[50]\tvalid_0's poisson: -107.795\tvalid_0's l2: 475.29\n",
"[51]\tvalid_0's poisson: -107.808\tvalid_0's l2: 471.712\n",
"[52]\tvalid_0's poisson: -107.773\tvalid_0's l2: 469.209\n",
"[53]\tvalid_0's poisson: -107.784\tvalid_0's l2: 466.867\n",
"[54]\tvalid_0's poisson: -107.796\tvalid_0's l2: 464.398\n",
"[55]\tvalid_0's poisson: -107.798\tvalid_0's l2: 462.336\n",
"[56]\tvalid_0's poisson: -107.832\tvalid_0's l2: 459.311\n",
"[57]\tvalid_0's poisson: -107.842\tvalid_0's l2: 456.887\n",
"[58]\tvalid_0's poisson: -107.858\tvalid_0's l2: 454.81\n",
"[59]\tvalid_0's poisson: -107.86\tvalid_0's l2: 452.043\n",
"[60]\tvalid_0's poisson: -107.873\tvalid_0's l2: 450.43\n",
"[61]\tvalid_0's poisson: -107.874\tvalid_0's l2: 448.624\n",
"[62]\tvalid_0's poisson: -107.89\tvalid_0's l2: 446.511\n",
"[63]\tvalid_0's poisson: -107.857\tvalid_0's l2: 445.355\n",
"[64]\tvalid_0's poisson: -107.839\tvalid_0's l2: 443.701\n",
"[65]\tvalid_0's poisson: -107.848\tvalid_0's l2: 441.938\n",
"[66]\tvalid_0's poisson: -107.841\tvalid_0's l2: 440.175\n",
"[67]\tvalid_0's poisson: -107.828\tvalid_0's l2: 438.202\n",
"[68]\tvalid_0's poisson: -107.834\tvalid_0's l2: 436.412\n",
"[69]\tvalid_0's poisson: -107.821\tvalid_0's l2: 434.522\n",
"[70]\tvalid_0's poisson: -107.683\tvalid_0's l2: 432.963\n",
"[71]\tvalid_0's poisson: -107.663\tvalid_0's l2: 431.981\n",
"[72]\tvalid_0's poisson: -107.671\tvalid_0's l2: 430.575\n",
"[73]\tvalid_0's poisson: -107.681\tvalid_0's l2: 429.212\n",
"[74]\tvalid_0's poisson: -107.586\tvalid_0's l2: 428.315\n",
"[75]\tvalid_0's poisson: -107.651\tvalid_0's l2: 427.329\n",
"[76]\tvalid_0's poisson: -107.635\tvalid_0's l2: 426.124\n",
"[77]\tvalid_0's poisson: -107.543\tvalid_0's l2: 424.656\n",
"[78]\tvalid_0's poisson: -107.528\tvalid_0's l2: 423.88\n",
"[79]\tvalid_0's poisson: -107.527\tvalid_0's l2: 422.568\n",
"[80]\tvalid_0's poisson: -107.514\tvalid_0's l2: 421.039\n",
"[81]\tvalid_0's poisson: -107.614\tvalid_0's l2: 420.242\n",
"[82]\tvalid_0's poisson: -107.542\tvalid_0's l2: 419.409\n",
"[83]\tvalid_0's poisson: -107.616\tvalid_0's l2: 418.187\n",
"[84]\tvalid_0's poisson: -107.52\tvalid_0's l2: 416.947\n",
"[85]\tvalid_0's poisson: -107.436\tvalid_0's l2: 416.373\n",
"[86]\tvalid_0's poisson: -107.444\tvalid_0's l2: 416.078\n",
"[87]\tvalid_0's poisson: -107.447\tvalid_0's l2: 415.277\n",
"[88]\tvalid_0's poisson: -107.418\tvalid_0's l2: 414.644\n",
"[89]\tvalid_0's poisson: -107.322\tvalid_0's l2: 413.956\n",
"[90]\tvalid_0's poisson: -107.323\tvalid_0's l2: 413.34\n",
"[91]\tvalid_0's poisson: -107.272\tvalid_0's l2: 412.513\n",
"[92]\tvalid_0's poisson: -107.281\tvalid_0's l2: 411.703\n",
"[93]\tvalid_0's poisson: -107.231\tvalid_0's l2: 411.097\n",
"[94]\tvalid_0's poisson: -107.224\tvalid_0's l2: 410.558\n",
"[95]\tvalid_0's poisson: -107.262\tvalid_0's l2: 410.324\n",
"[96]\tvalid_0's poisson: -107.25\tvalid_0's l2: 409.513\n",
"[97]\tvalid_0's poisson: -107.263\tvalid_0's l2: 408.827\n",
"[98]\tvalid_0's poisson: -107.212\tvalid_0's l2: 408.038\n",
"[99]\tvalid_0's poisson: -107.227\tvalid_0's l2: 407.182\n",
"[100]\tvalid_0's poisson: -107.239\tvalid_0's l2: 406.832\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.5791\tvalid_0's l2: 2117.45\n",
"[2]\tvalid_0's poisson: -91.5537\tvalid_0's l2: 1954.59\n",
"[3]\tvalid_0's poisson: -93.2491\tvalid_0's l2: 1805.93\n",
"[4]\tvalid_0's poisson: -94.6513\tvalid_0's l2: 1678.27\n",
"[5]\tvalid_0's poisson: -95.8498\tvalid_0's l2: 1565.76\n",
"[6]\tvalid_0's poisson: -96.9364\tvalid_0's l2: 1463.29\n",
"[7]\tvalid_0's poisson: -97.8547\tvalid_0's l2: 1374.78\n",
"[8]\tvalid_0's poisson: -98.6661\tvalid_0's l2: 1296.47\n",
"[9]\tvalid_0's poisson: -99.4534\tvalid_0's l2: 1220.53\n",
"[10]\tvalid_0's poisson: -100.125\tvalid_0's l2: 1154.7\n",
"[11]\tvalid_0's poisson: -100.742\tvalid_0's l2: 1096.14\n",
"[12]\tvalid_0's poisson: -101.309\tvalid_0's l2: 1041.9\n",
"[13]\tvalid_0's poisson: -101.81\tvalid_0's l2: 993.366\n",
"[14]\tvalid_0's poisson: -102.26\tvalid_0's l2: 950.53\n",
"[15]\tvalid_0's poisson: -102.71\tvalid_0's l2: 909.269\n",
"[16]\tvalid_0's poisson: -103.072\tvalid_0's l2: 874.592\n",
"[17]\tvalid_0's poisson: -103.457\tvalid_0's l2: 840.503\n",
"[18]\tvalid_0's poisson: -103.757\tvalid_0's l2: 812.715\n",
"[19]\tvalid_0's poisson: -104.075\tvalid_0's l2: 785.39\n",
"[20]\tvalid_0's poisson: -104.368\tvalid_0's l2: 760.933\n",
"[21]\tvalid_0's poisson: -104.621\tvalid_0's l2: 738.377\n",
"[22]\tvalid_0's poisson: -104.9\tvalid_0's l2: 715.751\n",
"[23]\tvalid_0's poisson: -105.11\tvalid_0's l2: 696.33\n",
"[24]\tvalid_0's poisson: -105.346\tvalid_0's l2: 677.891\n",
"[25]\tvalid_0's poisson: -105.563\tvalid_0's l2: 661.679\n",
"[26]\tvalid_0's poisson: -105.738\tvalid_0's l2: 647.074\n",
"[27]\tvalid_0's poisson: -105.921\tvalid_0's l2: 632.589\n",
"[28]\tvalid_0's poisson: -106.088\tvalid_0's l2: 619.215\n",
"[29]\tvalid_0's poisson: -106.229\tvalid_0's l2: 607.624\n",
"[30]\tvalid_0's poisson: -106.385\tvalid_0's l2: 596.251\n",
"[31]\tvalid_0's poisson: -106.51\tvalid_0's l2: 586.166\n",
"[32]\tvalid_0's poisson: -106.646\tvalid_0's l2: 576.327\n",
"[33]\tvalid_0's poisson: -106.759\tvalid_0's l2: 566.5\n",
"[34]\tvalid_0's poisson: -106.869\tvalid_0's l2: 555.916\n",
"[35]\tvalid_0's poisson: -106.981\tvalid_0's l2: 547.508\n",
"[36]\tvalid_0's poisson: -107.067\tvalid_0's l2: 539.644\n",
"[37]\tvalid_0's poisson: -107.17\tvalid_0's l2: 532.333\n",
"[38]\tvalid_0's poisson: -107.253\tvalid_0's l2: 525.919\n",
"[39]\tvalid_0's poisson: -107.328\tvalid_0's l2: 519.446\n",
"[40]\tvalid_0's poisson: -107.392\tvalid_0's l2: 513.222\n",
"[41]\tvalid_0's poisson: -107.418\tvalid_0's l2: 508.09\n",
"[42]\tvalid_0's poisson: -107.475\tvalid_0's l2: 502.742\n",
"[43]\tvalid_0's poisson: -107.534\tvalid_0's l2: 498.244\n",
"[44]\tvalid_0's poisson: -107.587\tvalid_0's l2: 493.693\n",
"[45]\tvalid_0's poisson: -107.642\tvalid_0's l2: 489.352\n",
"[46]\tvalid_0's poisson: -107.678\tvalid_0's l2: 485.896\n",
"[47]\tvalid_0's poisson: -107.71\tvalid_0's l2: 482.798\n",
"[48]\tvalid_0's poisson: -107.747\tvalid_0's l2: 479.111\n",
"[49]\tvalid_0's poisson: -107.789\tvalid_0's l2: 476.19\n",
"[50]\tvalid_0's poisson: -107.806\tvalid_0's l2: 473.398\n",
"[51]\tvalid_0's poisson: -107.836\tvalid_0's l2: 470.553\n",
"[52]\tvalid_0's poisson: -107.867\tvalid_0's l2: 467.311\n",
"[53]\tvalid_0's poisson: -107.86\tvalid_0's l2: 465.146\n",
"[54]\tvalid_0's poisson: -107.882\tvalid_0's l2: 463.194\n",
"[55]\tvalid_0's poisson: -107.889\tvalid_0's l2: 460.86\n",
"[56]\tvalid_0's poisson: -107.887\tvalid_0's l2: 458.76\n",
"[57]\tvalid_0's poisson: -107.872\tvalid_0's l2: 456.891\n",
"[58]\tvalid_0's poisson: -107.888\tvalid_0's l2: 452.288\n",
"[59]\tvalid_0's poisson: -107.835\tvalid_0's l2: 451.416\n",
"[60]\tvalid_0's poisson: -107.837\tvalid_0's l2: 448.572\n",
"[61]\tvalid_0's poisson: -107.837\tvalid_0's l2: 447\n",
"[62]\tvalid_0's poisson: -107.782\tvalid_0's l2: 445.597\n",
"[63]\tvalid_0's poisson: -107.796\tvalid_0's l2: 443.389\n",
"[64]\tvalid_0's poisson: -107.776\tvalid_0's l2: 441.85\n",
"[65]\tvalid_0's poisson: -107.783\tvalid_0's l2: 440.193\n",
"[66]\tvalid_0's poisson: -107.787\tvalid_0's l2: 438.147\n",
"[67]\tvalid_0's poisson: -107.73\tvalid_0's l2: 436.343\n",
"[68]\tvalid_0's poisson: -107.696\tvalid_0's l2: 435.349\n",
"[69]\tvalid_0's poisson: -107.698\tvalid_0's l2: 433.826\n",
"[70]\tvalid_0's poisson: -107.714\tvalid_0's l2: 432.626\n",
"[71]\tvalid_0's poisson: -107.731\tvalid_0's l2: 431.218\n",
"[72]\tvalid_0's poisson: -107.738\tvalid_0's l2: 429.929\n",
"[73]\tvalid_0's poisson: -107.717\tvalid_0's l2: 428.927\n",
"[74]\tvalid_0's poisson: -107.61\tvalid_0's l2: 428.026\n",
"[75]\tvalid_0's poisson: -107.617\tvalid_0's l2: 427.003\n",
"[76]\tvalid_0's poisson: -107.549\tvalid_0's l2: 425.42\n",
"[77]\tvalid_0's poisson: -107.553\tvalid_0's l2: 424.499\n",
"[78]\tvalid_0's poisson: -107.539\tvalid_0's l2: 422.823\n",
"[79]\tvalid_0's poisson: -107.53\tvalid_0's l2: 421.631\n",
"[80]\tvalid_0's poisson: -107.445\tvalid_0's l2: 420.761\n",
"[81]\tvalid_0's poisson: -107.413\tvalid_0's l2: 419.737\n",
"[82]\tvalid_0's poisson: -107.409\tvalid_0's l2: 418.895\n",
"[83]\tvalid_0's poisson: -107.348\tvalid_0's l2: 418.034\n",
"[84]\tvalid_0's poisson: -107.355\tvalid_0's l2: 416.394\n",
"[85]\tvalid_0's poisson: -107.328\tvalid_0's l2: 414.99\n",
"[86]\tvalid_0's poisson: -107.28\tvalid_0's l2: 414.449\n",
"[87]\tvalid_0's poisson: -107.262\tvalid_0's l2: 413.264\n",
"[88]\tvalid_0's poisson: -107.238\tvalid_0's l2: 412.064\n",
"[89]\tvalid_0's poisson: -107.205\tvalid_0's l2: 410.272\n",
"[90]\tvalid_0's poisson: -107.18\tvalid_0's l2: 409.602\n",
"[91]\tvalid_0's poisson: -107.172\tvalid_0's l2: 409.29\n",
"[92]\tvalid_0's poisson: -107.175\tvalid_0's l2: 408.904\n",
"[93]\tvalid_0's poisson: -107.059\tvalid_0's l2: 407.976\n",
"[94]\tvalid_0's poisson: -107.142\tvalid_0's l2: 406.901\n",
"[95]\tvalid_0's poisson: -107.022\tvalid_0's l2: 406.057\n",
"[96]\tvalid_0's poisson: -106.997\tvalid_0's l2: 405.429\n",
"[97]\tvalid_0's poisson: -106.953\tvalid_0's l2: 405.146\n",
"[98]\tvalid_0's poisson: -106.983\tvalid_0's l2: 404.542\n",
"[99]\tvalid_0's poisson: -106.965\tvalid_0's l2: 403.496\n",
"[100]\tvalid_0's poisson: -106.961\tvalid_0's l2: 403.214\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.5933\tvalid_0's l2: 2117.13\n",
"[2]\tvalid_0's poisson: -91.5761\tvalid_0's l2: 1954.06\n",
"[3]\tvalid_0's poisson: -93.2165\tvalid_0's l2: 1810.44\n",
"[4]\tvalid_0's poisson: -94.5951\tvalid_0's l2: 1684.34\n",
"[5]\tvalid_0's poisson: -95.8901\tvalid_0's l2: 1563.34\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[6]\tvalid_0's poisson: -96.92\tvalid_0's l2: 1465.23\n",
"[7]\tvalid_0's poisson: -97.831\tvalid_0's l2: 1377.95\n",
"[8]\tvalid_0's poisson: -98.6294\tvalid_0's l2: 1300.69\n",
"[9]\tvalid_0's poisson: -99.3713\tvalid_0's l2: 1229.44\n",
"[10]\tvalid_0's poisson: -100.098\tvalid_0's l2: 1159.98\n",
"[11]\tvalid_0's poisson: -100.705\tvalid_0's l2: 1100.98\n",
"[12]\tvalid_0's poisson: -101.259\tvalid_0's l2: 1047.79\n",
"[13]\tvalid_0's poisson: -101.776\tvalid_0's l2: 999.863\n",
"[14]\tvalid_0's poisson: -102.231\tvalid_0's l2: 957.349\n",
"[15]\tvalid_0's poisson: -102.659\tvalid_0's l2: 918.963\n",
"[16]\tvalid_0's poisson: -103.075\tvalid_0's l2: 881.091\n",
"[17]\tvalid_0's poisson: -103.422\tvalid_0's l2: 849.647\n",
"[18]\tvalid_0's poisson: -103.72\tvalid_0's l2: 821.828\n",
"[19]\tvalid_0's poisson: -104.048\tvalid_0's l2: 793.372\n",
"[20]\tvalid_0's poisson: -104.369\tvalid_0's l2: 766.099\n",
"[21]\tvalid_0's poisson: -104.611\tvalid_0's l2: 745.307\n",
"[22]\tvalid_0's poisson: -104.876\tvalid_0's l2: 724.985\n",
"[23]\tvalid_0's poisson: -105.127\tvalid_0's l2: 704.35\n",
"[24]\tvalid_0's poisson: -105.347\tvalid_0's l2: 684.892\n",
"[25]\tvalid_0's poisson: -105.558\tvalid_0's l2: 668.108\n",
"[26]\tvalid_0's poisson: -105.744\tvalid_0's l2: 651.957\n",
"[27]\tvalid_0's poisson: -105.932\tvalid_0's l2: 637.495\n",
"[28]\tvalid_0's poisson: -106.089\tvalid_0's l2: 624.638\n",
"[29]\tvalid_0's poisson: -106.241\tvalid_0's l2: 611.855\n",
"[30]\tvalid_0's poisson: -106.366\tvalid_0's l2: 600.531\n",
"[31]\tvalid_0's poisson: -106.516\tvalid_0's l2: 588.947\n",
"[32]\tvalid_0's poisson: -106.622\tvalid_0's l2: 579.826\n",
"[33]\tvalid_0's poisson: -106.753\tvalid_0's l2: 570.236\n",
"[34]\tvalid_0's poisson: -106.872\tvalid_0's l2: 561.164\n",
"[35]\tvalid_0's poisson: -106.966\tvalid_0's l2: 553.085\n",
"[36]\tvalid_0's poisson: -107.061\tvalid_0's l2: 544.512\n",
"[37]\tvalid_0's poisson: -107.152\tvalid_0's l2: 537.291\n",
"[38]\tvalid_0's poisson: -107.234\tvalid_0's l2: 531.205\n",
"[39]\tvalid_0's poisson: -107.306\tvalid_0's l2: 525.612\n",
"[40]\tvalid_0's poisson: -107.377\tvalid_0's l2: 518.832\n",
"[41]\tvalid_0's poisson: -107.453\tvalid_0's l2: 512.427\n",
"[42]\tvalid_0's poisson: -107.527\tvalid_0's l2: 506.813\n",
"[43]\tvalid_0's poisson: -107.588\tvalid_0's l2: 500.965\n",
"[44]\tvalid_0's poisson: -107.638\tvalid_0's l2: 495.202\n",
"[45]\tvalid_0's poisson: -107.686\tvalid_0's l2: 490.555\n",
"[46]\tvalid_0's poisson: -107.733\tvalid_0's l2: 486.726\n",
"[47]\tvalid_0's poisson: -107.773\tvalid_0's l2: 482.984\n",
"[48]\tvalid_0's poisson: -107.77\tvalid_0's l2: 478.833\n",
"[49]\tvalid_0's poisson: -107.841\tvalid_0's l2: 475.835\n",
"[50]\tvalid_0's poisson: -107.83\tvalid_0's l2: 472.779\n",
"[51]\tvalid_0's poisson: -107.865\tvalid_0's l2: 468.227\n",
"[52]\tvalid_0's poisson: -107.873\tvalid_0's l2: 465.759\n",
"[53]\tvalid_0's poisson: -107.873\tvalid_0's l2: 463.233\n",
"[54]\tvalid_0's poisson: -107.903\tvalid_0's l2: 459.094\n",
"[55]\tvalid_0's poisson: -107.785\tvalid_0's l2: 457.074\n",
"[56]\tvalid_0's poisson: -107.806\tvalid_0's l2: 454.037\n",
"[57]\tvalid_0's poisson: -107.75\tvalid_0's l2: 452.164\n",
"[58]\tvalid_0's poisson: -107.734\tvalid_0's l2: 449.54\n",
"[59]\tvalid_0's poisson: -107.734\tvalid_0's l2: 448.224\n",
"[60]\tvalid_0's poisson: -107.753\tvalid_0's l2: 446.129\n",
"[61]\tvalid_0's poisson: -107.735\tvalid_0's l2: 444.504\n",
"[62]\tvalid_0's poisson: -107.725\tvalid_0's l2: 443.219\n",
"[63]\tvalid_0's poisson: -107.74\tvalid_0's l2: 441.536\n",
"[64]\tvalid_0's poisson: -107.739\tvalid_0's l2: 440.138\n",
"[65]\tvalid_0's poisson: -107.732\tvalid_0's l2: 438.605\n",
"[66]\tvalid_0's poisson: -107.74\tvalid_0's l2: 436.779\n",
"[67]\tvalid_0's poisson: -107.737\tvalid_0's l2: 435.219\n",
"[68]\tvalid_0's poisson: -107.742\tvalid_0's l2: 433.667\n",
"[69]\tvalid_0's poisson: -107.741\tvalid_0's l2: 431.742\n",
"[70]\tvalid_0's poisson: -107.721\tvalid_0's l2: 430.546\n",
"[71]\tvalid_0's poisson: -107.733\tvalid_0's l2: 429.288\n",
"[72]\tvalid_0's poisson: -107.726\tvalid_0's l2: 428.047\n",
"[73]\tvalid_0's poisson: -107.669\tvalid_0's l2: 426.709\n",
"[74]\tvalid_0's poisson: -107.641\tvalid_0's l2: 425.589\n",
"[75]\tvalid_0's poisson: -107.604\tvalid_0's l2: 424.396\n",
"[76]\tvalid_0's poisson: -107.612\tvalid_0's l2: 422.93\n",
"[77]\tvalid_0's poisson: -107.591\tvalid_0's l2: 422.025\n",
"[78]\tvalid_0's poisson: -107.584\tvalid_0's l2: 421.009\n",
"[79]\tvalid_0's poisson: -107.469\tvalid_0's l2: 420.213\n",
"[80]\tvalid_0's poisson: -107.515\tvalid_0's l2: 419.082\n",
"[81]\tvalid_0's poisson: -107.469\tvalid_0's l2: 417.504\n",
"[82]\tvalid_0's poisson: -107.513\tvalid_0's l2: 415.971\n",
"[83]\tvalid_0's poisson: -107.468\tvalid_0's l2: 415.083\n",
"[84]\tvalid_0's poisson: -107.466\tvalid_0's l2: 413.977\n",
"[85]\tvalid_0's poisson: -107.462\tvalid_0's l2: 412.837\n",
"[86]\tvalid_0's poisson: -107.462\tvalid_0's l2: 411.801\n",
"[87]\tvalid_0's poisson: -107.388\tvalid_0's l2: 411.227\n",
"[88]\tvalid_0's poisson: -107.478\tvalid_0's l2: 410.308\n",
"[89]\tvalid_0's poisson: -107.416\tvalid_0's l2: 409.55\n",
"[90]\tvalid_0's poisson: -107.376\tvalid_0's l2: 408.605\n",
"[91]\tvalid_0's poisson: -107.315\tvalid_0's l2: 407.823\n",
"[92]\tvalid_0's poisson: -107.312\tvalid_0's l2: 407.084\n",
"[93]\tvalid_0's poisson: -107.264\tvalid_0's l2: 406.354\n",
"[94]\tvalid_0's poisson: -107.238\tvalid_0's l2: 405.89\n",
"[95]\tvalid_0's poisson: -107.243\tvalid_0's l2: 404.504\n",
"[96]\tvalid_0's poisson: -107.243\tvalid_0's l2: 403.451\n",
"[97]\tvalid_0's poisson: -107.264\tvalid_0's l2: 402.151\n",
"[98]\tvalid_0's poisson: -107.238\tvalid_0's l2: 401.593\n",
"[99]\tvalid_0's poisson: -107.225\tvalid_0's l2: 400.865\n",
"[100]\tvalid_0's poisson: -107.224\tvalid_0's l2: 399.793\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.5522\tvalid_0's l2: 2119.1\n",
"[2]\tvalid_0's poisson: -91.5537\tvalid_0's l2: 1952.59\n",
"[3]\tvalid_0's poisson: -93.2309\tvalid_0's l2: 1804.59\n",
"[4]\tvalid_0's poisson: -94.6326\tvalid_0's l2: 1677.5\n",
"[5]\tvalid_0's poisson: -95.8406\tvalid_0's l2: 1564.72\n",
"[6]\tvalid_0's poisson: -96.8679\tvalid_0's l2: 1466.08\n",
"[7]\tvalid_0's poisson: -97.7941\tvalid_0's l2: 1377.44\n",
"[8]\tvalid_0's poisson: -98.6003\tvalid_0's l2: 1300.1\n",
"[9]\tvalid_0's poisson: -99.3406\tvalid_0's l2: 1228.97\n",
"[10]\tvalid_0's poisson: -100.043\tvalid_0's l2: 1160.84\n",
"[11]\tvalid_0's poisson: -100.672\tvalid_0's l2: 1100.42\n",
"[12]\tvalid_0's poisson: -101.229\tvalid_0's l2: 1046.87\n",
"[13]\tvalid_0's poisson: -101.727\tvalid_0's l2: 1000.6\n",
"[14]\tvalid_0's poisson: -102.224\tvalid_0's l2: 954.298\n",
"[15]\tvalid_0's poisson: -102.622\tvalid_0's l2: 915.626\n",
"[16]\tvalid_0's poisson: -103.034\tvalid_0's l2: 878.085\n",
"[17]\tvalid_0's poisson: -103.384\tvalid_0's l2: 846.463\n",
"[18]\tvalid_0's poisson: -103.738\tvalid_0's l2: 815.682\n",
"[19]\tvalid_0's poisson: -104.025\tvalid_0's l2: 790.149\n",
"[20]\tvalid_0's poisson: -104.343\tvalid_0's l2: 763.631\n",
"[21]\tvalid_0's poisson: -104.592\tvalid_0's l2: 742.709\n",
"[22]\tvalid_0's poisson: -104.816\tvalid_0's l2: 722.79\n",
"[23]\tvalid_0's poisson: -105.07\tvalid_0's l2: 702.061\n",
"[24]\tvalid_0's poisson: -105.289\tvalid_0's l2: 683.166\n",
"[25]\tvalid_0's poisson: -105.51\tvalid_0's l2: 666.108\n",
"[26]\tvalid_0's poisson: -105.693\tvalid_0's l2: 650.531\n",
"[27]\tvalid_0's poisson: -105.859\tvalid_0's l2: 636.687\n",
"[28]\tvalid_0's poisson: -106.015\tvalid_0's l2: 623.715\n",
"[29]\tvalid_0's poisson: -106.179\tvalid_0's l2: 610.547\n",
"[30]\tvalid_0's poisson: -106.3\tvalid_0's l2: 600.388\n",
"[31]\tvalid_0's poisson: -106.455\tvalid_0's l2: 589.542\n",
"[32]\tvalid_0's poisson: -106.57\tvalid_0's l2: 580.619\n",
"[33]\tvalid_0's poisson: -106.671\tvalid_0's l2: 572.581\n",
"[34]\tvalid_0's poisson: -106.793\tvalid_0's l2: 563.182\n",
"[35]\tvalid_0's poisson: -106.887\tvalid_0's l2: 554.666\n",
"[36]\tvalid_0's poisson: -106.969\tvalid_0's l2: 547.136\n",
"[37]\tvalid_0's poisson: -107.069\tvalid_0's l2: 539.404\n",
"[38]\tvalid_0's poisson: -107.146\tvalid_0's l2: 533.427\n",
"[39]\tvalid_0's poisson: -107.225\tvalid_0's l2: 527.19\n",
"[40]\tvalid_0's poisson: -107.287\tvalid_0's l2: 521.213\n",
"[41]\tvalid_0's poisson: -107.361\tvalid_0's l2: 515.621\n",
"[42]\tvalid_0's poisson: -107.422\tvalid_0's l2: 510.692\n",
"[43]\tvalid_0's poisson: -107.471\tvalid_0's l2: 505.875\n",
"[44]\tvalid_0's poisson: -107.537\tvalid_0's l2: 501.538\n",
"[45]\tvalid_0's poisson: -107.579\tvalid_0's l2: 497.988\n",
"[46]\tvalid_0's poisson: -107.626\tvalid_0's l2: 494.358\n",
"[47]\tvalid_0's poisson: -107.662\tvalid_0's l2: 491.047\n",
"[48]\tvalid_0's poisson: -107.72\tvalid_0's l2: 485.325\n",
"[49]\tvalid_0's poisson: -107.699\tvalid_0's l2: 482.486\n",
"[50]\tvalid_0's poisson: -107.744\tvalid_0's l2: 479.384\n",
"[51]\tvalid_0's poisson: -107.781\tvalid_0's l2: 476.508\n",
"[52]\tvalid_0's poisson: -107.751\tvalid_0's l2: 472.947\n",
"[53]\tvalid_0's poisson: -107.763\tvalid_0's l2: 470.434\n",
"[54]\tvalid_0's poisson: -107.746\tvalid_0's l2: 468.016\n",
"[55]\tvalid_0's poisson: -107.758\tvalid_0's l2: 465.874\n",
"[56]\tvalid_0's poisson: -107.746\tvalid_0's l2: 461.799\n",
"[57]\tvalid_0's poisson: -107.719\tvalid_0's l2: 459.673\n",
"[58]\tvalid_0's poisson: -107.741\tvalid_0's l2: 457.527\n",
"[59]\tvalid_0's poisson: -107.76\tvalid_0's l2: 454.443\n",
"[60]\tvalid_0's poisson: -107.73\tvalid_0's l2: 451.551\n",
"[61]\tvalid_0's poisson: -107.648\tvalid_0's l2: 449.306\n",
"[62]\tvalid_0's poisson: -107.697\tvalid_0's l2: 447.651\n",
"[63]\tvalid_0's poisson: -107.621\tvalid_0's l2: 445.942\n",
"[64]\tvalid_0's poisson: -107.667\tvalid_0's l2: 444.739\n",
"[65]\tvalid_0's poisson: -107.656\tvalid_0's l2: 442.651\n",
"[66]\tvalid_0's poisson: -107.599\tvalid_0's l2: 440.474\n",
"[67]\tvalid_0's poisson: -107.654\tvalid_0's l2: 439.371\n",
"[68]\tvalid_0's poisson: -107.614\tvalid_0's l2: 437.58\n",
"[69]\tvalid_0's poisson: -107.653\tvalid_0's l2: 435.82\n",
"[70]\tvalid_0's poisson: -107.616\tvalid_0's l2: 434.162\n",
"[71]\tvalid_0's poisson: -107.57\tvalid_0's l2: 433.248\n",
"[72]\tvalid_0's poisson: -107.509\tvalid_0's l2: 432.055\n",
"[73]\tvalid_0's poisson: -107.516\tvalid_0's l2: 430.702\n",
"[74]\tvalid_0's poisson: -107.478\tvalid_0's l2: 429.889\n",
"[75]\tvalid_0's poisson: -107.474\tvalid_0's l2: 429.218\n",
"[76]\tvalid_0's poisson: -107.402\tvalid_0's l2: 427.599\n",
"[77]\tvalid_0's poisson: -107.338\tvalid_0's l2: 426.493\n",
"[78]\tvalid_0's poisson: -107.362\tvalid_0's l2: 425.239\n",
"[79]\tvalid_0's poisson: -107.351\tvalid_0's l2: 424.313\n",
"[80]\tvalid_0's poisson: -107.352\tvalid_0's l2: 423.235\n",
"[81]\tvalid_0's poisson: -107.352\tvalid_0's l2: 422.962\n",
"[82]\tvalid_0's poisson: -107.328\tvalid_0's l2: 422.1\n",
"[83]\tvalid_0's poisson: -107.354\tvalid_0's l2: 421.313\n",
"[84]\tvalid_0's poisson: -107.313\tvalid_0's l2: 420.504\n",
"[85]\tvalid_0's poisson: -107.272\tvalid_0's l2: 419.355\n",
"[86]\tvalid_0's poisson: -107.259\tvalid_0's l2: 418.531\n",
"[87]\tvalid_0's poisson: -107.286\tvalid_0's l2: 417.943\n",
"[88]\tvalid_0's poisson: -107.254\tvalid_0's l2: 417.649\n",
"[89]\tvalid_0's poisson: -107.28\tvalid_0's l2: 416.729\n",
"[90]\tvalid_0's poisson: -107.238\tvalid_0's l2: 416.14\n",
"[91]\tvalid_0's poisson: -107.049\tvalid_0's l2: 414.908\n",
"[92]\tvalid_0's poisson: -107.02\tvalid_0's l2: 414.427\n",
"[93]\tvalid_0's poisson: -107.051\tvalid_0's l2: 414.013\n",
"[94]\tvalid_0's poisson: -106.981\tvalid_0's l2: 412.899\n",
"[95]\tvalid_0's poisson: -106.987\tvalid_0's l2: 412.148\n",
"[96]\tvalid_0's poisson: -107.011\tvalid_0's l2: 411.54\n",
"[97]\tvalid_0's poisson: -107.03\tvalid_0's l2: 410.6\n",
"[98]\tvalid_0's poisson: -106.981\tvalid_0's l2: 409.657\n",
"[99]\tvalid_0's poisson: -106.965\tvalid_0's l2: 408.969\n",
"[100]\tvalid_0's poisson: -106.933\tvalid_0's l2: 408.698\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.031\tvalid_0's l2: 1063.49\n",
"[2]\tvalid_0's poisson: -101.612\tvalid_0's l2: 755.154\n",
"[3]\tvalid_0's poisson: -92.5282\tvalid_0's l2: 670.095\n",
"[4]\tvalid_0's poisson: -91.8388\tvalid_0's l2: 630.266\n",
"[5]\tvalid_0's poisson: -89.7884\tvalid_0's l2: 601.105\n",
"[6]\tvalid_0's poisson: -94.6637\tvalid_0's l2: 592.107\n",
"[7]\tvalid_0's poisson: -95.7452\tvalid_0's l2: 558.618\n",
"[8]\tvalid_0's poisson: -95.7789\tvalid_0's l2: 543.207\n",
"[9]\tvalid_0's poisson: -95.9328\tvalid_0's l2: 539.86\n",
"[10]\tvalid_0's poisson: -94.0362\tvalid_0's l2: 530.942\n",
"[11]\tvalid_0's poisson: -94.2661\tvalid_0's l2: 524.629\n",
"[12]\tvalid_0's poisson: -94.4202\tvalid_0's l2: 506.877\n",
"[13]\tvalid_0's poisson: -93.9533\tvalid_0's l2: 504.403\n",
"[14]\tvalid_0's poisson: -93.8878\tvalid_0's l2: 500.855\n",
"[15]\tvalid_0's poisson: -94.1096\tvalid_0's l2: 494.164\n",
"[16]\tvalid_0's poisson: -92.5233\tvalid_0's l2: 482.973\n",
"[17]\tvalid_0's poisson: -93.8752\tvalid_0's l2: 465.721\n",
"[18]\tvalid_0's poisson: -94.5741\tvalid_0's l2: 457.754\n",
"[19]\tvalid_0's poisson: -95.0053\tvalid_0's l2: 455.313\n",
"[20]\tvalid_0's poisson: -95.7137\tvalid_0's l2: 450.597\n",
"[21]\tvalid_0's poisson: -96.2894\tvalid_0's l2: 449.146\n",
"[22]\tvalid_0's poisson: -97.3056\tvalid_0's l2: 443.95\n",
"[23]\tvalid_0's poisson: -97.8052\tvalid_0's l2: 438.392\n",
"[24]\tvalid_0's poisson: -96.9748\tvalid_0's l2: 437.212\n",
"[25]\tvalid_0's poisson: -96.9649\tvalid_0's l2: 434.196\n",
"[26]\tvalid_0's poisson: -97.5864\tvalid_0's l2: 426.714\n",
"[27]\tvalid_0's poisson: -97.0002\tvalid_0's l2: 426.379\n",
"[28]\tvalid_0's poisson: -97.1916\tvalid_0's l2: 425.513\n",
"[29]\tvalid_0's poisson: -97.4011\tvalid_0's l2: 423.758\n",
"[30]\tvalid_0's poisson: -97.0715\tvalid_0's l2: 420.718\n",
"[31]\tvalid_0's poisson: -95.732\tvalid_0's l2: 418.086\n",
"[32]\tvalid_0's poisson: -97.1618\tvalid_0's l2: 413.927\n",
"[33]\tvalid_0's poisson: -96.2478\tvalid_0's l2: 411.474\n",
"[34]\tvalid_0's poisson: -96.2637\tvalid_0's l2: 405.392\n",
"[35]\tvalid_0's poisson: -96.3872\tvalid_0's l2: 404.156\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[36]\tvalid_0's poisson: -96.33\tvalid_0's l2: 400.178\n",
"[37]\tvalid_0's poisson: -96.1863\tvalid_0's l2: 395.152\n",
"[38]\tvalid_0's poisson: -96.3186\tvalid_0's l2: 396.226\n",
"[39]\tvalid_0's poisson: -95.5881\tvalid_0's l2: 392.606\n",
"[40]\tvalid_0's poisson: -96.8764\tvalid_0's l2: 392.652\n",
"[41]\tvalid_0's poisson: -96.6046\tvalid_0's l2: 393.382\n",
"[42]\tvalid_0's poisson: -96.652\tvalid_0's l2: 393.436\n",
"[43]\tvalid_0's poisson: -96.9403\tvalid_0's l2: 393.003\n",
"[44]\tvalid_0's poisson: -97.2562\tvalid_0's l2: 387.228\n",
"[45]\tvalid_0's poisson: -96.8539\tvalid_0's l2: 386.446\n",
"[46]\tvalid_0's poisson: -96.6555\tvalid_0's l2: 385.434\n",
"[47]\tvalid_0's poisson: -96.6644\tvalid_0's l2: 387.195\n",
"[48]\tvalid_0's poisson: -96.6146\tvalid_0's l2: 386.521\n",
"[49]\tvalid_0's poisson: -96.9867\tvalid_0's l2: 387.596\n",
"[50]\tvalid_0's poisson: -96.9959\tvalid_0's l2: 388.511\n",
"[51]\tvalid_0's poisson: -96.8228\tvalid_0's l2: 387.047\n",
"[52]\tvalid_0's poisson: -96.5998\tvalid_0's l2: 385.825\n",
"[53]\tvalid_0's poisson: -96.189\tvalid_0's l2: 385.467\n",
"[54]\tvalid_0's poisson: -96.3465\tvalid_0's l2: 382.583\n",
"[55]\tvalid_0's poisson: -95.8997\tvalid_0's l2: 371.974\n",
"[56]\tvalid_0's poisson: -96.2277\tvalid_0's l2: 371.603\n",
"[57]\tvalid_0's poisson: -96.2333\tvalid_0's l2: 373.831\n",
"[58]\tvalid_0's poisson: -96.4103\tvalid_0's l2: 375.432\n",
"[59]\tvalid_0's poisson: -96.8591\tvalid_0's l2: 375.155\n",
"[60]\tvalid_0's poisson: -96.6207\tvalid_0's l2: 374.845\n",
"[61]\tvalid_0's poisson: -96.0614\tvalid_0's l2: 372.026\n",
"[62]\tvalid_0's poisson: -95.8473\tvalid_0's l2: 371.999\n",
"[63]\tvalid_0's poisson: -96.6818\tvalid_0's l2: 371.893\n",
"[64]\tvalid_0's poisson: -96.8849\tvalid_0's l2: 370.905\n",
"[65]\tvalid_0's poisson: -96.7629\tvalid_0's l2: 370.268\n",
"[66]\tvalid_0's poisson: -96.7314\tvalid_0's l2: 370.806\n",
"[67]\tvalid_0's poisson: -96.6716\tvalid_0's l2: 368.629\n",
"[68]\tvalid_0's poisson: -97.04\tvalid_0's l2: 365.897\n",
"[69]\tvalid_0's poisson: -96.3558\tvalid_0's l2: 367.369\n",
"[70]\tvalid_0's poisson: -96.4496\tvalid_0's l2: 367.284\n",
"[71]\tvalid_0's poisson: -96.6907\tvalid_0's l2: 366.95\n",
"[72]\tvalid_0's poisson: -96.5216\tvalid_0's l2: 366.08\n",
"[73]\tvalid_0's poisson: -96.5859\tvalid_0's l2: 366.162\n",
"[74]\tvalid_0's poisson: -96.8403\tvalid_0's l2: 365.592\n",
"[75]\tvalid_0's poisson: -96.4902\tvalid_0's l2: 365.488\n",
"[76]\tvalid_0's poisson: -96.6481\tvalid_0's l2: 365.26\n",
"[77]\tvalid_0's poisson: -97.5677\tvalid_0's l2: 363.514\n",
"[78]\tvalid_0's poisson: -97.2639\tvalid_0's l2: 363.713\n",
"[79]\tvalid_0's poisson: -97.033\tvalid_0's l2: 361.862\n",
"[80]\tvalid_0's poisson: -96.4157\tvalid_0's l2: 360.138\n",
"[81]\tvalid_0's poisson: -96.6153\tvalid_0's l2: 360.677\n",
"[82]\tvalid_0's poisson: -96.8778\tvalid_0's l2: 359.768\n",
"[83]\tvalid_0's poisson: -97.173\tvalid_0's l2: 359.439\n",
"[84]\tvalid_0's poisson: -97.1178\tvalid_0's l2: 356.374\n",
"[85]\tvalid_0's poisson: -97.0361\tvalid_0's l2: 357.215\n",
"[86]\tvalid_0's poisson: -97.1345\tvalid_0's l2: 357.516\n",
"[87]\tvalid_0's poisson: -97.3311\tvalid_0's l2: 355.841\n",
"[88]\tvalid_0's poisson: -97.44\tvalid_0's l2: 357.516\n",
"[89]\tvalid_0's poisson: -97.9083\tvalid_0's l2: 354.924\n",
"[90]\tvalid_0's poisson: -97.5585\tvalid_0's l2: 354.185\n",
"[91]\tvalid_0's poisson: -97.6514\tvalid_0's l2: 352.482\n",
"[92]\tvalid_0's poisson: -98.1311\tvalid_0's l2: 351.644\n",
"[93]\tvalid_0's poisson: -98.2421\tvalid_0's l2: 352.041\n",
"[94]\tvalid_0's poisson: -98.0462\tvalid_0's l2: 351.498\n",
"[95]\tvalid_0's poisson: -98.1315\tvalid_0's l2: 350.22\n",
"[96]\tvalid_0's poisson: -97.9164\tvalid_0's l2: 350.711\n",
"[97]\tvalid_0's poisson: -97.5488\tvalid_0's l2: 349.857\n",
"[98]\tvalid_0's poisson: -97.3489\tvalid_0's l2: 349.006\n",
"[99]\tvalid_0's poisson: -98.0355\tvalid_0's l2: 349.519\n",
"[100]\tvalid_0's poisson: -98.2015\tvalid_0's l2: 349.556\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -102.506\tvalid_0's l2: 1025.85\n",
"[2]\tvalid_0's poisson: -89.7989\tvalid_0's l2: 766.039\n",
"[3]\tvalid_0's poisson: -97.5171\tvalid_0's l2: 709.12\n",
"[4]\tvalid_0's poisson: -99.8495\tvalid_0's l2: 665.597\n",
"[5]\tvalid_0's poisson: -93.4964\tvalid_0's l2: 645.031\n",
"[6]\tvalid_0's poisson: -92.148\tvalid_0's l2: 590.964\n",
"[7]\tvalid_0's poisson: -92.2899\tvalid_0's l2: 578.969\n",
"[8]\tvalid_0's poisson: -92.8722\tvalid_0's l2: 552.481\n",
"[9]\tvalid_0's poisson: -91.3664\tvalid_0's l2: 534.879\n",
"[10]\tvalid_0's poisson: -92.9877\tvalid_0's l2: 531.523\n",
"[11]\tvalid_0's poisson: -92.6063\tvalid_0's l2: 523.606\n",
"[12]\tvalid_0's poisson: -95.5237\tvalid_0's l2: 519.232\n",
"[13]\tvalid_0's poisson: -94.6751\tvalid_0's l2: 516.314\n",
"[14]\tvalid_0's poisson: -94.7273\tvalid_0's l2: 514.818\n",
"[15]\tvalid_0's poisson: -93.456\tvalid_0's l2: 514.844\n",
"[16]\tvalid_0's poisson: -93.5674\tvalid_0's l2: 512.203\n",
"[17]\tvalid_0's poisson: -97.3106\tvalid_0's l2: 491.293\n",
"[18]\tvalid_0's poisson: -96.1754\tvalid_0's l2: 482.156\n",
"[19]\tvalid_0's poisson: -95.5446\tvalid_0's l2: 485.316\n",
"[20]\tvalid_0's poisson: -95.7285\tvalid_0's l2: 473.415\n",
"[21]\tvalid_0's poisson: -95.8854\tvalid_0's l2: 473.078\n",
"[22]\tvalid_0's poisson: -95.7109\tvalid_0's l2: 466.6\n",
"[23]\tvalid_0's poisson: -96.5948\tvalid_0's l2: 463.875\n",
"[24]\tvalid_0's poisson: -96.164\tvalid_0's l2: 451.402\n",
"[25]\tvalid_0's poisson: -96.3147\tvalid_0's l2: 449.522\n",
"[26]\tvalid_0's poisson: -97.1415\tvalid_0's l2: 447.072\n",
"[27]\tvalid_0's poisson: -96.9759\tvalid_0's l2: 440.569\n",
"[28]\tvalid_0's poisson: -96.9851\tvalid_0's l2: 437.732\n",
"[29]\tvalid_0's poisson: -97.336\tvalid_0's l2: 432.149\n",
"[30]\tvalid_0's poisson: -96.904\tvalid_0's l2: 426.671\n",
"[31]\tvalid_0's poisson: -98.0417\tvalid_0's l2: 424.08\n",
"[32]\tvalid_0's poisson: -97.8184\tvalid_0's l2: 424.296\n",
"[33]\tvalid_0's poisson: -97.876\tvalid_0's l2: 416.46\n",
"[34]\tvalid_0's poisson: -97.4721\tvalid_0's l2: 415.157\n",
"[35]\tvalid_0's poisson: -97.5664\tvalid_0's l2: 413.444\n",
"[36]\tvalid_0's poisson: -97.1365\tvalid_0's l2: 412.42\n",
"[37]\tvalid_0's poisson: -96.8743\tvalid_0's l2: 408.319\n",
"[38]\tvalid_0's poisson: -96.8396\tvalid_0's l2: 406.781\n",
"[39]\tvalid_0's poisson: -97.0121\tvalid_0's l2: 404.136\n",
"[40]\tvalid_0's poisson: -96.9792\tvalid_0's l2: 399.665\n",
"[41]\tvalid_0's poisson: -98.2119\tvalid_0's l2: 394.587\n",
"[42]\tvalid_0's poisson: -98.2293\tvalid_0's l2: 399.008\n",
"[43]\tvalid_0's poisson: -98.5417\tvalid_0's l2: 398.089\n",
"[44]\tvalid_0's poisson: -98.0284\tvalid_0's l2: 397.195\n",
"[45]\tvalid_0's poisson: -98.0641\tvalid_0's l2: 397.23\n",
"[46]\tvalid_0's poisson: -97.7874\tvalid_0's l2: 395.768\n",
"[47]\tvalid_0's poisson: -97.3773\tvalid_0's l2: 394.407\n",
"[48]\tvalid_0's poisson: -97.2304\tvalid_0's l2: 390.472\n",
"[49]\tvalid_0's poisson: -97.2428\tvalid_0's l2: 390.514\n",
"[50]\tvalid_0's poisson: -98.1389\tvalid_0's l2: 389.691\n",
"[51]\tvalid_0's poisson: -97.8661\tvalid_0's l2: 391.053\n",
"[52]\tvalid_0's poisson: -98.0679\tvalid_0's l2: 392.917\n",
"[53]\tvalid_0's poisson: -98.2087\tvalid_0's l2: 391.894\n",
"[54]\tvalid_0's poisson: -98.2909\tvalid_0's l2: 392.568\n",
"[55]\tvalid_0's poisson: -97.6752\tvalid_0's l2: 391.296\n",
"[56]\tvalid_0's poisson: -97.8657\tvalid_0's l2: 391.06\n",
"[57]\tvalid_0's poisson: -97.5926\tvalid_0's l2: 392.481\n",
"[58]\tvalid_0's poisson: -97.6896\tvalid_0's l2: 388.796\n",
"[59]\tvalid_0's poisson: -97.9962\tvalid_0's l2: 388.915\n",
"[60]\tvalid_0's poisson: -97.8976\tvalid_0's l2: 388.604\n",
"[61]\tvalid_0's poisson: -98.0174\tvalid_0's l2: 389.502\n",
"[62]\tvalid_0's poisson: -98.0372\tvalid_0's l2: 388.91\n",
"[63]\tvalid_0's poisson: -97.9716\tvalid_0's l2: 389.471\n",
"[64]\tvalid_0's poisson: -97.8149\tvalid_0's l2: 390.589\n",
"[65]\tvalid_0's poisson: -97.9391\tvalid_0's l2: 390.684\n",
"[66]\tvalid_0's poisson: -97.5024\tvalid_0's l2: 388.449\n",
"[67]\tvalid_0's poisson: -97.3814\tvalid_0's l2: 387.089\n",
"[68]\tvalid_0's poisson: -97.8596\tvalid_0's l2: 386.955\n",
"[69]\tvalid_0's poisson: -97.4725\tvalid_0's l2: 388.786\n",
"[70]\tvalid_0's poisson: -97.8604\tvalid_0's l2: 387.547\n",
"[71]\tvalid_0's poisson: -98.0631\tvalid_0's l2: 386.017\n",
"[72]\tvalid_0's poisson: -98.3314\tvalid_0's l2: 384.977\n",
"[73]\tvalid_0's poisson: -97.759\tvalid_0's l2: 385.546\n",
"[74]\tvalid_0's poisson: -98.1107\tvalid_0's l2: 385.118\n",
"[75]\tvalid_0's poisson: -97.6238\tvalid_0's l2: 382.15\n",
"[76]\tvalid_0's poisson: -97.8238\tvalid_0's l2: 381.219\n",
"[77]\tvalid_0's poisson: -97.7108\tvalid_0's l2: 381.213\n",
"[78]\tvalid_0's poisson: -97.5933\tvalid_0's l2: 380\n",
"[79]\tvalid_0's poisson: -97.8093\tvalid_0's l2: 379.586\n",
"[80]\tvalid_0's poisson: -97.9252\tvalid_0's l2: 378.756\n",
"[81]\tvalid_0's poisson: -97.861\tvalid_0's l2: 379.094\n",
"[82]\tvalid_0's poisson: -97.923\tvalid_0's l2: 378.782\n",
"[83]\tvalid_0's poisson: -97.2763\tvalid_0's l2: 379.75\n",
"[84]\tvalid_0's poisson: -97.265\tvalid_0's l2: 380.159\n",
"[85]\tvalid_0's poisson: -97.364\tvalid_0's l2: 378.313\n",
"[86]\tvalid_0's poisson: -97.1665\tvalid_0's l2: 381.597\n",
"[87]\tvalid_0's poisson: -96.9582\tvalid_0's l2: 381.777\n",
"[88]\tvalid_0's poisson: -97.0604\tvalid_0's l2: 381.931\n",
"[89]\tvalid_0's poisson: -96.8371\tvalid_0's l2: 384.112\n",
"[90]\tvalid_0's poisson: -96.7479\tvalid_0's l2: 384.745\n",
"[91]\tvalid_0's poisson: -96.8109\tvalid_0's l2: 383.48\n",
"[92]\tvalid_0's poisson: -96.4468\tvalid_0's l2: 383.692\n",
"[93]\tvalid_0's poisson: -96.753\tvalid_0's l2: 384.136\n",
"[94]\tvalid_0's poisson: -96.2666\tvalid_0's l2: 379.725\n",
"[95]\tvalid_0's poisson: -96.2739\tvalid_0's l2: 379.381\n",
"[96]\tvalid_0's poisson: -96.6277\tvalid_0's l2: 378.354\n",
"[97]\tvalid_0's poisson: -96.9961\tvalid_0's l2: 377.576\n",
"[98]\tvalid_0's poisson: -96.6175\tvalid_0's l2: 376.224\n",
"[99]\tvalid_0's poisson: -97.0895\tvalid_0's l2: 375.611\n",
"[100]\tvalid_0's poisson: -96.6409\tvalid_0's l2: 375.293\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.032\tvalid_0's l2: 1054.4\n",
"[2]\tvalid_0's poisson: -100.82\tvalid_0's l2: 755.063\n",
"[3]\tvalid_0's poisson: -100.29\tvalid_0's l2: 650.921\n",
"[4]\tvalid_0's poisson: -99.3264\tvalid_0's l2: 620.833\n",
"[5]\tvalid_0's poisson: -92.0451\tvalid_0's l2: 566.035\n",
"[6]\tvalid_0's poisson: -98.932\tvalid_0's l2: 544.4\n",
"[7]\tvalid_0's poisson: -98.5303\tvalid_0's l2: 538.514\n",
"[8]\tvalid_0's poisson: -98.5576\tvalid_0's l2: 530.563\n",
"[9]\tvalid_0's poisson: -98.6452\tvalid_0's l2: 522.798\n",
"[10]\tvalid_0's poisson: -98.3963\tvalid_0's l2: 520.691\n",
"[11]\tvalid_0's poisson: -98.2923\tvalid_0's l2: 521.844\n",
"[12]\tvalid_0's poisson: -97.2174\tvalid_0's l2: 522.023\n",
"[13]\tvalid_0's poisson: -96.9977\tvalid_0's l2: 507.293\n",
"[14]\tvalid_0's poisson: -95.9996\tvalid_0's l2: 495.387\n",
"[15]\tvalid_0's poisson: -96.1686\tvalid_0's l2: 490.85\n",
"[16]\tvalid_0's poisson: -95.9278\tvalid_0's l2: 484.889\n",
"[17]\tvalid_0's poisson: -95.8527\tvalid_0's l2: 481.697\n",
"[18]\tvalid_0's poisson: -96.2246\tvalid_0's l2: 480.029\n",
"[19]\tvalid_0's poisson: -95.6625\tvalid_0's l2: 470.671\n",
"[20]\tvalid_0's poisson: -95.2906\tvalid_0's l2: 469.289\n",
"[21]\tvalid_0's poisson: -95.3882\tvalid_0's l2: 465.599\n",
"[22]\tvalid_0's poisson: -95.3423\tvalid_0's l2: 464.098\n",
"[23]\tvalid_0's poisson: -95.4395\tvalid_0's l2: 459.029\n",
"[24]\tvalid_0's poisson: -95.1651\tvalid_0's l2: 458.478\n",
"[25]\tvalid_0's poisson: -95.0558\tvalid_0's l2: 454.999\n",
"[26]\tvalid_0's poisson: -95.6911\tvalid_0's l2: 457.166\n",
"[27]\tvalid_0's poisson: -95.7892\tvalid_0's l2: 455.991\n",
"[28]\tvalid_0's poisson: -95.0768\tvalid_0's l2: 450.61\n",
"[29]\tvalid_0's poisson: -95.0669\tvalid_0's l2: 448.986\n",
"[30]\tvalid_0's poisson: -95.1948\tvalid_0's l2: 447.419\n",
"[31]\tvalid_0's poisson: -95.1911\tvalid_0's l2: 442.749\n",
"[32]\tvalid_0's poisson: -95.5585\tvalid_0's l2: 443.902\n",
"[33]\tvalid_0's poisson: -95.4234\tvalid_0's l2: 442.415\n",
"[34]\tvalid_0's poisson: -95.4026\tvalid_0's l2: 441.047\n",
"[35]\tvalid_0's poisson: -95.6866\tvalid_0's l2: 439.305\n",
"[36]\tvalid_0's poisson: -95.4727\tvalid_0's l2: 440.596\n",
"[37]\tvalid_0's poisson: -95.6976\tvalid_0's l2: 437.797\n",
"[38]\tvalid_0's poisson: -95.0369\tvalid_0's l2: 434.711\n",
"[39]\tvalid_0's poisson: -95.5367\tvalid_0's l2: 429.5\n",
"[40]\tvalid_0's poisson: -95.8867\tvalid_0's l2: 429.478\n",
"[41]\tvalid_0's poisson: -95.8478\tvalid_0's l2: 426.04\n",
"[42]\tvalid_0's poisson: -95.0521\tvalid_0's l2: 423.33\n",
"[43]\tvalid_0's poisson: -94.5683\tvalid_0's l2: 422.292\n",
"[44]\tvalid_0's poisson: -94.2045\tvalid_0's l2: 421.123\n",
"[45]\tvalid_0's poisson: -94.2467\tvalid_0's l2: 416.873\n",
"[46]\tvalid_0's poisson: -93.8404\tvalid_0's l2: 415.415\n",
"[47]\tvalid_0's poisson: -94.2401\tvalid_0's l2: 415.308\n",
"[48]\tvalid_0's poisson: -94.379\tvalid_0's l2: 415.385\n",
"[49]\tvalid_0's poisson: -93.9219\tvalid_0's l2: 414.875\n",
"[50]\tvalid_0's poisson: -94.1789\tvalid_0's l2: 415.365\n",
"[51]\tvalid_0's poisson: -94.2484\tvalid_0's l2: 412.9\n",
"[52]\tvalid_0's poisson: -93.3788\tvalid_0's l2: 412.689\n",
"[53]\tvalid_0's poisson: -93.5931\tvalid_0's l2: 412.037\n",
"[54]\tvalid_0's poisson: -92.7913\tvalid_0's l2: 412.663\n",
"[55]\tvalid_0's poisson: -92.7088\tvalid_0's l2: 412.12\n",
"[56]\tvalid_0's poisson: -92.4505\tvalid_0's l2: 412.115\n",
"[57]\tvalid_0's poisson: -93.158\tvalid_0's l2: 409.077\n",
"[58]\tvalid_0's poisson: -93.2228\tvalid_0's l2: 409.073\n",
"[59]\tvalid_0's poisson: -95.1442\tvalid_0's l2: 406.263\n",
"[60]\tvalid_0's poisson: -94.7952\tvalid_0's l2: 405.369\n",
"[61]\tvalid_0's poisson: -95.4383\tvalid_0's l2: 403.836\n",
"[62]\tvalid_0's poisson: -95.3742\tvalid_0's l2: 403.586\n",
"[63]\tvalid_0's poisson: -95.0296\tvalid_0's l2: 402.357\n",
"[64]\tvalid_0's poisson: -95.3942\tvalid_0's l2: 400.591\n",
"[65]\tvalid_0's poisson: -95.2083\tvalid_0's l2: 400.652\n",
"[66]\tvalid_0's poisson: -95.9533\tvalid_0's l2: 399.198\n",
"[67]\tvalid_0's poisson: -95.7246\tvalid_0's l2: 397.706\n",
"[68]\tvalid_0's poisson: -94.966\tvalid_0's l2: 397.236\n",
"[69]\tvalid_0's poisson: -95.2829\tvalid_0's l2: 396.967\n",
"[70]\tvalid_0's poisson: -95.1827\tvalid_0's l2: 395.081\n",
"[71]\tvalid_0's poisson: -95.622\tvalid_0's l2: 396.831\n",
"[72]\tvalid_0's poisson: -95.4268\tvalid_0's l2: 394.198\n",
"[73]\tvalid_0's poisson: -95.606\tvalid_0's l2: 393.596\n",
"[74]\tvalid_0's poisson: -95.6674\tvalid_0's l2: 394.62\n",
"[75]\tvalid_0's poisson: -96.0231\tvalid_0's l2: 393.589\n",
"[76]\tvalid_0's poisson: -95.7456\tvalid_0's l2: 392.204\n",
"[77]\tvalid_0's poisson: -95.6126\tvalid_0's l2: 387.691\n",
"[78]\tvalid_0's poisson: -95.5298\tvalid_0's l2: 387.416\n",
"[79]\tvalid_0's poisson: -96.0478\tvalid_0's l2: 385.487\n",
"[80]\tvalid_0's poisson: -95.9411\tvalid_0's l2: 384.551\n",
"[81]\tvalid_0's poisson: -95.8265\tvalid_0's l2: 385.358\n",
"[82]\tvalid_0's poisson: -95.5957\tvalid_0's l2: 385.955\n",
"[83]\tvalid_0's poisson: -95.5181\tvalid_0's l2: 386.271\n",
"[84]\tvalid_0's poisson: -95.6078\tvalid_0's l2: 386.346\n",
"[85]\tvalid_0's poisson: -95.672\tvalid_0's l2: 385.031\n",
"[86]\tvalid_0's poisson: -95.6946\tvalid_0's l2: 384.242\n",
"[87]\tvalid_0's poisson: -95.65\tvalid_0's l2: 384.35\n",
"[88]\tvalid_0's poisson: -95.91\tvalid_0's l2: 384.216\n",
"[89]\tvalid_0's poisson: -95.8437\tvalid_0's l2: 383.838\n",
"[90]\tvalid_0's poisson: -95.9961\tvalid_0's l2: 383.778\n",
"[91]\tvalid_0's poisson: -95.3948\tvalid_0's l2: 384.886\n",
"[92]\tvalid_0's poisson: -95.8317\tvalid_0's l2: 384.848\n",
"[93]\tvalid_0's poisson: -96.26\tvalid_0's l2: 385.217\n",
"[94]\tvalid_0's poisson: -96.1774\tvalid_0's l2: 383.924\n",
"[95]\tvalid_0's poisson: -96.1724\tvalid_0's l2: 383.702\n",
"[96]\tvalid_0's poisson: -96.145\tvalid_0's l2: 383.68\n",
"[97]\tvalid_0's poisson: -95.9867\tvalid_0's l2: 382.94\n",
"[98]\tvalid_0's poisson: -96.4101\tvalid_0's l2: 380.22\n",
"[99]\tvalid_0's poisson: -95.8866\tvalid_0's l2: 377.796\n",
"[100]\tvalid_0's poisson: -95.9657\tvalid_0's l2: 378.246\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.056\tvalid_0's l2: 1052.95\n",
"[2]\tvalid_0's poisson: -105.111\tvalid_0's l2: 735.88\n",
"[3]\tvalid_0's poisson: -101.113\tvalid_0's l2: 667.848\n",
"[4]\tvalid_0's poisson: -97.5017\tvalid_0's l2: 612.944\n",
"[5]\tvalid_0's poisson: -96.3842\tvalid_0's l2: 564.405\n",
"[6]\tvalid_0's poisson: -93.3237\tvalid_0's l2: 547.075\n",
"[7]\tvalid_0's poisson: -98.541\tvalid_0's l2: 513.626\n",
"[8]\tvalid_0's poisson: -96.0523\tvalid_0's l2: 507.224\n",
"[9]\tvalid_0's poisson: -97.9529\tvalid_0's l2: 501.759\n",
"[10]\tvalid_0's poisson: -99.8101\tvalid_0's l2: 492.481\n",
"[11]\tvalid_0's poisson: -98.6385\tvalid_0's l2: 486.313\n",
"[12]\tvalid_0's poisson: -98.9127\tvalid_0's l2: 479.573\n",
"[13]\tvalid_0's poisson: -98.0352\tvalid_0's l2: 473.993\n",
"[14]\tvalid_0's poisson: -100.567\tvalid_0's l2: 452.357\n",
"[15]\tvalid_0's poisson: -100.2\tvalid_0's l2: 439.883\n",
"[16]\tvalid_0's poisson: -99.6145\tvalid_0's l2: 437.487\n",
"[17]\tvalid_0's poisson: -99.4788\tvalid_0's l2: 438.115\n",
"[18]\tvalid_0's poisson: -99.3844\tvalid_0's l2: 434.792\n",
"[19]\tvalid_0's poisson: -99.8126\tvalid_0's l2: 433.943\n",
"[20]\tvalid_0's poisson: -100.306\tvalid_0's l2: 426.729\n",
"[21]\tvalid_0's poisson: -100.108\tvalid_0's l2: 420.584\n",
"[22]\tvalid_0's poisson: -99.815\tvalid_0's l2: 424.309\n",
"[23]\tvalid_0's poisson: -100.671\tvalid_0's l2: 408.473\n",
"[24]\tvalid_0's poisson: -99.9837\tvalid_0's l2: 406.787\n",
"[25]\tvalid_0's poisson: -99.7483\tvalid_0's l2: 402.589\n",
"[26]\tvalid_0's poisson: -99.7109\tvalid_0's l2: 397.736\n",
"[27]\tvalid_0's poisson: -100.214\tvalid_0's l2: 398.47\n",
"[28]\tvalid_0's poisson: -100.387\tvalid_0's l2: 390.152\n",
"[29]\tvalid_0's poisson: -100.588\tvalid_0's l2: 390.37\n",
"[30]\tvalid_0's poisson: -100.692\tvalid_0's l2: 391.051\n",
"[31]\tvalid_0's poisson: -100.543\tvalid_0's l2: 389.7\n",
"[32]\tvalid_0's poisson: -100.193\tvalid_0's l2: 388.598\n",
"[33]\tvalid_0's poisson: -100.131\tvalid_0's l2: 385.922\n",
"[34]\tvalid_0's poisson: -99.8338\tvalid_0's l2: 388.562\n",
"[35]\tvalid_0's poisson: -99.8396\tvalid_0's l2: 388.274\n",
"[36]\tvalid_0's poisson: -99.9966\tvalid_0's l2: 388.309\n",
"[37]\tvalid_0's poisson: -99.5761\tvalid_0's l2: 387.877\n",
"[38]\tvalid_0's poisson: -99.3272\tvalid_0's l2: 385.688\n",
"[39]\tvalid_0's poisson: -99.1626\tvalid_0's l2: 383.214\n",
"[40]\tvalid_0's poisson: -100.269\tvalid_0's l2: 379.272\n",
"[41]\tvalid_0's poisson: -100.198\tvalid_0's l2: 379.383\n",
"[42]\tvalid_0's poisson: -100.097\tvalid_0's l2: 378.949\n",
"[43]\tvalid_0's poisson: -100.084\tvalid_0's l2: 380.191\n",
"[44]\tvalid_0's poisson: -100.184\tvalid_0's l2: 379.941\n",
"[45]\tvalid_0's poisson: -100.069\tvalid_0's l2: 380.267\n",
"[46]\tvalid_0's poisson: -100.078\tvalid_0's l2: 379.959\n",
"[47]\tvalid_0's poisson: -99.8256\tvalid_0's l2: 378.83\n",
"[48]\tvalid_0's poisson: -100.512\tvalid_0's l2: 377.523\n",
"[49]\tvalid_0's poisson: -100.344\tvalid_0's l2: 378.477\n",
"[50]\tvalid_0's poisson: -100.305\tvalid_0's l2: 378.062\n",
"[51]\tvalid_0's poisson: -100.132\tvalid_0's l2: 375.646\n",
"[52]\tvalid_0's poisson: -100.13\tvalid_0's l2: 374.568\n",
"[53]\tvalid_0's poisson: -100.155\tvalid_0's l2: 375.378\n",
"[54]\tvalid_0's poisson: -99.9827\tvalid_0's l2: 373.731\n",
"[55]\tvalid_0's poisson: -99.8459\tvalid_0's l2: 373.645\n",
"[56]\tvalid_0's poisson: -99.6424\tvalid_0's l2: 373.585\n",
"[57]\tvalid_0's poisson: -99.8167\tvalid_0's l2: 371.876\n",
"[58]\tvalid_0's poisson: -99.6494\tvalid_0's l2: 369.342\n",
"[59]\tvalid_0's poisson: -99.7884\tvalid_0's l2: 369.006\n",
"[60]\tvalid_0's poisson: -100.353\tvalid_0's l2: 367.353\n",
"[61]\tvalid_0's poisson: -100.006\tvalid_0's l2: 366.856\n",
"[62]\tvalid_0's poisson: -99.7257\tvalid_0's l2: 366.976\n",
"[63]\tvalid_0's poisson: -100.42\tvalid_0's l2: 366.027\n",
"[64]\tvalid_0's poisson: -100.613\tvalid_0's l2: 366.03\n",
"[65]\tvalid_0's poisson: -100.551\tvalid_0's l2: 366.251\n",
"[66]\tvalid_0's poisson: -99.9373\tvalid_0's l2: 367.675\n",
"[67]\tvalid_0's poisson: -100.305\tvalid_0's l2: 366.669\n",
"[68]\tvalid_0's poisson: -99.7943\tvalid_0's l2: 366.258\n",
"[69]\tvalid_0's poisson: -100.164\tvalid_0's l2: 364.917\n",
"[70]\tvalid_0's poisson: -99.9543\tvalid_0's l2: 365.605\n",
"[71]\tvalid_0's poisson: -99.8741\tvalid_0's l2: 363.462\n",
"[72]\tvalid_0's poisson: -99.773\tvalid_0's l2: 363.241\n",
"[73]\tvalid_0's poisson: -99.645\tvalid_0's l2: 363.176\n",
"[74]\tvalid_0's poisson: -99.4563\tvalid_0's l2: 361.974\n",
"[75]\tvalid_0's poisson: -99.6232\tvalid_0's l2: 360.955\n",
"[76]\tvalid_0's poisson: -99.9268\tvalid_0's l2: 361.108\n",
"[77]\tvalid_0's poisson: -99.5435\tvalid_0's l2: 361.187\n",
"[78]\tvalid_0's poisson: -99.7231\tvalid_0's l2: 364.503\n",
"[79]\tvalid_0's poisson: -99.3279\tvalid_0's l2: 362.779\n",
"[80]\tvalid_0's poisson: -100.083\tvalid_0's l2: 362.328\n",
"[81]\tvalid_0's poisson: -99.3888\tvalid_0's l2: 360.42\n",
"[82]\tvalid_0's poisson: -98.8633\tvalid_0's l2: 360.015\n",
"[83]\tvalid_0's poisson: -99.6462\tvalid_0's l2: 360.19\n",
"[84]\tvalid_0's poisson: -99.214\tvalid_0's l2: 360.55\n",
"[85]\tvalid_0's poisson: -99.4654\tvalid_0's l2: 359.916\n",
"[86]\tvalid_0's poisson: -99.284\tvalid_0's l2: 360.126\n",
"[87]\tvalid_0's poisson: -99.6628\tvalid_0's l2: 359.591\n",
"[88]\tvalid_0's poisson: -99.7346\tvalid_0's l2: 359.877\n",
"[89]\tvalid_0's poisson: -99.4588\tvalid_0's l2: 359.403\n",
"[90]\tvalid_0's poisson: -99.4282\tvalid_0's l2: 354.118\n",
"[91]\tvalid_0's poisson: -99.3374\tvalid_0's l2: 354.838\n",
"[92]\tvalid_0's poisson: -99.4202\tvalid_0's l2: 354.265\n",
"[93]\tvalid_0's poisson: -99.1466\tvalid_0's l2: 355.276\n",
"[94]\tvalid_0's poisson: -99.1968\tvalid_0's l2: 354.586\n",
"[95]\tvalid_0's poisson: -99.7898\tvalid_0's l2: 353.573\n",
"[96]\tvalid_0's poisson: -99.6\tvalid_0's l2: 354.339\n",
"[97]\tvalid_0's poisson: -99.6254\tvalid_0's l2: 354.634\n",
"[98]\tvalid_0's poisson: -99.7897\tvalid_0's l2: 351.385\n",
"[99]\tvalid_0's poisson: -99.9118\tvalid_0's l2: 351.149\n",
"[100]\tvalid_0's poisson: -99.6355\tvalid_0's l2: 351.729\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -103.043\tvalid_0's l2: 1053.55\n",
"[2]\tvalid_0's poisson: -103.976\tvalid_0's l2: 758.763\n",
"[3]\tvalid_0's poisson: -93.1658\tvalid_0's l2: 693.121\n",
"[4]\tvalid_0's poisson: -93.8369\tvalid_0's l2: 661.428\n",
"[5]\tvalid_0's poisson: -95.575\tvalid_0's l2: 619.946\n",
"[6]\tvalid_0's poisson: -95.1177\tvalid_0's l2: 622.148\n",
"[7]\tvalid_0's poisson: -96.1391\tvalid_0's l2: 605.645\n",
"[8]\tvalid_0's poisson: -94.1386\tvalid_0's l2: 594.113\n",
"[9]\tvalid_0's poisson: -92.3699\tvalid_0's l2: 583.889\n",
"[10]\tvalid_0's poisson: -93.3859\tvalid_0's l2: 570.749\n",
"[11]\tvalid_0's poisson: -92.2532\tvalid_0's l2: 548.492\n",
"[12]\tvalid_0's poisson: -90.5623\tvalid_0's l2: 542.885\n",
"[13]\tvalid_0's poisson: -93.174\tvalid_0's l2: 532.136\n",
"[14]\tvalid_0's poisson: -91.98\tvalid_0's l2: 524.06\n",
"[15]\tvalid_0's poisson: -91.7436\tvalid_0's l2: 516.297\n",
"[16]\tvalid_0's poisson: -91.9742\tvalid_0's l2: 515.603\n",
"[17]\tvalid_0's poisson: -91.8743\tvalid_0's l2: 510.979\n",
"[18]\tvalid_0's poisson: -90.6878\tvalid_0's l2: 500.512\n",
"[19]\tvalid_0's poisson: -93.5398\tvalid_0's l2: 492.562\n",
"[20]\tvalid_0's poisson: -94.3763\tvalid_0's l2: 488.84\n",
"[21]\tvalid_0's poisson: -94.34\tvalid_0's l2: 480.081\n",
"[22]\tvalid_0's poisson: -94.9775\tvalid_0's l2: 472.833\n",
"[23]\tvalid_0's poisson: -95.7788\tvalid_0's l2: 468.198\n",
"[24]\tvalid_0's poisson: -96.3882\tvalid_0's l2: 461.791\n",
"[25]\tvalid_0's poisson: -96.9473\tvalid_0's l2: 459.11\n",
"[26]\tvalid_0's poisson: -96.5522\tvalid_0's l2: 459.068\n",
"[27]\tvalid_0's poisson: -97.6169\tvalid_0's l2: 452.144\n",
"[28]\tvalid_0's poisson: -97.9437\tvalid_0's l2: 454.108\n",
"[29]\tvalid_0's poisson: -97.6537\tvalid_0's l2: 450.196\n",
"[30]\tvalid_0's poisson: -97.1356\tvalid_0's l2: 446.909\n",
"[31]\tvalid_0's poisson: -97.8565\tvalid_0's l2: 445.535\n",
"[32]\tvalid_0's poisson: -98.3336\tvalid_0's l2: 443.496\n",
"[33]\tvalid_0's poisson: -98.4762\tvalid_0's l2: 442.3\n",
"[34]\tvalid_0's poisson: -98.0638\tvalid_0's l2: 442.004\n",
"[35]\tvalid_0's poisson: -97.8103\tvalid_0's l2: 440.75\n",
"[36]\tvalid_0's poisson: -97.9343\tvalid_0's l2: 437.756\n",
"[37]\tvalid_0's poisson: -97.9098\tvalid_0's l2: 435.424\n",
"[38]\tvalid_0's poisson: -97.8756\tvalid_0's l2: 435.289\n",
"[39]\tvalid_0's poisson: -97.3477\tvalid_0's l2: 428.941\n",
"[40]\tvalid_0's poisson: -96.6379\tvalid_0's l2: 423.266\n",
"[41]\tvalid_0's poisson: -96.4544\tvalid_0's l2: 417.434\n",
"[42]\tvalid_0's poisson: -95.8673\tvalid_0's l2: 416.729\n",
"[43]\tvalid_0's poisson: -95.6826\tvalid_0's l2: 415.401\n",
"[44]\tvalid_0's poisson: -95.8931\tvalid_0's l2: 417.345\n",
"[45]\tvalid_0's poisson: -95.8904\tvalid_0's l2: 418.164\n",
"[46]\tvalid_0's poisson: -95.6513\tvalid_0's l2: 414.721\n",
"[47]\tvalid_0's poisson: -95.7665\tvalid_0's l2: 415.043\n",
"[48]\tvalid_0's poisson: -95.5993\tvalid_0's l2: 415.203\n",
"[49]\tvalid_0's poisson: -95.5898\tvalid_0's l2: 416.073\n",
"[50]\tvalid_0's poisson: -96.2199\tvalid_0's l2: 416.522\n",
"[51]\tvalid_0's poisson: -96.0488\tvalid_0's l2: 417.035\n",
"[52]\tvalid_0's poisson: -96.0936\tvalid_0's l2: 417.884\n",
"[53]\tvalid_0's poisson: -95.9449\tvalid_0's l2: 417.584\n",
"[54]\tvalid_0's poisson: -95.9471\tvalid_0's l2: 416.831\n",
"[55]\tvalid_0's poisson: -95.9116\tvalid_0's l2: 418.122\n",
"[56]\tvalid_0's poisson: -95.8837\tvalid_0's l2: 413.959\n",
"[57]\tvalid_0's poisson: -95.5792\tvalid_0's l2: 412.146\n",
"[58]\tvalid_0's poisson: -95.6656\tvalid_0's l2: 411.002\n",
"[59]\tvalid_0's poisson: -95.7388\tvalid_0's l2: 407.902\n",
"[60]\tvalid_0's poisson: -95.7764\tvalid_0's l2: 407.277\n",
"[61]\tvalid_0's poisson: -95.8366\tvalid_0's l2: 407.5\n",
"[62]\tvalid_0's poisson: -95.5095\tvalid_0's l2: 407.412\n",
"[63]\tvalid_0's poisson: -95.3316\tvalid_0's l2: 406.585\n",
"[64]\tvalid_0's poisson: -95.6369\tvalid_0's l2: 401.903\n",
"[65]\tvalid_0's poisson: -95.3617\tvalid_0's l2: 401.79\n",
"[66]\tvalid_0's poisson: -95.2315\tvalid_0's l2: 401.737\n",
"[67]\tvalid_0's poisson: -95.597\tvalid_0's l2: 400.675\n",
"[68]\tvalid_0's poisson: -95.761\tvalid_0's l2: 400.35\n",
"[69]\tvalid_0's poisson: -95.4223\tvalid_0's l2: 397.56\n",
"[70]\tvalid_0's poisson: -95.0056\tvalid_0's l2: 397.393\n",
"[71]\tvalid_0's poisson: -95.1255\tvalid_0's l2: 396.524\n",
"[72]\tvalid_0's poisson: -95.5449\tvalid_0's l2: 395.949\n",
"[73]\tvalid_0's poisson: -95.9806\tvalid_0's l2: 394.658\n",
"[74]\tvalid_0's poisson: -95.3559\tvalid_0's l2: 394.018\n",
"[75]\tvalid_0's poisson: -95.5372\tvalid_0's l2: 393.367\n",
"[76]\tvalid_0's poisson: -95.2669\tvalid_0's l2: 393.592\n",
"[77]\tvalid_0's poisson: -95.226\tvalid_0's l2: 393.63\n",
"[78]\tvalid_0's poisson: -95.2392\tvalid_0's l2: 393.223\n",
"[79]\tvalid_0's poisson: -95.6725\tvalid_0's l2: 393.606\n",
"[80]\tvalid_0's poisson: -95.7204\tvalid_0's l2: 394.775\n",
"[81]\tvalid_0's poisson: -95.6894\tvalid_0's l2: 395.196\n",
"[82]\tvalid_0's poisson: -95.6453\tvalid_0's l2: 394.435\n",
"[83]\tvalid_0's poisson: -95.3669\tvalid_0's l2: 392.713\n",
"[84]\tvalid_0's poisson: -95.2917\tvalid_0's l2: 390.492\n",
"[85]\tvalid_0's poisson: -95.1931\tvalid_0's l2: 389.773\n",
"[86]\tvalid_0's poisson: -94.7819\tvalid_0's l2: 388.602\n",
"[87]\tvalid_0's poisson: -95.2716\tvalid_0's l2: 388.386\n",
"[88]\tvalid_0's poisson: -95.0497\tvalid_0's l2: 384.513\n",
"[89]\tvalid_0's poisson: -94.9233\tvalid_0's l2: 385.238\n",
"[90]\tvalid_0's poisson: -94.8697\tvalid_0's l2: 383.075\n",
"[91]\tvalid_0's poisson: -94.9516\tvalid_0's l2: 383.175\n",
"[92]\tvalid_0's poisson: -94.96\tvalid_0's l2: 383.284\n",
"[93]\tvalid_0's poisson: -95.0513\tvalid_0's l2: 383.296\n",
"[94]\tvalid_0's poisson: -94.968\tvalid_0's l2: 383.767\n",
"[95]\tvalid_0's poisson: -95.0259\tvalid_0's l2: 383.511\n",
"[96]\tvalid_0's poisson: -95.1484\tvalid_0's l2: 383.799\n",
"[97]\tvalid_0's poisson: -94.7203\tvalid_0's l2: 382.967\n",
"[98]\tvalid_0's poisson: -94.9006\tvalid_0's l2: 381.938\n",
"[99]\tvalid_0's poisson: -94.7191\tvalid_0's l2: 381.69\n",
"[100]\tvalid_0's poisson: -94.7427\tvalid_0's l2: 381.616\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3451\tvalid_0's l2: 2287.95\n",
"[2]\tvalid_0's poisson: -87.514\tvalid_0's l2: 2275.66\n",
"[3]\tvalid_0's poisson: -87.6804\tvalid_0's l2: 2263.47\n",
"[4]\tvalid_0's poisson: -87.8444\tvalid_0's l2: 2251.37\n",
"[5]\tvalid_0's poisson: -88.006\tvalid_0's l2: 2239.36\n",
"[6]\tvalid_0's poisson: -88.1653\tvalid_0's l2: 2227.45\n",
"[7]\tvalid_0's poisson: -88.3223\tvalid_0's l2: 2215.63\n",
"[8]\tvalid_0's poisson: -88.4771\tvalid_0's l2: 2203.9\n",
"[9]\tvalid_0's poisson: -88.6297\tvalid_0's l2: 2192.26\n",
"[10]\tvalid_0's poisson: -88.7802\tvalid_0's l2: 2180.71\n",
"[11]\tvalid_0's poisson: -88.9305\tvalid_0's l2: 2169.1\n",
"[12]\tvalid_0's poisson: -89.079\tvalid_0's l2: 2157.57\n",
"[13]\tvalid_0's poisson: -89.2235\tvalid_0's l2: 2146.28\n",
"[14]\tvalid_0's poisson: -89.368\tvalid_0's l2: 2134.92\n",
"[15]\tvalid_0's poisson: -89.5105\tvalid_0's l2: 2123.66\n",
"[16]\tvalid_0's poisson: -89.6496\tvalid_0's l2: 2112.64\n",
"[17]\tvalid_0's poisson: -89.7887\tvalid_0's l2: 2101.54\n",
"[18]\tvalid_0's poisson: -89.9258\tvalid_0's l2: 2090.53\n",
"[19]\tvalid_0's poisson: -90.0598\tvalid_0's l2: 2079.76\n",
"[20]\tvalid_0's poisson: -90.1937\tvalid_0's l2: 2068.91\n",
"[21]\tvalid_0's poisson: -90.3259\tvalid_0's l2: 2058.14\n",
"[22]\tvalid_0's poisson: -90.455\tvalid_0's l2: 2047.61\n",
"[23]\tvalid_0's poisson: -90.5838\tvalid_0's l2: 2037.02\n",
"[24]\tvalid_0's poisson: -90.7113\tvalid_0's l2: 2026.48\n",
"[25]\tvalid_0's poisson: -90.8361\tvalid_0's l2: 2016.18\n",
"[26]\tvalid_0's poisson: -90.9603\tvalid_0's l2: 2005.83\n",
"[27]\tvalid_0's poisson: -91.0834\tvalid_0's l2: 1995.53\n",
"[28]\tvalid_0's poisson: -91.204\tvalid_0's l2: 1985.46\n",
"[29]\tvalid_0's poisson: -91.3242\tvalid_0's l2: 1975.32\n",
"[30]\tvalid_0's poisson: -91.4429\tvalid_0's l2: 1965.27\n",
"[31]\tvalid_0's poisson: -91.5596\tvalid_0's l2: 1955.41\n",
"[32]\tvalid_0's poisson: -91.6777\tvalid_0's l2: 1945.35\n",
"[33]\tvalid_0's poisson: -91.7945\tvalid_0's l2: 1935.37\n",
"[34]\tvalid_0's poisson: -91.9101\tvalid_0's l2: 1925.46\n",
"[35]\tvalid_0's poisson: -92.0242\tvalid_0's l2: 1915.63\n",
"[36]\tvalid_0's poisson: -92.1372\tvalid_0's l2: 1905.86\n",
"[37]\tvalid_0's poisson: -92.2486\tvalid_0's l2: 1896.2\n",
"[38]\tvalid_0's poisson: -92.3591\tvalid_0's l2: 1886.59\n",
"[39]\tvalid_0's poisson: -92.4681\tvalid_0's l2: 1877.07\n",
"[40]\tvalid_0's poisson: -92.5763\tvalid_0's l2: 1867.59\n",
"[41]\tvalid_0's poisson: -92.6819\tvalid_0's l2: 1858.31\n",
"[42]\tvalid_0's poisson: -92.7876\tvalid_0's l2: 1849\n",
"[43]\tvalid_0's poisson: -92.8922\tvalid_0's l2: 1839.75\n",
"[44]\tvalid_0's poisson: -92.9969\tvalid_0's l2: 1830.46\n",
"[45]\tvalid_0's poisson: -93.1006\tvalid_0's l2: 1821.24\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -93.202\tvalid_0's l2: 1812.2\n",
"[47]\tvalid_0's poisson: -93.3035\tvalid_0's l2: 1803.12\n",
"[48]\tvalid_0's poisson: -93.4038\tvalid_0's l2: 1794.22\n",
"[49]\tvalid_0's poisson: -93.5033\tvalid_0's l2: 1785.27\n",
"[50]\tvalid_0's poisson: -93.6016\tvalid_0's l2: 1776.51\n",
"[51]\tvalid_0's poisson: -93.6989\tvalid_0's l2: 1767.81\n",
"[52]\tvalid_0's poisson: -93.7957\tvalid_0's l2: 1759.05\n",
"[53]\tvalid_0's poisson: -93.8911\tvalid_0's l2: 1750.48\n",
"[54]\tvalid_0's poisson: -93.9839\tvalid_0's l2: 1742.03\n",
"[55]\tvalid_0's poisson: -94.0776\tvalid_0's l2: 1733.58\n",
"[56]\tvalid_0's poisson: -94.1699\tvalid_0's l2: 1725.14\n",
"[57]\tvalid_0's poisson: -94.2605\tvalid_0's l2: 1716.92\n",
"[58]\tvalid_0's poisson: -94.35\tvalid_0's l2: 1708.75\n",
"[59]\tvalid_0's poisson: -94.4406\tvalid_0's l2: 1700.42\n",
"[60]\tvalid_0's poisson: -94.5286\tvalid_0's l2: 1692.37\n",
"[61]\tvalid_0's poisson: -94.6157\tvalid_0's l2: 1684.39\n",
"[62]\tvalid_0's poisson: -94.7019\tvalid_0's l2: 1676.46\n",
"[63]\tvalid_0's poisson: -94.7892\tvalid_0's l2: 1668.36\n",
"[64]\tvalid_0's poisson: -94.8739\tvalid_0's l2: 1660.55\n",
"[65]\tvalid_0's poisson: -94.9578\tvalid_0's l2: 1652.79\n",
"[66]\tvalid_0's poisson: -95.0409\tvalid_0's l2: 1645.09\n",
"[67]\tvalid_0's poisson: -95.125\tvalid_0's l2: 1637.23\n",
"[68]\tvalid_0's poisson: -95.2067\tvalid_0's l2: 1629.65\n",
"[69]\tvalid_0's poisson: -95.2875\tvalid_0's l2: 1622.12\n",
"[70]\tvalid_0's poisson: -95.3696\tvalid_0's l2: 1614.41\n",
"[71]\tvalid_0's poisson: -95.449\tvalid_0's l2: 1606.99\n",
"[72]\tvalid_0's poisson: -95.5277\tvalid_0's l2: 1599.62\n",
"[73]\tvalid_0's poisson: -95.6056\tvalid_0's l2: 1592.31\n",
"[74]\tvalid_0's poisson: -95.6849\tvalid_0's l2: 1584.82\n",
"[75]\tvalid_0's poisson: -95.7615\tvalid_0's l2: 1577.62\n",
"[76]\tvalid_0's poisson: -95.8374\tvalid_0's l2: 1570.47\n",
"[77]\tvalid_0's poisson: -95.9125\tvalid_0's l2: 1563.37\n",
"[78]\tvalid_0's poisson: -95.9894\tvalid_0's l2: 1556.08\n",
"[79]\tvalid_0's poisson: -96.0634\tvalid_0's l2: 1549.08\n",
"[80]\tvalid_0's poisson: -96.1366\tvalid_0's l2: 1542.14\n",
"[81]\tvalid_0's poisson: -96.2097\tvalid_0's l2: 1535.21\n",
"[82]\tvalid_0's poisson: -96.2841\tvalid_0's l2: 1528.11\n",
"[83]\tvalid_0's poisson: -96.3555\tvalid_0's l2: 1521.32\n",
"[84]\tvalid_0's poisson: -96.4265\tvalid_0's l2: 1514.57\n",
"[85]\tvalid_0's poisson: -96.497\tvalid_0's l2: 1507.84\n",
"[86]\tvalid_0's poisson: -96.5667\tvalid_0's l2: 1501.19\n",
"[87]\tvalid_0's poisson: -96.6385\tvalid_0's l2: 1494.32\n",
"[88]\tvalid_0's poisson: -96.707\tvalid_0's l2: 1487.77\n",
"[89]\tvalid_0's poisson: -96.776\tvalid_0's l2: 1481.12\n",
"[90]\tvalid_0's poisson: -96.8439\tvalid_0's l2: 1474.6\n",
"[91]\tvalid_0's poisson: -96.9135\tvalid_0's l2: 1467.92\n",
"[92]\tvalid_0's poisson: -96.9805\tvalid_0's l2: 1461.48\n",
"[93]\tvalid_0's poisson: -97.0468\tvalid_0's l2: 1455.1\n",
"[94]\tvalid_0's poisson: -97.113\tvalid_0's l2: 1448.7\n",
"[95]\tvalid_0's poisson: -97.1805\tvalid_0's l2: 1442.19\n",
"[96]\tvalid_0's poisson: -97.2452\tvalid_0's l2: 1435.97\n",
"[97]\tvalid_0's poisson: -97.31\tvalid_0's l2: 1429.72\n",
"[98]\tvalid_0's poisson: -97.3741\tvalid_0's l2: 1423.51\n",
"[99]\tvalid_0's poisson: -97.4378\tvalid_0's l2: 1417.35\n",
"[100]\tvalid_0's poisson: -97.5028\tvalid_0's l2: 1411.06\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3455\tvalid_0's l2: 2287.91\n",
"[2]\tvalid_0's poisson: -87.5144\tvalid_0's l2: 2275.63\n",
"[3]\tvalid_0's poisson: -87.6808\tvalid_0's l2: 2263.44\n",
"[4]\tvalid_0's poisson: -87.8447\tvalid_0's l2: 2251.34\n",
"[5]\tvalid_0's poisson: -88.0061\tvalid_0's l2: 2239.33\n",
"[6]\tvalid_0's poisson: -88.1653\tvalid_0's l2: 2227.42\n",
"[7]\tvalid_0's poisson: -88.3221\tvalid_0's l2: 2215.59\n",
"[8]\tvalid_0's poisson: -88.476\tvalid_0's l2: 2203.91\n",
"[9]\tvalid_0's poisson: -88.6285\tvalid_0's l2: 2192.27\n",
"[10]\tvalid_0's poisson: -88.7781\tvalid_0's l2: 2180.76\n",
"[11]\tvalid_0's poisson: -88.9275\tvalid_0's l2: 2169.21\n",
"[12]\tvalid_0's poisson: -89.0749\tvalid_0's l2: 2157.74\n",
"[13]\tvalid_0's poisson: -89.2186\tvalid_0's l2: 2146.49\n",
"[14]\tvalid_0's poisson: -89.362\tvalid_0's l2: 2135.2\n",
"[15]\tvalid_0's poisson: -89.5036\tvalid_0's l2: 2123.99\n",
"[16]\tvalid_0's poisson: -89.6433\tvalid_0's l2: 2112.86\n",
"[17]\tvalid_0's poisson: -89.7873\tvalid_0's l2: 2101.4\n",
"[18]\tvalid_0's poisson: -89.922\tvalid_0's l2: 2090.56\n",
"[19]\tvalid_0's poisson: -90.0565\tvalid_0's l2: 2079.68\n",
"[20]\tvalid_0's poisson: -90.1893\tvalid_0's l2: 2068.88\n",
"[21]\tvalid_0's poisson: -90.3265\tvalid_0's l2: 2057.73\n",
"[22]\tvalid_0's poisson: -90.4583\tvalid_0's l2: 2046.92\n",
"[23]\tvalid_0's poisson: -90.5872\tvalid_0's l2: 2036.29\n",
"[24]\tvalid_0's poisson: -90.7133\tvalid_0's l2: 2025.83\n",
"[25]\tvalid_0's poisson: -90.8443\tvalid_0's l2: 2014.99\n",
"[26]\tvalid_0's poisson: -90.9698\tvalid_0's l2: 2004.49\n",
"[27]\tvalid_0's poisson: -91.0908\tvalid_0's l2: 1994.34\n",
"[28]\tvalid_0's poisson: -91.2174\tvalid_0's l2: 1983.73\n",
"[29]\tvalid_0's poisson: -91.3387\tvalid_0's l2: 1973.45\n",
"[30]\tvalid_0's poisson: -91.4564\tvalid_0's l2: 1963.43\n",
"[31]\tvalid_0's poisson: -91.574\tvalid_0's l2: 1953.4\n",
"[32]\tvalid_0's poisson: -91.6951\tvalid_0's l2: 1943.09\n",
"[33]\tvalid_0's poisson: -91.8093\tvalid_0's l2: 1933.26\n",
"[34]\tvalid_0's poisson: -91.9239\tvalid_0's l2: 1923.36\n",
"[35]\tvalid_0's poisson: -92.0345\tvalid_0's l2: 1913.79\n",
"[36]\tvalid_0's poisson: -92.1505\tvalid_0's l2: 1903.76\n",
"[37]\tvalid_0's poisson: -92.2596\tvalid_0's l2: 1894.24\n",
"[38]\tvalid_0's poisson: -92.3684\tvalid_0's l2: 1884.72\n",
"[39]\tvalid_0's poisson: -92.4753\tvalid_0's l2: 1875.32\n",
"[40]\tvalid_0's poisson: -92.5867\tvalid_0's l2: 1865.57\n",
"[41]\tvalid_0's poisson: -92.6928\tvalid_0's l2: 1856.17\n",
"[42]\tvalid_0's poisson: -92.7957\tvalid_0's l2: 1847.07\n",
"[43]\tvalid_0's poisson: -92.8997\tvalid_0's l2: 1837.79\n",
"[44]\tvalid_0's poisson: -93.0068\tvalid_0's l2: 1828.3\n",
"[45]\tvalid_0's poisson: -93.1072\tvalid_0's l2: 1819.32\n",
"[46]\tvalid_0's poisson: -93.2071\tvalid_0's l2: 1810.36\n",
"[47]\tvalid_0's poisson: -93.311\tvalid_0's l2: 1801.07\n",
"[48]\tvalid_0's poisson: -93.4084\tvalid_0's l2: 1792.28\n",
"[49]\tvalid_0's poisson: -93.5049\tvalid_0's l2: 1783.55\n",
"[50]\tvalid_0's poisson: -93.601\tvalid_0's l2: 1774.84\n",
"[51]\tvalid_0's poisson: -93.7011\tvalid_0's l2: 1765.81\n",
"[52]\tvalid_0's poisson: -93.7947\tvalid_0's l2: 1757.27\n",
"[53]\tvalid_0's poisson: -93.8886\tvalid_0's l2: 1748.66\n",
"[54]\tvalid_0's poisson: -93.9811\tvalid_0's l2: 1740.2\n",
"[55]\tvalid_0's poisson: -94.0774\tvalid_0's l2: 1731.42\n",
"[56]\tvalid_0's poisson: -94.1676\tvalid_0's l2: 1723.12\n",
"[57]\tvalid_0's poisson: -94.2572\tvalid_0's l2: 1714.85\n",
"[58]\tvalid_0's poisson: -94.3467\tvalid_0's l2: 1706.55\n",
"[59]\tvalid_0's poisson: -94.4395\tvalid_0's l2: 1698.02\n",
"[60]\tvalid_0's poisson: -94.5264\tvalid_0's l2: 1689.95\n",
"[61]\tvalid_0's poisson: -94.6129\tvalid_0's l2: 1681.91\n",
"[62]\tvalid_0's poisson: -94.7032\tvalid_0's l2: 1673.55\n",
"[63]\tvalid_0's poisson: -94.7887\tvalid_0's l2: 1665.54\n",
"[64]\tvalid_0's poisson: -94.8722\tvalid_0's l2: 1657.73\n",
"[65]\tvalid_0's poisson: -94.9557\tvalid_0's l2: 1649.91\n",
"[66]\tvalid_0's poisson: -95.0429\tvalid_0's l2: 1641.78\n",
"[67]\tvalid_0's poisson: -95.1253\tvalid_0's l2: 1634.01\n",
"[68]\tvalid_0's poisson: -95.206\tvalid_0's l2: 1626.41\n",
"[69]\tvalid_0's poisson: -95.291\tvalid_0's l2: 1618.45\n",
"[70]\tvalid_0's poisson: -95.3697\tvalid_0's l2: 1611.05\n",
"[71]\tvalid_0's poisson: -95.4484\tvalid_0's l2: 1603.59\n",
"[72]\tvalid_0's poisson: -95.5272\tvalid_0's l2: 1596.1\n",
"[73]\tvalid_0's poisson: -95.6093\tvalid_0's l2: 1588.36\n",
"[74]\tvalid_0's poisson: -95.6856\tvalid_0's l2: 1581.14\n",
"[75]\tvalid_0's poisson: -95.7624\tvalid_0's l2: 1573.8\n",
"[76]\tvalid_0's poisson: -95.8381\tvalid_0's l2: 1566.55\n",
"[77]\tvalid_0's poisson: -95.9174\tvalid_0's l2: 1559.03\n",
"[78]\tvalid_0's poisson: -95.9912\tvalid_0's l2: 1552.03\n",
"[79]\tvalid_0's poisson: -96.0649\tvalid_0's l2: 1544.94\n",
"[80]\tvalid_0's poisson: -96.1423\tvalid_0's l2: 1537.57\n",
"[81]\tvalid_0's poisson: -96.2144\tvalid_0's l2: 1530.66\n",
"[82]\tvalid_0's poisson: -96.2854\tvalid_0's l2: 1523.88\n",
"[83]\tvalid_0's poisson: -96.3567\tvalid_0's l2: 1516.99\n",
"[84]\tvalid_0's poisson: -96.4317\tvalid_0's l2: 1509.83\n",
"[85]\tvalid_0's poisson: -96.5014\tvalid_0's l2: 1503.11\n",
"[86]\tvalid_0's poisson: -96.5711\tvalid_0's l2: 1496.39\n",
"[87]\tvalid_0's poisson: -96.6442\tvalid_0's l2: 1489.38\n",
"[88]\tvalid_0's poisson: -96.7118\tvalid_0's l2: 1482.85\n",
"[89]\tvalid_0's poisson: -96.7798\tvalid_0's l2: 1476.25\n",
"[90]\tvalid_0's poisson: -96.8513\tvalid_0's l2: 1469.38\n",
"[91]\tvalid_0's poisson: -96.9176\tvalid_0's l2: 1463\n",
"[92]\tvalid_0's poisson: -96.9828\tvalid_0's l2: 1456.67\n",
"[93]\tvalid_0's poisson: -97.0527\tvalid_0's l2: 1449.94\n",
"[94]\tvalid_0's poisson: -97.1175\tvalid_0's l2: 1443.68\n",
"[95]\tvalid_0's poisson: -97.1823\tvalid_0's l2: 1437.37\n",
"[96]\tvalid_0's poisson: -97.2464\tvalid_0's l2: 1431.1\n",
"[97]\tvalid_0's poisson: -97.3141\tvalid_0's l2: 1424.55\n",
"[98]\tvalid_0's poisson: -97.3766\tvalid_0's l2: 1418.49\n",
"[99]\tvalid_0's poisson: -97.44\tvalid_0's l2: 1412.31\n",
"[100]\tvalid_0's poisson: -97.5061\tvalid_0's l2: 1405.9\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3446\tvalid_0's l2: 2287.94\n",
"[2]\tvalid_0's poisson: -87.5169\tvalid_0's l2: 2275.38\n",
"[3]\tvalid_0's poisson: -87.6866\tvalid_0's l2: 2262.9\n",
"[4]\tvalid_0's poisson: -87.8536\tvalid_0's l2: 2250.53\n",
"[5]\tvalid_0's poisson: -88.0186\tvalid_0's l2: 2238.22\n",
"[6]\tvalid_0's poisson: -88.1813\tvalid_0's l2: 2226\n",
"[7]\tvalid_0's poisson: -88.3417\tvalid_0's l2: 2213.87\n",
"[8]\tvalid_0's poisson: -88.5\tvalid_0's l2: 2201.82\n",
"[9]\tvalid_0's poisson: -88.6577\tvalid_0's l2: 2189.73\n",
"[10]\tvalid_0's poisson: -88.8113\tvalid_0's l2: 2177.88\n",
"[11]\tvalid_0's poisson: -88.9626\tvalid_0's l2: 2166.13\n",
"[12]\tvalid_0's poisson: -89.114\tvalid_0's l2: 2154.31\n",
"[13]\tvalid_0's poisson: -89.2614\tvalid_0's l2: 2142.72\n",
"[14]\tvalid_0's poisson: -89.4089\tvalid_0's l2: 2131.06\n",
"[15]\tvalid_0's poisson: -89.5542\tvalid_0's l2: 2119.5\n",
"[16]\tvalid_0's poisson: -89.696\tvalid_0's l2: 2108.16\n",
"[17]\tvalid_0's poisson: -89.8377\tvalid_0's l2: 2096.76\n",
"[18]\tvalid_0's poisson: -89.976\tvalid_0's l2: 2085.59\n",
"[19]\tvalid_0's poisson: -90.1122\tvalid_0's l2: 2074.53\n",
"[20]\tvalid_0's poisson: -90.2468\tvalid_0's l2: 2063.61\n",
"[21]\tvalid_0's poisson: -90.3816\tvalid_0's l2: 2052.54\n",
"[22]\tvalid_0's poisson: -90.5131\tvalid_0's l2: 2041.77\n",
"[23]\tvalid_0's poisson: -90.6446\tvalid_0's l2: 2030.87\n",
"[24]\tvalid_0's poisson: -90.7728\tvalid_0's l2: 2020.27\n",
"[25]\tvalid_0's poisson: -90.8996\tvalid_0's l2: 2009.74\n",
"[26]\tvalid_0's poisson: -91.0254\tvalid_0's l2: 1999.18\n",
"[27]\tvalid_0's poisson: -91.1492\tvalid_0's l2: 1988.8\n",
"[28]\tvalid_0's poisson: -91.2717\tvalid_0's l2: 1978.44\n",
"[29]\tvalid_0's poisson: -91.3927\tvalid_0's l2: 1968.21\n",
"[30]\tvalid_0's poisson: -91.5142\tvalid_0's l2: 1957.84\n",
"[31]\tvalid_0's poisson: -91.6323\tvalid_0's l2: 1947.78\n",
"[32]\tvalid_0's poisson: -91.751\tvalid_0's l2: 1937.56\n",
"[33]\tvalid_0's poisson: -91.8666\tvalid_0's l2: 1927.64\n",
"[34]\tvalid_0's poisson: -91.9818\tvalid_0's l2: 1917.67\n",
"[35]\tvalid_0's poisson: -92.0949\tvalid_0's l2: 1907.88\n",
"[36]\tvalid_0's poisson: -92.2086\tvalid_0's l2: 1897.96\n",
"[37]\tvalid_0's poisson: -92.3197\tvalid_0's l2: 1888.25\n",
"[38]\tvalid_0's poisson: -92.4292\tvalid_0's l2: 1878.68\n",
"[39]\tvalid_0's poisson: -92.5375\tvalid_0's l2: 1869.18\n",
"[40]\tvalid_0's poisson: -92.6456\tvalid_0's l2: 1859.63\n",
"[41]\tvalid_0's poisson: -92.7517\tvalid_0's l2: 1850.27\n",
"[42]\tvalid_0's poisson: -92.8586\tvalid_0's l2: 1840.77\n",
"[43]\tvalid_0's poisson: -92.9624\tvalid_0's l2: 1831.55\n",
"[44]\tvalid_0's poisson: -93.0669\tvalid_0's l2: 1822.19\n",
"[45]\tvalid_0's poisson: -93.1695\tvalid_0's l2: 1812.99\n",
"[46]\tvalid_0's poisson: -93.2703\tvalid_0's l2: 1803.97\n",
"[47]\tvalid_0's poisson: -93.3699\tvalid_0's l2: 1795.03\n",
"[48]\tvalid_0's poisson: -93.4703\tvalid_0's l2: 1785.97\n",
"[49]\tvalid_0's poisson: -93.568\tvalid_0's l2: 1777.15\n",
"[50]\tvalid_0's poisson: -93.6667\tvalid_0's l2: 1768.17\n",
"[51]\tvalid_0's poisson: -93.7625\tvalid_0's l2: 1759.48\n",
"[52]\tvalid_0's poisson: -93.8573\tvalid_0's l2: 1750.86\n",
"[53]\tvalid_0's poisson: -93.9522\tvalid_0's l2: 1742.18\n",
"[54]\tvalid_0's poisson: -94.0453\tvalid_0's l2: 1733.67\n",
"[55]\tvalid_0's poisson: -94.1395\tvalid_0's l2: 1725.04\n",
"[56]\tvalid_0's poisson: -94.2307\tvalid_0's l2: 1716.66\n",
"[57]\tvalid_0's poisson: -94.3231\tvalid_0's l2: 1708.12\n",
"[58]\tvalid_0's poisson: -94.4127\tvalid_0's l2: 1699.87\n",
"[59]\tvalid_0's poisson: -94.5033\tvalid_0's l2: 1691.45\n",
"[60]\tvalid_0's poisson: -94.5922\tvalid_0's l2: 1683.19\n",
"[61]\tvalid_0's poisson: -94.6793\tvalid_0's l2: 1675.12\n",
"[62]\tvalid_0's poisson: -94.7655\tvalid_0's l2: 1667.1\n",
"[63]\tvalid_0's poisson: -94.8532\tvalid_0's l2: 1658.94\n",
"[64]\tvalid_0's poisson: -94.9379\tvalid_0's l2: 1651.04\n",
"[65]\tvalid_0's poisson: -95.0236\tvalid_0's l2: 1642.99\n",
"[66]\tvalid_0's poisson: -95.1068\tvalid_0's l2: 1635.2\n",
"[67]\tvalid_0's poisson: -95.1911\tvalid_0's l2: 1627.29\n",
"[68]\tvalid_0's poisson: -95.2729\tvalid_0's l2: 1619.62\n",
"[69]\tvalid_0's poisson: -95.3561\tvalid_0's l2: 1611.79\n",
"[70]\tvalid_0's poisson: -95.4365\tvalid_0's l2: 1604.22\n",
"[71]\tvalid_0's poisson: -95.518\tvalid_0's l2: 1596.49\n",
"[72]\tvalid_0's poisson: -95.5968\tvalid_0's l2: 1589.05\n",
"[73]\tvalid_0's poisson: -95.6769\tvalid_0's l2: 1581.44\n",
"[74]\tvalid_0's poisson: -95.7562\tvalid_0's l2: 1573.92\n",
"[75]\tvalid_0's poisson: -95.8331\tvalid_0's l2: 1566.62\n",
"[76]\tvalid_0's poisson: -95.9095\tvalid_0's l2: 1559.36\n",
"[77]\tvalid_0's poisson: -95.9872\tvalid_0's l2: 1551.97\n",
"[78]\tvalid_0's poisson: -96.0622\tvalid_0's l2: 1544.83\n",
"[79]\tvalid_0's poisson: -96.1384\tvalid_0's l2: 1537.53\n",
"[80]\tvalid_0's poisson: -96.2122\tvalid_0's l2: 1530.49\n",
"[81]\tvalid_0's poisson: -96.2872\tvalid_0's l2: 1523.32\n",
"[82]\tvalid_0's poisson: -96.3606\tvalid_0's l2: 1516.26\n",
"[83]\tvalid_0's poisson: -96.435\tvalid_0's l2: 1509.14\n",
"[84]\tvalid_0's poisson: -96.5065\tvalid_0's l2: 1502.29\n",
"[85]\tvalid_0's poisson: -96.577\tvalid_0's l2: 1495.5\n",
"[86]\tvalid_0's poisson: -96.649\tvalid_0's l2: 1488.55\n",
"[87]\tvalid_0's poisson: -96.7188\tvalid_0's l2: 1481.84\n",
"[88]\tvalid_0's poisson: -96.7875\tvalid_0's l2: 1475.19\n",
"[89]\tvalid_0's poisson: -96.8563\tvalid_0's l2: 1468.56\n",
"[90]\tvalid_0's poisson: -96.9239\tvalid_0's l2: 1462\n",
"[91]\tvalid_0's poisson: -96.9933\tvalid_0's l2: 1455.28\n",
"[92]\tvalid_0's poisson: -97.0598\tvalid_0's l2: 1448.82\n",
"[93]\tvalid_0's poisson: -97.126\tvalid_0's l2: 1442.39\n",
"[94]\tvalid_0's poisson: -97.1915\tvalid_0's l2: 1436.03\n",
"[95]\tvalid_0's poisson: -97.2564\tvalid_0's l2: 1429.72\n",
"[96]\tvalid_0's poisson: -97.3233\tvalid_0's l2: 1423.2\n",
"[97]\tvalid_0's poisson: -97.3872\tvalid_0's l2: 1417\n",
"[98]\tvalid_0's poisson: -97.4505\tvalid_0's l2: 1410.82\n",
"[99]\tvalid_0's poisson: -97.5134\tvalid_0's l2: 1404.71\n",
"[100]\tvalid_0's poisson: -97.5758\tvalid_0's l2: 1398.62\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.3524\tvalid_0's l2: 2287.43\n",
"[2]\tvalid_0's poisson: -87.5261\tvalid_0's l2: 2274.81\n",
"[3]\tvalid_0's poisson: -87.697\tvalid_0's l2: 2262.29\n",
"[4]\tvalid_0's poisson: -87.8674\tvalid_0's l2: 2249.72\n",
"[5]\tvalid_0's poisson: -88.0351\tvalid_0's l2: 2237.25\n",
"[6]\tvalid_0's poisson: -88.1986\tvalid_0's l2: 2225.01\n",
"[7]\tvalid_0's poisson: -88.3582\tvalid_0's l2: 2213\n",
"[8]\tvalid_0's poisson: -88.5156\tvalid_0's l2: 2201.09\n",
"[9]\tvalid_0's poisson: -88.6742\tvalid_0's l2: 2188.98\n",
"[10]\tvalid_0's poisson: -88.8272\tvalid_0's l2: 2177.23\n",
"[11]\tvalid_0's poisson: -88.981\tvalid_0's l2: 2165.34\n",
"[12]\tvalid_0's poisson: -89.1298\tvalid_0's l2: 2153.78\n",
"[13]\tvalid_0's poisson: -89.2799\tvalid_0's l2: 2142.03\n",
"[14]\tvalid_0's poisson: -89.4248\tvalid_0's l2: 2130.64\n",
"[15]\tvalid_0's poisson: -89.5697\tvalid_0's l2: 2119.17\n",
"[16]\tvalid_0's poisson: -89.7109\tvalid_0's l2: 2107.94\n",
"[17]\tvalid_0's poisson: -89.8537\tvalid_0's l2: 2096.51\n",
"[18]\tvalid_0's poisson: -89.9912\tvalid_0's l2: 2085.46\n",
"[19]\tvalid_0's poisson: -90.1272\tvalid_0's l2: 2074.47\n",
"[20]\tvalid_0's poisson: -90.2646\tvalid_0's l2: 2063.3\n",
"[21]\tvalid_0's poisson: -90.3972\tvalid_0's l2: 2052.48\n",
"[22]\tvalid_0's poisson: -90.5313\tvalid_0's l2: 2041.46\n",
"[23]\tvalid_0's poisson: -90.6627\tvalid_0's l2: 2030.63\n",
"[24]\tvalid_0's poisson: -90.7906\tvalid_0's l2: 2020.04\n",
"[25]\tvalid_0's poisson: -90.9169\tvalid_0's l2: 2009.54\n",
"[26]\tvalid_0's poisson: -91.0446\tvalid_0's l2: 1998.86\n",
"[27]\tvalid_0's poisson: -91.168\tvalid_0's l2: 1988.5\n",
"[28]\tvalid_0's poisson: -91.2927\tvalid_0's l2: 1977.98\n",
"[29]\tvalid_0's poisson: -91.4131\tvalid_0's l2: 1967.79\n",
"[30]\tvalid_0's poisson: -91.5351\tvalid_0's l2: 1957.42\n",
"[31]\tvalid_0's poisson: -91.6548\tvalid_0's l2: 1947.2\n",
"[32]\tvalid_0's poisson: -91.7716\tvalid_0's l2: 1937.21\n",
"[33]\tvalid_0's poisson: -91.8868\tvalid_0's l2: 1927.3\n",
"[34]\tvalid_0's poisson: -92.0011\tvalid_0's l2: 1917.45\n",
"[35]\tvalid_0's poisson: -92.1167\tvalid_0's l2: 1907.43\n",
"[36]\tvalid_0's poisson: -92.2282\tvalid_0's l2: 1897.74\n",
"[37]\tvalid_0's poisson: -92.3384\tvalid_0's l2: 1888.12\n",
"[38]\tvalid_0's poisson: -92.4475\tvalid_0's l2: 1878.57\n",
"[39]\tvalid_0's poisson: -92.5552\tvalid_0's l2: 1869.1\n",
"[40]\tvalid_0's poisson: -92.665\tvalid_0's l2: 1859.43\n",
"[41]\tvalid_0's poisson: -92.7706\tvalid_0's l2: 1850.09\n",
"[42]\tvalid_0's poisson: -92.8751\tvalid_0's l2: 1840.82\n",
"[43]\tvalid_0's poisson: -92.9783\tvalid_0's l2: 1831.63\n",
"[44]\tvalid_0's poisson: -93.0837\tvalid_0's l2: 1822.23\n",
"[45]\tvalid_0's poisson: -93.1852\tvalid_0's l2: 1813.14\n",
"[46]\tvalid_0's poisson: -93.2856\tvalid_0's l2: 1804.14\n",
"[47]\tvalid_0's poisson: -93.3848\tvalid_0's l2: 1795.19\n",
"[48]\tvalid_0's poisson: -93.4832\tvalid_0's l2: 1786.32\n",
"[49]\tvalid_0's poisson: -93.5836\tvalid_0's l2: 1777.24\n",
"[50]\tvalid_0's poisson: -93.68\tvalid_0's l2: 1768.49\n",
"[51]\tvalid_0's poisson: -93.7754\tvalid_0's l2: 1759.81\n",
"[52]\tvalid_0's poisson: -93.8699\tvalid_0's l2: 1751.2\n",
"[53]\tvalid_0's poisson: -93.9633\tvalid_0's l2: 1742.65\n",
"[54]\tvalid_0's poisson: -94.0591\tvalid_0's l2: 1733.89\n",
"[55]\tvalid_0's poisson: -94.1508\tvalid_0's l2: 1725.46\n",
"[56]\tvalid_0's poisson: -94.2415\tvalid_0's l2: 1717.11\n",
"[57]\tvalid_0's poisson: -94.3304\tvalid_0's l2: 1708.9\n",
"[58]\tvalid_0's poisson: -94.4227\tvalid_0's l2: 1700.38\n",
"[59]\tvalid_0's poisson: -94.5103\tvalid_0's l2: 1692.28\n",
"[60]\tvalid_0's poisson: -94.5978\tvalid_0's l2: 1684.16\n",
"[61]\tvalid_0's poisson: -94.6834\tvalid_0's l2: 1676.19\n",
"[62]\tvalid_0's poisson: -94.7725\tvalid_0's l2: 1667.91\n",
"[63]\tvalid_0's poisson: -94.8569\tvalid_0's l2: 1660.05\n",
"[64]\tvalid_0's poisson: -94.9405\tvalid_0's l2: 1652.22\n",
"[65]\tvalid_0's poisson: -95.0276\tvalid_0's l2: 1644.07\n",
"[66]\tvalid_0's poisson: -95.1105\tvalid_0's l2: 1636.28\n",
"[67]\tvalid_0's poisson: -95.1915\tvalid_0's l2: 1628.69\n",
"[68]\tvalid_0's poisson: -95.2718\tvalid_0's l2: 1621.17\n",
"[69]\tvalid_0's poisson: -95.351\tvalid_0's l2: 1613.72\n",
"[70]\tvalid_0's poisson: -95.4345\tvalid_0's l2: 1605.85\n",
"[71]\tvalid_0's poisson: -95.5129\tvalid_0's l2: 1598.41\n",
"[72]\tvalid_0's poisson: -95.5904\tvalid_0's l2: 1591.09\n",
"[73]\tvalid_0's poisson: -95.6669\tvalid_0's l2: 1583.85\n",
"[74]\tvalid_0's poisson: -95.7476\tvalid_0's l2: 1576.2\n",
"[75]\tvalid_0's poisson: -95.8229\tvalid_0's l2: 1569.07\n",
"[76]\tvalid_0's poisson: -95.8977\tvalid_0's l2: 1561.96\n",
"[77]\tvalid_0's poisson: -95.9766\tvalid_0's l2: 1554.47\n",
"[78]\tvalid_0's poisson: -96.0508\tvalid_0's l2: 1547.38\n",
"[79]\tvalid_0's poisson: -96.1233\tvalid_0's l2: 1540.44\n",
"[80]\tvalid_0's poisson: -96.1964\tvalid_0's l2: 1533.46\n",
"[81]\tvalid_0's poisson: -96.2726\tvalid_0's l2: 1526.17\n",
"[82]\tvalid_0's poisson: -96.3448\tvalid_0's l2: 1519.23\n",
"[83]\tvalid_0's poisson: -96.4151\tvalid_0's l2: 1512.47\n",
"[84]\tvalid_0's poisson: -96.4896\tvalid_0's l2: 1505.34\n",
"[85]\tvalid_0's poisson: -96.5587\tvalid_0's l2: 1498.71\n",
"[86]\tvalid_0's poisson: -96.6286\tvalid_0's l2: 1491.96\n",
"[87]\tvalid_0's poisson: -96.6979\tvalid_0's l2: 1485.26\n",
"[88]\tvalid_0's poisson: -96.7661\tvalid_0's l2: 1478.67\n",
"[89]\tvalid_0's poisson: -96.8375\tvalid_0's l2: 1471.78\n",
"[90]\tvalid_0's poisson: -96.9049\tvalid_0's l2: 1465.25\n",
"[91]\tvalid_0's poisson: -96.9711\tvalid_0's l2: 1458.85\n",
"[92]\tvalid_0's poisson: -97.041\tvalid_0's l2: 1452.11\n",
"[93]\tvalid_0's poisson: -97.1066\tvalid_0's l2: 1445.74\n",
"[94]\tvalid_0's poisson: -97.1715\tvalid_0's l2: 1439.43\n",
"[95]\tvalid_0's poisson: -97.2369\tvalid_0's l2: 1433.07\n",
"[96]\tvalid_0's poisson: -97.3018\tvalid_0's l2: 1426.78\n",
"[97]\tvalid_0's poisson: -97.3689\tvalid_0's l2: 1420.26\n",
"[98]\tvalid_0's poisson: -97.4327\tvalid_0's l2: 1414.07\n",
"[99]\tvalid_0's poisson: -97.4968\tvalid_0's l2: 1407.83\n",
"[100]\tvalid_0's poisson: -97.5594\tvalid_0's l2: 1401.72\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3368\tvalid_0's l2: 2288.46\n",
"[2]\tvalid_0's poisson: -87.5074\tvalid_0's l2: 2275.98\n",
"[3]\tvalid_0's poisson: -87.6755\tvalid_0's l2: 2263.59\n",
"[4]\tvalid_0's poisson: -87.841\tvalid_0's l2: 2251.29\n",
"[5]\tvalid_0's poisson: -88.0041\tvalid_0's l2: 2239.09\n",
"[6]\tvalid_0's poisson: -88.1649\tvalid_0's l2: 2226.98\n",
"[7]\tvalid_0's poisson: -88.3232\tvalid_0's l2: 2214.97\n",
"[8]\tvalid_0's poisson: -88.4794\tvalid_0's l2: 2203.05\n",
"[9]\tvalid_0's poisson: -88.6334\tvalid_0's l2: 2191.22\n",
"[10]\tvalid_0's poisson: -88.7884\tvalid_0's l2: 2179.23\n",
"[11]\tvalid_0's poisson: -88.9413\tvalid_0's l2: 2167.34\n",
"[12]\tvalid_0's poisson: -89.0921\tvalid_0's l2: 2155.53\n",
"[13]\tvalid_0's poisson: -89.2408\tvalid_0's l2: 2143.83\n",
"[14]\tvalid_0's poisson: -89.3876\tvalid_0's l2: 2132.2\n",
"[15]\tvalid_0's poisson: -89.5296\tvalid_0's l2: 2120.89\n",
"[16]\tvalid_0's poisson: -89.6725\tvalid_0's l2: 2109.44\n",
"[17]\tvalid_0's poisson: -89.8136\tvalid_0's l2: 2098.07\n",
"[18]\tvalid_0's poisson: -89.9527\tvalid_0's l2: 2086.8\n",
"[19]\tvalid_0's poisson: -90.0901\tvalid_0's l2: 2075.61\n",
"[20]\tvalid_0's poisson: -90.2259\tvalid_0's l2: 2064.51\n",
"[21]\tvalid_0's poisson: -90.3598\tvalid_0's l2: 2053.49\n",
"[22]\tvalid_0's poisson: -90.492\tvalid_0's l2: 2042.56\n",
"[23]\tvalid_0's poisson: -90.6227\tvalid_0's l2: 2031.71\n",
"[24]\tvalid_0's poisson: -90.7518\tvalid_0's l2: 2020.94\n",
"[25]\tvalid_0's poisson: -90.8793\tvalid_0's l2: 2010.25\n",
"[26]\tvalid_0's poisson: -91.0032\tvalid_0's l2: 1999.84\n",
"[27]\tvalid_0's poisson: -91.1277\tvalid_0's l2: 1989.32\n",
"[28]\tvalid_0's poisson: -91.2508\tvalid_0's l2: 1978.87\n",
"[29]\tvalid_0's poisson: -91.3726\tvalid_0's l2: 1968.49\n",
"[30]\tvalid_0's poisson: -91.4928\tvalid_0's l2: 1958.2\n",
"[31]\tvalid_0's poisson: -91.6114\tvalid_0's l2: 1948\n",
"[32]\tvalid_0's poisson: -91.7288\tvalid_0's l2: 1937.88\n",
"[33]\tvalid_0's poisson: -91.8447\tvalid_0's l2: 1927.84\n",
"[34]\tvalid_0's poisson: -91.9591\tvalid_0's l2: 1917.89\n",
"[35]\tvalid_0's poisson: -92.0727\tvalid_0's l2: 1907.98\n",
"[36]\tvalid_0's poisson: -92.1838\tvalid_0's l2: 1898.29\n",
"[37]\tvalid_0's poisson: -92.2946\tvalid_0's l2: 1888.56\n",
"[38]\tvalid_0's poisson: -92.4044\tvalid_0's l2: 1878.89\n",
"[39]\tvalid_0's poisson: -92.5133\tvalid_0's l2: 1869.29\n",
"[40]\tvalid_0's poisson: -92.6208\tvalid_0's l2: 1859.76\n",
"[41]\tvalid_0's poisson: -92.7274\tvalid_0's l2: 1850.3\n",
"[42]\tvalid_0's poisson: -92.8328\tvalid_0's l2: 1840.93\n",
"[43]\tvalid_0's poisson: -92.937\tvalid_0's l2: 1831.6\n",
"[44]\tvalid_0's poisson: -93.0396\tvalid_0's l2: 1822.44\n",
"[45]\tvalid_0's poisson: -93.1417\tvalid_0's l2: 1813.28\n",
"[46]\tvalid_0's poisson: -93.2435\tvalid_0's l2: 1804.13\n",
"[47]\tvalid_0's poisson: -93.3436\tvalid_0's l2: 1795.08\n",
"[48]\tvalid_0's poisson: -93.4419\tvalid_0's l2: 1786.26\n",
"[49]\tvalid_0's poisson: -93.5392\tvalid_0's l2: 1777.51\n",
"[50]\tvalid_0's poisson: -93.6356\tvalid_0's l2: 1768.82\n",
"[51]\tvalid_0's poisson: -93.7326\tvalid_0's l2: 1759.98\n",
"[52]\tvalid_0's poisson: -93.8268\tvalid_0's l2: 1751.44\n",
"[53]\tvalid_0's poisson: -93.9206\tvalid_0's l2: 1742.93\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[54]\tvalid_0's poisson: -94.0131\tvalid_0's l2: 1734.5\n",
"[55]\tvalid_0's poisson: -94.1051\tvalid_0's l2: 1726.12\n",
"[56]\tvalid_0's poisson: -94.1979\tvalid_0's l2: 1717.57\n",
"[57]\tvalid_0's poisson: -94.2879\tvalid_0's l2: 1709.31\n",
"[58]\tvalid_0's poisson: -94.3776\tvalid_0's l2: 1701.08\n",
"[59]\tvalid_0's poisson: -94.4657\tvalid_0's l2: 1692.96\n",
"[60]\tvalid_0's poisson: -94.5535\tvalid_0's l2: 1684.88\n",
"[61]\tvalid_0's poisson: -94.6422\tvalid_0's l2: 1676.63\n",
"[62]\tvalid_0's poisson: -94.7288\tvalid_0's l2: 1668.6\n",
"[63]\tvalid_0's poisson: -94.8145\tvalid_0's l2: 1660.64\n",
"[64]\tvalid_0's poisson: -94.8991\tvalid_0's l2: 1652.78\n",
"[65]\tvalid_0's poisson: -94.9832\tvalid_0's l2: 1644.94\n",
"[66]\tvalid_0's poisson: -95.0682\tvalid_0's l2: 1636.97\n",
"[67]\tvalid_0's poisson: -95.1509\tvalid_0's l2: 1629.24\n",
"[68]\tvalid_0's poisson: -95.2327\tvalid_0's l2: 1621.56\n",
"[69]\tvalid_0's poisson: -95.3132\tvalid_0's l2: 1613.97\n",
"[70]\tvalid_0's poisson: -95.3931\tvalid_0's l2: 1606.48\n",
"[71]\tvalid_0's poisson: -95.4747\tvalid_0's l2: 1598.77\n",
"[72]\tvalid_0's poisson: -95.5531\tvalid_0's l2: 1591.35\n",
"[73]\tvalid_0's poisson: -95.6307\tvalid_0's l2: 1584\n",
"[74]\tvalid_0's poisson: -95.708\tvalid_0's l2: 1576.7\n",
"[75]\tvalid_0's poisson: -95.7865\tvalid_0's l2: 1569.24\n",
"[76]\tvalid_0's poisson: -95.8621\tvalid_0's l2: 1562.04\n",
"[77]\tvalid_0's poisson: -95.9377\tvalid_0's l2: 1554.85\n",
"[78]\tvalid_0's poisson: -96.012\tvalid_0's l2: 1547.76\n",
"[79]\tvalid_0's poisson: -96.0857\tvalid_0's l2: 1540.72\n",
"[80]\tvalid_0's poisson: -96.1611\tvalid_0's l2: 1533.51\n",
"[81]\tvalid_0's poisson: -96.2338\tvalid_0's l2: 1526.58\n",
"[82]\tvalid_0's poisson: -96.3056\tvalid_0's l2: 1519.7\n",
"[83]\tvalid_0's poisson: -96.3765\tvalid_0's l2: 1512.9\n",
"[84]\tvalid_0's poisson: -96.4495\tvalid_0's l2: 1505.89\n",
"[85]\tvalid_0's poisson: -96.5202\tvalid_0's l2: 1499.1\n",
"[86]\tvalid_0's poisson: -96.5895\tvalid_0's l2: 1492.41\n",
"[87]\tvalid_0's poisson: -96.6588\tvalid_0's l2: 1485.77\n",
"[88]\tvalid_0's poisson: -96.7295\tvalid_0's l2: 1478.95\n",
"[89]\tvalid_0's poisson: -96.797\tvalid_0's l2: 1472.44\n",
"[90]\tvalid_0's poisson: -96.8639\tvalid_0's l2: 1465.98\n",
"[91]\tvalid_0's poisson: -96.9303\tvalid_0's l2: 1459.56\n",
"[92]\tvalid_0's poisson: -96.9972\tvalid_0's l2: 1453.09\n",
"[93]\tvalid_0's poisson: -97.0657\tvalid_0's l2: 1446.46\n",
"[94]\tvalid_0's poisson: -97.1307\tvalid_0's l2: 1440.17\n",
"[95]\tvalid_0's poisson: -97.1962\tvalid_0's l2: 1433.8\n",
"[96]\tvalid_0's poisson: -97.2609\tvalid_0's l2: 1427.53\n",
"[97]\tvalid_0's poisson: -97.3272\tvalid_0's l2: 1421.09\n",
"[98]\tvalid_0's poisson: -97.3912\tvalid_0's l2: 1414.88\n",
"[99]\tvalid_0's poisson: -97.4539\tvalid_0's l2: 1408.77\n",
"[100]\tvalid_0's poisson: -97.5165\tvalid_0's l2: 1402.68\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5353\tvalid_0's l2: 2274.27\n",
"[2]\tvalid_0's poisson: -87.8844\tvalid_0's l2: 2249.06\n",
"[3]\tvalid_0's poisson: -88.2237\tvalid_0's l2: 2224.45\n",
"[4]\tvalid_0's poisson: -88.5497\tvalid_0's l2: 2200.79\n",
"[5]\tvalid_0's poisson: -88.8667\tvalid_0's l2: 2177.69\n",
"[6]\tvalid_0's poisson: -89.1716\tvalid_0's l2: 2155.48\n",
"[7]\tvalid_0's poisson: -89.4905\tvalid_0's l2: 2131.43\n",
"[8]\tvalid_0's poisson: -89.7792\tvalid_0's l2: 2109.97\n",
"[9]\tvalid_0's poisson: -90.0763\tvalid_0's l2: 2087.04\n",
"[10]\tvalid_0's poisson: -90.3607\tvalid_0's l2: 2064.81\n",
"[11]\tvalid_0's poisson: -90.6374\tvalid_0's l2: 2044.23\n",
"[12]\tvalid_0's poisson: -90.9041\tvalid_0's l2: 2023.03\n",
"[13]\tvalid_0's poisson: -91.1569\tvalid_0's l2: 2003.68\n",
"[14]\tvalid_0's poisson: -91.407\tvalid_0's l2: 1983.46\n",
"[15]\tvalid_0's poisson: -91.6408\tvalid_0's l2: 1964.48\n",
"[16]\tvalid_0's poisson: -91.8888\tvalid_0's l2: 1945.85\n",
"[17]\tvalid_0's poisson: -92.1158\tvalid_0's l2: 1927.1\n",
"[18]\tvalid_0's poisson: -92.34\tvalid_0's l2: 1909.6\n",
"[19]\tvalid_0's poisson: -92.5483\tvalid_0's l2: 1892.3\n",
"[20]\tvalid_0's poisson: -92.755\tvalid_0's l2: 1874.92\n",
"[21]\tvalid_0's poisson: -92.9788\tvalid_0's l2: 1858.02\n",
"[22]\tvalid_0's poisson: -93.1588\tvalid_0's l2: 1842.13\n",
"[23]\tvalid_0's poisson: -93.3606\tvalid_0's l2: 1826.16\n",
"[24]\tvalid_0's poisson: -93.5317\tvalid_0's l2: 1810.9\n",
"[25]\tvalid_0's poisson: -93.7243\tvalid_0's l2: 1795.57\n",
"[26]\tvalid_0's poisson: -93.8915\tvalid_0's l2: 1780.43\n",
"[27]\tvalid_0's poisson: -94.0925\tvalid_0's l2: 1765.22\n",
"[28]\tvalid_0's poisson: -94.2733\tvalid_0's l2: 1750.75\n",
"[29]\tvalid_0's poisson: -94.426\tvalid_0's l2: 1736.87\n",
"[30]\tvalid_0's poisson: -94.5773\tvalid_0's l2: 1722.95\n",
"[31]\tvalid_0's poisson: -94.764\tvalid_0's l2: 1708.85\n",
"[32]\tvalid_0's poisson: -94.9313\tvalid_0's l2: 1695.35\n",
"[33]\tvalid_0's poisson: -95.0732\tvalid_0's l2: 1682.18\n",
"[34]\tvalid_0's poisson: -95.2343\tvalid_0's l2: 1669.2\n",
"[35]\tvalid_0's poisson: -95.3911\tvalid_0's l2: 1656.19\n",
"[36]\tvalid_0's poisson: -95.543\tvalid_0's l2: 1643.58\n",
"[37]\tvalid_0's poisson: -95.6952\tvalid_0's l2: 1631.26\n",
"[38]\tvalid_0's poisson: -95.8203\tvalid_0's l2: 1619.6\n",
"[39]\tvalid_0's poisson: -95.9664\tvalid_0's l2: 1607.78\n",
"[40]\tvalid_0's poisson: -96.0891\tvalid_0's l2: 1596.19\n",
"[41]\tvalid_0's poisson: -96.2463\tvalid_0's l2: 1584.45\n",
"[42]\tvalid_0's poisson: -96.3631\tvalid_0's l2: 1573.38\n",
"[43]\tvalid_0's poisson: -96.4997\tvalid_0's l2: 1562.31\n",
"[44]\tvalid_0's poisson: -96.6319\tvalid_0's l2: 1551.34\n",
"[45]\tvalid_0's poisson: -96.7638\tvalid_0's l2: 1540.7\n",
"[46]\tvalid_0's poisson: -96.8917\tvalid_0's l2: 1530.1\n",
"[47]\tvalid_0's poisson: -97.0146\tvalid_0's l2: 1519.89\n",
"[48]\tvalid_0's poisson: -97.1387\tvalid_0's l2: 1510.02\n",
"[49]\tvalid_0's poisson: -97.2388\tvalid_0's l2: 1500.5\n",
"[50]\tvalid_0's poisson: -97.3581\tvalid_0's l2: 1491.03\n",
"[51]\tvalid_0's poisson: -97.4564\tvalid_0's l2: 1481.57\n",
"[52]\tvalid_0's poisson: -97.5878\tvalid_0's l2: 1471.6\n",
"[53]\tvalid_0's poisson: -97.7011\tvalid_0's l2: 1462.26\n",
"[54]\tvalid_0's poisson: -97.7921\tvalid_0's l2: 1453.6\n",
"[55]\tvalid_0's poisson: -97.903\tvalid_0's l2: 1444.82\n",
"[56]\tvalid_0's poisson: -97.9923\tvalid_0's l2: 1436.21\n",
"[57]\tvalid_0's poisson: -98.1155\tvalid_0's l2: 1426.89\n",
"[58]\tvalid_0's poisson: -98.2179\tvalid_0's l2: 1418.26\n",
"[59]\tvalid_0's poisson: -98.3216\tvalid_0's l2: 1410.07\n",
"[60]\tvalid_0's poisson: -98.4215\tvalid_0's l2: 1401.87\n",
"[61]\tvalid_0's poisson: -98.5003\tvalid_0's l2: 1394.23\n",
"[62]\tvalid_0's poisson: -98.5992\tvalid_0's l2: 1386.46\n",
"[63]\tvalid_0's poisson: -98.6788\tvalid_0's l2: 1378.78\n",
"[64]\tvalid_0's poisson: -98.7914\tvalid_0's l2: 1370.29\n",
"[65]\tvalid_0's poisson: -98.8851\tvalid_0's l2: 1362.68\n",
"[66]\tvalid_0's poisson: -98.957\tvalid_0's l2: 1355.72\n",
"[67]\tvalid_0's poisson: -99.049\tvalid_0's l2: 1348.52\n",
"[68]\tvalid_0's poisson: -99.1215\tvalid_0's l2: 1341.5\n",
"[69]\tvalid_0's poisson: -99.2273\tvalid_0's l2: 1333.57\n",
"[70]\tvalid_0's poisson: -99.313\tvalid_0's l2: 1326.61\n",
"[71]\tvalid_0's poisson: -99.3995\tvalid_0's l2: 1319.86\n",
"[72]\tvalid_0's poisson: -99.4824\tvalid_0's l2: 1313.16\n",
"[73]\tvalid_0's poisson: -99.5492\tvalid_0's l2: 1306.7\n",
"[74]\tvalid_0's poisson: -99.6433\tvalid_0's l2: 1299.85\n",
"[75]\tvalid_0's poisson: -99.7378\tvalid_0's l2: 1292.49\n",
"[76]\tvalid_0's poisson: -99.8001\tvalid_0's l2: 1286.41\n",
"[77]\tvalid_0's poisson: -99.8912\tvalid_0's l2: 1279.28\n",
"[78]\tvalid_0's poisson: -99.9842\tvalid_0's l2: 1272.39\n",
"[79]\tvalid_0's poisson: -100.059\tvalid_0's l2: 1265.62\n",
"[80]\tvalid_0's poisson: -100.149\tvalid_0's l2: 1259.02\n",
"[81]\tvalid_0's poisson: -100.208\tvalid_0's l2: 1253.29\n",
"[82]\tvalid_0's poisson: -100.279\tvalid_0's l2: 1246.85\n",
"[83]\tvalid_0's poisson: -100.354\tvalid_0's l2: 1240.81\n",
"[84]\tvalid_0's poisson: -100.416\tvalid_0's l2: 1234.8\n",
"[85]\tvalid_0's poisson: -100.489\tvalid_0's l2: 1228.59\n",
"[86]\tvalid_0's poisson: -100.574\tvalid_0's l2: 1222.38\n",
"[87]\tvalid_0's poisson: -100.645\tvalid_0's l2: 1216.69\n",
"[88]\tvalid_0's poisson: -100.703\tvalid_0's l2: 1210.98\n",
"[89]\tvalid_0's poisson: -100.768\tvalid_0's l2: 1205.07\n",
"[90]\tvalid_0's poisson: -100.833\tvalid_0's l2: 1199.45\n",
"[91]\tvalid_0's poisson: -100.912\tvalid_0's l2: 1193.73\n",
"[92]\tvalid_0's poisson: -100.978\tvalid_0's l2: 1188.09\n",
"[93]\tvalid_0's poisson: -101.039\tvalid_0's l2: 1182.63\n",
"[94]\tvalid_0's poisson: -101.099\tvalid_0's l2: 1177.21\n",
"[95]\tvalid_0's poisson: -101.159\tvalid_0's l2: 1172.04\n",
"[96]\tvalid_0's poisson: -101.222\tvalid_0's l2: 1166.74\n",
"[97]\tvalid_0's poisson: -101.279\tvalid_0's l2: 1161.62\n",
"[98]\tvalid_0's poisson: -101.335\tvalid_0's l2: 1156.51\n",
"[99]\tvalid_0's poisson: -101.392\tvalid_0's l2: 1151.79\n",
"[100]\tvalid_0's poisson: -101.448\tvalid_0's l2: 1146.99\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.546\tvalid_0's l2: 2273.3\n",
"[2]\tvalid_0's poisson: -87.9142\tvalid_0's l2: 2246.56\n",
"[3]\tvalid_0's poisson: -88.2596\tvalid_0's l2: 2220.86\n",
"[4]\tvalid_0's poisson: -88.6034\tvalid_0's l2: 2195.63\n",
"[5]\tvalid_0's poisson: -88.9252\tvalid_0's l2: 2171.16\n",
"[6]\tvalid_0's poisson: -89.2496\tvalid_0's l2: 2147.16\n",
"[7]\tvalid_0's poisson: -89.5501\tvalid_0's l2: 2123.86\n",
"[8]\tvalid_0's poisson: -89.859\tvalid_0's l2: 2100.8\n",
"[9]\tvalid_0's poisson: -90.1404\tvalid_0's l2: 2078.6\n",
"[10]\tvalid_0's poisson: -90.4306\tvalid_0's l2: 2056.86\n",
"[11]\tvalid_0's poisson: -90.7112\tvalid_0's l2: 2035.81\n",
"[12]\tvalid_0's poisson: -90.9692\tvalid_0's l2: 2015.02\n",
"[13]\tvalid_0's poisson: -91.2239\tvalid_0's l2: 1995.38\n",
"[14]\tvalid_0's poisson: -91.4666\tvalid_0's l2: 1975.57\n",
"[15]\tvalid_0's poisson: -91.6995\tvalid_0's l2: 1956.35\n",
"[16]\tvalid_0's poisson: -91.9509\tvalid_0's l2: 1937.31\n",
"[17]\tvalid_0's poisson: -92.171\tvalid_0's l2: 1919.01\n",
"[18]\tvalid_0's poisson: -92.3971\tvalid_0's l2: 1901.26\n",
"[19]\tvalid_0's poisson: -92.6041\tvalid_0's l2: 1883.8\n",
"[20]\tvalid_0's poisson: -92.7912\tvalid_0's l2: 1867.17\n",
"[21]\tvalid_0's poisson: -93.0184\tvalid_0's l2: 1849.88\n",
"[22]\tvalid_0's poisson: -93.2258\tvalid_0's l2: 1833.41\n",
"[23]\tvalid_0's poisson: -93.4\tvalid_0's l2: 1817.69\n",
"[24]\tvalid_0's poisson: -93.6148\tvalid_0's l2: 1801.25\n",
"[25]\tvalid_0's poisson: -93.7796\tvalid_0's l2: 1786.25\n",
"[26]\tvalid_0's poisson: -93.9717\tvalid_0's l2: 1770.85\n",
"[27]\tvalid_0's poisson: -94.1503\tvalid_0's l2: 1755.98\n",
"[28]\tvalid_0's poisson: -94.3342\tvalid_0's l2: 1741.21\n",
"[29]\tvalid_0's poisson: -94.4836\tvalid_0's l2: 1727.51\n",
"[30]\tvalid_0's poisson: -94.6595\tvalid_0's l2: 1713.34\n",
"[31]\tvalid_0's poisson: -94.8039\tvalid_0's l2: 1699.91\n",
"[32]\tvalid_0's poisson: -94.9886\tvalid_0's l2: 1685.87\n",
"[33]\tvalid_0's poisson: -95.147\tvalid_0's l2: 1672.6\n",
"[34]\tvalid_0's poisson: -95.311\tvalid_0's l2: 1659.34\n",
"[35]\tvalid_0's poisson: -95.4418\tvalid_0's l2: 1647.15\n",
"[36]\tvalid_0's poisson: -95.5983\tvalid_0's l2: 1634.44\n",
"[37]\tvalid_0's poisson: -95.725\tvalid_0's l2: 1622.48\n",
"[38]\tvalid_0's poisson: -95.8751\tvalid_0's l2: 1610.29\n",
"[39]\tvalid_0's poisson: -96.0193\tvalid_0's l2: 1598.31\n",
"[40]\tvalid_0's poisson: -96.1591\tvalid_0's l2: 1586.71\n",
"[41]\tvalid_0's poisson: -96.302\tvalid_0's l2: 1575.11\n",
"[42]\tvalid_0's poisson: -96.436\tvalid_0's l2: 1563.87\n",
"[43]\tvalid_0's poisson: -96.5477\tvalid_0's l2: 1553.34\n",
"[44]\tvalid_0's poisson: -96.6968\tvalid_0's l2: 1542.22\n",
"[45]\tvalid_0's poisson: -96.8314\tvalid_0's l2: 1531.33\n",
"[46]\tvalid_0's poisson: -96.9368\tvalid_0's l2: 1521.2\n",
"[47]\tvalid_0's poisson: -97.0642\tvalid_0's l2: 1511.05\n",
"[48]\tvalid_0's poisson: -97.1855\tvalid_0's l2: 1500.95\n",
"[49]\tvalid_0's poisson: -97.2836\tvalid_0's l2: 1491.61\n",
"[50]\tvalid_0's poisson: -97.4064\tvalid_0's l2: 1481.67\n",
"[51]\tvalid_0's poisson: -97.5016\tvalid_0's l2: 1472.51\n",
"[52]\tvalid_0's poisson: -97.6323\tvalid_0's l2: 1463\n",
"[53]\tvalid_0's poisson: -97.7488\tvalid_0's l2: 1453.6\n",
"[54]\tvalid_0's poisson: -97.858\tvalid_0's l2: 1444.56\n",
"[55]\tvalid_0's poisson: -97.9646\tvalid_0's l2: 1435.86\n",
"[56]\tvalid_0's poisson: -98.0748\tvalid_0's l2: 1427.15\n",
"[57]\tvalid_0's poisson: -98.1593\tvalid_0's l2: 1419.08\n",
"[58]\tvalid_0's poisson: -98.2818\tvalid_0's l2: 1409.79\n",
"[59]\tvalid_0's poisson: -98.3633\tvalid_0's l2: 1401.82\n",
"[60]\tvalid_0's poisson: -98.4677\tvalid_0's l2: 1393.46\n",
"[61]\tvalid_0's poisson: -98.5473\tvalid_0's l2: 1385.78\n",
"[62]\tvalid_0's poisson: -98.6637\tvalid_0's l2: 1376.99\n",
"[63]\tvalid_0's poisson: -98.7583\tvalid_0's l2: 1369.24\n",
"[64]\tvalid_0's poisson: -98.8553\tvalid_0's l2: 1361.63\n",
"[65]\tvalid_0's poisson: -98.9464\tvalid_0's l2: 1354.29\n",
"[66]\tvalid_0's poisson: -99.0185\tvalid_0's l2: 1347.24\n",
"[67]\tvalid_0's poisson: -99.1274\tvalid_0's l2: 1339.04\n",
"[68]\tvalid_0's poisson: -99.1983\tvalid_0's l2: 1332.21\n",
"[69]\tvalid_0's poisson: -99.304\tvalid_0's l2: 1324.3\n",
"[70]\tvalid_0's poisson: -99.3872\tvalid_0's l2: 1317.36\n",
"[71]\tvalid_0's poisson: -99.4783\tvalid_0's l2: 1309.6\n",
"[72]\tvalid_0's poisson: -99.5653\tvalid_0's l2: 1302.81\n",
"[73]\tvalid_0's poisson: -99.6531\tvalid_0's l2: 1295.33\n",
"[74]\tvalid_0's poisson: -99.7182\tvalid_0's l2: 1289.18\n",
"[75]\tvalid_0's poisson: -99.8022\tvalid_0's l2: 1282.01\n",
"[76]\tvalid_0's poisson: -99.8812\tvalid_0's l2: 1275.59\n",
"[77]\tvalid_0's poisson: -99.9622\tvalid_0's l2: 1268.68\n",
"[78]\tvalid_0's poisson: -100.056\tvalid_0's l2: 1261.65\n",
"[79]\tvalid_0's poisson: -100.123\tvalid_0's l2: 1255.18\n",
"[80]\tvalid_0's poisson: -100.2\tvalid_0's l2: 1248.62\n",
"[81]\tvalid_0's poisson: -100.29\tvalid_0's l2: 1241.97\n",
"[82]\tvalid_0's poisson: -100.353\tvalid_0's l2: 1235.78\n",
"[83]\tvalid_0's poisson: -100.423\tvalid_0's l2: 1229.51\n",
"[84]\tvalid_0's poisson: -100.494\tvalid_0's l2: 1223.65\n",
"[85]\tvalid_0's poisson: -100.551\tvalid_0's l2: 1218.33\n",
"[86]\tvalid_0's poisson: -100.618\tvalid_0's l2: 1212.33\n",
"[87]\tvalid_0's poisson: -100.69\tvalid_0's l2: 1206.54\n",
"[88]\tvalid_0's poisson: -100.754\tvalid_0's l2: 1200.74\n",
"[89]\tvalid_0's poisson: -100.836\tvalid_0's l2: 1194.72\n",
"[90]\tvalid_0's poisson: -100.893\tvalid_0's l2: 1189.12\n",
"[91]\tvalid_0's poisson: -100.958\tvalid_0's l2: 1183.63\n",
"[92]\tvalid_0's poisson: -101.025\tvalid_0's l2: 1177.96\n",
"[93]\tvalid_0's poisson: -101.087\tvalid_0's l2: 1172.66\n",
"[94]\tvalid_0's poisson: -101.144\tvalid_0's l2: 1167.37\n",
"[95]\tvalid_0's poisson: -101.206\tvalid_0's l2: 1162.34\n",
"[96]\tvalid_0's poisson: -101.264\tvalid_0's l2: 1157.27\n",
"[97]\tvalid_0's poisson: -101.32\tvalid_0's l2: 1152.18\n",
"[98]\tvalid_0's poisson: -101.374\tvalid_0's l2: 1147.22\n",
"[99]\tvalid_0's poisson: -101.443\tvalid_0's l2: 1142.04\n",
"[100]\tvalid_0's poisson: -101.502\tvalid_0's l2: 1137.01\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.5375\tvalid_0's l2: 2274.04\n",
"[2]\tvalid_0's poisson: -87.895\tvalid_0's l2: 2248.11\n",
"[3]\tvalid_0's poisson: -88.2379\tvalid_0's l2: 2223.16\n",
"[4]\tvalid_0's poisson: -88.5749\tvalid_0's l2: 2198.42\n",
"[5]\tvalid_0's poisson: -88.8876\tvalid_0's l2: 2175.42\n",
"[6]\tvalid_0's poisson: -89.2044\tvalid_0's l2: 2152.13\n",
"[7]\tvalid_0's poisson: -89.5257\tvalid_0's l2: 2127.62\n",
"[8]\tvalid_0's poisson: -89.8323\tvalid_0's l2: 2103.86\n",
"[9]\tvalid_0's poisson: -90.111\tvalid_0's l2: 2082.79\n",
"[10]\tvalid_0's poisson: -90.397\tvalid_0's l2: 2060.14\n",
"[11]\tvalid_0's poisson: -90.671\tvalid_0's l2: 2038.2\n",
"[12]\tvalid_0's poisson: -90.9462\tvalid_0's l2: 2017.51\n",
"[13]\tvalid_0's poisson: -91.2033\tvalid_0's l2: 1996.59\n",
"[14]\tvalid_0's poisson: -91.4477\tvalid_0's l2: 1977.6\n",
"[15]\tvalid_0's poisson: -91.6814\tvalid_0's l2: 1958.35\n",
"[16]\tvalid_0's poisson: -91.914\tvalid_0's l2: 1938.98\n",
"[17]\tvalid_0's poisson: -92.1611\tvalid_0's l2: 1920.22\n",
"[18]\tvalid_0's poisson: -92.3742\tvalid_0's l2: 1902.38\n",
"[19]\tvalid_0's poisson: -92.5915\tvalid_0's l2: 1885.21\n",
"[20]\tvalid_0's poisson: -92.783\tvalid_0's l2: 1868.29\n",
"[21]\tvalid_0's poisson: -93.0108\tvalid_0's l2: 1850.94\n",
"[22]\tvalid_0's poisson: -93.2077\tvalid_0's l2: 1834.02\n",
"[23]\tvalid_0's poisson: -93.4069\tvalid_0's l2: 1818.11\n",
"[24]\tvalid_0's poisson: -93.5797\tvalid_0's l2: 1802.51\n",
"[25]\tvalid_0's poisson: -93.7901\tvalid_0's l2: 1786.47\n",
"[26]\tvalid_0's poisson: -93.9581\tvalid_0's l2: 1771.06\n",
"[27]\tvalid_0's poisson: -94.1425\tvalid_0's l2: 1756.2\n",
"[28]\tvalid_0's poisson: -94.2985\tvalid_0's l2: 1741.89\n",
"[29]\tvalid_0's poisson: -94.4748\tvalid_0's l2: 1727.65\n",
"[30]\tvalid_0's poisson: -94.6276\tvalid_0's l2: 1713.42\n",
"[31]\tvalid_0's poisson: -94.8172\tvalid_0's l2: 1698.99\n",
"[32]\tvalid_0's poisson: -94.9829\tvalid_0's l2: 1685.55\n",
"[33]\tvalid_0's poisson: -95.1473\tvalid_0's l2: 1671.84\n",
"[34]\tvalid_0's poisson: -95.2871\tvalid_0's l2: 1658.66\n",
"[35]\tvalid_0's poisson: -95.4433\tvalid_0's l2: 1645.93\n",
"[36]\tvalid_0's poisson: -95.598\tvalid_0's l2: 1633.11\n",
"[37]\tvalid_0's poisson: -95.7255\tvalid_0's l2: 1621.12\n",
"[38]\tvalid_0's poisson: -95.8746\tvalid_0's l2: 1609\n",
"[39]\tvalid_0's poisson: -95.9991\tvalid_0's l2: 1597.09\n",
"[40]\tvalid_0's poisson: -96.1414\tvalid_0's l2: 1585.49\n",
"[41]\tvalid_0's poisson: -96.2825\tvalid_0's l2: 1573.66\n",
"[42]\tvalid_0's poisson: -96.4372\tvalid_0's l2: 1562.14\n",
"[43]\tvalid_0's poisson: -96.5496\tvalid_0's l2: 1551.47\n",
"[44]\tvalid_0's poisson: -96.6829\tvalid_0's l2: 1540.61\n",
"[45]\tvalid_0's poisson: -96.7929\tvalid_0's l2: 1530\n",
"[46]\tvalid_0's poisson: -96.9386\tvalid_0's l2: 1519.15\n",
"[47]\tvalid_0's poisson: -97.0653\tvalid_0's l2: 1508.87\n",
"[48]\tvalid_0's poisson: -97.1895\tvalid_0's l2: 1498.51\n",
"[49]\tvalid_0's poisson: -97.2885\tvalid_0's l2: 1489.03\n",
"[50]\tvalid_0's poisson: -97.4076\tvalid_0's l2: 1479.53\n",
"[51]\tvalid_0's poisson: -97.505\tvalid_0's l2: 1470.08\n",
"[52]\tvalid_0's poisson: -97.6379\tvalid_0's l2: 1459.94\n",
"[53]\tvalid_0's poisson: -97.7515\tvalid_0's l2: 1450.73\n",
"[54]\tvalid_0's poisson: -97.8657\tvalid_0's l2: 1441.38\n",
"[55]\tvalid_0's poisson: -97.9753\tvalid_0's l2: 1432.27\n",
"[56]\tvalid_0's poisson: -98.0643\tvalid_0's l2: 1423.59\n",
"[57]\tvalid_0's poisson: -98.1708\tvalid_0's l2: 1415.15\n",
"[58]\tvalid_0's poisson: -98.2727\tvalid_0's l2: 1406.63\n",
"[59]\tvalid_0's poisson: -98.3749\tvalid_0's l2: 1398.54\n",
"[60]\tvalid_0's poisson: -98.4567\tvalid_0's l2: 1390.7\n",
"[61]\tvalid_0's poisson: -98.5746\tvalid_0's l2: 1381.73\n",
"[62]\tvalid_0's poisson: -98.6739\tvalid_0's l2: 1373.71\n",
"[63]\tvalid_0's poisson: -98.7511\tvalid_0's l2: 1366.29\n",
"[64]\tvalid_0's poisson: -98.8641\tvalid_0's l2: 1357.73\n",
"[65]\tvalid_0's poisson: -98.9404\tvalid_0's l2: 1350.3\n",
"[66]\tvalid_0's poisson: -99.0332\tvalid_0's l2: 1343\n",
"[67]\tvalid_0's poisson: -99.1215\tvalid_0's l2: 1335.68\n",
"[68]\tvalid_0's poisson: -99.2282\tvalid_0's l2: 1327.64\n",
"[69]\tvalid_0's poisson: -99.2986\tvalid_0's l2: 1320.91\n",
"[70]\tvalid_0's poisson: -99.3856\tvalid_0's l2: 1314.08\n",
"[71]\tvalid_0's poisson: -99.4549\tvalid_0's l2: 1307.37\n",
"[72]\tvalid_0's poisson: -99.5561\tvalid_0's l2: 1299.76\n",
"[73]\tvalid_0's poisson: -99.638\tvalid_0's l2: 1293.06\n",
"[74]\tvalid_0's poisson: -99.7038\tvalid_0's l2: 1286.86\n",
"[75]\tvalid_0's poisson: -99.8002\tvalid_0's l2: 1279.68\n",
"[76]\tvalid_0's poisson: -99.8639\tvalid_0's l2: 1273.53\n",
"[77]\tvalid_0's poisson: -99.9566\tvalid_0's l2: 1266.23\n",
"[78]\tvalid_0's poisson: -100.049\tvalid_0's l2: 1259.32\n",
"[79]\tvalid_0's poisson: -100.131\tvalid_0's l2: 1252.31\n",
"[80]\tvalid_0's poisson: -100.208\tvalid_0's l2: 1246.14\n",
"[81]\tvalid_0's poisson: -100.281\tvalid_0's l2: 1240.17\n",
"[82]\tvalid_0's poisson: -100.359\tvalid_0's l2: 1233.55\n",
"[83]\tvalid_0's poisson: -100.421\tvalid_0's l2: 1227.42\n",
"[84]\tvalid_0's poisson: -100.492\tvalid_0's l2: 1221.04\n",
"[85]\tvalid_0's poisson: -100.56\tvalid_0's l2: 1215.43\n",
"[86]\tvalid_0's poisson: -100.63\tvalid_0's l2: 1209.4\n",
"[87]\tvalid_0's poisson: -100.699\tvalid_0's l2: 1203.53\n",
"[88]\tvalid_0's poisson: -100.765\tvalid_0's l2: 1197.48\n",
"[89]\tvalid_0's poisson: -100.827\tvalid_0's l2: 1191.87\n",
"[90]\tvalid_0's poisson: -100.901\tvalid_0's l2: 1186.25\n",
"[91]\tvalid_0's poisson: -100.966\tvalid_0's l2: 1180.74\n",
"[92]\tvalid_0's poisson: -101.029\tvalid_0's l2: 1175.22\n",
"[93]\tvalid_0's poisson: -101.087\tvalid_0's l2: 1169.94\n",
"[94]\tvalid_0's poisson: -101.148\tvalid_0's l2: 1164.44\n",
"[95]\tvalid_0's poisson: -101.209\tvalid_0's l2: 1159.26\n",
"[96]\tvalid_0's poisson: -101.269\tvalid_0's l2: 1154.08\n",
"[97]\tvalid_0's poisson: -101.323\tvalid_0's l2: 1149.14\n",
"[98]\tvalid_0's poisson: -101.38\tvalid_0's l2: 1143.99\n",
"[99]\tvalid_0's poisson: -101.447\tvalid_0's l2: 1138.89\n",
"[100]\tvalid_0's poisson: -101.504\tvalid_0's l2: 1134.06\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5432\tvalid_0's l2: 2273.73\n",
"[2]\tvalid_0's poisson: -87.9029\tvalid_0's l2: 2247.67\n",
"[3]\tvalid_0's poisson: -88.2526\tvalid_0's l2: 2222.27\n",
"[4]\tvalid_0's poisson: -88.5927\tvalid_0's l2: 2197.01\n",
"[5]\tvalid_0's poisson: -88.922\tvalid_0's l2: 2172.84\n",
"[6]\tvalid_0's poisson: -89.239\tvalid_0's l2: 2148.77\n",
"[7]\tvalid_0's poisson: -89.5455\tvalid_0's l2: 2125.81\n",
"[8]\tvalid_0's poisson: -89.8339\tvalid_0's l2: 2104.24\n",
"[9]\tvalid_0's poisson: -90.1214\tvalid_0's l2: 2081.75\n",
"[10]\tvalid_0's poisson: -90.3968\tvalid_0's l2: 2059.95\n",
"[11]\tvalid_0's poisson: -90.679\tvalid_0's l2: 2038.84\n",
"[12]\tvalid_0's poisson: -90.9289\tvalid_0's l2: 2018.81\n",
"[13]\tvalid_0's poisson: -91.1825\tvalid_0's l2: 1999.33\n",
"[14]\tvalid_0's poisson: -91.4174\tvalid_0's l2: 1980.23\n",
"[15]\tvalid_0's poisson: -91.6521\tvalid_0's l2: 1960.93\n",
"[16]\tvalid_0's poisson: -91.9058\tvalid_0's l2: 1941.78\n",
"[17]\tvalid_0's poisson: -92.1271\tvalid_0's l2: 1923.38\n",
"[18]\tvalid_0's poisson: -92.3683\tvalid_0's l2: 1905.14\n",
"[19]\tvalid_0's poisson: -92.5591\tvalid_0's l2: 1888.5\n",
"[20]\tvalid_0's poisson: -92.7773\tvalid_0's l2: 1871.33\n",
"[21]\tvalid_0's poisson: -92.9583\tvalid_0's l2: 1855.36\n",
"[22]\tvalid_0's poisson: -93.1663\tvalid_0's l2: 1838.89\n",
"[23]\tvalid_0's poisson: -93.3559\tvalid_0's l2: 1822.73\n",
"[24]\tvalid_0's poisson: -93.5716\tvalid_0's l2: 1806.35\n",
"[25]\tvalid_0's poisson: -93.7577\tvalid_0's l2: 1790.97\n",
"[26]\tvalid_0's poisson: -93.9494\tvalid_0's l2: 1775.69\n",
"[27]\tvalid_0's poisson: -94.107\tvalid_0's l2: 1761.4\n",
"[28]\tvalid_0's poisson: -94.2902\tvalid_0's l2: 1746.75\n",
"[29]\tvalid_0's poisson: -94.4448\tvalid_0's l2: 1732.52\n",
"[30]\tvalid_0's poisson: -94.6373\tvalid_0's l2: 1717.92\n",
"[31]\tvalid_0's poisson: -94.8021\tvalid_0's l2: 1704.2\n",
"[32]\tvalid_0's poisson: -94.9726\tvalid_0's l2: 1690.49\n",
"[33]\tvalid_0's poisson: -95.1104\tvalid_0's l2: 1677.76\n",
"[34]\tvalid_0's poisson: -95.2468\tvalid_0's l2: 1664.97\n",
"[35]\tvalid_0's poisson: -95.4053\tvalid_0's l2: 1652.31\n",
"[36]\tvalid_0's poisson: -95.5619\tvalid_0's l2: 1639.68\n",
"[37]\tvalid_0's poisson: -95.7111\tvalid_0's l2: 1627.22\n",
"[38]\tvalid_0's poisson: -95.8563\tvalid_0's l2: 1615.24\n",
"[39]\tvalid_0's poisson: -95.9794\tvalid_0's l2: 1603.54\n",
"[40]\tvalid_0's poisson: -96.1267\tvalid_0's l2: 1591.65\n",
"[41]\tvalid_0's poisson: -96.2625\tvalid_0's l2: 1580.28\n",
"[42]\tvalid_0's poisson: -96.4017\tvalid_0's l2: 1569.17\n",
"[43]\tvalid_0's poisson: -96.5135\tvalid_0's l2: 1558.64\n",
"[44]\tvalid_0's poisson: -96.6495\tvalid_0's l2: 1547.67\n",
"[45]\tvalid_0's poisson: -96.759\tvalid_0's l2: 1537.19\n",
"[46]\tvalid_0's poisson: -96.9058\tvalid_0's l2: 1526.23\n",
"[47]\tvalid_0's poisson: -97.0289\tvalid_0's l2: 1516.13\n",
"[48]\tvalid_0's poisson: -97.1557\tvalid_0's l2: 1505.88\n",
"[49]\tvalid_0's poisson: -97.2731\tvalid_0's l2: 1496.1\n",
"[50]\tvalid_0's poisson: -97.371\tvalid_0's l2: 1486.83\n",
"[51]\tvalid_0's poisson: -97.4907\tvalid_0's l2: 1477.33\n",
"[52]\tvalid_0's poisson: -97.5859\tvalid_0's l2: 1468.15\n",
"[53]\tvalid_0's poisson: -97.7157\tvalid_0's l2: 1458.75\n",
"[54]\tvalid_0's poisson: -97.8309\tvalid_0's l2: 1449.5\n",
"[55]\tvalid_0's poisson: -97.9207\tvalid_0's l2: 1440.82\n",
"[56]\tvalid_0's poisson: -98.0465\tvalid_0's l2: 1431.31\n",
"[57]\tvalid_0's poisson: -98.1507\tvalid_0's l2: 1422.74\n",
"[58]\tvalid_0's poisson: -98.2572\tvalid_0's l2: 1414.32\n",
"[59]\tvalid_0's poisson: -98.3572\tvalid_0's l2: 1406.22\n",
"[60]\tvalid_0's poisson: -98.4391\tvalid_0's l2: 1398.46\n",
"[61]\tvalid_0's poisson: -98.5565\tvalid_0's l2: 1389.61\n",
"[62]\tvalid_0's poisson: -98.6361\tvalid_0's l2: 1381.9\n",
"[63]\tvalid_0's poisson: -98.7365\tvalid_0's l2: 1373.85\n",
"[64]\tvalid_0's poisson: -98.8281\tvalid_0's l2: 1366.36\n",
"[65]\tvalid_0's poisson: -98.9005\tvalid_0's l2: 1359.25\n",
"[66]\tvalid_0's poisson: -98.9949\tvalid_0's l2: 1351.85\n",
"[67]\tvalid_0's poisson: -99.0676\tvalid_0's l2: 1344.84\n",
"[68]\tvalid_0's poisson: -99.1761\tvalid_0's l2: 1336.7\n",
"[69]\tvalid_0's poisson: -99.2656\tvalid_0's l2: 1329.7\n",
"[70]\tvalid_0's poisson: -99.3504\tvalid_0's l2: 1322.95\n",
"[71]\tvalid_0's poisson: -99.4337\tvalid_0's l2: 1316.25\n",
"[72]\tvalid_0's poisson: -99.4996\tvalid_0's l2: 1310.03\n",
"[73]\tvalid_0's poisson: -99.6005\tvalid_0's l2: 1302.54\n",
"[74]\tvalid_0's poisson: -99.6648\tvalid_0's l2: 1296.28\n",
"[75]\tvalid_0's poisson: -99.7635\tvalid_0's l2: 1288.94\n",
"[76]\tvalid_0's poisson: -99.856\tvalid_0's l2: 1281.73\n",
"[77]\tvalid_0's poisson: -99.9334\tvalid_0's l2: 1274.81\n",
"[78]\tvalid_0's poisson: -100.013\tvalid_0's l2: 1268.54\n",
"[79]\tvalid_0's poisson: -100.072\tvalid_0's l2: 1262.82\n",
"[80]\tvalid_0's poisson: -100.146\tvalid_0's l2: 1256.19\n",
"[81]\tvalid_0's poisson: -100.236\tvalid_0's l2: 1249.53\n",
"[82]\tvalid_0's poisson: -100.3\tvalid_0's l2: 1243.39\n",
"[83]\tvalid_0's poisson: -100.388\tvalid_0's l2: 1236.85\n",
"[84]\tvalid_0's poisson: -100.458\tvalid_0's l2: 1230.57\n",
"[85]\tvalid_0's poisson: -100.532\tvalid_0's l2: 1224.64\n",
"[86]\tvalid_0's poisson: -100.591\tvalid_0's l2: 1218.82\n",
"[87]\tvalid_0's poisson: -100.663\tvalid_0's l2: 1212.81\n",
"[88]\tvalid_0's poisson: -100.729\tvalid_0's l2: 1207.35\n",
"[89]\tvalid_0's poisson: -100.786\tvalid_0's l2: 1201.8\n",
"[90]\tvalid_0's poisson: -100.85\tvalid_0's l2: 1196.05\n",
"[91]\tvalid_0's poisson: -100.93\tvalid_0's l2: 1190.2\n",
"[92]\tvalid_0's poisson: -100.992\tvalid_0's l2: 1184.69\n",
"[93]\tvalid_0's poisson: -101.057\tvalid_0's l2: 1179.14\n",
"[94]\tvalid_0's poisson: -101.11\tvalid_0's l2: 1173.93\n",
"[95]\tvalid_0's poisson: -101.17\tvalid_0's l2: 1168.98\n",
"[96]\tvalid_0's poisson: -101.229\tvalid_0's l2: 1163.67\n",
"[97]\tvalid_0's poisson: -101.304\tvalid_0's l2: 1158.25\n",
"[98]\tvalid_0's poisson: -101.354\tvalid_0's l2: 1153.31\n",
"[99]\tvalid_0's poisson: -101.414\tvalid_0's l2: 1148.26\n",
"[100]\tvalid_0's poisson: -101.487\tvalid_0's l2: 1142.99\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5306\tvalid_0's l2: 2274.44\n",
"[2]\tvalid_0's poisson: -87.8847\tvalid_0's l2: 2248.69\n",
"[3]\tvalid_0's poisson: -88.233\tvalid_0's l2: 2223.25\n",
"[4]\tvalid_0's poisson: -88.5537\tvalid_0's l2: 2199.68\n",
"[5]\tvalid_0's poisson: -88.8854\tvalid_0's l2: 2174.72\n",
"[6]\tvalid_0's poisson: -89.2069\tvalid_0's l2: 2150.93\n",
"[7]\tvalid_0's poisson: -89.5164\tvalid_0's l2: 2127.15\n",
"[8]\tvalid_0's poisson: -89.8183\tvalid_0's l2: 2104.69\n",
"[9]\tvalid_0's poisson: -90.108\tvalid_0's l2: 2082.02\n",
"[10]\tvalid_0's poisson: -90.3808\tvalid_0's l2: 2061.19\n",
"[11]\tvalid_0's poisson: -90.6518\tvalid_0's l2: 2039.58\n",
"[12]\tvalid_0's poisson: -90.9119\tvalid_0's l2: 2018.63\n",
"[13]\tvalid_0's poisson: -91.1616\tvalid_0's l2: 1998.32\n",
"[14]\tvalid_0's poisson: -91.4259\tvalid_0's l2: 1978.34\n",
"[15]\tvalid_0's poisson: -91.6662\tvalid_0's l2: 1959.56\n",
"[16]\tvalid_0's poisson: -91.8962\tvalid_0's l2: 1940.52\n",
"[17]\tvalid_0's poisson: -92.1115\tvalid_0's l2: 1922.65\n",
"[18]\tvalid_0's poisson: -92.3253\tvalid_0's l2: 1904.72\n",
"[19]\tvalid_0's poisson: -92.5636\tvalid_0's l2: 1886.6\n",
"[20]\tvalid_0's poisson: -92.7501\tvalid_0's l2: 1870.22\n",
"[21]\tvalid_0's poisson: -92.9612\tvalid_0's l2: 1853.39\n",
"[22]\tvalid_0's poisson: -93.1384\tvalid_0's l2: 1837.67\n",
"[23]\tvalid_0's poisson: -93.3589\tvalid_0's l2: 1820.87\n",
"[24]\tvalid_0's poisson: -93.5568\tvalid_0's l2: 1805\n",
"[25]\tvalid_0's poisson: -93.7255\tvalid_0's l2: 1789.68\n",
"[26]\tvalid_0's poisson: -93.9143\tvalid_0's l2: 1774.46\n",
"[27]\tvalid_0's poisson: -94.0978\tvalid_0's l2: 1759.29\n",
"[28]\tvalid_0's poisson: -94.2518\tvalid_0's l2: 1745.29\n",
"[29]\tvalid_0's poisson: -94.4305\tvalid_0's l2: 1730.83\n",
"[30]\tvalid_0's poisson: -94.5803\tvalid_0's l2: 1716.97\n",
"[31]\tvalid_0's poisson: -94.7713\tvalid_0's l2: 1702.45\n",
"[32]\tvalid_0's poisson: -94.9393\tvalid_0's l2: 1688.81\n",
"[33]\tvalid_0's poisson: -95.1023\tvalid_0's l2: 1675.38\n",
"[34]\tvalid_0's poisson: -95.2601\tvalid_0's l2: 1662.24\n",
"[35]\tvalid_0's poisson: -95.4196\tvalid_0's l2: 1649.28\n",
"[36]\tvalid_0's poisson: -95.5491\tvalid_0's l2: 1637.21\n",
"[37]\tvalid_0's poisson: -95.702\tvalid_0's l2: 1624.78\n",
"[38]\tvalid_0's poisson: -95.8289\tvalid_0's l2: 1612.79\n",
"[39]\tvalid_0's poisson: -95.9943\tvalid_0's l2: 1600.34\n",
"[40]\tvalid_0's poisson: -96.1363\tvalid_0's l2: 1588.64\n",
"[41]\tvalid_0's poisson: -96.2785\tvalid_0's l2: 1577.04\n",
"[42]\tvalid_0's poisson: -96.3942\tvalid_0's l2: 1566.21\n",
"[43]\tvalid_0's poisson: -96.5313\tvalid_0's l2: 1555.06\n",
"[44]\tvalid_0's poisson: -96.6435\tvalid_0's l2: 1544.37\n",
"[45]\tvalid_0's poisson: -96.7745\tvalid_0's l2: 1533.7\n",
"[46]\tvalid_0's poisson: -96.9028\tvalid_0's l2: 1523.14\n",
"[47]\tvalid_0's poisson: -97.0278\tvalid_0's l2: 1512.77\n",
"[48]\tvalid_0's poisson: -97.1517\tvalid_0's l2: 1502.87\n",
"[49]\tvalid_0's poisson: -97.2515\tvalid_0's l2: 1493.42\n",
"[50]\tvalid_0's poisson: -97.3717\tvalid_0's l2: 1483.68\n",
"[51]\tvalid_0's poisson: -97.4697\tvalid_0's l2: 1474.28\n",
"[52]\tvalid_0's poisson: -97.6035\tvalid_0's l2: 1464.47\n",
"[53]\tvalid_0's poisson: -97.6969\tvalid_0's l2: 1455.5\n",
"[54]\tvalid_0's poisson: -97.8098\tvalid_0's l2: 1446.38\n",
"[55]\tvalid_0's poisson: -97.9204\tvalid_0's l2: 1437.29\n",
"[56]\tvalid_0's poisson: -98.0448\tvalid_0's l2: 1428.27\n",
"[57]\tvalid_0's poisson: -98.1689\tvalid_0's l2: 1418.86\n",
"[58]\tvalid_0's poisson: -98.2504\tvalid_0's l2: 1410.98\n",
"[59]\tvalid_0's poisson: -98.3343\tvalid_0's l2: 1402.91\n",
"[60]\tvalid_0's poisson: -98.4374\tvalid_0's l2: 1394.6\n",
"[61]\tvalid_0's poisson: -98.5374\tvalid_0's l2: 1386.44\n",
"[62]\tvalid_0's poisson: -98.6361\tvalid_0's l2: 1378.66\n",
"[63]\tvalid_0's poisson: -98.7288\tvalid_0's l2: 1371.11\n",
"[64]\tvalid_0's poisson: -98.823\tvalid_0's l2: 1363.46\n",
"[65]\tvalid_0's poisson: -98.9171\tvalid_0's l2: 1356.07\n",
"[66]\tvalid_0's poisson: -98.9907\tvalid_0's l2: 1349.11\n",
"[67]\tvalid_0's poisson: -99.1004\tvalid_0's l2: 1340.8\n",
"[68]\tvalid_0's poisson: -99.1685\tvalid_0's l2: 1334.22\n",
"[69]\tvalid_0's poisson: -99.2749\tvalid_0's l2: 1326.21\n",
"[70]\tvalid_0's poisson: -99.3453\tvalid_0's l2: 1319.46\n",
"[71]\tvalid_0's poisson: -99.4314\tvalid_0's l2: 1312.73\n",
"[72]\tvalid_0's poisson: -99.5147\tvalid_0's l2: 1306.01\n",
"[73]\tvalid_0's poisson: -99.6007\tvalid_0's l2: 1298.54\n",
"[74]\tvalid_0's poisson: -99.6949\tvalid_0's l2: 1291.22\n",
"[75]\tvalid_0's poisson: -99.7757\tvalid_0's l2: 1284.17\n",
"[76]\tvalid_0's poisson: -99.8725\tvalid_0's l2: 1276.9\n",
"[77]\tvalid_0's poisson: -99.9414\tvalid_0's l2: 1270.27\n",
"[78]\tvalid_0's poisson: -100.018\tvalid_0's l2: 1263.57\n",
"[79]\tvalid_0's poisson: -100.096\tvalid_0's l2: 1257.46\n",
"[80]\tvalid_0's poisson: -100.157\tvalid_0's l2: 1251.82\n",
"[81]\tvalid_0's poisson: -100.241\tvalid_0's l2: 1245.37\n",
"[82]\tvalid_0's poisson: -100.314\tvalid_0's l2: 1238.69\n",
"[83]\tvalid_0's poisson: -100.387\tvalid_0's l2: 1232.47\n",
"[84]\tvalid_0's poisson: -100.456\tvalid_0's l2: 1226.46\n",
"[85]\tvalid_0's poisson: -100.521\tvalid_0's l2: 1220.55\n",
"[86]\tvalid_0's poisson: -100.589\tvalid_0's l2: 1214.31\n",
"[87]\tvalid_0's poisson: -100.674\tvalid_0's l2: 1207.95\n",
"[88]\tvalid_0's poisson: -100.742\tvalid_0's l2: 1202.17\n",
"[89]\tvalid_0's poisson: -100.803\tvalid_0's l2: 1196.61\n",
"[90]\tvalid_0's poisson: -100.875\tvalid_0's l2: 1191.11\n",
"[91]\tvalid_0's poisson: -100.938\tvalid_0's l2: 1185.33\n",
"[92]\tvalid_0's poisson: -101.002\tvalid_0's l2: 1179.9\n",
"[93]\tvalid_0's poisson: -101.059\tvalid_0's l2: 1174.69\n",
"[94]\tvalid_0's poisson: -101.097\tvalid_0's l2: 1170.09\n",
"[95]\tvalid_0's poisson: -101.17\tvalid_0's l2: 1164.59\n",
"[96]\tvalid_0's poisson: -101.229\tvalid_0's l2: 1159.52\n",
"[97]\tvalid_0's poisson: -101.288\tvalid_0's l2: 1154.14\n",
"[98]\tvalid_0's poisson: -101.341\tvalid_0's l2: 1149.26\n",
"[99]\tvalid_0's poisson: -101.392\tvalid_0's l2: 1144.37\n",
"[100]\tvalid_0's poisson: -101.46\tvalid_0's l2: 1139.21\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.7936\tvalid_0's l2: 1570.64\n",
"[2]\tvalid_0's poisson: -100.23\tvalid_0's l2: 1139.75\n",
"[3]\tvalid_0's poisson: -102.948\tvalid_0's l2: 871.093\n",
"[4]\tvalid_0's poisson: -104.674\tvalid_0's l2: 712.183\n",
"[5]\tvalid_0's poisson: -105.858\tvalid_0's l2: 605.223\n",
"[6]\tvalid_0's poisson: -106.688\tvalid_0's l2: 537.747\n",
"[7]\tvalid_0's poisson: -107.314\tvalid_0's l2: 484.692\n",
"[8]\tvalid_0's poisson: -107.741\tvalid_0's l2: 448.622\n",
"[9]\tvalid_0's poisson: -108.029\tvalid_0's l2: 423.031\n",
"[10]\tvalid_0's poisson: -108.315\tvalid_0's l2: 403.861\n",
"[11]\tvalid_0's poisson: -108.476\tvalid_0's l2: 393.438\n",
"[12]\tvalid_0's poisson: -108.631\tvalid_0's l2: 385.201\n",
"[13]\tvalid_0's poisson: -108.707\tvalid_0's l2: 373.704\n",
"[14]\tvalid_0's poisson: -108.763\tvalid_0's l2: 366.236\n",
"[15]\tvalid_0's poisson: -108.783\tvalid_0's l2: 362.584\n",
"[16]\tvalid_0's poisson: -108.768\tvalid_0's l2: 355.323\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -108.724\tvalid_0's l2: 351.925\n",
"[18]\tvalid_0's poisson: -108.739\tvalid_0's l2: 346.878\n",
"[19]\tvalid_0's poisson: -108.642\tvalid_0's l2: 343.983\n",
"[20]\tvalid_0's poisson: -108.513\tvalid_0's l2: 342.302\n",
"[21]\tvalid_0's poisson: -108.549\tvalid_0's l2: 340.972\n",
"[22]\tvalid_0's poisson: -108.608\tvalid_0's l2: 338.818\n",
"[23]\tvalid_0's poisson: -108.56\tvalid_0's l2: 333.775\n",
"[24]\tvalid_0's poisson: -108.487\tvalid_0's l2: 329.119\n",
"[25]\tvalid_0's poisson: -108.485\tvalid_0's l2: 325.409\n",
"[26]\tvalid_0's poisson: -108.375\tvalid_0's l2: 322.911\n",
"[27]\tvalid_0's poisson: -108.363\tvalid_0's l2: 317.762\n",
"[28]\tvalid_0's poisson: -108.344\tvalid_0's l2: 317.152\n",
"[29]\tvalid_0's poisson: -108.397\tvalid_0's l2: 316.793\n",
"[30]\tvalid_0's poisson: -108.319\tvalid_0's l2: 312.601\n",
"[31]\tvalid_0's poisson: -108.323\tvalid_0's l2: 311.45\n",
"[32]\tvalid_0's poisson: -108.327\tvalid_0's l2: 311.513\n",
"[33]\tvalid_0's poisson: -108.391\tvalid_0's l2: 308.931\n",
"[34]\tvalid_0's poisson: -108.437\tvalid_0's l2: 306.42\n",
"[35]\tvalid_0's poisson: -108.382\tvalid_0's l2: 302.377\n",
"[36]\tvalid_0's poisson: -108.209\tvalid_0's l2: 300.247\n",
"[37]\tvalid_0's poisson: -108.255\tvalid_0's l2: 297.748\n",
"[38]\tvalid_0's poisson: -108.224\tvalid_0's l2: 297.252\n",
"[39]\tvalid_0's poisson: -108.221\tvalid_0's l2: 295.556\n",
"[40]\tvalid_0's poisson: -108.075\tvalid_0's l2: 294.641\n",
"[41]\tvalid_0's poisson: -108.128\tvalid_0's l2: 293.778\n",
"[42]\tvalid_0's poisson: -108.16\tvalid_0's l2: 292.186\n",
"[43]\tvalid_0's poisson: -108.17\tvalid_0's l2: 291.738\n",
"[44]\tvalid_0's poisson: -108.157\tvalid_0's l2: 291.295\n",
"[45]\tvalid_0's poisson: -108.154\tvalid_0's l2: 291.095\n",
"[46]\tvalid_0's poisson: -108.109\tvalid_0's l2: 290.491\n",
"[47]\tvalid_0's poisson: -108.037\tvalid_0's l2: 288.905\n",
"[48]\tvalid_0's poisson: -108.046\tvalid_0's l2: 288.736\n",
"[49]\tvalid_0's poisson: -108.03\tvalid_0's l2: 287.708\n",
"[50]\tvalid_0's poisson: -108.025\tvalid_0's l2: 288.09\n",
"[51]\tvalid_0's poisson: -108.003\tvalid_0's l2: 288.497\n",
"[52]\tvalid_0's poisson: -108\tvalid_0's l2: 288.042\n",
"[53]\tvalid_0's poisson: -107.966\tvalid_0's l2: 286.737\n",
"[54]\tvalid_0's poisson: -107.844\tvalid_0's l2: 286.827\n",
"[55]\tvalid_0's poisson: -107.807\tvalid_0's l2: 286.492\n",
"[56]\tvalid_0's poisson: -107.773\tvalid_0's l2: 284.931\n",
"[57]\tvalid_0's poisson: -107.772\tvalid_0's l2: 284.901\n",
"[58]\tvalid_0's poisson: -107.87\tvalid_0's l2: 284.7\n",
"[59]\tvalid_0's poisson: -107.902\tvalid_0's l2: 283.577\n",
"[60]\tvalid_0's poisson: -107.921\tvalid_0's l2: 283.426\n",
"[61]\tvalid_0's poisson: -107.979\tvalid_0's l2: 282.814\n",
"[62]\tvalid_0's poisson: -108.027\tvalid_0's l2: 282.661\n",
"[63]\tvalid_0's poisson: -108.028\tvalid_0's l2: 282.19\n",
"[64]\tvalid_0's poisson: -107.985\tvalid_0's l2: 281.338\n",
"[65]\tvalid_0's poisson: -107.979\tvalid_0's l2: 280.925\n",
"[66]\tvalid_0's poisson: -107.979\tvalid_0's l2: 280.397\n",
"[67]\tvalid_0's poisson: -107.963\tvalid_0's l2: 279.744\n",
"[68]\tvalid_0's poisson: -107.878\tvalid_0's l2: 278.724\n",
"[69]\tvalid_0's poisson: -107.833\tvalid_0's l2: 278.693\n",
"[70]\tvalid_0's poisson: -107.865\tvalid_0's l2: 278.689\n",
"[71]\tvalid_0's poisson: -107.97\tvalid_0's l2: 278.692\n",
"[72]\tvalid_0's poisson: -107.861\tvalid_0's l2: 277.98\n",
"[73]\tvalid_0's poisson: -107.871\tvalid_0's l2: 277.676\n",
"[74]\tvalid_0's poisson: -107.868\tvalid_0's l2: 277.23\n",
"[75]\tvalid_0's poisson: -107.942\tvalid_0's l2: 277.485\n",
"[76]\tvalid_0's poisson: -107.962\tvalid_0's l2: 277.644\n",
"[77]\tvalid_0's poisson: -107.962\tvalid_0's l2: 277.784\n",
"[78]\tvalid_0's poisson: -107.854\tvalid_0's l2: 276.985\n",
"[79]\tvalid_0's poisson: -107.836\tvalid_0's l2: 276.45\n",
"[80]\tvalid_0's poisson: -107.805\tvalid_0's l2: 276.043\n",
"[81]\tvalid_0's poisson: -107.793\tvalid_0's l2: 275.632\n",
"[82]\tvalid_0's poisson: -107.9\tvalid_0's l2: 275.511\n",
"[83]\tvalid_0's poisson: -107.905\tvalid_0's l2: 274.49\n",
"[84]\tvalid_0's poisson: -107.905\tvalid_0's l2: 273.677\n",
"[85]\tvalid_0's poisson: -107.882\tvalid_0's l2: 272.843\n",
"[86]\tvalid_0's poisson: -107.857\tvalid_0's l2: 272.667\n",
"[87]\tvalid_0's poisson: -107.872\tvalid_0's l2: 272.081\n",
"[88]\tvalid_0's poisson: -107.86\tvalid_0's l2: 271.475\n",
"[89]\tvalid_0's poisson: -107.856\tvalid_0's l2: 270.363\n",
"[90]\tvalid_0's poisson: -107.831\tvalid_0's l2: 269.431\n",
"[91]\tvalid_0's poisson: -107.777\tvalid_0's l2: 269.112\n",
"[92]\tvalid_0's poisson: -107.758\tvalid_0's l2: 268.167\n",
"[93]\tvalid_0's poisson: -107.718\tvalid_0's l2: 267.978\n",
"[94]\tvalid_0's poisson: -107.738\tvalid_0's l2: 266.873\n",
"[95]\tvalid_0's poisson: -107.743\tvalid_0's l2: 266.425\n",
"[96]\tvalid_0's poisson: -107.81\tvalid_0's l2: 266.592\n",
"[97]\tvalid_0's poisson: -107.797\tvalid_0's l2: 266.982\n",
"[98]\tvalid_0's poisson: -107.803\tvalid_0's l2: 266.603\n",
"[99]\tvalid_0's poisson: -107.84\tvalid_0's l2: 265.912\n",
"[100]\tvalid_0's poisson: -107.778\tvalid_0's l2: 266.166\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.6967\tvalid_0's l2: 1578.36\n",
"[2]\tvalid_0's poisson: -100.264\tvalid_0's l2: 1135.43\n",
"[3]\tvalid_0's poisson: -102.974\tvalid_0's l2: 867.355\n",
"[4]\tvalid_0's poisson: -104.726\tvalid_0's l2: 700.342\n",
"[5]\tvalid_0's poisson: -105.913\tvalid_0's l2: 595.926\n",
"[6]\tvalid_0's poisson: -106.765\tvalid_0's l2: 524.419\n",
"[7]\tvalid_0's poisson: -107.375\tvalid_0's l2: 476.677\n",
"[8]\tvalid_0's poisson: -107.763\tvalid_0's l2: 440.145\n",
"[9]\tvalid_0's poisson: -108.126\tvalid_0's l2: 415.63\n",
"[10]\tvalid_0's poisson: -108.378\tvalid_0's l2: 393.085\n",
"[11]\tvalid_0's poisson: -108.589\tvalid_0's l2: 376.695\n",
"[12]\tvalid_0's poisson: -108.719\tvalid_0's l2: 367.404\n",
"[13]\tvalid_0's poisson: -108.821\tvalid_0's l2: 359.184\n",
"[14]\tvalid_0's poisson: -108.886\tvalid_0's l2: 352.978\n",
"[15]\tvalid_0's poisson: -108.912\tvalid_0's l2: 347.076\n",
"[16]\tvalid_0's poisson: -108.927\tvalid_0's l2: 342.596\n",
"[17]\tvalid_0's poisson: -108.848\tvalid_0's l2: 338.839\n",
"[18]\tvalid_0's poisson: -108.847\tvalid_0's l2: 335.705\n",
"[19]\tvalid_0's poisson: -108.762\tvalid_0's l2: 333.125\n",
"[20]\tvalid_0's poisson: -108.782\tvalid_0's l2: 331.439\n",
"[21]\tvalid_0's poisson: -108.774\tvalid_0's l2: 327.937\n",
"[22]\tvalid_0's poisson: -108.692\tvalid_0's l2: 326.731\n",
"[23]\tvalid_0's poisson: -108.572\tvalid_0's l2: 324.476\n",
"[24]\tvalid_0's poisson: -108.458\tvalid_0's l2: 319.56\n",
"[25]\tvalid_0's poisson: -108.508\tvalid_0's l2: 319.054\n",
"[26]\tvalid_0's poisson: -108.464\tvalid_0's l2: 315.167\n",
"[27]\tvalid_0's poisson: -108.477\tvalid_0's l2: 314.65\n",
"[28]\tvalid_0's poisson: -108.515\tvalid_0's l2: 312.628\n",
"[29]\tvalid_0's poisson: -108.534\tvalid_0's l2: 311.624\n",
"[30]\tvalid_0's poisson: -108.464\tvalid_0's l2: 309.067\n",
"[31]\tvalid_0's poisson: -108.487\tvalid_0's l2: 308.262\n",
"[32]\tvalid_0's poisson: -108.392\tvalid_0's l2: 305.128\n",
"[33]\tvalid_0's poisson: -108.368\tvalid_0's l2: 304.226\n",
"[34]\tvalid_0's poisson: -108.361\tvalid_0's l2: 302.892\n",
"[35]\tvalid_0's poisson: -108.367\tvalid_0's l2: 302.482\n",
"[36]\tvalid_0's poisson: -108.28\tvalid_0's l2: 301.431\n",
"[37]\tvalid_0's poisson: -108.226\tvalid_0's l2: 298.105\n",
"[38]\tvalid_0's poisson: -108.243\tvalid_0's l2: 296.527\n",
"[39]\tvalid_0's poisson: -108.149\tvalid_0's l2: 295.53\n",
"[40]\tvalid_0's poisson: -107.993\tvalid_0's l2: 294.704\n",
"[41]\tvalid_0's poisson: -107.926\tvalid_0's l2: 293.939\n",
"[42]\tvalid_0's poisson: -107.99\tvalid_0's l2: 293.807\n",
"[43]\tvalid_0's poisson: -107.982\tvalid_0's l2: 293.741\n",
"[44]\tvalid_0's poisson: -107.96\tvalid_0's l2: 292.993\n",
"[45]\tvalid_0's poisson: -107.905\tvalid_0's l2: 290.604\n",
"[46]\tvalid_0's poisson: -107.847\tvalid_0's l2: 290.421\n",
"[47]\tvalid_0's poisson: -107.853\tvalid_0's l2: 290.136\n",
"[48]\tvalid_0's poisson: -107.906\tvalid_0's l2: 289.938\n",
"[49]\tvalid_0's poisson: -107.933\tvalid_0's l2: 289.789\n",
"[50]\tvalid_0's poisson: -107.811\tvalid_0's l2: 289.248\n",
"[51]\tvalid_0's poisson: -107.742\tvalid_0's l2: 288.169\n",
"[52]\tvalid_0's poisson: -107.796\tvalid_0's l2: 286.789\n",
"[53]\tvalid_0's poisson: -107.873\tvalid_0's l2: 286.368\n",
"[54]\tvalid_0's poisson: -107.774\tvalid_0's l2: 286.786\n",
"[55]\tvalid_0's poisson: -107.77\tvalid_0's l2: 286.736\n",
"[56]\tvalid_0's poisson: -107.774\tvalid_0's l2: 286.436\n",
"[57]\tvalid_0's poisson: -107.759\tvalid_0's l2: 286.268\n",
"[58]\tvalid_0's poisson: -107.757\tvalid_0's l2: 285.952\n",
"[59]\tvalid_0's poisson: -107.716\tvalid_0's l2: 284.468\n",
"[60]\tvalid_0's poisson: -107.66\tvalid_0's l2: 282.956\n",
"[61]\tvalid_0's poisson: -107.601\tvalid_0's l2: 283.504\n",
"[62]\tvalid_0's poisson: -107.638\tvalid_0's l2: 283.544\n",
"[63]\tvalid_0's poisson: -107.651\tvalid_0's l2: 283.198\n",
"[64]\tvalid_0's poisson: -107.686\tvalid_0's l2: 282.936\n",
"[65]\tvalid_0's poisson: -107.606\tvalid_0's l2: 282.786\n",
"[66]\tvalid_0's poisson: -107.563\tvalid_0's l2: 282.06\n",
"[67]\tvalid_0's poisson: -107.569\tvalid_0's l2: 281.897\n",
"[68]\tvalid_0's poisson: -107.601\tvalid_0's l2: 281.446\n",
"[69]\tvalid_0's poisson: -107.705\tvalid_0's l2: 279.155\n",
"[70]\tvalid_0's poisson: -107.847\tvalid_0's l2: 278.587\n",
"[71]\tvalid_0's poisson: -107.761\tvalid_0's l2: 278.162\n",
"[72]\tvalid_0's poisson: -107.775\tvalid_0's l2: 278.577\n",
"[73]\tvalid_0's poisson: -107.817\tvalid_0's l2: 278.537\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[74]\tvalid_0's poisson: -107.803\tvalid_0's l2: 277.939\n",
"[75]\tvalid_0's poisson: -107.724\tvalid_0's l2: 277.421\n",
"[76]\tvalid_0's poisson: -107.711\tvalid_0's l2: 276.319\n",
"[77]\tvalid_0's poisson: -107.732\tvalid_0's l2: 275.659\n",
"[78]\tvalid_0's poisson: -107.751\tvalid_0's l2: 275.654\n",
"[79]\tvalid_0's poisson: -107.727\tvalid_0's l2: 275.26\n",
"[80]\tvalid_0's poisson: -107.675\tvalid_0's l2: 274.754\n",
"[81]\tvalid_0's poisson: -107.67\tvalid_0's l2: 274.549\n",
"[82]\tvalid_0's poisson: -107.657\tvalid_0's l2: 274.481\n",
"[83]\tvalid_0's poisson: -107.578\tvalid_0's l2: 274.417\n",
"[84]\tvalid_0's poisson: -107.635\tvalid_0's l2: 274.702\n",
"[85]\tvalid_0's poisson: -107.665\tvalid_0's l2: 274.859\n",
"[86]\tvalid_0's poisson: -107.633\tvalid_0's l2: 274.619\n",
"[87]\tvalid_0's poisson: -107.532\tvalid_0's l2: 274.143\n",
"[88]\tvalid_0's poisson: -107.628\tvalid_0's l2: 274.204\n",
"[89]\tvalid_0's poisson: -107.6\tvalid_0's l2: 273.116\n",
"[90]\tvalid_0's poisson: -107.6\tvalid_0's l2: 273.154\n",
"[91]\tvalid_0's poisson: -107.581\tvalid_0's l2: 273.409\n",
"[92]\tvalid_0's poisson: -107.617\tvalid_0's l2: 273.344\n",
"[93]\tvalid_0's poisson: -107.615\tvalid_0's l2: 272.867\n",
"[94]\tvalid_0's poisson: -107.641\tvalid_0's l2: 272.937\n",
"[95]\tvalid_0's poisson: -107.649\tvalid_0's l2: 272.533\n",
"[96]\tvalid_0's poisson: -107.644\tvalid_0's l2: 271.776\n",
"[97]\tvalid_0's poisson: -107.634\tvalid_0's l2: 270.865\n",
"[98]\tvalid_0's poisson: -107.555\tvalid_0's l2: 270.778\n",
"[99]\tvalid_0's poisson: -107.51\tvalid_0's l2: 270.734\n",
"[100]\tvalid_0's poisson: -107.483\tvalid_0's l2: 270.776\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.8576\tvalid_0's l2: 1559.8\n",
"[2]\tvalid_0's poisson: -100.331\tvalid_0's l2: 1120.89\n",
"[3]\tvalid_0's poisson: -102.978\tvalid_0's l2: 860.006\n",
"[4]\tvalid_0's poisson: -104.747\tvalid_0's l2: 690.441\n",
"[5]\tvalid_0's poisson: -105.892\tvalid_0's l2: 585.24\n",
"[6]\tvalid_0's poisson: -106.67\tvalid_0's l2: 519.001\n",
"[7]\tvalid_0's poisson: -107.322\tvalid_0's l2: 471.197\n",
"[8]\tvalid_0's poisson: -107.783\tvalid_0's l2: 441.137\n",
"[9]\tvalid_0's poisson: -108.08\tvalid_0's l2: 418.819\n",
"[10]\tvalid_0's poisson: -108.367\tvalid_0's l2: 399.516\n",
"[11]\tvalid_0's poisson: -108.546\tvalid_0's l2: 385.558\n",
"[12]\tvalid_0's poisson: -108.67\tvalid_0's l2: 371.816\n",
"[13]\tvalid_0's poisson: -108.719\tvalid_0's l2: 364.574\n",
"[14]\tvalid_0's poisson: -108.764\tvalid_0's l2: 359.091\n",
"[15]\tvalid_0's poisson: -108.799\tvalid_0's l2: 351.74\n",
"[16]\tvalid_0's poisson: -108.801\tvalid_0's l2: 347.476\n",
"[17]\tvalid_0's poisson: -108.796\tvalid_0's l2: 343.881\n",
"[18]\tvalid_0's poisson: -108.783\tvalid_0's l2: 340.74\n",
"[19]\tvalid_0's poisson: -108.738\tvalid_0's l2: 338.859\n",
"[20]\tvalid_0's poisson: -108.624\tvalid_0's l2: 337.703\n",
"[21]\tvalid_0's poisson: -108.677\tvalid_0's l2: 335.337\n",
"[22]\tvalid_0's poisson: -108.708\tvalid_0's l2: 331.184\n",
"[23]\tvalid_0's poisson: -108.655\tvalid_0's l2: 328.827\n",
"[24]\tvalid_0's poisson: -108.614\tvalid_0's l2: 325.43\n",
"[25]\tvalid_0's poisson: -108.536\tvalid_0's l2: 325.054\n",
"[26]\tvalid_0's poisson: -108.538\tvalid_0's l2: 321.437\n",
"[27]\tvalid_0's poisson: -108.617\tvalid_0's l2: 320.07\n",
"[28]\tvalid_0's poisson: -108.541\tvalid_0's l2: 319.467\n",
"[29]\tvalid_0's poisson: -108.482\tvalid_0's l2: 318.156\n",
"[30]\tvalid_0's poisson: -108.508\tvalid_0's l2: 317.391\n",
"[31]\tvalid_0's poisson: -108.486\tvalid_0's l2: 314.55\n",
"[32]\tvalid_0's poisson: -108.414\tvalid_0's l2: 312.42\n",
"[33]\tvalid_0's poisson: -108.458\tvalid_0's l2: 310.599\n",
"[34]\tvalid_0's poisson: -108.409\tvalid_0's l2: 307.434\n",
"[35]\tvalid_0's poisson: -108.317\tvalid_0's l2: 306.404\n",
"[36]\tvalid_0's poisson: -108.204\tvalid_0's l2: 305.974\n",
"[37]\tvalid_0's poisson: -108.274\tvalid_0's l2: 305.685\n",
"[38]\tvalid_0's poisson: -108.267\tvalid_0's l2: 305.121\n",
"[39]\tvalid_0's poisson: -108.232\tvalid_0's l2: 304.033\n",
"[40]\tvalid_0's poisson: -108.26\tvalid_0's l2: 303.365\n",
"[41]\tvalid_0's poisson: -108.188\tvalid_0's l2: 302.433\n",
"[42]\tvalid_0's poisson: -108.136\tvalid_0's l2: 300.995\n",
"[43]\tvalid_0's poisson: -108.161\tvalid_0's l2: 299.357\n",
"[44]\tvalid_0's poisson: -108.183\tvalid_0's l2: 298.498\n",
"[45]\tvalid_0's poisson: -108.172\tvalid_0's l2: 297.393\n",
"[46]\tvalid_0's poisson: -108.173\tvalid_0's l2: 296.431\n",
"[47]\tvalid_0's poisson: -108.211\tvalid_0's l2: 295.826\n",
"[48]\tvalid_0's poisson: -108.144\tvalid_0's l2: 295.535\n",
"[49]\tvalid_0's poisson: -108.138\tvalid_0's l2: 294.992\n",
"[50]\tvalid_0's poisson: -108.231\tvalid_0's l2: 294.364\n",
"[51]\tvalid_0's poisson: -108.233\tvalid_0's l2: 292.534\n",
"[52]\tvalid_0's poisson: -108.124\tvalid_0's l2: 292.024\n",
"[53]\tvalid_0's poisson: -108.123\tvalid_0's l2: 291.872\n",
"[54]\tvalid_0's poisson: -108.134\tvalid_0's l2: 292.012\n",
"[55]\tvalid_0's poisson: -108.11\tvalid_0's l2: 291.602\n",
"[56]\tvalid_0's poisson: -108.116\tvalid_0's l2: 290.436\n",
"[57]\tvalid_0's poisson: -108.081\tvalid_0's l2: 289.021\n",
"[58]\tvalid_0's poisson: -108.08\tvalid_0's l2: 288.118\n",
"[59]\tvalid_0's poisson: -107.927\tvalid_0's l2: 287.421\n",
"[60]\tvalid_0's poisson: -107.931\tvalid_0's l2: 285.819\n",
"[61]\tvalid_0's poisson: -108.019\tvalid_0's l2: 285.332\n",
"[62]\tvalid_0's poisson: -107.933\tvalid_0's l2: 284.106\n",
"[63]\tvalid_0's poisson: -108.009\tvalid_0's l2: 283.215\n",
"[64]\tvalid_0's poisson: -108.012\tvalid_0's l2: 282.71\n",
"[65]\tvalid_0's poisson: -107.999\tvalid_0's l2: 283.092\n",
"[66]\tvalid_0's poisson: -107.942\tvalid_0's l2: 282.734\n",
"[67]\tvalid_0's poisson: -107.939\tvalid_0's l2: 282.988\n",
"[68]\tvalid_0's poisson: -107.921\tvalid_0's l2: 282.991\n",
"[69]\tvalid_0's poisson: -107.92\tvalid_0's l2: 282.721\n",
"[70]\tvalid_0's poisson: -107.911\tvalid_0's l2: 282.639\n",
"[71]\tvalid_0's poisson: -107.967\tvalid_0's l2: 282.115\n",
"[72]\tvalid_0's poisson: -107.923\tvalid_0's l2: 282.137\n",
"[73]\tvalid_0's poisson: -108.066\tvalid_0's l2: 281.222\n",
"[74]\tvalid_0's poisson: -108.071\tvalid_0's l2: 281.417\n",
"[75]\tvalid_0's poisson: -108.013\tvalid_0's l2: 280.368\n",
"[76]\tvalid_0's poisson: -107.991\tvalid_0's l2: 279.957\n",
"[77]\tvalid_0's poisson: -107.942\tvalid_0's l2: 279.565\n",
"[78]\tvalid_0's poisson: -107.992\tvalid_0's l2: 279.231\n",
"[79]\tvalid_0's poisson: -108.22\tvalid_0's l2: 279.066\n",
"[80]\tvalid_0's poisson: -108.228\tvalid_0's l2: 278.666\n",
"[81]\tvalid_0's poisson: -108.179\tvalid_0's l2: 278.563\n",
"[82]\tvalid_0's poisson: -108.174\tvalid_0's l2: 278.469\n",
"[83]\tvalid_0's poisson: -108.091\tvalid_0's l2: 278.617\n",
"[84]\tvalid_0's poisson: -108.107\tvalid_0's l2: 277.991\n",
"[85]\tvalid_0's poisson: -108.043\tvalid_0's l2: 278.007\n",
"[86]\tvalid_0's poisson: -108.096\tvalid_0's l2: 278.31\n",
"[87]\tvalid_0's poisson: -108.147\tvalid_0's l2: 277.705\n",
"[88]\tvalid_0's poisson: -108.139\tvalid_0's l2: 276.51\n",
"[89]\tvalid_0's poisson: -108.102\tvalid_0's l2: 276.606\n",
"[90]\tvalid_0's poisson: -108.107\tvalid_0's l2: 276.483\n",
"[91]\tvalid_0's poisson: -108.057\tvalid_0's l2: 276.197\n",
"[92]\tvalid_0's poisson: -108.038\tvalid_0's l2: 275.763\n",
"[93]\tvalid_0's poisson: -108.052\tvalid_0's l2: 275.734\n",
"[94]\tvalid_0's poisson: -107.975\tvalid_0's l2: 275.446\n",
"[95]\tvalid_0's poisson: -107.917\tvalid_0's l2: 274.943\n",
"[96]\tvalid_0's poisson: -107.932\tvalid_0's l2: 275.241\n",
"[97]\tvalid_0's poisson: -107.902\tvalid_0's l2: 275.511\n",
"[98]\tvalid_0's poisson: -107.908\tvalid_0's l2: 275.614\n",
"[99]\tvalid_0's poisson: -107.827\tvalid_0's l2: 275.067\n",
"[100]\tvalid_0's poisson: -107.849\tvalid_0's l2: 274.428\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.895\tvalid_0's l2: 1558.66\n",
"[2]\tvalid_0's poisson: -100.331\tvalid_0's l2: 1123.67\n",
"[3]\tvalid_0's poisson: -103.046\tvalid_0's l2: 852.74\n",
"[4]\tvalid_0's poisson: -104.736\tvalid_0's l2: 690.342\n",
"[5]\tvalid_0's poisson: -105.91\tvalid_0's l2: 592.856\n",
"[6]\tvalid_0's poisson: -106.711\tvalid_0's l2: 528.702\n",
"[7]\tvalid_0's poisson: -107.34\tvalid_0's l2: 480.906\n",
"[8]\tvalid_0's poisson: -107.769\tvalid_0's l2: 447.61\n",
"[9]\tvalid_0's poisson: -108.115\tvalid_0's l2: 422.814\n",
"[10]\tvalid_0's poisson: -108.326\tvalid_0's l2: 406.01\n",
"[11]\tvalid_0's poisson: -108.511\tvalid_0's l2: 389.907\n",
"[12]\tvalid_0's poisson: -108.671\tvalid_0's l2: 378.693\n",
"[13]\tvalid_0's poisson: -108.79\tvalid_0's l2: 371.598\n",
"[14]\tvalid_0's poisson: -108.83\tvalid_0's l2: 363.666\n",
"[15]\tvalid_0's poisson: -108.836\tvalid_0's l2: 356.121\n",
"[16]\tvalid_0's poisson: -108.86\tvalid_0's l2: 349.493\n",
"[17]\tvalid_0's poisson: -108.882\tvalid_0's l2: 345.418\n",
"[18]\tvalid_0's poisson: -108.833\tvalid_0's l2: 343.182\n",
"[19]\tvalid_0's poisson: -108.885\tvalid_0's l2: 338.165\n",
"[20]\tvalid_0's poisson: -108.897\tvalid_0's l2: 336.417\n",
"[21]\tvalid_0's poisson: -108.881\tvalid_0's l2: 332.923\n",
"[22]\tvalid_0's poisson: -108.856\tvalid_0's l2: 330.753\n",
"[23]\tvalid_0's poisson: -108.844\tvalid_0's l2: 328.791\n",
"[24]\tvalid_0's poisson: -108.776\tvalid_0's l2: 325.562\n",
"[25]\tvalid_0's poisson: -108.725\tvalid_0's l2: 324.544\n",
"[26]\tvalid_0's poisson: -108.715\tvalid_0's l2: 323.897\n",
"[27]\tvalid_0's poisson: -108.722\tvalid_0's l2: 321.73\n",
"[28]\tvalid_0's poisson: -108.74\tvalid_0's l2: 318.932\n",
"[29]\tvalid_0's poisson: -108.7\tvalid_0's l2: 319.04\n",
"[30]\tvalid_0's poisson: -108.538\tvalid_0's l2: 317.522\n",
"[31]\tvalid_0's poisson: -108.614\tvalid_0's l2: 316.488\n",
"[32]\tvalid_0's poisson: -108.611\tvalid_0's l2: 314.414\n",
"[33]\tvalid_0's poisson: -108.534\tvalid_0's l2: 313.407\n",
"[34]\tvalid_0's poisson: -108.519\tvalid_0's l2: 312.243\n",
"[35]\tvalid_0's poisson: -108.523\tvalid_0's l2: 311.697\n",
"[36]\tvalid_0's poisson: -108.504\tvalid_0's l2: 311.533\n",
"[37]\tvalid_0's poisson: -108.49\tvalid_0's l2: 311.201\n",
"[38]\tvalid_0's poisson: -108.432\tvalid_0's l2: 310.59\n",
"[39]\tvalid_0's poisson: -108.519\tvalid_0's l2: 309.44\n",
"[40]\tvalid_0's poisson: -108.285\tvalid_0's l2: 307.356\n",
"[41]\tvalid_0's poisson: -108.352\tvalid_0's l2: 307.094\n",
"[42]\tvalid_0's poisson: -108.37\tvalid_0's l2: 306.941\n",
"[43]\tvalid_0's poisson: -108.321\tvalid_0's l2: 306.621\n",
"[44]\tvalid_0's poisson: -108.31\tvalid_0's l2: 305.839\n",
"[45]\tvalid_0's poisson: -108.267\tvalid_0's l2: 305.118\n",
"[46]\tvalid_0's poisson: -108.222\tvalid_0's l2: 303.424\n",
"[47]\tvalid_0's poisson: -108.304\tvalid_0's l2: 303.367\n",
"[48]\tvalid_0's poisson: -108.246\tvalid_0's l2: 301.136\n",
"[49]\tvalid_0's poisson: -108.169\tvalid_0's l2: 299.483\n",
"[50]\tvalid_0's poisson: -108.259\tvalid_0's l2: 298.709\n",
"[51]\tvalid_0's poisson: -108.298\tvalid_0's l2: 297.789\n",
"[52]\tvalid_0's poisson: -108.278\tvalid_0's l2: 296.922\n",
"[53]\tvalid_0's poisson: -108.199\tvalid_0's l2: 296.938\n",
"[54]\tvalid_0's poisson: -108.269\tvalid_0's l2: 296.8\n",
"[55]\tvalid_0's poisson: -108.185\tvalid_0's l2: 296.018\n",
"[56]\tvalid_0's poisson: -108.155\tvalid_0's l2: 295.554\n",
"[57]\tvalid_0's poisson: -108.167\tvalid_0's l2: 295.513\n",
"[58]\tvalid_0's poisson: -108.23\tvalid_0's l2: 294.811\n",
"[59]\tvalid_0's poisson: -108.258\tvalid_0's l2: 293.28\n",
"[60]\tvalid_0's poisson: -108.192\tvalid_0's l2: 293.149\n",
"[61]\tvalid_0's poisson: -108.207\tvalid_0's l2: 293.184\n",
"[62]\tvalid_0's poisson: -108.265\tvalid_0's l2: 292.049\n",
"[63]\tvalid_0's poisson: -108.114\tvalid_0's l2: 291.943\n",
"[64]\tvalid_0's poisson: -108.136\tvalid_0's l2: 291.38\n",
"[65]\tvalid_0's poisson: -108.128\tvalid_0's l2: 291.067\n",
"[66]\tvalid_0's poisson: -108.084\tvalid_0's l2: 290.93\n",
"[67]\tvalid_0's poisson: -108.014\tvalid_0's l2: 288.753\n",
"[68]\tvalid_0's poisson: -108.041\tvalid_0's l2: 288.277\n",
"[69]\tvalid_0's poisson: -108.007\tvalid_0's l2: 288.143\n",
"[70]\tvalid_0's poisson: -108.008\tvalid_0's l2: 286.716\n",
"[71]\tvalid_0's poisson: -108.01\tvalid_0's l2: 286.399\n",
"[72]\tvalid_0's poisson: -107.961\tvalid_0's l2: 285.613\n",
"[73]\tvalid_0's poisson: -107.997\tvalid_0's l2: 283.63\n",
"[74]\tvalid_0's poisson: -108.019\tvalid_0's l2: 282.84\n",
"[75]\tvalid_0's poisson: -108.01\tvalid_0's l2: 282.71\n",
"[76]\tvalid_0's poisson: -107.98\tvalid_0's l2: 282.758\n",
"[77]\tvalid_0's poisson: -107.956\tvalid_0's l2: 282.435\n",
"[78]\tvalid_0's poisson: -107.977\tvalid_0's l2: 281.552\n",
"[79]\tvalid_0's poisson: -107.951\tvalid_0's l2: 280.239\n",
"[80]\tvalid_0's poisson: -107.98\tvalid_0's l2: 280.619\n",
"[81]\tvalid_0's poisson: -107.958\tvalid_0's l2: 279.676\n",
"[82]\tvalid_0's poisson: -107.938\tvalid_0's l2: 279.353\n",
"[83]\tvalid_0's poisson: -107.951\tvalid_0's l2: 279.251\n",
"[84]\tvalid_0's poisson: -107.964\tvalid_0's l2: 279.38\n",
"[85]\tvalid_0's poisson: -107.969\tvalid_0's l2: 278.546\n",
"[86]\tvalid_0's poisson: -107.992\tvalid_0's l2: 278.047\n",
"[87]\tvalid_0's poisson: -107.988\tvalid_0's l2: 278.366\n",
"[88]\tvalid_0's poisson: -107.932\tvalid_0's l2: 278.145\n",
"[89]\tvalid_0's poisson: -107.929\tvalid_0's l2: 277.86\n",
"[90]\tvalid_0's poisson: -107.957\tvalid_0's l2: 277.518\n",
"[91]\tvalid_0's poisson: -107.935\tvalid_0's l2: 277.327\n",
"[92]\tvalid_0's poisson: -107.972\tvalid_0's l2: 276.557\n",
"[93]\tvalid_0's poisson: -108.012\tvalid_0's l2: 276.019\n",
"[94]\tvalid_0's poisson: -108.016\tvalid_0's l2: 275.576\n",
"[95]\tvalid_0's poisson: -107.976\tvalid_0's l2: 275.483\n",
"[96]\tvalid_0's poisson: -107.924\tvalid_0's l2: 275.161\n",
"[97]\tvalid_0's poisson: -107.958\tvalid_0's l2: 274.064\n",
"[98]\tvalid_0's poisson: -107.939\tvalid_0's l2: 273.853\n",
"[99]\tvalid_0's poisson: -107.941\tvalid_0's l2: 273.854\n",
"[100]\tvalid_0's poisson: -107.942\tvalid_0's l2: 273.745\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -95.8304\tvalid_0's l2: 1562.09\n",
"[2]\tvalid_0's poisson: -100.258\tvalid_0's l2: 1129.1\n",
"[3]\tvalid_0's poisson: -103.01\tvalid_0's l2: 857.416\n",
"[4]\tvalid_0's poisson: -104.755\tvalid_0's l2: 689.563\n",
"[5]\tvalid_0's poisson: -105.947\tvalid_0's l2: 585.88\n",
"[6]\tvalid_0's poisson: -106.759\tvalid_0's l2: 518.899\n",
"[7]\tvalid_0's poisson: -107.354\tvalid_0's l2: 476.01\n",
"[8]\tvalid_0's poisson: -107.758\tvalid_0's l2: 445.583\n",
"[9]\tvalid_0's poisson: -108.082\tvalid_0's l2: 421.586\n",
"[10]\tvalid_0's poisson: -108.314\tvalid_0's l2: 402.432\n",
"[11]\tvalid_0's poisson: -108.505\tvalid_0's l2: 388.817\n",
"[12]\tvalid_0's poisson: -108.581\tvalid_0's l2: 378.023\n",
"[13]\tvalid_0's poisson: -108.606\tvalid_0's l2: 369.666\n",
"[14]\tvalid_0's poisson: -108.703\tvalid_0's l2: 362.713\n",
"[15]\tvalid_0's poisson: -108.791\tvalid_0's l2: 358.139\n",
"[16]\tvalid_0's poisson: -108.737\tvalid_0's l2: 352.989\n",
"[17]\tvalid_0's poisson: -108.685\tvalid_0's l2: 349.786\n",
"[18]\tvalid_0's poisson: -108.678\tvalid_0's l2: 347.579\n",
"[19]\tvalid_0's poisson: -108.597\tvalid_0's l2: 343.968\n",
"[20]\tvalid_0's poisson: -108.655\tvalid_0's l2: 341.349\n",
"[21]\tvalid_0's poisson: -108.679\tvalid_0's l2: 340.422\n",
"[22]\tvalid_0's poisson: -108.602\tvalid_0's l2: 336.344\n",
"[23]\tvalid_0's poisson: -108.583\tvalid_0's l2: 335.925\n",
"[24]\tvalid_0's poisson: -108.552\tvalid_0's l2: 336.266\n",
"[25]\tvalid_0's poisson: -108.461\tvalid_0's l2: 333.662\n",
"[26]\tvalid_0's poisson: -108.476\tvalid_0's l2: 329.056\n",
"[27]\tvalid_0's poisson: -108.4\tvalid_0's l2: 326.648\n",
"[28]\tvalid_0's poisson: -108.454\tvalid_0's l2: 324.166\n",
"[29]\tvalid_0's poisson: -108.219\tvalid_0's l2: 322.726\n",
"[30]\tvalid_0's poisson: -108.037\tvalid_0's l2: 321.521\n",
"[31]\tvalid_0's poisson: -107.943\tvalid_0's l2: 320.229\n",
"[32]\tvalid_0's poisson: -107.963\tvalid_0's l2: 318.822\n",
"[33]\tvalid_0's poisson: -108.014\tvalid_0's l2: 318.346\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[34]\tvalid_0's poisson: -107.888\tvalid_0's l2: 318.062\n",
"[35]\tvalid_0's poisson: -107.941\tvalid_0's l2: 317.375\n",
"[36]\tvalid_0's poisson: -107.936\tvalid_0's l2: 316.965\n",
"[37]\tvalid_0's poisson: -108.011\tvalid_0's l2: 316.828\n",
"[38]\tvalid_0's poisson: -107.959\tvalid_0's l2: 315.192\n",
"[39]\tvalid_0's poisson: -107.965\tvalid_0's l2: 314.123\n",
"[40]\tvalid_0's poisson: -107.847\tvalid_0's l2: 313.779\n",
"[41]\tvalid_0's poisson: -107.743\tvalid_0's l2: 313.334\n",
"[42]\tvalid_0's poisson: -107.748\tvalid_0's l2: 313.156\n",
"[43]\tvalid_0's poisson: -107.661\tvalid_0's l2: 312.965\n",
"[44]\tvalid_0's poisson: -107.571\tvalid_0's l2: 312.103\n",
"[45]\tvalid_0's poisson: -107.639\tvalid_0's l2: 311.336\n",
"[46]\tvalid_0's poisson: -107.586\tvalid_0's l2: 309.386\n",
"[47]\tvalid_0's poisson: -107.654\tvalid_0's l2: 308.188\n",
"[48]\tvalid_0's poisson: -107.737\tvalid_0's l2: 306.786\n",
"[49]\tvalid_0's poisson: -107.694\tvalid_0's l2: 304.058\n",
"[50]\tvalid_0's poisson: -107.783\tvalid_0's l2: 304.118\n",
"[51]\tvalid_0's poisson: -107.804\tvalid_0's l2: 303.467\n",
"[52]\tvalid_0's poisson: -107.641\tvalid_0's l2: 303.087\n",
"[53]\tvalid_0's poisson: -107.575\tvalid_0's l2: 302.787\n",
"[54]\tvalid_0's poisson: -107.604\tvalid_0's l2: 301.855\n",
"[55]\tvalid_0's poisson: -107.574\tvalid_0's l2: 301.108\n",
"[56]\tvalid_0's poisson: -107.435\tvalid_0's l2: 300.394\n",
"[57]\tvalid_0's poisson: -107.439\tvalid_0's l2: 300.324\n",
"[58]\tvalid_0's poisson: -107.401\tvalid_0's l2: 298.927\n",
"[59]\tvalid_0's poisson: -107.362\tvalid_0's l2: 298.736\n",
"[60]\tvalid_0's poisson: -107.268\tvalid_0's l2: 298.756\n",
"[61]\tvalid_0's poisson: -107.236\tvalid_0's l2: 296.922\n",
"[62]\tvalid_0's poisson: -107.242\tvalid_0's l2: 297.09\n",
"[63]\tvalid_0's poisson: -107.416\tvalid_0's l2: 296.246\n",
"[64]\tvalid_0's poisson: -107.429\tvalid_0's l2: 294.478\n",
"[65]\tvalid_0's poisson: -107.448\tvalid_0's l2: 294.18\n",
"[66]\tvalid_0's poisson: -107.425\tvalid_0's l2: 292.744\n",
"[67]\tvalid_0's poisson: -107.422\tvalid_0's l2: 292.875\n",
"[68]\tvalid_0's poisson: -107.233\tvalid_0's l2: 292.458\n",
"[69]\tvalid_0's poisson: -107.449\tvalid_0's l2: 291.095\n",
"[70]\tvalid_0's poisson: -107.592\tvalid_0's l2: 290.945\n",
"[71]\tvalid_0's poisson: -107.508\tvalid_0's l2: 291.153\n",
"[72]\tvalid_0's poisson: -107.498\tvalid_0's l2: 291.214\n",
"[73]\tvalid_0's poisson: -107.5\tvalid_0's l2: 290.923\n",
"[74]\tvalid_0's poisson: -107.516\tvalid_0's l2: 290.051\n",
"[75]\tvalid_0's poisson: -107.439\tvalid_0's l2: 288.953\n",
"[76]\tvalid_0's poisson: -107.417\tvalid_0's l2: 288.716\n",
"[77]\tvalid_0's poisson: -107.431\tvalid_0's l2: 288.093\n",
"[78]\tvalid_0's poisson: -107.408\tvalid_0's l2: 288.21\n",
"[79]\tvalid_0's poisson: -107.348\tvalid_0's l2: 288.611\n",
"[80]\tvalid_0's poisson: -107.352\tvalid_0's l2: 288.67\n",
"[81]\tvalid_0's poisson: -107.362\tvalid_0's l2: 287.241\n",
"[82]\tvalid_0's poisson: -107.362\tvalid_0's l2: 287.495\n",
"[83]\tvalid_0's poisson: -107.36\tvalid_0's l2: 287.614\n",
"[84]\tvalid_0's poisson: -107.36\tvalid_0's l2: 287.419\n",
"[85]\tvalid_0's poisson: -107.36\tvalid_0's l2: 287.493\n",
"[86]\tvalid_0's poisson: -107.369\tvalid_0's l2: 287.244\n",
"[87]\tvalid_0's poisson: -107.317\tvalid_0's l2: 287.386\n",
"[88]\tvalid_0's poisson: -107.339\tvalid_0's l2: 287.249\n",
"[89]\tvalid_0's poisson: -107.359\tvalid_0's l2: 286.939\n",
"[90]\tvalid_0's poisson: -107.31\tvalid_0's l2: 287.149\n",
"[91]\tvalid_0's poisson: -107.292\tvalid_0's l2: 286.525\n",
"[92]\tvalid_0's poisson: -107.317\tvalid_0's l2: 286.179\n",
"[93]\tvalid_0's poisson: -107.387\tvalid_0's l2: 286.112\n",
"[94]\tvalid_0's poisson: -107.359\tvalid_0's l2: 285.821\n",
"[95]\tvalid_0's poisson: -107.321\tvalid_0's l2: 285.486\n",
"[96]\tvalid_0's poisson: -107.363\tvalid_0's l2: 285.155\n",
"[97]\tvalid_0's poisson: -107.374\tvalid_0's l2: 284.919\n",
"[98]\tvalid_0's poisson: -107.41\tvalid_0's l2: 284.805\n",
"[99]\tvalid_0's poisson: -107.382\tvalid_0's l2: 284.933\n",
"[100]\tvalid_0's poisson: -107.381\tvalid_0's l2: 284.948\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -106.943\tvalid_0's l2: 584.468\n",
"[2]\tvalid_0's poisson: -104.375\tvalid_0's l2: 518.601\n",
"[3]\tvalid_0's poisson: -102.329\tvalid_0's l2: 480.869\n",
"[4]\tvalid_0's poisson: -102.394\tvalid_0's l2: 473.096\n",
"[5]\tvalid_0's poisson: -100.796\tvalid_0's l2: 450.781\n",
"[6]\tvalid_0's poisson: -99.5758\tvalid_0's l2: 432.599\n",
"[7]\tvalid_0's poisson: -99.6629\tvalid_0's l2: 424.57\n",
"[8]\tvalid_0's poisson: -98.2203\tvalid_0's l2: 420.312\n",
"[9]\tvalid_0's poisson: -98.5026\tvalid_0's l2: 417.351\n",
"[10]\tvalid_0's poisson: -99.1086\tvalid_0's l2: 409.613\n",
"[11]\tvalid_0's poisson: -99.4546\tvalid_0's l2: 396.179\n",
"[12]\tvalid_0's poisson: -98.1703\tvalid_0's l2: 392.313\n",
"[13]\tvalid_0's poisson: -97.532\tvalid_0's l2: 392.932\n",
"[14]\tvalid_0's poisson: -97.7865\tvalid_0's l2: 392.686\n",
"[15]\tvalid_0's poisson: -98.3501\tvalid_0's l2: 390.651\n",
"[16]\tvalid_0's poisson: -97.2283\tvalid_0's l2: 393.711\n",
"[17]\tvalid_0's poisson: -97.5425\tvalid_0's l2: 387.881\n",
"[18]\tvalid_0's poisson: -97.3765\tvalid_0's l2: 384.975\n",
"[19]\tvalid_0's poisson: -97.539\tvalid_0's l2: 387.216\n",
"[20]\tvalid_0's poisson: -97.5116\tvalid_0's l2: 386.507\n",
"[21]\tvalid_0's poisson: -97.0508\tvalid_0's l2: 383.105\n",
"[22]\tvalid_0's poisson: -97.0761\tvalid_0's l2: 380.525\n",
"[23]\tvalid_0's poisson: -96.8625\tvalid_0's l2: 380.314\n",
"[24]\tvalid_0's poisson: -96.8436\tvalid_0's l2: 384.221\n",
"[25]\tvalid_0's poisson: -96.3452\tvalid_0's l2: 383.003\n",
"[26]\tvalid_0's poisson: -96.4305\tvalid_0's l2: 382.672\n",
"[27]\tvalid_0's poisson: -96.0253\tvalid_0's l2: 384.54\n",
"[28]\tvalid_0's poisson: -95.9601\tvalid_0's l2: 385.027\n",
"[29]\tvalid_0's poisson: -95.8206\tvalid_0's l2: 384.364\n",
"[30]\tvalid_0's poisson: -95.8116\tvalid_0's l2: 383.683\n",
"[31]\tvalid_0's poisson: -96.2271\tvalid_0's l2: 381.887\n",
"[32]\tvalid_0's poisson: -97.2252\tvalid_0's l2: 383.58\n",
"[33]\tvalid_0's poisson: -96.8308\tvalid_0's l2: 383.571\n",
"[34]\tvalid_0's poisson: -97.0276\tvalid_0's l2: 384.724\n",
"[35]\tvalid_0's poisson: -97.1424\tvalid_0's l2: 386.25\n",
"[36]\tvalid_0's poisson: -97.0168\tvalid_0's l2: 387.103\n",
"[37]\tvalid_0's poisson: -97.1005\tvalid_0's l2: 387.742\n",
"[38]\tvalid_0's poisson: -96.4238\tvalid_0's l2: 382.711\n",
"[39]\tvalid_0's poisson: -95.9945\tvalid_0's l2: 381.363\n",
"[40]\tvalid_0's poisson: -96.2515\tvalid_0's l2: 379.063\n",
"[41]\tvalid_0's poisson: -96.2094\tvalid_0's l2: 379.459\n",
"[42]\tvalid_0's poisson: -96.5486\tvalid_0's l2: 380.138\n",
"[43]\tvalid_0's poisson: -96.2904\tvalid_0's l2: 380.72\n",
"[44]\tvalid_0's poisson: -95.1227\tvalid_0's l2: 382.49\n",
"[45]\tvalid_0's poisson: -95.5029\tvalid_0's l2: 382.662\n",
"[46]\tvalid_0's poisson: -95.3491\tvalid_0's l2: 382.43\n",
"[47]\tvalid_0's poisson: -94.8956\tvalid_0's l2: 380.946\n",
"[48]\tvalid_0's poisson: -94.8574\tvalid_0's l2: 381.807\n",
"[49]\tvalid_0's poisson: -94.7689\tvalid_0's l2: 380.751\n",
"[50]\tvalid_0's poisson: -94.7721\tvalid_0's l2: 380.444\n",
"[51]\tvalid_0's poisson: -94.0446\tvalid_0's l2: 381.512\n",
"[52]\tvalid_0's poisson: -94.6693\tvalid_0's l2: 381.741\n",
"[53]\tvalid_0's poisson: -95.0864\tvalid_0's l2: 384.439\n",
"[54]\tvalid_0's poisson: -95.4583\tvalid_0's l2: 381.441\n",
"[55]\tvalid_0's poisson: -95.3226\tvalid_0's l2: 383.678\n",
"[56]\tvalid_0's poisson: -95.1533\tvalid_0's l2: 385.068\n",
"[57]\tvalid_0's poisson: -95.1306\tvalid_0's l2: 384.88\n",
"[58]\tvalid_0's poisson: -95.1322\tvalid_0's l2: 382.78\n",
"[59]\tvalid_0's poisson: -95.0504\tvalid_0's l2: 384.631\n",
"[60]\tvalid_0's poisson: -95.4174\tvalid_0's l2: 383.625\n",
"[61]\tvalid_0's poisson: -96.0134\tvalid_0's l2: 384.028\n",
"[62]\tvalid_0's poisson: -95.8649\tvalid_0's l2: 384.714\n",
"[63]\tvalid_0's poisson: -96.0549\tvalid_0's l2: 384.606\n",
"[64]\tvalid_0's poisson: -95.9263\tvalid_0's l2: 384.228\n",
"[65]\tvalid_0's poisson: -96.0386\tvalid_0's l2: 384.044\n",
"[66]\tvalid_0's poisson: -96.1355\tvalid_0's l2: 383.182\n",
"[67]\tvalid_0's poisson: -95.9646\tvalid_0's l2: 384.323\n",
"[68]\tvalid_0's poisson: -95.9754\tvalid_0's l2: 384.828\n",
"[69]\tvalid_0's poisson: -95.9789\tvalid_0's l2: 385.896\n",
"[70]\tvalid_0's poisson: -95.8486\tvalid_0's l2: 384.054\n",
"[71]\tvalid_0's poisson: -95.8243\tvalid_0's l2: 385.35\n",
"[72]\tvalid_0's poisson: -96.1241\tvalid_0's l2: 385.931\n",
"[73]\tvalid_0's poisson: -96.0006\tvalid_0's l2: 385.569\n",
"[74]\tvalid_0's poisson: -96.2922\tvalid_0's l2: 384.223\n",
"[75]\tvalid_0's poisson: -96.3818\tvalid_0's l2: 384.482\n",
"[76]\tvalid_0's poisson: -95.8289\tvalid_0's l2: 385.966\n",
"[77]\tvalid_0's poisson: -96.1561\tvalid_0's l2: 385.324\n",
"[78]\tvalid_0's poisson: -96.2849\tvalid_0's l2: 384.087\n",
"[79]\tvalid_0's poisson: -95.5744\tvalid_0's l2: 385.249\n",
"[80]\tvalid_0's poisson: -95.3602\tvalid_0's l2: 385.319\n",
"[81]\tvalid_0's poisson: -95.6227\tvalid_0's l2: 384.294\n",
"[82]\tvalid_0's poisson: -96.0376\tvalid_0's l2: 383.93\n",
"[83]\tvalid_0's poisson: -95.9677\tvalid_0's l2: 383.713\n",
"[84]\tvalid_0's poisson: -95.9882\tvalid_0's l2: 381.792\n",
"[85]\tvalid_0's poisson: -95.3448\tvalid_0's l2: 382.467\n",
"[86]\tvalid_0's poisson: -95.5448\tvalid_0's l2: 380.394\n",
"[87]\tvalid_0's poisson: -95.8761\tvalid_0's l2: 379.716\n",
"[88]\tvalid_0's poisson: -95.8114\tvalid_0's l2: 379.983\n",
"[89]\tvalid_0's poisson: -95.6321\tvalid_0's l2: 380.657\n",
"[90]\tvalid_0's poisson: -95.471\tvalid_0's l2: 381.164\n",
"[91]\tvalid_0's poisson: -95.3006\tvalid_0's l2: 381.27\n",
"[92]\tvalid_0's poisson: -95.351\tvalid_0's l2: 382.312\n",
"[93]\tvalid_0's poisson: -95.4952\tvalid_0's l2: 383.666\n",
"[94]\tvalid_0's poisson: -96.2368\tvalid_0's l2: 381.518\n",
"[95]\tvalid_0's poisson: -96.0057\tvalid_0's l2: 381.837\n",
"[96]\tvalid_0's poisson: -96.3224\tvalid_0's l2: 379.768\n",
"[97]\tvalid_0's poisson: -96.1461\tvalid_0's l2: 379.204\n",
"[98]\tvalid_0's poisson: -96.5117\tvalid_0's l2: 379.194\n",
"[99]\tvalid_0's poisson: -96.5801\tvalid_0's l2: 379.748\n",
"[100]\tvalid_0's poisson: -96.6939\tvalid_0's l2: 380.698\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -106.353\tvalid_0's l2: 606.621\n",
"[2]\tvalid_0's poisson: -105.454\tvalid_0's l2: 511.617\n",
"[3]\tvalid_0's poisson: -105.29\tvalid_0's l2: 482.47\n",
"[4]\tvalid_0's poisson: -103.358\tvalid_0's l2: 452.98\n",
"[5]\tvalid_0's poisson: -104.768\tvalid_0's l2: 418.674\n",
"[6]\tvalid_0's poisson: -104.465\tvalid_0's l2: 415.455\n",
"[7]\tvalid_0's poisson: -104.063\tvalid_0's l2: 413.365\n",
"[8]\tvalid_0's poisson: -104.092\tvalid_0's l2: 410.419\n",
"[9]\tvalid_0's poisson: -103.309\tvalid_0's l2: 396.884\n",
"[10]\tvalid_0's poisson: -102.921\tvalid_0's l2: 392.219\n",
"[11]\tvalid_0's poisson: -102.905\tvalid_0's l2: 387.665\n",
"[12]\tvalid_0's poisson: -102.887\tvalid_0's l2: 386.999\n",
"[13]\tvalid_0's poisson: -102.603\tvalid_0's l2: 388.846\n",
"[14]\tvalid_0's poisson: -101.937\tvalid_0's l2: 385.512\n",
"[15]\tvalid_0's poisson: -101.923\tvalid_0's l2: 376.555\n",
"[16]\tvalid_0's poisson: -101.339\tvalid_0's l2: 375.181\n",
"[17]\tvalid_0's poisson: -100.994\tvalid_0's l2: 374.932\n",
"[18]\tvalid_0's poisson: -100.752\tvalid_0's l2: 371.77\n",
"[19]\tvalid_0's poisson: -100.502\tvalid_0's l2: 371.26\n",
"[20]\tvalid_0's poisson: -100.321\tvalid_0's l2: 368.381\n",
"[21]\tvalid_0's poisson: -100.762\tvalid_0's l2: 365.9\n",
"[22]\tvalid_0's poisson: -100.759\tvalid_0's l2: 368.606\n",
"[23]\tvalid_0's poisson: -100.431\tvalid_0's l2: 369.197\n",
"[24]\tvalid_0's poisson: -100.31\tvalid_0's l2: 369.665\n",
"[25]\tvalid_0's poisson: -100.535\tvalid_0's l2: 367.387\n",
"[26]\tvalid_0's poisson: -100.684\tvalid_0's l2: 367.036\n",
"[27]\tvalid_0's poisson: -101.356\tvalid_0's l2: 365.96\n",
"[28]\tvalid_0's poisson: -101.109\tvalid_0's l2: 369.054\n",
"[29]\tvalid_0's poisson: -100.024\tvalid_0's l2: 370.181\n",
"[30]\tvalid_0's poisson: -99.448\tvalid_0's l2: 371.232\n",
"[31]\tvalid_0's poisson: -99.4512\tvalid_0's l2: 371.995\n",
"[32]\tvalid_0's poisson: -99.9582\tvalid_0's l2: 369.523\n",
"[33]\tvalid_0's poisson: -100.23\tvalid_0's l2: 368.724\n",
"[34]\tvalid_0's poisson: -100.176\tvalid_0's l2: 367.437\n",
"[35]\tvalid_0's poisson: -99.8805\tvalid_0's l2: 368.688\n",
"[36]\tvalid_0's poisson: -99.4793\tvalid_0's l2: 368.162\n",
"[37]\tvalid_0's poisson: -99.325\tvalid_0's l2: 368.104\n",
"[38]\tvalid_0's poisson: -99.3707\tvalid_0's l2: 368.166\n",
"[39]\tvalid_0's poisson: -99.4483\tvalid_0's l2: 369.989\n",
"[40]\tvalid_0's poisson: -99.5699\tvalid_0's l2: 369.504\n",
"[41]\tvalid_0's poisson: -100.016\tvalid_0's l2: 369.128\n",
"[42]\tvalid_0's poisson: -100.048\tvalid_0's l2: 370.052\n",
"[43]\tvalid_0's poisson: -100.004\tvalid_0's l2: 369.459\n",
"[44]\tvalid_0's poisson: -99.5354\tvalid_0's l2: 369.544\n",
"[45]\tvalid_0's poisson: -100.01\tvalid_0's l2: 368.3\n",
"[46]\tvalid_0's poisson: -99.7814\tvalid_0's l2: 369.557\n",
"[47]\tvalid_0's poisson: -98.9552\tvalid_0's l2: 367.976\n",
"[48]\tvalid_0's poisson: -99.5942\tvalid_0's l2: 365.842\n",
"[49]\tvalid_0's poisson: -99.2976\tvalid_0's l2: 368.032\n",
"[50]\tvalid_0's poisson: -99.1078\tvalid_0's l2: 368.581\n",
"[51]\tvalid_0's poisson: -98.7618\tvalid_0's l2: 372.675\n",
"[52]\tvalid_0's poisson: -98.481\tvalid_0's l2: 372.845\n",
"[53]\tvalid_0's poisson: -98.479\tvalid_0's l2: 373.546\n",
"[54]\tvalid_0's poisson: -98.7682\tvalid_0's l2: 373.38\n",
"[55]\tvalid_0's poisson: -98.4658\tvalid_0's l2: 373.25\n",
"[56]\tvalid_0's poisson: -98.5103\tvalid_0's l2: 372.68\n",
"[57]\tvalid_0's poisson: -98.6648\tvalid_0's l2: 372.852\n",
"[58]\tvalid_0's poisson: -98.3255\tvalid_0's l2: 370.616\n",
"[59]\tvalid_0's poisson: -98.808\tvalid_0's l2: 371.457\n",
"[60]\tvalid_0's poisson: -98.9011\tvalid_0's l2: 371.16\n",
"[61]\tvalid_0's poisson: -98.9188\tvalid_0's l2: 371.582\n",
"[62]\tvalid_0's poisson: -99.3186\tvalid_0's l2: 371.239\n",
"[63]\tvalid_0's poisson: -99.5417\tvalid_0's l2: 371.263\n",
"[64]\tvalid_0's poisson: -99.6594\tvalid_0's l2: 372.267\n",
"[65]\tvalid_0's poisson: -99.2972\tvalid_0's l2: 373.184\n",
"[66]\tvalid_0's poisson: -99.3797\tvalid_0's l2: 372.411\n",
"[67]\tvalid_0's poisson: -99.4015\tvalid_0's l2: 373.869\n",
"[68]\tvalid_0's poisson: -99.322\tvalid_0's l2: 373.712\n",
"[69]\tvalid_0's poisson: -99.3296\tvalid_0's l2: 374.117\n",
"[70]\tvalid_0's poisson: -99.4271\tvalid_0's l2: 373.335\n",
"[71]\tvalid_0's poisson: -99.1138\tvalid_0's l2: 372.137\n",
"[72]\tvalid_0's poisson: -99.1634\tvalid_0's l2: 374.113\n",
"[73]\tvalid_0's poisson: -99.2093\tvalid_0's l2: 374.725\n",
"[74]\tvalid_0's poisson: -99.4244\tvalid_0's l2: 374.704\n",
"[75]\tvalid_0's poisson: -99.1674\tvalid_0's l2: 376.217\n",
"[76]\tvalid_0's poisson: -99.4605\tvalid_0's l2: 376.031\n",
"[77]\tvalid_0's poisson: -99.4782\tvalid_0's l2: 372.272\n",
"[78]\tvalid_0's poisson: -99.0927\tvalid_0's l2: 372.148\n",
"[79]\tvalid_0's poisson: -98.9898\tvalid_0's l2: 372.444\n",
"[80]\tvalid_0's poisson: -99.0998\tvalid_0's l2: 371.261\n",
"[81]\tvalid_0's poisson: -99.0677\tvalid_0's l2: 371.465\n",
"[82]\tvalid_0's poisson: -99.3374\tvalid_0's l2: 372.391\n",
"[83]\tvalid_0's poisson: -99.5667\tvalid_0's l2: 369.506\n",
"[84]\tvalid_0's poisson: -99.4706\tvalid_0's l2: 367.88\n",
"[85]\tvalid_0's poisson: -99.4522\tvalid_0's l2: 367.956\n",
"[86]\tvalid_0's poisson: -99.1667\tvalid_0's l2: 368.429\n",
"[87]\tvalid_0's poisson: -99.0794\tvalid_0's l2: 367.533\n",
"[88]\tvalid_0's poisson: -99.0227\tvalid_0's l2: 366.78\n",
"[89]\tvalid_0's poisson: -98.9718\tvalid_0's l2: 366.774\n",
"[90]\tvalid_0's poisson: -99.1403\tvalid_0's l2: 366.507\n",
"[91]\tvalid_0's poisson: -98.7064\tvalid_0's l2: 366.535\n",
"[92]\tvalid_0's poisson: -98.7809\tvalid_0's l2: 366.034\n",
"[93]\tvalid_0's poisson: -98.4997\tvalid_0's l2: 366.724\n",
"[94]\tvalid_0's poisson: -98.5179\tvalid_0's l2: 366.339\n",
"[95]\tvalid_0's poisson: -98.4413\tvalid_0's l2: 366.629\n",
"[96]\tvalid_0's poisson: -98.7514\tvalid_0's l2: 366.571\n",
"[97]\tvalid_0's poisson: -98.7614\tvalid_0's l2: 365.532\n",
"[98]\tvalid_0's poisson: -98.9329\tvalid_0's l2: 367.312\n",
"[99]\tvalid_0's poisson: -98.8634\tvalid_0's l2: 366.31\n",
"[100]\tvalid_0's poisson: -98.4671\tvalid_0's l2: 365.557\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -107.017\tvalid_0's l2: 568.777\n",
"[2]\tvalid_0's poisson: -103.501\tvalid_0's l2: 471.917\n",
"[3]\tvalid_0's poisson: -103.202\tvalid_0's l2: 460.124\n",
"[4]\tvalid_0's poisson: -100.987\tvalid_0's l2: 446.403\n",
"[5]\tvalid_0's poisson: -100.843\tvalid_0's l2: 423.869\n",
"[6]\tvalid_0's poisson: -100.971\tvalid_0's l2: 416.029\n",
"[7]\tvalid_0's poisson: -99.9413\tvalid_0's l2: 409.302\n",
"[8]\tvalid_0's poisson: -100.285\tvalid_0's l2: 399.35\n",
"[9]\tvalid_0's poisson: -99.3637\tvalid_0's l2: 393.261\n",
"[10]\tvalid_0's poisson: -99.4731\tvalid_0's l2: 391.857\n",
"[11]\tvalid_0's poisson: -99.3135\tvalid_0's l2: 389.658\n",
"[12]\tvalid_0's poisson: -98.1034\tvalid_0's l2: 393.412\n",
"[13]\tvalid_0's poisson: -97.6812\tvalid_0's l2: 396.226\n",
"[14]\tvalid_0's poisson: -98.4643\tvalid_0's l2: 386.455\n",
"[15]\tvalid_0's poisson: -98.3032\tvalid_0's l2: 385.438\n",
"[16]\tvalid_0's poisson: -97.5621\tvalid_0's l2: 379.37\n",
"[17]\tvalid_0's poisson: -98.0459\tvalid_0's l2: 378.549\n",
"[18]\tvalid_0's poisson: -97.8063\tvalid_0's l2: 377.678\n",
"[19]\tvalid_0's poisson: -98.5561\tvalid_0's l2: 376.598\n",
"[20]\tvalid_0's poisson: -97.5872\tvalid_0's l2: 377.56\n",
"[21]\tvalid_0's poisson: -97.3114\tvalid_0's l2: 377.733\n",
"[22]\tvalid_0's poisson: -96.8624\tvalid_0's l2: 377.374\n",
"[23]\tvalid_0's poisson: -97.01\tvalid_0's l2: 381.724\n",
"[24]\tvalid_0's poisson: -96.8782\tvalid_0's l2: 382.414\n",
"[25]\tvalid_0's poisson: -96.6544\tvalid_0's l2: 377.612\n",
"[26]\tvalid_0's poisson: -96.6467\tvalid_0's l2: 375.444\n",
"[27]\tvalid_0's poisson: -96.2038\tvalid_0's l2: 374.719\n",
"[28]\tvalid_0's poisson: -96.493\tvalid_0's l2: 375.391\n",
"[29]\tvalid_0's poisson: -96.8312\tvalid_0's l2: 373.184\n",
"[30]\tvalid_0's poisson: -97.2583\tvalid_0's l2: 370.86\n",
"[31]\tvalid_0's poisson: -97.2068\tvalid_0's l2: 372.002\n",
"[32]\tvalid_0's poisson: -96.9587\tvalid_0's l2: 372.287\n",
"[33]\tvalid_0's poisson: -97.0303\tvalid_0's l2: 372.19\n",
"[34]\tvalid_0's poisson: -97.0131\tvalid_0's l2: 374.502\n",
"[35]\tvalid_0's poisson: -96.877\tvalid_0's l2: 375.915\n",
"[36]\tvalid_0's poisson: -97.7662\tvalid_0's l2: 371.337\n",
"[37]\tvalid_0's poisson: -97.6184\tvalid_0's l2: 373.031\n",
"[38]\tvalid_0's poisson: -97.8325\tvalid_0's l2: 372.291\n",
"[39]\tvalid_0's poisson: -98.2475\tvalid_0's l2: 372.565\n",
"[40]\tvalid_0's poisson: -97.9429\tvalid_0's l2: 371.618\n",
"[41]\tvalid_0's poisson: -97.2075\tvalid_0's l2: 371.512\n",
"[42]\tvalid_0's poisson: -96.9668\tvalid_0's l2: 371.683\n",
"[43]\tvalid_0's poisson: -96.6808\tvalid_0's l2: 372.089\n",
"[44]\tvalid_0's poisson: -96.7018\tvalid_0's l2: 373.41\n",
"[45]\tvalid_0's poisson: -97.1443\tvalid_0's l2: 371.752\n",
"[46]\tvalid_0's poisson: -96.6762\tvalid_0's l2: 372.083\n",
"[47]\tvalid_0's poisson: -96.747\tvalid_0's l2: 372.387\n",
"[48]\tvalid_0's poisson: -96.6841\tvalid_0's l2: 373.914\n",
"[49]\tvalid_0's poisson: -96.9575\tvalid_0's l2: 372.356\n",
"[50]\tvalid_0's poisson: -97.0384\tvalid_0's l2: 373.894\n",
"[51]\tvalid_0's poisson: -97.153\tvalid_0's l2: 373.468\n",
"[52]\tvalid_0's poisson: -97.0352\tvalid_0's l2: 376.516\n",
"[53]\tvalid_0's poisson: -96.8708\tvalid_0's l2: 377.048\n",
"[54]\tvalid_0's poisson: -96.572\tvalid_0's l2: 376.55\n",
"[55]\tvalid_0's poisson: -96.6649\tvalid_0's l2: 375.777\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -96.4204\tvalid_0's l2: 371.906\n",
"[57]\tvalid_0's poisson: -96.5975\tvalid_0's l2: 372.885\n",
"[58]\tvalid_0's poisson: -96.8415\tvalid_0's l2: 371.162\n",
"[59]\tvalid_0's poisson: -96.8494\tvalid_0's l2: 372.364\n",
"[60]\tvalid_0's poisson: -97.2471\tvalid_0's l2: 372.483\n",
"[61]\tvalid_0's poisson: -97.1205\tvalid_0's l2: 371.981\n",
"[62]\tvalid_0's poisson: -97.0039\tvalid_0's l2: 370.978\n",
"[63]\tvalid_0's poisson: -97.5019\tvalid_0's l2: 373.46\n",
"[64]\tvalid_0's poisson: -96.9961\tvalid_0's l2: 374.115\n",
"[65]\tvalid_0's poisson: -97.1207\tvalid_0's l2: 372.825\n",
"[66]\tvalid_0's poisson: -96.7786\tvalid_0's l2: 373.675\n",
"[67]\tvalid_0's poisson: -96.6988\tvalid_0's l2: 373.198\n",
"[68]\tvalid_0's poisson: -97.2698\tvalid_0's l2: 372.199\n",
"[69]\tvalid_0's poisson: -96.9766\tvalid_0's l2: 371.01\n",
"[70]\tvalid_0's poisson: -97.5833\tvalid_0's l2: 370.736\n",
"[71]\tvalid_0's poisson: -97.6213\tvalid_0's l2: 367.539\n",
"[72]\tvalid_0's poisson: -97.7029\tvalid_0's l2: 368.577\n",
"[73]\tvalid_0's poisson: -97.2985\tvalid_0's l2: 368.081\n",
"[74]\tvalid_0's poisson: -97.4488\tvalid_0's l2: 369.274\n",
"[75]\tvalid_0's poisson: -97.3708\tvalid_0's l2: 368.736\n",
"[76]\tvalid_0's poisson: -97.4195\tvalid_0's l2: 369.404\n",
"[77]\tvalid_0's poisson: -97.3874\tvalid_0's l2: 367.413\n",
"[78]\tvalid_0's poisson: -96.8971\tvalid_0's l2: 367.667\n",
"[79]\tvalid_0's poisson: -96.848\tvalid_0's l2: 369.398\n",
"[80]\tvalid_0's poisson: -96.7561\tvalid_0's l2: 370.52\n",
"[81]\tvalid_0's poisson: -96.8959\tvalid_0's l2: 370.032\n",
"[82]\tvalid_0's poisson: -96.9639\tvalid_0's l2: 368.932\n",
"[83]\tvalid_0's poisson: -96.8458\tvalid_0's l2: 371.205\n",
"[84]\tvalid_0's poisson: -96.4204\tvalid_0's l2: 371.059\n",
"[85]\tvalid_0's poisson: -96.6375\tvalid_0's l2: 371.455\n",
"[86]\tvalid_0's poisson: -96.7572\tvalid_0's l2: 369.065\n",
"[87]\tvalid_0's poisson: -96.6007\tvalid_0's l2: 369.945\n",
"[88]\tvalid_0's poisson: -96.4957\tvalid_0's l2: 369.326\n",
"[89]\tvalid_0's poisson: -96.4017\tvalid_0's l2: 369.792\n",
"[90]\tvalid_0's poisson: -96.2484\tvalid_0's l2: 369.34\n",
"[91]\tvalid_0's poisson: -96.2627\tvalid_0's l2: 370.834\n",
"[92]\tvalid_0's poisson: -96.4568\tvalid_0's l2: 370.929\n",
"[93]\tvalid_0's poisson: -96.6007\tvalid_0's l2: 370.832\n",
"[94]\tvalid_0's poisson: -96.3867\tvalid_0's l2: 371.039\n",
"[95]\tvalid_0's poisson: -96.1788\tvalid_0's l2: 371.266\n",
"[96]\tvalid_0's poisson: -96.0599\tvalid_0's l2: 370.595\n",
"[97]\tvalid_0's poisson: -96.4177\tvalid_0's l2: 371.639\n",
"[98]\tvalid_0's poisson: -96.5035\tvalid_0's l2: 370.619\n",
"[99]\tvalid_0's poisson: -96.7948\tvalid_0's l2: 370.897\n",
"[100]\tvalid_0's poisson: -97.2984\tvalid_0's l2: 369.547\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -106.976\tvalid_0's l2: 565.545\n",
"[2]\tvalid_0's poisson: -106.466\tvalid_0's l2: 486.355\n",
"[3]\tvalid_0's poisson: -102.967\tvalid_0's l2: 455.905\n",
"[4]\tvalid_0's poisson: -102.444\tvalid_0's l2: 436.831\n",
"[5]\tvalid_0's poisson: -101.896\tvalid_0's l2: 410.993\n",
"[6]\tvalid_0's poisson: -102.409\tvalid_0's l2: 408.948\n",
"[7]\tvalid_0's poisson: -101.798\tvalid_0's l2: 400.239\n",
"[8]\tvalid_0's poisson: -102.012\tvalid_0's l2: 385.161\n",
"[9]\tvalid_0's poisson: -101.354\tvalid_0's l2: 383.365\n",
"[10]\tvalid_0's poisson: -100.763\tvalid_0's l2: 381.757\n",
"[11]\tvalid_0's poisson: -100.325\tvalid_0's l2: 382.679\n",
"[12]\tvalid_0's poisson: -99.4392\tvalid_0's l2: 380.614\n",
"[13]\tvalid_0's poisson: -99.5752\tvalid_0's l2: 381.256\n",
"[14]\tvalid_0's poisson: -99.006\tvalid_0's l2: 367.745\n",
"[15]\tvalid_0's poisson: -98.7996\tvalid_0's l2: 364.472\n",
"[16]\tvalid_0's poisson: -98.2972\tvalid_0's l2: 359.071\n",
"[17]\tvalid_0's poisson: -97.9409\tvalid_0's l2: 363.437\n",
"[18]\tvalid_0's poisson: -97.8115\tvalid_0's l2: 362.761\n",
"[19]\tvalid_0's poisson: -97.8677\tvalid_0's l2: 362.536\n",
"[20]\tvalid_0's poisson: -98.0627\tvalid_0's l2: 359.355\n",
"[21]\tvalid_0's poisson: -97.7069\tvalid_0's l2: 361.95\n",
"[22]\tvalid_0's poisson: -98.8741\tvalid_0's l2: 360.544\n",
"[23]\tvalid_0's poisson: -98.8443\tvalid_0's l2: 360.77\n",
"[24]\tvalid_0's poisson: -97.9965\tvalid_0's l2: 359.929\n",
"[25]\tvalid_0's poisson: -98.541\tvalid_0's l2: 359.333\n",
"[26]\tvalid_0's poisson: -99.3224\tvalid_0's l2: 357.222\n",
"[27]\tvalid_0's poisson: -99.4791\tvalid_0's l2: 354.257\n",
"[28]\tvalid_0's poisson: -99.4562\tvalid_0's l2: 354.017\n",
"[29]\tvalid_0's poisson: -99.6369\tvalid_0's l2: 356.08\n",
"[30]\tvalid_0's poisson: -99.0028\tvalid_0's l2: 356.507\n",
"[31]\tvalid_0's poisson: -99.1775\tvalid_0's l2: 355.448\n",
"[32]\tvalid_0's poisson: -97.7367\tvalid_0's l2: 355.447\n",
"[33]\tvalid_0's poisson: -97.9871\tvalid_0's l2: 359.276\n",
"[34]\tvalid_0's poisson: -97.9776\tvalid_0's l2: 358.443\n",
"[35]\tvalid_0's poisson: -98.4728\tvalid_0's l2: 357.383\n",
"[36]\tvalid_0's poisson: -98.3063\tvalid_0's l2: 354.3\n",
"[37]\tvalid_0's poisson: -98.982\tvalid_0's l2: 354.872\n",
"[38]\tvalid_0's poisson: -98.6406\tvalid_0's l2: 357.865\n",
"[39]\tvalid_0's poisson: -99.1776\tvalid_0's l2: 358.871\n",
"[40]\tvalid_0's poisson: -98.7266\tvalid_0's l2: 360.373\n",
"[41]\tvalid_0's poisson: -98.1175\tvalid_0's l2: 360.764\n",
"[42]\tvalid_0's poisson: -98.2726\tvalid_0's l2: 359.705\n",
"[43]\tvalid_0's poisson: -98.7108\tvalid_0's l2: 357.039\n",
"[44]\tvalid_0's poisson: -99.0899\tvalid_0's l2: 357.315\n",
"[45]\tvalid_0's poisson: -98.8086\tvalid_0's l2: 358.853\n",
"[46]\tvalid_0's poisson: -98.8568\tvalid_0's l2: 357.384\n",
"[47]\tvalid_0's poisson: -98.6654\tvalid_0's l2: 354.591\n",
"[48]\tvalid_0's poisson: -98.8034\tvalid_0's l2: 356.513\n",
"[49]\tvalid_0's poisson: -98.8383\tvalid_0's l2: 355.623\n",
"[50]\tvalid_0's poisson: -98.6074\tvalid_0's l2: 354.054\n",
"[51]\tvalid_0's poisson: -98.366\tvalid_0's l2: 351.423\n",
"[52]\tvalid_0's poisson: -98.3137\tvalid_0's l2: 350.541\n",
"[53]\tvalid_0's poisson: -98.2436\tvalid_0's l2: 350.55\n",
"[54]\tvalid_0's poisson: -97.6539\tvalid_0's l2: 352.475\n",
"[55]\tvalid_0's poisson: -97.241\tvalid_0's l2: 351.254\n",
"[56]\tvalid_0's poisson: -97.7049\tvalid_0's l2: 351.077\n",
"[57]\tvalid_0's poisson: -98.1957\tvalid_0's l2: 349.432\n",
"[58]\tvalid_0's poisson: -97.6967\tvalid_0's l2: 349.333\n",
"[59]\tvalid_0's poisson: -97.7075\tvalid_0's l2: 349.368\n",
"[60]\tvalid_0's poisson: -97.4968\tvalid_0's l2: 349.964\n",
"[61]\tvalid_0's poisson: -97.1704\tvalid_0's l2: 350.799\n",
"[62]\tvalid_0's poisson: -97.4713\tvalid_0's l2: 351.165\n",
"[63]\tvalid_0's poisson: -97.4033\tvalid_0's l2: 352.445\n",
"[64]\tvalid_0's poisson: -97.191\tvalid_0's l2: 354.44\n",
"[65]\tvalid_0's poisson: -97.0866\tvalid_0's l2: 354.319\n",
"[66]\tvalid_0's poisson: -97.2382\tvalid_0's l2: 354.281\n",
"[67]\tvalid_0's poisson: -97.1769\tvalid_0's l2: 353.29\n",
"[68]\tvalid_0's poisson: -96.8888\tvalid_0's l2: 355.539\n",
"[69]\tvalid_0's poisson: -97.2574\tvalid_0's l2: 355.973\n",
"[70]\tvalid_0's poisson: -97.424\tvalid_0's l2: 354.639\n",
"[71]\tvalid_0's poisson: -97.4781\tvalid_0's l2: 355.336\n",
"[72]\tvalid_0's poisson: -97.4078\tvalid_0's l2: 354.956\n",
"[73]\tvalid_0's poisson: -97.0588\tvalid_0's l2: 353.015\n",
"[74]\tvalid_0's poisson: -97.4608\tvalid_0's l2: 353.443\n",
"[75]\tvalid_0's poisson: -97.7544\tvalid_0's l2: 351.303\n",
"[76]\tvalid_0's poisson: -97.8964\tvalid_0's l2: 349.127\n",
"[77]\tvalid_0's poisson: -97.9889\tvalid_0's l2: 351.3\n",
"[78]\tvalid_0's poisson: -97.9512\tvalid_0's l2: 351.048\n",
"[79]\tvalid_0's poisson: -97.9334\tvalid_0's l2: 350.117\n",
"[80]\tvalid_0's poisson: -97.5563\tvalid_0's l2: 347.476\n",
"[81]\tvalid_0's poisson: -98.142\tvalid_0's l2: 347.946\n",
"[82]\tvalid_0's poisson: -98.0558\tvalid_0's l2: 348.592\n",
"[83]\tvalid_0's poisson: -98.0856\tvalid_0's l2: 346.642\n",
"[84]\tvalid_0's poisson: -97.9013\tvalid_0's l2: 346.046\n",
"[85]\tvalid_0's poisson: -97.831\tvalid_0's l2: 347.132\n",
"[86]\tvalid_0's poisson: -97.3604\tvalid_0's l2: 347.733\n",
"[87]\tvalid_0's poisson: -97.548\tvalid_0's l2: 346.646\n",
"[88]\tvalid_0's poisson: -97.1517\tvalid_0's l2: 347.85\n",
"[89]\tvalid_0's poisson: -97.3873\tvalid_0's l2: 348.086\n",
"[90]\tvalid_0's poisson: -97.4908\tvalid_0's l2: 346.522\n",
"[91]\tvalid_0's poisson: -97.5621\tvalid_0's l2: 347.091\n",
"[92]\tvalid_0's poisson: -97.4908\tvalid_0's l2: 346.767\n",
"[93]\tvalid_0's poisson: -97.339\tvalid_0's l2: 347.161\n",
"[94]\tvalid_0's poisson: -97.5847\tvalid_0's l2: 347.676\n",
"[95]\tvalid_0's poisson: -97.5768\tvalid_0's l2: 348.675\n",
"[96]\tvalid_0's poisson: -97.2347\tvalid_0's l2: 348.072\n",
"[97]\tvalid_0's poisson: -97.2627\tvalid_0's l2: 347.746\n",
"[98]\tvalid_0's poisson: -96.5112\tvalid_0's l2: 348.295\n",
"[99]\tvalid_0's poisson: -97.1664\tvalid_0's l2: 347.481\n",
"[100]\tvalid_0's poisson: -97.3205\tvalid_0's l2: 346.731\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -107.007\tvalid_0's l2: 565.517\n",
"[2]\tvalid_0's poisson: -104.498\tvalid_0's l2: 501.174\n",
"[3]\tvalid_0's poisson: -102.098\tvalid_0's l2: 472.968\n",
"[4]\tvalid_0's poisson: -101.279\tvalid_0's l2: 461.038\n",
"[5]\tvalid_0's poisson: -100.847\tvalid_0's l2: 453.403\n",
"[6]\tvalid_0's poisson: -99.8856\tvalid_0's l2: 432.584\n",
"[7]\tvalid_0's poisson: -99.6374\tvalid_0's l2: 416.524\n",
"[8]\tvalid_0's poisson: -99.278\tvalid_0's l2: 411.556\n",
"[9]\tvalid_0's poisson: -99.3054\tvalid_0's l2: 409.195\n",
"[10]\tvalid_0's poisson: -98.7581\tvalid_0's l2: 407.354\n",
"[11]\tvalid_0's poisson: -98.8868\tvalid_0's l2: 404.441\n",
"[12]\tvalid_0's poisson: -99.219\tvalid_0's l2: 391.306\n",
"[13]\tvalid_0's poisson: -98.6684\tvalid_0's l2: 395.523\n",
"[14]\tvalid_0's poisson: -98.4727\tvalid_0's l2: 392.158\n",
"[15]\tvalid_0's poisson: -98.335\tvalid_0's l2: 392.041\n",
"[16]\tvalid_0's poisson: -99.2642\tvalid_0's l2: 379.192\n",
"[17]\tvalid_0's poisson: -99.5306\tvalid_0's l2: 375.068\n",
"[18]\tvalid_0's poisson: -99.582\tvalid_0's l2: 373.331\n",
"[19]\tvalid_0's poisson: -100.166\tvalid_0's l2: 375.678\n",
"[20]\tvalid_0's poisson: -99.7449\tvalid_0's l2: 373.548\n",
"[21]\tvalid_0's poisson: -99.6285\tvalid_0's l2: 370.94\n",
"[22]\tvalid_0's poisson: -99.701\tvalid_0's l2: 367.212\n",
"[23]\tvalid_0's poisson: -98.7949\tvalid_0's l2: 368.304\n",
"[24]\tvalid_0's poisson: -98.7695\tvalid_0's l2: 364.151\n",
"[25]\tvalid_0's poisson: -98.2504\tvalid_0's l2: 361.651\n",
"[26]\tvalid_0's poisson: -98.196\tvalid_0's l2: 358.427\n",
"[27]\tvalid_0's poisson: -98.4106\tvalid_0's l2: 357.438\n",
"[28]\tvalid_0's poisson: -98.037\tvalid_0's l2: 358.678\n",
"[29]\tvalid_0's poisson: -98.4643\tvalid_0's l2: 359.257\n",
"[30]\tvalid_0's poisson: -98.8591\tvalid_0's l2: 357.831\n",
"[31]\tvalid_0's poisson: -98.4263\tvalid_0's l2: 359.621\n",
"[32]\tvalid_0's poisson: -98.219\tvalid_0's l2: 358.013\n",
"[33]\tvalid_0's poisson: -98.1198\tvalid_0's l2: 359.802\n",
"[34]\tvalid_0's poisson: -97.9014\tvalid_0's l2: 357.583\n",
"[35]\tvalid_0's poisson: -97.7324\tvalid_0's l2: 354.755\n",
"[36]\tvalid_0's poisson: -97.7999\tvalid_0's l2: 355.169\n",
"[37]\tvalid_0's poisson: -97.5438\tvalid_0's l2: 355.601\n",
"[38]\tvalid_0's poisson: -96.9462\tvalid_0's l2: 354.355\n",
"[39]\tvalid_0's poisson: -96.7097\tvalid_0's l2: 353.949\n",
"[40]\tvalid_0's poisson: -98.1629\tvalid_0's l2: 351.314\n",
"[41]\tvalid_0's poisson: -98.0575\tvalid_0's l2: 351.637\n",
"[42]\tvalid_0's poisson: -98.3872\tvalid_0's l2: 349.562\n",
"[43]\tvalid_0's poisson: -98.1977\tvalid_0's l2: 350.689\n",
"[44]\tvalid_0's poisson: -97.7035\tvalid_0's l2: 347.534\n",
"[45]\tvalid_0's poisson: -97.5376\tvalid_0's l2: 348.664\n",
"[46]\tvalid_0's poisson: -97.3447\tvalid_0's l2: 348.595\n",
"[47]\tvalid_0's poisson: -98.1161\tvalid_0's l2: 349.679\n",
"[48]\tvalid_0's poisson: -98.1492\tvalid_0's l2: 347.858\n",
"[49]\tvalid_0's poisson: -97.9731\tvalid_0's l2: 347.674\n",
"[50]\tvalid_0's poisson: -97.7103\tvalid_0's l2: 348.816\n",
"[51]\tvalid_0's poisson: -98.5083\tvalid_0's l2: 349.051\n",
"[52]\tvalid_0's poisson: -97.9346\tvalid_0's l2: 349.759\n",
"[53]\tvalid_0's poisson: -98.1185\tvalid_0's l2: 348.99\n",
"[54]\tvalid_0's poisson: -97.8859\tvalid_0's l2: 347.469\n",
"[55]\tvalid_0's poisson: -97.785\tvalid_0's l2: 349.437\n",
"[56]\tvalid_0's poisson: -97.7479\tvalid_0's l2: 349.367\n",
"[57]\tvalid_0's poisson: -97.3297\tvalid_0's l2: 347.188\n",
"[58]\tvalid_0's poisson: -97.2939\tvalid_0's l2: 348.41\n",
"[59]\tvalid_0's poisson: -97.6635\tvalid_0's l2: 348.566\n",
"[60]\tvalid_0's poisson: -97.4045\tvalid_0's l2: 348.081\n",
"[61]\tvalid_0's poisson: -97.3575\tvalid_0's l2: 348.649\n",
"[62]\tvalid_0's poisson: -97.1911\tvalid_0's l2: 348.706\n",
"[63]\tvalid_0's poisson: -97.4857\tvalid_0's l2: 348.796\n",
"[64]\tvalid_0's poisson: -97.6668\tvalid_0's l2: 348.57\n",
"[65]\tvalid_0's poisson: -97.4743\tvalid_0's l2: 348.298\n",
"[66]\tvalid_0's poisson: -97.7375\tvalid_0's l2: 349.194\n",
"[67]\tvalid_0's poisson: -98.2296\tvalid_0's l2: 347.724\n",
"[68]\tvalid_0's poisson: -97.5479\tvalid_0's l2: 347.996\n",
"[69]\tvalid_0's poisson: -97.7172\tvalid_0's l2: 348.116\n",
"[70]\tvalid_0's poisson: -97.9254\tvalid_0's l2: 349.563\n",
"[71]\tvalid_0's poisson: -97.5993\tvalid_0's l2: 348.442\n",
"[72]\tvalid_0's poisson: -97.7594\tvalid_0's l2: 347.704\n",
"[73]\tvalid_0's poisson: -97.5365\tvalid_0's l2: 347.818\n",
"[74]\tvalid_0's poisson: -97.5302\tvalid_0's l2: 347.348\n",
"[75]\tvalid_0's poisson: -97.519\tvalid_0's l2: 348.425\n",
"[76]\tvalid_0's poisson: -97.4678\tvalid_0's l2: 347.809\n",
"[77]\tvalid_0's poisson: -96.8795\tvalid_0's l2: 348.356\n",
"[78]\tvalid_0's poisson: -96.7105\tvalid_0's l2: 348.728\n",
"[79]\tvalid_0's poisson: -95.9615\tvalid_0's l2: 348.697\n",
"[80]\tvalid_0's poisson: -95.9886\tvalid_0's l2: 349.217\n",
"[81]\tvalid_0's poisson: -96.0308\tvalid_0's l2: 349.94\n",
"[82]\tvalid_0's poisson: -95.9571\tvalid_0's l2: 350.834\n",
"[83]\tvalid_0's poisson: -95.9017\tvalid_0's l2: 350.744\n",
"[84]\tvalid_0's poisson: -95.9428\tvalid_0's l2: 349.737\n",
"[85]\tvalid_0's poisson: -95.8726\tvalid_0's l2: 349.054\n",
"[86]\tvalid_0's poisson: -95.956\tvalid_0's l2: 349.006\n",
"[87]\tvalid_0's poisson: -95.8499\tvalid_0's l2: 349.283\n",
"[88]\tvalid_0's poisson: -95.9454\tvalid_0's l2: 348.895\n",
"[89]\tvalid_0's poisson: -96.0597\tvalid_0's l2: 350.078\n",
"[90]\tvalid_0's poisson: -96.3764\tvalid_0's l2: 350.04\n",
"[91]\tvalid_0's poisson: -96.3349\tvalid_0's l2: 350.313\n",
"[92]\tvalid_0's poisson: -96.4711\tvalid_0's l2: 350.395\n",
"[93]\tvalid_0's poisson: -96.613\tvalid_0's l2: 350.039\n",
"[94]\tvalid_0's poisson: -96.6453\tvalid_0's l2: 351.051\n",
"[95]\tvalid_0's poisson: -96.6725\tvalid_0's l2: 351.332\n",
"[96]\tvalid_0's poisson: -96.5546\tvalid_0's l2: 351.946\n",
"[97]\tvalid_0's poisson: -97.3542\tvalid_0's l2: 351.403\n",
"[98]\tvalid_0's poisson: -97.5565\tvalid_0's l2: 350.484\n",
"[99]\tvalid_0's poisson: -97.7363\tvalid_0's l2: 351.159\n",
"[100]\tvalid_0's poisson: -97.8822\tvalid_0's l2: 350.525\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.7467\tvalid_0's l2: 2104.92\n",
"[2]\tvalid_0's poisson: -91.8488\tvalid_0's l2: 1930.46\n",
"[3]\tvalid_0's poisson: -93.6209\tvalid_0's l2: 1774.44\n",
"[4]\tvalid_0's poisson: -95.1111\tvalid_0's l2: 1638.09\n",
"[5]\tvalid_0's poisson: -96.4225\tvalid_0's l2: 1513.99\n",
"[6]\tvalid_0's poisson: -97.5339\tvalid_0's l2: 1407.07\n",
"[7]\tvalid_0's poisson: -98.5117\tvalid_0's l2: 1312.36\n",
"[8]\tvalid_0's poisson: -99.3998\tvalid_0's l2: 1224.56\n",
"[9]\tvalid_0's poisson: -100.168\tvalid_0's l2: 1150.37\n",
"[10]\tvalid_0's poisson: -100.905\tvalid_0's l2: 1078.87\n",
"[11]\tvalid_0's poisson: -101.532\tvalid_0's l2: 1018.9\n",
"[12]\tvalid_0's poisson: -102.113\tvalid_0's l2: 962.451\n",
"[13]\tvalid_0's poisson: -102.627\tvalid_0's l2: 912.329\n",
"[14]\tvalid_0's poisson: -103.095\tvalid_0's l2: 869.073\n",
"[15]\tvalid_0's poisson: -103.531\tvalid_0's l2: 828.179\n",
"[16]\tvalid_0's poisson: -103.922\tvalid_0's l2: 792.675\n",
"[17]\tvalid_0's poisson: -104.278\tvalid_0's l2: 760.106\n",
"[18]\tvalid_0's poisson: -104.603\tvalid_0's l2: 730.749\n",
"[19]\tvalid_0's poisson: -104.934\tvalid_0's l2: 701.358\n",
"[20]\tvalid_0's poisson: -105.209\tvalid_0's l2: 678.47\n",
"[21]\tvalid_0's poisson: -105.478\tvalid_0's l2: 655.427\n",
"[22]\tvalid_0's poisson: -105.738\tvalid_0's l2: 632.617\n",
"[23]\tvalid_0's poisson: -105.962\tvalid_0's l2: 612.417\n",
"[24]\tvalid_0's poisson: -106.176\tvalid_0's l2: 595.309\n",
"[25]\tvalid_0's poisson: -106.37\tvalid_0's l2: 578.787\n",
"[26]\tvalid_0's poisson: -106.552\tvalid_0's l2: 564.879\n",
"[27]\tvalid_0's poisson: -106.711\tvalid_0's l2: 551.485\n",
"[28]\tvalid_0's poisson: -106.877\tvalid_0's l2: 539.16\n",
"[29]\tvalid_0's poisson: -107.02\tvalid_0's l2: 527.51\n",
"[30]\tvalid_0's poisson: -107.148\tvalid_0's l2: 516.33\n",
"[31]\tvalid_0's poisson: -107.275\tvalid_0's l2: 507.209\n",
"[32]\tvalid_0's poisson: -107.396\tvalid_0's l2: 497.94\n",
"[33]\tvalid_0's poisson: -107.495\tvalid_0's l2: 489.232\n",
"[34]\tvalid_0's poisson: -107.587\tvalid_0's l2: 480.9\n",
"[35]\tvalid_0's poisson: -107.676\tvalid_0's l2: 473.978\n",
"[36]\tvalid_0's poisson: -107.76\tvalid_0's l2: 466.772\n",
"[37]\tvalid_0's poisson: -107.843\tvalid_0's l2: 460.704\n",
"[38]\tvalid_0's poisson: -107.917\tvalid_0's l2: 453.903\n",
"[39]\tvalid_0's poisson: -107.994\tvalid_0's l2: 448.449\n",
"[40]\tvalid_0's poisson: -108.056\tvalid_0's l2: 441.893\n",
"[41]\tvalid_0's poisson: -108.125\tvalid_0's l2: 436.579\n",
"[42]\tvalid_0's poisson: -108.183\tvalid_0's l2: 430.992\n",
"[43]\tvalid_0's poisson: -108.244\tvalid_0's l2: 426.794\n",
"[44]\tvalid_0's poisson: -108.294\tvalid_0's l2: 421.819\n",
"[45]\tvalid_0's poisson: -108.346\tvalid_0's l2: 418.388\n",
"[46]\tvalid_0's poisson: -108.387\tvalid_0's l2: 414.129\n",
"[47]\tvalid_0's poisson: -108.42\tvalid_0's l2: 410.138\n",
"[48]\tvalid_0's poisson: -108.46\tvalid_0's l2: 406.597\n",
"[49]\tvalid_0's poisson: -108.496\tvalid_0's l2: 404.081\n",
"[50]\tvalid_0's poisson: -108.536\tvalid_0's l2: 400.468\n",
"[51]\tvalid_0's poisson: -108.567\tvalid_0's l2: 397.781\n",
"[52]\tvalid_0's poisson: -108.598\tvalid_0's l2: 395.441\n",
"[53]\tvalid_0's poisson: -108.624\tvalid_0's l2: 391.473\n",
"[54]\tvalid_0's poisson: -108.644\tvalid_0's l2: 389.609\n",
"[55]\tvalid_0's poisson: -108.662\tvalid_0's l2: 387.764\n",
"[56]\tvalid_0's poisson: -108.673\tvalid_0's l2: 386.127\n",
"[57]\tvalid_0's poisson: -108.697\tvalid_0's l2: 383.939\n",
"[58]\tvalid_0's poisson: -108.709\tvalid_0's l2: 382.04\n",
"[59]\tvalid_0's poisson: -108.671\tvalid_0's l2: 380.648\n",
"[60]\tvalid_0's poisson: -108.674\tvalid_0's l2: 379.282\n",
"[61]\tvalid_0's poisson: -108.691\tvalid_0's l2: 376.786\n",
"[62]\tvalid_0's poisson: -108.704\tvalid_0's l2: 375.303\n",
"[63]\tvalid_0's poisson: -108.714\tvalid_0's l2: 373.479\n",
"[64]\tvalid_0's poisson: -108.711\tvalid_0's l2: 372.457\n",
"[65]\tvalid_0's poisson: -108.722\tvalid_0's l2: 371.409\n",
"[66]\tvalid_0's poisson: -108.712\tvalid_0's l2: 370.101\n",
"[67]\tvalid_0's poisson: -108.623\tvalid_0's l2: 368.461\n",
"[68]\tvalid_0's poisson: -108.628\tvalid_0's l2: 367.179\n",
"[69]\tvalid_0's poisson: -108.631\tvalid_0's l2: 366.485\n",
"[70]\tvalid_0's poisson: -108.605\tvalid_0's l2: 365.722\n",
"[71]\tvalid_0's poisson: -108.544\tvalid_0's l2: 364.179\n",
"[72]\tvalid_0's poisson: -108.489\tvalid_0's l2: 363.312\n",
"[73]\tvalid_0's poisson: -108.46\tvalid_0's l2: 362.887\n",
"[74]\tvalid_0's poisson: -108.427\tvalid_0's l2: 362.314\n",
"[75]\tvalid_0's poisson: -108.413\tvalid_0's l2: 361.001\n",
"[76]\tvalid_0's poisson: -108.407\tvalid_0's l2: 359.829\n",
"[77]\tvalid_0's poisson: -108.384\tvalid_0's l2: 358.993\n",
"[78]\tvalid_0's poisson: -108.379\tvalid_0's l2: 358.065\n",
"[79]\tvalid_0's poisson: -108.378\tvalid_0's l2: 357.444\n",
"[80]\tvalid_0's poisson: -108.379\tvalid_0's l2: 356.406\n",
"[81]\tvalid_0's poisson: -108.366\tvalid_0's l2: 355.677\n",
"[82]\tvalid_0's poisson: -108.373\tvalid_0's l2: 354.645\n",
"[83]\tvalid_0's poisson: -108.37\tvalid_0's l2: 354.015\n",
"[84]\tvalid_0's poisson: -108.361\tvalid_0's l2: 353.424\n",
"[85]\tvalid_0's poisson: -108.367\tvalid_0's l2: 352.708\n",
"[86]\tvalid_0's poisson: -108.369\tvalid_0's l2: 351.902\n",
"[87]\tvalid_0's poisson: -108.359\tvalid_0's l2: 350.158\n",
"[88]\tvalid_0's poisson: -108.361\tvalid_0's l2: 348.902\n",
"[89]\tvalid_0's poisson: -108.343\tvalid_0's l2: 348.742\n",
"[90]\tvalid_0's poisson: -108.343\tvalid_0's l2: 348.463\n",
"[91]\tvalid_0's poisson: -108.347\tvalid_0's l2: 347.666\n",
"[92]\tvalid_0's poisson: -108.35\tvalid_0's l2: 345.868\n",
"[93]\tvalid_0's poisson: -108.342\tvalid_0's l2: 344.891\n",
"[94]\tvalid_0's poisson: -108.338\tvalid_0's l2: 344.503\n",
"[95]\tvalid_0's poisson: -108.344\tvalid_0's l2: 344.059\n",
"[96]\tvalid_0's poisson: -108.338\tvalid_0's l2: 343.294\n",
"[97]\tvalid_0's poisson: -108.34\tvalid_0's l2: 342.549\n",
"[98]\tvalid_0's poisson: -108.304\tvalid_0's l2: 342.206\n",
"[99]\tvalid_0's poisson: -108.279\tvalid_0's l2: 341.725\n",
"[100]\tvalid_0's poisson: -108.287\tvalid_0's l2: 340.719\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.763\tvalid_0's l2: 2102.88\n",
"[2]\tvalid_0's poisson: -91.9211\tvalid_0's l2: 1923.51\n",
"[3]\tvalid_0's poisson: -93.6694\tvalid_0's l2: 1768.23\n",
"[4]\tvalid_0's poisson: -95.1509\tvalid_0's l2: 1630.22\n",
"[5]\tvalid_0's poisson: -96.4257\tvalid_0's l2: 1508.53\n",
"[6]\tvalid_0's poisson: -97.5892\tvalid_0's l2: 1396.27\n",
"[7]\tvalid_0's poisson: -98.56\tvalid_0's l2: 1300.99\n",
"[8]\tvalid_0's poisson: -99.408\tvalid_0's l2: 1218.25\n",
"[9]\tvalid_0's poisson: -100.222\tvalid_0's l2: 1138.56\n",
"[10]\tvalid_0's poisson: -100.941\tvalid_0's l2: 1067.36\n",
"[11]\tvalid_0's poisson: -101.579\tvalid_0's l2: 1004.46\n",
"[12]\tvalid_0's poisson: -102.152\tvalid_0's l2: 947.422\n",
"[13]\tvalid_0's poisson: -102.661\tvalid_0's l2: 900.061\n",
"[14]\tvalid_0's poisson: -103.126\tvalid_0's l2: 855.774\n",
"[15]\tvalid_0's poisson: -103.555\tvalid_0's l2: 816.122\n",
"[16]\tvalid_0's poisson: -103.941\tvalid_0's l2: 781.002\n",
"[17]\tvalid_0's poisson: -104.295\tvalid_0's l2: 749.127\n",
"[18]\tvalid_0's poisson: -104.617\tvalid_0's l2: 720.213\n",
"[19]\tvalid_0's poisson: -104.935\tvalid_0's l2: 693.562\n",
"[20]\tvalid_0's poisson: -105.241\tvalid_0's l2: 667.525\n",
"[21]\tvalid_0's poisson: -105.506\tvalid_0's l2: 645.008\n",
"[22]\tvalid_0's poisson: -105.74\tvalid_0's l2: 625.663\n",
"[23]\tvalid_0's poisson: -105.969\tvalid_0's l2: 607.715\n",
"[24]\tvalid_0's poisson: -106.184\tvalid_0's l2: 590.702\n",
"[25]\tvalid_0's poisson: -106.376\tvalid_0's l2: 574.241\n",
"[26]\tvalid_0's poisson: -106.547\tvalid_0's l2: 560.071\n",
"[27]\tvalid_0's poisson: -106.728\tvalid_0's l2: 546.546\n",
"[28]\tvalid_0's poisson: -106.888\tvalid_0's l2: 534.88\n",
"[29]\tvalid_0's poisson: -107.02\tvalid_0's l2: 523.881\n",
"[30]\tvalid_0's poisson: -107.151\tvalid_0's l2: 513.517\n",
"[31]\tvalid_0's poisson: -107.273\tvalid_0's l2: 502.975\n",
"[32]\tvalid_0's poisson: -107.393\tvalid_0's l2: 495.043\n",
"[33]\tvalid_0's poisson: -107.487\tvalid_0's l2: 487.638\n",
"[34]\tvalid_0's poisson: -107.593\tvalid_0's l2: 478.395\n",
"[35]\tvalid_0's poisson: -107.697\tvalid_0's l2: 471.357\n",
"[36]\tvalid_0's poisson: -107.782\tvalid_0's l2: 462.989\n",
"[37]\tvalid_0's poisson: -107.858\tvalid_0's l2: 457.346\n",
"[38]\tvalid_0's poisson: -107.941\tvalid_0's l2: 451.906\n",
"[39]\tvalid_0's poisson: -108.01\tvalid_0's l2: 445.714\n",
"[40]\tvalid_0's poisson: -108.077\tvalid_0's l2: 440.839\n",
"[41]\tvalid_0's poisson: -108.134\tvalid_0's l2: 435.307\n",
"[42]\tvalid_0's poisson: -108.195\tvalid_0's l2: 430.687\n",
"[43]\tvalid_0's poisson: -108.243\tvalid_0's l2: 425.895\n",
"[44]\tvalid_0's poisson: -108.3\tvalid_0's l2: 421.177\n",
"[45]\tvalid_0's poisson: -108.349\tvalid_0's l2: 417.414\n",
"[46]\tvalid_0's poisson: -108.394\tvalid_0's l2: 414.051\n",
"[47]\tvalid_0's poisson: -108.441\tvalid_0's l2: 410.406\n",
"[48]\tvalid_0's poisson: -108.479\tvalid_0's l2: 407.45\n",
"[49]\tvalid_0's poisson: -108.514\tvalid_0's l2: 404.55\n",
"[50]\tvalid_0's poisson: -108.539\tvalid_0's l2: 401.666\n",
"[51]\tvalid_0's poisson: -108.568\tvalid_0's l2: 398.791\n",
"[52]\tvalid_0's poisson: -108.596\tvalid_0's l2: 396.35\n",
"[53]\tvalid_0's poisson: -108.62\tvalid_0's l2: 394.325\n",
"[54]\tvalid_0's poisson: -108.64\tvalid_0's l2: 392.344\n",
"[55]\tvalid_0's poisson: -108.664\tvalid_0's l2: 390.166\n",
"[56]\tvalid_0's poisson: -108.68\tvalid_0's l2: 388.565\n",
"[57]\tvalid_0's poisson: -108.683\tvalid_0's l2: 386.906\n",
"[58]\tvalid_0's poisson: -108.664\tvalid_0's l2: 385.168\n",
"[59]\tvalid_0's poisson: -108.663\tvalid_0's l2: 383.669\n",
"[60]\tvalid_0's poisson: -108.648\tvalid_0's l2: 382.544\n",
"[61]\tvalid_0's poisson: -108.664\tvalid_0's l2: 380.786\n",
"[62]\tvalid_0's poisson: -108.58\tvalid_0's l2: 379.813\n",
"[63]\tvalid_0's poisson: -108.583\tvalid_0's l2: 378.579\n",
"[64]\tvalid_0's poisson: -108.571\tvalid_0's l2: 377.189\n",
"[65]\tvalid_0's poisson: -108.555\tvalid_0's l2: 375.636\n",
"[66]\tvalid_0's poisson: -108.522\tvalid_0's l2: 374.249\n",
"[67]\tvalid_0's poisson: -108.463\tvalid_0's l2: 373.59\n",
"[68]\tvalid_0's poisson: -108.47\tvalid_0's l2: 372.907\n",
"[69]\tvalid_0's poisson: -108.477\tvalid_0's l2: 371.766\n",
"[70]\tvalid_0's poisson: -108.469\tvalid_0's l2: 370.788\n",
"[71]\tvalid_0's poisson: -108.473\tvalid_0's l2: 370.023\n",
"[72]\tvalid_0's poisson: -108.481\tvalid_0's l2: 369.082\n",
"[73]\tvalid_0's poisson: -108.479\tvalid_0's l2: 367.833\n",
"[74]\tvalid_0's poisson: -108.462\tvalid_0's l2: 366.78\n",
"[75]\tvalid_0's poisson: -108.488\tvalid_0's l2: 366.038\n",
"[76]\tvalid_0's poisson: -108.452\tvalid_0's l2: 365.357\n",
"[77]\tvalid_0's poisson: -108.499\tvalid_0's l2: 364.421\n",
"[78]\tvalid_0's poisson: -108.487\tvalid_0's l2: 363.539\n",
"[79]\tvalid_0's poisson: -108.503\tvalid_0's l2: 362.927\n",
"[80]\tvalid_0's poisson: -108.498\tvalid_0's l2: 362.471\n",
"[81]\tvalid_0's poisson: -108.489\tvalid_0's l2: 361.693\n",
"[82]\tvalid_0's poisson: -108.468\tvalid_0's l2: 360.899\n",
"[83]\tvalid_0's poisson: -108.459\tvalid_0's l2: 360.564\n",
"[84]\tvalid_0's poisson: -108.448\tvalid_0's l2: 359.083\n",
"[85]\tvalid_0's poisson: -108.452\tvalid_0's l2: 358.402\n",
"[86]\tvalid_0's poisson: -108.449\tvalid_0's l2: 358.138\n",
"[87]\tvalid_0's poisson: -108.435\tvalid_0's l2: 357.685\n",
"[88]\tvalid_0's poisson: -108.441\tvalid_0's l2: 357.121\n",
"[89]\tvalid_0's poisson: -108.446\tvalid_0's l2: 356.593\n",
"[90]\tvalid_0's poisson: -108.453\tvalid_0's l2: 355.406\n",
"[91]\tvalid_0's poisson: -108.431\tvalid_0's l2: 355.004\n",
"[92]\tvalid_0's poisson: -108.444\tvalid_0's l2: 354.204\n",
"[93]\tvalid_0's poisson: -108.408\tvalid_0's l2: 353.794\n",
"[94]\tvalid_0's poisson: -108.424\tvalid_0's l2: 353.228\n",
"[95]\tvalid_0's poisson: -108.421\tvalid_0's l2: 353.068\n",
"[96]\tvalid_0's poisson: -108.411\tvalid_0's l2: 352.311\n",
"[97]\tvalid_0's poisson: -108.4\tvalid_0's l2: 351.619\n",
"[98]\tvalid_0's poisson: -108.345\tvalid_0's l2: 350.624\n",
"[99]\tvalid_0's poisson: -108.346\tvalid_0's l2: 349.886\n",
"[100]\tvalid_0's poisson: -108.133\tvalid_0's l2: 349.826\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.7876\tvalid_0's l2: 2100.73\n",
"[2]\tvalid_0's poisson: -91.9123\tvalid_0's l2: 1923.17\n",
"[3]\tvalid_0's poisson: -93.685\tvalid_0's l2: 1766.42\n",
"[4]\tvalid_0's poisson: -95.1741\tvalid_0's l2: 1628.57\n",
"[5]\tvalid_0's poisson: -96.4908\tvalid_0's l2: 1502.91\n",
"[6]\tvalid_0's poisson: -97.6089\tvalid_0's l2: 1394.74\n",
"[7]\tvalid_0's poisson: -98.5829\tvalid_0's l2: 1298.43\n",
"[8]\tvalid_0's poisson: -99.4884\tvalid_0's l2: 1209.85\n",
"[9]\tvalid_0's poisson: -100.259\tvalid_0's l2: 1133.52\n",
"[10]\tvalid_0's poisson: -100.965\tvalid_0's l2: 1062.66\n",
"[11]\tvalid_0's poisson: -101.616\tvalid_0's l2: 1000.01\n",
"[12]\tvalid_0's poisson: -102.181\tvalid_0's l2: 945.319\n",
"[13]\tvalid_0's poisson: -102.694\tvalid_0's l2: 895.454\n",
"[14]\tvalid_0's poisson: -103.158\tvalid_0's l2: 851.689\n",
"[15]\tvalid_0's poisson: -103.589\tvalid_0's l2: 811.533\n",
"[16]\tvalid_0's poisson: -103.983\tvalid_0's l2: 775.056\n",
"[17]\tvalid_0's poisson: -104.339\tvalid_0's l2: 743.063\n",
"[18]\tvalid_0's poisson: -104.661\tvalid_0's l2: 715.17\n",
"[19]\tvalid_0's poisson: -104.979\tvalid_0's l2: 688.893\n",
"[20]\tvalid_0's poisson: -105.246\tvalid_0's l2: 666.267\n",
"[21]\tvalid_0's poisson: -105.515\tvalid_0's l2: 645.082\n",
"[22]\tvalid_0's poisson: -105.77\tvalid_0's l2: 622.604\n",
"[23]\tvalid_0's poisson: -105.991\tvalid_0's l2: 603.556\n",
"[24]\tvalid_0's poisson: -106.197\tvalid_0's l2: 586.987\n",
"[25]\tvalid_0's poisson: -106.376\tvalid_0's l2: 572.451\n",
"[26]\tvalid_0's poisson: -106.561\tvalid_0's l2: 558.164\n",
"[27]\tvalid_0's poisson: -106.721\tvalid_0's l2: 544.744\n",
"[28]\tvalid_0's poisson: -106.881\tvalid_0's l2: 532.501\n",
"[29]\tvalid_0's poisson: -107.01\tvalid_0's l2: 522.172\n",
"[30]\tvalid_0's poisson: -107.16\tvalid_0's l2: 512.032\n",
"[31]\tvalid_0's poisson: -107.287\tvalid_0's l2: 503.279\n",
"[32]\tvalid_0's poisson: -107.399\tvalid_0's l2: 494.371\n",
"[33]\tvalid_0's poisson: -107.508\tvalid_0's l2: 484.559\n",
"[34]\tvalid_0's poisson: -107.614\tvalid_0's l2: 477.696\n",
"[35]\tvalid_0's poisson: -107.703\tvalid_0's l2: 469.682\n",
"[36]\tvalid_0's poisson: -107.785\tvalid_0's l2: 463.83\n",
"[37]\tvalid_0's poisson: -107.876\tvalid_0's l2: 456.846\n",
"[38]\tvalid_0's poisson: -107.945\tvalid_0's l2: 450.399\n",
"[39]\tvalid_0's poisson: -108.019\tvalid_0's l2: 444.684\n",
"[40]\tvalid_0's poisson: -108.068\tvalid_0's l2: 439.286\n",
"[41]\tvalid_0's poisson: -108.139\tvalid_0's l2: 433.816\n",
"[42]\tvalid_0's poisson: -108.191\tvalid_0's l2: 428.826\n",
"[43]\tvalid_0's poisson: -108.244\tvalid_0's l2: 425.157\n",
"[44]\tvalid_0's poisson: -108.288\tvalid_0's l2: 420.806\n",
"[45]\tvalid_0's poisson: -108.34\tvalid_0's l2: 416.576\n",
"[46]\tvalid_0's poisson: -108.383\tvalid_0's l2: 413.137\n",
"[47]\tvalid_0's poisson: -108.423\tvalid_0's l2: 409.982\n",
"[48]\tvalid_0's poisson: -108.461\tvalid_0's l2: 407.274\n",
"[49]\tvalid_0's poisson: -108.5\tvalid_0's l2: 403.758\n",
"[50]\tvalid_0's poisson: -108.532\tvalid_0's l2: 400.368\n",
"[51]\tvalid_0's poisson: -108.54\tvalid_0's l2: 397.792\n",
"[52]\tvalid_0's poisson: -108.554\tvalid_0's l2: 395.466\n",
"[53]\tvalid_0's poisson: -108.578\tvalid_0's l2: 393.145\n",
"[54]\tvalid_0's poisson: -108.598\tvalid_0's l2: 391.613\n",
"[55]\tvalid_0's poisson: -108.622\tvalid_0's l2: 389.722\n",
"[56]\tvalid_0's poisson: -108.635\tvalid_0's l2: 387.853\n",
"[57]\tvalid_0's poisson: -108.649\tvalid_0's l2: 386.169\n",
"[58]\tvalid_0's poisson: -108.641\tvalid_0's l2: 385.071\n",
"[59]\tvalid_0's poisson: -108.654\tvalid_0's l2: 383.004\n",
"[60]\tvalid_0's poisson: -108.664\tvalid_0's l2: 381.917\n",
"[61]\tvalid_0's poisson: -108.67\tvalid_0's l2: 380.357\n",
"[62]\tvalid_0's poisson: -108.656\tvalid_0's l2: 379.094\n",
"[63]\tvalid_0's poisson: -108.641\tvalid_0's l2: 378.028\n",
"[64]\tvalid_0's poisson: -108.652\tvalid_0's l2: 376.309\n",
"[65]\tvalid_0's poisson: -108.636\tvalid_0's l2: 375.388\n",
"[66]\tvalid_0's poisson: -108.601\tvalid_0's l2: 374.024\n",
"[67]\tvalid_0's poisson: -108.486\tvalid_0's l2: 372.902\n",
"[68]\tvalid_0's poisson: -108.47\tvalid_0's l2: 371.687\n",
"[69]\tvalid_0's poisson: -108.471\tvalid_0's l2: 370.269\n",
"[70]\tvalid_0's poisson: -108.472\tvalid_0's l2: 369.553\n",
"[71]\tvalid_0's poisson: -108.47\tvalid_0's l2: 368.795\n",
"[72]\tvalid_0's poisson: -108.478\tvalid_0's l2: 368.029\n",
"[73]\tvalid_0's poisson: -108.477\tvalid_0's l2: 367.103\n",
"[74]\tvalid_0's poisson: -108.472\tvalid_0's l2: 366.105\n",
"[75]\tvalid_0's poisson: -108.437\tvalid_0's l2: 365.744\n",
"[76]\tvalid_0's poisson: -108.436\tvalid_0's l2: 364.407\n",
"[77]\tvalid_0's poisson: -108.437\tvalid_0's l2: 363.681\n",
"[78]\tvalid_0's poisson: -108.438\tvalid_0's l2: 363.15\n",
"[79]\tvalid_0's poisson: -108.402\tvalid_0's l2: 362.311\n",
"[80]\tvalid_0's poisson: -108.413\tvalid_0's l2: 361.328\n",
"[81]\tvalid_0's poisson: -108.412\tvalid_0's l2: 360.307\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[82]\tvalid_0's poisson: -108.39\tvalid_0's l2: 359.841\n",
"[83]\tvalid_0's poisson: -108.335\tvalid_0's l2: 358.937\n",
"[84]\tvalid_0's poisson: -108.359\tvalid_0's l2: 358.608\n",
"[85]\tvalid_0's poisson: -108.328\tvalid_0's l2: 358.306\n",
"[86]\tvalid_0's poisson: -108.332\tvalid_0's l2: 357.914\n",
"[87]\tvalid_0's poisson: -108.295\tvalid_0's l2: 357.501\n",
"[88]\tvalid_0's poisson: -108.305\tvalid_0's l2: 356.575\n",
"[89]\tvalid_0's poisson: -108.307\tvalid_0's l2: 356.117\n",
"[90]\tvalid_0's poisson: -108.307\tvalid_0's l2: 355.624\n",
"[91]\tvalid_0's poisson: -108.306\tvalid_0's l2: 354.465\n",
"[92]\tvalid_0's poisson: -108.284\tvalid_0's l2: 353.673\n",
"[93]\tvalid_0's poisson: -108.273\tvalid_0's l2: 353.142\n",
"[94]\tvalid_0's poisson: -108.285\tvalid_0's l2: 352.638\n",
"[95]\tvalid_0's poisson: -108.268\tvalid_0's l2: 352.252\n",
"[96]\tvalid_0's poisson: -108.263\tvalid_0's l2: 351.434\n",
"[97]\tvalid_0's poisson: -108.269\tvalid_0's l2: 350.791\n",
"[98]\tvalid_0's poisson: -108.232\tvalid_0's l2: 350.241\n",
"[99]\tvalid_0's poisson: -108.239\tvalid_0's l2: 349.771\n",
"[100]\tvalid_0's poisson: -108.203\tvalid_0's l2: 349.365\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.8171\tvalid_0's l2: 2099.19\n",
"[2]\tvalid_0's poisson: -91.9408\tvalid_0's l2: 1922.63\n",
"[3]\tvalid_0's poisson: -93.7091\tvalid_0's l2: 1765.82\n",
"[4]\tvalid_0's poisson: -95.2034\tvalid_0's l2: 1626.82\n",
"[5]\tvalid_0's poisson: -96.5381\tvalid_0's l2: 1500.01\n",
"[6]\tvalid_0's poisson: -97.6372\tvalid_0's l2: 1392.23\n",
"[7]\tvalid_0's poisson: -98.6201\tvalid_0's l2: 1295.86\n",
"[8]\tvalid_0's poisson: -99.4832\tvalid_0's l2: 1210.71\n",
"[9]\tvalid_0's poisson: -100.295\tvalid_0's l2: 1131.42\n",
"[10]\tvalid_0's poisson: -100.976\tvalid_0's l2: 1065.58\n",
"[11]\tvalid_0's poisson: -101.599\tvalid_0's l2: 1005.42\n",
"[12]\tvalid_0's poisson: -102.174\tvalid_0's l2: 948.755\n",
"[13]\tvalid_0's poisson: -102.692\tvalid_0's l2: 899.21\n",
"[14]\tvalid_0's poisson: -103.16\tvalid_0's l2: 855.039\n",
"[15]\tvalid_0's poisson: -103.581\tvalid_0's l2: 816.2\n",
"[16]\tvalid_0's poisson: -103.99\tvalid_0's l2: 779.775\n",
"[17]\tvalid_0's poisson: -104.35\tvalid_0's l2: 747.197\n",
"[18]\tvalid_0's poisson: -104.675\tvalid_0's l2: 718.069\n",
"[19]\tvalid_0's poisson: -104.972\tvalid_0's l2: 691.683\n",
"[20]\tvalid_0's poisson: -105.262\tvalid_0's l2: 667.727\n",
"[21]\tvalid_0's poisson: -105.529\tvalid_0's l2: 644.808\n",
"[22]\tvalid_0's poisson: -105.781\tvalid_0's l2: 624.193\n",
"[23]\tvalid_0's poisson: -106.007\tvalid_0's l2: 604.979\n",
"[24]\tvalid_0's poisson: -106.208\tvalid_0's l2: 588.415\n",
"[25]\tvalid_0's poisson: -106.393\tvalid_0's l2: 572.822\n",
"[26]\tvalid_0's poisson: -106.571\tvalid_0's l2: 560.099\n",
"[27]\tvalid_0's poisson: -106.736\tvalid_0's l2: 546.48\n",
"[28]\tvalid_0's poisson: -106.891\tvalid_0's l2: 535.127\n",
"[29]\tvalid_0's poisson: -107.022\tvalid_0's l2: 524.126\n",
"[30]\tvalid_0's poisson: -107.165\tvalid_0's l2: 514.079\n",
"[31]\tvalid_0's poisson: -107.297\tvalid_0's l2: 504.409\n",
"[32]\tvalid_0's poisson: -107.407\tvalid_0's l2: 495.449\n",
"[33]\tvalid_0's poisson: -107.511\tvalid_0's l2: 487.512\n",
"[34]\tvalid_0's poisson: -107.612\tvalid_0's l2: 479.972\n",
"[35]\tvalid_0's poisson: -107.7\tvalid_0's l2: 473.203\n",
"[36]\tvalid_0's poisson: -107.782\tvalid_0's l2: 467.262\n",
"[37]\tvalid_0's poisson: -107.861\tvalid_0's l2: 461.443\n",
"[38]\tvalid_0's poisson: -107.928\tvalid_0's l2: 455.728\n",
"[39]\tvalid_0's poisson: -107.996\tvalid_0's l2: 450.509\n",
"[40]\tvalid_0's poisson: -108.055\tvalid_0's l2: 445.404\n",
"[41]\tvalid_0's poisson: -108.114\tvalid_0's l2: 440.179\n",
"[42]\tvalid_0's poisson: -108.17\tvalid_0's l2: 436.089\n",
"[43]\tvalid_0's poisson: -108.227\tvalid_0's l2: 432.193\n",
"[44]\tvalid_0's poisson: -108.283\tvalid_0's l2: 427.243\n",
"[45]\tvalid_0's poisson: -108.328\tvalid_0's l2: 423.997\n",
"[46]\tvalid_0's poisson: -108.375\tvalid_0's l2: 419.206\n",
"[47]\tvalid_0's poisson: -108.421\tvalid_0's l2: 416.449\n",
"[48]\tvalid_0's poisson: -108.459\tvalid_0's l2: 413.31\n",
"[49]\tvalid_0's poisson: -108.491\tvalid_0's l2: 410.8\n",
"[50]\tvalid_0's poisson: -108.512\tvalid_0's l2: 408.476\n",
"[51]\tvalid_0's poisson: -108.535\tvalid_0's l2: 405.562\n",
"[52]\tvalid_0's poisson: -108.561\tvalid_0's l2: 403.556\n",
"[53]\tvalid_0's poisson: -108.594\tvalid_0's l2: 400.51\n",
"[54]\tvalid_0's poisson: -108.623\tvalid_0's l2: 398.581\n",
"[55]\tvalid_0's poisson: -108.638\tvalid_0's l2: 396.927\n",
"[56]\tvalid_0's poisson: -108.655\tvalid_0's l2: 395.073\n",
"[57]\tvalid_0's poisson: -108.656\tvalid_0's l2: 393.267\n",
"[58]\tvalid_0's poisson: -108.674\tvalid_0's l2: 391.625\n",
"[59]\tvalid_0's poisson: -108.691\tvalid_0's l2: 390.275\n",
"[60]\tvalid_0's poisson: -108.683\tvalid_0's l2: 388.985\n",
"[61]\tvalid_0's poisson: -108.688\tvalid_0's l2: 386.98\n",
"[62]\tvalid_0's poisson: -108.701\tvalid_0's l2: 385.763\n",
"[63]\tvalid_0's poisson: -108.711\tvalid_0's l2: 384.339\n",
"[64]\tvalid_0's poisson: -108.723\tvalid_0's l2: 383.314\n",
"[65]\tvalid_0's poisson: -108.736\tvalid_0's l2: 381.998\n",
"[66]\tvalid_0's poisson: -108.737\tvalid_0's l2: 380.631\n",
"[67]\tvalid_0's poisson: -108.738\tvalid_0's l2: 379.414\n",
"[68]\tvalid_0's poisson: -108.666\tvalid_0's l2: 378.361\n",
"[69]\tvalid_0's poisson: -108.702\tvalid_0's l2: 377.291\n",
"[70]\tvalid_0's poisson: -108.665\tvalid_0's l2: 376.262\n",
"[71]\tvalid_0's poisson: -108.671\tvalid_0's l2: 375.287\n",
"[72]\tvalid_0's poisson: -108.652\tvalid_0's l2: 374.387\n",
"[73]\tvalid_0's poisson: -108.66\tvalid_0's l2: 373.273\n",
"[74]\tvalid_0's poisson: -108.628\tvalid_0's l2: 372.498\n",
"[75]\tvalid_0's poisson: -108.666\tvalid_0's l2: 371.495\n",
"[76]\tvalid_0's poisson: -108.665\tvalid_0's l2: 370.715\n",
"[77]\tvalid_0's poisson: -108.639\tvalid_0's l2: 369.973\n",
"[78]\tvalid_0's poisson: -108.619\tvalid_0's l2: 369.049\n",
"[79]\tvalid_0's poisson: -108.634\tvalid_0's l2: 368.375\n",
"[80]\tvalid_0's poisson: -108.643\tvalid_0's l2: 367.074\n",
"[81]\tvalid_0's poisson: -108.64\tvalid_0's l2: 366.503\n",
"[82]\tvalid_0's poisson: -108.64\tvalid_0's l2: 365.595\n",
"[83]\tvalid_0's poisson: -108.561\tvalid_0's l2: 364.799\n",
"[84]\tvalid_0's poisson: -108.513\tvalid_0's l2: 364.423\n",
"[85]\tvalid_0's poisson: -108.516\tvalid_0's l2: 363.355\n",
"[86]\tvalid_0's poisson: -108.504\tvalid_0's l2: 362.987\n",
"[87]\tvalid_0's poisson: -108.505\tvalid_0's l2: 361.93\n",
"[88]\tvalid_0's poisson: -108.491\tvalid_0's l2: 361.463\n",
"[89]\tvalid_0's poisson: -108.494\tvalid_0's l2: 360.529\n",
"[90]\tvalid_0's poisson: -108.487\tvalid_0's l2: 359.768\n",
"[91]\tvalid_0's poisson: -108.441\tvalid_0's l2: 359.486\n",
"[92]\tvalid_0's poisson: -108.446\tvalid_0's l2: 359.096\n",
"[93]\tvalid_0's poisson: -108.373\tvalid_0's l2: 358.449\n",
"[94]\tvalid_0's poisson: -108.363\tvalid_0's l2: 357.83\n",
"[95]\tvalid_0's poisson: -108.351\tvalid_0's l2: 357.173\n",
"[96]\tvalid_0's poisson: -108.348\tvalid_0's l2: 355.882\n",
"[97]\tvalid_0's poisson: -108.248\tvalid_0's l2: 355.571\n",
"[98]\tvalid_0's poisson: -108.194\tvalid_0's l2: 354.899\n",
"[99]\tvalid_0's poisson: -108.196\tvalid_0's l2: 354.126\n",
"[100]\tvalid_0's poisson: -108.134\tvalid_0's l2: 352.989\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.7596\tvalid_0's l2: 2102.44\n",
"[2]\tvalid_0's poisson: -91.8976\tvalid_0's l2: 1923.44\n",
"[3]\tvalid_0's poisson: -93.6669\tvalid_0's l2: 1765.91\n",
"[4]\tvalid_0's poisson: -95.167\tvalid_0's l2: 1627.03\n",
"[5]\tvalid_0's poisson: -96.4607\tvalid_0's l2: 1503.8\n",
"[6]\tvalid_0's poisson: -97.5896\tvalid_0's l2: 1394.04\n",
"[7]\tvalid_0's poisson: -98.5607\tvalid_0's l2: 1298.94\n",
"[8]\tvalid_0's poisson: -99.4227\tvalid_0's l2: 1214.4\n",
"[9]\tvalid_0's poisson: -100.229\tvalid_0's l2: 1135.71\n",
"[10]\tvalid_0's poisson: -100.929\tvalid_0's l2: 1067.06\n",
"[11]\tvalid_0's poisson: -101.568\tvalid_0's l2: 1004\n",
"[12]\tvalid_0's poisson: -102.13\tvalid_0's l2: 948.851\n",
"[13]\tvalid_0's poisson: -102.653\tvalid_0's l2: 900.087\n",
"[14]\tvalid_0's poisson: -103.135\tvalid_0's l2: 854.373\n",
"[15]\tvalid_0's poisson: -103.57\tvalid_0's l2: 813.913\n",
"[16]\tvalid_0's poisson: -103.956\tvalid_0's l2: 778.664\n",
"[17]\tvalid_0's poisson: -104.312\tvalid_0's l2: 746.427\n",
"[18]\tvalid_0's poisson: -104.638\tvalid_0's l2: 717.369\n",
"[19]\tvalid_0's poisson: -104.937\tvalid_0's l2: 691.092\n",
"[20]\tvalid_0's poisson: -105.231\tvalid_0's l2: 666.664\n",
"[21]\tvalid_0's poisson: -105.51\tvalid_0's l2: 642.314\n",
"[22]\tvalid_0's poisson: -105.765\tvalid_0's l2: 620.714\n",
"[23]\tvalid_0's poisson: -105.978\tvalid_0's l2: 602.424\n",
"[24]\tvalid_0's poisson: -106.196\tvalid_0's l2: 585.168\n",
"[25]\tvalid_0's poisson: -106.386\tvalid_0's l2: 569.302\n",
"[26]\tvalid_0's poisson: -106.578\tvalid_0's l2: 555.364\n",
"[27]\tvalid_0's poisson: -106.739\tvalid_0's l2: 542.444\n",
"[28]\tvalid_0's poisson: -106.88\tvalid_0's l2: 531.147\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[29]\tvalid_0's poisson: -107.025\tvalid_0's l2: 520.444\n",
"[30]\tvalid_0's poisson: -107.148\tvalid_0's l2: 510.124\n",
"[31]\tvalid_0's poisson: -107.27\tvalid_0's l2: 501.309\n",
"[32]\tvalid_0's poisson: -107.39\tvalid_0's l2: 492.577\n",
"[33]\tvalid_0's poisson: -107.494\tvalid_0's l2: 483.841\n",
"[34]\tvalid_0's poisson: -107.588\tvalid_0's l2: 475.569\n",
"[35]\tvalid_0's poisson: -107.683\tvalid_0's l2: 468.161\n",
"[36]\tvalid_0's poisson: -107.762\tvalid_0's l2: 462.188\n",
"[37]\tvalid_0's poisson: -107.839\tvalid_0's l2: 455.836\n",
"[38]\tvalid_0's poisson: -107.919\tvalid_0's l2: 450.291\n",
"[39]\tvalid_0's poisson: -107.984\tvalid_0's l2: 445.107\n",
"[40]\tvalid_0's poisson: -108.051\tvalid_0's l2: 440.929\n",
"[41]\tvalid_0's poisson: -108.108\tvalid_0's l2: 436.059\n",
"[42]\tvalid_0's poisson: -108.172\tvalid_0's l2: 430.831\n",
"[43]\tvalid_0's poisson: -108.224\tvalid_0's l2: 426.559\n",
"[44]\tvalid_0's poisson: -108.286\tvalid_0's l2: 422.141\n",
"[45]\tvalid_0's poisson: -108.327\tvalid_0's l2: 418.871\n",
"[46]\tvalid_0's poisson: -108.368\tvalid_0's l2: 415.313\n",
"[47]\tvalid_0's poisson: -108.408\tvalid_0's l2: 412.087\n",
"[48]\tvalid_0's poisson: -108.447\tvalid_0's l2: 409.693\n",
"[49]\tvalid_0's poisson: -108.476\tvalid_0's l2: 407.391\n",
"[50]\tvalid_0's poisson: -108.497\tvalid_0's l2: 404.44\n",
"[51]\tvalid_0's poisson: -108.521\tvalid_0's l2: 401.981\n",
"[52]\tvalid_0's poisson: -108.551\tvalid_0's l2: 399.369\n",
"[53]\tvalid_0's poisson: -108.568\tvalid_0's l2: 397.485\n",
"[54]\tvalid_0's poisson: -108.591\tvalid_0's l2: 395.018\n",
"[55]\tvalid_0's poisson: -108.609\tvalid_0's l2: 393.157\n",
"[56]\tvalid_0's poisson: -108.621\tvalid_0's l2: 391.487\n",
"[57]\tvalid_0's poisson: -108.632\tvalid_0's l2: 389.772\n",
"[58]\tvalid_0's poisson: -108.596\tvalid_0's l2: 388.278\n",
"[59]\tvalid_0's poisson: -108.606\tvalid_0's l2: 386.977\n",
"[60]\tvalid_0's poisson: -108.62\tvalid_0's l2: 385.489\n",
"[61]\tvalid_0's poisson: -108.578\tvalid_0's l2: 383.885\n",
"[62]\tvalid_0's poisson: -108.584\tvalid_0's l2: 382.69\n",
"[63]\tvalid_0's poisson: -108.597\tvalid_0's l2: 381.498\n",
"[64]\tvalid_0's poisson: -108.604\tvalid_0's l2: 380.56\n",
"[65]\tvalid_0's poisson: -108.615\tvalid_0's l2: 379.307\n",
"[66]\tvalid_0's poisson: -108.625\tvalid_0's l2: 378.163\n",
"[67]\tvalid_0's poisson: -108.599\tvalid_0's l2: 376.93\n",
"[68]\tvalid_0's poisson: -108.598\tvalid_0's l2: 375.757\n",
"[69]\tvalid_0's poisson: -108.583\tvalid_0's l2: 374.488\n",
"[70]\tvalid_0's poisson: -108.582\tvalid_0's l2: 373.713\n",
"[71]\tvalid_0's poisson: -108.558\tvalid_0's l2: 372.522\n",
"[72]\tvalid_0's poisson: -108.565\tvalid_0's l2: 371.936\n",
"[73]\tvalid_0's poisson: -108.556\tvalid_0's l2: 371.171\n",
"[74]\tvalid_0's poisson: -108.533\tvalid_0's l2: 370.268\n",
"[75]\tvalid_0's poisson: -108.536\tvalid_0's l2: 369.265\n",
"[76]\tvalid_0's poisson: -108.556\tvalid_0's l2: 368.373\n",
"[77]\tvalid_0's poisson: -108.511\tvalid_0's l2: 367.898\n",
"[78]\tvalid_0's poisson: -108.49\tvalid_0's l2: 367.123\n",
"[79]\tvalid_0's poisson: -108.491\tvalid_0's l2: 366.67\n",
"[80]\tvalid_0's poisson: -108.44\tvalid_0's l2: 365.987\n",
"[81]\tvalid_0's poisson: -108.445\tvalid_0's l2: 364.901\n",
"[82]\tvalid_0's poisson: -108.451\tvalid_0's l2: 364.315\n",
"[83]\tvalid_0's poisson: -108.502\tvalid_0's l2: 362.867\n",
"[84]\tvalid_0's poisson: -108.441\tvalid_0's l2: 362.258\n",
"[85]\tvalid_0's poisson: -108.417\tvalid_0's l2: 361.416\n",
"[86]\tvalid_0's poisson: -108.431\tvalid_0's l2: 360.73\n",
"[87]\tvalid_0's poisson: -108.431\tvalid_0's l2: 360.197\n",
"[88]\tvalid_0's poisson: -108.413\tvalid_0's l2: 359.776\n",
"[89]\tvalid_0's poisson: -108.393\tvalid_0's l2: 358.819\n",
"[90]\tvalid_0's poisson: -108.393\tvalid_0's l2: 358.466\n",
"[91]\tvalid_0's poisson: -108.385\tvalid_0's l2: 357.721\n",
"[92]\tvalid_0's poisson: -108.379\tvalid_0's l2: 357.26\n",
"[93]\tvalid_0's poisson: -108.3\tvalid_0's l2: 356.723\n",
"[94]\tvalid_0's poisson: -108.226\tvalid_0's l2: 356.356\n",
"[95]\tvalid_0's poisson: -108.216\tvalid_0's l2: 355.702\n",
"[96]\tvalid_0's poisson: -108.208\tvalid_0's l2: 355.185\n",
"[97]\tvalid_0's poisson: -108.192\tvalid_0's l2: 354.374\n",
"[98]\tvalid_0's poisson: -108.147\tvalid_0's l2: 353.78\n",
"[99]\tvalid_0's poisson: -108.121\tvalid_0's l2: 353.344\n",
"[100]\tvalid_0's poisson: -108.127\tvalid_0's l2: 353.026\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.858\tvalid_0's l2: 2250.37\n",
"[2]\tvalid_0's poisson: -88.5026\tvalid_0's l2: 2201.96\n",
"[3]\tvalid_0's poisson: -89.111\tvalid_0's l2: 2155.08\n",
"[4]\tvalid_0's poisson: -89.6952\tvalid_0's l2: 2108.98\n",
"[5]\tvalid_0's poisson: -90.2496\tvalid_0's l2: 2064.28\n",
"[6]\tvalid_0's poisson: -90.7724\tvalid_0's l2: 2021.4\n",
"[7]\tvalid_0's poisson: -91.2743\tvalid_0's l2: 1979.39\n",
"[8]\tvalid_0's poisson: -91.7615\tvalid_0's l2: 1938.05\n",
"[9]\tvalid_0's poisson: -92.2246\tvalid_0's l2: 1898.1\n",
"[10]\tvalid_0's poisson: -92.6632\tvalid_0's l2: 1859.71\n",
"[11]\tvalid_0's poisson: -93.0887\tvalid_0's l2: 1822.06\n",
"[12]\tvalid_0's poisson: -93.5017\tvalid_0's l2: 1785.05\n",
"[13]\tvalid_0's poisson: -93.8986\tvalid_0's l2: 1749.47\n",
"[14]\tvalid_0's poisson: -94.2797\tvalid_0's l2: 1714.61\n",
"[15]\tvalid_0's poisson: -94.6463\tvalid_0's l2: 1681.11\n",
"[16]\tvalid_0's poisson: -94.9939\tvalid_0's l2: 1648.98\n",
"[17]\tvalid_0's poisson: -95.3351\tvalid_0's l2: 1617.04\n",
"[18]\tvalid_0's poisson: -95.6579\tvalid_0's l2: 1586.77\n",
"[19]\tvalid_0's poisson: -95.9688\tvalid_0's l2: 1557.42\n",
"[20]\tvalid_0's poisson: -96.2761\tvalid_0's l2: 1528.13\n",
"[21]\tvalid_0's poisson: -96.5661\tvalid_0's l2: 1500.44\n",
"[22]\tvalid_0's poisson: -96.8498\tvalid_0's l2: 1472.99\n",
"[23]\tvalid_0's poisson: -97.1255\tvalid_0's l2: 1446.1\n",
"[24]\tvalid_0's poisson: -97.3897\tvalid_0's l2: 1420.4\n",
"[25]\tvalid_0's poisson: -97.6531\tvalid_0's l2: 1394.9\n",
"[26]\tvalid_0's poisson: -97.9045\tvalid_0's l2: 1370.17\n",
"[27]\tvalid_0's poisson: -98.1471\tvalid_0's l2: 1346.31\n",
"[28]\tvalid_0's poisson: -98.3786\tvalid_0's l2: 1323.93\n",
"[29]\tvalid_0's poisson: -98.6024\tvalid_0's l2: 1302.29\n",
"[30]\tvalid_0's poisson: -98.8299\tvalid_0's l2: 1279.98\n",
"[31]\tvalid_0's poisson: -99.0465\tvalid_0's l2: 1258.56\n",
"[32]\tvalid_0's poisson: -99.2522\tvalid_0's l2: 1238.66\n",
"[33]\tvalid_0's poisson: -99.4514\tvalid_0's l2: 1219.32\n",
"[34]\tvalid_0's poisson: -99.6545\tvalid_0's l2: 1199.38\n",
"[35]\tvalid_0's poisson: -99.8484\tvalid_0's l2: 1180.17\n",
"[36]\tvalid_0's poisson: -100.031\tvalid_0's l2: 1162.41\n",
"[37]\tvalid_0's poisson: -100.212\tvalid_0's l2: 1144.98\n",
"[38]\tvalid_0's poisson: -100.388\tvalid_0's l2: 1127.54\n",
"[39]\tvalid_0's poisson: -100.569\tvalid_0's l2: 1109.99\n",
"[40]\tvalid_0's poisson: -100.737\tvalid_0's l2: 1093.89\n",
"[41]\tvalid_0's poisson: -100.901\tvalid_0's l2: 1078.18\n",
"[42]\tvalid_0's poisson: -101.06\tvalid_0's l2: 1062.71\n",
"[43]\tvalid_0's poisson: -101.216\tvalid_0's l2: 1047.42\n",
"[44]\tvalid_0's poisson: -101.367\tvalid_0's l2: 1032.98\n",
"[45]\tvalid_0's poisson: -101.515\tvalid_0's l2: 1018.8\n",
"[46]\tvalid_0's poisson: -101.658\tvalid_0's l2: 1005.23\n",
"[47]\tvalid_0's poisson: -101.8\tvalid_0's l2: 991.123\n",
"[48]\tvalid_0's poisson: -101.937\tvalid_0's l2: 978.212\n",
"[49]\tvalid_0's poisson: -102.071\tvalid_0's l2: 965.487\n",
"[50]\tvalid_0's poisson: -102.201\tvalid_0's l2: 953.227\n",
"[51]\tvalid_0's poisson: -102.331\tvalid_0's l2: 940.592\n",
"[52]\tvalid_0's poisson: -102.455\tvalid_0's l2: 929.203\n",
"[53]\tvalid_0's poisson: -102.577\tvalid_0's l2: 917.478\n",
"[54]\tvalid_0's poisson: -102.698\tvalid_0's l2: 905.845\n",
"[55]\tvalid_0's poisson: -102.817\tvalid_0's l2: 894.526\n",
"[56]\tvalid_0's poisson: -102.934\tvalid_0's l2: 883.444\n",
"[57]\tvalid_0's poisson: -103.046\tvalid_0's l2: 872.814\n",
"[58]\tvalid_0's poisson: -103.156\tvalid_0's l2: 862.46\n",
"[59]\tvalid_0's poisson: -103.264\tvalid_0's l2: 852.289\n",
"[60]\tvalid_0's poisson: -103.369\tvalid_0's l2: 842.662\n",
"[61]\tvalid_0's poisson: -103.471\tvalid_0's l2: 833.093\n",
"[62]\tvalid_0's poisson: -103.573\tvalid_0's l2: 823.595\n",
"[63]\tvalid_0's poisson: -103.67\tvalid_0's l2: 814.627\n",
"[64]\tvalid_0's poisson: -103.768\tvalid_0's l2: 805.71\n",
"[65]\tvalid_0's poisson: -103.863\tvalid_0's l2: 797.094\n",
"[66]\tvalid_0's poisson: -103.954\tvalid_0's l2: 788.888\n",
"[67]\tvalid_0's poisson: -104.043\tvalid_0's l2: 780.622\n",
"[68]\tvalid_0's poisson: -104.128\tvalid_0's l2: 773.197\n",
"[69]\tvalid_0's poisson: -104.218\tvalid_0's l2: 765.237\n",
"[70]\tvalid_0's poisson: -104.31\tvalid_0's l2: 756.807\n",
"[71]\tvalid_0's poisson: -104.392\tvalid_0's l2: 749.418\n",
"[72]\tvalid_0's poisson: -104.481\tvalid_0's l2: 741.435\n",
"[73]\tvalid_0's poisson: -104.558\tvalid_0's l2: 734.495\n",
"[74]\tvalid_0's poisson: -104.643\tvalid_0's l2: 726.897\n",
"[75]\tvalid_0's poisson: -104.72\tvalid_0's l2: 719.949\n",
"[76]\tvalid_0's poisson: -104.8\tvalid_0's l2: 712.847\n",
"[77]\tvalid_0's poisson: -104.879\tvalid_0's l2: 705.822\n",
"[78]\tvalid_0's poisson: -104.952\tvalid_0's l2: 699.456\n",
"[79]\tvalid_0's poisson: -105.025\tvalid_0's l2: 693.046\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[80]\tvalid_0's poisson: -105.093\tvalid_0's l2: 687.114\n",
"[81]\tvalid_0's poisson: -105.166\tvalid_0's l2: 680.777\n",
"[82]\tvalid_0's poisson: -105.232\tvalid_0's l2: 675.139\n",
"[83]\tvalid_0's poisson: -105.3\tvalid_0's l2: 669.302\n",
"[84]\tvalid_0's poisson: -105.364\tvalid_0's l2: 663.448\n",
"[85]\tvalid_0's poisson: -105.429\tvalid_0's l2: 657.891\n",
"[86]\tvalid_0's poisson: -105.494\tvalid_0's l2: 652.046\n",
"[87]\tvalid_0's poisson: -105.555\tvalid_0's l2: 646.58\n",
"[88]\tvalid_0's poisson: -105.619\tvalid_0's l2: 641.396\n",
"[89]\tvalid_0's poisson: -105.68\tvalid_0's l2: 635.915\n",
"[90]\tvalid_0's poisson: -105.741\tvalid_0's l2: 631.02\n",
"[91]\tvalid_0's poisson: -105.801\tvalid_0's l2: 626.245\n",
"[92]\tvalid_0's poisson: -105.86\tvalid_0's l2: 621.123\n",
"[93]\tvalid_0's poisson: -105.917\tvalid_0's l2: 616.554\n",
"[94]\tvalid_0's poisson: -105.969\tvalid_0's l2: 611.845\n",
"[95]\tvalid_0's poisson: -106.024\tvalid_0's l2: 607.54\n",
"[96]\tvalid_0's poisson: -106.078\tvalid_0's l2: 602.893\n",
"[97]\tvalid_0's poisson: -106.126\tvalid_0's l2: 598.498\n",
"[98]\tvalid_0's poisson: -106.177\tvalid_0's l2: 594.471\n",
"[99]\tvalid_0's poisson: -106.228\tvalid_0's l2: 590.389\n",
"[100]\tvalid_0's poisson: -106.273\tvalid_0's l2: 586.457\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.869\tvalid_0's l2: 2249.51\n",
"[2]\tvalid_0's poisson: -88.5126\tvalid_0's l2: 2201.08\n",
"[3]\tvalid_0's poisson: -89.1264\tvalid_0's l2: 2153.6\n",
"[4]\tvalid_0's poisson: -89.7102\tvalid_0's l2: 2107.38\n",
"[5]\tvalid_0's poisson: -90.2825\tvalid_0's l2: 2061.28\n",
"[6]\tvalid_0's poisson: -90.8131\tvalid_0's l2: 2017.37\n",
"[7]\tvalid_0's poisson: -91.309\tvalid_0's l2: 1975.68\n",
"[8]\tvalid_0's poisson: -91.7905\tvalid_0's l2: 1934.39\n",
"[9]\tvalid_0's poisson: -92.2667\tvalid_0's l2: 1893.28\n",
"[10]\tvalid_0's poisson: -92.7036\tvalid_0's l2: 1854.76\n",
"[11]\tvalid_0's poisson: -93.1235\tvalid_0's l2: 1817.28\n",
"[12]\tvalid_0's poisson: -93.529\tvalid_0's l2: 1780.55\n",
"[13]\tvalid_0's poisson: -93.9325\tvalid_0's l2: 1743.96\n",
"[14]\tvalid_0's poisson: -94.3038\tvalid_0's l2: 1709.67\n",
"[15]\tvalid_0's poisson: -94.6561\tvalid_0's l2: 1677.01\n",
"[16]\tvalid_0's poisson: -95.0014\tvalid_0's l2: 1644.53\n",
"[17]\tvalid_0's poisson: -95.3507\tvalid_0's l2: 1611.86\n",
"[18]\tvalid_0's poisson: -95.6726\tvalid_0's l2: 1581.11\n",
"[19]\tvalid_0's poisson: -95.978\tvalid_0's l2: 1552.05\n",
"[20]\tvalid_0's poisson: -96.2927\tvalid_0's l2: 1522.09\n",
"[21]\tvalid_0's poisson: -96.5781\tvalid_0's l2: 1494.6\n",
"[22]\tvalid_0's poisson: -96.8591\tvalid_0's l2: 1467.25\n",
"[23]\tvalid_0's poisson: -97.1432\tvalid_0's l2: 1439.83\n",
"[24]\tvalid_0's poisson: -97.4031\tvalid_0's l2: 1414.63\n",
"[25]\tvalid_0's poisson: -97.6576\tvalid_0's l2: 1389.69\n",
"[26]\tvalid_0's poisson: -97.903\tvalid_0's l2: 1365.52\n",
"[27]\tvalid_0's poisson: -98.1548\tvalid_0's l2: 1341.02\n",
"[28]\tvalid_0's poisson: -98.3863\tvalid_0's l2: 1318.53\n",
"[29]\tvalid_0's poisson: -98.6127\tvalid_0's l2: 1296.11\n",
"[30]\tvalid_0's poisson: -98.8356\tvalid_0's l2: 1274.02\n",
"[31]\tvalid_0's poisson: -99.0477\tvalid_0's l2: 1253.28\n",
"[32]\tvalid_0's poisson: -99.256\tvalid_0's l2: 1232.83\n",
"[33]\tvalid_0's poisson: -99.4619\tvalid_0's l2: 1212.32\n",
"[34]\tvalid_0's poisson: -99.6603\tvalid_0's l2: 1192.75\n",
"[35]\tvalid_0's poisson: -99.8531\tvalid_0's l2: 1173.63\n",
"[36]\tvalid_0's poisson: -100.037\tvalid_0's l2: 1155.61\n",
"[37]\tvalid_0's poisson: -100.218\tvalid_0's l2: 1138.04\n",
"[38]\tvalid_0's poisson: -100.403\tvalid_0's l2: 1119.94\n",
"[39]\tvalid_0's poisson: -100.577\tvalid_0's l2: 1102.8\n",
"[40]\tvalid_0's poisson: -100.748\tvalid_0's l2: 1085.96\n",
"[41]\tvalid_0's poisson: -100.91\tvalid_0's l2: 1070.32\n",
"[42]\tvalid_0's poisson: -101.071\tvalid_0's l2: 1054.44\n",
"[43]\tvalid_0's poisson: -101.228\tvalid_0's l2: 1039.35\n",
"[44]\tvalid_0's poisson: -101.381\tvalid_0's l2: 1024.27\n",
"[45]\tvalid_0's poisson: -101.527\tvalid_0's l2: 1009.88\n",
"[46]\tvalid_0's poisson: -101.673\tvalid_0's l2: 995.531\n",
"[47]\tvalid_0's poisson: -101.814\tvalid_0's l2: 981.975\n",
"[48]\tvalid_0's poisson: -101.953\tvalid_0's l2: 968.421\n",
"[49]\tvalid_0's poisson: -102.089\tvalid_0's l2: 955.076\n",
"[50]\tvalid_0's poisson: -102.221\tvalid_0's l2: 942.354\n",
"[51]\tvalid_0's poisson: -102.35\tvalid_0's l2: 929.953\n",
"[52]\tvalid_0's poisson: -102.477\tvalid_0's l2: 917.749\n",
"[53]\tvalid_0's poisson: -102.6\tvalid_0's l2: 906.034\n",
"[54]\tvalid_0's poisson: -102.719\tvalid_0's l2: 894.58\n",
"[55]\tvalid_0's poisson: -102.837\tvalid_0's l2: 883.595\n",
"[56]\tvalid_0's poisson: -102.952\tvalid_0's l2: 872.822\n",
"[57]\tvalid_0's poisson: -103.066\tvalid_0's l2: 862.215\n",
"[58]\tvalid_0's poisson: -103.173\tvalid_0's l2: 852.196\n",
"[59]\tvalid_0's poisson: -103.286\tvalid_0's l2: 841.959\n",
"[60]\tvalid_0's poisson: -103.391\tvalid_0's l2: 832.348\n",
"[61]\tvalid_0's poisson: -103.491\tvalid_0's l2: 823.131\n",
"[62]\tvalid_0's poisson: -103.596\tvalid_0's l2: 813.688\n",
"[63]\tvalid_0's poisson: -103.693\tvalid_0's l2: 804.834\n",
"[64]\tvalid_0's poisson: -103.789\tvalid_0's l2: 796.049\n",
"[65]\tvalid_0's poisson: -103.888\tvalid_0's l2: 787.328\n",
"[66]\tvalid_0's poisson: -103.979\tvalid_0's l2: 779.14\n",
"[67]\tvalid_0's poisson: -104.065\tvalid_0's l2: 771.408\n",
"[68]\tvalid_0's poisson: -104.156\tvalid_0's l2: 763.463\n",
"[69]\tvalid_0's poisson: -104.245\tvalid_0's l2: 755.738\n",
"[70]\tvalid_0's poisson: -104.331\tvalid_0's l2: 748.279\n",
"[71]\tvalid_0's poisson: -104.417\tvalid_0's l2: 741\n",
"[72]\tvalid_0's poisson: -104.503\tvalid_0's l2: 733.338\n",
"[73]\tvalid_0's poisson: -104.588\tvalid_0's l2: 725.879\n",
"[74]\tvalid_0's poisson: -104.672\tvalid_0's l2: 718.43\n",
"[75]\tvalid_0's poisson: -104.753\tvalid_0's l2: 711.423\n",
"[76]\tvalid_0's poisson: -104.825\tvalid_0's l2: 705.218\n",
"[77]\tvalid_0's poisson: -104.901\tvalid_0's l2: 698.579\n",
"[78]\tvalid_0's poisson: -104.969\tvalid_0's l2: 692.736\n",
"[79]\tvalid_0's poisson: -105.041\tvalid_0's l2: 686.549\n",
"[80]\tvalid_0's poisson: -105.112\tvalid_0's l2: 680.488\n",
"[81]\tvalid_0's poisson: -105.177\tvalid_0's l2: 674.871\n",
"[82]\tvalid_0's poisson: -105.245\tvalid_0's l2: 669.439\n",
"[83]\tvalid_0's poisson: -105.315\tvalid_0's l2: 663.625\n",
"[84]\tvalid_0's poisson: -105.381\tvalid_0's l2: 658.102\n",
"[85]\tvalid_0's poisson: -105.448\tvalid_0's l2: 652.348\n",
"[86]\tvalid_0's poisson: -105.508\tvalid_0's l2: 647.241\n",
"[87]\tvalid_0's poisson: -105.569\tvalid_0's l2: 642.157\n",
"[88]\tvalid_0's poisson: -105.627\tvalid_0's l2: 637.442\n",
"[89]\tvalid_0's poisson: -105.685\tvalid_0's l2: 632.632\n",
"[90]\tvalid_0's poisson: -105.742\tvalid_0's l2: 628\n",
"[91]\tvalid_0's poisson: -105.797\tvalid_0's l2: 623.017\n",
"[92]\tvalid_0's poisson: -105.853\tvalid_0's l2: 618.225\n",
"[93]\tvalid_0's poisson: -105.908\tvalid_0's l2: 613.53\n",
"[94]\tvalid_0's poisson: -105.963\tvalid_0's l2: 609.138\n",
"[95]\tvalid_0's poisson: -106.016\tvalid_0's l2: 604.61\n",
"[96]\tvalid_0's poisson: -106.068\tvalid_0's l2: 600.157\n",
"[97]\tvalid_0's poisson: -106.12\tvalid_0's l2: 595.821\n",
"[98]\tvalid_0's poisson: -106.17\tvalid_0's l2: 591.84\n",
"[99]\tvalid_0's poisson: -106.218\tvalid_0's l2: 587.824\n",
"[100]\tvalid_0's poisson: -106.265\tvalid_0's l2: 583.784\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8674\tvalid_0's l2: 2249.51\n",
"[2]\tvalid_0's poisson: -88.5255\tvalid_0's l2: 2199.85\n",
"[3]\tvalid_0's poisson: -89.1502\tvalid_0's l2: 2151.48\n",
"[4]\tvalid_0's poisson: -89.747\tvalid_0's l2: 2104.08\n",
"[5]\tvalid_0's poisson: -90.3071\tvalid_0's l2: 2058.62\n",
"[6]\tvalid_0's poisson: -90.8407\tvalid_0's l2: 2014.68\n",
"[7]\tvalid_0's poisson: -91.3476\tvalid_0's l2: 1972.12\n",
"[8]\tvalid_0's poisson: -91.8379\tvalid_0's l2: 1930.09\n",
"[9]\tvalid_0's poisson: -92.2995\tvalid_0's l2: 1890.07\n",
"[10]\tvalid_0's poisson: -92.7482\tvalid_0's l2: 1850.48\n",
"[11]\tvalid_0's poisson: -93.1718\tvalid_0's l2: 1812.65\n",
"[12]\tvalid_0's poisson: -93.5793\tvalid_0's l2: 1775.98\n",
"[13]\tvalid_0's poisson: -93.9699\tvalid_0's l2: 1740.44\n",
"[14]\tvalid_0's poisson: -94.3504\tvalid_0's l2: 1705.38\n",
"[15]\tvalid_0's poisson: -94.7111\tvalid_0's l2: 1671.93\n",
"[16]\tvalid_0's poisson: -95.065\tvalid_0's l2: 1638.79\n",
"[17]\tvalid_0's poisson: -95.4\tvalid_0's l2: 1607.27\n",
"[18]\tvalid_0's poisson: -95.7286\tvalid_0's l2: 1576.19\n",
"[19]\tvalid_0's poisson: -96.0411\tvalid_0's l2: 1546.46\n",
"[20]\tvalid_0's poisson: -96.3519\tvalid_0's l2: 1516.76\n",
"[21]\tvalid_0's poisson: -96.6435\tvalid_0's l2: 1488.74\n",
"[22]\tvalid_0's poisson: -96.9329\tvalid_0's l2: 1460.74\n",
"[23]\tvalid_0's poisson: -97.2072\tvalid_0's l2: 1433.96\n",
"[24]\tvalid_0's poisson: -97.4783\tvalid_0's l2: 1407.55\n",
"[25]\tvalid_0's poisson: -97.734\tvalid_0's l2: 1382.4\n",
"[26]\tvalid_0's poisson: -97.9819\tvalid_0's l2: 1357.98\n",
"[27]\tvalid_0's poisson: -98.2224\tvalid_0's l2: 1334.25\n",
"[28]\tvalid_0's poisson: -98.4568\tvalid_0's l2: 1311.1\n",
"[29]\tvalid_0's poisson: -98.6823\tvalid_0's l2: 1289.12\n",
"[30]\tvalid_0's poisson: -98.9015\tvalid_0's l2: 1267.34\n",
"[31]\tvalid_0's poisson: -99.1121\tvalid_0's l2: 1246.35\n",
"[32]\tvalid_0's poisson: -99.326\tvalid_0's l2: 1225.33\n",
"[33]\tvalid_0's poisson: -99.5261\tvalid_0's l2: 1205.48\n",
"[34]\tvalid_0's poisson: -99.7229\tvalid_0's l2: 1185.92\n",
"[35]\tvalid_0's poisson: -99.9216\tvalid_0's l2: 1166.49\n",
"[36]\tvalid_0's poisson: -100.112\tvalid_0's l2: 1147.37\n",
"[37]\tvalid_0's poisson: -100.293\tvalid_0's l2: 1129.09\n",
"[38]\tvalid_0's poisson: -100.47\tvalid_0's l2: 1111.98\n",
"[39]\tvalid_0's poisson: -100.637\tvalid_0's l2: 1095.64\n",
"[40]\tvalid_0's poisson: -100.802\tvalid_0's l2: 1079.6\n",
"[41]\tvalid_0's poisson: -100.973\tvalid_0's l2: 1063.07\n",
"[42]\tvalid_0's poisson: -101.128\tvalid_0's l2: 1047.95\n",
"[43]\tvalid_0's poisson: -101.282\tvalid_0's l2: 1033.17\n",
"[44]\tvalid_0's poisson: -101.434\tvalid_0's l2: 1018.11\n",
"[45]\tvalid_0's poisson: -101.578\tvalid_0's l2: 1003.94\n",
"[46]\tvalid_0's poisson: -101.728\tvalid_0's l2: 989.643\n",
"[47]\tvalid_0's poisson: -101.867\tvalid_0's l2: 976.21\n",
"[48]\tvalid_0's poisson: -102.001\tvalid_0's l2: 963.159\n",
"[49]\tvalid_0's poisson: -102.132\tvalid_0's l2: 950.501\n",
"[50]\tvalid_0's poisson: -102.261\tvalid_0's l2: 937.963\n",
"[51]\tvalid_0's poisson: -102.396\tvalid_0's l2: 925.421\n",
"[52]\tvalid_0's poisson: -102.519\tvalid_0's l2: 913.382\n",
"[53]\tvalid_0's poisson: -102.643\tvalid_0's l2: 901.471\n",
"[54]\tvalid_0's poisson: -102.765\tvalid_0's l2: 889.808\n",
"[55]\tvalid_0's poisson: -102.885\tvalid_0's l2: 878.359\n",
"[56]\tvalid_0's poisson: -102.998\tvalid_0's l2: 867.573\n",
"[57]\tvalid_0's poisson: -103.107\tvalid_0's l2: 857.391\n",
"[58]\tvalid_0's poisson: -103.221\tvalid_0's l2: 846.969\n",
"[59]\tvalid_0's poisson: -103.329\tvalid_0's l2: 836.866\n",
"[60]\tvalid_0's poisson: -103.434\tvalid_0's l2: 827.093\n",
"[61]\tvalid_0's poisson: -103.536\tvalid_0's l2: 817.578\n",
"[62]\tvalid_0's poisson: -103.637\tvalid_0's l2: 808.204\n",
"[63]\tvalid_0's poisson: -103.735\tvalid_0's l2: 799.045\n",
"[64]\tvalid_0's poisson: -103.829\tvalid_0's l2: 790.422\n",
"[65]\tvalid_0's poisson: -103.922\tvalid_0's l2: 781.873\n",
"[66]\tvalid_0's poisson: -104.012\tvalid_0's l2: 773.627\n",
"[67]\tvalid_0's poisson: -104.102\tvalid_0's l2: 765.534\n",
"[68]\tvalid_0's poisson: -104.189\tvalid_0's l2: 757.618\n",
"[69]\tvalid_0's poisson: -104.273\tvalid_0's l2: 750.181\n",
"[70]\tvalid_0's poisson: -104.357\tvalid_0's l2: 742.714\n",
"[71]\tvalid_0's poisson: -104.443\tvalid_0's l2: 735.286\n",
"[72]\tvalid_0's poisson: -104.526\tvalid_0's l2: 728.127\n",
"[73]\tvalid_0's poisson: -104.604\tvalid_0's l2: 721.457\n",
"[74]\tvalid_0's poisson: -104.684\tvalid_0's l2: 714.587\n",
"[75]\tvalid_0's poisson: -104.762\tvalid_0's l2: 707.863\n",
"[76]\tvalid_0's poisson: -104.835\tvalid_0's l2: 701.643\n",
"[77]\tvalid_0's poisson: -104.912\tvalid_0's l2: 695.447\n",
"[78]\tvalid_0's poisson: -104.981\tvalid_0's l2: 689.569\n",
"[79]\tvalid_0's poisson: -105.055\tvalid_0's l2: 683.304\n",
"[80]\tvalid_0's poisson: -105.122\tvalid_0's l2: 677.651\n",
"[81]\tvalid_0's poisson: -105.192\tvalid_0's l2: 672.132\n",
"[82]\tvalid_0's poisson: -105.257\tvalid_0's l2: 666.478\n",
"[83]\tvalid_0's poisson: -105.323\tvalid_0's l2: 661.069\n",
"[84]\tvalid_0's poisson: -105.385\tvalid_0's l2: 655.928\n",
"[85]\tvalid_0's poisson: -105.452\tvalid_0's l2: 649.939\n",
"[86]\tvalid_0's poisson: -105.513\tvalid_0's l2: 644.847\n",
"[87]\tvalid_0's poisson: -105.576\tvalid_0's l2: 639.37\n",
"[88]\tvalid_0's poisson: -105.639\tvalid_0's l2: 633.785\n",
"[89]\tvalid_0's poisson: -105.695\tvalid_0's l2: 629.283\n",
"[90]\tvalid_0's poisson: -105.756\tvalid_0's l2: 623.938\n",
"[91]\tvalid_0's poisson: -105.813\tvalid_0's l2: 618.924\n",
"[92]\tvalid_0's poisson: -105.869\tvalid_0's l2: 614.253\n",
"[93]\tvalid_0's poisson: -105.926\tvalid_0's l2: 609.612\n",
"[94]\tvalid_0's poisson: -105.979\tvalid_0's l2: 605.033\n",
"[95]\tvalid_0's poisson: -106.033\tvalid_0's l2: 600.555\n",
"[96]\tvalid_0's poisson: -106.084\tvalid_0's l2: 596.431\n",
"[97]\tvalid_0's poisson: -106.134\tvalid_0's l2: 592.229\n",
"[98]\tvalid_0's poisson: -106.184\tvalid_0's l2: 588.141\n",
"[99]\tvalid_0's poisson: -106.231\tvalid_0's l2: 584.359\n",
"[100]\tvalid_0's poisson: -106.281\tvalid_0's l2: 580.239\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8804\tvalid_0's l2: 2248.76\n",
"[2]\tvalid_0's poisson: -88.5388\tvalid_0's l2: 2199.33\n",
"[3]\tvalid_0's poisson: -89.1749\tvalid_0's l2: 2150.24\n",
"[4]\tvalid_0's poisson: -89.7628\tvalid_0's l2: 2103.78\n",
"[5]\tvalid_0's poisson: -90.3261\tvalid_0's l2: 2058.25\n",
"[6]\tvalid_0's poisson: -90.858\tvalid_0's l2: 2014.41\n",
"[7]\tvalid_0's poisson: -91.3752\tvalid_0's l2: 1970.97\n",
"[8]\tvalid_0's poisson: -91.8568\tvalid_0's l2: 1929.82\n",
"[9]\tvalid_0's poisson: -92.3286\tvalid_0's l2: 1888.9\n",
"[10]\tvalid_0's poisson: -92.7731\tvalid_0's l2: 1849.71\n",
"[11]\tvalid_0's poisson: -93.198\tvalid_0's l2: 1811.74\n",
"[12]\tvalid_0's poisson: -93.6057\tvalid_0's l2: 1774.85\n",
"[13]\tvalid_0's poisson: -94.0047\tvalid_0's l2: 1738.46\n",
"[14]\tvalid_0's poisson: -94.3812\tvalid_0's l2: 1703.72\n",
"[15]\tvalid_0's poisson: -94.7413\tvalid_0's l2: 1670.12\n",
"[16]\tvalid_0's poisson: -95.0856\tvalid_0's l2: 1637.69\n",
"[17]\tvalid_0's poisson: -95.4298\tvalid_0's l2: 1605.26\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -95.7494\tvalid_0's l2: 1574.85\n",
"[19]\tvalid_0's poisson: -96.0552\tvalid_0's l2: 1545.73\n",
"[20]\tvalid_0's poisson: -96.3496\tvalid_0's l2: 1517.52\n",
"[21]\tvalid_0's poisson: -96.6503\tvalid_0's l2: 1488.59\n",
"[22]\tvalid_0's poisson: -96.9251\tvalid_0's l2: 1462.04\n",
"[23]\tvalid_0's poisson: -97.1922\tvalid_0's l2: 1436.2\n",
"[24]\tvalid_0's poisson: -97.4666\tvalid_0's l2: 1409.56\n",
"[25]\tvalid_0's poisson: -97.7238\tvalid_0's l2: 1384.46\n",
"[26]\tvalid_0's poisson: -97.9703\tvalid_0's l2: 1360.21\n",
"[27]\tvalid_0's poisson: -98.2123\tvalid_0's l2: 1336.43\n",
"[28]\tvalid_0's poisson: -98.445\tvalid_0's l2: 1313.58\n",
"[29]\tvalid_0's poisson: -98.6811\tvalid_0's l2: 1290.49\n",
"[30]\tvalid_0's poisson: -98.9042\tvalid_0's l2: 1268.41\n",
"[31]\tvalid_0's poisson: -99.1159\tvalid_0's l2: 1247.54\n",
"[32]\tvalid_0's poisson: -99.326\tvalid_0's l2: 1226.73\n",
"[33]\tvalid_0's poisson: -99.5361\tvalid_0's l2: 1206.16\n",
"[34]\tvalid_0's poisson: -99.731\tvalid_0's l2: 1186.96\n",
"[35]\tvalid_0's poisson: -99.9216\tvalid_0's l2: 1168.15\n",
"[36]\tvalid_0's poisson: -100.109\tvalid_0's l2: 1149.67\n",
"[37]\tvalid_0's poisson: -100.291\tvalid_0's l2: 1131.63\n",
"[38]\tvalid_0's poisson: -100.466\tvalid_0's l2: 1114.44\n",
"[39]\tvalid_0's poisson: -100.638\tvalid_0's l2: 1097.45\n",
"[40]\tvalid_0's poisson: -100.807\tvalid_0's l2: 1080.58\n",
"[41]\tvalid_0's poisson: -100.969\tvalid_0's l2: 1065.05\n",
"[42]\tvalid_0's poisson: -101.128\tvalid_0's l2: 1049.36\n",
"[43]\tvalid_0's poisson: -101.283\tvalid_0's l2: 1034.42\n",
"[44]\tvalid_0's poisson: -101.436\tvalid_0's l2: 1019.26\n",
"[45]\tvalid_0's poisson: -101.581\tvalid_0's l2: 1005.21\n",
"[46]\tvalid_0's poisson: -101.728\tvalid_0's l2: 990.689\n",
"[47]\tvalid_0's poisson: -101.873\tvalid_0's l2: 976.901\n",
"[48]\tvalid_0's poisson: -102.012\tvalid_0's l2: 963.274\n",
"[49]\tvalid_0's poisson: -102.148\tvalid_0's l2: 950.025\n",
"[50]\tvalid_0's poisson: -102.28\tvalid_0's l2: 937.325\n",
"[51]\tvalid_0's poisson: -102.408\tvalid_0's l2: 924.84\n",
"[52]\tvalid_0's poisson: -102.533\tvalid_0's l2: 912.956\n",
"[53]\tvalid_0's poisson: -102.654\tvalid_0's l2: 901.137\n",
"[54]\tvalid_0's poisson: -102.772\tvalid_0's l2: 889.925\n",
"[55]\tvalid_0's poisson: -102.894\tvalid_0's l2: 878.724\n",
"[56]\tvalid_0's poisson: -103.01\tvalid_0's l2: 867.804\n",
"[57]\tvalid_0's poisson: -103.122\tvalid_0's l2: 857.132\n",
"[58]\tvalid_0's poisson: -103.231\tvalid_0's l2: 846.807\n",
"[59]\tvalid_0's poisson: -103.338\tvalid_0's l2: 836.801\n",
"[60]\tvalid_0's poisson: -103.442\tvalid_0's l2: 827.148\n",
"[61]\tvalid_0's poisson: -103.545\tvalid_0's l2: 817.744\n",
"[62]\tvalid_0's poisson: -103.643\tvalid_0's l2: 808.757\n",
"[63]\tvalid_0's poisson: -103.741\tvalid_0's l2: 799.761\n",
"[64]\tvalid_0's poisson: -103.836\tvalid_0's l2: 791.217\n",
"[65]\tvalid_0's poisson: -103.929\tvalid_0's l2: 782.681\n",
"[66]\tvalid_0's poisson: -104.024\tvalid_0's l2: 774.291\n",
"[67]\tvalid_0's poisson: -104.113\tvalid_0's l2: 766.484\n",
"[68]\tvalid_0's poisson: -104.2\tvalid_0's l2: 758.8\n",
"[69]\tvalid_0's poisson: -104.284\tvalid_0's l2: 751.356\n",
"[70]\tvalid_0's poisson: -104.368\tvalid_0's l2: 743.827\n",
"[71]\tvalid_0's poisson: -104.449\tvalid_0's l2: 736.749\n",
"[72]\tvalid_0's poisson: -104.534\tvalid_0's l2: 729.557\n",
"[73]\tvalid_0's poisson: -104.611\tvalid_0's l2: 722.652\n",
"[74]\tvalid_0's poisson: -104.691\tvalid_0's l2: 715.817\n",
"[75]\tvalid_0's poisson: -104.771\tvalid_0's l2: 709.2\n",
"[76]\tvalid_0's poisson: -104.852\tvalid_0's l2: 701.983\n",
"[77]\tvalid_0's poisson: -104.929\tvalid_0's l2: 695.334\n",
"[78]\tvalid_0's poisson: -105.006\tvalid_0's l2: 688.551\n",
"[79]\tvalid_0's poisson: -105.075\tvalid_0's l2: 682.531\n",
"[80]\tvalid_0's poisson: -105.147\tvalid_0's l2: 676.316\n",
"[81]\tvalid_0's poisson: -105.217\tvalid_0's l2: 670.261\n",
"[82]\tvalid_0's poisson: -105.288\tvalid_0's l2: 664.159\n",
"[83]\tvalid_0's poisson: -105.352\tvalid_0's l2: 658.662\n",
"[84]\tvalid_0's poisson: -105.419\tvalid_0's l2: 653.018\n",
"[85]\tvalid_0's poisson: -105.485\tvalid_0's l2: 647.894\n",
"[86]\tvalid_0's poisson: -105.55\tvalid_0's l2: 642.311\n",
"[87]\tvalid_0's poisson: -105.611\tvalid_0's l2: 637.194\n",
"[88]\tvalid_0's poisson: -105.672\tvalid_0's l2: 631.947\n",
"[89]\tvalid_0's poisson: -105.73\tvalid_0's l2: 627.14\n",
"[90]\tvalid_0's poisson: -105.79\tvalid_0's l2: 622.418\n",
"[91]\tvalid_0's poisson: -105.847\tvalid_0's l2: 617.586\n",
"[92]\tvalid_0's poisson: -105.903\tvalid_0's l2: 613.069\n",
"[93]\tvalid_0's poisson: -105.958\tvalid_0's l2: 608.442\n",
"[94]\tvalid_0's poisson: -106.01\tvalid_0's l2: 603.908\n",
"[95]\tvalid_0's poisson: -106.06\tvalid_0's l2: 599.747\n",
"[96]\tvalid_0's poisson: -106.112\tvalid_0's l2: 595.493\n",
"[97]\tvalid_0's poisson: -106.161\tvalid_0's l2: 591.302\n",
"[98]\tvalid_0's poisson: -106.212\tvalid_0's l2: 587.186\n",
"[99]\tvalid_0's poisson: -106.259\tvalid_0's l2: 583.227\n",
"[100]\tvalid_0's poisson: -106.307\tvalid_0's l2: 579.711\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8548\tvalid_0's l2: 2250.27\n",
"[2]\tvalid_0's poisson: -88.5048\tvalid_0's l2: 2201.1\n",
"[3]\tvalid_0's poisson: -89.1187\tvalid_0's l2: 2153.43\n",
"[4]\tvalid_0's poisson: -89.7137\tvalid_0's l2: 2106.14\n",
"[5]\tvalid_0's poisson: -90.2776\tvalid_0's l2: 2060.3\n",
"[6]\tvalid_0's poisson: -90.8129\tvalid_0's l2: 2015.88\n",
"[7]\tvalid_0's poisson: -91.3245\tvalid_0's l2: 1972.7\n",
"[8]\tvalid_0's poisson: -91.8098\tvalid_0's l2: 1931\n",
"[9]\tvalid_0's poisson: -92.2748\tvalid_0's l2: 1890.48\n",
"[10]\tvalid_0's poisson: -92.7189\tvalid_0's l2: 1851.23\n",
"[11]\tvalid_0's poisson: -93.1427\tvalid_0's l2: 1813.36\n",
"[12]\tvalid_0's poisson: -93.5509\tvalid_0's l2: 1776.45\n",
"[13]\tvalid_0's poisson: -93.9427\tvalid_0's l2: 1740.83\n",
"[14]\tvalid_0's poisson: -94.3204\tvalid_0's l2: 1706.07\n",
"[15]\tvalid_0's poisson: -94.6846\tvalid_0's l2: 1672.33\n",
"[16]\tvalid_0's poisson: -95.0337\tvalid_0's l2: 1639.69\n",
"[17]\tvalid_0's poisson: -95.3722\tvalid_0's l2: 1607.74\n",
"[18]\tvalid_0's poisson: -95.6963\tvalid_0's l2: 1577.01\n",
"[19]\tvalid_0's poisson: -96.0151\tvalid_0's l2: 1546.67\n",
"[20]\tvalid_0's poisson: -96.3153\tvalid_0's l2: 1517.76\n",
"[21]\tvalid_0's poisson: -96.6086\tvalid_0's l2: 1489.45\n",
"[22]\tvalid_0's poisson: -96.8883\tvalid_0's l2: 1462.38\n",
"[23]\tvalid_0's poisson: -97.1615\tvalid_0's l2: 1435.79\n",
"[24]\tvalid_0's poisson: -97.4336\tvalid_0's l2: 1409.4\n",
"[25]\tvalid_0's poisson: -97.6893\tvalid_0's l2: 1384.63\n",
"[26]\tvalid_0's poisson: -97.9365\tvalid_0's l2: 1360.32\n",
"[27]\tvalid_0's poisson: -98.1723\tvalid_0's l2: 1337.24\n",
"[28]\tvalid_0's poisson: -98.4035\tvalid_0's l2: 1314.73\n",
"[29]\tvalid_0's poisson: -98.6374\tvalid_0's l2: 1291.85\n",
"[30]\tvalid_0's poisson: -98.8552\tvalid_0's l2: 1270.5\n",
"[31]\tvalid_0's poisson: -99.0667\tvalid_0's l2: 1249.77\n",
"[32]\tvalid_0's poisson: -99.2764\tvalid_0's l2: 1229.07\n",
"[33]\tvalid_0's poisson: -99.4853\tvalid_0's l2: 1208.63\n",
"[34]\tvalid_0's poisson: -99.6815\tvalid_0's l2: 1189.44\n",
"[35]\tvalid_0's poisson: -99.8697\tvalid_0's l2: 1170.94\n",
"[36]\tvalid_0's poisson: -100.059\tvalid_0's l2: 1152.2\n",
"[37]\tvalid_0's poisson: -100.242\tvalid_0's l2: 1134.28\n",
"[38]\tvalid_0's poisson: -100.419\tvalid_0's l2: 1116.78\n",
"[39]\tvalid_0's poisson: -100.595\tvalid_0's l2: 1099.34\n",
"[40]\tvalid_0's poisson: -100.763\tvalid_0's l2: 1082.75\n",
"[41]\tvalid_0's poisson: -100.93\tvalid_0's l2: 1066.26\n",
"[42]\tvalid_0's poisson: -101.089\tvalid_0's l2: 1050.51\n",
"[43]\tvalid_0's poisson: -101.244\tvalid_0's l2: 1035.3\n",
"[44]\tvalid_0's poisson: -101.398\tvalid_0's l2: 1020.11\n",
"[45]\tvalid_0's poisson: -101.545\tvalid_0's l2: 1005.86\n",
"[46]\tvalid_0's poisson: -101.692\tvalid_0's l2: 991.372\n",
"[47]\tvalid_0's poisson: -101.833\tvalid_0's l2: 977.785\n",
"[48]\tvalid_0's poisson: -101.969\tvalid_0's l2: 964.456\n",
"[49]\tvalid_0's poisson: -102.103\tvalid_0's l2: 951.814\n",
"[50]\tvalid_0's poisson: -102.237\tvalid_0's l2: 938.842\n",
"[51]\tvalid_0's poisson: -102.366\tvalid_0's l2: 926.391\n",
"[52]\tvalid_0's poisson: -102.49\tvalid_0's l2: 914.639\n",
"[53]\tvalid_0's poisson: -102.61\tvalid_0's l2: 903.026\n",
"[54]\tvalid_0's poisson: -102.731\tvalid_0's l2: 891.565\n",
"[55]\tvalid_0's poisson: -102.85\tvalid_0's l2: 880.272\n",
"[56]\tvalid_0's poisson: -102.967\tvalid_0's l2: 869.253\n",
"[57]\tvalid_0's poisson: -103.077\tvalid_0's l2: 859.398\n",
"[58]\tvalid_0's poisson: -103.189\tvalid_0's l2: 848.826\n",
"[59]\tvalid_0's poisson: -103.295\tvalid_0's l2: 838.985\n",
"[60]\tvalid_0's poisson: -103.401\tvalid_0's l2: 829.103\n",
"[61]\tvalid_0's poisson: -103.504\tvalid_0's l2: 819.463\n",
"[62]\tvalid_0's poisson: -103.605\tvalid_0's l2: 810.143\n",
"[63]\tvalid_0's poisson: -103.702\tvalid_0's l2: 801.283\n",
"[64]\tvalid_0's poisson: -103.798\tvalid_0's l2: 792.558\n",
"[65]\tvalid_0's poisson: -103.893\tvalid_0's l2: 784.169\n",
"[66]\tvalid_0's poisson: -103.983\tvalid_0's l2: 776.154\n",
"[67]\tvalid_0's poisson: -104.078\tvalid_0's l2: 767.603\n",
"[68]\tvalid_0's poisson: -104.165\tvalid_0's l2: 759.702\n",
"[69]\tvalid_0's poisson: -104.256\tvalid_0's l2: 751.696\n",
"[70]\tvalid_0's poisson: -104.34\tvalid_0's l2: 744.311\n",
"[71]\tvalid_0's poisson: -104.427\tvalid_0's l2: 736.752\n",
"[72]\tvalid_0's poisson: -104.506\tvalid_0's l2: 729.744\n",
"[73]\tvalid_0's poisson: -104.589\tvalid_0's l2: 722.561\n",
"[74]\tvalid_0's poisson: -104.671\tvalid_0's l2: 715.587\n",
"[75]\tvalid_0's poisson: -104.753\tvalid_0's l2: 708.306\n",
"[76]\tvalid_0's poisson: -104.826\tvalid_0's l2: 701.997\n",
"[77]\tvalid_0's poisson: -104.905\tvalid_0's l2: 695.108\n",
"[78]\tvalid_0's poisson: -104.976\tvalid_0's l2: 688.884\n",
"[79]\tvalid_0's poisson: -105.052\tvalid_0's l2: 682.306\n",
"[80]\tvalid_0's poisson: -105.126\tvalid_0's l2: 676.003\n",
"[81]\tvalid_0's poisson: -105.192\tvalid_0's l2: 670.32\n",
"[82]\tvalid_0's poisson: -105.263\tvalid_0's l2: 664.113\n",
"[83]\tvalid_0's poisson: -105.327\tvalid_0's l2: 658.752\n",
"[84]\tvalid_0's poisson: -105.394\tvalid_0's l2: 653.035\n",
"[85]\tvalid_0's poisson: -105.46\tvalid_0's l2: 647.459\n",
"[86]\tvalid_0's poisson: -105.521\tvalid_0's l2: 642.091\n",
"[87]\tvalid_0's poisson: -105.585\tvalid_0's l2: 636.65\n",
"[88]\tvalid_0's poisson: -105.643\tvalid_0's l2: 631.542\n",
"[89]\tvalid_0's poisson: -105.703\tvalid_0's l2: 626.579\n",
"[90]\tvalid_0's poisson: -105.759\tvalid_0's l2: 621.735\n",
"[91]\tvalid_0's poisson: -105.818\tvalid_0's l2: 616.815\n",
"[92]\tvalid_0's poisson: -105.874\tvalid_0's l2: 611.952\n",
"[93]\tvalid_0's poisson: -105.931\tvalid_0's l2: 607.275\n",
"[94]\tvalid_0's poisson: -105.986\tvalid_0's l2: 602.636\n",
"[95]\tvalid_0's poisson: -106.041\tvalid_0's l2: 598.285\n",
"[96]\tvalid_0's poisson: -106.089\tvalid_0's l2: 594.142\n",
"[97]\tvalid_0's poisson: -106.14\tvalid_0's l2: 590.035\n",
"[98]\tvalid_0's poisson: -106.19\tvalid_0's l2: 585.895\n",
"[99]\tvalid_0's poisson: -106.239\tvalid_0's l2: 581.808\n",
"[100]\tvalid_0's poisson: -106.287\tvalid_0's l2: 578.153\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -92.2012\tvalid_0's l2: 1935.45\n",
"[2]\tvalid_0's poisson: -95.5297\tvalid_0's l2: 1653.01\n",
"[3]\tvalid_0's poisson: -97.8755\tvalid_0's l2: 1463.13\n",
"[4]\tvalid_0's poisson: -99.6249\tvalid_0's l2: 1321.12\n",
"[5]\tvalid_0's poisson: -100.776\tvalid_0's l2: 1216.3\n",
"[6]\tvalid_0's poisson: -101.738\tvalid_0's l2: 1126.8\n",
"[7]\tvalid_0's poisson: -102.459\tvalid_0's l2: 1057.75\n",
"[8]\tvalid_0's poisson: -103.312\tvalid_0's l2: 983.765\n",
"[9]\tvalid_0's poisson: -103.675\tvalid_0's l2: 940.487\n",
"[10]\tvalid_0's poisson: -104.192\tvalid_0's l2: 896.885\n",
"[11]\tvalid_0's poisson: -104.446\tvalid_0's l2: 863.408\n",
"[12]\tvalid_0's poisson: -104.766\tvalid_0's l2: 834.828\n",
"[13]\tvalid_0's poisson: -104.909\tvalid_0's l2: 813.063\n",
"[14]\tvalid_0's poisson: -103.879\tvalid_0's l2: 790.798\n",
"[15]\tvalid_0's poisson: -103.341\tvalid_0's l2: 773.832\n",
"[16]\tvalid_0's poisson: -103.09\tvalid_0's l2: 757.523\n",
"[17]\tvalid_0's poisson: -103.122\tvalid_0's l2: 742.941\n",
"[18]\tvalid_0's poisson: -102.86\tvalid_0's l2: 732.891\n",
"[19]\tvalid_0's poisson: -102.496\tvalid_0's l2: 720.889\n",
"[20]\tvalid_0's poisson: -101.578\tvalid_0's l2: 712.643\n",
"[21]\tvalid_0's poisson: -100.908\tvalid_0's l2: 703.686\n",
"[22]\tvalid_0's poisson: -99.9779\tvalid_0's l2: 694.777\n",
"[23]\tvalid_0's poisson: -100.455\tvalid_0's l2: 687.91\n",
"[24]\tvalid_0's poisson: -100.073\tvalid_0's l2: 683.448\n",
"[25]\tvalid_0's poisson: -100.185\tvalid_0's l2: 678.326\n",
"[26]\tvalid_0's poisson: -99.579\tvalid_0's l2: 676.043\n",
"[27]\tvalid_0's poisson: -99.6791\tvalid_0's l2: 674.884\n",
"[28]\tvalid_0's poisson: -99.5331\tvalid_0's l2: 669.183\n",
"[29]\tvalid_0's poisson: -99.3798\tvalid_0's l2: 667.209\n",
"[30]\tvalid_0's poisson: -99.3318\tvalid_0's l2: 657.94\n",
"[31]\tvalid_0's poisson: -99.4055\tvalid_0's l2: 652.953\n",
"[32]\tvalid_0's poisson: -98.9184\tvalid_0's l2: 650.676\n",
"[33]\tvalid_0's poisson: -98.2297\tvalid_0's l2: 648.571\n",
"[34]\tvalid_0's poisson: -98.6554\tvalid_0's l2: 643.854\n",
"[35]\tvalid_0's poisson: -97.3487\tvalid_0's l2: 640.031\n",
"[36]\tvalid_0's poisson: -97.5309\tvalid_0's l2: 638.709\n",
"[37]\tvalid_0's poisson: -97.4674\tvalid_0's l2: 637.544\n",
"[38]\tvalid_0's poisson: -98.4778\tvalid_0's l2: 635.555\n",
"[39]\tvalid_0's poisson: -98.0038\tvalid_0's l2: 633.518\n",
"[40]\tvalid_0's poisson: -98.6875\tvalid_0's l2: 622.017\n",
"[41]\tvalid_0's poisson: -98.2177\tvalid_0's l2: 618.526\n",
"[42]\tvalid_0's poisson: -98.176\tvalid_0's l2: 614.744\n",
"[43]\tvalid_0's poisson: -98.2451\tvalid_0's l2: 610.942\n",
"[44]\tvalid_0's poisson: -97.9081\tvalid_0's l2: 608.303\n",
"[45]\tvalid_0's poisson: -97.5039\tvalid_0's l2: 607.372\n",
"[46]\tvalid_0's poisson: -97.5835\tvalid_0's l2: 604.792\n",
"[47]\tvalid_0's poisson: -98.0177\tvalid_0's l2: 602.589\n",
"[48]\tvalid_0's poisson: -97.3819\tvalid_0's l2: 602.746\n",
"[49]\tvalid_0's poisson: -97.5013\tvalid_0's l2: 600.901\n",
"[50]\tvalid_0's poisson: -97.2653\tvalid_0's l2: 597.816\n",
"[51]\tvalid_0's poisson: -96.9528\tvalid_0's l2: 596.227\n",
"[52]\tvalid_0's poisson: -96.9822\tvalid_0's l2: 592.75\n",
"[53]\tvalid_0's poisson: -96.7379\tvalid_0's l2: 592.014\n",
"[54]\tvalid_0's poisson: -96.4846\tvalid_0's l2: 590.348\n",
"[55]\tvalid_0's poisson: -96.1316\tvalid_0's l2: 589.632\n",
"[56]\tvalid_0's poisson: -96.7059\tvalid_0's l2: 587.898\n",
"[57]\tvalid_0's poisson: -97.2855\tvalid_0's l2: 579.402\n",
"[58]\tvalid_0's poisson: -97.6364\tvalid_0's l2: 578.388\n",
"[59]\tvalid_0's poisson: -98.0578\tvalid_0's l2: 577.081\n",
"[60]\tvalid_0's poisson: -98.2013\tvalid_0's l2: 573.516\n",
"[61]\tvalid_0's poisson: -98.1453\tvalid_0's l2: 570.989\n",
"[62]\tvalid_0's poisson: -98.0722\tvalid_0's l2: 570.222\n",
"[63]\tvalid_0's poisson: -98.0649\tvalid_0's l2: 569.179\n",
"[64]\tvalid_0's poisson: -98.2891\tvalid_0's l2: 568.477\n",
"[65]\tvalid_0's poisson: -98.4094\tvalid_0's l2: 567.872\n",
"[66]\tvalid_0's poisson: -98.6516\tvalid_0's l2: 567.569\n",
"[67]\tvalid_0's poisson: -98.1302\tvalid_0's l2: 567.055\n",
"[68]\tvalid_0's poisson: -98.3408\tvalid_0's l2: 566.179\n",
"[69]\tvalid_0's poisson: -97.984\tvalid_0's l2: 563.009\n",
"[70]\tvalid_0's poisson: -98.1941\tvalid_0's l2: 561.244\n",
"[71]\tvalid_0's poisson: -98.1872\tvalid_0's l2: 560.232\n",
"[72]\tvalid_0's poisson: -97.8936\tvalid_0's l2: 559.732\n",
"[73]\tvalid_0's poisson: -97.9136\tvalid_0's l2: 559.49\n",
"[74]\tvalid_0's poisson: -97.9095\tvalid_0's l2: 558.774\n",
"[75]\tvalid_0's poisson: -97.9347\tvalid_0's l2: 558.914\n",
"[76]\tvalid_0's poisson: -98.0352\tvalid_0's l2: 557.553\n",
"[77]\tvalid_0's poisson: -97.8917\tvalid_0's l2: 557.502\n",
"[78]\tvalid_0's poisson: -97.9658\tvalid_0's l2: 557.43\n",
"[79]\tvalid_0's poisson: -97.3845\tvalid_0's l2: 556.003\n",
"[80]\tvalid_0's poisson: -97.4307\tvalid_0's l2: 554.182\n",
"[81]\tvalid_0's poisson: -97.5711\tvalid_0's l2: 553.438\n",
"[82]\tvalid_0's poisson: -97.5632\tvalid_0's l2: 553.568\n",
"[83]\tvalid_0's poisson: -97.746\tvalid_0's l2: 553.392\n",
"[84]\tvalid_0's poisson: -97.6466\tvalid_0's l2: 552.237\n",
"[85]\tvalid_0's poisson: -97.5759\tvalid_0's l2: 551.28\n",
"[86]\tvalid_0's poisson: -97.5752\tvalid_0's l2: 550.497\n",
"[87]\tvalid_0's poisson: -97.4393\tvalid_0's l2: 550.302\n",
"[88]\tvalid_0's poisson: -97.6086\tvalid_0's l2: 549.044\n",
"[89]\tvalid_0's poisson: -97.4382\tvalid_0's l2: 547.324\n",
"[90]\tvalid_0's poisson: -97.5059\tvalid_0's l2: 546.358\n",
"[91]\tvalid_0's poisson: -97.5965\tvalid_0's l2: 545.971\n",
"[92]\tvalid_0's poisson: -97.3962\tvalid_0's l2: 544.46\n",
"[93]\tvalid_0's poisson: -97.3454\tvalid_0's l2: 543.953\n",
"[94]\tvalid_0's poisson: -97.2616\tvalid_0's l2: 542.999\n",
"[95]\tvalid_0's poisson: -97.2093\tvalid_0's l2: 542.673\n",
"[96]\tvalid_0's poisson: -97.1821\tvalid_0's l2: 542.534\n",
"[97]\tvalid_0's poisson: -97.5055\tvalid_0's l2: 541.762\n",
"[98]\tvalid_0's poisson: -97.42\tvalid_0's l2: 541.524\n",
"[99]\tvalid_0's poisson: -97.0926\tvalid_0's l2: 539.568\n",
"[100]\tvalid_0's poisson: -96.938\tvalid_0's l2: 538.997\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -91.9955\tvalid_0's l2: 1918.45\n",
"[2]\tvalid_0's poisson: -95.6795\tvalid_0's l2: 1638.76\n",
"[3]\tvalid_0's poisson: -97.9873\tvalid_0's l2: 1451.82\n",
"[4]\tvalid_0's poisson: -99.7184\tvalid_0's l2: 1312\n",
"[5]\tvalid_0's poisson: -100.834\tvalid_0's l2: 1208.84\n",
"[6]\tvalid_0's poisson: -101.815\tvalid_0's l2: 1117.95\n",
"[7]\tvalid_0's poisson: -102.534\tvalid_0's l2: 1049.85\n",
"[8]\tvalid_0's poisson: -103.364\tvalid_0's l2: 977.191\n",
"[9]\tvalid_0's poisson: -103.731\tvalid_0's l2: 934.099\n",
"[10]\tvalid_0's poisson: -104.233\tvalid_0's l2: 897.248\n",
"[11]\tvalid_0's poisson: -104.421\tvalid_0's l2: 866.698\n",
"[12]\tvalid_0's poisson: -104.343\tvalid_0's l2: 838.183\n",
"[13]\tvalid_0's poisson: -104.301\tvalid_0's l2: 812.206\n",
"[14]\tvalid_0's poisson: -103.908\tvalid_0's l2: 791.75\n",
"[15]\tvalid_0's poisson: -102.388\tvalid_0's l2: 772.102\n",
"[16]\tvalid_0's poisson: -101.89\tvalid_0's l2: 759.886\n",
"[17]\tvalid_0's poisson: -101.405\tvalid_0's l2: 741.985\n",
"[18]\tvalid_0's poisson: -101.29\tvalid_0's l2: 729.458\n",
"[19]\tvalid_0's poisson: -101.193\tvalid_0's l2: 720.611\n",
"[20]\tvalid_0's poisson: -101.152\tvalid_0's l2: 713.238\n",
"[21]\tvalid_0's poisson: -101.236\tvalid_0's l2: 708.831\n",
"[22]\tvalid_0's poisson: -101.244\tvalid_0's l2: 700.679\n",
"[23]\tvalid_0's poisson: -100.42\tvalid_0's l2: 694.781\n",
"[24]\tvalid_0's poisson: -100.519\tvalid_0's l2: 692.088\n",
"[25]\tvalid_0's poisson: -99.6807\tvalid_0's l2: 688.105\n",
"[26]\tvalid_0's poisson: -98.9235\tvalid_0's l2: 682.451\n",
"[27]\tvalid_0's poisson: -98.7837\tvalid_0's l2: 680.316\n",
"[28]\tvalid_0's poisson: -98.1618\tvalid_0's l2: 676.564\n",
"[29]\tvalid_0's poisson: -98.0186\tvalid_0's l2: 673.537\n",
"[30]\tvalid_0's poisson: -96.7706\tvalid_0's l2: 666.856\n",
"[31]\tvalid_0's poisson: -98.179\tvalid_0's l2: 665.191\n",
"[32]\tvalid_0's poisson: -97.0597\tvalid_0's l2: 662.83\n",
"[33]\tvalid_0's poisson: -96.9729\tvalid_0's l2: 661.753\n",
"[34]\tvalid_0's poisson: -97.3555\tvalid_0's l2: 658.014\n",
"[35]\tvalid_0's poisson: -97.6477\tvalid_0's l2: 653.07\n",
"[36]\tvalid_0's poisson: -98.0076\tvalid_0's l2: 651.49\n",
"[37]\tvalid_0's poisson: -97.3757\tvalid_0's l2: 648.125\n",
"[38]\tvalid_0's poisson: -98.7183\tvalid_0's l2: 629.647\n",
"[39]\tvalid_0's poisson: -99.048\tvalid_0's l2: 627.596\n",
"[40]\tvalid_0's poisson: -98.6078\tvalid_0's l2: 626.104\n",
"[41]\tvalid_0's poisson: -99.0017\tvalid_0's l2: 624.995\n",
"[42]\tvalid_0's poisson: -98.2994\tvalid_0's l2: 623.174\n",
"[43]\tvalid_0's poisson: -98.5914\tvalid_0's l2: 622.627\n",
"[44]\tvalid_0's poisson: -98.3603\tvalid_0's l2: 620.83\n",
"[45]\tvalid_0's poisson: -98.1294\tvalid_0's l2: 617.344\n",
"[46]\tvalid_0's poisson: -97.2214\tvalid_0's l2: 614.794\n",
"[47]\tvalid_0's poisson: -97.1362\tvalid_0's l2: 612.825\n",
"[48]\tvalid_0's poisson: -97.4329\tvalid_0's l2: 611.625\n",
"[49]\tvalid_0's poisson: -97.7694\tvalid_0's l2: 609.304\n",
"[50]\tvalid_0's poisson: -97.458\tvalid_0's l2: 607.672\n",
"[51]\tvalid_0's poisson: -97.112\tvalid_0's l2: 606.367\n",
"[52]\tvalid_0's poisson: -96.9397\tvalid_0's l2: 605.772\n",
"[53]\tvalid_0's poisson: -96.9358\tvalid_0's l2: 605.853\n",
"[54]\tvalid_0's poisson: -96.8242\tvalid_0's l2: 603.264\n",
"[55]\tvalid_0's poisson: -96.4274\tvalid_0's l2: 602.148\n",
"[56]\tvalid_0's poisson: -96.3998\tvalid_0's l2: 600.988\n",
"[57]\tvalid_0's poisson: -96.4206\tvalid_0's l2: 600.364\n",
"[58]\tvalid_0's poisson: -96.3218\tvalid_0's l2: 600\n",
"[59]\tvalid_0's poisson: -96.3549\tvalid_0's l2: 599.202\n",
"[60]\tvalid_0's poisson: -96.4088\tvalid_0's l2: 598.38\n",
"[61]\tvalid_0's poisson: -95.5696\tvalid_0's l2: 593.976\n",
"[62]\tvalid_0's poisson: -95.8961\tvalid_0's l2: 591.209\n",
"[63]\tvalid_0's poisson: -95.8383\tvalid_0's l2: 590.399\n",
"[64]\tvalid_0's poisson: -96.1065\tvalid_0's l2: 589.116\n",
"[65]\tvalid_0's poisson: -96.7344\tvalid_0's l2: 579.081\n",
"[66]\tvalid_0's poisson: -96.6505\tvalid_0's l2: 579.381\n",
"[67]\tvalid_0's poisson: -96.5751\tvalid_0's l2: 577.232\n",
"[68]\tvalid_0's poisson: -96.9298\tvalid_0's l2: 576.522\n",
"[69]\tvalid_0's poisson: -96.6379\tvalid_0's l2: 574.566\n",
"[70]\tvalid_0's poisson: -96.9931\tvalid_0's l2: 573.631\n",
"[71]\tvalid_0's poisson: -96.91\tvalid_0's l2: 573.701\n",
"[72]\tvalid_0's poisson: -96.6273\tvalid_0's l2: 573.273\n",
"[73]\tvalid_0's poisson: -96.3028\tvalid_0's l2: 572.153\n",
"[74]\tvalid_0's poisson: -96.1563\tvalid_0's l2: 571.876\n",
"[75]\tvalid_0's poisson: -96.2932\tvalid_0's l2: 569.725\n",
"[76]\tvalid_0's poisson: -96.3008\tvalid_0's l2: 568.716\n",
"[77]\tvalid_0's poisson: -96.4823\tvalid_0's l2: 566.735\n",
"[78]\tvalid_0's poisson: -96.5628\tvalid_0's l2: 566.66\n",
"[79]\tvalid_0's poisson: -95.7887\tvalid_0's l2: 563.395\n",
"[80]\tvalid_0's poisson: -96.4571\tvalid_0's l2: 562.823\n",
"[81]\tvalid_0's poisson: -96.816\tvalid_0's l2: 561.671\n",
"[82]\tvalid_0's poisson: -96.7662\tvalid_0's l2: 560.761\n",
"[83]\tvalid_0's poisson: -97.0077\tvalid_0's l2: 559.184\n",
"[84]\tvalid_0's poisson: -97.0115\tvalid_0's l2: 559.189\n",
"[85]\tvalid_0's poisson: -97.0086\tvalid_0's l2: 559.303\n",
"[86]\tvalid_0's poisson: -96.6525\tvalid_0's l2: 557.542\n",
"[87]\tvalid_0's poisson: -95.864\tvalid_0's l2: 554.251\n",
"[88]\tvalid_0's poisson: -96.2322\tvalid_0's l2: 553.396\n",
"[89]\tvalid_0's poisson: -96.4343\tvalid_0's l2: 551.865\n",
"[90]\tvalid_0's poisson: -96.3553\tvalid_0's l2: 551.639\n",
"[91]\tvalid_0's poisson: -96.2784\tvalid_0's l2: 551.098\n",
"[92]\tvalid_0's poisson: -96.3214\tvalid_0's l2: 551.255\n",
"[93]\tvalid_0's poisson: -96.3513\tvalid_0's l2: 551.132\n",
"[94]\tvalid_0's poisson: -96.5513\tvalid_0's l2: 550.351\n",
"[95]\tvalid_0's poisson: -96.4557\tvalid_0's l2: 548.151\n",
"[96]\tvalid_0's poisson: -96.5776\tvalid_0's l2: 546.853\n",
"[97]\tvalid_0's poisson: -96.6044\tvalid_0's l2: 546.686\n",
"[98]\tvalid_0's poisson: -96.5624\tvalid_0's l2: 546.18\n",
"[99]\tvalid_0's poisson: -96.4002\tvalid_0's l2: 544.137\n",
"[100]\tvalid_0's poisson: -95.9758\tvalid_0's l2: 543.384\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -92.2567\tvalid_0's l2: 1928.41\n",
"[2]\tvalid_0's poisson: -95.5885\tvalid_0's l2: 1642.21\n",
"[3]\tvalid_0's poisson: -97.9411\tvalid_0's l2: 1450.52\n",
"[4]\tvalid_0's poisson: -99.4208\tvalid_0's l2: 1312.82\n",
"[5]\tvalid_0's poisson: -100.65\tvalid_0's l2: 1201.68\n",
"[6]\tvalid_0's poisson: -101.841\tvalid_0's l2: 1106.72\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[7]\tvalid_0's poisson: -102.705\tvalid_0's l2: 1032.07\n",
"[8]\tvalid_0's poisson: -103.311\tvalid_0's l2: 976.42\n",
"[9]\tvalid_0's poisson: -103.831\tvalid_0's l2: 930.312\n",
"[10]\tvalid_0's poisson: -104.301\tvalid_0's l2: 886.721\n",
"[11]\tvalid_0's poisson: -104.547\tvalid_0's l2: 853.295\n",
"[12]\tvalid_0's poisson: -104.501\tvalid_0's l2: 826.674\n",
"[13]\tvalid_0's poisson: -104.389\tvalid_0's l2: 803.76\n",
"[14]\tvalid_0's poisson: -104.255\tvalid_0's l2: 785.811\n",
"[15]\tvalid_0's poisson: -102.816\tvalid_0's l2: 771.44\n",
"[16]\tvalid_0's poisson: -102.429\tvalid_0's l2: 754.094\n",
"[17]\tvalid_0's poisson: -101.934\tvalid_0's l2: 739.303\n",
"[18]\tvalid_0's poisson: -101.677\tvalid_0's l2: 725.446\n",
"[19]\tvalid_0's poisson: -101.894\tvalid_0's l2: 715.675\n",
"[20]\tvalid_0's poisson: -101.599\tvalid_0's l2: 706.805\n",
"[21]\tvalid_0's poisson: -101.195\tvalid_0's l2: 701.791\n",
"[22]\tvalid_0's poisson: -101.116\tvalid_0's l2: 690.71\n",
"[23]\tvalid_0's poisson: -100.572\tvalid_0's l2: 683.835\n",
"[24]\tvalid_0's poisson: -100.607\tvalid_0's l2: 678.271\n",
"[25]\tvalid_0's poisson: -98.966\tvalid_0's l2: 675.233\n",
"[26]\tvalid_0's poisson: -99.0681\tvalid_0's l2: 673.336\n",
"[27]\tvalid_0's poisson: -98.6134\tvalid_0's l2: 668.469\n",
"[28]\tvalid_0's poisson: -98.5877\tvalid_0's l2: 666.787\n",
"[29]\tvalid_0's poisson: -98.8086\tvalid_0's l2: 664.142\n",
"[30]\tvalid_0's poisson: -98.5905\tvalid_0's l2: 660.989\n",
"[31]\tvalid_0's poisson: -98.7169\tvalid_0's l2: 659.357\n",
"[32]\tvalid_0's poisson: -98.6071\tvalid_0's l2: 657.593\n",
"[33]\tvalid_0's poisson: -98.4006\tvalid_0's l2: 655.26\n",
"[34]\tvalid_0's poisson: -98.1089\tvalid_0's l2: 653.007\n",
"[35]\tvalid_0's poisson: -97.9999\tvalid_0's l2: 650.911\n",
"[36]\tvalid_0's poisson: -97.7958\tvalid_0's l2: 645.991\n",
"[37]\tvalid_0's poisson: -97.8266\tvalid_0's l2: 642.137\n",
"[38]\tvalid_0's poisson: -97.838\tvalid_0's l2: 639.958\n",
"[39]\tvalid_0's poisson: -96.7542\tvalid_0's l2: 636.23\n",
"[40]\tvalid_0's poisson: -97.6096\tvalid_0's l2: 634.986\n",
"[41]\tvalid_0's poisson: -97.8143\tvalid_0's l2: 633.269\n",
"[42]\tvalid_0's poisson: -98.0222\tvalid_0's l2: 616.039\n",
"[43]\tvalid_0's poisson: -98.2812\tvalid_0's l2: 613.279\n",
"[44]\tvalid_0's poisson: -97.8847\tvalid_0's l2: 611.456\n",
"[45]\tvalid_0's poisson: -98.1804\tvalid_0's l2: 609.729\n",
"[46]\tvalid_0's poisson: -97.7319\tvalid_0's l2: 606.705\n",
"[47]\tvalid_0's poisson: -97.6943\tvalid_0's l2: 606.11\n",
"[48]\tvalid_0's poisson: -97.4784\tvalid_0's l2: 604.152\n",
"[49]\tvalid_0's poisson: -97.8062\tvalid_0's l2: 603.482\n",
"[50]\tvalid_0's poisson: -97.1825\tvalid_0's l2: 601.324\n",
"[51]\tvalid_0's poisson: -97.1189\tvalid_0's l2: 597.445\n",
"[52]\tvalid_0's poisson: -96.8222\tvalid_0's l2: 595.972\n",
"[53]\tvalid_0's poisson: -96.8622\tvalid_0's l2: 592.851\n",
"[54]\tvalid_0's poisson: -97.0042\tvalid_0's l2: 592.949\n",
"[55]\tvalid_0's poisson: -96.9287\tvalid_0's l2: 592.259\n",
"[56]\tvalid_0's poisson: -96.8642\tvalid_0's l2: 591.814\n",
"[57]\tvalid_0's poisson: -96.2269\tvalid_0's l2: 590.613\n",
"[58]\tvalid_0's poisson: -96.6233\tvalid_0's l2: 589.843\n",
"[59]\tvalid_0's poisson: -96.4109\tvalid_0's l2: 588.61\n",
"[60]\tvalid_0's poisson: -96.4635\tvalid_0's l2: 587.725\n",
"[61]\tvalid_0's poisson: -96.5475\tvalid_0's l2: 585.185\n",
"[62]\tvalid_0's poisson: -96.1833\tvalid_0's l2: 584.442\n",
"[63]\tvalid_0's poisson: -96.131\tvalid_0's l2: 582.721\n",
"[64]\tvalid_0's poisson: -96.4314\tvalid_0's l2: 581.79\n",
"[65]\tvalid_0's poisson: -96.4078\tvalid_0's l2: 581.449\n",
"[66]\tvalid_0's poisson: -96.0102\tvalid_0's l2: 579.775\n",
"[67]\tvalid_0's poisson: -96.0131\tvalid_0's l2: 578.769\n",
"[68]\tvalid_0's poisson: -96.5436\tvalid_0's l2: 577.959\n",
"[69]\tvalid_0's poisson: -96.3271\tvalid_0's l2: 576.865\n",
"[70]\tvalid_0's poisson: -96.6251\tvalid_0's l2: 574.644\n",
"[71]\tvalid_0's poisson: -96.8459\tvalid_0's l2: 573.072\n",
"[72]\tvalid_0's poisson: -96.2869\tvalid_0's l2: 569.636\n",
"[73]\tvalid_0's poisson: -96.6617\tvalid_0's l2: 568.439\n",
"[74]\tvalid_0's poisson: -95.8758\tvalid_0's l2: 565.701\n",
"[75]\tvalid_0's poisson: -96.2822\tvalid_0's l2: 565.393\n",
"[76]\tvalid_0's poisson: -96.0279\tvalid_0's l2: 565.31\n",
"[77]\tvalid_0's poisson: -96.008\tvalid_0's l2: 565.411\n",
"[78]\tvalid_0's poisson: -96.0695\tvalid_0's l2: 565.383\n",
"[79]\tvalid_0's poisson: -95.7772\tvalid_0's l2: 565.26\n",
"[80]\tvalid_0's poisson: -95.9347\tvalid_0's l2: 563.207\n",
"[81]\tvalid_0's poisson: -96.0036\tvalid_0's l2: 562.845\n",
"[82]\tvalid_0's poisson: -95.9163\tvalid_0's l2: 562.48\n",
"[83]\tvalid_0's poisson: -95.8444\tvalid_0's l2: 560.634\n",
"[84]\tvalid_0's poisson: -95.8597\tvalid_0's l2: 559.975\n",
"[85]\tvalid_0's poisson: -95.8303\tvalid_0's l2: 559.655\n",
"[86]\tvalid_0's poisson: -95.7802\tvalid_0's l2: 558.698\n",
"[87]\tvalid_0's poisson: -95.9833\tvalid_0's l2: 558.022\n",
"[88]\tvalid_0's poisson: -96.246\tvalid_0's l2: 556.929\n",
"[89]\tvalid_0's poisson: -96.3372\tvalid_0's l2: 556.264\n",
"[90]\tvalid_0's poisson: -96.4416\tvalid_0's l2: 556.29\n",
"[91]\tvalid_0's poisson: -96.3117\tvalid_0's l2: 555.741\n",
"[92]\tvalid_0's poisson: -96.2273\tvalid_0's l2: 553.527\n",
"[93]\tvalid_0's poisson: -96.2097\tvalid_0's l2: 552.954\n",
"[94]\tvalid_0's poisson: -95.9251\tvalid_0's l2: 550.366\n",
"[95]\tvalid_0's poisson: -95.8815\tvalid_0's l2: 550.162\n",
"[96]\tvalid_0's poisson: -95.7741\tvalid_0's l2: 549.779\n",
"[97]\tvalid_0's poisson: -95.773\tvalid_0's l2: 549.903\n",
"[98]\tvalid_0's poisson: -95.904\tvalid_0's l2: 549.77\n",
"[99]\tvalid_0's poisson: -95.8351\tvalid_0's l2: 548.997\n",
"[100]\tvalid_0's poisson: -96.0351\tvalid_0's l2: 548.299\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -92.2588\tvalid_0's l2: 1929.8\n",
"[2]\tvalid_0's poisson: -95.5617\tvalid_0's l2: 1648.95\n",
"[3]\tvalid_0's poisson: -97.931\tvalid_0's l2: 1457.08\n",
"[4]\tvalid_0's poisson: -99.6912\tvalid_0's l2: 1313.66\n",
"[5]\tvalid_0's poisson: -100.845\tvalid_0's l2: 1209.5\n",
"[6]\tvalid_0's poisson: -101.817\tvalid_0's l2: 1120.02\n",
"[7]\tvalid_0's poisson: -102.533\tvalid_0's l2: 1051.01\n",
"[8]\tvalid_0's poisson: -103.379\tvalid_0's l2: 976.806\n",
"[9]\tvalid_0's poisson: -103.734\tvalid_0's l2: 933.421\n",
"[10]\tvalid_0's poisson: -104.264\tvalid_0's l2: 895.109\n",
"[11]\tvalid_0's poisson: -104.485\tvalid_0's l2: 865.324\n",
"[12]\tvalid_0's poisson: -104.587\tvalid_0's l2: 832.462\n",
"[13]\tvalid_0's poisson: -104.531\tvalid_0's l2: 806.87\n",
"[14]\tvalid_0's poisson: -104.243\tvalid_0's l2: 782.769\n",
"[15]\tvalid_0's poisson: -104.039\tvalid_0's l2: 762.4\n",
"[16]\tvalid_0's poisson: -103.63\tvalid_0's l2: 747.955\n",
"[17]\tvalid_0's poisson: -103.553\tvalid_0's l2: 733.005\n",
"[18]\tvalid_0's poisson: -103.073\tvalid_0's l2: 721.691\n",
"[19]\tvalid_0's poisson: -101.908\tvalid_0's l2: 713.017\n",
"[20]\tvalid_0's poisson: -101.248\tvalid_0's l2: 702.741\n",
"[21]\tvalid_0's poisson: -101.178\tvalid_0's l2: 692.936\n",
"[22]\tvalid_0's poisson: -101.593\tvalid_0's l2: 687.835\n",
"[23]\tvalid_0's poisson: -101.432\tvalid_0's l2: 681.96\n",
"[24]\tvalid_0's poisson: -101.309\tvalid_0's l2: 678.353\n",
"[25]\tvalid_0's poisson: -100.793\tvalid_0's l2: 671.358\n",
"[26]\tvalid_0's poisson: -100.579\tvalid_0's l2: 665.12\n",
"[27]\tvalid_0's poisson: -100.695\tvalid_0's l2: 662.563\n",
"[28]\tvalid_0's poisson: -100.55\tvalid_0's l2: 659.178\n",
"[29]\tvalid_0's poisson: -100.355\tvalid_0's l2: 657.434\n",
"[30]\tvalid_0's poisson: -99.9761\tvalid_0's l2: 652.024\n",
"[31]\tvalid_0's poisson: -99.5135\tvalid_0's l2: 649.405\n",
"[32]\tvalid_0's poisson: -98.6516\tvalid_0's l2: 646.865\n",
"[33]\tvalid_0's poisson: -97.8759\tvalid_0's l2: 643.402\n",
"[34]\tvalid_0's poisson: -98.6989\tvalid_0's l2: 642.576\n",
"[35]\tvalid_0's poisson: -99.1739\tvalid_0's l2: 641.055\n",
"[36]\tvalid_0's poisson: -98.5671\tvalid_0's l2: 637.233\n",
"[37]\tvalid_0's poisson: -98.8024\tvalid_0's l2: 634.474\n",
"[38]\tvalid_0's poisson: -97.8448\tvalid_0's l2: 630.128\n",
"[39]\tvalid_0's poisson: -96.8588\tvalid_0's l2: 627.638\n",
"[40]\tvalid_0's poisson: -97.389\tvalid_0's l2: 626.487\n",
"[41]\tvalid_0's poisson: -97.5432\tvalid_0's l2: 621.333\n",
"[42]\tvalid_0's poisson: -96.8728\tvalid_0's l2: 619.786\n",
"[43]\tvalid_0's poisson: -97.096\tvalid_0's l2: 618.851\n",
"[44]\tvalid_0's poisson: -97.1361\tvalid_0's l2: 618.361\n",
"[45]\tvalid_0's poisson: -97.105\tvalid_0's l2: 616.219\n",
"[46]\tvalid_0's poisson: -97.36\tvalid_0's l2: 614.502\n",
"[47]\tvalid_0's poisson: -95.7524\tvalid_0's l2: 611.655\n",
"[48]\tvalid_0's poisson: -95.1733\tvalid_0's l2: 610.337\n",
"[49]\tvalid_0's poisson: -95.0378\tvalid_0's l2: 608.981\n",
"[50]\tvalid_0's poisson: -94.7968\tvalid_0's l2: 607.828\n",
"[51]\tvalid_0's poisson: -95.1432\tvalid_0's l2: 605.828\n",
"[52]\tvalid_0's poisson: -94.8924\tvalid_0's l2: 605.302\n",
"[53]\tvalid_0's poisson: -95.4223\tvalid_0's l2: 603.251\n",
"[54]\tvalid_0's poisson: -95.2999\tvalid_0's l2: 602.325\n",
"[55]\tvalid_0's poisson: -94.8481\tvalid_0's l2: 600.592\n",
"[56]\tvalid_0's poisson: -94.912\tvalid_0's l2: 599.953\n",
"[57]\tvalid_0's poisson: -95.0213\tvalid_0's l2: 598.729\n",
"[58]\tvalid_0's poisson: -95.0227\tvalid_0's l2: 597.107\n",
"[59]\tvalid_0's poisson: -95.1235\tvalid_0's l2: 595.908\n",
"[60]\tvalid_0's poisson: -96.1521\tvalid_0's l2: 594.932\n",
"[61]\tvalid_0's poisson: -95.6239\tvalid_0's l2: 594.152\n",
"[62]\tvalid_0's poisson: -95.742\tvalid_0's l2: 591.877\n",
"[63]\tvalid_0's poisson: -95.6847\tvalid_0's l2: 591.321\n",
"[64]\tvalid_0's poisson: -95.6757\tvalid_0's l2: 590.111\n",
"[65]\tvalid_0's poisson: -95.5902\tvalid_0's l2: 588.998\n",
"[66]\tvalid_0's poisson: -96.0858\tvalid_0's l2: 588.021\n",
"[67]\tvalid_0's poisson: -95.4686\tvalid_0's l2: 587.586\n",
"[68]\tvalid_0's poisson: -95.9064\tvalid_0's l2: 586.706\n",
"[69]\tvalid_0's poisson: -95.7595\tvalid_0's l2: 585.415\n",
"[70]\tvalid_0's poisson: -95.9513\tvalid_0's l2: 581.328\n",
"[71]\tvalid_0's poisson: -95.9729\tvalid_0's l2: 580.46\n",
"[72]\tvalid_0's poisson: -95.6161\tvalid_0's l2: 579.817\n",
"[73]\tvalid_0's poisson: -95.9004\tvalid_0's l2: 580.002\n",
"[74]\tvalid_0's poisson: -95.9382\tvalid_0's l2: 579.18\n",
"[75]\tvalid_0's poisson: -95.931\tvalid_0's l2: 579.69\n",
"[76]\tvalid_0's poisson: -96.2669\tvalid_0's l2: 579.604\n",
"[77]\tvalid_0's poisson: -95.5936\tvalid_0's l2: 578.457\n",
"[78]\tvalid_0's poisson: -95.7556\tvalid_0's l2: 577.145\n",
"[79]\tvalid_0's poisson: -95.7666\tvalid_0's l2: 576.358\n",
"[80]\tvalid_0's poisson: -95.4402\tvalid_0's l2: 575.813\n",
"[81]\tvalid_0's poisson: -95.6814\tvalid_0's l2: 575.641\n",
"[82]\tvalid_0's poisson: -95.1026\tvalid_0's l2: 573.641\n",
"[83]\tvalid_0's poisson: -95.4073\tvalid_0's l2: 572.102\n",
"[84]\tvalid_0's poisson: -95.4043\tvalid_0's l2: 570.879\n",
"[85]\tvalid_0's poisson: -95.4234\tvalid_0's l2: 570.362\n",
"[86]\tvalid_0's poisson: -95.3604\tvalid_0's l2: 570.255\n",
"[87]\tvalid_0's poisson: -95.2582\tvalid_0's l2: 568.754\n",
"[88]\tvalid_0's poisson: -95.3034\tvalid_0's l2: 567.979\n",
"[89]\tvalid_0's poisson: -95.3312\tvalid_0's l2: 565.593\n",
"[90]\tvalid_0's poisson: -95.3662\tvalid_0's l2: 564.229\n",
"[91]\tvalid_0's poisson: -95.3639\tvalid_0's l2: 564.5\n",
"[92]\tvalid_0's poisson: -95.3494\tvalid_0's l2: 564.417\n",
"[93]\tvalid_0's poisson: -94.873\tvalid_0's l2: 563.785\n",
"[94]\tvalid_0's poisson: -95.2703\tvalid_0's l2: 563.105\n",
"[95]\tvalid_0's poisson: -95.1086\tvalid_0's l2: 559.444\n",
"[96]\tvalid_0's poisson: -95.2764\tvalid_0's l2: 559.233\n",
"[97]\tvalid_0's poisson: -95.0555\tvalid_0's l2: 558.233\n",
"[98]\tvalid_0's poisson: -95.0967\tvalid_0's l2: 558.461\n",
"[99]\tvalid_0's poisson: -95.2875\tvalid_0's l2: 558.049\n",
"[100]\tvalid_0's poisson: -95.6745\tvalid_0's l2: 555.575\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -92.2489\tvalid_0's l2: 1928.48\n",
"[2]\tvalid_0's poisson: -95.5464\tvalid_0's l2: 1647.53\n",
"[3]\tvalid_0's poisson: -97.9263\tvalid_0's l2: 1453.89\n",
"[4]\tvalid_0's poisson: -99.3972\tvalid_0's l2: 1318.59\n",
"[5]\tvalid_0's poisson: -100.632\tvalid_0's l2: 1210.93\n",
"[6]\tvalid_0's poisson: -101.626\tvalid_0's l2: 1127.27\n",
"[7]\tvalid_0's poisson: -102.646\tvalid_0's l2: 1037.65\n",
"[8]\tvalid_0's poisson: -103.262\tvalid_0's l2: 982.673\n",
"[9]\tvalid_0's poisson: -103.78\tvalid_0's l2: 937.156\n",
"[10]\tvalid_0's poisson: -104.023\tvalid_0's l2: 903.308\n",
"[11]\tvalid_0's poisson: -104.09\tvalid_0's l2: 868.112\n",
"[12]\tvalid_0's poisson: -104.288\tvalid_0's l2: 836.662\n",
"[13]\tvalid_0's poisson: -103.266\tvalid_0's l2: 809.531\n",
"[14]\tvalid_0's poisson: -103.334\tvalid_0's l2: 788.379\n",
"[15]\tvalid_0's poisson: -104.235\tvalid_0's l2: 771.423\n",
"[16]\tvalid_0's poisson: -103.238\tvalid_0's l2: 751.499\n",
"[17]\tvalid_0's poisson: -103.323\tvalid_0's l2: 736.508\n",
"[18]\tvalid_0's poisson: -102.224\tvalid_0's l2: 726.158\n",
"[19]\tvalid_0's poisson: -101.637\tvalid_0's l2: 715.253\n",
"[20]\tvalid_0's poisson: -101.495\tvalid_0's l2: 707.181\n",
"[21]\tvalid_0's poisson: -101.739\tvalid_0's l2: 701.345\n",
"[22]\tvalid_0's poisson: -101.666\tvalid_0's l2: 694.22\n",
"[23]\tvalid_0's poisson: -101.371\tvalid_0's l2: 687.124\n",
"[24]\tvalid_0's poisson: -101.358\tvalid_0's l2: 681.552\n",
"[25]\tvalid_0's poisson: -100.17\tvalid_0's l2: 673.725\n",
"[26]\tvalid_0's poisson: -99.5023\tvalid_0's l2: 671.181\n",
"[27]\tvalid_0's poisson: -99.4706\tvalid_0's l2: 666.875\n",
"[28]\tvalid_0's poisson: -97.9132\tvalid_0's l2: 660.816\n",
"[29]\tvalid_0's poisson: -97.7228\tvalid_0's l2: 657.35\n",
"[30]\tvalid_0's poisson: -97.6501\tvalid_0's l2: 654.284\n",
"[31]\tvalid_0's poisson: -97.241\tvalid_0's l2: 649.538\n",
"[32]\tvalid_0's poisson: -95.8638\tvalid_0's l2: 647.121\n",
"[33]\tvalid_0's poisson: -95.9706\tvalid_0's l2: 645.272\n",
"[34]\tvalid_0's poisson: -95.8356\tvalid_0's l2: 644.886\n",
"[35]\tvalid_0's poisson: -95.9505\tvalid_0's l2: 639.133\n",
"[36]\tvalid_0's poisson: -95.8107\tvalid_0's l2: 638.823\n",
"[37]\tvalid_0's poisson: -96.0427\tvalid_0's l2: 634.462\n",
"[38]\tvalid_0's poisson: -96.083\tvalid_0's l2: 633.167\n",
"[39]\tvalid_0's poisson: -96.1987\tvalid_0's l2: 629.374\n",
"[40]\tvalid_0's poisson: -96.8873\tvalid_0's l2: 627.47\n",
"[41]\tvalid_0's poisson: -96.541\tvalid_0's l2: 624.074\n",
"[42]\tvalid_0's poisson: -96.8695\tvalid_0's l2: 622.86\n",
"[43]\tvalid_0's poisson: -96.6553\tvalid_0's l2: 619.761\n",
"[44]\tvalid_0's poisson: -96.0955\tvalid_0's l2: 616.028\n",
"[45]\tvalid_0's poisson: -96.3546\tvalid_0's l2: 615.193\n",
"[46]\tvalid_0's poisson: -96.562\tvalid_0's l2: 614.969\n",
"[47]\tvalid_0's poisson: -96.6185\tvalid_0's l2: 608.156\n",
"[48]\tvalid_0's poisson: -96.9705\tvalid_0's l2: 606.922\n",
"[49]\tvalid_0's poisson: -96.7832\tvalid_0's l2: 604.975\n",
"[50]\tvalid_0's poisson: -97.049\tvalid_0's l2: 603.166\n",
"[51]\tvalid_0's poisson: -95.8924\tvalid_0's l2: 597.521\n",
"[52]\tvalid_0's poisson: -95.9963\tvalid_0's l2: 597.695\n",
"[53]\tvalid_0's poisson: -96.211\tvalid_0's l2: 596.987\n",
"[54]\tvalid_0's poisson: -96.4485\tvalid_0's l2: 597.278\n",
"[55]\tvalid_0's poisson: -95.8949\tvalid_0's l2: 595.776\n",
"[56]\tvalid_0's poisson: -96.1882\tvalid_0's l2: 594.51\n",
"[57]\tvalid_0's poisson: -95.8316\tvalid_0's l2: 592.834\n",
"[58]\tvalid_0's poisson: -95.5918\tvalid_0's l2: 590.069\n",
"[59]\tvalid_0's poisson: -95.4575\tvalid_0's l2: 588.886\n",
"[60]\tvalid_0's poisson: -95.8366\tvalid_0's l2: 587.951\n",
"[61]\tvalid_0's poisson: -96.4386\tvalid_0's l2: 587.394\n",
"[62]\tvalid_0's poisson: -96.1762\tvalid_0's l2: 586.271\n",
"[63]\tvalid_0's poisson: -96.1048\tvalid_0's l2: 585.975\n",
"[64]\tvalid_0's poisson: -96.2824\tvalid_0's l2: 586.525\n",
"[65]\tvalid_0's poisson: -96.2655\tvalid_0's l2: 586.653\n",
"[66]\tvalid_0's poisson: -96.2577\tvalid_0's l2: 585.125\n",
"[67]\tvalid_0's poisson: -96.8065\tvalid_0's l2: 584.407\n",
"[68]\tvalid_0's poisson: -96.051\tvalid_0's l2: 583.591\n",
"[69]\tvalid_0's poisson: -96.0455\tvalid_0's l2: 584.027\n",
"[70]\tvalid_0's poisson: -96.3509\tvalid_0's l2: 582.443\n",
"[71]\tvalid_0's poisson: -96.1317\tvalid_0's l2: 580.448\n",
"[72]\tvalid_0's poisson: -96.4346\tvalid_0's l2: 579.828\n",
"[73]\tvalid_0's poisson: -96.4368\tvalid_0's l2: 578.903\n",
"[74]\tvalid_0's poisson: -96.4564\tvalid_0's l2: 577.243\n",
"[75]\tvalid_0's poisson: -96.3991\tvalid_0's l2: 574.887\n",
"[76]\tvalid_0's poisson: -96.3843\tvalid_0's l2: 574.408\n",
"[77]\tvalid_0's poisson: -96.4702\tvalid_0's l2: 573.769\n",
"[78]\tvalid_0's poisson: -96.5844\tvalid_0's l2: 573.118\n",
"[79]\tvalid_0's poisson: -96.5678\tvalid_0's l2: 572.113\n",
"[80]\tvalid_0's poisson: -96.7931\tvalid_0's l2: 571.369\n",
"[81]\tvalid_0's poisson: -96.657\tvalid_0's l2: 569.626\n",
"[82]\tvalid_0's poisson: -96.7351\tvalid_0's l2: 569.066\n",
"[83]\tvalid_0's poisson: -96.4936\tvalid_0's l2: 568.428\n",
"[84]\tvalid_0's poisson: -96.5712\tvalid_0's l2: 567.033\n",
"[85]\tvalid_0's poisson: -96.4653\tvalid_0's l2: 566.547\n",
"[86]\tvalid_0's poisson: -96.4118\tvalid_0's l2: 566.525\n",
"[87]\tvalid_0's poisson: -96.4172\tvalid_0's l2: 566.007\n",
"[88]\tvalid_0's poisson: -96.7639\tvalid_0's l2: 559.435\n",
"[89]\tvalid_0's poisson: -97.2438\tvalid_0's l2: 558.717\n",
"[90]\tvalid_0's poisson: -97.3316\tvalid_0's l2: 556.894\n",
"[91]\tvalid_0's poisson: -97.4571\tvalid_0's l2: 552.865\n",
"[92]\tvalid_0's poisson: -97.0711\tvalid_0's l2: 550.387\n",
"[93]\tvalid_0's poisson: -97.2258\tvalid_0's l2: 550\n",
"[94]\tvalid_0's poisson: -96.9885\tvalid_0's l2: 549.496\n",
"[95]\tvalid_0's poisson: -97.0645\tvalid_0's l2: 547.98\n",
"[96]\tvalid_0's poisson: -97.0667\tvalid_0's l2: 546.486\n",
"[97]\tvalid_0's poisson: -97.0634\tvalid_0's l2: 545.997\n",
"[98]\tvalid_0's poisson: -96.454\tvalid_0's l2: 544.141\n",
"[99]\tvalid_0's poisson: -96.5574\tvalid_0's l2: 543.519\n",
"[100]\tvalid_0's poisson: -96.43\tvalid_0's l2: 541.376\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -95.5956\tvalid_0's l2: 1593.41\n",
"[2]\tvalid_0's poisson: -99.946\tvalid_0's l2: 1173.57\n",
"[3]\tvalid_0's poisson: -102.603\tvalid_0's l2: 920\n",
"[4]\tvalid_0's poisson: -104.344\tvalid_0's l2: 762.81\n",
"[5]\tvalid_0's poisson: -105.642\tvalid_0's l2: 648.523\n",
"[6]\tvalid_0's poisson: -106.453\tvalid_0's l2: 581.742\n",
"[7]\tvalid_0's poisson: -107.12\tvalid_0's l2: 531.008\n",
"[8]\tvalid_0's poisson: -107.544\tvalid_0's l2: 493.44\n",
"[9]\tvalid_0's poisson: -107.872\tvalid_0's l2: 467.42\n",
"[10]\tvalid_0's poisson: -108.144\tvalid_0's l2: 439.71\n",
"[11]\tvalid_0's poisson: -108.346\tvalid_0's l2: 420.13\n",
"[12]\tvalid_0's poisson: -108.357\tvalid_0's l2: 410.058\n",
"[13]\tvalid_0's poisson: -108.422\tvalid_0's l2: 400.111\n",
"[14]\tvalid_0's poisson: -108.38\tvalid_0's l2: 392.59\n",
"[15]\tvalid_0's poisson: -108.309\tvalid_0's l2: 386.216\n",
"[16]\tvalid_0's poisson: -108.056\tvalid_0's l2: 382.32\n",
"[17]\tvalid_0's poisson: -108.06\tvalid_0's l2: 377.27\n",
"[18]\tvalid_0's poisson: -107.96\tvalid_0's l2: 371.818\n",
"[19]\tvalid_0's poisson: -107.96\tvalid_0's l2: 366.122\n",
"[20]\tvalid_0's poisson: -107.949\tvalid_0's l2: 364.436\n",
"[21]\tvalid_0's poisson: -107.903\tvalid_0's l2: 363.012\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[22]\tvalid_0's poisson: -107.82\tvalid_0's l2: 358.691\n",
"[23]\tvalid_0's poisson: -107.71\tvalid_0's l2: 355.022\n",
"[24]\tvalid_0's poisson: -107.528\tvalid_0's l2: 349.882\n",
"[25]\tvalid_0's poisson: -107.476\tvalid_0's l2: 345.968\n",
"[26]\tvalid_0's poisson: -107.46\tvalid_0's l2: 342.19\n",
"[27]\tvalid_0's poisson: -107.396\tvalid_0's l2: 340.996\n",
"[28]\tvalid_0's poisson: -107.304\tvalid_0's l2: 340.316\n",
"[29]\tvalid_0's poisson: -107.225\tvalid_0's l2: 337.756\n",
"[30]\tvalid_0's poisson: -107.185\tvalid_0's l2: 335.62\n",
"[31]\tvalid_0's poisson: -107.211\tvalid_0's l2: 333.488\n",
"[32]\tvalid_0's poisson: -107.274\tvalid_0's l2: 331.274\n",
"[33]\tvalid_0's poisson: -107.388\tvalid_0's l2: 331.01\n",
"[34]\tvalid_0's poisson: -107.35\tvalid_0's l2: 329.833\n",
"[35]\tvalid_0's poisson: -107.326\tvalid_0's l2: 325.688\n",
"[36]\tvalid_0's poisson: -107.293\tvalid_0's l2: 323.058\n",
"[37]\tvalid_0's poisson: -107.264\tvalid_0's l2: 321.501\n",
"[38]\tvalid_0's poisson: -107.252\tvalid_0's l2: 321.318\n",
"[39]\tvalid_0's poisson: -107.244\tvalid_0's l2: 320.618\n",
"[40]\tvalid_0's poisson: -107.207\tvalid_0's l2: 319.043\n",
"[41]\tvalid_0's poisson: -107.035\tvalid_0's l2: 317.48\n",
"[42]\tvalid_0's poisson: -107.026\tvalid_0's l2: 316.792\n",
"[43]\tvalid_0's poisson: -107.007\tvalid_0's l2: 314.231\n",
"[44]\tvalid_0's poisson: -106.931\tvalid_0's l2: 312.542\n",
"[45]\tvalid_0's poisson: -106.959\tvalid_0's l2: 312.409\n",
"[46]\tvalid_0's poisson: -106.958\tvalid_0's l2: 311.909\n",
"[47]\tvalid_0's poisson: -106.922\tvalid_0's l2: 311.8\n",
"[48]\tvalid_0's poisson: -106.986\tvalid_0's l2: 311.841\n",
"[49]\tvalid_0's poisson: -106.935\tvalid_0's l2: 311.555\n",
"[50]\tvalid_0's poisson: -106.951\tvalid_0's l2: 311.327\n",
"[51]\tvalid_0's poisson: -106.96\tvalid_0's l2: 310.818\n",
"[52]\tvalid_0's poisson: -106.894\tvalid_0's l2: 308.837\n",
"[53]\tvalid_0's poisson: -106.923\tvalid_0's l2: 308.028\n",
"[54]\tvalid_0's poisson: -106.821\tvalid_0's l2: 307.876\n",
"[55]\tvalid_0's poisson: -106.883\tvalid_0's l2: 306.968\n",
"[56]\tvalid_0's poisson: -106.9\tvalid_0's l2: 304.445\n",
"[57]\tvalid_0's poisson: -106.907\tvalid_0's l2: 303.302\n",
"[58]\tvalid_0's poisson: -106.833\tvalid_0's l2: 302.301\n",
"[59]\tvalid_0's poisson: -106.644\tvalid_0's l2: 301.188\n",
"[60]\tvalid_0's poisson: -106.828\tvalid_0's l2: 301.058\n",
"[61]\tvalid_0's poisson: -106.821\tvalid_0's l2: 300.402\n",
"[62]\tvalid_0's poisson: -106.855\tvalid_0's l2: 300.441\n",
"[63]\tvalid_0's poisson: -106.836\tvalid_0's l2: 300.916\n",
"[64]\tvalid_0's poisson: -106.777\tvalid_0's l2: 300.695\n",
"[65]\tvalid_0's poisson: -106.624\tvalid_0's l2: 300.46\n",
"[66]\tvalid_0's poisson: -106.535\tvalid_0's l2: 299.57\n",
"[67]\tvalid_0's poisson: -106.449\tvalid_0's l2: 296.424\n",
"[68]\tvalid_0's poisson: -106.411\tvalid_0's l2: 297.424\n",
"[69]\tvalid_0's poisson: -106.46\tvalid_0's l2: 297.131\n",
"[70]\tvalid_0's poisson: -106.55\tvalid_0's l2: 295.976\n",
"[71]\tvalid_0's poisson: -106.737\tvalid_0's l2: 295.421\n",
"[72]\tvalid_0's poisson: -106.827\tvalid_0's l2: 295.368\n",
"[73]\tvalid_0's poisson: -106.836\tvalid_0's l2: 295.159\n",
"[74]\tvalid_0's poisson: -106.775\tvalid_0's l2: 292.608\n",
"[75]\tvalid_0's poisson: -106.787\tvalid_0's l2: 292.6\n",
"[76]\tvalid_0's poisson: -106.659\tvalid_0's l2: 292.117\n",
"[77]\tvalid_0's poisson: -106.715\tvalid_0's l2: 291.926\n",
"[78]\tvalid_0's poisson: -106.645\tvalid_0's l2: 291.497\n",
"[79]\tvalid_0's poisson: -106.663\tvalid_0's l2: 291.219\n",
"[80]\tvalid_0's poisson: -106.608\tvalid_0's l2: 291.115\n",
"[81]\tvalid_0's poisson: -106.613\tvalid_0's l2: 291.392\n",
"[82]\tvalid_0's poisson: -106.612\tvalid_0's l2: 290.956\n",
"[83]\tvalid_0's poisson: -106.537\tvalid_0's l2: 289.467\n",
"[84]\tvalid_0's poisson: -106.533\tvalid_0's l2: 289.464\n",
"[85]\tvalid_0's poisson: -106.53\tvalid_0's l2: 289.254\n",
"[86]\tvalid_0's poisson: -106.431\tvalid_0's l2: 289.176\n",
"[87]\tvalid_0's poisson: -106.508\tvalid_0's l2: 289.022\n",
"[88]\tvalid_0's poisson: -106.364\tvalid_0's l2: 289.08\n",
"[89]\tvalid_0's poisson: -106.369\tvalid_0's l2: 287.937\n",
"[90]\tvalid_0's poisson: -106.451\tvalid_0's l2: 287.732\n",
"[91]\tvalid_0's poisson: -106.377\tvalid_0's l2: 287.452\n",
"[92]\tvalid_0's poisson: -106.377\tvalid_0's l2: 287.515\n",
"[93]\tvalid_0's poisson: -106.335\tvalid_0's l2: 287.563\n",
"[94]\tvalid_0's poisson: -106.395\tvalid_0's l2: 287.778\n",
"[95]\tvalid_0's poisson: -106.404\tvalid_0's l2: 287.574\n",
"[96]\tvalid_0's poisson: -106.403\tvalid_0's l2: 287.544\n",
"[97]\tvalid_0's poisson: -106.404\tvalid_0's l2: 287.425\n",
"[98]\tvalid_0's poisson: -106.223\tvalid_0's l2: 286.527\n",
"[99]\tvalid_0's poisson: -106.172\tvalid_0's l2: 286.388\n",
"[100]\tvalid_0's poisson: -106.366\tvalid_0's l2: 285.719\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -95.5859\tvalid_0's l2: 1586.49\n",
"[2]\tvalid_0's poisson: -100.167\tvalid_0's l2: 1144.8\n",
"[3]\tvalid_0's poisson: -102.87\tvalid_0's l2: 875.724\n",
"[4]\tvalid_0's poisson: -104.582\tvalid_0's l2: 722.277\n",
"[5]\tvalid_0's poisson: -105.711\tvalid_0's l2: 626.314\n",
"[6]\tvalid_0's poisson: -106.635\tvalid_0's l2: 557.308\n",
"[7]\tvalid_0's poisson: -107.19\tvalid_0's l2: 510.646\n",
"[8]\tvalid_0's poisson: -107.646\tvalid_0's l2: 474.042\n",
"[9]\tvalid_0's poisson: -107.968\tvalid_0's l2: 444.842\n",
"[10]\tvalid_0's poisson: -108.207\tvalid_0's l2: 424.142\n",
"[11]\tvalid_0's poisson: -108.329\tvalid_0's l2: 410.597\n",
"[12]\tvalid_0's poisson: -108.346\tvalid_0's l2: 397.804\n",
"[13]\tvalid_0's poisson: -108.424\tvalid_0's l2: 389.363\n",
"[14]\tvalid_0's poisson: -108.249\tvalid_0's l2: 383.191\n",
"[15]\tvalid_0's poisson: -108.105\tvalid_0's l2: 378.023\n",
"[16]\tvalid_0's poisson: -108.124\tvalid_0's l2: 373.985\n",
"[17]\tvalid_0's poisson: -108.127\tvalid_0's l2: 370.565\n",
"[18]\tvalid_0's poisson: -108.031\tvalid_0's l2: 368.955\n",
"[19]\tvalid_0's poisson: -107.958\tvalid_0's l2: 365.769\n",
"[20]\tvalid_0's poisson: -107.91\tvalid_0's l2: 363.352\n",
"[21]\tvalid_0's poisson: -107.702\tvalid_0's l2: 363.277\n",
"[22]\tvalid_0's poisson: -107.604\tvalid_0's l2: 356.692\n",
"[23]\tvalid_0's poisson: -107.597\tvalid_0's l2: 351.526\n",
"[24]\tvalid_0's poisson: -107.601\tvalid_0's l2: 348.722\n",
"[25]\tvalid_0's poisson: -107.397\tvalid_0's l2: 346.708\n",
"[26]\tvalid_0's poisson: -107.317\tvalid_0's l2: 342.883\n",
"[27]\tvalid_0's poisson: -107.275\tvalid_0's l2: 340.694\n",
"[28]\tvalid_0's poisson: -107.289\tvalid_0's l2: 340.087\n",
"[29]\tvalid_0's poisson: -107.247\tvalid_0's l2: 338.806\n",
"[30]\tvalid_0's poisson: -107.275\tvalid_0's l2: 338.299\n",
"[31]\tvalid_0's poisson: -107.124\tvalid_0's l2: 338.18\n",
"[32]\tvalid_0's poisson: -107.08\tvalid_0's l2: 337.362\n",
"[33]\tvalid_0's poisson: -107.005\tvalid_0's l2: 334.392\n",
"[34]\tvalid_0's poisson: -107.106\tvalid_0's l2: 331.017\n",
"[35]\tvalid_0's poisson: -107.134\tvalid_0's l2: 330.865\n",
"[36]\tvalid_0's poisson: -106.879\tvalid_0's l2: 330.222\n",
"[37]\tvalid_0's poisson: -106.875\tvalid_0's l2: 329.151\n",
"[38]\tvalid_0's poisson: -106.879\tvalid_0's l2: 328.063\n",
"[39]\tvalid_0's poisson: -107.065\tvalid_0's l2: 326.964\n",
"[40]\tvalid_0's poisson: -106.834\tvalid_0's l2: 326.302\n",
"[41]\tvalid_0's poisson: -106.6\tvalid_0's l2: 324.686\n",
"[42]\tvalid_0's poisson: -106.523\tvalid_0's l2: 324.104\n",
"[43]\tvalid_0's poisson: -106.514\tvalid_0's l2: 323.458\n",
"[44]\tvalid_0's poisson: -106.453\tvalid_0's l2: 322.087\n",
"[45]\tvalid_0's poisson: -106.667\tvalid_0's l2: 322.535\n",
"[46]\tvalid_0's poisson: -106.649\tvalid_0's l2: 322.804\n",
"[47]\tvalid_0's poisson: -106.638\tvalid_0's l2: 322.785\n",
"[48]\tvalid_0's poisson: -106.61\tvalid_0's l2: 322.328\n",
"[49]\tvalid_0's poisson: -106.539\tvalid_0's l2: 321.217\n",
"[50]\tvalid_0's poisson: -106.535\tvalid_0's l2: 320.239\n",
"[51]\tvalid_0's poisson: -106.339\tvalid_0's l2: 319.261\n",
"[52]\tvalid_0's poisson: -106.241\tvalid_0's l2: 317.889\n",
"[53]\tvalid_0's poisson: -106.193\tvalid_0's l2: 316.817\n",
"[54]\tvalid_0's poisson: -106.197\tvalid_0's l2: 316.311\n",
"[55]\tvalid_0's poisson: -106.246\tvalid_0's l2: 315.962\n",
"[56]\tvalid_0's poisson: -106.363\tvalid_0's l2: 315.359\n",
"[57]\tvalid_0's poisson: -106.358\tvalid_0's l2: 314.849\n",
"[58]\tvalid_0's poisson: -106.481\tvalid_0's l2: 312.747\n",
"[59]\tvalid_0's poisson: -106.479\tvalid_0's l2: 312.577\n",
"[60]\tvalid_0's poisson: -106.623\tvalid_0's l2: 312.551\n",
"[61]\tvalid_0's poisson: -106.629\tvalid_0's l2: 311.956\n",
"[62]\tvalid_0's poisson: -106.701\tvalid_0's l2: 312.195\n",
"[63]\tvalid_0's poisson: -106.76\tvalid_0's l2: 311.807\n",
"[64]\tvalid_0's poisson: -106.788\tvalid_0's l2: 310.159\n",
"[65]\tvalid_0's poisson: -106.751\tvalid_0's l2: 308.811\n",
"[66]\tvalid_0's poisson: -106.726\tvalid_0's l2: 309.954\n",
"[67]\tvalid_0's poisson: -106.708\tvalid_0's l2: 309.297\n",
"[68]\tvalid_0's poisson: -106.862\tvalid_0's l2: 309.198\n",
"[69]\tvalid_0's poisson: -106.938\tvalid_0's l2: 308.315\n",
"[70]\tvalid_0's poisson: -106.965\tvalid_0's l2: 307.919\n",
"[71]\tvalid_0's poisson: -106.945\tvalid_0's l2: 307.692\n",
"[72]\tvalid_0's poisson: -106.945\tvalid_0's l2: 307.721\n",
"[73]\tvalid_0's poisson: -106.997\tvalid_0's l2: 307.465\n",
"[74]\tvalid_0's poisson: -106.924\tvalid_0's l2: 307.178\n",
"[75]\tvalid_0's poisson: -106.843\tvalid_0's l2: 306.928\n",
"[76]\tvalid_0's poisson: -106.739\tvalid_0's l2: 306.39\n",
"[77]\tvalid_0's poisson: -106.681\tvalid_0's l2: 305.942\n",
"[78]\tvalid_0's poisson: -106.663\tvalid_0's l2: 305.249\n",
"[79]\tvalid_0's poisson: -106.666\tvalid_0's l2: 305.001\n",
"[80]\tvalid_0's poisson: -106.678\tvalid_0's l2: 304.836\n",
"[81]\tvalid_0's poisson: -106.638\tvalid_0's l2: 304.974\n",
"[82]\tvalid_0's poisson: -106.635\tvalid_0's l2: 304.445\n",
"[83]\tvalid_0's poisson: -106.633\tvalid_0's l2: 304.329\n",
"[84]\tvalid_0's poisson: -106.637\tvalid_0's l2: 304.078\n",
"[85]\tvalid_0's poisson: -106.508\tvalid_0's l2: 303.777\n",
"[86]\tvalid_0's poisson: -106.717\tvalid_0's l2: 303.418\n",
"[87]\tvalid_0's poisson: -106.659\tvalid_0's l2: 302.7\n",
"[88]\tvalid_0's poisson: -106.746\tvalid_0's l2: 302.479\n",
"[89]\tvalid_0's poisson: -106.756\tvalid_0's l2: 301.928\n",
"[90]\tvalid_0's poisson: -106.732\tvalid_0's l2: 302.145\n",
"[91]\tvalid_0's poisson: -106.635\tvalid_0's l2: 302.67\n",
"[92]\tvalid_0's poisson: -106.701\tvalid_0's l2: 303.057\n",
"[93]\tvalid_0's poisson: -106.67\tvalid_0's l2: 301.903\n",
"[94]\tvalid_0's poisson: -106.581\tvalid_0's l2: 302.341\n",
"[95]\tvalid_0's poisson: -106.58\tvalid_0's l2: 302.584\n",
"[96]\tvalid_0's poisson: -106.579\tvalid_0's l2: 302.425\n",
"[97]\tvalid_0's poisson: -106.535\tvalid_0's l2: 302.382\n",
"[98]\tvalid_0's poisson: -106.564\tvalid_0's l2: 302.246\n",
"[99]\tvalid_0's poisson: -106.568\tvalid_0's l2: 302.32\n",
"[100]\tvalid_0's poisson: -106.583\tvalid_0's l2: 302.285\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -95.6935\tvalid_0's l2: 1578.16\n",
"[2]\tvalid_0's poisson: -100.121\tvalid_0's l2: 1149.74\n",
"[3]\tvalid_0's poisson: -102.73\tvalid_0's l2: 897.211\n",
"[4]\tvalid_0's poisson: -104.468\tvalid_0's l2: 742.173\n",
"[5]\tvalid_0's poisson: -105.626\tvalid_0's l2: 641.396\n",
"[6]\tvalid_0's poisson: -106.532\tvalid_0's l2: 572.348\n",
"[7]\tvalid_0's poisson: -107.164\tvalid_0's l2: 524.989\n",
"[8]\tvalid_0's poisson: -107.61\tvalid_0's l2: 490.45\n",
"[9]\tvalid_0's poisson: -107.886\tvalid_0's l2: 460.864\n",
"[10]\tvalid_0's poisson: -108.063\tvalid_0's l2: 442.749\n",
"[11]\tvalid_0's poisson: -108.19\tvalid_0's l2: 425.524\n",
"[12]\tvalid_0's poisson: -108.187\tvalid_0's l2: 414.246\n",
"[13]\tvalid_0's poisson: -107.989\tvalid_0's l2: 406.687\n",
"[14]\tvalid_0's poisson: -107.951\tvalid_0's l2: 398.707\n",
"[15]\tvalid_0's poisson: -107.716\tvalid_0's l2: 395.497\n",
"[16]\tvalid_0's poisson: -107.847\tvalid_0's l2: 389.374\n",
"[17]\tvalid_0's poisson: -107.803\tvalid_0's l2: 386.524\n",
"[18]\tvalid_0's poisson: -107.772\tvalid_0's l2: 383.946\n",
"[19]\tvalid_0's poisson: -107.766\tvalid_0's l2: 380.057\n",
"[20]\tvalid_0's poisson: -107.764\tvalid_0's l2: 376.606\n",
"[21]\tvalid_0's poisson: -107.643\tvalid_0's l2: 374.667\n",
"[22]\tvalid_0's poisson: -107.622\tvalid_0's l2: 374.943\n",
"[23]\tvalid_0's poisson: -107.622\tvalid_0's l2: 373.131\n",
"[24]\tvalid_0's poisson: -107.556\tvalid_0's l2: 371.216\n",
"[25]\tvalid_0's poisson: -107.585\tvalid_0's l2: 369.156\n",
"[26]\tvalid_0's poisson: -107.418\tvalid_0's l2: 365.436\n",
"[27]\tvalid_0's poisson: -107.3\tvalid_0's l2: 363.783\n",
"[28]\tvalid_0's poisson: -107.346\tvalid_0's l2: 361.144\n",
"[29]\tvalid_0's poisson: -107.263\tvalid_0's l2: 359.684\n",
"[30]\tvalid_0's poisson: -107.081\tvalid_0's l2: 357.621\n",
"[31]\tvalid_0's poisson: -107.086\tvalid_0's l2: 352.089\n",
"[32]\tvalid_0's poisson: -107.052\tvalid_0's l2: 348.142\n",
"[33]\tvalid_0's poisson: -106.985\tvalid_0's l2: 347.131\n",
"[34]\tvalid_0's poisson: -106.944\tvalid_0's l2: 346.951\n",
"[35]\tvalid_0's poisson: -107.008\tvalid_0's l2: 345.679\n",
"[36]\tvalid_0's poisson: -106.944\tvalid_0's l2: 343.699\n",
"[37]\tvalid_0's poisson: -106.801\tvalid_0's l2: 342.953\n",
"[38]\tvalid_0's poisson: -106.849\tvalid_0's l2: 341.488\n",
"[39]\tvalid_0's poisson: -106.808\tvalid_0's l2: 340.896\n",
"[40]\tvalid_0's poisson: -106.902\tvalid_0's l2: 339.578\n",
"[41]\tvalid_0's poisson: -106.936\tvalid_0's l2: 337.963\n",
"[42]\tvalid_0's poisson: -106.837\tvalid_0's l2: 337.097\n",
"[43]\tvalid_0's poisson: -106.799\tvalid_0's l2: 337.193\n",
"[44]\tvalid_0's poisson: -106.76\tvalid_0's l2: 335.195\n",
"[45]\tvalid_0's poisson: -106.76\tvalid_0's l2: 335.182\n",
"[46]\tvalid_0's poisson: -106.835\tvalid_0's l2: 335.19\n",
"[47]\tvalid_0's poisson: -106.803\tvalid_0's l2: 334.982\n",
"[48]\tvalid_0's poisson: -106.846\tvalid_0's l2: 333.864\n",
"[49]\tvalid_0's poisson: -106.873\tvalid_0's l2: 332.938\n",
"[50]\tvalid_0's poisson: -106.943\tvalid_0's l2: 330.315\n",
"[51]\tvalid_0's poisson: -106.893\tvalid_0's l2: 329.964\n",
"[52]\tvalid_0's poisson: -106.885\tvalid_0's l2: 328.695\n",
"[53]\tvalid_0's poisson: -106.771\tvalid_0's l2: 328.442\n",
"[54]\tvalid_0's poisson: -106.788\tvalid_0's l2: 325.005\n",
"[55]\tvalid_0's poisson: -106.848\tvalid_0's l2: 323.957\n",
"[56]\tvalid_0's poisson: -106.776\tvalid_0's l2: 321.849\n",
"[57]\tvalid_0's poisson: -106.766\tvalid_0's l2: 320.999\n",
"[58]\tvalid_0's poisson: -106.747\tvalid_0's l2: 321.585\n",
"[59]\tvalid_0's poisson: -106.674\tvalid_0's l2: 319.68\n",
"[60]\tvalid_0's poisson: -106.716\tvalid_0's l2: 317.278\n",
"[61]\tvalid_0's poisson: -106.648\tvalid_0's l2: 316.519\n",
"[62]\tvalid_0's poisson: -106.697\tvalid_0's l2: 314.75\n",
"[63]\tvalid_0's poisson: -106.631\tvalid_0's l2: 314.3\n",
"[64]\tvalid_0's poisson: -106.542\tvalid_0's l2: 313.373\n",
"[65]\tvalid_0's poisson: -106.438\tvalid_0's l2: 311.617\n",
"[66]\tvalid_0's poisson: -106.444\tvalid_0's l2: 311.568\n",
"[67]\tvalid_0's poisson: -106.479\tvalid_0's l2: 311.844\n",
"[68]\tvalid_0's poisson: -106.386\tvalid_0's l2: 311.856\n",
"[69]\tvalid_0's poisson: -106.189\tvalid_0's l2: 311.01\n",
"[70]\tvalid_0's poisson: -106.17\tvalid_0's l2: 310.006\n",
"[71]\tvalid_0's poisson: -106.299\tvalid_0's l2: 309.929\n",
"[72]\tvalid_0's poisson: -106.228\tvalid_0's l2: 309.929\n",
"[73]\tvalid_0's poisson: -106.302\tvalid_0's l2: 308.441\n",
"[74]\tvalid_0's poisson: -106.3\tvalid_0's l2: 308.321\n",
"[75]\tvalid_0's poisson: -106.215\tvalid_0's l2: 308.265\n",
"[76]\tvalid_0's poisson: -106.159\tvalid_0's l2: 307.71\n",
"[77]\tvalid_0's poisson: -106.151\tvalid_0's l2: 307.618\n",
"[78]\tvalid_0's poisson: -106.056\tvalid_0's l2: 306.679\n",
"[79]\tvalid_0's poisson: -106.067\tvalid_0's l2: 306.327\n",
"[80]\tvalid_0's poisson: -106.07\tvalid_0's l2: 305.743\n",
"[81]\tvalid_0's poisson: -106.033\tvalid_0's l2: 305.6\n",
"[82]\tvalid_0's poisson: -106.013\tvalid_0's l2: 305.012\n",
"[83]\tvalid_0's poisson: -105.958\tvalid_0's l2: 305.069\n",
"[84]\tvalid_0's poisson: -105.907\tvalid_0's l2: 305.062\n",
"[85]\tvalid_0's poisson: -105.944\tvalid_0's l2: 305.144\n",
"[86]\tvalid_0's poisson: -106.099\tvalid_0's l2: 304.451\n",
"[87]\tvalid_0's poisson: -106.096\tvalid_0's l2: 303.076\n",
"[88]\tvalid_0's poisson: -105.978\tvalid_0's l2: 302.649\n",
"[89]\tvalid_0's poisson: -105.913\tvalid_0's l2: 301.977\n",
"[90]\tvalid_0's poisson: -106.066\tvalid_0's l2: 300.936\n",
"[91]\tvalid_0's poisson: -106.059\tvalid_0's l2: 301.24\n",
"[92]\tvalid_0's poisson: -106.111\tvalid_0's l2: 301.092\n",
"[93]\tvalid_0's poisson: -106.144\tvalid_0's l2: 301.152\n",
"[94]\tvalid_0's poisson: -106.088\tvalid_0's l2: 301.076\n",
"[95]\tvalid_0's poisson: -106.02\tvalid_0's l2: 300.686\n",
"[96]\tvalid_0's poisson: -105.943\tvalid_0's l2: 300.362\n",
"[97]\tvalid_0's poisson: -105.991\tvalid_0's l2: 299.307\n",
"[98]\tvalid_0's poisson: -106.047\tvalid_0's l2: 298.205\n",
"[99]\tvalid_0's poisson: -106.074\tvalid_0's l2: 297.889\n",
"[100]\tvalid_0's poisson: -106.065\tvalid_0's l2: 298.124\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -95.764\tvalid_0's l2: 1574.2\n",
"[2]\tvalid_0's poisson: -100.119\tvalid_0's l2: 1149.3\n",
"[3]\tvalid_0's poisson: -102.796\tvalid_0's l2: 889.715\n",
"[4]\tvalid_0's poisson: -104.51\tvalid_0's l2: 740.9\n",
"[5]\tvalid_0's poisson: -105.769\tvalid_0's l2: 632.988\n",
"[6]\tvalid_0's poisson: -106.585\tvalid_0's l2: 562.284\n",
"[7]\tvalid_0's poisson: -107.174\tvalid_0's l2: 513.269\n",
"[8]\tvalid_0's poisson: -107.662\tvalid_0's l2: 481.071\n",
"[9]\tvalid_0's poisson: -107.969\tvalid_0's l2: 454.364\n",
"[10]\tvalid_0's poisson: -108.209\tvalid_0's l2: 435.231\n",
"[11]\tvalid_0's poisson: -108.321\tvalid_0's l2: 416.183\n",
"[12]\tvalid_0's poisson: -108.424\tvalid_0's l2: 405.663\n",
"[13]\tvalid_0's poisson: -108.46\tvalid_0's l2: 397.234\n",
"[14]\tvalid_0's poisson: -108.484\tvalid_0's l2: 391.006\n",
"[15]\tvalid_0's poisson: -108.459\tvalid_0's l2: 385.591\n",
"[16]\tvalid_0's poisson: -108.363\tvalid_0's l2: 382.07\n",
"[17]\tvalid_0's poisson: -108.287\tvalid_0's l2: 376.891\n",
"[18]\tvalid_0's poisson: -108.232\tvalid_0's l2: 373.827\n",
"[19]\tvalid_0's poisson: -108.242\tvalid_0's l2: 371.662\n",
"[20]\tvalid_0's poisson: -108.235\tvalid_0's l2: 369.232\n",
"[21]\tvalid_0's poisson: -108.243\tvalid_0's l2: 367.251\n",
"[22]\tvalid_0's poisson: -108.256\tvalid_0's l2: 363.948\n",
"[23]\tvalid_0's poisson: -108.257\tvalid_0's l2: 361.112\n",
"[24]\tvalid_0's poisson: -108.153\tvalid_0's l2: 355.991\n",
"[25]\tvalid_0's poisson: -108.135\tvalid_0's l2: 354.388\n",
"[26]\tvalid_0's poisson: -108.141\tvalid_0's l2: 351.068\n",
"[27]\tvalid_0's poisson: -107.93\tvalid_0's l2: 347.979\n",
"[28]\tvalid_0's poisson: -108.082\tvalid_0's l2: 345.856\n",
"[29]\tvalid_0's poisson: -107.986\tvalid_0's l2: 343.1\n",
"[30]\tvalid_0's poisson: -107.696\tvalid_0's l2: 341.935\n",
"[31]\tvalid_0's poisson: -107.718\tvalid_0's l2: 340.445\n",
"[32]\tvalid_0's poisson: -107.7\tvalid_0's l2: 340.959\n",
"[33]\tvalid_0's poisson: -107.578\tvalid_0's l2: 339.868\n",
"[34]\tvalid_0's poisson: -107.557\tvalid_0's l2: 337.803\n",
"[35]\tvalid_0's poisson: -107.554\tvalid_0's l2: 334.681\n",
"[36]\tvalid_0's poisson: -107.635\tvalid_0's l2: 332.622\n",
"[37]\tvalid_0's poisson: -107.584\tvalid_0's l2: 332.036\n",
"[38]\tvalid_0's poisson: -107.431\tvalid_0's l2: 328.253\n",
"[39]\tvalid_0's poisson: -107.421\tvalid_0's l2: 326.94\n",
"[40]\tvalid_0's poisson: -107.552\tvalid_0's l2: 326.022\n",
"[41]\tvalid_0's poisson: -107.482\tvalid_0's l2: 325.997\n",
"[42]\tvalid_0's poisson: -107.257\tvalid_0's l2: 325.136\n",
"[43]\tvalid_0's poisson: -107.226\tvalid_0's l2: 323.338\n",
"[44]\tvalid_0's poisson: -107.36\tvalid_0's l2: 323.686\n",
"[45]\tvalid_0's poisson: -107.36\tvalid_0's l2: 323.587\n",
"[46]\tvalid_0's poisson: -107.357\tvalid_0's l2: 322.344\n",
"[47]\tvalid_0's poisson: -107.416\tvalid_0's l2: 320.692\n",
"[48]\tvalid_0's poisson: -107.433\tvalid_0's l2: 319.589\n",
"[49]\tvalid_0's poisson: -107.418\tvalid_0's l2: 319.63\n",
"[50]\tvalid_0's poisson: -107.455\tvalid_0's l2: 319.375\n",
"[51]\tvalid_0's poisson: -107.435\tvalid_0's l2: 319.016\n",
"[52]\tvalid_0's poisson: -107.49\tvalid_0's l2: 318.444\n",
"[53]\tvalid_0's poisson: -107.385\tvalid_0's l2: 316.913\n",
"[54]\tvalid_0's poisson: -107.272\tvalid_0's l2: 316.295\n",
"[55]\tvalid_0's poisson: -107.287\tvalid_0's l2: 314.336\n",
"[56]\tvalid_0's poisson: -107.381\tvalid_0's l2: 311.797\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -107.368\tvalid_0's l2: 310.712\n",
"[58]\tvalid_0's poisson: -107.182\tvalid_0's l2: 309.501\n",
"[59]\tvalid_0's poisson: -107.162\tvalid_0's l2: 309.496\n",
"[60]\tvalid_0's poisson: -107.279\tvalid_0's l2: 309.243\n",
"[61]\tvalid_0's poisson: -107.438\tvalid_0's l2: 309.094\n",
"[62]\tvalid_0's poisson: -107.443\tvalid_0's l2: 308.165\n",
"[63]\tvalid_0's poisson: -107.404\tvalid_0's l2: 307.134\n",
"[64]\tvalid_0's poisson: -107.321\tvalid_0's l2: 306.744\n",
"[65]\tvalid_0's poisson: -107.326\tvalid_0's l2: 306.939\n",
"[66]\tvalid_0's poisson: -107.242\tvalid_0's l2: 305.852\n",
"[67]\tvalid_0's poisson: -107.188\tvalid_0's l2: 306.002\n",
"[68]\tvalid_0's poisson: -107.17\tvalid_0's l2: 305.519\n",
"[69]\tvalid_0's poisson: -107.172\tvalid_0's l2: 304.658\n",
"[70]\tvalid_0's poisson: -107.132\tvalid_0's l2: 304.501\n",
"[71]\tvalid_0's poisson: -107.169\tvalid_0's l2: 304.256\n",
"[72]\tvalid_0's poisson: -106.995\tvalid_0's l2: 304.072\n",
"[73]\tvalid_0's poisson: -107.073\tvalid_0's l2: 304.658\n",
"[74]\tvalid_0's poisson: -107.137\tvalid_0's l2: 303.107\n",
"[75]\tvalid_0's poisson: -107.073\tvalid_0's l2: 302.172\n",
"[76]\tvalid_0's poisson: -107.037\tvalid_0's l2: 301.105\n",
"[77]\tvalid_0's poisson: -107.037\tvalid_0's l2: 301.034\n",
"[78]\tvalid_0's poisson: -106.979\tvalid_0's l2: 299.634\n",
"[79]\tvalid_0's poisson: -106.985\tvalid_0's l2: 299.707\n",
"[80]\tvalid_0's poisson: -106.986\tvalid_0's l2: 299.784\n",
"[81]\tvalid_0's poisson: -106.984\tvalid_0's l2: 299.242\n",
"[82]\tvalid_0's poisson: -107.025\tvalid_0's l2: 299.565\n",
"[83]\tvalid_0's poisson: -107.014\tvalid_0's l2: 298.956\n",
"[84]\tvalid_0's poisson: -107.106\tvalid_0's l2: 298.444\n",
"[85]\tvalid_0's poisson: -107.095\tvalid_0's l2: 298.877\n",
"[86]\tvalid_0's poisson: -107.145\tvalid_0's l2: 297.552\n",
"[87]\tvalid_0's poisson: -107.11\tvalid_0's l2: 297.426\n",
"[88]\tvalid_0's poisson: -107.176\tvalid_0's l2: 297.369\n",
"[89]\tvalid_0's poisson: -107.178\tvalid_0's l2: 297.654\n",
"[90]\tvalid_0's poisson: -107.187\tvalid_0's l2: 297.94\n",
"[91]\tvalid_0's poisson: -107.136\tvalid_0's l2: 296.533\n",
"[92]\tvalid_0's poisson: -107.133\tvalid_0's l2: 296.669\n",
"[93]\tvalid_0's poisson: -107.134\tvalid_0's l2: 296.3\n",
"[94]\tvalid_0's poisson: -106.996\tvalid_0's l2: 295.21\n",
"[95]\tvalid_0's poisson: -106.999\tvalid_0's l2: 294.535\n",
"[96]\tvalid_0's poisson: -106.988\tvalid_0's l2: 294.428\n",
"[97]\tvalid_0's poisson: -106.995\tvalid_0's l2: 293.569\n",
"[98]\tvalid_0's poisson: -107.011\tvalid_0's l2: 293.449\n",
"[99]\tvalid_0's poisson: -107.011\tvalid_0's l2: 293.528\n",
"[100]\tvalid_0's poisson: -106.957\tvalid_0's l2: 293.44\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -95.6433\tvalid_0's l2: 1582.67\n",
"[2]\tvalid_0's poisson: -100.016\tvalid_0's l2: 1155.81\n",
"[3]\tvalid_0's poisson: -102.815\tvalid_0's l2: 888.675\n",
"[4]\tvalid_0's poisson: -104.57\tvalid_0's l2: 731.808\n",
"[5]\tvalid_0's poisson: -105.752\tvalid_0's l2: 630.43\n",
"[6]\tvalid_0's poisson: -106.54\tvalid_0's l2: 561.193\n",
"[7]\tvalid_0's poisson: -107.159\tvalid_0's l2: 515.035\n",
"[8]\tvalid_0's poisson: -107.576\tvalid_0's l2: 479.408\n",
"[9]\tvalid_0's poisson: -107.825\tvalid_0's l2: 452.201\n",
"[10]\tvalid_0's poisson: -108.135\tvalid_0's l2: 431.117\n",
"[11]\tvalid_0's poisson: -108.252\tvalid_0's l2: 416.343\n",
"[12]\tvalid_0's poisson: -108.342\tvalid_0's l2: 402.225\n",
"[13]\tvalid_0's poisson: -108.348\tvalid_0's l2: 392.47\n",
"[14]\tvalid_0's poisson: -108.3\tvalid_0's l2: 386.297\n",
"[15]\tvalid_0's poisson: -108.128\tvalid_0's l2: 381.012\n",
"[16]\tvalid_0's poisson: -108.122\tvalid_0's l2: 377.354\n",
"[17]\tvalid_0's poisson: -108.071\tvalid_0's l2: 372.331\n",
"[18]\tvalid_0's poisson: -108.043\tvalid_0's l2: 371.208\n",
"[19]\tvalid_0's poisson: -107.995\tvalid_0's l2: 368.274\n",
"[20]\tvalid_0's poisson: -107.865\tvalid_0's l2: 365.488\n",
"[21]\tvalid_0's poisson: -107.922\tvalid_0's l2: 364.332\n",
"[22]\tvalid_0's poisson: -107.833\tvalid_0's l2: 362.37\n",
"[23]\tvalid_0's poisson: -107.798\tvalid_0's l2: 360.643\n",
"[24]\tvalid_0's poisson: -107.781\tvalid_0's l2: 360.3\n",
"[25]\tvalid_0's poisson: -107.645\tvalid_0's l2: 358.943\n",
"[26]\tvalid_0's poisson: -107.512\tvalid_0's l2: 358.208\n",
"[27]\tvalid_0's poisson: -107.521\tvalid_0's l2: 355.695\n",
"[28]\tvalid_0's poisson: -107.529\tvalid_0's l2: 354.436\n",
"[29]\tvalid_0's poisson: -107.414\tvalid_0's l2: 354.22\n",
"[30]\tvalid_0's poisson: -107.377\tvalid_0's l2: 353.08\n",
"[31]\tvalid_0's poisson: -107.365\tvalid_0's l2: 346.727\n",
"[32]\tvalid_0's poisson: -107.425\tvalid_0's l2: 344.297\n",
"[33]\tvalid_0's poisson: -107.396\tvalid_0's l2: 342.967\n",
"[34]\tvalid_0's poisson: -107.436\tvalid_0's l2: 343.162\n",
"[35]\tvalid_0's poisson: -107.235\tvalid_0's l2: 341.131\n",
"[36]\tvalid_0's poisson: -107.242\tvalid_0's l2: 340.696\n",
"[37]\tvalid_0's poisson: -107.124\tvalid_0's l2: 335.741\n",
"[38]\tvalid_0's poisson: -107.186\tvalid_0's l2: 333.71\n",
"[39]\tvalid_0's poisson: -107.175\tvalid_0's l2: 332.599\n",
"[40]\tvalid_0's poisson: -107.153\tvalid_0's l2: 331.595\n",
"[41]\tvalid_0's poisson: -107.209\tvalid_0's l2: 331.956\n",
"[42]\tvalid_0's poisson: -107.138\tvalid_0's l2: 330.653\n",
"[43]\tvalid_0's poisson: -107.112\tvalid_0's l2: 329.373\n",
"[44]\tvalid_0's poisson: -107.118\tvalid_0's l2: 328.428\n",
"[45]\tvalid_0's poisson: -107.109\tvalid_0's l2: 328.806\n",
"[46]\tvalid_0's poisson: -107.029\tvalid_0's l2: 328.634\n",
"[47]\tvalid_0's poisson: -106.887\tvalid_0's l2: 327.5\n",
"[48]\tvalid_0's poisson: -106.911\tvalid_0's l2: 327.404\n",
"[49]\tvalid_0's poisson: -106.936\tvalid_0's l2: 326.892\n",
"[50]\tvalid_0's poisson: -106.872\tvalid_0's l2: 326.872\n",
"[51]\tvalid_0's poisson: -106.783\tvalid_0's l2: 326.579\n",
"[52]\tvalid_0's poisson: -106.745\tvalid_0's l2: 325.02\n",
"[53]\tvalid_0's poisson: -106.752\tvalid_0's l2: 324.751\n",
"[54]\tvalid_0's poisson: -106.735\tvalid_0's l2: 324.003\n",
"[55]\tvalid_0's poisson: -106.732\tvalid_0's l2: 321.95\n",
"[56]\tvalid_0's poisson: -106.694\tvalid_0's l2: 321.139\n",
"[57]\tvalid_0's poisson: -106.832\tvalid_0's l2: 320.035\n",
"[58]\tvalid_0's poisson: -106.711\tvalid_0's l2: 319.598\n",
"[59]\tvalid_0's poisson: -106.721\tvalid_0's l2: 319.046\n",
"[60]\tvalid_0's poisson: -106.722\tvalid_0's l2: 318.983\n",
"[61]\tvalid_0's poisson: -106.592\tvalid_0's l2: 318.696\n",
"[62]\tvalid_0's poisson: -106.524\tvalid_0's l2: 317.343\n",
"[63]\tvalid_0's poisson: -106.533\tvalid_0's l2: 316.777\n",
"[64]\tvalid_0's poisson: -106.533\tvalid_0's l2: 317.177\n",
"[65]\tvalid_0's poisson: -106.519\tvalid_0's l2: 316.757\n",
"[66]\tvalid_0's poisson: -106.516\tvalid_0's l2: 316.332\n",
"[67]\tvalid_0's poisson: -106.494\tvalid_0's l2: 315.459\n",
"[68]\tvalid_0's poisson: -106.532\tvalid_0's l2: 316.011\n",
"[69]\tvalid_0's poisson: -106.566\tvalid_0's l2: 316.187\n",
"[70]\tvalid_0's poisson: -106.53\tvalid_0's l2: 315.565\n",
"[71]\tvalid_0's poisson: -106.546\tvalid_0's l2: 314.898\n",
"[72]\tvalid_0's poisson: -106.526\tvalid_0's l2: 312.55\n",
"[73]\tvalid_0's poisson: -106.517\tvalid_0's l2: 312.501\n",
"[74]\tvalid_0's poisson: -106.496\tvalid_0's l2: 312.913\n",
"[75]\tvalid_0's poisson: -106.379\tvalid_0's l2: 312.861\n",
"[76]\tvalid_0's poisson: -106.43\tvalid_0's l2: 312.399\n",
"[77]\tvalid_0's poisson: -106.519\tvalid_0's l2: 311.5\n",
"[78]\tvalid_0's poisson: -106.504\tvalid_0's l2: 311.274\n",
"[79]\tvalid_0's poisson: -106.427\tvalid_0's l2: 309.706\n",
"[80]\tvalid_0's poisson: -106.423\tvalid_0's l2: 309.175\n",
"[81]\tvalid_0's poisson: -106.454\tvalid_0's l2: 308.257\n",
"[82]\tvalid_0's poisson: -106.485\tvalid_0's l2: 308.258\n",
"[83]\tvalid_0's poisson: -106.508\tvalid_0's l2: 307.95\n",
"[84]\tvalid_0's poisson: -106.421\tvalid_0's l2: 307.337\n",
"[85]\tvalid_0's poisson: -106.384\tvalid_0's l2: 306.293\n",
"[86]\tvalid_0's poisson: -106.484\tvalid_0's l2: 305.686\n",
"[87]\tvalid_0's poisson: -106.484\tvalid_0's l2: 305.811\n",
"[88]\tvalid_0's poisson: -106.58\tvalid_0's l2: 304.316\n",
"[89]\tvalid_0's poisson: -106.602\tvalid_0's l2: 303.66\n",
"[90]\tvalid_0's poisson: -106.518\tvalid_0's l2: 303.288\n",
"[91]\tvalid_0's poisson: -106.467\tvalid_0's l2: 302.703\n",
"[92]\tvalid_0's poisson: -106.297\tvalid_0's l2: 302.523\n",
"[93]\tvalid_0's poisson: -106.315\tvalid_0's l2: 302.305\n",
"[94]\tvalid_0's poisson: -106.316\tvalid_0's l2: 302.153\n",
"[95]\tvalid_0's poisson: -106.31\tvalid_0's l2: 302.125\n",
"[96]\tvalid_0's poisson: -106.22\tvalid_0's l2: 301.663\n",
"[97]\tvalid_0's poisson: -106.241\tvalid_0's l2: 300.57\n",
"[98]\tvalid_0's poisson: -106.285\tvalid_0's l2: 299.883\n",
"[99]\tvalid_0's poisson: -106.34\tvalid_0's l2: 299.876\n",
"[100]\tvalid_0's poisson: -106.324\tvalid_0's l2: 300.21\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -106.944\tvalid_0's l2: 584.424\n",
"[2]\tvalid_0's poisson: -104.388\tvalid_0's l2: 517.805\n",
"[3]\tvalid_0's poisson: -102.902\tvalid_0's l2: 474.729\n",
"[4]\tvalid_0's poisson: -102.734\tvalid_0's l2: 464.854\n",
"[5]\tvalid_0's poisson: -100.729\tvalid_0's l2: 452.224\n",
"[6]\tvalid_0's poisson: -99.9755\tvalid_0's l2: 449.044\n",
"[7]\tvalid_0's poisson: -99.7245\tvalid_0's l2: 413.237\n",
"[8]\tvalid_0's poisson: -99.7151\tvalid_0's l2: 402.416\n",
"[9]\tvalid_0's poisson: -99.1929\tvalid_0's l2: 399.967\n",
"[10]\tvalid_0's poisson: -99.006\tvalid_0's l2: 392.842\n",
"[11]\tvalid_0's poisson: -99.2908\tvalid_0's l2: 385.661\n",
"[12]\tvalid_0's poisson: -98.5424\tvalid_0's l2: 385.153\n",
"[13]\tvalid_0's poisson: -98.0614\tvalid_0's l2: 382.353\n",
"[14]\tvalid_0's poisson: -97.4259\tvalid_0's l2: 382.06\n",
"[15]\tvalid_0's poisson: -97.1912\tvalid_0's l2: 378.956\n",
"[16]\tvalid_0's poisson: -96.5513\tvalid_0's l2: 379.08\n",
"[17]\tvalid_0's poisson: -96.7747\tvalid_0's l2: 378.343\n",
"[18]\tvalid_0's poisson: -96.6429\tvalid_0's l2: 379.105\n",
"[19]\tvalid_0's poisson: -96.8181\tvalid_0's l2: 374.141\n",
"[20]\tvalid_0's poisson: -96.5239\tvalid_0's l2: 373.027\n",
"[21]\tvalid_0's poisson: -95.8987\tvalid_0's l2: 369.754\n",
"[22]\tvalid_0's poisson: -96.2909\tvalid_0's l2: 370.116\n",
"[23]\tvalid_0's poisson: -96.6444\tvalid_0's l2: 371.803\n",
"[24]\tvalid_0's poisson: -96.9599\tvalid_0's l2: 372.206\n",
"[25]\tvalid_0's poisson: -96.5547\tvalid_0's l2: 373.532\n",
"[26]\tvalid_0's poisson: -98.274\tvalid_0's l2: 368.067\n",
"[27]\tvalid_0's poisson: -98.1853\tvalid_0's l2: 367.491\n",
"[28]\tvalid_0's poisson: -97.6808\tvalid_0's l2: 364.851\n",
"[29]\tvalid_0's poisson: -98.1584\tvalid_0's l2: 363.559\n",
"[30]\tvalid_0's poisson: -98.6716\tvalid_0's l2: 363.499\n",
"[31]\tvalid_0's poisson: -98.059\tvalid_0's l2: 362.353\n",
"[32]\tvalid_0's poisson: -97.5341\tvalid_0's l2: 361.226\n",
"[33]\tvalid_0's poisson: -97.7271\tvalid_0's l2: 358.193\n",
"[34]\tvalid_0's poisson: -97.8437\tvalid_0's l2: 354.863\n",
"[35]\tvalid_0's poisson: -97.8466\tvalid_0's l2: 355.012\n",
"[36]\tvalid_0's poisson: -98.4336\tvalid_0's l2: 355.824\n",
"[37]\tvalid_0's poisson: -98.1962\tvalid_0's l2: 358.673\n",
"[38]\tvalid_0's poisson: -98.783\tvalid_0's l2: 358.514\n",
"[39]\tvalid_0's poisson: -98.1288\tvalid_0's l2: 357.421\n",
"[40]\tvalid_0's poisson: -98.5397\tvalid_0's l2: 357.329\n",
"[41]\tvalid_0's poisson: -97.8929\tvalid_0's l2: 357.273\n",
"[42]\tvalid_0's poisson: -97.2548\tvalid_0's l2: 354.748\n",
"[43]\tvalid_0's poisson: -97.2641\tvalid_0's l2: 356.774\n",
"[44]\tvalid_0's poisson: -97.3767\tvalid_0's l2: 356.793\n",
"[45]\tvalid_0's poisson: -97.3961\tvalid_0's l2: 352.783\n",
"[46]\tvalid_0's poisson: -97.751\tvalid_0's l2: 351.883\n",
"[47]\tvalid_0's poisson: -97.5531\tvalid_0's l2: 352.894\n",
"[48]\tvalid_0's poisson: -97.1799\tvalid_0's l2: 351.97\n",
"[49]\tvalid_0's poisson: -97.2653\tvalid_0's l2: 351.299\n",
"[50]\tvalid_0's poisson: -97.1752\tvalid_0's l2: 352.006\n",
"[51]\tvalid_0's poisson: -96.9063\tvalid_0's l2: 351.945\n",
"[52]\tvalid_0's poisson: -96.8009\tvalid_0's l2: 352.534\n",
"[53]\tvalid_0's poisson: -96.9452\tvalid_0's l2: 352.632\n",
"[54]\tvalid_0's poisson: -97.2916\tvalid_0's l2: 351.37\n",
"[55]\tvalid_0's poisson: -97.042\tvalid_0's l2: 350.42\n",
"[56]\tvalid_0's poisson: -97.133\tvalid_0's l2: 349.57\n",
"[57]\tvalid_0's poisson: -97.5363\tvalid_0's l2: 350.508\n",
"[58]\tvalid_0's poisson: -97.3093\tvalid_0's l2: 351.278\n",
"[59]\tvalid_0's poisson: -96.3269\tvalid_0's l2: 352.203\n",
"[60]\tvalid_0's poisson: -96.3407\tvalid_0's l2: 351.873\n",
"[61]\tvalid_0's poisson: -96.6213\tvalid_0's l2: 351.932\n",
"[62]\tvalid_0's poisson: -96.5841\tvalid_0's l2: 352.65\n",
"[63]\tvalid_0's poisson: -96.2036\tvalid_0's l2: 352.566\n",
"[64]\tvalid_0's poisson: -96.3212\tvalid_0's l2: 351.774\n",
"[65]\tvalid_0's poisson: -95.946\tvalid_0's l2: 351.239\n",
"[66]\tvalid_0's poisson: -96.6301\tvalid_0's l2: 349.708\n",
"[67]\tvalid_0's poisson: -97.0258\tvalid_0's l2: 349.029\n",
"[68]\tvalid_0's poisson: -96.165\tvalid_0's l2: 348.305\n",
"[69]\tvalid_0's poisson: -96.6129\tvalid_0's l2: 349.77\n",
"[70]\tvalid_0's poisson: -95.9841\tvalid_0's l2: 348.486\n",
"[71]\tvalid_0's poisson: -96.3886\tvalid_0's l2: 347.364\n",
"[72]\tvalid_0's poisson: -97.3179\tvalid_0's l2: 348.034\n",
"[73]\tvalid_0's poisson: -96.913\tvalid_0's l2: 347.98\n",
"[74]\tvalid_0's poisson: -97.1529\tvalid_0's l2: 348.327\n",
"[75]\tvalid_0's poisson: -97.2723\tvalid_0's l2: 348.514\n",
"[76]\tvalid_0's poisson: -97.1402\tvalid_0's l2: 348.342\n",
"[77]\tvalid_0's poisson: -97.1885\tvalid_0's l2: 347.598\n",
"[78]\tvalid_0's poisson: -97.4382\tvalid_0's l2: 346.149\n",
"[79]\tvalid_0's poisson: -97.7716\tvalid_0's l2: 346.425\n",
"[80]\tvalid_0's poisson: -98.0201\tvalid_0's l2: 345.97\n",
"[81]\tvalid_0's poisson: -98.0412\tvalid_0's l2: 346.422\n",
"[82]\tvalid_0's poisson: -97.7986\tvalid_0's l2: 346.836\n",
"[83]\tvalid_0's poisson: -97.5442\tvalid_0's l2: 347.926\n",
"[84]\tvalid_0's poisson: -97.3565\tvalid_0's l2: 345.919\n",
"[85]\tvalid_0's poisson: -97.3568\tvalid_0's l2: 346.138\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[86]\tvalid_0's poisson: -97.4523\tvalid_0's l2: 345.419\n",
"[87]\tvalid_0's poisson: -97.5292\tvalid_0's l2: 345.634\n",
"[88]\tvalid_0's poisson: -97.6864\tvalid_0's l2: 346.319\n",
"[89]\tvalid_0's poisson: -98.0093\tvalid_0's l2: 346.835\n",
"[90]\tvalid_0's poisson: -97.2096\tvalid_0's l2: 347.961\n",
"[91]\tvalid_0's poisson: -97.2138\tvalid_0's l2: 346.661\n",
"[92]\tvalid_0's poisson: -97.2473\tvalid_0's l2: 346.093\n",
"[93]\tvalid_0's poisson: -97.2004\tvalid_0's l2: 345.168\n",
"[94]\tvalid_0's poisson: -97.0833\tvalid_0's l2: 345.078\n",
"[95]\tvalid_0's poisson: -97.2141\tvalid_0's l2: 344.715\n",
"[96]\tvalid_0's poisson: -97.0148\tvalid_0's l2: 343.911\n",
"[97]\tvalid_0's poisson: -96.9095\tvalid_0's l2: 344.932\n",
"[98]\tvalid_0's poisson: -97.7913\tvalid_0's l2: 345.05\n",
"[99]\tvalid_0's poisson: -96.9277\tvalid_0's l2: 345.596\n",
"[100]\tvalid_0's poisson: -96.6051\tvalid_0's l2: 344.313\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -106.397\tvalid_0's l2: 600.906\n",
"[2]\tvalid_0's poisson: -105.467\tvalid_0's l2: 512.562\n",
"[3]\tvalid_0's poisson: -104.693\tvalid_0's l2: 446.178\n",
"[4]\tvalid_0's poisson: -102.59\tvalid_0's l2: 437.161\n",
"[5]\tvalid_0's poisson: -102.433\tvalid_0's l2: 416.566\n",
"[6]\tvalid_0's poisson: -102.439\tvalid_0's l2: 398.39\n",
"[7]\tvalid_0's poisson: -101.73\tvalid_0's l2: 386.113\n",
"[8]\tvalid_0's poisson: -101.788\tvalid_0's l2: 385.562\n",
"[9]\tvalid_0's poisson: -101.963\tvalid_0's l2: 386.442\n",
"[10]\tvalid_0's poisson: -101.73\tvalid_0's l2: 385.588\n",
"[11]\tvalid_0's poisson: -100.907\tvalid_0's l2: 387.026\n",
"[12]\tvalid_0's poisson: -100.884\tvalid_0's l2: 380.889\n",
"[13]\tvalid_0's poisson: -100.962\tvalid_0's l2: 377.892\n",
"[14]\tvalid_0's poisson: -101.481\tvalid_0's l2: 374.438\n",
"[15]\tvalid_0's poisson: -101.257\tvalid_0's l2: 375.915\n",
"[16]\tvalid_0's poisson: -100.846\tvalid_0's l2: 373.862\n",
"[17]\tvalid_0's poisson: -100.517\tvalid_0's l2: 372.752\n",
"[18]\tvalid_0's poisson: -100.779\tvalid_0's l2: 365.661\n",
"[19]\tvalid_0's poisson: -100.856\tvalid_0's l2: 367.202\n",
"[20]\tvalid_0's poisson: -100.85\tvalid_0's l2: 365.222\n",
"[21]\tvalid_0's poisson: -99.9603\tvalid_0's l2: 361.911\n",
"[22]\tvalid_0's poisson: -100.202\tvalid_0's l2: 364.363\n",
"[23]\tvalid_0's poisson: -99.3352\tvalid_0's l2: 363.991\n",
"[24]\tvalid_0's poisson: -99.6651\tvalid_0's l2: 365.163\n",
"[25]\tvalid_0's poisson: -99.387\tvalid_0's l2: 367.253\n",
"[26]\tvalid_0's poisson: -99.4503\tvalid_0's l2: 364.517\n",
"[27]\tvalid_0's poisson: -98.8107\tvalid_0's l2: 366.633\n",
"[28]\tvalid_0's poisson: -99.224\tvalid_0's l2: 367.431\n",
"[29]\tvalid_0's poisson: -99.5156\tvalid_0's l2: 368.799\n",
"[30]\tvalid_0's poisson: -99.4593\tvalid_0's l2: 370.851\n",
"[31]\tvalid_0's poisson: -99.1469\tvalid_0's l2: 367.665\n",
"[32]\tvalid_0's poisson: -99.1288\tvalid_0's l2: 367.94\n",
"[33]\tvalid_0's poisson: -99.1459\tvalid_0's l2: 369.84\n",
"[34]\tvalid_0's poisson: -99.4393\tvalid_0's l2: 369.658\n",
"[35]\tvalid_0's poisson: -99.7673\tvalid_0's l2: 370.437\n",
"[36]\tvalid_0's poisson: -99.6013\tvalid_0's l2: 370.03\n",
"[37]\tvalid_0's poisson: -99.528\tvalid_0's l2: 369.657\n",
"[38]\tvalid_0's poisson: -99.6255\tvalid_0's l2: 371.113\n",
"[39]\tvalid_0's poisson: -99.2767\tvalid_0's l2: 372.322\n",
"[40]\tvalid_0's poisson: -99.5213\tvalid_0's l2: 372.922\n",
"[41]\tvalid_0's poisson: -99.826\tvalid_0's l2: 371.105\n",
"[42]\tvalid_0's poisson: -99.5218\tvalid_0's l2: 369.034\n",
"[43]\tvalid_0's poisson: -99.0837\tvalid_0's l2: 369.222\n",
"[44]\tvalid_0's poisson: -99.0998\tvalid_0's l2: 368.532\n",
"[45]\tvalid_0's poisson: -99.5391\tvalid_0's l2: 370.401\n",
"[46]\tvalid_0's poisson: -99.3623\tvalid_0's l2: 363.868\n",
"[47]\tvalid_0's poisson: -99.435\tvalid_0's l2: 364.367\n",
"[48]\tvalid_0's poisson: -98.935\tvalid_0's l2: 365.506\n",
"[49]\tvalid_0's poisson: -99.1755\tvalid_0's l2: 364.785\n",
"[50]\tvalid_0's poisson: -99.122\tvalid_0's l2: 365.61\n",
"[51]\tvalid_0's poisson: -98.8491\tvalid_0's l2: 366.095\n",
"[52]\tvalid_0's poisson: -98.7953\tvalid_0's l2: 365.723\n",
"[53]\tvalid_0's poisson: -98.5342\tvalid_0's l2: 366.549\n",
"[54]\tvalid_0's poisson: -98.4775\tvalid_0's l2: 366.924\n",
"[55]\tvalid_0's poisson: -98.014\tvalid_0's l2: 369.098\n",
"[56]\tvalid_0's poisson: -98.5356\tvalid_0's l2: 367.042\n",
"[57]\tvalid_0's poisson: -98.5166\tvalid_0's l2: 366.325\n",
"[58]\tvalid_0's poisson: -98.6993\tvalid_0's l2: 364.095\n",
"[59]\tvalid_0's poisson: -98.7956\tvalid_0's l2: 364.126\n",
"[60]\tvalid_0's poisson: -99.0539\tvalid_0's l2: 365.376\n",
"[61]\tvalid_0's poisson: -98.7159\tvalid_0's l2: 364.388\n",
"[62]\tvalid_0's poisson: -98.0986\tvalid_0's l2: 364.492\n",
"[63]\tvalid_0's poisson: -98.1332\tvalid_0's l2: 364.763\n",
"[64]\tvalid_0's poisson: -98.0997\tvalid_0's l2: 365.246\n",
"[65]\tvalid_0's poisson: -98.0966\tvalid_0's l2: 367.049\n",
"[66]\tvalid_0's poisson: -97.9621\tvalid_0's l2: 367.244\n",
"[67]\tvalid_0's poisson: -97.858\tvalid_0's l2: 366.792\n",
"[68]\tvalid_0's poisson: -97.6934\tvalid_0's l2: 366.949\n",
"[69]\tvalid_0's poisson: -97.8593\tvalid_0's l2: 366.955\n",
"[70]\tvalid_0's poisson: -98.0442\tvalid_0's l2: 368.065\n",
"[71]\tvalid_0's poisson: -97.1349\tvalid_0's l2: 369.354\n",
"[72]\tvalid_0's poisson: -97.45\tvalid_0's l2: 369.599\n",
"[73]\tvalid_0's poisson: -97.478\tvalid_0's l2: 369.554\n",
"[74]\tvalid_0's poisson: -97.4147\tvalid_0's l2: 370.37\n",
"[75]\tvalid_0's poisson: -97.1237\tvalid_0's l2: 370.541\n",
"[76]\tvalid_0's poisson: -97.4995\tvalid_0's l2: 368.012\n",
"[77]\tvalid_0's poisson: -97.2247\tvalid_0's l2: 368.155\n",
"[78]\tvalid_0's poisson: -97.4855\tvalid_0's l2: 367.154\n",
"[79]\tvalid_0's poisson: -97.6392\tvalid_0's l2: 365.978\n",
"[80]\tvalid_0's poisson: -97.4373\tvalid_0's l2: 366.224\n",
"[81]\tvalid_0's poisson: -97.0383\tvalid_0's l2: 367.223\n",
"[82]\tvalid_0's poisson: -96.8007\tvalid_0's l2: 364.494\n",
"[83]\tvalid_0's poisson: -96.6878\tvalid_0's l2: 364.685\n",
"[84]\tvalid_0's poisson: -96.6301\tvalid_0's l2: 364.49\n",
"[85]\tvalid_0's poisson: -96.51\tvalid_0's l2: 366.18\n",
"[86]\tvalid_0's poisson: -96.349\tvalid_0's l2: 366.609\n",
"[87]\tvalid_0's poisson: -96.3258\tvalid_0's l2: 364.856\n",
"[88]\tvalid_0's poisson: -96.0794\tvalid_0's l2: 365.543\n",
"[89]\tvalid_0's poisson: -96.0248\tvalid_0's l2: 364.328\n",
"[90]\tvalid_0's poisson: -96.3542\tvalid_0's l2: 365.274\n",
"[91]\tvalid_0's poisson: -96.4487\tvalid_0's l2: 364.652\n",
"[92]\tvalid_0's poisson: -95.9294\tvalid_0's l2: 363.815\n",
"[93]\tvalid_0's poisson: -96.1966\tvalid_0's l2: 363.212\n",
"[94]\tvalid_0's poisson: -96.2555\tvalid_0's l2: 364.727\n",
"[95]\tvalid_0's poisson: -96.6362\tvalid_0's l2: 363.787\n",
"[96]\tvalid_0's poisson: -96.5157\tvalid_0's l2: 364.215\n",
"[97]\tvalid_0's poisson: -96.4098\tvalid_0's l2: 360.929\n",
"[98]\tvalid_0's poisson: -96.1647\tvalid_0's l2: 360.438\n",
"[99]\tvalid_0's poisson: -96.4111\tvalid_0's l2: 360.9\n",
"[100]\tvalid_0's poisson: -96.4332\tvalid_0's l2: 361.735\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -107.018\tvalid_0's l2: 568.666\n",
"[2]\tvalid_0's poisson: -104.066\tvalid_0's l2: 468.712\n",
"[3]\tvalid_0's poisson: -104.703\tvalid_0's l2: 460.754\n",
"[4]\tvalid_0's poisson: -101.069\tvalid_0's l2: 436.563\n",
"[5]\tvalid_0's poisson: -99.043\tvalid_0's l2: 423.174\n",
"[6]\tvalid_0's poisson: -99.296\tvalid_0's l2: 412.13\n",
"[7]\tvalid_0's poisson: -98.4644\tvalid_0's l2: 411.541\n",
"[8]\tvalid_0's poisson: -99.4443\tvalid_0's l2: 387.817\n",
"[9]\tvalid_0's poisson: -98.7715\tvalid_0's l2: 382.877\n",
"[10]\tvalid_0's poisson: -99.0525\tvalid_0's l2: 377.627\n",
"[11]\tvalid_0's poisson: -99.3978\tvalid_0's l2: 374.246\n",
"[12]\tvalid_0's poisson: -99.3119\tvalid_0's l2: 365.942\n",
"[13]\tvalid_0's poisson: -98.8972\tvalid_0's l2: 370.7\n",
"[14]\tvalid_0's poisson: -98.1378\tvalid_0's l2: 371.392\n",
"[15]\tvalid_0's poisson: -96.8214\tvalid_0's l2: 369.345\n",
"[16]\tvalid_0's poisson: -97.3744\tvalid_0's l2: 380.579\n",
"[17]\tvalid_0's poisson: -97.4657\tvalid_0's l2: 383.489\n",
"[18]\tvalid_0's poisson: -97.6429\tvalid_0's l2: 381.833\n",
"[19]\tvalid_0's poisson: -97.0974\tvalid_0's l2: 381.126\n",
"[20]\tvalid_0's poisson: -97.0006\tvalid_0's l2: 382.808\n",
"[21]\tvalid_0's poisson: -97.1344\tvalid_0's l2: 379.166\n",
"[22]\tvalid_0's poisson: -97.2439\tvalid_0's l2: 376.132\n",
"[23]\tvalid_0's poisson: -97.2717\tvalid_0's l2: 372.743\n",
"[24]\tvalid_0's poisson: -97.6065\tvalid_0's l2: 369.699\n",
"[25]\tvalid_0's poisson: -97.4483\tvalid_0's l2: 366.744\n",
"[26]\tvalid_0's poisson: -97.2292\tvalid_0's l2: 365.851\n",
"[27]\tvalid_0's poisson: -96.8816\tvalid_0's l2: 363.583\n",
"[28]\tvalid_0's poisson: -96.8273\tvalid_0's l2: 364.101\n",
"[29]\tvalid_0's poisson: -96.8557\tvalid_0's l2: 361.042\n",
"[30]\tvalid_0's poisson: -96.7818\tvalid_0's l2: 361.791\n",
"[31]\tvalid_0's poisson: -96.1796\tvalid_0's l2: 360.011\n",
"[32]\tvalid_0's poisson: -97.0223\tvalid_0's l2: 359.345\n",
"[33]\tvalid_0's poisson: -97.279\tvalid_0's l2: 359.498\n",
"[34]\tvalid_0's poisson: -96.824\tvalid_0's l2: 358.697\n",
"[35]\tvalid_0's poisson: -96.2002\tvalid_0's l2: 360.323\n",
"[36]\tvalid_0's poisson: -96.4434\tvalid_0's l2: 362.571\n",
"[37]\tvalid_0's poisson: -96.7706\tvalid_0's l2: 365.147\n",
"[38]\tvalid_0's poisson: -96.692\tvalid_0's l2: 362.756\n",
"[39]\tvalid_0's poisson: -96.5693\tvalid_0's l2: 366.011\n",
"[40]\tvalid_0's poisson: -96.5158\tvalid_0's l2: 363.106\n",
"[41]\tvalid_0's poisson: -95.7003\tvalid_0's l2: 363.65\n",
"[42]\tvalid_0's poisson: -96.1992\tvalid_0's l2: 362.787\n",
"[43]\tvalid_0's poisson: -96.4127\tvalid_0's l2: 361.632\n",
"[44]\tvalid_0's poisson: -96.7317\tvalid_0's l2: 360.541\n",
"[45]\tvalid_0's poisson: -96.4422\tvalid_0's l2: 359.81\n",
"[46]\tvalid_0's poisson: -96.7275\tvalid_0's l2: 359.447\n",
"[47]\tvalid_0's poisson: -97.2092\tvalid_0's l2: 360.406\n",
"[48]\tvalid_0's poisson: -97.0789\tvalid_0's l2: 359.241\n",
"[49]\tvalid_0's poisson: -97.0424\tvalid_0's l2: 358.805\n",
"[50]\tvalid_0's poisson: -97.0944\tvalid_0's l2: 358.888\n",
"[51]\tvalid_0's poisson: -96.6209\tvalid_0's l2: 356.992\n",
"[52]\tvalid_0's poisson: -96.5807\tvalid_0's l2: 358.245\n",
"[53]\tvalid_0's poisson: -96.6452\tvalid_0's l2: 358.027\n",
"[54]\tvalid_0's poisson: -96.2919\tvalid_0's l2: 356.548\n",
"[55]\tvalid_0's poisson: -96.3203\tvalid_0's l2: 356.391\n",
"[56]\tvalid_0's poisson: -96.4238\tvalid_0's l2: 356.29\n",
"[57]\tvalid_0's poisson: -96.5898\tvalid_0's l2: 356.53\n",
"[58]\tvalid_0's poisson: -96.3975\tvalid_0's l2: 356.43\n",
"[59]\tvalid_0's poisson: -96.2452\tvalid_0's l2: 356.267\n",
"[60]\tvalid_0's poisson: -96.4685\tvalid_0's l2: 358.577\n",
"[61]\tvalid_0's poisson: -96.5759\tvalid_0's l2: 355.657\n",
"[62]\tvalid_0's poisson: -96.4446\tvalid_0's l2: 354.758\n",
"[63]\tvalid_0's poisson: -95.7485\tvalid_0's l2: 357.372\n",
"[64]\tvalid_0's poisson: -96.0582\tvalid_0's l2: 358.02\n",
"[65]\tvalid_0's poisson: -96.1859\tvalid_0's l2: 358.126\n",
"[66]\tvalid_0's poisson: -96.3179\tvalid_0's l2: 356.83\n",
"[67]\tvalid_0's poisson: -96.2811\tvalid_0's l2: 357.173\n",
"[68]\tvalid_0's poisson: -96.4928\tvalid_0's l2: 355.891\n",
"[69]\tvalid_0's poisson: -96.6246\tvalid_0's l2: 355.703\n",
"[70]\tvalid_0's poisson: -96.7968\tvalid_0's l2: 358.359\n",
"[71]\tvalid_0's poisson: -96.4918\tvalid_0's l2: 357.864\n",
"[72]\tvalid_0's poisson: -96.2831\tvalid_0's l2: 356.933\n",
"[73]\tvalid_0's poisson: -96.5049\tvalid_0's l2: 356.569\n",
"[74]\tvalid_0's poisson: -96.4903\tvalid_0's l2: 356.6\n",
"[75]\tvalid_0's poisson: -96.8334\tvalid_0's l2: 355.937\n",
"[76]\tvalid_0's poisson: -97.6214\tvalid_0's l2: 354.862\n",
"[77]\tvalid_0's poisson: -96.8138\tvalid_0's l2: 354.931\n",
"[78]\tvalid_0's poisson: -96.6979\tvalid_0's l2: 356.363\n",
"[79]\tvalid_0's poisson: -96.6137\tvalid_0's l2: 356.307\n",
"[80]\tvalid_0's poisson: -96.5496\tvalid_0's l2: 356.202\n",
"[81]\tvalid_0's poisson: -97.0987\tvalid_0's l2: 357.136\n",
"[82]\tvalid_0's poisson: -96.78\tvalid_0's l2: 356.535\n",
"[83]\tvalid_0's poisson: -96.7945\tvalid_0's l2: 358.374\n",
"[84]\tvalid_0's poisson: -96.2895\tvalid_0's l2: 358.993\n",
"[85]\tvalid_0's poisson: -96.4109\tvalid_0's l2: 358.934\n",
"[86]\tvalid_0's poisson: -96.2465\tvalid_0's l2: 358.781\n",
"[87]\tvalid_0's poisson: -96.217\tvalid_0's l2: 358.576\n",
"[88]\tvalid_0's poisson: -96.096\tvalid_0's l2: 358.284\n",
"[89]\tvalid_0's poisson: -96.1405\tvalid_0's l2: 358.502\n",
"[90]\tvalid_0's poisson: -96.284\tvalid_0's l2: 359.019\n",
"[91]\tvalid_0's poisson: -96.0917\tvalid_0's l2: 358.447\n",
"[92]\tvalid_0's poisson: -96.2204\tvalid_0's l2: 357.888\n",
"[93]\tvalid_0's poisson: -96.306\tvalid_0's l2: 358.047\n",
"[94]\tvalid_0's poisson: -95.9269\tvalid_0's l2: 358.064\n",
"[95]\tvalid_0's poisson: -95.8901\tvalid_0's l2: 358.286\n",
"[96]\tvalid_0's poisson: -95.7686\tvalid_0's l2: 358.968\n",
"[97]\tvalid_0's poisson: -95.7622\tvalid_0's l2: 358.612\n",
"[98]\tvalid_0's poisson: -95.1828\tvalid_0's l2: 358.324\n",
"[99]\tvalid_0's poisson: -95.2418\tvalid_0's l2: 359.109\n",
"[100]\tvalid_0's poisson: -94.8551\tvalid_0's l2: 358.585\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -106.977\tvalid_0's l2: 565.435\n",
"[2]\tvalid_0's poisson: -106.493\tvalid_0's l2: 485.86\n",
"[3]\tvalid_0's poisson: -102.981\tvalid_0's l2: 454.631\n",
"[4]\tvalid_0's poisson: -102.413\tvalid_0's l2: 435.549\n",
"[5]\tvalid_0's poisson: -102.593\tvalid_0's l2: 411.512\n",
"[6]\tvalid_0's poisson: -102.597\tvalid_0's l2: 409.279\n",
"[7]\tvalid_0's poisson: -102.369\tvalid_0's l2: 414.122\n",
"[8]\tvalid_0's poisson: -102.398\tvalid_0's l2: 409.769\n",
"[9]\tvalid_0's poisson: -101.794\tvalid_0's l2: 393.491\n",
"[10]\tvalid_0's poisson: -101.363\tvalid_0's l2: 392.151\n",
"[11]\tvalid_0's poisson: -100.813\tvalid_0's l2: 385.797\n",
"[12]\tvalid_0's poisson: -100.995\tvalid_0's l2: 383.49\n",
"[13]\tvalid_0's poisson: -99.7649\tvalid_0's l2: 380.445\n",
"[14]\tvalid_0's poisson: -99.2754\tvalid_0's l2: 377.803\n",
"[15]\tvalid_0's poisson: -99.3443\tvalid_0's l2: 379.791\n",
"[16]\tvalid_0's poisson: -99.5416\tvalid_0's l2: 379.649\n",
"[17]\tvalid_0's poisson: -99.0259\tvalid_0's l2: 380.156\n",
"[18]\tvalid_0's poisson: -99.0285\tvalid_0's l2: 378.225\n",
"[19]\tvalid_0's poisson: -99.4122\tvalid_0's l2: 378.584\n",
"[20]\tvalid_0's poisson: -98.7845\tvalid_0's l2: 378.157\n",
"[21]\tvalid_0's poisson: -98.5168\tvalid_0's l2: 374.038\n",
"[22]\tvalid_0's poisson: -98.2626\tvalid_0's l2: 370.384\n",
"[23]\tvalid_0's poisson: -98.0821\tvalid_0's l2: 373.681\n",
"[24]\tvalid_0's poisson: -98.74\tvalid_0's l2: 370.266\n",
"[25]\tvalid_0's poisson: -98.2521\tvalid_0's l2: 372.797\n",
"[26]\tvalid_0's poisson: -98.0027\tvalid_0's l2: 371.395\n",
"[27]\tvalid_0's poisson: -98.2573\tvalid_0's l2: 368.966\n",
"[28]\tvalid_0's poisson: -98.5557\tvalid_0's l2: 363.115\n",
"[29]\tvalid_0's poisson: -98.1165\tvalid_0's l2: 366.677\n",
"[30]\tvalid_0's poisson: -98.9694\tvalid_0's l2: 365.476\n",
"[31]\tvalid_0's poisson: -98.6031\tvalid_0's l2: 365.772\n",
"[32]\tvalid_0's poisson: -98.6928\tvalid_0's l2: 365.824\n",
"[33]\tvalid_0's poisson: -99.0233\tvalid_0's l2: 362.676\n",
"[34]\tvalid_0's poisson: -99.1137\tvalid_0's l2: 364.128\n",
"[35]\tvalid_0's poisson: -98.8647\tvalid_0's l2: 363.22\n",
"[36]\tvalid_0's poisson: -98.141\tvalid_0's l2: 363.288\n",
"[37]\tvalid_0's poisson: -98.3309\tvalid_0's l2: 358.853\n",
"[38]\tvalid_0's poisson: -98.4843\tvalid_0's l2: 359.584\n",
"[39]\tvalid_0's poisson: -98.8043\tvalid_0's l2: 359.643\n",
"[40]\tvalid_0's poisson: -98.9098\tvalid_0's l2: 357.995\n",
"[41]\tvalid_0's poisson: -98.7529\tvalid_0's l2: 357.359\n",
"[42]\tvalid_0's poisson: -98.5365\tvalid_0's l2: 357.396\n",
"[43]\tvalid_0's poisson: -98.3835\tvalid_0's l2: 356.45\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -98.3581\tvalid_0's l2: 353.169\n",
"[45]\tvalid_0's poisson: -98.7257\tvalid_0's l2: 354.895\n",
"[46]\tvalid_0's poisson: -98.3868\tvalid_0's l2: 354.272\n",
"[47]\tvalid_0's poisson: -98.3\tvalid_0's l2: 351.482\n",
"[48]\tvalid_0's poisson: -98.535\tvalid_0's l2: 350.981\n",
"[49]\tvalid_0's poisson: -98.8265\tvalid_0's l2: 354.769\n",
"[50]\tvalid_0's poisson: -99.0225\tvalid_0's l2: 353.85\n",
"[51]\tvalid_0's poisson: -98.75\tvalid_0's l2: 354.51\n",
"[52]\tvalid_0's poisson: -98.9555\tvalid_0's l2: 355.443\n",
"[53]\tvalid_0's poisson: -99.0089\tvalid_0's l2: 355.5\n",
"[54]\tvalid_0's poisson: -98.9415\tvalid_0's l2: 356.398\n",
"[55]\tvalid_0's poisson: -98.9985\tvalid_0's l2: 355.748\n",
"[56]\tvalid_0's poisson: -98.6254\tvalid_0's l2: 354.902\n",
"[57]\tvalid_0's poisson: -98.2591\tvalid_0's l2: 354.714\n",
"[58]\tvalid_0's poisson: -98.3971\tvalid_0's l2: 354.016\n",
"[59]\tvalid_0's poisson: -98.7489\tvalid_0's l2: 354.193\n",
"[60]\tvalid_0's poisson: -98.5448\tvalid_0's l2: 354.178\n",
"[61]\tvalid_0's poisson: -98.3452\tvalid_0's l2: 352.125\n",
"[62]\tvalid_0's poisson: -98.3706\tvalid_0's l2: 353.002\n",
"[63]\tvalid_0's poisson: -98.4516\tvalid_0's l2: 352.07\n",
"[64]\tvalid_0's poisson: -98.4436\tvalid_0's l2: 353.181\n",
"[65]\tvalid_0's poisson: -98.4091\tvalid_0's l2: 352.399\n",
"[66]\tvalid_0's poisson: -98.5888\tvalid_0's l2: 352.441\n",
"[67]\tvalid_0's poisson: -98.5028\tvalid_0's l2: 350.519\n",
"[68]\tvalid_0's poisson: -98.3333\tvalid_0's l2: 350.704\n",
"[69]\tvalid_0's poisson: -98.4129\tvalid_0's l2: 351.191\n",
"[70]\tvalid_0's poisson: -98.766\tvalid_0's l2: 349.708\n",
"[71]\tvalid_0's poisson: -99.131\tvalid_0's l2: 350.328\n",
"[72]\tvalid_0's poisson: -99.0659\tvalid_0's l2: 351.601\n",
"[73]\tvalid_0's poisson: -98.4764\tvalid_0's l2: 350.834\n",
"[74]\tvalid_0's poisson: -98.287\tvalid_0's l2: 351.529\n",
"[75]\tvalid_0's poisson: -97.8932\tvalid_0's l2: 353.285\n",
"[76]\tvalid_0's poisson: -97.9529\tvalid_0's l2: 353.205\n",
"[77]\tvalid_0's poisson: -98.1994\tvalid_0's l2: 353.476\n",
"[78]\tvalid_0's poisson: -97.993\tvalid_0's l2: 355.894\n",
"[79]\tvalid_0's poisson: -98.0037\tvalid_0's l2: 356.298\n",
"[80]\tvalid_0's poisson: -97.8241\tvalid_0's l2: 355.057\n",
"[81]\tvalid_0's poisson: -98.0557\tvalid_0's l2: 354.396\n",
"[82]\tvalid_0's poisson: -98.2495\tvalid_0's l2: 353.043\n",
"[83]\tvalid_0's poisson: -98.3014\tvalid_0's l2: 354.425\n",
"[84]\tvalid_0's poisson: -97.996\tvalid_0's l2: 354.616\n",
"[85]\tvalid_0's poisson: -97.9655\tvalid_0's l2: 354.051\n",
"[86]\tvalid_0's poisson: -97.8653\tvalid_0's l2: 352\n",
"[87]\tvalid_0's poisson: -97.9788\tvalid_0's l2: 353.461\n",
"[88]\tvalid_0's poisson: -97.8803\tvalid_0's l2: 354.819\n",
"[89]\tvalid_0's poisson: -97.6158\tvalid_0's l2: 353.843\n",
"[90]\tvalid_0's poisson: -97.5967\tvalid_0's l2: 354.338\n",
"[91]\tvalid_0's poisson: -97.6617\tvalid_0's l2: 354.139\n",
"[92]\tvalid_0's poisson: -98.0267\tvalid_0's l2: 354.839\n",
"[93]\tvalid_0's poisson: -98.0193\tvalid_0's l2: 354.52\n",
"[94]\tvalid_0's poisson: -97.888\tvalid_0's l2: 354.122\n",
"[95]\tvalid_0's poisson: -97.8196\tvalid_0's l2: 351.861\n",
"[96]\tvalid_0's poisson: -97.7966\tvalid_0's l2: 350.999\n",
"[97]\tvalid_0's poisson: -97.7232\tvalid_0's l2: 351.609\n",
"[98]\tvalid_0's poisson: -98.0196\tvalid_0's l2: 351.857\n",
"[99]\tvalid_0's poisson: -97.8008\tvalid_0's l2: 351.674\n",
"[100]\tvalid_0's poisson: -97.763\tvalid_0's l2: 350.759\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -106.989\tvalid_0's l2: 565.611\n",
"[2]\tvalid_0's poisson: -105.634\tvalid_0's l2: 497.246\n",
"[3]\tvalid_0's poisson: -105.147\tvalid_0's l2: 467.571\n",
"[4]\tvalid_0's poisson: -103.733\tvalid_0's l2: 445.06\n",
"[5]\tvalid_0's poisson: -102.633\tvalid_0's l2: 429.456\n",
"[6]\tvalid_0's poisson: -102.327\tvalid_0's l2: 427.63\n",
"[7]\tvalid_0's poisson: -102.03\tvalid_0's l2: 425.646\n",
"[8]\tvalid_0's poisson: -102.193\tvalid_0's l2: 413.66\n",
"[9]\tvalid_0's poisson: -100.321\tvalid_0's l2: 423.859\n",
"[10]\tvalid_0's poisson: -100.124\tvalid_0's l2: 408.98\n",
"[11]\tvalid_0's poisson: -100.214\tvalid_0's l2: 404.937\n",
"[12]\tvalid_0's poisson: -100.002\tvalid_0's l2: 407.264\n",
"[13]\tvalid_0's poisson: -99.87\tvalid_0's l2: 401.121\n",
"[14]\tvalid_0's poisson: -99.9656\tvalid_0's l2: 395.412\n",
"[15]\tvalid_0's poisson: -99.9846\tvalid_0's l2: 398.508\n",
"[16]\tvalid_0's poisson: -99.4566\tvalid_0's l2: 397.064\n",
"[17]\tvalid_0's poisson: -99.4541\tvalid_0's l2: 397.375\n",
"[18]\tvalid_0's poisson: -99.3401\tvalid_0's l2: 396.337\n",
"[19]\tvalid_0's poisson: -99.1611\tvalid_0's l2: 390.574\n",
"[20]\tvalid_0's poisson: -99.3638\tvalid_0's l2: 391.319\n",
"[21]\tvalid_0's poisson: -99.8976\tvalid_0's l2: 388.477\n",
"[22]\tvalid_0's poisson: -98.7796\tvalid_0's l2: 386.364\n",
"[23]\tvalid_0's poisson: -98.0607\tvalid_0's l2: 383.61\n",
"[24]\tvalid_0's poisson: -97.8821\tvalid_0's l2: 386.434\n",
"[25]\tvalid_0's poisson: -99.1494\tvalid_0's l2: 386.204\n",
"[26]\tvalid_0's poisson: -99.4173\tvalid_0's l2: 391.547\n",
"[27]\tvalid_0's poisson: -98.8817\tvalid_0's l2: 389.913\n",
"[28]\tvalid_0's poisson: -98.7908\tvalid_0's l2: 389.562\n",
"[29]\tvalid_0's poisson: -97.4187\tvalid_0's l2: 389.479\n",
"[30]\tvalid_0's poisson: -97.5406\tvalid_0's l2: 391.262\n",
"[31]\tvalid_0's poisson: -98.0331\tvalid_0's l2: 390.769\n",
"[32]\tvalid_0's poisson: -97.671\tvalid_0's l2: 389.737\n",
"[33]\tvalid_0's poisson: -97.8936\tvalid_0's l2: 387.675\n",
"[34]\tvalid_0's poisson: -97.7785\tvalid_0's l2: 389.359\n",
"[35]\tvalid_0's poisson: -97.9137\tvalid_0's l2: 388.094\n",
"[36]\tvalid_0's poisson: -97.8883\tvalid_0's l2: 388.899\n",
"[37]\tvalid_0's poisson: -98.1418\tvalid_0's l2: 388.574\n",
"[38]\tvalid_0's poisson: -97.6652\tvalid_0's l2: 388.964\n",
"[39]\tvalid_0's poisson: -97.2122\tvalid_0's l2: 385.337\n",
"[40]\tvalid_0's poisson: -96.929\tvalid_0's l2: 386.122\n",
"[41]\tvalid_0's poisson: -96.5609\tvalid_0's l2: 385.355\n",
"[42]\tvalid_0's poisson: -96.7351\tvalid_0's l2: 383.053\n",
"[43]\tvalid_0's poisson: -96.9139\tvalid_0's l2: 382.532\n",
"[44]\tvalid_0's poisson: -96.6046\tvalid_0's l2: 381.563\n",
"[45]\tvalid_0's poisson: -96.1901\tvalid_0's l2: 380.66\n",
"[46]\tvalid_0's poisson: -95.6137\tvalid_0's l2: 380.251\n",
"[47]\tvalid_0's poisson: -95.8914\tvalid_0's l2: 379.357\n",
"[48]\tvalid_0's poisson: -95.9171\tvalid_0's l2: 374.911\n",
"[49]\tvalid_0's poisson: -96.2784\tvalid_0's l2: 375.372\n",
"[50]\tvalid_0's poisson: -96.6732\tvalid_0's l2: 371.051\n",
"[51]\tvalid_0's poisson: -96.5894\tvalid_0's l2: 372.483\n",
"[52]\tvalid_0's poisson: -95.6668\tvalid_0's l2: 373.863\n",
"[53]\tvalid_0's poisson: -96.1885\tvalid_0's l2: 374.351\n",
"[54]\tvalid_0's poisson: -96.2587\tvalid_0's l2: 374.617\n",
"[55]\tvalid_0's poisson: -95.5977\tvalid_0's l2: 375.819\n",
"[56]\tvalid_0's poisson: -96.2857\tvalid_0's l2: 375.108\n",
"[57]\tvalid_0's poisson: -96.1031\tvalid_0's l2: 375.094\n",
"[58]\tvalid_0's poisson: -96.0008\tvalid_0's l2: 374.586\n",
"[59]\tvalid_0's poisson: -95.9791\tvalid_0's l2: 375.516\n",
"[60]\tvalid_0's poisson: -95.8311\tvalid_0's l2: 374.197\n",
"[61]\tvalid_0's poisson: -95.2934\tvalid_0's l2: 376.14\n",
"[62]\tvalid_0's poisson: -95.3015\tvalid_0's l2: 376.707\n",
"[63]\tvalid_0's poisson: -95.1058\tvalid_0's l2: 376.251\n",
"[64]\tvalid_0's poisson: -94.8437\tvalid_0's l2: 375.037\n",
"[65]\tvalid_0's poisson: -94.9152\tvalid_0's l2: 375.613\n",
"[66]\tvalid_0's poisson: -94.9845\tvalid_0's l2: 376.741\n",
"[67]\tvalid_0's poisson: -95.6891\tvalid_0's l2: 376.497\n",
"[68]\tvalid_0's poisson: -95.4198\tvalid_0's l2: 375.571\n",
"[69]\tvalid_0's poisson: -94.8727\tvalid_0's l2: 378.216\n",
"[70]\tvalid_0's poisson: -94.868\tvalid_0's l2: 379.299\n",
"[71]\tvalid_0's poisson: -95.5288\tvalid_0's l2: 376.272\n",
"[72]\tvalid_0's poisson: -95.3931\tvalid_0's l2: 375.692\n",
"[73]\tvalid_0's poisson: -95.7269\tvalid_0's l2: 375.963\n",
"[74]\tvalid_0's poisson: -95.0823\tvalid_0's l2: 377.499\n",
"[75]\tvalid_0's poisson: -94.6742\tvalid_0's l2: 375.193\n",
"[76]\tvalid_0's poisson: -95.1256\tvalid_0's l2: 373.692\n",
"[77]\tvalid_0's poisson: -95.1501\tvalid_0's l2: 371.695\n",
"[78]\tvalid_0's poisson: -94.8287\tvalid_0's l2: 369.37\n",
"[79]\tvalid_0's poisson: -94.7119\tvalid_0's l2: 368.684\n",
"[80]\tvalid_0's poisson: -94.6494\tvalid_0's l2: 371.282\n",
"[81]\tvalid_0's poisson: -94.3375\tvalid_0's l2: 369.576\n",
"[82]\tvalid_0's poisson: -94.4\tvalid_0's l2: 369.882\n",
"[83]\tvalid_0's poisson: -94.4436\tvalid_0's l2: 369.798\n",
"[84]\tvalid_0's poisson: -93.6986\tvalid_0's l2: 370.127\n",
"[85]\tvalid_0's poisson: -93.7914\tvalid_0's l2: 370.663\n",
"[86]\tvalid_0's poisson: -93.6438\tvalid_0's l2: 370.882\n",
"[87]\tvalid_0's poisson: -93.7315\tvalid_0's l2: 370.827\n",
"[88]\tvalid_0's poisson: -93.5156\tvalid_0's l2: 371.054\n",
"[89]\tvalid_0's poisson: -93.6642\tvalid_0's l2: 371.68\n",
"[90]\tvalid_0's poisson: -93.44\tvalid_0's l2: 371.984\n",
"[91]\tvalid_0's poisson: -93.7867\tvalid_0's l2: 371.482\n",
"[92]\tvalid_0's poisson: -93.7889\tvalid_0's l2: 371.925\n",
"[93]\tvalid_0's poisson: -94.1162\tvalid_0's l2: 372.695\n",
"[94]\tvalid_0's poisson: -94.1865\tvalid_0's l2: 373.059\n",
"[95]\tvalid_0's poisson: -94.2924\tvalid_0's l2: 373.884\n",
"[96]\tvalid_0's poisson: -94.3906\tvalid_0's l2: 375.042\n",
"[97]\tvalid_0's poisson: -94.2957\tvalid_0's l2: 374.224\n",
"[98]\tvalid_0's poisson: -93.7104\tvalid_0's l2: 375.155\n",
"[99]\tvalid_0's poisson: -93.9802\tvalid_0's l2: 375.932\n",
"[100]\tvalid_0's poisson: -94.2282\tvalid_0's l2: 375.515\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.703\tvalid_0's l2: 2261.88\n",
"[2]\tvalid_0's poisson: -88.2069\tvalid_0's l2: 2224.59\n",
"[3]\tvalid_0's poisson: -88.6909\tvalid_0's l2: 2188.15\n",
"[4]\tvalid_0's poisson: -89.149\tvalid_0's l2: 2153.12\n",
"[5]\tvalid_0's poisson: -89.5898\tvalid_0's l2: 2118.91\n",
"[6]\tvalid_0's poisson: -90.0117\tvalid_0's l2: 2085.71\n",
"[7]\tvalid_0's poisson: -90.4237\tvalid_0's l2: 2052.92\n",
"[8]\tvalid_0's poisson: -90.8192\tvalid_0's l2: 2021.03\n",
"[9]\tvalid_0's poisson: -91.1937\tvalid_0's l2: 1990.35\n",
"[10]\tvalid_0's poisson: -91.5523\tvalid_0's l2: 1960.6\n",
"[11]\tvalid_0's poisson: -91.896\tvalid_0's l2: 1931.75\n",
"[12]\tvalid_0's poisson: -92.2267\tvalid_0's l2: 1903.75\n",
"[13]\tvalid_0's poisson: -92.5435\tvalid_0's l2: 1876.45\n",
"[14]\tvalid_0's poisson: -92.8491\tvalid_0's l2: 1850.06\n",
"[15]\tvalid_0's poisson: -93.1437\tvalid_0's l2: 1824.31\n",
"[16]\tvalid_0's poisson: -93.4295\tvalid_0's l2: 1799.35\n",
"[17]\tvalid_0's poisson: -93.7038\tvalid_0's l2: 1775.05\n",
"[18]\tvalid_0's poisson: -93.9708\tvalid_0's l2: 1751.36\n",
"[19]\tvalid_0's poisson: -94.2476\tvalid_0's l2: 1727.35\n",
"[20]\tvalid_0's poisson: -94.4971\tvalid_0's l2: 1704.94\n",
"[21]\tvalid_0's poisson: -94.7404\tvalid_0's l2: 1683.22\n",
"[22]\tvalid_0's poisson: -94.9751\tvalid_0's l2: 1662.07\n",
"[23]\tvalid_0's poisson: -95.2041\tvalid_0's l2: 1641.55\n",
"[24]\tvalid_0's poisson: -95.4248\tvalid_0's l2: 1621.68\n",
"[25]\tvalid_0's poisson: -95.6381\tvalid_0's l2: 1602.24\n",
"[26]\tvalid_0's poisson: -95.8474\tvalid_0's l2: 1583.47\n",
"[27]\tvalid_0's poisson: -96.0482\tvalid_0's l2: 1565.25\n",
"[28]\tvalid_0's poisson: -96.2453\tvalid_0's l2: 1547.47\n",
"[29]\tvalid_0's poisson: -96.4356\tvalid_0's l2: 1530.24\n",
"[30]\tvalid_0's poisson: -96.6218\tvalid_0's l2: 1513.43\n",
"[31]\tvalid_0's poisson: -96.8228\tvalid_0's l2: 1495.7\n",
"[32]\tvalid_0's poisson: -96.9997\tvalid_0's l2: 1479.52\n",
"[33]\tvalid_0's poisson: -97.1704\tvalid_0's l2: 1464.03\n",
"[34]\tvalid_0's poisson: -97.3402\tvalid_0's l2: 1448.81\n",
"[35]\tvalid_0's poisson: -97.5081\tvalid_0's l2: 1433.61\n",
"[36]\tvalid_0's poisson: -97.6679\tvalid_0's l2: 1419.32\n",
"[37]\tvalid_0's poisson: -97.8516\tvalid_0's l2: 1403.19\n",
"[38]\tvalid_0's poisson: -98.0012\tvalid_0's l2: 1389.42\n",
"[39]\tvalid_0's poisson: -98.1474\tvalid_0's l2: 1376.07\n",
"[40]\tvalid_0's poisson: -98.2841\tvalid_0's l2: 1363.4\n",
"[41]\tvalid_0's poisson: -98.4518\tvalid_0's l2: 1348.46\n",
"[42]\tvalid_0's poisson: -98.5878\tvalid_0's l2: 1335.92\n",
"[43]\tvalid_0's poisson: -98.7206\tvalid_0's l2: 1323.68\n",
"[44]\tvalid_0's poisson: -98.8781\tvalid_0's l2: 1309.61\n",
"[45]\tvalid_0's poisson: -99.0063\tvalid_0's l2: 1297.95\n",
"[46]\tvalid_0's poisson: -99.1312\tvalid_0's l2: 1286.53\n",
"[47]\tvalid_0's poisson: -99.2547\tvalid_0's l2: 1275.12\n",
"[48]\tvalid_0's poisson: -99.4014\tvalid_0's l2: 1262.01\n",
"[49]\tvalid_0's poisson: -99.5192\tvalid_0's l2: 1251.3\n",
"[50]\tvalid_0's poisson: -99.6343\tvalid_0's l2: 1240.96\n",
"[51]\tvalid_0's poisson: -99.7729\tvalid_0's l2: 1228.57\n",
"[52]\tvalid_0's poisson: -99.8841\tvalid_0's l2: 1218.52\n",
"[53]\tvalid_0's poisson: -99.9862\tvalid_0's l2: 1208.81\n",
"[54]\tvalid_0's poisson: -100.117\tvalid_0's l2: 1197.09\n",
"[55]\tvalid_0's poisson: -100.232\tvalid_0's l2: 1187.52\n",
"[56]\tvalid_0's poisson: -100.334\tvalid_0's l2: 1178.16\n",
"[57]\tvalid_0's poisson: -100.458\tvalid_0's l2: 1167.09\n",
"[58]\tvalid_0's poisson: -100.566\tvalid_0's l2: 1158.13\n",
"[59]\tvalid_0's poisson: -100.657\tvalid_0's l2: 1149.42\n",
"[60]\tvalid_0's poisson: -100.78\tvalid_0's l2: 1138.35\n",
"[61]\tvalid_0's poisson: -100.872\tvalid_0's l2: 1130.2\n",
"[62]\tvalid_0's poisson: -100.991\tvalid_0's l2: 1119.57\n",
"[63]\tvalid_0's poisson: -101.101\tvalid_0's l2: 1109.36\n",
"[64]\tvalid_0's poisson: -101.209\tvalid_0's l2: 1099.45\n",
"[65]\tvalid_0's poisson: -101.306\tvalid_0's l2: 1091.18\n",
"[66]\tvalid_0's poisson: -101.416\tvalid_0's l2: 1081.27\n",
"[67]\tvalid_0's poisson: -101.518\tvalid_0's l2: 1071.97\n",
"[68]\tvalid_0's poisson: -101.616\tvalid_0's l2: 1062.94\n",
"[69]\tvalid_0's poisson: -101.706\tvalid_0's l2: 1055.33\n",
"[70]\tvalid_0's poisson: -101.809\tvalid_0's l2: 1046.08\n",
"[71]\tvalid_0's poisson: -101.901\tvalid_0's l2: 1037.6\n",
"[72]\tvalid_0's poisson: -101.99\tvalid_0's l2: 1029.28\n",
"[73]\tvalid_0's poisson: -102.074\tvalid_0's l2: 1022.17\n",
"[74]\tvalid_0's poisson: -102.17\tvalid_0's l2: 1013.55\n",
"[75]\tvalid_0's poisson: -102.253\tvalid_0's l2: 1005.87\n",
"[76]\tvalid_0's poisson: -102.335\tvalid_0's l2: 998.225\n",
"[77]\tvalid_0's poisson: -102.412\tvalid_0's l2: 991.285\n",
"[78]\tvalid_0's poisson: -102.502\tvalid_0's l2: 983.223\n",
"[79]\tvalid_0's poisson: -102.579\tvalid_0's l2: 976.043\n",
"[80]\tvalid_0's poisson: -102.669\tvalid_0's l2: 967.756\n",
"[81]\tvalid_0's poisson: -102.739\tvalid_0's l2: 961.446\n",
"[82]\tvalid_0's poisson: -102.809\tvalid_0's l2: 954.763\n",
"[83]\tvalid_0's poisson: -102.895\tvalid_0's l2: 946.91\n",
"[84]\tvalid_0's poisson: -102.964\tvalid_0's l2: 940.731\n",
"[85]\tvalid_0's poisson: -103.048\tvalid_0's l2: 934.071\n",
"[86]\tvalid_0's poisson: -103.13\tvalid_0's l2: 926.655\n",
"[87]\tvalid_0's poisson: -103.193\tvalid_0's l2: 920.605\n",
"[88]\tvalid_0's poisson: -103.273\tvalid_0's l2: 914.26\n",
"[89]\tvalid_0's poisson: -103.334\tvalid_0's l2: 908.483\n",
"[90]\tvalid_0's poisson: -103.411\tvalid_0's l2: 901.556\n",
"[91]\tvalid_0's poisson: -103.469\tvalid_0's l2: 896.379\n",
"[92]\tvalid_0's poisson: -103.543\tvalid_0's l2: 889.74\n",
"[93]\tvalid_0's poisson: -103.6\tvalid_0's l2: 884.409\n",
"[94]\tvalid_0's poisson: -103.671\tvalid_0's l2: 878.785\n",
"[95]\tvalid_0's poisson: -103.742\tvalid_0's l2: 873.252\n",
"[96]\tvalid_0's poisson: -103.796\tvalid_0's l2: 868.228\n",
"[97]\tvalid_0's poisson: -103.864\tvalid_0's l2: 862.11\n",
"[98]\tvalid_0's poisson: -103.93\tvalid_0's l2: 856.969\n",
"[99]\tvalid_0's poisson: -103.981\tvalid_0's l2: 852.233\n",
"[100]\tvalid_0's poisson: -104.045\tvalid_0's l2: 846.434\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7011\tvalid_0's l2: 2261.93\n",
"[2]\tvalid_0's poisson: -88.2008\tvalid_0's l2: 2224.71\n",
"[3]\tvalid_0's poisson: -88.6753\tvalid_0's l2: 2188.64\n",
"[4]\tvalid_0's poisson: -89.1268\tvalid_0's l2: 2153.64\n",
"[5]\tvalid_0's poisson: -89.556\tvalid_0's l2: 2119.78\n",
"[6]\tvalid_0's poisson: -90.0004\tvalid_0's l2: 2084.81\n",
"[7]\tvalid_0's poisson: -90.3949\tvalid_0's l2: 2052.8\n",
"[8]\tvalid_0's poisson: -90.7724\tvalid_0's l2: 2021.76\n",
"[9]\tvalid_0's poisson: -91.1336\tvalid_0's l2: 1991.71\n",
"[10]\tvalid_0's poisson: -91.4808\tvalid_0's l2: 1962.53\n",
"[11]\tvalid_0's poisson: -91.8133\tvalid_0's l2: 1934.24\n",
"[12]\tvalid_0's poisson: -92.1352\tvalid_0's l2: 1906.54\n",
"[13]\tvalid_0's poisson: -92.4811\tvalid_0's l2: 1877.48\n",
"[14]\tvalid_0's poisson: -92.7801\tvalid_0's l2: 1851.3\n",
"[15]\tvalid_0's poisson: -93.0699\tvalid_0's l2: 1826.01\n",
"[16]\tvalid_0's poisson: -93.3489\tvalid_0's l2: 1801.27\n",
"[17]\tvalid_0's poisson: -93.6196\tvalid_0's l2: 1777.4\n",
"[18]\tvalid_0's poisson: -93.8794\tvalid_0's l2: 1754.27\n",
"[19]\tvalid_0's poisson: -94.1324\tvalid_0's l2: 1731.57\n",
"[20]\tvalid_0's poisson: -94.4123\tvalid_0's l2: 1707.34\n",
"[21]\tvalid_0's poisson: -94.6527\tvalid_0's l2: 1686.03\n",
"[22]\tvalid_0's poisson: -94.8833\tvalid_0's l2: 1665.14\n",
"[23]\tvalid_0's poisson: -95.1118\tvalid_0's l2: 1644.89\n",
"[24]\tvalid_0's poisson: -95.3295\tvalid_0's l2: 1625.07\n",
"[25]\tvalid_0's poisson: -95.5729\tvalid_0's l2: 1603.75\n",
"[26]\tvalid_0's poisson: -95.7836\tvalid_0's l2: 1584.81\n",
"[27]\tvalid_0's poisson: -95.9869\tvalid_0's l2: 1566.44\n",
"[28]\tvalid_0's poisson: -96.181\tvalid_0's l2: 1548.91\n",
"[29]\tvalid_0's poisson: -96.3737\tvalid_0's l2: 1531.8\n",
"[30]\tvalid_0's poisson: -96.5869\tvalid_0's l2: 1513.03\n",
"[31]\tvalid_0's poisson: -96.7673\tvalid_0's l2: 1496.52\n",
"[32]\tvalid_0's poisson: -96.942\tvalid_0's l2: 1480.72\n",
"[33]\tvalid_0's poisson: -97.114\tvalid_0's l2: 1465.08\n",
"[34]\tvalid_0's poisson: -97.2866\tvalid_0's l2: 1449.62\n",
"[35]\tvalid_0's poisson: -97.4449\tvalid_0's l2: 1434.91\n",
"[36]\tvalid_0's poisson: -97.6295\tvalid_0's l2: 1418.67\n",
"[37]\tvalid_0's poisson: -97.7803\tvalid_0's l2: 1404.76\n",
"[38]\tvalid_0's poisson: -97.9556\tvalid_0's l2: 1389.35\n",
"[39]\tvalid_0's poisson: -98.1256\tvalid_0's l2: 1374.44\n",
"[40]\tvalid_0's poisson: -98.264\tvalid_0's l2: 1361.18\n",
"[41]\tvalid_0's poisson: -98.4363\tvalid_0's l2: 1345.88\n",
"[42]\tvalid_0's poisson: -98.5707\tvalid_0's l2: 1332.98\n",
"[43]\tvalid_0's poisson: -98.704\tvalid_0's l2: 1320.86\n",
"[44]\tvalid_0's poisson: -98.8666\tvalid_0's l2: 1306.39\n",
"[45]\tvalid_0's poisson: -98.9936\tvalid_0's l2: 1294.63\n",
"[46]\tvalid_0's poisson: -99.1183\tvalid_0's l2: 1283.21\n",
"[47]\tvalid_0's poisson: -99.2717\tvalid_0's l2: 1269.54\n",
"[48]\tvalid_0's poisson: -99.391\tvalid_0's l2: 1258.49\n",
"[49]\tvalid_0's poisson: -99.5079\tvalid_0's l2: 1248\n",
"[50]\tvalid_0's poisson: -99.6527\tvalid_0's l2: 1235.1\n",
"[51]\tvalid_0's poisson: -99.7763\tvalid_0's l2: 1224.67\n",
"[52]\tvalid_0's poisson: -99.8832\tvalid_0's l2: 1214.59\n",
"[53]\tvalid_0's poisson: -100.02\tvalid_0's l2: 1202.4\n",
"[54]\tvalid_0's poisson: -100.139\tvalid_0's l2: 1192.1\n",
"[55]\tvalid_0's poisson: -100.27\tvalid_0's l2: 1180.47\n",
"[56]\tvalid_0's poisson: -100.393\tvalid_0's l2: 1169.1\n",
"[57]\tvalid_0's poisson: -100.506\tvalid_0's l2: 1159.54\n",
"[58]\tvalid_0's poisson: -100.624\tvalid_0's l2: 1148.71\n",
"[59]\tvalid_0's poisson: -100.751\tvalid_0's l2: 1137.22\n",
"[60]\tvalid_0's poisson: -100.864\tvalid_0's l2: 1126.88\n",
"[61]\tvalid_0's poisson: -100.968\tvalid_0's l2: 1118.04\n",
"[62]\tvalid_0's poisson: -101.075\tvalid_0's l2: 1108.18\n",
"[63]\tvalid_0's poisson: -101.194\tvalid_0's l2: 1097.48\n",
"[64]\tvalid_0's poisson: -101.292\tvalid_0's l2: 1088.49\n",
"[65]\tvalid_0's poisson: -101.388\tvalid_0's l2: 1080.35\n",
"[66]\tvalid_0's poisson: -101.5\tvalid_0's l2: 1070.22\n",
"[67]\tvalid_0's poisson: -101.598\tvalid_0's l2: 1061.33\n",
"[68]\tvalid_0's poisson: -101.687\tvalid_0's l2: 1053.1\n",
"[69]\tvalid_0's poisson: -101.794\tvalid_0's l2: 1043.54\n",
"[70]\tvalid_0's poisson: -101.885\tvalid_0's l2: 1035.25\n",
"[71]\tvalid_0's poisson: -101.969\tvalid_0's l2: 1027.18\n",
"[72]\tvalid_0's poisson: -102.069\tvalid_0's l2: 1018.15\n",
"[73]\tvalid_0's poisson: -102.154\tvalid_0's l2: 1010.47\n",
"[74]\tvalid_0's poisson: -102.233\tvalid_0's l2: 1003.34\n",
"[75]\tvalid_0's poisson: -102.328\tvalid_0's l2: 994.794\n",
"[76]\tvalid_0's poisson: -102.403\tvalid_0's l2: 987.597\n",
"[77]\tvalid_0's poisson: -102.481\tvalid_0's l2: 980.627\n",
"[78]\tvalid_0's poisson: -102.558\tvalid_0's l2: 974.185\n",
"[79]\tvalid_0's poisson: -102.647\tvalid_0's l2: 966.182\n",
"[80]\tvalid_0's poisson: -102.718\tvalid_0's l2: 959.897\n",
"[81]\tvalid_0's poisson: -102.785\tvalid_0's l2: 953.488\n",
"[82]\tvalid_0's poisson: -102.871\tvalid_0's l2: 945.907\n",
"[83]\tvalid_0's poisson: -102.937\tvalid_0's l2: 939.665\n",
"[84]\tvalid_0's poisson: -103.023\tvalid_0's l2: 932.813\n",
"[85]\tvalid_0's poisson: -103.104\tvalid_0's l2: 925.651\n",
"[86]\tvalid_0's poisson: -103.167\tvalid_0's l2: 919.691\n",
"[87]\tvalid_0's poisson: -103.248\tvalid_0's l2: 913.248\n",
"[88]\tvalid_0's poisson: -103.309\tvalid_0's l2: 907.576\n",
"[89]\tvalid_0's poisson: -103.38\tvalid_0's l2: 901.63\n",
"[90]\tvalid_0's poisson: -103.438\tvalid_0's l2: 896.242\n",
"[91]\tvalid_0's poisson: -103.514\tvalid_0's l2: 889.34\n",
"[92]\tvalid_0's poisson: -103.589\tvalid_0's l2: 883.463\n",
"[93]\tvalid_0's poisson: -103.644\tvalid_0's l2: 878.33\n",
"[94]\tvalid_0's poisson: -103.716\tvalid_0's l2: 872.717\n",
"[95]\tvalid_0's poisson: -103.774\tvalid_0's l2: 867.678\n",
"[96]\tvalid_0's poisson: -103.84\tvalid_0's l2: 861.745\n",
"[97]\tvalid_0's poisson: -103.892\tvalid_0's l2: 857.02\n",
"[98]\tvalid_0's poisson: -103.958\tvalid_0's l2: 850.929\n",
"[99]\tvalid_0's poisson: -104.024\tvalid_0's l2: 845.813\n",
"[100]\tvalid_0's poisson: -104.072\tvalid_0's l2: 841.339\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7128\tvalid_0's l2: 2261.03\n",
"[2]\tvalid_0's poisson: -88.2331\tvalid_0's l2: 2222.34\n",
"[3]\tvalid_0's poisson: -88.7248\tvalid_0's l2: 2185.1\n",
"[4]\tvalid_0's poisson: -89.1946\tvalid_0's l2: 2148.9\n",
"[5]\tvalid_0's poisson: -89.6418\tvalid_0's l2: 2113.81\n",
"[6]\tvalid_0's poisson: -90.0679\tvalid_0's l2: 2079.81\n",
"[7]\tvalid_0's poisson: -90.4821\tvalid_0's l2: 2046.56\n",
"[8]\tvalid_0's poisson: -90.8723\tvalid_0's l2: 2014.45\n",
"[9]\tvalid_0's poisson: -91.2584\tvalid_0's l2: 1982.71\n",
"[10]\tvalid_0's poisson: -91.6212\tvalid_0's l2: 1952.34\n",
"[11]\tvalid_0's poisson: -91.974\tvalid_0's l2: 1922.78\n",
"[12]\tvalid_0's poisson: -92.3084\tvalid_0's l2: 1894.08\n",
"[13]\tvalid_0's poisson: -92.6415\tvalid_0's l2: 1865.73\n",
"[14]\tvalid_0's poisson: -92.9506\tvalid_0's l2: 1838.84\n",
"[15]\tvalid_0's poisson: -93.2489\tvalid_0's l2: 1812.77\n",
"[16]\tvalid_0's poisson: -93.5354\tvalid_0's l2: 1787.49\n",
"[17]\tvalid_0's poisson: -93.8093\tvalid_0's l2: 1762.96\n",
"[18]\tvalid_0's poisson: -94.0764\tvalid_0's l2: 1739.11\n",
"[19]\tvalid_0's poisson: -94.332\tvalid_0's l2: 1715.98\n",
"[20]\tvalid_0's poisson: -94.5825\tvalid_0's l2: 1693.46\n",
"[21]\tvalid_0's poisson: -94.8215\tvalid_0's l2: 1671.65\n",
"[22]\tvalid_0's poisson: -95.0562\tvalid_0's l2: 1650.4\n",
"[23]\tvalid_0's poisson: -95.303\tvalid_0's l2: 1628.53\n",
"[24]\tvalid_0's poisson: -95.5208\tvalid_0's l2: 1608.47\n",
"[25]\tvalid_0's poisson: -95.736\tvalid_0's l2: 1588.89\n",
"[26]\tvalid_0's poisson: -95.9427\tvalid_0's l2: 1569.82\n",
"[27]\tvalid_0's poisson: -96.1478\tvalid_0's l2: 1551.37\n",
"[28]\tvalid_0's poisson: -96.3454\tvalid_0's l2: 1533.19\n",
"[29]\tvalid_0's poisson: -96.537\tvalid_0's l2: 1515.73\n",
"[30]\tvalid_0's poisson: -96.7227\tvalid_0's l2: 1498.76\n",
"[31]\tvalid_0's poisson: -96.9238\tvalid_0's l2: 1480.86\n",
"[32]\tvalid_0's poisson: -97.1017\tvalid_0's l2: 1464.63\n",
"[33]\tvalid_0's poisson: -97.2739\tvalid_0's l2: 1449.05\n",
"[34]\tvalid_0's poisson: -97.4401\tvalid_0's l2: 1433.88\n",
"[35]\tvalid_0's poisson: -97.6045\tvalid_0's l2: 1418.95\n",
"[36]\tvalid_0's poisson: -97.7628\tvalid_0's l2: 1404.6\n",
"[37]\tvalid_0's poisson: -97.9228\tvalid_0's l2: 1390.23\n",
"[38]\tvalid_0's poisson: -98.0996\tvalid_0's l2: 1374.42\n",
"[39]\tvalid_0's poisson: -98.2459\tvalid_0's l2: 1360.78\n",
"[40]\tvalid_0's poisson: -98.389\tvalid_0's l2: 1347.63\n",
"[41]\tvalid_0's poisson: -98.5224\tvalid_0's l2: 1335.16\n",
"[42]\tvalid_0's poisson: -98.6856\tvalid_0's l2: 1320.52\n",
"[43]\tvalid_0's poisson: -98.8193\tvalid_0's l2: 1308.18\n",
"[44]\tvalid_0's poisson: -98.9491\tvalid_0's l2: 1296.23\n",
"[45]\tvalid_0's poisson: -99.0762\tvalid_0's l2: 1284.6\n",
"[46]\tvalid_0's poisson: -99.2276\tvalid_0's l2: 1271\n",
"[47]\tvalid_0's poisson: -99.3493\tvalid_0's l2: 1259.41\n",
"[48]\tvalid_0's poisson: -99.4681\tvalid_0's l2: 1248.46\n",
"[49]\tvalid_0's poisson: -99.6111\tvalid_0's l2: 1235.61\n",
"[50]\tvalid_0's poisson: -99.7214\tvalid_0's l2: 1225.37\n",
"[51]\tvalid_0's poisson: -99.8587\tvalid_0's l2: 1213.06\n",
"[52]\tvalid_0's poisson: -99.9707\tvalid_0's l2: 1202.88\n",
"[53]\tvalid_0's poisson: -100.073\tvalid_0's l2: 1193.11\n",
"[54]\tvalid_0's poisson: -100.204\tvalid_0's l2: 1181.46\n",
"[55]\tvalid_0's poisson: -100.309\tvalid_0's l2: 1171.97\n",
"[56]\tvalid_0's poisson: -100.411\tvalid_0's l2: 1162.54\n",
"[57]\tvalid_0's poisson: -100.534\tvalid_0's l2: 1151.6\n",
"[58]\tvalid_0's poisson: -100.633\tvalid_0's l2: 1142.78\n",
"[59]\tvalid_0's poisson: -100.74\tvalid_0's l2: 1133.7\n",
"[60]\tvalid_0's poisson: -100.833\tvalid_0's l2: 1125.26\n",
"[61]\tvalid_0's poisson: -100.949\tvalid_0's l2: 1115.04\n",
"[62]\tvalid_0's poisson: -101.053\tvalid_0's l2: 1106.34\n",
"[63]\tvalid_0's poisson: -101.137\tvalid_0's l2: 1098.33\n",
"[64]\tvalid_0's poisson: -101.251\tvalid_0's l2: 1088.05\n",
"[65]\tvalid_0's poisson: -101.361\tvalid_0's l2: 1078.1\n",
"[66]\tvalid_0's poisson: -101.466\tvalid_0's l2: 1068.45\n",
"[67]\tvalid_0's poisson: -101.569\tvalid_0's l2: 1059.1\n",
"[68]\tvalid_0's poisson: -101.662\tvalid_0's l2: 1051.36\n",
"[69]\tvalid_0's poisson: -101.759\tvalid_0's l2: 1042.45\n",
"[70]\tvalid_0's poisson: -101.861\tvalid_0's l2: 1033.31\n",
"[71]\tvalid_0's poisson: -101.954\tvalid_0's l2: 1024.79\n",
"[72]\tvalid_0's poisson: -102.045\tvalid_0's l2: 1016.53\n",
"[73]\tvalid_0's poisson: -102.13\tvalid_0's l2: 1009.41\n",
"[74]\tvalid_0's poisson: -102.225\tvalid_0's l2: 1000.9\n",
"[75]\tvalid_0's poisson: -102.305\tvalid_0's l2: 993.161\n",
"[76]\tvalid_0's poisson: -102.387\tvalid_0's l2: 985.511\n",
"[77]\tvalid_0's poisson: -102.477\tvalid_0's l2: 977.46\n",
"[78]\tvalid_0's poisson: -102.556\tvalid_0's l2: 970.315\n",
"[79]\tvalid_0's poisson: -102.633\tvalid_0's l2: 963.184\n",
"[80]\tvalid_0's poisson: -102.707\tvalid_0's l2: 956.597\n",
"[81]\tvalid_0's poisson: -102.788\tvalid_0's l2: 949.587\n",
"[82]\tvalid_0's poisson: -102.86\tvalid_0's l2: 942.928\n",
"[83]\tvalid_0's poisson: -102.941\tvalid_0's l2: 935.721\n",
"[84]\tvalid_0's poisson: -103.011\tvalid_0's l2: 929.496\n",
"[85]\tvalid_0's poisson: -103.077\tvalid_0's l2: 923.306\n",
"[86]\tvalid_0's poisson: -103.146\tvalid_0's l2: 917.647\n",
"[87]\tvalid_0's poisson: -103.222\tvalid_0's l2: 910.928\n",
"[88]\tvalid_0's poisson: -103.284\tvalid_0's l2: 905.117\n",
"[89]\tvalid_0's poisson: -103.364\tvalid_0's l2: 898.8\n",
"[90]\tvalid_0's poisson: -103.423\tvalid_0's l2: 893.631\n",
"[91]\tvalid_0's poisson: -103.494\tvalid_0's l2: 887.355\n",
"[92]\tvalid_0's poisson: -103.552\tvalid_0's l2: 882.015\n",
"[93]\tvalid_0's poisson: -103.62\tvalid_0's l2: 876.002\n",
"[94]\tvalid_0's poisson: -103.694\tvalid_0's l2: 870.23\n",
"[95]\tvalid_0's poisson: -103.748\tvalid_0's l2: 865.203\n",
"[96]\tvalid_0's poisson: -103.819\tvalid_0's l2: 859.69\n",
"[97]\tvalid_0's poisson: -103.885\tvalid_0's l2: 853.63\n",
"[98]\tvalid_0's poisson: -103.936\tvalid_0's l2: 848.907\n",
"[99]\tvalid_0's poisson: -104.003\tvalid_0's l2: 843.725\n",
"[100]\tvalid_0's poisson: -104.057\tvalid_0's l2: 839.198\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7148\tvalid_0's l2: 2261.06\n",
"[2]\tvalid_0's poisson: -88.2233\tvalid_0's l2: 2223.4\n",
"[3]\tvalid_0's poisson: -88.7062\tvalid_0's l2: 2186.88\n",
"[4]\tvalid_0's poisson: -89.1757\tvalid_0's l2: 2150.98\n",
"[5]\tvalid_0's poisson: -89.6175\tvalid_0's l2: 2116.45\n",
"[6]\tvalid_0's poisson: -90.0384\tvalid_0's l2: 2083.03\n",
"[7]\tvalid_0's poisson: -90.4415\tvalid_0's l2: 2050.58\n",
"[8]\tvalid_0's poisson: -90.8214\tvalid_0's l2: 2019.49\n",
"[9]\tvalid_0's poisson: -91.1856\tvalid_0's l2: 1989.38\n",
"[10]\tvalid_0's poisson: -91.5632\tvalid_0's l2: 1958.32\n",
"[11]\tvalid_0's poisson: -91.8983\tvalid_0's l2: 1929.84\n",
"[12]\tvalid_0's poisson: -92.2232\tvalid_0's l2: 1902.18\n",
"[13]\tvalid_0's poisson: -92.5336\tvalid_0's l2: 1875.3\n",
"[14]\tvalid_0's poisson: -92.8358\tvalid_0's l2: 1849.16\n",
"[15]\tvalid_0's poisson: -93.1273\tvalid_0's l2: 1823.78\n",
"[16]\tvalid_0's poisson: -93.4096\tvalid_0's l2: 1798.92\n",
"[17]\tvalid_0's poisson: -93.6822\tvalid_0's l2: 1774.8\n",
"[18]\tvalid_0's poisson: -93.9744\tvalid_0's l2: 1749.65\n",
"[19]\tvalid_0's poisson: -94.2301\tvalid_0's l2: 1726.96\n",
"[20]\tvalid_0's poisson: -94.4772\tvalid_0's l2: 1704.78\n",
"[21]\tvalid_0's poisson: -94.716\tvalid_0's l2: 1683.29\n",
"[22]\tvalid_0's poisson: -94.9479\tvalid_0's l2: 1662.46\n",
"[23]\tvalid_0's poisson: -95.1722\tvalid_0's l2: 1642.12\n",
"[24]\tvalid_0's poisson: -95.3926\tvalid_0's l2: 1622.39\n",
"[25]\tvalid_0's poisson: -95.604\tvalid_0's l2: 1603.3\n",
"[26]\tvalid_0's poisson: -95.8118\tvalid_0's l2: 1584.63\n",
"[27]\tvalid_0's poisson: -96.0123\tvalid_0's l2: 1566.56\n",
"[28]\tvalid_0's poisson: -96.2084\tvalid_0's l2: 1548.91\n",
"[29]\tvalid_0's poisson: -96.4259\tvalid_0's l2: 1529.83\n",
"[30]\tvalid_0's poisson: -96.6099\tvalid_0's l2: 1513.16\n",
"[31]\tvalid_0's poisson: -96.7897\tvalid_0's l2: 1496.98\n",
"[32]\tvalid_0's poisson: -96.9648\tvalid_0's l2: 1481.22\n",
"[33]\tvalid_0's poisson: -97.1369\tvalid_0's l2: 1465.73\n",
"[34]\tvalid_0's poisson: -97.3296\tvalid_0's l2: 1448.84\n",
"[35]\tvalid_0's poisson: -97.4875\tvalid_0's l2: 1434.63\n",
"[36]\tvalid_0's poisson: -97.6707\tvalid_0's l2: 1418.57\n",
"[37]\tvalid_0's poisson: -97.8228\tvalid_0's l2: 1404.55\n",
"[38]\tvalid_0's poisson: -98.0053\tvalid_0's l2: 1388.32\n",
"[39]\tvalid_0's poisson: -98.1508\tvalid_0's l2: 1374.93\n",
"[40]\tvalid_0's poisson: -98.292\tvalid_0's l2: 1361.95\n",
"[41]\tvalid_0's poisson: -98.4307\tvalid_0's l2: 1349.21\n",
"[42]\tvalid_0's poisson: -98.5988\tvalid_0's l2: 1334.21\n",
"[43]\tvalid_0's poisson: -98.7306\tvalid_0's l2: 1322.08\n",
"[44]\tvalid_0's poisson: -98.8602\tvalid_0's l2: 1310\n",
"[45]\tvalid_0's poisson: -98.9853\tvalid_0's l2: 1298.55\n",
"[46]\tvalid_0's poisson: -99.1415\tvalid_0's l2: 1284.59\n",
"[47]\tvalid_0's poisson: -99.2637\tvalid_0's l2: 1273.55\n",
"[48]\tvalid_0's poisson: -99.3824\tvalid_0's l2: 1262.75\n",
"[49]\tvalid_0's poisson: -99.5299\tvalid_0's l2: 1249.56\n",
"[50]\tvalid_0's poisson: -99.6432\tvalid_0's l2: 1239.06\n",
"[51]\tvalid_0's poisson: -99.7648\tvalid_0's l2: 1228.65\n",
"[52]\tvalid_0's poisson: -99.9042\tvalid_0's l2: 1216.18\n",
"[53]\tvalid_0's poisson: -100.012\tvalid_0's l2: 1206.49\n",
"[54]\tvalid_0's poisson: -100.117\tvalid_0's l2: 1197.17\n",
"[55]\tvalid_0's poisson: -100.228\tvalid_0's l2: 1187.6\n",
"[56]\tvalid_0's poisson: -100.363\tvalid_0's l2: 1175.32\n",
"[57]\tvalid_0's poisson: -100.485\tvalid_0's l2: 1164.19\n",
"[58]\tvalid_0's poisson: -100.603\tvalid_0's l2: 1153.38\n",
"[59]\tvalid_0's poisson: -100.73\tvalid_0's l2: 1141.81\n",
"[60]\tvalid_0's poisson: -100.843\tvalid_0's l2: 1131.48\n",
"[61]\tvalid_0's poisson: -100.946\tvalid_0's l2: 1122.76\n",
"[62]\tvalid_0's poisson: -101.049\tvalid_0's l2: 1113.48\n",
"[63]\tvalid_0's poisson: -101.169\tvalid_0's l2: 1102.65\n",
"[64]\tvalid_0's poisson: -101.272\tvalid_0's l2: 1093.2\n",
"[65]\tvalid_0's poisson: -101.372\tvalid_0's l2: 1084.02\n",
"[66]\tvalid_0's poisson: -101.485\tvalid_0's l2: 1073.81\n",
"[67]\tvalid_0's poisson: -101.576\tvalid_0's l2: 1065.51\n",
"[68]\tvalid_0's poisson: -101.667\tvalid_0's l2: 1057.87\n",
"[69]\tvalid_0's poisson: -101.759\tvalid_0's l2: 1049.46\n",
"[70]\tvalid_0's poisson: -101.865\tvalid_0's l2: 1039.92\n",
"[71]\tvalid_0's poisson: -101.948\tvalid_0's l2: 1032.3\n",
"[72]\tvalid_0's poisson: -102.049\tvalid_0's l2: 1023.16\n",
"[73]\tvalid_0's poisson: -102.134\tvalid_0's l2: 1015.46\n",
"[74]\tvalid_0's poisson: -102.217\tvalid_0's l2: 1007.96\n",
"[75]\tvalid_0's poisson: -102.293\tvalid_0's l2: 1001.05\n",
"[76]\tvalid_0's poisson: -102.387\tvalid_0's l2: 992.506\n",
"[77]\tvalid_0's poisson: -102.48\tvalid_0's l2: 985.137\n",
"[78]\tvalid_0's poisson: -102.557\tvalid_0's l2: 978.258\n",
"[79]\tvalid_0's poisson: -102.633\tvalid_0's l2: 971.905\n",
"[80]\tvalid_0's poisson: -102.721\tvalid_0's l2: 963.933\n",
"[81]\tvalid_0's poisson: -102.81\tvalid_0's l2: 956.815\n",
"[82]\tvalid_0's poisson: -102.878\tvalid_0's l2: 950.372\n",
"[83]\tvalid_0's poisson: -102.962\tvalid_0's l2: 942.84\n",
"[84]\tvalid_0's poisson: -103.045\tvalid_0's l2: 936.144\n",
"[85]\tvalid_0's poisson: -103.11\tvalid_0's l2: 930.033\n",
"[86]\tvalid_0's poisson: -103.191\tvalid_0's l2: 923.612\n",
"[87]\tvalid_0's poisson: -103.255\tvalid_0's l2: 918.167\n",
"[88]\tvalid_0's poisson: -103.326\tvalid_0's l2: 912.02\n",
"[89]\tvalid_0's poisson: -103.386\tvalid_0's l2: 906.361\n",
"[90]\tvalid_0's poisson: -103.444\tvalid_0's l2: 901.153\n",
"[91]\tvalid_0's poisson: -103.521\tvalid_0's l2: 894.049\n",
"[92]\tvalid_0's poisson: -103.582\tvalid_0's l2: 888.805\n",
"[93]\tvalid_0's poisson: -103.653\tvalid_0's l2: 883.181\n",
"[94]\tvalid_0's poisson: -103.725\tvalid_0's l2: 876.479\n",
"[95]\tvalid_0's poisson: -103.778\tvalid_0's l2: 871.481\n",
"[96]\tvalid_0's poisson: -103.846\tvalid_0's l2: 866.192\n",
"[97]\tvalid_0's poisson: -103.898\tvalid_0's l2: 861.426\n",
"[98]\tvalid_0's poisson: -103.966\tvalid_0's l2: 855.161\n",
"[99]\tvalid_0's poisson: -104.016\tvalid_0's l2: 850.779\n",
"[100]\tvalid_0's poisson: -104.077\tvalid_0's l2: 845.5\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6981\tvalid_0's l2: 2261.98\n",
"[2]\tvalid_0's poisson: -88.2063\tvalid_0's l2: 2224.13\n",
"[3]\tvalid_0's poisson: -88.6981\tvalid_0's l2: 2186.8\n",
"[4]\tvalid_0's poisson: -89.167\tvalid_0's l2: 2150.61\n",
"[5]\tvalid_0's poisson: -89.6075\tvalid_0's l2: 2116.14\n",
"[6]\tvalid_0's poisson: -90.0365\tvalid_0's l2: 2082.05\n",
"[7]\tvalid_0's poisson: -90.4398\tvalid_0's l2: 2049.66\n",
"[8]\tvalid_0's poisson: -90.8257\tvalid_0's l2: 2018.21\n",
"[9]\tvalid_0's poisson: -91.1955\tvalid_0's l2: 1987.71\n",
"[10]\tvalid_0's poisson: -91.5498\tvalid_0's l2: 1958.13\n",
"[11]\tvalid_0's poisson: -91.8902\tvalid_0's l2: 1929.44\n",
"[12]\tvalid_0's poisson: -92.2334\tvalid_0's l2: 1900.47\n",
"[13]\tvalid_0's poisson: -92.5471\tvalid_0's l2: 1873.29\n",
"[14]\tvalid_0's poisson: -92.8517\tvalid_0's l2: 1846.94\n",
"[15]\tvalid_0's poisson: -93.1437\tvalid_0's l2: 1821.31\n",
"[16]\tvalid_0's poisson: -93.4273\tvalid_0's l2: 1796.44\n",
"[17]\tvalid_0's poisson: -93.6994\tvalid_0's l2: 1772.25\n",
"[18]\tvalid_0's poisson: -93.9656\tvalid_0's l2: 1748.51\n",
"[19]\tvalid_0's poisson: -94.2187\tvalid_0's l2: 1725.85\n",
"[20]\tvalid_0's poisson: -94.4878\tvalid_0's l2: 1702.32\n",
"[21]\tvalid_0's poisson: -94.7302\tvalid_0's l2: 1680.47\n",
"[22]\tvalid_0's poisson: -94.9641\tvalid_0's l2: 1659.26\n",
"[23]\tvalid_0's poisson: -95.1915\tvalid_0's l2: 1638.85\n",
"[24]\tvalid_0's poisson: -95.4126\tvalid_0's l2: 1618.88\n",
"[25]\tvalid_0's poisson: -95.6299\tvalid_0's l2: 1599.54\n",
"[26]\tvalid_0's poisson: -95.838\tvalid_0's l2: 1580.77\n",
"[27]\tvalid_0's poisson: -96.0408\tvalid_0's l2: 1562.44\n",
"[28]\tvalid_0's poisson: -96.2579\tvalid_0's l2: 1543.22\n",
"[29]\tvalid_0's poisson: -96.4485\tvalid_0's l2: 1525.88\n",
"[30]\tvalid_0's poisson: -96.6364\tvalid_0's l2: 1508.99\n",
"[31]\tvalid_0's poisson: -96.8166\tvalid_0's l2: 1492.7\n",
"[32]\tvalid_0's poisson: -96.9923\tvalid_0's l2: 1476.74\n",
"[33]\tvalid_0's poisson: -97.1709\tvalid_0's l2: 1460.59\n",
"[34]\tvalid_0's poisson: -97.3453\tvalid_0's l2: 1444.99\n",
"[35]\tvalid_0's poisson: -97.5044\tvalid_0's l2: 1430.55\n",
"[36]\tvalid_0's poisson: -97.6831\tvalid_0's l2: 1414.79\n",
"[37]\tvalid_0's poisson: -97.8443\tvalid_0's l2: 1400.37\n",
"[38]\tvalid_0's poisson: -97.993\tvalid_0's l2: 1386.72\n",
"[39]\tvalid_0's poisson: -98.1706\tvalid_0's l2: 1370.77\n",
"[40]\tvalid_0's poisson: -98.3124\tvalid_0's l2: 1357.25\n",
"[41]\tvalid_0's poisson: -98.4508\tvalid_0's l2: 1344.17\n",
"[42]\tvalid_0's poisson: -98.6181\tvalid_0's l2: 1329.1\n",
"[43]\tvalid_0's poisson: -98.7503\tvalid_0's l2: 1316.95\n",
"[44]\tvalid_0's poisson: -98.8772\tvalid_0's l2: 1305.25\n",
"[45]\tvalid_0's poisson: -99.0058\tvalid_0's l2: 1293.46\n",
"[46]\tvalid_0's poisson: -99.1602\tvalid_0's l2: 1279.52\n",
"[47]\tvalid_0's poisson: -99.2822\tvalid_0's l2: 1268.45\n",
"[48]\tvalid_0's poisson: -99.402\tvalid_0's l2: 1257.51\n",
"[49]\tvalid_0's poisson: -99.548\tvalid_0's l2: 1244.33\n",
"[50]\tvalid_0's poisson: -99.6647\tvalid_0's l2: 1233.71\n",
"[51]\tvalid_0's poisson: -99.7781\tvalid_0's l2: 1223.41\n",
"[52]\tvalid_0's poisson: -99.8878\tvalid_0's l2: 1213.57\n",
"[53]\tvalid_0's poisson: -100.024\tvalid_0's l2: 1201.3\n",
"[54]\tvalid_0's poisson: -100.141\tvalid_0's l2: 1191.46\n",
"[55]\tvalid_0's poisson: -100.257\tvalid_0's l2: 1181.39\n",
"[56]\tvalid_0's poisson: -100.392\tvalid_0's l2: 1169.09\n",
"[57]\tvalid_0's poisson: -100.487\tvalid_0's l2: 1160.17\n",
"[58]\tvalid_0's poisson: -100.615\tvalid_0's l2: 1148.43\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[59]\tvalid_0's poisson: -100.732\tvalid_0's l2: 1137.58\n",
"[60]\tvalid_0's poisson: -100.846\tvalid_0's l2: 1127.06\n",
"[61]\tvalid_0's poisson: -100.949\tvalid_0's l2: 1118.09\n",
"[62]\tvalid_0's poisson: -101.069\tvalid_0's l2: 1107.13\n",
"[63]\tvalid_0's poisson: -101.178\tvalid_0's l2: 1097.3\n",
"[64]\tvalid_0's poisson: -101.282\tvalid_0's l2: 1087.69\n",
"[65]\tvalid_0's poisson: -101.385\tvalid_0's l2: 1078.42\n",
"[66]\tvalid_0's poisson: -101.478\tvalid_0's l2: 1070.35\n",
"[67]\tvalid_0's poisson: -101.588\tvalid_0's l2: 1060.29\n",
"[68]\tvalid_0's poisson: -101.684\tvalid_0's l2: 1051.59\n",
"[69]\tvalid_0's poisson: -101.777\tvalid_0's l2: 1043.06\n",
"[70]\tvalid_0's poisson: -101.853\tvalid_0's l2: 1036.03\n",
"[71]\tvalid_0's poisson: -101.956\tvalid_0's l2: 1026.65\n",
"[72]\tvalid_0's poisson: -102.045\tvalid_0's l2: 1018.71\n",
"[73]\tvalid_0's poisson: -102.126\tvalid_0's l2: 1010.9\n",
"[74]\tvalid_0's poisson: -102.224\tvalid_0's l2: 1002.04\n",
"[75]\tvalid_0's poisson: -102.304\tvalid_0's l2: 994.369\n",
"[76]\tvalid_0's poisson: -102.398\tvalid_0's l2: 985.898\n",
"[77]\tvalid_0's poisson: -102.477\tvalid_0's l2: 978.56\n",
"[78]\tvalid_0's poisson: -102.555\tvalid_0's l2: 971.691\n",
"[79]\tvalid_0's poisson: -102.629\tvalid_0's l2: 964.729\n",
"[80]\tvalid_0's poisson: -102.72\tvalid_0's l2: 956.342\n",
"[81]\tvalid_0's poisson: -102.792\tvalid_0's l2: 949.951\n",
"[82]\tvalid_0's poisson: -102.863\tvalid_0's l2: 943.466\n",
"[83]\tvalid_0's poisson: -102.95\tvalid_0's l2: 935.534\n",
"[84]\tvalid_0's poisson: -103.016\tvalid_0's l2: 929.343\n",
"[85]\tvalid_0's poisson: -103.082\tvalid_0's l2: 923.539\n",
"[86]\tvalid_0's poisson: -103.165\tvalid_0's l2: 916.034\n",
"[87]\tvalid_0's poisson: -103.231\tvalid_0's l2: 910.371\n",
"[88]\tvalid_0's poisson: -103.294\tvalid_0's l2: 904.992\n",
"[89]\tvalid_0's poisson: -103.359\tvalid_0's l2: 899.518\n",
"[90]\tvalid_0's poisson: -103.419\tvalid_0's l2: 894.071\n",
"[91]\tvalid_0's poisson: -103.494\tvalid_0's l2: 887.147\n",
"[92]\tvalid_0's poisson: -103.551\tvalid_0's l2: 881.95\n",
"[93]\tvalid_0's poisson: -103.623\tvalid_0's l2: 875.305\n",
"[94]\tvalid_0's poisson: -103.681\tvalid_0's l2: 870.548\n",
"[95]\tvalid_0's poisson: -103.735\tvalid_0's l2: 865.716\n",
"[96]\tvalid_0's poisson: -103.804\tvalid_0's l2: 859.43\n",
"[97]\tvalid_0's poisson: -103.858\tvalid_0's l2: 854.793\n",
"[98]\tvalid_0's poisson: -103.912\tvalid_0's l2: 850.456\n",
"[99]\tvalid_0's poisson: -103.977\tvalid_0's l2: 844.492\n",
"[100]\tvalid_0's poisson: -104.027\tvalid_0's l2: 840.134\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5786\tvalid_0's l2: 2198.72\n",
"[2]\tvalid_0's poisson: -89.8102\tvalid_0's l2: 2108.76\n",
"[3]\tvalid_0's poisson: -90.9725\tvalid_0's l2: 2018.21\n",
"[4]\tvalid_0's poisson: -91.967\tvalid_0's l2: 1941.81\n",
"[5]\tvalid_0's poisson: -92.8625\tvalid_0's l2: 1867.19\n",
"[6]\tvalid_0's poisson: -93.5805\tvalid_0's l2: 1803.45\n",
"[7]\tvalid_0's poisson: -94.3995\tvalid_0's l2: 1741.49\n",
"[8]\tvalid_0's poisson: -95.0998\tvalid_0's l2: 1685.29\n",
"[9]\tvalid_0's poisson: -95.6492\tvalid_0's l2: 1634.48\n",
"[10]\tvalid_0's poisson: -96.2349\tvalid_0's l2: 1587.12\n",
"[11]\tvalid_0's poisson: -96.7092\tvalid_0's l2: 1542.34\n",
"[12]\tvalid_0's poisson: -97.2858\tvalid_0's l2: 1499.67\n",
"[13]\tvalid_0's poisson: -97.6692\tvalid_0's l2: 1462.02\n",
"[14]\tvalid_0's poisson: -98.183\tvalid_0's l2: 1423.29\n",
"[15]\tvalid_0's poisson: -98.6089\tvalid_0's l2: 1388.29\n",
"[16]\tvalid_0's poisson: -99.0032\tvalid_0's l2: 1357.09\n",
"[17]\tvalid_0's poisson: -99.3689\tvalid_0's l2: 1327.36\n",
"[18]\tvalid_0's poisson: -99.6355\tvalid_0's l2: 1301.48\n",
"[19]\tvalid_0's poisson: -100.016\tvalid_0's l2: 1273.37\n",
"[20]\tvalid_0's poisson: -100.26\tvalid_0's l2: 1250.48\n",
"[21]\tvalid_0's poisson: -100.548\tvalid_0's l2: 1224.56\n",
"[22]\tvalid_0's poisson: -100.836\tvalid_0's l2: 1199.92\n",
"[23]\tvalid_0's poisson: -101.084\tvalid_0's l2: 1177.58\n",
"[24]\tvalid_0's poisson: -101.332\tvalid_0's l2: 1156.4\n",
"[25]\tvalid_0's poisson: -101.593\tvalid_0's l2: 1136.93\n",
"[26]\tvalid_0's poisson: -101.795\tvalid_0's l2: 1118.14\n",
"[27]\tvalid_0's poisson: -101.985\tvalid_0's l2: 1100.64\n",
"[28]\tvalid_0's poisson: -102.186\tvalid_0's l2: 1084.22\n",
"[29]\tvalid_0's poisson: -102.354\tvalid_0's l2: 1068.98\n",
"[30]\tvalid_0's poisson: -102.505\tvalid_0's l2: 1054.06\n",
"[31]\tvalid_0's poisson: -102.747\tvalid_0's l2: 1035.82\n",
"[32]\tvalid_0's poisson: -102.861\tvalid_0's l2: 1022.94\n",
"[33]\tvalid_0's poisson: -103.075\tvalid_0's l2: 1007.24\n",
"[34]\tvalid_0's poisson: -103.213\tvalid_0's l2: 994.766\n",
"[35]\tvalid_0's poisson: -103.337\tvalid_0's l2: 982.4\n",
"[36]\tvalid_0's poisson: -103.478\tvalid_0's l2: 971.545\n",
"[37]\tvalid_0's poisson: -103.632\tvalid_0's l2: 958.345\n",
"[38]\tvalid_0's poisson: -103.71\tvalid_0's l2: 948.289\n",
"[39]\tvalid_0's poisson: -103.87\tvalid_0's l2: 938.05\n",
"[40]\tvalid_0's poisson: -103.955\tvalid_0's l2: 929.439\n",
"[41]\tvalid_0's poisson: -104.067\tvalid_0's l2: 920.095\n",
"[42]\tvalid_0's poisson: -104.185\tvalid_0's l2: 910.53\n",
"[43]\tvalid_0's poisson: -104.269\tvalid_0's l2: 901.633\n",
"[44]\tvalid_0's poisson: -104.395\tvalid_0's l2: 893.633\n",
"[45]\tvalid_0's poisson: -104.503\tvalid_0's l2: 884.314\n",
"[46]\tvalid_0's poisson: -104.589\tvalid_0's l2: 875.906\n",
"[47]\tvalid_0's poisson: -104.674\tvalid_0's l2: 868.628\n",
"[48]\tvalid_0's poisson: -104.738\tvalid_0's l2: 861.753\n",
"[49]\tvalid_0's poisson: -104.785\tvalid_0's l2: 854.348\n",
"[50]\tvalid_0's poisson: -104.831\tvalid_0's l2: 848.668\n",
"[51]\tvalid_0's poisson: -104.894\tvalid_0's l2: 841.924\n",
"[52]\tvalid_0's poisson: -104.814\tvalid_0's l2: 834.696\n",
"[53]\tvalid_0's poisson: -104.85\tvalid_0's l2: 829.597\n",
"[54]\tvalid_0's poisson: -104.769\tvalid_0's l2: 823.628\n",
"[55]\tvalid_0's poisson: -104.79\tvalid_0's l2: 818.554\n",
"[56]\tvalid_0's poisson: -104.793\tvalid_0's l2: 812.834\n",
"[57]\tvalid_0's poisson: -104.596\tvalid_0's l2: 808.769\n",
"[58]\tvalid_0's poisson: -104.559\tvalid_0's l2: 803.317\n",
"[59]\tvalid_0's poisson: -104.465\tvalid_0's l2: 798.811\n",
"[60]\tvalid_0's poisson: -104.469\tvalid_0's l2: 794.441\n",
"[61]\tvalid_0's poisson: -104.428\tvalid_0's l2: 790.553\n",
"[62]\tvalid_0's poisson: -104.448\tvalid_0's l2: 785.807\n",
"[63]\tvalid_0's poisson: -104.103\tvalid_0's l2: 781.668\n",
"[64]\tvalid_0's poisson: -104.068\tvalid_0's l2: 776.801\n",
"[65]\tvalid_0's poisson: -103.858\tvalid_0's l2: 772.329\n",
"[66]\tvalid_0's poisson: -103.875\tvalid_0's l2: 769.107\n",
"[67]\tvalid_0's poisson: -103.911\tvalid_0's l2: 766.349\n",
"[68]\tvalid_0's poisson: -103.848\tvalid_0's l2: 763.962\n",
"[69]\tvalid_0's poisson: -103.783\tvalid_0's l2: 760.06\n",
"[70]\tvalid_0's poisson: -103.596\tvalid_0's l2: 756.035\n",
"[71]\tvalid_0's poisson: -103.6\tvalid_0's l2: 752.191\n",
"[72]\tvalid_0's poisson: -103.537\tvalid_0's l2: 749.356\n",
"[73]\tvalid_0's poisson: -103.459\tvalid_0's l2: 747.085\n",
"[74]\tvalid_0's poisson: -103.343\tvalid_0's l2: 744.076\n",
"[75]\tvalid_0's poisson: -103.281\tvalid_0's l2: 741.74\n",
"[76]\tvalid_0's poisson: -103.267\tvalid_0's l2: 738.385\n",
"[77]\tvalid_0's poisson: -103.241\tvalid_0's l2: 735.731\n",
"[78]\tvalid_0's poisson: -103.121\tvalid_0's l2: 733.799\n",
"[79]\tvalid_0's poisson: -103.126\tvalid_0's l2: 731.053\n",
"[80]\tvalid_0's poisson: -103.14\tvalid_0's l2: 727.953\n",
"[81]\tvalid_0's poisson: -103.09\tvalid_0's l2: 725.172\n",
"[82]\tvalid_0's poisson: -103.067\tvalid_0's l2: 723.347\n",
"[83]\tvalid_0's poisson: -103.008\tvalid_0's l2: 721.299\n",
"[84]\tvalid_0's poisson: -102.996\tvalid_0's l2: 718.836\n",
"[85]\tvalid_0's poisson: -102.988\tvalid_0's l2: 716.307\n",
"[86]\tvalid_0's poisson: -102.899\tvalid_0's l2: 714.909\n",
"[87]\tvalid_0's poisson: -102.903\tvalid_0's l2: 712.409\n",
"[88]\tvalid_0's poisson: -102.903\tvalid_0's l2: 710.963\n",
"[89]\tvalid_0's poisson: -102.903\tvalid_0's l2: 708.095\n",
"[90]\tvalid_0's poisson: -102.803\tvalid_0's l2: 707.062\n",
"[91]\tvalid_0's poisson: -102.791\tvalid_0's l2: 705.401\n",
"[92]\tvalid_0's poisson: -102.765\tvalid_0's l2: 704.278\n",
"[93]\tvalid_0's poisson: -102.795\tvalid_0's l2: 702.985\n",
"[94]\tvalid_0's poisson: -102.772\tvalid_0's l2: 701.307\n",
"[95]\tvalid_0's poisson: -102.745\tvalid_0's l2: 699.282\n",
"[96]\tvalid_0's poisson: -102.617\tvalid_0's l2: 698.305\n",
"[97]\tvalid_0's poisson: -102.565\tvalid_0's l2: 696.241\n",
"[98]\tvalid_0's poisson: -102.513\tvalid_0's l2: 695.148\n",
"[99]\tvalid_0's poisson: -102.469\tvalid_0's l2: 693.147\n",
"[100]\tvalid_0's poisson: -102.344\tvalid_0's l2: 691.977\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5925\tvalid_0's l2: 2194.79\n",
"[2]\tvalid_0's poisson: -89.9119\tvalid_0's l2: 2096.85\n",
"[3]\tvalid_0's poisson: -90.9895\tvalid_0's l2: 2010.51\n",
"[4]\tvalid_0's poisson: -92.0556\tvalid_0's l2: 1929.6\n",
"[5]\tvalid_0's poisson: -92.9612\tvalid_0's l2: 1858.5\n",
"[6]\tvalid_0's poisson: -93.6908\tvalid_0's l2: 1792.86\n",
"[7]\tvalid_0's poisson: -94.505\tvalid_0's l2: 1730.96\n",
"[8]\tvalid_0's poisson: -95.0879\tvalid_0's l2: 1676.65\n",
"[9]\tvalid_0's poisson: -95.7511\tvalid_0's l2: 1622.76\n",
"[10]\tvalid_0's poisson: -96.3255\tvalid_0's l2: 1575.12\n",
"[11]\tvalid_0's poisson: -96.8893\tvalid_0's l2: 1529.39\n",
"[12]\tvalid_0's poisson: -97.3135\tvalid_0's l2: 1489.25\n",
"[13]\tvalid_0's poisson: -97.7872\tvalid_0's l2: 1451.76\n",
"[14]\tvalid_0's poisson: -98.2298\tvalid_0's l2: 1415.12\n",
"[15]\tvalid_0's poisson: -98.5597\tvalid_0's l2: 1383.79\n",
"[16]\tvalid_0's poisson: -99.0275\tvalid_0's l2: 1348.52\n",
"[17]\tvalid_0's poisson: -99.3137\tvalid_0's l2: 1320.06\n",
"[18]\tvalid_0's poisson: -99.702\tvalid_0's l2: 1292.36\n",
"[19]\tvalid_0's poisson: -100.039\tvalid_0's l2: 1263.68\n",
"[20]\tvalid_0's poisson: -100.362\tvalid_0's l2: 1237.82\n",
"[21]\tvalid_0's poisson: -100.636\tvalid_0's l2: 1212.84\n",
"[22]\tvalid_0's poisson: -100.886\tvalid_0's l2: 1190\n",
"[23]\tvalid_0's poisson: -101.129\tvalid_0's l2: 1168.99\n",
"[24]\tvalid_0's poisson: -101.422\tvalid_0's l2: 1146.85\n",
"[25]\tvalid_0's poisson: -101.663\tvalid_0's l2: 1126.3\n",
"[26]\tvalid_0's poisson: -101.862\tvalid_0's l2: 1108\n",
"[27]\tvalid_0's poisson: -102.049\tvalid_0's l2: 1090.76\n",
"[28]\tvalid_0's poisson: -102.17\tvalid_0's l2: 1075.82\n",
"[29]\tvalid_0's poisson: -102.403\tvalid_0's l2: 1057.43\n",
"[30]\tvalid_0's poisson: -102.562\tvalid_0's l2: 1042.77\n",
"[31]\tvalid_0's poisson: -102.737\tvalid_0's l2: 1029.46\n",
"[32]\tvalid_0's poisson: -102.968\tvalid_0's l2: 1012.47\n",
"[33]\tvalid_0's poisson: -103.119\tvalid_0's l2: 999.019\n",
"[34]\tvalid_0's poisson: -103.222\tvalid_0's l2: 987.073\n",
"[35]\tvalid_0's poisson: -103.339\tvalid_0's l2: 975.224\n",
"[36]\tvalid_0's poisson: -103.53\tvalid_0's l2: 961.289\n",
"[37]\tvalid_0's poisson: -103.624\tvalid_0's l2: 952.048\n",
"[38]\tvalid_0's poisson: -103.796\tvalid_0's l2: 940.892\n",
"[39]\tvalid_0's poisson: -103.927\tvalid_0's l2: 930.176\n",
"[40]\tvalid_0's poisson: -104.015\tvalid_0's l2: 920.786\n",
"[41]\tvalid_0's poisson: -104.133\tvalid_0's l2: 910.866\n",
"[42]\tvalid_0's poisson: -104.242\tvalid_0's l2: 901.8\n",
"[43]\tvalid_0's poisson: -104.337\tvalid_0's l2: 892.362\n",
"[44]\tvalid_0's poisson: -104.44\tvalid_0's l2: 883.104\n",
"[45]\tvalid_0's poisson: -104.505\tvalid_0's l2: 875.135\n",
"[46]\tvalid_0's poisson: -104.562\tvalid_0's l2: 867.011\n",
"[47]\tvalid_0's poisson: -104.62\tvalid_0's l2: 860.164\n",
"[48]\tvalid_0's poisson: -104.656\tvalid_0's l2: 853.901\n",
"[49]\tvalid_0's poisson: -104.727\tvalid_0's l2: 847.366\n",
"[50]\tvalid_0's poisson: -104.778\tvalid_0's l2: 840.047\n",
"[51]\tvalid_0's poisson: -104.84\tvalid_0's l2: 832.411\n",
"[52]\tvalid_0's poisson: -104.853\tvalid_0's l2: 826.815\n",
"[53]\tvalid_0's poisson: -104.834\tvalid_0's l2: 819.996\n",
"[54]\tvalid_0's poisson: -104.876\tvalid_0's l2: 813.711\n",
"[55]\tvalid_0's poisson: -104.68\tvalid_0's l2: 809.187\n",
"[56]\tvalid_0's poisson: -104.571\tvalid_0's l2: 804.118\n",
"[57]\tvalid_0's poisson: -104.555\tvalid_0's l2: 799.815\n",
"[58]\tvalid_0's poisson: -104.545\tvalid_0's l2: 794.712\n",
"[59]\tvalid_0's poisson: -104.609\tvalid_0's l2: 789.424\n",
"[60]\tvalid_0's poisson: -104.624\tvalid_0's l2: 783.846\n",
"[61]\tvalid_0's poisson: -104.518\tvalid_0's l2: 780.018\n",
"[62]\tvalid_0's poisson: -104.39\tvalid_0's l2: 774.793\n",
"[63]\tvalid_0's poisson: -104.291\tvalid_0's l2: 770.84\n",
"[64]\tvalid_0's poisson: -104.081\tvalid_0's l2: 767.126\n",
"[65]\tvalid_0's poisson: -104.083\tvalid_0's l2: 762.662\n",
"[66]\tvalid_0's poisson: -104.105\tvalid_0's l2: 758.278\n",
"[67]\tvalid_0's poisson: -103.886\tvalid_0's l2: 755.526\n",
"[68]\tvalid_0's poisson: -103.827\tvalid_0's l2: 752.518\n",
"[69]\tvalid_0's poisson: -103.826\tvalid_0's l2: 749.027\n",
"[70]\tvalid_0's poisson: -103.777\tvalid_0's l2: 745.454\n",
"[71]\tvalid_0's poisson: -103.718\tvalid_0's l2: 743.007\n",
"[72]\tvalid_0's poisson: -103.561\tvalid_0's l2: 740.299\n",
"[73]\tvalid_0's poisson: -103.443\tvalid_0's l2: 736.717\n",
"[74]\tvalid_0's poisson: -103.461\tvalid_0's l2: 733.744\n",
"[75]\tvalid_0's poisson: -103.29\tvalid_0's l2: 730.853\n",
"[76]\tvalid_0's poisson: -103.402\tvalid_0's l2: 728.766\n",
"[77]\tvalid_0's poisson: -103.301\tvalid_0's l2: 726.443\n",
"[78]\tvalid_0's poisson: -103.122\tvalid_0's l2: 723.521\n",
"[79]\tvalid_0's poisson: -103.146\tvalid_0's l2: 720.613\n",
"[80]\tvalid_0's poisson: -103.142\tvalid_0's l2: 718.213\n",
"[81]\tvalid_0's poisson: -103.115\tvalid_0's l2: 715.632\n",
"[82]\tvalid_0's poisson: -103.036\tvalid_0's l2: 713.844\n",
"[83]\tvalid_0's poisson: -103.032\tvalid_0's l2: 712.729\n",
"[84]\tvalid_0's poisson: -102.858\tvalid_0's l2: 710.02\n",
"[85]\tvalid_0's poisson: -102.839\tvalid_0's l2: 707.652\n",
"[86]\tvalid_0's poisson: -102.764\tvalid_0's l2: 706.506\n",
"[87]\tvalid_0's poisson: -102.717\tvalid_0's l2: 705.035\n",
"[88]\tvalid_0's poisson: -102.694\tvalid_0's l2: 702.905\n",
"[89]\tvalid_0's poisson: -102.681\tvalid_0's l2: 701.98\n",
"[90]\tvalid_0's poisson: -102.372\tvalid_0's l2: 700.339\n",
"[91]\tvalid_0's poisson: -102.36\tvalid_0's l2: 698.112\n",
"[92]\tvalid_0's poisson: -102.325\tvalid_0's l2: 695.712\n",
"[93]\tvalid_0's poisson: -102.313\tvalid_0's l2: 694.809\n",
"[94]\tvalid_0's poisson: -102.119\tvalid_0's l2: 693.069\n",
"[95]\tvalid_0's poisson: -102.114\tvalid_0's l2: 692.286\n",
"[96]\tvalid_0's poisson: -102.143\tvalid_0's l2: 691.015\n",
"[97]\tvalid_0's poisson: -102.054\tvalid_0's l2: 689.546\n",
"[98]\tvalid_0's poisson: -102.099\tvalid_0's l2: 688.74\n",
"[99]\tvalid_0's poisson: -102.007\tvalid_0's l2: 686.861\n",
"[100]\tvalid_0's poisson: -101.946\tvalid_0's l2: 684.851\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5971\tvalid_0's l2: 2196.95\n",
"[2]\tvalid_0's poisson: -89.805\tvalid_0's l2: 2107.25\n",
"[3]\tvalid_0's poisson: -90.9735\tvalid_0's l2: 2014.65\n",
"[4]\tvalid_0's poisson: -91.9273\tvalid_0's l2: 1936.12\n",
"[5]\tvalid_0's poisson: -92.9145\tvalid_0's l2: 1861.06\n",
"[6]\tvalid_0's poisson: -93.7032\tvalid_0's l2: 1793.38\n",
"[7]\tvalid_0's poisson: -94.4388\tvalid_0's l2: 1734.31\n",
"[8]\tvalid_0's poisson: -95.1447\tvalid_0's l2: 1675.48\n",
"[9]\tvalid_0's poisson: -95.7037\tvalid_0's l2: 1622.47\n",
"[10]\tvalid_0's poisson: -96.2901\tvalid_0's l2: 1574.8\n",
"[11]\tvalid_0's poisson: -96.8382\tvalid_0's l2: 1528.86\n",
"[12]\tvalid_0's poisson: -97.2576\tvalid_0's l2: 1488.72\n",
"[13]\tvalid_0's poisson: -97.7322\tvalid_0's l2: 1451.06\n",
"[14]\tvalid_0's poisson: -98.0957\tvalid_0's l2: 1415.87\n",
"[15]\tvalid_0's poisson: -98.5902\tvalid_0's l2: 1378.41\n",
"[16]\tvalid_0's poisson: -99.0501\tvalid_0's l2: 1345.01\n",
"[17]\tvalid_0's poisson: -99.334\tvalid_0's l2: 1317.15\n",
"[18]\tvalid_0's poisson: -99.7411\tvalid_0's l2: 1286.85\n",
"[19]\tvalid_0's poisson: -100.065\tvalid_0's l2: 1261.16\n",
"[20]\tvalid_0's poisson: -100.386\tvalid_0's l2: 1233.99\n",
"[21]\tvalid_0's poisson: -100.683\tvalid_0's l2: 1208.51\n",
"[22]\tvalid_0's poisson: -100.917\tvalid_0's l2: 1186.14\n",
"[23]\tvalid_0's poisson: -101.171\tvalid_0's l2: 1164.07\n",
"[24]\tvalid_0's poisson: -101.412\tvalid_0's l2: 1143.62\n",
"[25]\tvalid_0's poisson: -101.611\tvalid_0's l2: 1124\n",
"[26]\tvalid_0's poisson: -101.794\tvalid_0's l2: 1106.5\n",
"[27]\tvalid_0's poisson: -102.04\tvalid_0's l2: 1087.83\n",
"[28]\tvalid_0's poisson: -102.232\tvalid_0's l2: 1071.64\n",
"[29]\tvalid_0's poisson: -102.391\tvalid_0's l2: 1055.88\n",
"[30]\tvalid_0's poisson: -102.569\tvalid_0's l2: 1039.48\n",
"[31]\tvalid_0's poisson: -102.77\tvalid_0's l2: 1024.25\n",
"[32]\tvalid_0's poisson: -102.878\tvalid_0's l2: 1011.77\n",
"[33]\tvalid_0's poisson: -103.091\tvalid_0's l2: 996.252\n",
"[34]\tvalid_0's poisson: -103.284\tvalid_0's l2: 983.14\n",
"[35]\tvalid_0's poisson: -103.418\tvalid_0's l2: 971.295\n",
"[36]\tvalid_0's poisson: -103.568\tvalid_0's l2: 959.148\n",
"[37]\tvalid_0's poisson: -103.652\tvalid_0's l2: 948.456\n",
"[38]\tvalid_0's poisson: -103.725\tvalid_0's l2: 938.774\n",
"[39]\tvalid_0's poisson: -103.838\tvalid_0's l2: 928.586\n",
"[40]\tvalid_0's poisson: -103.977\tvalid_0's l2: 918.838\n",
"[41]\tvalid_0's poisson: -104.106\tvalid_0's l2: 907.663\n",
"[42]\tvalid_0's poisson: -104.243\tvalid_0's l2: 898.494\n",
"[43]\tvalid_0's poisson: -104.35\tvalid_0's l2: 889.539\n",
"[44]\tvalid_0's poisson: -104.434\tvalid_0's l2: 880.857\n",
"[45]\tvalid_0's poisson: -104.499\tvalid_0's l2: 873.136\n",
"[46]\tvalid_0's poisson: -104.586\tvalid_0's l2: 865.234\n",
"[47]\tvalid_0's poisson: -104.589\tvalid_0's l2: 857.426\n",
"[48]\tvalid_0's poisson: -104.568\tvalid_0's l2: 850.079\n",
"[49]\tvalid_0's poisson: -104.623\tvalid_0's l2: 843.715\n",
"[50]\tvalid_0's poisson: -104.674\tvalid_0's l2: 837.255\n",
"[51]\tvalid_0's poisson: -104.711\tvalid_0's l2: 830.626\n",
"[52]\tvalid_0's poisson: -104.671\tvalid_0's l2: 823.349\n",
"[53]\tvalid_0's poisson: -104.58\tvalid_0's l2: 817.323\n",
"[54]\tvalid_0's poisson: -104.596\tvalid_0's l2: 811.885\n",
"[55]\tvalid_0's poisson: -104.633\tvalid_0's l2: 805.822\n",
"[56]\tvalid_0's poisson: -104.693\tvalid_0's l2: 801.065\n",
"[57]\tvalid_0's poisson: -104.693\tvalid_0's l2: 796.374\n",
"[58]\tvalid_0's poisson: -104.543\tvalid_0's l2: 792.336\n",
"[59]\tvalid_0's poisson: -104.546\tvalid_0's l2: 787.877\n",
"[60]\tvalid_0's poisson: -104.577\tvalid_0's l2: 783.261\n",
"[61]\tvalid_0's poisson: -104.374\tvalid_0's l2: 778.803\n",
"[62]\tvalid_0's poisson: -104.14\tvalid_0's l2: 773.965\n",
"[63]\tvalid_0's poisson: -104.046\tvalid_0's l2: 769.129\n",
"[64]\tvalid_0's poisson: -104.068\tvalid_0's l2: 764.421\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -103.983\tvalid_0's l2: 760.388\n",
"[66]\tvalid_0's poisson: -103.996\tvalid_0's l2: 757.664\n",
"[67]\tvalid_0's poisson: -103.998\tvalid_0's l2: 754.022\n",
"[68]\tvalid_0's poisson: -103.972\tvalid_0's l2: 750.393\n",
"[69]\tvalid_0's poisson: -103.596\tvalid_0's l2: 746.642\n",
"[70]\tvalid_0's poisson: -103.315\tvalid_0's l2: 743.037\n",
"[71]\tvalid_0's poisson: -103.315\tvalid_0's l2: 739.914\n",
"[72]\tvalid_0's poisson: -103.291\tvalid_0's l2: 737.603\n",
"[73]\tvalid_0's poisson: -103.314\tvalid_0's l2: 734.441\n",
"[74]\tvalid_0's poisson: -103.281\tvalid_0's l2: 732.009\n",
"[75]\tvalid_0's poisson: -103.281\tvalid_0's l2: 729.393\n",
"[76]\tvalid_0's poisson: -103.172\tvalid_0's l2: 726.559\n",
"[77]\tvalid_0's poisson: -103.161\tvalid_0's l2: 724.929\n",
"[78]\tvalid_0's poisson: -102.91\tvalid_0's l2: 722.979\n",
"[79]\tvalid_0's poisson: -102.746\tvalid_0's l2: 720.883\n",
"[80]\tvalid_0's poisson: -102.809\tvalid_0's l2: 718.57\n",
"[81]\tvalid_0's poisson: -102.821\tvalid_0's l2: 717.133\n",
"[82]\tvalid_0's poisson: -102.81\tvalid_0's l2: 714.388\n",
"[83]\tvalid_0's poisson: -102.809\tvalid_0's l2: 711.546\n",
"[84]\tvalid_0's poisson: -102.735\tvalid_0's l2: 709.811\n",
"[85]\tvalid_0's poisson: -102.717\tvalid_0's l2: 708.586\n",
"[86]\tvalid_0's poisson: -102.686\tvalid_0's l2: 706.169\n",
"[87]\tvalid_0's poisson: -102.64\tvalid_0's l2: 703.309\n",
"[88]\tvalid_0's poisson: -102.715\tvalid_0's l2: 702.058\n",
"[89]\tvalid_0's poisson: -102.719\tvalid_0's l2: 700.494\n",
"[90]\tvalid_0's poisson: -102.659\tvalid_0's l2: 698.229\n",
"[91]\tvalid_0's poisson: -102.469\tvalid_0's l2: 697.215\n",
"[92]\tvalid_0's poisson: -102.661\tvalid_0's l2: 695.367\n",
"[93]\tvalid_0's poisson: -102.673\tvalid_0's l2: 693.665\n",
"[94]\tvalid_0's poisson: -102.627\tvalid_0's l2: 692.728\n",
"[95]\tvalid_0's poisson: -102.676\tvalid_0's l2: 690.658\n",
"[96]\tvalid_0's poisson: -102.516\tvalid_0's l2: 689.453\n",
"[97]\tvalid_0's poisson: -102.489\tvalid_0's l2: 687.484\n",
"[98]\tvalid_0's poisson: -102.476\tvalid_0's l2: 685.846\n",
"[99]\tvalid_0's poisson: -102.443\tvalid_0's l2: 684.813\n",
"[100]\tvalid_0's poisson: -102.416\tvalid_0's l2: 682.708\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.6012\tvalid_0's l2: 2197.08\n",
"[2]\tvalid_0's poisson: -89.8757\tvalid_0's l2: 2099.99\n",
"[3]\tvalid_0's poisson: -91.009\tvalid_0's l2: 2013.58\n",
"[4]\tvalid_0's poisson: -92.0105\tvalid_0's l2: 1936.7\n",
"[5]\tvalid_0's poisson: -92.8188\tvalid_0's l2: 1866.47\n",
"[6]\tvalid_0's poisson: -93.7135\tvalid_0's l2: 1798.66\n",
"[7]\tvalid_0's poisson: -94.4289\tvalid_0's l2: 1736.53\n",
"[8]\tvalid_0's poisson: -95.1344\tvalid_0's l2: 1679.98\n",
"[9]\tvalid_0's poisson: -95.6769\tvalid_0's l2: 1629.61\n",
"[10]\tvalid_0's poisson: -96.3326\tvalid_0's l2: 1580.36\n",
"[11]\tvalid_0's poisson: -96.7891\tvalid_0's l2: 1536.86\n",
"[12]\tvalid_0's poisson: -97.3223\tvalid_0's l2: 1493.76\n",
"[13]\tvalid_0's poisson: -97.784\tvalid_0's l2: 1455.35\n",
"[14]\tvalid_0's poisson: -98.2333\tvalid_0's l2: 1419.78\n",
"[15]\tvalid_0's poisson: -98.6376\tvalid_0's l2: 1386.79\n",
"[16]\tvalid_0's poisson: -98.9484\tvalid_0's l2: 1356.54\n",
"[17]\tvalid_0's poisson: -99.3195\tvalid_0's l2: 1327.58\n",
"[18]\tvalid_0's poisson: -99.6214\tvalid_0's l2: 1301.08\n",
"[19]\tvalid_0's poisson: -99.9368\tvalid_0's l2: 1272.72\n",
"[20]\tvalid_0's poisson: -100.318\tvalid_0's l2: 1244.32\n",
"[21]\tvalid_0's poisson: -100.61\tvalid_0's l2: 1219.36\n",
"[22]\tvalid_0's poisson: -100.848\tvalid_0's l2: 1195.92\n",
"[23]\tvalid_0's poisson: -101.097\tvalid_0's l2: 1173.46\n",
"[24]\tvalid_0's poisson: -101.407\tvalid_0's l2: 1150.93\n",
"[25]\tvalid_0's poisson: -101.637\tvalid_0's l2: 1131.28\n",
"[26]\tvalid_0's poisson: -101.837\tvalid_0's l2: 1112.57\n",
"[27]\tvalid_0's poisson: -102.04\tvalid_0's l2: 1094.6\n",
"[28]\tvalid_0's poisson: -102.223\tvalid_0's l2: 1078.76\n",
"[29]\tvalid_0's poisson: -102.381\tvalid_0's l2: 1062.97\n",
"[30]\tvalid_0's poisson: -102.544\tvalid_0's l2: 1047.54\n",
"[31]\tvalid_0's poisson: -102.752\tvalid_0's l2: 1032.01\n",
"[32]\tvalid_0's poisson: -102.862\tvalid_0's l2: 1020.39\n",
"[33]\tvalid_0's poisson: -103.079\tvalid_0's l2: 1004.4\n",
"[34]\tvalid_0's poisson: -103.219\tvalid_0's l2: 991.466\n",
"[35]\tvalid_0's poisson: -103.409\tvalid_0's l2: 977.512\n",
"[36]\tvalid_0's poisson: -103.518\tvalid_0's l2: 966.4\n",
"[37]\tvalid_0's poisson: -103.665\tvalid_0's l2: 955.742\n",
"[38]\tvalid_0's poisson: -103.801\tvalid_0's l2: 944.562\n",
"[39]\tvalid_0's poisson: -103.886\tvalid_0's l2: 933.811\n",
"[40]\tvalid_0's poisson: -104.038\tvalid_0's l2: 922.775\n",
"[41]\tvalid_0's poisson: -104.108\tvalid_0's l2: 913.594\n",
"[42]\tvalid_0's poisson: -104.24\tvalid_0's l2: 904.124\n",
"[43]\tvalid_0's poisson: -104.393\tvalid_0's l2: 894.76\n",
"[44]\tvalid_0's poisson: -104.479\tvalid_0's l2: 885.849\n",
"[45]\tvalid_0's poisson: -104.553\tvalid_0's l2: 878.157\n",
"[46]\tvalid_0's poisson: -104.601\tvalid_0's l2: 871.583\n",
"[47]\tvalid_0's poisson: -104.659\tvalid_0's l2: 863.9\n",
"[48]\tvalid_0's poisson: -104.736\tvalid_0's l2: 856.384\n",
"[49]\tvalid_0's poisson: -104.813\tvalid_0's l2: 849.654\n",
"[50]\tvalid_0's poisson: -104.746\tvalid_0's l2: 843.281\n",
"[51]\tvalid_0's poisson: -104.757\tvalid_0's l2: 836.352\n",
"[52]\tvalid_0's poisson: -104.819\tvalid_0's l2: 830.133\n",
"[53]\tvalid_0's poisson: -104.805\tvalid_0's l2: 825.572\n",
"[54]\tvalid_0's poisson: -104.659\tvalid_0's l2: 820.066\n",
"[55]\tvalid_0's poisson: -104.667\tvalid_0's l2: 813.72\n",
"[56]\tvalid_0's poisson: -104.622\tvalid_0's l2: 809.062\n",
"[57]\tvalid_0's poisson: -104.632\tvalid_0's l2: 803.008\n",
"[58]\tvalid_0's poisson: -104.512\tvalid_0's l2: 797.639\n",
"[59]\tvalid_0's poisson: -104.502\tvalid_0's l2: 792.279\n",
"[60]\tvalid_0's poisson: -104.434\tvalid_0's l2: 787.944\n",
"[61]\tvalid_0's poisson: -104.212\tvalid_0's l2: 783.885\n",
"[62]\tvalid_0's poisson: -104.216\tvalid_0's l2: 779.787\n",
"[63]\tvalid_0's poisson: -104.017\tvalid_0's l2: 775.403\n",
"[64]\tvalid_0's poisson: -104.005\tvalid_0's l2: 770.85\n",
"[65]\tvalid_0's poisson: -104.007\tvalid_0's l2: 767.816\n",
"[66]\tvalid_0's poisson: -103.842\tvalid_0's l2: 764.455\n",
"[67]\tvalid_0's poisson: -103.827\tvalid_0's l2: 760.345\n",
"[68]\tvalid_0's poisson: -103.745\tvalid_0's l2: 756.653\n",
"[69]\tvalid_0's poisson: -103.743\tvalid_0's l2: 753.948\n",
"[70]\tvalid_0's poisson: -103.643\tvalid_0's l2: 750.151\n",
"[71]\tvalid_0's poisson: -103.653\tvalid_0's l2: 746.856\n",
"[72]\tvalid_0's poisson: -103.643\tvalid_0's l2: 743.54\n",
"[73]\tvalid_0's poisson: -103.574\tvalid_0's l2: 740.232\n",
"[74]\tvalid_0's poisson: -103.55\tvalid_0's l2: 736.99\n",
"[75]\tvalid_0's poisson: -103.463\tvalid_0's l2: 734.329\n",
"[76]\tvalid_0's poisson: -103.373\tvalid_0's l2: 730.913\n",
"[77]\tvalid_0's poisson: -103.074\tvalid_0's l2: 728.181\n",
"[78]\tvalid_0's poisson: -103.146\tvalid_0's l2: 725.477\n",
"[79]\tvalid_0's poisson: -103.098\tvalid_0's l2: 723.534\n",
"[80]\tvalid_0's poisson: -103.077\tvalid_0's l2: 721.338\n",
"[81]\tvalid_0's poisson: -102.644\tvalid_0's l2: 719.874\n",
"[82]\tvalid_0's poisson: -102.537\tvalid_0's l2: 717.816\n",
"[83]\tvalid_0's poisson: -102.533\tvalid_0's l2: 715.529\n",
"[84]\tvalid_0's poisson: -102.542\tvalid_0's l2: 712.525\n",
"[85]\tvalid_0's poisson: -102.384\tvalid_0's l2: 711.074\n",
"[86]\tvalid_0's poisson: -102.476\tvalid_0's l2: 709.416\n",
"[87]\tvalid_0's poisson: -102.455\tvalid_0's l2: 706.838\n",
"[88]\tvalid_0's poisson: -102.428\tvalid_0's l2: 705.7\n",
"[89]\tvalid_0's poisson: -102.412\tvalid_0's l2: 703.491\n",
"[90]\tvalid_0's poisson: -102.407\tvalid_0's l2: 702.336\n",
"[91]\tvalid_0's poisson: -102.31\tvalid_0's l2: 700.436\n",
"[92]\tvalid_0's poisson: -102.413\tvalid_0's l2: 698.965\n",
"[93]\tvalid_0's poisson: -102.322\tvalid_0's l2: 697.497\n",
"[94]\tvalid_0's poisson: -102.224\tvalid_0's l2: 696.535\n",
"[95]\tvalid_0's poisson: -102.229\tvalid_0's l2: 694.227\n",
"[96]\tvalid_0's poisson: -102.327\tvalid_0's l2: 692.952\n",
"[97]\tvalid_0's poisson: -102.388\tvalid_0's l2: 692.042\n",
"[98]\tvalid_0's poisson: -102.377\tvalid_0's l2: 690.187\n",
"[99]\tvalid_0's poisson: -102.252\tvalid_0's l2: 688.326\n",
"[100]\tvalid_0's poisson: -102.051\tvalid_0's l2: 687.456\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5885\tvalid_0's l2: 2197.28\n",
"[2]\tvalid_0's poisson: -89.8003\tvalid_0's l2: 2107.02\n",
"[3]\tvalid_0's poisson: -90.9492\tvalid_0's l2: 2016.13\n",
"[4]\tvalid_0's poisson: -91.9222\tvalid_0's l2: 1936.05\n",
"[5]\tvalid_0's poisson: -92.8455\tvalid_0's l2: 1863.71\n",
"[6]\tvalid_0's poisson: -93.7358\tvalid_0's l2: 1796\n",
"[7]\tvalid_0's poisson: -94.3905\tvalid_0's l2: 1736.52\n",
"[8]\tvalid_0's poisson: -95.102\tvalid_0's l2: 1679.14\n",
"[9]\tvalid_0's poisson: -95.6535\tvalid_0's l2: 1627.2\n",
"[10]\tvalid_0's poisson: -96.2465\tvalid_0's l2: 1579.02\n",
"[11]\tvalid_0's poisson: -96.7948\tvalid_0's l2: 1533.89\n",
"[12]\tvalid_0's poisson: -97.2999\tvalid_0's l2: 1493.15\n",
"[13]\tvalid_0's poisson: -97.6987\tvalid_0's l2: 1455.32\n",
"[14]\tvalid_0's poisson: -98.0602\tvalid_0's l2: 1420.72\n",
"[15]\tvalid_0's poisson: -98.5537\tvalid_0's l2: 1384.89\n",
"[16]\tvalid_0's poisson: -99.015\tvalid_0's l2: 1350.1\n",
"[17]\tvalid_0's poisson: -99.3091\tvalid_0's l2: 1322.66\n",
"[18]\tvalid_0's poisson: -99.7009\tvalid_0's l2: 1292.29\n",
"[19]\tvalid_0's poisson: -100.033\tvalid_0's l2: 1265.58\n",
"[20]\tvalid_0's poisson: -100.354\tvalid_0's l2: 1237.81\n",
"[21]\tvalid_0's poisson: -100.646\tvalid_0's l2: 1213.76\n",
"[22]\tvalid_0's poisson: -100.91\tvalid_0's l2: 1190.84\n",
"[23]\tvalid_0's poisson: -101.145\tvalid_0's l2: 1169.51\n",
"[24]\tvalid_0's poisson: -101.293\tvalid_0's l2: 1151.47\n",
"[25]\tvalid_0's poisson: -101.594\tvalid_0's l2: 1129.27\n",
"[26]\tvalid_0's poisson: -101.785\tvalid_0's l2: 1110.59\n",
"[27]\tvalid_0's poisson: -102.064\tvalid_0's l2: 1089.65\n",
"[28]\tvalid_0's poisson: -102.278\tvalid_0's l2: 1071.84\n",
"[29]\tvalid_0's poisson: -102.457\tvalid_0's l2: 1056.27\n",
"[30]\tvalid_0's poisson: -102.589\tvalid_0's l2: 1041.98\n",
"[31]\tvalid_0's poisson: -102.803\tvalid_0's l2: 1026.83\n",
"[32]\tvalid_0's poisson: -102.952\tvalid_0's l2: 1012.79\n",
"[33]\tvalid_0's poisson: -103.097\tvalid_0's l2: 999.846\n",
"[34]\tvalid_0's poisson: -103.259\tvalid_0's l2: 987.249\n",
"[35]\tvalid_0's poisson: -103.353\tvalid_0's l2: 975.405\n",
"[36]\tvalid_0's poisson: -103.519\tvalid_0's l2: 961.514\n",
"[37]\tvalid_0's poisson: -103.647\tvalid_0's l2: 949.902\n",
"[38]\tvalid_0's poisson: -103.726\tvalid_0's l2: 939.93\n",
"[39]\tvalid_0's poisson: -103.871\tvalid_0's l2: 927.812\n",
"[40]\tvalid_0's poisson: -103.983\tvalid_0's l2: 917.676\n",
"[41]\tvalid_0's poisson: -104.108\tvalid_0's l2: 909.092\n",
"[42]\tvalid_0's poisson: -104.224\tvalid_0's l2: 899.569\n",
"[43]\tvalid_0's poisson: -104.324\tvalid_0's l2: 891.446\n",
"[44]\tvalid_0's poisson: -104.414\tvalid_0's l2: 882.813\n",
"[45]\tvalid_0's poisson: -104.507\tvalid_0's l2: 874.783\n",
"[46]\tvalid_0's poisson: -104.549\tvalid_0's l2: 866.72\n",
"[47]\tvalid_0's poisson: -104.566\tvalid_0's l2: 859.2\n",
"[48]\tvalid_0's poisson: -104.589\tvalid_0's l2: 853.694\n",
"[49]\tvalid_0's poisson: -104.615\tvalid_0's l2: 847.104\n",
"[50]\tvalid_0's poisson: -104.622\tvalid_0's l2: 839.331\n",
"[51]\tvalid_0's poisson: -104.522\tvalid_0's l2: 832.507\n",
"[52]\tvalid_0's poisson: -104.565\tvalid_0's l2: 826.327\n",
"[53]\tvalid_0's poisson: -104.611\tvalid_0's l2: 820.183\n",
"[54]\tvalid_0's poisson: -104.542\tvalid_0's l2: 814.06\n",
"[55]\tvalid_0's poisson: -104.58\tvalid_0's l2: 808.295\n",
"[56]\tvalid_0's poisson: -104.596\tvalid_0's l2: 803.149\n",
"[57]\tvalid_0's poisson: -104.533\tvalid_0's l2: 797.2\n",
"[58]\tvalid_0's poisson: -104.543\tvalid_0's l2: 793.314\n",
"[59]\tvalid_0's poisson: -104.434\tvalid_0's l2: 788.837\n",
"[60]\tvalid_0's poisson: -104.38\tvalid_0's l2: 783.91\n",
"[61]\tvalid_0's poisson: -104.393\tvalid_0's l2: 779.212\n",
"[62]\tvalid_0's poisson: -104.406\tvalid_0's l2: 774.728\n",
"[63]\tvalid_0's poisson: -104.143\tvalid_0's l2: 769.757\n",
"[64]\tvalid_0's poisson: -103.894\tvalid_0's l2: 765.362\n",
"[65]\tvalid_0's poisson: -103.877\tvalid_0's l2: 760.692\n",
"[66]\tvalid_0's poisson: -103.829\tvalid_0's l2: 757.214\n",
"[67]\tvalid_0's poisson: -103.804\tvalid_0's l2: 754.752\n",
"[68]\tvalid_0's poisson: -103.716\tvalid_0's l2: 751.539\n",
"[69]\tvalid_0's poisson: -103.619\tvalid_0's l2: 748.71\n",
"[70]\tvalid_0's poisson: -103.284\tvalid_0's l2: 745.344\n",
"[71]\tvalid_0's poisson: -103.121\tvalid_0's l2: 741.482\n",
"[72]\tvalid_0's poisson: -102.847\tvalid_0's l2: 738.096\n",
"[73]\tvalid_0's poisson: -102.915\tvalid_0's l2: 735.685\n",
"[74]\tvalid_0's poisson: -102.745\tvalid_0's l2: 733.55\n",
"[75]\tvalid_0's poisson: -102.757\tvalid_0's l2: 729.836\n",
"[76]\tvalid_0's poisson: -102.609\tvalid_0's l2: 727.182\n",
"[77]\tvalid_0's poisson: -102.684\tvalid_0's l2: 725.137\n",
"[78]\tvalid_0's poisson: -102.526\tvalid_0's l2: 722.283\n",
"[79]\tvalid_0's poisson: -102.494\tvalid_0's l2: 719.976\n",
"[80]\tvalid_0's poisson: -102.458\tvalid_0's l2: 717.123\n",
"[81]\tvalid_0's poisson: -102.481\tvalid_0's l2: 714.355\n",
"[82]\tvalid_0's poisson: -102.537\tvalid_0's l2: 712.853\n",
"[83]\tvalid_0's poisson: -102.525\tvalid_0's l2: 711.151\n",
"[84]\tvalid_0's poisson: -102.529\tvalid_0's l2: 709.045\n",
"[85]\tvalid_0's poisson: -102.513\tvalid_0's l2: 707.751\n",
"[86]\tvalid_0's poisson: -102.526\tvalid_0's l2: 705.699\n",
"[87]\tvalid_0's poisson: -102.517\tvalid_0's l2: 704.195\n",
"[88]\tvalid_0's poisson: -102.492\tvalid_0's l2: 701.849\n",
"[89]\tvalid_0's poisson: -102.481\tvalid_0's l2: 700.569\n",
"[90]\tvalid_0's poisson: -102.525\tvalid_0's l2: 699.137\n",
"[91]\tvalid_0's poisson: -102.504\tvalid_0's l2: 696.891\n",
"[92]\tvalid_0's poisson: -102.474\tvalid_0's l2: 695.758\n",
"[93]\tvalid_0's poisson: -102.476\tvalid_0's l2: 694.666\n",
"[94]\tvalid_0's poisson: -102.384\tvalid_0's l2: 692.998\n",
"[95]\tvalid_0's poisson: -102.451\tvalid_0's l2: 692.028\n",
"[96]\tvalid_0's poisson: -102.388\tvalid_0's l2: 689.615\n",
"[97]\tvalid_0's poisson: -102.339\tvalid_0's l2: 687.608\n",
"[98]\tvalid_0's poisson: -102.346\tvalid_0's l2: 686.47\n",
"[99]\tvalid_0's poisson: -102.268\tvalid_0's l2: 685.301\n",
"[100]\tvalid_0's poisson: -102.332\tvalid_0's l2: 684.168\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.5955\tvalid_0's l2: 1502.97\n",
"[2]\tvalid_0's poisson: -70.295\tvalid_0's l2: 1051.18\n",
"[3]\tvalid_0's poisson: -71.9822\tvalid_0's l2: 975.266\n",
"[4]\tvalid_0's poisson: -79.8428\tvalid_0's l2: 937.016\n",
"[5]\tvalid_0's poisson: -78.0537\tvalid_0's l2: 915.968\n",
"[6]\tvalid_0's poisson: -79.104\tvalid_0's l2: 884.691\n",
"[7]\tvalid_0's poisson: -82.6391\tvalid_0's l2: 852.37\n",
"[8]\tvalid_0's poisson: -81.0221\tvalid_0's l2: 831.644\n",
"[9]\tvalid_0's poisson: -81.6503\tvalid_0's l2: 825.346\n",
"[10]\tvalid_0's poisson: -80.9195\tvalid_0's l2: 808.115\n",
"[11]\tvalid_0's poisson: -79.7837\tvalid_0's l2: 795.006\n",
"[12]\tvalid_0's poisson: -81.1684\tvalid_0's l2: 787.841\n",
"[13]\tvalid_0's poisson: -82.791\tvalid_0's l2: 777.314\n",
"[14]\tvalid_0's poisson: -79.441\tvalid_0's l2: 773.823\n",
"[15]\tvalid_0's poisson: -81.4483\tvalid_0's l2: 754.192\n",
"[16]\tvalid_0's poisson: -80.0199\tvalid_0's l2: 659.946\n",
"[17]\tvalid_0's poisson: -80.4357\tvalid_0's l2: 653.815\n",
"[18]\tvalid_0's poisson: -80.8019\tvalid_0's l2: 647.409\n",
"[19]\tvalid_0's poisson: -82.7632\tvalid_0's l2: 645.211\n",
"[20]\tvalid_0's poisson: -82.4476\tvalid_0's l2: 640.434\n",
"[21]\tvalid_0's poisson: -81.5322\tvalid_0's l2: 620.955\n",
"[22]\tvalid_0's poisson: -83.1319\tvalid_0's l2: 619.419\n",
"[23]\tvalid_0's poisson: -82.9532\tvalid_0's l2: 617.881\n",
"[24]\tvalid_0's poisson: -84.0614\tvalid_0's l2: 616.456\n",
"[25]\tvalid_0's poisson: -83.9783\tvalid_0's l2: 616.105\n",
"[26]\tvalid_0's poisson: -83.8726\tvalid_0's l2: 613.604\n",
"[27]\tvalid_0's poisson: -84.1496\tvalid_0's l2: 608.249\n",
"[28]\tvalid_0's poisson: -81.5164\tvalid_0's l2: 603.092\n",
"[29]\tvalid_0's poisson: -82.6796\tvalid_0's l2: 598.723\n",
"[30]\tvalid_0's poisson: -82.8715\tvalid_0's l2: 592.901\n",
"[31]\tvalid_0's poisson: -83.5641\tvalid_0's l2: 589.887\n",
"[32]\tvalid_0's poisson: -83.8932\tvalid_0's l2: 587.43\n",
"[33]\tvalid_0's poisson: -84.928\tvalid_0's l2: 579.768\n",
"[34]\tvalid_0's poisson: -86.7156\tvalid_0's l2: 570.56\n",
"[35]\tvalid_0's poisson: -85.7737\tvalid_0's l2: 567.376\n",
"[36]\tvalid_0's poisson: -85.5028\tvalid_0's l2: 567.701\n",
"[37]\tvalid_0's poisson: -87.7333\tvalid_0's l2: 564.426\n",
"[38]\tvalid_0's poisson: -87.8113\tvalid_0's l2: 558.587\n",
"[39]\tvalid_0's poisson: -87.7403\tvalid_0's l2: 557.725\n",
"[40]\tvalid_0's poisson: -87.2611\tvalid_0's l2: 552.771\n",
"[41]\tvalid_0's poisson: -88.115\tvalid_0's l2: 544.15\n",
"[42]\tvalid_0's poisson: -88.4134\tvalid_0's l2: 541.894\n",
"[43]\tvalid_0's poisson: -88.5323\tvalid_0's l2: 536.494\n",
"[44]\tvalid_0's poisson: -88.7007\tvalid_0's l2: 528.967\n",
"[45]\tvalid_0's poisson: -88.9131\tvalid_0's l2: 528.253\n",
"[46]\tvalid_0's poisson: -88.6092\tvalid_0's l2: 530.897\n",
"[47]\tvalid_0's poisson: -88.4248\tvalid_0's l2: 528.457\n",
"[48]\tvalid_0's poisson: -88.7203\tvalid_0's l2: 524.274\n",
"[49]\tvalid_0's poisson: -88.3922\tvalid_0's l2: 524.58\n",
"[50]\tvalid_0's poisson: -88.5742\tvalid_0's l2: 522.473\n",
"[51]\tvalid_0's poisson: -87.6171\tvalid_0's l2: 517.827\n",
"[52]\tvalid_0's poisson: -87.8543\tvalid_0's l2: 518.067\n",
"[53]\tvalid_0's poisson: -88.7259\tvalid_0's l2: 517.85\n",
"[54]\tvalid_0's poisson: -89.4717\tvalid_0's l2: 514.782\n",
"[55]\tvalid_0's poisson: -90.2941\tvalid_0's l2: 513.733\n",
"[56]\tvalid_0's poisson: -90.367\tvalid_0's l2: 512.252\n",
"[57]\tvalid_0's poisson: -90.6017\tvalid_0's l2: 511.138\n",
"[58]\tvalid_0's poisson: -91.0274\tvalid_0's l2: 511.319\n",
"[59]\tvalid_0's poisson: -90.8493\tvalid_0's l2: 510.012\n",
"[60]\tvalid_0's poisson: -90.782\tvalid_0's l2: 507.701\n",
"[61]\tvalid_0's poisson: -92.7113\tvalid_0's l2: 499.731\n",
"[62]\tvalid_0's poisson: -93.0427\tvalid_0's l2: 496.676\n",
"[63]\tvalid_0's poisson: -93.959\tvalid_0's l2: 495.073\n",
"[64]\tvalid_0's poisson: -92.88\tvalid_0's l2: 493.101\n",
"[65]\tvalid_0's poisson: -92.6827\tvalid_0's l2: 492.246\n",
"[66]\tvalid_0's poisson: -92.976\tvalid_0's l2: 488.574\n",
"[67]\tvalid_0's poisson: -92.8575\tvalid_0's l2: 489.343\n",
"[68]\tvalid_0's poisson: -92.2974\tvalid_0's l2: 489.374\n",
"[69]\tvalid_0's poisson: -92.1182\tvalid_0's l2: 487.885\n",
"[70]\tvalid_0's poisson: -90.9742\tvalid_0's l2: 485.025\n",
"[71]\tvalid_0's poisson: -90.9032\tvalid_0's l2: 485.45\n",
"[72]\tvalid_0's poisson: -91.5777\tvalid_0's l2: 485.161\n",
"[73]\tvalid_0's poisson: -91.5888\tvalid_0's l2: 485.081\n",
"[74]\tvalid_0's poisson: -91.2633\tvalid_0's l2: 480.675\n",
"[75]\tvalid_0's poisson: -91.2476\tvalid_0's l2: 480.611\n",
"[76]\tvalid_0's poisson: -90.7935\tvalid_0's l2: 479.825\n",
"[77]\tvalid_0's poisson: -90.7929\tvalid_0's l2: 479.793\n",
"[78]\tvalid_0's poisson: -90.7266\tvalid_0's l2: 475.373\n",
"[79]\tvalid_0's poisson: -90.4947\tvalid_0's l2: 474.857\n",
"[80]\tvalid_0's poisson: -90.6301\tvalid_0's l2: 472.47\n",
"[81]\tvalid_0's poisson: -90.5593\tvalid_0's l2: 472.409\n",
"[82]\tvalid_0's poisson: -90.8762\tvalid_0's l2: 471.28\n",
"[83]\tvalid_0's poisson: -90.2235\tvalid_0's l2: 470.66\n",
"[84]\tvalid_0's poisson: -90.7153\tvalid_0's l2: 470.302\n",
"[85]\tvalid_0's poisson: -90.4288\tvalid_0's l2: 468.997\n",
"[86]\tvalid_0's poisson: -90.4199\tvalid_0's l2: 470.075\n",
"[87]\tvalid_0's poisson: -90.9935\tvalid_0's l2: 468.258\n",
"[88]\tvalid_0's poisson: -91.3005\tvalid_0's l2: 468.865\n",
"[89]\tvalid_0's poisson: -91.2299\tvalid_0's l2: 468.461\n",
"[90]\tvalid_0's poisson: -91.2727\tvalid_0's l2: 467.08\n",
"[91]\tvalid_0's poisson: -91.2015\tvalid_0's l2: 466.707\n",
"[92]\tvalid_0's poisson: -91.1904\tvalid_0's l2: 465.017\n",
"[93]\tvalid_0's poisson: -91.2251\tvalid_0's l2: 465.096\n",
"[94]\tvalid_0's poisson: -90.5197\tvalid_0's l2: 465.188\n",
"[95]\tvalid_0's poisson: -91.2645\tvalid_0's l2: 464.255\n",
"[96]\tvalid_0's poisson: -91.4513\tvalid_0's l2: 463.843\n",
"[97]\tvalid_0's poisson: -91.3076\tvalid_0's l2: 462.816\n",
"[98]\tvalid_0's poisson: -91.2284\tvalid_0's l2: 463.927\n",
"[99]\tvalid_0's poisson: -90.669\tvalid_0's l2: 464.134\n",
"[100]\tvalid_0's poisson: -91.1114\tvalid_0's l2: 464.257\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -98.6908\tvalid_0's l2: 1410.19\n",
"[2]\tvalid_0's poisson: -55.3886\tvalid_0's l2: 1201.94\n",
"[3]\tvalid_0's poisson: -55.1145\tvalid_0's l2: 1104.58\n",
"[4]\tvalid_0's poisson: -67.9906\tvalid_0's l2: 959.32\n",
"[5]\tvalid_0's poisson: -82.3199\tvalid_0's l2: 866.3\n",
"[6]\tvalid_0's poisson: -74.5582\tvalid_0's l2: 817.949\n",
"[7]\tvalid_0's poisson: -79.2057\tvalid_0's l2: 767.377\n",
"[8]\tvalid_0's poisson: -80.1823\tvalid_0's l2: 745.517\n",
"[9]\tvalid_0's poisson: -79.8106\tvalid_0's l2: 737.399\n",
"[10]\tvalid_0's poisson: -83.1989\tvalid_0's l2: 729.651\n",
"[11]\tvalid_0's poisson: -88.7016\tvalid_0's l2: 691.86\n",
"[12]\tvalid_0's poisson: -91.2175\tvalid_0's l2: 678.079\n",
"[13]\tvalid_0's poisson: -90.9448\tvalid_0's l2: 674.602\n",
"[14]\tvalid_0's poisson: -84.3025\tvalid_0's l2: 652.961\n",
"[15]\tvalid_0's poisson: -86.4435\tvalid_0's l2: 647.044\n",
"[16]\tvalid_0's poisson: -85.1655\tvalid_0's l2: 642.14\n",
"[17]\tvalid_0's poisson: -86.1604\tvalid_0's l2: 640.224\n",
"[18]\tvalid_0's poisson: -83.9621\tvalid_0's l2: 625.724\n",
"[19]\tvalid_0's poisson: -83.3773\tvalid_0's l2: 619.544\n",
"[20]\tvalid_0's poisson: -84.1656\tvalid_0's l2: 617.895\n",
"[21]\tvalid_0's poisson: -83.8816\tvalid_0's l2: 619.464\n",
"[22]\tvalid_0's poisson: -83.7352\tvalid_0's l2: 616.746\n",
"[23]\tvalid_0's poisson: -86.8418\tvalid_0's l2: 602.605\n",
"[24]\tvalid_0's poisson: -89.3207\tvalid_0's l2: 591.704\n",
"[25]\tvalid_0's poisson: -86.2932\tvalid_0's l2: 585.202\n",
"[26]\tvalid_0's poisson: -87.2416\tvalid_0's l2: 579.717\n",
"[27]\tvalid_0's poisson: -86.6269\tvalid_0's l2: 574.923\n",
"[28]\tvalid_0's poisson: -88.074\tvalid_0's l2: 547.488\n",
"[29]\tvalid_0's poisson: -87.2316\tvalid_0's l2: 547.634\n",
"[30]\tvalid_0's poisson: -89.3529\tvalid_0's l2: 547.129\n",
"[31]\tvalid_0's poisson: -89.5263\tvalid_0's l2: 546.791\n",
"[32]\tvalid_0's poisson: -90.3427\tvalid_0's l2: 546.447\n",
"[33]\tvalid_0's poisson: -90.5598\tvalid_0's l2: 544.308\n",
"[34]\tvalid_0's poisson: -91.0307\tvalid_0's l2: 542.061\n",
"[35]\tvalid_0's poisson: -92.9399\tvalid_0's l2: 540.231\n",
"[36]\tvalid_0's poisson: -92.8056\tvalid_0's l2: 537.687\n",
"[37]\tvalid_0's poisson: -92.2742\tvalid_0's l2: 536.566\n",
"[38]\tvalid_0's poisson: -92.4588\tvalid_0's l2: 536.969\n",
"[39]\tvalid_0's poisson: -92.2474\tvalid_0's l2: 537.205\n",
"[40]\tvalid_0's poisson: -92.1859\tvalid_0's l2: 533.375\n",
"[41]\tvalid_0's poisson: -91.369\tvalid_0's l2: 529.287\n",
"[42]\tvalid_0's poisson: -90.1721\tvalid_0's l2: 526.086\n",
"[43]\tvalid_0's poisson: -91.0304\tvalid_0's l2: 523.908\n",
"[44]\tvalid_0's poisson: -90.8043\tvalid_0's l2: 522.765\n",
"[45]\tvalid_0's poisson: -90.7606\tvalid_0's l2: 521.906\n",
"[46]\tvalid_0's poisson: -90.1889\tvalid_0's l2: 518.777\n",
"[47]\tvalid_0's poisson: -90.149\tvalid_0's l2: 517.342\n",
"[48]\tvalid_0's poisson: -91.54\tvalid_0's l2: 510.627\n",
"[49]\tvalid_0's poisson: -91.2207\tvalid_0's l2: 510.167\n",
"[50]\tvalid_0's poisson: -91.3424\tvalid_0's l2: 509.748\n",
"[51]\tvalid_0's poisson: -91.5108\tvalid_0's l2: 508.362\n",
"[52]\tvalid_0's poisson: -92.3175\tvalid_0's l2: 501.015\n",
"[53]\tvalid_0's poisson: -92.2961\tvalid_0's l2: 500.518\n",
"[54]\tvalid_0's poisson: -92.1849\tvalid_0's l2: 498.213\n",
"[55]\tvalid_0's poisson: -92.1628\tvalid_0's l2: 501.581\n",
"[56]\tvalid_0's poisson: -91.474\tvalid_0's l2: 498.686\n",
"[57]\tvalid_0's poisson: -91.7393\tvalid_0's l2: 498.786\n",
"[58]\tvalid_0's poisson: -91.273\tvalid_0's l2: 498.665\n",
"[59]\tvalid_0's poisson: -91.4904\tvalid_0's l2: 493.836\n",
"[60]\tvalid_0's poisson: -91.3174\tvalid_0's l2: 493.415\n",
"[61]\tvalid_0's poisson: -91.45\tvalid_0's l2: 490.973\n",
"[62]\tvalid_0's poisson: -91.3626\tvalid_0's l2: 491.288\n",
"[63]\tvalid_0's poisson: -90.9348\tvalid_0's l2: 490.02\n",
"[64]\tvalid_0's poisson: -91.8314\tvalid_0's l2: 484.572\n",
"[65]\tvalid_0's poisson: -91.9373\tvalid_0's l2: 479.868\n",
"[66]\tvalid_0's poisson: -91.0713\tvalid_0's l2: 477.852\n",
"[67]\tvalid_0's poisson: -91.5578\tvalid_0's l2: 474.802\n",
"[68]\tvalid_0's poisson: -91.484\tvalid_0's l2: 472.941\n",
"[69]\tvalid_0's poisson: -91.4987\tvalid_0's l2: 472.082\n",
"[70]\tvalid_0's poisson: -91.5692\tvalid_0's l2: 471.977\n",
"[71]\tvalid_0's poisson: -91.7368\tvalid_0's l2: 470.959\n",
"[72]\tvalid_0's poisson: -91.9495\tvalid_0's l2: 470.999\n",
"[73]\tvalid_0's poisson: -93.343\tvalid_0's l2: 469.652\n",
"[74]\tvalid_0's poisson: -93.2643\tvalid_0's l2: 467.49\n",
"[75]\tvalid_0's poisson: -93.1633\tvalid_0's l2: 465.642\n",
"[76]\tvalid_0's poisson: -93.0758\tvalid_0's l2: 465.463\n",
"[77]\tvalid_0's poisson: -92.7683\tvalid_0's l2: 467.239\n",
"[78]\tvalid_0's poisson: -93.0107\tvalid_0's l2: 467.264\n",
"[79]\tvalid_0's poisson: -92.9326\tvalid_0's l2: 465.353\n",
"[80]\tvalid_0's poisson: -92.9603\tvalid_0's l2: 464.929\n",
"[81]\tvalid_0's poisson: -92.9408\tvalid_0's l2: 464.147\n",
"[82]\tvalid_0's poisson: -93.9061\tvalid_0's l2: 462.564\n",
"[83]\tvalid_0's poisson: -92.964\tvalid_0's l2: 460.091\n",
"[84]\tvalid_0's poisson: -92.9273\tvalid_0's l2: 459.489\n",
"[85]\tvalid_0's poisson: -93.2139\tvalid_0's l2: 458.831\n",
"[86]\tvalid_0's poisson: -93.567\tvalid_0's l2: 457.433\n",
"[87]\tvalid_0's poisson: -93.4446\tvalid_0's l2: 455.835\n",
"[88]\tvalid_0's poisson: -93.6348\tvalid_0's l2: 454.846\n",
"[89]\tvalid_0's poisson: -93.7277\tvalid_0's l2: 455.135\n",
"[90]\tvalid_0's poisson: -93.7659\tvalid_0's l2: 456.034\n",
"[91]\tvalid_0's poisson: -93.5574\tvalid_0's l2: 455.691\n",
"[92]\tvalid_0's poisson: -92.7079\tvalid_0's l2: 455.548\n",
"[93]\tvalid_0's poisson: -93.1752\tvalid_0's l2: 455.072\n",
"[94]\tvalid_0's poisson: -92.9981\tvalid_0's l2: 454.708\n",
"[95]\tvalid_0's poisson: -93.2369\tvalid_0's l2: 453.108\n",
"[96]\tvalid_0's poisson: -92.8271\tvalid_0's l2: 451.994\n",
"[97]\tvalid_0's poisson: -93.2469\tvalid_0's l2: 450.97\n",
"[98]\tvalid_0's poisson: -93.0144\tvalid_0's l2: 450.382\n",
"[99]\tvalid_0's poisson: -94.2422\tvalid_0's l2: 448.618\n",
"[100]\tvalid_0's poisson: -94.2544\tvalid_0's l2: 449.728\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6755\tvalid_0's l2: 1488.81\n",
"[2]\tvalid_0's poisson: -67.9592\tvalid_0's l2: 1047.95\n",
"[3]\tvalid_0's poisson: -69.5555\tvalid_0's l2: 976.23\n",
"[4]\tvalid_0's poisson: -66.5733\tvalid_0's l2: 943.749\n",
"[5]\tvalid_0's poisson: -78.3308\tvalid_0's l2: 889.015\n",
"[6]\tvalid_0's poisson: -75.7074\tvalid_0's l2: 834.829\n",
"[7]\tvalid_0's poisson: -78.7147\tvalid_0's l2: 812.395\n",
"[8]\tvalid_0's poisson: -92.7741\tvalid_0's l2: 770.847\n",
"[9]\tvalid_0's poisson: -86.2927\tvalid_0's l2: 743.577\n",
"[10]\tvalid_0's poisson: -88.0834\tvalid_0's l2: 739.177\n",
"[11]\tvalid_0's poisson: -82.2269\tvalid_0's l2: 716.57\n",
"[12]\tvalid_0's poisson: -83.8811\tvalid_0's l2: 708.032\n",
"[13]\tvalid_0's poisson: -83.5407\tvalid_0's l2: 706.84\n",
"[14]\tvalid_0's poisson: -85.8117\tvalid_0's l2: 669.063\n",
"[15]\tvalid_0's poisson: -85.0075\tvalid_0's l2: 662.625\n",
"[16]\tvalid_0's poisson: -84.9559\tvalid_0's l2: 655.083\n",
"[17]\tvalid_0's poisson: -85.112\tvalid_0's l2: 657.27\n",
"[18]\tvalid_0's poisson: -87.3509\tvalid_0's l2: 649.884\n",
"[19]\tvalid_0's poisson: -88.9942\tvalid_0's l2: 629.296\n",
"[20]\tvalid_0's poisson: -88.5783\tvalid_0's l2: 620.249\n",
"[21]\tvalid_0's poisson: -86.817\tvalid_0's l2: 604.033\n",
"[22]\tvalid_0's poisson: -84.2973\tvalid_0's l2: 595.906\n",
"[23]\tvalid_0's poisson: -85.0393\tvalid_0's l2: 587.931\n",
"[24]\tvalid_0's poisson: -85.807\tvalid_0's l2: 585.346\n",
"[25]\tvalid_0's poisson: -86.9253\tvalid_0's l2: 584.682\n",
"[26]\tvalid_0's poisson: -87.7199\tvalid_0's l2: 581.71\n",
"[27]\tvalid_0's poisson: -86.8095\tvalid_0's l2: 578.34\n",
"[28]\tvalid_0's poisson: -87.1304\tvalid_0's l2: 575.791\n",
"[29]\tvalid_0's poisson: -88.5328\tvalid_0's l2: 562.836\n",
"[30]\tvalid_0's poisson: -88.5269\tvalid_0's l2: 560.706\n",
"[31]\tvalid_0's poisson: -89.0919\tvalid_0's l2: 559.831\n",
"[32]\tvalid_0's poisson: -88.7333\tvalid_0's l2: 557.182\n",
"[33]\tvalid_0's poisson: -89.1219\tvalid_0's l2: 557.712\n",
"[34]\tvalid_0's poisson: -90.2913\tvalid_0's l2: 549.058\n",
"[35]\tvalid_0's poisson: -90.2914\tvalid_0's l2: 544.197\n",
"[36]\tvalid_0's poisson: -89.7202\tvalid_0's l2: 541.083\n",
"[37]\tvalid_0's poisson: -89.5384\tvalid_0's l2: 538.404\n",
"[38]\tvalid_0's poisson: -89.6756\tvalid_0's l2: 536.878\n",
"[39]\tvalid_0's poisson: -90.8706\tvalid_0's l2: 533.609\n",
"[40]\tvalid_0's poisson: -90.0964\tvalid_0's l2: 532.248\n",
"[41]\tvalid_0's poisson: -90.2888\tvalid_0's l2: 526.737\n",
"[42]\tvalid_0's poisson: -92.9179\tvalid_0's l2: 523.23\n",
"[43]\tvalid_0's poisson: -91.0717\tvalid_0's l2: 520.802\n",
"[44]\tvalid_0's poisson: -92.1735\tvalid_0's l2: 507.811\n",
"[45]\tvalid_0's poisson: -92.2066\tvalid_0's l2: 502.179\n",
"[46]\tvalid_0's poisson: -92.2921\tvalid_0's l2: 500.764\n",
"[47]\tvalid_0's poisson: -91.8741\tvalid_0's l2: 499.218\n",
"[48]\tvalid_0's poisson: -91.1083\tvalid_0's l2: 499.54\n",
"[49]\tvalid_0's poisson: -91.8839\tvalid_0's l2: 500.063\n",
"[50]\tvalid_0's poisson: -91.8987\tvalid_0's l2: 499.857\n",
"[51]\tvalid_0's poisson: -92.0302\tvalid_0's l2: 500.567\n",
"[52]\tvalid_0's poisson: -91.5137\tvalid_0's l2: 502.019\n",
"[53]\tvalid_0's poisson: -91.602\tvalid_0's l2: 501.01\n",
"[54]\tvalid_0's poisson: -90.0431\tvalid_0's l2: 497.159\n",
"[55]\tvalid_0's poisson: -90.1092\tvalid_0's l2: 496.102\n",
"[56]\tvalid_0's poisson: -90.092\tvalid_0's l2: 494.224\n",
"[57]\tvalid_0's poisson: -90.9023\tvalid_0's l2: 493.516\n",
"[58]\tvalid_0's poisson: -89.9704\tvalid_0's l2: 491.608\n",
"[59]\tvalid_0's poisson: -90.1286\tvalid_0's l2: 489.807\n",
"[60]\tvalid_0's poisson: -88.7627\tvalid_0's l2: 485.647\n",
"[61]\tvalid_0's poisson: -89.645\tvalid_0's l2: 483.813\n",
"[62]\tvalid_0's poisson: -89.5884\tvalid_0's l2: 483.694\n",
"[63]\tvalid_0's poisson: -90.0418\tvalid_0's l2: 481.36\n",
"[64]\tvalid_0's poisson: -89.8167\tvalid_0's l2: 481.112\n",
"[65]\tvalid_0's poisson: -89.8487\tvalid_0's l2: 481.705\n",
"[66]\tvalid_0's poisson: -90.5925\tvalid_0's l2: 479.175\n",
"[67]\tvalid_0's poisson: -89.6583\tvalid_0's l2: 477.459\n",
"[68]\tvalid_0's poisson: -90.9609\tvalid_0's l2: 475.886\n",
"[69]\tvalid_0's poisson: -89.8838\tvalid_0's l2: 476.189\n",
"[70]\tvalid_0's poisson: -90.047\tvalid_0's l2: 476.458\n",
"[71]\tvalid_0's poisson: -89.8836\tvalid_0's l2: 476.552\n",
"[72]\tvalid_0's poisson: -90.0858\tvalid_0's l2: 474.516\n",
"[73]\tvalid_0's poisson: -90.1357\tvalid_0's l2: 471.541\n",
"[74]\tvalid_0's poisson: -90.5238\tvalid_0's l2: 472.649\n",
"[75]\tvalid_0's poisson: -90.2911\tvalid_0's l2: 471.38\n",
"[76]\tvalid_0's poisson: -90.5606\tvalid_0's l2: 471.541\n",
"[77]\tvalid_0's poisson: -91.1697\tvalid_0's l2: 469.369\n",
"[78]\tvalid_0's poisson: -91.22\tvalid_0's l2: 469.531\n",
"[79]\tvalid_0's poisson: -91.0763\tvalid_0's l2: 469.163\n",
"[80]\tvalid_0's poisson: -91.2236\tvalid_0's l2: 467.734\n",
"[81]\tvalid_0's poisson: -91.7785\tvalid_0's l2: 468.241\n",
"[82]\tvalid_0's poisson: -91.4471\tvalid_0's l2: 467.796\n",
"[83]\tvalid_0's poisson: -91.8732\tvalid_0's l2: 467.614\n",
"[84]\tvalid_0's poisson: -92.3906\tvalid_0's l2: 466.423\n",
"[85]\tvalid_0's poisson: -90.9343\tvalid_0's l2: 464.43\n",
"[86]\tvalid_0's poisson: -90.6678\tvalid_0's l2: 463.702\n",
"[87]\tvalid_0's poisson: -90.7596\tvalid_0's l2: 463.353\n",
"[88]\tvalid_0's poisson: -90.3828\tvalid_0's l2: 463.117\n",
"[89]\tvalid_0's poisson: -90.8548\tvalid_0's l2: 463.243\n",
"[90]\tvalid_0's poisson: -90.0906\tvalid_0's l2: 462.719\n",
"[91]\tvalid_0's poisson: -90.2521\tvalid_0's l2: 461.306\n",
"[92]\tvalid_0's poisson: -89.4027\tvalid_0's l2: 460.066\n",
"[93]\tvalid_0's poisson: -89.6981\tvalid_0's l2: 460.056\n",
"[94]\tvalid_0's poisson: -89.9745\tvalid_0's l2: 459.434\n",
"[95]\tvalid_0's poisson: -90.4412\tvalid_0's l2: 457.802\n",
"[96]\tvalid_0's poisson: -90.892\tvalid_0's l2: 458.191\n",
"[97]\tvalid_0's poisson: -90.6712\tvalid_0's l2: 457.522\n",
"[98]\tvalid_0's poisson: -89.671\tvalid_0's l2: 457.794\n",
"[99]\tvalid_0's poisson: -89.9904\tvalid_0's l2: 457.158\n",
"[100]\tvalid_0's poisson: -89.7642\tvalid_0's l2: 457.326\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6873\tvalid_0's l2: 1487.41\n",
"[2]\tvalid_0's poisson: -67.9537\tvalid_0's l2: 1048.81\n",
"[3]\tvalid_0's poisson: -68.0651\tvalid_0's l2: 939.834\n",
"[4]\tvalid_0's poisson: -70.2399\tvalid_0's l2: 870.788\n",
"[5]\tvalid_0's poisson: -84.895\tvalid_0's l2: 839.36\n",
"[6]\tvalid_0's poisson: -74.5461\tvalid_0's l2: 799.693\n",
"[7]\tvalid_0's poisson: -73.4539\tvalid_0's l2: 763.285\n",
"[8]\tvalid_0's poisson: -75.9698\tvalid_0's l2: 752.583\n",
"[9]\tvalid_0's poisson: -81.0957\tvalid_0's l2: 722.02\n",
"[10]\tvalid_0's poisson: -80.1296\tvalid_0's l2: 714.038\n",
"[11]\tvalid_0's poisson: -88.4086\tvalid_0's l2: 671.628\n",
"[12]\tvalid_0's poisson: -80.4951\tvalid_0's l2: 661.778\n",
"[13]\tvalid_0's poisson: -84.7019\tvalid_0's l2: 653.029\n",
"[14]\tvalid_0's poisson: -84.5769\tvalid_0's l2: 649.047\n",
"[15]\tvalid_0's poisson: -81.7171\tvalid_0's l2: 643.514\n",
"[16]\tvalid_0's poisson: -80.1427\tvalid_0's l2: 641.946\n",
"[17]\tvalid_0's poisson: -80.6348\tvalid_0's l2: 639.325\n",
"[18]\tvalid_0's poisson: -85.5321\tvalid_0's l2: 637.8\n",
"[19]\tvalid_0's poisson: -88.2056\tvalid_0's l2: 633.674\n",
"[20]\tvalid_0's poisson: -85.4357\tvalid_0's l2: 612.933\n",
"[21]\tvalid_0's poisson: -83.1113\tvalid_0's l2: 599.957\n",
"[22]\tvalid_0's poisson: -84.0155\tvalid_0's l2: 597.287\n",
"[23]\tvalid_0's poisson: -87.1452\tvalid_0's l2: 587.858\n",
"[24]\tvalid_0's poisson: -84.1556\tvalid_0's l2: 577.745\n",
"[25]\tvalid_0's poisson: -84.6831\tvalid_0's l2: 574.317\n",
"[26]\tvalid_0's poisson: -84.9929\tvalid_0's l2: 574.993\n",
"[27]\tvalid_0's poisson: -87.0919\tvalid_0's l2: 570.831\n",
"[28]\tvalid_0's poisson: -87.0711\tvalid_0's l2: 569.779\n",
"[29]\tvalid_0's poisson: -86.815\tvalid_0's l2: 566.026\n",
"[30]\tvalid_0's poisson: -87.2661\tvalid_0's l2: 560.442\n",
"[31]\tvalid_0's poisson: -87.7833\tvalid_0's l2: 550.703\n",
"[32]\tvalid_0's poisson: -87.1097\tvalid_0's l2: 548.089\n",
"[33]\tvalid_0's poisson: -87.4674\tvalid_0's l2: 545.451\n",
"[34]\tvalid_0's poisson: -87.3311\tvalid_0's l2: 543.799\n",
"[35]\tvalid_0's poisson: -87.314\tvalid_0's l2: 541.997\n",
"[36]\tvalid_0's poisson: -88.0473\tvalid_0's l2: 539.823\n",
"[37]\tvalid_0's poisson: -88.9683\tvalid_0's l2: 538.868\n",
"[38]\tvalid_0's poisson: -89.4062\tvalid_0's l2: 537.481\n",
"[39]\tvalid_0's poisson: -89.4603\tvalid_0's l2: 534.971\n",
"[40]\tvalid_0's poisson: -89.6857\tvalid_0's l2: 533.106\n",
"[41]\tvalid_0's poisson: -87.1461\tvalid_0's l2: 530.218\n",
"[42]\tvalid_0's poisson: -86.0683\tvalid_0's l2: 524.413\n",
"[43]\tvalid_0's poisson: -85.4511\tvalid_0's l2: 521.58\n",
"[44]\tvalid_0's poisson: -87.9597\tvalid_0's l2: 518.234\n",
"[45]\tvalid_0's poisson: -85.8626\tvalid_0's l2: 512.435\n",
"[46]\tvalid_0's poisson: -85.7565\tvalid_0's l2: 512.07\n",
"[47]\tvalid_0's poisson: -86.0691\tvalid_0's l2: 513.055\n",
"[48]\tvalid_0's poisson: -86.2748\tvalid_0's l2: 511.786\n",
"[49]\tvalid_0's poisson: -87.1315\tvalid_0's l2: 509.18\n",
"[50]\tvalid_0's poisson: -86.2106\tvalid_0's l2: 508.298\n",
"[51]\tvalid_0's poisson: -89.1508\tvalid_0's l2: 505.051\n",
"[52]\tvalid_0's poisson: -88.7436\tvalid_0's l2: 504.264\n",
"[53]\tvalid_0's poisson: -89.4652\tvalid_0's l2: 504.225\n",
"[54]\tvalid_0's poisson: -88.9421\tvalid_0's l2: 501.22\n",
"[55]\tvalid_0's poisson: -88.7386\tvalid_0's l2: 498.77\n",
"[56]\tvalid_0's poisson: -88.7787\tvalid_0's l2: 498.572\n",
"[57]\tvalid_0's poisson: -87.9971\tvalid_0's l2: 494.607\n",
"[58]\tvalid_0's poisson: -87.5796\tvalid_0's l2: 491.748\n",
"[59]\tvalid_0's poisson: -87.7493\tvalid_0's l2: 490.579\n",
"[60]\tvalid_0's poisson: -87.7831\tvalid_0's l2: 491.877\n",
"[61]\tvalid_0's poisson: -88.9782\tvalid_0's l2: 491.989\n",
"[62]\tvalid_0's poisson: -89.9782\tvalid_0's l2: 490.83\n",
"[63]\tvalid_0's poisson: -90.3657\tvalid_0's l2: 487.226\n",
"[64]\tvalid_0's poisson: -89.8027\tvalid_0's l2: 485.389\n",
"[65]\tvalid_0's poisson: -90.0506\tvalid_0's l2: 484.237\n",
"[66]\tvalid_0's poisson: -90.4936\tvalid_0's l2: 483.097\n",
"[67]\tvalid_0's poisson: -90.8887\tvalid_0's l2: 483.148\n",
"[68]\tvalid_0's poisson: -90.3603\tvalid_0's l2: 483.285\n",
"[69]\tvalid_0's poisson: -90.4327\tvalid_0's l2: 483.795\n",
"[70]\tvalid_0's poisson: -89.4668\tvalid_0's l2: 481.048\n",
"[71]\tvalid_0's poisson: -89.4908\tvalid_0's l2: 481.045\n",
"[72]\tvalid_0's poisson: -89.4934\tvalid_0's l2: 481.171\n",
"[73]\tvalid_0's poisson: -90.1449\tvalid_0's l2: 480.295\n",
"[74]\tvalid_0's poisson: -90.3493\tvalid_0's l2: 479.139\n",
"[75]\tvalid_0's poisson: -90.4216\tvalid_0's l2: 479.255\n",
"[76]\tvalid_0's poisson: -94.3052\tvalid_0's l2: 473.633\n",
"[77]\tvalid_0's poisson: -94.169\tvalid_0's l2: 471.171\n",
"[78]\tvalid_0's poisson: -93.7602\tvalid_0's l2: 468.452\n",
"[79]\tvalid_0's poisson: -93.9139\tvalid_0's l2: 466.409\n",
"[80]\tvalid_0's poisson: -93.2143\tvalid_0's l2: 466.429\n",
"[81]\tvalid_0's poisson: -93.2163\tvalid_0's l2: 466.27\n",
"[82]\tvalid_0's poisson: -93.4476\tvalid_0's l2: 467.411\n",
"[83]\tvalid_0's poisson: -93.2785\tvalid_0's l2: 467.417\n",
"[84]\tvalid_0's poisson: -93.8525\tvalid_0's l2: 465.476\n",
"[85]\tvalid_0's poisson: -93.0979\tvalid_0's l2: 464.948\n",
"[86]\tvalid_0's poisson: -93.0559\tvalid_0's l2: 462.661\n",
"[87]\tvalid_0's poisson: -92.9647\tvalid_0's l2: 460.863\n",
"[88]\tvalid_0's poisson: -93.0279\tvalid_0's l2: 459.498\n",
"[89]\tvalid_0's poisson: -93.5555\tvalid_0's l2: 459.947\n",
"[90]\tvalid_0's poisson: -93.5384\tvalid_0's l2: 459.065\n",
"[91]\tvalid_0's poisson: -93.5816\tvalid_0's l2: 459.395\n",
"[92]\tvalid_0's poisson: -93.91\tvalid_0's l2: 458.517\n",
"[93]\tvalid_0's poisson: -93.9828\tvalid_0's l2: 456.51\n",
"[94]\tvalid_0's poisson: -92.0661\tvalid_0's l2: 454.716\n",
"[95]\tvalid_0's poisson: -92.3072\tvalid_0's l2: 455.131\n",
"[96]\tvalid_0's poisson: -91.7928\tvalid_0's l2: 456.147\n",
"[97]\tvalid_0's poisson: -91.8764\tvalid_0's l2: 456.051\n",
"[98]\tvalid_0's poisson: -91.9124\tvalid_0's l2: 455.697\n",
"[99]\tvalid_0's poisson: -91.9338\tvalid_0's l2: 453.758\n",
"[100]\tvalid_0's poisson: -91.9242\tvalid_0's l2: 452.918\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6833\tvalid_0's l2: 1488.1\n",
"[2]\tvalid_0's poisson: -67.9337\tvalid_0's l2: 1050.54\n",
"[3]\tvalid_0's poisson: -72.8395\tvalid_0's l2: 975.951\n",
"[4]\tvalid_0's poisson: -69.3306\tvalid_0's l2: 944.965\n",
"[5]\tvalid_0's poisson: -73.9906\tvalid_0's l2: 900.426\n",
"[6]\tvalid_0's poisson: -76.17\tvalid_0's l2: 852.661\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[7]\tvalid_0's poisson: -75.783\tvalid_0's l2: 842.563\n",
"[8]\tvalid_0's poisson: -76.1162\tvalid_0's l2: 836.382\n",
"[9]\tvalid_0's poisson: -75.7827\tvalid_0's l2: 808.089\n",
"[10]\tvalid_0's poisson: -76.3346\tvalid_0's l2: 790.307\n",
"[11]\tvalid_0's poisson: -79.8459\tvalid_0's l2: 758.627\n",
"[12]\tvalid_0's poisson: -86.7287\tvalid_0's l2: 755.672\n",
"[13]\tvalid_0's poisson: -81.2632\tvalid_0's l2: 749.901\n",
"[14]\tvalid_0's poisson: -80.4133\tvalid_0's l2: 740.537\n",
"[15]\tvalid_0's poisson: -81.4119\tvalid_0's l2: 733.58\n",
"[16]\tvalid_0's poisson: -84.0025\tvalid_0's l2: 728.487\n",
"[17]\tvalid_0's poisson: -81.1262\tvalid_0's l2: 674.044\n",
"[18]\tvalid_0's poisson: -81.715\tvalid_0's l2: 667.266\n",
"[19]\tvalid_0's poisson: -80.4612\tvalid_0's l2: 661.842\n",
"[20]\tvalid_0's poisson: -81.2085\tvalid_0's l2: 652.403\n",
"[21]\tvalid_0's poisson: -86.0315\tvalid_0's l2: 604.043\n",
"[22]\tvalid_0's poisson: -86.0785\tvalid_0's l2: 601.879\n",
"[23]\tvalid_0's poisson: -86.0744\tvalid_0's l2: 599.355\n",
"[24]\tvalid_0's poisson: -87.7398\tvalid_0's l2: 590.322\n",
"[25]\tvalid_0's poisson: -87.3799\tvalid_0's l2: 586.04\n",
"[26]\tvalid_0's poisson: -87.2209\tvalid_0's l2: 582.058\n",
"[27]\tvalid_0's poisson: -87.4118\tvalid_0's l2: 578.508\n",
"[28]\tvalid_0's poisson: -89.4032\tvalid_0's l2: 572.995\n",
"[29]\tvalid_0's poisson: -88.3465\tvalid_0's l2: 565.739\n",
"[30]\tvalid_0's poisson: -87.7649\tvalid_0's l2: 563.663\n",
"[31]\tvalid_0's poisson: -88.0572\tvalid_0's l2: 562.39\n",
"[32]\tvalid_0's poisson: -88.092\tvalid_0's l2: 561.696\n",
"[33]\tvalid_0's poisson: -88.2759\tvalid_0's l2: 558.042\n",
"[34]\tvalid_0's poisson: -86.7817\tvalid_0's l2: 554.636\n",
"[35]\tvalid_0's poisson: -87.207\tvalid_0's l2: 553.342\n",
"[36]\tvalid_0's poisson: -86.7964\tvalid_0's l2: 548.045\n",
"[37]\tvalid_0's poisson: -86.9715\tvalid_0's l2: 546.027\n",
"[38]\tvalid_0's poisson: -86.9387\tvalid_0's l2: 545.762\n",
"[39]\tvalid_0's poisson: -86.5141\tvalid_0's l2: 542.868\n",
"[40]\tvalid_0's poisson: -87.1144\tvalid_0's l2: 533.036\n",
"[41]\tvalid_0's poisson: -87.1041\tvalid_0's l2: 534.413\n",
"[42]\tvalid_0's poisson: -86.881\tvalid_0's l2: 534.247\n",
"[43]\tvalid_0's poisson: -87.0273\tvalid_0's l2: 533.373\n",
"[44]\tvalid_0's poisson: -86.9514\tvalid_0's l2: 535.346\n",
"[45]\tvalid_0's poisson: -87.0068\tvalid_0's l2: 534.529\n",
"[46]\tvalid_0's poisson: -86.894\tvalid_0's l2: 533.461\n",
"[47]\tvalid_0's poisson: -86.9799\tvalid_0's l2: 533.627\n",
"[48]\tvalid_0's poisson: -87.5065\tvalid_0's l2: 532.228\n",
"[49]\tvalid_0's poisson: -87.445\tvalid_0's l2: 530.17\n",
"[50]\tvalid_0's poisson: -87.5144\tvalid_0's l2: 530.037\n",
"[51]\tvalid_0's poisson: -90.4275\tvalid_0's l2: 527.56\n",
"[52]\tvalid_0's poisson: -89.7467\tvalid_0's l2: 525.793\n",
"[53]\tvalid_0's poisson: -89.3808\tvalid_0's l2: 525.81\n",
"[54]\tvalid_0's poisson: -89.4621\tvalid_0's l2: 525.787\n",
"[55]\tvalid_0's poisson: -89.5\tvalid_0's l2: 523.759\n",
"[56]\tvalid_0's poisson: -90.9829\tvalid_0's l2: 511.292\n",
"[57]\tvalid_0's poisson: -90.3727\tvalid_0's l2: 510.723\n",
"[58]\tvalid_0's poisson: -90.7621\tvalid_0's l2: 507.151\n",
"[59]\tvalid_0's poisson: -91.1097\tvalid_0's l2: 506.122\n",
"[60]\tvalid_0's poisson: -90.4206\tvalid_0's l2: 499.878\n",
"[61]\tvalid_0's poisson: -90.3094\tvalid_0's l2: 498.84\n",
"[62]\tvalid_0's poisson: -90.0421\tvalid_0's l2: 497.818\n",
"[63]\tvalid_0's poisson: -89.7521\tvalid_0's l2: 497.093\n",
"[64]\tvalid_0's poisson: -89.8644\tvalid_0's l2: 498.592\n",
"[65]\tvalid_0's poisson: -89.4778\tvalid_0's l2: 497.606\n",
"[66]\tvalid_0's poisson: -89.8241\tvalid_0's l2: 497.947\n",
"[67]\tvalid_0's poisson: -89.6224\tvalid_0's l2: 497.68\n",
"[68]\tvalid_0's poisson: -90.8358\tvalid_0's l2: 492.814\n",
"[69]\tvalid_0's poisson: -89.8697\tvalid_0's l2: 492.216\n",
"[70]\tvalid_0's poisson: -93.8804\tvalid_0's l2: 486.755\n",
"[71]\tvalid_0's poisson: -93.9569\tvalid_0's l2: 484.804\n",
"[72]\tvalid_0's poisson: -93.88\tvalid_0's l2: 483.028\n",
"[73]\tvalid_0's poisson: -93.4981\tvalid_0's l2: 482.933\n",
"[74]\tvalid_0's poisson: -93.3134\tvalid_0's l2: 482.047\n",
"[75]\tvalid_0's poisson: -93.6523\tvalid_0's l2: 481.277\n",
"[76]\tvalid_0's poisson: -93.2022\tvalid_0's l2: 478.489\n",
"[77]\tvalid_0's poisson: -92.8081\tvalid_0's l2: 479.057\n",
"[78]\tvalid_0's poisson: -92.145\tvalid_0's l2: 477.983\n",
"[79]\tvalid_0's poisson: -92.0258\tvalid_0's l2: 477.059\n",
"[80]\tvalid_0's poisson: -91.2754\tvalid_0's l2: 476.399\n",
"[81]\tvalid_0's poisson: -91.3736\tvalid_0's l2: 476.817\n",
"[82]\tvalid_0's poisson: -90.8916\tvalid_0's l2: 476.254\n",
"[83]\tvalid_0's poisson: -91.1483\tvalid_0's l2: 476.376\n",
"[84]\tvalid_0's poisson: -91.0125\tvalid_0's l2: 475.672\n",
"[85]\tvalid_0's poisson: -91.5246\tvalid_0's l2: 475.813\n",
"[86]\tvalid_0's poisson: -91.5215\tvalid_0's l2: 475.842\n",
"[87]\tvalid_0's poisson: -91.4527\tvalid_0's l2: 475.644\n",
"[88]\tvalid_0's poisson: -91.159\tvalid_0's l2: 475.417\n",
"[89]\tvalid_0's poisson: -91.1235\tvalid_0's l2: 471.068\n",
"[90]\tvalid_0's poisson: -90.3512\tvalid_0's l2: 471.325\n",
"[91]\tvalid_0's poisson: -90.2371\tvalid_0's l2: 468.362\n",
"[92]\tvalid_0's poisson: -90.0973\tvalid_0's l2: 467.013\n",
"[93]\tvalid_0's poisson: -90.1155\tvalid_0's l2: 464.006\n",
"[94]\tvalid_0's poisson: -90.1613\tvalid_0's l2: 462.144\n",
"[95]\tvalid_0's poisson: -89.8242\tvalid_0's l2: 460.352\n",
"[96]\tvalid_0's poisson: -90.247\tvalid_0's l2: 460.185\n",
"[97]\tvalid_0's poisson: -92.273\tvalid_0's l2: 457.95\n",
"[98]\tvalid_0's poisson: -92.207\tvalid_0's l2: 458.492\n",
"[99]\tvalid_0's poisson: -92.114\tvalid_0's l2: 457.633\n",
"[100]\tvalid_0's poisson: -91.8269\tvalid_0's l2: 456.727\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -96.0344\tvalid_0's l2: 1544.24\n",
"[2]\tvalid_0's poisson: -100.492\tvalid_0's l2: 1100.31\n",
"[3]\tvalid_0's poisson: -103.202\tvalid_0's l2: 833.827\n",
"[4]\tvalid_0's poisson: -104.947\tvalid_0's l2: 668.04\n",
"[5]\tvalid_0's poisson: -106.056\tvalid_0's l2: 567.113\n",
"[6]\tvalid_0's poisson: -106.847\tvalid_0's l2: 499.017\n",
"[7]\tvalid_0's poisson: -107.426\tvalid_0's l2: 452.187\n",
"[8]\tvalid_0's poisson: -107.89\tvalid_0's l2: 421.545\n",
"[9]\tvalid_0's poisson: -108.242\tvalid_0's l2: 401.897\n",
"[10]\tvalid_0's poisson: -108.504\tvalid_0's l2: 379.388\n",
"[11]\tvalid_0's poisson: -108.676\tvalid_0's l2: 367.141\n",
"[12]\tvalid_0's poisson: -108.73\tvalid_0's l2: 358.572\n",
"[13]\tvalid_0's poisson: -108.729\tvalid_0's l2: 348.598\n",
"[14]\tvalid_0's poisson: -108.781\tvalid_0's l2: 341.059\n",
"[15]\tvalid_0's poisson: -108.797\tvalid_0's l2: 337.632\n",
"[16]\tvalid_0's poisson: -108.827\tvalid_0's l2: 331.742\n",
"[17]\tvalid_0's poisson: -108.742\tvalid_0's l2: 327.935\n",
"[18]\tvalid_0's poisson: -108.745\tvalid_0's l2: 325.167\n",
"[19]\tvalid_0's poisson: -108.718\tvalid_0's l2: 321.983\n",
"[20]\tvalid_0's poisson: -108.646\tvalid_0's l2: 316.563\n",
"[21]\tvalid_0's poisson: -108.628\tvalid_0's l2: 314.043\n",
"[22]\tvalid_0's poisson: -108.456\tvalid_0's l2: 312.341\n",
"[23]\tvalid_0's poisson: -108.253\tvalid_0's l2: 310.173\n",
"[24]\tvalid_0's poisson: -108.266\tvalid_0's l2: 308.91\n",
"[25]\tvalid_0's poisson: -108.202\tvalid_0's l2: 307.998\n",
"[26]\tvalid_0's poisson: -108.217\tvalid_0's l2: 307.733\n",
"[27]\tvalid_0's poisson: -108.213\tvalid_0's l2: 307.293\n",
"[28]\tvalid_0's poisson: -108.1\tvalid_0's l2: 304.782\n",
"[29]\tvalid_0's poisson: -108.137\tvalid_0's l2: 301.778\n",
"[30]\tvalid_0's poisson: -108.075\tvalid_0's l2: 300.985\n",
"[31]\tvalid_0's poisson: -108.078\tvalid_0's l2: 298.983\n",
"[32]\tvalid_0's poisson: -108.141\tvalid_0's l2: 298.118\n",
"[33]\tvalid_0's poisson: -108.176\tvalid_0's l2: 297.8\n",
"[34]\tvalid_0's poisson: -108.281\tvalid_0's l2: 295.926\n",
"[35]\tvalid_0's poisson: -108.298\tvalid_0's l2: 294.427\n",
"[36]\tvalid_0's poisson: -108.301\tvalid_0's l2: 294.634\n",
"[37]\tvalid_0's poisson: -108.309\tvalid_0's l2: 294.19\n",
"[38]\tvalid_0's poisson: -108.312\tvalid_0's l2: 293.804\n",
"[39]\tvalid_0's poisson: -108.355\tvalid_0's l2: 293.701\n",
"[40]\tvalid_0's poisson: -108.329\tvalid_0's l2: 292.56\n",
"[41]\tvalid_0's poisson: -108.39\tvalid_0's l2: 292.441\n",
"[42]\tvalid_0's poisson: -108.385\tvalid_0's l2: 289.53\n",
"[43]\tvalid_0's poisson: -108.419\tvalid_0's l2: 289.205\n",
"[44]\tvalid_0's poisson: -108.395\tvalid_0's l2: 288.543\n",
"[45]\tvalid_0's poisson: -108.44\tvalid_0's l2: 288.044\n",
"[46]\tvalid_0's poisson: -108.403\tvalid_0's l2: 287.773\n",
"[47]\tvalid_0's poisson: -108.342\tvalid_0's l2: 287.351\n",
"[48]\tvalid_0's poisson: -108.342\tvalid_0's l2: 287.431\n",
"[49]\tvalid_0's poisson: -108.353\tvalid_0's l2: 286.296\n",
"[50]\tvalid_0's poisson: -108.276\tvalid_0's l2: 285.636\n",
"[51]\tvalid_0's poisson: -108.279\tvalid_0's l2: 285.58\n",
"[52]\tvalid_0's poisson: -108.224\tvalid_0's l2: 282.64\n",
"[53]\tvalid_0's poisson: -108.243\tvalid_0's l2: 282.278\n",
"[54]\tvalid_0's poisson: -108.279\tvalid_0's l2: 278.943\n",
"[55]\tvalid_0's poisson: -108.225\tvalid_0's l2: 278.65\n",
"[56]\tvalid_0's poisson: -108.244\tvalid_0's l2: 278.577\n",
"[57]\tvalid_0's poisson: -108.094\tvalid_0's l2: 278.021\n",
"[58]\tvalid_0's poisson: -108.097\tvalid_0's l2: 277.99\n",
"[59]\tvalid_0's poisson: -108.124\tvalid_0's l2: 278.064\n",
"[60]\tvalid_0's poisson: -107.991\tvalid_0's l2: 277.431\n",
"[61]\tvalid_0's poisson: -107.993\tvalid_0's l2: 277.231\n",
"[62]\tvalid_0's poisson: -107.991\tvalid_0's l2: 277.03\n",
"[63]\tvalid_0's poisson: -107.984\tvalid_0's l2: 275.796\n",
"[64]\tvalid_0's poisson: -108.013\tvalid_0's l2: 275.638\n",
"[65]\tvalid_0's poisson: -107.985\tvalid_0's l2: 275.791\n",
"[66]\tvalid_0's poisson: -107.98\tvalid_0's l2: 275.418\n",
"[67]\tvalid_0's poisson: -107.923\tvalid_0's l2: 275.452\n",
"[68]\tvalid_0's poisson: -107.907\tvalid_0's l2: 273.285\n",
"[69]\tvalid_0's poisson: -107.825\tvalid_0's l2: 273.564\n",
"[70]\tvalid_0's poisson: -107.831\tvalid_0's l2: 273.222\n",
"[71]\tvalid_0's poisson: -107.923\tvalid_0's l2: 271.875\n",
"[72]\tvalid_0's poisson: -107.902\tvalid_0's l2: 271.866\n",
"[73]\tvalid_0's poisson: -107.806\tvalid_0's l2: 271.562\n",
"[74]\tvalid_0's poisson: -107.845\tvalid_0's l2: 270.817\n",
"[75]\tvalid_0's poisson: -107.812\tvalid_0's l2: 270.582\n",
"[76]\tvalid_0's poisson: -107.86\tvalid_0's l2: 269.799\n",
"[77]\tvalid_0's poisson: -107.92\tvalid_0's l2: 269.829\n",
"[78]\tvalid_0's poisson: -107.958\tvalid_0's l2: 269.287\n",
"[79]\tvalid_0's poisson: -107.962\tvalid_0's l2: 267.875\n",
"[80]\tvalid_0's poisson: -107.963\tvalid_0's l2: 268.337\n",
"[81]\tvalid_0's poisson: -108.036\tvalid_0's l2: 267.858\n",
"[82]\tvalid_0's poisson: -108.119\tvalid_0's l2: 266.286\n",
"[83]\tvalid_0's poisson: -108.117\tvalid_0's l2: 266.158\n",
"[84]\tvalid_0's poisson: -108.115\tvalid_0's l2: 266.155\n",
"[85]\tvalid_0's poisson: -108.06\tvalid_0's l2: 265.957\n",
"[86]\tvalid_0's poisson: -107.941\tvalid_0's l2: 264.682\n",
"[87]\tvalid_0's poisson: -107.93\tvalid_0's l2: 264.967\n",
"[88]\tvalid_0's poisson: -107.889\tvalid_0's l2: 264.057\n",
"[89]\tvalid_0's poisson: -107.906\tvalid_0's l2: 263.857\n",
"[90]\tvalid_0's poisson: -107.8\tvalid_0's l2: 263.92\n",
"[91]\tvalid_0's poisson: -107.8\tvalid_0's l2: 263.475\n",
"[92]\tvalid_0's poisson: -107.819\tvalid_0's l2: 262.943\n",
"[93]\tvalid_0's poisson: -107.855\tvalid_0's l2: 262.703\n",
"[94]\tvalid_0's poisson: -107.85\tvalid_0's l2: 262.729\n",
"[95]\tvalid_0's poisson: -107.836\tvalid_0's l2: 262.119\n",
"[96]\tvalid_0's poisson: -107.823\tvalid_0's l2: 261.546\n",
"[97]\tvalid_0's poisson: -107.817\tvalid_0's l2: 261.435\n",
"[98]\tvalid_0's poisson: -107.837\tvalid_0's l2: 260.974\n",
"[99]\tvalid_0's poisson: -107.721\tvalid_0's l2: 260.617\n",
"[100]\tvalid_0's poisson: -107.745\tvalid_0's l2: 260.745\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5979\tvalid_0's l1: 29.2814\n",
"[2]\tvalid_0's poisson: -80.8102\tvalid_0's l1: 29.207\n",
"[3]\tvalid_0's poisson: -81.0193\tvalid_0's l1: 29.1329\n",
"[4]\tvalid_0's poisson: -81.2255\tvalid_0's l1: 29.0592\n",
"[5]\tvalid_0's poisson: -81.4286\tvalid_0's l1: 28.9857\n",
"[6]\tvalid_0's poisson: -81.6287\tvalid_0's l1: 28.9125\n",
"[7]\tvalid_0's poisson: -81.8261\tvalid_0's l1: 28.8397\n",
"[8]\tvalid_0's poisson: -82.0206\tvalid_0's l1: 28.7672\n",
"[9]\tvalid_0's poisson: -82.2123\tvalid_0's l1: 28.695\n",
"[10]\tvalid_0's poisson: -82.4014\tvalid_0's l1: 28.6231\n",
"[11]\tvalid_0's poisson: -82.5879\tvalid_0's l1: 28.5515\n",
"[12]\tvalid_0's poisson: -82.7718\tvalid_0's l1: 28.4802\n",
"[13]\tvalid_0's poisson: -82.9546\tvalid_0's l1: 28.4086\n",
"[14]\tvalid_0's poisson: -83.1443\tvalid_0's l1: 28.3361\n",
"[15]\tvalid_0's poisson: -83.3327\tvalid_0's l1: 28.2631\n",
"[16]\tvalid_0's poisson: -83.5183\tvalid_0's l1: 28.1904\n",
"[17]\tvalid_0's poisson: -83.7013\tvalid_0's l1: 28.118\n",
"[18]\tvalid_0's poisson: -83.8815\tvalid_0's l1: 28.0463\n",
"[19]\tvalid_0's poisson: -84.0592\tvalid_0's l1: 27.975\n",
"[20]\tvalid_0's poisson: -84.2352\tvalid_0's l1: 27.904\n",
"[21]\tvalid_0's poisson: -84.4088\tvalid_0's l1: 27.8332\n",
"[22]\tvalid_0's poisson: -84.58\tvalid_0's l1: 27.763\n",
"[23]\tvalid_0's poisson: -84.7473\tvalid_0's l1: 27.6934\n",
"[24]\tvalid_0's poisson: -84.9133\tvalid_0's l1: 27.6235\n",
"[25]\tvalid_0's poisson: -85.0721\tvalid_0's l1: 27.5557\n",
"[26]\tvalid_0's poisson: -85.2286\tvalid_0's l1: 27.4881\n",
"[27]\tvalid_0's poisson: -85.3832\tvalid_0's l1: 27.421\n",
"[28]\tvalid_0's poisson: -85.5405\tvalid_0's l1: 27.3534\n",
"[29]\tvalid_0's poisson: -85.6958\tvalid_0's l1: 27.2861\n",
"[30]\tvalid_0's poisson: -85.849\tvalid_0's l1: 27.2194\n",
"[31]\tvalid_0's poisson: -86.0034\tvalid_0's l1: 27.1525\n",
"[32]\tvalid_0's poisson: -86.1558\tvalid_0's l1: 27.0859\n",
"[33]\tvalid_0's poisson: -86.3054\tvalid_0's l1: 27.02\n",
"[34]\tvalid_0's poisson: -86.4539\tvalid_0's l1: 26.9539\n",
"[35]\tvalid_0's poisson: -86.6004\tvalid_0's l1: 26.8883\n",
"[36]\tvalid_0's poisson: -86.7442\tvalid_0's l1: 26.8236\n",
"[37]\tvalid_0's poisson: -86.8845\tvalid_0's l1: 26.7598\n",
"[38]\tvalid_0's poisson: -87.0263\tvalid_0's l1: 26.6958\n",
"[39]\tvalid_0's poisson: -87.163\tvalid_0's l1: 26.6329\n",
"[40]\tvalid_0's poisson: -87.3043\tvalid_0's l1: 26.5686\n",
"[41]\tvalid_0's poisson: -87.4438\tvalid_0's l1: 26.5046\n",
"[42]\tvalid_0's poisson: -87.5808\tvalid_0's l1: 26.4416\n",
"[43]\tvalid_0's poisson: -87.7161\tvalid_0's l1: 26.3791\n",
"[44]\tvalid_0's poisson: -87.8535\tvalid_0's l1: 26.316\n",
"[45]\tvalid_0's poisson: -87.9892\tvalid_0's l1: 26.2533\n",
"[46]\tvalid_0's poisson: -88.1232\tvalid_0's l1: 26.1908\n",
"[47]\tvalid_0's poisson: -88.2527\tvalid_0's l1: 26.1294\n",
"[48]\tvalid_0's poisson: -88.3782\tvalid_0's l1: 26.069\n",
"[49]\tvalid_0's poisson: -88.5047\tvalid_0's l1: 26.0087\n",
"[50]\tvalid_0's poisson: -88.6317\tvalid_0's l1: 25.9477\n",
"[51]\tvalid_0's poisson: -88.7608\tvalid_0's l1: 25.8865\n",
"[52]\tvalid_0's poisson: -88.8881\tvalid_0's l1: 25.8257\n",
"[53]\tvalid_0's poisson: -89.0141\tvalid_0's l1: 25.7648\n",
"[54]\tvalid_0's poisson: -89.1385\tvalid_0's l1: 25.7043\n",
"[55]\tvalid_0's poisson: -89.2597\tvalid_0's l1: 25.6449\n",
"[56]\tvalid_0's poisson: -89.3736\tvalid_0's l1: 25.587\n",
"[57]\tvalid_0's poisson: -89.4887\tvalid_0's l1: 25.5293\n",
"[58]\tvalid_0's poisson: -89.6076\tvalid_0's l1: 25.4703\n",
"[59]\tvalid_0's poisson: -89.7252\tvalid_0's l1: 25.4115\n",
"[60]\tvalid_0's poisson: -89.8425\tvalid_0's l1: 25.3524\n",
"[61]\tvalid_0's poisson: -89.9585\tvalid_0's l1: 25.2937\n",
"[62]\tvalid_0's poisson: -90.0669\tvalid_0's l1: 25.2379\n",
"[63]\tvalid_0's poisson: -90.1777\tvalid_0's l1: 25.1816\n",
"[64]\tvalid_0's poisson: -90.2879\tvalid_0's l1: 25.1254\n",
"[65]\tvalid_0's poisson: -90.3969\tvalid_0's l1: 25.0696\n",
"[66]\tvalid_0's poisson: -90.507\tvalid_0's l1: 25.013\n",
"[67]\tvalid_0's poisson: -90.6096\tvalid_0's l1: 24.959\n",
"[68]\tvalid_0's poisson: -90.7112\tvalid_0's l1: 24.9057\n",
"[69]\tvalid_0's poisson: -90.8116\tvalid_0's l1: 24.8525\n",
"[70]\tvalid_0's poisson: -90.9109\tvalid_0's l1: 24.7997\n",
"[71]\tvalid_0's poisson: -91.0091\tvalid_0's l1: 24.7471\n",
"[72]\tvalid_0's poisson: -91.1063\tvalid_0's l1: 24.6947\n",
"[73]\tvalid_0's poisson: -91.2024\tvalid_0's l1: 24.6426\n",
"[74]\tvalid_0's poisson: -91.2988\tvalid_0's l1: 24.5897\n",
"[75]\tvalid_0's poisson: -91.3959\tvalid_0's l1: 24.5376\n",
"[76]\tvalid_0's poisson: -91.4919\tvalid_0's l1: 24.4857\n",
"[77]\tvalid_0's poisson: -91.5853\tvalid_0's l1: 24.4337\n",
"[78]\tvalid_0's poisson: -91.6846\tvalid_0's l1: 24.3799\n",
"[79]\tvalid_0's poisson: -91.778\tvalid_0's l1: 24.3282\n",
"[80]\tvalid_0's poisson: -91.8701\tvalid_0's l1: 24.2775\n",
"[81]\tvalid_0's poisson: -91.9611\tvalid_0's l1: 24.227\n",
"[82]\tvalid_0's poisson: -92.0512\tvalid_0's l1: 24.1768\n",
"[83]\tvalid_0's poisson: -92.1404\tvalid_0's l1: 24.1271\n",
"[84]\tvalid_0's poisson: -92.2285\tvalid_0's l1: 24.0776\n",
"[85]\tvalid_0's poisson: -92.3158\tvalid_0's l1: 24.0284\n",
"[86]\tvalid_0's poisson: -92.4008\tvalid_0's l1: 23.9801\n",
"[87]\tvalid_0's poisson: -92.4999\tvalid_0's l1: 23.9278\n",
"[88]\tvalid_0's poisson: -92.5867\tvalid_0's l1: 23.8788\n",
"[89]\tvalid_0's poisson: -92.6727\tvalid_0's l1: 23.83\n",
"[90]\tvalid_0's poisson: -92.7564\tvalid_0's l1: 23.7818\n",
"[91]\tvalid_0's poisson: -92.8405\tvalid_0's l1: 23.7335\n",
"[92]\tvalid_0's poisson: -92.9238\tvalid_0's l1: 23.6856\n",
"[93]\tvalid_0's poisson: -93.0149\tvalid_0's l1: 23.6356\n",
"[94]\tvalid_0's poisson: -93.1051\tvalid_0's l1: 23.586\n",
"[95]\tvalid_0's poisson: -93.1876\tvalid_0's l1: 23.538\n",
"[96]\tvalid_0's poisson: -93.2663\tvalid_0's l1: 23.4915\n",
"[97]\tvalid_0's poisson: -93.3563\tvalid_0's l1: 23.4413\n",
"[98]\tvalid_0's poisson: -93.4374\tvalid_0's l1: 23.3936\n",
"[99]\tvalid_0's poisson: -93.5118\tvalid_0's l1: 23.3485\n",
"[100]\tvalid_0's poisson: -93.5896\tvalid_0's l1: 23.3022\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5968\tvalid_0's l1: 29.2817\n",
"[2]\tvalid_0's poisson: -80.8084\tvalid_0's l1: 29.2078\n",
"[3]\tvalid_0's poisson: -81.017\tvalid_0's l1: 29.1337\n",
"[4]\tvalid_0's poisson: -81.2227\tvalid_0's l1: 29.0599\n",
"[5]\tvalid_0's poisson: -81.4253\tvalid_0's l1: 28.9865\n",
"[6]\tvalid_0's poisson: -81.625\tvalid_0's l1: 28.9133\n",
"[7]\tvalid_0's poisson: -81.8219\tvalid_0's l1: 28.8405\n",
"[8]\tvalid_0's poisson: -82.0252\tvalid_0's l1: 28.7667\n",
"[9]\tvalid_0's poisson: -82.2252\tvalid_0's l1: 28.6937\n",
"[10]\tvalid_0's poisson: -82.4224\tvalid_0's l1: 28.6205\n",
"[11]\tvalid_0's poisson: -82.6157\tvalid_0's l1: 28.5476\n",
"[12]\tvalid_0's poisson: -82.8088\tvalid_0's l1: 28.4743\n",
"[13]\tvalid_0's poisson: -82.9973\tvalid_0's l1: 28.4017\n",
"[14]\tvalid_0's poisson: -83.1837\tvalid_0's l1: 28.3297\n",
"[15]\tvalid_0's poisson: -83.3661\tvalid_0's l1: 28.2581\n",
"[16]\tvalid_0's poisson: -83.5496\tvalid_0's l1: 28.1857\n",
"[17]\tvalid_0's poisson: -83.7295\tvalid_0's l1: 28.1143\n",
"[18]\tvalid_0's poisson: -83.907\tvalid_0's l1: 28.0429\n",
"[19]\tvalid_0's poisson: -84.082\tvalid_0's l1: 27.9719\n",
"[20]\tvalid_0's poisson: -84.2547\tvalid_0's l1: 27.9012\n",
"[21]\tvalid_0's poisson: -84.4296\tvalid_0's l1: 27.8297\n",
"[22]\tvalid_0's poisson: -84.6021\tvalid_0's l1: 27.7587\n",
"[23]\tvalid_0's poisson: -84.7677\tvalid_0's l1: 27.689\n",
"[24]\tvalid_0's poisson: -84.9311\tvalid_0's l1: 27.62\n",
"[25]\tvalid_0's poisson: -85.0934\tvalid_0's l1: 27.5514\n",
"[26]\tvalid_0's poisson: -85.257\tvalid_0's l1: 27.4824\n",
"[27]\tvalid_0's poisson: -85.4227\tvalid_0's l1: 27.4124\n",
"[28]\tvalid_0's poisson: -85.5861\tvalid_0's l1: 27.3428\n",
"[29]\tvalid_0's poisson: -85.7473\tvalid_0's l1: 27.2738\n",
"[30]\tvalid_0's poisson: -85.904\tvalid_0's l1: 27.2058\n",
"[31]\tvalid_0's poisson: -86.0568\tvalid_0's l1: 27.1389\n",
"[32]\tvalid_0's poisson: -86.2094\tvalid_0's l1: 27.0715\n",
"[33]\tvalid_0's poisson: -86.3611\tvalid_0's l1: 27.004\n",
"[34]\tvalid_0's poisson: -86.5108\tvalid_0's l1: 26.9366\n",
"[35]\tvalid_0's poisson: -86.6588\tvalid_0's l1: 26.8697\n",
"[36]\tvalid_0's poisson: -86.8043\tvalid_0's l1: 26.8046\n",
"[37]\tvalid_0's poisson: -86.947\tvalid_0's l1: 26.7402\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[38]\tvalid_0's poisson: -87.0866\tvalid_0's l1: 26.6759\n",
"[39]\tvalid_0's poisson: -87.2244\tvalid_0's l1: 26.6119\n",
"[40]\tvalid_0's poisson: -87.3606\tvalid_0's l1: 26.5483\n",
"[41]\tvalid_0's poisson: -87.4973\tvalid_0's l1: 26.4854\n",
"[42]\tvalid_0's poisson: -87.6331\tvalid_0's l1: 26.4219\n",
"[43]\tvalid_0's poisson: -87.7667\tvalid_0's l1: 26.3594\n",
"[44]\tvalid_0's poisson: -87.8992\tvalid_0's l1: 26.2966\n",
"[45]\tvalid_0's poisson: -88.0296\tvalid_0's l1: 26.2346\n",
"[46]\tvalid_0's poisson: -88.1587\tvalid_0's l1: 26.1728\n",
"[47]\tvalid_0's poisson: -88.2904\tvalid_0's l1: 26.1106\n",
"[48]\tvalid_0's poisson: -88.4204\tvalid_0's l1: 26.049\n",
"[49]\tvalid_0's poisson: -88.5489\tvalid_0's l1: 25.9879\n",
"[50]\tvalid_0's poisson: -88.6758\tvalid_0's l1: 25.9269\n",
"[51]\tvalid_0's poisson: -88.8012\tvalid_0's l1: 25.8662\n",
"[52]\tvalid_0's poisson: -88.9252\tvalid_0's l1: 25.806\n",
"[53]\tvalid_0's poisson: -89.0476\tvalid_0's l1: 25.7461\n",
"[54]\tvalid_0's poisson: -89.1685\tvalid_0's l1: 25.6867\n",
"[55]\tvalid_0's poisson: -89.2881\tvalid_0's l1: 25.6276\n",
"[56]\tvalid_0's poisson: -89.4063\tvalid_0's l1: 25.5688\n",
"[57]\tvalid_0's poisson: -89.5278\tvalid_0's l1: 25.5093\n",
"[58]\tvalid_0's poisson: -89.6477\tvalid_0's l1: 25.4499\n",
"[59]\tvalid_0's poisson: -89.7661\tvalid_0's l1: 25.3909\n",
"[60]\tvalid_0's poisson: -89.8834\tvalid_0's l1: 25.332\n",
"[61]\tvalid_0's poisson: -89.9991\tvalid_0's l1: 25.2739\n",
"[62]\tvalid_0's poisson: -90.0997\tvalid_0's l1: 25.2203\n",
"[63]\tvalid_0's poisson: -90.2096\tvalid_0's l1: 25.164\n",
"[64]\tvalid_0's poisson: -90.3182\tvalid_0's l1: 25.1078\n",
"[65]\tvalid_0's poisson: -90.4256\tvalid_0's l1: 25.052\n",
"[66]\tvalid_0's poisson: -90.5296\tvalid_0's l1: 24.9968\n",
"[67]\tvalid_0's poisson: -90.6381\tvalid_0's l1: 24.9407\n",
"[68]\tvalid_0's poisson: -90.7522\tvalid_0's l1: 24.884\n",
"[69]\tvalid_0's poisson: -90.8562\tvalid_0's l1: 24.829\n",
"[70]\tvalid_0's poisson: -90.9589\tvalid_0's l1: 24.7746\n",
"[71]\tvalid_0's poisson: -91.0605\tvalid_0's l1: 24.7205\n",
"[72]\tvalid_0's poisson: -91.1683\tvalid_0's l1: 24.6649\n",
"[73]\tvalid_0's poisson: -91.2652\tvalid_0's l1: 24.612\n",
"[74]\tvalid_0's poisson: -91.3722\tvalid_0's l1: 24.5569\n",
"[75]\tvalid_0's poisson: -91.465\tvalid_0's l1: 24.505\n",
"[76]\tvalid_0's poisson: -91.5614\tvalid_0's l1: 24.4524\n",
"[77]\tvalid_0's poisson: -91.6525\tvalid_0's l1: 24.4014\n",
"[78]\tvalid_0's poisson: -91.7467\tvalid_0's l1: 24.3491\n",
"[79]\tvalid_0's poisson: -91.8427\tvalid_0's l1: 24.2966\n",
"[80]\tvalid_0's poisson: -91.9325\tvalid_0's l1: 24.2458\n",
"[81]\tvalid_0's poisson: -92.0213\tvalid_0's l1: 24.1954\n",
"[82]\tvalid_0's poisson: -92.1225\tvalid_0's l1: 24.1418\n",
"[83]\tvalid_0's poisson: -92.2118\tvalid_0's l1: 24.0914\n",
"[84]\tvalid_0's poisson: -92.3045\tvalid_0's l1: 24.0395\n",
"[85]\tvalid_0's poisson: -92.3945\tvalid_0's l1: 23.9889\n",
"[86]\tvalid_0's poisson: -92.481\tvalid_0's l1: 23.9394\n",
"[87]\tvalid_0's poisson: -92.5765\tvalid_0's l1: 23.8878\n",
"[88]\tvalid_0's poisson: -92.659\tvalid_0's l1: 23.8401\n",
"[89]\tvalid_0's poisson: -92.7526\tvalid_0's l1: 23.789\n",
"[90]\tvalid_0's poisson: -92.8451\tvalid_0's l1: 23.738\n",
"[91]\tvalid_0's poisson: -92.9249\tvalid_0's l1: 23.691\n",
"[92]\tvalid_0's poisson: -93.0147\tvalid_0's l1: 23.6408\n",
"[93]\tvalid_0's poisson: -93.1035\tvalid_0's l1: 23.5912\n",
"[94]\tvalid_0's poisson: -93.1912\tvalid_0's l1: 23.5419\n",
"[95]\tvalid_0's poisson: -93.2766\tvalid_0's l1: 23.4933\n",
"[96]\tvalid_0's poisson: -93.3625\tvalid_0's l1: 23.4444\n",
"[97]\tvalid_0's poisson: -93.4475\tvalid_0's l1: 23.3955\n",
"[98]\tvalid_0's poisson: -93.5227\tvalid_0's l1: 23.3501\n",
"[99]\tvalid_0's poisson: -93.5973\tvalid_0's l1: 23.305\n",
"[100]\tvalid_0's poisson: -93.6693\tvalid_0's l1: 23.2615\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.6005\tvalid_0's l1: 29.2804\n",
"[2]\tvalid_0's poisson: -80.8143\tvalid_0's l1: 29.2061\n",
"[3]\tvalid_0's poisson: -81.0258\tvalid_0's l1: 29.1313\n",
"[4]\tvalid_0's poisson: -81.2342\tvalid_0's l1: 29.0569\n",
"[5]\tvalid_0's poisson: -81.4395\tvalid_0's l1: 28.9827\n",
"[6]\tvalid_0's poisson: -81.6412\tvalid_0's l1: 28.9094\n",
"[7]\tvalid_0's poisson: -81.8406\tvalid_0's l1: 28.8359\n",
"[8]\tvalid_0's poisson: -82.0408\tvalid_0's l1: 28.7622\n",
"[9]\tvalid_0's poisson: -82.2381\tvalid_0's l1: 28.6889\n",
"[10]\tvalid_0's poisson: -82.4326\tvalid_0's l1: 28.6158\n",
"[11]\tvalid_0's poisson: -82.6236\tvalid_0's l1: 28.5434\n",
"[12]\tvalid_0's poisson: -82.8126\tvalid_0's l1: 28.4708\n",
"[13]\tvalid_0's poisson: -82.9988\tvalid_0's l1: 28.3988\n",
"[14]\tvalid_0's poisson: -83.1825\tvalid_0's l1: 28.3274\n",
"[15]\tvalid_0's poisson: -83.363\tvalid_0's l1: 28.2565\n",
"[16]\tvalid_0's poisson: -83.5414\tvalid_0's l1: 28.1856\n",
"[17]\tvalid_0's poisson: -83.7175\tvalid_0's l1: 28.115\n",
"[18]\tvalid_0's poisson: -83.8912\tvalid_0's l1: 28.0446\n",
"[19]\tvalid_0's poisson: -84.0625\tvalid_0's l1: 27.9747\n",
"[20]\tvalid_0's poisson: -84.2381\tvalid_0's l1: 27.9039\n",
"[21]\tvalid_0's poisson: -84.4117\tvalid_0's l1: 27.833\n",
"[22]\tvalid_0's poisson: -84.5781\tvalid_0's l1: 27.7641\n",
"[23]\tvalid_0's poisson: -84.7447\tvalid_0's l1: 27.695\n",
"[24]\tvalid_0's poisson: -84.9092\tvalid_0's l1: 27.6261\n",
"[25]\tvalid_0's poisson: -85.0714\tvalid_0's l1: 27.5579\n",
"[26]\tvalid_0's poisson: -85.2327\tvalid_0's l1: 27.4893\n",
"[27]\tvalid_0's poisson: -85.3909\tvalid_0's l1: 27.4218\n",
"[28]\tvalid_0's poisson: -85.5471\tvalid_0's l1: 27.3545\n",
"[29]\tvalid_0's poisson: -85.701\tvalid_0's l1: 27.2881\n",
"[30]\tvalid_0's poisson: -85.8539\tvalid_0's l1: 27.2221\n",
"[31]\tvalid_0's poisson: -86.0156\tvalid_0's l1: 27.1535\n",
"[32]\tvalid_0's poisson: -86.1645\tvalid_0's l1: 27.0883\n",
"[33]\tvalid_0's poisson: -86.3122\tvalid_0's l1: 27.0228\n",
"[34]\tvalid_0's poisson: -86.4635\tvalid_0's l1: 26.9562\n",
"[35]\tvalid_0's poisson: -86.6127\tvalid_0's l1: 26.8902\n",
"[36]\tvalid_0's poisson: -86.7599\tvalid_0's l1: 26.8244\n",
"[37]\tvalid_0's poisson: -86.9052\tvalid_0's l1: 26.7593\n",
"[38]\tvalid_0's poisson: -87.0532\tvalid_0's l1: 26.6936\n",
"[39]\tvalid_0's poisson: -87.1992\tvalid_0's l1: 26.6282\n",
"[40]\tvalid_0's poisson: -87.3438\tvalid_0's l1: 26.5629\n",
"[41]\tvalid_0's poisson: -87.4865\tvalid_0's l1: 26.4981\n",
"[42]\tvalid_0's poisson: -87.6299\tvalid_0's l1: 26.4332\n",
"[43]\tvalid_0's poisson: -87.7707\tvalid_0's l1: 26.3691\n",
"[44]\tvalid_0's poisson: -87.9126\tvalid_0's l1: 26.3039\n",
"[45]\tvalid_0's poisson: -88.0526\tvalid_0's l1: 26.2392\n",
"[46]\tvalid_0's poisson: -88.1909\tvalid_0's l1: 26.1746\n",
"[47]\tvalid_0's poisson: -88.323\tvalid_0's l1: 26.112\n",
"[48]\tvalid_0's poisson: -88.4535\tvalid_0's l1: 26.0498\n",
"[49]\tvalid_0's poisson: -88.5867\tvalid_0's l1: 25.9867\n",
"[50]\tvalid_0's poisson: -88.714\tvalid_0's l1: 25.9256\n",
"[51]\tvalid_0's poisson: -88.844\tvalid_0's l1: 25.8637\n",
"[52]\tvalid_0's poisson: -88.9707\tvalid_0's l1: 25.803\n",
"[53]\tvalid_0's poisson: -89.0959\tvalid_0's l1: 25.7424\n",
"[54]\tvalid_0's poisson: -89.2213\tvalid_0's l1: 25.6813\n",
"[55]\tvalid_0's poisson: -89.3436\tvalid_0's l1: 25.6215\n",
"[56]\tvalid_0's poisson: -89.4554\tvalid_0's l1: 25.5641\n",
"[57]\tvalid_0's poisson: -89.5749\tvalid_0's l1: 25.5053\n",
"[58]\tvalid_0's poisson: -89.6865\tvalid_0's l1: 25.448\n",
"[59]\tvalid_0's poisson: -89.7969\tvalid_0's l1: 25.3909\n",
"[60]\tvalid_0's poisson: -89.906\tvalid_0's l1: 25.3341\n",
"[61]\tvalid_0's poisson: -90.0138\tvalid_0's l1: 25.2775\n",
"[62]\tvalid_0's poisson: -90.1282\tvalid_0's l1: 25.2201\n",
"[63]\tvalid_0's poisson: -90.2323\tvalid_0's l1: 25.1658\n",
"[64]\tvalid_0's poisson: -90.3418\tvalid_0's l1: 25.1099\n",
"[65]\tvalid_0's poisson: -90.45\tvalid_0's l1: 25.0542\n",
"[66]\tvalid_0's poisson: -90.5569\tvalid_0's l1: 24.9987\n",
"[67]\tvalid_0's poisson: -90.6631\tvalid_0's l1: 24.9434\n",
"[68]\tvalid_0's poisson: -90.7647\tvalid_0's l1: 24.8896\n",
"[69]\tvalid_0's poisson: -90.8681\tvalid_0's l1: 24.8353\n",
"[70]\tvalid_0's poisson: -90.9703\tvalid_0's l1: 24.7813\n",
"[71]\tvalid_0's poisson: -91.0684\tvalid_0's l1: 24.728\n",
"[72]\tvalid_0's poisson: -91.1688\tvalid_0's l1: 24.6744\n",
"[73]\tvalid_0's poisson: -91.2657\tvalid_0's l1: 24.6216\n",
"[74]\tvalid_0's poisson: -91.3613\tvalid_0's l1: 24.5695\n",
"[75]\tvalid_0's poisson: -91.4521\tvalid_0's l1: 24.519\n",
"[76]\tvalid_0's poisson: -91.546\tvalid_0's l1: 24.4675\n",
"[77]\tvalid_0's poisson: -91.6389\tvalid_0's l1: 24.4161\n",
"[78]\tvalid_0's poisson: -91.7309\tvalid_0's l1: 24.365\n",
"[79]\tvalid_0's poisson: -91.8223\tvalid_0's l1: 24.3142\n",
"[80]\tvalid_0's poisson: -91.9139\tvalid_0's l1: 24.2632\n",
"[81]\tvalid_0's poisson: -92.0043\tvalid_0's l1: 24.2129\n",
"[82]\tvalid_0's poisson: -92.0974\tvalid_0's l1: 24.1621\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[83]\tvalid_0's poisson: -92.1895\tvalid_0's l1: 24.1114\n",
"[84]\tvalid_0's poisson: -92.2752\tvalid_0's l1: 24.0623\n",
"[85]\tvalid_0's poisson: -92.3635\tvalid_0's l1: 24.0125\n",
"[86]\tvalid_0's poisson: -92.4527\tvalid_0's l1: 23.963\n",
"[87]\tvalid_0's poisson: -92.5409\tvalid_0's l1: 23.9138\n",
"[88]\tvalid_0's poisson: -92.6332\tvalid_0's l1: 23.8628\n",
"[89]\tvalid_0's poisson: -92.7245\tvalid_0's l1: 23.8121\n",
"[90]\tvalid_0's poisson: -92.8148\tvalid_0's l1: 23.7616\n",
"[91]\tvalid_0's poisson: -92.902\tvalid_0's l1: 23.712\n",
"[92]\tvalid_0's poisson: -92.9948\tvalid_0's l1: 23.6606\n",
"[93]\tvalid_0's poisson: -93.0887\tvalid_0's l1: 23.6095\n",
"[94]\tvalid_0's poisson: -93.1652\tvalid_0's l1: 23.5634\n",
"[95]\tvalid_0's poisson: -93.2521\tvalid_0's l1: 23.5141\n",
"[96]\tvalid_0's poisson: -93.3428\tvalid_0's l1: 23.4643\n",
"[97]\tvalid_0's poisson: -93.4338\tvalid_0's l1: 23.4131\n",
"[98]\tvalid_0's poisson: -93.5169\tvalid_0's l1: 23.3647\n",
"[99]\tvalid_0's poisson: -93.6007\tvalid_0's l1: 23.3163\n",
"[100]\tvalid_0's poisson: -93.7443\tvalid_0's l1: 23.2568\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5998\tvalid_0's l1: 29.2808\n",
"[2]\tvalid_0's poisson: -80.8162\tvalid_0's l1: 29.2062\n",
"[3]\tvalid_0's poisson: -81.0308\tvalid_0's l1: 29.1313\n",
"[4]\tvalid_0's poisson: -81.2421\tvalid_0's l1: 29.0566\n",
"[5]\tvalid_0's poisson: -81.4503\tvalid_0's l1: 28.9822\n",
"[6]\tvalid_0's poisson: -81.6542\tvalid_0's l1: 28.9088\n",
"[7]\tvalid_0's poisson: -81.8524\tvalid_0's l1: 28.8361\n",
"[8]\tvalid_0's poisson: -82.0561\tvalid_0's l1: 28.7621\n",
"[9]\tvalid_0's poisson: -82.2569\tvalid_0's l1: 28.6883\n",
"[10]\tvalid_0's poisson: -82.4548\tvalid_0's l1: 28.6148\n",
"[11]\tvalid_0's poisson: -82.6498\tvalid_0's l1: 28.5417\n",
"[12]\tvalid_0's poisson: -82.8421\tvalid_0's l1: 28.4688\n",
"[13]\tvalid_0's poisson: -83.0295\tvalid_0's l1: 28.3975\n",
"[14]\tvalid_0's poisson: -83.2191\tvalid_0's l1: 28.3248\n",
"[15]\tvalid_0's poisson: -83.4073\tvalid_0's l1: 28.2525\n",
"[16]\tvalid_0's poisson: -83.5927\tvalid_0's l1: 28.1806\n",
"[17]\tvalid_0's poisson: -83.7755\tvalid_0's l1: 28.1089\n",
"[18]\tvalid_0's poisson: -83.9547\tvalid_0's l1: 28.0374\n",
"[19]\tvalid_0's poisson: -84.1324\tvalid_0's l1: 27.9664\n",
"[20]\tvalid_0's poisson: -84.3076\tvalid_0's l1: 27.8958\n",
"[21]\tvalid_0's poisson: -84.4803\tvalid_0's l1: 27.8254\n",
"[22]\tvalid_0's poisson: -84.6488\tvalid_0's l1: 27.7558\n",
"[23]\tvalid_0's poisson: -84.817\tvalid_0's l1: 27.6861\n",
"[24]\tvalid_0's poisson: -84.9846\tvalid_0's l1: 27.6168\n",
"[25]\tvalid_0's poisson: -85.149\tvalid_0's l1: 27.5483\n",
"[26]\tvalid_0's poisson: -85.3113\tvalid_0's l1: 27.48\n",
"[27]\tvalid_0's poisson: -85.467\tvalid_0's l1: 27.4139\n",
"[28]\tvalid_0's poisson: -85.6211\tvalid_0's l1: 27.3474\n",
"[29]\tvalid_0's poisson: -85.7731\tvalid_0's l1: 27.2812\n",
"[30]\tvalid_0's poisson: -85.9272\tvalid_0's l1: 27.2142\n",
"[31]\tvalid_0's poisson: -86.0735\tvalid_0's l1: 27.1499\n",
"[32]\tvalid_0's poisson: -86.2213\tvalid_0's l1: 27.0847\n",
"[33]\tvalid_0's poisson: -86.374\tvalid_0's l1: 27.018\n",
"[34]\tvalid_0's poisson: -86.5164\tvalid_0's l1: 26.9543\n",
"[35]\tvalid_0's poisson: -86.6698\tvalid_0's l1: 26.8871\n",
"[36]\tvalid_0's poisson: -86.8214\tvalid_0's l1: 26.8202\n",
"[37]\tvalid_0's poisson: -86.9711\tvalid_0's l1: 26.7538\n",
"[38]\tvalid_0's poisson: -87.1191\tvalid_0's l1: 26.6878\n",
"[39]\tvalid_0's poisson: -87.2653\tvalid_0's l1: 26.6223\n",
"[40]\tvalid_0's poisson: -87.4018\tvalid_0's l1: 26.559\n",
"[41]\tvalid_0's poisson: -87.5384\tvalid_0's l1: 26.4951\n",
"[42]\tvalid_0's poisson: -87.6803\tvalid_0's l1: 26.4302\n",
"[43]\tvalid_0's poisson: -87.8196\tvalid_0's l1: 26.366\n",
"[44]\tvalid_0's poisson: -87.9519\tvalid_0's l1: 26.3031\n",
"[45]\tvalid_0's poisson: -88.0887\tvalid_0's l1: 26.2393\n",
"[46]\tvalid_0's poisson: -88.223\tvalid_0's l1: 26.1768\n",
"[47]\tvalid_0's poisson: -88.3556\tvalid_0's l1: 26.1147\n",
"[48]\tvalid_0's poisson: -88.4806\tvalid_0's l1: 26.0541\n",
"[49]\tvalid_0's poisson: -88.6106\tvalid_0's l1: 25.9927\n",
"[50]\tvalid_0's poisson: -88.7384\tvalid_0's l1: 25.932\n",
"[51]\tvalid_0's poisson: -88.8649\tvalid_0's l1: 25.8715\n",
"[52]\tvalid_0's poisson: -88.9896\tvalid_0's l1: 25.8112\n",
"[53]\tvalid_0's poisson: -89.1066\tvalid_0's l1: 25.7531\n",
"[54]\tvalid_0's poisson: -89.223\tvalid_0's l1: 25.6948\n",
"[55]\tvalid_0's poisson: -89.3435\tvalid_0's l1: 25.6357\n",
"[56]\tvalid_0's poisson: -89.4632\tvalid_0's l1: 25.5766\n",
"[57]\tvalid_0's poisson: -89.5742\tvalid_0's l1: 25.5193\n",
"[58]\tvalid_0's poisson: -89.6819\tvalid_0's l1: 25.463\n",
"[59]\tvalid_0's poisson: -89.7905\tvalid_0's l1: 25.4063\n",
"[60]\tvalid_0's poisson: -89.9047\tvalid_0's l1: 25.3486\n",
"[61]\tvalid_0's poisson: -90.0161\tvalid_0's l1: 25.292\n",
"[62]\tvalid_0's poisson: -90.1201\tvalid_0's l1: 25.237\n",
"[63]\tvalid_0's poisson: -90.223\tvalid_0's l1: 25.1822\n",
"[64]\tvalid_0's poisson: -90.3247\tvalid_0's l1: 25.1277\n",
"[65]\tvalid_0's poisson: -90.4283\tvalid_0's l1: 25.0734\n",
"[66]\tvalid_0's poisson: -90.5349\tvalid_0's l1: 25.0175\n",
"[67]\tvalid_0's poisson: -90.6403\tvalid_0's l1: 24.962\n",
"[68]\tvalid_0's poisson: -90.7445\tvalid_0's l1: 24.9069\n",
"[69]\tvalid_0's poisson: -90.8475\tvalid_0's l1: 24.853\n",
"[70]\tvalid_0's poisson: -90.9445\tvalid_0's l1: 24.8008\n",
"[71]\tvalid_0's poisson: -91.0484\tvalid_0's l1: 24.7458\n",
"[72]\tvalid_0's poisson: -91.1482\tvalid_0's l1: 24.6927\n",
"[73]\tvalid_0's poisson: -91.2427\tvalid_0's l1: 24.6412\n",
"[74]\tvalid_0's poisson: -91.3361\tvalid_0's l1: 24.59\n",
"[75]\tvalid_0's poisson: -91.4296\tvalid_0's l1: 24.5385\n",
"[76]\tvalid_0's poisson: -91.5221\tvalid_0's l1: 24.4874\n",
"[77]\tvalid_0's poisson: -91.61\tvalid_0's l1: 24.4373\n",
"[78]\tvalid_0's poisson: -91.7069\tvalid_0's l1: 24.3842\n",
"[79]\tvalid_0's poisson: -91.7961\tvalid_0's l1: 24.3338\n",
"[80]\tvalid_0's poisson: -91.8844\tvalid_0's l1: 24.2838\n",
"[81]\tvalid_0's poisson: -91.9718\tvalid_0's l1: 24.2342\n",
"[82]\tvalid_0's poisson: -92.0651\tvalid_0's l1: 24.1829\n",
"[83]\tvalid_0's poisson: -92.1502\tvalid_0's l1: 24.1341\n",
"[84]\tvalid_0's poisson: -92.2416\tvalid_0's l1: 24.0833\n",
"[85]\tvalid_0's poisson: -92.332\tvalid_0's l1: 24.0327\n",
"[86]\tvalid_0's poisson: -92.4146\tvalid_0's l1: 23.9845\n",
"[87]\tvalid_0's poisson: -92.4964\tvalid_0's l1: 23.9369\n",
"[88]\tvalid_0's poisson: -92.5773\tvalid_0's l1: 23.8896\n",
"[89]\tvalid_0's poisson: -92.6625\tvalid_0's l1: 23.841\n",
"[90]\tvalid_0's poisson: -92.7474\tvalid_0's l1: 23.7923\n",
"[91]\tvalid_0's poisson: -92.8375\tvalid_0's l1: 23.7419\n",
"[92]\tvalid_0's poisson: -92.9265\tvalid_0's l1: 23.692\n",
"[93]\tvalid_0's poisson: -93.0162\tvalid_0's l1: 23.6419\n",
"[94]\tvalid_0's poisson: -93.0948\tvalid_0's l1: 23.5959\n",
"[95]\tvalid_0's poisson: -93.1724\tvalid_0's l1: 23.5502\n",
"[96]\tvalid_0's poisson: -93.2494\tvalid_0's l1: 23.5046\n",
"[97]\tvalid_0's poisson: -93.3352\tvalid_0's l1: 23.4558\n",
"[98]\tvalid_0's poisson: -93.4106\tvalid_0's l1: 23.4106\n",
"[99]\tvalid_0's poisson: -93.4963\tvalid_0's l1: 23.3617\n",
"[100]\tvalid_0's poisson: -93.6245\tvalid_0's l1: 23.3057\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.6003\tvalid_0's l1: 29.2807\n",
"[2]\tvalid_0's poisson: -80.815\tvalid_0's l1: 29.2056\n",
"[3]\tvalid_0's poisson: -81.0265\tvalid_0's l1: 29.1307\n",
"[4]\tvalid_0's poisson: -81.2349\tvalid_0's l1: 29.0562\n",
"[5]\tvalid_0's poisson: -81.4402\tvalid_0's l1: 28.9819\n",
"[6]\tvalid_0's poisson: -81.6425\tvalid_0's l1: 28.908\n",
"[7]\tvalid_0's poisson: -81.8419\tvalid_0's l1: 28.8345\n",
"[8]\tvalid_0's poisson: -82.0371\tvalid_0's l1: 28.7622\n",
"[9]\tvalid_0's poisson: -82.2388\tvalid_0's l1: 28.688\n",
"[10]\tvalid_0's poisson: -82.4377\tvalid_0's l1: 28.614\n",
"[11]\tvalid_0's poisson: -82.6337\tvalid_0's l1: 28.5403\n",
"[12]\tvalid_0's poisson: -82.8192\tvalid_0's l1: 28.4683\n",
"[13]\tvalid_0's poisson: -83.0098\tvalid_0's l1: 28.3953\n",
"[14]\tvalid_0's poisson: -83.1922\tvalid_0's l1: 28.3251\n",
"[15]\tvalid_0's poisson: -83.3722\tvalid_0's l1: 28.255\n",
"[16]\tvalid_0's poisson: -83.5501\tvalid_0's l1: 28.1848\n",
"[17]\tvalid_0's poisson: -83.725\tvalid_0's l1: 28.1153\n",
"[18]\tvalid_0's poisson: -83.898\tvalid_0's l1: 28.0458\n",
"[19]\tvalid_0's poisson: -84.077\tvalid_0's l1: 27.9751\n",
"[20]\tvalid_0's poisson: -84.2503\tvalid_0's l1: 27.9047\n",
"[21]\tvalid_0's poisson: -84.4159\tvalid_0's l1: 27.8368\n",
"[22]\tvalid_0's poisson: -84.5792\tvalid_0's l1: 27.7692\n",
"[23]\tvalid_0's poisson: -84.7408\tvalid_0's l1: 27.7015\n",
"[24]\tvalid_0's poisson: -84.8998\tvalid_0's l1: 27.6344\n",
"[25]\tvalid_0's poisson: -85.0572\tvalid_0's l1: 27.5675\n",
"[26]\tvalid_0's poisson: -85.212\tvalid_0's l1: 27.502\n",
"[27]\tvalid_0's poisson: -85.3654\tvalid_0's l1: 27.4365\n",
"[28]\tvalid_0's poisson: -85.5167\tvalid_0's l1: 27.3711\n",
"[29]\tvalid_0's poisson: -85.6656\tvalid_0's l1: 27.3065\n",
"[30]\tvalid_0's poisson: -85.8131\tvalid_0's l1: 27.2417\n",
"[31]\tvalid_0's poisson: -85.9693\tvalid_0's l1: 27.1741\n",
"[32]\tvalid_0's poisson: -86.1128\tvalid_0's l1: 27.1106\n",
"[33]\tvalid_0's poisson: -86.2672\tvalid_0's l1: 27.0431\n",
"[34]\tvalid_0's poisson: -86.4128\tvalid_0's l1: 26.9786\n",
"[35]\tvalid_0's poisson: -86.5564\tvalid_0's l1: 26.9144\n",
"[36]\tvalid_0's poisson: -86.6981\tvalid_0's l1: 26.8506\n",
"[37]\tvalid_0's poisson: -86.8381\tvalid_0's l1: 26.7872\n",
"[38]\tvalid_0's poisson: -86.9763\tvalid_0's l1: 26.7244\n",
"[39]\tvalid_0's poisson: -87.1127\tvalid_0's l1: 26.6621\n",
"[40]\tvalid_0's poisson: -87.2545\tvalid_0's l1: 26.5975\n",
"[41]\tvalid_0's poisson: -87.3913\tvalid_0's l1: 26.5344\n",
"[42]\tvalid_0's poisson: -87.5232\tvalid_0's l1: 26.4733\n",
"[43]\tvalid_0's poisson: -87.6535\tvalid_0's l1: 26.4122\n",
"[44]\tvalid_0's poisson: -87.7855\tvalid_0's l1: 26.3501\n",
"[45]\tvalid_0's poisson: -87.913\tvalid_0's l1: 26.2891\n",
"[46]\tvalid_0's poisson: -88.0387\tvalid_0's l1: 26.229\n",
"[47]\tvalid_0's poisson: -88.1628\tvalid_0's l1: 26.1691\n",
"[48]\tvalid_0's poisson: -88.2855\tvalid_0's l1: 26.1095\n",
"[49]\tvalid_0's poisson: -88.4071\tvalid_0's l1: 26.0505\n",
"[50]\tvalid_0's poisson: -88.5269\tvalid_0's l1: 25.9917\n",
"[51]\tvalid_0's poisson: -88.6517\tvalid_0's l1: 25.9309\n",
"[52]\tvalid_0's poisson: -88.7694\tvalid_0's l1: 25.8726\n",
"[53]\tvalid_0's poisson: -88.8971\tvalid_0's l1: 25.8117\n",
"[54]\tvalid_0's poisson: -89.0129\tvalid_0's l1: 25.7536\n",
"[55]\tvalid_0's poisson: -89.1271\tvalid_0's l1: 25.696\n",
"[56]\tvalid_0's poisson: -89.2448\tvalid_0's l1: 25.6375\n",
"[57]\tvalid_0's poisson: -89.3608\tvalid_0's l1: 25.5798\n",
"[58]\tvalid_0's poisson: -89.4713\tvalid_0's l1: 25.5231\n",
"[59]\tvalid_0's poisson: -89.5805\tvalid_0's l1: 25.4667\n",
"[60]\tvalid_0's poisson: -89.6884\tvalid_0's l1: 25.4109\n",
"[61]\tvalid_0's poisson: -89.803\tvalid_0's l1: 25.3534\n",
"[62]\tvalid_0's poisson: -89.9162\tvalid_0's l1: 25.2961\n",
"[63]\tvalid_0's poisson: -90.0226\tvalid_0's l1: 25.2406\n",
"[64]\tvalid_0's poisson: -90.1278\tvalid_0's l1: 25.1854\n",
"[65]\tvalid_0's poisson: -90.2318\tvalid_0's l1: 25.1305\n",
"[66]\tvalid_0's poisson: -90.3396\tvalid_0's l1: 25.0749\n",
"[67]\tvalid_0's poisson: -90.4411\tvalid_0's l1: 25.021\n",
"[68]\tvalid_0's poisson: -90.544\tvalid_0's l1: 24.9666\n",
"[69]\tvalid_0's poisson: -90.6458\tvalid_0's l1: 24.9128\n",
"[70]\tvalid_0's poisson: -90.7433\tvalid_0's l1: 24.8605\n",
"[71]\tvalid_0's poisson: -90.8446\tvalid_0's l1: 24.8067\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[72]\tvalid_0's poisson: -90.945\tvalid_0's l1: 24.7536\n",
"[73]\tvalid_0's poisson: -91.0439\tvalid_0's l1: 24.7005\n",
"[74]\tvalid_0's poisson: -91.1435\tvalid_0's l1: 24.6469\n",
"[75]\tvalid_0's poisson: -91.2442\tvalid_0's l1: 24.5935\n",
"[76]\tvalid_0's poisson: -91.3459\tvalid_0's l1: 24.5399\n",
"[77]\tvalid_0's poisson: -91.4416\tvalid_0's l1: 24.4878\n",
"[78]\tvalid_0's poisson: -91.5383\tvalid_0's l1: 24.4359\n",
"[79]\tvalid_0's poisson: -91.6363\tvalid_0's l1: 24.3834\n",
"[80]\tvalid_0's poisson: -91.7309\tvalid_0's l1: 24.3316\n",
"[81]\tvalid_0's poisson: -91.8245\tvalid_0's l1: 24.28\n",
"[82]\tvalid_0's poisson: -91.9205\tvalid_0's l1: 24.2274\n",
"[83]\tvalid_0's poisson: -92.015\tvalid_0's l1: 24.1756\n",
"[84]\tvalid_0's poisson: -92.1047\tvalid_0's l1: 24.1251\n",
"[85]\tvalid_0's poisson: -92.1937\tvalid_0's l1: 24.0751\n",
"[86]\tvalid_0's poisson: -92.2811\tvalid_0's l1: 24.0252\n",
"[87]\tvalid_0's poisson: -92.3711\tvalid_0's l1: 23.9751\n",
"[88]\tvalid_0's poisson: -92.4602\tvalid_0's l1: 23.9254\n",
"[89]\tvalid_0's poisson: -92.5483\tvalid_0's l1: 23.8761\n",
"[90]\tvalid_0's poisson: -92.6313\tvalid_0's l1: 23.8283\n",
"[91]\tvalid_0's poisson: -92.7144\tvalid_0's l1: 23.7801\n",
"[92]\tvalid_0's poisson: -92.7967\tvalid_0's l1: 23.7323\n",
"[93]\tvalid_0's poisson: -92.8782\tvalid_0's l1: 23.6846\n",
"[94]\tvalid_0's poisson: -92.9588\tvalid_0's l1: 23.6374\n",
"[95]\tvalid_0's poisson: -93.041\tvalid_0's l1: 23.5899\n",
"[96]\tvalid_0's poisson: -93.1328\tvalid_0's l1: 23.5396\n",
"[97]\tvalid_0's poisson: -93.2146\tvalid_0's l1: 23.4921\n",
"[98]\tvalid_0's poisson: -93.2956\tvalid_0's l1: 23.4446\n",
"[99]\tvalid_0's poisson: -93.3757\tvalid_0's l1: 23.3973\n",
"[100]\tvalid_0's poisson: -93.4505\tvalid_0's l1: 23.3522\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=10, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5842\tvalid_0's l1: 29.286\n",
"[2]\tvalid_0's poisson: -80.7832\tvalid_0's l1: 29.2161\n",
"[3]\tvalid_0's poisson: -80.9792\tvalid_0's l1: 29.1464\n",
"[4]\tvalid_0's poisson: -81.1725\tvalid_0's l1: 29.077\n",
"[5]\tvalid_0's poisson: -81.363\tvalid_0's l1: 29.0079\n",
"[6]\tvalid_0's poisson: -81.5508\tvalid_0's l1: 28.9391\n",
"[7]\tvalid_0's poisson: -81.7361\tvalid_0's l1: 28.8707\n",
"[8]\tvalid_0's poisson: -81.9187\tvalid_0's l1: 28.8028\n",
"[9]\tvalid_0's poisson: -82.0988\tvalid_0's l1: 28.7351\n",
"[10]\tvalid_0's poisson: -82.2765\tvalid_0's l1: 28.6676\n",
"[11]\tvalid_0's poisson: -82.4518\tvalid_0's l1: 28.6005\n",
"[12]\tvalid_0's poisson: -82.6247\tvalid_0's l1: 28.5336\n",
"[13]\tvalid_0's poisson: -82.7953\tvalid_0's l1: 28.467\n",
"[14]\tvalid_0's poisson: -82.9636\tvalid_0's l1: 28.401\n",
"[15]\tvalid_0's poisson: -83.1373\tvalid_0's l1: 28.3337\n",
"[16]\tvalid_0's poisson: -83.3086\tvalid_0's l1: 28.2667\n",
"[17]\tvalid_0's poisson: -83.4776\tvalid_0's l1: 28.1999\n",
"[18]\tvalid_0's poisson: -83.6443\tvalid_0's l1: 28.1335\n",
"[19]\tvalid_0's poisson: -83.8048\tvalid_0's l1: 28.069\n",
"[20]\tvalid_0's poisson: -83.967\tvalid_0's l1: 28.0033\n",
"[21]\tvalid_0's poisson: -84.1333\tvalid_0's l1: 27.937\n",
"[22]\tvalid_0's poisson: -84.2973\tvalid_0's l1: 27.8713\n",
"[23]\tvalid_0's poisson: -84.4589\tvalid_0's l1: 27.8061\n",
"[24]\tvalid_0's poisson: -84.614\tvalid_0's l1: 27.7418\n",
"[25]\tvalid_0's poisson: -84.7719\tvalid_0's l1: 27.6768\n",
"[26]\tvalid_0's poisson: -84.9276\tvalid_0's l1: 27.6123\n",
"[27]\tvalid_0's poisson: -85.0767\tvalid_0's l1: 27.5492\n",
"[28]\tvalid_0's poisson: -85.2287\tvalid_0's l1: 27.4854\n",
"[29]\tvalid_0's poisson: -85.3848\tvalid_0's l1: 27.4205\n",
"[30]\tvalid_0's poisson: -85.5388\tvalid_0's l1: 27.3559\n",
"[31]\tvalid_0's poisson: -85.6907\tvalid_0's l1: 27.2918\n",
"[32]\tvalid_0's poisson: -85.8406\tvalid_0's l1: 27.2277\n",
"[33]\tvalid_0's poisson: -85.9886\tvalid_0's l1: 27.1639\n",
"[34]\tvalid_0's poisson: -86.1243\tvalid_0's l1: 27.103\n",
"[35]\tvalid_0's poisson: -86.2686\tvalid_0's l1: 27.04\n",
"[36]\tvalid_0's poisson: -86.4011\tvalid_0's l1: 26.9797\n",
"[37]\tvalid_0's poisson: -86.5417\tvalid_0's l1: 26.9176\n",
"[38]\tvalid_0's poisson: -86.6807\tvalid_0's l1: 26.8557\n",
"[39]\tvalid_0's poisson: -86.8178\tvalid_0's l1: 26.7946\n",
"[40]\tvalid_0's poisson: -86.9532\tvalid_0's l1: 26.7337\n",
"[41]\tvalid_0's poisson: -87.0811\tvalid_0's l1: 26.6747\n",
"[42]\tvalid_0's poisson: -87.2132\tvalid_0's l1: 26.6144\n",
"[43]\tvalid_0's poisson: -87.3445\tvalid_0's l1: 26.5547\n",
"[44]\tvalid_0's poisson: -87.4742\tvalid_0's l1: 26.495\n",
"[45]\tvalid_0's poisson: -87.6023\tvalid_0's l1: 26.4359\n",
"[46]\tvalid_0's poisson: -87.7191\tvalid_0's l1: 26.3792\n",
"[47]\tvalid_0's poisson: -87.8433\tvalid_0's l1: 26.3206\n",
"[48]\tvalid_0's poisson: -87.9574\tvalid_0's l1: 26.2644\n",
"[49]\tvalid_0's poisson: -88.0803\tvalid_0's l1: 26.2061\n",
"[50]\tvalid_0's poisson: -88.2017\tvalid_0's l1: 26.1479\n",
"[51]\tvalid_0's poisson: -88.3217\tvalid_0's l1: 26.0905\n",
"[52]\tvalid_0's poisson: -88.4306\tvalid_0's l1: 26.0358\n",
"[53]\tvalid_0's poisson: -88.5461\tvalid_0's l1: 25.9796\n",
"[54]\tvalid_0's poisson: -88.6573\tvalid_0's l1: 25.924\n",
"[55]\tvalid_0's poisson: -88.7701\tvalid_0's l1: 25.8682\n",
"[56]\tvalid_0's poisson: -88.8818\tvalid_0's l1: 25.8127\n",
"[57]\tvalid_0's poisson: -88.9943\tvalid_0's l1: 25.757\n",
"[58]\tvalid_0's poisson: -89.1007\tvalid_0's l1: 25.7028\n",
"[59]\tvalid_0's poisson: -89.2087\tvalid_0's l1: 25.6484\n",
"[60]\tvalid_0's poisson: -89.3176\tvalid_0's l1: 25.5938\n",
"[61]\tvalid_0's poisson: -89.4252\tvalid_0's l1: 25.5394\n",
"[62]\tvalid_0's poisson: -89.5316\tvalid_0's l1: 25.4852\n",
"[63]\tvalid_0's poisson: -89.6323\tvalid_0's l1: 25.4321\n",
"[64]\tvalid_0's poisson: -89.734\tvalid_0's l1: 25.3797\n",
"[65]\tvalid_0's poisson: -89.8326\tvalid_0's l1: 25.3277\n",
"[66]\tvalid_0's poisson: -89.9321\tvalid_0's l1: 25.2758\n",
"[67]\tvalid_0's poisson: -90.0285\tvalid_0's l1: 25.2244\n",
"[68]\tvalid_0's poisson: -90.1259\tvalid_0's l1: 25.1732\n",
"[69]\tvalid_0's poisson: -90.2223\tvalid_0's l1: 25.1221\n",
"[70]\tvalid_0's poisson: -90.3158\tvalid_0's l1: 25.0715\n",
"[71]\tvalid_0's poisson: -90.4083\tvalid_0's l1: 25.0214\n",
"[72]\tvalid_0's poisson: -90.4995\tvalid_0's l1: 24.9724\n",
"[73]\tvalid_0's poisson: -90.5871\tvalid_0's l1: 24.9239\n",
"[74]\tvalid_0's poisson: -90.6806\tvalid_0's l1: 24.8738\n",
"[75]\tvalid_0's poisson: -90.7781\tvalid_0's l1: 24.8225\n",
"[76]\tvalid_0's poisson: -90.8654\tvalid_0's l1: 24.7745\n",
"[77]\tvalid_0's poisson: -90.9561\tvalid_0's l1: 24.7254\n",
"[78]\tvalid_0's poisson: -91.0393\tvalid_0's l1: 24.6784\n",
"[79]\tvalid_0's poisson: -91.1242\tvalid_0's l1: 24.6308\n",
"[80]\tvalid_0's poisson: -91.2085\tvalid_0's l1: 24.5833\n",
"[81]\tvalid_0's poisson: -91.2915\tvalid_0's l1: 24.5366\n",
"[82]\tvalid_0's poisson: -91.3737\tvalid_0's l1: 24.4902\n",
"[83]\tvalid_0's poisson: -91.455\tvalid_0's l1: 24.4441\n",
"[84]\tvalid_0's poisson: -91.5375\tvalid_0's l1: 24.3987\n",
"[85]\tvalid_0's poisson: -91.6192\tvalid_0's l1: 24.3538\n",
"[86]\tvalid_0's poisson: -91.7001\tvalid_0's l1: 24.3092\n",
"[87]\tvalid_0's poisson: -91.7762\tvalid_0's l1: 24.2649\n",
"[88]\tvalid_0's poisson: -91.8509\tvalid_0's l1: 24.2222\n",
"[89]\tvalid_0's poisson: -91.9249\tvalid_0's l1: 24.18\n",
"[90]\tvalid_0's poisson: -91.9988\tvalid_0's l1: 24.1367\n",
"[91]\tvalid_0's poisson: -92.0719\tvalid_0's l1: 24.0937\n",
"[92]\tvalid_0's poisson: -92.1444\tvalid_0's l1: 24.0507\n",
"[93]\tvalid_0's poisson: -92.2186\tvalid_0's l1: 24.0077\n",
"[94]\tvalid_0's poisson: -92.292\tvalid_0's l1: 23.9648\n",
"[95]\tvalid_0's poisson: -92.3648\tvalid_0's l1: 23.9221\n",
"[96]\tvalid_0's poisson: -92.4368\tvalid_0's l1: 23.8797\n",
"[97]\tvalid_0's poisson: -92.5106\tvalid_0's l1: 23.8366\n",
"[98]\tvalid_0's poisson: -92.5836\tvalid_0's l1: 23.7939\n",
"[99]\tvalid_0's poisson: -92.6535\tvalid_0's l1: 23.7525\n",
"[100]\tvalid_0's poisson: -92.7262\tvalid_0's l1: 23.7102\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5893\tvalid_0's l1: 29.2842\n",
"[2]\tvalid_0's poisson: -80.7875\tvalid_0's l1: 29.2142\n",
"[3]\tvalid_0's poisson: -80.9828\tvalid_0's l1: 29.1446\n",
"[4]\tvalid_0's poisson: -81.1754\tvalid_0's l1: 29.0752\n",
"[5]\tvalid_0's poisson: -81.3652\tvalid_0's l1: 29.0061\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[6]\tvalid_0's poisson: -81.5523\tvalid_0's l1: 28.9372\n",
"[7]\tvalid_0's poisson: -81.7367\tvalid_0's l1: 28.8687\n",
"[8]\tvalid_0's poisson: -81.9276\tvalid_0's l1: 28.7994\n",
"[9]\tvalid_0's poisson: -82.1156\tvalid_0's l1: 28.7305\n",
"[10]\tvalid_0's poisson: -82.301\tvalid_0's l1: 28.662\n",
"[11]\tvalid_0's poisson: -82.4837\tvalid_0's l1: 28.5937\n",
"[12]\tvalid_0's poisson: -82.6638\tvalid_0's l1: 28.5256\n",
"[13]\tvalid_0's poisson: -82.8413\tvalid_0's l1: 28.458\n",
"[14]\tvalid_0's poisson: -83.0142\tvalid_0's l1: 28.3915\n",
"[15]\tvalid_0's poisson: -83.1895\tvalid_0's l1: 28.3228\n",
"[16]\tvalid_0's poisson: -83.3625\tvalid_0's l1: 28.2546\n",
"[17]\tvalid_0's poisson: -83.5331\tvalid_0's l1: 28.1867\n",
"[18]\tvalid_0's poisson: -83.7014\tvalid_0's l1: 28.119\n",
"[19]\tvalid_0's poisson: -83.8726\tvalid_0's l1: 28.0508\n",
"[20]\tvalid_0's poisson: -84.0363\tvalid_0's l1: 27.9841\n",
"[21]\tvalid_0's poisson: -84.203\tvalid_0's l1: 27.9169\n",
"[22]\tvalid_0's poisson: -84.3673\tvalid_0's l1: 27.8499\n",
"[23]\tvalid_0's poisson: -84.5295\tvalid_0's l1: 27.7832\n",
"[24]\tvalid_0's poisson: -84.6894\tvalid_0's l1: 27.7169\n",
"[25]\tvalid_0's poisson: -84.8472\tvalid_0's l1: 27.651\n",
"[26]\tvalid_0's poisson: -84.9931\tvalid_0's l1: 27.588\n",
"[27]\tvalid_0's poisson: -85.1457\tvalid_0's l1: 27.5243\n",
"[28]\tvalid_0's poisson: -85.2993\tvalid_0's l1: 27.4603\n",
"[29]\tvalid_0's poisson: -85.4508\tvalid_0's l1: 27.3966\n",
"[30]\tvalid_0's poisson: -85.6003\tvalid_0's l1: 27.3332\n",
"[31]\tvalid_0's poisson: -85.7478\tvalid_0's l1: 27.2701\n",
"[32]\tvalid_0's poisson: -85.8935\tvalid_0's l1: 27.2074\n",
"[33]\tvalid_0's poisson: -86.0355\tvalid_0's l1: 27.1449\n",
"[34]\tvalid_0's poisson: -86.1726\tvalid_0's l1: 27.0838\n",
"[35]\tvalid_0's poisson: -86.3181\tvalid_0's l1: 27.0208\n",
"[36]\tvalid_0's poisson: -86.4616\tvalid_0's l1: 26.9581\n",
"[37]\tvalid_0's poisson: -86.6029\tvalid_0's l1: 26.8965\n",
"[38]\tvalid_0's poisson: -86.7328\tvalid_0's l1: 26.8369\n",
"[39]\tvalid_0's poisson: -86.8706\tvalid_0's l1: 26.7759\n",
"[40]\tvalid_0's poisson: -87.0067\tvalid_0's l1: 26.7154\n",
"[41]\tvalid_0's poisson: -87.1318\tvalid_0's l1: 26.6567\n",
"[42]\tvalid_0's poisson: -87.2646\tvalid_0's l1: 26.5967\n",
"[43]\tvalid_0's poisson: -87.3956\tvalid_0's l1: 26.5369\n",
"[44]\tvalid_0's poisson: -87.5251\tvalid_0's l1: 26.4775\n",
"[45]\tvalid_0's poisson: -87.6533\tvalid_0's l1: 26.4178\n",
"[46]\tvalid_0's poisson: -87.78\tvalid_0's l1: 26.3584\n",
"[47]\tvalid_0's poisson: -87.9047\tvalid_0's l1: 26.3\n",
"[48]\tvalid_0's poisson: -88.0281\tvalid_0's l1: 26.2417\n",
"[49]\tvalid_0's poisson: -88.1499\tvalid_0's l1: 26.1837\n",
"[50]\tvalid_0's poisson: -88.2702\tvalid_0's l1: 26.126\n",
"[51]\tvalid_0's poisson: -88.389\tvalid_0's l1: 26.069\n",
"[52]\tvalid_0's poisson: -88.5065\tvalid_0's l1: 26.0122\n",
"[53]\tvalid_0's poisson: -88.6266\tvalid_0's l1: 25.9546\n",
"[54]\tvalid_0's poisson: -88.7406\tvalid_0's l1: 25.8988\n",
"[55]\tvalid_0's poisson: -88.8538\tvalid_0's l1: 25.8431\n",
"[56]\tvalid_0's poisson: -88.965\tvalid_0's l1: 25.7879\n",
"[57]\tvalid_0's poisson: -89.075\tvalid_0's l1: 25.733\n",
"[58]\tvalid_0's poisson: -89.1807\tvalid_0's l1: 25.6789\n",
"[59]\tvalid_0's poisson: -89.2882\tvalid_0's l1: 25.6248\n",
"[60]\tvalid_0's poisson: -89.3921\tvalid_0's l1: 25.5717\n",
"[61]\tvalid_0's poisson: -89.4943\tvalid_0's l1: 25.5188\n",
"[62]\tvalid_0's poisson: -89.5953\tvalid_0's l1: 25.4662\n",
"[63]\tvalid_0's poisson: -89.6958\tvalid_0's l1: 25.4137\n",
"[64]\tvalid_0's poisson: -89.7946\tvalid_0's l1: 25.3617\n",
"[65]\tvalid_0's poisson: -89.8922\tvalid_0's l1: 25.31\n",
"[66]\tvalid_0's poisson: -89.9872\tvalid_0's l1: 25.2595\n",
"[67]\tvalid_0's poisson: -90.0811\tvalid_0's l1: 25.2093\n",
"[68]\tvalid_0's poisson: -90.1756\tvalid_0's l1: 25.1582\n",
"[69]\tvalid_0's poisson: -90.273\tvalid_0's l1: 25.1065\n",
"[70]\tvalid_0's poisson: -90.3694\tvalid_0's l1: 25.0557\n",
"[71]\tvalid_0's poisson: -90.4582\tvalid_0's l1: 25.0069\n",
"[72]\tvalid_0's poisson: -90.5461\tvalid_0's l1: 24.9583\n",
"[73]\tvalid_0's poisson: -90.633\tvalid_0's l1: 24.9099\n",
"[74]\tvalid_0's poisson: -90.7194\tvalid_0's l1: 24.8618\n",
"[75]\tvalid_0's poisson: -90.8049\tvalid_0's l1: 24.8141\n",
"[76]\tvalid_0's poisson: -90.8891\tvalid_0's l1: 24.7665\n",
"[77]\tvalid_0's poisson: -90.9751\tvalid_0's l1: 24.7186\n",
"[78]\tvalid_0's poisson: -91.0602\tvalid_0's l1: 24.671\n",
"[79]\tvalid_0's poisson: -91.1444\tvalid_0's l1: 24.6237\n",
"[80]\tvalid_0's poisson: -91.2278\tvalid_0's l1: 24.5767\n",
"[81]\tvalid_0's poisson: -91.3132\tvalid_0's l1: 24.5292\n",
"[82]\tvalid_0's poisson: -91.3976\tvalid_0's l1: 24.4822\n",
"[83]\tvalid_0's poisson: -91.4806\tvalid_0's l1: 24.436\n",
"[84]\tvalid_0's poisson: -91.5628\tvalid_0's l1: 24.3904\n",
"[85]\tvalid_0's poisson: -91.6428\tvalid_0's l1: 24.3445\n",
"[86]\tvalid_0's poisson: -91.7336\tvalid_0's l1: 24.2956\n",
"[87]\tvalid_0's poisson: -91.8235\tvalid_0's l1: 24.2472\n",
"[88]\tvalid_0's poisson: -91.9011\tvalid_0's l1: 24.2019\n",
"[89]\tvalid_0's poisson: -91.9773\tvalid_0's l1: 24.1574\n",
"[90]\tvalid_0's poisson: -92.0588\tvalid_0's l1: 24.1115\n",
"[91]\tvalid_0's poisson: -92.134\tvalid_0's l1: 24.0674\n",
"[92]\tvalid_0's poisson: -92.208\tvalid_0's l1: 24.024\n",
"[93]\tvalid_0's poisson: -92.2818\tvalid_0's l1: 23.9805\n",
"[94]\tvalid_0's poisson: -92.3543\tvalid_0's l1: 23.9376\n",
"[95]\tvalid_0's poisson: -92.4261\tvalid_0's l1: 23.895\n",
"[96]\tvalid_0's poisson: -92.4977\tvalid_0's l1: 23.8522\n",
"[97]\tvalid_0's poisson: -92.5681\tvalid_0's l1: 23.81\n",
"[98]\tvalid_0's poisson: -92.639\tvalid_0's l1: 23.768\n",
"[99]\tvalid_0's poisson: -92.7097\tvalid_0's l1: 23.7258\n",
"[100]\tvalid_0's poisson: -92.7791\tvalid_0's l1: 23.6843\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5899\tvalid_0's l1: 29.2843\n",
"[2]\tvalid_0's poisson: -80.794\tvalid_0's l1: 29.2131\n",
"[3]\tvalid_0's poisson: -80.9951\tvalid_0's l1: 29.1421\n",
"[4]\tvalid_0's poisson: -81.1934\tvalid_0's l1: 29.0711\n",
"[5]\tvalid_0's poisson: -81.3887\tvalid_0's l1: 29.0007\n",
"[6]\tvalid_0's poisson: -81.5813\tvalid_0's l1: 28.9306\n",
"[7]\tvalid_0's poisson: -81.7712\tvalid_0's l1: 28.8606\n",
"[8]\tvalid_0's poisson: -81.9583\tvalid_0's l1: 28.7914\n",
"[9]\tvalid_0's poisson: -82.1428\tvalid_0's l1: 28.7225\n",
"[10]\tvalid_0's poisson: -82.3248\tvalid_0's l1: 28.6535\n",
"[11]\tvalid_0's poisson: -82.5042\tvalid_0's l1: 28.5851\n",
"[12]\tvalid_0's poisson: -82.6812\tvalid_0's l1: 28.5166\n",
"[13]\tvalid_0's poisson: -82.8557\tvalid_0's l1: 28.4488\n",
"[14]\tvalid_0's poisson: -83.0279\tvalid_0's l1: 28.3818\n",
"[15]\tvalid_0's poisson: -83.2108\tvalid_0's l1: 28.3122\n",
"[16]\tvalid_0's poisson: -83.3906\tvalid_0's l1: 28.2431\n",
"[17]\tvalid_0's poisson: -83.5684\tvalid_0's l1: 28.1741\n",
"[18]\tvalid_0's poisson: -83.743\tvalid_0's l1: 28.1059\n",
"[19]\tvalid_0's poisson: -83.9157\tvalid_0's l1: 28.0376\n",
"[20]\tvalid_0's poisson: -84.0855\tvalid_0's l1: 27.9705\n",
"[21]\tvalid_0's poisson: -84.2429\tvalid_0's l1: 27.9059\n",
"[22]\tvalid_0's poisson: -84.3994\tvalid_0's l1: 27.8411\n",
"[23]\tvalid_0's poisson: -84.5538\tvalid_0's l1: 27.7766\n",
"[24]\tvalid_0's poisson: -84.7067\tvalid_0's l1: 27.712\n",
"[25]\tvalid_0's poisson: -84.8571\tvalid_0's l1: 27.6481\n",
"[26]\tvalid_0's poisson: -85.0061\tvalid_0's l1: 27.5844\n",
"[27]\tvalid_0's poisson: -85.1522\tvalid_0's l1: 27.5218\n",
"[28]\tvalid_0's poisson: -85.296\tvalid_0's l1: 27.4599\n",
"[29]\tvalid_0's poisson: -85.4389\tvalid_0's l1: 27.3978\n",
"[30]\tvalid_0's poisson: -85.5889\tvalid_0's l1: 27.3339\n",
"[31]\tvalid_0's poisson: -85.7352\tvalid_0's l1: 27.2709\n",
"[32]\tvalid_0's poisson: -85.8725\tvalid_0's l1: 27.2098\n",
"[33]\tvalid_0's poisson: -86.0165\tvalid_0's l1: 27.1472\n",
"[34]\tvalid_0's poisson: -86.1591\tvalid_0's l1: 27.0846\n",
"[35]\tvalid_0's poisson: -86.2992\tvalid_0's l1: 27.0223\n",
"[36]\tvalid_0's poisson: -86.438\tvalid_0's l1: 26.9604\n",
"[37]\tvalid_0's poisson: -86.5793\tvalid_0's l1: 26.8984\n",
"[38]\tvalid_0's poisson: -86.7192\tvalid_0's l1: 26.8366\n",
"[39]\tvalid_0's poisson: -86.8568\tvalid_0's l1: 26.7757\n",
"[40]\tvalid_0's poisson: -86.9932\tvalid_0's l1: 26.7147\n",
"[41]\tvalid_0's poisson: -87.1273\tvalid_0's l1: 26.6544\n",
"[42]\tvalid_0's poisson: -87.2603\tvalid_0's l1: 26.5941\n",
"[43]\tvalid_0's poisson: -87.3911\tvalid_0's l1: 26.5344\n",
"[44]\tvalid_0's poisson: -87.5207\tvalid_0's l1: 26.4746\n",
"[45]\tvalid_0's poisson: -87.6487\tvalid_0's l1: 26.4153\n",
"[46]\tvalid_0's poisson: -87.7747\tvalid_0's l1: 26.3566\n",
"[47]\tvalid_0's poisson: -87.9047\tvalid_0's l1: 26.2967\n",
"[48]\tvalid_0's poisson: -88.033\tvalid_0's l1: 26.2372\n",
"[49]\tvalid_0's poisson: -88.1598\tvalid_0's l1: 26.178\n",
"[50]\tvalid_0's poisson: -88.2802\tvalid_0's l1: 26.1203\n",
"[51]\tvalid_0's poisson: -88.4041\tvalid_0's l1: 26.0618\n",
"[52]\tvalid_0's poisson: -88.5212\tvalid_0's l1: 26.0054\n",
"[53]\tvalid_0's poisson: -88.637\tvalid_0's l1: 25.9492\n",
"[54]\tvalid_0's poisson: -88.7448\tvalid_0's l1: 25.8944\n",
"[55]\tvalid_0's poisson: -88.8581\tvalid_0's l1: 25.8389\n",
"[56]\tvalid_0's poisson: -88.9701\tvalid_0's l1: 25.7837\n",
"[57]\tvalid_0's poisson: -89.0809\tvalid_0's l1: 25.7283\n",
"[58]\tvalid_0's poisson: -89.1956\tvalid_0's l1: 25.6721\n",
"[59]\tvalid_0's poisson: -89.3035\tvalid_0's l1: 25.6179\n",
"[60]\tvalid_0's poisson: -89.4104\tvalid_0's l1: 25.5635\n",
"[61]\tvalid_0's poisson: -89.5099\tvalid_0's l1: 25.5113\n",
"[62]\tvalid_0's poisson: -89.6109\tvalid_0's l1: 25.4584\n",
"[63]\tvalid_0's poisson: -89.7107\tvalid_0's l1: 25.4057\n",
"[64]\tvalid_0's poisson: -89.8094\tvalid_0's l1: 25.3537\n",
"[65]\tvalid_0's poisson: -89.9071\tvalid_0's l1: 25.302\n",
"[66]\tvalid_0's poisson: -90.0018\tvalid_0's l1: 25.2515\n",
"[67]\tvalid_0's poisson: -90.0956\tvalid_0's l1: 25.2012\n",
"[68]\tvalid_0's poisson: -90.1883\tvalid_0's l1: 25.1511\n",
"[69]\tvalid_0's poisson: -90.28\tvalid_0's l1: 25.1011\n",
"[70]\tvalid_0's poisson: -90.3708\tvalid_0's l1: 25.0518\n",
"[71]\tvalid_0's poisson: -90.4622\tvalid_0's l1: 25.0024\n",
"[72]\tvalid_0's poisson: -90.5527\tvalid_0's l1: 24.9532\n",
"[73]\tvalid_0's poisson: -90.6421\tvalid_0's l1: 24.9043\n",
"[74]\tvalid_0's poisson: -90.736\tvalid_0's l1: 24.8543\n",
"[75]\tvalid_0's poisson: -90.8284\tvalid_0's l1: 24.8048\n",
"[76]\tvalid_0's poisson: -90.92\tvalid_0's l1: 24.7553\n",
"[77]\tvalid_0's poisson: -91.0058\tvalid_0's l1: 24.7076\n",
"[78]\tvalid_0's poisson: -91.0907\tvalid_0's l1: 24.6601\n",
"[79]\tvalid_0's poisson: -91.1748\tvalid_0's l1: 24.6129\n",
"[80]\tvalid_0's poisson: -91.2581\tvalid_0's l1: 24.5666\n",
"[81]\tvalid_0's poisson: -91.3498\tvalid_0's l1: 24.5178\n",
"[82]\tvalid_0's poisson: -91.4358\tvalid_0's l1: 24.4709\n",
"[83]\tvalid_0's poisson: -91.5261\tvalid_0's l1: 24.4225\n",
"[84]\tvalid_0's poisson: -91.6099\tvalid_0's l1: 24.3765\n",
"[85]\tvalid_0's poisson: -91.6915\tvalid_0's l1: 24.3312\n",
"[86]\tvalid_0's poisson: -91.7736\tvalid_0's l1: 24.2858\n",
"[87]\tvalid_0's poisson: -91.8536\tvalid_0's l1: 24.2409\n",
"[88]\tvalid_0's poisson: -91.9305\tvalid_0's l1: 24.1967\n",
"[89]\tvalid_0's poisson: -92.008\tvalid_0's l1: 24.152\n",
"[90]\tvalid_0's poisson: -92.0824\tvalid_0's l1: 24.1082\n",
"[91]\tvalid_0's poisson: -92.159\tvalid_0's l1: 24.0644\n",
"[92]\tvalid_0's poisson: -92.2347\tvalid_0's l1: 24.0207\n",
"[93]\tvalid_0's poisson: -92.3097\tvalid_0's l1: 23.9775\n",
"[94]\tvalid_0's poisson: -92.3821\tvalid_0's l1: 23.9351\n",
"[95]\tvalid_0's poisson: -92.4538\tvalid_0's l1: 23.8928\n",
"[96]\tvalid_0's poisson: -92.5248\tvalid_0's l1: 23.8507\n",
"[97]\tvalid_0's poisson: -92.5969\tvalid_0's l1: 23.8086\n",
"[98]\tvalid_0's poisson: -92.6664\tvalid_0's l1: 23.7674\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[99]\tvalid_0's poisson: -92.7359\tvalid_0's l1: 23.7264\n",
"[100]\tvalid_0's poisson: -92.8046\tvalid_0's l1: 23.6857\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5848\tvalid_0's l1: 29.2858\n",
"[2]\tvalid_0's poisson: -80.7907\tvalid_0's l1: 29.2149\n",
"[3]\tvalid_0's poisson: -80.9922\tvalid_0's l1: 29.1443\n",
"[4]\tvalid_0's poisson: -81.1925\tvalid_0's l1: 29.0736\n",
"[5]\tvalid_0's poisson: -81.3882\tvalid_0's l1: 29.0036\n",
"[6]\tvalid_0's poisson: -81.5826\tvalid_0's l1: 28.9335\n",
"[7]\tvalid_0's poisson: -81.7726\tvalid_0's l1: 28.8643\n",
"[8]\tvalid_0's poisson: -81.9607\tvalid_0's l1: 28.7954\n",
"[9]\tvalid_0's poisson: -82.1458\tvalid_0's l1: 28.7267\n",
"[10]\tvalid_0's poisson: -82.3282\tvalid_0's l1: 28.6583\n",
"[11]\tvalid_0's poisson: -82.5084\tvalid_0's l1: 28.5903\n",
"[12]\tvalid_0's poisson: -82.6876\tvalid_0's l1: 28.522\n",
"[13]\tvalid_0's poisson: -82.8642\tvalid_0's l1: 28.454\n",
"[14]\tvalid_0's poisson: -83.0384\tvalid_0's l1: 28.3864\n",
"[15]\tvalid_0's poisson: -83.2088\tvalid_0's l1: 28.3197\n",
"[16]\tvalid_0's poisson: -83.3786\tvalid_0's l1: 28.2528\n",
"[17]\tvalid_0's poisson: -83.5461\tvalid_0's l1: 28.1861\n",
"[18]\tvalid_0's poisson: -83.7112\tvalid_0's l1: 28.1199\n",
"[19]\tvalid_0's poisson: -83.8726\tvalid_0's l1: 28.0545\n",
"[20]\tvalid_0's poisson: -84.0337\tvalid_0's l1: 27.9889\n",
"[21]\tvalid_0's poisson: -84.1927\tvalid_0's l1: 27.9235\n",
"[22]\tvalid_0's poisson: -84.3496\tvalid_0's l1: 27.8589\n",
"[23]\tvalid_0's poisson: -84.5021\tvalid_0's l1: 27.7957\n",
"[24]\tvalid_0's poisson: -84.6658\tvalid_0's l1: 27.7291\n",
"[25]\tvalid_0's poisson: -84.8226\tvalid_0's l1: 27.664\n",
"[26]\tvalid_0's poisson: -84.9773\tvalid_0's l1: 27.5995\n",
"[27]\tvalid_0's poisson: -85.1352\tvalid_0's l1: 27.5341\n",
"[28]\tvalid_0's poisson: -85.2958\tvalid_0's l1: 27.4681\n",
"[29]\tvalid_0's poisson: -85.4498\tvalid_0's l1: 27.4044\n",
"[30]\tvalid_0's poisson: -85.6017\tvalid_0's l1: 27.3409\n",
"[31]\tvalid_0's poisson: -85.7516\tvalid_0's l1: 27.2778\n",
"[32]\tvalid_0's poisson: -85.8952\tvalid_0's l1: 27.2151\n",
"[33]\tvalid_0's poisson: -86.0412\tvalid_0's l1: 27.1526\n",
"[34]\tvalid_0's poisson: -86.1811\tvalid_0's l1: 27.0909\n",
"[35]\tvalid_0's poisson: -86.3196\tvalid_0's l1: 27.0291\n",
"[36]\tvalid_0's poisson: -86.4564\tvalid_0's l1: 26.9681\n",
"[37]\tvalid_0's poisson: -86.5914\tvalid_0's l1: 26.907\n",
"[38]\tvalid_0's poisson: -86.7251\tvalid_0's l1: 26.8467\n",
"[39]\tvalid_0's poisson: -86.8651\tvalid_0's l1: 26.7847\n",
"[40]\tvalid_0's poisson: -87.0033\tvalid_0's l1: 26.723\n",
"[41]\tvalid_0's poisson: -87.1361\tvalid_0's l1: 26.6623\n",
"[42]\tvalid_0's poisson: -87.2673\tvalid_0's l1: 26.6019\n",
"[43]\tvalid_0's poisson: -87.3969\tvalid_0's l1: 26.542\n",
"[44]\tvalid_0's poisson: -87.5249\tvalid_0's l1: 26.4824\n",
"[45]\tvalid_0's poisson: -87.6514\tvalid_0's l1: 26.423\n",
"[46]\tvalid_0's poisson: -87.7764\tvalid_0's l1: 26.3638\n",
"[47]\tvalid_0's poisson: -87.8999\tvalid_0's l1: 26.3049\n",
"[48]\tvalid_0's poisson: -88.0269\tvalid_0's l1: 26.245\n",
"[49]\tvalid_0's poisson: -88.1471\tvalid_0's l1: 26.1871\n",
"[50]\tvalid_0's poisson: -88.2708\tvalid_0's l1: 26.1284\n",
"[51]\tvalid_0's poisson: -88.3881\tvalid_0's l1: 26.0715\n",
"[52]\tvalid_0's poisson: -88.5041\tvalid_0's l1: 26.0148\n",
"[53]\tvalid_0's poisson: -88.6187\tvalid_0's l1: 25.9585\n",
"[54]\tvalid_0's poisson: -88.7374\tvalid_0's l1: 25.9008\n",
"[55]\tvalid_0's poisson: -88.8492\tvalid_0's l1: 25.8457\n",
"[56]\tvalid_0's poisson: -88.9598\tvalid_0's l1: 25.7905\n",
"[57]\tvalid_0's poisson: -89.0743\tvalid_0's l1: 25.7342\n",
"[58]\tvalid_0's poisson: -89.1822\tvalid_0's l1: 25.68\n",
"[59]\tvalid_0's poisson: -89.2888\tvalid_0's l1: 25.626\n",
"[60]\tvalid_0's poisson: -89.3974\tvalid_0's l1: 25.5716\n",
"[61]\tvalid_0's poisson: -89.5019\tvalid_0's l1: 25.5181\n",
"[62]\tvalid_0's poisson: -89.6084\tvalid_0's l1: 25.4643\n",
"[63]\tvalid_0's poisson: -89.7085\tvalid_0's l1: 25.4117\n",
"[64]\tvalid_0's poisson: -89.807\tvalid_0's l1: 25.36\n",
"[65]\tvalid_0's poisson: -89.9045\tvalid_0's l1: 25.3085\n",
"[66]\tvalid_0's poisson: -90.0008\tvalid_0's l1: 25.2573\n",
"[67]\tvalid_0's poisson: -90.0963\tvalid_0's l1: 25.2062\n",
"[68]\tvalid_0's poisson: -90.1983\tvalid_0's l1: 25.1539\n",
"[69]\tvalid_0's poisson: -90.2991\tvalid_0's l1: 25.1019\n",
"[70]\tvalid_0's poisson: -90.3897\tvalid_0's l1: 25.0529\n",
"[71]\tvalid_0's poisson: -90.4792\tvalid_0's l1: 25.0042\n",
"[72]\tvalid_0's poisson: -90.5684\tvalid_0's l1: 24.955\n",
"[73]\tvalid_0's poisson: -90.659\tvalid_0's l1: 24.9056\n",
"[74]\tvalid_0's poisson: -90.7487\tvalid_0's l1: 24.8564\n",
"[75]\tvalid_0's poisson: -90.84\tvalid_0's l1: 24.8068\n",
"[76]\tvalid_0's poisson: -90.9281\tvalid_0's l1: 24.7578\n",
"[77]\tvalid_0's poisson: -91.0142\tvalid_0's l1: 24.7101\n",
"[78]\tvalid_0's poisson: -91.1001\tvalid_0's l1: 24.6628\n",
"[79]\tvalid_0's poisson: -91.1826\tvalid_0's l1: 24.6159\n",
"[80]\tvalid_0's poisson: -91.2643\tvalid_0's l1: 24.5695\n",
"[81]\tvalid_0's poisson: -91.3449\tvalid_0's l1: 24.5234\n",
"[82]\tvalid_0's poisson: -91.4246\tvalid_0's l1: 24.4775\n",
"[83]\tvalid_0's poisson: -91.5126\tvalid_0's l1: 24.4294\n",
"[84]\tvalid_0's poisson: -91.5938\tvalid_0's l1: 24.3836\n",
"[85]\tvalid_0's poisson: -91.677\tvalid_0's l1: 24.3371\n",
"[86]\tvalid_0's poisson: -91.7539\tvalid_0's l1: 24.2923\n",
"[87]\tvalid_0's poisson: -91.8388\tvalid_0's l1: 24.2452\n",
"[88]\tvalid_0's poisson: -91.9228\tvalid_0's l1: 24.1984\n",
"[89]\tvalid_0's poisson: -91.9972\tvalid_0's l1: 24.1541\n",
"[90]\tvalid_0's poisson: -92.0708\tvalid_0's l1: 24.1102\n",
"[91]\tvalid_0's poisson: -92.1441\tvalid_0's l1: 24.0669\n",
"[92]\tvalid_0's poisson: -92.2154\tvalid_0's l1: 24.0244\n",
"[93]\tvalid_0's poisson: -92.2962\tvalid_0's l1: 23.9798\n",
"[94]\tvalid_0's poisson: -92.3763\tvalid_0's l1: 23.9353\n",
"[95]\tvalid_0's poisson: -92.4555\tvalid_0's l1: 23.8911\n",
"[96]\tvalid_0's poisson: -92.5266\tvalid_0's l1: 23.8485\n",
"[97]\tvalid_0's poisson: -92.6012\tvalid_0's l1: 23.8053\n",
"[98]\tvalid_0's poisson: -92.6811\tvalid_0's l1: 23.7602\n",
"[99]\tvalid_0's poisson: -92.757\tvalid_0's l1: 23.7162\n",
"[100]\tvalid_0's poisson: -92.8337\tvalid_0's l1: 23.6727\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5849\tvalid_0's l1: 29.2856\n",
"[2]\tvalid_0's poisson: -80.7845\tvalid_0's l1: 29.2153\n",
"[3]\tvalid_0's poisson: -80.9813\tvalid_0's l1: 29.1453\n",
"[4]\tvalid_0's poisson: -81.1752\tvalid_0's l1: 29.0755\n",
"[5]\tvalid_0's poisson: -81.3664\tvalid_0's l1: 29.0061\n",
"[6]\tvalid_0's poisson: -81.5549\tvalid_0's l1: 28.9368\n",
"[7]\tvalid_0's poisson: -81.7408\tvalid_0's l1: 28.868\n",
"[8]\tvalid_0's poisson: -81.9308\tvalid_0's l1: 28.7984\n",
"[9]\tvalid_0's poisson: -82.1182\tvalid_0's l1: 28.729\n",
"[10]\tvalid_0's poisson: -82.3029\tvalid_0's l1: 28.6598\n",
"[11]\tvalid_0's poisson: -82.4845\tvalid_0's l1: 28.5912\n",
"[12]\tvalid_0's poisson: -82.664\tvalid_0's l1: 28.5226\n",
"[13]\tvalid_0's poisson: -82.8405\tvalid_0's l1: 28.4545\n",
"[14]\tvalid_0's poisson: -83.0189\tvalid_0's l1: 28.3865\n",
"[15]\tvalid_0's poisson: -83.1881\tvalid_0's l1: 28.3201\n",
"[16]\tvalid_0's poisson: -83.3616\tvalid_0's l1: 28.2526\n",
"[17]\tvalid_0's poisson: -83.5327\tvalid_0's l1: 28.1854\n",
"[18]\tvalid_0's poisson: -83.7014\tvalid_0's l1: 28.1186\n",
"[19]\tvalid_0's poisson: -83.8614\tvalid_0's l1: 28.0535\n",
"[20]\tvalid_0's poisson: -84.0257\tvalid_0's l1: 27.9873\n",
"[21]\tvalid_0's poisson: -84.1877\tvalid_0's l1: 27.9219\n",
"[22]\tvalid_0's poisson: -84.3476\tvalid_0's l1: 27.8567\n",
"[23]\tvalid_0's poisson: -84.4992\tvalid_0's l1: 27.7931\n",
"[24]\tvalid_0's poisson: -84.6549\tvalid_0's l1: 27.7285\n",
"[25]\tvalid_0's poisson: -84.8086\tvalid_0's l1: 27.6642\n",
"[26]\tvalid_0's poisson: -84.9602\tvalid_0's l1: 27.6005\n",
"[27]\tvalid_0's poisson: -85.1162\tvalid_0's l1: 27.5356\n",
"[28]\tvalid_0's poisson: -85.2584\tvalid_0's l1: 27.4738\n",
"[29]\tvalid_0's poisson: -85.4047\tvalid_0's l1: 27.4113\n",
"[30]\tvalid_0's poisson: -85.5552\tvalid_0's l1: 27.3476\n",
"[31]\tvalid_0's poisson: -85.6981\tvalid_0's l1: 27.2854\n",
"[32]\tvalid_0's poisson: -85.8323\tvalid_0's l1: 27.2252\n",
"[33]\tvalid_0's poisson: -85.9718\tvalid_0's l1: 27.1638\n",
"[34]\tvalid_0's poisson: -86.1095\tvalid_0's l1: 27.1027\n",
"[35]\tvalid_0's poisson: -86.251\tvalid_0's l1: 27.0409\n",
"[36]\tvalid_0's poisson: -86.3906\tvalid_0's l1: 26.9795\n",
"[37]\tvalid_0's poisson: -86.5285\tvalid_0's l1: 26.9184\n",
"[38]\tvalid_0's poisson: -86.6646\tvalid_0's l1: 26.8578\n",
"[39]\tvalid_0's poisson: -86.799\tvalid_0's l1: 26.7977\n",
"[40]\tvalid_0's poisson: -86.9213\tvalid_0's l1: 26.7405\n",
"[41]\tvalid_0's poisson: -87.0576\tvalid_0's l1: 26.6796\n",
"[42]\tvalid_0's poisson: -87.1875\tvalid_0's l1: 26.6203\n",
"[43]\tvalid_0's poisson: -87.3158\tvalid_0's l1: 26.5614\n",
"[44]\tvalid_0's poisson: -87.4424\tvalid_0's l1: 26.5023\n",
"[45]\tvalid_0's poisson: -87.5675\tvalid_0's l1: 26.4437\n",
"[46]\tvalid_0's poisson: -87.6903\tvalid_0's l1: 26.3862\n",
"[47]\tvalid_0's poisson: -87.8124\tvalid_0's l1: 26.3281\n",
"[48]\tvalid_0's poisson: -87.9323\tvalid_0's l1: 26.2711\n",
"[49]\tvalid_0's poisson: -88.0454\tvalid_0's l1: 26.2153\n",
"[50]\tvalid_0's poisson: -88.1602\tvalid_0's l1: 26.1595\n",
"[51]\tvalid_0's poisson: -88.2736\tvalid_0's l1: 26.104\n",
"[52]\tvalid_0's poisson: -88.391\tvalid_0's l1: 26.0476\n",
"[53]\tvalid_0's poisson: -88.5011\tvalid_0's l1: 25.9932\n",
"[54]\tvalid_0's poisson: -88.6159\tvalid_0's l1: 25.9372\n",
"[55]\tvalid_0's poisson: -88.7246\tvalid_0's l1: 25.8829\n",
"[56]\tvalid_0's poisson: -88.8387\tvalid_0's l1: 25.8273\n",
"[57]\tvalid_0's poisson: -88.9488\tvalid_0's l1: 25.7725\n",
"[58]\tvalid_0's poisson: -89.0569\tvalid_0's l1: 25.7184\n",
"[59]\tvalid_0's poisson: -89.1608\tvalid_0's l1: 25.6655\n",
"[60]\tvalid_0's poisson: -89.2637\tvalid_0's l1: 25.6126\n",
"[61]\tvalid_0's poisson: -89.3655\tvalid_0's l1: 25.5605\n",
"[62]\tvalid_0's poisson: -89.4693\tvalid_0's l1: 25.5079\n",
"[63]\tvalid_0's poisson: -89.5687\tvalid_0's l1: 25.4559\n",
"[64]\tvalid_0's poisson: -89.6703\tvalid_0's l1: 25.4039\n",
"[65]\tvalid_0's poisson: -89.7682\tvalid_0's l1: 25.353\n",
"[66]\tvalid_0's poisson: -89.865\tvalid_0's l1: 25.3023\n",
"[67]\tvalid_0's poisson: -89.9608\tvalid_0's l1: 25.2519\n",
"[68]\tvalid_0's poisson: -90.052\tvalid_0's l1: 25.2025\n",
"[69]\tvalid_0's poisson: -90.1447\tvalid_0's l1: 25.1528\n",
"[70]\tvalid_0's poisson: -90.2364\tvalid_0's l1: 25.1034\n",
"[71]\tvalid_0's poisson: -90.3275\tvalid_0's l1: 25.054\n",
"[72]\tvalid_0's poisson: -90.4202\tvalid_0's l1: 25.0051\n",
"[73]\tvalid_0's poisson: -90.509\tvalid_0's l1: 24.9571\n",
"[74]\tvalid_0's poisson: -90.6001\tvalid_0's l1: 24.9091\n",
"[75]\tvalid_0's poisson: -90.6919\tvalid_0's l1: 24.8605\n",
"[76]\tvalid_0's poisson: -90.7828\tvalid_0's l1: 24.8122\n",
"[77]\tvalid_0's poisson: -90.8729\tvalid_0's l1: 24.7637\n",
"[78]\tvalid_0's poisson: -90.9622\tvalid_0's l1: 24.7156\n",
"[79]\tvalid_0's poisson: -91.0517\tvalid_0's l1: 24.6674\n",
"[80]\tvalid_0's poisson: -91.1403\tvalid_0's l1: 24.6195\n",
"[81]\tvalid_0's poisson: -91.224\tvalid_0's l1: 24.5731\n",
"[82]\tvalid_0's poisson: -91.3066\tvalid_0's l1: 24.5269\n",
"[83]\tvalid_0's poisson: -91.3886\tvalid_0's l1: 24.4809\n",
"[84]\tvalid_0's poisson: -91.4737\tvalid_0's l1: 24.4339\n",
"[85]\tvalid_0's poisson: -91.5534\tvalid_0's l1: 24.3887\n",
"[86]\tvalid_0's poisson: -91.6321\tvalid_0's l1: 24.3442\n",
"[87]\tvalid_0's poisson: -91.7101\tvalid_0's l1: 24.3\n",
"[88]\tvalid_0's poisson: -91.7871\tvalid_0's l1: 24.2563\n",
"[89]\tvalid_0's poisson: -91.8634\tvalid_0's l1: 24.2129\n",
"[90]\tvalid_0's poisson: -91.9396\tvalid_0's l1: 24.1689\n",
"[91]\tvalid_0's poisson: -92.0227\tvalid_0's l1: 24.1233\n",
"[92]\tvalid_0's poisson: -92.1038\tvalid_0's l1: 24.0778\n",
"[93]\tvalid_0's poisson: -92.1767\tvalid_0's l1: 24.0354\n",
"[94]\tvalid_0's poisson: -92.2488\tvalid_0's l1: 23.9934\n",
"[95]\tvalid_0's poisson: -92.3202\tvalid_0's l1: 23.9515\n",
"[96]\tvalid_0's poisson: -92.3911\tvalid_0's l1: 23.9097\n",
"[97]\tvalid_0's poisson: -92.4621\tvalid_0's l1: 23.868\n",
"[98]\tvalid_0's poisson: -92.5351\tvalid_0's l1: 23.8254\n",
"[99]\tvalid_0's poisson: -92.6033\tvalid_0's l1: 23.7845\n",
"[100]\tvalid_0's poisson: -92.6716\tvalid_0's l1: 23.7433\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.5731\tvalid_0's l1: 29.2897\n",
"[2]\tvalid_0's poisson: -80.7609\tvalid_0's l1: 29.2237\n",
"[3]\tvalid_0's poisson: -80.9461\tvalid_0's l1: 29.1581\n",
"[4]\tvalid_0's poisson: -81.1287\tvalid_0's l1: 29.0927\n",
"[5]\tvalid_0's poisson: -81.3087\tvalid_0's l1: 29.0275\n",
"[6]\tvalid_0's poisson: -81.4863\tvalid_0's l1: 28.9626\n",
"[7]\tvalid_0's poisson: -81.6614\tvalid_0's l1: 28.898\n",
"[8]\tvalid_0's poisson: -81.8341\tvalid_0's l1: 28.8342\n",
"[9]\tvalid_0's poisson: -82.0113\tvalid_0's l1: 28.7693\n",
"[10]\tvalid_0's poisson: -82.186\tvalid_0's l1: 28.7045\n",
"[11]\tvalid_0's poisson: -82.3583\tvalid_0's l1: 28.6401\n",
"[12]\tvalid_0's poisson: -82.5282\tvalid_0's l1: 28.5759\n",
"[13]\tvalid_0's poisson: -82.6957\tvalid_0's l1: 28.5119\n",
"[14]\tvalid_0's poisson: -82.861\tvalid_0's l1: 28.4485\n",
"[15]\tvalid_0's poisson: -83.0214\tvalid_0's l1: 28.3862\n",
"[16]\tvalid_0's poisson: -83.1798\tvalid_0's l1: 28.3242\n",
"[17]\tvalid_0's poisson: -83.3361\tvalid_0's l1: 28.2625\n",
"[18]\tvalid_0's poisson: -83.4902\tvalid_0's l1: 28.2013\n",
"[19]\tvalid_0's poisson: -83.6423\tvalid_0's l1: 28.1403\n",
"[20]\tvalid_0's poisson: -83.7925\tvalid_0's l1: 28.0795\n",
"[21]\tvalid_0's poisson: -83.9409\tvalid_0's l1: 28.0193\n",
"[22]\tvalid_0's poisson: -84.0917\tvalid_0's l1: 27.9583\n",
"[23]\tvalid_0's poisson: -84.2405\tvalid_0's l1: 27.8976\n",
"[24]\tvalid_0's poisson: -84.3874\tvalid_0's l1: 27.8372\n",
"[25]\tvalid_0's poisson: -84.5323\tvalid_0's l1: 27.777\n",
"[26]\tvalid_0's poisson: -84.6754\tvalid_0's l1: 27.717\n",
"[27]\tvalid_0's poisson: -84.8167\tvalid_0's l1: 27.6573\n",
"[28]\tvalid_0's poisson: -84.9561\tvalid_0's l1: 27.5982\n",
"[29]\tvalid_0's poisson: -85.0972\tvalid_0's l1: 27.54\n",
"[30]\tvalid_0's poisson: -85.2364\tvalid_0's l1: 27.482\n",
"[31]\tvalid_0's poisson: -85.3739\tvalid_0's l1: 27.4243\n",
"[32]\tvalid_0's poisson: -85.5097\tvalid_0's l1: 27.3668\n",
"[33]\tvalid_0's poisson: -85.645\tvalid_0's l1: 27.3092\n",
"[34]\tvalid_0's poisson: -85.7786\tvalid_0's l1: 27.2518\n",
"[35]\tvalid_0's poisson: -85.9106\tvalid_0's l1: 27.195\n",
"[36]\tvalid_0's poisson: -86.0376\tvalid_0's l1: 27.1395\n",
"[37]\tvalid_0's poisson: -86.1663\tvalid_0's l1: 27.0836\n",
"[38]\tvalid_0's poisson: -86.2933\tvalid_0's l1: 27.028\n",
"[39]\tvalid_0's poisson: -86.4189\tvalid_0's l1: 26.9726\n",
"[40]\tvalid_0's poisson: -86.5445\tvalid_0's l1: 26.9162\n",
"[41]\tvalid_0's poisson: -86.6677\tvalid_0's l1: 26.8604\n",
"[42]\tvalid_0's poisson: -86.7894\tvalid_0's l1: 26.8052\n",
"[43]\tvalid_0's poisson: -86.9097\tvalid_0's l1: 26.7504\n",
"[44]\tvalid_0's poisson: -87.0285\tvalid_0's l1: 26.6961\n",
"[45]\tvalid_0's poisson: -87.1439\tvalid_0's l1: 26.6433\n",
"[46]\tvalid_0's poisson: -87.258\tvalid_0's l1: 26.5907\n",
"[47]\tvalid_0's poisson: -87.3727\tvalid_0's l1: 26.5371\n",
"[48]\tvalid_0's poisson: -87.4861\tvalid_0's l1: 26.4837\n",
"[49]\tvalid_0's poisson: -87.5981\tvalid_0's l1: 26.4306\n",
"[50]\tvalid_0's poisson: -87.7088\tvalid_0's l1: 26.3781\n",
"[51]\tvalid_0's poisson: -87.8183\tvalid_0's l1: 26.3259\n",
"[52]\tvalid_0's poisson: -87.9264\tvalid_0's l1: 26.274\n",
"[53]\tvalid_0's poisson: -88.0334\tvalid_0's l1: 26.2225\n",
"[54]\tvalid_0's poisson: -88.139\tvalid_0's l1: 26.1712\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[55]\tvalid_0's poisson: -88.2435\tvalid_0's l1: 26.1202\n",
"[56]\tvalid_0's poisson: -88.3467\tvalid_0's l1: 26.0696\n",
"[57]\tvalid_0's poisson: -88.4443\tvalid_0's l1: 26.0212\n",
"[58]\tvalid_0's poisson: -88.5407\tvalid_0's l1: 25.973\n",
"[59]\tvalid_0's poisson: -88.6361\tvalid_0's l1: 25.925\n",
"[60]\tvalid_0's poisson: -88.735\tvalid_0's l1: 25.8759\n",
"[61]\tvalid_0's poisson: -88.8307\tvalid_0's l1: 25.8277\n",
"[62]\tvalid_0's poisson: -88.9253\tvalid_0's l1: 25.7796\n",
"[63]\tvalid_0's poisson: -89.0189\tvalid_0's l1: 25.7317\n",
"[64]\tvalid_0's poisson: -89.1127\tvalid_0's l1: 25.6846\n",
"[65]\tvalid_0's poisson: -89.2066\tvalid_0's l1: 25.6369\n",
"[66]\tvalid_0's poisson: -89.2984\tvalid_0's l1: 25.5904\n",
"[67]\tvalid_0's poisson: -89.3922\tvalid_0's l1: 25.5432\n",
"[68]\tvalid_0's poisson: -89.4809\tvalid_0's l1: 25.4969\n",
"[69]\tvalid_0's poisson: -89.5726\tvalid_0's l1: 25.4502\n",
"[70]\tvalid_0's poisson: -89.6596\tvalid_0's l1: 25.4042\n",
"[71]\tvalid_0's poisson: -89.7497\tvalid_0's l1: 25.3582\n",
"[72]\tvalid_0's poisson: -89.8349\tvalid_0's l1: 25.3132\n",
"[73]\tvalid_0's poisson: -89.9195\tvalid_0's l1: 25.2683\n",
"[74]\tvalid_0's poisson: -90.007\tvalid_0's l1: 25.2231\n",
"[75]\tvalid_0's poisson: -90.0937\tvalid_0's l1: 25.1782\n",
"[76]\tvalid_0's poisson: -90.1787\tvalid_0's l1: 25.1335\n",
"[77]\tvalid_0's poisson: -90.2628\tvalid_0's l1: 25.0892\n",
"[78]\tvalid_0's poisson: -90.3466\tvalid_0's l1: 25.0445\n",
"[79]\tvalid_0's poisson: -90.4304\tvalid_0's l1: 25.0004\n",
"[80]\tvalid_0's poisson: -90.5134\tvalid_0's l1: 24.9566\n",
"[81]\tvalid_0's poisson: -90.5948\tvalid_0's l1: 24.9137\n",
"[82]\tvalid_0's poisson: -90.6753\tvalid_0's l1: 24.871\n",
"[83]\tvalid_0's poisson: -90.7558\tvalid_0's l1: 24.828\n",
"[84]\tvalid_0's poisson: -90.8316\tvalid_0's l1: 24.7861\n",
"[85]\tvalid_0's poisson: -90.9063\tvalid_0's l1: 24.7448\n",
"[86]\tvalid_0's poisson: -90.9847\tvalid_0's l1: 24.7027\n",
"[87]\tvalid_0's poisson: -91.0579\tvalid_0's l1: 24.6622\n",
"[88]\tvalid_0's poisson: -91.1307\tvalid_0's l1: 24.6217\n",
"[89]\tvalid_0's poisson: -91.2028\tvalid_0's l1: 24.5812\n",
"[90]\tvalid_0's poisson: -91.2741\tvalid_0's l1: 24.541\n",
"[91]\tvalid_0's poisson: -91.3447\tvalid_0's l1: 24.5011\n",
"[92]\tvalid_0's poisson: -91.4147\tvalid_0's l1: 24.4614\n",
"[93]\tvalid_0's poisson: -91.4874\tvalid_0's l1: 24.4215\n",
"[94]\tvalid_0's poisson: -91.5595\tvalid_0's l1: 24.382\n",
"[95]\tvalid_0's poisson: -91.6309\tvalid_0's l1: 24.3428\n",
"[96]\tvalid_0's poisson: -91.7015\tvalid_0's l1: 24.3038\n",
"[97]\tvalid_0's poisson: -91.7703\tvalid_0's l1: 24.266\n",
"[98]\tvalid_0's poisson: -91.8364\tvalid_0's l1: 24.2276\n",
"[99]\tvalid_0's poisson: -91.9051\tvalid_0's l1: 24.1887\n",
"[100]\tvalid_0's poisson: -91.9732\tvalid_0's l1: 24.1504\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.5777\tvalid_0's l1: 29.2887\n",
"[2]\tvalid_0's poisson: -80.7703\tvalid_0's l1: 29.2214\n",
"[3]\tvalid_0's poisson: -80.9601\tvalid_0's l1: 29.1545\n",
"[4]\tvalid_0's poisson: -81.1471\tvalid_0's l1: 29.0878\n",
"[5]\tvalid_0's poisson: -81.3316\tvalid_0's l1: 29.0214\n",
"[6]\tvalid_0's poisson: -81.5134\tvalid_0's l1: 28.9552\n",
"[7]\tvalid_0's poisson: -81.6927\tvalid_0's l1: 28.8894\n",
"[8]\tvalid_0's poisson: -81.8709\tvalid_0's l1: 28.8239\n",
"[9]\tvalid_0's poisson: -82.0466\tvalid_0's l1: 28.7586\n",
"[10]\tvalid_0's poisson: -82.22\tvalid_0's l1: 28.6936\n",
"[11]\tvalid_0's poisson: -82.3909\tvalid_0's l1: 28.6289\n",
"[12]\tvalid_0's poisson: -82.5595\tvalid_0's l1: 28.5644\n",
"[13]\tvalid_0's poisson: -82.7257\tvalid_0's l1: 28.5001\n",
"[14]\tvalid_0's poisson: -82.8898\tvalid_0's l1: 28.4365\n",
"[15]\tvalid_0's poisson: -83.0623\tvalid_0's l1: 28.3714\n",
"[16]\tvalid_0's poisson: -83.2302\tvalid_0's l1: 28.3074\n",
"[17]\tvalid_0's poisson: -83.3958\tvalid_0's l1: 28.2437\n",
"[18]\tvalid_0's poisson: -83.5589\tvalid_0's l1: 28.1807\n",
"[19]\tvalid_0's poisson: -83.7197\tvalid_0's l1: 28.1178\n",
"[20]\tvalid_0's poisson: -83.8784\tvalid_0's l1: 28.0553\n",
"[21]\tvalid_0's poisson: -84.0372\tvalid_0's l1: 27.9927\n",
"[22]\tvalid_0's poisson: -84.1939\tvalid_0's l1: 27.9303\n",
"[23]\tvalid_0's poisson: -84.3484\tvalid_0's l1: 27.8683\n",
"[24]\tvalid_0's poisson: -84.5009\tvalid_0's l1: 27.8064\n",
"[25]\tvalid_0's poisson: -84.6514\tvalid_0's l1: 27.7448\n",
"[26]\tvalid_0's poisson: -84.7979\tvalid_0's l1: 27.6843\n",
"[27]\tvalid_0's poisson: -84.9425\tvalid_0's l1: 27.6247\n",
"[28]\tvalid_0's poisson: -85.0885\tvalid_0's l1: 27.565\n",
"[29]\tvalid_0's poisson: -85.2327\tvalid_0's l1: 27.5056\n",
"[30]\tvalid_0's poisson: -85.3749\tvalid_0's l1: 27.4463\n",
"[31]\tvalid_0's poisson: -85.5153\tvalid_0's l1: 27.3873\n",
"[32]\tvalid_0's poisson: -85.6539\tvalid_0's l1: 27.3286\n",
"[33]\tvalid_0's poisson: -85.7907\tvalid_0's l1: 27.2703\n",
"[34]\tvalid_0's poisson: -85.9198\tvalid_0's l1: 27.2134\n",
"[35]\tvalid_0's poisson: -86.0473\tvalid_0's l1: 27.1568\n",
"[36]\tvalid_0's poisson: -86.1734\tvalid_0's l1: 27.1004\n",
"[37]\tvalid_0's poisson: -86.3006\tvalid_0's l1: 27.0445\n",
"[38]\tvalid_0's poisson: -86.4262\tvalid_0's l1: 26.9888\n",
"[39]\tvalid_0's poisson: -86.5503\tvalid_0's l1: 26.9333\n",
"[40]\tvalid_0's poisson: -86.6728\tvalid_0's l1: 26.8782\n",
"[41]\tvalid_0's poisson: -86.7939\tvalid_0's l1: 26.8236\n",
"[42]\tvalid_0's poisson: -86.9164\tvalid_0's l1: 26.7688\n",
"[43]\tvalid_0's poisson: -87.0374\tvalid_0's l1: 26.7143\n",
"[44]\tvalid_0's poisson: -87.154\tvalid_0's l1: 26.6609\n",
"[45]\tvalid_0's poisson: -87.2693\tvalid_0's l1: 26.6077\n",
"[46]\tvalid_0's poisson: -87.3832\tvalid_0's l1: 26.5547\n",
"[47]\tvalid_0's poisson: -87.4957\tvalid_0's l1: 26.5022\n",
"[48]\tvalid_0's poisson: -87.6098\tvalid_0's l1: 26.4494\n",
"[49]\tvalid_0's poisson: -87.7225\tvalid_0's l1: 26.3967\n",
"[50]\tvalid_0's poisson: -87.8339\tvalid_0's l1: 26.3443\n",
"[51]\tvalid_0's poisson: -87.9391\tvalid_0's l1: 26.2926\n",
"[52]\tvalid_0's poisson: -88.0433\tvalid_0's l1: 26.2412\n",
"[53]\tvalid_0's poisson: -88.1462\tvalid_0's l1: 26.1899\n",
"[54]\tvalid_0's poisson: -88.248\tvalid_0's l1: 26.139\n",
"[55]\tvalid_0's poisson: -88.3486\tvalid_0's l1: 26.0894\n",
"[56]\tvalid_0's poisson: -88.4533\tvalid_0's l1: 26.0377\n",
"[57]\tvalid_0's poisson: -88.5517\tvalid_0's l1: 25.9887\n",
"[58]\tvalid_0's poisson: -88.6545\tvalid_0's l1: 25.9377\n",
"[59]\tvalid_0's poisson: -88.7561\tvalid_0's l1: 25.8869\n",
"[60]\tvalid_0's poisson: -88.8512\tvalid_0's l1: 25.8386\n",
"[61]\tvalid_0's poisson: -88.9509\tvalid_0's l1: 25.7881\n",
"[62]\tvalid_0's poisson: -89.0489\tvalid_0's l1: 25.7386\n",
"[63]\tvalid_0's poisson: -89.1458\tvalid_0's l1: 25.6894\n",
"[64]\tvalid_0's poisson: -89.2417\tvalid_0's l1: 25.6407\n",
"[65]\tvalid_0's poisson: -89.3365\tvalid_0's l1: 25.5924\n",
"[66]\tvalid_0's poisson: -89.4301\tvalid_0's l1: 25.545\n",
"[67]\tvalid_0's poisson: -89.5183\tvalid_0's l1: 25.4984\n",
"[68]\tvalid_0's poisson: -89.6097\tvalid_0's l1: 25.4517\n",
"[69]\tvalid_0's poisson: -89.6958\tvalid_0's l1: 25.4062\n",
"[70]\tvalid_0's poisson: -89.7802\tvalid_0's l1: 25.3619\n",
"[71]\tvalid_0's poisson: -89.8638\tvalid_0's l1: 25.3177\n",
"[72]\tvalid_0's poisson: -89.9466\tvalid_0's l1: 25.2737\n",
"[73]\tvalid_0's poisson: -90.0285\tvalid_0's l1: 25.2299\n",
"[74]\tvalid_0's poisson: -90.1104\tvalid_0's l1: 25.1856\n",
"[75]\tvalid_0's poisson: -90.1915\tvalid_0's l1: 25.1414\n",
"[76]\tvalid_0's poisson: -90.2717\tvalid_0's l1: 25.0974\n",
"[77]\tvalid_0's poisson: -90.3512\tvalid_0's l1: 25.0538\n",
"[78]\tvalid_0's poisson: -90.4306\tvalid_0's l1: 25.0105\n",
"[79]\tvalid_0's poisson: -90.5091\tvalid_0's l1: 24.9675\n",
"[80]\tvalid_0's poisson: -90.5868\tvalid_0's l1: 24.9247\n",
"[81]\tvalid_0's poisson: -90.6632\tvalid_0's l1: 24.8824\n",
"[82]\tvalid_0's poisson: -90.7388\tvalid_0's l1: 24.8402\n",
"[83]\tvalid_0's poisson: -90.8202\tvalid_0's l1: 24.7956\n",
"[84]\tvalid_0's poisson: -90.9007\tvalid_0's l1: 24.7511\n",
"[85]\tvalid_0's poisson: -90.9801\tvalid_0's l1: 24.7087\n",
"[86]\tvalid_0's poisson: -91.0587\tvalid_0's l1: 24.6664\n",
"[87]\tvalid_0's poisson: -91.1367\tvalid_0's l1: 24.6232\n",
"[88]\tvalid_0's poisson: -91.2139\tvalid_0's l1: 24.5803\n",
"[89]\tvalid_0's poisson: -91.2857\tvalid_0's l1: 24.5395\n",
"[90]\tvalid_0's poisson: -91.3581\tvalid_0's l1: 24.4986\n",
"[91]\tvalid_0's poisson: -91.433\tvalid_0's l1: 24.4569\n",
"[92]\tvalid_0's poisson: -91.5039\tvalid_0's l1: 24.4171\n",
"[93]\tvalid_0's poisson: -91.5761\tvalid_0's l1: 24.3781\n",
"[94]\tvalid_0's poisson: -91.6444\tvalid_0's l1: 24.3395\n",
"[95]\tvalid_0's poisson: -91.7154\tvalid_0's l1: 24.3007\n",
"[96]\tvalid_0's poisson: -91.7827\tvalid_0's l1: 24.2623\n",
"[97]\tvalid_0's poisson: -91.8526\tvalid_0's l1: 24.2239\n",
"[98]\tvalid_0's poisson: -91.9227\tvalid_0's l1: 24.1846\n",
"[99]\tvalid_0's poisson: -91.9921\tvalid_0's l1: 24.1455\n",
"[100]\tvalid_0's poisson: -92.0608\tvalid_0's l1: 24.1072\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.5784\tvalid_0's l1: 29.2881\n",
"[2]\tvalid_0's poisson: -80.7714\tvalid_0's l1: 29.2207\n",
"[3]\tvalid_0's poisson: -80.9619\tvalid_0's l1: 29.1532\n",
"[4]\tvalid_0's poisson: -81.1496\tvalid_0's l1: 29.0859\n",
"[5]\tvalid_0's poisson: -81.3347\tvalid_0's l1: 29.0189\n",
"[6]\tvalid_0's poisson: -81.5172\tvalid_0's l1: 28.9522\n",
"[7]\tvalid_0's poisson: -81.6972\tvalid_0's l1: 28.8859\n",
"[8]\tvalid_0's poisson: -81.8746\tvalid_0's l1: 28.8203\n",
"[9]\tvalid_0's poisson: -82.0496\tvalid_0's l1: 28.755\n",
"[10]\tvalid_0's poisson: -82.2223\tvalid_0's l1: 28.69\n",
"[11]\tvalid_0's poisson: -82.3925\tvalid_0's l1: 28.6252\n",
"[12]\tvalid_0's poisson: -82.5605\tvalid_0's l1: 28.5607\n",
"[13]\tvalid_0's poisson: -82.7262\tvalid_0's l1: 28.4964\n",
"[14]\tvalid_0's poisson: -82.8898\tvalid_0's l1: 28.4326\n",
"[15]\tvalid_0's poisson: -83.0534\tvalid_0's l1: 28.3696\n",
"[16]\tvalid_0's poisson: -83.2147\tvalid_0's l1: 28.3068\n",
"[17]\tvalid_0's poisson: -83.374\tvalid_0's l1: 28.2442\n",
"[18]\tvalid_0's poisson: -83.5308\tvalid_0's l1: 28.1823\n",
"[19]\tvalid_0's poisson: -83.6856\tvalid_0's l1: 28.1205\n",
"[20]\tvalid_0's poisson: -83.8384\tvalid_0's l1: 28.0591\n",
"[21]\tvalid_0's poisson: -83.9891\tvalid_0's l1: 27.9982\n",
"[22]\tvalid_0's poisson: -84.1437\tvalid_0's l1: 27.937\n",
"[23]\tvalid_0's poisson: -84.296\tvalid_0's l1: 27.8764\n",
"[24]\tvalid_0's poisson: -84.4373\tvalid_0's l1: 27.8177\n",
"[25]\tvalid_0's poisson: -84.5768\tvalid_0's l1: 27.7592\n",
"[26]\tvalid_0's poisson: -84.7146\tvalid_0's l1: 27.701\n",
"[27]\tvalid_0's poisson: -84.8505\tvalid_0's l1: 27.6429\n",
"[28]\tvalid_0's poisson: -84.9848\tvalid_0's l1: 27.5857\n",
"[29]\tvalid_0's poisson: -85.1223\tvalid_0's l1: 27.5275\n",
"[30]\tvalid_0's poisson: -85.258\tvalid_0's l1: 27.4696\n",
"[31]\tvalid_0's poisson: -85.3983\tvalid_0's l1: 27.4111\n",
"[32]\tvalid_0's poisson: -85.5367\tvalid_0's l1: 27.3529\n",
"[33]\tvalid_0's poisson: -85.6733\tvalid_0's l1: 27.295\n",
"[34]\tvalid_0's poisson: -85.8082\tvalid_0's l1: 27.2374\n",
"[35]\tvalid_0's poisson: -85.9413\tvalid_0's l1: 27.1805\n",
"[36]\tvalid_0's poisson: -86.0706\tvalid_0's l1: 27.1248\n",
"[37]\tvalid_0's poisson: -86.1984\tvalid_0's l1: 27.0695\n",
"[38]\tvalid_0's poisson: -86.3246\tvalid_0's l1: 27.0143\n",
"[39]\tvalid_0's poisson: -86.4493\tvalid_0's l1: 26.9595\n",
"[40]\tvalid_0's poisson: -86.5772\tvalid_0's l1: 26.9024\n",
"[41]\tvalid_0's poisson: -86.7036\tvalid_0's l1: 26.8456\n",
"[42]\tvalid_0's poisson: -86.8283\tvalid_0's l1: 26.7894\n",
"[43]\tvalid_0's poisson: -86.9515\tvalid_0's l1: 26.7336\n",
"[44]\tvalid_0's poisson: -87.0733\tvalid_0's l1: 26.678\n",
"[45]\tvalid_0's poisson: -87.1935\tvalid_0's l1: 26.6228\n",
"[46]\tvalid_0's poisson: -87.3101\tvalid_0's l1: 26.5694\n",
"[47]\tvalid_0's poisson: -87.4252\tvalid_0's l1: 26.5163\n",
"[48]\tvalid_0's poisson: -87.5412\tvalid_0's l1: 26.462\n",
"[49]\tvalid_0's poisson: -87.6558\tvalid_0's l1: 26.4083\n",
"[50]\tvalid_0's poisson: -87.769\tvalid_0's l1: 26.3548\n",
"[51]\tvalid_0's poisson: -87.8809\tvalid_0's l1: 26.3016\n",
"[52]\tvalid_0's poisson: -87.9914\tvalid_0's l1: 26.2486\n",
"[53]\tvalid_0's poisson: -88.1007\tvalid_0's l1: 26.1959\n",
"[54]\tvalid_0's poisson: -88.2069\tvalid_0's l1: 26.1449\n",
"[55]\tvalid_0's poisson: -88.3118\tvalid_0's l1: 26.0944\n",
"[56]\tvalid_0's poisson: -88.409\tvalid_0's l1: 26.0466\n",
"[57]\tvalid_0's poisson: -88.5052\tvalid_0's l1: 25.999\n",
"[58]\tvalid_0's poisson: -88.6069\tvalid_0's l1: 25.9497\n",
"[59]\tvalid_0's poisson: -88.7075\tvalid_0's l1: 25.9006\n",
"[60]\tvalid_0's poisson: -88.8071\tvalid_0's l1: 25.8517\n",
"[61]\tvalid_0's poisson: -88.9075\tvalid_0's l1: 25.8015\n",
"[62]\tvalid_0's poisson: -89.0067\tvalid_0's l1: 25.7517\n",
"[63]\tvalid_0's poisson: -89.1048\tvalid_0's l1: 25.7023\n",
"[64]\tvalid_0's poisson: -89.1986\tvalid_0's l1: 25.6543\n",
"[65]\tvalid_0's poisson: -89.2941\tvalid_0's l1: 25.6059\n",
"[66]\tvalid_0's poisson: -89.3869\tvalid_0's l1: 25.5591\n",
"[67]\tvalid_0's poisson: -89.4778\tvalid_0's l1: 25.5118\n",
"[68]\tvalid_0's poisson: -89.5685\tvalid_0's l1: 25.4653\n",
"[69]\tvalid_0's poisson: -89.6583\tvalid_0's l1: 25.4191\n",
"[70]\tvalid_0's poisson: -89.7471\tvalid_0's l1: 25.3733\n",
"[71]\tvalid_0's poisson: -89.8366\tvalid_0's l1: 25.3275\n",
"[72]\tvalid_0's poisson: -89.9252\tvalid_0's l1: 25.2821\n",
"[73]\tvalid_0's poisson: -90.0113\tvalid_0's l1: 25.2368\n",
"[74]\tvalid_0's poisson: -90.096\tvalid_0's l1: 25.1916\n",
"[75]\tvalid_0's poisson: -90.1802\tvalid_0's l1: 25.1468\n",
"[76]\tvalid_0's poisson: -90.2636\tvalid_0's l1: 25.1022\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[77]\tvalid_0's poisson: -90.3463\tvalid_0's l1: 25.0581\n",
"[78]\tvalid_0's poisson: -90.4282\tvalid_0's l1: 25.0146\n",
"[79]\tvalid_0's poisson: -90.5084\tvalid_0's l1: 24.9713\n",
"[80]\tvalid_0's poisson: -90.5886\tvalid_0's l1: 24.9285\n",
"[81]\tvalid_0's poisson: -90.6694\tvalid_0's l1: 24.885\n",
"[82]\tvalid_0's poisson: -90.7494\tvalid_0's l1: 24.8416\n",
"[83]\tvalid_0's poisson: -90.8286\tvalid_0's l1: 24.7985\n",
"[84]\tvalid_0's poisson: -90.907\tvalid_0's l1: 24.7557\n",
"[85]\tvalid_0's poisson: -90.9845\tvalid_0's l1: 24.7133\n",
"[86]\tvalid_0's poisson: -91.0613\tvalid_0's l1: 24.6715\n",
"[87]\tvalid_0's poisson: -91.1351\tvalid_0's l1: 24.6305\n",
"[88]\tvalid_0's poisson: -91.2083\tvalid_0's l1: 24.5898\n",
"[89]\tvalid_0's poisson: -91.2806\tvalid_0's l1: 24.5492\n",
"[90]\tvalid_0's poisson: -91.3523\tvalid_0's l1: 24.5091\n",
"[91]\tvalid_0's poisson: -91.4232\tvalid_0's l1: 24.4692\n",
"[92]\tvalid_0's poisson: -91.4948\tvalid_0's l1: 24.4293\n",
"[93]\tvalid_0's poisson: -91.5656\tvalid_0's l1: 24.39\n",
"[94]\tvalid_0's poisson: -91.6344\tvalid_0's l1: 24.3513\n",
"[95]\tvalid_0's poisson: -91.7031\tvalid_0's l1: 24.3144\n",
"[96]\tvalid_0's poisson: -91.771\tvalid_0's l1: 24.2777\n",
"[97]\tvalid_0's poisson: -91.8394\tvalid_0's l1: 24.2392\n",
"[98]\tvalid_0's poisson: -91.9071\tvalid_0's l1: 24.2008\n",
"[99]\tvalid_0's poisson: -91.9736\tvalid_0's l1: 24.1645\n",
"[100]\tvalid_0's poisson: -92.0401\tvalid_0's l1: 24.1267\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.5735\tvalid_0's l1: 29.2896\n",
"[2]\tvalid_0's poisson: -80.7669\tvalid_0's l1: 29.2223\n",
"[3]\tvalid_0's poisson: -80.9575\tvalid_0's l1: 29.1553\n",
"[4]\tvalid_0's poisson: -81.1465\tvalid_0's l1: 29.0886\n",
"[5]\tvalid_0's poisson: -81.3316\tvalid_0's l1: 29.0221\n",
"[6]\tvalid_0's poisson: -81.5141\tvalid_0's l1: 28.9559\n",
"[7]\tvalid_0's poisson: -81.694\tvalid_0's l1: 28.8902\n",
"[8]\tvalid_0's poisson: -81.8713\tvalid_0's l1: 28.8252\n",
"[9]\tvalid_0's poisson: -82.0474\tvalid_0's l1: 28.7605\n",
"[10]\tvalid_0's poisson: -82.2211\tvalid_0's l1: 28.696\n",
"[11]\tvalid_0's poisson: -82.3923\tvalid_0's l1: 28.6317\n",
"[12]\tvalid_0's poisson: -82.5611\tvalid_0's l1: 28.5677\n",
"[13]\tvalid_0's poisson: -82.7277\tvalid_0's l1: 28.504\n",
"[14]\tvalid_0's poisson: -82.8919\tvalid_0's l1: 28.441\n",
"[15]\tvalid_0's poisson: -83.054\tvalid_0's l1: 28.3786\n",
"[16]\tvalid_0's poisson: -83.2138\tvalid_0's l1: 28.3165\n",
"[17]\tvalid_0's poisson: -83.3715\tvalid_0's l1: 28.2546\n",
"[18]\tvalid_0's poisson: -83.5271\tvalid_0's l1: 28.1931\n",
"[19]\tvalid_0's poisson: -83.6805\tvalid_0's l1: 28.1319\n",
"[20]\tvalid_0's poisson: -83.832\tvalid_0's l1: 28.0709\n",
"[21]\tvalid_0's poisson: -83.9814\tvalid_0's l1: 28.0111\n",
"[22]\tvalid_0's poisson: -84.1363\tvalid_0's l1: 27.9497\n",
"[23]\tvalid_0's poisson: -84.2892\tvalid_0's l1: 27.8886\n",
"[24]\tvalid_0's poisson: -84.44\tvalid_0's l1: 27.8276\n",
"[25]\tvalid_0's poisson: -84.5887\tvalid_0's l1: 27.767\n",
"[26]\tvalid_0's poisson: -84.7356\tvalid_0's l1: 27.7065\n",
"[27]\tvalid_0's poisson: -84.8805\tvalid_0's l1: 27.6466\n",
"[28]\tvalid_0's poisson: -85.0237\tvalid_0's l1: 27.5881\n",
"[29]\tvalid_0's poisson: -85.165\tvalid_0's l1: 27.5297\n",
"[30]\tvalid_0's poisson: -85.3045\tvalid_0's l1: 27.4716\n",
"[31]\tvalid_0's poisson: -85.4423\tvalid_0's l1: 27.4137\n",
"[32]\tvalid_0's poisson: -85.5782\tvalid_0's l1: 27.3561\n",
"[33]\tvalid_0's poisson: -85.7125\tvalid_0's l1: 27.2986\n",
"[34]\tvalid_0's poisson: -85.845\tvalid_0's l1: 27.2422\n",
"[35]\tvalid_0's poisson: -85.9714\tvalid_0's l1: 27.1862\n",
"[36]\tvalid_0's poisson: -86.0963\tvalid_0's l1: 27.1305\n",
"[37]\tvalid_0's poisson: -86.2196\tvalid_0's l1: 27.075\n",
"[38]\tvalid_0's poisson: -86.3415\tvalid_0's l1: 27.0199\n",
"[39]\tvalid_0's poisson: -86.4619\tvalid_0's l1: 26.965\n",
"[40]\tvalid_0's poisson: -86.5809\tvalid_0's l1: 26.9104\n",
"[41]\tvalid_0's poisson: -86.6984\tvalid_0's l1: 26.8562\n",
"[42]\tvalid_0's poisson: -86.8195\tvalid_0's l1: 26.8009\n",
"[43]\tvalid_0's poisson: -86.9392\tvalid_0's l1: 26.7459\n",
"[44]\tvalid_0's poisson: -87.0575\tvalid_0's l1: 26.6912\n",
"[45]\tvalid_0's poisson: -87.1745\tvalid_0's l1: 26.6369\n",
"[46]\tvalid_0's poisson: -87.2902\tvalid_0's l1: 26.5835\n",
"[47]\tvalid_0's poisson: -87.4045\tvalid_0's l1: 26.5306\n",
"[48]\tvalid_0's poisson: -87.5175\tvalid_0's l1: 26.4782\n",
"[49]\tvalid_0's poisson: -87.6292\tvalid_0's l1: 26.426\n",
"[50]\tvalid_0's poisson: -87.7395\tvalid_0's l1: 26.374\n",
"[51]\tvalid_0's poisson: -87.8486\tvalid_0's l1: 26.3224\n",
"[52]\tvalid_0's poisson: -87.9565\tvalid_0's l1: 26.2703\n",
"[53]\tvalid_0's poisson: -88.0631\tvalid_0's l1: 26.2184\n",
"[54]\tvalid_0's poisson: -88.1685\tvalid_0's l1: 26.1669\n",
"[55]\tvalid_0's poisson: -88.2727\tvalid_0's l1: 26.1159\n",
"[56]\tvalid_0's poisson: -88.3744\tvalid_0's l1: 26.0667\n",
"[57]\tvalid_0's poisson: -88.4749\tvalid_0's l1: 26.0176\n",
"[58]\tvalid_0's poisson: -88.5743\tvalid_0's l1: 25.9688\n",
"[59]\tvalid_0's poisson: -88.6727\tvalid_0's l1: 25.9201\n",
"[60]\tvalid_0's poisson: -88.7674\tvalid_0's l1: 25.8718\n",
"[61]\tvalid_0's poisson: -88.8612\tvalid_0's l1: 25.8238\n",
"[62]\tvalid_0's poisson: -88.9578\tvalid_0's l1: 25.7752\n",
"[63]\tvalid_0's poisson: -89.0533\tvalid_0's l1: 25.7274\n",
"[64]\tvalid_0's poisson: -89.148\tvalid_0's l1: 25.6793\n",
"[65]\tvalid_0's poisson: -89.2417\tvalid_0's l1: 25.6315\n",
"[66]\tvalid_0's poisson: -89.3343\tvalid_0's l1: 25.5842\n",
"[67]\tvalid_0's poisson: -89.4264\tvalid_0's l1: 25.5367\n",
"[68]\tvalid_0's poisson: -89.5174\tvalid_0's l1: 25.4895\n",
"[69]\tvalid_0's poisson: -89.6075\tvalid_0's l1: 25.4424\n",
"[70]\tvalid_0's poisson: -89.6967\tvalid_0's l1: 25.3959\n",
"[71]\tvalid_0's poisson: -89.7834\tvalid_0's l1: 25.3512\n",
"[72]\tvalid_0's poisson: -89.8707\tvalid_0's l1: 25.3052\n",
"[73]\tvalid_0's poisson: -89.9571\tvalid_0's l1: 25.2598\n",
"[74]\tvalid_0's poisson: -90.0427\tvalid_0's l1: 25.2146\n",
"[75]\tvalid_0's poisson: -90.127\tvalid_0's l1: 25.1701\n",
"[76]\tvalid_0's poisson: -90.2104\tvalid_0's l1: 25.1258\n",
"[77]\tvalid_0's poisson: -90.293\tvalid_0's l1: 25.0816\n",
"[78]\tvalid_0's poisson: -90.3747\tvalid_0's l1: 25.0382\n",
"[79]\tvalid_0's poisson: -90.4564\tvalid_0's l1: 24.9945\n",
"[80]\tvalid_0's poisson: -90.5373\tvalid_0's l1: 24.9511\n",
"[81]\tvalid_0's poisson: -90.6157\tvalid_0's l1: 24.9084\n",
"[82]\tvalid_0's poisson: -90.6949\tvalid_0's l1: 24.8654\n",
"[83]\tvalid_0's poisson: -90.7717\tvalid_0's l1: 24.823\n",
"[84]\tvalid_0's poisson: -90.8495\tvalid_0's l1: 24.7805\n",
"[85]\tvalid_0's poisson: -90.9265\tvalid_0's l1: 24.7383\n",
"[86]\tvalid_0's poisson: -91.0025\tvalid_0's l1: 24.6965\n",
"[87]\tvalid_0's poisson: -91.0777\tvalid_0's l1: 24.6549\n",
"[88]\tvalid_0's poisson: -91.1522\tvalid_0's l1: 24.6135\n",
"[89]\tvalid_0's poisson: -91.2259\tvalid_0's l1: 24.5723\n",
"[90]\tvalid_0's poisson: -91.2988\tvalid_0's l1: 24.5314\n",
"[91]\tvalid_0's poisson: -91.371\tvalid_0's l1: 24.4908\n",
"[92]\tvalid_0's poisson: -91.4425\tvalid_0's l1: 24.4505\n",
"[93]\tvalid_0's poisson: -91.5133\tvalid_0's l1: 24.4107\n",
"[94]\tvalid_0's poisson: -91.5834\tvalid_0's l1: 24.3712\n",
"[95]\tvalid_0's poisson: -91.6527\tvalid_0's l1: 24.3318\n",
"[96]\tvalid_0's poisson: -91.7214\tvalid_0's l1: 24.2927\n",
"[97]\tvalid_0's poisson: -91.7893\tvalid_0's l1: 24.254\n",
"[98]\tvalid_0's poisson: -91.8565\tvalid_0's l1: 24.2155\n",
"[99]\tvalid_0's poisson: -91.9231\tvalid_0's l1: 24.1774\n",
"[100]\tvalid_0's poisson: -91.989\tvalid_0's l1: 24.1398\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.5735\tvalid_0's l1: 29.2896\n",
"[2]\tvalid_0's poisson: -80.762\tvalid_0's l1: 29.2232\n",
"[3]\tvalid_0's poisson: -80.9479\tvalid_0's l1: 29.1571\n",
"[4]\tvalid_0's poisson: -81.1311\tvalid_0's l1: 29.0913\n",
"[5]\tvalid_0's poisson: -81.3118\tvalid_0's l1: 29.0258\n",
"[6]\tvalid_0's poisson: -81.49\tvalid_0's l1: 28.9605\n",
"[7]\tvalid_0's poisson: -81.6658\tvalid_0's l1: 28.8954\n",
"[8]\tvalid_0's poisson: -81.8392\tvalid_0's l1: 28.8313\n",
"[9]\tvalid_0's poisson: -82.0126\tvalid_0's l1: 28.7672\n",
"[10]\tvalid_0's poisson: -82.1835\tvalid_0's l1: 28.7034\n",
"[11]\tvalid_0's poisson: -82.3522\tvalid_0's l1: 28.6398\n",
"[12]\tvalid_0's poisson: -82.5185\tvalid_0's l1: 28.5765\n",
"[13]\tvalid_0's poisson: -82.694\tvalid_0's l1: 28.5112\n",
"[14]\tvalid_0's poisson: -82.867\tvalid_0's l1: 28.4463\n",
"[15]\tvalid_0's poisson: -83.0269\tvalid_0's l1: 28.3841\n",
"[16]\tvalid_0's poisson: -83.1847\tvalid_0's l1: 28.3223\n",
"[17]\tvalid_0's poisson: -83.3433\tvalid_0's l1: 28.26\n",
"[18]\tvalid_0's poisson: -83.4996\tvalid_0's l1: 28.1982\n",
"[19]\tvalid_0's poisson: -83.6538\tvalid_0's l1: 28.1367\n",
"[20]\tvalid_0's poisson: -83.8059\tvalid_0's l1: 28.0755\n",
"[21]\tvalid_0's poisson: -83.9563\tvalid_0's l1: 28.0144\n",
"[22]\tvalid_0's poisson: -84.1047\tvalid_0's l1: 27.9539\n",
"[23]\tvalid_0's poisson: -84.2512\tvalid_0's l1: 27.8938\n",
"[24]\tvalid_0's poisson: -84.4031\tvalid_0's l1: 27.8326\n",
"[25]\tvalid_0's poisson: -84.5529\tvalid_0's l1: 27.7715\n",
"[26]\tvalid_0's poisson: -84.7007\tvalid_0's l1: 27.7108\n",
"[27]\tvalid_0's poisson: -84.8466\tvalid_0's l1: 27.6502\n",
"[28]\tvalid_0's poisson: -84.9913\tvalid_0's l1: 27.5909\n",
"[29]\tvalid_0's poisson: -85.1273\tvalid_0's l1: 27.5331\n",
"[30]\tvalid_0's poisson: -85.2617\tvalid_0's l1: 27.4755\n",
"[31]\tvalid_0's poisson: -85.3938\tvalid_0's l1: 27.4183\n",
"[32]\tvalid_0's poisson: -85.5243\tvalid_0's l1: 27.3614\n",
"[33]\tvalid_0's poisson: -85.6531\tvalid_0's l1: 27.3046\n",
"[34]\tvalid_0's poisson: -85.7804\tvalid_0's l1: 27.2483\n",
"[35]\tvalid_0's poisson: -85.9128\tvalid_0's l1: 27.1915\n",
"[36]\tvalid_0's poisson: -86.0369\tvalid_0's l1: 27.1367\n",
"[37]\tvalid_0's poisson: -86.1595\tvalid_0's l1: 27.0821\n",
"[38]\tvalid_0's poisson: -86.2813\tvalid_0's l1: 27.0277\n",
"[39]\tvalid_0's poisson: -86.401\tvalid_0's l1: 26.9735\n",
"[40]\tvalid_0's poisson: -86.5193\tvalid_0's l1: 26.9196\n",
"[41]\tvalid_0's poisson: -86.6363\tvalid_0's l1: 26.8659\n",
"[42]\tvalid_0's poisson: -86.7519\tvalid_0's l1: 26.8128\n",
"[43]\tvalid_0's poisson: -86.8726\tvalid_0's l1: 26.7589\n",
"[44]\tvalid_0's poisson: -86.9919\tvalid_0's l1: 26.7052\n",
"[45]\tvalid_0's poisson: -87.1097\tvalid_0's l1: 26.6518\n",
"[46]\tvalid_0's poisson: -87.2262\tvalid_0's l1: 26.5985\n",
"[47]\tvalid_0's poisson: -87.342\tvalid_0's l1: 26.5453\n",
"[48]\tvalid_0's poisson: -87.4557\tvalid_0's l1: 26.4926\n",
"[49]\tvalid_0's poisson: -87.5681\tvalid_0's l1: 26.4402\n",
"[50]\tvalid_0's poisson: -87.6792\tvalid_0's l1: 26.3883\n",
"[51]\tvalid_0's poisson: -87.789\tvalid_0's l1: 26.3367\n",
"[52]\tvalid_0's poisson: -87.8975\tvalid_0's l1: 26.2852\n",
"[53]\tvalid_0's poisson: -88.0048\tvalid_0's l1: 26.234\n",
"[54]\tvalid_0's poisson: -88.1109\tvalid_0's l1: 26.1829\n",
"[55]\tvalid_0's poisson: -88.2158\tvalid_0's l1: 26.1321\n",
"[56]\tvalid_0's poisson: -88.322\tvalid_0's l1: 26.0802\n",
"[57]\tvalid_0's poisson: -88.4218\tvalid_0's l1: 26.0312\n",
"[58]\tvalid_0's poisson: -88.525\tvalid_0's l1: 25.9807\n",
"[59]\tvalid_0's poisson: -88.6269\tvalid_0's l1: 25.9304\n",
"[60]\tvalid_0's poisson: -88.7277\tvalid_0's l1: 25.8803\n",
"[61]\tvalid_0's poisson: -88.8273\tvalid_0's l1: 25.8305\n",
"[62]\tvalid_0's poisson: -88.9245\tvalid_0's l1: 25.7818\n",
"[63]\tvalid_0's poisson: -89.021\tvalid_0's l1: 25.7333\n",
"[64]\tvalid_0's poisson: -89.1161\tvalid_0's l1: 25.6852\n",
"[65]\tvalid_0's poisson: -89.2114\tvalid_0's l1: 25.6368\n",
"[66]\tvalid_0's poisson: -89.3057\tvalid_0's l1: 25.5888\n",
"[67]\tvalid_0's poisson: -89.3976\tvalid_0's l1: 25.5416\n",
"[68]\tvalid_0's poisson: -89.4886\tvalid_0's l1: 25.4947\n",
"[69]\tvalid_0's poisson: -89.5785\tvalid_0's l1: 25.4481\n",
"[70]\tvalid_0's poisson: -89.6675\tvalid_0's l1: 25.4019\n",
"[71]\tvalid_0's poisson: -89.7556\tvalid_0's l1: 25.3559\n",
"[72]\tvalid_0's poisson: -89.8409\tvalid_0's l1: 25.3107\n",
"[73]\tvalid_0's poisson: -89.9253\tvalid_0's l1: 25.2657\n",
"[74]\tvalid_0's poisson: -90.0089\tvalid_0's l1: 25.2209\n",
"[75]\tvalid_0's poisson: -90.0915\tvalid_0's l1: 25.1763\n",
"[76]\tvalid_0's poisson: -90.1733\tvalid_0's l1: 25.1321\n",
"[77]\tvalid_0's poisson: -90.255\tvalid_0's l1: 25.0883\n",
"[78]\tvalid_0's poisson: -90.3359\tvalid_0's l1: 25.0449\n",
"[79]\tvalid_0's poisson: -90.4158\tvalid_0's l1: 25.0024\n",
"[80]\tvalid_0's poisson: -90.495\tvalid_0's l1: 24.9601\n",
"[81]\tvalid_0's poisson: -90.5733\tvalid_0's l1: 24.918\n",
"[82]\tvalid_0's poisson: -90.6508\tvalid_0's l1: 24.876\n",
"[83]\tvalid_0's poisson: -90.7275\tvalid_0's l1: 24.8344\n",
"[84]\tvalid_0's poisson: -90.8034\tvalid_0's l1: 24.7929\n",
"[85]\tvalid_0's poisson: -90.8786\tvalid_0's l1: 24.7517\n",
"[86]\tvalid_0's poisson: -90.953\tvalid_0's l1: 24.7108\n",
"[87]\tvalid_0's poisson: -91.026\tvalid_0's l1: 24.6703\n",
"[88]\tvalid_0's poisson: -91.0983\tvalid_0's l1: 24.63\n",
"[89]\tvalid_0's poisson: -91.1699\tvalid_0's l1: 24.5898\n",
"[90]\tvalid_0's poisson: -91.2408\tvalid_0's l1: 24.5499\n",
"[91]\tvalid_0's poisson: -91.3159\tvalid_0's l1: 24.5085\n",
"[92]\tvalid_0's poisson: -91.3902\tvalid_0's l1: 24.4676\n",
"[93]\tvalid_0's poisson: -91.4594\tvalid_0's l1: 24.4282\n",
"[94]\tvalid_0's poisson: -91.5279\tvalid_0's l1: 24.3899\n",
"[95]\tvalid_0's poisson: -91.5964\tvalid_0's l1: 24.3517\n",
"[96]\tvalid_0's poisson: -91.6643\tvalid_0's l1: 24.3138\n",
"[97]\tvalid_0's poisson: -91.7315\tvalid_0's l1: 24.2761\n",
"[98]\tvalid_0's poisson: -91.8008\tvalid_0's l1: 24.2373\n",
"[99]\tvalid_0's poisson: -91.8705\tvalid_0's l1: 24.1989\n",
"[100]\tvalid_0's poisson: -91.9395\tvalid_0's l1: 24.1606\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7391\tvalid_0's l1: 28.8737\n",
"[3]\tvalid_0's poisson: -82.3873\tvalid_0's l1: 28.636\n",
"[4]\tvalid_0's poisson: -82.9798\tvalid_0's l1: 28.409\n",
"[5]\tvalid_0's poisson: -83.5642\tvalid_0's l1: 28.1834\n",
"[6]\tvalid_0's poisson: -84.1199\tvalid_0's l1: 27.9626\n",
"[7]\tvalid_0's poisson: -84.6421\tvalid_0's l1: 27.7512\n",
"[8]\tvalid_0's poisson: -85.1386\tvalid_0's l1: 27.5461\n",
"[9]\tvalid_0's poisson: -85.6003\tvalid_0's l1: 27.3511\n",
"[10]\tvalid_0's poisson: -86.0426\tvalid_0's l1: 27.1591\n",
"[11]\tvalid_0's poisson: -86.4782\tvalid_0's l1: 26.9676\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[12]\tvalid_0's poisson: -86.8927\tvalid_0's l1: 26.7839\n",
"[13]\tvalid_0's poisson: -87.2928\tvalid_0's l1: 26.6053\n",
"[14]\tvalid_0's poisson: -87.6598\tvalid_0's l1: 26.4376\n",
"[15]\tvalid_0's poisson: -88.025\tvalid_0's l1: 26.2686\n",
"[16]\tvalid_0's poisson: -88.3762\tvalid_0's l1: 26.1006\n",
"[17]\tvalid_0's poisson: -88.6834\tvalid_0's l1: 25.9535\n",
"[18]\tvalid_0's poisson: -89.0073\tvalid_0's l1: 25.796\n",
"[19]\tvalid_0's poisson: -89.3178\tvalid_0's l1: 25.6439\n",
"[20]\tvalid_0's poisson: -89.6067\tvalid_0's l1: 25.5007\n",
"[21]\tvalid_0's poisson: -89.8952\tvalid_0's l1: 25.3545\n",
"[22]\tvalid_0's poisson: -90.1584\tvalid_0's l1: 25.2242\n",
"[23]\tvalid_0's poisson: -90.4281\tvalid_0's l1: 25.0835\n",
"[24]\tvalid_0's poisson: -90.6874\tvalid_0's l1: 24.9497\n",
"[25]\tvalid_0's poisson: -90.9547\tvalid_0's l1: 24.8053\n",
"[26]\tvalid_0's poisson: -91.2107\tvalid_0's l1: 24.6649\n",
"[27]\tvalid_0's poisson: -91.4561\tvalid_0's l1: 24.5273\n",
"[28]\tvalid_0's poisson: -91.6916\tvalid_0's l1: 24.3956\n",
"[29]\tvalid_0's poisson: -91.8978\tvalid_0's l1: 24.2892\n",
"[30]\tvalid_0's poisson: -92.0808\tvalid_0's l1: 24.1885\n",
"[31]\tvalid_0's poisson: -92.2755\tvalid_0's l1: 24.0873\n",
"[32]\tvalid_0's poisson: -92.4864\tvalid_0's l1: 23.9658\n",
"[33]\tvalid_0's poisson: -92.689\tvalid_0's l1: 23.8473\n",
"[34]\tvalid_0's poisson: -92.8499\tvalid_0's l1: 23.7616\n",
"[35]\tvalid_0's poisson: -93.019\tvalid_0's l1: 23.6659\n",
"[36]\tvalid_0's poisson: -93.1824\tvalid_0's l1: 23.5722\n",
"[37]\tvalid_0's poisson: -93.3787\tvalid_0's l1: 23.4556\n",
"[38]\tvalid_0's poisson: -93.5075\tvalid_0's l1: 23.3817\n",
"[39]\tvalid_0's poisson: -93.6926\tvalid_0's l1: 23.27\n",
"[40]\tvalid_0's poisson: -93.8707\tvalid_0's l1: 23.1613\n",
"[41]\tvalid_0's poisson: -94.0387\tvalid_0's l1: 23.0667\n",
"[42]\tvalid_0's poisson: -94.1724\tvalid_0's l1: 22.9877\n",
"[43]\tvalid_0's poisson: -94.3355\tvalid_0's l1: 22.8844\n",
"[44]\tvalid_0's poisson: -94.4926\tvalid_0's l1: 22.7848\n",
"[45]\tvalid_0's poisson: -94.598\tvalid_0's l1: 22.7223\n",
"[46]\tvalid_0's poisson: -94.7467\tvalid_0's l1: 22.6259\n",
"[47]\tvalid_0's poisson: -94.89\tvalid_0's l1: 22.5336\n",
"[48]\tvalid_0's poisson: -94.9885\tvalid_0's l1: 22.4755\n",
"[49]\tvalid_0's poisson: -95.1162\tvalid_0's l1: 22.407\n",
"[50]\tvalid_0's poisson: -95.21\tvalid_0's l1: 22.3508\n",
"[51]\tvalid_0's poisson: -95.3416\tvalid_0's l1: 22.2635\n",
"[52]\tvalid_0's poisson: -95.4607\tvalid_0's l1: 22.1977\n",
"[53]\tvalid_0's poisson: -95.5467\tvalid_0's l1: 22.1442\n",
"[54]\tvalid_0's poisson: -95.6304\tvalid_0's l1: 22.0924\n",
"[55]\tvalid_0's poisson: -95.7525\tvalid_0's l1: 22.0097\n",
"[56]\tvalid_0's poisson: -95.8638\tvalid_0's l1: 21.947\n",
"[57]\tvalid_0's poisson: -95.9561\tvalid_0's l1: 21.8889\n",
"[58]\tvalid_0's poisson: -96.0584\tvalid_0's l1: 21.8169\n",
"[59]\tvalid_0's poisson: -96.1539\tvalid_0's l1: 21.7611\n",
"[60]\tvalid_0's poisson: -96.2394\tvalid_0's l1: 21.7073\n",
"[61]\tvalid_0's poisson: -96.3296\tvalid_0's l1: 21.654\n",
"[62]\tvalid_0's poisson: -96.4253\tvalid_0's l1: 21.599\n",
"[63]\tvalid_0's poisson: -96.5181\tvalid_0's l1: 21.5458\n",
"[64]\tvalid_0's poisson: -96.592\tvalid_0's l1: 21.5002\n",
"[65]\tvalid_0's poisson: -96.6804\tvalid_0's l1: 21.4487\n",
"[66]\tvalid_0's poisson: -96.7661\tvalid_0's l1: 21.3982\n",
"[67]\tvalid_0's poisson: -96.8493\tvalid_0's l1: 21.349\n",
"[68]\tvalid_0's poisson: -96.9221\tvalid_0's l1: 21.2983\n",
"[69]\tvalid_0's poisson: -97.0029\tvalid_0's l1: 21.2517\n",
"[70]\tvalid_0's poisson: -97.0627\tvalid_0's l1: 21.2124\n",
"[71]\tvalid_0's poisson: -97.1497\tvalid_0's l1: 21.1479\n",
"[72]\tvalid_0's poisson: -97.2392\tvalid_0's l1: 21.0817\n",
"[73]\tvalid_0's poisson: -97.2935\tvalid_0's l1: 21.0463\n",
"[74]\tvalid_0's poisson: -97.3488\tvalid_0's l1: 21.0096\n",
"[75]\tvalid_0's poisson: -97.4097\tvalid_0's l1: 20.97\n",
"[76]\tvalid_0's poisson: -97.4929\tvalid_0's l1: 20.9069\n",
"[77]\tvalid_0's poisson: -97.5631\tvalid_0's l1: 20.8656\n",
"[78]\tvalid_0's poisson: -97.62\tvalid_0's l1: 20.8283\n",
"[79]\tvalid_0's poisson: -97.6874\tvalid_0's l1: 20.7884\n",
"[80]\tvalid_0's poisson: -97.7658\tvalid_0's l1: 20.729\n",
"[81]\tvalid_0's poisson: -97.8416\tvalid_0's l1: 20.6716\n",
"[82]\tvalid_0's poisson: -97.8852\tvalid_0's l1: 20.6424\n",
"[83]\tvalid_0's poisson: -97.9575\tvalid_0's l1: 20.5868\n",
"[84]\tvalid_0's poisson: -98.0277\tvalid_0's l1: 20.5317\n",
"[85]\tvalid_0's poisson: -98.0954\tvalid_0's l1: 20.4781\n",
"[86]\tvalid_0's poisson: -98.1616\tvalid_0's l1: 20.4384\n",
"[87]\tvalid_0's poisson: -98.3103\tvalid_0's l1: 20.3641\n",
"[88]\tvalid_0's poisson: -98.3478\tvalid_0's l1: 20.3357\n",
"[89]\tvalid_0's poisson: -98.4106\tvalid_0's l1: 20.2835\n",
"[90]\tvalid_0's poisson: -98.4694\tvalid_0's l1: 20.2428\n",
"[91]\tvalid_0's poisson: -98.5297\tvalid_0's l1: 20.1928\n",
"[92]\tvalid_0's poisson: -98.588\tvalid_0's l1: 20.1441\n",
"[93]\tvalid_0's poisson: -98.6445\tvalid_0's l1: 20.0974\n",
"[94]\tvalid_0's poisson: -98.6786\tvalid_0's l1: 20.0713\n",
"[95]\tvalid_0's poisson: -98.7207\tvalid_0's l1: 20.0414\n",
"[96]\tvalid_0's poisson: -98.7529\tvalid_0's l1: 20.0168\n",
"[97]\tvalid_0's poisson: -98.8809\tvalid_0's l1: 19.9503\n",
"[98]\tvalid_0's poisson: -98.9119\tvalid_0's l1: 19.9265\n",
"[99]\tvalid_0's poisson: -98.942\tvalid_0's l1: 19.9034\n",
"[100]\tvalid_0's poisson: -99.0618\tvalid_0's l1: 19.8399\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7405\tvalid_0's l1: 28.8719\n",
"[3]\tvalid_0's poisson: -82.39\tvalid_0's l1: 28.6325\n",
"[4]\tvalid_0's poisson: -82.9838\tvalid_0's l1: 28.4037\n",
"[5]\tvalid_0's poisson: -83.5753\tvalid_0's l1: 28.1749\n",
"[6]\tvalid_0's poisson: -84.1363\tvalid_0's l1: 27.9523\n",
"[7]\tvalid_0's poisson: -84.669\tvalid_0's l1: 27.7357\n",
"[8]\tvalid_0's poisson: -85.1705\tvalid_0's l1: 27.5272\n",
"[9]\tvalid_0's poisson: -85.639\tvalid_0's l1: 27.328\n",
"[10]\tvalid_0's poisson: -86.1006\tvalid_0's l1: 27.1286\n",
"[11]\tvalid_0's poisson: -86.537\tvalid_0's l1: 26.9377\n",
"[12]\tvalid_0's poisson: -86.9579\tvalid_0's l1: 26.7496\n",
"[13]\tvalid_0's poisson: -87.3598\tvalid_0's l1: 26.5669\n",
"[14]\tvalid_0's poisson: -87.7438\tvalid_0's l1: 26.389\n",
"[15]\tvalid_0's poisson: -88.106\tvalid_0's l1: 26.2209\n",
"[16]\tvalid_0's poisson: -88.4596\tvalid_0's l1: 26.0514\n",
"[17]\tvalid_0's poisson: -88.7982\tvalid_0's l1: 25.8881\n",
"[18]\tvalid_0's poisson: -89.1227\tvalid_0's l1: 25.728\n",
"[19]\tvalid_0's poisson: -89.4339\tvalid_0's l1: 25.574\n",
"[20]\tvalid_0's poisson: -89.732\tvalid_0's l1: 25.423\n",
"[21]\tvalid_0's poisson: -90.0188\tvalid_0's l1: 25.2781\n",
"[22]\tvalid_0's poisson: -90.2775\tvalid_0's l1: 25.1475\n",
"[23]\tvalid_0's poisson: -90.5271\tvalid_0's l1: 25.021\n",
"[24]\tvalid_0's poisson: -90.8006\tvalid_0's l1: 24.875\n",
"[25]\tvalid_0's poisson: -91.0626\tvalid_0's l1: 24.7324\n",
"[26]\tvalid_0's poisson: -91.3137\tvalid_0's l1: 24.5937\n",
"[27]\tvalid_0's poisson: -91.5441\tvalid_0's l1: 24.4739\n",
"[28]\tvalid_0's poisson: -91.7663\tvalid_0's l1: 24.3603\n",
"[29]\tvalid_0's poisson: -91.9936\tvalid_0's l1: 24.2313\n",
"[30]\tvalid_0's poisson: -92.1822\tvalid_0's l1: 24.1258\n",
"[31]\tvalid_0's poisson: -92.3567\tvalid_0's l1: 24.0316\n",
"[32]\tvalid_0's poisson: -92.5622\tvalid_0's l1: 23.91\n",
"[33]\tvalid_0's poisson: -92.7596\tvalid_0's l1: 23.792\n",
"[34]\tvalid_0's poisson: -92.9493\tvalid_0's l1: 23.6762\n",
"[35]\tvalid_0's poisson: -93.1318\tvalid_0's l1: 23.5646\n",
"[36]\tvalid_0's poisson: -93.3107\tvalid_0's l1: 23.456\n",
"[37]\tvalid_0's poisson: -93.48\tvalid_0's l1: 23.3506\n",
"[38]\tvalid_0's poisson: -93.6072\tvalid_0's l1: 23.2771\n",
"[39]\tvalid_0's poisson: -93.7861\tvalid_0's l1: 23.1662\n",
"[40]\tvalid_0's poisson: -93.9583\tvalid_0's l1: 23.0583\n",
"[41]\tvalid_0's poisson: -94.1239\tvalid_0's l1: 22.9523\n",
"[42]\tvalid_0's poisson: -94.2524\tvalid_0's l1: 22.8807\n",
"[43]\tvalid_0's poisson: -94.3783\tvalid_0's l1: 22.8053\n",
"[44]\tvalid_0's poisson: -94.5346\tvalid_0's l1: 22.7149\n",
"[45]\tvalid_0's poisson: -94.6858\tvalid_0's l1: 22.6171\n",
"[46]\tvalid_0's poisson: -94.8148\tvalid_0's l1: 22.5468\n",
"[47]\tvalid_0's poisson: -94.9569\tvalid_0's l1: 22.4546\n",
"[48]\tvalid_0's poisson: -95.068\tvalid_0's l1: 22.3873\n",
"[49]\tvalid_0's poisson: -95.1757\tvalid_0's l1: 22.3222\n",
"[50]\tvalid_0's poisson: -95.2855\tvalid_0's l1: 22.2619\n",
"[51]\tvalid_0's poisson: -95.3739\tvalid_0's l1: 22.2087\n",
"[52]\tvalid_0's poisson: -95.5015\tvalid_0's l1: 22.1219\n",
"[53]\tvalid_0's poisson: -95.5976\tvalid_0's l1: 22.0637\n",
"[54]\tvalid_0's poisson: -95.7015\tvalid_0's l1: 21.9898\n",
"[55]\tvalid_0's poisson: -95.8144\tvalid_0's l1: 21.9259\n",
"[56]\tvalid_0's poisson: -95.9239\tvalid_0's l1: 21.8641\n",
"[57]\tvalid_0's poisson: -96.0018\tvalid_0's l1: 21.8161\n",
"[58]\tvalid_0's poisson: -96.0777\tvalid_0's l1: 21.7698\n",
"[59]\tvalid_0's poisson: -96.18\tvalid_0's l1: 21.7119\n",
"[60]\tvalid_0's poisson: -96.2641\tvalid_0's l1: 21.6587\n",
"[61]\tvalid_0's poisson: -96.3689\tvalid_0's l1: 21.5848\n",
"[62]\tvalid_0's poisson: -96.4633\tvalid_0's l1: 21.5305\n",
"[63]\tvalid_0's poisson: -96.5294\tvalid_0's l1: 21.4885\n",
"[64]\tvalid_0's poisson: -96.5992\tvalid_0's l1: 21.4437\n",
"[65]\tvalid_0's poisson: -96.6889\tvalid_0's l1: 21.3785\n",
"[66]\tvalid_0's poisson: -96.7627\tvalid_0's l1: 21.3316\n",
"[67]\tvalid_0's poisson: -96.8513\tvalid_0's l1: 21.2806\n",
"[68]\tvalid_0's poisson: -96.9374\tvalid_0's l1: 21.2313\n",
"[69]\tvalid_0's poisson: -97.0209\tvalid_0's l1: 21.1832\n",
"[70]\tvalid_0's poisson: -97.0882\tvalid_0's l1: 21.1394\n",
"[71]\tvalid_0's poisson: -97.1478\tvalid_0's l1: 21.0998\n",
"[72]\tvalid_0's poisson: -97.2058\tvalid_0's l1: 21.0614\n",
"[73]\tvalid_0's poisson: -97.283\tvalid_0's l1: 21.0161\n",
"[74]\tvalid_0's poisson: -97.3439\tvalid_0's l1: 20.977\n",
"[75]\tvalid_0's poisson: -97.4246\tvalid_0's l1: 20.9155\n",
"[76]\tvalid_0's poisson: -97.4955\tvalid_0's l1: 20.8731\n",
"[77]\tvalid_0's poisson: -97.5796\tvalid_0's l1: 20.8113\n",
"[78]\tvalid_0's poisson: -97.6282\tvalid_0's l1: 20.7797\n",
"[79]\tvalid_0's poisson: -97.6964\tvalid_0's l1: 20.7393\n",
"[80]\tvalid_0's poisson: -97.7756\tvalid_0's l1: 20.6796\n",
"[81]\tvalid_0's poisson: -97.852\tvalid_0's l1: 20.6218\n",
"[82]\tvalid_0's poisson: -97.9259\tvalid_0's l1: 20.5651\n",
"[83]\tvalid_0's poisson: -97.9972\tvalid_0's l1: 20.5094\n",
"[84]\tvalid_0's poisson: -98.0348\tvalid_0's l1: 20.481\n",
"[85]\tvalid_0's poisson: -98.103\tvalid_0's l1: 20.4263\n",
"[86]\tvalid_0's poisson: -98.1388\tvalid_0's l1: 20.3992\n",
"[87]\tvalid_0's poisson: -98.204\tvalid_0's l1: 20.3461\n",
"[88]\tvalid_0's poisson: -98.248\tvalid_0's l1: 20.3178\n",
"[89]\tvalid_0's poisson: -98.3258\tvalid_0's l1: 20.2714\n",
"[90]\tvalid_0's poisson: -98.3869\tvalid_0's l1: 20.2217\n",
"[91]\tvalid_0's poisson: -98.446\tvalid_0's l1: 20.1734\n",
"[92]\tvalid_0's poisson: -98.4889\tvalid_0's l1: 20.1433\n",
"[93]\tvalid_0's poisson: -98.6336\tvalid_0's l1: 20.0719\n",
"[94]\tvalid_0's poisson: -98.6647\tvalid_0's l1: 20.0477\n",
"[95]\tvalid_0's poisson: -98.695\tvalid_0's l1: 20.0242\n",
"[96]\tvalid_0's poisson: -98.7454\tvalid_0's l1: 19.989\n",
"[97]\tvalid_0's poisson: -98.7988\tvalid_0's l1: 19.952\n",
"[98]\tvalid_0's poisson: -98.8524\tvalid_0's l1: 19.9074\n",
"[99]\tvalid_0's poisson: -98.892\tvalid_0's l1: 19.8796\n",
"[100]\tvalid_0's poisson: -99.0216\tvalid_0's l1: 19.8139\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7155\tvalid_0's l1: 28.88\n",
"[3]\tvalid_0's poisson: -82.3666\tvalid_0's l1: 28.6408\n",
"[4]\tvalid_0's poisson: -82.9619\tvalid_0's l1: 28.412\n",
"[5]\tvalid_0's poisson: -83.555\tvalid_0's l1: 28.1835\n",
"[6]\tvalid_0's poisson: -84.1171\tvalid_0's l1: 27.9617\n",
"[7]\tvalid_0's poisson: -84.6277\tvalid_0's l1: 27.7523\n",
"[8]\tvalid_0's poisson: -85.1146\tvalid_0's l1: 27.5485\n",
"[9]\tvalid_0's poisson: -85.5668\tvalid_0's l1: 27.3561\n",
"[10]\tvalid_0's poisson: -86.0269\tvalid_0's l1: 27.1589\n",
"[11]\tvalid_0's poisson: -86.4655\tvalid_0's l1: 26.9683\n",
"[12]\tvalid_0's poisson: -86.884\tvalid_0's l1: 26.7823\n",
"[13]\tvalid_0's poisson: -87.2836\tvalid_0's l1: 26.6028\n",
"[14]\tvalid_0's poisson: -87.6656\tvalid_0's l1: 26.427\n",
"[15]\tvalid_0's poisson: -88.0309\tvalid_0's l1: 26.2569\n",
"[16]\tvalid_0's poisson: -88.3806\tvalid_0's l1: 26.0909\n",
"[17]\tvalid_0's poisson: -88.7156\tvalid_0's l1: 25.9309\n",
"[18]\tvalid_0's poisson: -89.0418\tvalid_0's l1: 25.7725\n",
"[19]\tvalid_0's poisson: -89.3342\tvalid_0's l1: 25.6285\n",
"[20]\tvalid_0's poisson: -89.6324\tvalid_0's l1: 25.4789\n",
"[21]\tvalid_0's poisson: -89.904\tvalid_0's l1: 25.3441\n",
"[22]\tvalid_0's poisson: -90.1657\tvalid_0's l1: 25.2158\n",
"[23]\tvalid_0's poisson: -90.4577\tvalid_0's l1: 25.0609\n",
"[24]\tvalid_0's poisson: -90.7195\tvalid_0's l1: 24.9272\n",
"[25]\tvalid_0's poisson: -90.9712\tvalid_0's l1: 24.7968\n",
"[26]\tvalid_0's poisson: -91.2306\tvalid_0's l1: 24.655\n",
"[27]\tvalid_0's poisson: -91.4793\tvalid_0's l1: 24.5161\n",
"[28]\tvalid_0's poisson: -91.68\tvalid_0's l1: 24.4067\n",
"[29]\tvalid_0's poisson: -91.8779\tvalid_0's l1: 24.2977\n",
"[30]\tvalid_0's poisson: -92.0788\tvalid_0's l1: 24.1943\n",
"[31]\tvalid_0's poisson: -92.2998\tvalid_0's l1: 24.0687\n",
"[32]\tvalid_0's poisson: -92.5176\tvalid_0's l1: 23.9441\n",
"[33]\tvalid_0's poisson: -92.7267\tvalid_0's l1: 23.8229\n",
"[34]\tvalid_0's poisson: -92.937\tvalid_0's l1: 23.6979\n",
"[35]\tvalid_0's poisson: -93.139\tvalid_0's l1: 23.5776\n",
"[36]\tvalid_0's poisson: -93.2711\tvalid_0's l1: 23.5011\n",
"[37]\tvalid_0's poisson: -93.422\tvalid_0's l1: 23.414\n",
"[38]\tvalid_0's poisson: -93.6097\tvalid_0's l1: 23.3011\n",
"[39]\tvalid_0's poisson: -93.7926\tvalid_0's l1: 23.1904\n",
"[40]\tvalid_0's poisson: -93.9685\tvalid_0's l1: 23.0825\n",
"[41]\tvalid_0's poisson: -94.0862\tvalid_0's l1: 23.0132\n",
"[42]\tvalid_0's poisson: -94.2357\tvalid_0's l1: 22.9333\n",
"[43]\tvalid_0's poisson: -94.3987\tvalid_0's l1: 22.8306\n",
"[44]\tvalid_0's poisson: -94.5058\tvalid_0's l1: 22.7662\n",
"[45]\tvalid_0's poisson: -94.6594\tvalid_0's l1: 22.6691\n",
"[46]\tvalid_0's poisson: -94.8073\tvalid_0's l1: 22.5753\n",
"[47]\tvalid_0's poisson: -94.907\tvalid_0's l1: 22.5153\n",
"[48]\tvalid_0's poisson: -95.0139\tvalid_0's l1: 22.454\n",
"[49]\tvalid_0's poisson: -95.1419\tvalid_0's l1: 22.3854\n",
"[50]\tvalid_0's poisson: -95.2464\tvalid_0's l1: 22.3224\n",
"[51]\tvalid_0's poisson: -95.3685\tvalid_0's l1: 22.2555\n",
"[52]\tvalid_0's poisson: -95.4981\tvalid_0's l1: 22.1678\n",
"[53]\tvalid_0's poisson: -95.6231\tvalid_0's l1: 22.0832\n",
"[54]\tvalid_0's poisson: -95.7168\tvalid_0's l1: 22.026\n",
"[55]\tvalid_0's poisson: -95.8178\tvalid_0's l1: 21.9688\n",
"[56]\tvalid_0's poisson: -95.9271\tvalid_0's l1: 21.8933\n",
"[57]\tvalid_0's poisson: -96.0052\tvalid_0's l1: 21.8447\n",
"[58]\tvalid_0's poisson: -96.1001\tvalid_0's l1: 21.7915\n",
"[59]\tvalid_0's poisson: -96.2124\tvalid_0's l1: 21.7298\n",
"[60]\tvalid_0's poisson: -96.2972\tvalid_0's l1: 21.6768\n",
"[61]\tvalid_0's poisson: -96.4038\tvalid_0's l1: 21.6175\n",
"[62]\tvalid_0's poisson: -96.4996\tvalid_0's l1: 21.5625\n",
"[63]\tvalid_0's poisson: -96.5819\tvalid_0's l1: 21.5096\n",
"[64]\tvalid_0's poisson: -96.6802\tvalid_0's l1: 21.4536\n",
"[65]\tvalid_0's poisson: -96.7441\tvalid_0's l1: 21.4118\n",
"[66]\tvalid_0's poisson: -96.8324\tvalid_0's l1: 21.3607\n",
"[67]\tvalid_0's poisson: -96.9073\tvalid_0's l1: 21.3115\n",
"[68]\tvalid_0's poisson: -96.9673\tvalid_0's l1: 21.2728\n",
"[69]\tvalid_0's poisson: -97.0384\tvalid_0's l1: 21.2258\n",
"[70]\tvalid_0's poisson: -97.1078\tvalid_0's l1: 21.1801\n",
"[71]\tvalid_0's poisson: -97.1878\tvalid_0's l1: 21.1331\n",
"[72]\tvalid_0's poisson: -97.2811\tvalid_0's l1: 21.0639\n",
"[73]\tvalid_0's poisson: -97.3566\tvalid_0's l1: 21.0197\n",
"[74]\tvalid_0's poisson: -97.4456\tvalid_0's l1: 20.953\n",
"[75]\tvalid_0's poisson: -97.5315\tvalid_0's l1: 20.8884\n",
"[76]\tvalid_0's poisson: -97.5767\tvalid_0's l1: 20.8547\n",
"[77]\tvalid_0's poisson: -97.655\tvalid_0's l1: 20.8046\n",
"[78]\tvalid_0's poisson: -97.6986\tvalid_0's l1: 20.7723\n",
"[79]\tvalid_0's poisson: -97.7449\tvalid_0's l1: 20.7415\n",
"[80]\tvalid_0's poisson: -97.7865\tvalid_0's l1: 20.7105\n",
"[81]\tvalid_0's poisson: -97.8647\tvalid_0's l1: 20.6508\n",
"[82]\tvalid_0's poisson: -97.9397\tvalid_0's l1: 20.5926\n",
"[83]\tvalid_0's poisson: -98.0133\tvalid_0's l1: 20.5356\n",
"[84]\tvalid_0's poisson: -98.0845\tvalid_0's l1: 20.4799\n",
"[85]\tvalid_0's poisson: -98.1524\tvalid_0's l1: 20.4249\n",
"[86]\tvalid_0's poisson: -98.2218\tvalid_0's l1: 20.3834\n",
"[87]\tvalid_0's poisson: -98.3792\tvalid_0's l1: 20.305\n",
"[88]\tvalid_0's poisson: -98.4148\tvalid_0's l1: 20.2774\n",
"[89]\tvalid_0's poisson: -98.4717\tvalid_0's l1: 20.2425\n",
"[90]\tvalid_0's poisson: -98.5231\tvalid_0's l1: 20.2058\n",
"[91]\tvalid_0's poisson: -98.5773\tvalid_0's l1: 20.1681\n",
"[92]\tvalid_0's poisson: -98.6321\tvalid_0's l1: 20.1297\n",
"[93]\tvalid_0's poisson: -98.6924\tvalid_0's l1: 20.0798\n",
"[94]\tvalid_0's poisson: -98.833\tvalid_0's l1: 20.0072\n",
"[95]\tvalid_0's poisson: -98.8653\tvalid_0's l1: 19.9821\n",
"[96]\tvalid_0's poisson: -98.8969\tvalid_0's l1: 19.9576\n",
"[97]\tvalid_0's poisson: -98.9565\tvalid_0's l1: 19.9219\n",
"[98]\tvalid_0's poisson: -99.0078\tvalid_0's l1: 19.8854\n",
"[99]\tvalid_0's poisson: -99.0916\tvalid_0's l1: 19.8468\n",
"[100]\tvalid_0's poisson: -99.1482\tvalid_0's l1: 19.8124\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7629\tvalid_0's l1: 28.8668\n",
"[3]\tvalid_0's poisson: -82.3527\tvalid_0's l1: 28.6429\n",
"[4]\tvalid_0's poisson: -82.9525\tvalid_0's l1: 28.4128\n",
"[5]\tvalid_0's poisson: -83.5395\tvalid_0's l1: 28.1858\n",
"[6]\tvalid_0's poisson: -84.0957\tvalid_0's l1: 27.9661\n",
"[7]\tvalid_0's poisson: -84.6298\tvalid_0's l1: 27.7503\n",
"[8]\tvalid_0's poisson: -85.1375\tvalid_0's l1: 27.5408\n",
"[9]\tvalid_0's poisson: -85.5875\tvalid_0's l1: 27.3493\n",
"[10]\tvalid_0's poisson: -86.0523\tvalid_0's l1: 27.1486\n",
"[11]\tvalid_0's poisson: -86.4874\tvalid_0's l1: 26.9574\n",
"[12]\tvalid_0's poisson: -86.9016\tvalid_0's l1: 26.7736\n",
"[13]\tvalid_0's poisson: -87.2972\tvalid_0's l1: 26.5956\n",
"[14]\tvalid_0's poisson: -87.6753\tvalid_0's l1: 26.4221\n",
"[15]\tvalid_0's poisson: -88.0369\tvalid_0's l1: 26.2535\n",
"[16]\tvalid_0's poisson: -88.392\tvalid_0's l1: 26.0832\n",
"[17]\tvalid_0's poisson: -88.725\tvalid_0's l1: 25.9218\n",
"[18]\tvalid_0's poisson: -89.0264\tvalid_0's l1: 25.7756\n",
"[19]\tvalid_0's poisson: -89.3346\tvalid_0's l1: 25.6234\n",
"[20]\tvalid_0's poisson: -89.6232\tvalid_0's l1: 25.4806\n",
"[21]\tvalid_0's poisson: -89.9095\tvalid_0's l1: 25.3345\n",
"[22]\tvalid_0's poisson: -90.1721\tvalid_0's l1: 25.2027\n",
"[23]\tvalid_0's poisson: -90.4651\tvalid_0's l1: 25.0454\n",
"[24]\tvalid_0's poisson: -90.7115\tvalid_0's l1: 24.9202\n",
"[25]\tvalid_0's poisson: -90.9623\tvalid_0's l1: 24.7914\n",
"[26]\tvalid_0's poisson: -91.2234\tvalid_0's l1: 24.6491\n",
"[27]\tvalid_0's poisson: -91.4762\tvalid_0's l1: 24.5086\n",
"[28]\tvalid_0's poisson: -91.7183\tvalid_0's l1: 24.3744\n",
"[29]\tvalid_0's poisson: -91.9505\tvalid_0's l1: 24.2427\n",
"[30]\tvalid_0's poisson: -92.1304\tvalid_0's l1: 24.1438\n",
"[31]\tvalid_0's poisson: -92.3045\tvalid_0's l1: 24.0482\n",
"[32]\tvalid_0's poisson: -92.4873\tvalid_0's l1: 23.9461\n",
"[33]\tvalid_0's poisson: -92.707\tvalid_0's l1: 23.818\n",
"[34]\tvalid_0's poisson: -92.9074\tvalid_0's l1: 23.6997\n",
"[35]\tvalid_0's poisson: -93.1104\tvalid_0's l1: 23.5789\n",
"[36]\tvalid_0's poisson: -93.3009\tvalid_0's l1: 23.4739\n",
"[37]\tvalid_0's poisson: -93.4921\tvalid_0's l1: 23.3584\n",
"[38]\tvalid_0's poisson: -93.6187\tvalid_0's l1: 23.2838\n",
"[39]\tvalid_0's poisson: -93.7996\tvalid_0's l1: 23.1733\n",
"[40]\tvalid_0's poisson: -93.9736\tvalid_0's l1: 23.0657\n",
"[41]\tvalid_0's poisson: -94.1411\tvalid_0's l1: 22.9599\n",
"[42]\tvalid_0's poisson: -94.282\tvalid_0's l1: 22.8825\n",
"[43]\tvalid_0's poisson: -94.4061\tvalid_0's l1: 22.8095\n",
"[44]\tvalid_0's poisson: -94.5521\tvalid_0's l1: 22.7301\n",
"[45]\tvalid_0's poisson: -94.6818\tvalid_0's l1: 22.6413\n",
"[46]\tvalid_0's poisson: -94.8249\tvalid_0's l1: 22.5492\n",
"[47]\tvalid_0's poisson: -94.9647\tvalid_0's l1: 22.4587\n",
"[48]\tvalid_0's poisson: -95.0614\tvalid_0's l1: 22.3995\n",
"[49]\tvalid_0's poisson: -95.1775\tvalid_0's l1: 22.3328\n",
"[50]\tvalid_0's poisson: -95.3005\tvalid_0's l1: 22.266\n",
"[51]\tvalid_0's poisson: -95.3995\tvalid_0's l1: 22.2037\n",
"[52]\tvalid_0's poisson: -95.5221\tvalid_0's l1: 22.1316\n",
"[53]\tvalid_0's poisson: -95.6441\tvalid_0's l1: 22.0499\n",
"[54]\tvalid_0's poisson: -95.7283\tvalid_0's l1: 21.9975\n",
"[55]\tvalid_0's poisson: -95.8393\tvalid_0's l1: 21.9355\n",
"[56]\tvalid_0's poisson: -95.9291\tvalid_0's l1: 21.8802\n",
"[57]\tvalid_0's poisson: -96.0159\tvalid_0's l1: 21.8249\n",
"[58]\tvalid_0's poisson: -96.1025\tvalid_0's l1: 21.769\n",
"[59]\tvalid_0's poisson: -96.2028\tvalid_0's l1: 21.6984\n",
"[60]\tvalid_0's poisson: -96.2996\tvalid_0's l1: 21.6302\n",
"[61]\tvalid_0's poisson: -96.397\tvalid_0's l1: 21.5743\n",
"[62]\tvalid_0's poisson: -96.4718\tvalid_0's l1: 21.5272\n",
"[63]\tvalid_0's poisson: -96.5659\tvalid_0's l1: 21.4733\n",
"[64]\tvalid_0's poisson: -96.6573\tvalid_0's l1: 21.4208\n",
"[65]\tvalid_0's poisson: -96.7225\tvalid_0's l1: 21.3786\n",
"[66]\tvalid_0's poisson: -96.8096\tvalid_0's l1: 21.329\n",
"[67]\tvalid_0's poisson: -96.8942\tvalid_0's l1: 21.2806\n",
"[68]\tvalid_0's poisson: -96.9541\tvalid_0's l1: 21.2414\n",
"[69]\tvalid_0's poisson: -97.0413\tvalid_0's l1: 21.1865\n",
"[70]\tvalid_0's poisson: -97.1016\tvalid_0's l1: 21.1461\n",
"[71]\tvalid_0's poisson: -97.1684\tvalid_0's l1: 21.1012\n",
"[72]\tvalid_0's poisson: -97.2254\tvalid_0's l1: 21.0631\n",
"[73]\tvalid_0's poisson: -97.3013\tvalid_0's l1: 21.0188\n",
"[74]\tvalid_0's poisson: -97.3635\tvalid_0's l1: 20.9764\n",
"[75]\tvalid_0's poisson: -97.4314\tvalid_0's l1: 20.9345\n",
"[76]\tvalid_0's poisson: -97.5163\tvalid_0's l1: 20.8713\n",
"[77]\tvalid_0's poisson: -97.5983\tvalid_0's l1: 20.8101\n",
"[78]\tvalid_0's poisson: -97.6664\tvalid_0's l1: 20.7697\n",
"[79]\tvalid_0's poisson: -97.7228\tvalid_0's l1: 20.7314\n",
"[80]\tvalid_0's poisson: -97.7996\tvalid_0's l1: 20.6729\n",
"[81]\tvalid_0's poisson: -97.8709\tvalid_0's l1: 20.6309\n",
"[82]\tvalid_0's poisson: -97.9223\tvalid_0's l1: 20.5955\n",
"[83]\tvalid_0's poisson: -97.9957\tvalid_0's l1: 20.539\n",
"[84]\tvalid_0's poisson: -98.0653\tvalid_0's l1: 20.4834\n",
"[85]\tvalid_0's poisson: -98.1326\tvalid_0's l1: 20.4292\n",
"[86]\tvalid_0's poisson: -98.199\tvalid_0's l1: 20.3756\n",
"[87]\tvalid_0's poisson: -98.2398\tvalid_0's l1: 20.3483\n",
"[88]\tvalid_0's poisson: -98.3034\tvalid_0's l1: 20.2978\n",
"[89]\tvalid_0's poisson: -98.3649\tvalid_0's l1: 20.2481\n",
"[90]\tvalid_0's poisson: -98.3996\tvalid_0's l1: 20.2214\n",
"[91]\tvalid_0's poisson: -98.4586\tvalid_0's l1: 20.1742\n",
"[92]\tvalid_0's poisson: -98.4916\tvalid_0's l1: 20.149\n",
"[93]\tvalid_0's poisson: -98.6131\tvalid_0's l1: 20.0868\n",
"[94]\tvalid_0's poisson: -98.6471\tvalid_0's l1: 20.0616\n",
"[95]\tvalid_0's poisson: -98.7007\tvalid_0's l1: 20.0245\n",
"[96]\tvalid_0's poisson: -98.7725\tvalid_0's l1: 19.9814\n",
"[97]\tvalid_0's poisson: -98.8348\tvalid_0's l1: 19.9336\n",
"[98]\tvalid_0's poisson: -98.8645\tvalid_0's l1: 19.91\n",
"[99]\tvalid_0's poisson: -98.9315\tvalid_0's l1: 19.8693\n",
"[100]\tvalid_0's poisson: -98.9599\tvalid_0's l1: 19.8465\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.0801\tvalid_0's l1: 29.1117\n",
"[2]\tvalid_0's poisson: -81.7637\tvalid_0's l1: 28.8657\n",
"[3]\tvalid_0's poisson: -82.3494\tvalid_0's l1: 28.646\n",
"[4]\tvalid_0's poisson: -82.9472\tvalid_0's l1: 28.4161\n",
"[5]\tvalid_0's poisson: -83.5419\tvalid_0's l1: 28.1864\n",
"[6]\tvalid_0's poisson: -84.1009\tvalid_0's l1: 27.9644\n",
"[7]\tvalid_0's poisson: -84.6372\tvalid_0's l1: 27.7469\n",
"[8]\tvalid_0's poisson: -85.1469\tvalid_0's l1: 27.5357\n",
"[9]\tvalid_0's poisson: -85.5817\tvalid_0's l1: 27.3508\n",
"[10]\tvalid_0's poisson: -86.0483\tvalid_0's l1: 27.15\n",
"[11]\tvalid_0's poisson: -86.4931\tvalid_0's l1: 26.9557\n",
"[12]\tvalid_0's poisson: -86.9177\tvalid_0's l1: 26.7663\n",
"[13]\tvalid_0's poisson: -87.3231\tvalid_0's l1: 26.5834\n",
"[14]\tvalid_0's poisson: -87.7105\tvalid_0's l1: 26.4046\n",
"[15]\tvalid_0's poisson: -88.0741\tvalid_0's l1: 26.2347\n",
"[16]\tvalid_0's poisson: -88.4046\tvalid_0's l1: 26.0782\n",
"[17]\tvalid_0's poisson: -88.7413\tvalid_0's l1: 25.9167\n",
"[18]\tvalid_0's poisson: -89.0637\tvalid_0's l1: 25.758\n",
"[19]\tvalid_0's poisson: -89.3728\tvalid_0's l1: 25.6053\n",
"[20]\tvalid_0's poisson: -89.6616\tvalid_0's l1: 25.4621\n",
"[21]\tvalid_0's poisson: -89.9395\tvalid_0's l1: 25.3233\n",
"[22]\tvalid_0's poisson: -90.2001\tvalid_0's l1: 25.1945\n",
"[23]\tvalid_0's poisson: -90.4699\tvalid_0's l1: 25.055\n",
"[24]\tvalid_0's poisson: -90.7282\tvalid_0's l1: 24.9231\n",
"[25]\tvalid_0's poisson: -90.9954\tvalid_0's l1: 24.7788\n",
"[26]\tvalid_0's poisson: -91.2513\tvalid_0's l1: 24.6385\n",
"[27]\tvalid_0's poisson: -91.4967\tvalid_0's l1: 24.501\n",
"[28]\tvalid_0's poisson: -91.6943\tvalid_0's l1: 24.3925\n",
"[29]\tvalid_0's poisson: -91.9284\tvalid_0's l1: 24.2703\n",
"[30]\tvalid_0's poisson: -92.1635\tvalid_0's l1: 24.1377\n",
"[31]\tvalid_0's poisson: -92.3795\tvalid_0's l1: 24.0142\n",
"[32]\tvalid_0's poisson: -92.5869\tvalid_0's l1: 23.8934\n",
"[33]\tvalid_0's poisson: -92.7435\tvalid_0's l1: 23.8058\n",
"[34]\tvalid_0's poisson: -92.9517\tvalid_0's l1: 23.683\n",
"[35]\tvalid_0's poisson: -93.1518\tvalid_0's l1: 23.565\n",
"[36]\tvalid_0's poisson: -93.3164\tvalid_0's l1: 23.4762\n",
"[37]\tvalid_0's poisson: -93.4679\tvalid_0's l1: 23.3885\n",
"[38]\tvalid_0's poisson: -93.6494\tvalid_0's l1: 23.2783\n",
"[39]\tvalid_0's poisson: -93.8265\tvalid_0's l1: 23.1794\n",
"[40]\tvalid_0's poisson: -93.9973\tvalid_0's l1: 23.0841\n",
"[41]\tvalid_0's poisson: -94.1639\tvalid_0's l1: 22.9797\n",
"[42]\tvalid_0's poisson: -94.3243\tvalid_0's l1: 22.8778\n",
"[43]\tvalid_0's poisson: -94.4349\tvalid_0's l1: 22.8118\n",
"[44]\tvalid_0's poisson: -94.5867\tvalid_0's l1: 22.7143\n",
"[45]\tvalid_0's poisson: -94.733\tvalid_0's l1: 22.6198\n",
"[46]\tvalid_0's poisson: -94.8588\tvalid_0's l1: 22.5507\n",
"[47]\tvalid_0's poisson: -94.9938\tvalid_0's l1: 22.4784\n",
"[48]\tvalid_0's poisson: -95.1246\tvalid_0's l1: 22.4082\n",
"[49]\tvalid_0's poisson: -95.2189\tvalid_0's l1: 22.3514\n",
"[50]\tvalid_0's poisson: -95.3391\tvalid_0's l1: 22.2708\n",
"[51]\tvalid_0's poisson: -95.4569\tvalid_0's l1: 22.2053\n",
"[52]\tvalid_0's poisson: -95.5545\tvalid_0's l1: 22.1444\n",
"[53]\tvalid_0's poisson: -95.6407\tvalid_0's l1: 22.0915\n",
"[54]\tvalid_0's poisson: -95.7446\tvalid_0's l1: 22.0178\n",
"[55]\tvalid_0's poisson: -95.8539\tvalid_0's l1: 21.956\n",
"[56]\tvalid_0's poisson: -95.9437\tvalid_0's l1: 21.9009\n",
"[57]\tvalid_0's poisson: -96.0491\tvalid_0's l1: 21.8414\n",
"[58]\tvalid_0's poisson: -96.1349\tvalid_0's l1: 21.7874\n",
"[59]\tvalid_0's poisson: -96.2358\tvalid_0's l1: 21.7311\n",
"[60]\tvalid_0's poisson: -96.3283\tvalid_0's l1: 21.6631\n",
"[61]\tvalid_0's poisson: -96.4221\tvalid_0's l1: 21.5958\n",
"[62]\tvalid_0's poisson: -96.501\tvalid_0's l1: 21.5447\n",
"[63]\tvalid_0's poisson: -96.568\tvalid_0's l1: 21.5014\n",
"[64]\tvalid_0's poisson: -96.6515\tvalid_0's l1: 21.4378\n",
"[65]\tvalid_0's poisson: -96.7385\tvalid_0's l1: 21.3877\n",
"[66]\tvalid_0's poisson: -96.8009\tvalid_0's l1: 21.3474\n",
"[67]\tvalid_0's poisson: -96.8719\tvalid_0's l1: 21.302\n",
"[68]\tvalid_0's poisson: -96.9536\tvalid_0's l1: 21.2554\n",
"[69]\tvalid_0's poisson: -97.0329\tvalid_0's l1: 21.2096\n",
"[70]\tvalid_0's poisson: -97.1099\tvalid_0's l1: 21.1646\n",
"[71]\tvalid_0's poisson: -97.1934\tvalid_0's l1: 21.1117\n",
"[72]\tvalid_0's poisson: -97.2748\tvalid_0's l1: 21.0517\n",
"[73]\tvalid_0's poisson: -97.3415\tvalid_0's l1: 21.0068\n",
"[74]\tvalid_0's poisson: -97.391\tvalid_0's l1: 20.9707\n",
"[75]\tvalid_0's poisson: -97.4437\tvalid_0's l1: 20.9344\n",
"[76]\tvalid_0's poisson: -97.526\tvalid_0's l1: 20.8727\n",
"[77]\tvalid_0's poisson: -97.6056\tvalid_0's l1: 20.8134\n",
"[78]\tvalid_0's poisson: -97.6824\tvalid_0's l1: 20.7554\n",
"[79]\tvalid_0's poisson: -97.739\tvalid_0's l1: 20.7166\n",
"[80]\tvalid_0's poisson: -97.7815\tvalid_0's l1: 20.685\n",
"[81]\tvalid_0's poisson: -97.8333\tvalid_0's l1: 20.6502\n",
"[82]\tvalid_0's poisson: -97.9059\tvalid_0's l1: 20.5948\n",
"[83]\tvalid_0's poisson: -97.976\tvalid_0's l1: 20.5405\n",
"[84]\tvalid_0's poisson: -98.0439\tvalid_0's l1: 20.4872\n",
"[85]\tvalid_0's poisson: -98.108\tvalid_0's l1: 20.4353\n",
"[86]\tvalid_0's poisson: -98.1701\tvalid_0's l1: 20.3846\n",
"[87]\tvalid_0's poisson: -98.2062\tvalid_0's l1: 20.3568\n",
"[88]\tvalid_0's poisson: -98.2531\tvalid_0's l1: 20.3259\n",
"[89]\tvalid_0's poisson: -98.398\tvalid_0's l1: 20.2539\n",
"[90]\tvalid_0's poisson: -98.4348\tvalid_0's l1: 20.227\n",
"[91]\tvalid_0's poisson: -98.5701\tvalid_0's l1: 20.1577\n",
"[92]\tvalid_0's poisson: -98.6327\tvalid_0's l1: 20.1197\n",
"[93]\tvalid_0's poisson: -98.688\tvalid_0's l1: 20.0731\n",
"[94]\tvalid_0's poisson: -98.7427\tvalid_0's l1: 20.0274\n",
"[95]\tvalid_0's poisson: -98.8131\tvalid_0's l1: 19.9848\n",
"[96]\tvalid_0's poisson: -98.9361\tvalid_0's l1: 19.9199\n",
"[97]\tvalid_0's poisson: -98.9879\tvalid_0's l1: 19.8841\n",
"[98]\tvalid_0's poisson: -99.0551\tvalid_0's l1: 19.8429\n",
"[99]\tvalid_0's poisson: -99.1202\tvalid_0's l1: 19.803\n",
"[100]\tvalid_0's poisson: -99.1687\tvalid_0's l1: 19.7692\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2296\tvalid_0's l1: 29.0589\n",
"[2]\tvalid_0's poisson: -82.0269\tvalid_0's l1: 28.7677\n",
"[3]\tvalid_0's poisson: -82.8228\tvalid_0's l1: 28.4727\n",
"[4]\tvalid_0's poisson: -83.5371\tvalid_0's l1: 28.1905\n",
"[5]\tvalid_0's poisson: -84.2495\tvalid_0's l1: 27.9064\n",
"[6]\tvalid_0's poisson: -84.8934\tvalid_0's l1: 27.6337\n",
"[7]\tvalid_0's poisson: -85.5344\tvalid_0's l1: 27.3631\n",
"[8]\tvalid_0's poisson: -86.1503\tvalid_0's l1: 27.0958\n",
"[9]\tvalid_0's poisson: -86.7396\tvalid_0's l1: 26.8342\n",
"[10]\tvalid_0's poisson: -87.3237\tvalid_0's l1: 26.5722\n",
"[11]\tvalid_0's poisson: -87.8786\tvalid_0's l1: 26.3161\n",
"[12]\tvalid_0's poisson: -88.4257\tvalid_0's l1: 26.0624\n",
"[13]\tvalid_0's poisson: -88.9373\tvalid_0's l1: 25.8195\n",
"[14]\tvalid_0's poisson: -89.4339\tvalid_0's l1: 25.5776\n",
"[15]\tvalid_0's poisson: -89.9067\tvalid_0's l1: 25.3419\n",
"[16]\tvalid_0's poisson: -90.3298\tvalid_0's l1: 25.12\n",
"[17]\tvalid_0's poisson: -90.7582\tvalid_0's l1: 24.8969\n",
"[18]\tvalid_0's poisson: -91.1573\tvalid_0's l1: 24.6808\n",
"[19]\tvalid_0's poisson: -91.5087\tvalid_0's l1: 24.4801\n",
"[20]\tvalid_0's poisson: -91.8899\tvalid_0's l1: 24.2717\n",
"[21]\tvalid_0's poisson: -92.2579\tvalid_0's l1: 24.0684\n",
"[22]\tvalid_0's poisson: -92.6046\tvalid_0's l1: 23.8727\n",
"[23]\tvalid_0's poisson: -92.9424\tvalid_0's l1: 23.6791\n",
"[24]\tvalid_0's poisson: -93.251\tvalid_0's l1: 23.4948\n",
"[25]\tvalid_0's poisson: -93.5635\tvalid_0's l1: 23.3107\n",
"[26]\tvalid_0's poisson: -93.8574\tvalid_0's l1: 23.1338\n",
"[27]\tvalid_0's poisson: -94.1352\tvalid_0's l1: 22.9614\n",
"[28]\tvalid_0's poisson: -94.5624\tvalid_0's l1: 22.7627\n",
"[29]\tvalid_0's poisson: -95.0579\tvalid_0's l1: 22.5413\n",
"[30]\tvalid_0's poisson: -95.5421\tvalid_0's l1: 22.3205\n",
"[31]\tvalid_0's poisson: -95.8135\tvalid_0's l1: 22.1441\n",
"[32]\tvalid_0's poisson: -96.2178\tvalid_0's l1: 21.9448\n",
"[33]\tvalid_0's poisson: -96.5979\tvalid_0's l1: 21.7508\n",
"[34]\tvalid_0's poisson: -96.993\tvalid_0's l1: 21.5516\n",
"[35]\tvalid_0's poisson: -97.1838\tvalid_0's l1: 21.4115\n",
"[36]\tvalid_0's poisson: -97.5404\tvalid_0's l1: 21.2206\n",
"[37]\tvalid_0's poisson: -97.8929\tvalid_0's l1: 21.0238\n",
"[38]\tvalid_0's poisson: -98.0766\tvalid_0's l1: 20.8832\n",
"[39]\tvalid_0's poisson: -98.273\tvalid_0's l1: 20.7349\n",
"[40]\tvalid_0's poisson: -98.588\tvalid_0's l1: 20.5518\n",
"[41]\tvalid_0's poisson: -98.9018\tvalid_0's l1: 20.366\n",
"[42]\tvalid_0's poisson: -99.1252\tvalid_0's l1: 20.2181\n",
"[43]\tvalid_0's poisson: -99.3603\tvalid_0's l1: 20.0651\n",
"[44]\tvalid_0's poisson: -99.6374\tvalid_0's l1: 19.8906\n",
"[45]\tvalid_0's poisson: -99.8451\tvalid_0's l1: 19.747\n",
"[46]\tvalid_0's poisson: -100.1\tvalid_0's l1: 19.5799\n",
"[47]\tvalid_0's poisson: -100.342\tvalid_0's l1: 19.4181\n",
"[48]\tvalid_0's poisson: -100.516\tvalid_0's l1: 19.2866\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -100.736\tvalid_0's l1: 19.1351\n",
"[50]\tvalid_0's poisson: -100.917\tvalid_0's l1: 19.0078\n",
"[51]\tvalid_0's poisson: -101.11\tvalid_0's l1: 18.8687\n",
"[52]\tvalid_0's poisson: -101.288\tvalid_0's l1: 18.7379\n",
"[53]\tvalid_0's poisson: -101.475\tvalid_0's l1: 18.5959\n",
"[54]\tvalid_0's poisson: -101.662\tvalid_0's l1: 18.4555\n",
"[55]\tvalid_0's poisson: -101.845\tvalid_0's l1: 18.3197\n",
"[56]\tvalid_0's poisson: -102.02\tvalid_0's l1: 18.1857\n",
"[57]\tvalid_0's poisson: -102.202\tvalid_0's l1: 18.0462\n",
"[58]\tvalid_0's poisson: -102.362\tvalid_0's l1: 17.9186\n",
"[59]\tvalid_0's poisson: -102.455\tvalid_0's l1: 17.8278\n",
"[60]\tvalid_0's poisson: -102.536\tvalid_0's l1: 17.7477\n",
"[61]\tvalid_0's poisson: -102.685\tvalid_0's l1: 17.6358\n",
"[62]\tvalid_0's poisson: -102.839\tvalid_0's l1: 17.5105\n",
"[63]\tvalid_0's poisson: -102.945\tvalid_0's l1: 17.4174\n",
"[64]\tvalid_0's poisson: -103.089\tvalid_0's l1: 17.2968\n",
"[65]\tvalid_0's poisson: -103.232\tvalid_0's l1: 17.181\n",
"[66]\tvalid_0's poisson: -103.307\tvalid_0's l1: 17.1051\n",
"[67]\tvalid_0's poisson: -103.403\tvalid_0's l1: 17.0184\n",
"[68]\tvalid_0's poisson: -103.525\tvalid_0's l1: 16.9227\n",
"[69]\tvalid_0's poisson: -103.604\tvalid_0's l1: 16.8454\n",
"[70]\tvalid_0's poisson: -103.706\tvalid_0's l1: 16.7573\n",
"[71]\tvalid_0's poisson: -103.838\tvalid_0's l1: 16.6462\n",
"[72]\tvalid_0's poisson: -103.966\tvalid_0's l1: 16.5376\n",
"[73]\tvalid_0's poisson: -104.035\tvalid_0's l1: 16.4684\n",
"[74]\tvalid_0's poisson: -104.101\tvalid_0's l1: 16.4004\n",
"[75]\tvalid_0's poisson: -104.191\tvalid_0's l1: 16.316\n",
"[76]\tvalid_0's poisson: -104.292\tvalid_0's l1: 16.2246\n",
"[77]\tvalid_0's poisson: -104.405\tvalid_0's l1: 16.1253\n",
"[78]\tvalid_0's poisson: -104.463\tvalid_0's l1: 16.0655\n",
"[79]\tvalid_0's poisson: -104.547\tvalid_0's l1: 15.9865\n",
"[80]\tvalid_0's poisson: -104.651\tvalid_0's l1: 15.8927\n",
"[81]\tvalid_0's poisson: -104.752\tvalid_0's l1: 15.8014\n",
"[82]\tvalid_0's poisson: -104.828\tvalid_0's l1: 15.7234\n",
"[83]\tvalid_0's poisson: -104.885\tvalid_0's l1: 15.6635\n",
"[84]\tvalid_0's poisson: -104.938\tvalid_0's l1: 15.6088\n",
"[85]\tvalid_0's poisson: -105.01\tvalid_0's l1: 15.5405\n",
"[86]\tvalid_0's poisson: -105.061\tvalid_0's l1: 15.4876\n",
"[87]\tvalid_0's poisson: -105.129\tvalid_0's l1: 15.4228\n",
"[88]\tvalid_0's poisson: -105.193\tvalid_0's l1: 15.3585\n",
"[89]\tvalid_0's poisson: -105.266\tvalid_0's l1: 15.2864\n",
"[90]\tvalid_0's poisson: -105.336\tvalid_0's l1: 15.2156\n",
"[91]\tvalid_0's poisson: -105.38\tvalid_0's l1: 15.1682\n",
"[92]\tvalid_0's poisson: -105.447\tvalid_0's l1: 15.0999\n",
"[93]\tvalid_0's poisson: -105.502\tvalid_0's l1: 15.04\n",
"[94]\tvalid_0's poisson: -105.565\tvalid_0's l1: 14.9715\n",
"[95]\tvalid_0's poisson: -105.626\tvalid_0's l1: 14.9044\n",
"[96]\tvalid_0's poisson: -105.685\tvalid_0's l1: 14.849\n",
"[97]\tvalid_0's poisson: -105.753\tvalid_0's l1: 14.7837\n",
"[98]\tvalid_0's poisson: -105.809\tvalid_0's l1: 14.7208\n",
"[99]\tvalid_0's poisson: -105.863\tvalid_0's l1: 14.6594\n",
"[100]\tvalid_0's poisson: -105.914\tvalid_0's l1: 14.5987\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2259\tvalid_0's l1: 29.059\n",
"[2]\tvalid_0's poisson: -82.0226\tvalid_0's l1: 28.767\n",
"[3]\tvalid_0's poisson: -82.8105\tvalid_0's l1: 28.4743\n",
"[4]\tvalid_0's poisson: -83.5493\tvalid_0's l1: 28.1872\n",
"[5]\tvalid_0's poisson: -84.2614\tvalid_0's l1: 27.9009\n",
"[6]\tvalid_0's poisson: -84.9563\tvalid_0's l1: 27.6167\n",
"[7]\tvalid_0's poisson: -85.6188\tvalid_0's l1: 27.3379\n",
"[8]\tvalid_0's poisson: -86.2433\tvalid_0's l1: 27.0677\n",
"[9]\tvalid_0's poisson: -86.8151\tvalid_0's l1: 26.8078\n",
"[10]\tvalid_0's poisson: -87.3728\tvalid_0's l1: 26.5507\n",
"[11]\tvalid_0's poisson: -87.9385\tvalid_0's l1: 26.2929\n",
"[12]\tvalid_0's poisson: -88.4525\tvalid_0's l1: 26.046\n",
"[13]\tvalid_0's poisson: -88.9742\tvalid_0's l1: 25.7981\n",
"[14]\tvalid_0's poisson: -89.4711\tvalid_0's l1: 25.5561\n",
"[15]\tvalid_0's poisson: -89.9413\tvalid_0's l1: 25.3191\n",
"[16]\tvalid_0's poisson: -90.3756\tvalid_0's l1: 25.0937\n",
"[17]\tvalid_0's poisson: -90.8021\tvalid_0's l1: 24.8699\n",
"[18]\tvalid_0's poisson: -91.1939\tvalid_0's l1: 24.6565\n",
"[19]\tvalid_0's poisson: -91.6142\tvalid_0's l1: 24.4365\n",
"[20]\tvalid_0's poisson: -91.9869\tvalid_0's l1: 24.23\n",
"[21]\tvalid_0's poisson: -92.3492\tvalid_0's l1: 24.0264\n",
"[22]\tvalid_0's poisson: -92.725\tvalid_0's l1: 23.8207\n",
"[23]\tvalid_0's poisson: -93.0444\tvalid_0's l1: 23.6323\n",
"[24]\tvalid_0's poisson: -93.3404\tvalid_0's l1: 23.4537\n",
"[25]\tvalid_0's poisson: -93.6668\tvalid_0's l1: 23.2617\n",
"[26]\tvalid_0's poisson: -93.9541\tvalid_0's l1: 23.0883\n",
"[27]\tvalid_0's poisson: -94.2483\tvalid_0's l1: 22.9112\n",
"[28]\tvalid_0's poisson: -94.533\tvalid_0's l1: 22.7369\n",
"[29]\tvalid_0's poisson: -94.8228\tvalid_0's l1: 22.5649\n",
"[30]\tvalid_0's poisson: -95.2876\tvalid_0's l1: 22.3584\n",
"[31]\tvalid_0's poisson: -95.7435\tvalid_0's l1: 22.1452\n",
"[32]\tvalid_0's poisson: -95.9784\tvalid_0's l1: 21.9905\n",
"[33]\tvalid_0's poisson: -96.412\tvalid_0's l1: 21.7807\n",
"[34]\tvalid_0's poisson: -96.6306\tvalid_0's l1: 21.629\n",
"[35]\tvalid_0's poisson: -96.842\tvalid_0's l1: 21.4815\n",
"[36]\tvalid_0's poisson: -97.1649\tvalid_0's l1: 21.3064\n",
"[37]\tvalid_0's poisson: -97.5398\tvalid_0's l1: 21.1106\n",
"[38]\tvalid_0's poisson: -97.7282\tvalid_0's l1: 20.9729\n",
"[39]\tvalid_0's poisson: -98.0062\tvalid_0's l1: 20.811\n",
"[40]\tvalid_0's poisson: -98.273\tvalid_0's l1: 20.6541\n",
"[41]\tvalid_0's poisson: -98.5373\tvalid_0's l1: 20.4952\n",
"[42]\tvalid_0's poisson: -98.8596\tvalid_0's l1: 20.3142\n",
"[43]\tvalid_0's poisson: -99.1561\tvalid_0's l1: 20.1363\n",
"[44]\tvalid_0's poisson: -99.3746\tvalid_0's l1: 19.9904\n",
"[45]\tvalid_0's poisson: -99.6195\tvalid_0's l1: 19.8366\n",
"[46]\tvalid_0's poisson: -99.8883\tvalid_0's l1: 19.6652\n",
"[47]\tvalid_0's poisson: -100.139\tvalid_0's l1: 19.5014\n",
"[48]\tvalid_0's poisson: -100.373\tvalid_0's l1: 19.3492\n",
"[49]\tvalid_0's poisson: -100.605\tvalid_0's l1: 19.1909\n",
"[50]\tvalid_0's poisson: -100.808\tvalid_0's l1: 19.0502\n",
"[51]\tvalid_0's poisson: -101.017\tvalid_0's l1: 18.8976\n",
"[52]\tvalid_0's poisson: -101.215\tvalid_0's l1: 18.7493\n",
"[53]\tvalid_0's poisson: -101.408\tvalid_0's l1: 18.6059\n",
"[54]\tvalid_0's poisson: -101.519\tvalid_0's l1: 18.5028\n",
"[55]\tvalid_0's poisson: -101.722\tvalid_0's l1: 18.3558\n",
"[56]\tvalid_0's poisson: -101.83\tvalid_0's l1: 18.2576\n",
"[57]\tvalid_0's poisson: -101.937\tvalid_0's l1: 18.1601\n",
"[58]\tvalid_0's poisson: -102.038\tvalid_0's l1: 18.0656\n",
"[59]\tvalid_0's poisson: -102.209\tvalid_0's l1: 17.9432\n",
"[60]\tvalid_0's poisson: -102.396\tvalid_0's l1: 17.8021\n",
"[61]\tvalid_0's poisson: -102.558\tvalid_0's l1: 17.6726\n",
"[62]\tvalid_0's poisson: -102.65\tvalid_0's l1: 17.583\n",
"[63]\tvalid_0's poisson: -102.791\tvalid_0's l1: 17.4644\n",
"[64]\tvalid_0's poisson: -102.926\tvalid_0's l1: 17.35\n",
"[65]\tvalid_0's poisson: -103.083\tvalid_0's l1: 17.2228\n",
"[66]\tvalid_0's poisson: -103.159\tvalid_0's l1: 17.1471\n",
"[67]\tvalid_0's poisson: -103.289\tvalid_0's l1: 17.0373\n",
"[68]\tvalid_0's poisson: -103.433\tvalid_0's l1: 16.9171\n",
"[69]\tvalid_0's poisson: -103.565\tvalid_0's l1: 16.8033\n",
"[70]\tvalid_0's poisson: -103.676\tvalid_0's l1: 16.7106\n",
"[71]\tvalid_0's poisson: -103.796\tvalid_0's l1: 16.609\n",
"[72]\tvalid_0's poisson: -103.901\tvalid_0's l1: 16.5128\n",
"[73]\tvalid_0's poisson: -104.013\tvalid_0's l1: 16.4108\n",
"[74]\tvalid_0's poisson: -104.122\tvalid_0's l1: 16.3225\n",
"[75]\tvalid_0's poisson: -104.212\tvalid_0's l1: 16.2349\n",
"[76]\tvalid_0's poisson: -104.298\tvalid_0's l1: 16.153\n",
"[77]\tvalid_0's poisson: -104.388\tvalid_0's l1: 16.0638\n",
"[78]\tvalid_0's poisson: -104.452\tvalid_0's l1: 15.9981\n",
"[79]\tvalid_0's poisson: -104.514\tvalid_0's l1: 15.9347\n",
"[80]\tvalid_0's poisson: -104.601\tvalid_0's l1: 15.8537\n",
"[81]\tvalid_0's poisson: -104.682\tvalid_0's l1: 15.7774\n",
"[82]\tvalid_0's poisson: -104.775\tvalid_0's l1: 15.6913\n",
"[83]\tvalid_0's poisson: -104.865\tvalid_0's l1: 15.6078\n",
"[84]\tvalid_0's poisson: -104.952\tvalid_0's l1: 15.527\n",
"[85]\tvalid_0's poisson: -105.018\tvalid_0's l1: 15.4584\n",
"[86]\tvalid_0's poisson: -105.094\tvalid_0's l1: 15.3876\n",
"[87]\tvalid_0's poisson: -105.164\tvalid_0's l1: 15.3125\n",
"[88]\tvalid_0's poisson: -105.248\tvalid_0's l1: 15.2277\n",
"[89]\tvalid_0's poisson: -105.323\tvalid_0's l1: 15.1556\n",
"[90]\tvalid_0's poisson: -105.403\tvalid_0's l1: 15.0763\n",
"[91]\tvalid_0's poisson: -105.449\tvalid_0's l1: 15.027\n",
"[92]\tvalid_0's poisson: -105.506\tvalid_0's l1: 14.9665\n",
"[93]\tvalid_0's poisson: -105.543\tvalid_0's l1: 14.9227\n",
"[94]\tvalid_0's poisson: -105.605\tvalid_0's l1: 14.8615\n",
"[95]\tvalid_0's poisson: -105.666\tvalid_0's l1: 14.7911\n",
"[96]\tvalid_0's poisson: -105.722\tvalid_0's l1: 14.7263\n",
"[97]\tvalid_0's poisson: -105.781\tvalid_0's l1: 14.6586\n",
"[98]\tvalid_0's poisson: -105.846\tvalid_0's l1: 14.5948\n",
"[99]\tvalid_0's poisson: -105.9\tvalid_0's l1: 14.5315\n",
"[100]\tvalid_0's poisson: -105.962\tvalid_0's l1: 14.4649\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2394\tvalid_0's l1: 29.0553\n",
"[2]\tvalid_0's poisson: -82.0433\tvalid_0's l1: 28.7632\n",
"[3]\tvalid_0's poisson: -82.82\tvalid_0's l1: 28.47\n",
"[4]\tvalid_0's poisson: -83.5532\tvalid_0's l1: 28.183\n",
"[5]\tvalid_0's poisson: -84.2583\tvalid_0's l1: 27.9\n",
"[6]\tvalid_0's poisson: -84.9241\tvalid_0's l1: 27.6239\n",
"[7]\tvalid_0's poisson: -85.5867\tvalid_0's l1: 27.3448\n",
"[8]\tvalid_0's poisson: -86.2012\tvalid_0's l1: 27.0784\n",
"[9]\tvalid_0's poisson: -86.7841\tvalid_0's l1: 26.8183\n",
"[10]\tvalid_0's poisson: -87.3732\tvalid_0's l1: 26.5559\n",
"[11]\tvalid_0's poisson: -87.945\tvalid_0's l1: 26.2964\n",
"[12]\tvalid_0's poisson: -88.4698\tvalid_0's l1: 26.0471\n",
"[13]\tvalid_0's poisson: -88.9952\tvalid_0's l1: 25.7967\n",
"[14]\tvalid_0's poisson: -89.4885\tvalid_0's l1: 25.5557\n",
"[15]\tvalid_0's poisson: -89.9493\tvalid_0's l1: 25.3219\n",
"[16]\tvalid_0's poisson: -90.3987\tvalid_0's l1: 25.0929\n",
"[17]\tvalid_0's poisson: -90.8181\tvalid_0's l1: 24.8727\n",
"[18]\tvalid_0's poisson: -91.2118\tvalid_0's l1: 24.6596\n",
"[19]\tvalid_0's poisson: -91.6035\tvalid_0's l1: 24.4467\n",
"[20]\tvalid_0's poisson: -91.9901\tvalid_0's l1: 24.2366\n",
"[21]\tvalid_0's poisson: -92.4012\tvalid_0's l1: 24.0205\n",
"[22]\tvalid_0's poisson: -92.7401\tvalid_0's l1: 23.8262\n",
"[23]\tvalid_0's poisson: -93.0679\tvalid_0's l1: 23.6353\n",
"[24]\tvalid_0's poisson: -93.3923\tvalid_0's l1: 23.4448\n",
"[25]\tvalid_0's poisson: -93.7122\tvalid_0's l1: 23.2551\n",
"[26]\tvalid_0's poisson: -94.0471\tvalid_0's l1: 23.0614\n",
"[27]\tvalid_0's poisson: -94.5129\tvalid_0's l1: 22.8492\n",
"[28]\tvalid_0's poisson: -94.9497\tvalid_0's l1: 22.6434\n",
"[29]\tvalid_0's poisson: -95.2314\tvalid_0's l1: 22.4652\n",
"[30]\tvalid_0's poisson: -95.524\tvalid_0's l1: 22.2865\n",
"[31]\tvalid_0's poisson: -95.9709\tvalid_0's l1: 22.0748\n",
"[32]\tvalid_0's poisson: -96.3977\tvalid_0's l1: 21.8678\n",
"[33]\tvalid_0's poisson: -96.8134\tvalid_0's l1: 21.6584\n",
"[34]\tvalid_0's poisson: -97.1982\tvalid_0's l1: 21.4607\n",
"[35]\tvalid_0's poisson: -97.5325\tvalid_0's l1: 21.2733\n",
"[36]\tvalid_0's poisson: -97.8871\tvalid_0's l1: 21.0822\n",
"[37]\tvalid_0's poisson: -98.0638\tvalid_0's l1: 20.9437\n",
"[38]\tvalid_0's poisson: -98.2373\tvalid_0's l1: 20.8077\n",
"[39]\tvalid_0's poisson: -98.5595\tvalid_0's l1: 20.621\n",
"[40]\tvalid_0's poisson: -98.8644\tvalid_0's l1: 20.4335\n",
"[41]\tvalid_0's poisson: -99.1812\tvalid_0's l1: 20.2406\n",
"[42]\tvalid_0's poisson: -99.4547\tvalid_0's l1: 20.0661\n",
"[43]\tvalid_0's poisson: -99.7299\tvalid_0's l1: 19.89\n",
"[44]\tvalid_0's poisson: -99.9383\tvalid_0's l1: 19.7438\n",
"[45]\tvalid_0's poisson: -100.187\tvalid_0's l1: 19.5781\n",
"[46]\tvalid_0's poisson: -100.322\tvalid_0's l1: 19.4659\n",
"[47]\tvalid_0's poisson: -100.564\tvalid_0's l1: 19.3027\n",
"[48]\tvalid_0's poisson: -100.799\tvalid_0's l1: 19.142\n",
"[49]\tvalid_0's poisson: -101.025\tvalid_0's l1: 18.9844\n",
"[50]\tvalid_0's poisson: -101.238\tvalid_0's l1: 18.8381\n",
"[51]\tvalid_0's poisson: -101.449\tvalid_0's l1: 18.6851\n",
"[52]\tvalid_0's poisson: -101.642\tvalid_0's l1: 18.5424\n",
"[53]\tvalid_0's poisson: -101.751\tvalid_0's l1: 18.4403\n",
"[54]\tvalid_0's poisson: -101.939\tvalid_0's l1: 18.3035\n",
"[55]\tvalid_0's poisson: -102.113\tvalid_0's l1: 18.1699\n",
"[56]\tvalid_0's poisson: -102.297\tvalid_0's l1: 18.0268\n",
"[57]\tvalid_0's poisson: -102.469\tvalid_0's l1: 17.8919\n",
"[58]\tvalid_0's poisson: -102.629\tvalid_0's l1: 17.7673\n",
"[59]\tvalid_0's poisson: -102.762\tvalid_0's l1: 17.6511\n",
"[60]\tvalid_0's poisson: -102.919\tvalid_0's l1: 17.5168\n",
"[61]\tvalid_0's poisson: -103.071\tvalid_0's l1: 17.3916\n",
"[62]\tvalid_0's poisson: -103.194\tvalid_0's l1: 17.2818\n",
"[63]\tvalid_0's poisson: -103.33\tvalid_0's l1: 17.1714\n",
"[64]\tvalid_0's poisson: -103.465\tvalid_0's l1: 17.0595\n",
"[65]\tvalid_0's poisson: -103.594\tvalid_0's l1: 16.9441\n",
"[66]\tvalid_0's poisson: -103.708\tvalid_0's l1: 16.8499\n",
"[67]\tvalid_0's poisson: -103.832\tvalid_0's l1: 16.7462\n",
"[68]\tvalid_0's poisson: -103.95\tvalid_0's l1: 16.6422\n",
"[69]\tvalid_0's poisson: -104.059\tvalid_0's l1: 16.5415\n",
"[70]\tvalid_0's poisson: -104.136\tvalid_0's l1: 16.4628\n",
"[71]\tvalid_0's poisson: -104.208\tvalid_0's l1: 16.3886\n",
"[72]\tvalid_0's poisson: -104.314\tvalid_0's l1: 16.2861\n",
"[73]\tvalid_0's poisson: -104.402\tvalid_0's l1: 16.2027\n",
"[74]\tvalid_0's poisson: -104.507\tvalid_0's l1: 16.1051\n",
"[75]\tvalid_0's poisson: -104.605\tvalid_0's l1: 16.0103\n",
"[76]\tvalid_0's poisson: -104.7\tvalid_0's l1: 15.9191\n",
"[77]\tvalid_0's poisson: -104.791\tvalid_0's l1: 15.8303\n",
"[78]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.7503\n",
"[79]\tvalid_0's poisson: -104.932\tvalid_0's l1: 15.6841\n",
"[80]\tvalid_0's poisson: -105.022\tvalid_0's l1: 15.5932\n",
"[81]\tvalid_0's poisson: -105.088\tvalid_0's l1: 15.5199\n",
"[82]\tvalid_0's poisson: -105.166\tvalid_0's l1: 15.4372\n",
"[83]\tvalid_0's poisson: -105.249\tvalid_0's l1: 15.35\n",
"[84]\tvalid_0's poisson: -105.324\tvalid_0's l1: 15.2778\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[85]\tvalid_0's poisson: -105.378\tvalid_0's l1: 15.2205\n",
"[86]\tvalid_0's poisson: -105.459\tvalid_0's l1: 15.1363\n",
"[87]\tvalid_0's poisson: -105.535\tvalid_0's l1: 15.0558\n",
"[88]\tvalid_0's poisson: -105.608\tvalid_0's l1: 14.9769\n",
"[89]\tvalid_0's poisson: -105.669\tvalid_0's l1: 14.911\n",
"[90]\tvalid_0's poisson: -105.738\tvalid_0's l1: 14.8383\n",
"[91]\tvalid_0's poisson: -105.804\tvalid_0's l1: 14.7653\n",
"[92]\tvalid_0's poisson: -105.85\tvalid_0's l1: 14.7165\n",
"[93]\tvalid_0's poisson: -105.904\tvalid_0's l1: 14.6626\n",
"[94]\tvalid_0's poisson: -105.963\tvalid_0's l1: 14.5978\n",
"[95]\tvalid_0's poisson: -106.01\tvalid_0's l1: 14.5436\n",
"[96]\tvalid_0's poisson: -106.059\tvalid_0's l1: 14.4931\n",
"[97]\tvalid_0's poisson: -106.118\tvalid_0's l1: 14.4292\n",
"[98]\tvalid_0's poisson: -106.176\tvalid_0's l1: 14.3673\n",
"[99]\tvalid_0's poisson: -106.211\tvalid_0's l1: 14.3251\n",
"[100]\tvalid_0's poisson: -106.267\tvalid_0's l1: 14.2614\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2371\tvalid_0's l1: 29.0566\n",
"[2]\tvalid_0's poisson: -82.0521\tvalid_0's l1: 28.762\n",
"[3]\tvalid_0's poisson: -82.8587\tvalid_0's l1: 28.4648\n",
"[4]\tvalid_0's poisson: -83.6189\tvalid_0's l1: 28.1725\n",
"[5]\tvalid_0's poisson: -84.3365\tvalid_0's l1: 27.8864\n",
"[6]\tvalid_0's poisson: -85.0078\tvalid_0's l1: 27.6052\n",
"[7]\tvalid_0's poisson: -85.685\tvalid_0's l1: 27.3267\n",
"[8]\tvalid_0's poisson: -86.334\tvalid_0's l1: 27.0518\n",
"[9]\tvalid_0's poisson: -86.9061\tvalid_0's l1: 26.7939\n",
"[10]\tvalid_0's poisson: -87.4942\tvalid_0's l1: 26.5336\n",
"[11]\tvalid_0's poisson: -88.0564\tvalid_0's l1: 26.2762\n",
"[12]\tvalid_0's poisson: -88.5638\tvalid_0's l1: 26.031\n",
"[13]\tvalid_0's poisson: -89.0725\tvalid_0's l1: 25.7864\n",
"[14]\tvalid_0's poisson: -89.5311\tvalid_0's l1: 25.5544\n",
"[15]\tvalid_0's poisson: -89.9826\tvalid_0's l1: 25.3243\n",
"[16]\tvalid_0's poisson: -90.4202\tvalid_0's l1: 25.0976\n",
"[17]\tvalid_0's poisson: -90.832\tvalid_0's l1: 24.8804\n",
"[18]\tvalid_0's poisson: -91.2316\tvalid_0's l1: 24.6658\n",
"[19]\tvalid_0's poisson: -91.6001\tvalid_0's l1: 24.4597\n",
"[20]\tvalid_0's poisson: -91.9483\tvalid_0's l1: 24.2587\n",
"[21]\tvalid_0's poisson: -92.3206\tvalid_0's l1: 24.0529\n",
"[22]\tvalid_0's poisson: -92.6702\tvalid_0's l1: 23.8518\n",
"[23]\tvalid_0's poisson: -92.9889\tvalid_0's l1: 23.6652\n",
"[24]\tvalid_0's poisson: -93.2972\tvalid_0's l1: 23.4826\n",
"[25]\tvalid_0's poisson: -93.634\tvalid_0's l1: 23.2885\n",
"[26]\tvalid_0's poisson: -93.9191\tvalid_0's l1: 23.1138\n",
"[27]\tvalid_0's poisson: -94.2464\tvalid_0's l1: 22.9237\n",
"[28]\tvalid_0's poisson: -94.7041\tvalid_0's l1: 22.7135\n",
"[29]\tvalid_0's poisson: -95.1805\tvalid_0's l1: 22.496\n",
"[30]\tvalid_0's poisson: -95.6442\tvalid_0's l1: 22.2774\n",
"[31]\tvalid_0's poisson: -96.0717\tvalid_0's l1: 22.0686\n",
"[32]\tvalid_0's poisson: -96.4847\tvalid_0's l1: 21.8601\n",
"[33]\tvalid_0's poisson: -96.8724\tvalid_0's l1: 21.6656\n",
"[34]\tvalid_0's poisson: -97.0752\tvalid_0's l1: 21.5149\n",
"[35]\tvalid_0's poisson: -97.2757\tvalid_0's l1: 21.3666\n",
"[36]\tvalid_0's poisson: -97.6409\tvalid_0's l1: 21.1687\n",
"[37]\tvalid_0's poisson: -97.967\tvalid_0's l1: 20.9844\n",
"[38]\tvalid_0's poisson: -98.1779\tvalid_0's l1: 20.8302\n",
"[39]\tvalid_0's poisson: -98.4405\tvalid_0's l1: 20.6658\n",
"[40]\tvalid_0's poisson: -98.7484\tvalid_0's l1: 20.4845\n",
"[41]\tvalid_0's poisson: -99.065\tvalid_0's l1: 20.2995\n",
"[42]\tvalid_0's poisson: -99.2962\tvalid_0's l1: 20.1455\n",
"[43]\tvalid_0's poisson: -99.5137\tvalid_0's l1: 20\n",
"[44]\tvalid_0's poisson: -99.6522\tvalid_0's l1: 19.8814\n",
"[45]\tvalid_0's poisson: -99.9149\tvalid_0's l1: 19.7183\n",
"[46]\tvalid_0's poisson: -100.172\tvalid_0's l1: 19.554\n",
"[47]\tvalid_0's poisson: -100.382\tvalid_0's l1: 19.4074\n",
"[48]\tvalid_0's poisson: -100.519\tvalid_0's l1: 19.2905\n",
"[49]\tvalid_0's poisson: -100.753\tvalid_0's l1: 19.1295\n",
"[50]\tvalid_0's poisson: -100.956\tvalid_0's l1: 18.987\n",
"[51]\tvalid_0's poisson: -101.148\tvalid_0's l1: 18.8459\n",
"[52]\tvalid_0's poisson: -101.357\tvalid_0's l1: 18.6947\n",
"[53]\tvalid_0's poisson: -101.546\tvalid_0's l1: 18.5491\n",
"[54]\tvalid_0's poisson: -101.744\tvalid_0's l1: 18.404\n",
"[55]\tvalid_0's poisson: -101.934\tvalid_0's l1: 18.2619\n",
"[56]\tvalid_0's poisson: -102.035\tvalid_0's l1: 18.1656\n",
"[57]\tvalid_0's poisson: -102.143\tvalid_0's l1: 18.0658\n",
"[58]\tvalid_0's poisson: -102.308\tvalid_0's l1: 17.9381\n",
"[59]\tvalid_0's poisson: -102.4\tvalid_0's l1: 17.8488\n",
"[60]\tvalid_0's poisson: -102.552\tvalid_0's l1: 17.73\n",
"[61]\tvalid_0's poisson: -102.721\tvalid_0's l1: 17.5996\n",
"[62]\tvalid_0's poisson: -102.877\tvalid_0's l1: 17.4762\n",
"[63]\tvalid_0's poisson: -103.026\tvalid_0's l1: 17.358\n",
"[64]\tvalid_0's poisson: -103.121\tvalid_0's l1: 17.267\n",
"[65]\tvalid_0's poisson: -103.253\tvalid_0's l1: 17.1564\n",
"[66]\tvalid_0's poisson: -103.36\tvalid_0's l1: 17.0654\n",
"[67]\tvalid_0's poisson: -103.436\tvalid_0's l1: 16.9905\n",
"[68]\tvalid_0's poisson: -103.571\tvalid_0's l1: 16.8804\n",
"[69]\tvalid_0's poisson: -103.707\tvalid_0's l1: 16.7743\n",
"[70]\tvalid_0's poisson: -103.841\tvalid_0's l1: 16.6606\n",
"[71]\tvalid_0's poisson: -103.908\tvalid_0's l1: 16.5923\n",
"[72]\tvalid_0's poisson: -104.017\tvalid_0's l1: 16.5001\n",
"[73]\tvalid_0's poisson: -104.126\tvalid_0's l1: 16.4052\n",
"[74]\tvalid_0's poisson: -104.193\tvalid_0's l1: 16.3372\n",
"[75]\tvalid_0's poisson: -104.299\tvalid_0's l1: 16.2426\n",
"[76]\tvalid_0's poisson: -104.363\tvalid_0's l1: 16.1772\n",
"[77]\tvalid_0's poisson: -104.455\tvalid_0's l1: 16.0926\n",
"[78]\tvalid_0's poisson: -104.507\tvalid_0's l1: 16.0364\n",
"[79]\tvalid_0's poisson: -104.593\tvalid_0's l1: 15.9531\n",
"[80]\tvalid_0's poisson: -104.682\tvalid_0's l1: 15.8671\n",
"[81]\tvalid_0's poisson: -104.765\tvalid_0's l1: 15.7859\n",
"[82]\tvalid_0's poisson: -104.85\tvalid_0's l1: 15.7031\n",
"[83]\tvalid_0's poisson: -104.928\tvalid_0's l1: 15.6335\n",
"[84]\tvalid_0's poisson: -105.007\tvalid_0's l1: 15.5514\n",
"[85]\tvalid_0's poisson: -105.083\tvalid_0's l1: 15.4831\n",
"[86]\tvalid_0's poisson: -105.172\tvalid_0's l1: 15.3968\n",
"[87]\tvalid_0's poisson: -105.266\tvalid_0's l1: 15.3053\n",
"[88]\tvalid_0's poisson: -105.34\tvalid_0's l1: 15.2313\n",
"[89]\tvalid_0's poisson: -105.426\tvalid_0's l1: 15.1453\n",
"[90]\tvalid_0's poisson: -105.471\tvalid_0's l1: 15.0964\n",
"[91]\tvalid_0's poisson: -105.514\tvalid_0's l1: 15.0493\n",
"[92]\tvalid_0's poisson: -105.56\tvalid_0's l1: 15\n",
"[93]\tvalid_0's poisson: -105.599\tvalid_0's l1: 14.9566\n",
"[94]\tvalid_0's poisson: -105.641\tvalid_0's l1: 14.908\n",
"[95]\tvalid_0's poisson: -105.681\tvalid_0's l1: 14.8606\n",
"[96]\tvalid_0's poisson: -105.713\tvalid_0's l1: 14.8218\n",
"[97]\tvalid_0's poisson: -105.774\tvalid_0's l1: 14.7601\n",
"[98]\tvalid_0's poisson: -105.825\tvalid_0's l1: 14.7018\n",
"[99]\tvalid_0's poisson: -105.894\tvalid_0's l1: 14.6274\n",
"[100]\tvalid_0's poisson: -105.947\tvalid_0's l1: 14.5761\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.239\tvalid_0's l1: 29.0556\n",
"[2]\tvalid_0's poisson: -82.0469\tvalid_0's l1: 28.7592\n",
"[3]\tvalid_0's poisson: -82.8043\tvalid_0's l1: 28.4713\n",
"[4]\tvalid_0's poisson: -83.5564\tvalid_0's l1: 28.1802\n",
"[5]\tvalid_0's poisson: -84.2464\tvalid_0's l1: 27.9029\n",
"[6]\tvalid_0's poisson: -84.9003\tvalid_0's l1: 27.6319\n",
"[7]\tvalid_0's poisson: -85.5215\tvalid_0's l1: 27.3656\n",
"[8]\tvalid_0's poisson: -86.1298\tvalid_0's l1: 27.1026\n",
"[9]\tvalid_0's poisson: -86.7094\tvalid_0's l1: 26.8445\n",
"[10]\tvalid_0's poisson: -87.2609\tvalid_0's l1: 26.5928\n",
"[11]\tvalid_0's poisson: -87.7835\tvalid_0's l1: 26.3475\n",
"[12]\tvalid_0's poisson: -88.2834\tvalid_0's l1: 26.1056\n",
"[13]\tvalid_0's poisson: -88.7737\tvalid_0's l1: 25.8653\n",
"[14]\tvalid_0's poisson: -89.2532\tvalid_0's l1: 25.6295\n",
"[15]\tvalid_0's poisson: -89.6928\tvalid_0's l1: 25.4032\n",
"[16]\tvalid_0's poisson: -90.1133\tvalid_0's l1: 25.1811\n",
"[17]\tvalid_0's poisson: -90.5229\tvalid_0's l1: 24.9637\n",
"[18]\tvalid_0's poisson: -90.9308\tvalid_0's l1: 24.7473\n",
"[19]\tvalid_0's poisson: -91.3485\tvalid_0's l1: 24.5284\n",
"[20]\tvalid_0's poisson: -91.7\tvalid_0's l1: 24.3292\n",
"[21]\tvalid_0's poisson: -92.0609\tvalid_0's l1: 24.1281\n",
"[22]\tvalid_0's poisson: -92.3948\tvalid_0's l1: 23.9347\n",
"[23]\tvalid_0's poisson: -92.7524\tvalid_0's l1: 23.7364\n",
"[24]\tvalid_0's poisson: -93.0809\tvalid_0's l1: 23.5472\n",
"[25]\tvalid_0's poisson: -93.4115\tvalid_0's l1: 23.3601\n",
"[26]\tvalid_0's poisson: -93.7535\tvalid_0's l1: 23.1684\n",
"[27]\tvalid_0's poisson: -94.0463\tvalid_0's l1: 22.9917\n",
"[28]\tvalid_0's poisson: -94.5738\tvalid_0's l1: 22.7728\n",
"[29]\tvalid_0's poisson: -94.8332\tvalid_0's l1: 22.6055\n",
"[30]\tvalid_0's poisson: -95.1222\tvalid_0's l1: 22.4296\n",
"[31]\tvalid_0's poisson: -95.3799\tvalid_0's l1: 22.2653\n",
"[32]\tvalid_0's poisson: -95.6254\tvalid_0's l1: 22.1058\n",
"[33]\tvalid_0's poisson: -95.9925\tvalid_0's l1: 21.924\n",
"[34]\tvalid_0's poisson: -96.4289\tvalid_0's l1: 21.7189\n",
"[35]\tvalid_0's poisson: -96.6428\tvalid_0's l1: 21.5708\n",
"[36]\tvalid_0's poisson: -96.9643\tvalid_0's l1: 21.3976\n",
"[37]\tvalid_0's poisson: -97.3427\tvalid_0's l1: 21.2043\n",
"[38]\tvalid_0's poisson: -97.6373\tvalid_0's l1: 21.0374\n",
"[39]\tvalid_0's poisson: -97.9169\tvalid_0's l1: 20.8735\n",
"[40]\tvalid_0's poisson: -98.2849\tvalid_0's l1: 20.6724\n",
"[41]\tvalid_0's poisson: -98.6343\tvalid_0's l1: 20.4767\n",
"[42]\tvalid_0's poisson: -98.9338\tvalid_0's l1: 20.2981\n",
"[43]\tvalid_0's poisson: -99.232\tvalid_0's l1: 20.1191\n",
"[44]\tvalid_0's poisson: -99.5227\tvalid_0's l1: 19.9425\n",
"[45]\tvalid_0's poisson: -99.7892\tvalid_0's l1: 19.7723\n",
"[46]\tvalid_0's poisson: -100.057\tvalid_0's l1: 19.6032\n",
"[47]\tvalid_0's poisson: -100.301\tvalid_0's l1: 19.442\n",
"[48]\tvalid_0's poisson: -100.525\tvalid_0's l1: 19.295\n",
"[49]\tvalid_0's poisson: -100.748\tvalid_0's l1: 19.1414\n",
"[50]\tvalid_0's poisson: -100.965\tvalid_0's l1: 18.9989\n",
"[51]\tvalid_0's poisson: -101.183\tvalid_0's l1: 18.8464\n",
"[52]\tvalid_0's poisson: -101.379\tvalid_0's l1: 18.7008\n",
"[53]\tvalid_0's poisson: -101.572\tvalid_0's l1: 18.5603\n",
"[54]\tvalid_0's poisson: -101.757\tvalid_0's l1: 18.4201\n",
"[55]\tvalid_0's poisson: -101.855\tvalid_0's l1: 18.326\n",
"[56]\tvalid_0's poisson: -102.029\tvalid_0's l1: 18.1941\n",
"[57]\tvalid_0's poisson: -102.121\tvalid_0's l1: 18.1052\n",
"[58]\tvalid_0's poisson: -102.278\tvalid_0's l1: 17.9807\n",
"[59]\tvalid_0's poisson: -102.365\tvalid_0's l1: 17.8954\n",
"[60]\tvalid_0's poisson: -102.514\tvalid_0's l1: 17.7755\n",
"[61]\tvalid_0's poisson: -102.678\tvalid_0's l1: 17.6507\n",
"[62]\tvalid_0's poisson: -102.834\tvalid_0's l1: 17.5326\n",
"[63]\tvalid_0's poisson: -102.964\tvalid_0's l1: 17.423\n",
"[64]\tvalid_0's poisson: -103.126\tvalid_0's l1: 17.2951\n",
"[65]\tvalid_0's poisson: -103.287\tvalid_0's l1: 17.1655\n",
"[66]\tvalid_0's poisson: -103.435\tvalid_0's l1: 17.0404\n",
"[67]\tvalid_0's poisson: -103.583\tvalid_0's l1: 16.918\n",
"[68]\tvalid_0's poisson: -103.721\tvalid_0's l1: 16.803\n",
"[69]\tvalid_0's poisson: -103.857\tvalid_0's l1: 16.6872\n",
"[70]\tvalid_0's poisson: -103.956\tvalid_0's l1: 16.5955\n",
"[71]\tvalid_0's poisson: -104.054\tvalid_0's l1: 16.5033\n",
"[72]\tvalid_0's poisson: -104.166\tvalid_0's l1: 16.4031\n",
"[73]\tvalid_0's poisson: -104.285\tvalid_0's l1: 16.2972\n",
"[74]\tvalid_0's poisson: -104.379\tvalid_0's l1: 16.205\n",
"[75]\tvalid_0's poisson: -104.453\tvalid_0's l1: 16.1298\n",
"[76]\tvalid_0's poisson: -104.567\tvalid_0's l1: 16.0237\n",
"[77]\tvalid_0's poisson: -104.676\tvalid_0's l1: 15.9209\n",
"[78]\tvalid_0's poisson: -104.764\tvalid_0's l1: 15.8335\n",
"[79]\tvalid_0's poisson: -104.868\tvalid_0's l1: 15.7399\n",
"[80]\tvalid_0's poisson: -104.965\tvalid_0's l1: 15.6455\n",
"[81]\tvalid_0's poisson: -105.044\tvalid_0's l1: 15.5632\n",
"[82]\tvalid_0's poisson: -105.119\tvalid_0's l1: 15.4924\n",
"[83]\tvalid_0's poisson: -105.175\tvalid_0's l1: 15.4345\n",
"[84]\tvalid_0's poisson: -105.251\tvalid_0's l1: 15.3545\n",
"[85]\tvalid_0's poisson: -105.332\tvalid_0's l1: 15.2757\n",
"[86]\tvalid_0's poisson: -105.396\tvalid_0's l1: 15.2096\n",
"[87]\tvalid_0's poisson: -105.46\tvalid_0's l1: 15.142\n",
"[88]\tvalid_0's poisson: -105.523\tvalid_0's l1: 15.0787\n",
"[89]\tvalid_0's poisson: -105.59\tvalid_0's l1: 15.0067\n",
"[90]\tvalid_0's poisson: -105.661\tvalid_0's l1: 14.9311\n",
"[91]\tvalid_0's poisson: -105.733\tvalid_0's l1: 14.8545\n",
"[92]\tvalid_0's poisson: -105.8\tvalid_0's l1: 14.7814\n",
"[93]\tvalid_0's poisson: -105.849\tvalid_0's l1: 14.7283\n",
"[94]\tvalid_0's poisson: -105.919\tvalid_0's l1: 14.6582\n",
"[95]\tvalid_0's poisson: -105.96\tvalid_0's l1: 14.6111\n",
"[96]\tvalid_0's poisson: -106.003\tvalid_0's l1: 14.5621\n",
"[97]\tvalid_0's poisson: -106.056\tvalid_0's l1: 14.5003\n",
"[98]\tvalid_0's poisson: -106.111\tvalid_0's l1: 14.4362\n",
"[99]\tvalid_0's poisson: -106.15\tvalid_0's l1: 14.3927\n",
"[100]\tvalid_0's poisson: -106.192\tvalid_0's l1: 14.3449\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -83.3746\tvalid_0's l1: 28.2375\n",
"[2]\tvalid_0's poisson: -85.8874\tvalid_0's l1: 27.1881\n",
"[3]\tvalid_0's poisson: -88.1049\tvalid_0's l1: 26.1856\n",
"[4]\tvalid_0's poisson: -89.8593\tvalid_0's l1: 25.2915\n",
"[5]\tvalid_0's poisson: -91.3735\tvalid_0's l1: 24.4894\n",
"[6]\tvalid_0's poisson: -92.6263\tvalid_0's l1: 23.7718\n",
"[7]\tvalid_0's poisson: -93.7163\tvalid_0's l1: 23.1119\n",
"[8]\tvalid_0's poisson: -94.7514\tvalid_0's l1: 22.482\n",
"[9]\tvalid_0's poisson: -95.6796\tvalid_0's l1: 21.9148\n",
"[10]\tvalid_0's poisson: -97.3543\tvalid_0's l1: 21.1513\n",
"[11]\tvalid_0's poisson: -98.1481\tvalid_0's l1: 20.6245\n",
"[12]\tvalid_0's poisson: -99.3395\tvalid_0's l1: 19.9957\n",
"[13]\tvalid_0's poisson: -100.157\tvalid_0's l1: 19.4708\n",
"[14]\tvalid_0's poisson: -100.866\tvalid_0's l1: 18.97\n",
"[15]\tvalid_0's poisson: -101.523\tvalid_0's l1: 18.5397\n",
"[16]\tvalid_0's poisson: -101.866\tvalid_0's l1: 18.2332\n",
"[17]\tvalid_0's poisson: -102.535\tvalid_0's l1: 17.7328\n",
"[18]\tvalid_0's poisson: -103.133\tvalid_0's l1: 17.2843\n",
"[19]\tvalid_0's poisson: -103.386\tvalid_0's l1: 17.047\n",
"[20]\tvalid_0's poisson: -103.853\tvalid_0's l1: 16.6602\n",
"[21]\tvalid_0's poisson: -104.058\tvalid_0's l1: 16.4432\n",
"[22]\tvalid_0's poisson: -104.247\tvalid_0's l1: 16.2487\n",
"[23]\tvalid_0's poisson: -104.542\tvalid_0's l1: 15.9922\n",
"[24]\tvalid_0's poisson: -104.844\tvalid_0's l1: 15.7073\n",
"[25]\tvalid_0's poisson: -105.007\tvalid_0's l1: 15.5435\n",
"[26]\tvalid_0's poisson: -105.239\tvalid_0's l1: 15.3168\n",
"[27]\tvalid_0's poisson: -105.498\tvalid_0's l1: 15.0639\n",
"[28]\tvalid_0's poisson: -105.602\tvalid_0's l1: 14.9459\n",
"[29]\tvalid_0's poisson: -105.718\tvalid_0's l1: 14.8302\n",
"[30]\tvalid_0's poisson: -105.926\tvalid_0's l1: 14.6102\n",
"[31]\tvalid_0's poisson: -106.065\tvalid_0's l1: 14.4629\n",
"[32]\tvalid_0's poisson: -106.167\tvalid_0's l1: 14.3419\n",
"[33]\tvalid_0's poisson: -106.244\tvalid_0's l1: 14.256\n",
"[34]\tvalid_0's poisson: -106.342\tvalid_0's l1: 14.1305\n",
"[35]\tvalid_0's poisson: -106.517\tvalid_0's l1: 13.9593\n",
"[36]\tvalid_0's poisson: -106.583\tvalid_0's l1: 13.8679\n",
"[37]\tvalid_0's poisson: -106.653\tvalid_0's l1: 13.7831\n",
"[38]\tvalid_0's poisson: -106.731\tvalid_0's l1: 13.687\n",
"[39]\tvalid_0's poisson: -106.86\tvalid_0's l1: 13.5584\n",
"[40]\tvalid_0's poisson: -106.915\tvalid_0's l1: 13.4944\n",
"[41]\tvalid_0's poisson: -107.013\tvalid_0's l1: 13.3866\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[42]\tvalid_0's poisson: -107.049\tvalid_0's l1: 13.3293\n",
"[43]\tvalid_0's poisson: -107.081\tvalid_0's l1: 13.287\n",
"[44]\tvalid_0's poisson: -107.126\tvalid_0's l1: 13.237\n",
"[45]\tvalid_0's poisson: -107.157\tvalid_0's l1: 13.1857\n",
"[46]\tvalid_0's poisson: -107.214\tvalid_0's l1: 13.1281\n",
"[47]\tvalid_0's poisson: -107.265\tvalid_0's l1: 13.062\n",
"[48]\tvalid_0's poisson: -107.331\tvalid_0's l1: 12.9788\n",
"[49]\tvalid_0's poisson: -107.374\tvalid_0's l1: 12.9324\n",
"[50]\tvalid_0's poisson: -107.419\tvalid_0's l1: 12.8756\n",
"[51]\tvalid_0's poisson: -107.45\tvalid_0's l1: 12.8312\n",
"[52]\tvalid_0's poisson: -107.453\tvalid_0's l1: 12.8008\n",
"[53]\tvalid_0's poisson: -107.48\tvalid_0's l1: 12.7641\n",
"[54]\tvalid_0's poisson: -107.511\tvalid_0's l1: 12.7268\n",
"[55]\tvalid_0's poisson: -107.534\tvalid_0's l1: 12.6946\n",
"[56]\tvalid_0's poisson: -107.587\tvalid_0's l1: 12.6125\n",
"[57]\tvalid_0's poisson: -107.599\tvalid_0's l1: 12.5908\n",
"[58]\tvalid_0's poisson: -107.62\tvalid_0's l1: 12.534\n",
"[59]\tvalid_0's poisson: -107.646\tvalid_0's l1: 12.4876\n",
"[60]\tvalid_0's poisson: -107.659\tvalid_0's l1: 12.4703\n",
"[61]\tvalid_0's poisson: -107.728\tvalid_0's l1: 12.384\n",
"[62]\tvalid_0's poisson: -107.788\tvalid_0's l1: 12.3082\n",
"[63]\tvalid_0's poisson: -107.838\tvalid_0's l1: 12.2401\n",
"[64]\tvalid_0's poisson: -107.846\tvalid_0's l1: 12.2259\n",
"[65]\tvalid_0's poisson: -107.843\tvalid_0's l1: 12.2199\n",
"[66]\tvalid_0's poisson: -107.867\tvalid_0's l1: 12.2086\n",
"[67]\tvalid_0's poisson: -107.879\tvalid_0's l1: 12.1813\n",
"[68]\tvalid_0's poisson: -107.895\tvalid_0's l1: 12.1456\n",
"[69]\tvalid_0's poisson: -107.898\tvalid_0's l1: 12.1372\n",
"[70]\tvalid_0's poisson: -107.901\tvalid_0's l1: 12.1316\n",
"[71]\tvalid_0's poisson: -107.887\tvalid_0's l1: 12.1241\n",
"[72]\tvalid_0's poisson: -107.897\tvalid_0's l1: 12.111\n",
"[73]\tvalid_0's poisson: -107.905\tvalid_0's l1: 12.0993\n",
"[74]\tvalid_0's poisson: -107.911\tvalid_0's l1: 12.0896\n",
"[75]\tvalid_0's poisson: -107.916\tvalid_0's l1: 12.08\n",
"[76]\tvalid_0's poisson: -107.918\tvalid_0's l1: 12.0605\n",
"[77]\tvalid_0's poisson: -107.926\tvalid_0's l1: 12.0415\n",
"[78]\tvalid_0's poisson: -107.947\tvalid_0's l1: 12.0082\n",
"[79]\tvalid_0's poisson: -107.957\tvalid_0's l1: 11.9947\n",
"[80]\tvalid_0's poisson: -107.927\tvalid_0's l1: 11.9825\n",
"[81]\tvalid_0's poisson: -107.93\tvalid_0's l1: 11.973\n",
"[82]\tvalid_0's poisson: -107.96\tvalid_0's l1: 11.9334\n",
"[83]\tvalid_0's poisson: -107.966\tvalid_0's l1: 11.9236\n",
"[84]\tvalid_0's poisson: -107.97\tvalid_0's l1: 11.9087\n",
"[85]\tvalid_0's poisson: -107.989\tvalid_0's l1: 11.8827\n",
"[86]\tvalid_0's poisson: -108.002\tvalid_0's l1: 11.8714\n",
"[87]\tvalid_0's poisson: -107.996\tvalid_0's l1: 11.861\n",
"[88]\tvalid_0's poisson: -107.976\tvalid_0's l1: 11.8513\n",
"[89]\tvalid_0's poisson: -107.982\tvalid_0's l1: 11.839\n",
"[90]\tvalid_0's poisson: -107.991\tvalid_0's l1: 11.8279\n",
"[91]\tvalid_0's poisson: -107.986\tvalid_0's l1: 11.8156\n",
"[92]\tvalid_0's poisson: -107.991\tvalid_0's l1: 11.8082\n",
"[93]\tvalid_0's poisson: -107.993\tvalid_0's l1: 11.7987\n",
"[94]\tvalid_0's poisson: -107.989\tvalid_0's l1: 11.7924\n",
"[95]\tvalid_0's poisson: -107.976\tvalid_0's l1: 11.7546\n",
"[96]\tvalid_0's poisson: -107.98\tvalid_0's l1: 11.7441\n",
"[97]\tvalid_0's poisson: -108\tvalid_0's l1: 11.7377\n",
"[98]\tvalid_0's poisson: -108.002\tvalid_0's l1: 11.73\n",
"[99]\tvalid_0's poisson: -107.93\tvalid_0's l1: 11.7237\n",
"[100]\tvalid_0's poisson: -107.933\tvalid_0's l1: 11.7198\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -83.4401\tvalid_0's l1: 28.2114\n",
"[2]\tvalid_0's poisson: -86.0077\tvalid_0's l1: 27.1435\n",
"[3]\tvalid_0's poisson: -88.1144\tvalid_0's l1: 26.1807\n",
"[4]\tvalid_0's poisson: -90.0164\tvalid_0's l1: 25.2423\n",
"[5]\tvalid_0's poisson: -91.4902\tvalid_0's l1: 24.4333\n",
"[6]\tvalid_0's poisson: -92.7425\tvalid_0's l1: 23.7104\n",
"[7]\tvalid_0's poisson: -93.8151\tvalid_0's l1: 23.0555\n",
"[8]\tvalid_0's poisson: -94.8363\tvalid_0's l1: 22.4342\n",
"[9]\tvalid_0's poisson: -95.7545\tvalid_0's l1: 21.8769\n",
"[10]\tvalid_0's poisson: -97.2215\tvalid_0's l1: 21.1851\n",
"[11]\tvalid_0's poisson: -98.5284\tvalid_0's l1: 20.4949\n",
"[12]\tvalid_0's poisson: -99.5464\tvalid_0's l1: 19.8773\n",
"[13]\tvalid_0's poisson: -100.361\tvalid_0's l1: 19.3167\n",
"[14]\tvalid_0's poisson: -100.817\tvalid_0's l1: 18.9112\n",
"[15]\tvalid_0's poisson: -101.513\tvalid_0's l1: 18.4589\n",
"[16]\tvalid_0's poisson: -102.23\tvalid_0's l1: 17.9339\n",
"[17]\tvalid_0's poisson: -102.608\tvalid_0's l1: 17.5874\n",
"[18]\tvalid_0's poisson: -103.185\tvalid_0's l1: 17.1299\n",
"[19]\tvalid_0's poisson: -103.476\tvalid_0's l1: 16.8519\n",
"[20]\tvalid_0's poisson: -103.863\tvalid_0's l1: 16.5391\n",
"[21]\tvalid_0's poisson: -104.198\tvalid_0's l1: 16.2583\n",
"[22]\tvalid_0's poisson: -104.375\tvalid_0's l1: 16.0724\n",
"[23]\tvalid_0's poisson: -104.758\tvalid_0's l1: 15.7299\n",
"[24]\tvalid_0's poisson: -104.874\tvalid_0's l1: 15.5994\n",
"[25]\tvalid_0's poisson: -105.186\tvalid_0's l1: 15.3033\n",
"[26]\tvalid_0's poisson: -105.43\tvalid_0's l1: 15.0794\n",
"[27]\tvalid_0's poisson: -105.619\tvalid_0's l1: 14.9027\n",
"[28]\tvalid_0's poisson: -105.729\tvalid_0's l1: 14.7785\n",
"[29]\tvalid_0's poisson: -105.845\tvalid_0's l1: 14.6345\n",
"[30]\tvalid_0's poisson: -105.93\tvalid_0's l1: 14.5402\n",
"[31]\tvalid_0's poisson: -106.056\tvalid_0's l1: 14.4058\n",
"[32]\tvalid_0's poisson: -106.243\tvalid_0's l1: 14.2017\n",
"[33]\tvalid_0's poisson: -106.398\tvalid_0's l1: 14.023\n",
"[34]\tvalid_0's poisson: -106.484\tvalid_0's l1: 13.9325\n",
"[35]\tvalid_0's poisson: -106.554\tvalid_0's l1: 13.837\n",
"[36]\tvalid_0's poisson: -106.628\tvalid_0's l1: 13.7567\n",
"[37]\tvalid_0's poisson: -106.682\tvalid_0's l1: 13.6819\n",
"[38]\tvalid_0's poisson: -106.737\tvalid_0's l1: 13.6121\n",
"[39]\tvalid_0's poisson: -106.793\tvalid_0's l1: 13.5507\n",
"[40]\tvalid_0's poisson: -106.85\tvalid_0's l1: 13.4823\n",
"[41]\tvalid_0's poisson: -106.882\tvalid_0's l1: 13.4436\n",
"[42]\tvalid_0's poisson: -106.926\tvalid_0's l1: 13.3797\n",
"[43]\tvalid_0's poisson: -106.964\tvalid_0's l1: 13.3374\n",
"[44]\tvalid_0's poisson: -107.016\tvalid_0's l1: 13.2663\n",
"[45]\tvalid_0's poisson: -107.048\tvalid_0's l1: 13.2273\n",
"[46]\tvalid_0's poisson: -107.088\tvalid_0's l1: 13.1841\n",
"[47]\tvalid_0's poisson: -107.196\tvalid_0's l1: 13.0728\n",
"[48]\tvalid_0's poisson: -107.228\tvalid_0's l1: 13.0399\n",
"[49]\tvalid_0's poisson: -107.281\tvalid_0's l1: 12.9703\n",
"[50]\tvalid_0's poisson: -107.333\tvalid_0's l1: 12.8795\n",
"[51]\tvalid_0's poisson: -107.362\tvalid_0's l1: 12.8315\n",
"[52]\tvalid_0's poisson: -107.396\tvalid_0's l1: 12.7947\n",
"[53]\tvalid_0's poisson: -107.423\tvalid_0's l1: 12.7611\n",
"[54]\tvalid_0's poisson: -107.454\tvalid_0's l1: 12.7278\n",
"[55]\tvalid_0's poisson: -107.467\tvalid_0's l1: 12.6971\n",
"[56]\tvalid_0's poisson: -107.487\tvalid_0's l1: 12.6717\n",
"[57]\tvalid_0's poisson: -107.516\tvalid_0's l1: 12.6397\n",
"[58]\tvalid_0's poisson: -107.534\tvalid_0's l1: 12.6158\n",
"[59]\tvalid_0's poisson: -107.569\tvalid_0's l1: 12.5656\n",
"[60]\tvalid_0's poisson: -107.611\tvalid_0's l1: 12.5169\n",
"[61]\tvalid_0's poisson: -107.615\tvalid_0's l1: 12.5099\n",
"[62]\tvalid_0's poisson: -107.607\tvalid_0's l1: 12.504\n",
"[63]\tvalid_0's poisson: -107.625\tvalid_0's l1: 12.477\n",
"[64]\tvalid_0's poisson: -107.628\tvalid_0's l1: 12.4707\n",
"[65]\tvalid_0's poisson: -107.618\tvalid_0's l1: 12.4313\n",
"[66]\tvalid_0's poisson: -107.598\tvalid_0's l1: 12.4225\n",
"[67]\tvalid_0's poisson: -107.598\tvalid_0's l1: 12.4144\n",
"[68]\tvalid_0's poisson: -107.6\tvalid_0's l1: 12.4084\n",
"[69]\tvalid_0's poisson: -107.643\tvalid_0's l1: 12.3557\n",
"[70]\tvalid_0's poisson: -107.643\tvalid_0's l1: 12.343\n",
"[71]\tvalid_0's poisson: -107.652\tvalid_0's l1: 12.3333\n",
"[72]\tvalid_0's poisson: -107.685\tvalid_0's l1: 12.2864\n",
"[73]\tvalid_0's poisson: -107.684\tvalid_0's l1: 12.2729\n",
"[74]\tvalid_0's poisson: -107.69\tvalid_0's l1: 12.2632\n",
"[75]\tvalid_0's poisson: -107.699\tvalid_0's l1: 12.2472\n",
"[76]\tvalid_0's poisson: -107.746\tvalid_0's l1: 12.1854\n",
"[77]\tvalid_0's poisson: -107.756\tvalid_0's l1: 12.1681\n",
"[78]\tvalid_0's poisson: -107.738\tvalid_0's l1: 12.1583\n",
"[79]\tvalid_0's poisson: -107.742\tvalid_0's l1: 12.1434\n",
"[80]\tvalid_0's poisson: -107.749\tvalid_0's l1: 12.1291\n",
"[81]\tvalid_0's poisson: -107.759\tvalid_0's l1: 12.113\n",
"[82]\tvalid_0's poisson: -107.771\tvalid_0's l1: 12.0959\n",
"[83]\tvalid_0's poisson: -107.777\tvalid_0's l1: 12.0846\n",
"[84]\tvalid_0's poisson: -107.774\tvalid_0's l1: 12.0786\n",
"[85]\tvalid_0's poisson: -107.775\tvalid_0's l1: 12.0713\n",
"[86]\tvalid_0's poisson: -107.771\tvalid_0's l1: 12.0537\n",
"[87]\tvalid_0's poisson: -107.767\tvalid_0's l1: 12.0337\n",
"[88]\tvalid_0's poisson: -107.788\tvalid_0's l1: 12.0158\n",
"[89]\tvalid_0's poisson: -107.824\tvalid_0's l1: 11.9762\n",
"[90]\tvalid_0's poisson: -107.851\tvalid_0's l1: 11.9421\n",
"[91]\tvalid_0's poisson: -107.853\tvalid_0's l1: 11.9351\n",
"[92]\tvalid_0's poisson: -107.869\tvalid_0's l1: 11.9135\n",
"[93]\tvalid_0's poisson: -107.874\tvalid_0's l1: 11.9066\n",
"[94]\tvalid_0's poisson: -107.877\tvalid_0's l1: 11.9015\n",
"[95]\tvalid_0's poisson: -107.88\tvalid_0's l1: 11.89\n",
"[96]\tvalid_0's poisson: -107.829\tvalid_0's l1: 11.8737\n",
"[97]\tvalid_0's poisson: -107.838\tvalid_0's l1: 11.8666\n",
"[98]\tvalid_0's poisson: -107.843\tvalid_0's l1: 11.8572\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[99]\tvalid_0's poisson: -107.851\tvalid_0's l1: 11.8382\n",
"[100]\tvalid_0's poisson: -107.854\tvalid_0's l1: 11.8326\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -83.451\tvalid_0's l1: 28.2125\n",
"[2]\tvalid_0's poisson: -85.9428\tvalid_0's l1: 27.1697\n",
"[3]\tvalid_0's poisson: -88.0974\tvalid_0's l1: 26.1788\n",
"[4]\tvalid_0's poisson: -89.9132\tvalid_0's l1: 25.2728\n",
"[5]\tvalid_0's poisson: -91.3495\tvalid_0's l1: 24.4801\n",
"[6]\tvalid_0's poisson: -92.7506\tvalid_0's l1: 23.7187\n",
"[7]\tvalid_0's poisson: -93.8299\tvalid_0's l1: 23.0678\n",
"[8]\tvalid_0's poisson: -94.8994\tvalid_0's l1: 22.4453\n",
"[9]\tvalid_0's poisson: -96.7975\tvalid_0's l1: 21.6025\n",
"[10]\tvalid_0's poisson: -98.0989\tvalid_0's l1: 20.9089\n",
"[11]\tvalid_0's poisson: -99.3083\tvalid_0's l1: 20.2057\n",
"[12]\tvalid_0's poisson: -99.9617\tvalid_0's l1: 19.7138\n",
"[13]\tvalid_0's poisson: -100.771\tvalid_0's l1: 19.1671\n",
"[14]\tvalid_0's poisson: -101.212\tvalid_0's l1: 18.7911\n",
"[15]\tvalid_0's poisson: -102.055\tvalid_0's l1: 18.234\n",
"[16]\tvalid_0's poisson: -102.714\tvalid_0's l1: 17.7202\n",
"[17]\tvalid_0's poisson: -102.999\tvalid_0's l1: 17.4436\n",
"[18]\tvalid_0's poisson: -103.475\tvalid_0's l1: 17.0342\n",
"[19]\tvalid_0's poisson: -103.827\tvalid_0's l1: 16.7443\n",
"[20]\tvalid_0's poisson: -104.201\tvalid_0's l1: 16.3928\n",
"[21]\tvalid_0's poisson: -104.399\tvalid_0's l1: 16.1892\n",
"[22]\tvalid_0's poisson: -104.755\tvalid_0's l1: 15.8544\n",
"[23]\tvalid_0's poisson: -104.908\tvalid_0's l1: 15.6976\n",
"[24]\tvalid_0's poisson: -105.171\tvalid_0's l1: 15.4573\n",
"[25]\tvalid_0's poisson: -105.44\tvalid_0's l1: 15.1795\n",
"[26]\tvalid_0's poisson: -105.684\tvalid_0's l1: 14.9204\n",
"[27]\tvalid_0's poisson: -105.81\tvalid_0's l1: 14.7596\n",
"[28]\tvalid_0's poisson: -105.978\tvalid_0's l1: 14.5851\n",
"[29]\tvalid_0's poisson: -106.162\tvalid_0's l1: 14.3861\n",
"[30]\tvalid_0's poisson: -106.316\tvalid_0's l1: 14.2255\n",
"[31]\tvalid_0's poisson: -106.417\tvalid_0's l1: 14.1048\n",
"[32]\tvalid_0's poisson: -106.504\tvalid_0's l1: 13.9826\n",
"[33]\tvalid_0's poisson: -106.622\tvalid_0's l1: 13.8543\n",
"[34]\tvalid_0's poisson: -106.703\tvalid_0's l1: 13.7465\n",
"[35]\tvalid_0's poisson: -106.772\tvalid_0's l1: 13.6621\n",
"[36]\tvalid_0's poisson: -106.831\tvalid_0's l1: 13.5784\n",
"[37]\tvalid_0's poisson: -106.888\tvalid_0's l1: 13.5144\n",
"[38]\tvalid_0's poisson: -106.944\tvalid_0's l1: 13.4473\n",
"[39]\tvalid_0's poisson: -107.006\tvalid_0's l1: 13.3765\n",
"[40]\tvalid_0's poisson: -107.056\tvalid_0's l1: 13.3195\n",
"[41]\tvalid_0's poisson: -107.11\tvalid_0's l1: 13.2503\n",
"[42]\tvalid_0's poisson: -107.15\tvalid_0's l1: 13.1876\n",
"[43]\tvalid_0's poisson: -107.187\tvalid_0's l1: 13.1444\n",
"[44]\tvalid_0's poisson: -107.229\tvalid_0's l1: 13.0909\n",
"[45]\tvalid_0's poisson: -107.266\tvalid_0's l1: 13.0449\n",
"[46]\tvalid_0's poisson: -107.34\tvalid_0's l1: 12.9609\n",
"[47]\tvalid_0's poisson: -107.409\tvalid_0's l1: 12.8662\n",
"[48]\tvalid_0's poisson: -107.445\tvalid_0's l1: 12.8081\n",
"[49]\tvalid_0's poisson: -107.453\tvalid_0's l1: 12.7641\n",
"[50]\tvalid_0's poisson: -107.465\tvalid_0's l1: 12.7148\n",
"[51]\tvalid_0's poisson: -107.488\tvalid_0's l1: 12.6711\n",
"[52]\tvalid_0's poisson: -107.554\tvalid_0's l1: 12.5939\n",
"[53]\tvalid_0's poisson: -107.578\tvalid_0's l1: 12.5578\n",
"[54]\tvalid_0's poisson: -107.588\tvalid_0's l1: 12.5203\n",
"[55]\tvalid_0's poisson: -107.626\tvalid_0's l1: 12.4712\n",
"[56]\tvalid_0's poisson: -107.652\tvalid_0's l1: 12.4432\n",
"[57]\tvalid_0's poisson: -107.682\tvalid_0's l1: 12.4105\n",
"[58]\tvalid_0's poisson: -107.695\tvalid_0's l1: 12.3894\n",
"[59]\tvalid_0's poisson: -107.696\tvalid_0's l1: 12.3784\n",
"[60]\tvalid_0's poisson: -107.72\tvalid_0's l1: 12.3486\n",
"[61]\tvalid_0's poisson: -107.74\tvalid_0's l1: 12.3263\n",
"[62]\tvalid_0's poisson: -107.755\tvalid_0's l1: 12.3015\n",
"[63]\tvalid_0's poisson: -107.787\tvalid_0's l1: 12.261\n",
"[64]\tvalid_0's poisson: -107.799\tvalid_0's l1: 12.2435\n",
"[65]\tvalid_0's poisson: -107.813\tvalid_0's l1: 12.2233\n",
"[66]\tvalid_0's poisson: -107.853\tvalid_0's l1: 12.173\n",
"[67]\tvalid_0's poisson: -107.864\tvalid_0's l1: 12.1431\n",
"[68]\tvalid_0's poisson: -107.862\tvalid_0's l1: 12.1239\n",
"[69]\tvalid_0's poisson: -107.874\tvalid_0's l1: 12.1129\n",
"[70]\tvalid_0's poisson: -107.873\tvalid_0's l1: 12.1022\n",
"[71]\tvalid_0's poisson: -107.883\tvalid_0's l1: 12.0866\n",
"[72]\tvalid_0's poisson: -107.9\tvalid_0's l1: 12.0587\n",
"[73]\tvalid_0's poisson: -107.91\tvalid_0's l1: 12.0472\n",
"[74]\tvalid_0's poisson: -107.906\tvalid_0's l1: 12.0436\n",
"[75]\tvalid_0's poisson: -107.922\tvalid_0's l1: 12.018\n",
"[76]\tvalid_0's poisson: -107.945\tvalid_0's l1: 11.973\n",
"[77]\tvalid_0's poisson: -107.95\tvalid_0's l1: 11.9567\n",
"[78]\tvalid_0's poisson: -107.989\tvalid_0's l1: 11.9073\n",
"[79]\tvalid_0's poisson: -107.987\tvalid_0's l1: 11.8937\n",
"[80]\tvalid_0's poisson: -107.995\tvalid_0's l1: 11.8751\n",
"[81]\tvalid_0's poisson: -107.999\tvalid_0's l1: 11.8579\n",
"[82]\tvalid_0's poisson: -108.001\tvalid_0's l1: 11.8448\n",
"[83]\tvalid_0's poisson: -108.004\tvalid_0's l1: 11.8303\n",
"[84]\tvalid_0's poisson: -108.006\tvalid_0's l1: 11.8195\n",
"[85]\tvalid_0's poisson: -107.946\tvalid_0's l1: 11.8078\n",
"[86]\tvalid_0's poisson: -107.952\tvalid_0's l1: 11.7989\n",
"[87]\tvalid_0's poisson: -107.962\tvalid_0's l1: 11.7897\n",
"[88]\tvalid_0's poisson: -107.96\tvalid_0's l1: 11.7822\n",
"[89]\tvalid_0's poisson: -107.966\tvalid_0's l1: 11.7739\n",
"[90]\tvalid_0's poisson: -107.976\tvalid_0's l1: 11.7524\n",
"[91]\tvalid_0's poisson: -107.978\tvalid_0's l1: 11.7443\n",
"[92]\tvalid_0's poisson: -107.98\tvalid_0's l1: 11.7405\n",
"[93]\tvalid_0's poisson: -107.96\tvalid_0's l1: 11.7237\n",
"[94]\tvalid_0's poisson: -107.955\tvalid_0's l1: 11.7159\n",
"[95]\tvalid_0's poisson: -107.958\tvalid_0's l1: 11.71\n",
"[96]\tvalid_0's poisson: -107.96\tvalid_0's l1: 11.707\n",
"[97]\tvalid_0's poisson: -107.978\tvalid_0's l1: 11.6866\n",
"[98]\tvalid_0's poisson: -107.981\tvalid_0's l1: 11.6771\n",
"[99]\tvalid_0's poisson: -107.984\tvalid_0's l1: 11.6699\n",
"[100]\tvalid_0's poisson: -107.987\tvalid_0's l1: 11.6624\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -83.3835\tvalid_0's l1: 28.2326\n",
"[2]\tvalid_0's poisson: -85.8826\tvalid_0's l1: 27.1877\n",
"[3]\tvalid_0's poisson: -88.0911\tvalid_0's l1: 26.1909\n",
"[4]\tvalid_0's poisson: -89.9882\tvalid_0's l1: 25.2551\n",
"[5]\tvalid_0's poisson: -91.4308\tvalid_0's l1: 24.4637\n",
"[6]\tvalid_0's poisson: -92.6788\tvalid_0's l1: 23.746\n",
"[7]\tvalid_0's poisson: -93.7393\tvalid_0's l1: 23.0891\n",
"[8]\tvalid_0's poisson: -94.6905\tvalid_0's l1: 22.5046\n",
"[9]\tvalid_0's poisson: -95.6891\tvalid_0's l1: 21.904\n",
"[10]\tvalid_0's poisson: -97.35\tvalid_0's l1: 21.1337\n",
"[11]\tvalid_0's poisson: -98.4441\tvalid_0's l1: 20.5169\n",
"[12]\tvalid_0's poisson: -99.614\tvalid_0's l1: 19.8712\n",
"[13]\tvalid_0's poisson: -100.14\tvalid_0's l1: 19.4471\n",
"[14]\tvalid_0's poisson: -100.843\tvalid_0's l1: 18.9699\n",
"[15]\tvalid_0's poisson: -101.602\tvalid_0's l1: 18.4476\n",
"[16]\tvalid_0's poisson: -102.315\tvalid_0's l1: 17.9661\n",
"[17]\tvalid_0's poisson: -102.793\tvalid_0's l1: 17.5936\n",
"[18]\tvalid_0's poisson: -103.285\tvalid_0's l1: 17.1738\n",
"[19]\tvalid_0's poisson: -103.687\tvalid_0's l1: 16.8054\n",
"[20]\tvalid_0's poisson: -104.132\tvalid_0's l1: 16.4188\n",
"[21]\tvalid_0's poisson: -104.544\tvalid_0's l1: 16.0799\n",
"[22]\tvalid_0's poisson: -104.731\tvalid_0's l1: 15.8806\n",
"[23]\tvalid_0's poisson: -104.876\tvalid_0's l1: 15.7219\n",
"[24]\tvalid_0's poisson: -105.178\tvalid_0's l1: 15.4218\n",
"[25]\tvalid_0's poisson: -105.379\tvalid_0's l1: 15.2199\n",
"[26]\tvalid_0's poisson: -105.554\tvalid_0's l1: 15.0282\n",
"[27]\tvalid_0's poisson: -105.677\tvalid_0's l1: 14.8872\n",
"[28]\tvalid_0's poisson: -105.787\tvalid_0's l1: 14.7562\n",
"[29]\tvalid_0's poisson: -105.886\tvalid_0's l1: 14.6423\n",
"[30]\tvalid_0's poisson: -106.025\tvalid_0's l1: 14.4844\n",
"[31]\tvalid_0's poisson: -106.154\tvalid_0's l1: 14.3422\n",
"[32]\tvalid_0's poisson: -106.245\tvalid_0's l1: 14.2465\n",
"[33]\tvalid_0's poisson: -106.381\tvalid_0's l1: 14.1072\n",
"[34]\tvalid_0's poisson: -106.547\tvalid_0's l1: 13.9375\n",
"[35]\tvalid_0's poisson: -106.674\tvalid_0's l1: 13.788\n",
"[36]\tvalid_0's poisson: -106.753\tvalid_0's l1: 13.6862\n",
"[37]\tvalid_0's poisson: -106.818\tvalid_0's l1: 13.5944\n",
"[38]\tvalid_0's poisson: -106.95\tvalid_0's l1: 13.4367\n",
"[39]\tvalid_0's poisson: -107.045\tvalid_0's l1: 13.3122\n",
"[40]\tvalid_0's poisson: -107.133\tvalid_0's l1: 13.2121\n",
"[41]\tvalid_0's poisson: -107.177\tvalid_0's l1: 13.1596\n",
"[42]\tvalid_0's poisson: -107.233\tvalid_0's l1: 13.0843\n",
"[43]\tvalid_0's poisson: -107.256\tvalid_0's l1: 13.0538\n",
"[44]\tvalid_0's poisson: -107.323\tvalid_0's l1: 12.9753\n",
"[45]\tvalid_0's poisson: -107.376\tvalid_0's l1: 12.9216\n",
"[46]\tvalid_0's poisson: -107.42\tvalid_0's l1: 12.8714\n",
"[47]\tvalid_0's poisson: -107.461\tvalid_0's l1: 12.8191\n",
"[48]\tvalid_0's poisson: -107.493\tvalid_0's l1: 12.7842\n",
"[49]\tvalid_0's poisson: -107.531\tvalid_0's l1: 12.7338\n",
"[50]\tvalid_0's poisson: -107.58\tvalid_0's l1: 12.6799\n",
"[51]\tvalid_0's poisson: -107.601\tvalid_0's l1: 12.644\n",
"[52]\tvalid_0's poisson: -107.639\tvalid_0's l1: 12.6016\n",
"[53]\tvalid_0's poisson: -107.661\tvalid_0's l1: 12.572\n",
"[54]\tvalid_0's poisson: -107.705\tvalid_0's l1: 12.4969\n",
"[55]\tvalid_0's poisson: -107.725\tvalid_0's l1: 12.4706\n",
"[56]\tvalid_0's poisson: -107.756\tvalid_0's l1: 12.428\n",
"[57]\tvalid_0's poisson: -107.764\tvalid_0's l1: 12.4098\n",
"[58]\tvalid_0's poisson: -107.772\tvalid_0's l1: 12.3873\n",
"[59]\tvalid_0's poisson: -107.818\tvalid_0's l1: 12.3274\n",
"[60]\tvalid_0's poisson: -107.847\tvalid_0's l1: 12.2879\n",
"[61]\tvalid_0's poisson: -107.857\tvalid_0's l1: 12.2472\n",
"[62]\tvalid_0's poisson: -107.864\tvalid_0's l1: 12.2347\n",
"[63]\tvalid_0's poisson: -107.873\tvalid_0's l1: 12.2234\n",
"[64]\tvalid_0's poisson: -107.831\tvalid_0's l1: 12.2129\n",
"[65]\tvalid_0's poisson: -107.843\tvalid_0's l1: 12.1877\n",
"[66]\tvalid_0's poisson: -107.841\tvalid_0's l1: 12.1704\n",
"[67]\tvalid_0's poisson: -107.844\tvalid_0's l1: 12.1543\n",
"[68]\tvalid_0's poisson: -107.853\tvalid_0's l1: 12.1368\n",
"[69]\tvalid_0's poisson: -107.872\tvalid_0's l1: 12.1194\n",
"[70]\tvalid_0's poisson: -107.909\tvalid_0's l1: 12.0645\n",
"[71]\tvalid_0's poisson: -107.92\tvalid_0's l1: 12.0464\n",
"[72]\tvalid_0's poisson: -107.919\tvalid_0's l1: 12.0333\n",
"[73]\tvalid_0's poisson: -107.923\tvalid_0's l1: 12.0282\n",
"[74]\tvalid_0's poisson: -107.927\tvalid_0's l1: 12.0148\n",
"[75]\tvalid_0's poisson: -107.942\tvalid_0's l1: 11.9926\n",
"[76]\tvalid_0's poisson: -107.942\tvalid_0's l1: 11.988\n",
"[77]\tvalid_0's poisson: -107.938\tvalid_0's l1: 11.9789\n",
"[78]\tvalid_0's poisson: -107.923\tvalid_0's l1: 11.9671\n",
"[79]\tvalid_0's poisson: -107.926\tvalid_0's l1: 11.9602\n",
"[80]\tvalid_0's poisson: -107.955\tvalid_0's l1: 11.9163\n",
"[81]\tvalid_0's poisson: -107.957\tvalid_0's l1: 11.9118\n",
"[82]\tvalid_0's poisson: -107.963\tvalid_0's l1: 11.8993\n",
"[83]\tvalid_0's poisson: -107.966\tvalid_0's l1: 11.8924\n",
"[84]\tvalid_0's poisson: -107.94\tvalid_0's l1: 11.8867\n",
"[85]\tvalid_0's poisson: -107.941\tvalid_0's l1: 11.8682\n",
"[86]\tvalid_0's poisson: -107.952\tvalid_0's l1: 11.8523\n",
"[87]\tvalid_0's poisson: -107.953\tvalid_0's l1: 11.8386\n",
"[88]\tvalid_0's poisson: -107.9\tvalid_0's l1: 11.824\n",
"[89]\tvalid_0's poisson: -107.916\tvalid_0's l1: 11.8055\n",
"[90]\tvalid_0's poisson: -107.909\tvalid_0's l1: 11.8009\n",
"[91]\tvalid_0's poisson: -107.9\tvalid_0's l1: 11.7886\n",
"[92]\tvalid_0's poisson: -107.925\tvalid_0's l1: 11.7775\n",
"[93]\tvalid_0's poisson: -107.932\tvalid_0's l1: 11.7668\n",
"[94]\tvalid_0's poisson: -107.935\tvalid_0's l1: 11.758\n",
"[95]\tvalid_0's poisson: -107.914\tvalid_0's l1: 11.7489\n",
"[96]\tvalid_0's poisson: -107.962\tvalid_0's l1: 11.7434\n",
"[97]\tvalid_0's poisson: -107.97\tvalid_0's l1: 11.7325\n",
"[98]\tvalid_0's poisson: -107.969\tvalid_0's l1: 11.7264\n",
"[99]\tvalid_0's poisson: -107.963\tvalid_0's l1: 11.7218\n",
"[100]\tvalid_0's poisson: -107.968\tvalid_0's l1: 11.7064\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -83.3857\tvalid_0's l1: 28.2296\n",
"[2]\tvalid_0's poisson: -85.9359\tvalid_0's l1: 27.1701\n",
"[3]\tvalid_0's poisson: -88.0793\tvalid_0's l1: 26.1927\n",
"[4]\tvalid_0's poisson: -89.8539\tvalid_0's l1: 25.304\n",
"[5]\tvalid_0's poisson: -91.2842\tvalid_0's l1: 24.5205\n",
"[6]\tvalid_0's poisson: -92.5454\tvalid_0's l1: 23.7984\n",
"[7]\tvalid_0's poisson: -93.6018\tvalid_0's l1: 23.1584\n",
"[8]\tvalid_0's poisson: -94.7815\tvalid_0's l1: 22.4888\n",
"[9]\tvalid_0's poisson: -96.5809\tvalid_0's l1: 21.6808\n",
"[10]\tvalid_0's poisson: -97.2529\tvalid_0's l1: 21.1856\n",
"[11]\tvalid_0's poisson: -98.2728\tvalid_0's l1: 20.6092\n",
"[12]\tvalid_0's poisson: -99.4393\tvalid_0's l1: 19.9504\n",
"[13]\tvalid_0's poisson: -100.339\tvalid_0's l1: 19.4054\n",
"[14]\tvalid_0's poisson: -100.799\tvalid_0's l1: 19.0122\n",
"[15]\tvalid_0's poisson: -101.534\tvalid_0's l1: 18.5372\n",
"[16]\tvalid_0's poisson: -101.907\tvalid_0's l1: 18.2059\n",
"[17]\tvalid_0's poisson: -102.58\tvalid_0's l1: 17.7024\n",
"[18]\tvalid_0's poisson: -103.17\tvalid_0's l1: 17.2411\n",
"[19]\tvalid_0's poisson: -103.608\tvalid_0's l1: 16.8954\n",
"[20]\tvalid_0's poisson: -104.07\tvalid_0's l1: 16.5025\n",
"[21]\tvalid_0's poisson: -104.253\tvalid_0's l1: 16.3085\n",
"[22]\tvalid_0's poisson: -104.633\tvalid_0's l1: 15.9839\n",
"[23]\tvalid_0's poisson: -104.978\tvalid_0's l1: 15.6858\n",
"[24]\tvalid_0's poisson: -105.132\tvalid_0's l1: 15.5097\n",
"[25]\tvalid_0's poisson: -105.422\tvalid_0's l1: 15.2285\n",
"[26]\tvalid_0's poisson: -105.559\tvalid_0's l1: 15.0819\n",
"[27]\tvalid_0's poisson: -105.688\tvalid_0's l1: 14.9354\n",
"[28]\tvalid_0's poisson: -105.815\tvalid_0's l1: 14.7798\n",
"[29]\tvalid_0's poisson: -105.927\tvalid_0's l1: 14.6369\n",
"[30]\tvalid_0's poisson: -106.036\tvalid_0's l1: 14.523\n",
"[31]\tvalid_0's poisson: -106.17\tvalid_0's l1: 14.3549\n",
"[32]\tvalid_0's poisson: -106.275\tvalid_0's l1: 14.2259\n",
"[33]\tvalid_0's poisson: -106.356\tvalid_0's l1: 14.1171\n",
"[34]\tvalid_0's poisson: -106.427\tvalid_0's l1: 14.021\n",
"[35]\tvalid_0's poisson: -106.592\tvalid_0's l1: 13.8535\n",
"[36]\tvalid_0's poisson: -106.718\tvalid_0's l1: 13.724\n",
"[37]\tvalid_0's poisson: -106.842\tvalid_0's l1: 13.5837\n",
"[38]\tvalid_0's poisson: -106.991\tvalid_0's l1: 13.4281\n",
"[39]\tvalid_0's poisson: -107.058\tvalid_0's l1: 13.3494\n",
"[40]\tvalid_0's poisson: -107.134\tvalid_0's l1: 13.2541\n",
"[41]\tvalid_0's poisson: -107.177\tvalid_0's l1: 13.1905\n",
"[42]\tvalid_0's poisson: -107.263\tvalid_0's l1: 13.0858\n",
"[43]\tvalid_0's poisson: -107.339\tvalid_0's l1: 12.9993\n",
"[44]\tvalid_0's poisson: -107.431\tvalid_0's l1: 12.8921\n",
"[45]\tvalid_0's poisson: -107.466\tvalid_0's l1: 12.831\n",
"[46]\tvalid_0's poisson: -107.501\tvalid_0's l1: 12.7882\n",
"[47]\tvalid_0's poisson: -107.539\tvalid_0's l1: 12.7495\n",
"[48]\tvalid_0's poisson: -107.586\tvalid_0's l1: 12.676\n",
"[49]\tvalid_0's poisson: -107.623\tvalid_0's l1: 12.6163\n",
"[50]\tvalid_0's poisson: -107.656\tvalid_0's l1: 12.5762\n",
"[51]\tvalid_0's poisson: -107.67\tvalid_0's l1: 12.5402\n",
"[52]\tvalid_0's poisson: -107.696\tvalid_0's l1: 12.5033\n",
"[53]\tvalid_0's poisson: -107.721\tvalid_0's l1: 12.474\n",
"[54]\tvalid_0's poisson: -107.74\tvalid_0's l1: 12.4483\n",
"[55]\tvalid_0's poisson: -107.761\tvalid_0's l1: 12.4163\n",
"[56]\tvalid_0's poisson: -107.798\tvalid_0's l1: 12.3666\n",
"[57]\tvalid_0's poisson: -107.818\tvalid_0's l1: 12.3322\n",
"[58]\tvalid_0's poisson: -107.85\tvalid_0's l1: 12.2949\n",
"[59]\tvalid_0's poisson: -107.866\tvalid_0's l1: 12.274\n",
"[60]\tvalid_0's poisson: -107.871\tvalid_0's l1: 12.2644\n",
"[61]\tvalid_0's poisson: -107.878\tvalid_0's l1: 12.2456\n",
"[62]\tvalid_0's poisson: -107.894\tvalid_0's l1: 12.2143\n",
"[63]\tvalid_0's poisson: -107.879\tvalid_0's l1: 12.2007\n",
"[64]\tvalid_0's poisson: -107.88\tvalid_0's l1: 12.1938\n",
"[65]\tvalid_0's poisson: -107.901\tvalid_0's l1: 12.1607\n",
"[66]\tvalid_0's poisson: -107.906\tvalid_0's l1: 12.153\n",
"[67]\tvalid_0's poisson: -107.913\tvalid_0's l1: 12.139\n",
"[68]\tvalid_0's poisson: -107.912\tvalid_0's l1: 12.1315\n",
"[69]\tvalid_0's poisson: -107.914\tvalid_0's l1: 12.1173\n",
"[70]\tvalid_0's poisson: -107.91\tvalid_0's l1: 12.1122\n",
"[71]\tvalid_0's poisson: -107.925\tvalid_0's l1: 12.0916\n",
"[72]\tvalid_0's poisson: -107.921\tvalid_0's l1: 12.0874\n",
"[73]\tvalid_0's poisson: -107.92\tvalid_0's l1: 12.0823\n",
"[74]\tvalid_0's poisson: -107.924\tvalid_0's l1: 12.0692\n",
"[75]\tvalid_0's poisson: -107.917\tvalid_0's l1: 12.0505\n",
"[76]\tvalid_0's poisson: -107.922\tvalid_0's l1: 12.0348\n",
"[77]\tvalid_0's poisson: -107.928\tvalid_0's l1: 12.0225\n",
"[78]\tvalid_0's poisson: -107.935\tvalid_0's l1: 12.0007\n",
"[79]\tvalid_0's poisson: -107.946\tvalid_0's l1: 11.9728\n",
"[80]\tvalid_0's poisson: -107.958\tvalid_0's l1: 11.9476\n",
"[81]\tvalid_0's poisson: -107.962\tvalid_0's l1: 11.9288\n",
"[82]\tvalid_0's poisson: -107.959\tvalid_0's l1: 11.9215\n",
"[83]\tvalid_0's poisson: -107.971\tvalid_0's l1: 11.902\n",
"[84]\tvalid_0's poisson: -107.968\tvalid_0's l1: 11.8884\n",
"[85]\tvalid_0's poisson: -107.971\tvalid_0's l1: 11.8693\n",
"[86]\tvalid_0's poisson: -107.977\tvalid_0's l1: 11.8512\n",
"[87]\tvalid_0's poisson: -107.978\tvalid_0's l1: 11.8406\n",
"[88]\tvalid_0's poisson: -107.983\tvalid_0's l1: 11.8351\n",
"[89]\tvalid_0's poisson: -107.983\tvalid_0's l1: 11.8291\n",
"[90]\tvalid_0's poisson: -107.99\tvalid_0's l1: 11.8186\n",
"[91]\tvalid_0's poisson: -108\tvalid_0's l1: 11.7893\n",
"[92]\tvalid_0's poisson: -107.986\tvalid_0's l1: 11.7774\n",
"[93]\tvalid_0's poisson: -107.988\tvalid_0's l1: 11.7662\n",
"[94]\tvalid_0's poisson: -107.924\tvalid_0's l1: 11.7573\n",
"[95]\tvalid_0's poisson: -107.93\tvalid_0's l1: 11.7472\n",
"[96]\tvalid_0's poisson: -107.932\tvalid_0's l1: 11.7395\n",
"[97]\tvalid_0's poisson: -107.947\tvalid_0's l1: 11.7289\n",
"[98]\tvalid_0's poisson: -107.942\tvalid_0's l1: 11.7277\n",
"[99]\tvalid_0's poisson: -107.923\tvalid_0's l1: 11.7237\n",
"[100]\tvalid_0's poisson: -107.929\tvalid_0's l1: 11.7208\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1766\tvalid_0's l1: 29.0762\n",
"[2]\tvalid_0's poisson: -81.9266\tvalid_0's l1: 28.8007\n",
"[3]\tvalid_0's poisson: -82.6359\tvalid_0's l1: 28.5304\n",
"[4]\tvalid_0's poisson: -83.3078\tvalid_0's l1: 28.2661\n",
"[5]\tvalid_0's poisson: -83.9743\tvalid_0's l1: 27.9997\n",
"[6]\tvalid_0's poisson: -84.6286\tvalid_0's l1: 27.7364\n",
"[7]\tvalid_0's poisson: -85.2478\tvalid_0's l1: 27.4797\n",
"[8]\tvalid_0's poisson: -85.8625\tvalid_0's l1: 27.2215\n",
"[9]\tvalid_0's poisson: -86.4461\tvalid_0's l1: 26.9676\n",
"[10]\tvalid_0's poisson: -86.9633\tvalid_0's l1: 26.7297\n",
"[11]\tvalid_0's poisson: -87.4678\tvalid_0's l1: 26.4932\n",
"[12]\tvalid_0's poisson: -87.9718\tvalid_0's l1: 26.2565\n",
"[13]\tvalid_0's poisson: -88.4559\tvalid_0's l1: 26.0253\n",
"[14]\tvalid_0's poisson: -88.8824\tvalid_0's l1: 25.8085\n",
"[15]\tvalid_0's poisson: -89.3274\tvalid_0's l1: 25.5877\n",
"[16]\tvalid_0's poisson: -89.7444\tvalid_0's l1: 25.3742\n",
"[17]\tvalid_0's poisson: -90.1358\tvalid_0's l1: 25.1663\n",
"[18]\tvalid_0's poisson: -90.5101\tvalid_0's l1: 24.9631\n",
"[19]\tvalid_0's poisson: -90.8565\tvalid_0's l1: 24.7741\n",
"[20]\tvalid_0's poisson: -91.1907\tvalid_0's l1: 24.5853\n",
"[21]\tvalid_0's poisson: -91.522\tvalid_0's l1: 24.3989\n",
"[22]\tvalid_0's poisson: -91.8294\tvalid_0's l1: 24.222\n",
"[23]\tvalid_0's poisson: -92.1341\tvalid_0's l1: 24.0467\n",
"[24]\tvalid_0's poisson: -92.4268\tvalid_0's l1: 23.8751\n",
"[25]\tvalid_0's poisson: -92.7642\tvalid_0's l1: 23.6912\n",
"[26]\tvalid_0's poisson: -93.0889\tvalid_0's l1: 23.5101\n",
"[27]\tvalid_0's poisson: -93.3634\tvalid_0's l1: 23.3469\n",
"[28]\tvalid_0's poisson: -93.6184\tvalid_0's l1: 23.1901\n",
"[29]\tvalid_0's poisson: -93.857\tvalid_0's l1: 23.0453\n",
"[30]\tvalid_0's poisson: -94.1163\tvalid_0's l1: 22.8899\n",
"[31]\tvalid_0's poisson: -94.3971\tvalid_0's l1: 22.7254\n",
"[32]\tvalid_0's poisson: -94.6611\tvalid_0's l1: 22.5699\n",
"[33]\tvalid_0's poisson: -94.924\tvalid_0's l1: 22.4134\n",
"[34]\tvalid_0's poisson: -95.3739\tvalid_0's l1: 22.2227\n",
"[35]\tvalid_0's poisson: -95.5692\tvalid_0's l1: 22.0929\n",
"[36]\tvalid_0's poisson: -95.803\tvalid_0's l1: 21.9522\n",
"[37]\tvalid_0's poisson: -95.9922\tvalid_0's l1: 21.8266\n",
"[38]\tvalid_0's poisson: -96.1692\tvalid_0's l1: 21.7044\n",
"[39]\tvalid_0's poisson: -96.3708\tvalid_0's l1: 21.5695\n",
"[40]\tvalid_0's poisson: -96.7059\tvalid_0's l1: 21.4099\n",
"[41]\tvalid_0's poisson: -97.0973\tvalid_0's l1: 21.2274\n",
"[42]\tvalid_0's poisson: -97.4537\tvalid_0's l1: 21.0523\n",
"[43]\tvalid_0's poisson: -97.8\tvalid_0's l1: 20.8784\n",
"[44]\tvalid_0's poisson: -98.1342\tvalid_0's l1: 20.7143\n",
"[45]\tvalid_0's poisson: -98.4584\tvalid_0's l1: 20.5426\n",
"[46]\tvalid_0's poisson: -98.7368\tvalid_0's l1: 20.3883\n",
"[47]\tvalid_0's poisson: -98.9986\tvalid_0's l1: 20.2341\n",
"[48]\tvalid_0's poisson: -99.236\tvalid_0's l1: 20.0999\n",
"[49]\tvalid_0's poisson: -99.4896\tvalid_0's l1: 19.9492\n",
"[50]\tvalid_0's poisson: -99.7539\tvalid_0's l1: 19.7951\n",
"[51]\tvalid_0's poisson: -99.964\tvalid_0's l1: 19.6682\n",
"[52]\tvalid_0's poisson: -100.187\tvalid_0's l1: 19.5267\n",
"[53]\tvalid_0's poisson: -100.413\tvalid_0's l1: 19.3819\n",
"[54]\tvalid_0's poisson: -100.627\tvalid_0's l1: 19.249\n",
"[55]\tvalid_0's poisson: -100.735\tvalid_0's l1: 19.1569\n",
"[56]\tvalid_0's poisson: -100.922\tvalid_0's l1: 19.0342\n",
"[57]\tvalid_0's poisson: -101.114\tvalid_0's l1: 18.9033\n",
"[58]\tvalid_0's poisson: -101.309\tvalid_0's l1: 18.7685\n",
"[59]\tvalid_0's poisson: -101.484\tvalid_0's l1: 18.642\n",
"[60]\tvalid_0's poisson: -101.637\tvalid_0's l1: 18.5226\n",
"[61]\tvalid_0's poisson: -101.802\tvalid_0's l1: 18.4017\n",
"[62]\tvalid_0's poisson: -101.941\tvalid_0's l1: 18.3029\n",
"[63]\tvalid_0's poisson: -102.025\tvalid_0's l1: 18.2258\n",
"[64]\tvalid_0's poisson: -102.095\tvalid_0's l1: 18.1604\n",
"[65]\tvalid_0's poisson: -102.165\tvalid_0's l1: 18.0956\n",
"[66]\tvalid_0's poisson: -102.241\tvalid_0's l1: 18.0258\n",
"[67]\tvalid_0's poisson: -102.38\tvalid_0's l1: 17.9141\n",
"[68]\tvalid_0's poisson: -102.528\tvalid_0's l1: 17.8028\n",
"[69]\tvalid_0's poisson: -102.675\tvalid_0's l1: 17.686\n",
"[70]\tvalid_0's poisson: -102.752\tvalid_0's l1: 17.6131\n",
"[71]\tvalid_0's poisson: -102.828\tvalid_0's l1: 17.5467\n",
"[72]\tvalid_0's poisson: -102.904\tvalid_0's l1: 17.4771\n",
"[73]\tvalid_0's poisson: -103.026\tvalid_0's l1: 17.3911\n",
"[74]\tvalid_0's poisson: -103.091\tvalid_0's l1: 17.3294\n",
"[75]\tvalid_0's poisson: -103.223\tvalid_0's l1: 17.2232\n",
"[76]\tvalid_0's poisson: -103.331\tvalid_0's l1: 17.1314\n",
"[77]\tvalid_0's poisson: -103.434\tvalid_0's l1: 17.0422\n",
"[78]\tvalid_0's poisson: -103.533\tvalid_0's l1: 16.9565\n",
"[79]\tvalid_0's poisson: -103.621\tvalid_0's l1: 16.8846\n",
"[80]\tvalid_0's poisson: -103.733\tvalid_0's l1: 16.7965\n",
"[81]\tvalid_0's poisson: -103.839\tvalid_0's l1: 16.7103\n",
"[82]\tvalid_0's poisson: -103.928\tvalid_0's l1: 16.6332\n",
"[83]\tvalid_0's poisson: -104.017\tvalid_0's l1: 16.55\n",
"[84]\tvalid_0's poisson: -104.1\tvalid_0's l1: 16.4715\n",
"[85]\tvalid_0's poisson: -104.202\tvalid_0's l1: 16.3812\n",
"[86]\tvalid_0's poisson: -104.278\tvalid_0's l1: 16.3154\n",
"[87]\tvalid_0's poisson: -104.36\tvalid_0's l1: 16.2467\n",
"[88]\tvalid_0's poisson: -104.454\tvalid_0's l1: 16.1615\n",
"[89]\tvalid_0's poisson: -104.497\tvalid_0's l1: 16.1165\n",
"[90]\tvalid_0's poisson: -104.586\tvalid_0's l1: 16.0336\n",
"[91]\tvalid_0's poisson: -104.666\tvalid_0's l1: 15.9571\n",
"[92]\tvalid_0's poisson: -104.749\tvalid_0's l1: 15.8788\n",
"[93]\tvalid_0's poisson: -104.828\tvalid_0's l1: 15.8019\n",
"[94]\tvalid_0's poisson: -104.905\tvalid_0's l1: 15.7265\n",
"[95]\tvalid_0's poisson: -104.967\tvalid_0's l1: 15.6614\n",
"[96]\tvalid_0's poisson: -105.044\tvalid_0's l1: 15.5902\n",
"[97]\tvalid_0's poisson: -105.084\tvalid_0's l1: 15.5491\n",
"[98]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4846\n",
"[99]\tvalid_0's poisson: -105.18\tvalid_0's l1: 15.4443\n",
"[100]\tvalid_0's poisson: -105.25\tvalid_0's l1: 15.375\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1958\tvalid_0's l1: 29.0694\n",
"[2]\tvalid_0's poisson: -81.9424\tvalid_0's l1: 28.7937\n",
"[3]\tvalid_0's poisson: -82.6823\tvalid_0's l1: 28.5183\n",
"[4]\tvalid_0's poisson: -83.3811\tvalid_0's l1: 28.2488\n",
"[5]\tvalid_0's poisson: -84.0489\tvalid_0's l1: 27.9831\n",
"[6]\tvalid_0's poisson: -84.6643\tvalid_0's l1: 27.7239\n",
"[7]\tvalid_0's poisson: -85.291\tvalid_0's l1: 27.4615\n",
"[8]\tvalid_0's poisson: -85.9104\tvalid_0's l1: 27.2006\n",
"[9]\tvalid_0's poisson: -86.4772\tvalid_0's l1: 26.9532\n",
"[10]\tvalid_0's poisson: -87.0333\tvalid_0's l1: 26.7083\n",
"[11]\tvalid_0's poisson: -87.528\tvalid_0's l1: 26.4737\n",
"[12]\tvalid_0's poisson: -88.0327\tvalid_0's l1: 26.2382\n",
"[13]\tvalid_0's poisson: -88.5133\tvalid_0's l1: 26.0081\n",
"[14]\tvalid_0's poisson: -88.9539\tvalid_0's l1: 25.786\n",
"[15]\tvalid_0's poisson: -89.3889\tvalid_0's l1: 25.5678\n",
"[16]\tvalid_0's poisson: -89.8084\tvalid_0's l1: 25.3529\n",
"[17]\tvalid_0's poisson: -90.1932\tvalid_0's l1: 25.1472\n",
"[18]\tvalid_0's poisson: -90.5572\tvalid_0's l1: 24.9511\n",
"[19]\tvalid_0's poisson: -90.944\tvalid_0's l1: 24.7469\n",
"[20]\tvalid_0's poisson: -91.2725\tvalid_0's l1: 24.559\n",
"[21]\tvalid_0's poisson: -91.6035\tvalid_0's l1: 24.3751\n",
"[22]\tvalid_0's poisson: -91.9169\tvalid_0's l1: 24.1946\n",
"[23]\tvalid_0's poisson: -92.2259\tvalid_0's l1: 24.0152\n",
"[24]\tvalid_0's poisson: -92.517\tvalid_0's l1: 23.8422\n",
"[25]\tvalid_0's poisson: -92.8188\tvalid_0's l1: 23.6688\n",
"[26]\tvalid_0's poisson: -93.1159\tvalid_0's l1: 23.4987\n",
"[27]\tvalid_0's poisson: -93.3741\tvalid_0's l1: 23.3401\n",
"[28]\tvalid_0's poisson: -93.6607\tvalid_0's l1: 23.1758\n",
"[29]\tvalid_0's poisson: -93.9567\tvalid_0's l1: 23.0057\n",
"[30]\tvalid_0's poisson: -94.2369\tvalid_0's l1: 22.8435\n",
"[31]\tvalid_0's poisson: -94.5152\tvalid_0's l1: 22.6818\n",
"[32]\tvalid_0's poisson: -94.7358\tvalid_0's l1: 22.5393\n",
"[33]\tvalid_0's poisson: -95.1942\tvalid_0's l1: 22.3434\n",
"[34]\tvalid_0's poisson: -95.3991\tvalid_0's l1: 22.2085\n",
"[35]\tvalid_0's poisson: -95.5907\tvalid_0's l1: 22.0837\n",
"[36]\tvalid_0's poisson: -95.8268\tvalid_0's l1: 21.9403\n",
"[37]\tvalid_0's poisson: -96.0432\tvalid_0's l1: 21.7996\n",
"[38]\tvalid_0's poisson: -96.2261\tvalid_0's l1: 21.6741\n",
"[39]\tvalid_0's poisson: -96.5699\tvalid_0's l1: 21.5122\n",
"[40]\tvalid_0's poisson: -96.7664\tvalid_0's l1: 21.3816\n",
"[41]\tvalid_0's poisson: -97.1429\tvalid_0's l1: 21.2025\n",
"[42]\tvalid_0's poisson: -97.4632\tvalid_0's l1: 21.0461\n",
"[43]\tvalid_0's poisson: -97.7657\tvalid_0's l1: 20.8949\n",
"[44]\tvalid_0's poisson: -98.0342\tvalid_0's l1: 20.7416\n",
"[45]\tvalid_0's poisson: -98.3339\tvalid_0's l1: 20.5747\n",
"[46]\tvalid_0's poisson: -98.4597\tvalid_0's l1: 20.4794\n",
"[47]\tvalid_0's poisson: -98.738\tvalid_0's l1: 20.3281\n",
"[48]\tvalid_0's poisson: -99.0235\tvalid_0's l1: 20.171\n",
"[49]\tvalid_0's poisson: -99.267\tvalid_0's l1: 20.0213\n",
"[50]\tvalid_0's poisson: -99.5071\tvalid_0's l1: 19.8747\n",
"[51]\tvalid_0's poisson: -99.7735\tvalid_0's l1: 19.7283\n",
"[52]\tvalid_0's poisson: -99.9889\tvalid_0's l1: 19.5885\n",
"[53]\tvalid_0's poisson: -100.194\tvalid_0's l1: 19.4521\n",
"[54]\tvalid_0's poisson: -100.387\tvalid_0's l1: 19.3311\n",
"[55]\tvalid_0's poisson: -100.499\tvalid_0's l1: 19.2304\n",
"[56]\tvalid_0's poisson: -100.655\tvalid_0's l1: 19.1154\n",
"[57]\tvalid_0's poisson: -100.76\tvalid_0's l1: 19.0186\n",
"[58]\tvalid_0's poisson: -100.935\tvalid_0's l1: 18.9054\n",
"[59]\tvalid_0's poisson: -101.12\tvalid_0's l1: 18.7756\n",
"[60]\tvalid_0's poisson: -101.281\tvalid_0's l1: 18.6538\n",
"[61]\tvalid_0's poisson: -101.436\tvalid_0's l1: 18.5348\n",
"[62]\tvalid_0's poisson: -101.584\tvalid_0's l1: 18.4191\n",
"[63]\tvalid_0's poisson: -101.74\tvalid_0's l1: 18.315\n",
"[64]\tvalid_0's poisson: -101.917\tvalid_0's l1: 18.1865\n",
"[65]\tvalid_0's poisson: -102.01\tvalid_0's l1: 18.1023\n",
"[66]\tvalid_0's poisson: -102.084\tvalid_0's l1: 18.0326\n",
"[67]\tvalid_0's poisson: -102.253\tvalid_0's l1: 17.9076\n",
"[68]\tvalid_0's poisson: -102.42\tvalid_0's l1: 17.7826\n",
"[69]\tvalid_0's poisson: -102.544\tvalid_0's l1: 17.6904\n",
"[70]\tvalid_0's poisson: -102.668\tvalid_0's l1: 17.585\n",
"[71]\tvalid_0's poisson: -102.788\tvalid_0's l1: 17.4959\n",
"[72]\tvalid_0's poisson: -102.936\tvalid_0's l1: 17.3803\n",
"[73]\tvalid_0's poisson: -103.077\tvalid_0's l1: 17.2691\n",
"[74]\tvalid_0's poisson: -103.212\tvalid_0's l1: 17.1612\n",
"[75]\tvalid_0's poisson: -103.277\tvalid_0's l1: 17.0982\n",
"[76]\tvalid_0's poisson: -103.333\tvalid_0's l1: 17.0413\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[77]\tvalid_0's poisson: -103.399\tvalid_0's l1: 16.9768\n",
"[78]\tvalid_0's poisson: -103.518\tvalid_0's l1: 16.8783\n",
"[79]\tvalid_0's poisson: -103.613\tvalid_0's l1: 16.8013\n",
"[80]\tvalid_0's poisson: -103.665\tvalid_0's l1: 16.749\n",
"[81]\tvalid_0's poisson: -103.761\tvalid_0's l1: 16.6764\n",
"[82]\tvalid_0's poisson: -103.868\tvalid_0's l1: 16.5836\n",
"[83]\tvalid_0's poisson: -103.974\tvalid_0's l1: 16.4903\n",
"[84]\tvalid_0's poisson: -104.081\tvalid_0's l1: 16.3978\n",
"[85]\tvalid_0's poisson: -104.131\tvalid_0's l1: 16.347\n",
"[86]\tvalid_0's poisson: -104.179\tvalid_0's l1: 16.2961\n",
"[87]\tvalid_0's poisson: -104.254\tvalid_0's l1: 16.2313\n",
"[88]\tvalid_0's poisson: -104.358\tvalid_0's l1: 16.1441\n",
"[89]\tvalid_0's poisson: -104.446\tvalid_0's l1: 16.063\n",
"[90]\tvalid_0's poisson: -104.536\tvalid_0's l1: 15.9791\n",
"[91]\tvalid_0's poisson: -104.579\tvalid_0's l1: 15.9343\n",
"[92]\tvalid_0's poisson: -104.62\tvalid_0's l1: 15.891\n",
"[93]\tvalid_0's poisson: -104.658\tvalid_0's l1: 15.8495\n",
"[94]\tvalid_0's poisson: -104.697\tvalid_0's l1: 15.808\n",
"[95]\tvalid_0's poisson: -104.734\tvalid_0's l1: 15.7707\n",
"[96]\tvalid_0's poisson: -104.771\tvalid_0's l1: 15.733\n",
"[97]\tvalid_0's poisson: -104.846\tvalid_0's l1: 15.6729\n",
"[98]\tvalid_0's poisson: -104.917\tvalid_0's l1: 15.6053\n",
"[99]\tvalid_0's poisson: -104.978\tvalid_0's l1: 15.5466\n",
"[100]\tvalid_0's poisson: -105.015\tvalid_0's l1: 15.5011\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.198\tvalid_0's l1: 29.0702\n",
"[2]\tvalid_0's poisson: -81.9663\tvalid_0's l1: 28.79\n",
"[3]\tvalid_0's poisson: -82.6922\tvalid_0's l1: 28.5151\n",
"[4]\tvalid_0's poisson: -83.3796\tvalid_0's l1: 28.2453\n",
"[5]\tvalid_0's poisson: -84.0787\tvalid_0's l1: 27.9716\n",
"[6]\tvalid_0's poisson: -84.7045\tvalid_0's l1: 27.7122\n",
"[7]\tvalid_0's poisson: -85.3485\tvalid_0's l1: 27.448\n",
"[8]\tvalid_0's poisson: -85.9118\tvalid_0's l1: 27.1994\n",
"[9]\tvalid_0's poisson: -86.4787\tvalid_0's l1: 26.9509\n",
"[10]\tvalid_0's poisson: -87.0314\tvalid_0's l1: 26.7053\n",
"[11]\tvalid_0's poisson: -87.5552\tvalid_0's l1: 26.4657\n",
"[12]\tvalid_0's poisson: -88.0753\tvalid_0's l1: 26.2258\n",
"[13]\tvalid_0's poisson: -88.5513\tvalid_0's l1: 25.997\n",
"[14]\tvalid_0's poisson: -89.0025\tvalid_0's l1: 25.7754\n",
"[15]\tvalid_0's poisson: -89.4141\tvalid_0's l1: 25.5622\n",
"[16]\tvalid_0's poisson: -89.8191\tvalid_0's l1: 25.3482\n",
"[17]\tvalid_0's poisson: -90.2087\tvalid_0's l1: 25.1425\n",
"[18]\tvalid_0's poisson: -90.5963\tvalid_0's l1: 24.9381\n",
"[19]\tvalid_0's poisson: -90.95\tvalid_0's l1: 24.743\n",
"[20]\tvalid_0's poisson: -91.2894\tvalid_0's l1: 24.5551\n",
"[21]\tvalid_0's poisson: -91.6141\tvalid_0's l1: 24.371\n",
"[22]\tvalid_0's poisson: -91.9363\tvalid_0's l1: 24.1907\n",
"[23]\tvalid_0's poisson: -92.2774\tvalid_0's l1: 24.0041\n",
"[24]\tvalid_0's poisson: -92.5734\tvalid_0's l1: 23.8321\n",
"[25]\tvalid_0's poisson: -92.8603\tvalid_0's l1: 23.6651\n",
"[26]\tvalid_0's poisson: -93.1288\tvalid_0's l1: 23.504\n",
"[27]\tvalid_0's poisson: -93.4207\tvalid_0's l1: 23.3364\n",
"[28]\tvalid_0's poisson: -93.7147\tvalid_0's l1: 23.169\n",
"[29]\tvalid_0's poisson: -93.9832\tvalid_0's l1: 23.0132\n",
"[30]\tvalid_0's poisson: -94.2435\tvalid_0's l1: 22.8591\n",
"[31]\tvalid_0's poisson: -94.4678\tvalid_0's l1: 22.7146\n",
"[32]\tvalid_0's poisson: -94.7333\tvalid_0's l1: 22.5582\n",
"[33]\tvalid_0's poisson: -95.2035\tvalid_0's l1: 22.3605\n",
"[34]\tvalid_0's poisson: -95.6922\tvalid_0's l1: 22.1487\n",
"[35]\tvalid_0's poisson: -96.1315\tvalid_0's l1: 21.9484\n",
"[36]\tvalid_0's poisson: -96.3748\tvalid_0's l1: 21.7969\n",
"[37]\tvalid_0's poisson: -96.7752\tvalid_0's l1: 21.6048\n",
"[38]\tvalid_0's poisson: -97.1237\tvalid_0's l1: 21.4261\n",
"[39]\tvalid_0's poisson: -97.5004\tvalid_0's l1: 21.2348\n",
"[40]\tvalid_0's poisson: -97.8128\tvalid_0's l1: 21.0644\n",
"[41]\tvalid_0's poisson: -97.9649\tvalid_0's l1: 20.9458\n",
"[42]\tvalid_0's poisson: -98.2764\tvalid_0's l1: 20.7738\n",
"[43]\tvalid_0's poisson: -98.4178\tvalid_0's l1: 20.66\n",
"[44]\tvalid_0's poisson: -98.6826\tvalid_0's l1: 20.514\n",
"[45]\tvalid_0's poisson: -98.9623\tvalid_0's l1: 20.3518\n",
"[46]\tvalid_0's poisson: -99.096\tvalid_0's l1: 20.2431\n",
"[47]\tvalid_0's poisson: -99.2332\tvalid_0's l1: 20.1382\n",
"[48]\tvalid_0's poisson: -99.4972\tvalid_0's l1: 19.9836\n",
"[49]\tvalid_0's poisson: -99.7591\tvalid_0's l1: 19.8285\n",
"[50]\tvalid_0's poisson: -99.9552\tvalid_0's l1: 19.6958\n",
"[51]\tvalid_0's poisson: -100.186\tvalid_0's l1: 19.5448\n",
"[52]\tvalid_0's poisson: -100.383\tvalid_0's l1: 19.4213\n",
"[53]\tvalid_0's poisson: -100.57\tvalid_0's l1: 19.2998\n",
"[54]\tvalid_0's poisson: -100.782\tvalid_0's l1: 19.1552\n",
"[55]\tvalid_0's poisson: -100.893\tvalid_0's l1: 19.0574\n",
"[56]\tvalid_0's poisson: -100.992\tvalid_0's l1: 18.9687\n",
"[57]\tvalid_0's poisson: -101.187\tvalid_0's l1: 18.8418\n",
"[58]\tvalid_0's poisson: -101.347\tvalid_0's l1: 18.7318\n",
"[59]\tvalid_0's poisson: -101.529\tvalid_0's l1: 18.5978\n",
"[60]\tvalid_0's poisson: -101.688\tvalid_0's l1: 18.475\n",
"[61]\tvalid_0's poisson: -101.872\tvalid_0's l1: 18.3374\n",
"[62]\tvalid_0's poisson: -102.048\tvalid_0's l1: 18.2044\n",
"[63]\tvalid_0's poisson: -102.216\tvalid_0's l1: 18.0753\n",
"[64]\tvalid_0's poisson: -102.355\tvalid_0's l1: 17.9715\n",
"[65]\tvalid_0's poisson: -102.428\tvalid_0's l1: 17.9027\n",
"[66]\tvalid_0's poisson: -102.59\tvalid_0's l1: 17.7765\n",
"[67]\tvalid_0's poisson: -102.745\tvalid_0's l1: 17.6548\n",
"[68]\tvalid_0's poisson: -102.87\tvalid_0's l1: 17.548\n",
"[69]\tvalid_0's poisson: -103.007\tvalid_0's l1: 17.4372\n",
"[70]\tvalid_0's poisson: -103.093\tvalid_0's l1: 17.3563\n",
"[71]\tvalid_0's poisson: -103.202\tvalid_0's l1: 17.2719\n",
"[72]\tvalid_0's poisson: -103.27\tvalid_0's l1: 17.2045\n",
"[73]\tvalid_0's poisson: -103.404\tvalid_0's l1: 17.105\n",
"[74]\tvalid_0's poisson: -103.505\tvalid_0's l1: 17.0243\n",
"[75]\tvalid_0's poisson: -103.573\tvalid_0's l1: 16.9583\n",
"[76]\tvalid_0's poisson: -103.69\tvalid_0's l1: 16.8708\n",
"[77]\tvalid_0's poisson: -103.791\tvalid_0's l1: 16.7791\n",
"[78]\tvalid_0's poisson: -103.909\tvalid_0's l1: 16.6868\n",
"[79]\tvalid_0's poisson: -103.995\tvalid_0's l1: 16.6032\n",
"[80]\tvalid_0's poisson: -104.097\tvalid_0's l1: 16.512\n",
"[81]\tvalid_0's poisson: -104.201\tvalid_0's l1: 16.4258\n",
"[82]\tvalid_0's poisson: -104.283\tvalid_0's l1: 16.3533\n",
"[83]\tvalid_0's poisson: -104.367\tvalid_0's l1: 16.2722\n",
"[84]\tvalid_0's poisson: -104.447\tvalid_0's l1: 16.1928\n",
"[85]\tvalid_0's poisson: -104.524\tvalid_0's l1: 16.1157\n",
"[86]\tvalid_0's poisson: -104.579\tvalid_0's l1: 16.0607\n",
"[87]\tvalid_0's poisson: -104.627\tvalid_0's l1: 16.0103\n",
"[88]\tvalid_0's poisson: -104.692\tvalid_0's l1: 15.9409\n",
"[89]\tvalid_0's poisson: -104.737\tvalid_0's l1: 15.8926\n",
"[90]\tvalid_0's poisson: -104.82\tvalid_0's l1: 15.811\n",
"[91]\tvalid_0's poisson: -104.903\tvalid_0's l1: 15.7368\n",
"[92]\tvalid_0's poisson: -104.952\tvalid_0's l1: 15.6876\n",
"[93]\tvalid_0's poisson: -105.016\tvalid_0's l1: 15.6213\n",
"[94]\tvalid_0's poisson: -105.076\tvalid_0's l1: 15.5637\n",
"[95]\tvalid_0's poisson: -105.138\tvalid_0's l1: 15.5002\n",
"[96]\tvalid_0's poisson: -105.176\tvalid_0's l1: 15.4578\n",
"[97]\tvalid_0's poisson: -105.213\tvalid_0's l1: 15.4162\n",
"[98]\tvalid_0's poisson: -105.24\tvalid_0's l1: 15.3861\n",
"[99]\tvalid_0's poisson: -105.284\tvalid_0's l1: 15.3407\n",
"[100]\tvalid_0's poisson: -105.344\tvalid_0's l1: 15.2788\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1787\tvalid_0's l1: 29.0758\n",
"[2]\tvalid_0's poisson: -81.9542\tvalid_0's l1: 28.7967\n",
"[3]\tvalid_0's poisson: -82.6819\tvalid_0's l1: 28.5233\n",
"[4]\tvalid_0's poisson: -83.3753\tvalid_0's l1: 28.2541\n",
"[5]\tvalid_0's poisson: -84.0317\tvalid_0's l1: 27.9904\n",
"[6]\tvalid_0's poisson: -84.7024\tvalid_0's l1: 27.7209\n",
"[7]\tvalid_0's poisson: -85.32\tvalid_0's l1: 27.4629\n",
"[8]\tvalid_0's poisson: -85.9209\tvalid_0's l1: 27.2069\n",
"[9]\tvalid_0's poisson: -86.4981\tvalid_0's l1: 26.9561\n",
"[10]\tvalid_0's poisson: -87.0285\tvalid_0's l1: 26.7162\n",
"[11]\tvalid_0's poisson: -87.5519\tvalid_0's l1: 26.4749\n",
"[12]\tvalid_0's poisson: -88.0492\tvalid_0's l1: 26.2405\n",
"[13]\tvalid_0's poisson: -88.5247\tvalid_0's l1: 26.0111\n",
"[14]\tvalid_0's poisson: -88.9997\tvalid_0's l1: 25.7816\n",
"[15]\tvalid_0's poisson: -89.4451\tvalid_0's l1: 25.5604\n",
"[16]\tvalid_0's poisson: -89.8498\tvalid_0's l1: 25.3475\n",
"[17]\tvalid_0's poisson: -90.2375\tvalid_0's l1: 25.1393\n",
"[18]\tvalid_0's poisson: -90.6084\tvalid_0's l1: 24.9371\n",
"[19]\tvalid_0's poisson: -90.966\tvalid_0's l1: 24.7424\n",
"[20]\tvalid_0's poisson: -91.3088\tvalid_0's l1: 24.5509\n",
"[21]\tvalid_0's poisson: -91.6378\tvalid_0's l1: 24.3659\n",
"[22]\tvalid_0's poisson: -91.9394\tvalid_0's l1: 24.1884\n",
"[23]\tvalid_0's poisson: -92.2687\tvalid_0's l1: 24.0029\n",
"[24]\tvalid_0's poisson: -92.5491\tvalid_0's l1: 23.8329\n",
"[25]\tvalid_0's poisson: -92.8217\tvalid_0's l1: 23.6674\n",
"[26]\tvalid_0's poisson: -93.1394\tvalid_0's l1: 23.4889\n",
"[27]\tvalid_0's poisson: -93.442\tvalid_0's l1: 23.3189\n",
"[28]\tvalid_0's poisson: -93.746\tvalid_0's l1: 23.1497\n",
"[29]\tvalid_0's poisson: -94.2114\tvalid_0's l1: 22.954\n",
"[30]\tvalid_0's poisson: -94.4915\tvalid_0's l1: 22.79\n",
"[31]\tvalid_0's poisson: -94.715\tvalid_0's l1: 22.6429\n",
"[32]\tvalid_0's poisson: -94.9625\tvalid_0's l1: 22.4881\n",
"[33]\tvalid_0's poisson: -95.1787\tvalid_0's l1: 22.3485\n",
"[34]\tvalid_0's poisson: -95.4235\tvalid_0's l1: 22.2015\n",
"[35]\tvalid_0's poisson: -95.8523\tvalid_0's l1: 22.0133\n",
"[36]\tvalid_0's poisson: -96.0475\tvalid_0's l1: 21.8834\n",
"[37]\tvalid_0's poisson: -96.2569\tvalid_0's l1: 21.7457\n",
"[38]\tvalid_0's poisson: -96.6164\tvalid_0's l1: 21.5769\n",
"[39]\tvalid_0's poisson: -96.777\tvalid_0's l1: 21.4588\n",
"[40]\tvalid_0's poisson: -97.1581\tvalid_0's l1: 21.2721\n",
"[41]\tvalid_0's poisson: -97.4428\tvalid_0's l1: 21.1158\n",
"[42]\tvalid_0's poisson: -97.7609\tvalid_0's l1: 20.9518\n",
"[43]\tvalid_0's poisson: -98.1116\tvalid_0's l1: 20.7711\n",
"[44]\tvalid_0's poisson: -98.4302\tvalid_0's l1: 20.6074\n",
"[45]\tvalid_0's poisson: -98.7003\tvalid_0's l1: 20.4564\n",
"[46]\tvalid_0's poisson: -98.9831\tvalid_0's l1: 20.2944\n",
"[47]\tvalid_0's poisson: -99.2509\tvalid_0's l1: 20.1375\n",
"[48]\tvalid_0's poisson: -99.5035\tvalid_0's l1: 19.9855\n",
"[49]\tvalid_0's poisson: -99.7595\tvalid_0's l1: 19.834\n",
"[50]\tvalid_0's poisson: -100\tvalid_0's l1: 19.6867\n",
"[51]\tvalid_0's poisson: -100.241\tvalid_0's l1: 19.5372\n",
"[52]\tvalid_0's poisson: -100.45\tvalid_0's l1: 19.3971\n",
"[53]\tvalid_0's poisson: -100.619\tvalid_0's l1: 19.2774\n",
"[54]\tvalid_0's poisson: -100.715\tvalid_0's l1: 19.1934\n",
"[55]\tvalid_0's poisson: -100.827\tvalid_0's l1: 19.0918\n",
"[56]\tvalid_0's poisson: -100.918\tvalid_0's l1: 19.0117\n",
"[57]\tvalid_0's poisson: -101.022\tvalid_0's l1: 18.9212\n",
"[58]\tvalid_0's poisson: -101.228\tvalid_0's l1: 18.7831\n",
"[59]\tvalid_0's poisson: -101.392\tvalid_0's l1: 18.6596\n",
"[60]\tvalid_0's poisson: -101.542\tvalid_0's l1: 18.5546\n",
"[61]\tvalid_0's poisson: -101.717\tvalid_0's l1: 18.4375\n",
"[62]\tvalid_0's poisson: -101.864\tvalid_0's l1: 18.3211\n",
"[63]\tvalid_0's poisson: -102.038\tvalid_0's l1: 18.1914\n",
"[64]\tvalid_0's poisson: -102.205\tvalid_0's l1: 18.0644\n",
"[65]\tvalid_0's poisson: -102.289\tvalid_0's l1: 17.9906\n",
"[66]\tvalid_0's poisson: -102.446\tvalid_0's l1: 17.8689\n",
"[67]\tvalid_0's poisson: -102.599\tvalid_0's l1: 17.7499\n",
"[68]\tvalid_0's poisson: -102.724\tvalid_0's l1: 17.6539\n",
"[69]\tvalid_0's poisson: -102.812\tvalid_0's l1: 17.5724\n",
"[70]\tvalid_0's poisson: -102.886\tvalid_0's l1: 17.5007\n",
"[71]\tvalid_0's poisson: -102.952\tvalid_0's l1: 17.436\n",
"[72]\tvalid_0's poisson: -103.074\tvalid_0's l1: 17.3329\n",
"[73]\tvalid_0's poisson: -103.21\tvalid_0's l1: 17.2292\n",
"[74]\tvalid_0's poisson: -103.34\tvalid_0's l1: 17.1248\n",
"[75]\tvalid_0's poisson: -103.448\tvalid_0's l1: 17.031\n",
"[76]\tvalid_0's poisson: -103.514\tvalid_0's l1: 16.9701\n",
"[77]\tvalid_0's poisson: -103.638\tvalid_0's l1: 16.8688\n",
"[78]\tvalid_0's poisson: -103.756\tvalid_0's l1: 16.7697\n",
"[79]\tvalid_0's poisson: -103.814\tvalid_0's l1: 16.712\n",
"[80]\tvalid_0's poisson: -103.93\tvalid_0's l1: 16.6184\n",
"[81]\tvalid_0's poisson: -104.038\tvalid_0's l1: 16.5249\n",
"[82]\tvalid_0's poisson: -104.082\tvalid_0's l1: 16.4808\n",
"[83]\tvalid_0's poisson: -104.178\tvalid_0's l1: 16.3991\n",
"[84]\tvalid_0's poisson: -104.228\tvalid_0's l1: 16.3485\n",
"[85]\tvalid_0's poisson: -104.278\tvalid_0's l1: 16.2915\n",
"[86]\tvalid_0's poisson: -104.343\tvalid_0's l1: 16.2254\n",
"[87]\tvalid_0's poisson: -104.386\tvalid_0's l1: 16.1811\n",
"[88]\tvalid_0's poisson: -104.478\tvalid_0's l1: 16.0961\n",
"[89]\tvalid_0's poisson: -104.521\tvalid_0's l1: 16.0526\n",
"[90]\tvalid_0's poisson: -104.595\tvalid_0's l1: 15.9793\n",
"[91]\tvalid_0's poisson: -104.678\tvalid_0's l1: 15.9007\n",
"[92]\tvalid_0's poisson: -104.713\tvalid_0's l1: 15.8636\n",
"[93]\tvalid_0's poisson: -104.792\tvalid_0's l1: 15.7884\n",
"[94]\tvalid_0's poisson: -104.873\tvalid_0's l1: 15.7157\n",
"[95]\tvalid_0's poisson: -104.956\tvalid_0's l1: 15.6449\n",
"[96]\tvalid_0's poisson: -104.993\tvalid_0's l1: 15.604\n",
"[97]\tvalid_0's poisson: -105.028\tvalid_0's l1: 15.5654\n",
"[98]\tvalid_0's poisson: -105.066\tvalid_0's l1: 15.5245\n",
"[99]\tvalid_0's poisson: -105.136\tvalid_0's l1: 15.4556\n",
"[100]\tvalid_0's poisson: -105.206\tvalid_0's l1: 15.3865\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1797\tvalid_0's l1: 29.0742\n",
"[2]\tvalid_0's poisson: -81.9325\tvalid_0's l1: 28.7972\n",
"[3]\tvalid_0's poisson: -82.6705\tvalid_0's l1: 28.5197\n",
"[4]\tvalid_0's poisson: -83.3679\tvalid_0's l1: 28.248\n",
"[5]\tvalid_0's poisson: -84.0425\tvalid_0's l1: 27.9801\n",
"[6]\tvalid_0's poisson: -84.6563\tvalid_0's l1: 27.7238\n",
"[7]\tvalid_0's poisson: -85.2625\tvalid_0's l1: 27.4687\n",
"[8]\tvalid_0's poisson: -85.8634\tvalid_0's l1: 27.2136\n",
"[9]\tvalid_0's poisson: -86.414\tvalid_0's l1: 26.9695\n",
"[10]\tvalid_0's poisson: -86.9557\tvalid_0's l1: 26.7278\n",
"[11]\tvalid_0's poisson: -87.4915\tvalid_0's l1: 26.4858\n",
"[12]\tvalid_0's poisson: -87.9799\tvalid_0's l1: 26.2557\n",
"[13]\tvalid_0's poisson: -88.4257\tvalid_0's l1: 26.0336\n",
"[14]\tvalid_0's poisson: -88.8641\tvalid_0's l1: 25.8135\n",
"[15]\tvalid_0's poisson: -89.2952\tvalid_0's l1: 25.5968\n",
"[16]\tvalid_0's poisson: -89.6954\tvalid_0's l1: 25.3879\n",
"[17]\tvalid_0's poisson: -90.0592\tvalid_0's l1: 25.1933\n",
"[18]\tvalid_0's poisson: -90.4144\tvalid_0's l1: 24.9995\n",
"[19]\tvalid_0's poisson: -90.7646\tvalid_0's l1: 24.8113\n",
"[20]\tvalid_0's poisson: -91.1063\tvalid_0's l1: 24.6213\n",
"[21]\tvalid_0's poisson: -91.4487\tvalid_0's l1: 24.4338\n",
"[22]\tvalid_0's poisson: -91.7621\tvalid_0's l1: 24.2548\n",
"[23]\tvalid_0's poisson: -92.0975\tvalid_0's l1: 24.0721\n",
"[24]\tvalid_0's poisson: -92.4005\tvalid_0's l1: 23.901\n",
"[25]\tvalid_0's poisson: -92.7141\tvalid_0's l1: 23.722\n",
"[26]\tvalid_0's poisson: -93.015\tvalid_0's l1: 23.5548\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -93.2768\tvalid_0's l1: 23.3953\n",
"[28]\tvalid_0's poisson: -93.5263\tvalid_0's l1: 23.2423\n",
"[29]\tvalid_0's poisson: -93.7694\tvalid_0's l1: 23.0907\n",
"[30]\tvalid_0's poisson: -94.0053\tvalid_0's l1: 22.9446\n",
"[31]\tvalid_0's poisson: -94.242\tvalid_0's l1: 22.7978\n",
"[32]\tvalid_0's poisson: -94.4944\tvalid_0's l1: 22.647\n",
"[33]\tvalid_0's poisson: -94.7044\tvalid_0's l1: 22.5105\n",
"[34]\tvalid_0's poisson: -94.9542\tvalid_0's l1: 22.3628\n",
"[35]\tvalid_0's poisson: -95.2007\tvalid_0's l1: 22.2166\n",
"[36]\tvalid_0's poisson: -95.5521\tvalid_0's l1: 22.0543\n",
"[37]\tvalid_0's poisson: -96.015\tvalid_0's l1: 21.8527\n",
"[38]\tvalid_0's poisson: -96.4259\tvalid_0's l1: 21.6638\n",
"[39]\tvalid_0's poisson: -96.7891\tvalid_0's l1: 21.4852\n",
"[40]\tvalid_0's poisson: -97.1257\tvalid_0's l1: 21.3201\n",
"[41]\tvalid_0's poisson: -97.4713\tvalid_0's l1: 21.145\n",
"[42]\tvalid_0's poisson: -97.7971\tvalid_0's l1: 20.9748\n",
"[43]\tvalid_0's poisson: -98.083\tvalid_0's l1: 20.8134\n",
"[44]\tvalid_0's poisson: -98.3572\tvalid_0's l1: 20.6621\n",
"[45]\tvalid_0's poisson: -98.6402\tvalid_0's l1: 20.5016\n",
"[46]\tvalid_0's poisson: -98.9109\tvalid_0's l1: 20.3433\n",
"[47]\tvalid_0's poisson: -99.1058\tvalid_0's l1: 20.2156\n",
"[48]\tvalid_0's poisson: -99.3523\tvalid_0's l1: 20.0695\n",
"[49]\tvalid_0's poisson: -99.5934\tvalid_0's l1: 19.9212\n",
"[50]\tvalid_0's poisson: -99.8396\tvalid_0's l1: 19.7699\n",
"[51]\tvalid_0's poisson: -100.043\tvalid_0's l1: 19.6451\n",
"[52]\tvalid_0's poisson: -100.276\tvalid_0's l1: 19.5062\n",
"[53]\tvalid_0's poisson: -100.391\tvalid_0's l1: 19.4105\n",
"[54]\tvalid_0's poisson: -100.576\tvalid_0's l1: 19.2847\n",
"[55]\tvalid_0's poisson: -100.689\tvalid_0's l1: 19.1876\n",
"[56]\tvalid_0's poisson: -100.849\tvalid_0's l1: 19.0667\n",
"[57]\tvalid_0's poisson: -101.002\tvalid_0's l1: 18.9493\n",
"[58]\tvalid_0's poisson: -101.165\tvalid_0's l1: 18.8385\n",
"[59]\tvalid_0's poisson: -101.266\tvalid_0's l1: 18.7465\n",
"[60]\tvalid_0's poisson: -101.419\tvalid_0's l1: 18.6288\n",
"[61]\tvalid_0's poisson: -101.607\tvalid_0's l1: 18.4933\n",
"[62]\tvalid_0's poisson: -101.812\tvalid_0's l1: 18.3591\n",
"[63]\tvalid_0's poisson: -101.984\tvalid_0's l1: 18.2311\n",
"[64]\tvalid_0's poisson: -102.171\tvalid_0's l1: 18.1051\n",
"[65]\tvalid_0's poisson: -102.347\tvalid_0's l1: 17.9838\n",
"[66]\tvalid_0's poisson: -102.483\tvalid_0's l1: 17.8714\n",
"[67]\tvalid_0's poisson: -102.629\tvalid_0's l1: 17.7559\n",
"[68]\tvalid_0's poisson: -102.784\tvalid_0's l1: 17.6455\n",
"[69]\tvalid_0's poisson: -102.853\tvalid_0's l1: 17.5801\n",
"[70]\tvalid_0's poisson: -102.964\tvalid_0's l1: 17.4918\n",
"[71]\tvalid_0's poisson: -103.094\tvalid_0's l1: 17.3867\n",
"[72]\tvalid_0's poisson: -103.206\tvalid_0's l1: 17.2912\n",
"[73]\tvalid_0's poisson: -103.27\tvalid_0's l1: 17.2289\n",
"[74]\tvalid_0's poisson: -103.403\tvalid_0's l1: 17.13\n",
"[75]\tvalid_0's poisson: -103.528\tvalid_0's l1: 17.0261\n",
"[76]\tvalid_0's poisson: -103.601\tvalid_0's l1: 16.9541\n",
"[77]\tvalid_0's poisson: -103.719\tvalid_0's l1: 16.8538\n",
"[78]\tvalid_0's poisson: -103.782\tvalid_0's l1: 16.7935\n",
"[79]\tvalid_0's poisson: -103.894\tvalid_0's l1: 16.6972\n",
"[80]\tvalid_0's poisson: -103.947\tvalid_0's l1: 16.6417\n",
"[81]\tvalid_0's poisson: -104.04\tvalid_0's l1: 16.555\n",
"[82]\tvalid_0's poisson: -104.098\tvalid_0's l1: 16.4954\n",
"[83]\tvalid_0's poisson: -104.185\tvalid_0's l1: 16.4128\n",
"[84]\tvalid_0's poisson: -104.261\tvalid_0's l1: 16.3454\n",
"[85]\tvalid_0's poisson: -104.324\tvalid_0's l1: 16.2843\n",
"[86]\tvalid_0's poisson: -104.403\tvalid_0's l1: 16.2102\n",
"[87]\tvalid_0's poisson: -104.48\tvalid_0's l1: 16.134\n",
"[88]\tvalid_0's poisson: -104.555\tvalid_0's l1: 16.0587\n",
"[89]\tvalid_0's poisson: -104.602\tvalid_0's l1: 16.0101\n",
"[90]\tvalid_0's poisson: -104.657\tvalid_0's l1: 15.955\n",
"[91]\tvalid_0's poisson: -104.725\tvalid_0's l1: 15.8881\n",
"[92]\tvalid_0's poisson: -104.787\tvalid_0's l1: 15.8263\n",
"[93]\tvalid_0's poisson: -104.858\tvalid_0's l1: 15.7563\n",
"[94]\tvalid_0's poisson: -104.919\tvalid_0's l1: 15.6914\n",
"[95]\tvalid_0's poisson: -104.995\tvalid_0's l1: 15.6166\n",
"[96]\tvalid_0's poisson: -105.073\tvalid_0's l1: 15.545\n",
"[97]\tvalid_0's poisson: -105.114\tvalid_0's l1: 15.5029\n",
"[98]\tvalid_0's poisson: -105.17\tvalid_0's l1: 15.4409\n",
"[99]\tvalid_0's poisson: -105.215\tvalid_0's l1: 15.3941\n",
"[100]\tvalid_0's poisson: -105.268\tvalid_0's l1: 15.3425\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6309\tvalid_0's l1: 19.9364\n",
"[2]\tvalid_0's poisson: -100.401\tvalid_0's l1: 17.766\n",
"[3]\tvalid_0's poisson: -97.2925\tvalid_0's l1: 16.9919\n",
"[4]\tvalid_0's poisson: -93.3963\tvalid_0's l1: 16.33\n",
"[5]\tvalid_0's poisson: -93.619\tvalid_0's l1: 15.9468\n",
"[6]\tvalid_0's poisson: -97.3168\tvalid_0's l1: 15.5638\n",
"[7]\tvalid_0's poisson: -95.3087\tvalid_0's l1: 15.2788\n",
"[8]\tvalid_0's poisson: -95.6331\tvalid_0's l1: 15.0424\n",
"[9]\tvalid_0's poisson: -97.1363\tvalid_0's l1: 14.9431\n",
"[10]\tvalid_0's poisson: -95.3861\tvalid_0's l1: 14.7928\n",
"[11]\tvalid_0's poisson: -96.8174\tvalid_0's l1: 14.7084\n",
"[12]\tvalid_0's poisson: -96.5288\tvalid_0's l1: 14.5945\n",
"[13]\tvalid_0's poisson: -99.9995\tvalid_0's l1: 14.3115\n",
"[14]\tvalid_0's poisson: -98.9471\tvalid_0's l1: 14.244\n",
"[15]\tvalid_0's poisson: -98.0966\tvalid_0's l1: 14.006\n",
"[16]\tvalid_0's poisson: -98.7703\tvalid_0's l1: 13.8703\n",
"[17]\tvalid_0's poisson: -98.9964\tvalid_0's l1: 13.8494\n",
"[18]\tvalid_0's poisson: -98.9188\tvalid_0's l1: 13.8309\n",
"[19]\tvalid_0's poisson: -99.2425\tvalid_0's l1: 13.7089\n",
"[20]\tvalid_0's poisson: -99.4729\tvalid_0's l1: 13.6667\n",
"[21]\tvalid_0's poisson: -99.5141\tvalid_0's l1: 13.6621\n",
"[22]\tvalid_0's poisson: -100.075\tvalid_0's l1: 13.5252\n",
"[23]\tvalid_0's poisson: -99.2661\tvalid_0's l1: 13.433\n",
"[24]\tvalid_0's poisson: -99.8501\tvalid_0's l1: 13.3884\n",
"[25]\tvalid_0's poisson: -100.036\tvalid_0's l1: 13.3506\n",
"[26]\tvalid_0's poisson: -100.421\tvalid_0's l1: 13.3409\n",
"[27]\tvalid_0's poisson: -100.433\tvalid_0's l1: 13.2902\n",
"[28]\tvalid_0's poisson: -100.023\tvalid_0's l1: 13.1232\n",
"[29]\tvalid_0's poisson: -99.5714\tvalid_0's l1: 13.0557\n",
"[30]\tvalid_0's poisson: -99.8523\tvalid_0's l1: 13.0068\n",
"[31]\tvalid_0's poisson: -99.6103\tvalid_0's l1: 13.0307\n",
"[32]\tvalid_0's poisson: -99.7487\tvalid_0's l1: 13.0372\n",
"[33]\tvalid_0's poisson: -99.9185\tvalid_0's l1: 13.036\n",
"[34]\tvalid_0's poisson: -99.6729\tvalid_0's l1: 12.9942\n",
"[35]\tvalid_0's poisson: -99.4323\tvalid_0's l1: 13.0128\n",
"[36]\tvalid_0's poisson: -99.0639\tvalid_0's l1: 12.9815\n",
"[37]\tvalid_0's poisson: -98.9706\tvalid_0's l1: 12.931\n",
"[38]\tvalid_0's poisson: -99.4065\tvalid_0's l1: 12.8997\n",
"[39]\tvalid_0's poisson: -99.4065\tvalid_0's l1: 12.7689\n",
"[40]\tvalid_0's poisson: -99.7473\tvalid_0's l1: 12.7659\n",
"[41]\tvalid_0's poisson: -99.6023\tvalid_0's l1: 12.7598\n",
"[42]\tvalid_0's poisson: -99.5998\tvalid_0's l1: 12.6534\n",
"[43]\tvalid_0's poisson: -100.055\tvalid_0's l1: 12.6399\n",
"[44]\tvalid_0's poisson: -100.015\tvalid_0's l1: 12.543\n",
"[45]\tvalid_0's poisson: -100.148\tvalid_0's l1: 12.5013\n",
"[46]\tvalid_0's poisson: -100.134\tvalid_0's l1: 12.4636\n",
"[47]\tvalid_0's poisson: -100.648\tvalid_0's l1: 12.4503\n",
"[48]\tvalid_0's poisson: -99.8768\tvalid_0's l1: 12.448\n",
"[49]\tvalid_0's poisson: -100.186\tvalid_0's l1: 12.4527\n",
"[50]\tvalid_0's poisson: -100.546\tvalid_0's l1: 12.3288\n",
"[51]\tvalid_0's poisson: -100.624\tvalid_0's l1: 12.3182\n",
"[52]\tvalid_0's poisson: -100.562\tvalid_0's l1: 12.3006\n",
"[53]\tvalid_0's poisson: -100.412\tvalid_0's l1: 12.2817\n",
"[54]\tvalid_0's poisson: -100.26\tvalid_0's l1: 12.2641\n",
"[55]\tvalid_0's poisson: -100.086\tvalid_0's l1: 12.2681\n",
"[56]\tvalid_0's poisson: -100.242\tvalid_0's l1: 12.2758\n",
"[57]\tvalid_0's poisson: -100.249\tvalid_0's l1: 12.2666\n",
"[58]\tvalid_0's poisson: -100.101\tvalid_0's l1: 12.2588\n",
"[59]\tvalid_0's poisson: -100.569\tvalid_0's l1: 12.2569\n",
"[60]\tvalid_0's poisson: -100.586\tvalid_0's l1: 12.2002\n",
"[61]\tvalid_0's poisson: -100.412\tvalid_0's l1: 12.0993\n",
"[62]\tvalid_0's poisson: -100.321\tvalid_0's l1: 12.0979\n",
"[63]\tvalid_0's poisson: -100.199\tvalid_0's l1: 12.076\n",
"[64]\tvalid_0's poisson: -100.452\tvalid_0's l1: 12.0511\n",
"[65]\tvalid_0's poisson: -100.33\tvalid_0's l1: 12.0524\n",
"[66]\tvalid_0's poisson: -100.263\tvalid_0's l1: 12.0303\n",
"[67]\tvalid_0's poisson: -100.282\tvalid_0's l1: 12.052\n",
"[68]\tvalid_0's poisson: -100.273\tvalid_0's l1: 12.0473\n",
"[69]\tvalid_0's poisson: -100.217\tvalid_0's l1: 12.0554\n",
"[70]\tvalid_0's poisson: -100.249\tvalid_0's l1: 12.0185\n",
"[71]\tvalid_0's poisson: -100.321\tvalid_0's l1: 12.0153\n",
"[72]\tvalid_0's poisson: -100.506\tvalid_0's l1: 11.999\n",
"[73]\tvalid_0's poisson: -100.649\tvalid_0's l1: 11.9969\n",
"[74]\tvalid_0's poisson: -101.254\tvalid_0's l1: 11.9502\n",
"[75]\tvalid_0's poisson: -100.735\tvalid_0's l1: 11.9076\n",
"[76]\tvalid_0's poisson: -100.864\tvalid_0's l1: 11.9023\n",
"[77]\tvalid_0's poisson: -101.186\tvalid_0's l1: 11.8942\n",
"[78]\tvalid_0's poisson: -101.143\tvalid_0's l1: 11.8942\n",
"[79]\tvalid_0's poisson: -101.342\tvalid_0's l1: 11.8919\n",
"[80]\tvalid_0's poisson: -101.104\tvalid_0's l1: 11.8888\n",
"[81]\tvalid_0's poisson: -101.262\tvalid_0's l1: 11.8723\n",
"[82]\tvalid_0's poisson: -101.146\tvalid_0's l1: 11.8711\n",
"[83]\tvalid_0's poisson: -101.165\tvalid_0's l1: 11.8387\n",
"[84]\tvalid_0's poisson: -101.007\tvalid_0's l1: 11.837\n",
"[85]\tvalid_0's poisson: -101.022\tvalid_0's l1: 11.836\n",
"[86]\tvalid_0's poisson: -101.134\tvalid_0's l1: 11.8387\n",
"[87]\tvalid_0's poisson: -101.262\tvalid_0's l1: 11.849\n",
"[88]\tvalid_0's poisson: -101.348\tvalid_0's l1: 11.8489\n",
"[89]\tvalid_0's poisson: -101.272\tvalid_0's l1: 11.8355\n",
"[90]\tvalid_0's poisson: -101.21\tvalid_0's l1: 11.8423\n",
"[91]\tvalid_0's poisson: -101.317\tvalid_0's l1: 11.8339\n",
"[92]\tvalid_0's poisson: -101.321\tvalid_0's l1: 11.818\n",
"[93]\tvalid_0's poisson: -101.269\tvalid_0's l1: 11.8423\n",
"[94]\tvalid_0's poisson: -101.27\tvalid_0's l1: 11.8404\n",
"[95]\tvalid_0's poisson: -101.301\tvalid_0's l1: 11.851\n",
"[96]\tvalid_0's poisson: -101.326\tvalid_0's l1: 11.8485\n",
"[97]\tvalid_0's poisson: -101.416\tvalid_0's l1: 11.8415\n",
"[98]\tvalid_0's poisson: -101.23\tvalid_0's l1: 11.8407\n",
"[99]\tvalid_0's poisson: -101.296\tvalid_0's l1: 11.843\n",
"[100]\tvalid_0's poisson: -101.302\tvalid_0's l1: 11.84\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.5612\tvalid_0's l1: 20.0411\n",
"[2]\tvalid_0's poisson: -99.6637\tvalid_0's l1: 19.1441\n",
"[3]\tvalid_0's poisson: -96.8152\tvalid_0's l1: 17.4845\n",
"[4]\tvalid_0's poisson: -97.4515\tvalid_0's l1: 16.2175\n",
"[5]\tvalid_0's poisson: -102.493\tvalid_0's l1: 15.184\n",
"[6]\tvalid_0's poisson: -100.361\tvalid_0's l1: 14.8301\n",
"[7]\tvalid_0's poisson: -100.623\tvalid_0's l1: 14.6545\n",
"[8]\tvalid_0's poisson: -101.762\tvalid_0's l1: 14.5438\n",
"[9]\tvalid_0's poisson: -102.491\tvalid_0's l1: 14.2081\n",
"[10]\tvalid_0's poisson: -102.438\tvalid_0's l1: 14.0776\n",
"[11]\tvalid_0's poisson: -101.599\tvalid_0's l1: 14.0523\n",
"[12]\tvalid_0's poisson: -102.166\tvalid_0's l1: 13.9299\n",
"[13]\tvalid_0's poisson: -102.224\tvalid_0's l1: 13.8045\n",
"[14]\tvalid_0's poisson: -102.158\tvalid_0's l1: 13.7562\n",
"[15]\tvalid_0's poisson: -102.682\tvalid_0's l1: 13.6214\n",
"[16]\tvalid_0's poisson: -102.516\tvalid_0's l1: 13.6164\n",
"[17]\tvalid_0's poisson: -102.625\tvalid_0's l1: 13.5455\n",
"[18]\tvalid_0's poisson: -102.48\tvalid_0's l1: 13.5224\n",
"[19]\tvalid_0's poisson: -101.934\tvalid_0's l1: 13.4688\n",
"[20]\tvalid_0's poisson: -101.781\tvalid_0's l1: 13.4901\n",
"[21]\tvalid_0's poisson: -102.065\tvalid_0's l1: 13.4255\n",
"[22]\tvalid_0's poisson: -102.285\tvalid_0's l1: 13.3847\n",
"[23]\tvalid_0's poisson: -102.188\tvalid_0's l1: 13.3784\n",
"[24]\tvalid_0's poisson: -102.685\tvalid_0's l1: 13.2817\n",
"[25]\tvalid_0's poisson: -102.559\tvalid_0's l1: 13.3254\n",
"[26]\tvalid_0's poisson: -102.328\tvalid_0's l1: 13.2705\n",
"[27]\tvalid_0's poisson: -102.196\tvalid_0's l1: 13.1451\n",
"[28]\tvalid_0's poisson: -102.672\tvalid_0's l1: 13.0739\n",
"[29]\tvalid_0's poisson: -102.554\tvalid_0's l1: 13.0765\n",
"[30]\tvalid_0's poisson: -102.89\tvalid_0's l1: 13.0822\n",
"[31]\tvalid_0's poisson: -102.672\tvalid_0's l1: 13.0635\n",
"[32]\tvalid_0's poisson: -102.879\tvalid_0's l1: 13.0566\n",
"[33]\tvalid_0's poisson: -102.531\tvalid_0's l1: 13.0529\n",
"[34]\tvalid_0's poisson: -102.88\tvalid_0's l1: 13.0184\n",
"[35]\tvalid_0's poisson: -103.016\tvalid_0's l1: 12.9716\n",
"[36]\tvalid_0's poisson: -102.758\tvalid_0's l1: 13.0211\n",
"[37]\tvalid_0's poisson: -102.806\tvalid_0's l1: 12.9824\n",
"[38]\tvalid_0's poisson: -103.23\tvalid_0's l1: 12.9698\n",
"[39]\tvalid_0's poisson: -102.095\tvalid_0's l1: 12.8752\n",
"[40]\tvalid_0's poisson: -101.986\tvalid_0's l1: 12.8666\n",
"[41]\tvalid_0's poisson: -102.165\tvalid_0's l1: 12.871\n",
"[42]\tvalid_0's poisson: -102.372\tvalid_0's l1: 12.7841\n",
"[43]\tvalid_0's poisson: -101.794\tvalid_0's l1: 12.7686\n",
"[44]\tvalid_0's poisson: -102.463\tvalid_0's l1: 12.7056\n",
"[45]\tvalid_0's poisson: -102.835\tvalid_0's l1: 12.6744\n",
"[46]\tvalid_0's poisson: -102.743\tvalid_0's l1: 12.663\n",
"[47]\tvalid_0's poisson: -102.65\tvalid_0's l1: 12.6618\n",
"[48]\tvalid_0's poisson: -102.507\tvalid_0's l1: 12.6117\n",
"[49]\tvalid_0's poisson: -102.465\tvalid_0's l1: 12.6019\n",
"[50]\tvalid_0's poisson: -102.391\tvalid_0's l1: 12.6034\n",
"[51]\tvalid_0's poisson: -102.597\tvalid_0's l1: 12.5897\n",
"[52]\tvalid_0's poisson: -101.801\tvalid_0's l1: 12.5971\n",
"[53]\tvalid_0's poisson: -101.853\tvalid_0's l1: 12.6004\n",
"[54]\tvalid_0's poisson: -102.085\tvalid_0's l1: 12.5911\n",
"[55]\tvalid_0's poisson: -102.331\tvalid_0's l1: 12.5858\n",
"[56]\tvalid_0's poisson: -102.372\tvalid_0's l1: 12.589\n",
"[57]\tvalid_0's poisson: -102.334\tvalid_0's l1: 12.5806\n",
"[58]\tvalid_0's poisson: -102.373\tvalid_0's l1: 12.5867\n",
"[59]\tvalid_0's poisson: -102.246\tvalid_0's l1: 12.5713\n",
"[60]\tvalid_0's poisson: -102.039\tvalid_0's l1: 12.5558\n",
"[61]\tvalid_0's poisson: -102.116\tvalid_0's l1: 12.5445\n",
"[62]\tvalid_0's poisson: -102.19\tvalid_0's l1: 12.5354\n",
"[63]\tvalid_0's poisson: -101.947\tvalid_0's l1: 12.5367\n",
"[64]\tvalid_0's poisson: -101.941\tvalid_0's l1: 12.5371\n",
"[65]\tvalid_0's poisson: -101.803\tvalid_0's l1: 12.5203\n",
"[66]\tvalid_0's poisson: -102.055\tvalid_0's l1: 12.4945\n",
"[67]\tvalid_0's poisson: -102.18\tvalid_0's l1: 12.4666\n",
"[68]\tvalid_0's poisson: -102.16\tvalid_0's l1: 12.4638\n",
"[69]\tvalid_0's poisson: -102.085\tvalid_0's l1: 12.4673\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[70]\tvalid_0's poisson: -102.247\tvalid_0's l1: 12.4422\n",
"[71]\tvalid_0's poisson: -102.05\tvalid_0's l1: 12.4431\n",
"[72]\tvalid_0's poisson: -102.053\tvalid_0's l1: 12.4412\n",
"[73]\tvalid_0's poisson: -102.023\tvalid_0's l1: 12.4397\n",
"[74]\tvalid_0's poisson: -102.215\tvalid_0's l1: 12.4092\n",
"[75]\tvalid_0's poisson: -102.151\tvalid_0's l1: 12.391\n",
"[76]\tvalid_0's poisson: -102.1\tvalid_0's l1: 12.3931\n",
"[77]\tvalid_0's poisson: -102.11\tvalid_0's l1: 12.4232\n",
"[78]\tvalid_0's poisson: -102.022\tvalid_0's l1: 12.429\n",
"[79]\tvalid_0's poisson: -101.956\tvalid_0's l1: 12.4141\n",
"[80]\tvalid_0's poisson: -101.743\tvalid_0's l1: 12.398\n",
"[81]\tvalid_0's poisson: -101.869\tvalid_0's l1: 12.4099\n",
"[82]\tvalid_0's poisson: -101.912\tvalid_0's l1: 12.3992\n",
"[83]\tvalid_0's poisson: -101.93\tvalid_0's l1: 12.4005\n",
"[84]\tvalid_0's poisson: -101.59\tvalid_0's l1: 12.3961\n",
"[85]\tvalid_0's poisson: -101.738\tvalid_0's l1: 12.379\n",
"[86]\tvalid_0's poisson: -101.901\tvalid_0's l1: 12.3778\n",
"[87]\tvalid_0's poisson: -101.784\tvalid_0's l1: 12.3597\n",
"[88]\tvalid_0's poisson: -101.687\tvalid_0's l1: 12.3515\n",
"[89]\tvalid_0's poisson: -101.735\tvalid_0's l1: 12.3372\n",
"[90]\tvalid_0's poisson: -101.73\tvalid_0's l1: 12.3474\n",
"[91]\tvalid_0's poisson: -101.775\tvalid_0's l1: 12.3492\n",
"[92]\tvalid_0's poisson: -101.812\tvalid_0's l1: 12.3557\n",
"[93]\tvalid_0's poisson: -101.829\tvalid_0's l1: 12.3266\n",
"[94]\tvalid_0's poisson: -101.972\tvalid_0's l1: 12.3163\n",
"[95]\tvalid_0's poisson: -101.889\tvalid_0's l1: 12.3174\n",
"[96]\tvalid_0's poisson: -101.829\tvalid_0's l1: 12.3085\n",
"[97]\tvalid_0's poisson: -101.952\tvalid_0's l1: 12.3062\n",
"[98]\tvalid_0's poisson: -101.919\tvalid_0's l1: 12.2971\n",
"[99]\tvalid_0's poisson: -102.043\tvalid_0's l1: 12.2826\n",
"[100]\tvalid_0's poisson: -102.082\tvalid_0's l1: 12.2312\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.8067\tvalid_0's l1: 19.937\n",
"[2]\tvalid_0's poisson: -100.138\tvalid_0's l1: 17.5112\n",
"[3]\tvalid_0's poisson: -96.7472\tvalid_0's l1: 17.1939\n",
"[4]\tvalid_0's poisson: -97.5048\tvalid_0's l1: 16.6197\n",
"[5]\tvalid_0's poisson: -97.6992\tvalid_0's l1: 16.4264\n",
"[6]\tvalid_0's poisson: -96.8677\tvalid_0's l1: 16.1394\n",
"[7]\tvalid_0's poisson: -100.019\tvalid_0's l1: 15.5859\n",
"[8]\tvalid_0's poisson: -99.6805\tvalid_0's l1: 15.5827\n",
"[9]\tvalid_0's poisson: -95.801\tvalid_0's l1: 15.0278\n",
"[10]\tvalid_0's poisson: -93.0804\tvalid_0's l1: 14.6466\n",
"[11]\tvalid_0's poisson: -94.4342\tvalid_0's l1: 14.5942\n",
"[12]\tvalid_0's poisson: -93.4897\tvalid_0's l1: 14.3874\n",
"[13]\tvalid_0's poisson: -96.5139\tvalid_0's l1: 14.2936\n",
"[14]\tvalid_0's poisson: -98.6252\tvalid_0's l1: 13.9917\n",
"[15]\tvalid_0's poisson: -96.9706\tvalid_0's l1: 13.9366\n",
"[16]\tvalid_0's poisson: -98.7693\tvalid_0's l1: 13.8274\n",
"[17]\tvalid_0's poisson: -98.0409\tvalid_0's l1: 13.6542\n",
"[18]\tvalid_0's poisson: -96.7584\tvalid_0's l1: 13.6108\n",
"[19]\tvalid_0's poisson: -97.8669\tvalid_0's l1: 13.5659\n",
"[20]\tvalid_0's poisson: -97.7745\tvalid_0's l1: 13.5452\n",
"[21]\tvalid_0's poisson: -98.5669\tvalid_0's l1: 13.5664\n",
"[22]\tvalid_0's poisson: -98.5175\tvalid_0's l1: 13.4988\n",
"[23]\tvalid_0's poisson: -98.0206\tvalid_0's l1: 13.4982\n",
"[24]\tvalid_0's poisson: -98.4578\tvalid_0's l1: 13.3215\n",
"[25]\tvalid_0's poisson: -99.2478\tvalid_0's l1: 13.2027\n",
"[26]\tvalid_0's poisson: -99.5825\tvalid_0's l1: 13.1738\n",
"[27]\tvalid_0's poisson: -99.8209\tvalid_0's l1: 13.0737\n",
"[28]\tvalid_0's poisson: -99.8927\tvalid_0's l1: 13.0397\n",
"[29]\tvalid_0's poisson: -99.6647\tvalid_0's l1: 13.0509\n",
"[30]\tvalid_0's poisson: -100.066\tvalid_0's l1: 13.0158\n",
"[31]\tvalid_0's poisson: -100.147\tvalid_0's l1: 12.9972\n",
"[32]\tvalid_0's poisson: -100.036\tvalid_0's l1: 12.9461\n",
"[33]\tvalid_0's poisson: -99.8938\tvalid_0's l1: 12.8603\n",
"[34]\tvalid_0's poisson: -100.112\tvalid_0's l1: 12.8495\n",
"[35]\tvalid_0's poisson: -99.9165\tvalid_0's l1: 12.8378\n",
"[36]\tvalid_0's poisson: -100.47\tvalid_0's l1: 12.7353\n",
"[37]\tvalid_0's poisson: -100.478\tvalid_0's l1: 12.7302\n",
"[38]\tvalid_0's poisson: -99.8343\tvalid_0's l1: 12.5953\n",
"[39]\tvalid_0's poisson: -99.7827\tvalid_0's l1: 12.5834\n",
"[40]\tvalid_0's poisson: -99.839\tvalid_0's l1: 12.5584\n",
"[41]\tvalid_0's poisson: -100.425\tvalid_0's l1: 12.4975\n",
"[42]\tvalid_0's poisson: -101.315\tvalid_0's l1: 12.3064\n",
"[43]\tvalid_0's poisson: -101.448\tvalid_0's l1: 12.2867\n",
"[44]\tvalid_0's poisson: -101.36\tvalid_0's l1: 12.2566\n",
"[45]\tvalid_0's poisson: -101.632\tvalid_0's l1: 12.2327\n",
"[46]\tvalid_0's poisson: -102.574\tvalid_0's l1: 12.176\n",
"[47]\tvalid_0's poisson: -102.684\tvalid_0's l1: 12.1181\n",
"[48]\tvalid_0's poisson: -102.774\tvalid_0's l1: 12.0733\n",
"[49]\tvalid_0's poisson: -102.713\tvalid_0's l1: 12.0662\n",
"[50]\tvalid_0's poisson: -102.746\tvalid_0's l1: 12.0509\n",
"[51]\tvalid_0's poisson: -102.73\tvalid_0's l1: 12.0475\n",
"[52]\tvalid_0's poisson: -102.54\tvalid_0's l1: 12.0425\n",
"[53]\tvalid_0's poisson: -102.742\tvalid_0's l1: 12.0387\n",
"[54]\tvalid_0's poisson: -102.602\tvalid_0's l1: 12.051\n",
"[55]\tvalid_0's poisson: -102.577\tvalid_0's l1: 12.0526\n",
"[56]\tvalid_0's poisson: -102.592\tvalid_0's l1: 12.0403\n",
"[57]\tvalid_0's poisson: -102.677\tvalid_0's l1: 12.0136\n",
"[58]\tvalid_0's poisson: -102.404\tvalid_0's l1: 12.0173\n",
"[59]\tvalid_0's poisson: -102.308\tvalid_0's l1: 12.0158\n",
"[60]\tvalid_0's poisson: -102.773\tvalid_0's l1: 12.005\n",
"[61]\tvalid_0's poisson: -102.659\tvalid_0's l1: 11.9953\n",
"[62]\tvalid_0's poisson: -102.503\tvalid_0's l1: 11.9777\n",
"[63]\tvalid_0's poisson: -102.238\tvalid_0's l1: 11.9693\n",
"[64]\tvalid_0's poisson: -102.281\tvalid_0's l1: 11.9381\n",
"[65]\tvalid_0's poisson: -102.282\tvalid_0's l1: 11.927\n",
"[66]\tvalid_0's poisson: -102.439\tvalid_0's l1: 11.9313\n",
"[67]\tvalid_0's poisson: -102.459\tvalid_0's l1: 11.9298\n",
"[68]\tvalid_0's poisson: -102.461\tvalid_0's l1: 11.9394\n",
"[69]\tvalid_0's poisson: -102.363\tvalid_0's l1: 11.9221\n",
"[70]\tvalid_0's poisson: -102.251\tvalid_0's l1: 11.92\n",
"[71]\tvalid_0's poisson: -102.292\tvalid_0's l1: 11.8935\n",
"[72]\tvalid_0's poisson: -102.234\tvalid_0's l1: 11.8878\n",
"[73]\tvalid_0's poisson: -102.138\tvalid_0's l1: 11.8944\n",
"[74]\tvalid_0's poisson: -102.056\tvalid_0's l1: 11.8901\n",
"[75]\tvalid_0's poisson: -102.006\tvalid_0's l1: 11.8907\n",
"[76]\tvalid_0's poisson: -101.974\tvalid_0's l1: 11.8962\n",
"[77]\tvalid_0's poisson: -102.033\tvalid_0's l1: 11.9121\n",
"[78]\tvalid_0's poisson: -101.998\tvalid_0's l1: 11.8736\n",
"[79]\tvalid_0's poisson: -102.066\tvalid_0's l1: 11.8467\n",
"[80]\tvalid_0's poisson: -102.413\tvalid_0's l1: 11.8306\n",
"[81]\tvalid_0's poisson: -102.533\tvalid_0's l1: 11.8246\n",
"[82]\tvalid_0's poisson: -102.525\tvalid_0's l1: 11.7605\n",
"[83]\tvalid_0's poisson: -102.545\tvalid_0's l1: 11.732\n",
"[84]\tvalid_0's poisson: -102.546\tvalid_0's l1: 11.6692\n",
"[85]\tvalid_0's poisson: -102.849\tvalid_0's l1: 11.6531\n",
"[86]\tvalid_0's poisson: -102.82\tvalid_0's l1: 11.6435\n",
"[87]\tvalid_0's poisson: -102.863\tvalid_0's l1: 11.6323\n",
"[88]\tvalid_0's poisson: -102.761\tvalid_0's l1: 11.5925\n",
"[89]\tvalid_0's poisson: -102.531\tvalid_0's l1: 11.5875\n",
"[90]\tvalid_0's poisson: -102.719\tvalid_0's l1: 11.588\n",
"[91]\tvalid_0's poisson: -102.766\tvalid_0's l1: 11.5885\n",
"[92]\tvalid_0's poisson: -102.749\tvalid_0's l1: 11.6002\n",
"[93]\tvalid_0's poisson: -102.882\tvalid_0's l1: 11.6017\n",
"[94]\tvalid_0's poisson: -103.016\tvalid_0's l1: 11.5891\n",
"[95]\tvalid_0's poisson: -103.021\tvalid_0's l1: 11.5887\n",
"[96]\tvalid_0's poisson: -103.011\tvalid_0's l1: 11.6073\n",
"[97]\tvalid_0's poisson: -102.775\tvalid_0's l1: 11.6061\n",
"[98]\tvalid_0's poisson: -102.549\tvalid_0's l1: 11.6005\n",
"[99]\tvalid_0's poisson: -102.721\tvalid_0's l1: 11.5977\n",
"[100]\tvalid_0's poisson: -102.675\tvalid_0's l1: 11.597\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6661\tvalid_0's l1: 19.9269\n",
"[2]\tvalid_0's poisson: -98.903\tvalid_0's l1: 17.7077\n",
"[3]\tvalid_0's poisson: -95.0081\tvalid_0's l1: 17.3301\n",
"[4]\tvalid_0's poisson: -94.1721\tvalid_0's l1: 16.6564\n",
"[5]\tvalid_0's poisson: -90.1727\tvalid_0's l1: 15.9425\n",
"[6]\tvalid_0's poisson: -92.8344\tvalid_0's l1: 15.5424\n",
"[7]\tvalid_0's poisson: -91.5059\tvalid_0's l1: 15.2009\n",
"[8]\tvalid_0's poisson: -92.014\tvalid_0's l1: 15.0171\n",
"[9]\tvalid_0's poisson: -92.5983\tvalid_0's l1: 14.8064\n",
"[10]\tvalid_0's poisson: -93.4178\tvalid_0's l1: 14.6941\n",
"[11]\tvalid_0's poisson: -95.8147\tvalid_0's l1: 14.4673\n",
"[12]\tvalid_0's poisson: -96.7026\tvalid_0's l1: 14.2663\n",
"[13]\tvalid_0's poisson: -99.068\tvalid_0's l1: 14.184\n",
"[14]\tvalid_0's poisson: -97.441\tvalid_0's l1: 14.0767\n",
"[15]\tvalid_0's poisson: -97.5206\tvalid_0's l1: 13.7788\n",
"[16]\tvalid_0's poisson: -97.9525\tvalid_0's l1: 13.7028\n",
"[17]\tvalid_0's poisson: -97.6885\tvalid_0's l1: 13.7159\n",
"[18]\tvalid_0's poisson: -97.8741\tvalid_0's l1: 13.5483\n",
"[19]\tvalid_0's poisson: -97.8157\tvalid_0's l1: 13.3977\n",
"[20]\tvalid_0's poisson: -97.404\tvalid_0's l1: 13.3558\n",
"[21]\tvalid_0's poisson: -97.6766\tvalid_0's l1: 13.3263\n",
"[22]\tvalid_0's poisson: -97.2101\tvalid_0's l1: 13.3068\n",
"[23]\tvalid_0's poisson: -98.098\tvalid_0's l1: 13.2804\n",
"[24]\tvalid_0's poisson: -98.0442\tvalid_0's l1: 13.2449\n",
"[25]\tvalid_0's poisson: -98.2215\tvalid_0's l1: 13.162\n",
"[26]\tvalid_0's poisson: -98.216\tvalid_0's l1: 13.1705\n",
"[27]\tvalid_0's poisson: -98.6582\tvalid_0's l1: 13.1247\n",
"[28]\tvalid_0's poisson: -98.776\tvalid_0's l1: 13.1245\n",
"[29]\tvalid_0's poisson: -98.2142\tvalid_0's l1: 13.1287\n",
"[30]\tvalid_0's poisson: -98.2991\tvalid_0's l1: 13.1133\n",
"[31]\tvalid_0's poisson: -97.994\tvalid_0's l1: 13.1038\n",
"[32]\tvalid_0's poisson: -98.1791\tvalid_0's l1: 13.042\n",
"[33]\tvalid_0's poisson: -98.6333\tvalid_0's l1: 13.0181\n",
"[34]\tvalid_0's poisson: -98.6323\tvalid_0's l1: 13.0196\n",
"[35]\tvalid_0's poisson: -98.5583\tvalid_0's l1: 13.0183\n",
"[36]\tvalid_0's poisson: -98.6588\tvalid_0's l1: 13.0017\n",
"[37]\tvalid_0's poisson: -99.0271\tvalid_0's l1: 12.987\n",
"[38]\tvalid_0's poisson: -98.9053\tvalid_0's l1: 12.9629\n",
"[39]\tvalid_0's poisson: -99.1126\tvalid_0's l1: 12.9123\n",
"[40]\tvalid_0's poisson: -98.6002\tvalid_0's l1: 12.9038\n",
"[41]\tvalid_0's poisson: -99.008\tvalid_0's l1: 12.8855\n",
"[42]\tvalid_0's poisson: -98.8691\tvalid_0's l1: 12.8993\n",
"[43]\tvalid_0's poisson: -99.172\tvalid_0's l1: 12.8556\n",
"[44]\tvalid_0's poisson: -99.182\tvalid_0's l1: 12.8494\n",
"[45]\tvalid_0's poisson: -99.3383\tvalid_0's l1: 12.8416\n",
"[46]\tvalid_0's poisson: -99.6861\tvalid_0's l1: 12.7857\n",
"[47]\tvalid_0's poisson: -99.704\tvalid_0's l1: 12.7942\n",
"[48]\tvalid_0's poisson: -100.02\tvalid_0's l1: 12.7889\n",
"[49]\tvalid_0's poisson: -100.187\tvalid_0's l1: 12.7318\n",
"[50]\tvalid_0's poisson: -100.135\tvalid_0's l1: 12.7316\n",
"[51]\tvalid_0's poisson: -100.474\tvalid_0's l1: 12.7182\n",
"[52]\tvalid_0's poisson: -100.2\tvalid_0's l1: 12.6349\n",
"[53]\tvalid_0's poisson: -100.197\tvalid_0's l1: 12.6227\n",
"[54]\tvalid_0's poisson: -100.136\tvalid_0's l1: 12.64\n",
"[55]\tvalid_0's poisson: -100.508\tvalid_0's l1: 12.6259\n",
"[56]\tvalid_0's poisson: -100.712\tvalid_0's l1: 12.6035\n",
"[57]\tvalid_0's poisson: -100.74\tvalid_0's l1: 12.6089\n",
"[58]\tvalid_0's poisson: -100.501\tvalid_0's l1: 12.6022\n",
"[59]\tvalid_0's poisson: -100.514\tvalid_0's l1: 12.5869\n",
"[60]\tvalid_0's poisson: -100.443\tvalid_0's l1: 12.5917\n",
"[61]\tvalid_0's poisson: -100.419\tvalid_0's l1: 12.591\n",
"[62]\tvalid_0's poisson: -100.427\tvalid_0's l1: 12.5941\n",
"[63]\tvalid_0's poisson: -100.419\tvalid_0's l1: 12.596\n",
"[64]\tvalid_0's poisson: -100.425\tvalid_0's l1: 12.5779\n",
"[65]\tvalid_0's poisson: -100.4\tvalid_0's l1: 12.5556\n",
"[66]\tvalid_0's poisson: -100.556\tvalid_0's l1: 12.5635\n",
"[67]\tvalid_0's poisson: -100.517\tvalid_0's l1: 12.5634\n",
"[68]\tvalid_0's poisson: -100.279\tvalid_0's l1: 12.575\n",
"[69]\tvalid_0's poisson: -100.407\tvalid_0's l1: 12.5663\n",
"[70]\tvalid_0's poisson: -100.31\tvalid_0's l1: 12.5546\n",
"[71]\tvalid_0's poisson: -100.123\tvalid_0's l1: 12.5395\n",
"[72]\tvalid_0's poisson: -100.139\tvalid_0's l1: 12.5373\n",
"[73]\tvalid_0's poisson: -100.278\tvalid_0's l1: 12.5219\n",
"[74]\tvalid_0's poisson: -100.137\tvalid_0's l1: 12.5333\n",
"[75]\tvalid_0's poisson: -100.331\tvalid_0's l1: 12.5349\n",
"[76]\tvalid_0's poisson: -100.432\tvalid_0's l1: 12.534\n",
"[77]\tvalid_0's poisson: -100.375\tvalid_0's l1: 12.5263\n",
"[78]\tvalid_0's poisson: -100.284\tvalid_0's l1: 12.5214\n",
"[79]\tvalid_0's poisson: -100.411\tvalid_0's l1: 12.5284\n",
"[80]\tvalid_0's poisson: -100.463\tvalid_0's l1: 12.4873\n",
"[81]\tvalid_0's poisson: -99.7083\tvalid_0's l1: 12.4002\n",
"[82]\tvalid_0's poisson: -100.483\tvalid_0's l1: 12.2855\n",
"[83]\tvalid_0's poisson: -100.964\tvalid_0's l1: 12.2491\n",
"[84]\tvalid_0's poisson: -101.04\tvalid_0's l1: 12.2295\n",
"[85]\tvalid_0's poisson: -101.007\tvalid_0's l1: 12.2266\n",
"[86]\tvalid_0's poisson: -101.18\tvalid_0's l1: 12.2126\n",
"[87]\tvalid_0's poisson: -101.04\tvalid_0's l1: 12.2121\n",
"[88]\tvalid_0's poisson: -100.869\tvalid_0's l1: 12.201\n",
"[89]\tvalid_0's poisson: -101.137\tvalid_0's l1: 12.1854\n",
"[90]\tvalid_0's poisson: -101.235\tvalid_0's l1: 12.1795\n",
"[91]\tvalid_0's poisson: -101.376\tvalid_0's l1: 12.1741\n",
"[92]\tvalid_0's poisson: -101.468\tvalid_0's l1: 12.1718\n",
"[93]\tvalid_0's poisson: -101.512\tvalid_0's l1: 12.1743\n",
"[94]\tvalid_0's poisson: -101.501\tvalid_0's l1: 12.1724\n",
"[95]\tvalid_0's poisson: -101.49\tvalid_0's l1: 12.1522\n",
"[96]\tvalid_0's poisson: -101.459\tvalid_0's l1: 12.1422\n",
"[97]\tvalid_0's poisson: -101.44\tvalid_0's l1: 12.1449\n",
"[98]\tvalid_0's poisson: -101.55\tvalid_0's l1: 12.1344\n",
"[99]\tvalid_0's poisson: -101.483\tvalid_0's l1: 12.126\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -101.393\tvalid_0's l1: 12.108\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.6678\tvalid_0's l1: 19.9356\n",
"[2]\tvalid_0's poisson: -100.349\tvalid_0's l1: 17.8003\n",
"[3]\tvalid_0's poisson: -99.4485\tvalid_0's l1: 17.4476\n",
"[4]\tvalid_0's poisson: -92.5641\tvalid_0's l1: 15.8734\n",
"[5]\tvalid_0's poisson: -97.8185\tvalid_0's l1: 15.3749\n",
"[6]\tvalid_0's poisson: -97.1557\tvalid_0's l1: 15.1093\n",
"[7]\tvalid_0's poisson: -98.9421\tvalid_0's l1: 14.7759\n",
"[8]\tvalid_0's poisson: -97.8281\tvalid_0's l1: 14.6075\n",
"[9]\tvalid_0's poisson: -98.6575\tvalid_0's l1: 14.5413\n",
"[10]\tvalid_0's poisson: -99.6972\tvalid_0's l1: 14.3697\n",
"[11]\tvalid_0's poisson: -99.285\tvalid_0's l1: 14.1669\n",
"[12]\tvalid_0's poisson: -99.4225\tvalid_0's l1: 13.9298\n",
"[13]\tvalid_0's poisson: -98.611\tvalid_0's l1: 13.8281\n",
"[14]\tvalid_0's poisson: -98.7508\tvalid_0's l1: 13.7506\n",
"[15]\tvalid_0's poisson: -98.5995\tvalid_0's l1: 13.7386\n",
"[16]\tvalid_0's poisson: -98.4571\tvalid_0's l1: 13.6961\n",
"[17]\tvalid_0's poisson: -99.3147\tvalid_0's l1: 13.6415\n",
"[18]\tvalid_0's poisson: -98.1156\tvalid_0's l1: 13.6331\n",
"[19]\tvalid_0's poisson: -99.1286\tvalid_0's l1: 13.514\n",
"[20]\tvalid_0's poisson: -99.5127\tvalid_0's l1: 13.4163\n",
"[21]\tvalid_0's poisson: -101.279\tvalid_0's l1: 12.8633\n",
"[22]\tvalid_0's poisson: -101.294\tvalid_0's l1: 12.7881\n",
"[23]\tvalid_0's poisson: -101.384\tvalid_0's l1: 12.7301\n",
"[24]\tvalid_0's poisson: -101.143\tvalid_0's l1: 12.6638\n",
"[25]\tvalid_0's poisson: -100.564\tvalid_0's l1: 12.6569\n",
"[26]\tvalid_0's poisson: -101.069\tvalid_0's l1: 12.6027\n",
"[27]\tvalid_0's poisson: -100.603\tvalid_0's l1: 12.5387\n",
"[28]\tvalid_0's poisson: -100.938\tvalid_0's l1: 12.5316\n",
"[29]\tvalid_0's poisson: -101.211\tvalid_0's l1: 12.5197\n",
"[30]\tvalid_0's poisson: -100.827\tvalid_0's l1: 12.4882\n",
"[31]\tvalid_0's poisson: -101.194\tvalid_0's l1: 12.4802\n",
"[32]\tvalid_0's poisson: -101.349\tvalid_0's l1: 12.429\n",
"[33]\tvalid_0's poisson: -101.793\tvalid_0's l1: 12.4015\n",
"[34]\tvalid_0's poisson: -101.852\tvalid_0's l1: 12.3902\n",
"[35]\tvalid_0's poisson: -101.811\tvalid_0's l1: 12.3848\n",
"[36]\tvalid_0's poisson: -101.791\tvalid_0's l1: 12.3812\n",
"[37]\tvalid_0's poisson: -101.73\tvalid_0's l1: 12.378\n",
"[38]\tvalid_0's poisson: -101.641\tvalid_0's l1: 12.3652\n",
"[39]\tvalid_0's poisson: -101.533\tvalid_0's l1: 12.3044\n",
"[40]\tvalid_0's poisson: -101.63\tvalid_0's l1: 12.3101\n",
"[41]\tvalid_0's poisson: -101.431\tvalid_0's l1: 12.247\n",
"[42]\tvalid_0's poisson: -101.541\tvalid_0's l1: 12.2171\n",
"[43]\tvalid_0's poisson: -101.215\tvalid_0's l1: 12.2075\n",
"[44]\tvalid_0's poisson: -101.174\tvalid_0's l1: 12.1723\n",
"[45]\tvalid_0's poisson: -101.537\tvalid_0's l1: 12.1593\n",
"[46]\tvalid_0's poisson: -101.824\tvalid_0's l1: 12.1388\n",
"[47]\tvalid_0's poisson: -101.611\tvalid_0's l1: 12.1246\n",
"[48]\tvalid_0's poisson: -101.902\tvalid_0's l1: 12.112\n",
"[49]\tvalid_0's poisson: -101.893\tvalid_0's l1: 12.1229\n",
"[50]\tvalid_0's poisson: -101.523\tvalid_0's l1: 12.0814\n",
"[51]\tvalid_0's poisson: -101.521\tvalid_0's l1: 12.0922\n",
"[52]\tvalid_0's poisson: -101.552\tvalid_0's l1: 12.0937\n",
"[53]\tvalid_0's poisson: -101.823\tvalid_0's l1: 12.0877\n",
"[54]\tvalid_0's poisson: -101.755\tvalid_0's l1: 12.0865\n",
"[55]\tvalid_0's poisson: -101.719\tvalid_0's l1: 12.0839\n",
"[56]\tvalid_0's poisson: -102.216\tvalid_0's l1: 12.061\n",
"[57]\tvalid_0's poisson: -102.088\tvalid_0's l1: 12.06\n",
"[58]\tvalid_0's poisson: -102.149\tvalid_0's l1: 12.0757\n",
"[59]\tvalid_0's poisson: -102.181\tvalid_0's l1: 12.0627\n",
"[60]\tvalid_0's poisson: -102.097\tvalid_0's l1: 12.0606\n",
"[61]\tvalid_0's poisson: -102.127\tvalid_0's l1: 12.0613\n",
"[62]\tvalid_0's poisson: -102.299\tvalid_0's l1: 12.0406\n",
"[63]\tvalid_0's poisson: -102.489\tvalid_0's l1: 12.0261\n",
"[64]\tvalid_0's poisson: -102.536\tvalid_0's l1: 12.0124\n",
"[65]\tvalid_0's poisson: -102.654\tvalid_0's l1: 12.0061\n",
"[66]\tvalid_0's poisson: -102.685\tvalid_0's l1: 11.9936\n",
"[67]\tvalid_0's poisson: -102.602\tvalid_0's l1: 12.0014\n",
"[68]\tvalid_0's poisson: -102.703\tvalid_0's l1: 11.9976\n",
"[69]\tvalid_0's poisson: -102.598\tvalid_0's l1: 11.9948\n",
"[70]\tvalid_0's poisson: -102.434\tvalid_0's l1: 11.9938\n",
"[71]\tvalid_0's poisson: -102.389\tvalid_0's l1: 11.9829\n",
"[72]\tvalid_0's poisson: -102.479\tvalid_0's l1: 11.9788\n",
"[73]\tvalid_0's poisson: -102.473\tvalid_0's l1: 11.9581\n",
"[74]\tvalid_0's poisson: -102.491\tvalid_0's l1: 11.9528\n",
"[75]\tvalid_0's poisson: -102.487\tvalid_0's l1: 11.9546\n",
"[76]\tvalid_0's poisson: -102.565\tvalid_0's l1: 11.9487\n",
"[77]\tvalid_0's poisson: -102.603\tvalid_0's l1: 11.9495\n",
"[78]\tvalid_0's poisson: -102.526\tvalid_0's l1: 11.928\n",
"[79]\tvalid_0's poisson: -102.539\tvalid_0's l1: 11.9266\n",
"[80]\tvalid_0's poisson: -102.584\tvalid_0's l1: 11.9269\n",
"[81]\tvalid_0's poisson: -102.573\tvalid_0's l1: 11.9474\n",
"[82]\tvalid_0's poisson: -102.614\tvalid_0's l1: 11.9407\n",
"[83]\tvalid_0's poisson: -102.677\tvalid_0's l1: 11.9314\n",
"[84]\tvalid_0's poisson: -102.715\tvalid_0's l1: 11.9228\n",
"[85]\tvalid_0's poisson: -102.59\tvalid_0's l1: 11.9231\n",
"[86]\tvalid_0's poisson: -102.691\tvalid_0's l1: 11.9178\n",
"[87]\tvalid_0's poisson: -102.703\tvalid_0's l1: 11.9129\n",
"[88]\tvalid_0's poisson: -102.786\tvalid_0's l1: 11.9324\n",
"[89]\tvalid_0's poisson: -102.707\tvalid_0's l1: 11.9394\n",
"[90]\tvalid_0's poisson: -102.707\tvalid_0's l1: 11.9403\n",
"[91]\tvalid_0's poisson: -102.808\tvalid_0's l1: 11.9285\n",
"[92]\tvalid_0's poisson: -102.804\tvalid_0's l1: 11.9191\n",
"[93]\tvalid_0's poisson: -102.679\tvalid_0's l1: 11.9283\n",
"[94]\tvalid_0's poisson: -102.838\tvalid_0's l1: 11.9185\n",
"[95]\tvalid_0's poisson: -102.82\tvalid_0's l1: 11.9232\n",
"[96]\tvalid_0's poisson: -102.86\tvalid_0's l1: 11.9243\n",
"[97]\tvalid_0's poisson: -102.834\tvalid_0's l1: 11.9244\n",
"[98]\tvalid_0's poisson: -102.865\tvalid_0's l1: 11.9176\n",
"[99]\tvalid_0's poisson: -102.69\tvalid_0's l1: 11.9251\n",
"[100]\tvalid_0's poisson: -102.657\tvalid_0's l1: 11.9046\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2288\tvalid_0's l1: 29.0603\n",
"[2]\tvalid_0's poisson: -82.026\tvalid_0's l1: 28.7694\n",
"[3]\tvalid_0's poisson: -82.822\tvalid_0's l1: 28.4749\n",
"[4]\tvalid_0's poisson: -83.5363\tvalid_0's l1: 28.193\n",
"[5]\tvalid_0's poisson: -84.2487\tvalid_0's l1: 27.9093\n",
"[6]\tvalid_0's poisson: -84.8923\tvalid_0's l1: 27.637\n",
"[7]\tvalid_0's poisson: -85.5329\tvalid_0's l1: 27.3667\n",
"[8]\tvalid_0's poisson: -86.1486\tvalid_0's l1: 27.1001\n",
"[9]\tvalid_0's poisson: -86.7377\tvalid_0's l1: 26.8391\n",
"[10]\tvalid_0's poisson: -87.3214\tvalid_0's l1: 26.5778\n",
"[11]\tvalid_0's poisson: -87.8761\tvalid_0's l1: 26.3223\n",
"[12]\tvalid_0's poisson: -88.423\tvalid_0's l1: 26.0691\n",
"[13]\tvalid_0's poisson: -88.9342\tvalid_0's l1: 25.827\n",
"[14]\tvalid_0's poisson: -89.4306\tvalid_0's l1: 25.5853\n",
"[15]\tvalid_0's poisson: -89.9038\tvalid_0's l1: 25.3494\n",
"[16]\tvalid_0's poisson: -90.3326\tvalid_0's l1: 25.1249\n",
"[17]\tvalid_0's poisson: -90.7582\tvalid_0's l1: 24.9041\n",
"[18]\tvalid_0's poisson: -91.1568\tvalid_0's l1: 24.6883\n",
"[19]\tvalid_0's poisson: -91.5381\tvalid_0's l1: 24.479\n",
"[20]\tvalid_0's poisson: -91.9123\tvalid_0's l1: 24.2722\n",
"[21]\tvalid_0's poisson: -92.2699\tvalid_0's l1: 24.0709\n",
"[22]\tvalid_0's poisson: -92.608\tvalid_0's l1: 23.8759\n",
"[23]\tvalid_0's poisson: -92.9747\tvalid_0's l1: 23.6751\n",
"[24]\tvalid_0's poisson: -93.4701\tvalid_0's l1: 23.457\n",
"[25]\tvalid_0's poisson: -93.7826\tvalid_0's l1: 23.2708\n",
"[26]\tvalid_0's poisson: -94.0958\tvalid_0's l1: 23.0844\n",
"[27]\tvalid_0's poisson: -94.4103\tvalid_0's l1: 22.8982\n",
"[28]\tvalid_0's poisson: -94.6741\tvalid_0's l1: 22.73\n",
"[29]\tvalid_0's poisson: -94.9368\tvalid_0's l1: 22.5614\n",
"[30]\tvalid_0's poisson: -95.3902\tvalid_0's l1: 22.3513\n",
"[31]\tvalid_0's poisson: -95.757\tvalid_0's l1: 22.1641\n",
"[32]\tvalid_0's poisson: -96.1601\tvalid_0's l1: 21.9645\n",
"[33]\tvalid_0's poisson: -96.5841\tvalid_0's l1: 21.7593\n",
"[34]\tvalid_0's poisson: -96.9888\tvalid_0's l1: 21.5519\n",
"[35]\tvalid_0's poisson: -97.3322\tvalid_0's l1: 21.3645\n",
"[36]\tvalid_0's poisson: -97.6654\tvalid_0's l1: 21.1795\n",
"[37]\tvalid_0's poisson: -97.9916\tvalid_0's l1: 20.9915\n",
"[38]\tvalid_0's poisson: -98.1771\tvalid_0's l1: 20.8495\n",
"[39]\tvalid_0's poisson: -98.3723\tvalid_0's l1: 20.701\n",
"[40]\tvalid_0's poisson: -98.6946\tvalid_0's l1: 20.5109\n",
"[41]\tvalid_0's poisson: -98.923\tvalid_0's l1: 20.3632\n",
"[42]\tvalid_0's poisson: -99.2183\tvalid_0's l1: 20.1821\n",
"[43]\tvalid_0's poisson: -99.4924\tvalid_0's l1: 20.0096\n",
"[44]\tvalid_0's poisson: -99.6955\tvalid_0's l1: 19.8662\n",
"[45]\tvalid_0's poisson: -99.9547\tvalid_0's l1: 19.6963\n",
"[46]\tvalid_0's poisson: -100.201\tvalid_0's l1: 19.5318\n",
"[47]\tvalid_0's poisson: -100.379\tvalid_0's l1: 19.3994\n",
"[48]\tvalid_0's poisson: -100.604\tvalid_0's l1: 19.2442\n",
"[49]\tvalid_0's poisson: -100.822\tvalid_0's l1: 19.0906\n",
"[50]\tvalid_0's poisson: -101.003\tvalid_0's l1: 18.9608\n",
"[51]\tvalid_0's poisson: -101.21\tvalid_0's l1: 18.8132\n",
"[52]\tvalid_0's poisson: -101.395\tvalid_0's l1: 18.6713\n",
"[53]\tvalid_0's poisson: -101.564\tvalid_0's l1: 18.5425\n",
"[54]\tvalid_0's poisson: -101.746\tvalid_0's l1: 18.404\n",
"[55]\tvalid_0's poisson: -101.859\tvalid_0's l1: 18.3016\n",
"[56]\tvalid_0's poisson: -102.046\tvalid_0's l1: 18.1636\n",
"[57]\tvalid_0's poisson: -102.142\tvalid_0's l1: 18.0705\n",
"[58]\tvalid_0's poisson: -102.32\tvalid_0's l1: 17.9343\n",
"[59]\tvalid_0's poisson: -102.465\tvalid_0's l1: 17.8173\n",
"[60]\tvalid_0's poisson: -102.545\tvalid_0's l1: 17.7396\n",
"[61]\tvalid_0's poisson: -102.693\tvalid_0's l1: 17.6269\n",
"[62]\tvalid_0's poisson: -102.824\tvalid_0's l1: 17.5165\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -102.903\tvalid_0's l1: 17.4376\n",
"[64]\tvalid_0's poisson: -103.036\tvalid_0's l1: 17.3284\n",
"[65]\tvalid_0's poisson: -103.125\tvalid_0's l1: 17.2427\n",
"[66]\tvalid_0's poisson: -103.203\tvalid_0's l1: 17.1641\n",
"[67]\tvalid_0's poisson: -103.301\tvalid_0's l1: 17.0764\n",
"[68]\tvalid_0's poisson: -103.438\tvalid_0's l1: 16.9657\n",
"[69]\tvalid_0's poisson: -103.525\tvalid_0's l1: 16.8811\n",
"[70]\tvalid_0's poisson: -103.665\tvalid_0's l1: 16.7658\n",
"[71]\tvalid_0's poisson: -103.781\tvalid_0's l1: 16.6745\n",
"[72]\tvalid_0's poisson: -103.913\tvalid_0's l1: 16.5624\n",
"[73]\tvalid_0's poisson: -103.974\tvalid_0's l1: 16.4994\n",
"[74]\tvalid_0's poisson: -104.079\tvalid_0's l1: 16.4096\n",
"[75]\tvalid_0's poisson: -104.194\tvalid_0's l1: 16.3135\n",
"[76]\tvalid_0's poisson: -104.288\tvalid_0's l1: 16.2297\n",
"[77]\tvalid_0's poisson: -104.38\tvalid_0's l1: 16.1437\n",
"[78]\tvalid_0's poisson: -104.477\tvalid_0's l1: 16.0542\n",
"[79]\tvalid_0's poisson: -104.57\tvalid_0's l1: 15.9674\n",
"[80]\tvalid_0's poisson: -104.654\tvalid_0's l1: 15.8885\n",
"[81]\tvalid_0's poisson: -104.75\tvalid_0's l1: 15.8055\n",
"[82]\tvalid_0's poisson: -104.838\tvalid_0's l1: 15.7241\n",
"[83]\tvalid_0's poisson: -104.925\tvalid_0's l1: 15.6413\n",
"[84]\tvalid_0's poisson: -104.967\tvalid_0's l1: 15.5958\n",
"[85]\tvalid_0's poisson: -105.018\tvalid_0's l1: 15.5424\n",
"[86]\tvalid_0's poisson: -105.088\tvalid_0's l1: 15.4749\n",
"[87]\tvalid_0's poisson: -105.146\tvalid_0's l1: 15.4169\n",
"[88]\tvalid_0's poisson: -105.211\tvalid_0's l1: 15.3491\n",
"[89]\tvalid_0's poisson: -105.259\tvalid_0's l1: 15.2958\n",
"[90]\tvalid_0's poisson: -105.336\tvalid_0's l1: 15.2176\n",
"[91]\tvalid_0's poisson: -105.395\tvalid_0's l1: 15.1547\n",
"[92]\tvalid_0's poisson: -105.451\tvalid_0's l1: 15.0948\n",
"[93]\tvalid_0's poisson: -105.511\tvalid_0's l1: 15.0332\n",
"[94]\tvalid_0's poisson: -105.58\tvalid_0's l1: 14.9621\n",
"[95]\tvalid_0's poisson: -105.638\tvalid_0's l1: 14.8994\n",
"[96]\tvalid_0's poisson: -105.679\tvalid_0's l1: 14.8552\n",
"[97]\tvalid_0's poisson: -105.73\tvalid_0's l1: 14.8028\n",
"[98]\tvalid_0's poisson: -105.791\tvalid_0's l1: 14.7351\n",
"[99]\tvalid_0's poisson: -105.846\tvalid_0's l1: 14.6726\n",
"[100]\tvalid_0's poisson: -105.884\tvalid_0's l1: 14.6291\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2248\tvalid_0's l1: 29.0605\n",
"[2]\tvalid_0's poisson: -82.0207\tvalid_0's l1: 28.7697\n",
"[3]\tvalid_0's poisson: -82.8077\tvalid_0's l1: 28.4783\n",
"[4]\tvalid_0's poisson: -83.5455\tvalid_0's l1: 28.1926\n",
"[5]\tvalid_0's poisson: -84.2568\tvalid_0's l1: 27.9075\n",
"[6]\tvalid_0's poisson: -84.9514\tvalid_0's l1: 27.6238\n",
"[7]\tvalid_0's poisson: -85.6137\tvalid_0's l1: 27.3454\n",
"[8]\tvalid_0's poisson: -86.2419\tvalid_0's l1: 27.0744\n",
"[9]\tvalid_0's poisson: -86.8134\tvalid_0's l1: 26.815\n",
"[10]\tvalid_0's poisson: -87.3701\tvalid_0's l1: 26.5591\n",
"[11]\tvalid_0's poisson: -87.9446\tvalid_0's l1: 26.2984\n",
"[12]\tvalid_0's poisson: -88.4907\tvalid_0's l1: 26.0444\n",
"[13]\tvalid_0's poisson: -88.9896\tvalid_0's l1: 25.8011\n",
"[14]\tvalid_0's poisson: -89.4786\tvalid_0's l1: 25.5613\n",
"[15]\tvalid_0's poisson: -89.9243\tvalid_0's l1: 25.3311\n",
"[16]\tvalid_0's poisson: -90.341\tvalid_0's l1: 25.1094\n",
"[17]\tvalid_0's poisson: -90.7678\tvalid_0's l1: 24.8871\n",
"[18]\tvalid_0's poisson: -91.1559\tvalid_0's l1: 24.6739\n",
"[19]\tvalid_0's poisson: -91.5659\tvalid_0's l1: 24.4578\n",
"[20]\tvalid_0's poisson: -91.9307\tvalid_0's l1: 24.2527\n",
"[21]\tvalid_0's poisson: -92.2803\tvalid_0's l1: 24.0526\n",
"[22]\tvalid_0's poisson: -92.6586\tvalid_0's l1: 23.8463\n",
"[23]\tvalid_0's poisson: -93.0387\tvalid_0's l1: 23.6393\n",
"[24]\tvalid_0's poisson: -93.3408\tvalid_0's l1: 23.4585\n",
"[25]\tvalid_0's poisson: -93.6309\tvalid_0's l1: 23.2825\n",
"[26]\tvalid_0's poisson: -94.1807\tvalid_0's l1: 23.0525\n",
"[27]\tvalid_0's poisson: -94.4843\tvalid_0's l1: 22.8687\n",
"[28]\tvalid_0's poisson: -94.7492\tvalid_0's l1: 22.7022\n",
"[29]\tvalid_0's poisson: -95.2076\tvalid_0's l1: 22.4933\n",
"[30]\tvalid_0's poisson: -95.4695\tvalid_0's l1: 22.3255\n",
"[31]\tvalid_0's poisson: -95.9144\tvalid_0's l1: 22.1123\n",
"[32]\tvalid_0's poisson: -96.1928\tvalid_0's l1: 21.9386\n",
"[33]\tvalid_0's poisson: -96.4216\tvalid_0's l1: 21.781\n",
"[34]\tvalid_0's poisson: -96.6409\tvalid_0's l1: 21.6286\n",
"[35]\tvalid_0's poisson: -97.0195\tvalid_0's l1: 21.434\n",
"[36]\tvalid_0's poisson: -97.3291\tvalid_0's l1: 21.2594\n",
"[37]\tvalid_0's poisson: -97.5238\tvalid_0's l1: 21.1159\n",
"[38]\tvalid_0's poisson: -97.8799\tvalid_0's l1: 20.9249\n",
"[39]\tvalid_0's poisson: -98.2301\tvalid_0's l1: 20.7299\n",
"[40]\tvalid_0's poisson: -98.5707\tvalid_0's l1: 20.5384\n",
"[41]\tvalid_0's poisson: -98.8205\tvalid_0's l1: 20.3826\n",
"[42]\tvalid_0's poisson: -99.1284\tvalid_0's l1: 20.2037\n",
"[43]\tvalid_0's poisson: -99.4077\tvalid_0's l1: 20.0327\n",
"[44]\tvalid_0's poisson: -99.6761\tvalid_0's l1: 19.8638\n",
"[45]\tvalid_0's poisson: -99.8912\tvalid_0's l1: 19.717\n",
"[46]\tvalid_0's poisson: -100.089\tvalid_0's l1: 19.5756\n",
"[47]\tvalid_0's poisson: -100.308\tvalid_0's l1: 19.4265\n",
"[48]\tvalid_0's poisson: -100.539\tvalid_0's l1: 19.2763\n",
"[49]\tvalid_0's poisson: -100.759\tvalid_0's l1: 19.1213\n",
"[50]\tvalid_0's poisson: -100.947\tvalid_0's l1: 18.9792\n",
"[51]\tvalid_0's poisson: -101.137\tvalid_0's l1: 18.8427\n",
"[52]\tvalid_0's poisson: -101.333\tvalid_0's l1: 18.6964\n",
"[53]\tvalid_0's poisson: -101.447\tvalid_0's l1: 18.5921\n",
"[54]\tvalid_0's poisson: -101.626\tvalid_0's l1: 18.4514\n",
"[55]\tvalid_0's poisson: -101.83\tvalid_0's l1: 18.3035\n",
"[56]\tvalid_0's poisson: -101.935\tvalid_0's l1: 18.2052\n",
"[57]\tvalid_0's poisson: -102.112\tvalid_0's l1: 18.068\n",
"[58]\tvalid_0's poisson: -102.3\tvalid_0's l1: 17.9282\n",
"[59]\tvalid_0's poisson: -102.442\tvalid_0's l1: 17.8094\n",
"[60]\tvalid_0's poisson: -102.527\tvalid_0's l1: 17.7259\n",
"[61]\tvalid_0's poisson: -102.664\tvalid_0's l1: 17.613\n",
"[62]\tvalid_0's poisson: -102.744\tvalid_0's l1: 17.5333\n",
"[63]\tvalid_0's poisson: -102.88\tvalid_0's l1: 17.4166\n",
"[64]\tvalid_0's poisson: -103.021\tvalid_0's l1: 17.31\n",
"[65]\tvalid_0's poisson: -103.11\tvalid_0's l1: 17.2246\n",
"[66]\tvalid_0's poisson: -103.254\tvalid_0's l1: 17.104\n",
"[67]\tvalid_0's poisson: -103.329\tvalid_0's l1: 17.0259\n",
"[68]\tvalid_0's poisson: -103.467\tvalid_0's l1: 16.9101\n",
"[69]\tvalid_0's poisson: -103.55\tvalid_0's l1: 16.831\n",
"[70]\tvalid_0's poisson: -103.664\tvalid_0's l1: 16.726\n",
"[71]\tvalid_0's poisson: -103.798\tvalid_0's l1: 16.6185\n",
"[72]\tvalid_0's poisson: -103.908\tvalid_0's l1: 16.52\n",
"[73]\tvalid_0's poisson: -104.034\tvalid_0's l1: 16.4175\n",
"[74]\tvalid_0's poisson: -104.12\tvalid_0's l1: 16.3317\n",
"[75]\tvalid_0's poisson: -104.217\tvalid_0's l1: 16.2376\n",
"[76]\tvalid_0's poisson: -104.329\tvalid_0's l1: 16.1354\n",
"[77]\tvalid_0's poisson: -104.418\tvalid_0's l1: 16.0553\n",
"[78]\tvalid_0's poisson: -104.519\tvalid_0's l1: 15.9688\n",
"[79]\tvalid_0's poisson: -104.603\tvalid_0's l1: 15.8834\n",
"[80]\tvalid_0's poisson: -104.683\tvalid_0's l1: 15.8073\n",
"[81]\tvalid_0's poisson: -104.776\tvalid_0's l1: 15.7221\n",
"[82]\tvalid_0's poisson: -104.854\tvalid_0's l1: 15.646\n",
"[83]\tvalid_0's poisson: -104.942\tvalid_0's l1: 15.5645\n",
"[84]\tvalid_0's poisson: -105.032\tvalid_0's l1: 15.4823\n",
"[85]\tvalid_0's poisson: -105.104\tvalid_0's l1: 15.4097\n",
"[86]\tvalid_0's poisson: -105.185\tvalid_0's l1: 15.3302\n",
"[87]\tvalid_0's poisson: -105.267\tvalid_0's l1: 15.2556\n",
"[88]\tvalid_0's poisson: -105.329\tvalid_0's l1: 15.1908\n",
"[89]\tvalid_0's poisson: -105.403\tvalid_0's l1: 15.1194\n",
"[90]\tvalid_0's poisson: -105.475\tvalid_0's l1: 15.0472\n",
"[91]\tvalid_0's poisson: -105.515\tvalid_0's l1: 15.0011\n",
"[92]\tvalid_0's poisson: -105.597\tvalid_0's l1: 14.9156\n",
"[93]\tvalid_0's poisson: -105.639\tvalid_0's l1: 14.8662\n",
"[94]\tvalid_0's poisson: -105.7\tvalid_0's l1: 14.7961\n",
"[95]\tvalid_0's poisson: -105.756\tvalid_0's l1: 14.7308\n",
"[96]\tvalid_0's poisson: -105.791\tvalid_0's l1: 14.6891\n",
"[97]\tvalid_0's poisson: -105.852\tvalid_0's l1: 14.6216\n",
"[98]\tvalid_0's poisson: -105.888\tvalid_0's l1: 14.5772\n",
"[99]\tvalid_0's poisson: -105.925\tvalid_0's l1: 14.5358\n",
"[100]\tvalid_0's poisson: -105.974\tvalid_0's l1: 14.482\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2384\tvalid_0's l1: 29.0569\n",
"[2]\tvalid_0's poisson: -82.0419\tvalid_0's l1: 28.7656\n",
"[3]\tvalid_0's poisson: -82.818\tvalid_0's l1: 28.4732\n",
"[4]\tvalid_0's poisson: -83.5507\tvalid_0's l1: 28.1872\n",
"[5]\tvalid_0's poisson: -84.2555\tvalid_0's l1: 27.9049\n",
"[6]\tvalid_0's poisson: -84.9208\tvalid_0's l1: 27.6296\n",
"[7]\tvalid_0's poisson: -85.5826\tvalid_0's l1: 27.3517\n",
"[8]\tvalid_0's poisson: -86.1964\tvalid_0's l1: 27.0863\n",
"[9]\tvalid_0's poisson: -86.7789\tvalid_0's l1: 26.8269\n",
"[10]\tvalid_0's poisson: -87.3674\tvalid_0's l1: 26.5655\n",
"[11]\tvalid_0's poisson: -87.9427\tvalid_0's l1: 26.3064\n",
"[12]\tvalid_0's poisson: -88.4671\tvalid_0's l1: 26.057\n",
"[13]\tvalid_0's poisson: -88.9923\tvalid_0's l1: 25.8062\n",
"[14]\tvalid_0's poisson: -89.4856\tvalid_0's l1: 25.565\n",
"[15]\tvalid_0's poisson: -89.9464\tvalid_0's l1: 25.3314\n",
"[16]\tvalid_0's poisson: -90.3959\tvalid_0's l1: 25.1024\n",
"[17]\tvalid_0's poisson: -90.8148\tvalid_0's l1: 24.8825\n",
"[18]\tvalid_0's poisson: -91.2216\tvalid_0's l1: 24.6643\n",
"[19]\tvalid_0's poisson: -91.6245\tvalid_0's l1: 24.4484\n",
"[20]\tvalid_0's poisson: -92.008\tvalid_0's l1: 24.2395\n",
"[21]\tvalid_0's poisson: -92.4101\tvalid_0's l1: 24.0252\n",
"[22]\tvalid_0's poisson: -92.7407\tvalid_0's l1: 23.8324\n",
"[23]\tvalid_0's poisson: -93.0688\tvalid_0's l1: 23.6413\n",
"[24]\tvalid_0's poisson: -93.3937\tvalid_0's l1: 23.4504\n",
"[25]\tvalid_0's poisson: -93.7308\tvalid_0's l1: 23.2546\n",
"[26]\tvalid_0's poisson: -94.2618\tvalid_0's l1: 23.0296\n",
"[27]\tvalid_0's poisson: -94.5831\tvalid_0's l1: 22.8399\n",
"[28]\tvalid_0's poisson: -95.0197\tvalid_0's l1: 22.6318\n",
"[29]\tvalid_0's poisson: -95.281\tvalid_0's l1: 22.4631\n",
"[30]\tvalid_0's poisson: -95.5722\tvalid_0's l1: 22.2844\n",
"[31]\tvalid_0's poisson: -96.0337\tvalid_0's l1: 22.0707\n",
"[32]\tvalid_0's poisson: -96.4466\tvalid_0's l1: 21.8654\n",
"[33]\tvalid_0's poisson: -96.8203\tvalid_0's l1: 21.6688\n",
"[34]\tvalid_0's poisson: -97.1461\tvalid_0's l1: 21.486\n",
"[35]\tvalid_0's poisson: -97.5026\tvalid_0's l1: 21.2913\n",
"[36]\tvalid_0's poisson: -97.6857\tvalid_0's l1: 21.1496\n",
"[37]\tvalid_0's poisson: -97.8738\tvalid_0's l1: 21.0076\n",
"[38]\tvalid_0's poisson: -98.1795\tvalid_0's l1: 20.827\n",
"[39]\tvalid_0's poisson: -98.5218\tvalid_0's l1: 20.6293\n",
"[40]\tvalid_0's poisson: -98.8437\tvalid_0's l1: 20.435\n",
"[41]\tvalid_0's poisson: -99.0826\tvalid_0's l1: 20.2782\n",
"[42]\tvalid_0's poisson: -99.3789\tvalid_0's l1: 20.096\n",
"[43]\tvalid_0's poisson: -99.6589\tvalid_0's l1: 19.9178\n",
"[44]\tvalid_0's poisson: -99.9253\tvalid_0's l1: 19.7466\n",
"[45]\tvalid_0's poisson: -100.147\tvalid_0's l1: 19.5916\n",
"[46]\tvalid_0's poisson: -100.364\tvalid_0's l1: 19.4416\n",
"[47]\tvalid_0's poisson: -100.595\tvalid_0's l1: 19.283\n",
"[48]\tvalid_0's poisson: -100.772\tvalid_0's l1: 19.1459\n",
"[49]\tvalid_0's poisson: -100.998\tvalid_0's l1: 18.9869\n",
"[50]\tvalid_0's poisson: -101.116\tvalid_0's l1: 18.8839\n",
"[51]\tvalid_0's poisson: -101.333\tvalid_0's l1: 18.7351\n",
"[52]\tvalid_0's poisson: -101.539\tvalid_0's l1: 18.5825\n",
"[53]\tvalid_0's poisson: -101.738\tvalid_0's l1: 18.4362\n",
"[54]\tvalid_0's poisson: -101.928\tvalid_0's l1: 18.2921\n",
"[55]\tvalid_0's poisson: -102.111\tvalid_0's l1: 18.1572\n",
"[56]\tvalid_0's poisson: -102.28\tvalid_0's l1: 18.0202\n",
"[57]\tvalid_0's poisson: -102.438\tvalid_0's l1: 17.8928\n",
"[58]\tvalid_0's poisson: -102.591\tvalid_0's l1: 17.7703\n",
"[59]\tvalid_0's poisson: -102.755\tvalid_0's l1: 17.6414\n",
"[60]\tvalid_0's poisson: -102.887\tvalid_0's l1: 17.5292\n",
"[61]\tvalid_0's poisson: -103.036\tvalid_0's l1: 17.4088\n",
"[62]\tvalid_0's poisson: -103.181\tvalid_0's l1: 17.2858\n",
"[63]\tvalid_0's poisson: -103.324\tvalid_0's l1: 17.1718\n",
"[64]\tvalid_0's poisson: -103.414\tvalid_0's l1: 17.0819\n",
"[65]\tvalid_0's poisson: -103.559\tvalid_0's l1: 16.9596\n",
"[66]\tvalid_0's poisson: -103.685\tvalid_0's l1: 16.852\n",
"[67]\tvalid_0's poisson: -103.822\tvalid_0's l1: 16.7333\n",
"[68]\tvalid_0's poisson: -103.925\tvalid_0's l1: 16.6362\n",
"[69]\tvalid_0's poisson: -104.003\tvalid_0's l1: 16.5576\n",
"[70]\tvalid_0's poisson: -104.117\tvalid_0's l1: 16.4551\n",
"[71]\tvalid_0's poisson: -104.221\tvalid_0's l1: 16.3631\n",
"[72]\tvalid_0's poisson: -104.328\tvalid_0's l1: 16.2646\n",
"[73]\tvalid_0's poisson: -104.424\tvalid_0's l1: 16.1724\n",
"[74]\tvalid_0's poisson: -104.515\tvalid_0's l1: 16.0902\n",
"[75]\tvalid_0's poisson: -104.611\tvalid_0's l1: 16.0003\n",
"[76]\tvalid_0's poisson: -104.711\tvalid_0's l1: 15.9027\n",
"[77]\tvalid_0's poisson: -104.778\tvalid_0's l1: 15.8332\n",
"[78]\tvalid_0's poisson: -104.867\tvalid_0's l1: 15.7436\n",
"[79]\tvalid_0's poisson: -104.962\tvalid_0's l1: 15.6508\n",
"[80]\tvalid_0's poisson: -105.052\tvalid_0's l1: 15.5612\n",
"[81]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4729\n",
"[82]\tvalid_0's poisson: -105.229\tvalid_0's l1: 15.3893\n",
"[83]\tvalid_0's poisson: -105.316\tvalid_0's l1: 15.3039\n",
"[84]\tvalid_0's poisson: -105.373\tvalid_0's l1: 15.2408\n",
"[85]\tvalid_0's poisson: -105.437\tvalid_0's l1: 15.1715\n",
"[86]\tvalid_0's poisson: -105.514\tvalid_0's l1: 15.0913\n",
"[87]\tvalid_0's poisson: -105.59\tvalid_0's l1: 15.011\n",
"[88]\tvalid_0's poisson: -105.664\tvalid_0's l1: 14.9325\n",
"[89]\tvalid_0's poisson: -105.711\tvalid_0's l1: 14.8816\n",
"[90]\tvalid_0's poisson: -105.782\tvalid_0's l1: 14.8043\n",
"[91]\tvalid_0's poisson: -105.847\tvalid_0's l1: 14.7314\n",
"[92]\tvalid_0's poisson: -105.907\tvalid_0's l1: 14.6652\n",
"[93]\tvalid_0's poisson: -105.969\tvalid_0's l1: 14.5991\n",
"[94]\tvalid_0's poisson: -106.025\tvalid_0's l1: 14.5373\n",
"[95]\tvalid_0's poisson: -106.069\tvalid_0's l1: 14.4887\n",
"[96]\tvalid_0's poisson: -106.106\tvalid_0's l1: 14.4441\n",
"[97]\tvalid_0's poisson: -106.142\tvalid_0's l1: 14.4007\n",
"[98]\tvalid_0's poisson: -106.183\tvalid_0's l1: 14.3543\n",
"[99]\tvalid_0's poisson: -106.24\tvalid_0's l1: 14.2901\n",
"[100]\tvalid_0's poisson: -106.291\tvalid_0's l1: 14.2385\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2363\tvalid_0's l1: 29.0579\n",
"[2]\tvalid_0's poisson: -82.0505\tvalid_0's l1: 28.7645\n",
"[3]\tvalid_0's poisson: -82.8562\tvalid_0's l1: 28.4685\n",
"[4]\tvalid_0's poisson: -83.6155\tvalid_0's l1: 28.1775\n",
"[5]\tvalid_0's poisson: -84.3322\tvalid_0's l1: 27.8925\n",
"[6]\tvalid_0's poisson: -85.0021\tvalid_0's l1: 27.614\n",
"[7]\tvalid_0's poisson: -85.6781\tvalid_0's l1: 27.336\n",
"[8]\tvalid_0's poisson: -86.2897\tvalid_0's l1: 27.0715\n",
"[9]\tvalid_0's poisson: -86.8637\tvalid_0's l1: 26.8133\n",
"[10]\tvalid_0's poisson: -87.4739\tvalid_0's l1: 26.5451\n",
"[11]\tvalid_0's poisson: -88.014\tvalid_0's l1: 26.2933\n",
"[12]\tvalid_0's poisson: -88.5456\tvalid_0's l1: 26.0448\n",
"[13]\tvalid_0's poisson: -89.0532\tvalid_0's l1: 25.802\n",
"[14]\tvalid_0's poisson: -89.5148\tvalid_0's l1: 25.5683\n",
"[15]\tvalid_0's poisson: -89.9387\tvalid_0's l1: 25.3453\n",
"[16]\tvalid_0's poisson: -90.3752\tvalid_0's l1: 25.1205\n",
"[17]\tvalid_0's poisson: -90.7942\tvalid_0's l1: 24.901\n",
"[18]\tvalid_0's poisson: -91.2014\tvalid_0's l1: 24.6858\n",
"[19]\tvalid_0's poisson: -91.5956\tvalid_0's l1: 24.4754\n",
"[20]\tvalid_0's poisson: -91.999\tvalid_0's l1: 24.2613\n",
"[21]\tvalid_0's poisson: -92.3792\tvalid_0's l1: 24.0558\n",
"[22]\tvalid_0's poisson: -92.7073\tvalid_0's l1: 23.8651\n",
"[23]\tvalid_0's poisson: -93.0193\tvalid_0's l1: 23.6788\n",
"[24]\tvalid_0's poisson: -93.3215\tvalid_0's l1: 23.4976\n",
"[25]\tvalid_0's poisson: -93.6431\tvalid_0's l1: 23.3078\n",
"[26]\tvalid_0's poisson: -93.9299\tvalid_0's l1: 23.1328\n",
"[27]\tvalid_0's poisson: -94.401\tvalid_0's l1: 22.9179\n",
"[28]\tvalid_0's poisson: -94.6983\tvalid_0's l1: 22.7366\n",
"[29]\tvalid_0's poisson: -95.1818\tvalid_0's l1: 22.5191\n",
"[30]\tvalid_0's poisson: -95.6545\tvalid_0's l1: 22.3011\n",
"[31]\tvalid_0's poisson: -96.0926\tvalid_0's l1: 22.0871\n",
"[32]\tvalid_0's poisson: -96.479\tvalid_0's l1: 21.8885\n",
"[33]\tvalid_0's poisson: -96.8793\tvalid_0's l1: 21.6851\n",
"[34]\tvalid_0's poisson: -97.1028\tvalid_0's l1: 21.5258\n",
"[35]\tvalid_0's poisson: -97.2997\tvalid_0's l1: 21.378\n",
"[36]\tvalid_0's poisson: -97.6507\tvalid_0's l1: 21.183\n",
"[37]\tvalid_0's poisson: -97.9337\tvalid_0's l1: 21.0116\n",
"[38]\tvalid_0's poisson: -98.2805\tvalid_0's l1: 20.8174\n",
"[39]\tvalid_0's poisson: -98.5367\tvalid_0's l1: 20.6575\n",
"[40]\tvalid_0's poisson: -98.7813\tvalid_0's l1: 20.4983\n",
"[41]\tvalid_0's poisson: -99.0795\tvalid_0's l1: 20.3177\n",
"[42]\tvalid_0's poisson: -99.3569\tvalid_0's l1: 20.1427\n",
"[43]\tvalid_0's poisson: -99.4998\tvalid_0's l1: 20.0217\n",
"[44]\tvalid_0's poisson: -99.6388\tvalid_0's l1: 19.9029\n",
"[45]\tvalid_0's poisson: -99.907\tvalid_0's l1: 19.7342\n",
"[46]\tvalid_0's poisson: -100.159\tvalid_0's l1: 19.5685\n",
"[47]\tvalid_0's poisson: -100.4\tvalid_0's l1: 19.4116\n",
"[48]\tvalid_0's poisson: -100.643\tvalid_0's l1: 19.2518\n",
"[49]\tvalid_0's poisson: -100.839\tvalid_0's l1: 19.1075\n",
"[50]\tvalid_0's poisson: -100.964\tvalid_0's l1: 18.9992\n",
"[51]\tvalid_0's poisson: -101.174\tvalid_0's l1: 18.8473\n",
"[52]\tvalid_0's poisson: -101.375\tvalid_0's l1: 18.6986\n",
"[53]\tvalid_0's poisson: -101.485\tvalid_0's l1: 18.5964\n",
"[54]\tvalid_0's poisson: -101.677\tvalid_0's l1: 18.4509\n",
"[55]\tvalid_0's poisson: -101.859\tvalid_0's l1: 18.3109\n",
"[56]\tvalid_0's poisson: -102.04\tvalid_0's l1: 18.1716\n",
"[57]\tvalid_0's poisson: -102.178\tvalid_0's l1: 18.0568\n",
"[58]\tvalid_0's poisson: -102.351\tvalid_0's l1: 17.9228\n",
"[59]\tvalid_0's poisson: -102.5\tvalid_0's l1: 17.8033\n",
"[60]\tvalid_0's poisson: -102.647\tvalid_0's l1: 17.6847\n",
"[61]\tvalid_0's poisson: -102.785\tvalid_0's l1: 17.5725\n",
"[62]\tvalid_0's poisson: -102.932\tvalid_0's l1: 17.4538\n",
"[63]\tvalid_0's poisson: -103.075\tvalid_0's l1: 17.3402\n",
"[64]\tvalid_0's poisson: -103.206\tvalid_0's l1: 17.2295\n",
"[65]\tvalid_0's poisson: -103.285\tvalid_0's l1: 17.1485\n",
"[66]\tvalid_0's poisson: -103.409\tvalid_0's l1: 17.0431\n",
"[67]\tvalid_0's poisson: -103.546\tvalid_0's l1: 16.9302\n",
"[68]\tvalid_0's poisson: -103.625\tvalid_0's l1: 16.8529\n",
"[69]\tvalid_0's poisson: -103.702\tvalid_0's l1: 16.7764\n",
"[70]\tvalid_0's poisson: -103.806\tvalid_0's l1: 16.6827\n",
"[71]\tvalid_0's poisson: -103.922\tvalid_0's l1: 16.5871\n",
"[72]\tvalid_0's poisson: -104.035\tvalid_0's l1: 16.4868\n",
"[73]\tvalid_0's poisson: -104.14\tvalid_0's l1: 16.4004\n",
"[74]\tvalid_0's poisson: -104.202\tvalid_0's l1: 16.3339\n",
"[75]\tvalid_0's poisson: -104.27\tvalid_0's l1: 16.2661\n",
"[76]\tvalid_0's poisson: -104.378\tvalid_0's l1: 16.1695\n",
"[77]\tvalid_0's poisson: -104.47\tvalid_0's l1: 16.0885\n",
"[78]\tvalid_0's poisson: -104.559\tvalid_0's l1: 16.0095\n",
"[79]\tvalid_0's poisson: -104.66\tvalid_0's l1: 15.9203\n",
"[80]\tvalid_0's poisson: -104.772\tvalid_0's l1: 15.8166\n",
"[81]\tvalid_0's poisson: -104.853\tvalid_0's l1: 15.7354\n",
"[82]\tvalid_0's poisson: -104.907\tvalid_0's l1: 15.6778\n",
"[83]\tvalid_0's poisson: -104.949\tvalid_0's l1: 15.6317\n",
"[84]\tvalid_0's poisson: -105\tvalid_0's l1: 15.5789\n",
"[85]\tvalid_0's poisson: -105.041\tvalid_0's l1: 15.5328\n",
"[86]\tvalid_0's poisson: -105.089\tvalid_0's l1: 15.48\n",
"[87]\tvalid_0's poisson: -105.134\tvalid_0's l1: 15.4314\n",
"[88]\tvalid_0's poisson: -105.208\tvalid_0's l1: 15.361\n",
"[89]\tvalid_0's poisson: -105.277\tvalid_0's l1: 15.29\n",
"[90]\tvalid_0's poisson: -105.328\tvalid_0's l1: 15.235\n",
"[91]\tvalid_0's poisson: -105.399\tvalid_0's l1: 15.1615\n",
"[92]\tvalid_0's poisson: -105.466\tvalid_0's l1: 15.0887\n",
"[93]\tvalid_0's poisson: -105.531\tvalid_0's l1: 15.0179\n",
"[94]\tvalid_0's poisson: -105.603\tvalid_0's l1: 14.9462\n",
"[95]\tvalid_0's poisson: -105.671\tvalid_0's l1: 14.8728\n",
"[96]\tvalid_0's poisson: -105.721\tvalid_0's l1: 14.819\n",
"[97]\tvalid_0's poisson: -105.757\tvalid_0's l1: 14.778\n",
"[98]\tvalid_0's poisson: -105.827\tvalid_0's l1: 14.7024\n",
"[99]\tvalid_0's poisson: -105.894\tvalid_0's l1: 14.6284\n",
"[100]\tvalid_0's poisson: -105.926\tvalid_0's l1: 14.5909\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.2389\tvalid_0's l1: 29.056\n",
"[2]\tvalid_0's poisson: -82.0467\tvalid_0's l1: 28.76\n",
"[3]\tvalid_0's poisson: -82.8039\tvalid_0's l1: 28.4726\n",
"[4]\tvalid_0's poisson: -83.5558\tvalid_0's l1: 28.1818\n",
"[5]\tvalid_0's poisson: -84.2457\tvalid_0's l1: 27.9057\n",
"[6]\tvalid_0's poisson: -84.8978\tvalid_0's l1: 27.6352\n",
"[7]\tvalid_0's poisson: -85.518\tvalid_0's l1: 27.3706\n",
"[8]\tvalid_0's poisson: -86.1259\tvalid_0's l1: 27.1085\n",
"[9]\tvalid_0's poisson: -86.705\tvalid_0's l1: 26.8514\n",
"[10]\tvalid_0's poisson: -87.2564\tvalid_0's l1: 26.6001\n",
"[11]\tvalid_0's poisson: -87.7789\tvalid_0's l1: 26.355\n",
"[12]\tvalid_0's poisson: -88.2781\tvalid_0's l1: 26.1142\n",
"[13]\tvalid_0's poisson: -88.7554\tvalid_0's l1: 25.8798\n",
"[14]\tvalid_0's poisson: -89.2392\tvalid_0's l1: 25.6425\n",
"[15]\tvalid_0's poisson: -89.6986\tvalid_0's l1: 25.4109\n",
"[16]\tvalid_0's poisson: -90.1185\tvalid_0's l1: 25.1895\n",
"[17]\tvalid_0's poisson: -90.5239\tvalid_0's l1: 24.9751\n",
"[18]\tvalid_0's poisson: -90.9565\tvalid_0's l1: 24.7532\n",
"[19]\tvalid_0's poisson: -91.3485\tvalid_0's l1: 24.5418\n",
"[20]\tvalid_0's poisson: -91.7472\tvalid_0's l1: 24.3308\n",
"[21]\tvalid_0's poisson: -92.1066\tvalid_0's l1: 24.1297\n",
"[22]\tvalid_0's poisson: -92.4441\tvalid_0's l1: 23.9345\n",
"[23]\tvalid_0's poisson: -92.7951\tvalid_0's l1: 23.7394\n",
"[24]\tvalid_0's poisson: -93.1186\tvalid_0's l1: 23.5499\n",
"[25]\tvalid_0's poisson: -93.4451\tvalid_0's l1: 23.3619\n",
"[26]\tvalid_0's poisson: -93.7551\tvalid_0's l1: 23.1793\n",
"[27]\tvalid_0's poisson: -94.0677\tvalid_0's l1: 22.9964\n",
"[28]\tvalid_0's poisson: -94.548\tvalid_0's l1: 22.7812\n",
"[29]\tvalid_0's poisson: -94.9606\tvalid_0's l1: 22.5834\n",
"[30]\tvalid_0's poisson: -95.4168\tvalid_0's l1: 22.3746\n",
"[31]\tvalid_0's poisson: -95.6469\tvalid_0's l1: 22.2176\n",
"[32]\tvalid_0's poisson: -96.0143\tvalid_0's l1: 22.029\n",
"[33]\tvalid_0's poisson: -96.4243\tvalid_0's l1: 21.8309\n",
"[34]\tvalid_0's poisson: -96.6745\tvalid_0's l1: 21.6666\n",
"[35]\tvalid_0's poisson: -96.8902\tvalid_0's l1: 21.5153\n",
"[36]\tvalid_0's poisson: -97.2764\tvalid_0's l1: 21.3178\n",
"[37]\tvalid_0's poisson: -97.6181\tvalid_0's l1: 21.1335\n",
"[38]\tvalid_0's poisson: -97.9882\tvalid_0's l1: 20.9314\n",
"[39]\tvalid_0's poisson: -98.3432\tvalid_0's l1: 20.733\n",
"[40]\tvalid_0's poisson: -98.6577\tvalid_0's l1: 20.548\n",
"[41]\tvalid_0's poisson: -98.8953\tvalid_0's l1: 20.3919\n",
"[42]\tvalid_0's poisson: -99.195\tvalid_0's l1: 20.2102\n",
"[43]\tvalid_0's poisson: -99.4081\tvalid_0's l1: 20.0648\n",
"[44]\tvalid_0's poisson: -99.6945\tvalid_0's l1: 19.8886\n",
"[45]\tvalid_0's poisson: -99.9558\tvalid_0's l1: 19.7205\n",
"[46]\tvalid_0's poisson: -100.215\tvalid_0's l1: 19.5524\n",
"[47]\tvalid_0's poisson: -100.457\tvalid_0's l1: 19.3896\n",
"[48]\tvalid_0's poisson: -100.682\tvalid_0's l1: 19.2397\n",
"[49]\tvalid_0's poisson: -100.905\tvalid_0's l1: 19.0844\n",
"[50]\tvalid_0's poisson: -101.019\tvalid_0's l1: 18.9795\n",
"[51]\tvalid_0's poisson: -101.179\tvalid_0's l1: 18.8548\n",
"[52]\tvalid_0's poisson: -101.387\tvalid_0's l1: 18.7056\n",
"[53]\tvalid_0's poisson: -101.589\tvalid_0's l1: 18.5635\n",
"[54]\tvalid_0's poisson: -101.772\tvalid_0's l1: 18.4249\n",
"[55]\tvalid_0's poisson: -101.939\tvalid_0's l1: 18.2941\n",
"[56]\tvalid_0's poisson: -102.123\tvalid_0's l1: 18.1551\n",
"[57]\tvalid_0's poisson: -102.29\tvalid_0's l1: 18.0224\n",
"[58]\tvalid_0's poisson: -102.393\tvalid_0's l1: 17.9279\n",
"[59]\tvalid_0's poisson: -102.562\tvalid_0's l1: 17.7947\n",
"[60]\tvalid_0's poisson: -102.661\tvalid_0's l1: 17.6985\n",
"[61]\tvalid_0's poisson: -102.8\tvalid_0's l1: 17.5833\n",
"[62]\tvalid_0's poisson: -102.954\tvalid_0's l1: 17.4591\n",
"[63]\tvalid_0's poisson: -103.045\tvalid_0's l1: 17.3683\n",
"[64]\tvalid_0's poisson: -103.157\tvalid_0's l1: 17.2684\n",
"[65]\tvalid_0's poisson: -103.309\tvalid_0's l1: 17.1451\n",
"[66]\tvalid_0's poisson: -103.445\tvalid_0's l1: 17.0309\n",
"[67]\tvalid_0's poisson: -103.59\tvalid_0's l1: 16.9128\n",
"[68]\tvalid_0's poisson: -103.733\tvalid_0's l1: 16.7915\n",
"[69]\tvalid_0's poisson: -103.87\tvalid_0's l1: 16.6723\n",
"[70]\tvalid_0's poisson: -103.997\tvalid_0's l1: 16.5561\n",
"[71]\tvalid_0's poisson: -104.092\tvalid_0's l1: 16.4667\n",
"[72]\tvalid_0's poisson: -104.211\tvalid_0's l1: 16.3622\n",
"[73]\tvalid_0's poisson: -104.307\tvalid_0's l1: 16.2703\n",
"[74]\tvalid_0's poisson: -104.401\tvalid_0's l1: 16.1777\n",
"[75]\tvalid_0's poisson: -104.511\tvalid_0's l1: 16.0803\n",
"[76]\tvalid_0's poisson: -104.577\tvalid_0's l1: 16.0072\n",
"[77]\tvalid_0's poisson: -104.669\tvalid_0's l1: 15.9226\n",
"[78]\tvalid_0's poisson: -104.758\tvalid_0's l1: 15.8414\n",
"[79]\tvalid_0's poisson: -104.825\tvalid_0's l1: 15.7703\n",
"[80]\tvalid_0's poisson: -104.927\tvalid_0's l1: 15.6796\n",
"[81]\tvalid_0's poisson: -105.022\tvalid_0's l1: 15.5858\n",
"[82]\tvalid_0's poisson: -105.115\tvalid_0's l1: 15.4956\n",
"[83]\tvalid_0's poisson: -105.169\tvalid_0's l1: 15.4391\n",
"[84]\tvalid_0's poisson: -105.253\tvalid_0's l1: 15.3552\n",
"[85]\tvalid_0's poisson: -105.341\tvalid_0's l1: 15.2715\n",
"[86]\tvalid_0's poisson: -105.412\tvalid_0's l1: 15.1971\n",
"[87]\tvalid_0's poisson: -105.491\tvalid_0's l1: 15.1146\n",
"[88]\tvalid_0's poisson: -105.567\tvalid_0's l1: 15.0334\n",
"[89]\tvalid_0's poisson: -105.642\tvalid_0's l1: 14.9559\n",
"[90]\tvalid_0's poisson: -105.695\tvalid_0's l1: 14.8976\n",
"[91]\tvalid_0's poisson: -105.752\tvalid_0's l1: 14.835\n",
"[92]\tvalid_0's poisson: -105.822\tvalid_0's l1: 14.7601\n",
"[93]\tvalid_0's poisson: -105.89\tvalid_0's l1: 14.686\n",
"[94]\tvalid_0's poisson: -105.937\tvalid_0's l1: 14.6285\n",
"[95]\tvalid_0's poisson: -105.98\tvalid_0's l1: 14.5796\n",
"[96]\tvalid_0's poisson: -106.035\tvalid_0's l1: 14.5158\n",
"[97]\tvalid_0's poisson: -106.087\tvalid_0's l1: 14.4539\n",
"[98]\tvalid_0's poisson: -106.144\tvalid_0's l1: 14.3889\n",
"[99]\tvalid_0's poisson: -106.188\tvalid_0's l1: 14.3384\n",
"[100]\tvalid_0's poisson: -106.238\tvalid_0's l1: 14.2795\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6043\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8229\tvalid_0's l1: 29.2019\n",
"[3]\tvalid_0's poisson: -81.0379\tvalid_0's l1: 29.1254\n",
"[4]\tvalid_0's poisson: -81.25\tvalid_0's l1: 29.0489\n",
"[5]\tvalid_0's poisson: -81.4589\tvalid_0's l1: 28.9727\n",
"[6]\tvalid_0's poisson: -81.6645\tvalid_0's l1: 28.897\n",
"[7]\tvalid_0's poisson: -81.8673\tvalid_0's l1: 28.8216\n",
"[8]\tvalid_0's poisson: -82.0731\tvalid_0's l1: 28.7461\n",
"[9]\tvalid_0's poisson: -82.2759\tvalid_0's l1: 28.6706\n",
"[10]\tvalid_0's poisson: -82.4775\tvalid_0's l1: 28.5949\n",
"[11]\tvalid_0's poisson: -82.6743\tvalid_0's l1: 28.52\n",
"[12]\tvalid_0's poisson: -82.8681\tvalid_0's l1: 28.4457\n",
"[13]\tvalid_0's poisson: -83.0592\tvalid_0's l1: 28.3715\n",
"[14]\tvalid_0's poisson: -83.2493\tvalid_0's l1: 28.2967\n",
"[15]\tvalid_0's poisson: -83.4348\tvalid_0's l1: 28.2233\n",
"[16]\tvalid_0's poisson: -83.6178\tvalid_0's l1: 28.15\n",
"[17]\tvalid_0's poisson: -83.798\tvalid_0's l1: 28.0774\n",
"[18]\tvalid_0's poisson: -83.9799\tvalid_0's l1: 28.0039\n",
"[19]\tvalid_0's poisson: -84.1579\tvalid_0's l1: 27.9315\n",
"[20]\tvalid_0's poisson: -84.3345\tvalid_0's l1: 27.859\n",
"[21]\tvalid_0's poisson: -84.5096\tvalid_0's l1: 27.7863\n",
"[22]\tvalid_0's poisson: -84.6916\tvalid_0's l1: 27.7124\n",
"[23]\tvalid_0's poisson: -84.8709\tvalid_0's l1: 27.6389\n",
"[24]\tvalid_0's poisson: -85.0495\tvalid_0's l1: 27.5651\n",
"[25]\tvalid_0's poisson: -85.2134\tvalid_0's l1: 27.495\n",
"[26]\tvalid_0's poisson: -85.3778\tvalid_0's l1: 27.4238\n",
"[27]\tvalid_0's poisson: -85.5388\tvalid_0's l1: 27.3538\n",
"[28]\tvalid_0's poisson: -85.7065\tvalid_0's l1: 27.2828\n",
"[29]\tvalid_0's poisson: -85.8727\tvalid_0's l1: 27.2118\n",
"[30]\tvalid_0's poisson: -86.0279\tvalid_0's l1: 27.1432\n",
"[31]\tvalid_0's poisson: -86.1896\tvalid_0's l1: 27.0735\n",
"[32]\tvalid_0's poisson: -86.3494\tvalid_0's l1: 27.0038\n",
"[33]\tvalid_0's poisson: -86.506\tvalid_0's l1: 26.935\n",
"[34]\tvalid_0's poisson: -86.6552\tvalid_0's l1: 26.868\n",
"[35]\tvalid_0's poisson: -86.8027\tvalid_0's l1: 26.8013\n",
"[36]\tvalid_0's poisson: -86.9481\tvalid_0's l1: 26.7352\n",
"[37]\tvalid_0's poisson: -87.0987\tvalid_0's l1: 26.6679\n",
"[38]\tvalid_0's poisson: -87.2472\tvalid_0's l1: 26.6011\n",
"[39]\tvalid_0's poisson: -87.3824\tvalid_0's l1: 26.5374\n",
"[40]\tvalid_0's poisson: -87.5269\tvalid_0's l1: 26.4714\n",
"[41]\tvalid_0's poisson: -87.6631\tvalid_0's l1: 26.4078\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[42]\tvalid_0's poisson: -87.8043\tvalid_0's l1: 26.3426\n",
"[43]\tvalid_0's poisson: -87.9361\tvalid_0's l1: 26.2797\n",
"[44]\tvalid_0's poisson: -88.0668\tvalid_0's l1: 26.2169\n",
"[45]\tvalid_0's poisson: -88.1958\tvalid_0's l1: 26.1543\n",
"[46]\tvalid_0's poisson: -88.3312\tvalid_0's l1: 26.0893\n",
"[47]\tvalid_0's poisson: -88.4577\tvalid_0's l1: 26.0273\n",
"[48]\tvalid_0's poisson: -88.59\tvalid_0's l1: 25.9636\n",
"[49]\tvalid_0's poisson: -88.7127\tvalid_0's l1: 25.9028\n",
"[50]\tvalid_0's poisson: -88.8415\tvalid_0's l1: 25.8397\n",
"[51]\tvalid_0's poisson: -88.9611\tvalid_0's l1: 25.7796\n",
"[52]\tvalid_0's poisson: -89.0873\tvalid_0's l1: 25.7169\n",
"[53]\tvalid_0's poisson: -89.2069\tvalid_0's l1: 25.6563\n",
"[54]\tvalid_0's poisson: -89.3252\tvalid_0's l1: 25.5961\n",
"[55]\tvalid_0's poisson: -89.4407\tvalid_0's l1: 25.5371\n",
"[56]\tvalid_0's poisson: -89.5621\tvalid_0's l1: 25.4773\n",
"[57]\tvalid_0's poisson: -89.6819\tvalid_0's l1: 25.4172\n",
"[58]\tvalid_0's poisson: -89.7953\tvalid_0's l1: 25.3579\n",
"[59]\tvalid_0's poisson: -89.9273\tvalid_0's l1: 25.2946\n",
"[60]\tvalid_0's poisson: -90.0369\tvalid_0's l1: 25.2365\n",
"[61]\tvalid_0's poisson: -90.1517\tvalid_0's l1: 25.1771\n",
"[62]\tvalid_0's poisson: -90.2681\tvalid_0's l1: 25.1178\n",
"[63]\tvalid_0's poisson: -90.3843\tvalid_0's l1: 25.0581\n",
"[64]\tvalid_0's poisson: -90.4992\tvalid_0's l1: 24.9988\n",
"[65]\tvalid_0's poisson: -90.6304\tvalid_0's l1: 24.9359\n",
"[66]\tvalid_0's poisson: -90.7598\tvalid_0's l1: 24.8735\n",
"[67]\tvalid_0's poisson: -90.8875\tvalid_0's l1: 24.8112\n",
"[68]\tvalid_0's poisson: -91.0014\tvalid_0's l1: 24.7519\n",
"[69]\tvalid_0's poisson: -91.1077\tvalid_0's l1: 24.6944\n",
"[70]\tvalid_0's poisson: -91.2195\tvalid_0's l1: 24.6357\n",
"[71]\tvalid_0's poisson: -91.323\tvalid_0's l1: 24.5791\n",
"[72]\tvalid_0's poisson: -91.4256\tvalid_0's l1: 24.5227\n",
"[73]\tvalid_0's poisson: -91.5261\tvalid_0's l1: 24.4675\n",
"[74]\tvalid_0's poisson: -91.6332\tvalid_0's l1: 24.411\n",
"[75]\tvalid_0's poisson: -91.7353\tvalid_0's l1: 24.357\n",
"[76]\tvalid_0's poisson: -91.8353\tvalid_0's l1: 24.3028\n",
"[77]\tvalid_0's poisson: -91.9423\tvalid_0's l1: 24.2465\n",
"[78]\tvalid_0's poisson: -92.0455\tvalid_0's l1: 24.191\n",
"[79]\tvalid_0's poisson: -92.1503\tvalid_0's l1: 24.1354\n",
"[80]\tvalid_0's poisson: -92.254\tvalid_0's l1: 24.0799\n",
"[81]\tvalid_0's poisson: -92.3522\tvalid_0's l1: 24.0263\n",
"[82]\tvalid_0's poisson: -92.4471\tvalid_0's l1: 23.9738\n",
"[83]\tvalid_0's poisson: -92.5501\tvalid_0's l1: 23.9181\n",
"[84]\tvalid_0's poisson: -92.6519\tvalid_0's l1: 23.8628\n",
"[85]\tvalid_0's poisson: -92.7526\tvalid_0's l1: 23.8074\n",
"[86]\tvalid_0's poisson: -92.8522\tvalid_0's l1: 23.7526\n",
"[87]\tvalid_0's poisson: -92.9539\tvalid_0's l1: 23.6975\n",
"[88]\tvalid_0's poisson: -93.049\tvalid_0's l1: 23.6444\n",
"[89]\tvalid_0's poisson: -93.1431\tvalid_0's l1: 23.5915\n",
"[90]\tvalid_0's poisson: -93.2327\tvalid_0's l1: 23.54\n",
"[91]\tvalid_0's poisson: -93.3841\tvalid_0's l1: 23.4774\n",
"[92]\tvalid_0's poisson: -93.4785\tvalid_0's l1: 23.424\n",
"[93]\tvalid_0's poisson: -93.6289\tvalid_0's l1: 23.3614\n",
"[94]\tvalid_0's poisson: -93.7768\tvalid_0's l1: 23.2991\n",
"[95]\tvalid_0's poisson: -93.866\tvalid_0's l1: 23.2475\n",
"[96]\tvalid_0's poisson: -93.9533\tvalid_0's l1: 23.196\n",
"[97]\tvalid_0's poisson: -94.037\tvalid_0's l1: 23.1458\n",
"[98]\tvalid_0's poisson: -94.1777\tvalid_0's l1: 23.085\n",
"[99]\tvalid_0's poisson: -94.3127\tvalid_0's l1: 23.0254\n",
"[100]\tvalid_0's poisson: -94.4473\tvalid_0's l1: 22.9652\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6055\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8335\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0565\tvalid_0's l1: 29.1236\n",
"[4]\tvalid_0's poisson: -81.2749\tvalid_0's l1: 29.0469\n",
"[5]\tvalid_0's poisson: -81.49\tvalid_0's l1: 28.9704\n",
"[6]\tvalid_0's poisson: -81.7019\tvalid_0's l1: 28.8942\n",
"[7]\tvalid_0's poisson: -81.9105\tvalid_0's l1: 28.8183\n",
"[8]\tvalid_0's poisson: -82.1162\tvalid_0's l1: 28.7427\n",
"[9]\tvalid_0's poisson: -82.3212\tvalid_0's l1: 28.6669\n",
"[10]\tvalid_0's poisson: -82.5248\tvalid_0's l1: 28.5913\n",
"[11]\tvalid_0's poisson: -82.7215\tvalid_0's l1: 28.5166\n",
"[12]\tvalid_0's poisson: -82.9176\tvalid_0's l1: 28.4417\n",
"[13]\tvalid_0's poisson: -83.1133\tvalid_0's l1: 28.3663\n",
"[14]\tvalid_0's poisson: -83.3065\tvalid_0's l1: 28.2907\n",
"[15]\tvalid_0's poisson: -83.497\tvalid_0's l1: 28.2155\n",
"[16]\tvalid_0's poisson: -83.6832\tvalid_0's l1: 28.1412\n",
"[17]\tvalid_0's poisson: -83.8663\tvalid_0's l1: 28.0678\n",
"[18]\tvalid_0's poisson: -84.0469\tvalid_0's l1: 27.9948\n",
"[19]\tvalid_0's poisson: -84.2335\tvalid_0's l1: 27.9199\n",
"[20]\tvalid_0's poisson: -84.4168\tvalid_0's l1: 27.8453\n",
"[21]\tvalid_0's poisson: -84.6058\tvalid_0's l1: 27.7694\n",
"[22]\tvalid_0's poisson: -84.7921\tvalid_0's l1: 27.6939\n",
"[23]\tvalid_0's poisson: -84.9599\tvalid_0's l1: 27.6222\n",
"[24]\tvalid_0's poisson: -85.1303\tvalid_0's l1: 27.55\n",
"[25]\tvalid_0's poisson: -85.2936\tvalid_0's l1: 27.479\n",
"[26]\tvalid_0's poisson: -85.4698\tvalid_0's l1: 27.4054\n",
"[27]\tvalid_0's poisson: -85.6438\tvalid_0's l1: 27.3326\n",
"[28]\tvalid_0's poisson: -85.8148\tvalid_0's l1: 27.2601\n",
"[29]\tvalid_0's poisson: -85.97\tvalid_0's l1: 27.1912\n",
"[30]\tvalid_0's poisson: -86.1232\tvalid_0's l1: 27.1229\n",
"[31]\tvalid_0's poisson: -86.2745\tvalid_0's l1: 27.0549\n",
"[32]\tvalid_0's poisson: -86.4285\tvalid_0's l1: 26.9863\n",
"[33]\tvalid_0's poisson: -86.5879\tvalid_0's l1: 26.9157\n",
"[34]\tvalid_0's poisson: -86.7449\tvalid_0's l1: 26.8459\n",
"[35]\tvalid_0's poisson: -86.9132\tvalid_0's l1: 26.7746\n",
"[36]\tvalid_0's poisson: -87.0661\tvalid_0's l1: 26.7054\n",
"[37]\tvalid_0's poisson: -87.2186\tvalid_0's l1: 26.6365\n",
"[38]\tvalid_0's poisson: -87.3834\tvalid_0's l1: 26.5656\n",
"[39]\tvalid_0's poisson: -87.5282\tvalid_0's l1: 26.4984\n",
"[40]\tvalid_0's poisson: -87.6898\tvalid_0's l1: 26.4284\n",
"[41]\tvalid_0's poisson: -87.8346\tvalid_0's l1: 26.3616\n",
"[42]\tvalid_0's poisson: -87.9723\tvalid_0's l1: 26.2957\n",
"[43]\tvalid_0's poisson: -88.1086\tvalid_0's l1: 26.2303\n",
"[44]\tvalid_0's poisson: -88.264\tvalid_0's l1: 26.1614\n",
"[45]\tvalid_0's poisson: -88.4182\tvalid_0's l1: 26.0923\n",
"[46]\tvalid_0's poisson: -88.5691\tvalid_0's l1: 26.0244\n",
"[47]\tvalid_0's poisson: -88.716\tvalid_0's l1: 25.9577\n",
"[48]\tvalid_0's poisson: -88.8465\tvalid_0's l1: 25.8945\n",
"[49]\tvalid_0's poisson: -88.9711\tvalid_0's l1: 25.8328\n",
"[50]\tvalid_0's poisson: -89.0943\tvalid_0's l1: 25.7714\n",
"[51]\tvalid_0's poisson: -89.2225\tvalid_0's l1: 25.7082\n",
"[52]\tvalid_0's poisson: -89.3498\tvalid_0's l1: 25.6452\n",
"[53]\tvalid_0's poisson: -89.4744\tvalid_0's l1: 25.5828\n",
"[54]\tvalid_0's poisson: -89.5968\tvalid_0's l1: 25.521\n",
"[55]\tvalid_0's poisson: -89.7209\tvalid_0's l1: 25.4585\n",
"[56]\tvalid_0's poisson: -89.8411\tvalid_0's l1: 25.3967\n",
"[57]\tvalid_0's poisson: -89.9589\tvalid_0's l1: 25.3358\n",
"[58]\tvalid_0's poisson: -90.0796\tvalid_0's l1: 25.2739\n",
"[59]\tvalid_0's poisson: -90.2024\tvalid_0's l1: 25.2116\n",
"[60]\tvalid_0's poisson: -90.3237\tvalid_0's l1: 25.1497\n",
"[61]\tvalid_0's poisson: -90.4435\tvalid_0's l1: 25.088\n",
"[62]\tvalid_0's poisson: -90.5614\tvalid_0's l1: 25.0272\n",
"[63]\tvalid_0's poisson: -90.6724\tvalid_0's l1: 24.9689\n",
"[64]\tvalid_0's poisson: -90.782\tvalid_0's l1: 24.9113\n",
"[65]\tvalid_0's poisson: -90.8903\tvalid_0's l1: 24.8531\n",
"[66]\tvalid_0's poisson: -90.9973\tvalid_0's l1: 24.7952\n",
"[67]\tvalid_0's poisson: -91.1037\tvalid_0's l1: 24.7384\n",
"[68]\tvalid_0's poisson: -91.2088\tvalid_0's l1: 24.6819\n",
"[69]\tvalid_0's poisson: -91.3127\tvalid_0's l1: 24.6257\n",
"[70]\tvalid_0's poisson: -91.425\tvalid_0's l1: 24.5667\n",
"[71]\tvalid_0's poisson: -91.5297\tvalid_0's l1: 24.5104\n",
"[72]\tvalid_0's poisson: -91.6303\tvalid_0's l1: 24.4552\n",
"[73]\tvalid_0's poisson: -91.7329\tvalid_0's l1: 24.3991\n",
"[74]\tvalid_0's poisson: -91.8306\tvalid_0's l1: 24.3444\n",
"[75]\tvalid_0's poisson: -91.9307\tvalid_0's l1: 24.289\n",
"[76]\tvalid_0's poisson: -92.0316\tvalid_0's l1: 24.2328\n",
"[77]\tvalid_0's poisson: -92.1432\tvalid_0's l1: 24.1738\n",
"[78]\tvalid_0's poisson: -92.2524\tvalid_0's l1: 24.1157\n",
"[79]\tvalid_0's poisson: -92.3537\tvalid_0's l1: 24.0597\n",
"[80]\tvalid_0's poisson: -92.4588\tvalid_0's l1: 24.0025\n",
"[81]\tvalid_0's poisson: -92.5619\tvalid_0's l1: 23.9463\n",
"[82]\tvalid_0's poisson: -92.6615\tvalid_0's l1: 23.8912\n",
"[83]\tvalid_0's poisson: -92.755\tvalid_0's l1: 23.8377\n",
"[84]\tvalid_0's poisson: -92.8526\tvalid_0's l1: 23.7838\n",
"[85]\tvalid_0's poisson: -92.9557\tvalid_0's l1: 23.7288\n",
"[86]\tvalid_0's poisson: -93.0623\tvalid_0's l1: 23.6726\n",
"[87]\tvalid_0's poisson: -93.1634\tvalid_0's l1: 23.619\n",
"[88]\tvalid_0's poisson: -93.267\tvalid_0's l1: 23.5641\n",
"[89]\tvalid_0's poisson: -93.3589\tvalid_0's l1: 23.5113\n",
"[90]\tvalid_0's poisson: -93.4496\tvalid_0's l1: 23.459\n",
"[91]\tvalid_0's poisson: -93.55\tvalid_0's l1: 23.405\n",
"[92]\tvalid_0's poisson: -93.6476\tvalid_0's l1: 23.3516\n",
"[93]\tvalid_0's poisson: -93.7369\tvalid_0's l1: 23.3003\n",
"[94]\tvalid_0's poisson: -93.8242\tvalid_0's l1: 23.2495\n",
"[95]\tvalid_0's poisson: -93.9626\tvalid_0's l1: 23.1885\n",
"[96]\tvalid_0's poisson: -94.0392\tvalid_0's l1: 23.1412\n",
"[97]\tvalid_0's poisson: -94.1227\tvalid_0's l1: 23.0914\n",
"[98]\tvalid_0's poisson: -94.2083\tvalid_0's l1: 23.0412\n",
"[99]\tvalid_0's poisson: -94.2936\tvalid_0's l1: 22.9904\n",
"[100]\tvalid_0's poisson: -94.3782\tvalid_0's l1: 22.9403\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6068\tvalid_0's l1: 29.2778\n",
"[2]\tvalid_0's poisson: -80.827\tvalid_0's l1: 29.2003\n",
"[3]\tvalid_0's poisson: -81.0447\tvalid_0's l1: 29.1226\n",
"[4]\tvalid_0's poisson: -81.2593\tvalid_0's l1: 29.0452\n",
"[5]\tvalid_0's poisson: -81.4705\tvalid_0's l1: 28.9681\n",
"[6]\tvalid_0's poisson: -81.6778\tvalid_0's l1: 28.8918\n",
"[7]\tvalid_0's poisson: -81.883\tvalid_0's l1: 28.8154\n",
"[8]\tvalid_0's poisson: -82.0915\tvalid_0's l1: 28.7387\n",
"[9]\tvalid_0's poisson: -82.2968\tvalid_0's l1: 28.6623\n",
"[10]\tvalid_0's poisson: -82.4982\tvalid_0's l1: 28.5868\n",
"[11]\tvalid_0's poisson: -82.6975\tvalid_0's l1: 28.511\n",
"[12]\tvalid_0's poisson: -82.8938\tvalid_0's l1: 28.4355\n",
"[13]\tvalid_0's poisson: -83.0855\tvalid_0's l1: 28.3613\n",
"[14]\tvalid_0's poisson: -83.2753\tvalid_0's l1: 28.2869\n",
"[15]\tvalid_0's poisson: -83.4623\tvalid_0's l1: 28.2128\n",
"[16]\tvalid_0's poisson: -83.6467\tvalid_0's l1: 28.1391\n",
"[17]\tvalid_0's poisson: -83.8285\tvalid_0's l1: 28.0656\n",
"[18]\tvalid_0's poisson: -84.0059\tvalid_0's l1: 27.9934\n",
"[19]\tvalid_0's poisson: -84.1824\tvalid_0's l1: 27.9212\n",
"[20]\tvalid_0's poisson: -84.3592\tvalid_0's l1: 27.849\n",
"[21]\tvalid_0's poisson: -84.532\tvalid_0's l1: 27.7782\n",
"[22]\tvalid_0's poisson: -84.7025\tvalid_0's l1: 27.7077\n",
"[23]\tvalid_0's poisson: -84.8871\tvalid_0's l1: 27.6335\n",
"[24]\tvalid_0's poisson: -85.0521\tvalid_0's l1: 27.5637\n",
"[25]\tvalid_0's poisson: -85.2152\tvalid_0's l1: 27.4949\n",
"[26]\tvalid_0's poisson: -85.393\tvalid_0's l1: 27.422\n",
"[27]\tvalid_0's poisson: -85.5682\tvalid_0's l1: 27.3494\n",
"[28]\tvalid_0's poisson: -85.7352\tvalid_0's l1: 27.2776\n",
"[29]\tvalid_0's poisson: -85.9057\tvalid_0's l1: 27.2057\n",
"[30]\tvalid_0's poisson: -86.0739\tvalid_0's l1: 27.1344\n",
"[31]\tvalid_0's poisson: -86.234\tvalid_0's l1: 27.0642\n",
"[32]\tvalid_0's poisson: -86.3992\tvalid_0's l1: 26.9928\n",
"[33]\tvalid_0's poisson: -86.555\tvalid_0's l1: 26.9234\n",
"[34]\tvalid_0's poisson: -86.7139\tvalid_0's l1: 26.8533\n",
"[35]\tvalid_0's poisson: -86.8714\tvalid_0's l1: 26.7833\n",
"[36]\tvalid_0's poisson: -87.0424\tvalid_0's l1: 26.713\n",
"[37]\tvalid_0's poisson: -87.211\tvalid_0's l1: 26.6429\n",
"[38]\tvalid_0's poisson: -87.3538\tvalid_0's l1: 26.5775\n",
"[39]\tvalid_0's poisson: -87.4949\tvalid_0's l1: 26.5123\n",
"[40]\tvalid_0's poisson: -87.6342\tvalid_0's l1: 26.4473\n",
"[41]\tvalid_0's poisson: -87.7717\tvalid_0's l1: 26.3828\n",
"[42]\tvalid_0's poisson: -87.9157\tvalid_0's l1: 26.3158\n",
"[43]\tvalid_0's poisson: -88.0578\tvalid_0's l1: 26.2491\n",
"[44]\tvalid_0's poisson: -88.1981\tvalid_0's l1: 26.183\n",
"[45]\tvalid_0's poisson: -88.3514\tvalid_0's l1: 26.1155\n",
"[46]\tvalid_0's poisson: -88.4865\tvalid_0's l1: 26.0506\n",
"[47]\tvalid_0's poisson: -88.6202\tvalid_0's l1: 25.9862\n",
"[48]\tvalid_0's poisson: -88.7529\tvalid_0's l1: 25.9218\n",
"[49]\tvalid_0's poisson: -88.8988\tvalid_0's l1: 25.8559\n",
"[50]\tvalid_0's poisson: -89.0427\tvalid_0's l1: 25.7902\n",
"[51]\tvalid_0's poisson: -89.1704\tvalid_0's l1: 25.7266\n",
"[52]\tvalid_0's poisson: -89.2976\tvalid_0's l1: 25.663\n",
"[53]\tvalid_0's poisson: -89.4177\tvalid_0's l1: 25.6024\n",
"[54]\tvalid_0's poisson: -89.54\tvalid_0's l1: 25.5407\n",
"[55]\tvalid_0's poisson: -89.6609\tvalid_0's l1: 25.4793\n",
"[56]\tvalid_0's poisson: -89.7816\tvalid_0's l1: 25.4178\n",
"[57]\tvalid_0's poisson: -89.9008\tvalid_0's l1: 25.3567\n",
"[58]\tvalid_0's poisson: -90.0186\tvalid_0's l1: 25.296\n",
"[59]\tvalid_0's poisson: -90.1351\tvalid_0's l1: 25.2358\n",
"[60]\tvalid_0's poisson: -90.2524\tvalid_0's l1: 25.1762\n",
"[61]\tvalid_0's poisson: -90.374\tvalid_0's l1: 25.1154\n",
"[62]\tvalid_0's poisson: -90.4944\tvalid_0's l1: 25.0544\n",
"[63]\tvalid_0's poisson: -90.6062\tvalid_0's l1: 24.9947\n",
"[64]\tvalid_0's poisson: -90.7222\tvalid_0's l1: 24.9347\n",
"[65]\tvalid_0's poisson: -90.8329\tvalid_0's l1: 24.8759\n",
"[66]\tvalid_0's poisson: -90.9393\tvalid_0's l1: 24.8184\n",
"[67]\tvalid_0's poisson: -91.0445\tvalid_0's l1: 24.7612\n",
"[68]\tvalid_0's poisson: -91.1486\tvalid_0's l1: 24.7042\n",
"[69]\tvalid_0's poisson: -91.2581\tvalid_0's l1: 24.646\n",
"[70]\tvalid_0's poisson: -91.3616\tvalid_0's l1: 24.5896\n",
"[71]\tvalid_0's poisson: -91.474\tvalid_0's l1: 24.5305\n",
"[72]\tvalid_0's poisson: -91.585\tvalid_0's l1: 24.4718\n",
"[73]\tvalid_0's poisson: -91.6904\tvalid_0's l1: 24.4149\n",
"[74]\tvalid_0's poisson: -91.7989\tvalid_0's l1: 24.357\n",
"[75]\tvalid_0's poisson: -91.903\tvalid_0's l1: 24.3001\n",
"[76]\tvalid_0's poisson: -92.0059\tvalid_0's l1: 24.2434\n",
"[77]\tvalid_0's poisson: -92.1025\tvalid_0's l1: 24.1894\n",
"[78]\tvalid_0's poisson: -92.2036\tvalid_0's l1: 24.1332\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -92.304\tvalid_0's l1: 24.0775\n",
"[80]\tvalid_0's poisson: -92.4029\tvalid_0's l1: 24.0224\n",
"[81]\tvalid_0's poisson: -92.5007\tvalid_0's l1: 23.9673\n",
"[82]\tvalid_0's poisson: -92.5965\tvalid_0's l1: 23.9133\n",
"[83]\tvalid_0's poisson: -92.6913\tvalid_0's l1: 23.8596\n",
"[84]\tvalid_0's poisson: -92.796\tvalid_0's l1: 23.803\n",
"[85]\tvalid_0's poisson: -92.8884\tvalid_0's l1: 23.7504\n",
"[86]\tvalid_0's poisson: -92.9853\tvalid_0's l1: 23.6964\n",
"[87]\tvalid_0's poisson: -93.0814\tvalid_0's l1: 23.6426\n",
"[88]\tvalid_0's poisson: -93.1765\tvalid_0's l1: 23.589\n",
"[89]\tvalid_0's poisson: -93.2698\tvalid_0's l1: 23.5362\n",
"[90]\tvalid_0's poisson: -93.362\tvalid_0's l1: 23.4838\n",
"[91]\tvalid_0's poisson: -93.4574\tvalid_0's l1: 23.4301\n",
"[92]\tvalid_0's poisson: -93.5467\tvalid_0's l1: 23.3781\n",
"[93]\tvalid_0's poisson: -93.6348\tvalid_0's l1: 23.3265\n",
"[94]\tvalid_0's poisson: -93.722\tvalid_0's l1: 23.2754\n",
"[95]\tvalid_0's poisson: -93.8171\tvalid_0's l1: 23.2236\n",
"[96]\tvalid_0's poisson: -93.9111\tvalid_0's l1: 23.1723\n",
"[97]\tvalid_0's poisson: -94.0558\tvalid_0's l1: 23.1124\n",
"[98]\tvalid_0's poisson: -94.1977\tvalid_0's l1: 23.0529\n",
"[99]\tvalid_0's poisson: -94.2834\tvalid_0's l1: 23.0015\n",
"[100]\tvalid_0's poisson: -94.4268\tvalid_0's l1: 22.9412\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6072\tvalid_0's l1: 29.2785\n",
"[2]\tvalid_0's poisson: -80.8285\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0468\tvalid_0's l1: 29.1239\n",
"[4]\tvalid_0's poisson: -81.2617\tvalid_0's l1: 29.047\n",
"[5]\tvalid_0's poisson: -81.4734\tvalid_0's l1: 28.9703\n",
"[6]\tvalid_0's poisson: -81.682\tvalid_0's l1: 28.8939\n",
"[7]\tvalid_0's poisson: -81.8871\tvalid_0's l1: 28.8184\n",
"[8]\tvalid_0's poisson: -82.0974\tvalid_0's l1: 28.7414\n",
"[9]\tvalid_0's poisson: -82.3004\tvalid_0's l1: 28.6665\n",
"[10]\tvalid_0's poisson: -82.5003\tvalid_0's l1: 28.592\n",
"[11]\tvalid_0's poisson: -82.7012\tvalid_0's l1: 28.5161\n",
"[12]\tvalid_0's poisson: -82.8953\tvalid_0's l1: 28.4422\n",
"[13]\tvalid_0's poisson: -83.0907\tvalid_0's l1: 28.3669\n",
"[14]\tvalid_0's poisson: -83.2807\tvalid_0's l1: 28.2929\n",
"[15]\tvalid_0's poisson: -83.4703\tvalid_0's l1: 28.2183\n",
"[16]\tvalid_0's poisson: -83.6578\tvalid_0's l1: 28.1443\n",
"[17]\tvalid_0's poisson: -83.8427\tvalid_0's l1: 28.0707\n",
"[18]\tvalid_0's poisson: -84.0242\tvalid_0's l1: 27.9976\n",
"[19]\tvalid_0's poisson: -84.203\tvalid_0's l1: 27.9252\n",
"[20]\tvalid_0's poisson: -84.3794\tvalid_0's l1: 27.8531\n",
"[21]\tvalid_0's poisson: -84.5609\tvalid_0's l1: 27.7789\n",
"[22]\tvalid_0's poisson: -84.7405\tvalid_0's l1: 27.7051\n",
"[23]\tvalid_0's poisson: -84.9176\tvalid_0's l1: 27.6318\n",
"[24]\tvalid_0's poisson: -85.0958\tvalid_0's l1: 27.5582\n",
"[25]\tvalid_0's poisson: -85.2665\tvalid_0's l1: 27.4867\n",
"[26]\tvalid_0's poisson: -85.4298\tvalid_0's l1: 27.4177\n",
"[27]\tvalid_0's poisson: -85.614\tvalid_0's l1: 27.3448\n",
"[28]\tvalid_0's poisson: -85.7975\tvalid_0's l1: 27.2715\n",
"[29]\tvalid_0's poisson: -85.9783\tvalid_0's l1: 27.1986\n",
"[30]\tvalid_0's poisson: -86.1558\tvalid_0's l1: 27.1263\n",
"[31]\tvalid_0's poisson: -86.3184\tvalid_0's l1: 27.0552\n",
"[32]\tvalid_0's poisson: -86.4724\tvalid_0's l1: 26.9864\n",
"[33]\tvalid_0's poisson: -86.6308\tvalid_0's l1: 26.916\n",
"[34]\tvalid_0's poisson: -86.7871\tvalid_0's l1: 26.8459\n",
"[35]\tvalid_0's poisson: -86.936\tvalid_0's l1: 26.7781\n",
"[36]\tvalid_0's poisson: -87.0738\tvalid_0's l1: 26.7145\n",
"[37]\tvalid_0's poisson: -87.2098\tvalid_0's l1: 26.6512\n",
"[38]\tvalid_0's poisson: -87.3711\tvalid_0's l1: 26.5817\n",
"[39]\tvalid_0's poisson: -87.5201\tvalid_0's l1: 26.5139\n",
"[40]\tvalid_0's poisson: -87.6778\tvalid_0's l1: 26.4451\n",
"[41]\tvalid_0's poisson: -87.811\tvalid_0's l1: 26.3812\n",
"[42]\tvalid_0's poisson: -87.9419\tvalid_0's l1: 26.3184\n",
"[43]\tvalid_0's poisson: -88.0938\tvalid_0's l1: 26.251\n",
"[44]\tvalid_0's poisson: -88.2447\tvalid_0's l1: 26.1832\n",
"[45]\tvalid_0's poisson: -88.3925\tvalid_0's l1: 26.1163\n",
"[46]\tvalid_0's poisson: -88.5141\tvalid_0's l1: 26.0561\n",
"[47]\tvalid_0's poisson: -88.6467\tvalid_0's l1: 25.9924\n",
"[48]\tvalid_0's poisson: -88.7691\tvalid_0's l1: 25.9314\n",
"[49]\tvalid_0's poisson: -88.8998\tvalid_0's l1: 25.8675\n",
"[50]\tvalid_0's poisson: -89.0289\tvalid_0's l1: 25.804\n",
"[51]\tvalid_0's poisson: -89.1565\tvalid_0's l1: 25.7407\n",
"[52]\tvalid_0's poisson: -89.294\tvalid_0's l1: 25.6756\n",
"[53]\tvalid_0's poisson: -89.415\tvalid_0's l1: 25.6147\n",
"[54]\tvalid_0's poisson: -89.5495\tvalid_0's l1: 25.5501\n",
"[55]\tvalid_0's poisson: -89.6823\tvalid_0's l1: 25.4856\n",
"[56]\tvalid_0's poisson: -89.7989\tvalid_0's l1: 25.4252\n",
"[57]\tvalid_0's poisson: -89.9274\tvalid_0's l1: 25.3621\n",
"[58]\tvalid_0's poisson: -90.0444\tvalid_0's l1: 25.302\n",
"[59]\tvalid_0's poisson: -90.1583\tvalid_0's l1: 25.2437\n",
"[60]\tvalid_0's poisson: -90.2708\tvalid_0's l1: 25.1857\n",
"[61]\tvalid_0's poisson: -90.3816\tvalid_0's l1: 25.1282\n",
"[62]\tvalid_0's poisson: -90.4911\tvalid_0's l1: 25.0709\n",
"[63]\tvalid_0's poisson: -90.5994\tvalid_0's l1: 25.0139\n",
"[64]\tvalid_0's poisson: -90.7065\tvalid_0's l1: 24.9575\n",
"[65]\tvalid_0's poisson: -90.8124\tvalid_0's l1: 24.9012\n",
"[66]\tvalid_0's poisson: -90.917\tvalid_0's l1: 24.8453\n",
"[67]\tvalid_0's poisson: -91.032\tvalid_0's l1: 24.7855\n",
"[68]\tvalid_0's poisson: -91.1372\tvalid_0's l1: 24.7293\n",
"[69]\tvalid_0's poisson: -91.2413\tvalid_0's l1: 24.6734\n",
"[70]\tvalid_0's poisson: -91.3418\tvalid_0's l1: 24.6183\n",
"[71]\tvalid_0's poisson: -91.441\tvalid_0's l1: 24.5639\n",
"[72]\tvalid_0's poisson: -91.5553\tvalid_0's l1: 24.5054\n",
"[73]\tvalid_0's poisson: -91.669\tvalid_0's l1: 24.4465\n",
"[74]\tvalid_0's poisson: -91.7805\tvalid_0's l1: 24.3885\n",
"[75]\tvalid_0's poisson: -91.8858\tvalid_0's l1: 24.3313\n",
"[76]\tvalid_0's poisson: -91.9889\tvalid_0's l1: 24.2748\n",
"[77]\tvalid_0's poisson: -92.0915\tvalid_0's l1: 24.2185\n",
"[78]\tvalid_0's poisson: -92.193\tvalid_0's l1: 24.1626\n",
"[79]\tvalid_0's poisson: -92.2927\tvalid_0's l1: 24.1071\n",
"[80]\tvalid_0's poisson: -92.3922\tvalid_0's l1: 24.0513\n",
"[81]\tvalid_0's poisson: -92.4906\tvalid_0's l1: 23.996\n",
"[82]\tvalid_0's poisson: -92.587\tvalid_0's l1: 23.9413\n",
"[83]\tvalid_0's poisson: -92.6861\tvalid_0's l1: 23.8861\n",
"[84]\tvalid_0's poisson: -92.7823\tvalid_0's l1: 23.8321\n",
"[85]\tvalid_0's poisson: -92.9256\tvalid_0's l1: 23.7714\n",
"[86]\tvalid_0's poisson: -93.0223\tvalid_0's l1: 23.7165\n",
"[87]\tvalid_0's poisson: -93.1135\tvalid_0's l1: 23.6635\n",
"[88]\tvalid_0's poisson: -93.2054\tvalid_0's l1: 23.61\n",
"[89]\tvalid_0's poisson: -93.2958\tvalid_0's l1: 23.5574\n",
"[90]\tvalid_0's poisson: -93.3841\tvalid_0's l1: 23.5052\n",
"[91]\tvalid_0's poisson: -93.4712\tvalid_0's l1: 23.4535\n",
"[92]\tvalid_0's poisson: -93.567\tvalid_0's l1: 23.4001\n",
"[93]\tvalid_0's poisson: -93.6576\tvalid_0's l1: 23.3479\n",
"[94]\tvalid_0's poisson: -93.7465\tvalid_0's l1: 23.296\n",
"[95]\tvalid_0's poisson: -93.8395\tvalid_0's l1: 23.2432\n",
"[96]\tvalid_0's poisson: -93.9854\tvalid_0's l1: 23.1809\n",
"[97]\tvalid_0's poisson: -94.1288\tvalid_0's l1: 23.1191\n",
"[98]\tvalid_0's poisson: -94.2129\tvalid_0's l1: 23.0695\n",
"[99]\tvalid_0's poisson: -94.2996\tvalid_0's l1: 23.0183\n",
"[100]\tvalid_0's poisson: -94.3819\tvalid_0's l1: 22.9689\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.607\tvalid_0's l1: 29.2775\n",
"[2]\tvalid_0's poisson: -80.8279\tvalid_0's l1: 29.1996\n",
"[3]\tvalid_0's poisson: -81.0455\tvalid_0's l1: 29.122\n",
"[4]\tvalid_0's poisson: -81.2598\tvalid_0's l1: 29.0447\n",
"[5]\tvalid_0's poisson: -81.471\tvalid_0's l1: 28.9677\n",
"[6]\tvalid_0's poisson: -81.679\tvalid_0's l1: 28.891\n",
"[7]\tvalid_0's poisson: -81.884\tvalid_0's l1: 28.8147\n",
"[8]\tvalid_0's poisson: -82.0949\tvalid_0's l1: 28.7375\n",
"[9]\tvalid_0's poisson: -82.3026\tvalid_0's l1: 28.6608\n",
"[10]\tvalid_0's poisson: -82.5072\tvalid_0's l1: 28.5842\n",
"[11]\tvalid_0's poisson: -82.7088\tvalid_0's l1: 28.5078\n",
"[12]\tvalid_0's poisson: -82.9074\tvalid_0's l1: 28.4317\n",
"[13]\tvalid_0's poisson: -83.1029\tvalid_0's l1: 28.3563\n",
"[14]\tvalid_0's poisson: -83.2957\tvalid_0's l1: 28.2809\n",
"[15]\tvalid_0's poisson: -83.4865\tvalid_0's l1: 28.2057\n",
"[16]\tvalid_0's poisson: -83.6746\tvalid_0's l1: 28.131\n",
"[17]\tvalid_0's poisson: -83.8634\tvalid_0's l1: 28.0563\n",
"[18]\tvalid_0's poisson: -84.0496\tvalid_0's l1: 27.982\n",
"[19]\tvalid_0's poisson: -84.2332\tvalid_0's l1: 27.9081\n",
"[20]\tvalid_0's poisson: -84.3991\tvalid_0's l1: 27.8391\n",
"[21]\tvalid_0's poisson: -84.5799\tvalid_0's l1: 27.7652\n",
"[22]\tvalid_0's poisson: -84.7583\tvalid_0's l1: 27.6918\n",
"[23]\tvalid_0's poisson: -84.932\tvalid_0's l1: 27.6198\n",
"[24]\tvalid_0's poisson: -85.1077\tvalid_0's l1: 27.5474\n",
"[25]\tvalid_0's poisson: -85.2825\tvalid_0's l1: 27.4753\n",
"[26]\tvalid_0's poisson: -85.4549\tvalid_0's l1: 27.4034\n",
"[27]\tvalid_0's poisson: -85.6134\tvalid_0's l1: 27.3343\n",
"[28]\tvalid_0's poisson: -85.7806\tvalid_0's l1: 27.2631\n",
"[29]\tvalid_0's poisson: -85.9439\tvalid_0's l1: 27.1928\n",
"[30]\tvalid_0's poisson: -86.1126\tvalid_0's l1: 27.121\n",
"[31]\tvalid_0's poisson: -86.2782\tvalid_0's l1: 27.0498\n",
"[32]\tvalid_0's poisson: -86.4324\tvalid_0's l1: 26.9813\n",
"[33]\tvalid_0's poisson: -86.5845\tvalid_0's l1: 26.9133\n",
"[34]\tvalid_0's poisson: -86.7357\tvalid_0's l1: 26.8454\n",
"[35]\tvalid_0's poisson: -86.8897\tvalid_0's l1: 26.7767\n",
"[36]\tvalid_0's poisson: -87.0382\tvalid_0's l1: 26.7101\n",
"[37]\tvalid_0's poisson: -87.1854\tvalid_0's l1: 26.6429\n",
"[38]\tvalid_0's poisson: -87.3341\tvalid_0's l1: 26.5753\n",
"[39]\tvalid_0's poisson: -87.4697\tvalid_0's l1: 26.5108\n",
"[40]\tvalid_0's poisson: -87.6109\tvalid_0's l1: 26.4457\n",
"[41]\tvalid_0's poisson: -87.7502\tvalid_0's l1: 26.381\n",
"[42]\tvalid_0's poisson: -87.8906\tvalid_0's l1: 26.3156\n",
"[43]\tvalid_0's poisson: -88.0304\tvalid_0's l1: 26.2499\n",
"[44]\tvalid_0's poisson: -88.1687\tvalid_0's l1: 26.1845\n",
"[45]\tvalid_0's poisson: -88.3051\tvalid_0's l1: 26.1195\n",
"[46]\tvalid_0's poisson: -88.4398\tvalid_0's l1: 26.0548\n",
"[47]\tvalid_0's poisson: -88.5721\tvalid_0's l1: 25.9909\n",
"[48]\tvalid_0's poisson: -88.6968\tvalid_0's l1: 25.9299\n",
"[49]\tvalid_0's poisson: -88.8246\tvalid_0's l1: 25.8679\n",
"[50]\tvalid_0's poisson: -88.9459\tvalid_0's l1: 25.8075\n",
"[51]\tvalid_0's poisson: -89.071\tvalid_0's l1: 25.7457\n",
"[52]\tvalid_0's poisson: -89.1897\tvalid_0's l1: 25.6857\n",
"[53]\tvalid_0's poisson: -89.3118\tvalid_0's l1: 25.6248\n",
"[54]\tvalid_0's poisson: -89.4276\tvalid_0's l1: 25.5658\n",
"[55]\tvalid_0's poisson: -89.5483\tvalid_0's l1: 25.505\n",
"[56]\tvalid_0's poisson: -89.663\tvalid_0's l1: 25.4462\n",
"[57]\tvalid_0's poisson: -89.7796\tvalid_0's l1: 25.3866\n",
"[58]\tvalid_0's poisson: -89.8922\tvalid_0's l1: 25.3279\n",
"[59]\tvalid_0's poisson: -90.0064\tvalid_0's l1: 25.269\n",
"[60]\tvalid_0's poisson: -90.12\tvalid_0's l1: 25.2105\n",
"[61]\tvalid_0's poisson: -90.2323\tvalid_0's l1: 25.1523\n",
"[62]\tvalid_0's poisson: -90.3456\tvalid_0's l1: 25.0942\n",
"[63]\tvalid_0's poisson: -90.4548\tvalid_0's l1: 25.0376\n",
"[64]\tvalid_0's poisson: -90.5657\tvalid_0's l1: 24.9795\n",
"[65]\tvalid_0's poisson: -90.6754\tvalid_0's l1: 24.9219\n",
"[66]\tvalid_0's poisson: -90.7838\tvalid_0's l1: 24.8648\n",
"[67]\tvalid_0's poisson: -90.8919\tvalid_0's l1: 24.8082\n",
"[68]\tvalid_0's poisson: -90.9956\tvalid_0's l1: 24.7522\n",
"[69]\tvalid_0's poisson: -91.0993\tvalid_0's l1: 24.6966\n",
"[70]\tvalid_0's poisson: -91.2016\tvalid_0's l1: 24.6413\n",
"[71]\tvalid_0's poisson: -91.2996\tvalid_0's l1: 24.5876\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[72]\tvalid_0's poisson: -91.4069\tvalid_0's l1: 24.531\n",
"[73]\tvalid_0's poisson: -91.513\tvalid_0's l1: 24.4745\n",
"[74]\tvalid_0's poisson: -91.622\tvalid_0's l1: 24.4175\n",
"[75]\tvalid_0's poisson: -91.7295\tvalid_0's l1: 24.3607\n",
"[76]\tvalid_0's poisson: -91.8342\tvalid_0's l1: 24.3053\n",
"[77]\tvalid_0's poisson: -91.9376\tvalid_0's l1: 24.2501\n",
"[78]\tvalid_0's poisson: -92.0399\tvalid_0's l1: 24.1956\n",
"[79]\tvalid_0's poisson: -92.1426\tvalid_0's l1: 24.1408\n",
"[80]\tvalid_0's poisson: -92.239\tvalid_0's l1: 24.0884\n",
"[81]\tvalid_0's poisson: -92.3396\tvalid_0's l1: 24.0339\n",
"[82]\tvalid_0's poisson: -92.4293\tvalid_0's l1: 23.9817\n",
"[83]\tvalid_0's poisson: -92.5265\tvalid_0's l1: 23.9287\n",
"[84]\tvalid_0's poisson: -92.6194\tvalid_0's l1: 23.8773\n",
"[85]\tvalid_0's poisson: -92.7115\tvalid_0's l1: 23.8259\n",
"[86]\tvalid_0's poisson: -92.8193\tvalid_0's l1: 23.7705\n",
"[87]\tvalid_0's poisson: -92.9087\tvalid_0's l1: 23.7196\n",
"[88]\tvalid_0's poisson: -93.0109\tvalid_0's l1: 23.6651\n",
"[89]\tvalid_0's poisson: -93.0904\tvalid_0's l1: 23.6178\n",
"[90]\tvalid_0's poisson: -93.1877\tvalid_0's l1: 23.5657\n",
"[91]\tvalid_0's poisson: -93.2834\tvalid_0's l1: 23.5132\n",
"[92]\tvalid_0's poisson: -93.3779\tvalid_0's l1: 23.4609\n",
"[93]\tvalid_0's poisson: -93.4622\tvalid_0's l1: 23.4108\n",
"[94]\tvalid_0's poisson: -93.5625\tvalid_0's l1: 23.3562\n",
"[95]\tvalid_0's poisson: -93.6451\tvalid_0's l1: 23.3064\n",
"[96]\tvalid_0's poisson: -93.7269\tvalid_0's l1: 23.2571\n",
"[97]\tvalid_0's poisson: -93.8022\tvalid_0's l1: 23.2112\n",
"[98]\tvalid_0's poisson: -93.8768\tvalid_0's l1: 23.1656\n",
"[99]\tvalid_0's poisson: -94.0114\tvalid_0's l1: 23.1063\n",
"[100]\tvalid_0's poisson: -94.1437\tvalid_0's l1: 23.0474\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1773\tvalid_0's l1: 29.0752\n",
"[2]\tvalid_0's poisson: -81.9282\tvalid_0's l1: 28.7987\n",
"[3]\tvalid_0's poisson: -82.6383\tvalid_0's l1: 28.5274\n",
"[4]\tvalid_0's poisson: -83.311\tvalid_0's l1: 28.2621\n",
"[5]\tvalid_0's poisson: -83.9783\tvalid_0's l1: 27.9948\n",
"[6]\tvalid_0's poisson: -84.6335\tvalid_0's l1: 27.7303\n",
"[7]\tvalid_0's poisson: -85.2544\tvalid_0's l1: 27.4719\n",
"[8]\tvalid_0's poisson: -85.8391\tvalid_0's l1: 27.2195\n",
"[9]\tvalid_0's poisson: -86.3945\tvalid_0's l1: 26.9736\n",
"[10]\tvalid_0's poisson: -86.9287\tvalid_0's l1: 26.7327\n",
"[11]\tvalid_0's poisson: -87.4363\tvalid_0's l1: 26.4947\n",
"[12]\tvalid_0's poisson: -87.9436\tvalid_0's l1: 26.2557\n",
"[13]\tvalid_0's poisson: -88.4262\tvalid_0's l1: 26.0233\n",
"[14]\tvalid_0's poisson: -88.8674\tvalid_0's l1: 25.8019\n",
"[15]\tvalid_0's poisson: -89.2835\tvalid_0's l1: 25.5928\n",
"[16]\tvalid_0's poisson: -89.6825\tvalid_0's l1: 25.3867\n",
"[17]\tvalid_0's poisson: -90.0585\tvalid_0's l1: 25.1849\n",
"[18]\tvalid_0's poisson: -90.419\tvalid_0's l1: 24.986\n",
"[19]\tvalid_0's poisson: -90.8188\tvalid_0's l1: 24.7771\n",
"[20]\tvalid_0's poisson: -91.1518\tvalid_0's l1: 24.589\n",
"[21]\tvalid_0's poisson: -91.4861\tvalid_0's l1: 24.4013\n",
"[22]\tvalid_0's poisson: -91.8408\tvalid_0's l1: 24.2088\n",
"[23]\tvalid_0's poisson: -92.148\tvalid_0's l1: 24.0308\n",
"[24]\tvalid_0's poisson: -92.4542\tvalid_0's l1: 23.854\n",
"[25]\tvalid_0's poisson: -92.7387\tvalid_0's l1: 23.6838\n",
"[26]\tvalid_0's poisson: -93.0145\tvalid_0's l1: 23.5196\n",
"[27]\tvalid_0's poisson: -93.2912\tvalid_0's l1: 23.3585\n",
"[28]\tvalid_0's poisson: -93.5466\tvalid_0's l1: 23.2013\n",
"[29]\tvalid_0's poisson: -93.8475\tvalid_0's l1: 23.0301\n",
"[30]\tvalid_0's poisson: -94.112\tvalid_0's l1: 22.8717\n",
"[31]\tvalid_0's poisson: -94.3392\tvalid_0's l1: 22.7307\n",
"[32]\tvalid_0's poisson: -94.6138\tvalid_0's l1: 22.5726\n",
"[33]\tvalid_0's poisson: -94.8763\tvalid_0's l1: 22.4184\n",
"[34]\tvalid_0's poisson: -95.1115\tvalid_0's l1: 22.2736\n",
"[35]\tvalid_0's poisson: -95.318\tvalid_0's l1: 22.1408\n",
"[36]\tvalid_0's poisson: -95.557\tvalid_0's l1: 21.9941\n",
"[37]\tvalid_0's poisson: -95.7847\tvalid_0's l1: 21.8529\n",
"[38]\tvalid_0's poisson: -96.1498\tvalid_0's l1: 21.6919\n",
"[39]\tvalid_0's poisson: -96.3419\tvalid_0's l1: 21.5658\n",
"[40]\tvalid_0's poisson: -96.6954\tvalid_0's l1: 21.4039\n",
"[41]\tvalid_0's poisson: -97.0897\tvalid_0's l1: 21.2214\n",
"[42]\tvalid_0's poisson: -97.4491\tvalid_0's l1: 21.0454\n",
"[43]\tvalid_0's poisson: -97.7659\tvalid_0's l1: 20.8796\n",
"[44]\tvalid_0's poisson: -98.0581\tvalid_0's l1: 20.7238\n",
"[45]\tvalid_0's poisson: -98.3087\tvalid_0's l1: 20.5801\n",
"[46]\tvalid_0's poisson: -98.5877\tvalid_0's l1: 20.4227\n",
"[47]\tvalid_0's poisson: -98.8797\tvalid_0's l1: 20.2618\n",
"[48]\tvalid_0's poisson: -99.1462\tvalid_0's l1: 20.1082\n",
"[49]\tvalid_0's poisson: -99.4154\tvalid_0's l1: 19.9627\n",
"[50]\tvalid_0's poisson: -99.6769\tvalid_0's l1: 19.8093\n",
"[51]\tvalid_0's poisson: -99.891\tvalid_0's l1: 19.6825\n",
"[52]\tvalid_0's poisson: -100.127\tvalid_0's l1: 19.5369\n",
"[53]\tvalid_0's poisson: -100.352\tvalid_0's l1: 19.4031\n",
"[54]\tvalid_0's poisson: -100.565\tvalid_0's l1: 19.2642\n",
"[55]\tvalid_0's poisson: -100.749\tvalid_0's l1: 19.1348\n",
"[56]\tvalid_0's poisson: -100.925\tvalid_0's l1: 19.0082\n",
"[57]\tvalid_0's poisson: -101.092\tvalid_0's l1: 18.8974\n",
"[58]\tvalid_0's poisson: -101.279\tvalid_0's l1: 18.767\n",
"[59]\tvalid_0's poisson: -101.373\tvalid_0's l1: 18.6838\n",
"[60]\tvalid_0's poisson: -101.524\tvalid_0's l1: 18.5804\n",
"[61]\tvalid_0's poisson: -101.613\tvalid_0's l1: 18.5022\n",
"[62]\tvalid_0's poisson: -101.781\tvalid_0's l1: 18.3812\n",
"[63]\tvalid_0's poisson: -101.87\tvalid_0's l1: 18.3063\n",
"[64]\tvalid_0's poisson: -101.999\tvalid_0's l1: 18.207\n",
"[65]\tvalid_0's poisson: -102.086\tvalid_0's l1: 18.1247\n",
"[66]\tvalid_0's poisson: -102.159\tvalid_0's l1: 18.0543\n",
"[67]\tvalid_0's poisson: -102.223\tvalid_0's l1: 17.9934\n",
"[68]\tvalid_0's poisson: -102.293\tvalid_0's l1: 17.9288\n",
"[69]\tvalid_0's poisson: -102.375\tvalid_0's l1: 17.8549\n",
"[70]\tvalid_0's poisson: -102.528\tvalid_0's l1: 17.7389\n",
"[71]\tvalid_0's poisson: -102.683\tvalid_0's l1: 17.6296\n",
"[72]\tvalid_0's poisson: -102.819\tvalid_0's l1: 17.5279\n",
"[73]\tvalid_0's poisson: -102.956\tvalid_0's l1: 17.42\n",
"[74]\tvalid_0's poisson: -103.103\tvalid_0's l1: 17.3103\n",
"[75]\tvalid_0's poisson: -103.213\tvalid_0's l1: 17.2162\n",
"[76]\tvalid_0's poisson: -103.319\tvalid_0's l1: 17.1254\n",
"[77]\tvalid_0's poisson: -103.377\tvalid_0's l1: 17.069\n",
"[78]\tvalid_0's poisson: -103.478\tvalid_0's l1: 16.9815\n",
"[79]\tvalid_0's poisson: -103.603\tvalid_0's l1: 16.885\n",
"[80]\tvalid_0's poisson: -103.696\tvalid_0's l1: 16.8056\n",
"[81]\tvalid_0's poisson: -103.786\tvalid_0's l1: 16.7319\n",
"[82]\tvalid_0's poisson: -103.903\tvalid_0's l1: 16.6413\n",
"[83]\tvalid_0's poisson: -104.015\tvalid_0's l1: 16.5488\n",
"[84]\tvalid_0's poisson: -104.115\tvalid_0's l1: 16.4609\n",
"[85]\tvalid_0's poisson: -104.199\tvalid_0's l1: 16.3816\n",
"[86]\tvalid_0's poisson: -104.275\tvalid_0's l1: 16.315\n",
"[87]\tvalid_0's poisson: -104.321\tvalid_0's l1: 16.2683\n",
"[88]\tvalid_0's poisson: -104.369\tvalid_0's l1: 16.2193\n",
"[89]\tvalid_0's poisson: -104.449\tvalid_0's l1: 16.1425\n",
"[90]\tvalid_0's poisson: -104.525\tvalid_0's l1: 16.0689\n",
"[91]\tvalid_0's poisson: -104.585\tvalid_0's l1: 16.0144\n",
"[92]\tvalid_0's poisson: -104.649\tvalid_0's l1: 15.9567\n",
"[93]\tvalid_0's poisson: -104.721\tvalid_0's l1: 15.8936\n",
"[94]\tvalid_0's poisson: -104.76\tvalid_0's l1: 15.8502\n",
"[95]\tvalid_0's poisson: -104.842\tvalid_0's l1: 15.7726\n",
"[96]\tvalid_0's poisson: -104.911\tvalid_0's l1: 15.706\n",
"[97]\tvalid_0's poisson: -104.972\tvalid_0's l1: 15.6415\n",
"[98]\tvalid_0's poisson: -105.009\tvalid_0's l1: 15.6022\n",
"[99]\tvalid_0's poisson: -105.046\tvalid_0's l1: 15.561\n",
"[100]\tvalid_0's poisson: -105.102\tvalid_0's l1: 15.5076\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1962\tvalid_0's l1: 29.0685\n",
"[2]\tvalid_0's poisson: -81.944\tvalid_0's l1: 28.7908\n",
"[3]\tvalid_0's poisson: -82.6682\tvalid_0's l1: 28.5145\n",
"[4]\tvalid_0's poisson: -83.3562\tvalid_0's l1: 28.242\n",
"[5]\tvalid_0's poisson: -84.046\tvalid_0's l1: 27.9678\n",
"[6]\tvalid_0's poisson: -84.6657\tvalid_0's l1: 27.7097\n",
"[7]\tvalid_0's poisson: -85.2868\tvalid_0's l1: 27.45\n",
"[8]\tvalid_0's poisson: -85.876\tvalid_0's l1: 27.1963\n",
"[9]\tvalid_0's poisson: -86.4356\tvalid_0's l1: 26.9495\n",
"[10]\tvalid_0's poisson: -86.9721\tvalid_0's l1: 26.709\n",
"[11]\tvalid_0's poisson: -87.508\tvalid_0's l1: 26.4666\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[12]\tvalid_0's poisson: -88.0175\tvalid_0's l1: 26.2287\n",
"[13]\tvalid_0's poisson: -88.5025\tvalid_0's l1: 25.9957\n",
"[14]\tvalid_0's poisson: -88.9649\tvalid_0's l1: 25.7684\n",
"[15]\tvalid_0's poisson: -89.4211\tvalid_0's l1: 25.5436\n",
"[16]\tvalid_0's poisson: -89.8174\tvalid_0's l1: 25.3331\n",
"[17]\tvalid_0's poisson: -90.2216\tvalid_0's l1: 25.1227\n",
"[18]\tvalid_0's poisson: -90.5851\tvalid_0's l1: 24.9236\n",
"[19]\tvalid_0's poisson: -90.9327\tvalid_0's l1: 24.7287\n",
"[20]\tvalid_0's poisson: -91.2762\tvalid_0's l1: 24.5361\n",
"[21]\tvalid_0's poisson: -91.623\tvalid_0's l1: 24.3456\n",
"[22]\tvalid_0's poisson: -91.9386\tvalid_0's l1: 24.1634\n",
"[23]\tvalid_0's poisson: -92.2416\tvalid_0's l1: 23.9857\n",
"[24]\tvalid_0's poisson: -92.5325\tvalid_0's l1: 23.8131\n",
"[25]\tvalid_0's poisson: -92.8231\tvalid_0's l1: 23.644\n",
"[26]\tvalid_0's poisson: -93.1436\tvalid_0's l1: 23.4664\n",
"[27]\tvalid_0's poisson: -93.4299\tvalid_0's l1: 23.3026\n",
"[28]\tvalid_0's poisson: -93.7329\tvalid_0's l1: 23.1307\n",
"[29]\tvalid_0's poisson: -93.9794\tvalid_0's l1: 22.976\n",
"[30]\tvalid_0's poisson: -94.2166\tvalid_0's l1: 22.8257\n",
"[31]\tvalid_0's poisson: -94.4664\tvalid_0's l1: 22.6734\n",
"[32]\tvalid_0's poisson: -94.7355\tvalid_0's l1: 22.5164\n",
"[33]\tvalid_0's poisson: -94.9976\tvalid_0's l1: 22.3652\n",
"[34]\tvalid_0's poisson: -95.2514\tvalid_0's l1: 22.2105\n",
"[35]\tvalid_0's poisson: -95.4697\tvalid_0's l1: 22.0725\n",
"[36]\tvalid_0's poisson: -95.881\tvalid_0's l1: 21.892\n",
"[37]\tvalid_0's poisson: -96.1089\tvalid_0's l1: 21.7484\n",
"[38]\tvalid_0's poisson: -96.317\tvalid_0's l1: 21.6119\n",
"[39]\tvalid_0's poisson: -96.6817\tvalid_0's l1: 21.4434\n",
"[40]\tvalid_0's poisson: -97.0191\tvalid_0's l1: 21.2799\n",
"[41]\tvalid_0's poisson: -97.3495\tvalid_0's l1: 21.117\n",
"[42]\tvalid_0's poisson: -97.5084\tvalid_0's l1: 20.9969\n",
"[43]\tvalid_0's poisson: -97.7919\tvalid_0's l1: 20.8391\n",
"[44]\tvalid_0's poisson: -98.1064\tvalid_0's l1: 20.6691\n",
"[45]\tvalid_0's poisson: -98.403\tvalid_0's l1: 20.5042\n",
"[46]\tvalid_0's poisson: -98.708\tvalid_0's l1: 20.3352\n",
"[47]\tvalid_0's poisson: -98.964\tvalid_0's l1: 20.1886\n",
"[48]\tvalid_0's poisson: -99.2075\tvalid_0's l1: 20.055\n",
"[49]\tvalid_0's poisson: -99.3409\tvalid_0's l1: 19.9526\n",
"[50]\tvalid_0's poisson: -99.5933\tvalid_0's l1: 19.8009\n",
"[51]\tvalid_0's poisson: -99.7115\tvalid_0's l1: 19.7046\n",
"[52]\tvalid_0's poisson: -99.825\tvalid_0's l1: 19.6117\n",
"[53]\tvalid_0's poisson: -99.998\tvalid_0's l1: 19.4991\n",
"[54]\tvalid_0's poisson: -100.207\tvalid_0's l1: 19.3618\n",
"[55]\tvalid_0's poisson: -100.406\tvalid_0's l1: 19.2282\n",
"[56]\tvalid_0's poisson: -100.595\tvalid_0's l1: 19.0971\n",
"[57]\tvalid_0's poisson: -100.776\tvalid_0's l1: 18.9697\n",
"[58]\tvalid_0's poisson: -100.949\tvalid_0's l1: 18.8582\n",
"[59]\tvalid_0's poisson: -101.117\tvalid_0's l1: 18.7357\n",
"[60]\tvalid_0's poisson: -101.285\tvalid_0's l1: 18.6126\n",
"[61]\tvalid_0's poisson: -101.439\tvalid_0's l1: 18.5072\n",
"[62]\tvalid_0's poisson: -101.628\tvalid_0's l1: 18.371\n",
"[63]\tvalid_0's poisson: -101.707\tvalid_0's l1: 18.299\n",
"[64]\tvalid_0's poisson: -101.792\tvalid_0's l1: 18.2224\n",
"[65]\tvalid_0's poisson: -101.972\tvalid_0's l1: 18.0916\n",
"[66]\tvalid_0's poisson: -102.141\tvalid_0's l1: 17.9675\n",
"[67]\tvalid_0's poisson: -102.229\tvalid_0's l1: 17.8861\n",
"[68]\tvalid_0's poisson: -102.359\tvalid_0's l1: 17.7946\n",
"[69]\tvalid_0's poisson: -102.488\tvalid_0's l1: 17.7018\n",
"[70]\tvalid_0's poisson: -102.639\tvalid_0's l1: 17.5844\n",
"[71]\tvalid_0's poisson: -102.71\tvalid_0's l1: 17.5186\n",
"[72]\tvalid_0's poisson: -102.774\tvalid_0's l1: 17.4568\n",
"[73]\tvalid_0's poisson: -102.918\tvalid_0's l1: 17.3429\n",
"[74]\tvalid_0's poisson: -103.032\tvalid_0's l1: 17.245\n",
"[75]\tvalid_0's poisson: -103.09\tvalid_0's l1: 17.1864\n",
"[76]\tvalid_0's poisson: -103.198\tvalid_0's l1: 17.0933\n",
"[77]\tvalid_0's poisson: -103.343\tvalid_0's l1: 16.9872\n",
"[78]\tvalid_0's poisson: -103.4\tvalid_0's l1: 16.931\n",
"[79]\tvalid_0's poisson: -103.499\tvalid_0's l1: 16.8431\n",
"[80]\tvalid_0's poisson: -103.555\tvalid_0's l1: 16.7871\n",
"[81]\tvalid_0's poisson: -103.609\tvalid_0's l1: 16.7339\n",
"[82]\tvalid_0's poisson: -103.698\tvalid_0's l1: 16.6627\n",
"[83]\tvalid_0's poisson: -103.748\tvalid_0's l1: 16.6093\n",
"[84]\tvalid_0's poisson: -103.796\tvalid_0's l1: 16.5578\n",
"[85]\tvalid_0's poisson: -103.908\tvalid_0's l1: 16.4646\n",
"[86]\tvalid_0's poisson: -103.99\tvalid_0's l1: 16.3966\n",
"[87]\tvalid_0's poisson: -104.036\tvalid_0's l1: 16.3468\n",
"[88]\tvalid_0's poisson: -104.08\tvalid_0's l1: 16.3012\n",
"[89]\tvalid_0's poisson: -104.144\tvalid_0's l1: 16.2416\n",
"[90]\tvalid_0's poisson: -104.19\tvalid_0's l1: 16.1969\n",
"[91]\tvalid_0's poisson: -104.26\tvalid_0's l1: 16.1327\n",
"[92]\tvalid_0's poisson: -104.301\tvalid_0's l1: 16.0871\n",
"[93]\tvalid_0's poisson: -104.383\tvalid_0's l1: 16.0214\n",
"[94]\tvalid_0's poisson: -104.476\tvalid_0's l1: 15.94\n",
"[95]\tvalid_0's poisson: -104.524\tvalid_0's l1: 15.894\n",
"[96]\tvalid_0's poisson: -104.591\tvalid_0's l1: 15.8337\n",
"[97]\tvalid_0's poisson: -104.635\tvalid_0's l1: 15.7936\n",
"[98]\tvalid_0's poisson: -104.672\tvalid_0's l1: 15.753\n",
"[99]\tvalid_0's poisson: -104.735\tvalid_0's l1: 15.7027\n",
"[100]\tvalid_0's poisson: -104.773\tvalid_0's l1: 15.6658\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.199\tvalid_0's l1: 29.0688\n",
"[2]\tvalid_0's poisson: -81.9678\tvalid_0's l1: 28.7879\n",
"[3]\tvalid_0's poisson: -82.6941\tvalid_0's l1: 28.5122\n",
"[4]\tvalid_0's poisson: -83.3827\tvalid_0's l1: 28.2414\n",
"[5]\tvalid_0's poisson: -84.0446\tvalid_0's l1: 27.9757\n",
"[6]\tvalid_0's poisson: -84.6731\tvalid_0's l1: 27.7151\n",
"[7]\tvalid_0's poisson: -85.2999\tvalid_0's l1: 27.4534\n",
"[8]\tvalid_0's poisson: -85.9006\tvalid_0's l1: 27.196\n",
"[9]\tvalid_0's poisson: -86.469\tvalid_0's l1: 26.9469\n",
"[10]\tvalid_0's poisson: -87.0111\tvalid_0's l1: 26.7003\n",
"[11]\tvalid_0's poisson: -87.5247\tvalid_0's l1: 26.4613\n",
"[12]\tvalid_0's poisson: -88.0265\tvalid_0's l1: 26.2259\n",
"[13]\tvalid_0's poisson: -88.5263\tvalid_0's l1: 25.9901\n",
"[14]\tvalid_0's poisson: -88.9808\tvalid_0's l1: 25.7676\n",
"[15]\tvalid_0's poisson: -89.4146\tvalid_0's l1: 25.5502\n",
"[16]\tvalid_0's poisson: -89.8099\tvalid_0's l1: 25.3393\n",
"[17]\tvalid_0's poisson: -90.2322\tvalid_0's l1: 25.1247\n",
"[18]\tvalid_0's poisson: -90.5941\tvalid_0's l1: 24.9257\n",
"[19]\tvalid_0's poisson: -90.9516\tvalid_0's l1: 24.7303\n",
"[20]\tvalid_0's poisson: -91.2939\tvalid_0's l1: 24.5393\n",
"[21]\tvalid_0's poisson: -91.6372\tvalid_0's l1: 24.3501\n",
"[22]\tvalid_0's poisson: -91.9529\tvalid_0's l1: 24.1705\n",
"[23]\tvalid_0's poisson: -92.2581\tvalid_0's l1: 23.995\n",
"[24]\tvalid_0's poisson: -92.5485\tvalid_0's l1: 23.8235\n",
"[25]\tvalid_0's poisson: -92.838\tvalid_0's l1: 23.6548\n",
"[26]\tvalid_0's poisson: -93.0998\tvalid_0's l1: 23.4948\n",
"[27]\tvalid_0's poisson: -93.3688\tvalid_0's l1: 23.3357\n",
"[28]\tvalid_0's poisson: -93.6732\tvalid_0's l1: 23.1635\n",
"[29]\tvalid_0's poisson: -93.9554\tvalid_0's l1: 23.0025\n",
"[30]\tvalid_0's poisson: -94.2212\tvalid_0's l1: 22.8448\n",
"[31]\tvalid_0's poisson: -94.5086\tvalid_0's l1: 22.6784\n",
"[32]\tvalid_0's poisson: -94.738\tvalid_0's l1: 22.5368\n",
"[33]\tvalid_0's poisson: -95.2547\tvalid_0's l1: 22.3232\n",
"[34]\tvalid_0's poisson: -95.7306\tvalid_0's l1: 22.1166\n",
"[35]\tvalid_0's poisson: -96.1763\tvalid_0's l1: 21.9143\n",
"[36]\tvalid_0's poisson: -96.4048\tvalid_0's l1: 21.77\n",
"[37]\tvalid_0's poisson: -96.8061\tvalid_0's l1: 21.5784\n",
"[38]\tvalid_0's poisson: -97.0141\tvalid_0's l1: 21.442\n",
"[39]\tvalid_0's poisson: -97.382\tvalid_0's l1: 21.2556\n",
"[40]\tvalid_0's poisson: -97.7278\tvalid_0's l1: 21.0739\n",
"[41]\tvalid_0's poisson: -98.0088\tvalid_0's l1: 20.9144\n",
"[42]\tvalid_0's poisson: -98.1506\tvalid_0's l1: 20.8068\n",
"[43]\tvalid_0's poisson: -98.2955\tvalid_0's l1: 20.6917\n",
"[44]\tvalid_0's poisson: -98.5953\tvalid_0's l1: 20.5245\n",
"[45]\tvalid_0's poisson: -98.7369\tvalid_0's l1: 20.413\n",
"[46]\tvalid_0's poisson: -99.0346\tvalid_0's l1: 20.2477\n",
"[47]\tvalid_0's poisson: -99.262\tvalid_0's l1: 20.1051\n",
"[48]\tvalid_0's poisson: -99.4948\tvalid_0's l1: 19.9692\n",
"[49]\tvalid_0's poisson: -99.7404\tvalid_0's l1: 19.8193\n",
"[50]\tvalid_0's poisson: -99.9735\tvalid_0's l1: 19.6717\n",
"[51]\tvalid_0's poisson: -100.179\tvalid_0's l1: 19.5431\n",
"[52]\tvalid_0's poisson: -100.401\tvalid_0's l1: 19.3972\n",
"[53]\tvalid_0's poisson: -100.618\tvalid_0's l1: 19.2566\n",
"[54]\tvalid_0's poisson: -100.798\tvalid_0's l1: 19.1375\n",
"[55]\tvalid_0's poisson: -101.008\tvalid_0's l1: 18.9944\n",
"[56]\tvalid_0's poisson: -101.101\tvalid_0's l1: 18.9081\n",
"[57]\tvalid_0's poisson: -101.202\tvalid_0's l1: 18.8194\n",
"[58]\tvalid_0's poisson: -101.398\tvalid_0's l1: 18.6807\n",
"[59]\tvalid_0's poisson: -101.593\tvalid_0's l1: 18.5382\n",
"[60]\tvalid_0's poisson: -101.779\tvalid_0's l1: 18.3998\n",
"[61]\tvalid_0's poisson: -101.957\tvalid_0's l1: 18.2653\n",
"[62]\tvalid_0's poisson: -102.141\tvalid_0's l1: 18.1373\n",
"[63]\tvalid_0's poisson: -102.304\tvalid_0's l1: 18.0104\n",
"[64]\tvalid_0's poisson: -102.447\tvalid_0's l1: 17.8932\n",
"[65]\tvalid_0's poisson: -102.518\tvalid_0's l1: 17.827\n",
"[66]\tvalid_0's poisson: -102.643\tvalid_0's l1: 17.7325\n",
"[67]\tvalid_0's poisson: -102.787\tvalid_0's l1: 17.6179\n",
"[68]\tvalid_0's poisson: -102.926\tvalid_0's l1: 17.5073\n",
"[69]\tvalid_0's poisson: -103.043\tvalid_0's l1: 17.407\n",
"[70]\tvalid_0's poisson: -103.157\tvalid_0's l1: 17.3096\n",
"[71]\tvalid_0's poisson: -103.294\tvalid_0's l1: 17.2058\n",
"[72]\tvalid_0's poisson: -103.375\tvalid_0's l1: 17.1283\n",
"[73]\tvalid_0's poisson: -103.504\tvalid_0's l1: 17.029\n",
"[74]\tvalid_0's poisson: -103.608\tvalid_0's l1: 16.9353\n",
"[75]\tvalid_0's poisson: -103.666\tvalid_0's l1: 16.876\n",
"[76]\tvalid_0's poisson: -103.733\tvalid_0's l1: 16.8115\n",
"[77]\tvalid_0's poisson: -103.849\tvalid_0's l1: 16.7195\n",
"[78]\tvalid_0's poisson: -103.959\tvalid_0's l1: 16.6227\n",
"[79]\tvalid_0's poisson: -104.063\tvalid_0's l1: 16.5293\n",
"[80]\tvalid_0's poisson: -104.169\tvalid_0's l1: 16.4425\n",
"[81]\tvalid_0's poisson: -104.248\tvalid_0's l1: 16.3743\n",
"[82]\tvalid_0's poisson: -104.329\tvalid_0's l1: 16.2949\n",
"[83]\tvalid_0's poisson: -104.41\tvalid_0's l1: 16.2155\n",
"[84]\tvalid_0's poisson: -104.468\tvalid_0's l1: 16.1583\n",
"[85]\tvalid_0's poisson: -104.517\tvalid_0's l1: 16.1073\n",
"[86]\tvalid_0's poisson: -104.573\tvalid_0's l1: 16.0484\n",
"[87]\tvalid_0's poisson: -104.642\tvalid_0's l1: 15.9855\n",
"[88]\tvalid_0's poisson: -104.709\tvalid_0's l1: 15.9227\n",
"[89]\tvalid_0's poisson: -104.752\tvalid_0's l1: 15.8758\n",
"[90]\tvalid_0's poisson: -104.794\tvalid_0's l1: 15.8287\n",
"[91]\tvalid_0's poisson: -104.851\tvalid_0's l1: 15.7735\n",
"[92]\tvalid_0's poisson: -104.933\tvalid_0's l1: 15.6988\n",
"[93]\tvalid_0's poisson: -104.973\tvalid_0's l1: 15.6553\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[94]\tvalid_0's poisson: -105.045\tvalid_0's l1: 15.5838\n",
"[95]\tvalid_0's poisson: -105.119\tvalid_0's l1: 15.5092\n",
"[96]\tvalid_0's poisson: -105.191\tvalid_0's l1: 15.4351\n",
"[97]\tvalid_0's poisson: -105.243\tvalid_0's l1: 15.3844\n",
"[98]\tvalid_0's poisson: -105.313\tvalid_0's l1: 15.3123\n",
"[99]\tvalid_0's poisson: -105.369\tvalid_0's l1: 15.2561\n",
"[100]\tvalid_0's poisson: -105.423\tvalid_0's l1: 15.2026\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1798\tvalid_0's l1: 29.0739\n",
"[2]\tvalid_0's poisson: -81.9565\tvalid_0's l1: 28.793\n",
"[3]\tvalid_0's poisson: -82.6852\tvalid_0's l1: 28.5179\n",
"[4]\tvalid_0's poisson: -83.3797\tvalid_0's l1: 28.2469\n",
"[5]\tvalid_0's poisson: -84.0371\tvalid_0's l1: 27.9816\n",
"[6]\tvalid_0's poisson: -84.7084\tvalid_0's l1: 27.7111\n",
"[7]\tvalid_0's poisson: -85.3272\tvalid_0's l1: 27.4513\n",
"[8]\tvalid_0's poisson: -85.9088\tvalid_0's l1: 27.1997\n",
"[9]\tvalid_0's poisson: -86.4638\tvalid_0's l1: 26.952\n",
"[10]\tvalid_0's poisson: -87.0154\tvalid_0's l1: 26.706\n",
"[11]\tvalid_0's poisson: -87.525\tvalid_0's l1: 26.4666\n",
"[12]\tvalid_0's poisson: -88.0266\tvalid_0's l1: 26.2286\n",
"[13]\tvalid_0's poisson: -88.5242\tvalid_0's l1: 25.9918\n",
"[14]\tvalid_0's poisson: -88.9791\tvalid_0's l1: 25.7663\n",
"[15]\tvalid_0's poisson: -89.4112\tvalid_0's l1: 25.5486\n",
"[16]\tvalid_0's poisson: -89.8175\tvalid_0's l1: 25.3341\n",
"[17]\tvalid_0's poisson: -90.2026\tvalid_0's l1: 25.129\n",
"[18]\tvalid_0's poisson: -90.5878\tvalid_0's l1: 24.9245\n",
"[19]\tvalid_0's poisson: -90.9459\tvalid_0's l1: 24.7287\n",
"[20]\tvalid_0's poisson: -91.2881\tvalid_0's l1: 24.5401\n",
"[21]\tvalid_0's poisson: -91.6178\tvalid_0's l1: 24.3544\n",
"[22]\tvalid_0's poisson: -91.9209\tvalid_0's l1: 24.1755\n",
"[23]\tvalid_0's poisson: -92.2505\tvalid_0's l1: 23.9904\n",
"[24]\tvalid_0's poisson: -92.534\tvalid_0's l1: 23.8181\n",
"[25]\tvalid_0's poisson: -92.8539\tvalid_0's l1: 23.637\n",
"[26]\tvalid_0's poisson: -93.1658\tvalid_0's l1: 23.4614\n",
"[27]\tvalid_0's poisson: -93.4269\tvalid_0's l1: 23.3006\n",
"[28]\tvalid_0's poisson: -93.7321\tvalid_0's l1: 23.1302\n",
"[29]\tvalid_0's poisson: -93.9712\tvalid_0's l1: 22.9786\n",
"[30]\tvalid_0's poisson: -94.2021\tvalid_0's l1: 22.8316\n",
"[31]\tvalid_0's poisson: -94.4738\tvalid_0's l1: 22.6725\n",
"[32]\tvalid_0's poisson: -94.7333\tvalid_0's l1: 22.5183\n",
"[33]\tvalid_0's poisson: -94.987\tvalid_0's l1: 22.367\n",
"[34]\tvalid_0's poisson: -95.2302\tvalid_0's l1: 22.2223\n",
"[35]\tvalid_0's poisson: -95.6168\tvalid_0's l1: 22.0443\n",
"[36]\tvalid_0's poisson: -95.9877\tvalid_0's l1: 21.8771\n",
"[37]\tvalid_0's poisson: -96.4231\tvalid_0's l1: 21.6784\n",
"[38]\tvalid_0's poisson: -96.6143\tvalid_0's l1: 21.5462\n",
"[39]\tvalid_0's poisson: -96.7788\tvalid_0's l1: 21.4304\n",
"[40]\tvalid_0's poisson: -97.1805\tvalid_0's l1: 21.2399\n",
"[41]\tvalid_0's poisson: -97.4754\tvalid_0's l1: 21.0823\n",
"[42]\tvalid_0's poisson: -97.755\tvalid_0's l1: 20.9284\n",
"[43]\tvalid_0's poisson: -98.0921\tvalid_0's l1: 20.7612\n",
"[44]\tvalid_0's poisson: -98.424\tvalid_0's l1: 20.5844\n",
"[45]\tvalid_0's poisson: -98.6871\tvalid_0's l1: 20.437\n",
"[46]\tvalid_0's poisson: -98.9675\tvalid_0's l1: 20.2752\n",
"[47]\tvalid_0's poisson: -99.2328\tvalid_0's l1: 20.1201\n",
"[48]\tvalid_0's poisson: -99.504\tvalid_0's l1: 19.9613\n",
"[49]\tvalid_0's poisson: -99.7051\tvalid_0's l1: 19.8292\n",
"[50]\tvalid_0's poisson: -99.9138\tvalid_0's l1: 19.7031\n",
"[51]\tvalid_0's poisson: -100.158\tvalid_0's l1: 19.5536\n",
"[52]\tvalid_0's poisson: -100.384\tvalid_0's l1: 19.4091\n",
"[53]\tvalid_0's poisson: -100.498\tvalid_0's l1: 19.3116\n",
"[54]\tvalid_0's poisson: -100.598\tvalid_0's l1: 19.2213\n",
"[55]\tvalid_0's poisson: -100.699\tvalid_0's l1: 19.1321\n",
"[56]\tvalid_0's poisson: -100.889\tvalid_0's l1: 19.0136\n",
"[57]\tvalid_0's poisson: -100.981\tvalid_0's l1: 18.9332\n",
"[58]\tvalid_0's poisson: -101.179\tvalid_0's l1: 18.7997\n",
"[59]\tvalid_0's poisson: -101.361\tvalid_0's l1: 18.6664\n",
"[60]\tvalid_0's poisson: -101.554\tvalid_0's l1: 18.5281\n",
"[61]\tvalid_0's poisson: -101.743\tvalid_0's l1: 18.3906\n",
"[62]\tvalid_0's poisson: -101.903\tvalid_0's l1: 18.2666\n",
"[63]\tvalid_0's poisson: -102.057\tvalid_0's l1: 18.146\n",
"[64]\tvalid_0's poisson: -102.205\tvalid_0's l1: 18.0288\n",
"[65]\tvalid_0's poisson: -102.385\tvalid_0's l1: 17.9067\n",
"[66]\tvalid_0's poisson: -102.555\tvalid_0's l1: 17.7881\n",
"[67]\tvalid_0's poisson: -102.686\tvalid_0's l1: 17.6804\n",
"[68]\tvalid_0's poisson: -102.826\tvalid_0's l1: 17.5684\n",
"[69]\tvalid_0's poisson: -102.946\tvalid_0's l1: 17.4722\n",
"[70]\tvalid_0's poisson: -103.017\tvalid_0's l1: 17.4043\n",
"[71]\tvalid_0's poisson: -103.16\tvalid_0's l1: 17.2931\n",
"[72]\tvalid_0's poisson: -103.298\tvalid_0's l1: 17.1847\n",
"[73]\tvalid_0's poisson: -103.375\tvalid_0's l1: 17.1089\n",
"[74]\tvalid_0's poisson: -103.434\tvalid_0's l1: 17.0501\n",
"[75]\tvalid_0's poisson: -103.558\tvalid_0's l1: 16.9481\n",
"[76]\tvalid_0's poisson: -103.681\tvalid_0's l1: 16.8508\n",
"[77]\tvalid_0's poisson: -103.795\tvalid_0's l1: 16.7532\n",
"[78]\tvalid_0's poisson: -103.891\tvalid_0's l1: 16.6663\n",
"[79]\tvalid_0's poisson: -103.942\tvalid_0's l1: 16.6131\n",
"[80]\tvalid_0's poisson: -104.018\tvalid_0's l1: 16.5464\n",
"[81]\tvalid_0's poisson: -104.072\tvalid_0's l1: 16.4917\n",
"[82]\tvalid_0's poisson: -104.131\tvalid_0's l1: 16.4279\n",
"[83]\tvalid_0's poisson: -104.18\tvalid_0's l1: 16.3774\n",
"[84]\tvalid_0's poisson: -104.257\tvalid_0's l1: 16.3101\n",
"[85]\tvalid_0's poisson: -104.308\tvalid_0's l1: 16.2553\n",
"[86]\tvalid_0's poisson: -104.359\tvalid_0's l1: 16.2017\n",
"[87]\tvalid_0's poisson: -104.439\tvalid_0's l1: 16.1245\n",
"[88]\tvalid_0's poisson: -104.482\tvalid_0's l1: 16.0794\n",
"[89]\tvalid_0's poisson: -104.526\tvalid_0's l1: 16.033\n",
"[90]\tvalid_0's poisson: -104.569\tvalid_0's l1: 15.9874\n",
"[91]\tvalid_0's poisson: -104.608\tvalid_0's l1: 15.9466\n",
"[92]\tvalid_0's poisson: -104.693\tvalid_0's l1: 15.867\n",
"[93]\tvalid_0's poisson: -104.774\tvalid_0's l1: 15.7908\n",
"[94]\tvalid_0's poisson: -104.84\tvalid_0's l1: 15.7233\n",
"[95]\tvalid_0's poisson: -104.918\tvalid_0's l1: 15.6476\n",
"[96]\tvalid_0's poisson: -104.956\tvalid_0's l1: 15.6065\n",
"[97]\tvalid_0's poisson: -104.987\tvalid_0's l1: 15.572\n",
"[98]\tvalid_0's poisson: -105.068\tvalid_0's l1: 15.4978\n",
"[99]\tvalid_0's poisson: -105.124\tvalid_0's l1: 15.4461\n",
"[100]\tvalid_0's poisson: -105.19\tvalid_0's l1: 15.3793\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1804\tvalid_0's l1: 29.0732\n",
"[2]\tvalid_0's poisson: -81.9583\tvalid_0's l1: 28.7909\n",
"[3]\tvalid_0's poisson: -82.6695\tvalid_0's l1: 28.5183\n",
"[4]\tvalid_0's poisson: -83.3675\tvalid_0's l1: 28.2456\n",
"[5]\tvalid_0's poisson: -84.0429\tvalid_0's l1: 27.9769\n",
"[6]\tvalid_0's poisson: -84.6823\tvalid_0's l1: 27.7145\n",
"[7]\tvalid_0's poisson: -85.2886\tvalid_0's l1: 27.4587\n",
"[8]\tvalid_0's poisson: -85.8439\tvalid_0's l1: 27.212\n",
"[9]\tvalid_0's poisson: -86.4165\tvalid_0's l1: 26.9615\n",
"[10]\tvalid_0's poisson: -86.9602\tvalid_0's l1: 26.7194\n",
"[11]\tvalid_0's poisson: -87.4789\tvalid_0's l1: 26.4812\n",
"[12]\tvalid_0's poisson: -87.9723\tvalid_0's l1: 26.247\n",
"[13]\tvalid_0's poisson: -88.4171\tvalid_0's l1: 26.0258\n",
"[14]\tvalid_0's poisson: -88.8707\tvalid_0's l1: 25.8007\n",
"[15]\tvalid_0's poisson: -89.2905\tvalid_0's l1: 25.5871\n",
"[16]\tvalid_0's poisson: -89.7033\tvalid_0's l1: 25.375\n",
"[17]\tvalid_0's poisson: -90.0562\tvalid_0's l1: 25.1853\n",
"[18]\tvalid_0's poisson: -90.4323\tvalid_0's l1: 24.9847\n",
"[19]\tvalid_0's poisson: -90.7879\tvalid_0's l1: 24.7905\n",
"[20]\tvalid_0's poisson: -91.1519\tvalid_0's l1: 24.5949\n",
"[21]\tvalid_0's poisson: -91.4871\tvalid_0's l1: 24.4054\n",
"[22]\tvalid_0's poisson: -91.8224\tvalid_0's l1: 24.2199\n",
"[23]\tvalid_0's poisson: -92.1444\tvalid_0's l1: 24.0379\n",
"[24]\tvalid_0's poisson: -92.4366\tvalid_0's l1: 23.8679\n",
"[25]\tvalid_0's poisson: -92.7163\tvalid_0's l1: 23.6989\n",
"[26]\tvalid_0's poisson: -92.9858\tvalid_0's l1: 23.5349\n",
"[27]\tvalid_0's poisson: -93.2432\tvalid_0's l1: 23.3772\n",
"[28]\tvalid_0's poisson: -93.4983\tvalid_0's l1: 23.223\n",
"[29]\tvalid_0's poisson: -93.7403\tvalid_0's l1: 23.0739\n",
"[30]\tvalid_0's poisson: -93.9843\tvalid_0's l1: 22.9251\n",
"[31]\tvalid_0's poisson: -94.2478\tvalid_0's l1: 22.7701\n",
"[32]\tvalid_0's poisson: -94.4647\tvalid_0's l1: 22.6311\n",
"[33]\tvalid_0's poisson: -94.7286\tvalid_0's l1: 22.4789\n",
"[34]\tvalid_0's poisson: -94.9785\tvalid_0's l1: 22.3313\n",
"[35]\tvalid_0's poisson: -95.2209\tvalid_0's l1: 22.1864\n",
"[36]\tvalid_0's poisson: -95.4207\tvalid_0's l1: 22.0566\n",
"[37]\tvalid_0's poisson: -95.6051\tvalid_0's l1: 21.9345\n",
"[38]\tvalid_0's poisson: -96.0637\tvalid_0's l1: 21.737\n",
"[39]\tvalid_0's poisson: -96.4954\tvalid_0's l1: 21.5431\n",
"[40]\tvalid_0's poisson: -96.8795\tvalid_0's l1: 21.3606\n",
"[41]\tvalid_0's poisson: -97.2121\tvalid_0's l1: 21.1917\n",
"[42]\tvalid_0's poisson: -97.5573\tvalid_0's l1: 21.019\n",
"[43]\tvalid_0's poisson: -97.7484\tvalid_0's l1: 20.8905\n",
"[44]\tvalid_0's poisson: -98.0874\tvalid_0's l1: 20.7247\n",
"[45]\tvalid_0's poisson: -98.3909\tvalid_0's l1: 20.5592\n",
"[46]\tvalid_0's poisson: -98.6612\tvalid_0's l1: 20.4062\n",
"[47]\tvalid_0's poisson: -98.8938\tvalid_0's l1: 20.2663\n",
"[48]\tvalid_0's poisson: -99.1587\tvalid_0's l1: 20.1145\n",
"[49]\tvalid_0's poisson: -99.3942\tvalid_0's l1: 19.9791\n",
"[50]\tvalid_0's poisson: -99.6336\tvalid_0's l1: 19.8349\n",
"[51]\tvalid_0's poisson: -99.8813\tvalid_0's l1: 19.6849\n",
"[52]\tvalid_0's poisson: -100.086\tvalid_0's l1: 19.5575\n",
"[53]\tvalid_0's poisson: -100.202\tvalid_0's l1: 19.4639\n",
"[54]\tvalid_0's poisson: -100.393\tvalid_0's l1: 19.3446\n",
"[55]\tvalid_0's poisson: -100.606\tvalid_0's l1: 19.2044\n",
"[56]\tvalid_0's poisson: -100.793\tvalid_0's l1: 19.0736\n",
"[57]\tvalid_0's poisson: -100.968\tvalid_0's l1: 18.9478\n",
"[58]\tvalid_0's poisson: -101.118\tvalid_0's l1: 18.8374\n",
"[59]\tvalid_0's poisson: -101.28\tvalid_0's l1: 18.7159\n",
"[60]\tvalid_0's poisson: -101.473\tvalid_0's l1: 18.5781\n",
"[61]\tvalid_0's poisson: -101.657\tvalid_0's l1: 18.444\n",
"[62]\tvalid_0's poisson: -101.807\tvalid_0's l1: 18.3375\n",
"[63]\tvalid_0's poisson: -102.003\tvalid_0's l1: 18.2073\n",
"[64]\tvalid_0's poisson: -102.083\tvalid_0's l1: 18.1389\n",
"[65]\tvalid_0's poisson: -102.163\tvalid_0's l1: 18.0648\n",
"[66]\tvalid_0's poisson: -102.306\tvalid_0's l1: 17.9515\n",
"[67]\tvalid_0's poisson: -102.384\tvalid_0's l1: 17.8816\n",
"[68]\tvalid_0's poisson: -102.536\tvalid_0's l1: 17.764\n",
"[69]\tvalid_0's poisson: -102.667\tvalid_0's l1: 17.6573\n",
"[70]\tvalid_0's poisson: -102.807\tvalid_0's l1: 17.5471\n",
"[71]\tvalid_0's poisson: -102.882\tvalid_0's l1: 17.4778\n",
"[72]\tvalid_0's poisson: -103.015\tvalid_0's l1: 17.3717\n",
"[73]\tvalid_0's poisson: -103.131\tvalid_0's l1: 17.273\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[74]\tvalid_0's poisson: -103.274\tvalid_0's l1: 17.1697\n",
"[75]\tvalid_0's poisson: -103.41\tvalid_0's l1: 17.0694\n",
"[76]\tvalid_0's poisson: -103.483\tvalid_0's l1: 16.9992\n",
"[77]\tvalid_0's poisson: -103.542\tvalid_0's l1: 16.9407\n",
"[78]\tvalid_0's poisson: -103.671\tvalid_0's l1: 16.8433\n",
"[79]\tvalid_0's poisson: -103.724\tvalid_0's l1: 16.7897\n",
"[80]\tvalid_0's poisson: -103.813\tvalid_0's l1: 16.7163\n",
"[81]\tvalid_0's poisson: -103.875\tvalid_0's l1: 16.6555\n",
"[82]\tvalid_0's poisson: -103.925\tvalid_0's l1: 16.6028\n",
"[83]\tvalid_0's poisson: -103.976\tvalid_0's l1: 16.5524\n",
"[84]\tvalid_0's poisson: -104.026\tvalid_0's l1: 16.4998\n",
"[85]\tvalid_0's poisson: -104.111\tvalid_0's l1: 16.4272\n",
"[86]\tvalid_0's poisson: -104.209\tvalid_0's l1: 16.3403\n",
"[87]\tvalid_0's poisson: -104.286\tvalid_0's l1: 16.2701\n",
"[88]\tvalid_0's poisson: -104.383\tvalid_0's l1: 16.1826\n",
"[89]\tvalid_0's poisson: -104.477\tvalid_0's l1: 16.097\n",
"[90]\tvalid_0's poisson: -104.569\tvalid_0's l1: 16.0132\n",
"[91]\tvalid_0's poisson: -104.653\tvalid_0's l1: 15.9345\n",
"[92]\tvalid_0's poisson: -104.689\tvalid_0's l1: 15.8945\n",
"[93]\tvalid_0's poisson: -104.772\tvalid_0's l1: 15.8157\n",
"[94]\tvalid_0's poisson: -104.855\tvalid_0's l1: 15.7425\n",
"[95]\tvalid_0's poisson: -104.899\tvalid_0's l1: 15.6978\n",
"[96]\tvalid_0's poisson: -104.965\tvalid_0's l1: 15.6295\n",
"[97]\tvalid_0's poisson: -105.046\tvalid_0's l1: 15.5545\n",
"[98]\tvalid_0's poisson: -105.107\tvalid_0's l1: 15.4904\n",
"[99]\tvalid_0's poisson: -105.147\tvalid_0's l1: 15.4477\n",
"[100]\tvalid_0's poisson: -105.186\tvalid_0's l1: 15.4079\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5613\tvalid_0's l1: 28.1771\n",
"[2]\tvalid_0's poisson: -86.2658\tvalid_0's l1: 27.0454\n",
"[3]\tvalid_0's poisson: -88.4604\tvalid_0's l1: 26.0252\n",
"[4]\tvalid_0's poisson: -90.4578\tvalid_0's l1: 25.0425\n",
"[5]\tvalid_0's poisson: -92.073\tvalid_0's l1: 24.1756\n",
"[6]\tvalid_0's poisson: -93.4601\tvalid_0's l1: 23.3808\n",
"[7]\tvalid_0's poisson: -95.1772\tvalid_0's l1: 22.5514\n",
"[8]\tvalid_0's poisson: -96.9601\tvalid_0's l1: 21.6673\n",
"[9]\tvalid_0's poisson: -97.8761\tvalid_0's l1: 21.0173\n",
"[10]\tvalid_0's poisson: -98.6299\tvalid_0's l1: 20.4547\n",
"[11]\tvalid_0's poisson: -99.6843\tvalid_0's l1: 19.7966\n",
"[12]\tvalid_0's poisson: -100.667\tvalid_0's l1: 19.1479\n",
"[13]\tvalid_0's poisson: -101.526\tvalid_0's l1: 18.5516\n",
"[14]\tvalid_0's poisson: -102.25\tvalid_0's l1: 18.0034\n",
"[15]\tvalid_0's poisson: -102.716\tvalid_0's l1: 17.5914\n",
"[16]\tvalid_0's poisson: -103.312\tvalid_0's l1: 17.1054\n",
"[17]\tvalid_0's poisson: -103.858\tvalid_0's l1: 16.6587\n",
"[18]\tvalid_0's poisson: -104.241\tvalid_0's l1: 16.2951\n",
"[19]\tvalid_0's poisson: -104.638\tvalid_0's l1: 15.9258\n",
"[20]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.674\n",
"[21]\tvalid_0's poisson: -105.212\tvalid_0's l1: 15.3545\n",
"[22]\tvalid_0's poisson: -105.506\tvalid_0's l1: 15.0616\n",
"[23]\tvalid_0's poisson: -105.687\tvalid_0's l1: 14.8672\n",
"[24]\tvalid_0's poisson: -105.905\tvalid_0's l1: 14.6262\n",
"[25]\tvalid_0's poisson: -106.153\tvalid_0's l1: 14.3512\n",
"[26]\tvalid_0's poisson: -106.288\tvalid_0's l1: 14.1935\n",
"[27]\tvalid_0's poisson: -106.401\tvalid_0's l1: 14.0592\n",
"[28]\tvalid_0's poisson: -106.511\tvalid_0's l1: 13.9247\n",
"[29]\tvalid_0's poisson: -106.687\tvalid_0's l1: 13.7151\n",
"[30]\tvalid_0's poisson: -106.83\tvalid_0's l1: 13.5442\n",
"[31]\tvalid_0's poisson: -106.925\tvalid_0's l1: 13.4267\n",
"[32]\tvalid_0's poisson: -107.011\tvalid_0's l1: 13.3262\n",
"[33]\tvalid_0's poisson: -107.138\tvalid_0's l1: 13.1781\n",
"[34]\tvalid_0's poisson: -107.249\tvalid_0's l1: 13.0404\n",
"[35]\tvalid_0's poisson: -107.36\tvalid_0's l1: 12.9074\n",
"[36]\tvalid_0's poisson: -107.413\tvalid_0's l1: 12.8342\n",
"[37]\tvalid_0's poisson: -107.478\tvalid_0's l1: 12.7616\n",
"[38]\tvalid_0's poisson: -107.538\tvalid_0's l1: 12.691\n",
"[39]\tvalid_0's poisson: -107.59\tvalid_0's l1: 12.6263\n",
"[40]\tvalid_0's poisson: -107.696\tvalid_0's l1: 12.4917\n",
"[41]\tvalid_0's poisson: -107.734\tvalid_0's l1: 12.4448\n",
"[42]\tvalid_0's poisson: -107.776\tvalid_0's l1: 12.3872\n",
"[43]\tvalid_0's poisson: -107.86\tvalid_0's l1: 12.2792\n",
"[44]\tvalid_0's poisson: -107.92\tvalid_0's l1: 12.2037\n",
"[45]\tvalid_0's poisson: -107.939\tvalid_0's l1: 12.1775\n",
"[46]\tvalid_0's poisson: -108.014\tvalid_0's l1: 12.0818\n",
"[47]\tvalid_0's poisson: -108.081\tvalid_0's l1: 11.9938\n",
"[48]\tvalid_0's poisson: -108.14\tvalid_0's l1: 11.9164\n",
"[49]\tvalid_0's poisson: -108.168\tvalid_0's l1: 11.8724\n",
"[50]\tvalid_0's poisson: -108.193\tvalid_0's l1: 11.8235\n",
"[51]\tvalid_0's poisson: -108.209\tvalid_0's l1: 11.7945\n",
"[52]\tvalid_0's poisson: -108.24\tvalid_0's l1: 11.7441\n",
"[53]\tvalid_0's poisson: -108.279\tvalid_0's l1: 11.682\n",
"[54]\tvalid_0's poisson: -108.3\tvalid_0's l1: 11.653\n",
"[55]\tvalid_0's poisson: -108.332\tvalid_0's l1: 11.6091\n",
"[56]\tvalid_0's poisson: -108.368\tvalid_0's l1: 11.5555\n",
"[57]\tvalid_0's poisson: -108.385\tvalid_0's l1: 11.5332\n",
"[58]\tvalid_0's poisson: -108.397\tvalid_0's l1: 11.51\n",
"[59]\tvalid_0's poisson: -108.403\tvalid_0's l1: 11.4979\n",
"[60]\tvalid_0's poisson: -108.409\tvalid_0's l1: 11.4875\n",
"[61]\tvalid_0's poisson: -108.413\tvalid_0's l1: 11.4785\n",
"[62]\tvalid_0's poisson: -108.444\tvalid_0's l1: 11.4273\n",
"[63]\tvalid_0's poisson: -108.465\tvalid_0's l1: 11.3912\n",
"[64]\tvalid_0's poisson: -108.46\tvalid_0's l1: 11.3487\n",
"[65]\tvalid_0's poisson: -108.473\tvalid_0's l1: 11.3253\n",
"[66]\tvalid_0's poisson: -108.475\tvalid_0's l1: 11.3177\n",
"[67]\tvalid_0's poisson: -108.461\tvalid_0's l1: 11.3127\n",
"[68]\tvalid_0's poisson: -108.472\tvalid_0's l1: 11.2919\n",
"[69]\tvalid_0's poisson: -108.494\tvalid_0's l1: 11.259\n",
"[70]\tvalid_0's poisson: -108.507\tvalid_0's l1: 11.2305\n",
"[71]\tvalid_0's poisson: -108.517\tvalid_0's l1: 11.2139\n",
"[72]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1956\n",
"[73]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1769\n",
"[74]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.1599\n",
"[75]\tvalid_0's poisson: -108.534\tvalid_0's l1: 11.1511\n",
"[76]\tvalid_0's poisson: -108.537\tvalid_0's l1: 11.144\n",
"[77]\tvalid_0's poisson: -108.543\tvalid_0's l1: 11.13\n",
"[78]\tvalid_0's poisson: -108.54\tvalid_0's l1: 11.1254\n",
"[79]\tvalid_0's poisson: -108.541\tvalid_0's l1: 11.1219\n",
"[80]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1174\n",
"[81]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.1111\n",
"[82]\tvalid_0's poisson: -108.527\tvalid_0's l1: 11.1006\n",
"[83]\tvalid_0's poisson: -108.536\tvalid_0's l1: 11.085\n",
"[84]\tvalid_0's poisson: -108.542\tvalid_0's l1: 11.075\n",
"[85]\tvalid_0's poisson: -108.545\tvalid_0's l1: 11.0673\n",
"[86]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.0518\n",
"[87]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.0501\n",
"[88]\tvalid_0's poisson: -108.557\tvalid_0's l1: 11.0416\n",
"[89]\tvalid_0's poisson: -108.566\tvalid_0's l1: 11.0243\n",
"[90]\tvalid_0's poisson: -108.545\tvalid_0's l1: 11.0183\n",
"[91]\tvalid_0's poisson: -108.532\tvalid_0's l1: 11.0134\n",
"[92]\tvalid_0's poisson: -108.533\tvalid_0's l1: 11.0077\n",
"[93]\tvalid_0's poisson: -108.556\tvalid_0's l1: 11.0007\n",
"[94]\tvalid_0's poisson: -108.559\tvalid_0's l1: 10.9873\n",
"[95]\tvalid_0's poisson: -108.563\tvalid_0's l1: 10.9768\n",
"[96]\tvalid_0's poisson: -108.568\tvalid_0's l1: 10.9665\n",
"[97]\tvalid_0's poisson: -108.572\tvalid_0's l1: 10.9602\n",
"[98]\tvalid_0's poisson: -108.575\tvalid_0's l1: 10.9543\n",
"[99]\tvalid_0's poisson: -108.581\tvalid_0's l1: 10.9329\n",
"[100]\tvalid_0's poisson: -108.58\tvalid_0's l1: 10.9252\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5462\tvalid_0's l1: 28.1776\n",
"[2]\tvalid_0's poisson: -86.2796\tvalid_0's l1: 27.0396\n",
"[3]\tvalid_0's poisson: -88.5716\tvalid_0's l1: 25.9897\n",
"[4]\tvalid_0's poisson: -90.5436\tvalid_0's l1: 25.0047\n",
"[5]\tvalid_0's poisson: -92.1257\tvalid_0's l1: 24.1462\n",
"[6]\tvalid_0's poisson: -93.4824\tvalid_0's l1: 23.3586\n",
"[7]\tvalid_0's poisson: -94.7964\tvalid_0's l1: 22.6\n",
"[8]\tvalid_0's poisson: -95.7936\tvalid_0's l1: 21.9682\n",
"[9]\tvalid_0's poisson: -97.4442\tvalid_0's l1: 21.1724\n",
"[10]\tvalid_0's poisson: -98.5831\tvalid_0's l1: 20.4975\n",
"[11]\tvalid_0's poisson: -99.6339\tvalid_0's l1: 19.8746\n",
"[12]\tvalid_0's poisson: -100.644\tvalid_0's l1: 19.2114\n",
"[13]\tvalid_0's poisson: -101.467\tvalid_0's l1: 18.6221\n",
"[14]\tvalid_0's poisson: -102.154\tvalid_0's l1: 18.0759\n",
"[15]\tvalid_0's poisson: -102.634\tvalid_0's l1: 17.6606\n",
"[16]\tvalid_0's poisson: -103.245\tvalid_0's l1: 17.1825\n",
"[17]\tvalid_0's poisson: -103.826\tvalid_0's l1: 16.684\n",
"[18]\tvalid_0's poisson: -104.097\tvalid_0's l1: 16.3945\n",
"[19]\tvalid_0's poisson: -104.578\tvalid_0's l1: 15.9558\n",
"[20]\tvalid_0's poisson: -104.922\tvalid_0's l1: 15.6153\n",
"[21]\tvalid_0's poisson: -105.201\tvalid_0's l1: 15.3368\n",
"[22]\tvalid_0's poisson: -105.409\tvalid_0's l1: 15.1175\n",
"[23]\tvalid_0's poisson: -105.64\tvalid_0's l1: 14.867\n",
"[24]\tvalid_0's poisson: -105.938\tvalid_0's l1: 14.5782\n",
"[25]\tvalid_0's poisson: -106.116\tvalid_0's l1: 14.3683\n",
"[26]\tvalid_0's poisson: -106.282\tvalid_0's l1: 14.1592\n",
"[27]\tvalid_0's poisson: -106.396\tvalid_0's l1: 14.0344\n",
"[28]\tvalid_0's poisson: -106.522\tvalid_0's l1: 13.8863\n",
"[29]\tvalid_0's poisson: -106.706\tvalid_0's l1: 13.6847\n",
"[30]\tvalid_0's poisson: -106.842\tvalid_0's l1: 13.508\n",
"[31]\tvalid_0's poisson: -106.966\tvalid_0's l1: 13.3549\n",
"[32]\tvalid_0's poisson: -107.123\tvalid_0's l1: 13.161\n",
"[33]\tvalid_0's poisson: -107.205\tvalid_0's l1: 13.0492\n",
"[34]\tvalid_0's poisson: -107.26\tvalid_0's l1: 12.9725\n",
"[35]\tvalid_0's poisson: -107.324\tvalid_0's l1: 12.8905\n",
"[36]\tvalid_0's poisson: -107.384\tvalid_0's l1: 12.8109\n",
"[37]\tvalid_0's poisson: -107.474\tvalid_0's l1: 12.7088\n",
"[38]\tvalid_0's poisson: -107.542\tvalid_0's l1: 12.6148\n",
"[39]\tvalid_0's poisson: -107.59\tvalid_0's l1: 12.5464\n",
"[40]\tvalid_0's poisson: -107.628\tvalid_0's l1: 12.4962\n",
"[41]\tvalid_0's poisson: -107.678\tvalid_0's l1: 12.4298\n",
"[42]\tvalid_0's poisson: -107.748\tvalid_0's l1: 12.344\n",
"[43]\tvalid_0's poisson: -107.809\tvalid_0's l1: 12.268\n",
"[44]\tvalid_0's poisson: -107.885\tvalid_0's l1: 12.1745\n",
"[45]\tvalid_0's poisson: -107.917\tvalid_0's l1: 12.1295\n",
"[46]\tvalid_0's poisson: -107.986\tvalid_0's l1: 12.046\n",
"[47]\tvalid_0's poisson: -108.052\tvalid_0's l1: 11.9634\n",
"[48]\tvalid_0's poisson: -108.111\tvalid_0's l1: 11.8822\n",
"[49]\tvalid_0's poisson: -108.154\tvalid_0's l1: 11.8315\n",
"[50]\tvalid_0's poisson: -108.189\tvalid_0's l1: 11.766\n",
"[51]\tvalid_0's poisson: -108.222\tvalid_0's l1: 11.7127\n",
"[52]\tvalid_0's poisson: -108.252\tvalid_0's l1: 11.6725\n",
"[53]\tvalid_0's poisson: -108.281\tvalid_0's l1: 11.6256\n",
"[54]\tvalid_0's poisson: -108.298\tvalid_0's l1: 11.5991\n",
"[55]\tvalid_0's poisson: -108.313\tvalid_0's l1: 11.5768\n",
"[56]\tvalid_0's poisson: -108.349\tvalid_0's l1: 11.5261\n",
"[57]\tvalid_0's poisson: -108.357\tvalid_0's l1: 11.5118\n",
"[58]\tvalid_0's poisson: -108.368\tvalid_0's l1: 11.4658\n",
"[59]\tvalid_0's poisson: -108.389\tvalid_0's l1: 11.4286\n",
"[60]\tvalid_0's poisson: -108.406\tvalid_0's l1: 11.4001\n",
"[61]\tvalid_0's poisson: -108.429\tvalid_0's l1: 11.3575\n",
"[62]\tvalid_0's poisson: -108.446\tvalid_0's l1: 11.3285\n",
"[63]\tvalid_0's poisson: -108.437\tvalid_0's l1: 11.3227\n",
"[64]\tvalid_0's poisson: -108.451\tvalid_0's l1: 11.3015\n",
"[65]\tvalid_0's poisson: -108.463\tvalid_0's l1: 11.281\n",
"[66]\tvalid_0's poisson: -108.477\tvalid_0's l1: 11.2564\n",
"[67]\tvalid_0's poisson: -108.485\tvalid_0's l1: 11.2423\n",
"[68]\tvalid_0's poisson: -108.489\tvalid_0's l1: 11.2354\n",
"[69]\tvalid_0's poisson: -108.493\tvalid_0's l1: 11.2197\n",
"[70]\tvalid_0's poisson: -108.518\tvalid_0's l1: 11.1741\n",
"[71]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.16\n",
"[72]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1537\n",
"[73]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.1481\n",
"[74]\tvalid_0's poisson: -108.53\tvalid_0's l1: 11.1431\n",
"[75]\tvalid_0's poisson: -108.539\tvalid_0's l1: 11.1199\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -108.55\tvalid_0's l1: 11.0998\n",
"[77]\tvalid_0's poisson: -108.569\tvalid_0's l1: 11.0706\n",
"[78]\tvalid_0's poisson: -108.575\tvalid_0's l1: 11.0512\n",
"[79]\tvalid_0's poisson: -108.583\tvalid_0's l1: 11.0381\n",
"[80]\tvalid_0's poisson: -108.597\tvalid_0's l1: 11.0105\n",
"[81]\tvalid_0's poisson: -108.605\tvalid_0's l1: 10.9963\n",
"[82]\tvalid_0's poisson: -108.61\tvalid_0's l1: 10.9865\n",
"[83]\tvalid_0's poisson: -108.605\tvalid_0's l1: 10.9816\n",
"[84]\tvalid_0's poisson: -108.611\tvalid_0's l1: 10.9571\n",
"[85]\tvalid_0's poisson: -108.615\tvalid_0's l1: 10.9486\n",
"[86]\tvalid_0's poisson: -108.621\tvalid_0's l1: 10.9343\n",
"[87]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.9292\n",
"[88]\tvalid_0's poisson: -108.626\tvalid_0's l1: 10.9246\n",
"[89]\tvalid_0's poisson: -108.627\tvalid_0's l1: 10.9041\n",
"[90]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.8965\n",
"[91]\tvalid_0's poisson: -108.623\tvalid_0's l1: 10.8898\n",
"[92]\tvalid_0's poisson: -108.63\tvalid_0's l1: 10.8766\n",
"[93]\tvalid_0's poisson: -108.636\tvalid_0's l1: 10.8648\n",
"[94]\tvalid_0's poisson: -108.634\tvalid_0's l1: 10.8615\n",
"[95]\tvalid_0's poisson: -108.623\tvalid_0's l1: 10.8581\n",
"[96]\tvalid_0's poisson: -108.633\tvalid_0's l1: 10.8365\n",
"[97]\tvalid_0's poisson: -108.644\tvalid_0's l1: 10.8344\n",
"[98]\tvalid_0's poisson: -108.635\tvalid_0's l1: 10.8285\n",
"[99]\tvalid_0's poisson: -108.612\tvalid_0's l1: 10.8103\n",
"[100]\tvalid_0's poisson: -108.595\tvalid_0's l1: 10.8051\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5959\tvalid_0's l1: 28.1637\n",
"[2]\tvalid_0's poisson: -86.4224\tvalid_0's l1: 27.0133\n",
"[3]\tvalid_0's poisson: -88.7147\tvalid_0's l1: 25.9592\n",
"[4]\tvalid_0's poisson: -90.5152\tvalid_0's l1: 25.0305\n",
"[5]\tvalid_0's poisson: -92.1193\tvalid_0's l1: 24.1614\n",
"[6]\tvalid_0's poisson: -93.5069\tvalid_0's l1: 23.3614\n",
"[7]\tvalid_0's poisson: -94.8472\tvalid_0's l1: 22.594\n",
"[8]\tvalid_0's poisson: -95.8784\tvalid_0's l1: 21.9272\n",
"[9]\tvalid_0's poisson: -97.4858\tvalid_0's l1: 21.1197\n",
"[10]\tvalid_0's poisson: -98.8256\tvalid_0's l1: 20.3696\n",
"[11]\tvalid_0's poisson: -99.7942\tvalid_0's l1: 19.7372\n",
"[12]\tvalid_0's poisson: -100.819\tvalid_0's l1: 19.0641\n",
"[13]\tvalid_0's poisson: -101.655\tvalid_0's l1: 18.4607\n",
"[14]\tvalid_0's poisson: -102.247\tvalid_0's l1: 17.9777\n",
"[15]\tvalid_0's poisson: -102.903\tvalid_0's l1: 17.4385\n",
"[16]\tvalid_0's poisson: -103.247\tvalid_0's l1: 17.1037\n",
"[17]\tvalid_0's poisson: -103.797\tvalid_0's l1: 16.6423\n",
"[18]\tvalid_0's poisson: -104.265\tvalid_0's l1: 16.2432\n",
"[19]\tvalid_0's poisson: -104.638\tvalid_0's l1: 15.9124\n",
"[20]\tvalid_0's poisson: -105.036\tvalid_0's l1: 15.5393\n",
"[21]\tvalid_0's poisson: -105.305\tvalid_0's l1: 15.2696\n",
"[22]\tvalid_0's poisson: -105.622\tvalid_0's l1: 14.949\n",
"[23]\tvalid_0's poisson: -105.9\tvalid_0's l1: 14.6665\n",
"[24]\tvalid_0's poisson: -106.081\tvalid_0's l1: 14.4605\n",
"[25]\tvalid_0's poisson: -106.246\tvalid_0's l1: 14.2572\n",
"[26]\tvalid_0's poisson: -106.474\tvalid_0's l1: 13.9943\n",
"[27]\tvalid_0's poisson: -106.593\tvalid_0's l1: 13.8447\n",
"[28]\tvalid_0's poisson: -106.78\tvalid_0's l1: 13.6228\n",
"[29]\tvalid_0's poisson: -106.928\tvalid_0's l1: 13.4457\n",
"[30]\tvalid_0's poisson: -107.062\tvalid_0's l1: 13.281\n",
"[31]\tvalid_0's poisson: -107.147\tvalid_0's l1: 13.1828\n",
"[32]\tvalid_0's poisson: -107.227\tvalid_0's l1: 13.0778\n",
"[33]\tvalid_0's poisson: -107.298\tvalid_0's l1: 12.9848\n",
"[34]\tvalid_0's poisson: -107.394\tvalid_0's l1: 12.8558\n",
"[35]\tvalid_0's poisson: -107.456\tvalid_0's l1: 12.7765\n",
"[36]\tvalid_0's poisson: -107.546\tvalid_0's l1: 12.6678\n",
"[37]\tvalid_0's poisson: -107.631\tvalid_0's l1: 12.5618\n",
"[38]\tvalid_0's poisson: -107.713\tvalid_0's l1: 12.4573\n",
"[39]\tvalid_0's poisson: -107.764\tvalid_0's l1: 12.3879\n",
"[40]\tvalid_0's poisson: -107.83\tvalid_0's l1: 12.302\n",
"[41]\tvalid_0's poisson: -107.901\tvalid_0's l1: 12.2122\n",
"[42]\tvalid_0's poisson: -107.941\tvalid_0's l1: 12.1461\n",
"[43]\tvalid_0's poisson: -107.973\tvalid_0's l1: 12.098\n",
"[44]\tvalid_0's poisson: -108.01\tvalid_0's l1: 12.0513\n",
"[45]\tvalid_0's poisson: -108.078\tvalid_0's l1: 11.9628\n",
"[46]\tvalid_0's poisson: -108.129\tvalid_0's l1: 11.8909\n",
"[47]\tvalid_0's poisson: -108.176\tvalid_0's l1: 11.8265\n",
"[48]\tvalid_0's poisson: -108.199\tvalid_0's l1: 11.7896\n",
"[49]\tvalid_0's poisson: -108.237\tvalid_0's l1: 11.7387\n",
"[50]\tvalid_0's poisson: -108.276\tvalid_0's l1: 11.6921\n",
"[51]\tvalid_0's poisson: -108.3\tvalid_0's l1: 11.6471\n",
"[52]\tvalid_0's poisson: -108.323\tvalid_0's l1: 11.6112\n",
"[53]\tvalid_0's poisson: -108.353\tvalid_0's l1: 11.5702\n",
"[54]\tvalid_0's poisson: -108.371\tvalid_0's l1: 11.5458\n",
"[55]\tvalid_0's poisson: -108.398\tvalid_0's l1: 11.5028\n",
"[56]\tvalid_0's poisson: -108.418\tvalid_0's l1: 11.4661\n",
"[57]\tvalid_0's poisson: -108.433\tvalid_0's l1: 11.4433\n",
"[58]\tvalid_0's poisson: -108.438\tvalid_0's l1: 11.4324\n",
"[59]\tvalid_0's poisson: -108.43\tvalid_0's l1: 11.4235\n",
"[60]\tvalid_0's poisson: -108.452\tvalid_0's l1: 11.3883\n",
"[61]\tvalid_0's poisson: -108.47\tvalid_0's l1: 11.3393\n",
"[62]\tvalid_0's poisson: -108.475\tvalid_0's l1: 11.3264\n",
"[63]\tvalid_0's poisson: -108.474\tvalid_0's l1: 11.2842\n",
"[64]\tvalid_0's poisson: -108.488\tvalid_0's l1: 11.2643\n",
"[65]\tvalid_0's poisson: -108.503\tvalid_0's l1: 11.2312\n",
"[66]\tvalid_0's poisson: -108.507\tvalid_0's l1: 11.2226\n",
"[67]\tvalid_0's poisson: -108.51\tvalid_0's l1: 11.2161\n",
"[68]\tvalid_0's poisson: -108.522\tvalid_0's l1: 11.1993\n",
"[69]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1874\n",
"[70]\tvalid_0's poisson: -108.537\tvalid_0's l1: 11.1668\n",
"[71]\tvalid_0's poisson: -108.539\tvalid_0's l1: 11.1616\n",
"[72]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.1366\n",
"[73]\tvalid_0's poisson: -108.555\tvalid_0's l1: 11.1268\n",
"[74]\tvalid_0's poisson: -108.559\tvalid_0's l1: 11.1183\n",
"[75]\tvalid_0's poisson: -108.561\tvalid_0's l1: 11.1119\n",
"[76]\tvalid_0's poisson: -108.561\tvalid_0's l1: 11.0995\n",
"[77]\tvalid_0's poisson: -108.562\tvalid_0's l1: 11.0869\n",
"[78]\tvalid_0's poisson: -108.573\tvalid_0's l1: 11.0692\n",
"[79]\tvalid_0's poisson: -108.573\tvalid_0's l1: 11.0671\n",
"[80]\tvalid_0's poisson: -108.578\tvalid_0's l1: 11.0619\n",
"[81]\tvalid_0's poisson: -108.583\tvalid_0's l1: 11.0527\n",
"[82]\tvalid_0's poisson: -108.584\tvalid_0's l1: 11.0507\n",
"[83]\tvalid_0's poisson: -108.586\tvalid_0's l1: 11.035\n",
"[84]\tvalid_0's poisson: -108.588\tvalid_0's l1: 11.0211\n",
"[85]\tvalid_0's poisson: -108.59\tvalid_0's l1: 11.0153\n",
"[86]\tvalid_0's poisson: -108.591\tvalid_0's l1: 11.0118\n",
"[87]\tvalid_0's poisson: -108.597\tvalid_0's l1: 11.0026\n",
"[88]\tvalid_0's poisson: -108.598\tvalid_0's l1: 10.9982\n",
"[89]\tvalid_0's poisson: -108.599\tvalid_0's l1: 10.9974\n",
"[90]\tvalid_0's poisson: -108.598\tvalid_0's l1: 10.9947\n",
"[91]\tvalid_0's poisson: -108.601\tvalid_0's l1: 10.9854\n",
"[92]\tvalid_0's poisson: -108.57\tvalid_0's l1: 10.9838\n",
"[93]\tvalid_0's poisson: -108.554\tvalid_0's l1: 10.9558\n",
"[94]\tvalid_0's poisson: -108.55\tvalid_0's l1: 10.9459\n",
"[95]\tvalid_0's poisson: -108.554\tvalid_0's l1: 10.9366\n",
"[96]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.9187\n",
"[97]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.9043\n",
"[98]\tvalid_0's poisson: -108.571\tvalid_0's l1: 10.8918\n",
"[99]\tvalid_0's poisson: -108.557\tvalid_0's l1: 10.8883\n",
"[100]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.8714\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5878\tvalid_0's l1: 28.1677\n",
"[2]\tvalid_0's poisson: -86.3422\tvalid_0's l1: 27.0326\n",
"[3]\tvalid_0's poisson: -88.66\tvalid_0's l1: 25.9794\n",
"[4]\tvalid_0's poisson: -90.5722\tvalid_0's l1: 25.0246\n",
"[5]\tvalid_0's poisson: -92.1679\tvalid_0's l1: 24.1617\n",
"[6]\tvalid_0's poisson: -93.4475\tvalid_0's l1: 23.3956\n",
"[7]\tvalid_0's poisson: -94.5849\tvalid_0's l1: 22.6888\n",
"[8]\tvalid_0's poisson: -96.5476\tvalid_0's l1: 21.8007\n",
"[9]\tvalid_0's poisson: -97.9838\tvalid_0's l1: 21.0222\n",
"[10]\tvalid_0's poisson: -99.3558\tvalid_0's l1: 20.2101\n",
"[11]\tvalid_0's poisson: -100.326\tvalid_0's l1: 19.5533\n",
"[12]\tvalid_0's poisson: -100.833\tvalid_0's l1: 19.0981\n",
"[13]\tvalid_0's poisson: -101.545\tvalid_0's l1: 18.5503\n",
"[14]\tvalid_0's poisson: -102.249\tvalid_0's l1: 18.0041\n",
"[15]\tvalid_0's poisson: -102.653\tvalid_0's l1: 17.6255\n",
"[16]\tvalid_0's poisson: -103.244\tvalid_0's l1: 17.1573\n",
"[17]\tvalid_0's poisson: -103.822\tvalid_0's l1: 16.7027\n",
"[18]\tvalid_0's poisson: -104.141\tvalid_0's l1: 16.3988\n",
"[19]\tvalid_0's poisson: -104.608\tvalid_0's l1: 16.0007\n",
"[20]\tvalid_0's poisson: -104.949\tvalid_0's l1: 15.6631\n",
"[21]\tvalid_0's poisson: -105.157\tvalid_0's l1: 15.4444\n",
"[22]\tvalid_0's poisson: -105.421\tvalid_0's l1: 15.178\n",
"[23]\tvalid_0's poisson: -105.598\tvalid_0's l1: 14.9829\n",
"[24]\tvalid_0's poisson: -105.874\tvalid_0's l1: 14.6911\n",
"[25]\tvalid_0's poisson: -106.025\tvalid_0's l1: 14.5276\n",
"[26]\tvalid_0's poisson: -106.234\tvalid_0's l1: 14.2818\n",
"[27]\tvalid_0's poisson: -106.438\tvalid_0's l1: 14.047\n",
"[28]\tvalid_0's poisson: -106.582\tvalid_0's l1: 13.8835\n",
"[29]\tvalid_0's poisson: -106.748\tvalid_0's l1: 13.6854\n",
"[30]\tvalid_0's poisson: -106.919\tvalid_0's l1: 13.4817\n",
"[31]\tvalid_0's poisson: -107.058\tvalid_0's l1: 13.3186\n",
"[32]\tvalid_0's poisson: -107.135\tvalid_0's l1: 13.2199\n",
"[33]\tvalid_0's poisson: -107.235\tvalid_0's l1: 13.1108\n",
"[34]\tvalid_0's poisson: -107.366\tvalid_0's l1: 12.9516\n",
"[35]\tvalid_0's poisson: -107.474\tvalid_0's l1: 12.8177\n",
"[36]\tvalid_0's poisson: -107.564\tvalid_0's l1: 12.7042\n",
"[37]\tvalid_0's poisson: -107.642\tvalid_0's l1: 12.6027\n",
"[38]\tvalid_0's poisson: -107.688\tvalid_0's l1: 12.5445\n",
"[39]\tvalid_0's poisson: -107.735\tvalid_0's l1: 12.4804\n",
"[40]\tvalid_0's poisson: -107.808\tvalid_0's l1: 12.3773\n",
"[41]\tvalid_0's poisson: -107.856\tvalid_0's l1: 12.3106\n",
"[42]\tvalid_0's poisson: -107.879\tvalid_0's l1: 12.2642\n",
"[43]\tvalid_0's poisson: -107.951\tvalid_0's l1: 12.1672\n",
"[44]\tvalid_0's poisson: -108.001\tvalid_0's l1: 12.0981\n",
"[45]\tvalid_0's poisson: -108.067\tvalid_0's l1: 12.0046\n",
"[46]\tvalid_0's poisson: -108.125\tvalid_0's l1: 11.9257\n",
"[47]\tvalid_0's poisson: -108.163\tvalid_0's l1: 11.8725\n",
"[48]\tvalid_0's poisson: -108.2\tvalid_0's l1: 11.8131\n",
"[49]\tvalid_0's poisson: -108.238\tvalid_0's l1: 11.7577\n",
"[50]\tvalid_0's poisson: -108.274\tvalid_0's l1: 11.705\n",
"[51]\tvalid_0's poisson: -108.304\tvalid_0's l1: 11.6571\n",
"[52]\tvalid_0's poisson: -108.325\tvalid_0's l1: 11.6234\n",
"[53]\tvalid_0's poisson: -108.344\tvalid_0's l1: 11.5871\n",
"[54]\tvalid_0's poisson: -108.365\tvalid_0's l1: 11.5491\n",
"[55]\tvalid_0's poisson: -108.372\tvalid_0's l1: 11.536\n",
"[56]\tvalid_0's poisson: -108.382\tvalid_0's l1: 11.5202\n",
"[57]\tvalid_0's poisson: -108.413\tvalid_0's l1: 11.471\n",
"[58]\tvalid_0's poisson: -108.417\tvalid_0's l1: 11.461\n",
"[59]\tvalid_0's poisson: -108.444\tvalid_0's l1: 11.4133\n",
"[60]\tvalid_0's poisson: -108.468\tvalid_0's l1: 11.368\n",
"[61]\tvalid_0's poisson: -108.462\tvalid_0's l1: 11.3564\n",
"[62]\tvalid_0's poisson: -108.475\tvalid_0's l1: 11.3285\n",
"[63]\tvalid_0's poisson: -108.459\tvalid_0's l1: 11.292\n",
"[64]\tvalid_0's poisson: -108.477\tvalid_0's l1: 11.2537\n",
"[65]\tvalid_0's poisson: -108.486\tvalid_0's l1: 11.2254\n",
"[66]\tvalid_0's poisson: -108.501\tvalid_0's l1: 11.1928\n",
"[67]\tvalid_0's poisson: -108.502\tvalid_0's l1: 11.1801\n",
"[68]\tvalid_0's poisson: -108.498\tvalid_0's l1: 11.1685\n",
"[69]\tvalid_0's poisson: -108.489\tvalid_0's l1: 11.1611\n",
"[70]\tvalid_0's poisson: -108.496\tvalid_0's l1: 11.141\n",
"[71]\tvalid_0's poisson: -108.515\tvalid_0's l1: 11.1288\n",
"[72]\tvalid_0's poisson: -108.518\tvalid_0's l1: 11.1211\n",
"[73]\tvalid_0's poisson: -108.507\tvalid_0's l1: 11.1182\n",
"[74]\tvalid_0's poisson: -108.508\tvalid_0's l1: 11.1118\n",
"[75]\tvalid_0's poisson: -108.513\tvalid_0's l1: 11.1017\n",
"[76]\tvalid_0's poisson: -108.516\tvalid_0's l1: 11.0944\n",
"[77]\tvalid_0's poisson: -108.519\tvalid_0's l1: 11.0892\n",
"[78]\tvalid_0's poisson: -108.519\tvalid_0's l1: 11.0778\n",
"[79]\tvalid_0's poisson: -108.521\tvalid_0's l1: 11.0748\n",
"[80]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.0705\n",
"[81]\tvalid_0's poisson: -108.499\tvalid_0's l1: 11.0662\n",
"[82]\tvalid_0's poisson: -108.496\tvalid_0's l1: 11.0592\n",
"[83]\tvalid_0's poisson: -108.497\tvalid_0's l1: 11.0544\n",
"[84]\tvalid_0's poisson: -108.492\tvalid_0's l1: 11.0527\n",
"[85]\tvalid_0's poisson: -108.515\tvalid_0's l1: 11.0482\n",
"[86]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.0303\n",
"[87]\tvalid_0's poisson: -108.52\tvalid_0's l1: 11.0214\n",
"[88]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.0151\n",
"[89]\tvalid_0's poisson: -108.533\tvalid_0's l1: 10.9875\n",
"[90]\tvalid_0's poisson: -108.522\tvalid_0's l1: 10.9688\n",
"[91]\tvalid_0's poisson: -108.521\tvalid_0's l1: 10.9624\n",
"[92]\tvalid_0's poisson: -108.498\tvalid_0's l1: 10.9605\n",
"[93]\tvalid_0's poisson: -108.484\tvalid_0's l1: 10.9486\n",
"[94]\tvalid_0's poisson: -108.488\tvalid_0's l1: 10.941\n",
"[95]\tvalid_0's poisson: -108.493\tvalid_0's l1: 10.9332\n",
"[96]\tvalid_0's poisson: -108.495\tvalid_0's l1: 10.9301\n",
"[97]\tvalid_0's poisson: -108.497\tvalid_0's l1: 10.9252\n",
"[98]\tvalid_0's poisson: -108.498\tvalid_0's l1: 10.9217\n",
"[99]\tvalid_0's poisson: -108.478\tvalid_0's l1: 10.9195\n",
"[100]\tvalid_0's poisson: -108.479\tvalid_0's l1: 10.9157\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5969\tvalid_0's l1: 28.1603\n",
"[2]\tvalid_0's poisson: -86.2038\tvalid_0's l1: 27.0639\n",
"[3]\tvalid_0's poisson: -88.3966\tvalid_0's l1: 26.0474\n",
"[4]\tvalid_0's poisson: -90.264\tvalid_0's l1: 25.1048\n",
"[5]\tvalid_0's poisson: -91.9003\tvalid_0's l1: 24.2394\n",
"[6]\tvalid_0's poisson: -93.3052\tvalid_0's l1: 23.4397\n",
"[7]\tvalid_0's poisson: -94.5485\tvalid_0's l1: 22.6957\n",
"[8]\tvalid_0's poisson: -96.2469\tvalid_0's l1: 21.8825\n",
"[9]\tvalid_0's poisson: -97.7917\tvalid_0's l1: 21.1022\n",
"[10]\tvalid_0's poisson: -99.1693\tvalid_0's l1: 20.2959\n",
"[11]\tvalid_0's poisson: -100.255\tvalid_0's l1: 19.5888\n",
"[12]\tvalid_0's poisson: -100.764\tvalid_0's l1: 19.1371\n",
"[13]\tvalid_0's poisson: -101.411\tvalid_0's l1: 18.6289\n",
"[14]\tvalid_0's poisson: -102.083\tvalid_0's l1: 18.1374\n",
"[15]\tvalid_0's poisson: -102.734\tvalid_0's l1: 17.6236\n",
"[16]\tvalid_0's poisson: -103.334\tvalid_0's l1: 17.1404\n",
"[17]\tvalid_0's poisson: -103.913\tvalid_0's l1: 16.6497\n",
"[18]\tvalid_0's poisson: -104.418\tvalid_0's l1: 16.1958\n",
"[19]\tvalid_0's poisson: -104.708\tvalid_0's l1: 15.8945\n",
"[20]\tvalid_0's poisson: -105.048\tvalid_0's l1: 15.5486\n",
"[21]\tvalid_0's poisson: -105.427\tvalid_0's l1: 15.1874\n",
"[22]\tvalid_0's poisson: -105.595\tvalid_0's l1: 14.9945\n",
"[23]\tvalid_0's poisson: -105.883\tvalid_0's l1: 14.6842\n",
"[24]\tvalid_0's poisson: -106.083\tvalid_0's l1: 14.4626\n",
"[25]\tvalid_0's poisson: -106.295\tvalid_0's l1: 14.2077\n",
"[26]\tvalid_0's poisson: -106.425\tvalid_0's l1: 14.0513\n",
"[27]\tvalid_0's poisson: -106.573\tvalid_0's l1: 13.8877\n",
"[28]\tvalid_0's poisson: -106.688\tvalid_0's l1: 13.7421\n",
"[29]\tvalid_0's poisson: -106.833\tvalid_0's l1: 13.5727\n",
"[30]\tvalid_0's poisson: -106.987\tvalid_0's l1: 13.3901\n",
"[31]\tvalid_0's poisson: -107.078\tvalid_0's l1: 13.2695\n",
"[32]\tvalid_0's poisson: -107.155\tvalid_0's l1: 13.1671\n",
"[33]\tvalid_0's poisson: -107.239\tvalid_0's l1: 13.0584\n",
"[34]\tvalid_0's poisson: -107.34\tvalid_0's l1: 12.9298\n",
"[35]\tvalid_0's poisson: -107.458\tvalid_0's l1: 12.7915\n",
"[36]\tvalid_0's poisson: -107.565\tvalid_0's l1: 12.6623\n",
"[37]\tvalid_0's poisson: -107.657\tvalid_0's l1: 12.5411\n",
"[38]\tvalid_0's poisson: -107.731\tvalid_0's l1: 12.4467\n",
"[39]\tvalid_0's poisson: -107.791\tvalid_0's l1: 12.3637\n",
"[40]\tvalid_0's poisson: -107.855\tvalid_0's l1: 12.2783\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -107.91\tvalid_0's l1: 12.2072\n",
"[42]\tvalid_0's poisson: -107.975\tvalid_0's l1: 12.1156\n",
"[43]\tvalid_0's poisson: -108.011\tvalid_0's l1: 12.0667\n",
"[44]\tvalid_0's poisson: -108.043\tvalid_0's l1: 12.0242\n",
"[45]\tvalid_0's poisson: -108.106\tvalid_0's l1: 11.9327\n",
"[46]\tvalid_0's poisson: -108.163\tvalid_0's l1: 11.8526\n",
"[47]\tvalid_0's poisson: -108.211\tvalid_0's l1: 11.7838\n",
"[48]\tvalid_0's poisson: -108.247\tvalid_0's l1: 11.7348\n",
"[49]\tvalid_0's poisson: -108.273\tvalid_0's l1: 11.6922\n",
"[50]\tvalid_0's poisson: -108.297\tvalid_0's l1: 11.6525\n",
"[51]\tvalid_0's poisson: -108.328\tvalid_0's l1: 11.6054\n",
"[52]\tvalid_0's poisson: -108.348\tvalid_0's l1: 11.5786\n",
"[53]\tvalid_0's poisson: -108.375\tvalid_0's l1: 11.5417\n",
"[54]\tvalid_0's poisson: -108.414\tvalid_0's l1: 11.4808\n",
"[55]\tvalid_0's poisson: -108.431\tvalid_0's l1: 11.4543\n",
"[56]\tvalid_0's poisson: -108.443\tvalid_0's l1: 11.4329\n",
"[57]\tvalid_0's poisson: -108.462\tvalid_0's l1: 11.3889\n",
"[58]\tvalid_0's poisson: -108.471\tvalid_0's l1: 11.3717\n",
"[59]\tvalid_0's poisson: -108.479\tvalid_0's l1: 11.3616\n",
"[60]\tvalid_0's poisson: -108.502\tvalid_0's l1: 11.3118\n",
"[61]\tvalid_0's poisson: -108.513\tvalid_0's l1: 11.2626\n",
"[62]\tvalid_0's poisson: -108.526\tvalid_0's l1: 11.229\n",
"[63]\tvalid_0's poisson: -108.537\tvalid_0's l1: 11.1875\n",
"[64]\tvalid_0's poisson: -108.54\tvalid_0's l1: 11.1775\n",
"[65]\tvalid_0's poisson: -108.502\tvalid_0's l1: 11.1693\n",
"[66]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.1557\n",
"[67]\tvalid_0's poisson: -108.505\tvalid_0's l1: 11.1495\n",
"[68]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.1436\n",
"[69]\tvalid_0's poisson: -108.511\tvalid_0's l1: 11.1382\n",
"[70]\tvalid_0's poisson: -108.514\tvalid_0's l1: 11.1312\n",
"[71]\tvalid_0's poisson: -108.524\tvalid_0's l1: 11.1081\n",
"[72]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.0899\n",
"[73]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.0846\n",
"[74]\tvalid_0's poisson: -108.526\tvalid_0's l1: 11.0707\n",
"[75]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.0651\n",
"[76]\tvalid_0's poisson: -108.542\tvalid_0's l1: 11.0401\n",
"[77]\tvalid_0's poisson: -108.548\tvalid_0's l1: 11.0312\n",
"[78]\tvalid_0's poisson: -108.548\tvalid_0's l1: 11.0249\n",
"[79]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.0212\n",
"[80]\tvalid_0's poisson: -108.532\tvalid_0's l1: 11.0091\n",
"[81]\tvalid_0's poisson: -108.534\tvalid_0's l1: 11.0049\n",
"[82]\tvalid_0's poisson: -108.533\tvalid_0's l1: 10.9951\n",
"[83]\tvalid_0's poisson: -108.537\tvalid_0's l1: 10.9844\n",
"[84]\tvalid_0's poisson: -108.537\tvalid_0's l1: 10.9696\n",
"[85]\tvalid_0's poisson: -108.541\tvalid_0's l1: 10.9608\n",
"[86]\tvalid_0's poisson: -108.545\tvalid_0's l1: 10.9514\n",
"[87]\tvalid_0's poisson: -108.548\tvalid_0's l1: 10.9455\n",
"[88]\tvalid_0's poisson: -108.554\tvalid_0's l1: 10.9335\n",
"[89]\tvalid_0's poisson: -108.555\tvalid_0's l1: 10.9289\n",
"[90]\tvalid_0's poisson: -108.558\tvalid_0's l1: 10.9212\n",
"[91]\tvalid_0's poisson: -108.563\tvalid_0's l1: 10.9064\n",
"[92]\tvalid_0's poisson: -108.555\tvalid_0's l1: 10.901\n",
"[93]\tvalid_0's poisson: -108.556\tvalid_0's l1: 10.8978\n",
"[94]\tvalid_0's poisson: -108.55\tvalid_0's l1: 10.896\n",
"[95]\tvalid_0's poisson: -108.549\tvalid_0's l1: 10.8925\n",
"[96]\tvalid_0's poisson: -108.551\tvalid_0's l1: 10.8859\n",
"[97]\tvalid_0's poisson: -108.544\tvalid_0's l1: 10.8865\n",
"[98]\tvalid_0's poisson: -108.538\tvalid_0's l1: 10.8855\n",
"[99]\tvalid_0's poisson: -108.538\tvalid_0's l1: 10.8834\n",
"[100]\tvalid_0's poisson: -108.538\tvalid_0's l1: 10.8805\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.8225\tvalid_0's l1: 24.7631\n",
"[2]\tvalid_0's poisson: -96.6803\tvalid_0's l1: 21.3393\n",
"[3]\tvalid_0's poisson: -101.851\tvalid_0's l1: 18.2961\n",
"[4]\tvalid_0's poisson: -104.339\tvalid_0's l1: 16.2633\n",
"[5]\tvalid_0's poisson: -105.714\tvalid_0's l1: 14.8507\n",
"[6]\tvalid_0's poisson: -106.752\tvalid_0's l1: 13.6944\n",
"[7]\tvalid_0's poisson: -107.181\tvalid_0's l1: 13.1363\n",
"[8]\tvalid_0's poisson: -107.633\tvalid_0's l1: 12.5159\n",
"[9]\tvalid_0's poisson: -107.862\tvalid_0's l1: 12.175\n",
"[10]\tvalid_0's poisson: -108.131\tvalid_0's l1: 11.8007\n",
"[11]\tvalid_0's poisson: -108.297\tvalid_0's l1: 11.5894\n",
"[12]\tvalid_0's poisson: -108.409\tvalid_0's l1: 11.4108\n",
"[13]\tvalid_0's poisson: -108.506\tvalid_0's l1: 11.2686\n",
"[14]\tvalid_0's poisson: -108.546\tvalid_0's l1: 11.1985\n",
"[15]\tvalid_0's poisson: -108.651\tvalid_0's l1: 11.0192\n",
"[16]\tvalid_0's poisson: -108.701\tvalid_0's l1: 10.9426\n",
"[17]\tvalid_0's poisson: -108.716\tvalid_0's l1: 10.8624\n",
"[18]\tvalid_0's poisson: -108.731\tvalid_0's l1: 10.8072\n",
"[19]\tvalid_0's poisson: -108.75\tvalid_0's l1: 10.7573\n",
"[20]\tvalid_0's poisson: -108.732\tvalid_0's l1: 10.7405\n",
"[21]\tvalid_0's poisson: -108.736\tvalid_0's l1: 10.7279\n",
"[22]\tvalid_0's poisson: -108.723\tvalid_0's l1: 10.6913\n",
"[23]\tvalid_0's poisson: -108.737\tvalid_0's l1: 10.6571\n",
"[24]\tvalid_0's poisson: -108.743\tvalid_0's l1: 10.6357\n",
"[25]\tvalid_0's poisson: -108.71\tvalid_0's l1: 10.6257\n",
"[26]\tvalid_0's poisson: -108.686\tvalid_0's l1: 10.615\n",
"[27]\tvalid_0's poisson: -108.685\tvalid_0's l1: 10.6089\n",
"[28]\tvalid_0's poisson: -108.685\tvalid_0's l1: 10.6047\n",
"[29]\tvalid_0's poisson: -108.634\tvalid_0's l1: 10.6081\n",
"[30]\tvalid_0's poisson: -108.64\tvalid_0's l1: 10.5727\n",
"[31]\tvalid_0's poisson: -108.641\tvalid_0's l1: 10.5611\n",
"[32]\tvalid_0's poisson: -108.611\tvalid_0's l1: 10.5456\n",
"[33]\tvalid_0's poisson: -108.598\tvalid_0's l1: 10.5303\n",
"[34]\tvalid_0's poisson: -108.64\tvalid_0's l1: 10.5104\n",
"[35]\tvalid_0's poisson: -108.635\tvalid_0's l1: 10.5021\n",
"[36]\tvalid_0's poisson: -108.639\tvalid_0's l1: 10.4821\n",
"[37]\tvalid_0's poisson: -108.651\tvalid_0's l1: 10.4601\n",
"[38]\tvalid_0's poisson: -108.639\tvalid_0's l1: 10.459\n",
"[39]\tvalid_0's poisson: -108.639\tvalid_0's l1: 10.4486\n",
"[40]\tvalid_0's poisson: -108.658\tvalid_0's l1: 10.4059\n",
"[41]\tvalid_0's poisson: -108.651\tvalid_0's l1: 10.411\n",
"[42]\tvalid_0's poisson: -108.683\tvalid_0's l1: 10.3775\n",
"[43]\tvalid_0's poisson: -108.688\tvalid_0's l1: 10.3483\n",
"[44]\tvalid_0's poisson: -108.689\tvalid_0's l1: 10.3419\n",
"[45]\tvalid_0's poisson: -108.675\tvalid_0's l1: 10.3272\n",
"[46]\tvalid_0's poisson: -108.673\tvalid_0's l1: 10.3286\n",
"[47]\tvalid_0's poisson: -108.668\tvalid_0's l1: 10.3087\n",
"[48]\tvalid_0's poisson: -108.664\tvalid_0's l1: 10.3009\n",
"[49]\tvalid_0's poisson: -108.676\tvalid_0's l1: 10.2961\n",
"[50]\tvalid_0's poisson: -108.681\tvalid_0's l1: 10.2894\n",
"[51]\tvalid_0's poisson: -108.673\tvalid_0's l1: 10.285\n",
"[52]\tvalid_0's poisson: -108.65\tvalid_0's l1: 10.2839\n",
"[53]\tvalid_0's poisson: -108.705\tvalid_0's l1: 10.2848\n",
"[54]\tvalid_0's poisson: -108.698\tvalid_0's l1: 10.2725\n",
"[55]\tvalid_0's poisson: -108.698\tvalid_0's l1: 10.256\n",
"[56]\tvalid_0's poisson: -108.724\tvalid_0's l1: 10.2549\n",
"[57]\tvalid_0's poisson: -108.73\tvalid_0's l1: 10.2541\n",
"[58]\tvalid_0's poisson: -108.72\tvalid_0's l1: 10.2498\n",
"[59]\tvalid_0's poisson: -108.663\tvalid_0's l1: 10.2461\n",
"[60]\tvalid_0's poisson: -108.673\tvalid_0's l1: 10.2426\n",
"[61]\tvalid_0's poisson: -108.661\tvalid_0's l1: 10.2407\n",
"[62]\tvalid_0's poisson: -108.672\tvalid_0's l1: 10.2227\n",
"[63]\tvalid_0's poisson: -108.724\tvalid_0's l1: 10.2061\n",
"[64]\tvalid_0's poisson: -108.708\tvalid_0's l1: 10.1993\n",
"[65]\tvalid_0's poisson: -108.696\tvalid_0's l1: 10.1994\n",
"[66]\tvalid_0's poisson: -108.709\tvalid_0's l1: 10.1729\n",
"[67]\tvalid_0's poisson: -108.658\tvalid_0's l1: 10.1684\n",
"[68]\tvalid_0's poisson: -108.689\tvalid_0's l1: 10.171\n",
"[69]\tvalid_0's poisson: -108.678\tvalid_0's l1: 10.1667\n",
"[70]\tvalid_0's poisson: -108.696\tvalid_0's l1: 10.1667\n",
"[71]\tvalid_0's poisson: -108.694\tvalid_0's l1: 10.1589\n",
"[72]\tvalid_0's poisson: -108.652\tvalid_0's l1: 10.1541\n",
"[73]\tvalid_0's poisson: -108.616\tvalid_0's l1: 10.1414\n",
"[74]\tvalid_0's poisson: -108.613\tvalid_0's l1: 10.1366\n",
"[75]\tvalid_0's poisson: -108.628\tvalid_0's l1: 10.1275\n",
"[76]\tvalid_0's poisson: -108.649\tvalid_0's l1: 10.0951\n",
"[77]\tvalid_0's poisson: -108.639\tvalid_0's l1: 10.0829\n",
"[78]\tvalid_0's poisson: -108.616\tvalid_0's l1: 10.0784\n",
"[79]\tvalid_0's poisson: -108.599\tvalid_0's l1: 10.0754\n",
"[80]\tvalid_0's poisson: -108.621\tvalid_0's l1: 10.0677\n",
"[81]\tvalid_0's poisson: -108.651\tvalid_0's l1: 10.063\n",
"[82]\tvalid_0's poisson: -108.657\tvalid_0's l1: 10.0645\n",
"[83]\tvalid_0's poisson: -108.659\tvalid_0's l1: 10.056\n",
"[84]\tvalid_0's poisson: -108.658\tvalid_0's l1: 10.0475\n",
"[85]\tvalid_0's poisson: -108.685\tvalid_0's l1: 10.0286\n",
"[86]\tvalid_0's poisson: -108.683\tvalid_0's l1: 10.0063\n",
"[87]\tvalid_0's poisson: -108.727\tvalid_0's l1: 9.99212\n",
"[88]\tvalid_0's poisson: -108.731\tvalid_0's l1: 9.98862\n",
"[89]\tvalid_0's poisson: -108.73\tvalid_0's l1: 9.99072\n",
"[90]\tvalid_0's poisson: -108.725\tvalid_0's l1: 9.98788\n",
"[91]\tvalid_0's poisson: -108.733\tvalid_0's l1: 9.98443\n",
"[92]\tvalid_0's poisson: -108.732\tvalid_0's l1: 9.98586\n",
"[93]\tvalid_0's poisson: -108.674\tvalid_0's l1: 9.98391\n",
"[94]\tvalid_0's poisson: -108.674\tvalid_0's l1: 9.97164\n",
"[95]\tvalid_0's poisson: -108.695\tvalid_0's l1: 9.9689\n",
"[96]\tvalid_0's poisson: -108.711\tvalid_0's l1: 9.97232\n",
"[97]\tvalid_0's poisson: -108.716\tvalid_0's l1: 9.965\n",
"[98]\tvalid_0's poisson: -108.695\tvalid_0's l1: 9.96098\n",
"[99]\tvalid_0's poisson: -108.69\tvalid_0's l1: 9.95527\n",
"[100]\tvalid_0's poisson: -108.724\tvalid_0's l1: 9.95195\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.829\tvalid_0's l1: 24.7256\n",
"[2]\tvalid_0's poisson: -96.5991\tvalid_0's l1: 21.3497\n",
"[3]\tvalid_0's poisson: -101.882\tvalid_0's l1: 18.2286\n",
"[4]\tvalid_0's poisson: -104.262\tvalid_0's l1: 16.2503\n",
"[5]\tvalid_0's poisson: -105.586\tvalid_0's l1: 14.8384\n",
"[6]\tvalid_0's poisson: -106.683\tvalid_0's l1: 13.6609\n",
"[7]\tvalid_0's poisson: -107.151\tvalid_0's l1: 13.099\n",
"[8]\tvalid_0's poisson: -107.601\tvalid_0's l1: 12.5625\n",
"[9]\tvalid_0's poisson: -107.878\tvalid_0's l1: 12.2379\n",
"[10]\tvalid_0's poisson: -108.173\tvalid_0's l1: 11.8411\n",
"[11]\tvalid_0's poisson: -108.292\tvalid_0's l1: 11.6611\n",
"[12]\tvalid_0's poisson: -108.38\tvalid_0's l1: 11.5141\n",
"[13]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.2999\n",
"[14]\tvalid_0's poisson: -108.561\tvalid_0's l1: 11.2182\n",
"[15]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.1564\n",
"[16]\tvalid_0's poisson: -108.617\tvalid_0's l1: 11.0344\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -108.62\tvalid_0's l1: 10.9765\n",
"[18]\tvalid_0's poisson: -108.602\tvalid_0's l1: 10.957\n",
"[19]\tvalid_0's poisson: -108.593\tvalid_0's l1: 10.8883\n",
"[20]\tvalid_0's poisson: -108.598\tvalid_0's l1: 10.8429\n",
"[21]\tvalid_0's poisson: -108.581\tvalid_0's l1: 10.8279\n",
"[22]\tvalid_0's poisson: -108.599\tvalid_0's l1: 10.7801\n",
"[23]\tvalid_0's poisson: -108.64\tvalid_0's l1: 10.7374\n",
"[24]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.7272\n",
"[25]\tvalid_0's poisson: -108.616\tvalid_0's l1: 10.7108\n",
"[26]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.6898\n",
"[27]\tvalid_0's poisson: -108.637\tvalid_0's l1: 10.6658\n",
"[28]\tvalid_0's poisson: -108.631\tvalid_0's l1: 10.6683\n",
"[29]\tvalid_0's poisson: -108.651\tvalid_0's l1: 10.6084\n",
"[30]\tvalid_0's poisson: -108.633\tvalid_0's l1: 10.5991\n",
"[31]\tvalid_0's poisson: -108.633\tvalid_0's l1: 10.5756\n",
"[32]\tvalid_0's poisson: -108.636\tvalid_0's l1: 10.5319\n",
"[33]\tvalid_0's poisson: -108.628\tvalid_0's l1: 10.5216\n",
"[34]\tvalid_0's poisson: -108.655\tvalid_0's l1: 10.4801\n",
"[35]\tvalid_0's poisson: -108.65\tvalid_0's l1: 10.4638\n",
"[36]\tvalid_0's poisson: -108.645\tvalid_0's l1: 10.4134\n",
"[37]\tvalid_0's poisson: -108.641\tvalid_0's l1: 10.4115\n",
"[38]\tvalid_0's poisson: -108.572\tvalid_0's l1: 10.4\n",
"[39]\tvalid_0's poisson: -108.539\tvalid_0's l1: 10.3944\n",
"[40]\tvalid_0's poisson: -108.552\tvalid_0's l1: 10.3564\n",
"[41]\tvalid_0's poisson: -108.549\tvalid_0's l1: 10.3517\n",
"[42]\tvalid_0's poisson: -108.545\tvalid_0's l1: 10.3487\n",
"[43]\tvalid_0's poisson: -108.518\tvalid_0's l1: 10.3226\n",
"[44]\tvalid_0's poisson: -108.517\tvalid_0's l1: 10.3182\n",
"[45]\tvalid_0's poisson: -108.525\tvalid_0's l1: 10.2973\n",
"[46]\tvalid_0's poisson: -108.421\tvalid_0's l1: 10.2882\n",
"[47]\tvalid_0's poisson: -108.399\tvalid_0's l1: 10.2863\n",
"[48]\tvalid_0's poisson: -108.43\tvalid_0's l1: 10.2708\n",
"[49]\tvalid_0's poisson: -108.464\tvalid_0's l1: 10.271\n",
"[50]\tvalid_0's poisson: -108.437\tvalid_0's l1: 10.2353\n",
"[51]\tvalid_0's poisson: -108.392\tvalid_0's l1: 10.2261\n",
"[52]\tvalid_0's poisson: -108.37\tvalid_0's l1: 10.2179\n",
"[53]\tvalid_0's poisson: -108.375\tvalid_0's l1: 10.2172\n",
"[54]\tvalid_0's poisson: -108.414\tvalid_0's l1: 10.2032\n",
"[55]\tvalid_0's poisson: -108.449\tvalid_0's l1: 10.1987\n",
"[56]\tvalid_0's poisson: -108.391\tvalid_0's l1: 10.2022\n",
"[57]\tvalid_0's poisson: -108.415\tvalid_0's l1: 10.2008\n",
"[58]\tvalid_0's poisson: -108.43\tvalid_0's l1: 10.1986\n",
"[59]\tvalid_0's poisson: -108.343\tvalid_0's l1: 10.1861\n",
"[60]\tvalid_0's poisson: -108.366\tvalid_0's l1: 10.1875\n",
"[61]\tvalid_0's poisson: -108.386\tvalid_0's l1: 10.178\n",
"[62]\tvalid_0's poisson: -108.456\tvalid_0's l1: 10.1757\n",
"[63]\tvalid_0's poisson: -108.472\tvalid_0's l1: 10.1724\n",
"[64]\tvalid_0's poisson: -108.468\tvalid_0's l1: 10.1578\n",
"[65]\tvalid_0's poisson: -108.417\tvalid_0's l1: 10.1371\n",
"[66]\tvalid_0's poisson: -108.421\tvalid_0's l1: 10.1291\n",
"[67]\tvalid_0's poisson: -108.423\tvalid_0's l1: 10.1264\n",
"[68]\tvalid_0's poisson: -108.418\tvalid_0's l1: 10.1286\n",
"[69]\tvalid_0's poisson: -108.425\tvalid_0's l1: 10.1212\n",
"[70]\tvalid_0's poisson: -108.435\tvalid_0's l1: 10.1011\n",
"[71]\tvalid_0's poisson: -108.415\tvalid_0's l1: 10.0945\n",
"[72]\tvalid_0's poisson: -108.43\tvalid_0's l1: 10.079\n",
"[73]\tvalid_0's poisson: -108.416\tvalid_0's l1: 10.0624\n",
"[74]\tvalid_0's poisson: -108.383\tvalid_0's l1: 10.0533\n",
"[75]\tvalid_0's poisson: -108.306\tvalid_0's l1: 10.0611\n",
"[76]\tvalid_0's poisson: -108.263\tvalid_0's l1: 10.0599\n",
"[77]\tvalid_0's poisson: -108.235\tvalid_0's l1: 10.0412\n",
"[78]\tvalid_0's poisson: -108.229\tvalid_0's l1: 10.0311\n",
"[79]\tvalid_0's poisson: -108.223\tvalid_0's l1: 10.0231\n",
"[80]\tvalid_0's poisson: -108.292\tvalid_0's l1: 10.02\n",
"[81]\tvalid_0's poisson: -108.185\tvalid_0's l1: 10.0207\n",
"[82]\tvalid_0's poisson: -108.175\tvalid_0's l1: 10.0097\n",
"[83]\tvalid_0's poisson: -108.21\tvalid_0's l1: 10.0054\n",
"[84]\tvalid_0's poisson: -108.209\tvalid_0's l1: 10.0034\n",
"[85]\tvalid_0's poisson: -108.216\tvalid_0's l1: 10.0038\n",
"[86]\tvalid_0's poisson: -108.244\tvalid_0's l1: 10.0069\n",
"[87]\tvalid_0's poisson: -108.241\tvalid_0's l1: 10.0033\n",
"[88]\tvalid_0's poisson: -108.239\tvalid_0's l1: 10.003\n",
"[89]\tvalid_0's poisson: -108.221\tvalid_0's l1: 10.0045\n",
"[90]\tvalid_0's poisson: -108.172\tvalid_0's l1: 9.99466\n",
"[91]\tvalid_0's poisson: -108.163\tvalid_0's l1: 9.98924\n",
"[92]\tvalid_0's poisson: -108.207\tvalid_0's l1: 9.98827\n",
"[93]\tvalid_0's poisson: -108.172\tvalid_0's l1: 9.98572\n",
"[94]\tvalid_0's poisson: -108.227\tvalid_0's l1: 9.98528\n",
"[95]\tvalid_0's poisson: -108.196\tvalid_0's l1: 9.98044\n",
"[96]\tvalid_0's poisson: -108.177\tvalid_0's l1: 9.98017\n",
"[97]\tvalid_0's poisson: -108.186\tvalid_0's l1: 9.96571\n",
"[98]\tvalid_0's poisson: -108.17\tvalid_0's l1: 9.96961\n",
"[99]\tvalid_0's poisson: -108.104\tvalid_0's l1: 9.96831\n",
"[100]\tvalid_0's poisson: -108.094\tvalid_0's l1: 9.96149\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.9419\tvalid_0's l1: 24.6906\n",
"[2]\tvalid_0's poisson: -96.6841\tvalid_0's l1: 21.3251\n",
"[3]\tvalid_0's poisson: -101.897\tvalid_0's l1: 18.2292\n",
"[4]\tvalid_0's poisson: -104.534\tvalid_0's l1: 16.1225\n",
"[5]\tvalid_0's poisson: -105.956\tvalid_0's l1: 14.6154\n",
"[6]\tvalid_0's poisson: -106.618\tvalid_0's l1: 13.8216\n",
"[7]\tvalid_0's poisson: -107.345\tvalid_0's l1: 12.957\n",
"[8]\tvalid_0's poisson: -107.709\tvalid_0's l1: 12.5448\n",
"[9]\tvalid_0's poisson: -107.938\tvalid_0's l1: 12.2143\n",
"[10]\tvalid_0's poisson: -108.212\tvalid_0's l1: 11.8022\n",
"[11]\tvalid_0's poisson: -108.345\tvalid_0's l1: 11.5946\n",
"[12]\tvalid_0's poisson: -108.479\tvalid_0's l1: 11.3868\n",
"[13]\tvalid_0's poisson: -108.533\tvalid_0's l1: 11.2891\n",
"[14]\tvalid_0's poisson: -108.607\tvalid_0's l1: 11.1726\n",
"[15]\tvalid_0's poisson: -108.636\tvalid_0's l1: 11.1284\n",
"[16]\tvalid_0's poisson: -108.694\tvalid_0's l1: 10.988\n",
"[17]\tvalid_0's poisson: -108.683\tvalid_0's l1: 10.9781\n",
"[18]\tvalid_0's poisson: -108.692\tvalid_0's l1: 10.9369\n",
"[19]\tvalid_0's poisson: -108.686\tvalid_0's l1: 10.8608\n",
"[20]\tvalid_0's poisson: -108.691\tvalid_0's l1: 10.8103\n",
"[21]\tvalid_0's poisson: -108.722\tvalid_0's l1: 10.7586\n",
"[22]\tvalid_0's poisson: -108.755\tvalid_0's l1: 10.6956\n",
"[23]\tvalid_0's poisson: -108.691\tvalid_0's l1: 10.6897\n",
"[24]\tvalid_0's poisson: -108.706\tvalid_0's l1: 10.6697\n",
"[25]\tvalid_0's poisson: -108.653\tvalid_0's l1: 10.6548\n",
"[26]\tvalid_0's poisson: -108.666\tvalid_0's l1: 10.6079\n",
"[27]\tvalid_0's poisson: -108.655\tvalid_0's l1: 10.6008\n",
"[28]\tvalid_0's poisson: -108.67\tvalid_0's l1: 10.5719\n",
"[29]\tvalid_0's poisson: -108.663\tvalid_0's l1: 10.568\n",
"[30]\tvalid_0's poisson: -108.635\tvalid_0's l1: 10.5258\n",
"[31]\tvalid_0's poisson: -108.653\tvalid_0's l1: 10.5124\n",
"[32]\tvalid_0's poisson: -108.672\tvalid_0's l1: 10.4939\n",
"[33]\tvalid_0's poisson: -108.676\tvalid_0's l1: 10.4836\n",
"[34]\tvalid_0's poisson: -108.672\tvalid_0's l1: 10.4769\n",
"[35]\tvalid_0's poisson: -108.683\tvalid_0's l1: 10.4575\n",
"[36]\tvalid_0's poisson: -108.69\tvalid_0's l1: 10.4485\n",
"[37]\tvalid_0's poisson: -108.722\tvalid_0's l1: 10.4444\n",
"[38]\tvalid_0's poisson: -108.707\tvalid_0's l1: 10.4445\n",
"[39]\tvalid_0's poisson: -108.74\tvalid_0's l1: 10.4008\n",
"[40]\tvalid_0's poisson: -108.713\tvalid_0's l1: 10.3706\n",
"[41]\tvalid_0's poisson: -108.714\tvalid_0's l1: 10.3607\n",
"[42]\tvalid_0's poisson: -108.71\tvalid_0's l1: 10.3589\n",
"[43]\tvalid_0's poisson: -108.727\tvalid_0's l1: 10.3448\n",
"[44]\tvalid_0's poisson: -108.751\tvalid_0's l1: 10.3141\n",
"[45]\tvalid_0's poisson: -108.75\tvalid_0's l1: 10.3013\n",
"[46]\tvalid_0's poisson: -108.765\tvalid_0's l1: 10.2822\n",
"[47]\tvalid_0's poisson: -108.735\tvalid_0's l1: 10.2771\n",
"[48]\tvalid_0's poisson: -108.735\tvalid_0's l1: 10.266\n",
"[49]\tvalid_0's poisson: -108.724\tvalid_0's l1: 10.2508\n",
"[50]\tvalid_0's poisson: -108.737\tvalid_0's l1: 10.2391\n",
"[51]\tvalid_0's poisson: -108.733\tvalid_0's l1: 10.2288\n",
"[52]\tvalid_0's poisson: -108.738\tvalid_0's l1: 10.2126\n",
"[53]\tvalid_0's poisson: -108.74\tvalid_0's l1: 10.1994\n",
"[54]\tvalid_0's poisson: -108.747\tvalid_0's l1: 10.1879\n",
"[55]\tvalid_0's poisson: -108.765\tvalid_0's l1: 10.1792\n",
"[56]\tvalid_0's poisson: -108.777\tvalid_0's l1: 10.1714\n",
"[57]\tvalid_0's poisson: -108.774\tvalid_0's l1: 10.1636\n",
"[58]\tvalid_0's poisson: -108.776\tvalid_0's l1: 10.1598\n",
"[59]\tvalid_0's poisson: -108.787\tvalid_0's l1: 10.1496\n",
"[60]\tvalid_0's poisson: -108.757\tvalid_0's l1: 10.1291\n",
"[61]\tvalid_0's poisson: -108.751\tvalid_0's l1: 10.1131\n",
"[62]\tvalid_0's poisson: -108.757\tvalid_0's l1: 10.1128\n",
"[63]\tvalid_0's poisson: -108.761\tvalid_0's l1: 10.1125\n",
"[64]\tvalid_0's poisson: -108.743\tvalid_0's l1: 10.0982\n",
"[65]\tvalid_0's poisson: -108.74\tvalid_0's l1: 10.0983\n",
"[66]\tvalid_0's poisson: -108.666\tvalid_0's l1: 10.0975\n",
"[67]\tvalid_0's poisson: -108.742\tvalid_0's l1: 10.0802\n",
"[68]\tvalid_0's poisson: -108.752\tvalid_0's l1: 10.0725\n",
"[69]\tvalid_0's poisson: -108.68\tvalid_0's l1: 10.0706\n",
"[70]\tvalid_0's poisson: -108.679\tvalid_0's l1: 10.0645\n",
"[71]\tvalid_0's poisson: -108.695\tvalid_0's l1: 10.0672\n",
"[72]\tvalid_0's poisson: -108.686\tvalid_0's l1: 10.0708\n",
"[73]\tvalid_0's poisson: -108.705\tvalid_0's l1: 10.0568\n",
"[74]\tvalid_0's poisson: -108.634\tvalid_0's l1: 10.0474\n",
"[75]\tvalid_0's poisson: -108.644\tvalid_0's l1: 10.037\n",
"[76]\tvalid_0's poisson: -108.648\tvalid_0's l1: 10.0353\n",
"[77]\tvalid_0's poisson: -108.66\tvalid_0's l1: 10.0188\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[78]\tvalid_0's poisson: -108.657\tvalid_0's l1: 10.0234\n",
"[79]\tvalid_0's poisson: -108.646\tvalid_0's l1: 10.0236\n",
"[80]\tvalid_0's poisson: -108.65\tvalid_0's l1: 10.0228\n",
"[81]\tvalid_0's poisson: -108.646\tvalid_0's l1: 10.0208\n",
"[82]\tvalid_0's poisson: -108.636\tvalid_0's l1: 10.0244\n",
"[83]\tvalid_0's poisson: -108.605\tvalid_0's l1: 10.0254\n",
"[84]\tvalid_0's poisson: -108.597\tvalid_0's l1: 10.025\n",
"[85]\tvalid_0's poisson: -108.579\tvalid_0's l1: 10.0219\n",
"[86]\tvalid_0's poisson: -108.586\tvalid_0's l1: 10.0131\n",
"[87]\tvalid_0's poisson: -108.587\tvalid_0's l1: 10.0108\n",
"[88]\tvalid_0's poisson: -108.619\tvalid_0's l1: 10.004\n",
"[89]\tvalid_0's poisson: -108.584\tvalid_0's l1: 9.99931\n",
"[90]\tvalid_0's poisson: -108.584\tvalid_0's l1: 9.99375\n",
"[91]\tvalid_0's poisson: -108.591\tvalid_0's l1: 9.97812\n",
"[92]\tvalid_0's poisson: -108.586\tvalid_0's l1: 9.97482\n",
"[93]\tvalid_0's poisson: -108.579\tvalid_0's l1: 9.96951\n",
"[94]\tvalid_0's poisson: -108.578\tvalid_0's l1: 9.95322\n",
"[95]\tvalid_0's poisson: -108.567\tvalid_0's l1: 9.95237\n",
"[96]\tvalid_0's poisson: -108.571\tvalid_0's l1: 9.94226\n",
"[97]\tvalid_0's poisson: -108.57\tvalid_0's l1: 9.94391\n",
"[98]\tvalid_0's poisson: -108.568\tvalid_0's l1: 9.94267\n",
"[99]\tvalid_0's poisson: -108.561\tvalid_0's l1: 9.94204\n",
"[100]\tvalid_0's poisson: -108.561\tvalid_0's l1: 9.94084\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.9411\tvalid_0's l1: 24.7012\n",
"[2]\tvalid_0's poisson: -96.7876\tvalid_0's l1: 21.2399\n",
"[3]\tvalid_0's poisson: -101.467\tvalid_0's l1: 18.3851\n",
"[4]\tvalid_0's poisson: -104.269\tvalid_0's l1: 16.1995\n",
"[5]\tvalid_0's poisson: -105.826\tvalid_0's l1: 14.6978\n",
"[6]\tvalid_0's poisson: -106.445\tvalid_0's l1: 13.9632\n",
"[7]\tvalid_0's poisson: -107.201\tvalid_0's l1: 13.0924\n",
"[8]\tvalid_0's poisson: -107.643\tvalid_0's l1: 12.595\n",
"[9]\tvalid_0's poisson: -107.909\tvalid_0's l1: 12.2277\n",
"[10]\tvalid_0's poisson: -108.095\tvalid_0's l1: 11.9657\n",
"[11]\tvalid_0's poisson: -108.312\tvalid_0's l1: 11.6647\n",
"[12]\tvalid_0's poisson: -108.428\tvalid_0's l1: 11.4086\n",
"[13]\tvalid_0's poisson: -108.424\tvalid_0's l1: 11.3579\n",
"[14]\tvalid_0's poisson: -108.478\tvalid_0's l1: 11.2303\n",
"[15]\tvalid_0's poisson: -108.577\tvalid_0's l1: 11.0363\n",
"[16]\tvalid_0's poisson: -108.629\tvalid_0's l1: 10.9314\n",
"[17]\tvalid_0's poisson: -108.609\tvalid_0's l1: 10.8972\n",
"[18]\tvalid_0's poisson: -108.663\tvalid_0's l1: 10.8453\n",
"[19]\tvalid_0's poisson: -108.674\tvalid_0's l1: 10.8014\n",
"[20]\tvalid_0's poisson: -108.621\tvalid_0's l1: 10.771\n",
"[21]\tvalid_0's poisson: -108.657\tvalid_0's l1: 10.7394\n",
"[22]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.7108\n",
"[23]\tvalid_0's poisson: -108.654\tvalid_0's l1: 10.7055\n",
"[24]\tvalid_0's poisson: -108.62\tvalid_0's l1: 10.6927\n",
"[25]\tvalid_0's poisson: -108.633\tvalid_0's l1: 10.6573\n",
"[26]\tvalid_0's poisson: -108.568\tvalid_0's l1: 10.6567\n",
"[27]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.6522\n",
"[28]\tvalid_0's poisson: -108.567\tvalid_0's l1: 10.648\n",
"[29]\tvalid_0's poisson: -108.566\tvalid_0's l1: 10.6374\n",
"[30]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.597\n",
"[31]\tvalid_0's poisson: -108.562\tvalid_0's l1: 10.5863\n",
"[32]\tvalid_0's poisson: -108.552\tvalid_0's l1: 10.5653\n",
"[33]\tvalid_0's poisson: -108.603\tvalid_0's l1: 10.5257\n",
"[34]\tvalid_0's poisson: -108.607\tvalid_0's l1: 10.5186\n",
"[35]\tvalid_0's poisson: -108.639\tvalid_0's l1: 10.5133\n",
"[36]\tvalid_0's poisson: -108.638\tvalid_0's l1: 10.4997\n",
"[37]\tvalid_0's poisson: -108.595\tvalid_0's l1: 10.493\n",
"[38]\tvalid_0's poisson: -108.641\tvalid_0's l1: 10.482\n",
"[39]\tvalid_0's poisson: -108.619\tvalid_0's l1: 10.4762\n",
"[40]\tvalid_0's poisson: -108.61\tvalid_0's l1: 10.4625\n",
"[41]\tvalid_0's poisson: -108.632\tvalid_0's l1: 10.4461\n",
"[42]\tvalid_0's poisson: -108.593\tvalid_0's l1: 10.4294\n",
"[43]\tvalid_0's poisson: -108.61\tvalid_0's l1: 10.4145\n",
"[44]\tvalid_0's poisson: -108.651\tvalid_0's l1: 10.392\n",
"[45]\tvalid_0's poisson: -108.675\tvalid_0's l1: 10.3402\n",
"[46]\tvalid_0's poisson: -108.638\tvalid_0's l1: 10.3377\n",
"[47]\tvalid_0's poisson: -108.616\tvalid_0's l1: 10.3281\n",
"[48]\tvalid_0's poisson: -108.589\tvalid_0's l1: 10.3251\n",
"[49]\tvalid_0's poisson: -108.6\tvalid_0's l1: 10.2827\n",
"[50]\tvalid_0's poisson: -108.603\tvalid_0's l1: 10.2841\n",
"[51]\tvalid_0's poisson: -108.594\tvalid_0's l1: 10.2461\n",
"[52]\tvalid_0's poisson: -108.442\tvalid_0's l1: 10.2455\n",
"[53]\tvalid_0's poisson: -108.503\tvalid_0's l1: 10.2277\n",
"[54]\tvalid_0's poisson: -108.535\tvalid_0's l1: 10.2261\n",
"[55]\tvalid_0's poisson: -108.487\tvalid_0's l1: 10.2138\n",
"[56]\tvalid_0's poisson: -108.492\tvalid_0's l1: 10.208\n",
"[57]\tvalid_0's poisson: -108.47\tvalid_0's l1: 10.2026\n",
"[58]\tvalid_0's poisson: -108.466\tvalid_0's l1: 10.2005\n",
"[59]\tvalid_0's poisson: -108.484\tvalid_0's l1: 10.2038\n",
"[60]\tvalid_0's poisson: -108.477\tvalid_0's l1: 10.2029\n",
"[61]\tvalid_0's poisson: -108.457\tvalid_0's l1: 10.1962\n",
"[62]\tvalid_0's poisson: -108.463\tvalid_0's l1: 10.1814\n",
"[63]\tvalid_0's poisson: -108.462\tvalid_0's l1: 10.1801\n",
"[64]\tvalid_0's poisson: -108.462\tvalid_0's l1: 10.1729\n",
"[65]\tvalid_0's poisson: -108.461\tvalid_0's l1: 10.1524\n",
"[66]\tvalid_0's poisson: -108.453\tvalid_0's l1: 10.1504\n",
"[67]\tvalid_0's poisson: -108.457\tvalid_0's l1: 10.1449\n",
"[68]\tvalid_0's poisson: -108.46\tvalid_0's l1: 10.1348\n",
"[69]\tvalid_0's poisson: -108.47\tvalid_0's l1: 10.113\n",
"[70]\tvalid_0's poisson: -108.557\tvalid_0's l1: 10.1057\n",
"[71]\tvalid_0's poisson: -108.569\tvalid_0's l1: 10.0813\n",
"[72]\tvalid_0's poisson: -108.486\tvalid_0's l1: 10.0665\n",
"[73]\tvalid_0's poisson: -108.497\tvalid_0's l1: 10.0584\n",
"[74]\tvalid_0's poisson: -108.477\tvalid_0's l1: 10.0596\n",
"[75]\tvalid_0's poisson: -108.454\tvalid_0's l1: 10.0582\n",
"[76]\tvalid_0's poisson: -108.454\tvalid_0's l1: 10.0582\n",
"[77]\tvalid_0's poisson: -108.447\tvalid_0's l1: 10.0514\n",
"[78]\tvalid_0's poisson: -108.443\tvalid_0's l1: 10.0508\n",
"[79]\tvalid_0's poisson: -108.415\tvalid_0's l1: 10.049\n",
"[80]\tvalid_0's poisson: -108.409\tvalid_0's l1: 10.0415\n",
"[81]\tvalid_0's poisson: -108.411\tvalid_0's l1: 10.0366\n",
"[82]\tvalid_0's poisson: -108.4\tvalid_0's l1: 10.0365\n",
"[83]\tvalid_0's poisson: -108.411\tvalid_0's l1: 10.0348\n",
"[84]\tvalid_0's poisson: -108.38\tvalid_0's l1: 10.0287\n",
"[85]\tvalid_0's poisson: -108.436\tvalid_0's l1: 10.0275\n",
"[86]\tvalid_0's poisson: -108.428\tvalid_0's l1: 10.0048\n",
"[87]\tvalid_0's poisson: -108.438\tvalid_0's l1: 10.0029\n",
"[88]\tvalid_0's poisson: -108.474\tvalid_0's l1: 9.99958\n",
"[89]\tvalid_0's poisson: -108.472\tvalid_0's l1: 9.98371\n",
"[90]\tvalid_0's poisson: -108.473\tvalid_0's l1: 9.98275\n",
"[91]\tvalid_0's poisson: -108.473\tvalid_0's l1: 9.97344\n",
"[92]\tvalid_0's poisson: -108.459\tvalid_0's l1: 9.97523\n",
"[93]\tvalid_0's poisson: -108.463\tvalid_0's l1: 9.97043\n",
"[94]\tvalid_0's poisson: -108.439\tvalid_0's l1: 9.97105\n",
"[95]\tvalid_0's poisson: -108.463\tvalid_0's l1: 9.94858\n",
"[96]\tvalid_0's poisson: -108.469\tvalid_0's l1: 9.9463\n",
"[97]\tvalid_0's poisson: -108.497\tvalid_0's l1: 9.9486\n",
"[98]\tvalid_0's poisson: -108.467\tvalid_0's l1: 9.94927\n",
"[99]\tvalid_0's poisson: -108.472\tvalid_0's l1: 9.94535\n",
"[100]\tvalid_0's poisson: -108.477\tvalid_0's l1: 9.94018\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.9235\tvalid_0's l1: 24.6844\n",
"[2]\tvalid_0's poisson: -97.1917\tvalid_0's l1: 21.1326\n",
"[3]\tvalid_0's poisson: -101.771\tvalid_0's l1: 18.297\n",
"[4]\tvalid_0's poisson: -104.151\tvalid_0's l1: 16.2797\n",
"[5]\tvalid_0's poisson: -105.722\tvalid_0's l1: 14.7669\n",
"[6]\tvalid_0's poisson: -106.656\tvalid_0's l1: 13.6941\n",
"[7]\tvalid_0's poisson: -107.086\tvalid_0's l1: 13.1425\n",
"[8]\tvalid_0's poisson: -107.485\tvalid_0's l1: 12.6597\n",
"[9]\tvalid_0's poisson: -107.941\tvalid_0's l1: 12.0739\n",
"[10]\tvalid_0's poisson: -108.109\tvalid_0's l1: 11.8388\n",
"[11]\tvalid_0's poisson: -108.258\tvalid_0's l1: 11.608\n",
"[12]\tvalid_0's poisson: -108.379\tvalid_0's l1: 11.4375\n",
"[13]\tvalid_0's poisson: -108.431\tvalid_0's l1: 11.3393\n",
"[14]\tvalid_0's poisson: -108.495\tvalid_0's l1: 11.2266\n",
"[15]\tvalid_0's poisson: -108.435\tvalid_0's l1: 11.1942\n",
"[16]\tvalid_0's poisson: -108.465\tvalid_0's l1: 11.1417\n",
"[17]\tvalid_0's poisson: -108.494\tvalid_0's l1: 11.081\n",
"[18]\tvalid_0's poisson: -108.517\tvalid_0's l1: 11.0326\n",
"[19]\tvalid_0's poisson: -108.584\tvalid_0's l1: 10.9491\n",
"[20]\tvalid_0's poisson: -108.566\tvalid_0's l1: 10.8662\n",
"[21]\tvalid_0's poisson: -108.583\tvalid_0's l1: 10.7768\n",
"[22]\tvalid_0's poisson: -108.513\tvalid_0's l1: 10.7682\n",
"[23]\tvalid_0's poisson: -108.519\tvalid_0's l1: 10.7519\n",
"[24]\tvalid_0's poisson: -108.484\tvalid_0's l1: 10.7484\n",
"[25]\tvalid_0's poisson: -108.495\tvalid_0's l1: 10.725\n",
"[26]\tvalid_0's poisson: -108.509\tvalid_0's l1: 10.7223\n",
"[27]\tvalid_0's poisson: -108.483\tvalid_0's l1: 10.6715\n",
"[28]\tvalid_0's poisson: -108.533\tvalid_0's l1: 10.6274\n",
"[29]\tvalid_0's poisson: -108.509\tvalid_0's l1: 10.6139\n",
"[30]\tvalid_0's poisson: -108.541\tvalid_0's l1: 10.5607\n",
"[31]\tvalid_0's poisson: -108.545\tvalid_0's l1: 10.5419\n",
"[32]\tvalid_0's poisson: -108.487\tvalid_0's l1: 10.5388\n",
"[33]\tvalid_0's poisson: -108.339\tvalid_0's l1: 10.5295\n",
"[34]\tvalid_0's poisson: -108.343\tvalid_0's l1: 10.5211\n",
"[35]\tvalid_0's poisson: -108.296\tvalid_0's l1: 10.514\n",
"[36]\tvalid_0's poisson: -108.331\tvalid_0's l1: 10.4997\n",
"[37]\tvalid_0's poisson: -108.354\tvalid_0's l1: 10.4986\n",
"[38]\tvalid_0's poisson: -108.369\tvalid_0's l1: 10.4545\n",
"[39]\tvalid_0's poisson: -108.407\tvalid_0's l1: 10.3834\n",
"[40]\tvalid_0's poisson: -108.399\tvalid_0's l1: 10.3672\n",
"[41]\tvalid_0's poisson: -108.411\tvalid_0's l1: 10.3651\n",
"[42]\tvalid_0's poisson: -108.458\tvalid_0's l1: 10.3434\n",
"[43]\tvalid_0's poisson: -108.473\tvalid_0's l1: 10.3302\n",
"[44]\tvalid_0's poisson: -108.496\tvalid_0's l1: 10.2881\n",
"[45]\tvalid_0's poisson: -108.5\tvalid_0's l1: 10.2852\n",
"[46]\tvalid_0's poisson: -108.501\tvalid_0's l1: 10.2672\n",
"[47]\tvalid_0's poisson: -108.512\tvalid_0's l1: 10.2549\n",
"[48]\tvalid_0's poisson: -108.494\tvalid_0's l1: 10.2407\n",
"[49]\tvalid_0's poisson: -108.509\tvalid_0's l1: 10.2305\n",
"[50]\tvalid_0's poisson: -108.491\tvalid_0's l1: 10.2138\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[51]\tvalid_0's poisson: -108.489\tvalid_0's l1: 10.1906\n",
"[52]\tvalid_0's poisson: -108.497\tvalid_0's l1: 10.1884\n",
"[53]\tvalid_0's poisson: -108.52\tvalid_0's l1: 10.1692\n",
"[54]\tvalid_0's poisson: -108.475\tvalid_0's l1: 10.1718\n",
"[55]\tvalid_0's poisson: -108.539\tvalid_0's l1: 10.1702\n",
"[56]\tvalid_0's poisson: -108.545\tvalid_0's l1: 10.1486\n",
"[57]\tvalid_0's poisson: -108.553\tvalid_0's l1: 10.1394\n",
"[58]\tvalid_0's poisson: -108.557\tvalid_0's l1: 10.1315\n",
"[59]\tvalid_0's poisson: -108.551\tvalid_0's l1: 10.1321\n",
"[60]\tvalid_0's poisson: -108.496\tvalid_0's l1: 10.1267\n",
"[61]\tvalid_0's poisson: -108.499\tvalid_0's l1: 10.1257\n",
"[62]\tvalid_0's poisson: -108.495\tvalid_0's l1: 10.117\n",
"[63]\tvalid_0's poisson: -108.518\tvalid_0's l1: 10.1049\n",
"[64]\tvalid_0's poisson: -108.49\tvalid_0's l1: 10.1021\n",
"[65]\tvalid_0's poisson: -108.524\tvalid_0's l1: 10.096\n",
"[66]\tvalid_0's poisson: -108.469\tvalid_0's l1: 10.088\n",
"[67]\tvalid_0's poisson: -108.494\tvalid_0's l1: 10.0858\n",
"[68]\tvalid_0's poisson: -108.482\tvalid_0's l1: 10.0851\n",
"[69]\tvalid_0's poisson: -108.452\tvalid_0's l1: 10.0769\n",
"[70]\tvalid_0's poisson: -108.532\tvalid_0's l1: 10.0678\n",
"[71]\tvalid_0's poisson: -108.411\tvalid_0's l1: 10.0611\n",
"[72]\tvalid_0's poisson: -108.427\tvalid_0's l1: 10.0497\n",
"[73]\tvalid_0's poisson: -108.423\tvalid_0's l1: 10.0394\n",
"[74]\tvalid_0's poisson: -108.413\tvalid_0's l1: 10.0308\n",
"[75]\tvalid_0's poisson: -108.358\tvalid_0's l1: 10.0229\n",
"[76]\tvalid_0's poisson: -108.422\tvalid_0's l1: 10.0266\n",
"[77]\tvalid_0's poisson: -108.414\tvalid_0's l1: 10.003\n",
"[78]\tvalid_0's poisson: -108.415\tvalid_0's l1: 9.99907\n",
"[79]\tvalid_0's poisson: -108.401\tvalid_0's l1: 9.99852\n",
"[80]\tvalid_0's poisson: -108.395\tvalid_0's l1: 9.98391\n",
"[81]\tvalid_0's poisson: -108.395\tvalid_0's l1: 9.98269\n",
"[82]\tvalid_0's poisson: -108.387\tvalid_0's l1: 9.96102\n",
"[83]\tvalid_0's poisson: -108.401\tvalid_0's l1: 9.95682\n",
"[84]\tvalid_0's poisson: -108.402\tvalid_0's l1: 9.96244\n",
"[85]\tvalid_0's poisson: -108.389\tvalid_0's l1: 9.94948\n",
"[86]\tvalid_0's poisson: -108.395\tvalid_0's l1: 9.93742\n",
"[87]\tvalid_0's poisson: -108.416\tvalid_0's l1: 9.93651\n",
"[88]\tvalid_0's poisson: -108.416\tvalid_0's l1: 9.93176\n",
"[89]\tvalid_0's poisson: -108.398\tvalid_0's l1: 9.9239\n",
"[90]\tvalid_0's poisson: -108.398\tvalid_0's l1: 9.92232\n",
"[91]\tvalid_0's poisson: -108.356\tvalid_0's l1: 9.9188\n",
"[92]\tvalid_0's poisson: -108.358\tvalid_0's l1: 9.91654\n",
"[93]\tvalid_0's poisson: -108.375\tvalid_0's l1: 9.90539\n",
"[94]\tvalid_0's poisson: -108.382\tvalid_0's l1: 9.89261\n",
"[95]\tvalid_0's poisson: -108.381\tvalid_0's l1: 9.89349\n",
"[96]\tvalid_0's poisson: -108.38\tvalid_0's l1: 9.89421\n",
"[97]\tvalid_0's poisson: -108.355\tvalid_0's l1: 9.87274\n",
"[98]\tvalid_0's poisson: -108.411\tvalid_0's l1: 9.86456\n",
"[99]\tvalid_0's poisson: -108.388\tvalid_0's l1: 9.8646\n",
"[100]\tvalid_0's poisson: -108.352\tvalid_0's l1: 9.86588\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.6043\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8228\tvalid_0's l1: 29.202\n",
"[3]\tvalid_0's poisson: -81.038\tvalid_0's l1: 29.1254\n",
"[4]\tvalid_0's poisson: -81.25\tvalid_0's l1: 29.049\n",
"[5]\tvalid_0's poisson: -81.4588\tvalid_0's l1: 28.9729\n",
"[6]\tvalid_0's poisson: -81.6647\tvalid_0's l1: 28.8971\n",
"[7]\tvalid_0's poisson: -81.8675\tvalid_0's l1: 28.8218\n",
"[8]\tvalid_0's poisson: -82.0734\tvalid_0's l1: 28.7462\n",
"[9]\tvalid_0's poisson: -82.2762\tvalid_0's l1: 28.6708\n",
"[10]\tvalid_0's poisson: -82.4778\tvalid_0's l1: 28.595\n",
"[11]\tvalid_0's poisson: -82.6747\tvalid_0's l1: 28.5203\n",
"[12]\tvalid_0's poisson: -82.8686\tvalid_0's l1: 28.4458\n",
"[13]\tvalid_0's poisson: -83.0597\tvalid_0's l1: 28.3717\n",
"[14]\tvalid_0's poisson: -83.248\tvalid_0's l1: 28.2978\n",
"[15]\tvalid_0's poisson: -83.4336\tvalid_0's l1: 28.2243\n",
"[16]\tvalid_0's poisson: -83.6184\tvalid_0's l1: 28.1503\n",
"[17]\tvalid_0's poisson: -83.7988\tvalid_0's l1: 28.0776\n",
"[18]\tvalid_0's poisson: -83.9789\tvalid_0's l1: 28.005\n",
"[19]\tvalid_0's poisson: -84.1579\tvalid_0's l1: 27.9323\n",
"[20]\tvalid_0's poisson: -84.3335\tvalid_0's l1: 27.8603\n",
"[21]\tvalid_0's poisson: -84.5086\tvalid_0's l1: 27.7876\n",
"[22]\tvalid_0's poisson: -84.6794\tvalid_0's l1: 27.7162\n",
"[23]\tvalid_0's poisson: -84.8479\tvalid_0's l1: 27.6451\n",
"[24]\tvalid_0's poisson: -85.023\tvalid_0's l1: 27.5728\n",
"[25]\tvalid_0's poisson: -85.1987\tvalid_0's l1: 27.4996\n",
"[26]\tvalid_0's poisson: -85.3708\tvalid_0's l1: 27.4277\n",
"[27]\tvalid_0's poisson: -85.5405\tvalid_0's l1: 27.3561\n",
"[28]\tvalid_0's poisson: -85.7094\tvalid_0's l1: 27.2844\n",
"[29]\tvalid_0's poisson: -85.8686\tvalid_0's l1: 27.2151\n",
"[30]\tvalid_0's poisson: -86.0224\tvalid_0's l1: 27.1467\n",
"[31]\tvalid_0's poisson: -86.1907\tvalid_0's l1: 27.0748\n",
"[32]\tvalid_0's poisson: -86.3493\tvalid_0's l1: 27.0056\n",
"[33]\tvalid_0's poisson: -86.5059\tvalid_0's l1: 26.9366\n",
"[34]\tvalid_0's poisson: -86.655\tvalid_0's l1: 26.8695\n",
"[35]\tvalid_0's poisson: -86.8022\tvalid_0's l1: 26.8029\n",
"[36]\tvalid_0's poisson: -86.9471\tvalid_0's l1: 26.7371\n",
"[37]\tvalid_0's poisson: -87.0901\tvalid_0's l1: 26.6717\n",
"[38]\tvalid_0's poisson: -87.2313\tvalid_0's l1: 26.6068\n",
"[39]\tvalid_0's poisson: -87.3708\tvalid_0's l1: 26.5423\n",
"[40]\tvalid_0's poisson: -87.5158\tvalid_0's l1: 26.4758\n",
"[41]\tvalid_0's poisson: -87.659\tvalid_0's l1: 26.4098\n",
"[42]\tvalid_0's poisson: -87.8041\tvalid_0's l1: 26.3434\n",
"[43]\tvalid_0's poisson: -87.9358\tvalid_0's l1: 26.2806\n",
"[44]\tvalid_0's poisson: -88.066\tvalid_0's l1: 26.2181\n",
"[45]\tvalid_0's poisson: -88.2035\tvalid_0's l1: 26.1527\n",
"[46]\tvalid_0's poisson: -88.3388\tvalid_0's l1: 26.0877\n",
"[47]\tvalid_0's poisson: -88.4707\tvalid_0's l1: 26.0238\n",
"[48]\tvalid_0's poisson: -88.6013\tvalid_0's l1: 25.9603\n",
"[49]\tvalid_0's poisson: -88.7318\tvalid_0's l1: 25.8972\n",
"[50]\tvalid_0's poisson: -88.8536\tvalid_0's l1: 25.8365\n",
"[51]\tvalid_0's poisson: -88.9749\tvalid_0's l1: 25.7755\n",
"[52]\tvalid_0's poisson: -89.1033\tvalid_0's l1: 25.7129\n",
"[53]\tvalid_0's poisson: -89.2235\tvalid_0's l1: 25.6517\n",
"[54]\tvalid_0's poisson: -89.3479\tvalid_0's l1: 25.5892\n",
"[55]\tvalid_0's poisson: -89.4692\tvalid_0's l1: 25.5291\n",
"[56]\tvalid_0's poisson: -89.5915\tvalid_0's l1: 25.4679\n",
"[57]\tvalid_0's poisson: -89.7327\tvalid_0's l1: 25.4026\n",
"[58]\tvalid_0's poisson: -89.864\tvalid_0's l1: 25.3397\n",
"[59]\tvalid_0's poisson: -89.9748\tvalid_0's l1: 25.2813\n",
"[60]\tvalid_0's poisson: -90.1054\tvalid_0's l1: 25.2185\n",
"[61]\tvalid_0's poisson: -90.2358\tvalid_0's l1: 25.1558\n",
"[62]\tvalid_0's poisson: -90.3519\tvalid_0's l1: 25.0968\n",
"[63]\tvalid_0's poisson: -90.4666\tvalid_0's l1: 25.0382\n",
"[64]\tvalid_0's poisson: -90.5809\tvalid_0's l1: 24.9796\n",
"[65]\tvalid_0's poisson: -90.6905\tvalid_0's l1: 24.923\n",
"[66]\tvalid_0's poisson: -90.8028\tvalid_0's l1: 24.865\n",
"[67]\tvalid_0's poisson: -90.9152\tvalid_0's l1: 24.8066\n",
"[68]\tvalid_0's poisson: -91.0206\tvalid_0's l1: 24.7496\n",
"[69]\tvalid_0's poisson: -91.1383\tvalid_0's l1: 24.6905\n",
"[70]\tvalid_0's poisson: -91.2536\tvalid_0's l1: 24.6323\n",
"[71]\tvalid_0's poisson: -91.3556\tvalid_0's l1: 24.5763\n",
"[72]\tvalid_0's poisson: -91.4648\tvalid_0's l1: 24.5189\n",
"[73]\tvalid_0's poisson: -91.5724\tvalid_0's l1: 24.4621\n",
"[74]\tvalid_0's poisson: -91.6796\tvalid_0's l1: 24.4052\n",
"[75]\tvalid_0's poisson: -91.7856\tvalid_0's l1: 24.3485\n",
"[76]\tvalid_0's poisson: -91.8903\tvalid_0's l1: 24.2921\n",
"[77]\tvalid_0's poisson: -91.9941\tvalid_0's l1: 24.2359\n",
"[78]\tvalid_0's poisson: -92.0968\tvalid_0's l1: 24.1797\n",
"[79]\tvalid_0's poisson: -92.1985\tvalid_0's l1: 24.124\n",
"[80]\tvalid_0's poisson: -92.3043\tvalid_0's l1: 24.067\n",
"[81]\tvalid_0's poisson: -92.4042\tvalid_0's l1: 24.0122\n",
"[82]\tvalid_0's poisson: -92.5032\tvalid_0's l1: 23.9573\n",
"[83]\tvalid_0's poisson: -92.6012\tvalid_0's l1: 23.9026\n",
"[84]\tvalid_0's poisson: -92.7002\tvalid_0's l1: 23.8482\n",
"[85]\tvalid_0's poisson: -92.8065\tvalid_0's l1: 23.7917\n",
"[86]\tvalid_0's poisson: -92.8997\tvalid_0's l1: 23.7389\n",
"[87]\tvalid_0's poisson: -93.0578\tvalid_0's l1: 23.6745\n",
"[88]\tvalid_0's poisson: -93.1626\tvalid_0's l1: 23.6177\n",
"[89]\tvalid_0's poisson: -93.256\tvalid_0's l1: 23.5647\n",
"[90]\tvalid_0's poisson: -93.348\tvalid_0's l1: 23.5125\n",
"[91]\tvalid_0's poisson: -93.4451\tvalid_0's l1: 23.4588\n",
"[92]\tvalid_0's poisson: -93.5973\tvalid_0's l1: 23.3958\n",
"[93]\tvalid_0's poisson: -93.6864\tvalid_0's l1: 23.3445\n",
"[94]\tvalid_0's poisson: -93.7764\tvalid_0's l1: 23.2925\n",
"[95]\tvalid_0's poisson: -93.8636\tvalid_0's l1: 23.2416\n",
"[96]\tvalid_0's poisson: -93.99\tvalid_0's l1: 23.1857\n",
"[97]\tvalid_0's poisson: -94.1313\tvalid_0's l1: 23.1251\n",
"[98]\tvalid_0's poisson: -94.2708\tvalid_0's l1: 23.0645\n",
"[99]\tvalid_0's poisson: -94.402\tvalid_0's l1: 23.005\n",
"[100]\tvalid_0's poisson: -94.5382\tvalid_0's l1: 22.9446\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.6055\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8336\tvalid_0's l1: 29.201\n",
"[3]\tvalid_0's poisson: -81.0566\tvalid_0's l1: 29.1235\n",
"[4]\tvalid_0's poisson: -81.275\tvalid_0's l1: 29.0467\n",
"[5]\tvalid_0's poisson: -81.4902\tvalid_0's l1: 28.9701\n",
"[6]\tvalid_0's poisson: -81.7021\tvalid_0's l1: 28.8937\n",
"[7]\tvalid_0's poisson: -81.9108\tvalid_0's l1: 28.8178\n",
"[8]\tvalid_0's poisson: -82.119\tvalid_0's l1: 28.7416\n",
"[9]\tvalid_0's poisson: -82.3225\tvalid_0's l1: 28.6656\n",
"[10]\tvalid_0's poisson: -82.5245\tvalid_0's l1: 28.5901\n",
"[11]\tvalid_0's poisson: -82.7235\tvalid_0's l1: 28.5149\n",
"[12]\tvalid_0's poisson: -82.9197\tvalid_0's l1: 28.4399\n",
"[13]\tvalid_0's poisson: -83.115\tvalid_0's l1: 28.3645\n",
"[14]\tvalid_0's poisson: -83.3082\tvalid_0's l1: 28.289\n",
"[15]\tvalid_0's poisson: -83.4995\tvalid_0's l1: 28.2137\n",
"[16]\tvalid_0's poisson: -83.6866\tvalid_0's l1: 28.1394\n",
"[17]\tvalid_0's poisson: -83.8695\tvalid_0's l1: 28.0662\n",
"[18]\tvalid_0's poisson: -84.0505\tvalid_0's l1: 27.9927\n",
"[19]\tvalid_0's poisson: -84.2376\tvalid_0's l1: 27.9176\n",
"[20]\tvalid_0's poisson: -84.4226\tvalid_0's l1: 27.8424\n",
"[21]\tvalid_0's poisson: -84.6105\tvalid_0's l1: 27.7665\n",
"[22]\tvalid_0's poisson: -84.7955\tvalid_0's l1: 27.6912\n",
"[23]\tvalid_0's poisson: -84.9642\tvalid_0's l1: 27.6192\n",
"[24]\tvalid_0's poisson: -85.1307\tvalid_0's l1: 27.5477\n",
"[25]\tvalid_0's poisson: -85.2949\tvalid_0's l1: 27.4764\n",
"[26]\tvalid_0's poisson: -85.4598\tvalid_0's l1: 27.406\n",
"[27]\tvalid_0's poisson: -85.6341\tvalid_0's l1: 27.3331\n",
"[28]\tvalid_0's poisson: -85.8059\tvalid_0's l1: 27.261\n",
"[29]\tvalid_0's poisson: -85.9753\tvalid_0's l1: 27.1894\n",
"[30]\tvalid_0's poisson: -86.1419\tvalid_0's l1: 27.118\n",
"[31]\tvalid_0's poisson: -86.3062\tvalid_0's l1: 27.047\n",
"[32]\tvalid_0's poisson: -86.4594\tvalid_0's l1: 26.9784\n",
"[33]\tvalid_0's poisson: -86.6096\tvalid_0's l1: 26.9107\n",
"[34]\tvalid_0's poisson: -86.7841\tvalid_0's l1: 26.838\n",
"[35]\tvalid_0's poisson: -86.956\tvalid_0's l1: 26.7658\n",
"[36]\tvalid_0's poisson: -87.1036\tvalid_0's l1: 26.6978\n",
"[37]\tvalid_0's poisson: -87.2669\tvalid_0's l1: 26.6271\n",
"[38]\tvalid_0's poisson: -87.4278\tvalid_0's l1: 26.557\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[39]\tvalid_0's poisson: -87.5865\tvalid_0's l1: 26.4873\n",
"[40]\tvalid_0's poisson: -87.7433\tvalid_0's l1: 26.4181\n",
"[41]\tvalid_0's poisson: -87.8874\tvalid_0's l1: 26.3511\n",
"[42]\tvalid_0's poisson: -88.0449\tvalid_0's l1: 26.2818\n",
"[43]\tvalid_0's poisson: -88.2003\tvalid_0's l1: 26.2126\n",
"[44]\tvalid_0's poisson: -88.3399\tvalid_0's l1: 26.1465\n",
"[45]\tvalid_0's poisson: -88.4742\tvalid_0's l1: 26.082\n",
"[46]\tvalid_0's poisson: -88.6089\tvalid_0's l1: 26.0172\n",
"[47]\tvalid_0's poisson: -88.7432\tvalid_0's l1: 25.9528\n",
"[48]\tvalid_0's poisson: -88.8745\tvalid_0's l1: 25.8887\n",
"[49]\tvalid_0's poisson: -89.0035\tvalid_0's l1: 25.8251\n",
"[50]\tvalid_0's poisson: -89.1308\tvalid_0's l1: 25.762\n",
"[51]\tvalid_0's poisson: -89.2593\tvalid_0's l1: 25.6985\n",
"[52]\tvalid_0's poisson: -89.3881\tvalid_0's l1: 25.6345\n",
"[53]\tvalid_0's poisson: -89.5115\tvalid_0's l1: 25.5729\n",
"[54]\tvalid_0's poisson: -89.6374\tvalid_0's l1: 25.5101\n",
"[55]\tvalid_0's poisson: -89.7617\tvalid_0's l1: 25.4476\n",
"[56]\tvalid_0's poisson: -89.8796\tvalid_0's l1: 25.3872\n",
"[57]\tvalid_0's poisson: -89.9925\tvalid_0's l1: 25.3276\n",
"[58]\tvalid_0's poisson: -90.1039\tvalid_0's l1: 25.2688\n",
"[59]\tvalid_0's poisson: -90.2256\tvalid_0's l1: 25.2071\n",
"[60]\tvalid_0's poisson: -90.3402\tvalid_0's l1: 25.1482\n",
"[61]\tvalid_0's poisson: -90.4538\tvalid_0's l1: 25.0895\n",
"[62]\tvalid_0's poisson: -90.5661\tvalid_0's l1: 25.0311\n",
"[63]\tvalid_0's poisson: -90.6771\tvalid_0's l1: 24.9729\n",
"[64]\tvalid_0's poisson: -90.7868\tvalid_0's l1: 24.9153\n",
"[65]\tvalid_0's poisson: -90.8943\tvalid_0's l1: 24.8583\n",
"[66]\tvalid_0's poisson: -90.9991\tvalid_0's l1: 24.8015\n",
"[67]\tvalid_0's poisson: -91.1052\tvalid_0's l1: 24.7435\n",
"[68]\tvalid_0's poisson: -91.2101\tvalid_0's l1: 24.6859\n",
"[69]\tvalid_0's poisson: -91.3139\tvalid_0's l1: 24.6287\n",
"[70]\tvalid_0's poisson: -91.4125\tvalid_0's l1: 24.5742\n",
"[71]\tvalid_0's poisson: -91.5107\tvalid_0's l1: 24.5199\n",
"[72]\tvalid_0's poisson: -91.6146\tvalid_0's l1: 24.4635\n",
"[73]\tvalid_0's poisson: -91.7104\tvalid_0's l1: 24.4099\n",
"[74]\tvalid_0's poisson: -91.8066\tvalid_0's l1: 24.3561\n",
"[75]\tvalid_0's poisson: -91.9035\tvalid_0's l1: 24.3021\n",
"[76]\tvalid_0's poisson: -92.0037\tvalid_0's l1: 24.2468\n",
"[77]\tvalid_0's poisson: -92.096\tvalid_0's l1: 24.1942\n",
"[78]\tvalid_0's poisson: -92.1991\tvalid_0's l1: 24.1377\n",
"[79]\tvalid_0's poisson: -92.2918\tvalid_0's l1: 24.0847\n",
"[80]\tvalid_0's poisson: -92.3938\tvalid_0's l1: 24.0293\n",
"[81]\tvalid_0's poisson: -92.495\tvalid_0's l1: 23.9726\n",
"[82]\tvalid_0's poisson: -92.603\tvalid_0's l1: 23.9154\n",
"[83]\tvalid_0's poisson: -92.7067\tvalid_0's l1: 23.8593\n",
"[84]\tvalid_0's poisson: -92.81\tvalid_0's l1: 23.8042\n",
"[85]\tvalid_0's poisson: -92.9078\tvalid_0's l1: 23.7501\n",
"[86]\tvalid_0's poisson: -93.0033\tvalid_0's l1: 23.697\n",
"[87]\tvalid_0's poisson: -93.0993\tvalid_0's l1: 23.6433\n",
"[88]\tvalid_0's poisson: -93.1942\tvalid_0's l1: 23.5899\n",
"[89]\tvalid_0's poisson: -93.3511\tvalid_0's l1: 23.5255\n",
"[90]\tvalid_0's poisson: -93.4422\tvalid_0's l1: 23.4732\n",
"[91]\tvalid_0's poisson: -93.5355\tvalid_0's l1: 23.4202\n",
"[92]\tvalid_0's poisson: -93.6258\tvalid_0's l1: 23.368\n",
"[93]\tvalid_0's poisson: -93.7149\tvalid_0's l1: 23.316\n",
"[94]\tvalid_0's poisson: -93.8553\tvalid_0's l1: 23.2546\n",
"[95]\tvalid_0's poisson: -93.9383\tvalid_0's l1: 23.205\n",
"[96]\tvalid_0's poisson: -94.0216\tvalid_0's l1: 23.155\n",
"[97]\tvalid_0's poisson: -94.1084\tvalid_0's l1: 23.1038\n",
"[98]\tvalid_0's poisson: -94.2427\tvalid_0's l1: 23.0434\n",
"[99]\tvalid_0's poisson: -94.3812\tvalid_0's l1: 22.9835\n",
"[100]\tvalid_0's poisson: -94.5245\tvalid_0's l1: 22.9213\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.6068\tvalid_0's l1: 29.2778\n",
"[2]\tvalid_0's poisson: -80.827\tvalid_0's l1: 29.2003\n",
"[3]\tvalid_0's poisson: -81.0447\tvalid_0's l1: 29.1226\n",
"[4]\tvalid_0's poisson: -81.2592\tvalid_0's l1: 29.0452\n",
"[5]\tvalid_0's poisson: -81.4705\tvalid_0's l1: 28.9681\n",
"[6]\tvalid_0's poisson: -81.6777\tvalid_0's l1: 28.8918\n",
"[7]\tvalid_0's poisson: -81.8829\tvalid_0's l1: 28.8154\n",
"[8]\tvalid_0's poisson: -82.092\tvalid_0's l1: 28.7391\n",
"[9]\tvalid_0's poisson: -82.2979\tvalid_0's l1: 28.663\n",
"[10]\tvalid_0's poisson: -82.4999\tvalid_0's l1: 28.5878\n",
"[11]\tvalid_0's poisson: -82.6997\tvalid_0's l1: 28.5123\n",
"[12]\tvalid_0's poisson: -82.8966\tvalid_0's l1: 28.4372\n",
"[13]\tvalid_0's poisson: -83.0882\tvalid_0's l1: 28.3629\n",
"[14]\tvalid_0's poisson: -83.2783\tvalid_0's l1: 28.2884\n",
"[15]\tvalid_0's poisson: -83.4657\tvalid_0's l1: 28.2142\n",
"[16]\tvalid_0's poisson: -83.6504\tvalid_0's l1: 28.1403\n",
"[17]\tvalid_0's poisson: -83.8324\tvalid_0's l1: 28.0667\n",
"[18]\tvalid_0's poisson: -84.0098\tvalid_0's l1: 27.9946\n",
"[19]\tvalid_0's poisson: -84.1861\tvalid_0's l1: 27.9225\n",
"[20]\tvalid_0's poisson: -84.3627\tvalid_0's l1: 27.8504\n",
"[21]\tvalid_0's poisson: -84.5353\tvalid_0's l1: 27.7795\n",
"[22]\tvalid_0's poisson: -84.702\tvalid_0's l1: 27.7094\n",
"[23]\tvalid_0's poisson: -84.8832\tvalid_0's l1: 27.6354\n",
"[24]\tvalid_0's poisson: -85.0617\tvalid_0's l1: 27.5619\n",
"[25]\tvalid_0's poisson: -85.2414\tvalid_0's l1: 27.4884\n",
"[26]\tvalid_0's poisson: -85.4119\tvalid_0's l1: 27.4159\n",
"[27]\tvalid_0's poisson: -85.5867\tvalid_0's l1: 27.3431\n",
"[28]\tvalid_0's poisson: -85.759\tvalid_0's l1: 27.2707\n",
"[29]\tvalid_0's poisson: -85.9395\tvalid_0's l1: 27.199\n",
"[30]\tvalid_0's poisson: -86.1072\tvalid_0's l1: 27.1279\n",
"[31]\tvalid_0's poisson: -86.2728\tvalid_0's l1: 27.0569\n",
"[32]\tvalid_0's poisson: -86.4372\tvalid_0's l1: 26.9856\n",
"[33]\tvalid_0's poisson: -86.5992\tvalid_0's l1: 26.9151\n",
"[34]\tvalid_0's poisson: -86.7525\tvalid_0's l1: 26.8461\n",
"[35]\tvalid_0's poisson: -86.9095\tvalid_0's l1: 26.7766\n",
"[36]\tvalid_0's poisson: -87.0644\tvalid_0's l1: 26.7073\n",
"[37]\tvalid_0's poisson: -87.2325\tvalid_0's l1: 26.6373\n",
"[38]\tvalid_0's poisson: -87.375\tvalid_0's l1: 26.572\n",
"[39]\tvalid_0's poisson: -87.5245\tvalid_0's l1: 26.5036\n",
"[40]\tvalid_0's poisson: -87.6721\tvalid_0's l1: 26.4354\n",
"[41]\tvalid_0's poisson: -87.8095\tvalid_0's l1: 26.3709\n",
"[42]\tvalid_0's poisson: -87.9451\tvalid_0's l1: 26.3069\n",
"[43]\tvalid_0's poisson: -88.0791\tvalid_0's l1: 26.2431\n",
"[44]\tvalid_0's poisson: -88.2114\tvalid_0's l1: 26.1797\n",
"[45]\tvalid_0's poisson: -88.3489\tvalid_0's l1: 26.114\n",
"[46]\tvalid_0's poisson: -88.4847\tvalid_0's l1: 26.0487\n",
"[47]\tvalid_0's poisson: -88.6342\tvalid_0's l1: 25.9821\n",
"[48]\tvalid_0's poisson: -88.7818\tvalid_0's l1: 25.9158\n",
"[49]\tvalid_0's poisson: -88.9272\tvalid_0's l1: 25.8498\n",
"[50]\tvalid_0's poisson: -89.0563\tvalid_0's l1: 25.786\n",
"[51]\tvalid_0's poisson: -89.1823\tvalid_0's l1: 25.723\n",
"[52]\tvalid_0's poisson: -89.3088\tvalid_0's l1: 25.6598\n",
"[53]\tvalid_0's poisson: -89.4348\tvalid_0's l1: 25.5965\n",
"[54]\tvalid_0's poisson: -89.5534\tvalid_0's l1: 25.536\n",
"[55]\tvalid_0's poisson: -89.6749\tvalid_0's l1: 25.4738\n",
"[56]\tvalid_0's poisson: -89.7953\tvalid_0's l1: 25.4123\n",
"[57]\tvalid_0's poisson: -89.9143\tvalid_0's l1: 25.3512\n",
"[58]\tvalid_0's poisson: -90.0332\tvalid_0's l1: 25.2898\n",
"[59]\tvalid_0's poisson: -90.152\tvalid_0's l1: 25.2298\n",
"[60]\tvalid_0's poisson: -90.2659\tvalid_0's l1: 25.1711\n",
"[61]\tvalid_0's poisson: -90.378\tvalid_0's l1: 25.1122\n",
"[62]\tvalid_0's poisson: -90.4869\tvalid_0's l1: 25.0539\n",
"[63]\tvalid_0's poisson: -90.6048\tvalid_0's l1: 24.9938\n",
"[64]\tvalid_0's poisson: -90.722\tvalid_0's l1: 24.9333\n",
"[65]\tvalid_0's poisson: -90.8312\tvalid_0's l1: 24.8744\n",
"[66]\tvalid_0's poisson: -90.9376\tvalid_0's l1: 24.8169\n",
"[67]\tvalid_0's poisson: -91.0436\tvalid_0's l1: 24.759\n",
"[68]\tvalid_0's poisson: -91.1476\tvalid_0's l1: 24.7021\n",
"[69]\tvalid_0's poisson: -91.2573\tvalid_0's l1: 24.6444\n",
"[70]\tvalid_0's poisson: -91.3685\tvalid_0's l1: 24.586\n",
"[71]\tvalid_0's poisson: -91.4783\tvalid_0's l1: 24.5278\n",
"[72]\tvalid_0's poisson: -91.5869\tvalid_0's l1: 24.4701\n",
"[73]\tvalid_0's poisson: -91.6941\tvalid_0's l1: 24.4127\n",
"[74]\tvalid_0's poisson: -91.8002\tvalid_0's l1: 24.3557\n",
"[75]\tvalid_0's poisson: -91.9041\tvalid_0's l1: 24.2987\n",
"[76]\tvalid_0's poisson: -92.0021\tvalid_0's l1: 24.2439\n",
"[77]\tvalid_0's poisson: -92.1042\tvalid_0's l1: 24.187\n",
"[78]\tvalid_0's poisson: -92.2048\tvalid_0's l1: 24.1313\n",
"[79]\tvalid_0's poisson: -92.3147\tvalid_0's l1: 24.0733\n",
"[80]\tvalid_0's poisson: -92.4134\tvalid_0's l1: 24.0178\n",
"[81]\tvalid_0's poisson: -92.5109\tvalid_0's l1: 23.9627\n",
"[82]\tvalid_0's poisson: -92.6171\tvalid_0's l1: 23.9057\n",
"[83]\tvalid_0's poisson: -92.7125\tvalid_0's l1: 23.8514\n",
"[84]\tvalid_0's poisson: -92.8107\tvalid_0's l1: 23.7971\n",
"[85]\tvalid_0's poisson: -92.9069\tvalid_0's l1: 23.7436\n",
"[86]\tvalid_0's poisson: -93.0036\tvalid_0's l1: 23.6895\n",
"[87]\tvalid_0's poisson: -93.0978\tvalid_0's l1: 23.6358\n",
"[88]\tvalid_0's poisson: -93.1909\tvalid_0's l1: 23.5823\n",
"[89]\tvalid_0's poisson: -93.2841\tvalid_0's l1: 23.5292\n",
"[90]\tvalid_0's poisson: -93.3852\tvalid_0's l1: 23.4743\n",
"[91]\tvalid_0's poisson: -93.4824\tvalid_0's l1: 23.4207\n",
"[92]\tvalid_0's poisson: -93.5794\tvalid_0's l1: 23.3677\n",
"[93]\tvalid_0's poisson: -93.6684\tvalid_0's l1: 23.3161\n",
"[94]\tvalid_0's poisson: -93.7646\tvalid_0's l1: 23.264\n",
"[95]\tvalid_0's poisson: -93.8515\tvalid_0's l1: 23.2132\n",
"[96]\tvalid_0's poisson: -93.9967\tvalid_0's l1: 23.1532\n",
"[97]\tvalid_0's poisson: -94.1436\tvalid_0's l1: 23.0923\n",
"[98]\tvalid_0's poisson: -94.2725\tvalid_0's l1: 23.0367\n",
"[99]\tvalid_0's poisson: -94.3981\tvalid_0's l1: 22.9818\n",
"[100]\tvalid_0's poisson: -94.5442\tvalid_0's l1: 22.9196\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.6072\tvalid_0's l1: 29.2785\n",
"[2]\tvalid_0's poisson: -80.8285\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0468\tvalid_0's l1: 29.1239\n",
"[4]\tvalid_0's poisson: -81.2617\tvalid_0's l1: 29.047\n",
"[5]\tvalid_0's poisson: -81.4734\tvalid_0's l1: 28.9703\n",
"[6]\tvalid_0's poisson: -81.682\tvalid_0's l1: 28.8939\n",
"[7]\tvalid_0's poisson: -81.8871\tvalid_0's l1: 28.8184\n",
"[8]\tvalid_0's poisson: -82.0975\tvalid_0's l1: 28.7414\n",
"[9]\tvalid_0's poisson: -82.3004\tvalid_0's l1: 28.6666\n",
"[10]\tvalid_0's poisson: -82.5003\tvalid_0's l1: 28.5921\n",
"[11]\tvalid_0's poisson: -82.7016\tvalid_0's l1: 28.516\n",
"[12]\tvalid_0's poisson: -82.8957\tvalid_0's l1: 28.442\n",
"[13]\tvalid_0's poisson: -83.091\tvalid_0's l1: 28.3667\n",
"[14]\tvalid_0's poisson: -83.281\tvalid_0's l1: 28.2928\n",
"[15]\tvalid_0's poisson: -83.4708\tvalid_0's l1: 28.2179\n",
"[16]\tvalid_0's poisson: -83.6583\tvalid_0's l1: 28.144\n",
"[17]\tvalid_0's poisson: -83.8431\tvalid_0's l1: 28.0704\n",
"[18]\tvalid_0's poisson: -84.0246\tvalid_0's l1: 27.9972\n",
"[19]\tvalid_0's poisson: -84.2034\tvalid_0's l1: 27.9249\n",
"[20]\tvalid_0's poisson: -84.3797\tvalid_0's l1: 27.8528\n",
"[21]\tvalid_0's poisson: -84.5609\tvalid_0's l1: 27.7787\n",
"[22]\tvalid_0's poisson: -84.7401\tvalid_0's l1: 27.7049\n",
"[23]\tvalid_0's poisson: -84.917\tvalid_0's l1: 27.6315\n",
"[24]\tvalid_0's poisson: -85.0947\tvalid_0's l1: 27.5584\n",
"[25]\tvalid_0's poisson: -85.2719\tvalid_0's l1: 27.485\n",
"[26]\tvalid_0's poisson: -85.4582\tvalid_0's l1: 27.4119\n",
"[27]\tvalid_0's poisson: -85.6439\tvalid_0's l1: 27.3382\n",
"[28]\tvalid_0's poisson: -85.8267\tvalid_0's l1: 27.2651\n",
"[29]\tvalid_0's poisson: -85.994\tvalid_0's l1: 27.1934\n",
"[30]\tvalid_0's poisson: -86.1718\tvalid_0's l1: 27.121\n",
"[31]\tvalid_0's poisson: -86.3279\tvalid_0's l1: 27.0519\n",
"[32]\tvalid_0's poisson: -86.488\tvalid_0's l1: 26.9813\n",
"[33]\tvalid_0's poisson: -86.646\tvalid_0's l1: 26.9108\n",
"[34]\tvalid_0's poisson: -86.802\tvalid_0's l1: 26.8407\n",
"[35]\tvalid_0's poisson: -86.9501\tvalid_0's l1: 26.773\n",
"[36]\tvalid_0's poisson: -87.0878\tvalid_0's l1: 26.709\n",
"[37]\tvalid_0's poisson: -87.2523\tvalid_0's l1: 26.6385\n",
"[38]\tvalid_0's poisson: -87.4018\tvalid_0's l1: 26.5706\n",
"[39]\tvalid_0's poisson: -87.5369\tvalid_0's l1: 26.5072\n",
"[40]\tvalid_0's poisson: -87.6815\tvalid_0's l1: 26.4407\n",
"[41]\tvalid_0's poisson: -87.8132\tvalid_0's l1: 26.3781\n",
"[42]\tvalid_0's poisson: -87.9433\tvalid_0's l1: 26.3158\n",
"[43]\tvalid_0's poisson: -88.0689\tvalid_0's l1: 26.2545\n",
"[44]\tvalid_0's poisson: -88.2192\tvalid_0's l1: 26.1873\n",
"[45]\tvalid_0's poisson: -88.3676\tvalid_0's l1: 26.1203\n",
"[46]\tvalid_0's poisson: -88.4891\tvalid_0's l1: 26.0599\n",
"[47]\tvalid_0's poisson: -88.6088\tvalid_0's l1: 25.9999\n",
"[48]\tvalid_0's poisson: -88.7413\tvalid_0's l1: 25.9355\n",
"[49]\tvalid_0's poisson: -88.8841\tvalid_0's l1: 25.8695\n",
"[50]\tvalid_0's poisson: -89.0131\tvalid_0's l1: 25.806\n",
"[51]\tvalid_0's poisson: -89.1525\tvalid_0's l1: 25.7407\n",
"[52]\tvalid_0's poisson: -89.2689\tvalid_0's l1: 25.6813\n",
"[53]\tvalid_0's poisson: -89.3902\tvalid_0's l1: 25.6203\n",
"[54]\tvalid_0's poisson: -89.5252\tvalid_0's l1: 25.5557\n",
"[55]\tvalid_0's poisson: -89.6582\tvalid_0's l1: 25.4914\n",
"[56]\tvalid_0's poisson: -89.7895\tvalid_0's l1: 25.4275\n",
"[57]\tvalid_0's poisson: -89.9084\tvalid_0's l1: 25.3664\n",
"[58]\tvalid_0's poisson: -90.0201\tvalid_0's l1: 25.3091\n",
"[59]\tvalid_0's poisson: -90.1531\tvalid_0's l1: 25.2453\n",
"[60]\tvalid_0's poisson: -90.2843\tvalid_0's l1: 25.1817\n",
"[61]\tvalid_0's poisson: -90.4062\tvalid_0's l1: 25.1206\n",
"[62]\tvalid_0's poisson: -90.5173\tvalid_0's l1: 25.0626\n",
"[63]\tvalid_0's poisson: -90.6255\tvalid_0's l1: 25.0057\n",
"[64]\tvalid_0's poisson: -90.7326\tvalid_0's l1: 24.9493\n",
"[65]\tvalid_0's poisson: -90.8383\tvalid_0's l1: 24.893\n",
"[66]\tvalid_0's poisson: -90.9538\tvalid_0's l1: 24.8336\n",
"[67]\tvalid_0's poisson: -91.0678\tvalid_0's l1: 24.7743\n",
"[68]\tvalid_0's poisson: -91.1701\tvalid_0's l1: 24.719\n",
"[69]\tvalid_0's poisson: -91.2739\tvalid_0's l1: 24.6631\n",
"[70]\tvalid_0's poisson: -91.3824\tvalid_0's l1: 24.6058\n",
"[71]\tvalid_0's poisson: -91.4814\tvalid_0's l1: 24.5514\n",
"[72]\tvalid_0's poisson: -91.5794\tvalid_0's l1: 24.4973\n",
"[73]\tvalid_0's poisson: -91.6892\tvalid_0's l1: 24.439\n",
"[74]\tvalid_0's poisson: -91.7975\tvalid_0's l1: 24.381\n",
"[75]\tvalid_0's poisson: -91.9039\tvalid_0's l1: 24.323\n",
"[76]\tvalid_0's poisson: -92.0076\tvalid_0's l1: 24.2662\n",
"[77]\tvalid_0's poisson: -92.1046\tvalid_0's l1: 24.2111\n",
"[78]\tvalid_0's poisson: -92.2043\tvalid_0's l1: 24.1567\n",
"[79]\tvalid_0's poisson: -92.2953\tvalid_0's l1: 24.1044\n",
"[80]\tvalid_0's poisson: -92.395\tvalid_0's l1: 24.0488\n",
"[81]\tvalid_0's poisson: -92.4949\tvalid_0's l1: 23.9931\n",
"[82]\tvalid_0's poisson: -92.594\tvalid_0's l1: 23.9379\n",
"[83]\tvalid_0's poisson: -92.6869\tvalid_0's l1: 23.8855\n",
"[84]\tvalid_0's poisson: -92.7787\tvalid_0's l1: 23.8333\n",
"[85]\tvalid_0's poisson: -92.8739\tvalid_0's l1: 23.7788\n",
"[86]\tvalid_0's poisson: -92.9699\tvalid_0's l1: 23.7246\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[87]\tvalid_0's poisson: -93.0638\tvalid_0's l1: 23.6709\n",
"[88]\tvalid_0's poisson: -93.2183\tvalid_0's l1: 23.6061\n",
"[89]\tvalid_0's poisson: -93.3724\tvalid_0's l1: 23.5415\n",
"[90]\tvalid_0's poisson: -93.5213\tvalid_0's l1: 23.4779\n",
"[91]\tvalid_0's poisson: -93.667\tvalid_0's l1: 23.4146\n",
"[92]\tvalid_0's poisson: -93.7972\tvalid_0's l1: 23.3572\n",
"[93]\tvalid_0's poisson: -93.9254\tvalid_0's l1: 23.2998\n",
"[94]\tvalid_0's poisson: -94.0661\tvalid_0's l1: 23.2381\n",
"[95]\tvalid_0's poisson: -94.1535\tvalid_0's l1: 23.1859\n",
"[96]\tvalid_0's poisson: -94.2418\tvalid_0's l1: 23.1336\n",
"[97]\tvalid_0's poisson: -94.3274\tvalid_0's l1: 23.0821\n",
"[98]\tvalid_0's poisson: -94.4435\tvalid_0's l1: 23.0258\n",
"[99]\tvalid_0's poisson: -94.563\tvalid_0's l1: 22.9703\n",
"[100]\tvalid_0's poisson: -94.6365\tvalid_0's l1: 22.9236\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.607\tvalid_0's l1: 29.2775\n",
"[2]\tvalid_0's poisson: -80.828\tvalid_0's l1: 29.1995\n",
"[3]\tvalid_0's poisson: -81.0456\tvalid_0's l1: 29.122\n",
"[4]\tvalid_0's poisson: -81.2599\tvalid_0's l1: 29.0446\n",
"[5]\tvalid_0's poisson: -81.471\tvalid_0's l1: 28.9676\n",
"[6]\tvalid_0's poisson: -81.679\tvalid_0's l1: 28.891\n",
"[7]\tvalid_0's poisson: -81.884\tvalid_0's l1: 28.8147\n",
"[8]\tvalid_0's poisson: -82.095\tvalid_0's l1: 28.7375\n",
"[9]\tvalid_0's poisson: -82.3028\tvalid_0's l1: 28.6605\n",
"[10]\tvalid_0's poisson: -82.5074\tvalid_0's l1: 28.5838\n",
"[11]\tvalid_0's poisson: -82.709\tvalid_0's l1: 28.5074\n",
"[12]\tvalid_0's poisson: -82.9076\tvalid_0's l1: 28.4314\n",
"[13]\tvalid_0's poisson: -83.1032\tvalid_0's l1: 28.3556\n",
"[14]\tvalid_0's poisson: -83.296\tvalid_0's l1: 28.2802\n",
"[15]\tvalid_0's poisson: -83.4869\tvalid_0's l1: 28.205\n",
"[16]\tvalid_0's poisson: -83.6749\tvalid_0's l1: 28.1303\n",
"[17]\tvalid_0's poisson: -83.8608\tvalid_0's l1: 28.0565\n",
"[18]\tvalid_0's poisson: -84.0441\tvalid_0's l1: 27.9832\n",
"[19]\tvalid_0's poisson: -84.2277\tvalid_0's l1: 27.9092\n",
"[20]\tvalid_0's poisson: -84.3937\tvalid_0's l1: 27.8403\n",
"[21]\tvalid_0's poisson: -84.5762\tvalid_0's l1: 27.766\n",
"[22]\tvalid_0's poisson: -84.7543\tvalid_0's l1: 27.6931\n",
"[23]\tvalid_0's poisson: -84.928\tvalid_0's l1: 27.6211\n",
"[24]\tvalid_0's poisson: -85.1052\tvalid_0's l1: 27.5483\n",
"[25]\tvalid_0's poisson: -85.2783\tvalid_0's l1: 27.4768\n",
"[26]\tvalid_0's poisson: -85.4507\tvalid_0's l1: 27.4049\n",
"[27]\tvalid_0's poisson: -85.617\tvalid_0's l1: 27.3338\n",
"[28]\tvalid_0's poisson: -85.7842\tvalid_0's l1: 27.2626\n",
"[29]\tvalid_0's poisson: -85.9499\tvalid_0's l1: 27.1917\n",
"[30]\tvalid_0's poisson: -86.1126\tvalid_0's l1: 27.1213\n",
"[31]\tvalid_0's poisson: -86.2732\tvalid_0's l1: 27.0514\n",
"[32]\tvalid_0's poisson: -86.4303\tvalid_0's l1: 26.982\n",
"[33]\tvalid_0's poisson: -86.5697\tvalid_0's l1: 26.9177\n",
"[34]\tvalid_0's poisson: -86.7221\tvalid_0's l1: 26.8495\n",
"[35]\tvalid_0's poisson: -86.8735\tvalid_0's l1: 26.7813\n",
"[36]\tvalid_0's poisson: -87.023\tvalid_0's l1: 26.7142\n",
"[37]\tvalid_0's poisson: -87.1698\tvalid_0's l1: 26.6479\n",
"[38]\tvalid_0's poisson: -87.3189\tvalid_0's l1: 26.5804\n",
"[39]\tvalid_0's poisson: -87.4621\tvalid_0's l1: 26.5151\n",
"[40]\tvalid_0's poisson: -87.6058\tvalid_0's l1: 26.4491\n",
"[41]\tvalid_0's poisson: -87.7476\tvalid_0's l1: 26.3835\n",
"[42]\tvalid_0's poisson: -87.888\tvalid_0's l1: 26.318\n",
"[43]\tvalid_0's poisson: -88.0268\tvalid_0's l1: 26.2528\n",
"[44]\tvalid_0's poisson: -88.1638\tvalid_0's l1: 26.188\n",
"[45]\tvalid_0's poisson: -88.2991\tvalid_0's l1: 26.1235\n",
"[46]\tvalid_0's poisson: -88.4328\tvalid_0's l1: 26.0593\n",
"[47]\tvalid_0's poisson: -88.5562\tvalid_0's l1: 25.9973\n",
"[48]\tvalid_0's poisson: -88.6828\tvalid_0's l1: 25.9349\n",
"[49]\tvalid_0's poisson: -88.8082\tvalid_0's l1: 25.8728\n",
"[50]\tvalid_0's poisson: -88.9348\tvalid_0's l1: 25.8109\n",
"[51]\tvalid_0's poisson: -89.06\tvalid_0's l1: 25.7494\n",
"[52]\tvalid_0's poisson: -89.184\tvalid_0's l1: 25.6881\n",
"[53]\tvalid_0's poisson: -89.3065\tvalid_0's l1: 25.6269\n",
"[54]\tvalid_0's poisson: -89.4235\tvalid_0's l1: 25.5675\n",
"[55]\tvalid_0's poisson: -89.5418\tvalid_0's l1: 25.5077\n",
"[56]\tvalid_0's poisson: -89.6539\tvalid_0's l1: 25.45\n",
"[57]\tvalid_0's poisson: -89.7697\tvalid_0's l1: 25.3908\n",
"[58]\tvalid_0's poisson: -89.8779\tvalid_0's l1: 25.3338\n",
"[59]\tvalid_0's poisson: -89.9926\tvalid_0's l1: 25.2745\n",
"[60]\tvalid_0's poisson: -90.1058\tvalid_0's l1: 25.2162\n",
"[61]\tvalid_0's poisson: -90.2252\tvalid_0's l1: 25.1565\n",
"[62]\tvalid_0's poisson: -90.3383\tvalid_0's l1: 25.099\n",
"[63]\tvalid_0's poisson: -90.4503\tvalid_0's l1: 25.0415\n",
"[64]\tvalid_0's poisson: -90.5608\tvalid_0's l1: 24.9844\n",
"[65]\tvalid_0's poisson: -90.6763\tvalid_0's l1: 24.9254\n",
"[66]\tvalid_0's poisson: -90.7852\tvalid_0's l1: 24.8679\n",
"[67]\tvalid_0's poisson: -90.8904\tvalid_0's l1: 24.8118\n",
"[68]\tvalid_0's poisson: -90.9966\tvalid_0's l1: 24.7552\n",
"[69]\tvalid_0's poisson: -91.1016\tvalid_0's l1: 24.6991\n",
"[70]\tvalid_0's poisson: -91.2054\tvalid_0's l1: 24.6435\n",
"[71]\tvalid_0's poisson: -91.3085\tvalid_0's l1: 24.5876\n",
"[72]\tvalid_0's poisson: -91.4104\tvalid_0's l1: 24.5321\n",
"[73]\tvalid_0's poisson: -91.5301\tvalid_0's l1: 24.4725\n",
"[74]\tvalid_0's poisson: -91.6258\tvalid_0's l1: 24.4186\n",
"[75]\tvalid_0's poisson: -91.7317\tvalid_0's l1: 24.3628\n",
"[76]\tvalid_0's poisson: -91.8359\tvalid_0's l1: 24.3075\n",
"[77]\tvalid_0's poisson: -91.9395\tvalid_0's l1: 24.2524\n",
"[78]\tvalid_0's poisson: -92.043\tvalid_0's l1: 24.1969\n",
"[79]\tvalid_0's poisson: -92.1343\tvalid_0's l1: 24.1454\n",
"[80]\tvalid_0's poisson: -92.2346\tvalid_0's l1: 24.0916\n",
"[81]\tvalid_0's poisson: -92.3337\tvalid_0's l1: 24.0383\n",
"[82]\tvalid_0's poisson: -92.4281\tvalid_0's l1: 23.9867\n",
"[83]\tvalid_0's poisson: -92.5267\tvalid_0's l1: 23.9335\n",
"[84]\tvalid_0's poisson: -92.634\tvalid_0's l1: 23.8771\n",
"[85]\tvalid_0's poisson: -92.7399\tvalid_0's l1: 23.821\n",
"[86]\tvalid_0's poisson: -92.8471\tvalid_0's l1: 23.7655\n",
"[87]\tvalid_0's poisson: -92.9528\tvalid_0's l1: 23.7103\n",
"[88]\tvalid_0's poisson: -93.0448\tvalid_0's l1: 23.659\n",
"[89]\tvalid_0's poisson: -93.136\tvalid_0's l1: 23.6079\n",
"[90]\tvalid_0's poisson: -93.238\tvalid_0's l1: 23.5544\n",
"[91]\tvalid_0's poisson: -93.3161\tvalid_0's l1: 23.5074\n",
"[92]\tvalid_0's poisson: -93.4133\tvalid_0's l1: 23.4549\n",
"[93]\tvalid_0's poisson: -93.5129\tvalid_0's l1: 23.4012\n",
"[94]\tvalid_0's poisson: -93.5962\tvalid_0's l1: 23.3514\n",
"[95]\tvalid_0's poisson: -93.6843\tvalid_0's l1: 23.3002\n",
"[96]\tvalid_0's poisson: -93.7715\tvalid_0's l1: 23.2492\n",
"[97]\tvalid_0's poisson: -93.9153\tvalid_0's l1: 23.1875\n",
"[98]\tvalid_0's poisson: -94.0566\tvalid_0's l1: 23.1262\n",
"[99]\tvalid_0's poisson: -94.1403\tvalid_0's l1: 23.0764\n",
"[100]\tvalid_0's poisson: -94.2691\tvalid_0's l1: 23.0187\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.6043\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8229\tvalid_0's l1: 29.2019\n",
"[3]\tvalid_0's poisson: -81.0381\tvalid_0's l1: 29.1252\n",
"[4]\tvalid_0's poisson: -81.2501\tvalid_0's l1: 29.0486\n",
"[5]\tvalid_0's poisson: -81.459\tvalid_0's l1: 28.9725\n",
"[6]\tvalid_0's poisson: -81.6649\tvalid_0's l1: 28.8966\n",
"[7]\tvalid_0's poisson: -81.8677\tvalid_0's l1: 28.8212\n",
"[8]\tvalid_0's poisson: -82.0736\tvalid_0's l1: 28.7454\n",
"[9]\tvalid_0's poisson: -82.2764\tvalid_0's l1: 28.67\n",
"[10]\tvalid_0's poisson: -82.4781\tvalid_0's l1: 28.5941\n",
"[11]\tvalid_0's poisson: -82.675\tvalid_0's l1: 28.5192\n",
"[12]\tvalid_0's poisson: -82.8689\tvalid_0's l1: 28.4446\n",
"[13]\tvalid_0's poisson: -83.06\tvalid_0's l1: 28.3704\n",
"[14]\tvalid_0's poisson: -83.2501\tvalid_0's l1: 28.2956\n",
"[15]\tvalid_0's poisson: -83.4357\tvalid_0's l1: 28.222\n",
"[16]\tvalid_0's poisson: -83.6188\tvalid_0's l1: 28.1486\n",
"[17]\tvalid_0's poisson: -83.7992\tvalid_0's l1: 28.0758\n",
"[18]\tvalid_0's poisson: -83.9812\tvalid_0's l1: 28.0024\n",
"[19]\tvalid_0's poisson: -84.1592\tvalid_0's l1: 27.93\n",
"[20]\tvalid_0's poisson: -84.3358\tvalid_0's l1: 27.8575\n",
"[21]\tvalid_0's poisson: -84.5109\tvalid_0's l1: 27.7848\n",
"[22]\tvalid_0's poisson: -84.6929\tvalid_0's l1: 27.7108\n",
"[23]\tvalid_0's poisson: -84.8722\tvalid_0's l1: 27.6373\n",
"[24]\tvalid_0's poisson: -85.0508\tvalid_0's l1: 27.5634\n",
"[25]\tvalid_0's poisson: -85.2148\tvalid_0's l1: 27.4932\n",
"[26]\tvalid_0's poisson: -85.3791\tvalid_0's l1: 27.4222\n",
"[27]\tvalid_0's poisson: -85.5383\tvalid_0's l1: 27.3529\n",
"[28]\tvalid_0's poisson: -85.7\tvalid_0's l1: 27.2831\n",
"[29]\tvalid_0's poisson: -85.8602\tvalid_0's l1: 27.2136\n",
"[30]\tvalid_0's poisson: -86.0235\tvalid_0's l1: 27.1435\n",
"[31]\tvalid_0's poisson: -86.1845\tvalid_0's l1: 27.0736\n",
"[32]\tvalid_0's poisson: -86.3441\tvalid_0's l1: 27.0041\n",
"[33]\tvalid_0's poisson: -86.4952\tvalid_0's l1: 26.9368\n",
"[34]\tvalid_0's poisson: -86.6447\tvalid_0's l1: 26.8697\n",
"[35]\tvalid_0's poisson: -86.7919\tvalid_0's l1: 26.8033\n",
"[36]\tvalid_0's poisson: -86.9369\tvalid_0's l1: 26.7375\n",
"[37]\tvalid_0's poisson: -87.0801\tvalid_0's l1: 26.6721\n",
"[38]\tvalid_0's poisson: -87.2291\tvalid_0's l1: 26.6052\n",
"[39]\tvalid_0's poisson: -87.3646\tvalid_0's l1: 26.5414\n",
"[40]\tvalid_0's poisson: -87.5097\tvalid_0's l1: 26.4753\n",
"[41]\tvalid_0's poisson: -87.6529\tvalid_0's l1: 26.4096\n",
"[42]\tvalid_0's poisson: -87.7943\tvalid_0's l1: 26.3445\n",
"[43]\tvalid_0's poisson: -87.9232\tvalid_0's l1: 26.2822\n",
"[44]\tvalid_0's poisson: -88.0543\tvalid_0's l1: 26.2194\n",
"[45]\tvalid_0's poisson: -88.1916\tvalid_0's l1: 26.1542\n",
"[46]\tvalid_0's poisson: -88.3283\tvalid_0's l1: 26.0887\n",
"[47]\tvalid_0's poisson: -88.4625\tvalid_0's l1: 26.0243\n",
"[48]\tvalid_0's poisson: -88.5874\tvalid_0's l1: 25.9627\n",
"[49]\tvalid_0's poisson: -88.7193\tvalid_0's l1: 25.8985\n",
"[50]\tvalid_0's poisson: -88.8519\tvalid_0's l1: 25.8349\n",
"[51]\tvalid_0's poisson: -88.98\tvalid_0's l1: 25.773\n",
"[52]\tvalid_0's poisson: -89.0998\tvalid_0's l1: 25.7123\n",
"[53]\tvalid_0's poisson: -89.2244\tvalid_0's l1: 25.6501\n",
"[54]\tvalid_0's poisson: -89.3407\tvalid_0's l1: 25.5907\n",
"[55]\tvalid_0's poisson: -89.4625\tvalid_0's l1: 25.5294\n",
"[56]\tvalid_0's poisson: -89.5772\tvalid_0's l1: 25.4699\n",
"[57]\tvalid_0's poisson: -89.6895\tvalid_0's l1: 25.4113\n",
"[58]\tvalid_0's poisson: -89.8212\tvalid_0's l1: 25.3484\n",
"[59]\tvalid_0's poisson: -89.9318\tvalid_0's l1: 25.2901\n",
"[60]\tvalid_0's poisson: -90.0504\tvalid_0's l1: 25.2296\n",
"[61]\tvalid_0's poisson: -90.1685\tvalid_0's l1: 25.1699\n",
"[62]\tvalid_0's poisson: -90.2844\tvalid_0's l1: 25.1114\n",
"[63]\tvalid_0's poisson: -90.406\tvalid_0's l1: 25.0508\n",
"[64]\tvalid_0's poisson: -90.5261\tvalid_0's l1: 24.9906\n",
"[65]\tvalid_0's poisson: -90.636\tvalid_0's l1: 24.9337\n",
"[66]\tvalid_0's poisson: -90.7489\tvalid_0's l1: 24.8749\n",
"[67]\tvalid_0's poisson: -90.8604\tvalid_0's l1: 24.8165\n",
"[68]\tvalid_0's poisson: -90.974\tvalid_0's l1: 24.7572\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[69]\tvalid_0's poisson: -91.0864\tvalid_0's l1: 24.6983\n",
"[70]\tvalid_0's poisson: -91.2032\tvalid_0's l1: 24.6401\n",
"[71]\tvalid_0's poisson: -91.3069\tvalid_0's l1: 24.5836\n",
"[72]\tvalid_0's poisson: -91.4158\tvalid_0's l1: 24.5273\n",
"[73]\tvalid_0's poisson: -91.5239\tvalid_0's l1: 24.471\n",
"[74]\tvalid_0's poisson: -91.6313\tvalid_0's l1: 24.4141\n",
"[75]\tvalid_0's poisson: -91.7407\tvalid_0's l1: 24.3569\n",
"[76]\tvalid_0's poisson: -91.8466\tvalid_0's l1: 24.3001\n",
"[77]\tvalid_0's poisson: -91.9565\tvalid_0's l1: 24.2425\n",
"[78]\tvalid_0's poisson: -92.0607\tvalid_0's l1: 24.1867\n",
"[79]\tvalid_0's poisson: -92.1627\tvalid_0's l1: 24.1311\n",
"[80]\tvalid_0's poisson: -92.2686\tvalid_0's l1: 24.0741\n",
"[81]\tvalid_0's poisson: -92.369\tvalid_0's l1: 24.0188\n",
"[82]\tvalid_0's poisson: -92.4725\tvalid_0's l1: 23.9623\n",
"[83]\tvalid_0's poisson: -92.5707\tvalid_0's l1: 23.9077\n",
"[84]\tvalid_0's poisson: -92.6784\tvalid_0's l1: 23.8511\n",
"[85]\tvalid_0's poisson: -92.7722\tvalid_0's l1: 23.7976\n",
"[86]\tvalid_0's poisson: -92.8745\tvalid_0's l1: 23.7426\n",
"[87]\tvalid_0's poisson: -92.9668\tvalid_0's l1: 23.6901\n",
"[88]\tvalid_0's poisson: -93.0581\tvalid_0's l1: 23.6379\n",
"[89]\tvalid_0's poisson: -93.1624\tvalid_0's l1: 23.5823\n",
"[90]\tvalid_0's poisson: -93.2581\tvalid_0's l1: 23.5287\n",
"[91]\tvalid_0's poisson: -93.3462\tvalid_0's l1: 23.4777\n",
"[92]\tvalid_0's poisson: -93.4409\tvalid_0's l1: 23.4243\n",
"[93]\tvalid_0's poisson: -93.5391\tvalid_0's l1: 23.3703\n",
"[94]\tvalid_0's poisson: -93.6302\tvalid_0's l1: 23.3184\n",
"[95]\tvalid_0's poisson: -93.722\tvalid_0's l1: 23.2658\n",
"[96]\tvalid_0's poisson: -93.8098\tvalid_0's l1: 23.2146\n",
"[97]\tvalid_0's poisson: -93.9556\tvalid_0's l1: 23.1537\n",
"[98]\tvalid_0's poisson: -94.0999\tvalid_0's l1: 23.0927\n",
"[99]\tvalid_0's poisson: -94.2378\tvalid_0's l1: 23.0323\n",
"[100]\tvalid_0's poisson: -94.3731\tvalid_0's l1: 22.9724\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.6055\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8334\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0565\tvalid_0's l1: 29.1237\n",
"[4]\tvalid_0's poisson: -81.2745\tvalid_0's l1: 29.047\n",
"[5]\tvalid_0's poisson: -81.4897\tvalid_0's l1: 28.9703\n",
"[6]\tvalid_0's poisson: -81.7013\tvalid_0's l1: 28.894\n",
"[7]\tvalid_0's poisson: -81.9097\tvalid_0's l1: 28.8181\n",
"[8]\tvalid_0's poisson: -82.1154\tvalid_0's l1: 28.7423\n",
"[9]\tvalid_0's poisson: -82.3203\tvalid_0's l1: 28.6665\n",
"[10]\tvalid_0's poisson: -82.5235\tvalid_0's l1: 28.5908\n",
"[11]\tvalid_0's poisson: -82.7202\tvalid_0's l1: 28.5161\n",
"[12]\tvalid_0's poisson: -82.9161\tvalid_0's l1: 28.4412\n",
"[13]\tvalid_0's poisson: -83.1115\tvalid_0's l1: 28.3659\n",
"[14]\tvalid_0's poisson: -83.3051\tvalid_0's l1: 28.2905\n",
"[15]\tvalid_0's poisson: -83.4958\tvalid_0's l1: 28.2154\n",
"[16]\tvalid_0's poisson: -83.6824\tvalid_0's l1: 28.1412\n",
"[17]\tvalid_0's poisson: -83.8654\tvalid_0's l1: 28.0679\n",
"[18]\tvalid_0's poisson: -84.0457\tvalid_0's l1: 27.9946\n",
"[19]\tvalid_0's poisson: -84.2329\tvalid_0's l1: 27.9196\n",
"[20]\tvalid_0's poisson: -84.4191\tvalid_0's l1: 27.8441\n",
"[21]\tvalid_0's poisson: -84.6001\tvalid_0's l1: 27.7698\n",
"[22]\tvalid_0's poisson: -84.7861\tvalid_0's l1: 27.6944\n",
"[23]\tvalid_0's poisson: -84.9693\tvalid_0's l1: 27.6196\n",
"[24]\tvalid_0's poisson: -85.1348\tvalid_0's l1: 27.5483\n",
"[25]\tvalid_0's poisson: -85.3123\tvalid_0's l1: 27.4744\n",
"[26]\tvalid_0's poisson: -85.488\tvalid_0's l1: 27.4012\n",
"[27]\tvalid_0's poisson: -85.6618\tvalid_0's l1: 27.328\n",
"[28]\tvalid_0's poisson: -85.819\tvalid_0's l1: 27.2585\n",
"[29]\tvalid_0's poisson: -85.9882\tvalid_0's l1: 27.1871\n",
"[30]\tvalid_0's poisson: -86.1415\tvalid_0's l1: 27.1187\n",
"[31]\tvalid_0's poisson: -86.2928\tvalid_0's l1: 27.0507\n",
"[32]\tvalid_0's poisson: -86.4452\tvalid_0's l1: 26.9826\n",
"[33]\tvalid_0's poisson: -86.6045\tvalid_0's l1: 26.9119\n",
"[34]\tvalid_0's poisson: -86.7668\tvalid_0's l1: 26.8413\n",
"[35]\tvalid_0's poisson: -86.9165\tvalid_0's l1: 26.7732\n",
"[36]\tvalid_0's poisson: -87.0642\tvalid_0's l1: 26.7053\n",
"[37]\tvalid_0's poisson: -87.2097\tvalid_0's l1: 26.6379\n",
"[38]\tvalid_0's poisson: -87.3762\tvalid_0's l1: 26.5666\n",
"[39]\tvalid_0's poisson: -87.5406\tvalid_0's l1: 26.4959\n",
"[40]\tvalid_0's poisson: -87.7046\tvalid_0's l1: 26.4252\n",
"[41]\tvalid_0's poisson: -87.8493\tvalid_0's l1: 26.3583\n",
"[42]\tvalid_0's poisson: -87.9861\tvalid_0's l1: 26.2931\n",
"[43]\tvalid_0's poisson: -88.1211\tvalid_0's l1: 26.2283\n",
"[44]\tvalid_0's poisson: -88.2762\tvalid_0's l1: 26.1594\n",
"[45]\tvalid_0's poisson: -88.429\tvalid_0's l1: 26.0908\n",
"[46]\tvalid_0's poisson: -88.5616\tvalid_0's l1: 26.027\n",
"[47]\tvalid_0's poisson: -88.6951\tvalid_0's l1: 25.9628\n",
"[48]\tvalid_0's poisson: -88.829\tvalid_0's l1: 25.8982\n",
"[49]\tvalid_0's poisson: -88.9601\tvalid_0's l1: 25.8344\n",
"[50]\tvalid_0's poisson: -89.1033\tvalid_0's l1: 25.7687\n",
"[51]\tvalid_0's poisson: -89.2328\tvalid_0's l1: 25.705\n",
"[52]\tvalid_0's poisson: -89.3615\tvalid_0's l1: 25.6416\n",
"[53]\tvalid_0's poisson: -89.4859\tvalid_0's l1: 25.579\n",
"[54]\tvalid_0's poisson: -89.6078\tvalid_0's l1: 25.5174\n",
"[55]\tvalid_0's poisson: -89.7291\tvalid_0's l1: 25.4555\n",
"[56]\tvalid_0's poisson: -89.8459\tvalid_0's l1: 25.3953\n",
"[57]\tvalid_0's poisson: -89.9633\tvalid_0's l1: 25.3345\n",
"[58]\tvalid_0's poisson: -90.083\tvalid_0's l1: 25.273\n",
"[59]\tvalid_0's poisson: -90.1995\tvalid_0's l1: 25.2133\n",
"[60]\tvalid_0's poisson: -90.3147\tvalid_0's l1: 25.1537\n",
"[61]\tvalid_0's poisson: -90.428\tvalid_0's l1: 25.0947\n",
"[62]\tvalid_0's poisson: -90.5426\tvalid_0's l1: 25.035\n",
"[63]\tvalid_0's poisson: -90.66\tvalid_0's l1: 24.974\n",
"[64]\tvalid_0's poisson: -90.787\tvalid_0's l1: 24.9119\n",
"[65]\tvalid_0's poisson: -90.9011\tvalid_0's l1: 24.8525\n",
"[66]\tvalid_0's poisson: -91.014\tvalid_0's l1: 24.7934\n",
"[67]\tvalid_0's poisson: -91.1199\tvalid_0's l1: 24.7368\n",
"[68]\tvalid_0's poisson: -91.2252\tvalid_0's l1: 24.6791\n",
"[69]\tvalid_0's poisson: -91.3253\tvalid_0's l1: 24.6242\n",
"[70]\tvalid_0's poisson: -91.438\tvalid_0's l1: 24.565\n",
"[71]\tvalid_0's poisson: -91.5358\tvalid_0's l1: 24.5107\n",
"[72]\tvalid_0's poisson: -91.6361\tvalid_0's l1: 24.4555\n",
"[73]\tvalid_0's poisson: -91.7358\tvalid_0's l1: 24.4006\n",
"[74]\tvalid_0's poisson: -91.837\tvalid_0's l1: 24.3446\n",
"[75]\tvalid_0's poisson: -91.9369\tvalid_0's l1: 24.2891\n",
"[76]\tvalid_0's poisson: -92.0371\tvalid_0's l1: 24.2337\n",
"[77]\tvalid_0's poisson: -92.1295\tvalid_0's l1: 24.1808\n",
"[78]\tvalid_0's poisson: -92.228\tvalid_0's l1: 24.1257\n",
"[79]\tvalid_0's poisson: -92.3295\tvalid_0's l1: 24.0697\n",
"[80]\tvalid_0's poisson: -92.4368\tvalid_0's l1: 24.0121\n",
"[81]\tvalid_0's poisson: -92.5424\tvalid_0's l1: 23.9551\n",
"[82]\tvalid_0's poisson: -92.6468\tvalid_0's l1: 23.8984\n",
"[83]\tvalid_0's poisson: -92.7514\tvalid_0's l1: 23.8424\n",
"[84]\tvalid_0's poisson: -92.8488\tvalid_0's l1: 23.7886\n",
"[85]\tvalid_0's poisson: -92.9529\tvalid_0's l1: 23.7333\n",
"[86]\tvalid_0's poisson: -93.0383\tvalid_0's l1: 23.6833\n",
"[87]\tvalid_0's poisson: -93.1409\tvalid_0's l1: 23.6286\n",
"[88]\tvalid_0's poisson: -93.2416\tvalid_0's l1: 23.5747\n",
"[89]\tvalid_0's poisson: -93.3328\tvalid_0's l1: 23.5224\n",
"[90]\tvalid_0's poisson: -93.422\tvalid_0's l1: 23.4712\n",
"[91]\tvalid_0's poisson: -93.5133\tvalid_0's l1: 23.4182\n",
"[92]\tvalid_0's poisson: -93.6035\tvalid_0's l1: 23.3655\n",
"[93]\tvalid_0's poisson: -93.6948\tvalid_0's l1: 23.3132\n",
"[94]\tvalid_0's poisson: -93.7837\tvalid_0's l1: 23.2614\n",
"[95]\tvalid_0's poisson: -93.8695\tvalid_0's l1: 23.211\n",
"[96]\tvalid_0's poisson: -94.004\tvalid_0's l1: 23.1505\n",
"[97]\tvalid_0's poisson: -94.0906\tvalid_0's l1: 23.0993\n",
"[98]\tvalid_0's poisson: -94.1738\tvalid_0's l1: 23.049\n",
"[99]\tvalid_0's poisson: -94.3203\tvalid_0's l1: 22.9872\n",
"[100]\tvalid_0's poisson: -94.4582\tvalid_0's l1: 22.9276\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.6068\tvalid_0's l1: 29.2778\n",
"[2]\tvalid_0's poisson: -80.827\tvalid_0's l1: 29.2003\n",
"[3]\tvalid_0's poisson: -81.0447\tvalid_0's l1: 29.1226\n",
"[4]\tvalid_0's poisson: -81.2592\tvalid_0's l1: 29.0452\n",
"[5]\tvalid_0's poisson: -81.4705\tvalid_0's l1: 28.9681\n",
"[6]\tvalid_0's poisson: -81.6777\tvalid_0's l1: 28.8918\n",
"[7]\tvalid_0's poisson: -81.8829\tvalid_0's l1: 28.8154\n",
"[8]\tvalid_0's poisson: -82.0913\tvalid_0's l1: 28.7387\n",
"[9]\tvalid_0's poisson: -82.2966\tvalid_0's l1: 28.6624\n",
"[10]\tvalid_0's poisson: -82.498\tvalid_0's l1: 28.5868\n",
"[11]\tvalid_0's poisson: -82.6973\tvalid_0's l1: 28.511\n",
"[12]\tvalid_0's poisson: -82.8936\tvalid_0's l1: 28.4355\n",
"[13]\tvalid_0's poisson: -83.0852\tvalid_0's l1: 28.3613\n",
"[14]\tvalid_0's poisson: -83.2751\tvalid_0's l1: 28.2869\n",
"[15]\tvalid_0's poisson: -83.4621\tvalid_0's l1: 28.2129\n",
"[16]\tvalid_0's poisson: -83.6465\tvalid_0's l1: 28.1391\n",
"[17]\tvalid_0's poisson: -83.8282\tvalid_0's l1: 28.0656\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -84.0057\tvalid_0's l1: 27.9934\n",
"[19]\tvalid_0's poisson: -84.1821\tvalid_0's l1: 27.9212\n",
"[20]\tvalid_0's poisson: -84.3589\tvalid_0's l1: 27.849\n",
"[21]\tvalid_0's poisson: -84.5317\tvalid_0's l1: 27.7782\n",
"[22]\tvalid_0's poisson: -84.7022\tvalid_0's l1: 27.7078\n",
"[23]\tvalid_0's poisson: -84.8868\tvalid_0's l1: 27.6335\n",
"[24]\tvalid_0's poisson: -85.0518\tvalid_0's l1: 27.5638\n",
"[25]\tvalid_0's poisson: -85.2149\tvalid_0's l1: 27.4949\n",
"[26]\tvalid_0's poisson: -85.3927\tvalid_0's l1: 27.422\n",
"[27]\tvalid_0's poisson: -85.568\tvalid_0's l1: 27.3492\n",
"[28]\tvalid_0's poisson: -85.7375\tvalid_0's l1: 27.2771\n",
"[29]\tvalid_0's poisson: -85.908\tvalid_0's l1: 27.2053\n",
"[30]\tvalid_0's poisson: -86.0761\tvalid_0's l1: 27.134\n",
"[31]\tvalid_0's poisson: -86.2363\tvalid_0's l1: 27.0637\n",
"[32]\tvalid_0's poisson: -86.4014\tvalid_0's l1: 26.9924\n",
"[33]\tvalid_0's poisson: -86.5572\tvalid_0's l1: 26.9229\n",
"[34]\tvalid_0's poisson: -86.7161\tvalid_0's l1: 26.8529\n",
"[35]\tvalid_0's poisson: -86.8638\tvalid_0's l1: 26.7868\n",
"[36]\tvalid_0's poisson: -87.0348\tvalid_0's l1: 26.7166\n",
"[37]\tvalid_0's poisson: -87.2036\tvalid_0's l1: 26.6464\n",
"[38]\tvalid_0's poisson: -87.3464\tvalid_0's l1: 26.5809\n",
"[39]\tvalid_0's poisson: -87.4875\tvalid_0's l1: 26.5155\n",
"[40]\tvalid_0's poisson: -87.6269\tvalid_0's l1: 26.4505\n",
"[41]\tvalid_0's poisson: -87.7731\tvalid_0's l1: 26.3829\n",
"[42]\tvalid_0's poisson: -87.917\tvalid_0's l1: 26.3158\n",
"[43]\tvalid_0's poisson: -88.0739\tvalid_0's l1: 26.2476\n",
"[44]\tvalid_0's poisson: -88.2141\tvalid_0's l1: 26.1812\n",
"[45]\tvalid_0's poisson: -88.3672\tvalid_0's l1: 26.1136\n",
"[46]\tvalid_0's poisson: -88.5038\tvalid_0's l1: 26.0481\n",
"[47]\tvalid_0's poisson: -88.6374\tvalid_0's l1: 25.9837\n",
"[48]\tvalid_0's poisson: -88.7709\tvalid_0's l1: 25.919\n",
"[49]\tvalid_0's poisson: -88.9165\tvalid_0's l1: 25.853\n",
"[50]\tvalid_0's poisson: -89.0458\tvalid_0's l1: 25.7891\n",
"[51]\tvalid_0's poisson: -89.169\tvalid_0's l1: 25.7275\n",
"[52]\tvalid_0's poisson: -89.2953\tvalid_0's l1: 25.6642\n",
"[53]\tvalid_0's poisson: -89.4198\tvalid_0's l1: 25.6014\n",
"[54]\tvalid_0's poisson: -89.5422\tvalid_0's l1: 25.5396\n",
"[55]\tvalid_0's poisson: -89.6644\tvalid_0's l1: 25.4777\n",
"[56]\tvalid_0's poisson: -89.7815\tvalid_0's l1: 25.4171\n",
"[57]\tvalid_0's poisson: -89.9008\tvalid_0's l1: 25.3561\n",
"[58]\tvalid_0's poisson: -90.0186\tvalid_0's l1: 25.2953\n",
"[59]\tvalid_0's poisson: -90.1417\tvalid_0's l1: 25.2337\n",
"[60]\tvalid_0's poisson: -90.2636\tvalid_0's l1: 25.173\n",
"[61]\tvalid_0's poisson: -90.3855\tvalid_0's l1: 25.1118\n",
"[62]\tvalid_0's poisson: -90.5047\tvalid_0's l1: 25.0513\n",
"[63]\tvalid_0's poisson: -90.616\tvalid_0's l1: 24.9921\n",
"[64]\tvalid_0's poisson: -90.732\tvalid_0's l1: 24.932\n",
"[65]\tvalid_0's poisson: -90.8401\tvalid_0's l1: 24.8735\n",
"[66]\tvalid_0's poisson: -90.9481\tvalid_0's l1: 24.8148\n",
"[67]\tvalid_0's poisson: -91.0563\tvalid_0's l1: 24.7567\n",
"[68]\tvalid_0's poisson: -91.1673\tvalid_0's l1: 24.698\n",
"[69]\tvalid_0's poisson: -91.2732\tvalid_0's l1: 24.6404\n",
"[70]\tvalid_0's poisson: -91.3829\tvalid_0's l1: 24.5818\n",
"[71]\tvalid_0's poisson: -91.4934\tvalid_0's l1: 24.5231\n",
"[72]\tvalid_0's poisson: -91.6026\tvalid_0's l1: 24.4647\n",
"[73]\tvalid_0's poisson: -91.7122\tvalid_0's l1: 24.4064\n",
"[74]\tvalid_0's poisson: -91.8205\tvalid_0's l1: 24.3484\n",
"[75]\tvalid_0's poisson: -91.9275\tvalid_0's l1: 24.291\n",
"[76]\tvalid_0's poisson: -92.0222\tvalid_0's l1: 24.2377\n",
"[77]\tvalid_0's poisson: -92.1238\tvalid_0's l1: 24.1814\n",
"[78]\tvalid_0's poisson: -92.225\tvalid_0's l1: 24.1256\n",
"[79]\tvalid_0's poisson: -92.3249\tvalid_0's l1: 24.0698\n",
"[80]\tvalid_0's poisson: -92.4237\tvalid_0's l1: 24.0144\n",
"[81]\tvalid_0's poisson: -92.5214\tvalid_0's l1: 23.9592\n",
"[82]\tvalid_0's poisson: -92.6171\tvalid_0's l1: 23.9047\n",
"[83]\tvalid_0's poisson: -92.7126\tvalid_0's l1: 23.8502\n",
"[84]\tvalid_0's poisson: -92.8071\tvalid_0's l1: 23.7964\n",
"[85]\tvalid_0's poisson: -92.9082\tvalid_0's l1: 23.7409\n",
"[86]\tvalid_0's poisson: -93\tvalid_0's l1: 23.6884\n",
"[87]\tvalid_0's poisson: -93.1045\tvalid_0's l1: 23.632\n",
"[88]\tvalid_0's poisson: -93.1992\tvalid_0's l1: 23.5785\n",
"[89]\tvalid_0's poisson: -93.293\tvalid_0's l1: 23.5253\n",
"[90]\tvalid_0's poisson: -93.3856\tvalid_0's l1: 23.4727\n",
"[91]\tvalid_0's poisson: -93.4767\tvalid_0's l1: 23.4207\n",
"[92]\tvalid_0's poisson: -93.5655\tvalid_0's l1: 23.3695\n",
"[93]\tvalid_0's poisson: -93.6635\tvalid_0's l1: 23.3157\n",
"[94]\tvalid_0's poisson: -93.7504\tvalid_0's l1: 23.2646\n",
"[95]\tvalid_0's poisson: -93.8367\tvalid_0's l1: 23.2139\n",
"[96]\tvalid_0's poisson: -93.9877\tvalid_0's l1: 23.1525\n",
"[97]\tvalid_0's poisson: -94.123\tvalid_0's l1: 23.0948\n",
"[98]\tvalid_0's poisson: -94.2637\tvalid_0's l1: 23.0352\n",
"[99]\tvalid_0's poisson: -94.4069\tvalid_0's l1: 22.9748\n",
"[100]\tvalid_0's poisson: -94.5548\tvalid_0's l1: 22.9118\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.6072\tvalid_0's l1: 29.2785\n",
"[2]\tvalid_0's poisson: -80.8285\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0468\tvalid_0's l1: 29.1239\n",
"[4]\tvalid_0's poisson: -81.2617\tvalid_0's l1: 29.047\n",
"[5]\tvalid_0's poisson: -81.4734\tvalid_0's l1: 28.9703\n",
"[6]\tvalid_0's poisson: -81.682\tvalid_0's l1: 28.8939\n",
"[7]\tvalid_0's poisson: -81.8871\tvalid_0's l1: 28.8184\n",
"[8]\tvalid_0's poisson: -82.0975\tvalid_0's l1: 28.7414\n",
"[9]\tvalid_0's poisson: -82.3004\tvalid_0's l1: 28.6666\n",
"[10]\tvalid_0's poisson: -82.5003\tvalid_0's l1: 28.5921\n",
"[11]\tvalid_0's poisson: -82.7016\tvalid_0's l1: 28.516\n",
"[12]\tvalid_0's poisson: -82.8957\tvalid_0's l1: 28.442\n",
"[13]\tvalid_0's poisson: -83.091\tvalid_0's l1: 28.3667\n",
"[14]\tvalid_0's poisson: -83.281\tvalid_0's l1: 28.2928\n",
"[15]\tvalid_0's poisson: -83.4708\tvalid_0's l1: 28.2179\n",
"[16]\tvalid_0's poisson: -83.6584\tvalid_0's l1: 28.144\n",
"[17]\tvalid_0's poisson: -83.8432\tvalid_0's l1: 28.0704\n",
"[18]\tvalid_0's poisson: -84.0248\tvalid_0's l1: 27.9972\n",
"[19]\tvalid_0's poisson: -84.2035\tvalid_0's l1: 27.9249\n",
"[20]\tvalid_0's poisson: -84.3799\tvalid_0's l1: 27.8528\n",
"[21]\tvalid_0's poisson: -84.5611\tvalid_0's l1: 27.7786\n",
"[22]\tvalid_0's poisson: -84.7404\tvalid_0's l1: 27.7048\n",
"[23]\tvalid_0's poisson: -84.9172\tvalid_0's l1: 27.6315\n",
"[24]\tvalid_0's poisson: -85.0901\tvalid_0's l1: 27.5596\n",
"[25]\tvalid_0's poisson: -85.2608\tvalid_0's l1: 27.4881\n",
"[26]\tvalid_0's poisson: -85.4494\tvalid_0's l1: 27.4141\n",
"[27]\tvalid_0's poisson: -85.6351\tvalid_0's l1: 27.3405\n",
"[28]\tvalid_0's poisson: -85.8181\tvalid_0's l1: 27.2671\n",
"[29]\tvalid_0's poisson: -85.9836\tvalid_0's l1: 27.1964\n",
"[30]\tvalid_0's poisson: -86.1595\tvalid_0's l1: 27.1248\n",
"[31]\tvalid_0's poisson: -86.3227\tvalid_0's l1: 27.0537\n",
"[32]\tvalid_0's poisson: -86.4816\tvalid_0's l1: 26.9837\n",
"[33]\tvalid_0's poisson: -86.6337\tvalid_0's l1: 26.9151\n",
"[34]\tvalid_0's poisson: -86.79\tvalid_0's l1: 26.8449\n",
"[35]\tvalid_0's poisson: -86.9561\tvalid_0's l1: 26.7747\n",
"[36]\tvalid_0's poisson: -87.0936\tvalid_0's l1: 26.7111\n",
"[37]\tvalid_0's poisson: -87.2579\tvalid_0's l1: 26.6405\n",
"[38]\tvalid_0's poisson: -87.4199\tvalid_0's l1: 26.5705\n",
"[39]\tvalid_0's poisson: -87.5796\tvalid_0's l1: 26.5006\n",
"[40]\tvalid_0's poisson: -87.7129\tvalid_0's l1: 26.4377\n",
"[41]\tvalid_0's poisson: -87.8451\tvalid_0's l1: 26.3746\n",
"[42]\tvalid_0's poisson: -87.9764\tvalid_0's l1: 26.3111\n",
"[43]\tvalid_0's poisson: -88.1024\tvalid_0's l1: 26.2497\n",
"[44]\tvalid_0's poisson: -88.2399\tvalid_0's l1: 26.1845\n",
"[45]\tvalid_0's poisson: -88.3757\tvalid_0's l1: 26.1195\n",
"[46]\tvalid_0's poisson: -88.5108\tvalid_0's l1: 26.0549\n",
"[47]\tvalid_0's poisson: -88.6315\tvalid_0's l1: 25.9946\n",
"[48]\tvalid_0's poisson: -88.7759\tvalid_0's l1: 25.9281\n",
"[49]\tvalid_0's poisson: -88.9064\tvalid_0's l1: 25.8641\n",
"[50]\tvalid_0's poisson: -89.0356\tvalid_0's l1: 25.8004\n",
"[51]\tvalid_0's poisson: -89.1749\tvalid_0's l1: 25.7347\n",
"[52]\tvalid_0's poisson: -89.3123\tvalid_0's l1: 25.6695\n",
"[53]\tvalid_0's poisson: -89.4479\tvalid_0's l1: 25.6046\n",
"[54]\tvalid_0's poisson: -89.5817\tvalid_0's l1: 25.54\n",
"[55]\tvalid_0's poisson: -89.7126\tvalid_0's l1: 25.4764\n",
"[56]\tvalid_0's poisson: -89.8421\tvalid_0's l1: 25.4132\n",
"[57]\tvalid_0's poisson: -89.9569\tvalid_0's l1: 25.3531\n",
"[58]\tvalid_0's poisson: -90.0681\tvalid_0's l1: 25.2959\n",
"[59]\tvalid_0's poisson: -90.1781\tvalid_0's l1: 25.2388\n",
"[60]\tvalid_0's poisson: -90.2898\tvalid_0's l1: 25.1812\n",
"[61]\tvalid_0's poisson: -90.4003\tvalid_0's l1: 25.1237\n",
"[62]\tvalid_0's poisson: -90.5096\tvalid_0's l1: 25.0665\n",
"[63]\tvalid_0's poisson: -90.6175\tvalid_0's l1: 25.0097\n",
"[64]\tvalid_0's poisson: -90.7243\tvalid_0's l1: 24.9533\n",
"[65]\tvalid_0's poisson: -90.8299\tvalid_0's l1: 24.8971\n",
"[66]\tvalid_0's poisson: -90.9456\tvalid_0's l1: 24.8376\n",
"[67]\tvalid_0's poisson: -91.0601\tvalid_0's l1: 24.778\n",
"[68]\tvalid_0's poisson: -91.1653\tvalid_0's l1: 24.7214\n",
"[69]\tvalid_0's poisson: -91.2691\tvalid_0's l1: 24.6655\n",
"[70]\tvalid_0's poisson: -91.3692\tvalid_0's l1: 24.6109\n",
"[71]\tvalid_0's poisson: -91.4683\tvalid_0's l1: 24.5565\n",
"[72]\tvalid_0's poisson: -91.566\tvalid_0's l1: 24.5025\n",
"[73]\tvalid_0's poisson: -91.6626\tvalid_0's l1: 24.4486\n",
"[74]\tvalid_0's poisson: -91.7743\tvalid_0's l1: 24.3906\n",
"[75]\tvalid_0's poisson: -91.8847\tvalid_0's l1: 24.3327\n",
"[76]\tvalid_0's poisson: -91.9888\tvalid_0's l1: 24.2767\n",
"[77]\tvalid_0's poisson: -92.0956\tvalid_0's l1: 24.2196\n",
"[78]\tvalid_0's poisson: -92.1964\tvalid_0's l1: 24.1637\n",
"[79]\tvalid_0's poisson: -92.2972\tvalid_0's l1: 24.1078\n",
"[80]\tvalid_0's poisson: -92.3966\tvalid_0's l1: 24.0523\n",
"[81]\tvalid_0's poisson: -92.4941\tvalid_0's l1: 23.9974\n",
"[82]\tvalid_0's poisson: -92.5823\tvalid_0's l1: 23.9457\n",
"[83]\tvalid_0's poisson: -92.678\tvalid_0's l1: 23.8917\n",
"[84]\tvalid_0's poisson: -92.7763\tvalid_0's l1: 23.8367\n",
"[85]\tvalid_0's poisson: -92.8713\tvalid_0's l1: 23.7825\n",
"[86]\tvalid_0's poisson: -92.9675\tvalid_0's l1: 23.728\n",
"[87]\tvalid_0's poisson: -93.0683\tvalid_0's l1: 23.6729\n",
"[88]\tvalid_0's poisson: -93.1636\tvalid_0's l1: 23.6188\n",
"[89]\tvalid_0's poisson: -93.303\tvalid_0's l1: 23.5588\n",
"[90]\tvalid_0's poisson: -93.3972\tvalid_0's l1: 23.5048\n",
"[91]\tvalid_0's poisson: -93.4895\tvalid_0's l1: 23.4514\n",
"[92]\tvalid_0's poisson: -93.5764\tvalid_0's l1: 23.4004\n",
"[93]\tvalid_0's poisson: -93.6667\tvalid_0's l1: 23.3481\n",
"[94]\tvalid_0's poisson: -93.7505\tvalid_0's l1: 23.2974\n",
"[95]\tvalid_0's poisson: -93.836\tvalid_0's l1: 23.2463\n",
"[96]\tvalid_0's poisson: -93.9724\tvalid_0's l1: 23.1861\n",
"[97]\tvalid_0's poisson: -94.1063\tvalid_0's l1: 23.1262\n",
"[98]\tvalid_0's poisson: -94.238\tvalid_0's l1: 23.0667\n",
"[99]\tvalid_0's poisson: -94.3227\tvalid_0's l1: 23.016\n",
"[100]\tvalid_0's poisson: -94.4067\tvalid_0's l1: 22.9655\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.607\tvalid_0's l1: 29.2775\n",
"[2]\tvalid_0's poisson: -80.8279\tvalid_0's l1: 29.1996\n",
"[3]\tvalid_0's poisson: -81.0455\tvalid_0's l1: 29.122\n",
"[4]\tvalid_0's poisson: -81.2598\tvalid_0's l1: 29.0447\n",
"[5]\tvalid_0's poisson: -81.4709\tvalid_0's l1: 28.9677\n",
"[6]\tvalid_0's poisson: -81.679\tvalid_0's l1: 28.891\n",
"[7]\tvalid_0's poisson: -81.8839\tvalid_0's l1: 28.8148\n",
"[8]\tvalid_0's poisson: -82.0949\tvalid_0's l1: 28.7375\n",
"[9]\tvalid_0's poisson: -82.3027\tvalid_0's l1: 28.6605\n",
"[10]\tvalid_0's poisson: -82.5073\tvalid_0's l1: 28.5838\n",
"[11]\tvalid_0's poisson: -82.7089\tvalid_0's l1: 28.5075\n",
"[12]\tvalid_0's poisson: -82.9075\tvalid_0's l1: 28.4314\n",
"[13]\tvalid_0's poisson: -83.103\tvalid_0's l1: 28.3559\n",
"[14]\tvalid_0's poisson: -83.2958\tvalid_0's l1: 28.2806\n",
"[15]\tvalid_0's poisson: -83.4866\tvalid_0's l1: 28.2054\n",
"[16]\tvalid_0's poisson: -83.6747\tvalid_0's l1: 28.1306\n",
"[17]\tvalid_0's poisson: -83.8606\tvalid_0's l1: 28.0569\n",
"[18]\tvalid_0's poisson: -84.0438\tvalid_0's l1: 27.9835\n",
"[19]\tvalid_0's poisson: -84.2274\tvalid_0's l1: 27.9096\n",
"[20]\tvalid_0's poisson: -84.3933\tvalid_0's l1: 27.8406\n",
"[21]\tvalid_0's poisson: -84.5742\tvalid_0's l1: 27.7668\n",
"[22]\tvalid_0's poisson: -84.7527\tvalid_0's l1: 27.6933\n",
"[23]\tvalid_0's poisson: -84.9263\tvalid_0's l1: 27.6213\n",
"[24]\tvalid_0's poisson: -85.102\tvalid_0's l1: 27.5489\n",
"[25]\tvalid_0's poisson: -85.2769\tvalid_0's l1: 27.4767\n",
"[26]\tvalid_0's poisson: -85.4492\tvalid_0's l1: 27.4048\n",
"[27]\tvalid_0's poisson: -85.6077\tvalid_0's l1: 27.3358\n",
"[28]\tvalid_0's poisson: -85.7749\tvalid_0's l1: 27.2646\n",
"[29]\tvalid_0's poisson: -85.9382\tvalid_0's l1: 27.1943\n",
"[30]\tvalid_0's poisson: -86.107\tvalid_0's l1: 27.1224\n",
"[31]\tvalid_0's poisson: -86.2725\tvalid_0's l1: 27.0512\n",
"[32]\tvalid_0's poisson: -86.4267\tvalid_0's l1: 26.9827\n",
"[33]\tvalid_0's poisson: -86.5789\tvalid_0's l1: 26.9146\n",
"[34]\tvalid_0's poisson: -86.7282\tvalid_0's l1: 26.8475\n",
"[35]\tvalid_0's poisson: -86.8822\tvalid_0's l1: 26.7787\n",
"[36]\tvalid_0's poisson: -87.0313\tvalid_0's l1: 26.7111\n",
"[37]\tvalid_0's poisson: -87.1705\tvalid_0's l1: 26.6458\n",
"[38]\tvalid_0's poisson: -87.3159\tvalid_0's l1: 26.5797\n",
"[39]\tvalid_0's poisson: -87.4646\tvalid_0's l1: 26.5118\n",
"[40]\tvalid_0's poisson: -87.6082\tvalid_0's l1: 26.4459\n",
"[41]\tvalid_0's poisson: -87.7498\tvalid_0's l1: 26.3802\n",
"[42]\tvalid_0's poisson: -87.8914\tvalid_0's l1: 26.3142\n",
"[43]\tvalid_0's poisson: -88.0312\tvalid_0's l1: 26.2485\n",
"[44]\tvalid_0's poisson: -88.1693\tvalid_0's l1: 26.1832\n",
"[45]\tvalid_0's poisson: -88.3056\tvalid_0's l1: 26.1182\n",
"[46]\tvalid_0's poisson: -88.4402\tvalid_0's l1: 26.0535\n",
"[47]\tvalid_0's poisson: -88.5714\tvalid_0's l1: 25.9902\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -88.696\tvalid_0's l1: 25.9292\n",
"[49]\tvalid_0's poisson: -88.824\tvalid_0's l1: 25.867\n",
"[50]\tvalid_0's poisson: -88.9455\tvalid_0's l1: 25.8065\n",
"[51]\tvalid_0's poisson: -89.0703\tvalid_0's l1: 25.745\n",
"[52]\tvalid_0's poisson: -89.1905\tvalid_0's l1: 25.6845\n",
"[53]\tvalid_0's poisson: -89.3092\tvalid_0's l1: 25.6245\n",
"[54]\tvalid_0's poisson: -89.4251\tvalid_0's l1: 25.5655\n",
"[55]\tvalid_0's poisson: -89.5458\tvalid_0's l1: 25.5047\n",
"[56]\tvalid_0's poisson: -89.6612\tvalid_0's l1: 25.4456\n",
"[57]\tvalid_0's poisson: -89.7778\tvalid_0's l1: 25.386\n",
"[58]\tvalid_0's poisson: -89.8905\tvalid_0's l1: 25.3273\n",
"[59]\tvalid_0's poisson: -90.0048\tvalid_0's l1: 25.2684\n",
"[60]\tvalid_0's poisson: -90.1184\tvalid_0's l1: 25.2099\n",
"[61]\tvalid_0's poisson: -90.2308\tvalid_0's l1: 25.1515\n",
"[62]\tvalid_0's poisson: -90.349\tvalid_0's l1: 25.0917\n",
"[63]\tvalid_0's poisson: -90.461\tvalid_0's l1: 25.0336\n",
"[64]\tvalid_0's poisson: -90.5711\tvalid_0's l1: 24.9767\n",
"[65]\tvalid_0's poisson: -90.6805\tvalid_0's l1: 24.9189\n",
"[66]\tvalid_0's poisson: -90.7888\tvalid_0's l1: 24.862\n",
"[67]\tvalid_0's poisson: -90.895\tvalid_0's l1: 24.8058\n",
"[68]\tvalid_0's poisson: -90.9998\tvalid_0's l1: 24.7497\n",
"[69]\tvalid_0's poisson: -91.1032\tvalid_0's l1: 24.6942\n",
"[70]\tvalid_0's poisson: -91.2055\tvalid_0's l1: 24.6389\n",
"[71]\tvalid_0's poisson: -91.3067\tvalid_0's l1: 24.5839\n",
"[72]\tvalid_0's poisson: -91.4136\tvalid_0's l1: 24.5273\n",
"[73]\tvalid_0's poisson: -91.5084\tvalid_0's l1: 24.4746\n",
"[74]\tvalid_0's poisson: -91.6177\tvalid_0's l1: 24.4173\n",
"[75]\tvalid_0's poisson: -91.7241\tvalid_0's l1: 24.3613\n",
"[76]\tvalid_0's poisson: -91.8307\tvalid_0's l1: 24.3048\n",
"[77]\tvalid_0's poisson: -91.9363\tvalid_0's l1: 24.2489\n",
"[78]\tvalid_0's poisson: -92.0408\tvalid_0's l1: 24.1936\n",
"[79]\tvalid_0's poisson: -92.1425\tvalid_0's l1: 24.1393\n",
"[80]\tvalid_0's poisson: -92.2393\tvalid_0's l1: 24.0866\n",
"[81]\tvalid_0's poisson: -92.3405\tvalid_0's l1: 24.0322\n",
"[82]\tvalid_0's poisson: -92.4502\tvalid_0's l1: 23.9753\n",
"[83]\tvalid_0's poisson: -92.5585\tvalid_0's l1: 23.9189\n",
"[84]\tvalid_0's poisson: -92.6479\tvalid_0's l1: 23.8682\n",
"[85]\tvalid_0's poisson: -92.7469\tvalid_0's l1: 23.8148\n",
"[86]\tvalid_0's poisson: -92.8543\tvalid_0's l1: 23.7593\n",
"[87]\tvalid_0's poisson: -92.9566\tvalid_0's l1: 23.7048\n",
"[88]\tvalid_0's poisson: -93.0461\tvalid_0's l1: 23.6541\n",
"[89]\tvalid_0's poisson: -93.1382\tvalid_0's l1: 23.6024\n",
"[90]\tvalid_0's poisson: -93.2256\tvalid_0's l1: 23.5526\n",
"[91]\tvalid_0's poisson: -93.3139\tvalid_0's l1: 23.5021\n",
"[92]\tvalid_0's poisson: -93.4036\tvalid_0's l1: 23.4517\n",
"[93]\tvalid_0's poisson: -93.5037\tvalid_0's l1: 23.398\n",
"[94]\tvalid_0's poisson: -93.5904\tvalid_0's l1: 23.3473\n",
"[95]\tvalid_0's poisson: -93.6727\tvalid_0's l1: 23.2976\n",
"[96]\tvalid_0's poisson: -93.7531\tvalid_0's l1: 23.2491\n",
"[97]\tvalid_0's poisson: -93.8952\tvalid_0's l1: 23.188\n",
"[98]\tvalid_0's poisson: -94.0217\tvalid_0's l1: 23.1329\n",
"[99]\tvalid_0's poisson: -94.095\tvalid_0's l1: 23.0874\n",
"[100]\tvalid_0's poisson: -94.2262\tvalid_0's l1: 23.0283\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5613\tvalid_0's l1: 28.1771\n",
"[2]\tvalid_0's poisson: -86.2658\tvalid_0's l1: 27.0454\n",
"[3]\tvalid_0's poisson: -88.4604\tvalid_0's l1: 26.0252\n",
"[4]\tvalid_0's poisson: -90.4578\tvalid_0's l1: 25.0425\n",
"[5]\tvalid_0's poisson: -92.073\tvalid_0's l1: 24.1756\n",
"[6]\tvalid_0's poisson: -93.4601\tvalid_0's l1: 23.3808\n",
"[7]\tvalid_0's poisson: -95.1772\tvalid_0's l1: 22.5514\n",
"[8]\tvalid_0's poisson: -96.9601\tvalid_0's l1: 21.6673\n",
"[9]\tvalid_0's poisson: -97.8761\tvalid_0's l1: 21.0173\n",
"[10]\tvalid_0's poisson: -98.6299\tvalid_0's l1: 20.4547\n",
"[11]\tvalid_0's poisson: -99.6843\tvalid_0's l1: 19.7966\n",
"[12]\tvalid_0's poisson: -100.667\tvalid_0's l1: 19.1479\n",
"[13]\tvalid_0's poisson: -101.526\tvalid_0's l1: 18.5516\n",
"[14]\tvalid_0's poisson: -102.25\tvalid_0's l1: 18.0034\n",
"[15]\tvalid_0's poisson: -102.716\tvalid_0's l1: 17.5914\n",
"[16]\tvalid_0's poisson: -103.312\tvalid_0's l1: 17.1054\n",
"[17]\tvalid_0's poisson: -103.858\tvalid_0's l1: 16.6587\n",
"[18]\tvalid_0's poisson: -104.241\tvalid_0's l1: 16.2951\n",
"[19]\tvalid_0's poisson: -104.638\tvalid_0's l1: 15.9258\n",
"[20]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.674\n",
"[21]\tvalid_0's poisson: -105.212\tvalid_0's l1: 15.3545\n",
"[22]\tvalid_0's poisson: -105.506\tvalid_0's l1: 15.0616\n",
"[23]\tvalid_0's poisson: -105.687\tvalid_0's l1: 14.8672\n",
"[24]\tvalid_0's poisson: -105.905\tvalid_0's l1: 14.6262\n",
"[25]\tvalid_0's poisson: -106.153\tvalid_0's l1: 14.3512\n",
"[26]\tvalid_0's poisson: -106.288\tvalid_0's l1: 14.1935\n",
"[27]\tvalid_0's poisson: -106.401\tvalid_0's l1: 14.0592\n",
"[28]\tvalid_0's poisson: -106.511\tvalid_0's l1: 13.9247\n",
"[29]\tvalid_0's poisson: -106.687\tvalid_0's l1: 13.7151\n",
"[30]\tvalid_0's poisson: -106.83\tvalid_0's l1: 13.5442\n",
"[31]\tvalid_0's poisson: -106.925\tvalid_0's l1: 13.4267\n",
"[32]\tvalid_0's poisson: -107.011\tvalid_0's l1: 13.3262\n",
"[33]\tvalid_0's poisson: -107.138\tvalid_0's l1: 13.1781\n",
"[34]\tvalid_0's poisson: -107.249\tvalid_0's l1: 13.0404\n",
"[35]\tvalid_0's poisson: -107.36\tvalid_0's l1: 12.9074\n",
"[36]\tvalid_0's poisson: -107.413\tvalid_0's l1: 12.8342\n",
"[37]\tvalid_0's poisson: -107.478\tvalid_0's l1: 12.7616\n",
"[38]\tvalid_0's poisson: -107.538\tvalid_0's l1: 12.691\n",
"[39]\tvalid_0's poisson: -107.59\tvalid_0's l1: 12.6263\n",
"[40]\tvalid_0's poisson: -107.696\tvalid_0's l1: 12.4917\n",
"[41]\tvalid_0's poisson: -107.734\tvalid_0's l1: 12.4448\n",
"[42]\tvalid_0's poisson: -107.776\tvalid_0's l1: 12.3872\n",
"[43]\tvalid_0's poisson: -107.86\tvalid_0's l1: 12.2792\n",
"[44]\tvalid_0's poisson: -107.92\tvalid_0's l1: 12.2037\n",
"[45]\tvalid_0's poisson: -107.939\tvalid_0's l1: 12.1775\n",
"[46]\tvalid_0's poisson: -108.014\tvalid_0's l1: 12.0818\n",
"[47]\tvalid_0's poisson: -108.081\tvalid_0's l1: 11.9938\n",
"[48]\tvalid_0's poisson: -108.14\tvalid_0's l1: 11.9164\n",
"[49]\tvalid_0's poisson: -108.168\tvalid_0's l1: 11.8724\n",
"[50]\tvalid_0's poisson: -108.193\tvalid_0's l1: 11.8235\n",
"[51]\tvalid_0's poisson: -108.209\tvalid_0's l1: 11.7945\n",
"[52]\tvalid_0's poisson: -108.24\tvalid_0's l1: 11.7441\n",
"[53]\tvalid_0's poisson: -108.279\tvalid_0's l1: 11.682\n",
"[54]\tvalid_0's poisson: -108.3\tvalid_0's l1: 11.653\n",
"[55]\tvalid_0's poisson: -108.332\tvalid_0's l1: 11.6091\n",
"[56]\tvalid_0's poisson: -108.368\tvalid_0's l1: 11.5555\n",
"[57]\tvalid_0's poisson: -108.385\tvalid_0's l1: 11.5332\n",
"[58]\tvalid_0's poisson: -108.397\tvalid_0's l1: 11.51\n",
"[59]\tvalid_0's poisson: -108.403\tvalid_0's l1: 11.4979\n",
"[60]\tvalid_0's poisson: -108.409\tvalid_0's l1: 11.4875\n",
"[61]\tvalid_0's poisson: -108.413\tvalid_0's l1: 11.4785\n",
"[62]\tvalid_0's poisson: -108.444\tvalid_0's l1: 11.4273\n",
"[63]\tvalid_0's poisson: -108.465\tvalid_0's l1: 11.3912\n",
"[64]\tvalid_0's poisson: -108.46\tvalid_0's l1: 11.3487\n",
"[65]\tvalid_0's poisson: -108.473\tvalid_0's l1: 11.3253\n",
"[66]\tvalid_0's poisson: -108.475\tvalid_0's l1: 11.3177\n",
"[67]\tvalid_0's poisson: -108.461\tvalid_0's l1: 11.3127\n",
"[68]\tvalid_0's poisson: -108.472\tvalid_0's l1: 11.2919\n",
"[69]\tvalid_0's poisson: -108.494\tvalid_0's l1: 11.259\n",
"[70]\tvalid_0's poisson: -108.507\tvalid_0's l1: 11.2305\n",
"[71]\tvalid_0's poisson: -108.517\tvalid_0's l1: 11.2139\n",
"[72]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1956\n",
"[73]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1769\n",
"[74]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.1599\n",
"[75]\tvalid_0's poisson: -108.534\tvalid_0's l1: 11.1511\n",
"[76]\tvalid_0's poisson: -108.537\tvalid_0's l1: 11.144\n",
"[77]\tvalid_0's poisson: -108.543\tvalid_0's l1: 11.13\n",
"[78]\tvalid_0's poisson: -108.54\tvalid_0's l1: 11.1254\n",
"[79]\tvalid_0's poisson: -108.541\tvalid_0's l1: 11.1219\n",
"[80]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1174\n",
"[81]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.1111\n",
"[82]\tvalid_0's poisson: -108.527\tvalid_0's l1: 11.1006\n",
"[83]\tvalid_0's poisson: -108.536\tvalid_0's l1: 11.085\n",
"[84]\tvalid_0's poisson: -108.542\tvalid_0's l1: 11.075\n",
"[85]\tvalid_0's poisson: -108.545\tvalid_0's l1: 11.0673\n",
"[86]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.0518\n",
"[87]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.0501\n",
"[88]\tvalid_0's poisson: -108.557\tvalid_0's l1: 11.0416\n",
"[89]\tvalid_0's poisson: -108.566\tvalid_0's l1: 11.0243\n",
"[90]\tvalid_0's poisson: -108.545\tvalid_0's l1: 11.0183\n",
"[91]\tvalid_0's poisson: -108.532\tvalid_0's l1: 11.0134\n",
"[92]\tvalid_0's poisson: -108.533\tvalid_0's l1: 11.0077\n",
"[93]\tvalid_0's poisson: -108.556\tvalid_0's l1: 11.0007\n",
"[94]\tvalid_0's poisson: -108.559\tvalid_0's l1: 10.9873\n",
"[95]\tvalid_0's poisson: -108.563\tvalid_0's l1: 10.9768\n",
"[96]\tvalid_0's poisson: -108.568\tvalid_0's l1: 10.9665\n",
"[97]\tvalid_0's poisson: -108.572\tvalid_0's l1: 10.9602\n",
"[98]\tvalid_0's poisson: -108.575\tvalid_0's l1: 10.9543\n",
"[99]\tvalid_0's poisson: -108.581\tvalid_0's l1: 10.9329\n",
"[100]\tvalid_0's poisson: -108.58\tvalid_0's l1: 10.9252\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5462\tvalid_0's l1: 28.1776\n",
"[2]\tvalid_0's poisson: -86.2796\tvalid_0's l1: 27.0396\n",
"[3]\tvalid_0's poisson: -88.5716\tvalid_0's l1: 25.9897\n",
"[4]\tvalid_0's poisson: -90.5436\tvalid_0's l1: 25.0047\n",
"[5]\tvalid_0's poisson: -92.1257\tvalid_0's l1: 24.1462\n",
"[6]\tvalid_0's poisson: -93.4824\tvalid_0's l1: 23.3586\n",
"[7]\tvalid_0's poisson: -94.7964\tvalid_0's l1: 22.6\n",
"[8]\tvalid_0's poisson: -95.7936\tvalid_0's l1: 21.9682\n",
"[9]\tvalid_0's poisson: -97.4442\tvalid_0's l1: 21.1724\n",
"[10]\tvalid_0's poisson: -98.5831\tvalid_0's l1: 20.4975\n",
"[11]\tvalid_0's poisson: -99.6339\tvalid_0's l1: 19.8746\n",
"[12]\tvalid_0's poisson: -100.644\tvalid_0's l1: 19.2114\n",
"[13]\tvalid_0's poisson: -101.467\tvalid_0's l1: 18.6221\n",
"[14]\tvalid_0's poisson: -102.154\tvalid_0's l1: 18.0759\n",
"[15]\tvalid_0's poisson: -102.634\tvalid_0's l1: 17.6606\n",
"[16]\tvalid_0's poisson: -103.245\tvalid_0's l1: 17.1825\n",
"[17]\tvalid_0's poisson: -103.826\tvalid_0's l1: 16.684\n",
"[18]\tvalid_0's poisson: -104.097\tvalid_0's l1: 16.3945\n",
"[19]\tvalid_0's poisson: -104.578\tvalid_0's l1: 15.9558\n",
"[20]\tvalid_0's poisson: -104.922\tvalid_0's l1: 15.6153\n",
"[21]\tvalid_0's poisson: -105.201\tvalid_0's l1: 15.3368\n",
"[22]\tvalid_0's poisson: -105.409\tvalid_0's l1: 15.1175\n",
"[23]\tvalid_0's poisson: -105.64\tvalid_0's l1: 14.867\n",
"[24]\tvalid_0's poisson: -105.938\tvalid_0's l1: 14.5782\n",
"[25]\tvalid_0's poisson: -106.116\tvalid_0's l1: 14.3683\n",
"[26]\tvalid_0's poisson: -106.282\tvalid_0's l1: 14.1592\n",
"[27]\tvalid_0's poisson: -106.396\tvalid_0's l1: 14.0344\n",
"[28]\tvalid_0's poisson: -106.522\tvalid_0's l1: 13.8863\n",
"[29]\tvalid_0's poisson: -106.706\tvalid_0's l1: 13.6847\n",
"[30]\tvalid_0's poisson: -106.842\tvalid_0's l1: 13.508\n",
"[31]\tvalid_0's poisson: -106.966\tvalid_0's l1: 13.3549\n",
"[32]\tvalid_0's poisson: -107.123\tvalid_0's l1: 13.161\n",
"[33]\tvalid_0's poisson: -107.205\tvalid_0's l1: 13.0492\n",
"[34]\tvalid_0's poisson: -107.26\tvalid_0's l1: 12.9725\n",
"[35]\tvalid_0's poisson: -107.324\tvalid_0's l1: 12.8905\n",
"[36]\tvalid_0's poisson: -107.384\tvalid_0's l1: 12.8109\n",
"[37]\tvalid_0's poisson: -107.474\tvalid_0's l1: 12.7088\n",
"[38]\tvalid_0's poisson: -107.542\tvalid_0's l1: 12.6148\n",
"[39]\tvalid_0's poisson: -107.59\tvalid_0's l1: 12.5464\n",
"[40]\tvalid_0's poisson: -107.628\tvalid_0's l1: 12.4962\n",
"[41]\tvalid_0's poisson: -107.678\tvalid_0's l1: 12.4298\n",
"[42]\tvalid_0's poisson: -107.748\tvalid_0's l1: 12.344\n",
"[43]\tvalid_0's poisson: -107.809\tvalid_0's l1: 12.268\n",
"[44]\tvalid_0's poisson: -107.885\tvalid_0's l1: 12.1745\n",
"[45]\tvalid_0's poisson: -107.917\tvalid_0's l1: 12.1295\n",
"[46]\tvalid_0's poisson: -107.986\tvalid_0's l1: 12.046\n",
"[47]\tvalid_0's poisson: -108.052\tvalid_0's l1: 11.9634\n",
"[48]\tvalid_0's poisson: -108.111\tvalid_0's l1: 11.8822\n",
"[49]\tvalid_0's poisson: -108.154\tvalid_0's l1: 11.8315\n",
"[50]\tvalid_0's poisson: -108.189\tvalid_0's l1: 11.766\n",
"[51]\tvalid_0's poisson: -108.222\tvalid_0's l1: 11.7127\n",
"[52]\tvalid_0's poisson: -108.252\tvalid_0's l1: 11.6725\n",
"[53]\tvalid_0's poisson: -108.281\tvalid_0's l1: 11.6256\n",
"[54]\tvalid_0's poisson: -108.298\tvalid_0's l1: 11.5991\n",
"[55]\tvalid_0's poisson: -108.313\tvalid_0's l1: 11.5768\n",
"[56]\tvalid_0's poisson: -108.349\tvalid_0's l1: 11.5261\n",
"[57]\tvalid_0's poisson: -108.357\tvalid_0's l1: 11.5118\n",
"[58]\tvalid_0's poisson: -108.368\tvalid_0's l1: 11.4658\n",
"[59]\tvalid_0's poisson: -108.389\tvalid_0's l1: 11.4286\n",
"[60]\tvalid_0's poisson: -108.406\tvalid_0's l1: 11.4001\n",
"[61]\tvalid_0's poisson: -108.429\tvalid_0's l1: 11.3575\n",
"[62]\tvalid_0's poisson: -108.446\tvalid_0's l1: 11.3285\n",
"[63]\tvalid_0's poisson: -108.437\tvalid_0's l1: 11.3227\n",
"[64]\tvalid_0's poisson: -108.451\tvalid_0's l1: 11.3015\n",
"[65]\tvalid_0's poisson: -108.463\tvalid_0's l1: 11.281\n",
"[66]\tvalid_0's poisson: -108.477\tvalid_0's l1: 11.2564\n",
"[67]\tvalid_0's poisson: -108.485\tvalid_0's l1: 11.2423\n",
"[68]\tvalid_0's poisson: -108.489\tvalid_0's l1: 11.2354\n",
"[69]\tvalid_0's poisson: -108.493\tvalid_0's l1: 11.2197\n",
"[70]\tvalid_0's poisson: -108.518\tvalid_0's l1: 11.1741\n",
"[71]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.16\n",
"[72]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1537\n",
"[73]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.1481\n",
"[74]\tvalid_0's poisson: -108.53\tvalid_0's l1: 11.1431\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[75]\tvalid_0's poisson: -108.539\tvalid_0's l1: 11.1199\n",
"[76]\tvalid_0's poisson: -108.55\tvalid_0's l1: 11.0998\n",
"[77]\tvalid_0's poisson: -108.569\tvalid_0's l1: 11.0706\n",
"[78]\tvalid_0's poisson: -108.575\tvalid_0's l1: 11.0512\n",
"[79]\tvalid_0's poisson: -108.583\tvalid_0's l1: 11.0381\n",
"[80]\tvalid_0's poisson: -108.597\tvalid_0's l1: 11.0105\n",
"[81]\tvalid_0's poisson: -108.605\tvalid_0's l1: 10.9963\n",
"[82]\tvalid_0's poisson: -108.61\tvalid_0's l1: 10.9865\n",
"[83]\tvalid_0's poisson: -108.605\tvalid_0's l1: 10.9816\n",
"[84]\tvalid_0's poisson: -108.611\tvalid_0's l1: 10.9571\n",
"[85]\tvalid_0's poisson: -108.615\tvalid_0's l1: 10.9486\n",
"[86]\tvalid_0's poisson: -108.621\tvalid_0's l1: 10.9343\n",
"[87]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.9292\n",
"[88]\tvalid_0's poisson: -108.626\tvalid_0's l1: 10.9246\n",
"[89]\tvalid_0's poisson: -108.627\tvalid_0's l1: 10.9041\n",
"[90]\tvalid_0's poisson: -108.624\tvalid_0's l1: 10.8965\n",
"[91]\tvalid_0's poisson: -108.623\tvalid_0's l1: 10.8898\n",
"[92]\tvalid_0's poisson: -108.63\tvalid_0's l1: 10.8766\n",
"[93]\tvalid_0's poisson: -108.636\tvalid_0's l1: 10.8648\n",
"[94]\tvalid_0's poisson: -108.634\tvalid_0's l1: 10.8615\n",
"[95]\tvalid_0's poisson: -108.623\tvalid_0's l1: 10.8581\n",
"[96]\tvalid_0's poisson: -108.633\tvalid_0's l1: 10.8365\n",
"[97]\tvalid_0's poisson: -108.644\tvalid_0's l1: 10.8344\n",
"[98]\tvalid_0's poisson: -108.635\tvalid_0's l1: 10.8285\n",
"[99]\tvalid_0's poisson: -108.612\tvalid_0's l1: 10.8103\n",
"[100]\tvalid_0's poisson: -108.595\tvalid_0's l1: 10.8051\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5959\tvalid_0's l1: 28.1637\n",
"[2]\tvalid_0's poisson: -86.4224\tvalid_0's l1: 27.0133\n",
"[3]\tvalid_0's poisson: -88.7147\tvalid_0's l1: 25.9592\n",
"[4]\tvalid_0's poisson: -90.5152\tvalid_0's l1: 25.0305\n",
"[5]\tvalid_0's poisson: -92.1193\tvalid_0's l1: 24.1614\n",
"[6]\tvalid_0's poisson: -93.5069\tvalid_0's l1: 23.3614\n",
"[7]\tvalid_0's poisson: -94.8472\tvalid_0's l1: 22.594\n",
"[8]\tvalid_0's poisson: -95.8784\tvalid_0's l1: 21.9272\n",
"[9]\tvalid_0's poisson: -97.4858\tvalid_0's l1: 21.1197\n",
"[10]\tvalid_0's poisson: -98.8256\tvalid_0's l1: 20.3696\n",
"[11]\tvalid_0's poisson: -99.7942\tvalid_0's l1: 19.7372\n",
"[12]\tvalid_0's poisson: -100.819\tvalid_0's l1: 19.0641\n",
"[13]\tvalid_0's poisson: -101.655\tvalid_0's l1: 18.4607\n",
"[14]\tvalid_0's poisson: -102.247\tvalid_0's l1: 17.9777\n",
"[15]\tvalid_0's poisson: -102.903\tvalid_0's l1: 17.4385\n",
"[16]\tvalid_0's poisson: -103.247\tvalid_0's l1: 17.1037\n",
"[17]\tvalid_0's poisson: -103.797\tvalid_0's l1: 16.6423\n",
"[18]\tvalid_0's poisson: -104.265\tvalid_0's l1: 16.2432\n",
"[19]\tvalid_0's poisson: -104.638\tvalid_0's l1: 15.9124\n",
"[20]\tvalid_0's poisson: -105.036\tvalid_0's l1: 15.5393\n",
"[21]\tvalid_0's poisson: -105.305\tvalid_0's l1: 15.2696\n",
"[22]\tvalid_0's poisson: -105.622\tvalid_0's l1: 14.949\n",
"[23]\tvalid_0's poisson: -105.9\tvalid_0's l1: 14.6665\n",
"[24]\tvalid_0's poisson: -106.081\tvalid_0's l1: 14.4605\n",
"[25]\tvalid_0's poisson: -106.246\tvalid_0's l1: 14.2572\n",
"[26]\tvalid_0's poisson: -106.474\tvalid_0's l1: 13.9943\n",
"[27]\tvalid_0's poisson: -106.593\tvalid_0's l1: 13.8447\n",
"[28]\tvalid_0's poisson: -106.78\tvalid_0's l1: 13.6228\n",
"[29]\tvalid_0's poisson: -106.928\tvalid_0's l1: 13.4457\n",
"[30]\tvalid_0's poisson: -107.062\tvalid_0's l1: 13.281\n",
"[31]\tvalid_0's poisson: -107.147\tvalid_0's l1: 13.1828\n",
"[32]\tvalid_0's poisson: -107.227\tvalid_0's l1: 13.0778\n",
"[33]\tvalid_0's poisson: -107.298\tvalid_0's l1: 12.9848\n",
"[34]\tvalid_0's poisson: -107.394\tvalid_0's l1: 12.8558\n",
"[35]\tvalid_0's poisson: -107.456\tvalid_0's l1: 12.7765\n",
"[36]\tvalid_0's poisson: -107.546\tvalid_0's l1: 12.6678\n",
"[37]\tvalid_0's poisson: -107.631\tvalid_0's l1: 12.5618\n",
"[38]\tvalid_0's poisson: -107.713\tvalid_0's l1: 12.4573\n",
"[39]\tvalid_0's poisson: -107.764\tvalid_0's l1: 12.3879\n",
"[40]\tvalid_0's poisson: -107.83\tvalid_0's l1: 12.302\n",
"[41]\tvalid_0's poisson: -107.901\tvalid_0's l1: 12.2122\n",
"[42]\tvalid_0's poisson: -107.941\tvalid_0's l1: 12.1461\n",
"[43]\tvalid_0's poisson: -107.973\tvalid_0's l1: 12.098\n",
"[44]\tvalid_0's poisson: -108.01\tvalid_0's l1: 12.0513\n",
"[45]\tvalid_0's poisson: -108.078\tvalid_0's l1: 11.9628\n",
"[46]\tvalid_0's poisson: -108.129\tvalid_0's l1: 11.8909\n",
"[47]\tvalid_0's poisson: -108.176\tvalid_0's l1: 11.8265\n",
"[48]\tvalid_0's poisson: -108.199\tvalid_0's l1: 11.7896\n",
"[49]\tvalid_0's poisson: -108.237\tvalid_0's l1: 11.7387\n",
"[50]\tvalid_0's poisson: -108.276\tvalid_0's l1: 11.6921\n",
"[51]\tvalid_0's poisson: -108.3\tvalid_0's l1: 11.6471\n",
"[52]\tvalid_0's poisson: -108.323\tvalid_0's l1: 11.6112\n",
"[53]\tvalid_0's poisson: -108.353\tvalid_0's l1: 11.5702\n",
"[54]\tvalid_0's poisson: -108.371\tvalid_0's l1: 11.5458\n",
"[55]\tvalid_0's poisson: -108.398\tvalid_0's l1: 11.5028\n",
"[56]\tvalid_0's poisson: -108.418\tvalid_0's l1: 11.4661\n",
"[57]\tvalid_0's poisson: -108.433\tvalid_0's l1: 11.4433\n",
"[58]\tvalid_0's poisson: -108.438\tvalid_0's l1: 11.4324\n",
"[59]\tvalid_0's poisson: -108.43\tvalid_0's l1: 11.4235\n",
"[60]\tvalid_0's poisson: -108.452\tvalid_0's l1: 11.3883\n",
"[61]\tvalid_0's poisson: -108.47\tvalid_0's l1: 11.3393\n",
"[62]\tvalid_0's poisson: -108.475\tvalid_0's l1: 11.3264\n",
"[63]\tvalid_0's poisson: -108.474\tvalid_0's l1: 11.2842\n",
"[64]\tvalid_0's poisson: -108.488\tvalid_0's l1: 11.2643\n",
"[65]\tvalid_0's poisson: -108.503\tvalid_0's l1: 11.2312\n",
"[66]\tvalid_0's poisson: -108.507\tvalid_0's l1: 11.2226\n",
"[67]\tvalid_0's poisson: -108.51\tvalid_0's l1: 11.2161\n",
"[68]\tvalid_0's poisson: -108.522\tvalid_0's l1: 11.1993\n",
"[69]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.1874\n",
"[70]\tvalid_0's poisson: -108.537\tvalid_0's l1: 11.1668\n",
"[71]\tvalid_0's poisson: -108.539\tvalid_0's l1: 11.1616\n",
"[72]\tvalid_0's poisson: -108.553\tvalid_0's l1: 11.1366\n",
"[73]\tvalid_0's poisson: -108.555\tvalid_0's l1: 11.1268\n",
"[74]\tvalid_0's poisson: -108.559\tvalid_0's l1: 11.1183\n",
"[75]\tvalid_0's poisson: -108.561\tvalid_0's l1: 11.1119\n",
"[76]\tvalid_0's poisson: -108.561\tvalid_0's l1: 11.0995\n",
"[77]\tvalid_0's poisson: -108.562\tvalid_0's l1: 11.0869\n",
"[78]\tvalid_0's poisson: -108.573\tvalid_0's l1: 11.0692\n",
"[79]\tvalid_0's poisson: -108.573\tvalid_0's l1: 11.0671\n",
"[80]\tvalid_0's poisson: -108.578\tvalid_0's l1: 11.0619\n",
"[81]\tvalid_0's poisson: -108.583\tvalid_0's l1: 11.0527\n",
"[82]\tvalid_0's poisson: -108.584\tvalid_0's l1: 11.0507\n",
"[83]\tvalid_0's poisson: -108.586\tvalid_0's l1: 11.035\n",
"[84]\tvalid_0's poisson: -108.588\tvalid_0's l1: 11.0211\n",
"[85]\tvalid_0's poisson: -108.59\tvalid_0's l1: 11.0153\n",
"[86]\tvalid_0's poisson: -108.591\tvalid_0's l1: 11.0118\n",
"[87]\tvalid_0's poisson: -108.597\tvalid_0's l1: 11.0026\n",
"[88]\tvalid_0's poisson: -108.598\tvalid_0's l1: 10.9982\n",
"[89]\tvalid_0's poisson: -108.599\tvalid_0's l1: 10.9974\n",
"[90]\tvalid_0's poisson: -108.598\tvalid_0's l1: 10.9947\n",
"[91]\tvalid_0's poisson: -108.601\tvalid_0's l1: 10.9854\n",
"[92]\tvalid_0's poisson: -108.57\tvalid_0's l1: 10.9838\n",
"[93]\tvalid_0's poisson: -108.554\tvalid_0's l1: 10.9558\n",
"[94]\tvalid_0's poisson: -108.55\tvalid_0's l1: 10.9459\n",
"[95]\tvalid_0's poisson: -108.554\tvalid_0's l1: 10.9366\n",
"[96]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.9187\n",
"[97]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.9043\n",
"[98]\tvalid_0's poisson: -108.571\tvalid_0's l1: 10.8918\n",
"[99]\tvalid_0's poisson: -108.557\tvalid_0's l1: 10.8883\n",
"[100]\tvalid_0's poisson: -108.565\tvalid_0's l1: 10.8714\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5878\tvalid_0's l1: 28.1677\n",
"[2]\tvalid_0's poisson: -86.3422\tvalid_0's l1: 27.0326\n",
"[3]\tvalid_0's poisson: -88.66\tvalid_0's l1: 25.9794\n",
"[4]\tvalid_0's poisson: -90.5722\tvalid_0's l1: 25.0246\n",
"[5]\tvalid_0's poisson: -92.1679\tvalid_0's l1: 24.1617\n",
"[6]\tvalid_0's poisson: -93.4475\tvalid_0's l1: 23.3956\n",
"[7]\tvalid_0's poisson: -94.5849\tvalid_0's l1: 22.6888\n",
"[8]\tvalid_0's poisson: -96.5476\tvalid_0's l1: 21.8007\n",
"[9]\tvalid_0's poisson: -97.9838\tvalid_0's l1: 21.0222\n",
"[10]\tvalid_0's poisson: -99.3558\tvalid_0's l1: 20.2101\n",
"[11]\tvalid_0's poisson: -100.326\tvalid_0's l1: 19.5533\n",
"[12]\tvalid_0's poisson: -100.833\tvalid_0's l1: 19.0981\n",
"[13]\tvalid_0's poisson: -101.545\tvalid_0's l1: 18.5503\n",
"[14]\tvalid_0's poisson: -102.249\tvalid_0's l1: 18.0041\n",
"[15]\tvalid_0's poisson: -102.653\tvalid_0's l1: 17.6255\n",
"[16]\tvalid_0's poisson: -103.244\tvalid_0's l1: 17.1573\n",
"[17]\tvalid_0's poisson: -103.822\tvalid_0's l1: 16.7027\n",
"[18]\tvalid_0's poisson: -104.141\tvalid_0's l1: 16.3988\n",
"[19]\tvalid_0's poisson: -104.608\tvalid_0's l1: 16.0007\n",
"[20]\tvalid_0's poisson: -104.949\tvalid_0's l1: 15.6631\n",
"[21]\tvalid_0's poisson: -105.157\tvalid_0's l1: 15.4444\n",
"[22]\tvalid_0's poisson: -105.421\tvalid_0's l1: 15.178\n",
"[23]\tvalid_0's poisson: -105.598\tvalid_0's l1: 14.9829\n",
"[24]\tvalid_0's poisson: -105.874\tvalid_0's l1: 14.6911\n",
"[25]\tvalid_0's poisson: -106.025\tvalid_0's l1: 14.5276\n",
"[26]\tvalid_0's poisson: -106.234\tvalid_0's l1: 14.2818\n",
"[27]\tvalid_0's poisson: -106.438\tvalid_0's l1: 14.047\n",
"[28]\tvalid_0's poisson: -106.582\tvalid_0's l1: 13.8835\n",
"[29]\tvalid_0's poisson: -106.748\tvalid_0's l1: 13.6854\n",
"[30]\tvalid_0's poisson: -106.919\tvalid_0's l1: 13.4817\n",
"[31]\tvalid_0's poisson: -107.058\tvalid_0's l1: 13.3186\n",
"[32]\tvalid_0's poisson: -107.135\tvalid_0's l1: 13.2199\n",
"[33]\tvalid_0's poisson: -107.235\tvalid_0's l1: 13.1108\n",
"[34]\tvalid_0's poisson: -107.366\tvalid_0's l1: 12.9516\n",
"[35]\tvalid_0's poisson: -107.474\tvalid_0's l1: 12.8177\n",
"[36]\tvalid_0's poisson: -107.564\tvalid_0's l1: 12.7042\n",
"[37]\tvalid_0's poisson: -107.642\tvalid_0's l1: 12.6027\n",
"[38]\tvalid_0's poisson: -107.688\tvalid_0's l1: 12.5445\n",
"[39]\tvalid_0's poisson: -107.735\tvalid_0's l1: 12.4804\n",
"[40]\tvalid_0's poisson: -107.808\tvalid_0's l1: 12.3773\n",
"[41]\tvalid_0's poisson: -107.856\tvalid_0's l1: 12.3106\n",
"[42]\tvalid_0's poisson: -107.879\tvalid_0's l1: 12.2642\n",
"[43]\tvalid_0's poisson: -107.951\tvalid_0's l1: 12.1672\n",
"[44]\tvalid_0's poisson: -108.001\tvalid_0's l1: 12.0981\n",
"[45]\tvalid_0's poisson: -108.067\tvalid_0's l1: 12.0046\n",
"[46]\tvalid_0's poisson: -108.125\tvalid_0's l1: 11.9257\n",
"[47]\tvalid_0's poisson: -108.163\tvalid_0's l1: 11.8725\n",
"[48]\tvalid_0's poisson: -108.2\tvalid_0's l1: 11.8131\n",
"[49]\tvalid_0's poisson: -108.238\tvalid_0's l1: 11.7577\n",
"[50]\tvalid_0's poisson: -108.274\tvalid_0's l1: 11.705\n",
"[51]\tvalid_0's poisson: -108.304\tvalid_0's l1: 11.6571\n",
"[52]\tvalid_0's poisson: -108.325\tvalid_0's l1: 11.6234\n",
"[53]\tvalid_0's poisson: -108.344\tvalid_0's l1: 11.5871\n",
"[54]\tvalid_0's poisson: -108.365\tvalid_0's l1: 11.5491\n",
"[55]\tvalid_0's poisson: -108.372\tvalid_0's l1: 11.536\n",
"[56]\tvalid_0's poisson: -108.382\tvalid_0's l1: 11.5202\n",
"[57]\tvalid_0's poisson: -108.413\tvalid_0's l1: 11.471\n",
"[58]\tvalid_0's poisson: -108.417\tvalid_0's l1: 11.461\n",
"[59]\tvalid_0's poisson: -108.444\tvalid_0's l1: 11.4133\n",
"[60]\tvalid_0's poisson: -108.468\tvalid_0's l1: 11.368\n",
"[61]\tvalid_0's poisson: -108.462\tvalid_0's l1: 11.3564\n",
"[62]\tvalid_0's poisson: -108.475\tvalid_0's l1: 11.3285\n",
"[63]\tvalid_0's poisson: -108.459\tvalid_0's l1: 11.292\n",
"[64]\tvalid_0's poisson: -108.477\tvalid_0's l1: 11.2537\n",
"[65]\tvalid_0's poisson: -108.486\tvalid_0's l1: 11.2254\n",
"[66]\tvalid_0's poisson: -108.501\tvalid_0's l1: 11.1928\n",
"[67]\tvalid_0's poisson: -108.502\tvalid_0's l1: 11.1801\n",
"[68]\tvalid_0's poisson: -108.498\tvalid_0's l1: 11.1685\n",
"[69]\tvalid_0's poisson: -108.489\tvalid_0's l1: 11.1611\n",
"[70]\tvalid_0's poisson: -108.496\tvalid_0's l1: 11.141\n",
"[71]\tvalid_0's poisson: -108.515\tvalid_0's l1: 11.1288\n",
"[72]\tvalid_0's poisson: -108.518\tvalid_0's l1: 11.1211\n",
"[73]\tvalid_0's poisson: -108.507\tvalid_0's l1: 11.1182\n",
"[74]\tvalid_0's poisson: -108.508\tvalid_0's l1: 11.1118\n",
"[75]\tvalid_0's poisson: -108.513\tvalid_0's l1: 11.1017\n",
"[76]\tvalid_0's poisson: -108.516\tvalid_0's l1: 11.0944\n",
"[77]\tvalid_0's poisson: -108.519\tvalid_0's l1: 11.0892\n",
"[78]\tvalid_0's poisson: -108.519\tvalid_0's l1: 11.0778\n",
"[79]\tvalid_0's poisson: -108.521\tvalid_0's l1: 11.0748\n",
"[80]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.0705\n",
"[81]\tvalid_0's poisson: -108.499\tvalid_0's l1: 11.0662\n",
"[82]\tvalid_0's poisson: -108.496\tvalid_0's l1: 11.0592\n",
"[83]\tvalid_0's poisson: -108.497\tvalid_0's l1: 11.0544\n",
"[84]\tvalid_0's poisson: -108.492\tvalid_0's l1: 11.0527\n",
"[85]\tvalid_0's poisson: -108.515\tvalid_0's l1: 11.0482\n",
"[86]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.0303\n",
"[87]\tvalid_0's poisson: -108.52\tvalid_0's l1: 11.0214\n",
"[88]\tvalid_0's poisson: -108.523\tvalid_0's l1: 11.0151\n",
"[89]\tvalid_0's poisson: -108.533\tvalid_0's l1: 10.9875\n",
"[90]\tvalid_0's poisson: -108.522\tvalid_0's l1: 10.9688\n",
"[91]\tvalid_0's poisson: -108.521\tvalid_0's l1: 10.9624\n",
"[92]\tvalid_0's poisson: -108.498\tvalid_0's l1: 10.9605\n",
"[93]\tvalid_0's poisson: -108.484\tvalid_0's l1: 10.9486\n",
"[94]\tvalid_0's poisson: -108.488\tvalid_0's l1: 10.941\n",
"[95]\tvalid_0's poisson: -108.493\tvalid_0's l1: 10.9332\n",
"[96]\tvalid_0's poisson: -108.495\tvalid_0's l1: 10.9301\n",
"[97]\tvalid_0's poisson: -108.497\tvalid_0's l1: 10.9252\n",
"[98]\tvalid_0's poisson: -108.498\tvalid_0's l1: 10.9217\n",
"[99]\tvalid_0's poisson: -108.478\tvalid_0's l1: 10.9195\n",
"[100]\tvalid_0's poisson: -108.479\tvalid_0's l1: 10.9157\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.5969\tvalid_0's l1: 28.1603\n",
"[2]\tvalid_0's poisson: -86.2038\tvalid_0's l1: 27.0639\n",
"[3]\tvalid_0's poisson: -88.3966\tvalid_0's l1: 26.0474\n",
"[4]\tvalid_0's poisson: -90.264\tvalid_0's l1: 25.1048\n",
"[5]\tvalid_0's poisson: -91.9003\tvalid_0's l1: 24.2394\n",
"[6]\tvalid_0's poisson: -93.3052\tvalid_0's l1: 23.4397\n",
"[7]\tvalid_0's poisson: -94.5485\tvalid_0's l1: 22.6957\n",
"[8]\tvalid_0's poisson: -96.2469\tvalid_0's l1: 21.8825\n",
"[9]\tvalid_0's poisson: -97.7917\tvalid_0's l1: 21.1022\n",
"[10]\tvalid_0's poisson: -99.1693\tvalid_0's l1: 20.2959\n",
"[11]\tvalid_0's poisson: -100.255\tvalid_0's l1: 19.5888\n",
"[12]\tvalid_0's poisson: -100.764\tvalid_0's l1: 19.1371\n",
"[13]\tvalid_0's poisson: -101.411\tvalid_0's l1: 18.6289\n",
"[14]\tvalid_0's poisson: -102.083\tvalid_0's l1: 18.1374\n",
"[15]\tvalid_0's poisson: -102.734\tvalid_0's l1: 17.6236\n",
"[16]\tvalid_0's poisson: -103.334\tvalid_0's l1: 17.1404\n",
"[17]\tvalid_0's poisson: -103.913\tvalid_0's l1: 16.6497\n",
"[18]\tvalid_0's poisson: -104.418\tvalid_0's l1: 16.1958\n",
"[19]\tvalid_0's poisson: -104.708\tvalid_0's l1: 15.8945\n",
"[20]\tvalid_0's poisson: -105.048\tvalid_0's l1: 15.5486\n",
"[21]\tvalid_0's poisson: -105.427\tvalid_0's l1: 15.1874\n",
"[22]\tvalid_0's poisson: -105.595\tvalid_0's l1: 14.9945\n",
"[23]\tvalid_0's poisson: -105.883\tvalid_0's l1: 14.6842\n",
"[24]\tvalid_0's poisson: -106.083\tvalid_0's l1: 14.4626\n",
"[25]\tvalid_0's poisson: -106.295\tvalid_0's l1: 14.2077\n",
"[26]\tvalid_0's poisson: -106.425\tvalid_0's l1: 14.0513\n",
"[27]\tvalid_0's poisson: -106.573\tvalid_0's l1: 13.8877\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -106.688\tvalid_0's l1: 13.7421\n",
"[29]\tvalid_0's poisson: -106.833\tvalid_0's l1: 13.5727\n",
"[30]\tvalid_0's poisson: -106.987\tvalid_0's l1: 13.3901\n",
"[31]\tvalid_0's poisson: -107.078\tvalid_0's l1: 13.2695\n",
"[32]\tvalid_0's poisson: -107.155\tvalid_0's l1: 13.1671\n",
"[33]\tvalid_0's poisson: -107.239\tvalid_0's l1: 13.0584\n",
"[34]\tvalid_0's poisson: -107.34\tvalid_0's l1: 12.9298\n",
"[35]\tvalid_0's poisson: -107.458\tvalid_0's l1: 12.7915\n",
"[36]\tvalid_0's poisson: -107.565\tvalid_0's l1: 12.6623\n",
"[37]\tvalid_0's poisson: -107.657\tvalid_0's l1: 12.5411\n",
"[38]\tvalid_0's poisson: -107.731\tvalid_0's l1: 12.4467\n",
"[39]\tvalid_0's poisson: -107.791\tvalid_0's l1: 12.3637\n",
"[40]\tvalid_0's poisson: -107.855\tvalid_0's l1: 12.2783\n",
"[41]\tvalid_0's poisson: -107.91\tvalid_0's l1: 12.2072\n",
"[42]\tvalid_0's poisson: -107.975\tvalid_0's l1: 12.1156\n",
"[43]\tvalid_0's poisson: -108.011\tvalid_0's l1: 12.0667\n",
"[44]\tvalid_0's poisson: -108.043\tvalid_0's l1: 12.0242\n",
"[45]\tvalid_0's poisson: -108.106\tvalid_0's l1: 11.9327\n",
"[46]\tvalid_0's poisson: -108.163\tvalid_0's l1: 11.8526\n",
"[47]\tvalid_0's poisson: -108.211\tvalid_0's l1: 11.7838\n",
"[48]\tvalid_0's poisson: -108.247\tvalid_0's l1: 11.7348\n",
"[49]\tvalid_0's poisson: -108.273\tvalid_0's l1: 11.6922\n",
"[50]\tvalid_0's poisson: -108.297\tvalid_0's l1: 11.6525\n",
"[51]\tvalid_0's poisson: -108.328\tvalid_0's l1: 11.6054\n",
"[52]\tvalid_0's poisson: -108.348\tvalid_0's l1: 11.5786\n",
"[53]\tvalid_0's poisson: -108.375\tvalid_0's l1: 11.5417\n",
"[54]\tvalid_0's poisson: -108.414\tvalid_0's l1: 11.4808\n",
"[55]\tvalid_0's poisson: -108.431\tvalid_0's l1: 11.4543\n",
"[56]\tvalid_0's poisson: -108.443\tvalid_0's l1: 11.4329\n",
"[57]\tvalid_0's poisson: -108.462\tvalid_0's l1: 11.3889\n",
"[58]\tvalid_0's poisson: -108.471\tvalid_0's l1: 11.3717\n",
"[59]\tvalid_0's poisson: -108.479\tvalid_0's l1: 11.3616\n",
"[60]\tvalid_0's poisson: -108.502\tvalid_0's l1: 11.3118\n",
"[61]\tvalid_0's poisson: -108.513\tvalid_0's l1: 11.2626\n",
"[62]\tvalid_0's poisson: -108.526\tvalid_0's l1: 11.229\n",
"[63]\tvalid_0's poisson: -108.537\tvalid_0's l1: 11.1875\n",
"[64]\tvalid_0's poisson: -108.54\tvalid_0's l1: 11.1775\n",
"[65]\tvalid_0's poisson: -108.502\tvalid_0's l1: 11.1693\n",
"[66]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.1557\n",
"[67]\tvalid_0's poisson: -108.505\tvalid_0's l1: 11.1495\n",
"[68]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.1436\n",
"[69]\tvalid_0's poisson: -108.511\tvalid_0's l1: 11.1382\n",
"[70]\tvalid_0's poisson: -108.514\tvalid_0's l1: 11.1312\n",
"[71]\tvalid_0's poisson: -108.524\tvalid_0's l1: 11.1081\n",
"[72]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.0899\n",
"[73]\tvalid_0's poisson: -108.525\tvalid_0's l1: 11.0846\n",
"[74]\tvalid_0's poisson: -108.526\tvalid_0's l1: 11.0707\n",
"[75]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.0651\n",
"[76]\tvalid_0's poisson: -108.542\tvalid_0's l1: 11.0401\n",
"[77]\tvalid_0's poisson: -108.548\tvalid_0's l1: 11.0312\n",
"[78]\tvalid_0's poisson: -108.548\tvalid_0's l1: 11.0249\n",
"[79]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.0212\n",
"[80]\tvalid_0's poisson: -108.532\tvalid_0's l1: 11.0091\n",
"[81]\tvalid_0's poisson: -108.534\tvalid_0's l1: 11.0049\n",
"[82]\tvalid_0's poisson: -108.533\tvalid_0's l1: 10.9951\n",
"[83]\tvalid_0's poisson: -108.537\tvalid_0's l1: 10.9844\n",
"[84]\tvalid_0's poisson: -108.537\tvalid_0's l1: 10.9696\n",
"[85]\tvalid_0's poisson: -108.541\tvalid_0's l1: 10.9608\n",
"[86]\tvalid_0's poisson: -108.545\tvalid_0's l1: 10.9514\n",
"[87]\tvalid_0's poisson: -108.548\tvalid_0's l1: 10.9455\n",
"[88]\tvalid_0's poisson: -108.554\tvalid_0's l1: 10.9335\n",
"[89]\tvalid_0's poisson: -108.555\tvalid_0's l1: 10.9289\n",
"[90]\tvalid_0's poisson: -108.558\tvalid_0's l1: 10.9212\n",
"[91]\tvalid_0's poisson: -108.563\tvalid_0's l1: 10.9064\n",
"[92]\tvalid_0's poisson: -108.555\tvalid_0's l1: 10.901\n",
"[93]\tvalid_0's poisson: -108.556\tvalid_0's l1: 10.8978\n",
"[94]\tvalid_0's poisson: -108.55\tvalid_0's l1: 10.896\n",
"[95]\tvalid_0's poisson: -108.549\tvalid_0's l1: 10.8925\n",
"[96]\tvalid_0's poisson: -108.551\tvalid_0's l1: 10.8859\n",
"[97]\tvalid_0's poisson: -108.544\tvalid_0's l1: 10.8865\n",
"[98]\tvalid_0's poisson: -108.538\tvalid_0's l1: 10.8855\n",
"[99]\tvalid_0's poisson: -108.538\tvalid_0's l1: 10.8834\n",
"[100]\tvalid_0's poisson: -108.538\tvalid_0's l1: 10.8805\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5728\tvalid_0's l1: 29.29\n",
"[2]\tvalid_0's poisson: -80.7607\tvalid_0's l1: 29.2241\n",
"[3]\tvalid_0's poisson: -80.9458\tvalid_0's l1: 29.1584\n",
"[4]\tvalid_0's poisson: -81.1284\tvalid_0's l1: 29.093\n",
"[5]\tvalid_0's poisson: -81.3084\tvalid_0's l1: 29.0278\n",
"[6]\tvalid_0's poisson: -81.486\tvalid_0's l1: 28.9629\n",
"[7]\tvalid_0's poisson: -81.6611\tvalid_0's l1: 28.8983\n",
"[8]\tvalid_0's poisson: -81.8339\tvalid_0's l1: 28.8345\n",
"[9]\tvalid_0's poisson: -82.0043\tvalid_0's l1: 28.771\n",
"[10]\tvalid_0's poisson: -82.1724\tvalid_0's l1: 28.7078\n",
"[11]\tvalid_0's poisson: -82.3383\tvalid_0's l1: 28.6448\n",
"[12]\tvalid_0's poisson: -82.502\tvalid_0's l1: 28.582\n",
"[13]\tvalid_0's poisson: -82.6635\tvalid_0's l1: 28.5195\n",
"[14]\tvalid_0's poisson: -82.823\tvalid_0's l1: 28.4573\n",
"[15]\tvalid_0's poisson: -82.9803\tvalid_0's l1: 28.3961\n",
"[16]\tvalid_0's poisson: -83.1424\tvalid_0's l1: 28.3335\n",
"[17]\tvalid_0's poisson: -83.3022\tvalid_0's l1: 28.2713\n",
"[18]\tvalid_0's poisson: -83.4598\tvalid_0's l1: 28.2095\n",
"[19]\tvalid_0's poisson: -83.6154\tvalid_0's l1: 28.1479\n",
"[20]\tvalid_0's poisson: -83.7688\tvalid_0's l1: 28.0866\n",
"[21]\tvalid_0's poisson: -83.9203\tvalid_0's l1: 28.0256\n",
"[22]\tvalid_0's poisson: -84.0697\tvalid_0's l1: 27.9659\n",
"[23]\tvalid_0's poisson: -84.2221\tvalid_0's l1: 27.9055\n",
"[24]\tvalid_0's poisson: -84.3724\tvalid_0's l1: 27.8453\n",
"[25]\tvalid_0's poisson: -84.5207\tvalid_0's l1: 27.7854\n",
"[26]\tvalid_0's poisson: -84.6671\tvalid_0's l1: 27.7257\n",
"[27]\tvalid_0's poisson: -84.8115\tvalid_0's l1: 27.6662\n",
"[28]\tvalid_0's poisson: -84.9541\tvalid_0's l1: 27.6074\n",
"[29]\tvalid_0's poisson: -85.092\tvalid_0's l1: 27.5492\n",
"[30]\tvalid_0's poisson: -85.2281\tvalid_0's l1: 27.4913\n",
"[31]\tvalid_0's poisson: -85.3625\tvalid_0's l1: 27.4336\n",
"[32]\tvalid_0's poisson: -85.4953\tvalid_0's l1: 27.3761\n",
"[33]\tvalid_0's poisson: -85.6264\tvalid_0's l1: 27.3188\n",
"[34]\tvalid_0's poisson: -85.7597\tvalid_0's l1: 27.2619\n",
"[35]\tvalid_0's poisson: -85.8913\tvalid_0's l1: 27.2055\n",
"[36]\tvalid_0's poisson: -86.0185\tvalid_0's l1: 27.15\n",
"[37]\tvalid_0's poisson: -86.1473\tvalid_0's l1: 27.0943\n",
"[38]\tvalid_0's poisson: -86.2744\tvalid_0's l1: 27.0387\n",
"[39]\tvalid_0's poisson: -86.4\tvalid_0's l1: 26.9834\n",
"[40]\tvalid_0's poisson: -86.5241\tvalid_0's l1: 26.9285\n",
"[41]\tvalid_0's poisson: -86.6484\tvalid_0's l1: 26.8725\n",
"[42]\tvalid_0's poisson: -86.7712\tvalid_0's l1: 26.8169\n",
"[43]\tvalid_0's poisson: -86.8916\tvalid_0's l1: 26.7622\n",
"[44]\tvalid_0's poisson: -87.0106\tvalid_0's l1: 26.7077\n",
"[45]\tvalid_0's poisson: -87.1282\tvalid_0's l1: 26.6535\n",
"[46]\tvalid_0's poisson: -87.2443\tvalid_0's l1: 26.5997\n",
"[47]\tvalid_0's poisson: -87.3591\tvalid_0's l1: 26.5462\n",
"[48]\tvalid_0's poisson: -87.4725\tvalid_0's l1: 26.493\n",
"[49]\tvalid_0's poisson: -87.5846\tvalid_0's l1: 26.4401\n",
"[50]\tvalid_0's poisson: -87.6905\tvalid_0's l1: 26.3892\n",
"[51]\tvalid_0's poisson: -87.8001\tvalid_0's l1: 26.3371\n",
"[52]\tvalid_0's poisson: -87.9083\tvalid_0's l1: 26.2852\n",
"[53]\tvalid_0's poisson: -88.0154\tvalid_0's l1: 26.2336\n",
"[54]\tvalid_0's poisson: -88.1212\tvalid_0's l1: 26.1825\n",
"[55]\tvalid_0's poisson: -88.2257\tvalid_0's l1: 26.1315\n",
"[56]\tvalid_0's poisson: -88.3291\tvalid_0's l1: 26.081\n",
"[57]\tvalid_0's poisson: -88.4313\tvalid_0's l1: 26.0311\n",
"[58]\tvalid_0's poisson: -88.5302\tvalid_0's l1: 25.9821\n",
"[59]\tvalid_0's poisson: -88.6279\tvalid_0's l1: 25.9334\n",
"[60]\tvalid_0's poisson: -88.7245\tvalid_0's l1: 25.885\n",
"[61]\tvalid_0's poisson: -88.82\tvalid_0's l1: 25.8368\n",
"[62]\tvalid_0's poisson: -88.9186\tvalid_0's l1: 25.7881\n",
"[63]\tvalid_0's poisson: -89.012\tvalid_0's l1: 25.7405\n",
"[64]\tvalid_0's poisson: -89.1088\tvalid_0's l1: 25.6916\n",
"[65]\tvalid_0's poisson: -89.2001\tvalid_0's l1: 25.6445\n",
"[66]\tvalid_0's poisson: -89.2946\tvalid_0's l1: 25.597\n",
"[67]\tvalid_0's poisson: -89.384\tvalid_0's l1: 25.5504\n",
"[68]\tvalid_0's poisson: -89.4764\tvalid_0's l1: 25.5034\n",
"[69]\tvalid_0's poisson: -89.5642\tvalid_0's l1: 25.4573\n",
"[70]\tvalid_0's poisson: -89.655\tvalid_0's l1: 25.4108\n",
"[71]\tvalid_0's poisson: -89.7409\tvalid_0's l1: 25.3657\n",
"[72]\tvalid_0's poisson: -89.8259\tvalid_0's l1: 25.3207\n",
"[73]\tvalid_0's poisson: -89.9101\tvalid_0's l1: 25.276\n",
"[74]\tvalid_0's poisson: -89.9933\tvalid_0's l1: 25.2314\n",
"[75]\tvalid_0's poisson: -90.0798\tvalid_0's l1: 25.1865\n",
"[76]\tvalid_0's poisson: -90.1653\tvalid_0's l1: 25.1419\n",
"[77]\tvalid_0's poisson: -90.2462\tvalid_0's l1: 25.0979\n",
"[78]\tvalid_0's poisson: -90.3263\tvalid_0's l1: 25.0548\n",
"[79]\tvalid_0's poisson: -90.408\tvalid_0's l1: 25.0124\n",
"[80]\tvalid_0's poisson: -90.4904\tvalid_0's l1: 24.9688\n",
"[81]\tvalid_0's poisson: -90.5727\tvalid_0's l1: 24.925\n",
"[82]\tvalid_0's poisson: -90.6542\tvalid_0's l1: 24.8815\n",
"[83]\tvalid_0's poisson: -90.7348\tvalid_0's l1: 24.8386\n",
"[84]\tvalid_0's poisson: -90.8145\tvalid_0's l1: 24.796\n",
"[85]\tvalid_0's poisson: -90.8935\tvalid_0's l1: 24.7537\n",
"[86]\tvalid_0's poisson: -90.9708\tvalid_0's l1: 24.712\n",
"[87]\tvalid_0's poisson: -91.0474\tvalid_0's l1: 24.6706\n",
"[88]\tvalid_0's poisson: -91.1232\tvalid_0's l1: 24.6294\n",
"[89]\tvalid_0's poisson: -91.1982\tvalid_0's l1: 24.5884\n",
"[90]\tvalid_0's poisson: -91.2724\tvalid_0's l1: 24.5476\n",
"[91]\tvalid_0's poisson: -91.3459\tvalid_0's l1: 24.5071\n",
"[92]\tvalid_0's poisson: -91.4192\tvalid_0's l1: 24.467\n",
"[93]\tvalid_0's poisson: -91.4918\tvalid_0's l1: 24.4272\n",
"[94]\tvalid_0's poisson: -91.5637\tvalid_0's l1: 24.3878\n",
"[95]\tvalid_0's poisson: -91.6348\tvalid_0's l1: 24.3486\n",
"[96]\tvalid_0's poisson: -91.7053\tvalid_0's l1: 24.3097\n",
"[97]\tvalid_0's poisson: -91.7751\tvalid_0's l1: 24.2711\n",
"[98]\tvalid_0's poisson: -91.8441\tvalid_0's l1: 24.2327\n",
"[99]\tvalid_0's poisson: -91.9117\tvalid_0's l1: 24.195\n",
"[100]\tvalid_0's poisson: -91.9786\tvalid_0's l1: 24.1575\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.578\tvalid_0's l1: 29.2883\n",
"[2]\tvalid_0's poisson: -80.7704\tvalid_0's l1: 29.2214\n",
"[3]\tvalid_0's poisson: -80.9599\tvalid_0's l1: 29.1547\n",
"[4]\tvalid_0's poisson: -81.1468\tvalid_0's l1: 29.0882\n",
"[5]\tvalid_0's poisson: -81.331\tvalid_0's l1: 29.0221\n",
"[6]\tvalid_0's poisson: -81.5127\tvalid_0's l1: 28.9561\n",
"[7]\tvalid_0's poisson: -81.6917\tvalid_0's l1: 28.8906\n",
"[8]\tvalid_0's poisson: -81.8801\tvalid_0's l1: 28.8234\n",
"[9]\tvalid_0's poisson: -82.0667\tvalid_0's l1: 28.7565\n",
"[10]\tvalid_0's poisson: -82.2505\tvalid_0's l1: 28.6898\n",
"[11]\tvalid_0's poisson: -82.4317\tvalid_0's l1: 28.6234\n",
"[12]\tvalid_0's poisson: -82.6102\tvalid_0's l1: 28.5572\n",
"[13]\tvalid_0's poisson: -82.7862\tvalid_0's l1: 28.4913\n",
"[14]\tvalid_0's poisson: -82.9596\tvalid_0's l1: 28.4262\n",
"[15]\tvalid_0's poisson: -83.1306\tvalid_0's l1: 28.3614\n",
"[16]\tvalid_0's poisson: -83.2992\tvalid_0's l1: 28.2968\n",
"[17]\tvalid_0's poisson: -83.4654\tvalid_0's l1: 28.2325\n",
"[18]\tvalid_0's poisson: -83.6293\tvalid_0's l1: 28.1685\n",
"[19]\tvalid_0's poisson: -83.7909\tvalid_0's l1: 28.1047\n",
"[20]\tvalid_0's poisson: -83.9503\tvalid_0's l1: 28.0419\n",
"[21]\tvalid_0's poisson: -84.1056\tvalid_0's l1: 27.9804\n",
"[22]\tvalid_0's poisson: -84.2588\tvalid_0's l1: 27.9192\n",
"[23]\tvalid_0's poisson: -84.41\tvalid_0's l1: 27.8582\n",
"[24]\tvalid_0's poisson: -84.5591\tvalid_0's l1: 27.7975\n",
"[25]\tvalid_0's poisson: -84.7063\tvalid_0's l1: 27.737\n",
"[26]\tvalid_0's poisson: -84.8515\tvalid_0's l1: 27.677\n",
"[27]\tvalid_0's poisson: -84.9981\tvalid_0's l1: 27.6173\n",
"[28]\tvalid_0's poisson: -85.1427\tvalid_0's l1: 27.558\n",
"[29]\tvalid_0's poisson: -85.2855\tvalid_0's l1: 27.4988\n",
"[30]\tvalid_0's poisson: -85.4264\tvalid_0's l1: 27.4399\n",
"[31]\tvalid_0's poisson: -85.5654\tvalid_0's l1: 27.3812\n",
"[32]\tvalid_0's poisson: -85.6925\tvalid_0's l1: 27.3252\n",
"[33]\tvalid_0's poisson: -85.8283\tvalid_0's l1: 27.2675\n",
"[34]\tvalid_0's poisson: -85.9556\tvalid_0's l1: 27.2118\n",
"[35]\tvalid_0's poisson: -86.0813\tvalid_0's l1: 27.1564\n",
"[36]\tvalid_0's poisson: -86.2068\tvalid_0's l1: 27.1003\n",
"[37]\tvalid_0's poisson: -86.3307\tvalid_0's l1: 27.0444\n",
"[38]\tvalid_0's poisson: -86.4563\tvalid_0's l1: 26.9888\n",
"[39]\tvalid_0's poisson: -86.5826\tvalid_0's l1: 26.9329\n",
"[40]\tvalid_0's poisson: -86.698\tvalid_0's l1: 26.8798\n",
"[41]\tvalid_0's poisson: -86.812\tvalid_0's l1: 26.8271\n",
"[42]\tvalid_0's poisson: -86.9247\tvalid_0's l1: 26.7748\n",
"[43]\tvalid_0's poisson: -87.0454\tvalid_0's l1: 26.7207\n",
"[44]\tvalid_0's poisson: -87.1652\tvalid_0's l1: 26.6654\n",
"[45]\tvalid_0's poisson: -87.2835\tvalid_0's l1: 26.6104\n",
"[46]\tvalid_0's poisson: -87.4\tvalid_0's l1: 26.557\n",
"[47]\tvalid_0's poisson: -87.5151\tvalid_0's l1: 26.5039\n",
"[48]\tvalid_0's poisson: -87.6241\tvalid_0's l1: 26.4526\n",
"[49]\tvalid_0's poisson: -87.7307\tvalid_0's l1: 26.4016\n",
"[50]\tvalid_0's poisson: -87.8371\tvalid_0's l1: 26.35\n",
"[51]\tvalid_0's poisson: -87.9479\tvalid_0's l1: 26.2967\n",
"[52]\tvalid_0's poisson: -88.0567\tvalid_0's l1: 26.2449\n",
"[53]\tvalid_0's poisson: -88.1594\tvalid_0's l1: 26.194\n",
"[54]\tvalid_0's poisson: -88.2658\tvalid_0's l1: 26.143\n",
"[55]\tvalid_0's poisson: -88.371\tvalid_0's l1: 26.0924\n",
"[56]\tvalid_0's poisson: -88.4703\tvalid_0's l1: 26.0428\n",
"[57]\tvalid_0's poisson: -88.5684\tvalid_0's l1: 25.9936\n",
"[58]\tvalid_0's poisson: -88.6709\tvalid_0's l1: 25.9428\n",
"[59]\tvalid_0's poisson: -88.7723\tvalid_0's l1: 25.8922\n",
"[60]\tvalid_0's poisson: -88.8725\tvalid_0's l1: 25.8418\n",
"[61]\tvalid_0's poisson: -88.971\tvalid_0's l1: 25.7927\n",
"[62]\tvalid_0's poisson: -89.0684\tvalid_0's l1: 25.744\n",
"[63]\tvalid_0's poisson: -89.1657\tvalid_0's l1: 25.6941\n",
"[64]\tvalid_0's poisson: -89.2619\tvalid_0's l1: 25.6446\n",
"[65]\tvalid_0's poisson: -89.3517\tvalid_0's l1: 25.5975\n",
"[66]\tvalid_0's poisson: -89.4406\tvalid_0's l1: 25.5506\n",
"[67]\tvalid_0's poisson: -89.5333\tvalid_0's l1: 25.503\n",
"[68]\tvalid_0's poisson: -89.6257\tvalid_0's l1: 25.4552\n",
"[69]\tvalid_0's poisson: -89.7171\tvalid_0's l1: 25.408\n",
"[70]\tvalid_0's poisson: -89.8075\tvalid_0's l1: 25.361\n",
"[71]\tvalid_0's poisson: -89.897\tvalid_0's l1: 25.3142\n",
"[72]\tvalid_0's poisson: -89.9792\tvalid_0's l1: 25.2703\n",
"[73]\tvalid_0's poisson: -90.0669\tvalid_0's l1: 25.224\n",
"[74]\tvalid_0's poisson: -90.1536\tvalid_0's l1: 25.178\n",
"[75]\tvalid_0's poisson: -90.2394\tvalid_0's l1: 25.1325\n",
"[76]\tvalid_0's poisson: -90.3205\tvalid_0's l1: 25.0882\n",
"[77]\tvalid_0's poisson: -90.4013\tvalid_0's l1: 25.0448\n",
"[78]\tvalid_0's poisson: -90.4813\tvalid_0's l1: 25.0015\n",
"[79]\tvalid_0's poisson: -90.5598\tvalid_0's l1: 24.9587\n",
"[80]\tvalid_0's poisson: -90.6381\tvalid_0's l1: 24.9158\n",
"[81]\tvalid_0's poisson: -90.715\tvalid_0's l1: 24.8733\n",
"[82]\tvalid_0's poisson: -90.7958\tvalid_0's l1: 24.8298\n",
"[83]\tvalid_0's poisson: -90.8714\tvalid_0's l1: 24.7876\n",
"[84]\tvalid_0's poisson: -90.9464\tvalid_0's l1: 24.7459\n",
"[85]\tvalid_0's poisson: -91.019\tvalid_0's l1: 24.7058\n",
"[86]\tvalid_0's poisson: -91.0929\tvalid_0's l1: 24.6646\n",
"[87]\tvalid_0's poisson: -91.1641\tvalid_0's l1: 24.625\n",
"[88]\tvalid_0's poisson: -91.2347\tvalid_0's l1: 24.5859\n",
"[89]\tvalid_0's poisson: -91.306\tvalid_0's l1: 24.5455\n",
"[90]\tvalid_0's poisson: -91.3767\tvalid_0's l1: 24.5053\n",
"[91]\tvalid_0's poisson: -91.4467\tvalid_0's l1: 24.4655\n",
"[92]\tvalid_0's poisson: -91.5162\tvalid_0's l1: 24.4265\n",
"[93]\tvalid_0's poisson: -91.5861\tvalid_0's l1: 24.3875\n",
"[94]\tvalid_0's poisson: -91.6552\tvalid_0's l1: 24.3488\n",
"[95]\tvalid_0's poisson: -91.7236\tvalid_0's l1: 24.3103\n",
"[96]\tvalid_0's poisson: -91.7915\tvalid_0's l1: 24.2716\n",
"[97]\tvalid_0's poisson: -91.8578\tvalid_0's l1: 24.2333\n",
"[98]\tvalid_0's poisson: -91.9243\tvalid_0's l1: 24.1951\n",
"[99]\tvalid_0's poisson: -91.9934\tvalid_0's l1: 24.1557\n",
"[100]\tvalid_0's poisson: -92.0617\tvalid_0's l1: 24.1169\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5782\tvalid_0's l1: 29.2884\n",
"[2]\tvalid_0's poisson: -80.7712\tvalid_0's l1: 29.221\n",
"[3]\tvalid_0's poisson: -80.9614\tvalid_0's l1: 29.1538\n",
"[4]\tvalid_0's poisson: -81.1489\tvalid_0's l1: 29.0869\n",
"[5]\tvalid_0's poisson: -81.3337\tvalid_0's l1: 29.0202\n",
"[6]\tvalid_0's poisson: -81.516\tvalid_0's l1: 28.9538\n",
"[7]\tvalid_0's poisson: -81.6957\tvalid_0's l1: 28.8878\n",
"[8]\tvalid_0's poisson: -81.8729\tvalid_0's l1: 28.8226\n",
"[9]\tvalid_0's poisson: -82.0476\tvalid_0's l1: 28.7577\n",
"[10]\tvalid_0's poisson: -82.22\tvalid_0's l1: 28.6929\n",
"[11]\tvalid_0's poisson: -82.39\tvalid_0's l1: 28.6285\n",
"[12]\tvalid_0's poisson: -82.5578\tvalid_0's l1: 28.5643\n",
"[13]\tvalid_0's poisson: -82.7233\tvalid_0's l1: 28.5003\n",
"[14]\tvalid_0's poisson: -82.8865\tvalid_0's l1: 28.4368\n",
"[15]\tvalid_0's poisson: -83.0499\tvalid_0's l1: 28.3741\n",
"[16]\tvalid_0's poisson: -83.211\tvalid_0's l1: 28.3116\n",
"[17]\tvalid_0's poisson: -83.37\tvalid_0's l1: 28.2494\n",
"[18]\tvalid_0's poisson: -83.5271\tvalid_0's l1: 28.1872\n",
"[19]\tvalid_0's poisson: -83.6821\tvalid_0's l1: 28.1252\n",
"[20]\tvalid_0's poisson: -83.835\tvalid_0's l1: 28.0635\n",
"[21]\tvalid_0's poisson: -83.9857\tvalid_0's l1: 28.0027\n",
"[22]\tvalid_0's poisson: -84.1401\tvalid_0's l1: 27.9419\n",
"[23]\tvalid_0's poisson: -84.2924\tvalid_0's l1: 27.8813\n",
"[24]\tvalid_0's poisson: -84.4451\tvalid_0's l1: 27.8203\n",
"[25]\tvalid_0's poisson: -84.5958\tvalid_0's l1: 27.7595\n",
"[26]\tvalid_0's poisson: -84.7445\tvalid_0's l1: 27.6989\n",
"[27]\tvalid_0's poisson: -84.8912\tvalid_0's l1: 27.6385\n",
"[28]\tvalid_0's poisson: -85.0359\tvalid_0's l1: 27.5795\n",
"[29]\tvalid_0's poisson: -85.1727\tvalid_0's l1: 27.5216\n",
"[30]\tvalid_0's poisson: -85.3078\tvalid_0's l1: 27.464\n",
"[31]\tvalid_0's poisson: -85.4411\tvalid_0's l1: 27.4065\n",
"[32]\tvalid_0's poisson: -85.5729\tvalid_0's l1: 27.3493\n",
"[33]\tvalid_0's poisson: -85.7029\tvalid_0's l1: 27.2923\n",
"[34]\tvalid_0's poisson: -85.8314\tvalid_0's l1: 27.2356\n",
"[35]\tvalid_0's poisson: -85.9643\tvalid_0's l1: 27.1789\n",
"[36]\tvalid_0's poisson: -86.0934\tvalid_0's l1: 27.1232\n",
"[37]\tvalid_0's poisson: -86.221\tvalid_0's l1: 27.0677\n",
"[38]\tvalid_0's poisson: -86.347\tvalid_0's l1: 27.0125\n",
"[39]\tvalid_0's poisson: -86.4715\tvalid_0's l1: 26.9574\n",
"[40]\tvalid_0's poisson: -86.5967\tvalid_0's l1: 26.9017\n",
"[41]\tvalid_0's poisson: -86.7227\tvalid_0's l1: 26.8449\n",
"[42]\tvalid_0's poisson: -86.8371\tvalid_0's l1: 26.792\n",
"[43]\tvalid_0's poisson: -86.96\tvalid_0's l1: 26.7364\n",
"[44]\tvalid_0's poisson: -87.0814\tvalid_0's l1: 26.6811\n",
"[45]\tvalid_0's poisson: -87.2013\tvalid_0's l1: 26.626\n",
"[46]\tvalid_0's poisson: -87.3198\tvalid_0's l1: 26.5711\n",
"[47]\tvalid_0's poisson: -87.4368\tvalid_0's l1: 26.5167\n",
"[48]\tvalid_0's poisson: -87.5525\tvalid_0's l1: 26.4627\n",
"[49]\tvalid_0's poisson: -87.6667\tvalid_0's l1: 26.4092\n",
"[50]\tvalid_0's poisson: -87.7796\tvalid_0's l1: 26.356\n",
"[51]\tvalid_0's poisson: -87.8912\tvalid_0's l1: 26.303\n",
"[52]\tvalid_0's poisson: -88.0015\tvalid_0's l1: 26.2502\n",
"[53]\tvalid_0's poisson: -88.1104\tvalid_0's l1: 26.1977\n",
"[54]\tvalid_0's poisson: -88.2164\tvalid_0's l1: 26.1468\n",
"[55]\tvalid_0's poisson: -88.3211\tvalid_0's l1: 26.0962\n",
"[56]\tvalid_0's poisson: -88.4229\tvalid_0's l1: 26.0462\n",
"[57]\tvalid_0's poisson: -88.5236\tvalid_0's l1: 25.9965\n",
"[58]\tvalid_0's poisson: -88.6186\tvalid_0's l1: 25.9489\n",
"[59]\tvalid_0's poisson: -88.7174\tvalid_0's l1: 25.8995\n",
"[60]\tvalid_0's poisson: -88.8103\tvalid_0's l1: 25.8524\n",
"[61]\tvalid_0's poisson: -88.9022\tvalid_0's l1: 25.8057\n",
"[62]\tvalid_0's poisson: -88.9987\tvalid_0's l1: 25.7573\n",
"[63]\tvalid_0's poisson: -89.0934\tvalid_0's l1: 25.7093\n",
"[64]\tvalid_0's poisson: -89.1888\tvalid_0's l1: 25.6615\n",
"[65]\tvalid_0's poisson: -89.2849\tvalid_0's l1: 25.6126\n",
"[66]\tvalid_0's poisson: -89.3799\tvalid_0's l1: 25.564\n",
"[67]\tvalid_0's poisson: -89.4738\tvalid_0's l1: 25.516\n",
"[68]\tvalid_0's poisson: -89.5642\tvalid_0's l1: 25.4691\n",
"[69]\tvalid_0's poisson: -89.6535\tvalid_0's l1: 25.423\n",
"[70]\tvalid_0's poisson: -89.7411\tvalid_0's l1: 25.3772\n",
"[71]\tvalid_0's poisson: -89.8271\tvalid_0's l1: 25.3331\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[72]\tvalid_0's poisson: -89.9129\tvalid_0's l1: 25.2878\n",
"[73]\tvalid_0's poisson: -90.0006\tvalid_0's l1: 25.2418\n",
"[74]\tvalid_0's poisson: -90.0873\tvalid_0's l1: 25.196\n",
"[75]\tvalid_0's poisson: -90.1738\tvalid_0's l1: 25.1504\n",
"[76]\tvalid_0's poisson: -90.2571\tvalid_0's l1: 25.1061\n",
"[77]\tvalid_0's poisson: -90.3395\tvalid_0's l1: 25.0623\n",
"[78]\tvalid_0's poisson: -90.4215\tvalid_0's l1: 25.0191\n",
"[79]\tvalid_0's poisson: -90.5022\tvalid_0's l1: 24.9765\n",
"[80]\tvalid_0's poisson: -90.5837\tvalid_0's l1: 24.9331\n",
"[81]\tvalid_0's poisson: -90.6643\tvalid_0's l1: 24.89\n",
"[82]\tvalid_0's poisson: -90.7441\tvalid_0's l1: 24.8472\n",
"[83]\tvalid_0's poisson: -90.8231\tvalid_0's l1: 24.8046\n",
"[84]\tvalid_0's poisson: -90.9013\tvalid_0's l1: 24.7621\n",
"[85]\tvalid_0's poisson: -90.9787\tvalid_0's l1: 24.7199\n",
"[86]\tvalid_0's poisson: -91.0564\tvalid_0's l1: 24.6778\n",
"[87]\tvalid_0's poisson: -91.1302\tvalid_0's l1: 24.6367\n",
"[88]\tvalid_0's poisson: -91.2034\tvalid_0's l1: 24.5959\n",
"[89]\tvalid_0's poisson: -91.2757\tvalid_0's l1: 24.5554\n",
"[90]\tvalid_0's poisson: -91.3485\tvalid_0's l1: 24.5151\n",
"[91]\tvalid_0's poisson: -91.4205\tvalid_0's l1: 24.475\n",
"[92]\tvalid_0's poisson: -91.4918\tvalid_0's l1: 24.4352\n",
"[93]\tvalid_0's poisson: -91.5624\tvalid_0's l1: 24.3961\n",
"[94]\tvalid_0's poisson: -91.6323\tvalid_0's l1: 24.3573\n",
"[95]\tvalid_0's poisson: -91.7014\tvalid_0's l1: 24.3187\n",
"[96]\tvalid_0's poisson: -91.7699\tvalid_0's l1: 24.2804\n",
"[97]\tvalid_0's poisson: -91.8379\tvalid_0's l1: 24.2422\n",
"[98]\tvalid_0's poisson: -91.9052\tvalid_0's l1: 24.2042\n",
"[99]\tvalid_0's poisson: -91.9718\tvalid_0's l1: 24.1664\n",
"[100]\tvalid_0's poisson: -92.0378\tvalid_0's l1: 24.1291\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5734\tvalid_0's l1: 29.2897\n",
"[2]\tvalid_0's poisson: -80.7667\tvalid_0's l1: 29.2226\n",
"[3]\tvalid_0's poisson: -80.9572\tvalid_0's l1: 29.1558\n",
"[4]\tvalid_0's poisson: -81.1461\tvalid_0's l1: 29.0893\n",
"[5]\tvalid_0's poisson: -81.3311\tvalid_0's l1: 29.023\n",
"[6]\tvalid_0's poisson: -81.5134\tvalid_0's l1: 28.9569\n",
"[7]\tvalid_0's poisson: -81.6932\tvalid_0's l1: 28.8914\n",
"[8]\tvalid_0's poisson: -81.8704\tvalid_0's l1: 28.8266\n",
"[9]\tvalid_0's poisson: -82.0464\tvalid_0's l1: 28.762\n",
"[10]\tvalid_0's poisson: -82.22\tvalid_0's l1: 28.6976\n",
"[11]\tvalid_0's poisson: -82.3911\tvalid_0's l1: 28.6335\n",
"[12]\tvalid_0's poisson: -82.5598\tvalid_0's l1: 28.5697\n",
"[13]\tvalid_0's poisson: -82.7262\tvalid_0's l1: 28.5061\n",
"[14]\tvalid_0's poisson: -82.8904\tvalid_0's l1: 28.4433\n",
"[15]\tvalid_0's poisson: -83.0523\tvalid_0's l1: 28.3811\n",
"[16]\tvalid_0's poisson: -83.2121\tvalid_0's l1: 28.3191\n",
"[17]\tvalid_0's poisson: -83.3697\tvalid_0's l1: 28.2573\n",
"[18]\tvalid_0's poisson: -83.5251\tvalid_0's l1: 28.196\n",
"[19]\tvalid_0's poisson: -83.6785\tvalid_0's l1: 28.1348\n",
"[20]\tvalid_0's poisson: -83.8299\tvalid_0's l1: 28.0739\n",
"[21]\tvalid_0's poisson: -83.9793\tvalid_0's l1: 28.0142\n",
"[22]\tvalid_0's poisson: -84.1341\tvalid_0's l1: 27.953\n",
"[23]\tvalid_0's poisson: -84.2869\tvalid_0's l1: 27.892\n",
"[24]\tvalid_0's poisson: -84.4376\tvalid_0's l1: 27.8312\n",
"[25]\tvalid_0's poisson: -84.5862\tvalid_0's l1: 27.7706\n",
"[26]\tvalid_0's poisson: -84.733\tvalid_0's l1: 27.7104\n",
"[27]\tvalid_0's poisson: -84.8778\tvalid_0's l1: 27.6506\n",
"[28]\tvalid_0's poisson: -85.0209\tvalid_0's l1: 27.5922\n",
"[29]\tvalid_0's poisson: -85.1621\tvalid_0's l1: 27.534\n",
"[30]\tvalid_0's poisson: -85.3016\tvalid_0's l1: 27.4761\n",
"[31]\tvalid_0's poisson: -85.4392\tvalid_0's l1: 27.4183\n",
"[32]\tvalid_0's poisson: -85.5751\tvalid_0's l1: 27.3608\n",
"[33]\tvalid_0's poisson: -85.7092\tvalid_0's l1: 27.3035\n",
"[34]\tvalid_0's poisson: -85.8417\tvalid_0's l1: 27.2472\n",
"[35]\tvalid_0's poisson: -85.968\tvalid_0's l1: 27.1914\n",
"[36]\tvalid_0's poisson: -86.0927\tvalid_0's l1: 27.1359\n",
"[37]\tvalid_0's poisson: -86.2159\tvalid_0's l1: 27.0806\n",
"[38]\tvalid_0's poisson: -86.3376\tvalid_0's l1: 27.0257\n",
"[39]\tvalid_0's poisson: -86.4629\tvalid_0's l1: 26.9703\n",
"[40]\tvalid_0's poisson: -86.5866\tvalid_0's l1: 26.9152\n",
"[41]\tvalid_0's poisson: -86.7087\tvalid_0's l1: 26.8606\n",
"[42]\tvalid_0's poisson: -86.8296\tvalid_0's l1: 26.8055\n",
"[43]\tvalid_0's poisson: -86.9489\tvalid_0's l1: 26.7506\n",
"[44]\tvalid_0's poisson: -87.067\tvalid_0's l1: 26.6961\n",
"[45]\tvalid_0's poisson: -87.1837\tvalid_0's l1: 26.6419\n",
"[46]\tvalid_0's poisson: -87.299\tvalid_0's l1: 26.5879\n",
"[47]\tvalid_0's poisson: -87.4129\tvalid_0's l1: 26.5343\n",
"[48]\tvalid_0's poisson: -87.5256\tvalid_0's l1: 26.4821\n",
"[49]\tvalid_0's poisson: -87.6369\tvalid_0's l1: 26.4301\n",
"[50]\tvalid_0's poisson: -87.747\tvalid_0's l1: 26.3785\n",
"[51]\tvalid_0's poisson: -87.8558\tvalid_0's l1: 26.3264\n",
"[52]\tvalid_0's poisson: -87.9633\tvalid_0's l1: 26.2745\n",
"[53]\tvalid_0's poisson: -88.0696\tvalid_0's l1: 26.2228\n",
"[54]\tvalid_0's poisson: -88.1737\tvalid_0's l1: 26.1718\n",
"[55]\tvalid_0's poisson: -88.2766\tvalid_0's l1: 26.1214\n",
"[56]\tvalid_0's poisson: -88.3779\tvalid_0's l1: 26.0724\n",
"[57]\tvalid_0's poisson: -88.4786\tvalid_0's l1: 26.0225\n",
"[58]\tvalid_0's poisson: -88.578\tvalid_0's l1: 25.9728\n",
"[59]\tvalid_0's poisson: -88.676\tvalid_0's l1: 25.9245\n",
"[60]\tvalid_0's poisson: -88.7729\tvalid_0's l1: 25.8765\n",
"[61]\tvalid_0's poisson: -88.8688\tvalid_0's l1: 25.8286\n",
"[62]\tvalid_0's poisson: -88.9624\tvalid_0's l1: 25.7806\n",
"[63]\tvalid_0's poisson: -89.0593\tvalid_0's l1: 25.7314\n",
"[64]\tvalid_0's poisson: -89.155\tvalid_0's l1: 25.6826\n",
"[65]\tvalid_0's poisson: -89.2486\tvalid_0's l1: 25.6349\n",
"[66]\tvalid_0's poisson: -89.3418\tvalid_0's l1: 25.5871\n",
"[67]\tvalid_0's poisson: -89.4338\tvalid_0's l1: 25.5395\n",
"[68]\tvalid_0's poisson: -89.5248\tvalid_0's l1: 25.4921\n",
"[69]\tvalid_0's poisson: -89.6149\tvalid_0's l1: 25.445\n",
"[70]\tvalid_0's poisson: -89.704\tvalid_0's l1: 25.3985\n",
"[71]\tvalid_0's poisson: -89.7916\tvalid_0's l1: 25.3528\n",
"[72]\tvalid_0's poisson: -89.8786\tvalid_0's l1: 25.3072\n",
"[73]\tvalid_0's poisson: -89.9654\tvalid_0's l1: 25.2611\n",
"[74]\tvalid_0's poisson: -90.0513\tvalid_0's l1: 25.2156\n",
"[75]\tvalid_0's poisson: -90.1353\tvalid_0's l1: 25.1712\n",
"[76]\tvalid_0's poisson: -90.2185\tvalid_0's l1: 25.127\n",
"[77]\tvalid_0's poisson: -90.3007\tvalid_0's l1: 25.0833\n",
"[78]\tvalid_0's poisson: -90.3826\tvalid_0's l1: 25.04\n",
"[79]\tvalid_0's poisson: -90.4636\tvalid_0's l1: 24.9972\n",
"[80]\tvalid_0's poisson: -90.5444\tvalid_0's l1: 24.9539\n",
"[81]\tvalid_0's poisson: -90.6243\tvalid_0's l1: 24.9108\n",
"[82]\tvalid_0's poisson: -90.7029\tvalid_0's l1: 24.8687\n",
"[83]\tvalid_0's poisson: -90.7794\tvalid_0's l1: 24.8266\n",
"[84]\tvalid_0's poisson: -90.8551\tvalid_0's l1: 24.7848\n",
"[85]\tvalid_0's poisson: -90.93\tvalid_0's l1: 24.7434\n",
"[86]\tvalid_0's poisson: -91.0057\tvalid_0's l1: 24.7019\n",
"[87]\tvalid_0's poisson: -91.0807\tvalid_0's l1: 24.6606\n",
"[88]\tvalid_0's poisson: -91.1549\tvalid_0's l1: 24.6195\n",
"[89]\tvalid_0's poisson: -91.2284\tvalid_0's l1: 24.5785\n",
"[90]\tvalid_0's poisson: -91.3011\tvalid_0's l1: 24.5376\n",
"[91]\tvalid_0's poisson: -91.3732\tvalid_0's l1: 24.4971\n",
"[92]\tvalid_0's poisson: -91.4445\tvalid_0's l1: 24.4571\n",
"[93]\tvalid_0's poisson: -91.5151\tvalid_0's l1: 24.4174\n",
"[94]\tvalid_0's poisson: -91.5849\tvalid_0's l1: 24.3778\n",
"[95]\tvalid_0's poisson: -91.6541\tvalid_0's l1: 24.3385\n",
"[96]\tvalid_0's poisson: -91.7227\tvalid_0's l1: 24.2993\n",
"[97]\tvalid_0's poisson: -91.7905\tvalid_0's l1: 24.2603\n",
"[98]\tvalid_0's poisson: -91.8576\tvalid_0's l1: 24.2218\n",
"[99]\tvalid_0's poisson: -91.9241\tvalid_0's l1: 24.1837\n",
"[100]\tvalid_0's poisson: -91.9899\tvalid_0's l1: 24.1461\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -80.5735\tvalid_0's l1: 29.2896\n",
"[2]\tvalid_0's poisson: -80.7618\tvalid_0's l1: 29.2235\n",
"[3]\tvalid_0's poisson: -80.9475\tvalid_0's l1: 29.1577\n",
"[4]\tvalid_0's poisson: -81.1305\tvalid_0's l1: 29.0921\n",
"[5]\tvalid_0's poisson: -81.311\tvalid_0's l1: 29.0268\n",
"[6]\tvalid_0's poisson: -81.4891\tvalid_0's l1: 28.9617\n",
"[7]\tvalid_0's poisson: -81.6646\tvalid_0's l1: 28.897\n",
"[8]\tvalid_0's poisson: -81.8378\tvalid_0's l1: 28.8331\n",
"[9]\tvalid_0's poisson: -82.011\tvalid_0's l1: 28.7693\n",
"[10]\tvalid_0's poisson: -82.1818\tvalid_0's l1: 28.7057\n",
"[11]\tvalid_0's poisson: -82.3502\tvalid_0's l1: 28.6424\n",
"[12]\tvalid_0's poisson: -82.5164\tvalid_0's l1: 28.5793\n",
"[13]\tvalid_0's poisson: -82.6917\tvalid_0's l1: 28.5143\n",
"[14]\tvalid_0's poisson: -82.8645\tvalid_0's l1: 28.4496\n",
"[15]\tvalid_0's poisson: -83.0242\tvalid_0's l1: 28.3877\n",
"[16]\tvalid_0's poisson: -83.1819\tvalid_0's l1: 28.3261\n",
"[17]\tvalid_0's poisson: -83.3403\tvalid_0's l1: 28.264\n",
"[18]\tvalid_0's poisson: -83.4968\tvalid_0's l1: 28.2018\n",
"[19]\tvalid_0's poisson: -83.6512\tvalid_0's l1: 28.14\n",
"[20]\tvalid_0's poisson: -83.8034\tvalid_0's l1: 28.0786\n",
"[21]\tvalid_0's poisson: -83.9536\tvalid_0's l1: 28.0177\n",
"[22]\tvalid_0's poisson: -84.1018\tvalid_0's l1: 27.9575\n",
"[23]\tvalid_0's poisson: -84.2481\tvalid_0's l1: 27.8976\n",
"[24]\tvalid_0's poisson: -84.3998\tvalid_0's l1: 27.8366\n",
"[25]\tvalid_0's poisson: -84.5494\tvalid_0's l1: 27.7758\n",
"[26]\tvalid_0's poisson: -84.6971\tvalid_0's l1: 27.7153\n",
"[27]\tvalid_0's poisson: -84.8428\tvalid_0's l1: 27.655\n",
"[28]\tvalid_0's poisson: -84.9873\tvalid_0's l1: 27.5958\n",
"[29]\tvalid_0's poisson: -85.1232\tvalid_0's l1: 27.5383\n",
"[30]\tvalid_0's poisson: -85.2574\tvalid_0's l1: 27.481\n",
"[31]\tvalid_0's poisson: -85.3893\tvalid_0's l1: 27.424\n",
"[32]\tvalid_0's poisson: -85.5196\tvalid_0's l1: 27.3672\n",
"[33]\tvalid_0's poisson: -85.6483\tvalid_0's l1: 27.3107\n",
"[34]\tvalid_0's poisson: -85.7755\tvalid_0's l1: 27.2546\n",
"[35]\tvalid_0's poisson: -85.9076\tvalid_0's l1: 27.198\n",
"[36]\tvalid_0's poisson: -86.0382\tvalid_0's l1: 27.1419\n",
"[37]\tvalid_0's poisson: -86.167\tvalid_0's l1: 27.0861\n",
"[38]\tvalid_0's poisson: -86.295\tvalid_0's l1: 27.0303\n",
"[39]\tvalid_0's poisson: -86.4207\tvalid_0's l1: 26.9749\n",
"[40]\tvalid_0's poisson: -86.545\tvalid_0's l1: 26.9197\n",
"[41]\tvalid_0's poisson: -86.6616\tvalid_0's l1: 26.8662\n",
"[42]\tvalid_0's poisson: -86.7768\tvalid_0's l1: 26.8133\n",
"[43]\tvalid_0's poisson: -86.8907\tvalid_0's l1: 26.7609\n",
"[44]\tvalid_0's poisson: -87.0033\tvalid_0's l1: 26.7088\n",
"[45]\tvalid_0's poisson: -87.1207\tvalid_0's l1: 26.6556\n",
"[46]\tvalid_0's poisson: -87.2307\tvalid_0's l1: 26.6039\n",
"[47]\tvalid_0's poisson: -87.3401\tvalid_0's l1: 26.5524\n",
"[48]\tvalid_0's poisson: -87.4536\tvalid_0's l1: 26.4998\n",
"[49]\tvalid_0's poisson: -87.5658\tvalid_0's l1: 26.4477\n",
"[50]\tvalid_0's poisson: -87.6766\tvalid_0's l1: 26.3961\n",
"[51]\tvalid_0's poisson: -87.7862\tvalid_0's l1: 26.3446\n",
"[52]\tvalid_0's poisson: -87.8945\tvalid_0's l1: 26.2934\n",
"[53]\tvalid_0's poisson: -88.0015\tvalid_0's l1: 26.2424\n",
"[54]\tvalid_0's poisson: -88.1073\tvalid_0's l1: 26.1916\n",
"[55]\tvalid_0's poisson: -88.2139\tvalid_0's l1: 26.1399\n",
"[56]\tvalid_0's poisson: -88.32\tvalid_0's l1: 26.0883\n",
"[57]\tvalid_0's poisson: -88.4196\tvalid_0's l1: 26.0393\n",
"[58]\tvalid_0's poisson: -88.5227\tvalid_0's l1: 25.9889\n",
"[59]\tvalid_0's poisson: -88.6244\tvalid_0's l1: 25.9388\n",
"[60]\tvalid_0's poisson: -88.725\tvalid_0's l1: 25.8888\n",
"[61]\tvalid_0's poisson: -88.8245\tvalid_0's l1: 25.8391\n",
"[62]\tvalid_0's poisson: -88.9217\tvalid_0's l1: 25.7903\n",
"[63]\tvalid_0's poisson: -89.0182\tvalid_0's l1: 25.7418\n",
"[64]\tvalid_0's poisson: -89.1133\tvalid_0's l1: 25.6935\n",
"[65]\tvalid_0's poisson: -89.2087\tvalid_0's l1: 25.6451\n",
"[66]\tvalid_0's poisson: -89.303\tvalid_0's l1: 25.5969\n",
"[67]\tvalid_0's poisson: -89.3964\tvalid_0's l1: 25.5489\n",
"[68]\tvalid_0's poisson: -89.4871\tvalid_0's l1: 25.5022\n",
"[69]\tvalid_0's poisson: -89.5768\tvalid_0's l1: 25.4559\n",
"[70]\tvalid_0's poisson: -89.664\tvalid_0's l1: 25.4106\n",
"[71]\tvalid_0's poisson: -89.7518\tvalid_0's l1: 25.3649\n",
"[72]\tvalid_0's poisson: -89.837\tvalid_0's l1: 25.3199\n",
"[73]\tvalid_0's poisson: -89.9212\tvalid_0's l1: 25.2751\n",
"[74]\tvalid_0's poisson: -90.0046\tvalid_0's l1: 25.2305\n",
"[75]\tvalid_0's poisson: -90.087\tvalid_0's l1: 25.1863\n",
"[76]\tvalid_0's poisson: -90.1695\tvalid_0's l1: 25.1425\n",
"[77]\tvalid_0's poisson: -90.251\tvalid_0's l1: 25.099\n",
"[78]\tvalid_0's poisson: -90.3317\tvalid_0's l1: 25.0557\n",
"[79]\tvalid_0's poisson: -90.4106\tvalid_0's l1: 25.0134\n",
"[80]\tvalid_0's poisson: -90.4887\tvalid_0's l1: 24.9714\n",
"[81]\tvalid_0's poisson: -90.566\tvalid_0's l1: 24.9295\n",
"[82]\tvalid_0's poisson: -90.6435\tvalid_0's l1: 24.8877\n",
"[83]\tvalid_0's poisson: -90.7192\tvalid_0's l1: 24.8462\n",
"[84]\tvalid_0's poisson: -90.7951\tvalid_0's l1: 24.8048\n",
"[85]\tvalid_0's poisson: -90.8694\tvalid_0's l1: 24.7638\n",
"[86]\tvalid_0's poisson: -90.9428\tvalid_0's l1: 24.7232\n",
"[87]\tvalid_0's poisson: -91.0157\tvalid_0's l1: 24.6826\n",
"[88]\tvalid_0's poisson: -91.0878\tvalid_0's l1: 24.6424\n",
"[89]\tvalid_0's poisson: -91.16\tvalid_0's l1: 24.6022\n",
"[90]\tvalid_0's poisson: -91.2306\tvalid_0's l1: 24.5623\n",
"[91]\tvalid_0's poisson: -91.3016\tvalid_0's l1: 24.5235\n",
"[92]\tvalid_0's poisson: -91.376\tvalid_0's l1: 24.4826\n",
"[93]\tvalid_0's poisson: -91.4456\tvalid_0's l1: 24.4434\n",
"[94]\tvalid_0's poisson: -91.5146\tvalid_0's l1: 24.4051\n",
"[95]\tvalid_0's poisson: -91.5871\tvalid_0's l1: 24.3656\n",
"[96]\tvalid_0's poisson: -91.6588\tvalid_0's l1: 24.3264\n",
"[97]\tvalid_0's poisson: -91.7297\tvalid_0's l1: 24.2876\n",
"[98]\tvalid_0's poisson: -91.8\tvalid_0's l1: 24.2491\n",
"[99]\tvalid_0's poisson: -91.8696\tvalid_0's l1: 24.2107\n",
"[100]\tvalid_0's poisson: -91.9384\tvalid_0's l1: 24.1724\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6043\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8229\tvalid_0's l1: 29.2019\n",
"[3]\tvalid_0's poisson: -81.0379\tvalid_0's l1: 29.1254\n",
"[4]\tvalid_0's poisson: -81.25\tvalid_0's l1: 29.0489\n",
"[5]\tvalid_0's poisson: -81.4589\tvalid_0's l1: 28.9727\n",
"[6]\tvalid_0's poisson: -81.6645\tvalid_0's l1: 28.897\n",
"[7]\tvalid_0's poisson: -81.8673\tvalid_0's l1: 28.8216\n",
"[8]\tvalid_0's poisson: -82.0731\tvalid_0's l1: 28.7461\n",
"[9]\tvalid_0's poisson: -82.2759\tvalid_0's l1: 28.6706\n",
"[10]\tvalid_0's poisson: -82.4775\tvalid_0's l1: 28.5949\n",
"[11]\tvalid_0's poisson: -82.6743\tvalid_0's l1: 28.52\n",
"[12]\tvalid_0's poisson: -82.8681\tvalid_0's l1: 28.4457\n",
"[13]\tvalid_0's poisson: -83.0592\tvalid_0's l1: 28.3715\n",
"[14]\tvalid_0's poisson: -83.2493\tvalid_0's l1: 28.2967\n",
"[15]\tvalid_0's poisson: -83.4348\tvalid_0's l1: 28.2233\n",
"[16]\tvalid_0's poisson: -83.6178\tvalid_0's l1: 28.15\n",
"[17]\tvalid_0's poisson: -83.798\tvalid_0's l1: 28.0774\n",
"[18]\tvalid_0's poisson: -83.9799\tvalid_0's l1: 28.0039\n",
"[19]\tvalid_0's poisson: -84.1579\tvalid_0's l1: 27.9315\n",
"[20]\tvalid_0's poisson: -84.3345\tvalid_0's l1: 27.859\n",
"[21]\tvalid_0's poisson: -84.5096\tvalid_0's l1: 27.7863\n",
"[22]\tvalid_0's poisson: -84.6916\tvalid_0's l1: 27.7124\n",
"[23]\tvalid_0's poisson: -84.8709\tvalid_0's l1: 27.6389\n",
"[24]\tvalid_0's poisson: -85.0495\tvalid_0's l1: 27.5651\n",
"[25]\tvalid_0's poisson: -85.2134\tvalid_0's l1: 27.495\n",
"[26]\tvalid_0's poisson: -85.3778\tvalid_0's l1: 27.4238\n",
"[27]\tvalid_0's poisson: -85.5388\tvalid_0's l1: 27.3538\n",
"[28]\tvalid_0's poisson: -85.7065\tvalid_0's l1: 27.2828\n",
"[29]\tvalid_0's poisson: -85.8727\tvalid_0's l1: 27.2118\n",
"[30]\tvalid_0's poisson: -86.0279\tvalid_0's l1: 27.1432\n",
"[31]\tvalid_0's poisson: -86.1896\tvalid_0's l1: 27.0735\n",
"[32]\tvalid_0's poisson: -86.3494\tvalid_0's l1: 27.0038\n",
"[33]\tvalid_0's poisson: -86.506\tvalid_0's l1: 26.935\n",
"[34]\tvalid_0's poisson: -86.6552\tvalid_0's l1: 26.868\n",
"[35]\tvalid_0's poisson: -86.8027\tvalid_0's l1: 26.8013\n",
"[36]\tvalid_0's poisson: -86.9481\tvalid_0's l1: 26.7352\n",
"[37]\tvalid_0's poisson: -87.0987\tvalid_0's l1: 26.6679\n",
"[38]\tvalid_0's poisson: -87.2472\tvalid_0's l1: 26.6011\n",
"[39]\tvalid_0's poisson: -87.3824\tvalid_0's l1: 26.5374\n",
"[40]\tvalid_0's poisson: -87.5269\tvalid_0's l1: 26.4714\n",
"[41]\tvalid_0's poisson: -87.6631\tvalid_0's l1: 26.4078\n",
"[42]\tvalid_0's poisson: -87.8043\tvalid_0's l1: 26.3426\n",
"[43]\tvalid_0's poisson: -87.9361\tvalid_0's l1: 26.2797\n",
"[44]\tvalid_0's poisson: -88.0668\tvalid_0's l1: 26.2169\n",
"[45]\tvalid_0's poisson: -88.1958\tvalid_0's l1: 26.1543\n",
"[46]\tvalid_0's poisson: -88.3312\tvalid_0's l1: 26.0893\n",
"[47]\tvalid_0's poisson: -88.4577\tvalid_0's l1: 26.0273\n",
"[48]\tvalid_0's poisson: -88.59\tvalid_0's l1: 25.9636\n",
"[49]\tvalid_0's poisson: -88.7127\tvalid_0's l1: 25.9028\n",
"[50]\tvalid_0's poisson: -88.8415\tvalid_0's l1: 25.8397\n",
"[51]\tvalid_0's poisson: -88.9611\tvalid_0's l1: 25.7796\n",
"[52]\tvalid_0's poisson: -89.0873\tvalid_0's l1: 25.7169\n",
"[53]\tvalid_0's poisson: -89.2069\tvalid_0's l1: 25.6563\n",
"[54]\tvalid_0's poisson: -89.3252\tvalid_0's l1: 25.5961\n",
"[55]\tvalid_0's poisson: -89.4407\tvalid_0's l1: 25.5371\n",
"[56]\tvalid_0's poisson: -89.5621\tvalid_0's l1: 25.4773\n",
"[57]\tvalid_0's poisson: -89.6819\tvalid_0's l1: 25.4172\n",
"[58]\tvalid_0's poisson: -89.7953\tvalid_0's l1: 25.3579\n",
"[59]\tvalid_0's poisson: -89.9273\tvalid_0's l1: 25.2946\n",
"[60]\tvalid_0's poisson: -90.0369\tvalid_0's l1: 25.2365\n",
"[61]\tvalid_0's poisson: -90.1517\tvalid_0's l1: 25.1771\n",
"[62]\tvalid_0's poisson: -90.2681\tvalid_0's l1: 25.1178\n",
"[63]\tvalid_0's poisson: -90.3843\tvalid_0's l1: 25.0581\n",
"[64]\tvalid_0's poisson: -90.4992\tvalid_0's l1: 24.9988\n",
"[65]\tvalid_0's poisson: -90.6304\tvalid_0's l1: 24.9359\n",
"[66]\tvalid_0's poisson: -90.7598\tvalid_0's l1: 24.8735\n",
"[67]\tvalid_0's poisson: -90.8875\tvalid_0's l1: 24.8112\n",
"[68]\tvalid_0's poisson: -91.0014\tvalid_0's l1: 24.7519\n",
"[69]\tvalid_0's poisson: -91.1077\tvalid_0's l1: 24.6944\n",
"[70]\tvalid_0's poisson: -91.2195\tvalid_0's l1: 24.6357\n",
"[71]\tvalid_0's poisson: -91.323\tvalid_0's l1: 24.5791\n",
"[72]\tvalid_0's poisson: -91.4256\tvalid_0's l1: 24.5227\n",
"[73]\tvalid_0's poisson: -91.5261\tvalid_0's l1: 24.4675\n",
"[74]\tvalid_0's poisson: -91.6332\tvalid_0's l1: 24.411\n",
"[75]\tvalid_0's poisson: -91.7353\tvalid_0's l1: 24.357\n",
"[76]\tvalid_0's poisson: -91.8353\tvalid_0's l1: 24.3028\n",
"[77]\tvalid_0's poisson: -91.9423\tvalid_0's l1: 24.2465\n",
"[78]\tvalid_0's poisson: -92.0455\tvalid_0's l1: 24.191\n",
"[79]\tvalid_0's poisson: -92.1503\tvalid_0's l1: 24.1354\n",
"[80]\tvalid_0's poisson: -92.254\tvalid_0's l1: 24.0799\n",
"[81]\tvalid_0's poisson: -92.3522\tvalid_0's l1: 24.0263\n",
"[82]\tvalid_0's poisson: -92.4471\tvalid_0's l1: 23.9738\n",
"[83]\tvalid_0's poisson: -92.5501\tvalid_0's l1: 23.9181\n",
"[84]\tvalid_0's poisson: -92.6519\tvalid_0's l1: 23.8628\n",
"[85]\tvalid_0's poisson: -92.7526\tvalid_0's l1: 23.8074\n",
"[86]\tvalid_0's poisson: -92.8522\tvalid_0's l1: 23.7526\n",
"[87]\tvalid_0's poisson: -92.9539\tvalid_0's l1: 23.6975\n",
"[88]\tvalid_0's poisson: -93.049\tvalid_0's l1: 23.6444\n",
"[89]\tvalid_0's poisson: -93.1431\tvalid_0's l1: 23.5915\n",
"[90]\tvalid_0's poisson: -93.2327\tvalid_0's l1: 23.54\n",
"[91]\tvalid_0's poisson: -93.3841\tvalid_0's l1: 23.4774\n",
"[92]\tvalid_0's poisson: -93.4785\tvalid_0's l1: 23.424\n",
"[93]\tvalid_0's poisson: -93.6289\tvalid_0's l1: 23.3614\n",
"[94]\tvalid_0's poisson: -93.7768\tvalid_0's l1: 23.2991\n",
"[95]\tvalid_0's poisson: -93.866\tvalid_0's l1: 23.2475\n",
"[96]\tvalid_0's poisson: -93.9533\tvalid_0's l1: 23.196\n",
"[97]\tvalid_0's poisson: -94.037\tvalid_0's l1: 23.1458\n",
"[98]\tvalid_0's poisson: -94.1777\tvalid_0's l1: 23.085\n",
"[99]\tvalid_0's poisson: -94.3127\tvalid_0's l1: 23.0254\n",
"[100]\tvalid_0's poisson: -94.4473\tvalid_0's l1: 22.9652\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6055\tvalid_0's l1: 29.279\n",
"[2]\tvalid_0's poisson: -80.8335\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0565\tvalid_0's l1: 29.1236\n",
"[4]\tvalid_0's poisson: -81.2749\tvalid_0's l1: 29.0469\n",
"[5]\tvalid_0's poisson: -81.49\tvalid_0's l1: 28.9704\n",
"[6]\tvalid_0's poisson: -81.7019\tvalid_0's l1: 28.8942\n",
"[7]\tvalid_0's poisson: -81.9105\tvalid_0's l1: 28.8183\n",
"[8]\tvalid_0's poisson: -82.1162\tvalid_0's l1: 28.7427\n",
"[9]\tvalid_0's poisson: -82.3212\tvalid_0's l1: 28.6669\n",
"[10]\tvalid_0's poisson: -82.5248\tvalid_0's l1: 28.5913\n",
"[11]\tvalid_0's poisson: -82.7215\tvalid_0's l1: 28.5166\n",
"[12]\tvalid_0's poisson: -82.9176\tvalid_0's l1: 28.4417\n",
"[13]\tvalid_0's poisson: -83.1133\tvalid_0's l1: 28.3663\n",
"[14]\tvalid_0's poisson: -83.3065\tvalid_0's l1: 28.2907\n",
"[15]\tvalid_0's poisson: -83.497\tvalid_0's l1: 28.2155\n",
"[16]\tvalid_0's poisson: -83.6832\tvalid_0's l1: 28.1412\n",
"[17]\tvalid_0's poisson: -83.8663\tvalid_0's l1: 28.0678\n",
"[18]\tvalid_0's poisson: -84.0469\tvalid_0's l1: 27.9948\n",
"[19]\tvalid_0's poisson: -84.2335\tvalid_0's l1: 27.9199\n",
"[20]\tvalid_0's poisson: -84.4168\tvalid_0's l1: 27.8453\n",
"[21]\tvalid_0's poisson: -84.6058\tvalid_0's l1: 27.7694\n",
"[22]\tvalid_0's poisson: -84.7921\tvalid_0's l1: 27.6939\n",
"[23]\tvalid_0's poisson: -84.9599\tvalid_0's l1: 27.6222\n",
"[24]\tvalid_0's poisson: -85.1303\tvalid_0's l1: 27.55\n",
"[25]\tvalid_0's poisson: -85.2936\tvalid_0's l1: 27.479\n",
"[26]\tvalid_0's poisson: -85.4698\tvalid_0's l1: 27.4054\n",
"[27]\tvalid_0's poisson: -85.6438\tvalid_0's l1: 27.3326\n",
"[28]\tvalid_0's poisson: -85.8148\tvalid_0's l1: 27.2601\n",
"[29]\tvalid_0's poisson: -85.97\tvalid_0's l1: 27.1912\n",
"[30]\tvalid_0's poisson: -86.1232\tvalid_0's l1: 27.1229\n",
"[31]\tvalid_0's poisson: -86.2745\tvalid_0's l1: 27.0549\n",
"[32]\tvalid_0's poisson: -86.4285\tvalid_0's l1: 26.9863\n",
"[33]\tvalid_0's poisson: -86.5879\tvalid_0's l1: 26.9157\n",
"[34]\tvalid_0's poisson: -86.7449\tvalid_0's l1: 26.8459\n",
"[35]\tvalid_0's poisson: -86.9132\tvalid_0's l1: 26.7746\n",
"[36]\tvalid_0's poisson: -87.0661\tvalid_0's l1: 26.7054\n",
"[37]\tvalid_0's poisson: -87.2186\tvalid_0's l1: 26.6365\n",
"[38]\tvalid_0's poisson: -87.3834\tvalid_0's l1: 26.5656\n",
"[39]\tvalid_0's poisson: -87.5282\tvalid_0's l1: 26.4984\n",
"[40]\tvalid_0's poisson: -87.6898\tvalid_0's l1: 26.4284\n",
"[41]\tvalid_0's poisson: -87.8346\tvalid_0's l1: 26.3616\n",
"[42]\tvalid_0's poisson: -87.9723\tvalid_0's l1: 26.2957\n",
"[43]\tvalid_0's poisson: -88.1086\tvalid_0's l1: 26.2303\n",
"[44]\tvalid_0's poisson: -88.264\tvalid_0's l1: 26.1614\n",
"[45]\tvalid_0's poisson: -88.4182\tvalid_0's l1: 26.0923\n",
"[46]\tvalid_0's poisson: -88.5691\tvalid_0's l1: 26.0244\n",
"[47]\tvalid_0's poisson: -88.716\tvalid_0's l1: 25.9577\n",
"[48]\tvalid_0's poisson: -88.8465\tvalid_0's l1: 25.8945\n",
"[49]\tvalid_0's poisson: -88.9711\tvalid_0's l1: 25.8328\n",
"[50]\tvalid_0's poisson: -89.0943\tvalid_0's l1: 25.7714\n",
"[51]\tvalid_0's poisson: -89.2225\tvalid_0's l1: 25.7082\n",
"[52]\tvalid_0's poisson: -89.3498\tvalid_0's l1: 25.6452\n",
"[53]\tvalid_0's poisson: -89.4744\tvalid_0's l1: 25.5828\n",
"[54]\tvalid_0's poisson: -89.5968\tvalid_0's l1: 25.521\n",
"[55]\tvalid_0's poisson: -89.7209\tvalid_0's l1: 25.4585\n",
"[56]\tvalid_0's poisson: -89.8411\tvalid_0's l1: 25.3967\n",
"[57]\tvalid_0's poisson: -89.9589\tvalid_0's l1: 25.3358\n",
"[58]\tvalid_0's poisson: -90.0796\tvalid_0's l1: 25.2739\n",
"[59]\tvalid_0's poisson: -90.2024\tvalid_0's l1: 25.2116\n",
"[60]\tvalid_0's poisson: -90.3237\tvalid_0's l1: 25.1497\n",
"[61]\tvalid_0's poisson: -90.4435\tvalid_0's l1: 25.088\n",
"[62]\tvalid_0's poisson: -90.5614\tvalid_0's l1: 25.0272\n",
"[63]\tvalid_0's poisson: -90.6724\tvalid_0's l1: 24.9689\n",
"[64]\tvalid_0's poisson: -90.782\tvalid_0's l1: 24.9113\n",
"[65]\tvalid_0's poisson: -90.8903\tvalid_0's l1: 24.8531\n",
"[66]\tvalid_0's poisson: -90.9973\tvalid_0's l1: 24.7952\n",
"[67]\tvalid_0's poisson: -91.1037\tvalid_0's l1: 24.7384\n",
"[68]\tvalid_0's poisson: -91.2088\tvalid_0's l1: 24.6819\n",
"[69]\tvalid_0's poisson: -91.3127\tvalid_0's l1: 24.6257\n",
"[70]\tvalid_0's poisson: -91.425\tvalid_0's l1: 24.5667\n",
"[71]\tvalid_0's poisson: -91.5297\tvalid_0's l1: 24.5104\n",
"[72]\tvalid_0's poisson: -91.6303\tvalid_0's l1: 24.4552\n",
"[73]\tvalid_0's poisson: -91.7329\tvalid_0's l1: 24.3991\n",
"[74]\tvalid_0's poisson: -91.8306\tvalid_0's l1: 24.3444\n",
"[75]\tvalid_0's poisson: -91.9307\tvalid_0's l1: 24.289\n",
"[76]\tvalid_0's poisson: -92.0316\tvalid_0's l1: 24.2328\n",
"[77]\tvalid_0's poisson: -92.1432\tvalid_0's l1: 24.1738\n",
"[78]\tvalid_0's poisson: -92.2524\tvalid_0's l1: 24.1157\n",
"[79]\tvalid_0's poisson: -92.3537\tvalid_0's l1: 24.0597\n",
"[80]\tvalid_0's poisson: -92.4588\tvalid_0's l1: 24.0025\n",
"[81]\tvalid_0's poisson: -92.5619\tvalid_0's l1: 23.9463\n",
"[82]\tvalid_0's poisson: -92.6615\tvalid_0's l1: 23.8912\n",
"[83]\tvalid_0's poisson: -92.755\tvalid_0's l1: 23.8377\n",
"[84]\tvalid_0's poisson: -92.8526\tvalid_0's l1: 23.7838\n",
"[85]\tvalid_0's poisson: -92.9557\tvalid_0's l1: 23.7288\n",
"[86]\tvalid_0's poisson: -93.0623\tvalid_0's l1: 23.6726\n",
"[87]\tvalid_0's poisson: -93.1634\tvalid_0's l1: 23.619\n",
"[88]\tvalid_0's poisson: -93.267\tvalid_0's l1: 23.5641\n",
"[89]\tvalid_0's poisson: -93.3589\tvalid_0's l1: 23.5113\n",
"[90]\tvalid_0's poisson: -93.4496\tvalid_0's l1: 23.459\n",
"[91]\tvalid_0's poisson: -93.55\tvalid_0's l1: 23.405\n",
"[92]\tvalid_0's poisson: -93.6476\tvalid_0's l1: 23.3516\n",
"[93]\tvalid_0's poisson: -93.7369\tvalid_0's l1: 23.3003\n",
"[94]\tvalid_0's poisson: -93.8242\tvalid_0's l1: 23.2495\n",
"[95]\tvalid_0's poisson: -93.9626\tvalid_0's l1: 23.1885\n",
"[96]\tvalid_0's poisson: -94.0392\tvalid_0's l1: 23.1412\n",
"[97]\tvalid_0's poisson: -94.1227\tvalid_0's l1: 23.0914\n",
"[98]\tvalid_0's poisson: -94.2083\tvalid_0's l1: 23.0412\n",
"[99]\tvalid_0's poisson: -94.2936\tvalid_0's l1: 22.9904\n",
"[100]\tvalid_0's poisson: -94.3782\tvalid_0's l1: 22.9403\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6068\tvalid_0's l1: 29.2778\n",
"[2]\tvalid_0's poisson: -80.827\tvalid_0's l1: 29.2003\n",
"[3]\tvalid_0's poisson: -81.0447\tvalid_0's l1: 29.1226\n",
"[4]\tvalid_0's poisson: -81.2593\tvalid_0's l1: 29.0452\n",
"[5]\tvalid_0's poisson: -81.4705\tvalid_0's l1: 28.9681\n",
"[6]\tvalid_0's poisson: -81.6778\tvalid_0's l1: 28.8918\n",
"[7]\tvalid_0's poisson: -81.883\tvalid_0's l1: 28.8154\n",
"[8]\tvalid_0's poisson: -82.0915\tvalid_0's l1: 28.7387\n",
"[9]\tvalid_0's poisson: -82.2968\tvalid_0's l1: 28.6623\n",
"[10]\tvalid_0's poisson: -82.4982\tvalid_0's l1: 28.5868\n",
"[11]\tvalid_0's poisson: -82.6975\tvalid_0's l1: 28.511\n",
"[12]\tvalid_0's poisson: -82.8938\tvalid_0's l1: 28.4355\n",
"[13]\tvalid_0's poisson: -83.0855\tvalid_0's l1: 28.3613\n",
"[14]\tvalid_0's poisson: -83.2753\tvalid_0's l1: 28.2869\n",
"[15]\tvalid_0's poisson: -83.4623\tvalid_0's l1: 28.2128\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[16]\tvalid_0's poisson: -83.6467\tvalid_0's l1: 28.1391\n",
"[17]\tvalid_0's poisson: -83.8285\tvalid_0's l1: 28.0656\n",
"[18]\tvalid_0's poisson: -84.0059\tvalid_0's l1: 27.9934\n",
"[19]\tvalid_0's poisson: -84.1824\tvalid_0's l1: 27.9212\n",
"[20]\tvalid_0's poisson: -84.3592\tvalid_0's l1: 27.849\n",
"[21]\tvalid_0's poisson: -84.532\tvalid_0's l1: 27.7782\n",
"[22]\tvalid_0's poisson: -84.7025\tvalid_0's l1: 27.7077\n",
"[23]\tvalid_0's poisson: -84.8871\tvalid_0's l1: 27.6335\n",
"[24]\tvalid_0's poisson: -85.0521\tvalid_0's l1: 27.5637\n",
"[25]\tvalid_0's poisson: -85.2152\tvalid_0's l1: 27.4949\n",
"[26]\tvalid_0's poisson: -85.393\tvalid_0's l1: 27.422\n",
"[27]\tvalid_0's poisson: -85.5682\tvalid_0's l1: 27.3494\n",
"[28]\tvalid_0's poisson: -85.7352\tvalid_0's l1: 27.2776\n",
"[29]\tvalid_0's poisson: -85.9057\tvalid_0's l1: 27.2057\n",
"[30]\tvalid_0's poisson: -86.0739\tvalid_0's l1: 27.1344\n",
"[31]\tvalid_0's poisson: -86.234\tvalid_0's l1: 27.0642\n",
"[32]\tvalid_0's poisson: -86.3992\tvalid_0's l1: 26.9928\n",
"[33]\tvalid_0's poisson: -86.555\tvalid_0's l1: 26.9234\n",
"[34]\tvalid_0's poisson: -86.7139\tvalid_0's l1: 26.8533\n",
"[35]\tvalid_0's poisson: -86.8714\tvalid_0's l1: 26.7833\n",
"[36]\tvalid_0's poisson: -87.0424\tvalid_0's l1: 26.713\n",
"[37]\tvalid_0's poisson: -87.211\tvalid_0's l1: 26.6429\n",
"[38]\tvalid_0's poisson: -87.3538\tvalid_0's l1: 26.5775\n",
"[39]\tvalid_0's poisson: -87.4949\tvalid_0's l1: 26.5123\n",
"[40]\tvalid_0's poisson: -87.6342\tvalid_0's l1: 26.4473\n",
"[41]\tvalid_0's poisson: -87.7717\tvalid_0's l1: 26.3828\n",
"[42]\tvalid_0's poisson: -87.9157\tvalid_0's l1: 26.3158\n",
"[43]\tvalid_0's poisson: -88.0578\tvalid_0's l1: 26.2491\n",
"[44]\tvalid_0's poisson: -88.1981\tvalid_0's l1: 26.183\n",
"[45]\tvalid_0's poisson: -88.3514\tvalid_0's l1: 26.1155\n",
"[46]\tvalid_0's poisson: -88.4865\tvalid_0's l1: 26.0506\n",
"[47]\tvalid_0's poisson: -88.6202\tvalid_0's l1: 25.9862\n",
"[48]\tvalid_0's poisson: -88.7529\tvalid_0's l1: 25.9218\n",
"[49]\tvalid_0's poisson: -88.8988\tvalid_0's l1: 25.8559\n",
"[50]\tvalid_0's poisson: -89.0427\tvalid_0's l1: 25.7902\n",
"[51]\tvalid_0's poisson: -89.1704\tvalid_0's l1: 25.7266\n",
"[52]\tvalid_0's poisson: -89.2976\tvalid_0's l1: 25.663\n",
"[53]\tvalid_0's poisson: -89.4177\tvalid_0's l1: 25.6024\n",
"[54]\tvalid_0's poisson: -89.54\tvalid_0's l1: 25.5407\n",
"[55]\tvalid_0's poisson: -89.6609\tvalid_0's l1: 25.4793\n",
"[56]\tvalid_0's poisson: -89.7816\tvalid_0's l1: 25.4178\n",
"[57]\tvalid_0's poisson: -89.9008\tvalid_0's l1: 25.3567\n",
"[58]\tvalid_0's poisson: -90.0186\tvalid_0's l1: 25.296\n",
"[59]\tvalid_0's poisson: -90.1351\tvalid_0's l1: 25.2358\n",
"[60]\tvalid_0's poisson: -90.2524\tvalid_0's l1: 25.1762\n",
"[61]\tvalid_0's poisson: -90.374\tvalid_0's l1: 25.1154\n",
"[62]\tvalid_0's poisson: -90.4944\tvalid_0's l1: 25.0544\n",
"[63]\tvalid_0's poisson: -90.6062\tvalid_0's l1: 24.9947\n",
"[64]\tvalid_0's poisson: -90.7222\tvalid_0's l1: 24.9347\n",
"[65]\tvalid_0's poisson: -90.8329\tvalid_0's l1: 24.8759\n",
"[66]\tvalid_0's poisson: -90.9393\tvalid_0's l1: 24.8184\n",
"[67]\tvalid_0's poisson: -91.0445\tvalid_0's l1: 24.7612\n",
"[68]\tvalid_0's poisson: -91.1486\tvalid_0's l1: 24.7042\n",
"[69]\tvalid_0's poisson: -91.2581\tvalid_0's l1: 24.646\n",
"[70]\tvalid_0's poisson: -91.3616\tvalid_0's l1: 24.5896\n",
"[71]\tvalid_0's poisson: -91.474\tvalid_0's l1: 24.5305\n",
"[72]\tvalid_0's poisson: -91.585\tvalid_0's l1: 24.4718\n",
"[73]\tvalid_0's poisson: -91.6904\tvalid_0's l1: 24.4149\n",
"[74]\tvalid_0's poisson: -91.7989\tvalid_0's l1: 24.357\n",
"[75]\tvalid_0's poisson: -91.903\tvalid_0's l1: 24.3001\n",
"[76]\tvalid_0's poisson: -92.0059\tvalid_0's l1: 24.2434\n",
"[77]\tvalid_0's poisson: -92.1025\tvalid_0's l1: 24.1894\n",
"[78]\tvalid_0's poisson: -92.2036\tvalid_0's l1: 24.1332\n",
"[79]\tvalid_0's poisson: -92.304\tvalid_0's l1: 24.0775\n",
"[80]\tvalid_0's poisson: -92.4029\tvalid_0's l1: 24.0224\n",
"[81]\tvalid_0's poisson: -92.5007\tvalid_0's l1: 23.9673\n",
"[82]\tvalid_0's poisson: -92.5965\tvalid_0's l1: 23.9133\n",
"[83]\tvalid_0's poisson: -92.6913\tvalid_0's l1: 23.8596\n",
"[84]\tvalid_0's poisson: -92.796\tvalid_0's l1: 23.803\n",
"[85]\tvalid_0's poisson: -92.8884\tvalid_0's l1: 23.7504\n",
"[86]\tvalid_0's poisson: -92.9853\tvalid_0's l1: 23.6964\n",
"[87]\tvalid_0's poisson: -93.0814\tvalid_0's l1: 23.6426\n",
"[88]\tvalid_0's poisson: -93.1765\tvalid_0's l1: 23.589\n",
"[89]\tvalid_0's poisson: -93.2698\tvalid_0's l1: 23.5362\n",
"[90]\tvalid_0's poisson: -93.362\tvalid_0's l1: 23.4838\n",
"[91]\tvalid_0's poisson: -93.4574\tvalid_0's l1: 23.4301\n",
"[92]\tvalid_0's poisson: -93.5467\tvalid_0's l1: 23.3781\n",
"[93]\tvalid_0's poisson: -93.6348\tvalid_0's l1: 23.3265\n",
"[94]\tvalid_0's poisson: -93.722\tvalid_0's l1: 23.2754\n",
"[95]\tvalid_0's poisson: -93.8171\tvalid_0's l1: 23.2236\n",
"[96]\tvalid_0's poisson: -93.9111\tvalid_0's l1: 23.1723\n",
"[97]\tvalid_0's poisson: -94.0558\tvalid_0's l1: 23.1124\n",
"[98]\tvalid_0's poisson: -94.1977\tvalid_0's l1: 23.0529\n",
"[99]\tvalid_0's poisson: -94.2834\tvalid_0's l1: 23.0015\n",
"[100]\tvalid_0's poisson: -94.4268\tvalid_0's l1: 22.9412\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.6072\tvalid_0's l1: 29.2785\n",
"[2]\tvalid_0's poisson: -80.8285\tvalid_0's l1: 29.2011\n",
"[3]\tvalid_0's poisson: -81.0468\tvalid_0's l1: 29.1239\n",
"[4]\tvalid_0's poisson: -81.2617\tvalid_0's l1: 29.047\n",
"[5]\tvalid_0's poisson: -81.4734\tvalid_0's l1: 28.9703\n",
"[6]\tvalid_0's poisson: -81.682\tvalid_0's l1: 28.8939\n",
"[7]\tvalid_0's poisson: -81.8871\tvalid_0's l1: 28.8184\n",
"[8]\tvalid_0's poisson: -82.0974\tvalid_0's l1: 28.7414\n",
"[9]\tvalid_0's poisson: -82.3004\tvalid_0's l1: 28.6665\n",
"[10]\tvalid_0's poisson: -82.5003\tvalid_0's l1: 28.592\n",
"[11]\tvalid_0's poisson: -82.7012\tvalid_0's l1: 28.5161\n",
"[12]\tvalid_0's poisson: -82.8953\tvalid_0's l1: 28.4422\n",
"[13]\tvalid_0's poisson: -83.0907\tvalid_0's l1: 28.3669\n",
"[14]\tvalid_0's poisson: -83.2807\tvalid_0's l1: 28.2929\n",
"[15]\tvalid_0's poisson: -83.4703\tvalid_0's l1: 28.2183\n",
"[16]\tvalid_0's poisson: -83.6578\tvalid_0's l1: 28.1443\n",
"[17]\tvalid_0's poisson: -83.8427\tvalid_0's l1: 28.0707\n",
"[18]\tvalid_0's poisson: -84.0242\tvalid_0's l1: 27.9976\n",
"[19]\tvalid_0's poisson: -84.203\tvalid_0's l1: 27.9252\n",
"[20]\tvalid_0's poisson: -84.3794\tvalid_0's l1: 27.8531\n",
"[21]\tvalid_0's poisson: -84.5609\tvalid_0's l1: 27.7789\n",
"[22]\tvalid_0's poisson: -84.7405\tvalid_0's l1: 27.7051\n",
"[23]\tvalid_0's poisson: -84.9176\tvalid_0's l1: 27.6318\n",
"[24]\tvalid_0's poisson: -85.0958\tvalid_0's l1: 27.5582\n",
"[25]\tvalid_0's poisson: -85.2665\tvalid_0's l1: 27.4867\n",
"[26]\tvalid_0's poisson: -85.4298\tvalid_0's l1: 27.4177\n",
"[27]\tvalid_0's poisson: -85.614\tvalid_0's l1: 27.3448\n",
"[28]\tvalid_0's poisson: -85.7975\tvalid_0's l1: 27.2715\n",
"[29]\tvalid_0's poisson: -85.9783\tvalid_0's l1: 27.1986\n",
"[30]\tvalid_0's poisson: -86.1558\tvalid_0's l1: 27.1263\n",
"[31]\tvalid_0's poisson: -86.3184\tvalid_0's l1: 27.0552\n",
"[32]\tvalid_0's poisson: -86.4724\tvalid_0's l1: 26.9864\n",
"[33]\tvalid_0's poisson: -86.6308\tvalid_0's l1: 26.916\n",
"[34]\tvalid_0's poisson: -86.7871\tvalid_0's l1: 26.8459\n",
"[35]\tvalid_0's poisson: -86.936\tvalid_0's l1: 26.7781\n",
"[36]\tvalid_0's poisson: -87.0738\tvalid_0's l1: 26.7145\n",
"[37]\tvalid_0's poisson: -87.2098\tvalid_0's l1: 26.6512\n",
"[38]\tvalid_0's poisson: -87.3711\tvalid_0's l1: 26.5817\n",
"[39]\tvalid_0's poisson: -87.5201\tvalid_0's l1: 26.5139\n",
"[40]\tvalid_0's poisson: -87.6778\tvalid_0's l1: 26.4451\n",
"[41]\tvalid_0's poisson: -87.811\tvalid_0's l1: 26.3812\n",
"[42]\tvalid_0's poisson: -87.9419\tvalid_0's l1: 26.3184\n",
"[43]\tvalid_0's poisson: -88.0938\tvalid_0's l1: 26.251\n",
"[44]\tvalid_0's poisson: -88.2447\tvalid_0's l1: 26.1832\n",
"[45]\tvalid_0's poisson: -88.3925\tvalid_0's l1: 26.1163\n",
"[46]\tvalid_0's poisson: -88.5141\tvalid_0's l1: 26.0561\n",
"[47]\tvalid_0's poisson: -88.6467\tvalid_0's l1: 25.9924\n",
"[48]\tvalid_0's poisson: -88.7691\tvalid_0's l1: 25.9314\n",
"[49]\tvalid_0's poisson: -88.8998\tvalid_0's l1: 25.8675\n",
"[50]\tvalid_0's poisson: -89.0289\tvalid_0's l1: 25.804\n",
"[51]\tvalid_0's poisson: -89.1565\tvalid_0's l1: 25.7407\n",
"[52]\tvalid_0's poisson: -89.294\tvalid_0's l1: 25.6756\n",
"[53]\tvalid_0's poisson: -89.415\tvalid_0's l1: 25.6147\n",
"[54]\tvalid_0's poisson: -89.5495\tvalid_0's l1: 25.5501\n",
"[55]\tvalid_0's poisson: -89.6823\tvalid_0's l1: 25.4856\n",
"[56]\tvalid_0's poisson: -89.7989\tvalid_0's l1: 25.4252\n",
"[57]\tvalid_0's poisson: -89.9274\tvalid_0's l1: 25.3621\n",
"[58]\tvalid_0's poisson: -90.0444\tvalid_0's l1: 25.302\n",
"[59]\tvalid_0's poisson: -90.1583\tvalid_0's l1: 25.2437\n",
"[60]\tvalid_0's poisson: -90.2708\tvalid_0's l1: 25.1857\n",
"[61]\tvalid_0's poisson: -90.3816\tvalid_0's l1: 25.1282\n",
"[62]\tvalid_0's poisson: -90.4911\tvalid_0's l1: 25.0709\n",
"[63]\tvalid_0's poisson: -90.5994\tvalid_0's l1: 25.0139\n",
"[64]\tvalid_0's poisson: -90.7065\tvalid_0's l1: 24.9575\n",
"[65]\tvalid_0's poisson: -90.8124\tvalid_0's l1: 24.9012\n",
"[66]\tvalid_0's poisson: -90.917\tvalid_0's l1: 24.8453\n",
"[67]\tvalid_0's poisson: -91.032\tvalid_0's l1: 24.7855\n",
"[68]\tvalid_0's poisson: -91.1372\tvalid_0's l1: 24.7293\n",
"[69]\tvalid_0's poisson: -91.2413\tvalid_0's l1: 24.6734\n",
"[70]\tvalid_0's poisson: -91.3418\tvalid_0's l1: 24.6183\n",
"[71]\tvalid_0's poisson: -91.441\tvalid_0's l1: 24.5639\n",
"[72]\tvalid_0's poisson: -91.5553\tvalid_0's l1: 24.5054\n",
"[73]\tvalid_0's poisson: -91.669\tvalid_0's l1: 24.4465\n",
"[74]\tvalid_0's poisson: -91.7805\tvalid_0's l1: 24.3885\n",
"[75]\tvalid_0's poisson: -91.8858\tvalid_0's l1: 24.3313\n",
"[76]\tvalid_0's poisson: -91.9889\tvalid_0's l1: 24.2748\n",
"[77]\tvalid_0's poisson: -92.0915\tvalid_0's l1: 24.2185\n",
"[78]\tvalid_0's poisson: -92.193\tvalid_0's l1: 24.1626\n",
"[79]\tvalid_0's poisson: -92.2927\tvalid_0's l1: 24.1071\n",
"[80]\tvalid_0's poisson: -92.3922\tvalid_0's l1: 24.0513\n",
"[81]\tvalid_0's poisson: -92.4906\tvalid_0's l1: 23.996\n",
"[82]\tvalid_0's poisson: -92.587\tvalid_0's l1: 23.9413\n",
"[83]\tvalid_0's poisson: -92.6861\tvalid_0's l1: 23.8861\n",
"[84]\tvalid_0's poisson: -92.7823\tvalid_0's l1: 23.8321\n",
"[85]\tvalid_0's poisson: -92.9256\tvalid_0's l1: 23.7714\n",
"[86]\tvalid_0's poisson: -93.0223\tvalid_0's l1: 23.7165\n",
"[87]\tvalid_0's poisson: -93.1135\tvalid_0's l1: 23.6635\n",
"[88]\tvalid_0's poisson: -93.2054\tvalid_0's l1: 23.61\n",
"[89]\tvalid_0's poisson: -93.2958\tvalid_0's l1: 23.5574\n",
"[90]\tvalid_0's poisson: -93.3841\tvalid_0's l1: 23.5052\n",
"[91]\tvalid_0's poisson: -93.4712\tvalid_0's l1: 23.4535\n",
"[92]\tvalid_0's poisson: -93.567\tvalid_0's l1: 23.4001\n",
"[93]\tvalid_0's poisson: -93.6576\tvalid_0's l1: 23.3479\n",
"[94]\tvalid_0's poisson: -93.7465\tvalid_0's l1: 23.296\n",
"[95]\tvalid_0's poisson: -93.8395\tvalid_0's l1: 23.2432\n",
"[96]\tvalid_0's poisson: -93.9854\tvalid_0's l1: 23.1809\n",
"[97]\tvalid_0's poisson: -94.1288\tvalid_0's l1: 23.1191\n",
"[98]\tvalid_0's poisson: -94.2129\tvalid_0's l1: 23.0695\n",
"[99]\tvalid_0's poisson: -94.2996\tvalid_0's l1: 23.0183\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -94.3819\tvalid_0's l1: 22.9689\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -80.607\tvalid_0's l1: 29.2775\n",
"[2]\tvalid_0's poisson: -80.8279\tvalid_0's l1: 29.1996\n",
"[3]\tvalid_0's poisson: -81.0455\tvalid_0's l1: 29.122\n",
"[4]\tvalid_0's poisson: -81.2598\tvalid_0's l1: 29.0447\n",
"[5]\tvalid_0's poisson: -81.471\tvalid_0's l1: 28.9677\n",
"[6]\tvalid_0's poisson: -81.679\tvalid_0's l1: 28.891\n",
"[7]\tvalid_0's poisson: -81.884\tvalid_0's l1: 28.8147\n",
"[8]\tvalid_0's poisson: -82.0949\tvalid_0's l1: 28.7375\n",
"[9]\tvalid_0's poisson: -82.3026\tvalid_0's l1: 28.6608\n",
"[10]\tvalid_0's poisson: -82.5072\tvalid_0's l1: 28.5842\n",
"[11]\tvalid_0's poisson: -82.7088\tvalid_0's l1: 28.5078\n",
"[12]\tvalid_0's poisson: -82.9074\tvalid_0's l1: 28.4317\n",
"[13]\tvalid_0's poisson: -83.1029\tvalid_0's l1: 28.3563\n",
"[14]\tvalid_0's poisson: -83.2957\tvalid_0's l1: 28.2809\n",
"[15]\tvalid_0's poisson: -83.4865\tvalid_0's l1: 28.2057\n",
"[16]\tvalid_0's poisson: -83.6746\tvalid_0's l1: 28.131\n",
"[17]\tvalid_0's poisson: -83.8634\tvalid_0's l1: 28.0563\n",
"[18]\tvalid_0's poisson: -84.0496\tvalid_0's l1: 27.982\n",
"[19]\tvalid_0's poisson: -84.2332\tvalid_0's l1: 27.9081\n",
"[20]\tvalid_0's poisson: -84.3991\tvalid_0's l1: 27.8391\n",
"[21]\tvalid_0's poisson: -84.5799\tvalid_0's l1: 27.7652\n",
"[22]\tvalid_0's poisson: -84.7583\tvalid_0's l1: 27.6918\n",
"[23]\tvalid_0's poisson: -84.932\tvalid_0's l1: 27.6198\n",
"[24]\tvalid_0's poisson: -85.1077\tvalid_0's l1: 27.5474\n",
"[25]\tvalid_0's poisson: -85.2825\tvalid_0's l1: 27.4753\n",
"[26]\tvalid_0's poisson: -85.4549\tvalid_0's l1: 27.4034\n",
"[27]\tvalid_0's poisson: -85.6134\tvalid_0's l1: 27.3343\n",
"[28]\tvalid_0's poisson: -85.7806\tvalid_0's l1: 27.2631\n",
"[29]\tvalid_0's poisson: -85.9439\tvalid_0's l1: 27.1928\n",
"[30]\tvalid_0's poisson: -86.1126\tvalid_0's l1: 27.121\n",
"[31]\tvalid_0's poisson: -86.2782\tvalid_0's l1: 27.0498\n",
"[32]\tvalid_0's poisson: -86.4324\tvalid_0's l1: 26.9813\n",
"[33]\tvalid_0's poisson: -86.5845\tvalid_0's l1: 26.9133\n",
"[34]\tvalid_0's poisson: -86.7357\tvalid_0's l1: 26.8454\n",
"[35]\tvalid_0's poisson: -86.8897\tvalid_0's l1: 26.7767\n",
"[36]\tvalid_0's poisson: -87.0382\tvalid_0's l1: 26.7101\n",
"[37]\tvalid_0's poisson: -87.1854\tvalid_0's l1: 26.6429\n",
"[38]\tvalid_0's poisson: -87.3341\tvalid_0's l1: 26.5753\n",
"[39]\tvalid_0's poisson: -87.4697\tvalid_0's l1: 26.5108\n",
"[40]\tvalid_0's poisson: -87.6109\tvalid_0's l1: 26.4457\n",
"[41]\tvalid_0's poisson: -87.7502\tvalid_0's l1: 26.381\n",
"[42]\tvalid_0's poisson: -87.8906\tvalid_0's l1: 26.3156\n",
"[43]\tvalid_0's poisson: -88.0304\tvalid_0's l1: 26.2499\n",
"[44]\tvalid_0's poisson: -88.1687\tvalid_0's l1: 26.1845\n",
"[45]\tvalid_0's poisson: -88.3051\tvalid_0's l1: 26.1195\n",
"[46]\tvalid_0's poisson: -88.4398\tvalid_0's l1: 26.0548\n",
"[47]\tvalid_0's poisson: -88.5721\tvalid_0's l1: 25.9909\n",
"[48]\tvalid_0's poisson: -88.6968\tvalid_0's l1: 25.9299\n",
"[49]\tvalid_0's poisson: -88.8246\tvalid_0's l1: 25.8679\n",
"[50]\tvalid_0's poisson: -88.9459\tvalid_0's l1: 25.8075\n",
"[51]\tvalid_0's poisson: -89.071\tvalid_0's l1: 25.7457\n",
"[52]\tvalid_0's poisson: -89.1897\tvalid_0's l1: 25.6857\n",
"[53]\tvalid_0's poisson: -89.3118\tvalid_0's l1: 25.6248\n",
"[54]\tvalid_0's poisson: -89.4276\tvalid_0's l1: 25.5658\n",
"[55]\tvalid_0's poisson: -89.5483\tvalid_0's l1: 25.505\n",
"[56]\tvalid_0's poisson: -89.663\tvalid_0's l1: 25.4462\n",
"[57]\tvalid_0's poisson: -89.7796\tvalid_0's l1: 25.3866\n",
"[58]\tvalid_0's poisson: -89.8922\tvalid_0's l1: 25.3279\n",
"[59]\tvalid_0's poisson: -90.0064\tvalid_0's l1: 25.269\n",
"[60]\tvalid_0's poisson: -90.12\tvalid_0's l1: 25.2105\n",
"[61]\tvalid_0's poisson: -90.2323\tvalid_0's l1: 25.1523\n",
"[62]\tvalid_0's poisson: -90.3456\tvalid_0's l1: 25.0942\n",
"[63]\tvalid_0's poisson: -90.4548\tvalid_0's l1: 25.0376\n",
"[64]\tvalid_0's poisson: -90.5657\tvalid_0's l1: 24.9795\n",
"[65]\tvalid_0's poisson: -90.6754\tvalid_0's l1: 24.9219\n",
"[66]\tvalid_0's poisson: -90.7838\tvalid_0's l1: 24.8648\n",
"[67]\tvalid_0's poisson: -90.8919\tvalid_0's l1: 24.8082\n",
"[68]\tvalid_0's poisson: -90.9956\tvalid_0's l1: 24.7522\n",
"[69]\tvalid_0's poisson: -91.0993\tvalid_0's l1: 24.6966\n",
"[70]\tvalid_0's poisson: -91.2016\tvalid_0's l1: 24.6413\n",
"[71]\tvalid_0's poisson: -91.2996\tvalid_0's l1: 24.5876\n",
"[72]\tvalid_0's poisson: -91.4069\tvalid_0's l1: 24.531\n",
"[73]\tvalid_0's poisson: -91.513\tvalid_0's l1: 24.4745\n",
"[74]\tvalid_0's poisson: -91.622\tvalid_0's l1: 24.4175\n",
"[75]\tvalid_0's poisson: -91.7295\tvalid_0's l1: 24.3607\n",
"[76]\tvalid_0's poisson: -91.8342\tvalid_0's l1: 24.3053\n",
"[77]\tvalid_0's poisson: -91.9376\tvalid_0's l1: 24.2501\n",
"[78]\tvalid_0's poisson: -92.0399\tvalid_0's l1: 24.1956\n",
"[79]\tvalid_0's poisson: -92.1426\tvalid_0's l1: 24.1408\n",
"[80]\tvalid_0's poisson: -92.239\tvalid_0's l1: 24.0884\n",
"[81]\tvalid_0's poisson: -92.3396\tvalid_0's l1: 24.0339\n",
"[82]\tvalid_0's poisson: -92.4293\tvalid_0's l1: 23.9817\n",
"[83]\tvalid_0's poisson: -92.5265\tvalid_0's l1: 23.9287\n",
"[84]\tvalid_0's poisson: -92.6194\tvalid_0's l1: 23.8773\n",
"[85]\tvalid_0's poisson: -92.7115\tvalid_0's l1: 23.8259\n",
"[86]\tvalid_0's poisson: -92.8193\tvalid_0's l1: 23.7705\n",
"[87]\tvalid_0's poisson: -92.9087\tvalid_0's l1: 23.7196\n",
"[88]\tvalid_0's poisson: -93.0109\tvalid_0's l1: 23.6651\n",
"[89]\tvalid_0's poisson: -93.0904\tvalid_0's l1: 23.6178\n",
"[90]\tvalid_0's poisson: -93.1877\tvalid_0's l1: 23.5657\n",
"[91]\tvalid_0's poisson: -93.2834\tvalid_0's l1: 23.5132\n",
"[92]\tvalid_0's poisson: -93.3779\tvalid_0's l1: 23.4609\n",
"[93]\tvalid_0's poisson: -93.4622\tvalid_0's l1: 23.4108\n",
"[94]\tvalid_0's poisson: -93.5625\tvalid_0's l1: 23.3562\n",
"[95]\tvalid_0's poisson: -93.6451\tvalid_0's l1: 23.3064\n",
"[96]\tvalid_0's poisson: -93.7269\tvalid_0's l1: 23.2571\n",
"[97]\tvalid_0's poisson: -93.8022\tvalid_0's l1: 23.2112\n",
"[98]\tvalid_0's poisson: -93.8768\tvalid_0's l1: 23.1656\n",
"[99]\tvalid_0's poisson: -94.0114\tvalid_0's l1: 23.1063\n",
"[100]\tvalid_0's poisson: -94.1437\tvalid_0's l1: 23.0474\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.6269\tvalid_0's l1: 24.9015\n",
"[2]\tvalid_0's poisson: -96.3346\tvalid_0's l1: 21.6102\n",
"[3]\tvalid_0's poisson: -101.546\tvalid_0's l1: 18.5725\n",
"[4]\tvalid_0's poisson: -103.743\tvalid_0's l1: 16.6826\n",
"[5]\tvalid_0's poisson: -105.21\tvalid_0's l1: 15.3795\n",
"[6]\tvalid_0's poisson: -106.287\tvalid_0's l1: 14.2361\n",
"[7]\tvalid_0's poisson: -106.702\tvalid_0's l1: 13.6915\n",
"[8]\tvalid_0's poisson: -107.132\tvalid_0's l1: 13.2257\n",
"[9]\tvalid_0's poisson: -107.537\tvalid_0's l1: 12.7341\n",
"[10]\tvalid_0's poisson: -107.71\tvalid_0's l1: 12.504\n",
"[11]\tvalid_0's poisson: -107.939\tvalid_0's l1: 12.2192\n",
"[12]\tvalid_0's poisson: -108.224\tvalid_0's l1: 11.8223\n",
"[13]\tvalid_0's poisson: -108.281\tvalid_0's l1: 11.6813\n",
"[14]\tvalid_0's poisson: -108.343\tvalid_0's l1: 11.5864\n",
"[15]\tvalid_0's poisson: -108.426\tvalid_0's l1: 11.4383\n",
"[16]\tvalid_0's poisson: -108.461\tvalid_0's l1: 11.295\n",
"[17]\tvalid_0's poisson: -108.417\tvalid_0's l1: 11.2628\n",
"[18]\tvalid_0's poisson: -108.347\tvalid_0's l1: 11.2268\n",
"[19]\tvalid_0's poisson: -108.38\tvalid_0's l1: 11.1673\n",
"[20]\tvalid_0's poisson: -108.31\tvalid_0's l1: 11.1539\n",
"[21]\tvalid_0's poisson: -108.324\tvalid_0's l1: 11.1454\n",
"[22]\tvalid_0's poisson: -108.284\tvalid_0's l1: 11.1085\n",
"[23]\tvalid_0's poisson: -108.291\tvalid_0's l1: 11.1016\n",
"[24]\tvalid_0's poisson: -108.292\tvalid_0's l1: 11.0898\n",
"[25]\tvalid_0's poisson: -108.284\tvalid_0's l1: 11.0661\n",
"[26]\tvalid_0's poisson: -108.302\tvalid_0's l1: 11.0305\n",
"[27]\tvalid_0's poisson: -108.26\tvalid_0's l1: 10.9875\n",
"[28]\tvalid_0's poisson: -108.262\tvalid_0's l1: 10.9864\n",
"[29]\tvalid_0's poisson: -108.305\tvalid_0's l1: 10.933\n",
"[30]\tvalid_0's poisson: -108.281\tvalid_0's l1: 10.9035\n",
"[31]\tvalid_0's poisson: -108.334\tvalid_0's l1: 10.8906\n",
"[32]\tvalid_0's poisson: -108.27\tvalid_0's l1: 10.8747\n",
"[33]\tvalid_0's poisson: -108.263\tvalid_0's l1: 10.8733\n",
"[34]\tvalid_0's poisson: -108.252\tvalid_0's l1: 10.8694\n",
"[35]\tvalid_0's poisson: -108.234\tvalid_0's l1: 10.7947\n",
"[36]\tvalid_0's poisson: -108.262\tvalid_0's l1: 10.7696\n",
"[37]\tvalid_0's poisson: -108.283\tvalid_0's l1: 10.7669\n",
"[38]\tvalid_0's poisson: -108.289\tvalid_0's l1: 10.753\n",
"[39]\tvalid_0's poisson: -108.293\tvalid_0's l1: 10.7527\n",
"[40]\tvalid_0's poisson: -108.336\tvalid_0's l1: 10.7215\n",
"[41]\tvalid_0's poisson: -108.356\tvalid_0's l1: 10.6843\n",
"[42]\tvalid_0's poisson: -108.305\tvalid_0's l1: 10.6548\n",
"[43]\tvalid_0's poisson: -108.296\tvalid_0's l1: 10.653\n",
"[44]\tvalid_0's poisson: -108.33\tvalid_0's l1: 10.595\n",
"[45]\tvalid_0's poisson: -108.306\tvalid_0's l1: 10.5614\n",
"[46]\tvalid_0's poisson: -108.31\tvalid_0's l1: 10.5601\n",
"[47]\tvalid_0's poisson: -108.301\tvalid_0's l1: 10.5587\n",
"[48]\tvalid_0's poisson: -108.349\tvalid_0's l1: 10.5347\n",
"[49]\tvalid_0's poisson: -108.382\tvalid_0's l1: 10.5212\n",
"[50]\tvalid_0's poisson: -108.359\tvalid_0's l1: 10.5033\n",
"[51]\tvalid_0's poisson: -108.425\tvalid_0's l1: 10.4961\n",
"[52]\tvalid_0's poisson: -108.442\tvalid_0's l1: 10.451\n",
"[53]\tvalid_0's poisson: -108.427\tvalid_0's l1: 10.4405\n",
"[54]\tvalid_0's poisson: -108.434\tvalid_0's l1: 10.4403\n",
"[55]\tvalid_0's poisson: -108.433\tvalid_0's l1: 10.4401\n",
"[56]\tvalid_0's poisson: -108.442\tvalid_0's l1: 10.4341\n",
"[57]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.4343\n",
"[58]\tvalid_0's poisson: -108.45\tvalid_0's l1: 10.4329\n",
"[59]\tvalid_0's poisson: -108.474\tvalid_0's l1: 10.434\n",
"[60]\tvalid_0's poisson: -108.512\tvalid_0's l1: 10.4122\n",
"[61]\tvalid_0's poisson: -108.529\tvalid_0's l1: 10.366\n",
"[62]\tvalid_0's poisson: -108.508\tvalid_0's l1: 10.3632\n",
"[63]\tvalid_0's poisson: -108.511\tvalid_0's l1: 10.3634\n",
"[64]\tvalid_0's poisson: -108.494\tvalid_0's l1: 10.3591\n",
"[65]\tvalid_0's poisson: -108.523\tvalid_0's l1: 10.3319\n",
"[66]\tvalid_0's poisson: -108.494\tvalid_0's l1: 10.3158\n",
"[67]\tvalid_0's poisson: -108.501\tvalid_0's l1: 10.3066\n",
"[68]\tvalid_0's poisson: -108.475\tvalid_0's l1: 10.2735\n",
"[69]\tvalid_0's poisson: -108.481\tvalid_0's l1: 10.2751\n",
"[70]\tvalid_0's poisson: -108.483\tvalid_0's l1: 10.2684\n",
"[71]\tvalid_0's poisson: -108.487\tvalid_0's l1: 10.2434\n",
"[72]\tvalid_0's poisson: -108.484\tvalid_0's l1: 10.2385\n",
"[73]\tvalid_0's poisson: -108.485\tvalid_0's l1: 10.2371\n",
"[74]\tvalid_0's poisson: -108.492\tvalid_0's l1: 10.2364\n",
"[75]\tvalid_0's poisson: -108.468\tvalid_0's l1: 10.2351\n",
"[76]\tvalid_0's poisson: -108.458\tvalid_0's l1: 10.2373\n",
"[77]\tvalid_0's poisson: -108.462\tvalid_0's l1: 10.2359\n",
"[78]\tvalid_0's poisson: -108.46\tvalid_0's l1: 10.2359\n",
"[79]\tvalid_0's poisson: -108.462\tvalid_0's l1: 10.236\n",
"[80]\tvalid_0's poisson: -108.455\tvalid_0's l1: 10.2365\n",
"[81]\tvalid_0's poisson: -108.453\tvalid_0's l1: 10.2333\n",
"[82]\tvalid_0's poisson: -108.458\tvalid_0's l1: 10.2349\n",
"[83]\tvalid_0's poisson: -108.469\tvalid_0's l1: 10.2302\n",
"[84]\tvalid_0's poisson: -108.48\tvalid_0's l1: 10.2267\n",
"[85]\tvalid_0's poisson: -108.48\tvalid_0's l1: 10.2277\n",
"[86]\tvalid_0's poisson: -108.486\tvalid_0's l1: 10.2077\n",
"[87]\tvalid_0's poisson: -108.456\tvalid_0's l1: 10.2075\n",
"[88]\tvalid_0's poisson: -108.354\tvalid_0's l1: 10.2084\n",
"[89]\tvalid_0's poisson: -108.374\tvalid_0's l1: 10.2041\n",
"[90]\tvalid_0's poisson: -108.266\tvalid_0's l1: 10.1732\n",
"[91]\tvalid_0's poisson: -108.261\tvalid_0's l1: 10.1741\n",
"[92]\tvalid_0's poisson: -108.346\tvalid_0's l1: 10.173\n",
"[93]\tvalid_0's poisson: -108.346\tvalid_0's l1: 10.1716\n",
"[94]\tvalid_0's poisson: -108.357\tvalid_0's l1: 10.1678\n",
"[95]\tvalid_0's poisson: -108.379\tvalid_0's l1: 10.1583\n",
"[96]\tvalid_0's poisson: -108.391\tvalid_0's l1: 10.1524\n",
"[97]\tvalid_0's poisson: -108.385\tvalid_0's l1: 10.1507\n",
"[98]\tvalid_0's poisson: -108.369\tvalid_0's l1: 10.1491\n",
"[99]\tvalid_0's poisson: -108.37\tvalid_0's l1: 10.1479\n",
"[100]\tvalid_0's poisson: -108.369\tvalid_0's l1: 10.1474\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.5745\tvalid_0's l1: 24.9017\n",
"[2]\tvalid_0's poisson: -96.3048\tvalid_0's l1: 21.5956\n",
"[3]\tvalid_0's poisson: -101.417\tvalid_0's l1: 18.5756\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -103.995\tvalid_0's l1: 16.6126\n",
"[5]\tvalid_0's poisson: -105.354\tvalid_0's l1: 15.2281\n",
"[6]\tvalid_0's poisson: -106.37\tvalid_0's l1: 14.0644\n",
"[7]\tvalid_0's poisson: -106.866\tvalid_0's l1: 13.5236\n",
"[8]\tvalid_0's poisson: -107.341\tvalid_0's l1: 12.9295\n",
"[9]\tvalid_0's poisson: -107.553\tvalid_0's l1: 12.6552\n",
"[10]\tvalid_0's poisson: -107.758\tvalid_0's l1: 12.3859\n",
"[11]\tvalid_0's poisson: -107.916\tvalid_0's l1: 12.1679\n",
"[12]\tvalid_0's poisson: -108.074\tvalid_0's l1: 11.8526\n",
"[13]\tvalid_0's poisson: -108.122\tvalid_0's l1: 11.7795\n",
"[14]\tvalid_0's poisson: -108.152\tvalid_0's l1: 11.7523\n",
"[15]\tvalid_0's poisson: -108.071\tvalid_0's l1: 11.6751\n",
"[16]\tvalid_0's poisson: -108.115\tvalid_0's l1: 11.5293\n",
"[17]\tvalid_0's poisson: -108.122\tvalid_0's l1: 11.4912\n",
"[18]\tvalid_0's poisson: -108.08\tvalid_0's l1: 11.4635\n",
"[19]\tvalid_0's poisson: -108.09\tvalid_0's l1: 11.4241\n",
"[20]\tvalid_0's poisson: -108.083\tvalid_0's l1: 11.4017\n",
"[21]\tvalid_0's poisson: -108.066\tvalid_0's l1: 11.3863\n",
"[22]\tvalid_0's poisson: -108.053\tvalid_0's l1: 11.3579\n",
"[23]\tvalid_0's poisson: -108.06\tvalid_0's l1: 11.3524\n",
"[24]\tvalid_0's poisson: -108.107\tvalid_0's l1: 11.3388\n",
"[25]\tvalid_0's poisson: -108.129\tvalid_0's l1: 11.3217\n",
"[26]\tvalid_0's poisson: -108.138\tvalid_0's l1: 11.2962\n",
"[27]\tvalid_0's poisson: -108.085\tvalid_0's l1: 11.2848\n",
"[28]\tvalid_0's poisson: -108.036\tvalid_0's l1: 11.2618\n",
"[29]\tvalid_0's poisson: -108.017\tvalid_0's l1: 11.2525\n",
"[30]\tvalid_0's poisson: -108.057\tvalid_0's l1: 11.2458\n",
"[31]\tvalid_0's poisson: -108.066\tvalid_0's l1: 11.223\n",
"[32]\tvalid_0's poisson: -108.093\tvalid_0's l1: 11.2142\n",
"[33]\tvalid_0's poisson: -108.103\tvalid_0's l1: 11.1639\n",
"[34]\tvalid_0's poisson: -108.056\tvalid_0's l1: 11.1577\n",
"[35]\tvalid_0's poisson: -108.128\tvalid_0's l1: 11.0318\n",
"[36]\tvalid_0's poisson: -108.123\tvalid_0's l1: 10.9491\n",
"[37]\tvalid_0's poisson: -108.133\tvalid_0's l1: 10.9383\n",
"[38]\tvalid_0's poisson: -108.236\tvalid_0's l1: 10.903\n",
"[39]\tvalid_0's poisson: -108.269\tvalid_0's l1: 10.8734\n",
"[40]\tvalid_0's poisson: -108.274\tvalid_0's l1: 10.8487\n",
"[41]\tvalid_0's poisson: -108.291\tvalid_0's l1: 10.8311\n",
"[42]\tvalid_0's poisson: -108.309\tvalid_0's l1: 10.8094\n",
"[43]\tvalid_0's poisson: -108.31\tvalid_0's l1: 10.8015\n",
"[44]\tvalid_0's poisson: -108.324\tvalid_0's l1: 10.7996\n",
"[45]\tvalid_0's poisson: -108.327\tvalid_0's l1: 10.8006\n",
"[46]\tvalid_0's poisson: -108.298\tvalid_0's l1: 10.8001\n",
"[47]\tvalid_0's poisson: -108.293\tvalid_0's l1: 10.8034\n",
"[48]\tvalid_0's poisson: -108.296\tvalid_0's l1: 10.7907\n",
"[49]\tvalid_0's poisson: -108.295\tvalid_0's l1: 10.7601\n",
"[50]\tvalid_0's poisson: -108.324\tvalid_0's l1: 10.7435\n",
"[51]\tvalid_0's poisson: -108.324\tvalid_0's l1: 10.7373\n",
"[52]\tvalid_0's poisson: -108.313\tvalid_0's l1: 10.7229\n",
"[53]\tvalid_0's poisson: -108.301\tvalid_0's l1: 10.7211\n",
"[54]\tvalid_0's poisson: -108.297\tvalid_0's l1: 10.7136\n",
"[55]\tvalid_0's poisson: -108.317\tvalid_0's l1: 10.7016\n",
"[56]\tvalid_0's poisson: -108.319\tvalid_0's l1: 10.6953\n",
"[57]\tvalid_0's poisson: -108.301\tvalid_0's l1: 10.6913\n",
"[58]\tvalid_0's poisson: -108.313\tvalid_0's l1: 10.6623\n",
"[59]\tvalid_0's poisson: -108.192\tvalid_0's l1: 10.6628\n",
"[60]\tvalid_0's poisson: -108.209\tvalid_0's l1: 10.657\n",
"[61]\tvalid_0's poisson: -108.22\tvalid_0's l1: 10.6562\n",
"[62]\tvalid_0's poisson: -108.132\tvalid_0's l1: 10.6565\n",
"[63]\tvalid_0's poisson: -108.239\tvalid_0's l1: 10.6266\n",
"[64]\tvalid_0's poisson: -108.104\tvalid_0's l1: 10.6124\n",
"[65]\tvalid_0's poisson: -108.101\tvalid_0's l1: 10.5887\n",
"[66]\tvalid_0's poisson: -108.116\tvalid_0's l1: 10.5841\n",
"[67]\tvalid_0's poisson: -108.116\tvalid_0's l1: 10.5843\n",
"[68]\tvalid_0's poisson: -108.098\tvalid_0's l1: 10.5831\n",
"[69]\tvalid_0's poisson: -108.163\tvalid_0's l1: 10.5824\n",
"[70]\tvalid_0's poisson: -108.104\tvalid_0's l1: 10.5371\n",
"[71]\tvalid_0's poisson: -108.104\tvalid_0's l1: 10.5378\n",
"[72]\tvalid_0's poisson: -108.105\tvalid_0's l1: 10.5341\n",
"[73]\tvalid_0's poisson: -108.104\tvalid_0's l1: 10.5338\n",
"[74]\tvalid_0's poisson: -108.181\tvalid_0's l1: 10.5312\n",
"[75]\tvalid_0's poisson: -108.114\tvalid_0's l1: 10.5149\n",
"[76]\tvalid_0's poisson: -108.113\tvalid_0's l1: 10.5104\n",
"[77]\tvalid_0's poisson: -108.118\tvalid_0's l1: 10.5092\n",
"[78]\tvalid_0's poisson: -108.112\tvalid_0's l1: 10.5085\n",
"[79]\tvalid_0's poisson: -108.111\tvalid_0's l1: 10.5082\n",
"[80]\tvalid_0's poisson: -108.108\tvalid_0's l1: 10.5075\n",
"[81]\tvalid_0's poisson: -108.103\tvalid_0's l1: 10.4957\n",
"[82]\tvalid_0's poisson: -108.117\tvalid_0's l1: 10.4868\n",
"[83]\tvalid_0's poisson: -108.106\tvalid_0's l1: 10.4857\n",
"[84]\tvalid_0's poisson: -108.102\tvalid_0's l1: 10.4853\n",
"[85]\tvalid_0's poisson: -108.114\tvalid_0's l1: 10.4853\n",
"[86]\tvalid_0's poisson: -108.115\tvalid_0's l1: 10.4855\n",
"[87]\tvalid_0's poisson: -108.129\tvalid_0's l1: 10.4795\n",
"[88]\tvalid_0's poisson: -108.126\tvalid_0's l1: 10.4715\n",
"[89]\tvalid_0's poisson: -108.127\tvalid_0's l1: 10.4653\n",
"[90]\tvalid_0's poisson: -108.087\tvalid_0's l1: 10.4603\n",
"[91]\tvalid_0's poisson: -108.117\tvalid_0's l1: 10.4599\n",
"[92]\tvalid_0's poisson: -108.122\tvalid_0's l1: 10.4458\n",
"[93]\tvalid_0's poisson: -108.122\tvalid_0's l1: 10.4446\n",
"[94]\tvalid_0's poisson: -108.121\tvalid_0's l1: 10.4442\n",
"[95]\tvalid_0's poisson: -108.111\tvalid_0's l1: 10.4361\n",
"[96]\tvalid_0's poisson: -108.117\tvalid_0's l1: 10.4325\n",
"[97]\tvalid_0's poisson: -108.107\tvalid_0's l1: 10.4267\n",
"[98]\tvalid_0's poisson: -108.091\tvalid_0's l1: 10.4259\n",
"[99]\tvalid_0's poisson: -108.106\tvalid_0's l1: 10.4213\n",
"[100]\tvalid_0's poisson: -108.107\tvalid_0's l1: 10.4223\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.7196\tvalid_0's l1: 24.8576\n",
"[2]\tvalid_0's poisson: -96.2763\tvalid_0's l1: 21.6433\n",
"[3]\tvalid_0's poisson: -101.382\tvalid_0's l1: 18.6675\n",
"[4]\tvalid_0's poisson: -103.939\tvalid_0's l1: 16.6531\n",
"[5]\tvalid_0's poisson: -105.582\tvalid_0's l1: 15.1111\n",
"[6]\tvalid_0's poisson: -106.343\tvalid_0's l1: 14.2713\n",
"[7]\tvalid_0's poisson: -107.012\tvalid_0's l1: 13.4961\n",
"[8]\tvalid_0's poisson: -107.479\tvalid_0's l1: 12.9056\n",
"[9]\tvalid_0's poisson: -107.738\tvalid_0's l1: 12.5099\n",
"[10]\tvalid_0's poisson: -107.904\tvalid_0's l1: 12.3041\n",
"[11]\tvalid_0's poisson: -108.054\tvalid_0's l1: 12.0774\n",
"[12]\tvalid_0's poisson: -108.278\tvalid_0's l1: 11.7342\n",
"[13]\tvalid_0's poisson: -108.381\tvalid_0's l1: 11.5811\n",
"[14]\tvalid_0's poisson: -108.427\tvalid_0's l1: 11.4889\n",
"[15]\tvalid_0's poisson: -108.483\tvalid_0's l1: 11.4019\n",
"[16]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.3302\n",
"[17]\tvalid_0's poisson: -108.52\tvalid_0's l1: 11.2911\n",
"[18]\tvalid_0's poisson: -108.456\tvalid_0's l1: 11.2575\n",
"[19]\tvalid_0's poisson: -108.367\tvalid_0's l1: 11.2247\n",
"[20]\tvalid_0's poisson: -108.352\tvalid_0's l1: 11.1773\n",
"[21]\tvalid_0's poisson: -108.315\tvalid_0's l1: 11.1551\n",
"[22]\tvalid_0's poisson: -108.321\tvalid_0's l1: 11.12\n",
"[23]\tvalid_0's poisson: -108.304\tvalid_0's l1: 11.115\n",
"[24]\tvalid_0's poisson: -108.312\tvalid_0's l1: 11.1048\n",
"[25]\tvalid_0's poisson: -108.328\tvalid_0's l1: 11.0782\n",
"[26]\tvalid_0's poisson: -108.361\tvalid_0's l1: 10.9867\n",
"[27]\tvalid_0's poisson: -108.358\tvalid_0's l1: 10.9739\n",
"[28]\tvalid_0's poisson: -108.405\tvalid_0's l1: 10.9664\n",
"[29]\tvalid_0's poisson: -108.395\tvalid_0's l1: 10.9589\n",
"[30]\tvalid_0's poisson: -108.413\tvalid_0's l1: 10.9099\n",
"[31]\tvalid_0's poisson: -108.418\tvalid_0's l1: 10.8867\n",
"[32]\tvalid_0's poisson: -108.394\tvalid_0's l1: 10.8829\n",
"[33]\tvalid_0's poisson: -108.393\tvalid_0's l1: 10.8804\n",
"[34]\tvalid_0's poisson: -108.394\tvalid_0's l1: 10.8772\n",
"[35]\tvalid_0's poisson: -108.379\tvalid_0's l1: 10.8561\n",
"[36]\tvalid_0's poisson: -108.39\tvalid_0's l1: 10.8533\n",
"[37]\tvalid_0's poisson: -108.376\tvalid_0's l1: 10.8452\n",
"[38]\tvalid_0's poisson: -108.378\tvalid_0's l1: 10.8242\n",
"[39]\tvalid_0's poisson: -108.402\tvalid_0's l1: 10.8096\n",
"[40]\tvalid_0's poisson: -108.391\tvalid_0's l1: 10.8105\n",
"[41]\tvalid_0's poisson: -108.425\tvalid_0's l1: 10.8059\n",
"[42]\tvalid_0's poisson: -108.427\tvalid_0's l1: 10.7998\n",
"[43]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.7427\n",
"[44]\tvalid_0's poisson: -108.456\tvalid_0's l1: 10.7342\n",
"[45]\tvalid_0's poisson: -108.471\tvalid_0's l1: 10.6619\n",
"[46]\tvalid_0's poisson: -108.478\tvalid_0's l1: 10.6489\n",
"[47]\tvalid_0's poisson: -108.473\tvalid_0's l1: 10.6441\n",
"[48]\tvalid_0's poisson: -108.467\tvalid_0's l1: 10.6038\n",
"[49]\tvalid_0's poisson: -108.467\tvalid_0's l1: 10.6037\n",
"[50]\tvalid_0's poisson: -108.466\tvalid_0's l1: 10.603\n",
"[51]\tvalid_0's poisson: -108.455\tvalid_0's l1: 10.5918\n",
"[52]\tvalid_0's poisson: -108.468\tvalid_0's l1: 10.5877\n",
"[53]\tvalid_0's poisson: -108.469\tvalid_0's l1: 10.5879\n",
"[54]\tvalid_0's poisson: -108.467\tvalid_0's l1: 10.5889\n",
"[55]\tvalid_0's poisson: -108.456\tvalid_0's l1: 10.5792\n",
"[56]\tvalid_0's poisson: -108.435\tvalid_0's l1: 10.574\n",
"[57]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.574\n",
"[58]\tvalid_0's poisson: -108.445\tvalid_0's l1: 10.5709\n",
"[59]\tvalid_0's poisson: -108.444\tvalid_0's l1: 10.5642\n",
"[60]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.5635\n",
"[61]\tvalid_0's poisson: -108.437\tvalid_0's l1: 10.562\n",
"[62]\tvalid_0's poisson: -108.433\tvalid_0's l1: 10.5619\n",
"[63]\tvalid_0's poisson: -108.429\tvalid_0's l1: 10.5596\n",
"[64]\tvalid_0's poisson: -108.428\tvalid_0's l1: 10.552\n",
"[65]\tvalid_0's poisson: -108.439\tvalid_0's l1: 10.5162\n",
"[66]\tvalid_0's poisson: -108.439\tvalid_0's l1: 10.5133\n",
"[67]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.5112\n",
"[68]\tvalid_0's poisson: -108.438\tvalid_0's l1: 10.4959\n",
"[69]\tvalid_0's poisson: -108.444\tvalid_0's l1: 10.4972\n",
"[70]\tvalid_0's poisson: -108.443\tvalid_0's l1: 10.4974\n",
"[71]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.496\n",
"[72]\tvalid_0's poisson: -108.416\tvalid_0's l1: 10.4912\n",
"[73]\tvalid_0's poisson: -108.387\tvalid_0's l1: 10.4764\n",
"[74]\tvalid_0's poisson: -108.446\tvalid_0's l1: 10.4758\n",
"[75]\tvalid_0's poisson: -108.45\tvalid_0's l1: 10.4697\n",
"[76]\tvalid_0's poisson: -108.439\tvalid_0's l1: 10.4699\n",
"[77]\tvalid_0's poisson: -108.445\tvalid_0's l1: 10.4577\n",
"[78]\tvalid_0's poisson: -108.444\tvalid_0's l1: 10.4565\n",
"[79]\tvalid_0's poisson: -108.436\tvalid_0's l1: 10.46\n",
"[80]\tvalid_0's poisson: -108.429\tvalid_0's l1: 10.4531\n",
"[81]\tvalid_0's poisson: -108.432\tvalid_0's l1: 10.4439\n",
"[82]\tvalid_0's poisson: -108.421\tvalid_0's l1: 10.4454\n",
"[83]\tvalid_0's poisson: -108.427\tvalid_0's l1: 10.4423\n",
"[84]\tvalid_0's poisson: -108.427\tvalid_0's l1: 10.4428\n",
"[85]\tvalid_0's poisson: -108.442\tvalid_0's l1: 10.4422\n",
"[86]\tvalid_0's poisson: -108.416\tvalid_0's l1: 10.4402\n",
"[87]\tvalid_0's poisson: -108.405\tvalid_0's l1: 10.4315\n",
"[88]\tvalid_0's poisson: -108.403\tvalid_0's l1: 10.4298\n",
"[89]\tvalid_0's poisson: -108.401\tvalid_0's l1: 10.4214\n",
"[90]\tvalid_0's poisson: -108.397\tvalid_0's l1: 10.422\n",
"[91]\tvalid_0's poisson: -108.354\tvalid_0's l1: 10.4029\n",
"[92]\tvalid_0's poisson: -108.35\tvalid_0's l1: 10.4052\n",
"[93]\tvalid_0's poisson: -108.406\tvalid_0's l1: 10.4057\n",
"[94]\tvalid_0's poisson: -108.408\tvalid_0's l1: 10.402\n",
"[95]\tvalid_0's poisson: -108.401\tvalid_0's l1: 10.3979\n",
"[96]\tvalid_0's poisson: -108.398\tvalid_0's l1: 10.3966\n",
"[97]\tvalid_0's poisson: -108.397\tvalid_0's l1: 10.3972\n",
"[98]\tvalid_0's poisson: -108.367\tvalid_0's l1: 10.3853\n",
"[99]\tvalid_0's poisson: -108.366\tvalid_0's l1: 10.3849\n",
"[100]\tvalid_0's poisson: -108.365\tvalid_0's l1: 10.3851\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.6908\tvalid_0's l1: 24.8766\n",
"[2]\tvalid_0's poisson: -96.2026\tvalid_0's l1: 21.6771\n",
"[3]\tvalid_0's poisson: -101.352\tvalid_0's l1: 18.6448\n",
"[4]\tvalid_0's poisson: -104.017\tvalid_0's l1: 16.5487\n",
"[5]\tvalid_0's poisson: -105.515\tvalid_0's l1: 15.1444\n",
"[6]\tvalid_0's poisson: -106.151\tvalid_0's l1: 14.39\n",
"[7]\tvalid_0's poisson: -106.843\tvalid_0's l1: 13.5949\n",
"[8]\tvalid_0's poisson: -107.328\tvalid_0's l1: 12.9817\n",
"[9]\tvalid_0's poisson: -107.623\tvalid_0's l1: 12.5917\n",
"[10]\tvalid_0's poisson: -107.804\tvalid_0's l1: 12.3313\n",
"[11]\tvalid_0's poisson: -107.926\tvalid_0's l1: 12.1614\n",
"[12]\tvalid_0's poisson: -108.131\tvalid_0's l1: 11.8887\n",
"[13]\tvalid_0's poisson: -108.125\tvalid_0's l1: 11.8022\n",
"[14]\tvalid_0's poisson: -108.239\tvalid_0's l1: 11.657\n",
"[15]\tvalid_0's poisson: -108.249\tvalid_0's l1: 11.6035\n",
"[16]\tvalid_0's poisson: -108.25\tvalid_0's l1: 11.4739\n",
"[17]\tvalid_0's poisson: -108.25\tvalid_0's l1: 11.411\n",
"[18]\tvalid_0's poisson: -108.216\tvalid_0's l1: 11.3538\n",
"[19]\tvalid_0's poisson: -108.256\tvalid_0's l1: 11.2307\n",
"[20]\tvalid_0's poisson: -108.257\tvalid_0's l1: 11.2213\n",
"[21]\tvalid_0's poisson: -108.211\tvalid_0's l1: 11.214\n",
"[22]\tvalid_0's poisson: -108.206\tvalid_0's l1: 11.1748\n",
"[23]\tvalid_0's poisson: -108.203\tvalid_0's l1: 11.1446\n",
"[24]\tvalid_0's poisson: -108.189\tvalid_0's l1: 11.1345\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[25]\tvalid_0's poisson: -108.228\tvalid_0's l1: 11.1207\n",
"[26]\tvalid_0's poisson: -108.244\tvalid_0's l1: 11.1093\n",
"[27]\tvalid_0's poisson: -108.228\tvalid_0's l1: 11.1062\n",
"[28]\tvalid_0's poisson: -108.196\tvalid_0's l1: 11.0956\n",
"[29]\tvalid_0's poisson: -108.195\tvalid_0's l1: 11.0858\n",
"[30]\tvalid_0's poisson: -108.181\tvalid_0's l1: 11.0649\n",
"[31]\tvalid_0's poisson: -108.172\tvalid_0's l1: 11.0551\n",
"[32]\tvalid_0's poisson: -108.149\tvalid_0's l1: 10.985\n",
"[33]\tvalid_0's poisson: -108.19\tvalid_0's l1: 10.9725\n",
"[34]\tvalid_0's poisson: -108.196\tvalid_0's l1: 10.9547\n",
"[35]\tvalid_0's poisson: -108.202\tvalid_0's l1: 10.9448\n",
"[36]\tvalid_0's poisson: -108.24\tvalid_0's l1: 10.9385\n",
"[37]\tvalid_0's poisson: -108.239\tvalid_0's l1: 10.9345\n",
"[38]\tvalid_0's poisson: -108.264\tvalid_0's l1: 10.9137\n",
"[39]\tvalid_0's poisson: -108.236\tvalid_0's l1: 10.9148\n",
"[40]\tvalid_0's poisson: -108.226\tvalid_0's l1: 10.91\n",
"[41]\tvalid_0's poisson: -108.229\tvalid_0's l1: 10.9096\n",
"[42]\tvalid_0's poisson: -108.224\tvalid_0's l1: 10.904\n",
"[43]\tvalid_0's poisson: -108.223\tvalid_0's l1: 10.9067\n",
"[44]\tvalid_0's poisson: -108.243\tvalid_0's l1: 10.9009\n",
"[45]\tvalid_0's poisson: -108.241\tvalid_0's l1: 10.8923\n",
"[46]\tvalid_0's poisson: -108.237\tvalid_0's l1: 10.89\n",
"[47]\tvalid_0's poisson: -108.247\tvalid_0's l1: 10.859\n",
"[48]\tvalid_0's poisson: -108.081\tvalid_0's l1: 10.8293\n",
"[49]\tvalid_0's poisson: -107.909\tvalid_0's l1: 10.8115\n",
"[50]\tvalid_0's poisson: -107.863\tvalid_0's l1: 10.8018\n",
"[51]\tvalid_0's poisson: -107.88\tvalid_0's l1: 10.7626\n",
"[52]\tvalid_0's poisson: -107.882\tvalid_0's l1: 10.7604\n",
"[53]\tvalid_0's poisson: -107.887\tvalid_0's l1: 10.7547\n",
"[54]\tvalid_0's poisson: -107.957\tvalid_0's l1: 10.7218\n",
"[55]\tvalid_0's poisson: -107.954\tvalid_0's l1: 10.7164\n",
"[56]\tvalid_0's poisson: -107.973\tvalid_0's l1: 10.6516\n",
"[57]\tvalid_0's poisson: -108.213\tvalid_0's l1: 10.5522\n",
"[58]\tvalid_0's poisson: -108.215\tvalid_0's l1: 10.5523\n",
"[59]\tvalid_0's poisson: -108.235\tvalid_0's l1: 10.545\n",
"[60]\tvalid_0's poisson: -108.362\tvalid_0's l1: 10.5054\n",
"[61]\tvalid_0's poisson: -108.151\tvalid_0's l1: 10.4902\n",
"[62]\tvalid_0's poisson: -108.163\tvalid_0's l1: 10.4812\n",
"[63]\tvalid_0's poisson: -108.185\tvalid_0's l1: 10.4767\n",
"[64]\tvalid_0's poisson: -108.12\tvalid_0's l1: 10.4695\n",
"[65]\tvalid_0's poisson: -108.151\tvalid_0's l1: 10.4657\n",
"[66]\tvalid_0's poisson: -108.207\tvalid_0's l1: 10.464\n",
"[67]\tvalid_0's poisson: -108.219\tvalid_0's l1: 10.464\n",
"[68]\tvalid_0's poisson: -108.165\tvalid_0's l1: 10.4523\n",
"[69]\tvalid_0's poisson: -108.12\tvalid_0's l1: 10.4543\n",
"[70]\tvalid_0's poisson: -108.097\tvalid_0's l1: 10.4544\n",
"[71]\tvalid_0's poisson: -108.122\tvalid_0's l1: 10.4436\n",
"[72]\tvalid_0's poisson: -108.131\tvalid_0's l1: 10.4239\n",
"[73]\tvalid_0's poisson: -108.144\tvalid_0's l1: 10.4079\n",
"[74]\tvalid_0's poisson: -108.127\tvalid_0's l1: 10.4085\n",
"[75]\tvalid_0's poisson: -108.156\tvalid_0's l1: 10.4056\n",
"[76]\tvalid_0's poisson: -108.158\tvalid_0's l1: 10.3984\n",
"[77]\tvalid_0's poisson: -108.175\tvalid_0's l1: 10.3789\n",
"[78]\tvalid_0's poisson: -108.175\tvalid_0's l1: 10.3703\n",
"[79]\tvalid_0's poisson: -108.138\tvalid_0's l1: 10.3655\n",
"[80]\tvalid_0's poisson: -108.138\tvalid_0's l1: 10.3622\n",
"[81]\tvalid_0's poisson: -108.127\tvalid_0's l1: 10.3611\n",
"[82]\tvalid_0's poisson: -108.137\tvalid_0's l1: 10.3351\n",
"[83]\tvalid_0's poisson: -108.162\tvalid_0's l1: 10.3226\n",
"[84]\tvalid_0's poisson: -108.161\tvalid_0's l1: 10.323\n",
"[85]\tvalid_0's poisson: -108.161\tvalid_0's l1: 10.3231\n",
"[86]\tvalid_0's poisson: -108.16\tvalid_0's l1: 10.3235\n",
"[87]\tvalid_0's poisson: -108.159\tvalid_0's l1: 10.3243\n",
"[88]\tvalid_0's poisson: -108.158\tvalid_0's l1: 10.3237\n",
"[89]\tvalid_0's poisson: -108.158\tvalid_0's l1: 10.3233\n",
"[90]\tvalid_0's poisson: -108.159\tvalid_0's l1: 10.3203\n",
"[91]\tvalid_0's poisson: -108.155\tvalid_0's l1: 10.319\n",
"[92]\tvalid_0's poisson: -108.155\tvalid_0's l1: 10.3187\n",
"[93]\tvalid_0's poisson: -108.157\tvalid_0's l1: 10.3179\n",
"[94]\tvalid_0's poisson: -108.167\tvalid_0's l1: 10.3184\n",
"[95]\tvalid_0's poisson: -108.222\tvalid_0's l1: 10.3044\n",
"[96]\tvalid_0's poisson: -108.29\tvalid_0's l1: 10.305\n",
"[97]\tvalid_0's poisson: -108.298\tvalid_0's l1: 10.3025\n",
"[98]\tvalid_0's poisson: -108.288\tvalid_0's l1: 10.301\n",
"[99]\tvalid_0's poisson: -108.306\tvalid_0's l1: 10.3015\n",
"[100]\tvalid_0's poisson: -108.313\tvalid_0's l1: 10.2994\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.7071\tvalid_0's l1: 24.8593\n",
"[2]\tvalid_0's poisson: -96.1296\tvalid_0's l1: 21.6261\n",
"[3]\tvalid_0's poisson: -101.477\tvalid_0's l1: 18.5397\n",
"[4]\tvalid_0's poisson: -103.598\tvalid_0's l1: 16.7469\n",
"[5]\tvalid_0's poisson: -105.476\tvalid_0's l1: 15.0853\n",
"[6]\tvalid_0's poisson: -106.134\tvalid_0's l1: 14.3446\n",
"[7]\tvalid_0's poisson: -106.882\tvalid_0's l1: 13.5139\n",
"[8]\tvalid_0's poisson: -107.284\tvalid_0's l1: 12.9839\n",
"[9]\tvalid_0's poisson: -107.498\tvalid_0's l1: 12.7142\n",
"[10]\tvalid_0's poisson: -107.934\tvalid_0's l1: 12.1722\n",
"[11]\tvalid_0's poisson: -108.142\tvalid_0's l1: 11.8622\n",
"[12]\tvalid_0's poisson: -108.248\tvalid_0's l1: 11.6601\n",
"[13]\tvalid_0's poisson: -108.318\tvalid_0's l1: 11.5191\n",
"[14]\tvalid_0's poisson: -108.329\tvalid_0's l1: 11.4487\n",
"[15]\tvalid_0's poisson: -108.316\tvalid_0's l1: 11.4135\n",
"[16]\tvalid_0's poisson: -108.352\tvalid_0's l1: 11.2321\n",
"[17]\tvalid_0's poisson: -108.378\tvalid_0's l1: 11.1423\n",
"[18]\tvalid_0's poisson: -108.314\tvalid_0's l1: 11.1184\n",
"[19]\tvalid_0's poisson: -108.282\tvalid_0's l1: 11.0978\n",
"[20]\tvalid_0's poisson: -108.307\tvalid_0's l1: 10.9766\n",
"[21]\tvalid_0's poisson: -108.305\tvalid_0's l1: 10.9761\n",
"[22]\tvalid_0's poisson: -108.32\tvalid_0's l1: 10.971\n",
"[23]\tvalid_0's poisson: -108.323\tvalid_0's l1: 10.9649\n",
"[24]\tvalid_0's poisson: -108.308\tvalid_0's l1: 10.9382\n",
"[25]\tvalid_0's poisson: -108.307\tvalid_0's l1: 10.9121\n",
"[26]\tvalid_0's poisson: -108.296\tvalid_0's l1: 10.9122\n",
"[27]\tvalid_0's poisson: -108.297\tvalid_0's l1: 10.8742\n",
"[28]\tvalid_0's poisson: -108.315\tvalid_0's l1: 10.824\n",
"[29]\tvalid_0's poisson: -108.299\tvalid_0's l1: 10.7963\n",
"[30]\tvalid_0's poisson: -108.309\tvalid_0's l1: 10.7708\n",
"[31]\tvalid_0's poisson: -108.314\tvalid_0's l1: 10.7575\n",
"[32]\tvalid_0's poisson: -108.328\tvalid_0's l1: 10.745\n",
"[33]\tvalid_0's poisson: -108.344\tvalid_0's l1: 10.7297\n",
"[34]\tvalid_0's poisson: -108.384\tvalid_0's l1: 10.7261\n",
"[35]\tvalid_0's poisson: -108.413\tvalid_0's l1: 10.6935\n",
"[36]\tvalid_0's poisson: -108.399\tvalid_0's l1: 10.6805\n",
"[37]\tvalid_0's poisson: -108.343\tvalid_0's l1: 10.6686\n",
"[38]\tvalid_0's poisson: -108.358\tvalid_0's l1: 10.6416\n",
"[39]\tvalid_0's poisson: -108.354\tvalid_0's l1: 10.6289\n",
"[40]\tvalid_0's poisson: -108.361\tvalid_0's l1: 10.6248\n",
"[41]\tvalid_0's poisson: -108.4\tvalid_0's l1: 10.6083\n",
"[42]\tvalid_0's poisson: -108.399\tvalid_0's l1: 10.5826\n",
"[43]\tvalid_0's poisson: -108.398\tvalid_0's l1: 10.5808\n",
"[44]\tvalid_0's poisson: -108.42\tvalid_0's l1: 10.57\n",
"[45]\tvalid_0's poisson: -108.473\tvalid_0's l1: 10.5332\n",
"[46]\tvalid_0's poisson: -108.43\tvalid_0's l1: 10.5306\n",
"[47]\tvalid_0's poisson: -108.387\tvalid_0's l1: 10.5174\n",
"[48]\tvalid_0's poisson: -108.429\tvalid_0's l1: 10.4894\n",
"[49]\tvalid_0's poisson: -108.431\tvalid_0's l1: 10.4863\n",
"[50]\tvalid_0's poisson: -108.463\tvalid_0's l1: 10.4865\n",
"[51]\tvalid_0's poisson: -108.465\tvalid_0's l1: 10.4709\n",
"[52]\tvalid_0's poisson: -108.464\tvalid_0's l1: 10.4697\n",
"[53]\tvalid_0's poisson: -108.451\tvalid_0's l1: 10.4431\n",
"[54]\tvalid_0's poisson: -108.422\tvalid_0's l1: 10.4305\n",
"[55]\tvalid_0's poisson: -108.418\tvalid_0's l1: 10.4293\n",
"[56]\tvalid_0's poisson: -108.411\tvalid_0's l1: 10.4137\n",
"[57]\tvalid_0's poisson: -108.454\tvalid_0's l1: 10.4072\n",
"[58]\tvalid_0's poisson: -108.457\tvalid_0's l1: 10.4089\n",
"[59]\tvalid_0's poisson: -108.465\tvalid_0's l1: 10.406\n",
"[60]\tvalid_0's poisson: -108.446\tvalid_0's l1: 10.4074\n",
"[61]\tvalid_0's poisson: -108.407\tvalid_0's l1: 10.3973\n",
"[62]\tvalid_0's poisson: -108.345\tvalid_0's l1: 10.3967\n",
"[63]\tvalid_0's poisson: -108.342\tvalid_0's l1: 10.395\n",
"[64]\tvalid_0's poisson: -108.403\tvalid_0's l1: 10.3916\n",
"[65]\tvalid_0's poisson: -108.402\tvalid_0's l1: 10.3928\n",
"[66]\tvalid_0's poisson: -108.418\tvalid_0's l1: 10.3818\n",
"[67]\tvalid_0's poisson: -108.406\tvalid_0's l1: 10.3838\n",
"[68]\tvalid_0's poisson: -108.414\tvalid_0's l1: 10.3771\n",
"[69]\tvalid_0's poisson: -108.44\tvalid_0's l1: 10.3696\n",
"[70]\tvalid_0's poisson: -108.441\tvalid_0's l1: 10.3667\n",
"[71]\tvalid_0's poisson: -108.441\tvalid_0's l1: 10.3663\n",
"[72]\tvalid_0's poisson: -108.417\tvalid_0's l1: 10.3639\n",
"[73]\tvalid_0's poisson: -108.331\tvalid_0's l1: 10.3476\n",
"[74]\tvalid_0's poisson: -108.332\tvalid_0's l1: 10.3482\n",
"[75]\tvalid_0's poisson: -108.336\tvalid_0's l1: 10.3481\n",
"[76]\tvalid_0's poisson: -108.366\tvalid_0's l1: 10.3447\n",
"[77]\tvalid_0's poisson: -108.342\tvalid_0's l1: 10.341\n",
"[78]\tvalid_0's poisson: -108.341\tvalid_0's l1: 10.3409\n",
"[79]\tvalid_0's poisson: -108.345\tvalid_0's l1: 10.3418\n",
"[80]\tvalid_0's poisson: -108.362\tvalid_0's l1: 10.3418\n",
"[81]\tvalid_0's poisson: -108.372\tvalid_0's l1: 10.3354\n",
"[82]\tvalid_0's poisson: -108.319\tvalid_0's l1: 10.3373\n",
"[83]\tvalid_0's poisson: -108.317\tvalid_0's l1: 10.3386\n",
"[84]\tvalid_0's poisson: -108.341\tvalid_0's l1: 10.3394\n",
"[85]\tvalid_0's poisson: -108.342\tvalid_0's l1: 10.3394\n",
"[86]\tvalid_0's poisson: -108.356\tvalid_0's l1: 10.3391\n",
"[87]\tvalid_0's poisson: -108.3\tvalid_0's l1: 10.3394\n",
"[88]\tvalid_0's poisson: -108.296\tvalid_0's l1: 10.3394\n",
"[89]\tvalid_0's poisson: -108.261\tvalid_0's l1: 10.341\n",
"[90]\tvalid_0's poisson: -108.266\tvalid_0's l1: 10.3342\n",
"[91]\tvalid_0's poisson: -108.266\tvalid_0's l1: 10.3316\n",
"[92]\tvalid_0's poisson: -108.264\tvalid_0's l1: 10.3282\n",
"[93]\tvalid_0's poisson: -108.259\tvalid_0's l1: 10.3317\n",
"[94]\tvalid_0's poisson: -108.259\tvalid_0's l1: 10.3322\n",
"[95]\tvalid_0's poisson: -108.247\tvalid_0's l1: 10.3128\n",
"[96]\tvalid_0's poisson: -108.263\tvalid_0's l1: 10.3068\n",
"[97]\tvalid_0's poisson: -108.254\tvalid_0's l1: 10.3032\n",
"[98]\tvalid_0's poisson: -108.253\tvalid_0's l1: 10.3031\n",
"[99]\tvalid_0's poisson: -108.25\tvalid_0's l1: 10.3031\n",
"[100]\tvalid_0's poisson: -108.247\tvalid_0's l1: 10.2978\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.9917\tvalid_0's l1: 25.8206\n",
"[2]\tvalid_0's poisson: -93.2856\tvalid_0's l1: 23.5791\n",
"[3]\tvalid_0's poisson: -95.896\tvalid_0's l1: 21.8784\n",
"[4]\tvalid_0's poisson: -97.0907\tvalid_0's l1: 21.147\n",
"[5]\tvalid_0's poisson: -98.3024\tvalid_0's l1: 20.4422\n",
"[6]\tvalid_0's poisson: -100.268\tvalid_0's l1: 19.3497\n",
"[7]\tvalid_0's poisson: -101.098\tvalid_0's l1: 18.8077\n",
"[8]\tvalid_0's poisson: -101.496\tvalid_0's l1: 18.4945\n",
"[9]\tvalid_0's poisson: -101.68\tvalid_0's l1: 18.3233\n",
"[10]\tvalid_0's poisson: -102.598\tvalid_0's l1: 17.8209\n",
"[11]\tvalid_0's poisson: -102.784\tvalid_0's l1: 17.5543\n",
"[12]\tvalid_0's poisson: -103.084\tvalid_0's l1: 17.2602\n",
"[13]\tvalid_0's poisson: -102.943\tvalid_0's l1: 17.1259\n",
"[14]\tvalid_0's poisson: -102.832\tvalid_0's l1: 17.0368\n",
"[15]\tvalid_0's poisson: -102.796\tvalid_0's l1: 16.8932\n",
"[16]\tvalid_0's poisson: -102.806\tvalid_0's l1: 16.8101\n",
"[17]\tvalid_0's poisson: -102.786\tvalid_0's l1: 16.7901\n",
"[18]\tvalid_0's poisson: -102.586\tvalid_0's l1: 16.7064\n",
"[19]\tvalid_0's poisson: -102.638\tvalid_0's l1: 16.5883\n",
"[20]\tvalid_0's poisson: -102.675\tvalid_0's l1: 16.4588\n",
"[21]\tvalid_0's poisson: -102.805\tvalid_0's l1: 16.4152\n",
"[22]\tvalid_0's poisson: -102.744\tvalid_0's l1: 16.3463\n",
"[23]\tvalid_0's poisson: -102.725\tvalid_0's l1: 16.309\n",
"[24]\tvalid_0's poisson: -102.799\tvalid_0's l1: 16.1614\n",
"[25]\tvalid_0's poisson: -102.623\tvalid_0's l1: 16.1404\n",
"[26]\tvalid_0's poisson: -102.817\tvalid_0's l1: 15.9113\n",
"[27]\tvalid_0's poisson: -102.882\tvalid_0's l1: 15.8561\n",
"[28]\tvalid_0's poisson: -102.978\tvalid_0's l1: 15.8173\n",
"[29]\tvalid_0's poisson: -102.985\tvalid_0's l1: 15.7874\n",
"[30]\tvalid_0's poisson: -103.059\tvalid_0's l1: 15.7239\n",
"[31]\tvalid_0's poisson: -103.074\tvalid_0's l1: 15.6917\n",
"[32]\tvalid_0's poisson: -103.066\tvalid_0's l1: 15.6831\n",
"[33]\tvalid_0's poisson: -103.181\tvalid_0's l1: 15.6228\n",
"[34]\tvalid_0's poisson: -103.07\tvalid_0's l1: 15.5953\n",
"[35]\tvalid_0's poisson: -102.988\tvalid_0's l1: 15.5803\n",
"[36]\tvalid_0's poisson: -103.009\tvalid_0's l1: 15.5364\n",
"[37]\tvalid_0's poisson: -103.211\tvalid_0's l1: 15.5055\n",
"[38]\tvalid_0's poisson: -103.195\tvalid_0's l1: 15.4391\n",
"[39]\tvalid_0's poisson: -103.309\tvalid_0's l1: 15.4102\n",
"[40]\tvalid_0's poisson: -103.292\tvalid_0's l1: 15.4019\n",
"[41]\tvalid_0's poisson: -103.095\tvalid_0's l1: 15.3775\n",
"[42]\tvalid_0's poisson: -103.073\tvalid_0's l1: 15.3669\n",
"[43]\tvalid_0's poisson: -103.111\tvalid_0's l1: 15.3244\n",
"[44]\tvalid_0's poisson: -103.165\tvalid_0's l1: 15.291\n",
"[45]\tvalid_0's poisson: -103.221\tvalid_0's l1: 15.2865\n",
"[46]\tvalid_0's poisson: -103.102\tvalid_0's l1: 15.2816\n",
"[47]\tvalid_0's poisson: -103.107\tvalid_0's l1: 15.2645\n",
"[48]\tvalid_0's poisson: -103.234\tvalid_0's l1: 15.2143\n",
"[49]\tvalid_0's poisson: -103.358\tvalid_0's l1: 15.2085\n",
"[50]\tvalid_0's poisson: -103.245\tvalid_0's l1: 15.1623\n",
"[51]\tvalid_0's poisson: -103.283\tvalid_0's l1: 15.1277\n",
"[52]\tvalid_0's poisson: -103.274\tvalid_0's l1: 15.1267\n",
"[53]\tvalid_0's poisson: -103.182\tvalid_0's l1: 15.1205\n",
"[54]\tvalid_0's poisson: -103.241\tvalid_0's l1: 15.1101\n",
"[55]\tvalid_0's poisson: -103.255\tvalid_0's l1: 15.0731\n",
"[56]\tvalid_0's poisson: -103.235\tvalid_0's l1: 15.0659\n",
"[57]\tvalid_0's poisson: -103.212\tvalid_0's l1: 15.0283\n",
"[58]\tvalid_0's poisson: -103.213\tvalid_0's l1: 15.0252\n",
"[59]\tvalid_0's poisson: -103.186\tvalid_0's l1: 15.0199\n",
"[60]\tvalid_0's poisson: -103.075\tvalid_0's l1: 14.9452\n",
"[61]\tvalid_0's poisson: -103.123\tvalid_0's l1: 14.9259\n",
"[62]\tvalid_0's poisson: -103.175\tvalid_0's l1: 14.9125\n",
"[63]\tvalid_0's poisson: -103.096\tvalid_0's l1: 14.8959\n",
"[64]\tvalid_0's poisson: -103.07\tvalid_0's l1: 14.8933\n",
"[65]\tvalid_0's poisson: -103.065\tvalid_0's l1: 14.8851\n",
"[66]\tvalid_0's poisson: -103.128\tvalid_0's l1: 14.8602\n",
"[67]\tvalid_0's poisson: -103.255\tvalid_0's l1: 14.8259\n",
"[68]\tvalid_0's poisson: -103.23\tvalid_0's l1: 14.8231\n",
"[69]\tvalid_0's poisson: -103.24\tvalid_0's l1: 14.8214\n",
"[70]\tvalid_0's poisson: -103.212\tvalid_0's l1: 14.815\n",
"[71]\tvalid_0's poisson: -103.149\tvalid_0's l1: 14.7929\n",
"[72]\tvalid_0's poisson: -103.146\tvalid_0's l1: 14.7877\n",
"[73]\tvalid_0's poisson: -103.143\tvalid_0's l1: 14.7834\n",
"[74]\tvalid_0's poisson: -103.116\tvalid_0's l1: 14.7723\n",
"[75]\tvalid_0's poisson: -103.067\tvalid_0's l1: 14.7682\n",
"[76]\tvalid_0's poisson: -103.062\tvalid_0's l1: 14.765\n",
"[77]\tvalid_0's poisson: -103.247\tvalid_0's l1: 14.7301\n",
"[78]\tvalid_0's poisson: -103.318\tvalid_0's l1: 14.7206\n",
"[79]\tvalid_0's poisson: -103.323\tvalid_0's l1: 14.7081\n",
"[80]\tvalid_0's poisson: -103.299\tvalid_0's l1: 14.7073\n",
"[81]\tvalid_0's poisson: -103.173\tvalid_0's l1: 14.7016\n",
"[82]\tvalid_0's poisson: -103.26\tvalid_0's l1: 14.6909\n",
"[83]\tvalid_0's poisson: -103.178\tvalid_0's l1: 14.6875\n",
"[84]\tvalid_0's poisson: -103.125\tvalid_0's l1: 14.6738\n",
"[85]\tvalid_0's poisson: -103.107\tvalid_0's l1: 14.6729\n",
"[86]\tvalid_0's poisson: -103.056\tvalid_0's l1: 14.6605\n",
"[87]\tvalid_0's poisson: -102.993\tvalid_0's l1: 14.6341\n",
"[88]\tvalid_0's poisson: -103.018\tvalid_0's l1: 14.6202\n",
"[89]\tvalid_0's poisson: -103.051\tvalid_0's l1: 14.6113\n",
"[90]\tvalid_0's poisson: -103.064\tvalid_0's l1: 14.571\n",
"[91]\tvalid_0's poisson: -103.19\tvalid_0's l1: 14.5534\n",
"[92]\tvalid_0's poisson: -103.085\tvalid_0's l1: 14.5479\n",
"[93]\tvalid_0's poisson: -103.195\tvalid_0's l1: 14.539\n",
"[94]\tvalid_0's poisson: -103.198\tvalid_0's l1: 14.5371\n",
"[95]\tvalid_0's poisson: -103.219\tvalid_0's l1: 14.535\n",
"[96]\tvalid_0's poisson: -103.223\tvalid_0's l1: 14.5258\n",
"[97]\tvalid_0's poisson: -103.167\tvalid_0's l1: 14.519\n",
"[98]\tvalid_0's poisson: -103.18\tvalid_0's l1: 14.5156\n",
"[99]\tvalid_0's poisson: -103.178\tvalid_0's l1: 14.5182\n",
"[100]\tvalid_0's poisson: -103.15\tvalid_0's l1: 14.5189\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.004\tvalid_0's l1: 25.8052\n",
"[2]\tvalid_0's poisson: -93.3413\tvalid_0's l1: 23.5455\n",
"[3]\tvalid_0's poisson: -96.0129\tvalid_0's l1: 21.8224\n",
"[4]\tvalid_0's poisson: -97.1591\tvalid_0's l1: 21.1195\n",
"[5]\tvalid_0's poisson: -98.3148\tvalid_0's l1: 20.4139\n",
"[6]\tvalid_0's poisson: -99.422\tvalid_0's l1: 19.5524\n",
"[7]\tvalid_0's poisson: -99.9472\tvalid_0's l1: 19.1882\n",
"[8]\tvalid_0's poisson: -100.735\tvalid_0's l1: 18.807\n",
"[9]\tvalid_0's poisson: -100.965\tvalid_0's l1: 18.6096\n",
"[10]\tvalid_0's poisson: -101.991\tvalid_0's l1: 17.9384\n",
"[11]\tvalid_0's poisson: -102.491\tvalid_0's l1: 17.5954\n",
"[12]\tvalid_0's poisson: -102.551\tvalid_0's l1: 17.5204\n",
"[13]\tvalid_0's poisson: -102.748\tvalid_0's l1: 17.2947\n",
"[14]\tvalid_0's poisson: -102.927\tvalid_0's l1: 17.1037\n",
"[15]\tvalid_0's poisson: -103.445\tvalid_0's l1: 16.734\n",
"[16]\tvalid_0's poisson: -103.239\tvalid_0's l1: 16.5842\n",
"[17]\tvalid_0's poisson: -103.222\tvalid_0's l1: 16.5129\n",
"[18]\tvalid_0's poisson: -103.171\tvalid_0's l1: 16.3747\n",
"[19]\tvalid_0's poisson: -103.098\tvalid_0's l1: 16.2704\n",
"[20]\tvalid_0's poisson: -103.088\tvalid_0's l1: 16.1899\n",
"[21]\tvalid_0's poisson: -103.047\tvalid_0's l1: 16.1171\n",
"[22]\tvalid_0's poisson: -103.09\tvalid_0's l1: 16.0886\n",
"[23]\tvalid_0's poisson: -103.13\tvalid_0's l1: 16.0571\n",
"[24]\tvalid_0's poisson: -103.204\tvalid_0's l1: 16.0241\n",
"[25]\tvalid_0's poisson: -102.999\tvalid_0's l1: 15.9691\n",
"[26]\tvalid_0's poisson: -102.968\tvalid_0's l1: 15.9515\n",
"[27]\tvalid_0's poisson: -103.259\tvalid_0's l1: 15.9016\n",
"[28]\tvalid_0's poisson: -103.282\tvalid_0's l1: 15.8905\n",
"[29]\tvalid_0's poisson: -103.304\tvalid_0's l1: 15.8552\n",
"[30]\tvalid_0's poisson: -103.105\tvalid_0's l1: 15.8423\n",
"[31]\tvalid_0's poisson: -103.167\tvalid_0's l1: 15.751\n",
"[32]\tvalid_0's poisson: -103.225\tvalid_0's l1: 15.727\n",
"[33]\tvalid_0's poisson: -103.223\tvalid_0's l1: 15.7097\n",
"[34]\tvalid_0's poisson: -103.236\tvalid_0's l1: 15.6884\n",
"[35]\tvalid_0's poisson: -103.421\tvalid_0's l1: 15.6575\n",
"[36]\tvalid_0's poisson: -103.438\tvalid_0's l1: 15.6448\n",
"[37]\tvalid_0's poisson: -103.384\tvalid_0's l1: 15.6364\n",
"[38]\tvalid_0's poisson: -103.571\tvalid_0's l1: 15.4516\n",
"[39]\tvalid_0's poisson: -103.545\tvalid_0's l1: 15.4376\n",
"[40]\tvalid_0's poisson: -103.647\tvalid_0's l1: 15.2419\n",
"[41]\tvalid_0's poisson: -103.753\tvalid_0's l1: 15.1988\n",
"[42]\tvalid_0's poisson: -103.678\tvalid_0's l1: 15.1916\n",
"[43]\tvalid_0's poisson: -103.783\tvalid_0's l1: 15.1782\n",
"[44]\tvalid_0's poisson: -103.752\tvalid_0's l1: 15.158\n",
"[45]\tvalid_0's poisson: -103.656\tvalid_0's l1: 15.1489\n",
"[46]\tvalid_0's poisson: -103.674\tvalid_0's l1: 15.1398\n",
"[47]\tvalid_0's poisson: -103.614\tvalid_0's l1: 15.0953\n",
"[48]\tvalid_0's poisson: -103.583\tvalid_0's l1: 15.0803\n",
"[49]\tvalid_0's poisson: -103.585\tvalid_0's l1: 15.0743\n",
"[50]\tvalid_0's poisson: -103.539\tvalid_0's l1: 15.0646\n",
"[51]\tvalid_0's poisson: -103.475\tvalid_0's l1: 15.0619\n",
"[52]\tvalid_0's poisson: -103.401\tvalid_0's l1: 15.061\n",
"[53]\tvalid_0's poisson: -103.399\tvalid_0's l1: 15.0603\n",
"[54]\tvalid_0's poisson: -103.619\tvalid_0's l1: 14.9207\n",
"[55]\tvalid_0's poisson: -103.624\tvalid_0's l1: 14.8869\n",
"[56]\tvalid_0's poisson: -103.67\tvalid_0's l1: 14.858\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -103.637\tvalid_0's l1: 14.8523\n",
"[58]\tvalid_0's poisson: -103.635\tvalid_0's l1: 14.8523\n",
"[59]\tvalid_0's poisson: -103.738\tvalid_0's l1: 14.8193\n",
"[60]\tvalid_0's poisson: -103.738\tvalid_0's l1: 14.8132\n",
"[61]\tvalid_0's poisson: -103.856\tvalid_0's l1: 14.7936\n",
"[62]\tvalid_0's poisson: -103.882\tvalid_0's l1: 14.7772\n",
"[63]\tvalid_0's poisson: -103.842\tvalid_0's l1: 14.7765\n",
"[64]\tvalid_0's poisson: -103.867\tvalid_0's l1: 14.7691\n",
"[65]\tvalid_0's poisson: -103.844\tvalid_0's l1: 14.7404\n",
"[66]\tvalid_0's poisson: -103.804\tvalid_0's l1: 14.7407\n",
"[67]\tvalid_0's poisson: -103.821\tvalid_0's l1: 14.7127\n",
"[68]\tvalid_0's poisson: -103.766\tvalid_0's l1: 14.7008\n",
"[69]\tvalid_0's poisson: -103.715\tvalid_0's l1: 14.6966\n",
"[70]\tvalid_0's poisson: -103.746\tvalid_0's l1: 14.6985\n",
"[71]\tvalid_0's poisson: -103.72\tvalid_0's l1: 14.6943\n",
"[72]\tvalid_0's poisson: -103.629\tvalid_0's l1: 14.6916\n",
"[73]\tvalid_0's poisson: -103.638\tvalid_0's l1: 14.6749\n",
"[74]\tvalid_0's poisson: -103.749\tvalid_0's l1: 14.6463\n",
"[75]\tvalid_0's poisson: -103.765\tvalid_0's l1: 14.6459\n",
"[76]\tvalid_0's poisson: -103.746\tvalid_0's l1: 14.6442\n",
"[77]\tvalid_0's poisson: -103.717\tvalid_0's l1: 14.627\n",
"[78]\tvalid_0's poisson: -103.748\tvalid_0's l1: 14.5686\n",
"[79]\tvalid_0's poisson: -103.712\tvalid_0's l1: 14.567\n",
"[80]\tvalid_0's poisson: -103.817\tvalid_0's l1: 14.5499\n",
"[81]\tvalid_0's poisson: -103.853\tvalid_0's l1: 14.5369\n",
"[82]\tvalid_0's poisson: -103.85\tvalid_0's l1: 14.5021\n",
"[83]\tvalid_0's poisson: -103.865\tvalid_0's l1: 14.4818\n",
"[84]\tvalid_0's poisson: -103.712\tvalid_0's l1: 14.4752\n",
"[85]\tvalid_0's poisson: -103.696\tvalid_0's l1: 14.4732\n",
"[86]\tvalid_0's poisson: -103.632\tvalid_0's l1: 14.4679\n",
"[87]\tvalid_0's poisson: -103.65\tvalid_0's l1: 14.4651\n",
"[88]\tvalid_0's poisson: -103.651\tvalid_0's l1: 14.4657\n",
"[89]\tvalid_0's poisson: -103.831\tvalid_0's l1: 14.4547\n",
"[90]\tvalid_0's poisson: -103.842\tvalid_0's l1: 14.4524\n",
"[91]\tvalid_0's poisson: -103.851\tvalid_0's l1: 14.4509\n",
"[92]\tvalid_0's poisson: -103.845\tvalid_0's l1: 14.4467\n",
"[93]\tvalid_0's poisson: -103.869\tvalid_0's l1: 14.4365\n",
"[94]\tvalid_0's poisson: -103.882\tvalid_0's l1: 14.4298\n",
"[95]\tvalid_0's poisson: -103.898\tvalid_0's l1: 14.4284\n",
"[96]\tvalid_0's poisson: -103.896\tvalid_0's l1: 14.4287\n",
"[97]\tvalid_0's poisson: -103.887\tvalid_0's l1: 14.43\n",
"[98]\tvalid_0's poisson: -103.929\tvalid_0's l1: 14.4191\n",
"[99]\tvalid_0's poisson: -103.897\tvalid_0's l1: 14.404\n",
"[100]\tvalid_0's poisson: -103.815\tvalid_0's l1: 14.3934\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.004\tvalid_0's l1: 25.8052\n",
"[2]\tvalid_0's poisson: -93.2815\tvalid_0's l1: 23.5829\n",
"[3]\tvalid_0's poisson: -96.0102\tvalid_0's l1: 21.8561\n",
"[4]\tvalid_0's poisson: -97.1512\tvalid_0's l1: 21.1297\n",
"[5]\tvalid_0's poisson: -98.3668\tvalid_0's l1: 20.3951\n",
"[6]\tvalid_0's poisson: -100.41\tvalid_0's l1: 19.2665\n",
"[7]\tvalid_0's poisson: -101.054\tvalid_0's l1: 18.7546\n",
"[8]\tvalid_0's poisson: -101.298\tvalid_0's l1: 18.5239\n",
"[9]\tvalid_0's poisson: -101.955\tvalid_0's l1: 18.0925\n",
"[10]\tvalid_0's poisson: -102.36\tvalid_0's l1: 17.8192\n",
"[11]\tvalid_0's poisson: -102.627\tvalid_0's l1: 17.5819\n",
"[12]\tvalid_0's poisson: -103.25\tvalid_0's l1: 17.2245\n",
"[13]\tvalid_0's poisson: -103.299\tvalid_0's l1: 17.0441\n",
"[14]\tvalid_0's poisson: -103.224\tvalid_0's l1: 16.9403\n",
"[15]\tvalid_0's poisson: -103.19\tvalid_0's l1: 16.7937\n",
"[16]\tvalid_0's poisson: -103.198\tvalid_0's l1: 16.671\n",
"[17]\tvalid_0's poisson: -103.084\tvalid_0's l1: 16.5384\n",
"[18]\tvalid_0's poisson: -103.083\tvalid_0's l1: 16.4879\n",
"[19]\tvalid_0's poisson: -103.189\tvalid_0's l1: 16.3759\n",
"[20]\tvalid_0's poisson: -103.518\tvalid_0's l1: 16.157\n",
"[21]\tvalid_0's poisson: -103.543\tvalid_0's l1: 16.0783\n",
"[22]\tvalid_0's poisson: -103.433\tvalid_0's l1: 16.042\n",
"[23]\tvalid_0's poisson: -103.326\tvalid_0's l1: 15.9061\n",
"[24]\tvalid_0's poisson: -103.193\tvalid_0's l1: 15.8267\n",
"[25]\tvalid_0's poisson: -103.245\tvalid_0's l1: 15.803\n",
"[26]\tvalid_0's poisson: -103.413\tvalid_0's l1: 15.7381\n",
"[27]\tvalid_0's poisson: -103.34\tvalid_0's l1: 15.7142\n",
"[28]\tvalid_0's poisson: -103.348\tvalid_0's l1: 15.6715\n",
"[29]\tvalid_0's poisson: -103.579\tvalid_0's l1: 15.6194\n",
"[30]\tvalid_0's poisson: -103.659\tvalid_0's l1: 15.5729\n",
"[31]\tvalid_0's poisson: -103.67\tvalid_0's l1: 15.5346\n",
"[32]\tvalid_0's poisson: -103.632\tvalid_0's l1: 15.5222\n",
"[33]\tvalid_0's poisson: -103.576\tvalid_0's l1: 15.484\n",
"[34]\tvalid_0's poisson: -103.462\tvalid_0's l1: 15.4588\n",
"[35]\tvalid_0's poisson: -103.509\tvalid_0's l1: 15.4287\n",
"[36]\tvalid_0's poisson: -103.552\tvalid_0's l1: 15.3883\n",
"[37]\tvalid_0's poisson: -103.588\tvalid_0's l1: 15.3737\n",
"[38]\tvalid_0's poisson: -103.668\tvalid_0's l1: 15.3569\n",
"[39]\tvalid_0's poisson: -103.722\tvalid_0's l1: 15.275\n",
"[40]\tvalid_0's poisson: -103.94\tvalid_0's l1: 15.2104\n",
"[41]\tvalid_0's poisson: -103.739\tvalid_0's l1: 15.1893\n",
"[42]\tvalid_0's poisson: -103.68\tvalid_0's l1: 15.1729\n",
"[43]\tvalid_0's poisson: -103.78\tvalid_0's l1: 15.1539\n",
"[44]\tvalid_0's poisson: -103.476\tvalid_0's l1: 15.1417\n",
"[45]\tvalid_0's poisson: -103.425\tvalid_0's l1: 15.1369\n",
"[46]\tvalid_0's poisson: -103.5\tvalid_0's l1: 15.1323\n",
"[47]\tvalid_0's poisson: -103.457\tvalid_0's l1: 15.1292\n",
"[48]\tvalid_0's poisson: -103.235\tvalid_0's l1: 15.1014\n",
"[49]\tvalid_0's poisson: -103.388\tvalid_0's l1: 15.0266\n",
"[50]\tvalid_0's poisson: -103.478\tvalid_0's l1: 15.0205\n",
"[51]\tvalid_0's poisson: -103.473\tvalid_0's l1: 15.0045\n",
"[52]\tvalid_0's poisson: -103.408\tvalid_0's l1: 14.9845\n",
"[53]\tvalid_0's poisson: -103.429\tvalid_0's l1: 14.9798\n",
"[54]\tvalid_0's poisson: -103.585\tvalid_0's l1: 14.9658\n",
"[55]\tvalid_0's poisson: -103.402\tvalid_0's l1: 14.9516\n",
"[56]\tvalid_0's poisson: -103.405\tvalid_0's l1: 14.9513\n",
"[57]\tvalid_0's poisson: -103.168\tvalid_0's l1: 14.9461\n",
"[58]\tvalid_0's poisson: -103.179\tvalid_0's l1: 14.9409\n",
"[59]\tvalid_0's poisson: -103.161\tvalid_0's l1: 14.9325\n",
"[60]\tvalid_0's poisson: -103.07\tvalid_0's l1: 14.9321\n",
"[61]\tvalid_0's poisson: -103.131\tvalid_0's l1: 14.9174\n",
"[62]\tvalid_0's poisson: -103.211\tvalid_0's l1: 14.8203\n",
"[63]\tvalid_0's poisson: -103.218\tvalid_0's l1: 14.8109\n",
"[64]\tvalid_0's poisson: -103.301\tvalid_0's l1: 14.7938\n",
"[65]\tvalid_0's poisson: -103.316\tvalid_0's l1: 14.7851\n",
"[66]\tvalid_0's poisson: -103.319\tvalid_0's l1: 14.7845\n",
"[67]\tvalid_0's poisson: -103.231\tvalid_0's l1: 14.7825\n",
"[68]\tvalid_0's poisson: -103.366\tvalid_0's l1: 14.775\n",
"[69]\tvalid_0's poisson: -103.299\tvalid_0's l1: 14.7718\n",
"[70]\tvalid_0's poisson: -103.433\tvalid_0's l1: 14.7657\n",
"[71]\tvalid_0's poisson: -103.396\tvalid_0's l1: 14.7593\n",
"[72]\tvalid_0's poisson: -103.374\tvalid_0's l1: 14.7545\n",
"[73]\tvalid_0's poisson: -103.442\tvalid_0's l1: 14.7495\n",
"[74]\tvalid_0's poisson: -103.386\tvalid_0's l1: 14.7475\n",
"[75]\tvalid_0's poisson: -103.39\tvalid_0's l1: 14.7242\n",
"[76]\tvalid_0's poisson: -103.213\tvalid_0's l1: 14.704\n",
"[77]\tvalid_0's poisson: -103.172\tvalid_0's l1: 14.6916\n",
"[78]\tvalid_0's poisson: -102.976\tvalid_0's l1: 14.6913\n",
"[79]\tvalid_0's poisson: -102.871\tvalid_0's l1: 14.6831\n",
"[80]\tvalid_0's poisson: -102.883\tvalid_0's l1: 14.6797\n",
"[81]\tvalid_0's poisson: -102.962\tvalid_0's l1: 14.6794\n",
"[82]\tvalid_0's poisson: -102.93\tvalid_0's l1: 14.6752\n",
"[83]\tvalid_0's poisson: -102.889\tvalid_0's l1: 14.6677\n",
"[84]\tvalid_0's poisson: -102.893\tvalid_0's l1: 14.6523\n",
"[85]\tvalid_0's poisson: -103.044\tvalid_0's l1: 14.5789\n",
"[86]\tvalid_0's poisson: -102.962\tvalid_0's l1: 14.5092\n",
"[87]\tvalid_0's poisson: -103.025\tvalid_0's l1: 14.4734\n",
"[88]\tvalid_0's poisson: -102.959\tvalid_0's l1: 14.4732\n",
"[89]\tvalid_0's poisson: -102.96\tvalid_0's l1: 14.4713\n",
"[90]\tvalid_0's poisson: -103.005\tvalid_0's l1: 14.4711\n",
"[91]\tvalid_0's poisson: -102.892\tvalid_0's l1: 14.4709\n",
"[92]\tvalid_0's poisson: -102.913\tvalid_0's l1: 14.4691\n",
"[93]\tvalid_0's poisson: -103.034\tvalid_0's l1: 14.4519\n",
"[94]\tvalid_0's poisson: -103.035\tvalid_0's l1: 14.4521\n",
"[95]\tvalid_0's poisson: -103.042\tvalid_0's l1: 14.4358\n",
"[96]\tvalid_0's poisson: -103.043\tvalid_0's l1: 14.4268\n",
"[97]\tvalid_0's poisson: -103.031\tvalid_0's l1: 14.4259\n",
"[98]\tvalid_0's poisson: -103.101\tvalid_0's l1: 14.4228\n",
"[99]\tvalid_0's poisson: -103.047\tvalid_0's l1: 14.4109\n",
"[100]\tvalid_0's poisson: -103.231\tvalid_0's l1: 14.4019\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -89.004\tvalid_0's l1: 25.8052\n",
"[2]\tvalid_0's poisson: -93.2828\tvalid_0's l1: 23.5808\n",
"[3]\tvalid_0's poisson: -95.9553\tvalid_0's l1: 21.8679\n",
"[4]\tvalid_0's poisson: -97.1489\tvalid_0's l1: 21.1087\n",
"[5]\tvalid_0's poisson: -97.9694\tvalid_0's l1: 20.5542\n",
"[6]\tvalid_0's poisson: -99.1\tvalid_0's l1: 19.698\n",
"[7]\tvalid_0's poisson: -99.7931\tvalid_0's l1: 19.2323\n",
"[8]\tvalid_0's poisson: -100.604\tvalid_0's l1: 18.8454\n",
"[9]\tvalid_0's poisson: -101.196\tvalid_0's l1: 18.4764\n",
"[10]\tvalid_0's poisson: -101.481\tvalid_0's l1: 18.2168\n",
"[11]\tvalid_0's poisson: -102.068\tvalid_0's l1: 17.8414\n",
"[12]\tvalid_0's poisson: -102.799\tvalid_0's l1: 17.3507\n",
"[13]\tvalid_0's poisson: -103.087\tvalid_0's l1: 17.122\n",
"[14]\tvalid_0's poisson: -102.988\tvalid_0's l1: 17.0537\n",
"[15]\tvalid_0's poisson: -102.847\tvalid_0's l1: 16.9569\n",
"[16]\tvalid_0's poisson: -103.094\tvalid_0's l1: 16.6398\n",
"[17]\tvalid_0's poisson: -103.14\tvalid_0's l1: 16.5645\n",
"[18]\tvalid_0's poisson: -103.128\tvalid_0's l1: 16.4473\n",
"[19]\tvalid_0's poisson: -103.008\tvalid_0's l1: 16.3304\n",
"[20]\tvalid_0's poisson: -102.876\tvalid_0's l1: 16.2368\n",
"[21]\tvalid_0's poisson: -103.015\tvalid_0's l1: 16.1321\n",
"[22]\tvalid_0's poisson: -103.014\tvalid_0's l1: 16.0788\n",
"[23]\tvalid_0's poisson: -103.008\tvalid_0's l1: 15.9946\n",
"[24]\tvalid_0's poisson: -103.158\tvalid_0's l1: 15.9594\n",
"[25]\tvalid_0's poisson: -103.152\tvalid_0's l1: 15.9283\n",
"[26]\tvalid_0's poisson: -103.175\tvalid_0's l1: 15.8777\n",
"[27]\tvalid_0's poisson: -103.117\tvalid_0's l1: 15.8392\n",
"[28]\tvalid_0's poisson: -103.12\tvalid_0's l1: 15.8327\n",
"[29]\tvalid_0's poisson: -103.232\tvalid_0's l1: 15.7947\n",
"[30]\tvalid_0's poisson: -103.275\tvalid_0's l1: 15.7442\n",
"[31]\tvalid_0's poisson: -103.29\tvalid_0's l1: 15.6883\n",
"[32]\tvalid_0's poisson: -103.265\tvalid_0's l1: 15.6509\n",
"[33]\tvalid_0's poisson: -102.992\tvalid_0's l1: 15.6322\n",
"[34]\tvalid_0's poisson: -102.959\tvalid_0's l1: 15.6187\n",
"[35]\tvalid_0's poisson: -102.931\tvalid_0's l1: 15.5721\n",
"[36]\tvalid_0's poisson: -103.042\tvalid_0's l1: 15.5492\n",
"[37]\tvalid_0's poisson: -102.978\tvalid_0's l1: 15.5198\n",
"[38]\tvalid_0's poisson: -103.156\tvalid_0's l1: 15.505\n",
"[39]\tvalid_0's poisson: -103.311\tvalid_0's l1: 15.4731\n",
"[40]\tvalid_0's poisson: -103.315\tvalid_0's l1: 15.4571\n",
"[41]\tvalid_0's poisson: -103.224\tvalid_0's l1: 15.4503\n",
"[42]\tvalid_0's poisson: -103.303\tvalid_0's l1: 15.4456\n",
"[43]\tvalid_0's poisson: -103.178\tvalid_0's l1: 15.4426\n",
"[44]\tvalid_0's poisson: -103.031\tvalid_0's l1: 15.3475\n",
"[45]\tvalid_0's poisson: -103.035\tvalid_0's l1: 15.3447\n",
"[46]\tvalid_0's poisson: -103.039\tvalid_0's l1: 15.3323\n",
"[47]\tvalid_0's poisson: -103.191\tvalid_0's l1: 15.2858\n",
"[48]\tvalid_0's poisson: -103.037\tvalid_0's l1: 15.2738\n",
"[49]\tvalid_0's poisson: -103.128\tvalid_0's l1: 15.2539\n",
"[50]\tvalid_0's poisson: -103.119\tvalid_0's l1: 15.2531\n",
"[51]\tvalid_0's poisson: -102.983\tvalid_0's l1: 15.2224\n",
"[52]\tvalid_0's poisson: -102.919\tvalid_0's l1: 15.2083\n",
"[53]\tvalid_0's poisson: -102.845\tvalid_0's l1: 15.2057\n",
"[54]\tvalid_0's poisson: -102.839\tvalid_0's l1: 15.1939\n",
"[55]\tvalid_0's poisson: -102.87\tvalid_0's l1: 15.1373\n",
"[56]\tvalid_0's poisson: -102.968\tvalid_0's l1: 15.1133\n",
"[57]\tvalid_0's poisson: -102.842\tvalid_0's l1: 15.1113\n",
"[58]\tvalid_0's poisson: -102.917\tvalid_0's l1: 15.0894\n",
"[59]\tvalid_0's poisson: -102.867\tvalid_0's l1: 15.08\n",
"[60]\tvalid_0's poisson: -102.755\tvalid_0's l1: 15.0737\n",
"[61]\tvalid_0's poisson: -102.829\tvalid_0's l1: 15.0356\n",
"[62]\tvalid_0's poisson: -102.926\tvalid_0's l1: 15.0082\n",
"[63]\tvalid_0's poisson: -102.965\tvalid_0's l1: 14.8766\n",
"[64]\tvalid_0's poisson: -102.914\tvalid_0's l1: 14.8671\n",
"[65]\tvalid_0's poisson: -102.958\tvalid_0's l1: 14.8636\n",
"[66]\tvalid_0's poisson: -102.958\tvalid_0's l1: 14.8592\n",
"[67]\tvalid_0's poisson: -102.897\tvalid_0's l1: 14.8364\n",
"[68]\tvalid_0's poisson: -102.895\tvalid_0's l1: 14.8328\n",
"[69]\tvalid_0's poisson: -102.871\tvalid_0's l1: 14.8309\n",
"[70]\tvalid_0's poisson: -102.938\tvalid_0's l1: 14.8056\n",
"[71]\tvalid_0's poisson: -102.945\tvalid_0's l1: 14.8074\n",
"[72]\tvalid_0's poisson: -103.041\tvalid_0's l1: 14.798\n",
"[73]\tvalid_0's poisson: -103.169\tvalid_0's l1: 14.7816\n",
"[74]\tvalid_0's poisson: -103.065\tvalid_0's l1: 14.7805\n",
"[75]\tvalid_0's poisson: -103.045\tvalid_0's l1: 14.7569\n",
"[76]\tvalid_0's poisson: -102.981\tvalid_0's l1: 14.7536\n",
"[77]\tvalid_0's poisson: -102.897\tvalid_0's l1: 14.7519\n",
"[78]\tvalid_0's poisson: -102.963\tvalid_0's l1: 14.7405\n",
"[79]\tvalid_0's poisson: -103.049\tvalid_0's l1: 14.7297\n",
"[80]\tvalid_0's poisson: -103.051\tvalid_0's l1: 14.7123\n",
"[81]\tvalid_0's poisson: -102.913\tvalid_0's l1: 14.7039\n",
"[82]\tvalid_0's poisson: -102.799\tvalid_0's l1: 14.6936\n",
"[83]\tvalid_0's poisson: -102.876\tvalid_0's l1: 14.6889\n",
"[84]\tvalid_0's poisson: -102.826\tvalid_0's l1: 14.6761\n",
"[85]\tvalid_0's poisson: -102.806\tvalid_0's l1: 14.6611\n",
"[86]\tvalid_0's poisson: -103.105\tvalid_0's l1: 14.6386\n",
"[87]\tvalid_0's poisson: -103.106\tvalid_0's l1: 14.629\n",
"[88]\tvalid_0's poisson: -103.114\tvalid_0's l1: 14.6279\n",
"[89]\tvalid_0's poisson: -102.831\tvalid_0's l1: 14.6197\n",
"[90]\tvalid_0's poisson: -102.843\tvalid_0's l1: 14.5948\n",
"[91]\tvalid_0's poisson: -102.938\tvalid_0's l1: 14.588\n",
"[92]\tvalid_0's poisson: -103.028\tvalid_0's l1: 14.5882\n",
"[93]\tvalid_0's poisson: -103.043\tvalid_0's l1: 14.5886\n",
"[94]\tvalid_0's poisson: -103.024\tvalid_0's l1: 14.5866\n",
"[95]\tvalid_0's poisson: -102.997\tvalid_0's l1: 14.5847\n",
"[96]\tvalid_0's poisson: -103.103\tvalid_0's l1: 14.5796\n",
"[97]\tvalid_0's poisson: -103.126\tvalid_0's l1: 14.5726\n",
"[98]\tvalid_0's poisson: -103.195\tvalid_0's l1: 14.5484\n",
"[99]\tvalid_0's poisson: -103.093\tvalid_0's l1: 14.5286\n",
"[100]\tvalid_0's poisson: -103.055\tvalid_0's l1: 14.5282\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -89.0099\tvalid_0's l1: 25.797\n",
"[2]\tvalid_0's poisson: -93.2877\tvalid_0's l1: 23.5747\n",
"[3]\tvalid_0's poisson: -95.929\tvalid_0's l1: 21.9081\n",
"[4]\tvalid_0's poisson: -97.1769\tvalid_0's l1: 21.1281\n",
"[5]\tvalid_0's poisson: -97.973\tvalid_0's l1: 20.592\n",
"[6]\tvalid_0's poisson: -98.9832\tvalid_0's l1: 19.7897\n",
"[7]\tvalid_0's poisson: -100.25\tvalid_0's l1: 19.2247\n",
"[8]\tvalid_0's poisson: -100.945\tvalid_0's l1: 18.7866\n",
"[9]\tvalid_0's poisson: -102.034\tvalid_0's l1: 18.087\n",
"[10]\tvalid_0's poisson: -102.502\tvalid_0's l1: 17.7899\n",
"[11]\tvalid_0's poisson: -102.573\tvalid_0's l1: 17.5525\n",
"[12]\tvalid_0's poisson: -102.729\tvalid_0's l1: 17.3957\n",
"[13]\tvalid_0's poisson: -102.897\tvalid_0's l1: 17.2561\n",
"[14]\tvalid_0's poisson: -102.991\tvalid_0's l1: 17.1185\n",
"[15]\tvalid_0's poisson: -102.956\tvalid_0's l1: 16.9439\n",
"[16]\tvalid_0's poisson: -103.085\tvalid_0's l1: 16.7597\n",
"[17]\tvalid_0's poisson: -102.915\tvalid_0's l1: 16.6336\n",
"[18]\tvalid_0's poisson: -103.447\tvalid_0's l1: 16.2779\n",
"[19]\tvalid_0's poisson: -103.449\tvalid_0's l1: 16.1121\n",
"[20]\tvalid_0's poisson: -103.391\tvalid_0's l1: 16.0269\n",
"[21]\tvalid_0's poisson: -103.381\tvalid_0's l1: 15.9621\n",
"[22]\tvalid_0's poisson: -103.155\tvalid_0's l1: 15.911\n",
"[23]\tvalid_0's poisson: -103.263\tvalid_0's l1: 15.8341\n",
"[24]\tvalid_0's poisson: -103.328\tvalid_0's l1: 15.7955\n",
"[25]\tvalid_0's poisson: -103.366\tvalid_0's l1: 15.7379\n",
"[26]\tvalid_0's poisson: -103.334\tvalid_0's l1: 15.7193\n",
"[27]\tvalid_0's poisson: -103.32\tvalid_0's l1: 15.6586\n",
"[28]\tvalid_0's poisson: -103.269\tvalid_0's l1: 15.636\n",
"[29]\tvalid_0's poisson: -103.268\tvalid_0's l1: 15.5759\n",
"[30]\tvalid_0's poisson: -103.291\tvalid_0's l1: 15.5716\n",
"[31]\tvalid_0's poisson: -103.322\tvalid_0's l1: 15.5286\n",
"[32]\tvalid_0's poisson: -103.251\tvalid_0's l1: 15.501\n",
"[33]\tvalid_0's poisson: -103.309\tvalid_0's l1: 15.4705\n",
"[34]\tvalid_0's poisson: -103.148\tvalid_0's l1: 15.4435\n",
"[35]\tvalid_0's poisson: -103.229\tvalid_0's l1: 15.4033\n",
"[36]\tvalid_0's poisson: -103.247\tvalid_0's l1: 15.3796\n",
"[37]\tvalid_0's poisson: -103.325\tvalid_0's l1: 15.3478\n",
"[38]\tvalid_0's poisson: -103.296\tvalid_0's l1: 15.3142\n",
"[39]\tvalid_0's poisson: -103.351\tvalid_0's l1: 15.3048\n",
"[40]\tvalid_0's poisson: -103.252\tvalid_0's l1: 15.2975\n",
"[41]\tvalid_0's poisson: -103.166\tvalid_0's l1: 15.2796\n",
"[42]\tvalid_0's poisson: -103.179\tvalid_0's l1: 15.2621\n",
"[43]\tvalid_0's poisson: -103.2\tvalid_0's l1: 15.2596\n",
"[44]\tvalid_0's poisson: -103.353\tvalid_0's l1: 15.1252\n",
"[45]\tvalid_0's poisson: -103.322\tvalid_0's l1: 15.1175\n",
"[46]\tvalid_0's poisson: -103.359\tvalid_0's l1: 15.1064\n",
"[47]\tvalid_0's poisson: -103.303\tvalid_0's l1: 15.0994\n",
"[48]\tvalid_0's poisson: -103.392\tvalid_0's l1: 15.0678\n",
"[49]\tvalid_0's poisson: -103.4\tvalid_0's l1: 15.0594\n",
"[50]\tvalid_0's poisson: -103.369\tvalid_0's l1: 15.0475\n",
"[51]\tvalid_0's poisson: -103.36\tvalid_0's l1: 15.0363\n",
"[52]\tvalid_0's poisson: -103.361\tvalid_0's l1: 15.0319\n",
"[53]\tvalid_0's poisson: -103.369\tvalid_0's l1: 15.0127\n",
"[54]\tvalid_0's poisson: -103.244\tvalid_0's l1: 15.0069\n",
"[55]\tvalid_0's poisson: -103.148\tvalid_0's l1: 14.9989\n",
"[56]\tvalid_0's poisson: -103.148\tvalid_0's l1: 14.9936\n",
"[57]\tvalid_0's poisson: -103.087\tvalid_0's l1: 14.9875\n",
"[58]\tvalid_0's poisson: -103.164\tvalid_0's l1: 14.9705\n",
"[59]\tvalid_0's poisson: -103.159\tvalid_0's l1: 14.9562\n",
"[60]\tvalid_0's poisson: -103.156\tvalid_0's l1: 14.9166\n",
"[61]\tvalid_0's poisson: -103.17\tvalid_0's l1: 14.9106\n",
"[62]\tvalid_0's poisson: -103.191\tvalid_0's l1: 14.9016\n",
"[63]\tvalid_0's poisson: -103.251\tvalid_0's l1: 14.8856\n",
"[64]\tvalid_0's poisson: -103.163\tvalid_0's l1: 14.8502\n",
"[65]\tvalid_0's poisson: -103.508\tvalid_0's l1: 14.6694\n",
"[66]\tvalid_0's poisson: -103.579\tvalid_0's l1: 14.665\n",
"[67]\tvalid_0's poisson: -103.541\tvalid_0's l1: 14.6401\n",
"[68]\tvalid_0's poisson: -103.469\tvalid_0's l1: 14.6359\n",
"[69]\tvalid_0's poisson: -103.519\tvalid_0's l1: 14.6323\n",
"[70]\tvalid_0's poisson: -103.564\tvalid_0's l1: 14.6219\n",
"[71]\tvalid_0's poisson: -103.562\tvalid_0's l1: 14.6211\n",
"[72]\tvalid_0's poisson: -103.441\tvalid_0's l1: 14.6056\n",
"[73]\tvalid_0's poisson: -103.492\tvalid_0's l1: 14.6\n",
"[74]\tvalid_0's poisson: -103.573\tvalid_0's l1: 14.5836\n",
"[75]\tvalid_0's poisson: -103.571\tvalid_0's l1: 14.5832\n",
"[76]\tvalid_0's poisson: -103.528\tvalid_0's l1: 14.5815\n",
"[77]\tvalid_0's poisson: -103.51\tvalid_0's l1: 14.5791\n",
"[78]\tvalid_0's poisson: -103.524\tvalid_0's l1: 14.561\n",
"[79]\tvalid_0's poisson: -103.546\tvalid_0's l1: 14.5586\n",
"[80]\tvalid_0's poisson: -103.55\tvalid_0's l1: 14.5502\n",
"[81]\tvalid_0's poisson: -103.59\tvalid_0's l1: 14.4597\n",
"[82]\tvalid_0's poisson: -103.651\tvalid_0's l1: 14.4435\n",
"[83]\tvalid_0's poisson: -103.663\tvalid_0's l1: 14.4213\n",
"[84]\tvalid_0's poisson: -103.573\tvalid_0's l1: 14.4199\n",
"[85]\tvalid_0's poisson: -103.551\tvalid_0's l1: 14.3947\n",
"[86]\tvalid_0's poisson: -103.601\tvalid_0's l1: 14.3853\n",
"[87]\tvalid_0's poisson: -103.782\tvalid_0's l1: 14.3486\n",
"[88]\tvalid_0's poisson: -103.695\tvalid_0's l1: 14.3403\n",
"[89]\tvalid_0's poisson: -103.738\tvalid_0's l1: 14.2689\n",
"[90]\tvalid_0's poisson: -103.813\tvalid_0's l1: 14.2659\n",
"[91]\tvalid_0's poisson: -103.877\tvalid_0's l1: 14.2489\n",
"[92]\tvalid_0's poisson: -103.769\tvalid_0's l1: 14.2463\n",
"[93]\tvalid_0's poisson: -103.774\tvalid_0's l1: 14.2488\n",
"[94]\tvalid_0's poisson: -103.837\tvalid_0's l1: 14.2465\n",
"[95]\tvalid_0's poisson: -103.927\tvalid_0's l1: 14.2257\n",
"[96]\tvalid_0's poisson: -103.965\tvalid_0's l1: 14.2144\n",
"[97]\tvalid_0's poisson: -103.99\tvalid_0's l1: 14.2082\n",
"[98]\tvalid_0's poisson: -103.991\tvalid_0's l1: 14.1991\n",
"[99]\tvalid_0's poisson: -103.992\tvalid_0's l1: 14.1933\n",
"[100]\tvalid_0's poisson: -103.91\tvalid_0's l1: 14.1874\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.6033\tvalid_0's l1: 25.415\n",
"[2]\tvalid_0's poisson: -94.4619\tvalid_0's l1: 22.745\n",
"[3]\tvalid_0's poisson: -97.2852\tvalid_0's l1: 20.858\n",
"[4]\tvalid_0's poisson: -98.7963\tvalid_0's l1: 19.8445\n",
"[5]\tvalid_0's poisson: -101.61\tvalid_0's l1: 18.453\n",
"[6]\tvalid_0's poisson: -103.373\tvalid_0's l1: 17.0693\n",
"[7]\tvalid_0's poisson: -104.532\tvalid_0's l1: 16.1207\n",
"[8]\tvalid_0's poisson: -104.799\tvalid_0's l1: 15.8491\n",
"[9]\tvalid_0's poisson: -105.249\tvalid_0's l1: 15.4014\n",
"[10]\tvalid_0's poisson: -105.712\tvalid_0's l1: 14.879\n",
"[11]\tvalid_0's poisson: -106.257\tvalid_0's l1: 14.3224\n",
"[12]\tvalid_0's poisson: -106.297\tvalid_0's l1: 14.1304\n",
"[13]\tvalid_0's poisson: -106.379\tvalid_0's l1: 13.9099\n",
"[14]\tvalid_0's poisson: -106.38\tvalid_0's l1: 13.7485\n",
"[15]\tvalid_0's poisson: -106.166\tvalid_0's l1: 13.6435\n",
"[16]\tvalid_0's poisson: -106.107\tvalid_0's l1: 13.5869\n",
"[17]\tvalid_0's poisson: -106.14\tvalid_0's l1: 13.4966\n",
"[18]\tvalid_0's poisson: -106.493\tvalid_0's l1: 13.2781\n",
"[19]\tvalid_0's poisson: -106.549\tvalid_0's l1: 13.1854\n",
"[20]\tvalid_0's poisson: -106.515\tvalid_0's l1: 13.1497\n",
"[21]\tvalid_0's poisson: -106.472\tvalid_0's l1: 13.1158\n",
"[22]\tvalid_0's poisson: -106.382\tvalid_0's l1: 13.0861\n",
"[23]\tvalid_0's poisson: -106.41\tvalid_0's l1: 13.0793\n",
"[24]\tvalid_0's poisson: -106.365\tvalid_0's l1: 13.027\n",
"[25]\tvalid_0's poisson: -106.481\tvalid_0's l1: 12.9688\n",
"[26]\tvalid_0's poisson: -106.397\tvalid_0's l1: 12.9375\n",
"[27]\tvalid_0's poisson: -106.402\tvalid_0's l1: 12.8451\n",
"[28]\tvalid_0's poisson: -106.431\tvalid_0's l1: 12.8259\n",
"[29]\tvalid_0's poisson: -106.604\tvalid_0's l1: 12.7419\n",
"[30]\tvalid_0's poisson: -106.612\tvalid_0's l1: 12.7217\n",
"[31]\tvalid_0's poisson: -106.713\tvalid_0's l1: 12.6937\n",
"[32]\tvalid_0's poisson: -106.711\tvalid_0's l1: 12.6891\n",
"[33]\tvalid_0's poisson: -106.741\tvalid_0's l1: 12.6754\n",
"[34]\tvalid_0's poisson: -106.754\tvalid_0's l1: 12.6587\n",
"[35]\tvalid_0's poisson: -106.71\tvalid_0's l1: 12.6515\n",
"[36]\tvalid_0's poisson: -106.734\tvalid_0's l1: 12.5785\n",
"[37]\tvalid_0's poisson: -106.743\tvalid_0's l1: 12.536\n",
"[38]\tvalid_0's poisson: -106.576\tvalid_0's l1: 12.5143\n",
"[39]\tvalid_0's poisson: -106.575\tvalid_0's l1: 12.51\n",
"[40]\tvalid_0's poisson: -106.533\tvalid_0's l1: 12.5074\n",
"[41]\tvalid_0's poisson: -106.538\tvalid_0's l1: 12.5024\n",
"[42]\tvalid_0's poisson: -106.545\tvalid_0's l1: 12.4883\n",
"[43]\tvalid_0's poisson: -106.588\tvalid_0's l1: 12.4754\n",
"[44]\tvalid_0's poisson: -106.577\tvalid_0's l1: 12.4476\n",
"[45]\tvalid_0's poisson: -106.584\tvalid_0's l1: 12.4434\n",
"[46]\tvalid_0's poisson: -106.473\tvalid_0's l1: 12.4329\n",
"[47]\tvalid_0's poisson: -106.508\tvalid_0's l1: 12.4245\n",
"[48]\tvalid_0's poisson: -106.46\tvalid_0's l1: 12.4111\n",
"[49]\tvalid_0's poisson: -106.539\tvalid_0's l1: 12.3822\n",
"[50]\tvalid_0's poisson: -106.35\tvalid_0's l1: 12.3605\n",
"[51]\tvalid_0's poisson: -106.452\tvalid_0's l1: 12.343\n",
"[52]\tvalid_0's poisson: -106.548\tvalid_0's l1: 12.3231\n",
"[53]\tvalid_0's poisson: -106.59\tvalid_0's l1: 12.2847\n",
"[54]\tvalid_0's poisson: -106.631\tvalid_0's l1: 12.2362\n",
"[55]\tvalid_0's poisson: -106.594\tvalid_0's l1: 12.2202\n",
"[56]\tvalid_0's poisson: -106.638\tvalid_0's l1: 12.2057\n",
"[57]\tvalid_0's poisson: -106.634\tvalid_0's l1: 12.1935\n",
"[58]\tvalid_0's poisson: -106.654\tvalid_0's l1: 12.1836\n",
"[59]\tvalid_0's poisson: -106.626\tvalid_0's l1: 12.1724\n",
"[60]\tvalid_0's poisson: -106.672\tvalid_0's l1: 12.1558\n",
"[61]\tvalid_0's poisson: -106.657\tvalid_0's l1: 12.1485\n",
"[62]\tvalid_0's poisson: -106.65\tvalid_0's l1: 12.1334\n",
"[63]\tvalid_0's poisson: -106.668\tvalid_0's l1: 12.1101\n",
"[64]\tvalid_0's poisson: -106.728\tvalid_0's l1: 12.107\n",
"[65]\tvalid_0's poisson: -106.707\tvalid_0's l1: 12.1057\n",
"[66]\tvalid_0's poisson: -106.73\tvalid_0's l1: 12.0965\n",
"[67]\tvalid_0's poisson: -106.772\tvalid_0's l1: 12.0873\n",
"[68]\tvalid_0's poisson: -106.766\tvalid_0's l1: 12.0814\n",
"[69]\tvalid_0's poisson: -106.737\tvalid_0's l1: 12.0736\n",
"[70]\tvalid_0's poisson: -106.746\tvalid_0's l1: 12.0686\n",
"[71]\tvalid_0's poisson: -106.742\tvalid_0's l1: 12.0644\n",
"[72]\tvalid_0's poisson: -106.748\tvalid_0's l1: 12.0583\n",
"[73]\tvalid_0's poisson: -106.735\tvalid_0's l1: 12.0425\n",
"[74]\tvalid_0's poisson: -106.725\tvalid_0's l1: 12.0377\n",
"[75]\tvalid_0's poisson: -106.723\tvalid_0's l1: 12.0398\n",
"[76]\tvalid_0's poisson: -106.712\tvalid_0's l1: 12.0315\n",
"[77]\tvalid_0's poisson: -106.714\tvalid_0's l1: 12.0267\n",
"[78]\tvalid_0's poisson: -106.713\tvalid_0's l1: 12.0235\n",
"[79]\tvalid_0's poisson: -106.731\tvalid_0's l1: 12.0202\n",
"[80]\tvalid_0's poisson: -106.708\tvalid_0's l1: 12.0191\n",
"[81]\tvalid_0's poisson: -106.672\tvalid_0's l1: 12.0165\n",
"[82]\tvalid_0's poisson: -106.707\tvalid_0's l1: 12.0153\n",
"[83]\tvalid_0's poisson: -106.708\tvalid_0's l1: 12.0129\n",
"[84]\tvalid_0's poisson: -106.684\tvalid_0's l1: 12.0092\n",
"[85]\tvalid_0's poisson: -106.713\tvalid_0's l1: 11.9048\n",
"[86]\tvalid_0's poisson: -106.691\tvalid_0's l1: 11.8996\n",
"[87]\tvalid_0's poisson: -106.707\tvalid_0's l1: 11.8944\n",
"[88]\tvalid_0's poisson: -106.711\tvalid_0's l1: 11.8901\n",
"[89]\tvalid_0's poisson: -106.708\tvalid_0's l1: 11.8901\n",
"[90]\tvalid_0's poisson: -106.706\tvalid_0's l1: 11.8927\n",
"[91]\tvalid_0's poisson: -106.696\tvalid_0's l1: 11.8828\n",
"[92]\tvalid_0's poisson: -106.689\tvalid_0's l1: 11.8709\n",
"[93]\tvalid_0's poisson: -106.685\tvalid_0's l1: 11.8618\n",
"[94]\tvalid_0's poisson: -106.703\tvalid_0's l1: 11.8584\n",
"[95]\tvalid_0's poisson: -106.707\tvalid_0's l1: 11.8532\n",
"[96]\tvalid_0's poisson: -106.707\tvalid_0's l1: 11.8508\n",
"[97]\tvalid_0's poisson: -106.734\tvalid_0's l1: 11.8455\n",
"[98]\tvalid_0's poisson: -106.726\tvalid_0's l1: 11.8467\n",
"[99]\tvalid_0's poisson: -106.753\tvalid_0's l1: 11.8405\n",
"[100]\tvalid_0's poisson: -106.755\tvalid_0's l1: 11.839\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.7433\tvalid_0's l1: 25.3795\n",
"[2]\tvalid_0's poisson: -94.6011\tvalid_0's l1: 22.6615\n",
"[3]\tvalid_0's poisson: -97.3582\tvalid_0's l1: 20.798\n",
"[4]\tvalid_0's poisson: -99.0701\tvalid_0's l1: 19.7129\n",
"[5]\tvalid_0's poisson: -101.632\tvalid_0's l1: 18.0801\n",
"[6]\tvalid_0's poisson: -102.33\tvalid_0's l1: 17.5096\n",
"[7]\tvalid_0's poisson: -103.628\tvalid_0's l1: 16.609\n",
"[8]\tvalid_0's poisson: -104.186\tvalid_0's l1: 16.2755\n",
"[9]\tvalid_0's poisson: -105.235\tvalid_0's l1: 15.4862\n",
"[10]\tvalid_0's poisson: -105.477\tvalid_0's l1: 15.2087\n",
"[11]\tvalid_0's poisson: -105.718\tvalid_0's l1: 14.9676\n",
"[12]\tvalid_0's poisson: -105.577\tvalid_0's l1: 14.8455\n",
"[13]\tvalid_0's poisson: -105.771\tvalid_0's l1: 14.5863\n",
"[14]\tvalid_0's poisson: -105.944\tvalid_0's l1: 14.3806\n",
"[15]\tvalid_0's poisson: -106.148\tvalid_0's l1: 14.0822\n",
"[16]\tvalid_0's poisson: -106.11\tvalid_0's l1: 13.9625\n",
"[17]\tvalid_0's poisson: -106.006\tvalid_0's l1: 13.8819\n",
"[18]\tvalid_0's poisson: -106.116\tvalid_0's l1: 13.7805\n",
"[19]\tvalid_0's poisson: -106.144\tvalid_0's l1: 13.7323\n",
"[20]\tvalid_0's poisson: -106.307\tvalid_0's l1: 13.5486\n",
"[21]\tvalid_0's poisson: -106.3\tvalid_0's l1: 13.5005\n",
"[22]\tvalid_0's poisson: -106.236\tvalid_0's l1: 13.4714\n",
"[23]\tvalid_0's poisson: -106.193\tvalid_0's l1: 13.4345\n",
"[24]\tvalid_0's poisson: -106.222\tvalid_0's l1: 13.3706\n",
"[25]\tvalid_0's poisson: -106.235\tvalid_0's l1: 13.3418\n",
"[26]\tvalid_0's poisson: -106.247\tvalid_0's l1: 13.3019\n",
"[27]\tvalid_0's poisson: -106.243\tvalid_0's l1: 13.2774\n",
"[28]\tvalid_0's poisson: -106.273\tvalid_0's l1: 13.2689\n",
"[29]\tvalid_0's poisson: -106.171\tvalid_0's l1: 13.2581\n",
"[30]\tvalid_0's poisson: -106.247\tvalid_0's l1: 13.2345\n",
"[31]\tvalid_0's poisson: -106.249\tvalid_0's l1: 13.2329\n",
"[32]\tvalid_0's poisson: -106.209\tvalid_0's l1: 13.2078\n",
"[33]\tvalid_0's poisson: -106.297\tvalid_0's l1: 13.1723\n",
"[34]\tvalid_0's poisson: -106.572\tvalid_0's l1: 12.9419\n",
"[35]\tvalid_0's poisson: -106.639\tvalid_0's l1: 12.9234\n",
"[36]\tvalid_0's poisson: -106.65\tvalid_0's l1: 12.9003\n",
"[37]\tvalid_0's poisson: -106.635\tvalid_0's l1: 12.8826\n",
"[38]\tvalid_0's poisson: -106.577\tvalid_0's l1: 12.846\n",
"[39]\tvalid_0's poisson: -106.515\tvalid_0's l1: 12.8312\n",
"[40]\tvalid_0's poisson: -106.565\tvalid_0's l1: 12.7851\n",
"[41]\tvalid_0's poisson: -106.568\tvalid_0's l1: 12.7728\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[42]\tvalid_0's poisson: -106.581\tvalid_0's l1: 12.7558\n",
"[43]\tvalid_0's poisson: -106.602\tvalid_0's l1: 12.7492\n",
"[44]\tvalid_0's poisson: -106.653\tvalid_0's l1: 12.5304\n",
"[45]\tvalid_0's poisson: -106.666\tvalid_0's l1: 12.5026\n",
"[46]\tvalid_0's poisson: -106.671\tvalid_0's l1: 12.4557\n",
"[47]\tvalid_0's poisson: -106.671\tvalid_0's l1: 12.4371\n",
"[48]\tvalid_0's poisson: -106.676\tvalid_0's l1: 12.4313\n",
"[49]\tvalid_0's poisson: -106.732\tvalid_0's l1: 12.4256\n",
"[50]\tvalid_0's poisson: -106.7\tvalid_0's l1: 12.4176\n",
"[51]\tvalid_0's poisson: -106.635\tvalid_0's l1: 12.3896\n",
"[52]\tvalid_0's poisson: -106.65\tvalid_0's l1: 12.3771\n",
"[53]\tvalid_0's poisson: -106.618\tvalid_0's l1: 12.3674\n",
"[54]\tvalid_0's poisson: -106.64\tvalid_0's l1: 12.3583\n",
"[55]\tvalid_0's poisson: -106.652\tvalid_0's l1: 12.2434\n",
"[56]\tvalid_0's poisson: -106.676\tvalid_0's l1: 12.2304\n",
"[57]\tvalid_0's poisson: -106.711\tvalid_0's l1: 12.1959\n",
"[58]\tvalid_0's poisson: -106.75\tvalid_0's l1: 12.1696\n",
"[59]\tvalid_0's poisson: -106.752\tvalid_0's l1: 12.1591\n",
"[60]\tvalid_0's poisson: -106.748\tvalid_0's l1: 12.1524\n",
"[61]\tvalid_0's poisson: -106.808\tvalid_0's l1: 12.1425\n",
"[62]\tvalid_0's poisson: -106.774\tvalid_0's l1: 12.1108\n",
"[63]\tvalid_0's poisson: -106.764\tvalid_0's l1: 12.1052\n",
"[64]\tvalid_0's poisson: -106.769\tvalid_0's l1: 12.1018\n",
"[65]\tvalid_0's poisson: -106.75\tvalid_0's l1: 12.1013\n",
"[66]\tvalid_0's poisson: -106.83\tvalid_0's l1: 12.0956\n",
"[67]\tvalid_0's poisson: -106.806\tvalid_0's l1: 12.0904\n",
"[68]\tvalid_0's poisson: -106.805\tvalid_0's l1: 12.0857\n",
"[69]\tvalid_0's poisson: -106.733\tvalid_0's l1: 12.059\n",
"[70]\tvalid_0's poisson: -106.801\tvalid_0's l1: 12.0526\n",
"[71]\tvalid_0's poisson: -106.806\tvalid_0's l1: 12.0523\n",
"[72]\tvalid_0's poisson: -106.697\tvalid_0's l1: 12.0446\n",
"[73]\tvalid_0's poisson: -106.729\tvalid_0's l1: 12.0438\n",
"[74]\tvalid_0's poisson: -106.716\tvalid_0's l1: 12.0272\n",
"[75]\tvalid_0's poisson: -106.751\tvalid_0's l1: 12.0183\n",
"[76]\tvalid_0's poisson: -106.782\tvalid_0's l1: 11.9866\n",
"[77]\tvalid_0's poisson: -106.783\tvalid_0's l1: 11.986\n",
"[78]\tvalid_0's poisson: -106.797\tvalid_0's l1: 11.9801\n",
"[79]\tvalid_0's poisson: -106.728\tvalid_0's l1: 11.9402\n",
"[80]\tvalid_0's poisson: -106.732\tvalid_0's l1: 11.9413\n",
"[81]\tvalid_0's poisson: -106.737\tvalid_0's l1: 11.9278\n",
"[82]\tvalid_0's poisson: -106.759\tvalid_0's l1: 11.9197\n",
"[83]\tvalid_0's poisson: -106.797\tvalid_0's l1: 11.9021\n",
"[84]\tvalid_0's poisson: -106.79\tvalid_0's l1: 11.9025\n",
"[85]\tvalid_0's poisson: -106.81\tvalid_0's l1: 11.8968\n",
"[86]\tvalid_0's poisson: -106.819\tvalid_0's l1: 11.8938\n",
"[87]\tvalid_0's poisson: -106.841\tvalid_0's l1: 11.8949\n",
"[88]\tvalid_0's poisson: -106.858\tvalid_0's l1: 11.8905\n",
"[89]\tvalid_0's poisson: -106.877\tvalid_0's l1: 11.8707\n",
"[90]\tvalid_0's poisson: -106.844\tvalid_0's l1: 11.872\n",
"[91]\tvalid_0's poisson: -106.905\tvalid_0's l1: 11.8685\n",
"[92]\tvalid_0's poisson: -106.901\tvalid_0's l1: 11.8554\n",
"[93]\tvalid_0's poisson: -106.903\tvalid_0's l1: 11.8528\n",
"[94]\tvalid_0's poisson: -106.886\tvalid_0's l1: 11.842\n",
"[95]\tvalid_0's poisson: -106.817\tvalid_0's l1: 11.835\n",
"[96]\tvalid_0's poisson: -106.788\tvalid_0's l1: 11.8176\n",
"[97]\tvalid_0's poisson: -106.753\tvalid_0's l1: 11.8034\n",
"[98]\tvalid_0's poisson: -106.753\tvalid_0's l1: 11.8061\n",
"[99]\tvalid_0's poisson: -106.81\tvalid_0's l1: 11.7971\n",
"[100]\tvalid_0's poisson: -106.821\tvalid_0's l1: 11.7884\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.7869\tvalid_0's l1: 25.3441\n",
"[2]\tvalid_0's poisson: -94.6571\tvalid_0's l1: 22.6315\n",
"[3]\tvalid_0's poisson: -97.5721\tvalid_0's l1: 20.6684\n",
"[4]\tvalid_0's poisson: -101.017\tvalid_0's l1: 18.9162\n",
"[5]\tvalid_0's poisson: -102.674\tvalid_0's l1: 17.6894\n",
"[6]\tvalid_0's poisson: -103.549\tvalid_0's l1: 16.9294\n",
"[7]\tvalid_0's poisson: -104.037\tvalid_0's l1: 16.3674\n",
"[8]\tvalid_0's poisson: -104.273\tvalid_0's l1: 16.132\n",
"[9]\tvalid_0's poisson: -105.404\tvalid_0's l1: 15.2766\n",
"[10]\tvalid_0's poisson: -105.902\tvalid_0's l1: 14.6694\n",
"[11]\tvalid_0's poisson: -106.105\tvalid_0's l1: 14.4263\n",
"[12]\tvalid_0's poisson: -106.17\tvalid_0's l1: 14.3373\n",
"[13]\tvalid_0's poisson: -106.275\tvalid_0's l1: 14.1772\n",
"[14]\tvalid_0's poisson: -106.316\tvalid_0's l1: 14.0926\n",
"[15]\tvalid_0's poisson: -106.351\tvalid_0's l1: 13.9289\n",
"[16]\tvalid_0's poisson: -106.138\tvalid_0's l1: 13.8245\n",
"[17]\tvalid_0's poisson: -106.145\tvalid_0's l1: 13.7685\n",
"[18]\tvalid_0's poisson: -106.233\tvalid_0's l1: 13.6609\n",
"[19]\tvalid_0's poisson: -106.172\tvalid_0's l1: 13.6011\n",
"[20]\tvalid_0's poisson: -106.131\tvalid_0's l1: 13.5235\n",
"[21]\tvalid_0's poisson: -106.128\tvalid_0's l1: 13.4442\n",
"[22]\tvalid_0's poisson: -106.184\tvalid_0's l1: 13.3578\n",
"[23]\tvalid_0's poisson: -106.238\tvalid_0's l1: 13.3122\n",
"[24]\tvalid_0's poisson: -106.266\tvalid_0's l1: 13.2582\n",
"[25]\tvalid_0's poisson: -106.254\tvalid_0's l1: 13.2392\n",
"[26]\tvalid_0's poisson: -106.374\tvalid_0's l1: 13.1897\n",
"[27]\tvalid_0's poisson: -106.348\tvalid_0's l1: 13.1744\n",
"[28]\tvalid_0's poisson: -106.353\tvalid_0's l1: 13.1681\n",
"[29]\tvalid_0's poisson: -106.313\tvalid_0's l1: 13.1424\n",
"[30]\tvalid_0's poisson: -106.244\tvalid_0's l1: 13.1298\n",
"[31]\tvalid_0's poisson: -106.274\tvalid_0's l1: 13.1033\n",
"[32]\tvalid_0's poisson: -106.294\tvalid_0's l1: 13.0875\n",
"[33]\tvalid_0's poisson: -106.352\tvalid_0's l1: 13.0574\n",
"[34]\tvalid_0's poisson: -106.381\tvalid_0's l1: 13.0182\n",
"[35]\tvalid_0's poisson: -106.349\tvalid_0's l1: 12.9874\n",
"[36]\tvalid_0's poisson: -106.434\tvalid_0's l1: 12.8666\n",
"[37]\tvalid_0's poisson: -106.392\tvalid_0's l1: 12.8524\n",
"[38]\tvalid_0's poisson: -106.462\tvalid_0's l1: 12.7985\n",
"[39]\tvalid_0's poisson: -106.464\tvalid_0's l1: 12.7653\n",
"[40]\tvalid_0's poisson: -106.417\tvalid_0's l1: 12.7527\n",
"[41]\tvalid_0's poisson: -106.473\tvalid_0's l1: 12.7509\n",
"[42]\tvalid_0's poisson: -106.443\tvalid_0's l1: 12.7353\n",
"[43]\tvalid_0's poisson: -106.463\tvalid_0's l1: 12.7242\n",
"[44]\tvalid_0's poisson: -106.463\tvalid_0's l1: 12.7122\n",
"[45]\tvalid_0's poisson: -106.532\tvalid_0's l1: 12.702\n",
"[46]\tvalid_0's poisson: -106.513\tvalid_0's l1: 12.6992\n",
"[47]\tvalid_0's poisson: -106.602\tvalid_0's l1: 12.4858\n",
"[48]\tvalid_0's poisson: -106.634\tvalid_0's l1: 12.458\n",
"[49]\tvalid_0's poisson: -106.488\tvalid_0's l1: 12.4512\n",
"[50]\tvalid_0's poisson: -106.557\tvalid_0's l1: 12.446\n",
"[51]\tvalid_0's poisson: -106.64\tvalid_0's l1: 12.4192\n",
"[52]\tvalid_0's poisson: -106.613\tvalid_0's l1: 12.3924\n",
"[53]\tvalid_0's poisson: -106.626\tvalid_0's l1: 12.3472\n",
"[54]\tvalid_0's poisson: -106.6\tvalid_0's l1: 12.3437\n",
"[55]\tvalid_0's poisson: -106.688\tvalid_0's l1: 12.3337\n",
"[56]\tvalid_0's poisson: -106.669\tvalid_0's l1: 12.3314\n",
"[57]\tvalid_0's poisson: -106.672\tvalid_0's l1: 12.3225\n",
"[58]\tvalid_0's poisson: -106.67\tvalid_0's l1: 12.3173\n",
"[59]\tvalid_0's poisson: -106.695\tvalid_0's l1: 12.28\n",
"[60]\tvalid_0's poisson: -106.751\tvalid_0's l1: 12.1622\n",
"[61]\tvalid_0's poisson: -106.811\tvalid_0's l1: 12.104\n",
"[62]\tvalid_0's poisson: -106.835\tvalid_0's l1: 12.0925\n",
"[63]\tvalid_0's poisson: -106.855\tvalid_0's l1: 12.0666\n",
"[64]\tvalid_0's poisson: -106.903\tvalid_0's l1: 12.0622\n",
"[65]\tvalid_0's poisson: -106.908\tvalid_0's l1: 12.0606\n",
"[66]\tvalid_0's poisson: -106.851\tvalid_0's l1: 12.0423\n",
"[67]\tvalid_0's poisson: -106.871\tvalid_0's l1: 12.0258\n",
"[68]\tvalid_0's poisson: -106.835\tvalid_0's l1: 12.0261\n",
"[69]\tvalid_0's poisson: -106.84\tvalid_0's l1: 12.0024\n",
"[70]\tvalid_0's poisson: -106.877\tvalid_0's l1: 11.9837\n",
"[71]\tvalid_0's poisson: -106.855\tvalid_0's l1: 11.9757\n",
"[72]\tvalid_0's poisson: -106.9\tvalid_0's l1: 11.9808\n",
"[73]\tvalid_0's poisson: -106.885\tvalid_0's l1: 11.9788\n",
"[74]\tvalid_0's poisson: -106.779\tvalid_0's l1: 11.9477\n",
"[75]\tvalid_0's poisson: -106.818\tvalid_0's l1: 11.9463\n",
"[76]\tvalid_0's poisson: -106.744\tvalid_0's l1: 11.9439\n",
"[77]\tvalid_0's poisson: -106.735\tvalid_0's l1: 11.9432\n",
"[78]\tvalid_0's poisson: -106.783\tvalid_0's l1: 11.937\n",
"[79]\tvalid_0's poisson: -106.755\tvalid_0's l1: 11.9327\n",
"[80]\tvalid_0's poisson: -106.83\tvalid_0's l1: 11.9295\n",
"[81]\tvalid_0's poisson: -106.843\tvalid_0's l1: 11.9264\n",
"[82]\tvalid_0's poisson: -106.935\tvalid_0's l1: 11.9232\n",
"[83]\tvalid_0's poisson: -106.873\tvalid_0's l1: 11.9274\n",
"[84]\tvalid_0's poisson: -106.842\tvalid_0's l1: 11.9192\n",
"[85]\tvalid_0's poisson: -106.859\tvalid_0's l1: 11.9063\n",
"[86]\tvalid_0's poisson: -106.854\tvalid_0's l1: 11.9013\n",
"[87]\tvalid_0's poisson: -106.828\tvalid_0's l1: 11.8999\n",
"[88]\tvalid_0's poisson: -106.831\tvalid_0's l1: 11.8888\n",
"[89]\tvalid_0's poisson: -106.841\tvalid_0's l1: 11.8841\n",
"[90]\tvalid_0's poisson: -106.852\tvalid_0's l1: 11.8819\n",
"[91]\tvalid_0's poisson: -106.864\tvalid_0's l1: 11.8687\n",
"[92]\tvalid_0's poisson: -106.859\tvalid_0's l1: 11.8641\n",
"[93]\tvalid_0's poisson: -106.87\tvalid_0's l1: 11.8635\n",
"[94]\tvalid_0's poisson: -106.904\tvalid_0's l1: 11.8589\n",
"[95]\tvalid_0's poisson: -106.891\tvalid_0's l1: 11.8572\n",
"[96]\tvalid_0's poisson: -106.891\tvalid_0's l1: 11.8242\n",
"[97]\tvalid_0's poisson: -106.871\tvalid_0's l1: 11.8002\n",
"[98]\tvalid_0's poisson: -106.953\tvalid_0's l1: 11.7354\n",
"[99]\tvalid_0's poisson: -106.985\tvalid_0's l1: 11.7106\n",
"[100]\tvalid_0's poisson: -106.976\tvalid_0's l1: 11.7052\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.6142\tvalid_0's l1: 25.4176\n",
"[2]\tvalid_0's poisson: -94.5173\tvalid_0's l1: 22.7093\n",
"[3]\tvalid_0's poisson: -97.279\tvalid_0's l1: 20.8449\n",
"[4]\tvalid_0's poisson: -98.5919\tvalid_0's l1: 19.9465\n",
"[5]\tvalid_0's poisson: -101.688\tvalid_0's l1: 18.1106\n",
"[6]\tvalid_0's poisson: -103.503\tvalid_0's l1: 17.0008\n",
"[7]\tvalid_0's poisson: -104.187\tvalid_0's l1: 16.3747\n",
"[8]\tvalid_0's poisson: -104.734\tvalid_0's l1: 15.9391\n",
"[9]\tvalid_0's poisson: -105.193\tvalid_0's l1: 15.4767\n",
"[10]\tvalid_0's poisson: -105.458\tvalid_0's l1: 15.185\n",
"[11]\tvalid_0's poisson: -105.543\tvalid_0's l1: 15.0609\n",
"[12]\tvalid_0's poisson: -105.737\tvalid_0's l1: 14.6057\n",
"[13]\tvalid_0's poisson: -105.923\tvalid_0's l1: 14.4064\n",
"[14]\tvalid_0's poisson: -106.059\tvalid_0's l1: 14.0444\n",
"[15]\tvalid_0's poisson: -106.199\tvalid_0's l1: 13.7995\n",
"[16]\tvalid_0's poisson: -106.146\tvalid_0's l1: 13.7079\n",
"[17]\tvalid_0's poisson: -106.176\tvalid_0's l1: 13.6626\n",
"[18]\tvalid_0's poisson: -106.264\tvalid_0's l1: 13.5911\n",
"[19]\tvalid_0's poisson: -106.478\tvalid_0's l1: 13.372\n",
"[20]\tvalid_0's poisson: -106.422\tvalid_0's l1: 13.3411\n",
"[21]\tvalid_0's poisson: -106.373\tvalid_0's l1: 13.2903\n",
"[22]\tvalid_0's poisson: -106.417\tvalid_0's l1: 13.2573\n",
"[23]\tvalid_0's poisson: -106.499\tvalid_0's l1: 13.161\n",
"[24]\tvalid_0's poisson: -106.44\tvalid_0's l1: 13.1077\n",
"[25]\tvalid_0's poisson: -106.335\tvalid_0's l1: 13.0877\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -106.321\tvalid_0's l1: 13.0635\n",
"[27]\tvalid_0's poisson: -106.391\tvalid_0's l1: 13.0425\n",
"[28]\tvalid_0's poisson: -106.522\tvalid_0's l1: 12.995\n",
"[29]\tvalid_0's poisson: -106.506\tvalid_0's l1: 12.9764\n",
"[30]\tvalid_0's poisson: -106.596\tvalid_0's l1: 12.9156\n",
"[31]\tvalid_0's poisson: -106.638\tvalid_0's l1: 12.8965\n",
"[32]\tvalid_0's poisson: -106.632\tvalid_0's l1: 12.8714\n",
"[33]\tvalid_0's poisson: -106.575\tvalid_0's l1: 12.8538\n",
"[34]\tvalid_0's poisson: -106.607\tvalid_0's l1: 12.8453\n",
"[35]\tvalid_0's poisson: -106.57\tvalid_0's l1: 12.835\n",
"[36]\tvalid_0's poisson: -106.564\tvalid_0's l1: 12.8217\n",
"[37]\tvalid_0's poisson: -106.659\tvalid_0's l1: 12.7654\n",
"[38]\tvalid_0's poisson: -106.633\tvalid_0's l1: 12.7439\n",
"[39]\tvalid_0's poisson: -106.68\tvalid_0's l1: 12.671\n",
"[40]\tvalid_0's poisson: -106.72\tvalid_0's l1: 12.6377\n",
"[41]\tvalid_0's poisson: -106.685\tvalid_0's l1: 12.6209\n",
"[42]\tvalid_0's poisson: -106.683\tvalid_0's l1: 12.5837\n",
"[43]\tvalid_0's poisson: -106.725\tvalid_0's l1: 12.5438\n",
"[44]\tvalid_0's poisson: -106.641\tvalid_0's l1: 12.526\n",
"[45]\tvalid_0's poisson: -106.585\tvalid_0's l1: 12.5179\n",
"[46]\tvalid_0's poisson: -106.523\tvalid_0's l1: 12.5116\n",
"[47]\tvalid_0's poisson: -106.53\tvalid_0's l1: 12.5091\n",
"[48]\tvalid_0's poisson: -106.625\tvalid_0's l1: 12.4905\n",
"[49]\tvalid_0's poisson: -106.619\tvalid_0's l1: 12.4794\n",
"[50]\tvalid_0's poisson: -106.626\tvalid_0's l1: 12.4659\n",
"[51]\tvalid_0's poisson: -106.689\tvalid_0's l1: 12.4326\n",
"[52]\tvalid_0's poisson: -106.767\tvalid_0's l1: 12.3466\n",
"[53]\tvalid_0's poisson: -106.774\tvalid_0's l1: 12.3283\n",
"[54]\tvalid_0's poisson: -106.782\tvalid_0's l1: 12.3153\n",
"[55]\tvalid_0's poisson: -106.768\tvalid_0's l1: 12.3125\n",
"[56]\tvalid_0's poisson: -106.772\tvalid_0's l1: 12.2966\n",
"[57]\tvalid_0's poisson: -106.787\tvalid_0's l1: 12.2929\n",
"[58]\tvalid_0's poisson: -106.788\tvalid_0's l1: 12.2822\n",
"[59]\tvalid_0's poisson: -106.79\tvalid_0's l1: 12.2704\n",
"[60]\tvalid_0's poisson: -106.801\tvalid_0's l1: 12.2617\n",
"[61]\tvalid_0's poisson: -106.83\tvalid_0's l1: 12.2606\n",
"[62]\tvalid_0's poisson: -106.704\tvalid_0's l1: 12.2593\n",
"[63]\tvalid_0's poisson: -106.66\tvalid_0's l1: 12.2507\n",
"[64]\tvalid_0's poisson: -106.799\tvalid_0's l1: 12.2395\n",
"[65]\tvalid_0's poisson: -106.767\tvalid_0's l1: 12.2368\n",
"[66]\tvalid_0's poisson: -106.792\tvalid_0's l1: 12.2354\n",
"[67]\tvalid_0's poisson: -106.749\tvalid_0's l1: 12.2162\n",
"[68]\tvalid_0's poisson: -106.706\tvalid_0's l1: 12.2077\n",
"[69]\tvalid_0's poisson: -106.745\tvalid_0's l1: 12.1764\n",
"[70]\tvalid_0's poisson: -106.707\tvalid_0's l1: 12.1568\n",
"[71]\tvalid_0's poisson: -106.735\tvalid_0's l1: 12.1451\n",
"[72]\tvalid_0's poisson: -106.736\tvalid_0's l1: 12.1437\n",
"[73]\tvalid_0's poisson: -106.741\tvalid_0's l1: 12.138\n",
"[74]\tvalid_0's poisson: -106.755\tvalid_0's l1: 12.1357\n",
"[75]\tvalid_0's poisson: -106.527\tvalid_0's l1: 12.1012\n",
"[76]\tvalid_0's poisson: -106.557\tvalid_0's l1: 12.0991\n",
"[77]\tvalid_0's poisson: -106.436\tvalid_0's l1: 12.0494\n",
"[78]\tvalid_0's poisson: -106.586\tvalid_0's l1: 12.0355\n",
"[79]\tvalid_0's poisson: -106.517\tvalid_0's l1: 12.0298\n",
"[80]\tvalid_0's poisson: -106.533\tvalid_0's l1: 11.9504\n",
"[81]\tvalid_0's poisson: -106.5\tvalid_0's l1: 11.9418\n",
"[82]\tvalid_0's poisson: -106.529\tvalid_0's l1: 11.9379\n",
"[83]\tvalid_0's poisson: -106.522\tvalid_0's l1: 11.9379\n",
"[84]\tvalid_0's poisson: -106.492\tvalid_0's l1: 11.9369\n",
"[85]\tvalid_0's poisson: -106.501\tvalid_0's l1: 11.9357\n",
"[86]\tvalid_0's poisson: -106.429\tvalid_0's l1: 11.9271\n",
"[87]\tvalid_0's poisson: -106.42\tvalid_0's l1: 11.9318\n",
"[88]\tvalid_0's poisson: -106.447\tvalid_0's l1: 11.9236\n",
"[89]\tvalid_0's poisson: -106.393\tvalid_0's l1: 11.9081\n",
"[90]\tvalid_0's poisson: -106.396\tvalid_0's l1: 11.9017\n",
"[91]\tvalid_0's poisson: -106.396\tvalid_0's l1: 11.9027\n",
"[92]\tvalid_0's poisson: -106.451\tvalid_0's l1: 11.9023\n",
"[93]\tvalid_0's poisson: -106.445\tvalid_0's l1: 11.897\n",
"[94]\tvalid_0's poisson: -106.362\tvalid_0's l1: 11.893\n",
"[95]\tvalid_0's poisson: -106.376\tvalid_0's l1: 11.8885\n",
"[96]\tvalid_0's poisson: -106.42\tvalid_0's l1: 11.8842\n",
"[97]\tvalid_0's poisson: -106.508\tvalid_0's l1: 11.8635\n",
"[98]\tvalid_0's poisson: -106.444\tvalid_0's l1: 11.8602\n",
"[99]\tvalid_0's poisson: -106.453\tvalid_0's l1: 11.8591\n",
"[100]\tvalid_0's poisson: -106.469\tvalid_0's l1: 11.858\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.6142\tvalid_0's l1: 25.4176\n",
"[2]\tvalid_0's poisson: -94.4537\tvalid_0's l1: 22.7325\n",
"[3]\tvalid_0's poisson: -97.1739\tvalid_0's l1: 20.8668\n",
"[4]\tvalid_0's poisson: -100.652\tvalid_0's l1: 19.1592\n",
"[5]\tvalid_0's poisson: -101.706\tvalid_0's l1: 18.1899\n",
"[6]\tvalid_0's poisson: -103.669\tvalid_0's l1: 16.9472\n",
"[7]\tvalid_0's poisson: -104.655\tvalid_0's l1: 16.0208\n",
"[8]\tvalid_0's poisson: -105.215\tvalid_0's l1: 15.5162\n",
"[9]\tvalid_0's poisson: -105.405\tvalid_0's l1: 15.3066\n",
"[10]\tvalid_0's poisson: -105.782\tvalid_0's l1: 14.8562\n",
"[11]\tvalid_0's poisson: -105.939\tvalid_0's l1: 14.5844\n",
"[12]\tvalid_0's poisson: -106.147\tvalid_0's l1: 14.2736\n",
"[13]\tvalid_0's poisson: -106.104\tvalid_0's l1: 14.16\n",
"[14]\tvalid_0's poisson: -106.285\tvalid_0's l1: 13.8208\n",
"[15]\tvalid_0's poisson: -106.218\tvalid_0's l1: 13.6848\n",
"[16]\tvalid_0's poisson: -106.131\tvalid_0's l1: 13.6486\n",
"[17]\tvalid_0's poisson: -106.232\tvalid_0's l1: 13.6042\n",
"[18]\tvalid_0's poisson: -106.146\tvalid_0's l1: 13.4999\n",
"[19]\tvalid_0's poisson: -106.139\tvalid_0's l1: 13.4024\n",
"[20]\tvalid_0's poisson: -105.899\tvalid_0's l1: 13.3098\n",
"[21]\tvalid_0's poisson: -106.191\tvalid_0's l1: 13.1933\n",
"[22]\tvalid_0's poisson: -106.044\tvalid_0's l1: 13.1124\n",
"[23]\tvalid_0's poisson: -106.207\tvalid_0's l1: 13.0589\n",
"[24]\tvalid_0's poisson: -106.374\tvalid_0's l1: 13.008\n",
"[25]\tvalid_0's poisson: -106.299\tvalid_0's l1: 12.9821\n",
"[26]\tvalid_0's poisson: -106.382\tvalid_0's l1: 12.9693\n",
"[27]\tvalid_0's poisson: -106.376\tvalid_0's l1: 12.955\n",
"[28]\tvalid_0's poisson: -106.402\tvalid_0's l1: 12.9445\n",
"[29]\tvalid_0's poisson: -106.276\tvalid_0's l1: 12.935\n",
"[30]\tvalid_0's poisson: -106.277\tvalid_0's l1: 12.9244\n",
"[31]\tvalid_0's poisson: -106.383\tvalid_0's l1: 12.904\n",
"[32]\tvalid_0's poisson: -106.352\tvalid_0's l1: 12.8708\n",
"[33]\tvalid_0's poisson: -106.625\tvalid_0's l1: 12.6869\n",
"[34]\tvalid_0's poisson: -106.554\tvalid_0's l1: 12.6738\n",
"[35]\tvalid_0's poisson: -106.556\tvalid_0's l1: 12.6587\n",
"[36]\tvalid_0's poisson: -106.524\tvalid_0's l1: 12.6381\n",
"[37]\tvalid_0's poisson: -106.545\tvalid_0's l1: 12.6158\n",
"[38]\tvalid_0's poisson: -106.607\tvalid_0's l1: 12.5913\n",
"[39]\tvalid_0's poisson: -106.741\tvalid_0's l1: 12.5512\n",
"[40]\tvalid_0's poisson: -106.612\tvalid_0's l1: 12.5281\n",
"[41]\tvalid_0's poisson: -106.647\tvalid_0's l1: 12.4979\n",
"[42]\tvalid_0's poisson: -106.667\tvalid_0's l1: 12.4766\n",
"[43]\tvalid_0's poisson: -106.702\tvalid_0's l1: 12.4582\n",
"[44]\tvalid_0's poisson: -106.677\tvalid_0's l1: 12.4201\n",
"[45]\tvalid_0's poisson: -106.646\tvalid_0's l1: 12.4145\n",
"[46]\tvalid_0's poisson: -106.669\tvalid_0's l1: 12.4082\n",
"[47]\tvalid_0's poisson: -106.631\tvalid_0's l1: 12.3879\n",
"[48]\tvalid_0's poisson: -106.591\tvalid_0's l1: 12.3852\n",
"[49]\tvalid_0's poisson: -106.706\tvalid_0's l1: 12.3652\n",
"[50]\tvalid_0's poisson: -106.64\tvalid_0's l1: 12.3336\n",
"[51]\tvalid_0's poisson: -106.581\tvalid_0's l1: 12.3244\n",
"[52]\tvalid_0's poisson: -106.54\tvalid_0's l1: 12.3165\n",
"[53]\tvalid_0's poisson: -106.407\tvalid_0's l1: 12.2981\n",
"[54]\tvalid_0's poisson: -106.356\tvalid_0's l1: 12.2906\n",
"[55]\tvalid_0's poisson: -106.438\tvalid_0's l1: 12.2869\n",
"[56]\tvalid_0's poisson: -106.446\tvalid_0's l1: 12.2857\n",
"[57]\tvalid_0's poisson: -106.45\tvalid_0's l1: 12.2772\n",
"[58]\tvalid_0's poisson: -106.355\tvalid_0's l1: 12.2695\n",
"[59]\tvalid_0's poisson: -106.322\tvalid_0's l1: 12.2628\n",
"[60]\tvalid_0's poisson: -106.471\tvalid_0's l1: 12.2482\n",
"[61]\tvalid_0's poisson: -106.524\tvalid_0's l1: 12.2437\n",
"[62]\tvalid_0's poisson: -106.587\tvalid_0's l1: 12.2262\n",
"[63]\tvalid_0's poisson: -106.584\tvalid_0's l1: 12.2222\n",
"[64]\tvalid_0's poisson: -106.616\tvalid_0's l1: 12.2124\n",
"[65]\tvalid_0's poisson: -106.73\tvalid_0's l1: 12.1339\n",
"[66]\tvalid_0's poisson: -106.83\tvalid_0's l1: 12.0044\n",
"[67]\tvalid_0's poisson: -106.833\tvalid_0's l1: 11.9982\n",
"[68]\tvalid_0's poisson: -106.696\tvalid_0's l1: 11.9851\n",
"[69]\tvalid_0's poisson: -106.641\tvalid_0's l1: 11.9796\n",
"[70]\tvalid_0's poisson: -106.671\tvalid_0's l1: 11.9745\n",
"[71]\tvalid_0's poisson: -106.666\tvalid_0's l1: 11.9714\n",
"[72]\tvalid_0's poisson: -106.666\tvalid_0's l1: 11.9631\n",
"[73]\tvalid_0's poisson: -106.759\tvalid_0's l1: 11.9592\n",
"[74]\tvalid_0's poisson: -106.825\tvalid_0's l1: 11.9241\n",
"[75]\tvalid_0's poisson: -106.804\tvalid_0's l1: 11.92\n",
"[76]\tvalid_0's poisson: -106.818\tvalid_0's l1: 11.9152\n",
"[77]\tvalid_0's poisson: -106.833\tvalid_0's l1: 11.8987\n",
"[78]\tvalid_0's poisson: -106.795\tvalid_0's l1: 11.8432\n",
"[79]\tvalid_0's poisson: -106.808\tvalid_0's l1: 11.8432\n",
"[80]\tvalid_0's poisson: -106.817\tvalid_0's l1: 11.8415\n",
"[81]\tvalid_0's poisson: -106.793\tvalid_0's l1: 11.816\n",
"[82]\tvalid_0's poisson: -106.765\tvalid_0's l1: 11.8068\n",
"[83]\tvalid_0's poisson: -106.767\tvalid_0's l1: 11.8034\n",
"[84]\tvalid_0's poisson: -106.713\tvalid_0's l1: 11.7957\n",
"[85]\tvalid_0's poisson: -106.709\tvalid_0's l1: 11.7831\n",
"[86]\tvalid_0's poisson: -106.77\tvalid_0's l1: 11.7669\n",
"[87]\tvalid_0's poisson: -106.759\tvalid_0's l1: 11.7577\n",
"[88]\tvalid_0's poisson: -106.769\tvalid_0's l1: 11.7535\n",
"[89]\tvalid_0's poisson: -106.748\tvalid_0's l1: 11.7606\n",
"[90]\tvalid_0's poisson: -106.748\tvalid_0's l1: 11.7685\n",
"[91]\tvalid_0's poisson: -106.737\tvalid_0's l1: 11.7633\n",
"[92]\tvalid_0's poisson: -106.681\tvalid_0's l1: 11.7616\n",
"[93]\tvalid_0's poisson: -106.653\tvalid_0's l1: 11.7509\n",
"[94]\tvalid_0's poisson: -106.737\tvalid_0's l1: 11.7433\n",
"[95]\tvalid_0's poisson: -106.637\tvalid_0's l1: 11.725\n",
"[96]\tvalid_0's poisson: -106.745\tvalid_0's l1: 11.7216\n",
"[97]\tvalid_0's poisson: -106.721\tvalid_0's l1: 11.6987\n",
"[98]\tvalid_0's poisson: -106.733\tvalid_0's l1: 11.6927\n",
"[99]\tvalid_0's poisson: -106.75\tvalid_0's l1: 11.6842\n",
"[100]\tvalid_0's poisson: -106.75\tvalid_0's l1: 11.6835\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.2553\tvalid_0's l1: 29.0476\n",
"[2]\tvalid_0's poisson: -82.0774\tvalid_0's l1: 28.7435\n",
"[3]\tvalid_0's poisson: -82.8755\tvalid_0's l1: 28.4422\n",
"[4]\tvalid_0's poisson: -83.6347\tvalid_0's l1: 28.1429\n",
"[5]\tvalid_0's poisson: -84.3581\tvalid_0's l1: 27.8492\n",
"[6]\tvalid_0's poisson: -85.0404\tvalid_0's l1: 27.5628\n",
"[7]\tvalid_0's poisson: -85.7204\tvalid_0's l1: 27.2755\n",
"[8]\tvalid_0's poisson: -86.3479\tvalid_0's l1: 26.9998\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[9]\tvalid_0's poisson: -86.9752\tvalid_0's l1: 26.7214\n",
"[10]\tvalid_0's poisson: -87.5392\tvalid_0's l1: 26.4614\n",
"[11]\tvalid_0's poisson: -88.0676\tvalid_0's l1: 26.2107\n",
"[12]\tvalid_0's poisson: -88.6083\tvalid_0's l1: 25.9517\n",
"[13]\tvalid_0's poisson: -89.1169\tvalid_0's l1: 25.7002\n",
"[14]\tvalid_0's poisson: -89.6129\tvalid_0's l1: 25.4512\n",
"[15]\tvalid_0's poisson: -90.1609\tvalid_0's l1: 25.1955\n",
"[16]\tvalid_0's poisson: -90.621\tvalid_0's l1: 24.9557\n",
"[17]\tvalid_0's poisson: -91.1211\tvalid_0's l1: 24.7093\n",
"[18]\tvalid_0's poisson: -91.5109\tvalid_0's l1: 24.4949\n",
"[19]\tvalid_0's poisson: -91.9051\tvalid_0's l1: 24.274\n",
"[20]\tvalid_0's poisson: -92.3327\tvalid_0's l1: 24.0458\n",
"[21]\tvalid_0's poisson: -92.7289\tvalid_0's l1: 23.8253\n",
"[22]\tvalid_0's poisson: -93.1142\tvalid_0's l1: 23.61\n",
"[23]\tvalid_0's poisson: -93.4816\tvalid_0's l1: 23.4015\n",
"[24]\tvalid_0's poisson: -93.8364\tvalid_0's l1: 23.1962\n",
"[25]\tvalid_0's poisson: -94.401\tvalid_0's l1: 22.9556\n",
"[26]\tvalid_0's poisson: -94.8834\tvalid_0's l1: 22.7361\n",
"[27]\tvalid_0's poisson: -95.383\tvalid_0's l1: 22.5\n",
"[28]\tvalid_0's poisson: -95.8432\tvalid_0's l1: 22.2722\n",
"[29]\tvalid_0's poisson: -96.2552\tvalid_0's l1: 22.0585\n",
"[30]\tvalid_0's poisson: -96.655\tvalid_0's l1: 21.8466\n",
"[31]\tvalid_0's poisson: -97.0588\tvalid_0's l1: 21.6279\n",
"[32]\tvalid_0's poisson: -97.406\tvalid_0's l1: 21.4281\n",
"[33]\tvalid_0's poisson: -97.7361\tvalid_0's l1: 21.2358\n",
"[34]\tvalid_0's poisson: -98.0968\tvalid_0's l1: 21.0324\n",
"[35]\tvalid_0's poisson: -98.4118\tvalid_0's l1: 20.8375\n",
"[36]\tvalid_0's poisson: -98.6991\tvalid_0's l1: 20.6555\n",
"[37]\tvalid_0's poisson: -99.0231\tvalid_0's l1: 20.4542\n",
"[38]\tvalid_0's poisson: -99.3058\tvalid_0's l1: 20.2695\n",
"[39]\tvalid_0's poisson: -99.6003\tvalid_0's l1: 20.0785\n",
"[40]\tvalid_0's poisson: -99.8587\tvalid_0's l1: 19.9005\n",
"[41]\tvalid_0's poisson: -100.116\tvalid_0's l1: 19.7219\n",
"[42]\tvalid_0's poisson: -100.353\tvalid_0's l1: 19.553\n",
"[43]\tvalid_0's poisson: -100.588\tvalid_0's l1: 19.382\n",
"[44]\tvalid_0's poisson: -100.816\tvalid_0's l1: 19.2128\n",
"[45]\tvalid_0's poisson: -101.005\tvalid_0's l1: 19.0631\n",
"[46]\tvalid_0's poisson: -101.221\tvalid_0's l1: 18.8996\n",
"[47]\tvalid_0's poisson: -101.396\tvalid_0's l1: 18.7557\n",
"[48]\tvalid_0's poisson: -101.608\tvalid_0's l1: 18.5939\n",
"[49]\tvalid_0's poisson: -101.781\tvalid_0's l1: 18.4527\n",
"[50]\tvalid_0's poisson: -101.96\tvalid_0's l1: 18.3077\n",
"[51]\tvalid_0's poisson: -102.142\tvalid_0's l1: 18.1611\n",
"[52]\tvalid_0's poisson: -102.305\tvalid_0's l1: 18.0273\n",
"[53]\tvalid_0's poisson: -102.461\tvalid_0's l1: 17.8966\n",
"[54]\tvalid_0's poisson: -102.627\tvalid_0's l1: 17.7637\n",
"[55]\tvalid_0's poisson: -102.788\tvalid_0's l1: 17.6348\n",
"[56]\tvalid_0's poisson: -102.938\tvalid_0's l1: 17.5079\n",
"[57]\tvalid_0's poisson: -103.086\tvalid_0's l1: 17.3864\n",
"[58]\tvalid_0's poisson: -103.232\tvalid_0's l1: 17.2617\n",
"[59]\tvalid_0's poisson: -103.372\tvalid_0's l1: 17.1433\n",
"[60]\tvalid_0's poisson: -103.501\tvalid_0's l1: 17.0267\n",
"[61]\tvalid_0's poisson: -103.629\tvalid_0's l1: 16.9117\n",
"[62]\tvalid_0's poisson: -103.768\tvalid_0's l1: 16.7886\n",
"[63]\tvalid_0's poisson: -103.899\tvalid_0's l1: 16.6725\n",
"[64]\tvalid_0's poisson: -104.027\tvalid_0's l1: 16.557\n",
"[65]\tvalid_0's poisson: -104.126\tvalid_0's l1: 16.4578\n",
"[66]\tvalid_0's poisson: -104.236\tvalid_0's l1: 16.3519\n",
"[67]\tvalid_0's poisson: -104.334\tvalid_0's l1: 16.252\n",
"[68]\tvalid_0's poisson: -104.4\tvalid_0's l1: 16.1799\n",
"[69]\tvalid_0's poisson: -104.505\tvalid_0's l1: 16.0795\n",
"[70]\tvalid_0's poisson: -104.585\tvalid_0's l1: 15.995\n",
"[71]\tvalid_0's poisson: -104.689\tvalid_0's l1: 15.894\n",
"[72]\tvalid_0's poisson: -104.762\tvalid_0's l1: 15.8145\n",
"[73]\tvalid_0's poisson: -104.851\tvalid_0's l1: 15.7255\n",
"[74]\tvalid_0's poisson: -104.941\tvalid_0's l1: 15.6325\n",
"[75]\tvalid_0's poisson: -105.026\tvalid_0's l1: 15.5471\n",
"[76]\tvalid_0's poisson: -105.113\tvalid_0's l1: 15.4605\n",
"[77]\tvalid_0's poisson: -105.196\tvalid_0's l1: 15.3747\n",
"[78]\tvalid_0's poisson: -105.254\tvalid_0's l1: 15.3082\n",
"[79]\tvalid_0's poisson: -105.311\tvalid_0's l1: 15.2429\n",
"[80]\tvalid_0's poisson: -105.387\tvalid_0's l1: 15.1643\n",
"[81]\tvalid_0's poisson: -105.465\tvalid_0's l1: 15.0848\n",
"[82]\tvalid_0's poisson: -105.538\tvalid_0's l1: 15.0105\n",
"[83]\tvalid_0's poisson: -105.609\tvalid_0's l1: 14.9366\n",
"[84]\tvalid_0's poisson: -105.66\tvalid_0's l1: 14.8768\n",
"[85]\tvalid_0's poisson: -105.727\tvalid_0's l1: 14.806\n",
"[86]\tvalid_0's poisson: -105.792\tvalid_0's l1: 14.7354\n",
"[87]\tvalid_0's poisson: -105.842\tvalid_0's l1: 14.6798\n",
"[88]\tvalid_0's poisson: -105.888\tvalid_0's l1: 14.6246\n",
"[89]\tvalid_0's poisson: -105.944\tvalid_0's l1: 14.5629\n",
"[90]\tvalid_0's poisson: -105.994\tvalid_0's l1: 14.5033\n",
"[91]\tvalid_0's poisson: -106.052\tvalid_0's l1: 14.4393\n",
"[92]\tvalid_0's poisson: -106.1\tvalid_0's l1: 14.3837\n",
"[93]\tvalid_0's poisson: -106.153\tvalid_0's l1: 14.3249\n",
"[94]\tvalid_0's poisson: -106.195\tvalid_0's l1: 14.2766\n",
"[95]\tvalid_0's poisson: -106.25\tvalid_0's l1: 14.2095\n",
"[96]\tvalid_0's poisson: -106.303\tvalid_0's l1: 14.1501\n",
"[97]\tvalid_0's poisson: -106.36\tvalid_0's l1: 14.0843\n",
"[98]\tvalid_0's poisson: -106.401\tvalid_0's l1: 14.037\n",
"[99]\tvalid_0's poisson: -106.455\tvalid_0's l1: 13.9739\n",
"[100]\tvalid_0's poisson: -106.492\tvalid_0's l1: 13.9279\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.2594\tvalid_0's l1: 29.0475\n",
"[2]\tvalid_0's poisson: -82.1156\tvalid_0's l1: 28.7392\n",
"[3]\tvalid_0's poisson: -82.9425\tvalid_0's l1: 28.4327\n",
"[4]\tvalid_0's poisson: -83.7024\tvalid_0's l1: 28.1344\n",
"[5]\tvalid_0's poisson: -84.4241\tvalid_0's l1: 27.84\n",
"[6]\tvalid_0's poisson: -85.1385\tvalid_0's l1: 27.5435\n",
"[7]\tvalid_0's poisson: -85.788\tvalid_0's l1: 27.2584\n",
"[8]\tvalid_0's poisson: -86.4561\tvalid_0's l1: 26.9711\n",
"[9]\tvalid_0's poisson: -87.0543\tvalid_0's l1: 26.699\n",
"[10]\tvalid_0's poisson: -87.6502\tvalid_0's l1: 26.4258\n",
"[11]\tvalid_0's poisson: -88.2631\tvalid_0's l1: 26.1521\n",
"[12]\tvalid_0's poisson: -88.8678\tvalid_0's l1: 25.8799\n",
"[13]\tvalid_0's poisson: -89.4319\tvalid_0's l1: 25.6161\n",
"[14]\tvalid_0's poisson: -89.9265\tvalid_0's l1: 25.3656\n",
"[15]\tvalid_0's poisson: -90.3777\tvalid_0's l1: 25.1297\n",
"[16]\tvalid_0's poisson: -90.8492\tvalid_0's l1: 24.8842\n",
"[17]\tvalid_0's poisson: -91.2934\tvalid_0's l1: 24.6494\n",
"[18]\tvalid_0's poisson: -91.7243\tvalid_0's l1: 24.4158\n",
"[19]\tvalid_0's poisson: -92.1134\tvalid_0's l1: 24.1985\n",
"[20]\tvalid_0's poisson: -92.5432\tvalid_0's l1: 23.9685\n",
"[21]\tvalid_0's poisson: -92.9741\tvalid_0's l1: 23.7431\n",
"[22]\tvalid_0's poisson: -93.3073\tvalid_0's l1: 23.5462\n",
"[23]\tvalid_0's poisson: -93.6664\tvalid_0's l1: 23.3382\n",
"[24]\tvalid_0's poisson: -94.0207\tvalid_0's l1: 23.1305\n",
"[25]\tvalid_0's poisson: -94.5802\tvalid_0's l1: 22.8875\n",
"[26]\tvalid_0's poisson: -95.0849\tvalid_0's l1: 22.6504\n",
"[27]\tvalid_0's poisson: -95.5328\tvalid_0's l1: 22.4342\n",
"[28]\tvalid_0's poisson: -95.8285\tvalid_0's l1: 22.2427\n",
"[29]\tvalid_0's poisson: -96.2974\tvalid_0's l1: 22.0189\n",
"[30]\tvalid_0's poisson: -96.7009\tvalid_0's l1: 21.8046\n",
"[31]\tvalid_0's poisson: -97.0817\tvalid_0's l1: 21.5986\n",
"[32]\tvalid_0's poisson: -97.4448\tvalid_0's l1: 21.3996\n",
"[33]\tvalid_0's poisson: -97.7882\tvalid_0's l1: 21.2052\n",
"[34]\tvalid_0's poisson: -98.1263\tvalid_0's l1: 21.0031\n",
"[35]\tvalid_0's poisson: -98.4519\tvalid_0's l1: 20.8018\n",
"[36]\tvalid_0's poisson: -98.7813\tvalid_0's l1: 20.6066\n",
"[37]\tvalid_0's poisson: -99.0803\tvalid_0's l1: 20.4212\n",
"[38]\tvalid_0's poisson: -99.3858\tvalid_0's l1: 20.2282\n",
"[39]\tvalid_0's poisson: -99.642\tvalid_0's l1: 20.0557\n",
"[40]\tvalid_0's poisson: -99.8985\tvalid_0's l1: 19.8756\n",
"[41]\tvalid_0's poisson: -100.145\tvalid_0's l1: 19.703\n",
"[42]\tvalid_0's poisson: -100.404\tvalid_0's l1: 19.5211\n",
"[43]\tvalid_0's poisson: -100.636\tvalid_0's l1: 19.353\n",
"[44]\tvalid_0's poisson: -100.862\tvalid_0's l1: 19.1857\n",
"[45]\tvalid_0's poisson: -101.08\tvalid_0's l1: 19.0207\n",
"[46]\tvalid_0's poisson: -101.267\tvalid_0's l1: 18.8683\n",
"[47]\tvalid_0's poisson: -101.441\tvalid_0's l1: 18.7244\n",
"[48]\tvalid_0's poisson: -101.621\tvalid_0's l1: 18.5826\n",
"[49]\tvalid_0's poisson: -101.817\tvalid_0's l1: 18.4311\n",
"[50]\tvalid_0's poisson: -102.013\tvalid_0's l1: 18.2781\n",
"[51]\tvalid_0's poisson: -102.204\tvalid_0's l1: 18.1276\n",
"[52]\tvalid_0's poisson: -102.36\tvalid_0's l1: 17.9926\n",
"[53]\tvalid_0's poisson: -102.527\tvalid_0's l1: 17.8549\n",
"[54]\tvalid_0's poisson: -102.669\tvalid_0's l1: 17.7303\n",
"[55]\tvalid_0's poisson: -102.81\tvalid_0's l1: 17.6061\n",
"[56]\tvalid_0's poisson: -102.94\tvalid_0's l1: 17.4901\n",
"[57]\tvalid_0's poisson: -103.098\tvalid_0's l1: 17.3635\n",
"[58]\tvalid_0's poisson: -103.247\tvalid_0's l1: 17.2348\n",
"[59]\tvalid_0's poisson: -103.379\tvalid_0's l1: 17.1156\n",
"[60]\tvalid_0's poisson: -103.519\tvalid_0's l1: 16.9958\n",
"[61]\tvalid_0's poisson: -103.612\tvalid_0's l1: 16.9005\n",
"[62]\tvalid_0's poisson: -103.699\tvalid_0's l1: 16.8099\n",
"[63]\tvalid_0's poisson: -103.827\tvalid_0's l1: 16.6966\n",
"[64]\tvalid_0's poisson: -103.954\tvalid_0's l1: 16.5825\n",
"[65]\tvalid_0's poisson: -104.074\tvalid_0's l1: 16.4727\n",
"[66]\tvalid_0's poisson: -104.175\tvalid_0's l1: 16.3726\n",
"[67]\tvalid_0's poisson: -104.265\tvalid_0's l1: 16.2805\n",
"[68]\tvalid_0's poisson: -104.372\tvalid_0's l1: 16.1746\n",
"[69]\tvalid_0's poisson: -104.455\tvalid_0's l1: 16.0879\n",
"[70]\tvalid_0's poisson: -104.548\tvalid_0's l1: 15.992\n",
"[71]\tvalid_0's poisson: -104.639\tvalid_0's l1: 15.8995\n",
"[72]\tvalid_0's poisson: -104.738\tvalid_0's l1: 15.8025\n",
"[73]\tvalid_0's poisson: -104.833\tvalid_0's l1: 15.7084\n",
"[74]\tvalid_0's poisson: -104.898\tvalid_0's l1: 15.636\n",
"[75]\tvalid_0's poisson: -104.989\tvalid_0's l1: 15.5414\n",
"[76]\tvalid_0's poisson: -105.079\tvalid_0's l1: 15.4483\n",
"[77]\tvalid_0's poisson: -105.162\tvalid_0's l1: 15.3594\n",
"[78]\tvalid_0's poisson: -105.244\tvalid_0's l1: 15.2734\n",
"[79]\tvalid_0's poisson: -105.322\tvalid_0's l1: 15.1884\n",
"[80]\tvalid_0's poisson: -105.38\tvalid_0's l1: 15.1233\n",
"[81]\tvalid_0's poisson: -105.456\tvalid_0's l1: 15.0422\n",
"[82]\tvalid_0's poisson: -105.534\tvalid_0's l1: 14.9589\n",
"[83]\tvalid_0's poisson: -105.597\tvalid_0's l1: 14.8856\n",
"[84]\tvalid_0's poisson: -105.681\tvalid_0's l1: 14.7993\n",
"[85]\tvalid_0's poisson: -105.75\tvalid_0's l1: 14.7248\n",
"[86]\tvalid_0's poisson: -105.813\tvalid_0's l1: 14.653\n",
"[87]\tvalid_0's poisson: -105.862\tvalid_0's l1: 14.5976\n",
"[88]\tvalid_0's poisson: -105.926\tvalid_0's l1: 14.527\n",
"[89]\tvalid_0's poisson: -105.975\tvalid_0's l1: 14.4635\n",
"[90]\tvalid_0's poisson: -106.021\tvalid_0's l1: 14.4086\n",
"[91]\tvalid_0's poisson: -106.063\tvalid_0's l1: 14.3571\n",
"[92]\tvalid_0's poisson: -106.124\tvalid_0's l1: 14.2865\n",
"[93]\tvalid_0's poisson: -106.184\tvalid_0's l1: 14.2175\n",
"[94]\tvalid_0's poisson: -106.237\tvalid_0's l1: 14.1582\n",
"[95]\tvalid_0's poisson: -106.28\tvalid_0's l1: 14.1084\n",
"[96]\tvalid_0's poisson: -106.33\tvalid_0's l1: 14.0479\n",
"[97]\tvalid_0's poisson: -106.38\tvalid_0's l1: 13.9868\n",
"[98]\tvalid_0's poisson: -106.419\tvalid_0's l1: 13.9407\n",
"[99]\tvalid_0's poisson: -106.468\tvalid_0's l1: 13.88\n",
"[100]\tvalid_0's poisson: -106.519\tvalid_0's l1: 13.8174\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.2651\tvalid_0's l1: 29.0428\n",
"[2]\tvalid_0's poisson: -82.0927\tvalid_0's l1: 28.7368\n",
"[3]\tvalid_0's poisson: -82.9033\tvalid_0's l1: 28.4327\n",
"[4]\tvalid_0's poisson: -83.6622\tvalid_0's l1: 28.1335\n",
"[5]\tvalid_0's poisson: -84.3787\tvalid_0's l1: 27.8407\n",
"[6]\tvalid_0's poisson: -85.1036\tvalid_0's l1: 27.5465\n",
"[7]\tvalid_0's poisson: -85.7824\tvalid_0's l1: 27.259\n",
"[8]\tvalid_0's poisson: -86.3928\tvalid_0's l1: 26.987\n",
"[9]\tvalid_0's poisson: -86.9902\tvalid_0's l1: 26.7211\n",
"[10]\tvalid_0's poisson: -87.5945\tvalid_0's l1: 26.4468\n",
"[11]\tvalid_0's poisson: -88.1663\tvalid_0's l1: 26.1806\n",
"[12]\tvalid_0's poisson: -88.7078\tvalid_0's l1: 25.9229\n",
"[13]\tvalid_0's poisson: -89.2268\tvalid_0's l1: 25.6688\n",
"[14]\tvalid_0's poisson: -89.7235\tvalid_0's l1: 25.4184\n",
"[15]\tvalid_0's poisson: -90.2553\tvalid_0's l1: 25.1643\n",
"[16]\tvalid_0's poisson: -90.7877\tvalid_0's l1: 24.9113\n",
"[17]\tvalid_0's poisson: -91.2255\tvalid_0's l1: 24.6766\n",
"[18]\tvalid_0's poisson: -91.6618\tvalid_0's l1: 24.4421\n",
"[19]\tvalid_0's poisson: -92.0745\tvalid_0's l1: 24.2172\n",
"[20]\tvalid_0's poisson: -92.4743\tvalid_0's l1: 23.9935\n",
"[21]\tvalid_0's poisson: -92.8692\tvalid_0's l1: 23.7732\n",
"[22]\tvalid_0's poisson: -93.251\tvalid_0's l1: 23.5582\n",
"[23]\tvalid_0's poisson: -93.6163\tvalid_0's l1: 23.349\n",
"[24]\tvalid_0's poisson: -93.991\tvalid_0's l1: 23.1388\n",
"[25]\tvalid_0's poisson: -94.5708\tvalid_0's l1: 22.8941\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -95.1356\tvalid_0's l1: 22.6467\n",
"[27]\tvalid_0's poisson: -95.6418\tvalid_0's l1: 22.4138\n",
"[28]\tvalid_0's poisson: -96.0472\tvalid_0's l1: 22.203\n",
"[29]\tvalid_0's poisson: -96.5259\tvalid_0's l1: 21.9667\n",
"[30]\tvalid_0's poisson: -96.8981\tvalid_0's l1: 21.7602\n",
"[31]\tvalid_0's poisson: -97.1531\tvalid_0's l1: 21.5802\n",
"[32]\tvalid_0's poisson: -97.5384\tvalid_0's l1: 21.3646\n",
"[33]\tvalid_0's poisson: -97.9263\tvalid_0's l1: 21.1472\n",
"[34]\tvalid_0's poisson: -98.286\tvalid_0's l1: 20.9384\n",
"[35]\tvalid_0's poisson: -98.6009\tvalid_0's l1: 20.745\n",
"[36]\tvalid_0's poisson: -98.9042\tvalid_0's l1: 20.5554\n",
"[37]\tvalid_0's poisson: -99.1883\tvalid_0's l1: 20.366\n",
"[38]\tvalid_0's poisson: -99.4666\tvalid_0's l1: 20.1814\n",
"[39]\tvalid_0's poisson: -99.7356\tvalid_0's l1: 20\n",
"[40]\tvalid_0's poisson: -99.9119\tvalid_0's l1: 19.8555\n",
"[41]\tvalid_0's poisson: -100.192\tvalid_0's l1: 19.6671\n",
"[42]\tvalid_0's poisson: -100.443\tvalid_0's l1: 19.4922\n",
"[43]\tvalid_0's poisson: -100.696\tvalid_0's l1: 19.3156\n",
"[44]\tvalid_0's poisson: -100.923\tvalid_0's l1: 19.151\n",
"[45]\tvalid_0's poisson: -101.144\tvalid_0's l1: 18.988\n",
"[46]\tvalid_0's poisson: -101.283\tvalid_0's l1: 18.8633\n",
"[47]\tvalid_0's poisson: -101.496\tvalid_0's l1: 18.7068\n",
"[48]\tvalid_0's poisson: -101.675\tvalid_0's l1: 18.5607\n",
"[49]\tvalid_0's poisson: -101.873\tvalid_0's l1: 18.4058\n",
"[50]\tvalid_0's poisson: -102.062\tvalid_0's l1: 18.2598\n",
"[51]\tvalid_0's poisson: -102.24\tvalid_0's l1: 18.1154\n",
"[52]\tvalid_0's poisson: -102.408\tvalid_0's l1: 17.9793\n",
"[53]\tvalid_0's poisson: -102.575\tvalid_0's l1: 17.8404\n",
"[54]\tvalid_0's poisson: -102.736\tvalid_0's l1: 17.7049\n",
"[55]\tvalid_0's poisson: -102.893\tvalid_0's l1: 17.5732\n",
"[56]\tvalid_0's poisson: -103.042\tvalid_0's l1: 17.4468\n",
"[57]\tvalid_0's poisson: -103.14\tvalid_0's l1: 17.351\n",
"[58]\tvalid_0's poisson: -103.285\tvalid_0's l1: 17.2326\n",
"[59]\tvalid_0's poisson: -103.431\tvalid_0's l1: 17.1072\n",
"[60]\tvalid_0's poisson: -103.55\tvalid_0's l1: 16.9961\n",
"[61]\tvalid_0's poisson: -103.68\tvalid_0's l1: 16.8843\n",
"[62]\tvalid_0's poisson: -103.806\tvalid_0's l1: 16.7757\n",
"[63]\tvalid_0's poisson: -103.936\tvalid_0's l1: 16.6601\n",
"[64]\tvalid_0's poisson: -104.065\tvalid_0's l1: 16.5421\n",
"[65]\tvalid_0's poisson: -104.179\tvalid_0's l1: 16.4368\n",
"[66]\tvalid_0's poisson: -104.297\tvalid_0's l1: 16.3271\n",
"[67]\tvalid_0's poisson: -104.407\tvalid_0's l1: 16.224\n",
"[68]\tvalid_0's poisson: -104.482\tvalid_0's l1: 16.1431\n",
"[69]\tvalid_0's poisson: -104.589\tvalid_0's l1: 16.0356\n",
"[70]\tvalid_0's poisson: -104.687\tvalid_0's l1: 15.9418\n",
"[71]\tvalid_0's poisson: -104.782\tvalid_0's l1: 15.8484\n",
"[72]\tvalid_0's poisson: -104.879\tvalid_0's l1: 15.7527\n",
"[73]\tvalid_0's poisson: -104.975\tvalid_0's l1: 15.6567\n",
"[74]\tvalid_0's poisson: -105.067\tvalid_0's l1: 15.5622\n",
"[75]\tvalid_0's poisson: -105.157\tvalid_0's l1: 15.4679\n",
"[76]\tvalid_0's poisson: -105.235\tvalid_0's l1: 15.3864\n",
"[77]\tvalid_0's poisson: -105.316\tvalid_0's l1: 15.3024\n",
"[78]\tvalid_0's poisson: -105.381\tvalid_0's l1: 15.2291\n",
"[79]\tvalid_0's poisson: -105.454\tvalid_0's l1: 15.1523\n",
"[80]\tvalid_0's poisson: -105.533\tvalid_0's l1: 15.068\n",
"[81]\tvalid_0's poisson: -105.612\tvalid_0's l1: 14.984\n",
"[82]\tvalid_0's poisson: -105.689\tvalid_0's l1: 14.9011\n",
"[83]\tvalid_0's poisson: -105.763\tvalid_0's l1: 14.82\n",
"[84]\tvalid_0's poisson: -105.823\tvalid_0's l1: 14.7508\n",
"[85]\tvalid_0's poisson: -105.89\tvalid_0's l1: 14.6762\n",
"[86]\tvalid_0's poisson: -105.95\tvalid_0's l1: 14.6067\n",
"[87]\tvalid_0's poisson: -106.013\tvalid_0's l1: 14.5384\n",
"[88]\tvalid_0's poisson: -106.078\tvalid_0's l1: 14.4636\n",
"[89]\tvalid_0's poisson: -106.143\tvalid_0's l1: 14.3902\n",
"[90]\tvalid_0's poisson: -106.204\tvalid_0's l1: 14.3211\n",
"[91]\tvalid_0's poisson: -106.266\tvalid_0's l1: 14.2502\n",
"[92]\tvalid_0's poisson: -106.326\tvalid_0's l1: 14.1802\n",
"[93]\tvalid_0's poisson: -106.385\tvalid_0's l1: 14.1102\n",
"[94]\tvalid_0's poisson: -106.44\tvalid_0's l1: 14.0464\n",
"[95]\tvalid_0's poisson: -106.493\tvalid_0's l1: 13.9846\n",
"[96]\tvalid_0's poisson: -106.546\tvalid_0's l1: 13.9219\n",
"[97]\tvalid_0's poisson: -106.584\tvalid_0's l1: 13.8726\n",
"[98]\tvalid_0's poisson: -106.63\tvalid_0's l1: 13.8189\n",
"[99]\tvalid_0's poisson: -106.677\tvalid_0's l1: 13.7655\n",
"[100]\tvalid_0's poisson: -106.718\tvalid_0's l1: 13.7146\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.2666\tvalid_0's l1: 29.0454\n",
"[2]\tvalid_0's poisson: -82.0982\tvalid_0's l1: 28.7401\n",
"[3]\tvalid_0's poisson: -82.9134\tvalid_0's l1: 28.4336\n",
"[4]\tvalid_0's poisson: -83.6661\tvalid_0's l1: 28.1397\n",
"[5]\tvalid_0's poisson: -84.394\tvalid_0's l1: 27.8457\n",
"[6]\tvalid_0's poisson: -85.1073\tvalid_0's l1: 27.5503\n",
"[7]\tvalid_0's poisson: -85.7795\tvalid_0's l1: 27.2649\n",
"[8]\tvalid_0's poisson: -86.4927\tvalid_0's l1: 26.9741\n",
"[9]\tvalid_0's poisson: -87.0778\tvalid_0's l1: 26.7079\n",
"[10]\tvalid_0's poisson: -87.7225\tvalid_0's l1: 26.4287\n",
"[11]\tvalid_0's poisson: -88.3306\tvalid_0's l1: 26.1559\n",
"[12]\tvalid_0's poisson: -88.8609\tvalid_0's l1: 25.8994\n",
"[13]\tvalid_0's poisson: -89.3378\tvalid_0's l1: 25.6572\n",
"[14]\tvalid_0's poisson: -89.8721\tvalid_0's l1: 25.3974\n",
"[15]\tvalid_0's poisson: -90.3745\tvalid_0's l1: 25.1482\n",
"[16]\tvalid_0's poisson: -90.8637\tvalid_0's l1: 24.901\n",
"[17]\tvalid_0's poisson: -91.2677\tvalid_0's l1: 24.6816\n",
"[18]\tvalid_0's poisson: -91.6638\tvalid_0's l1: 24.463\n",
"[19]\tvalid_0's poisson: -92.0459\tvalid_0's l1: 24.2483\n",
"[20]\tvalid_0's poisson: -92.448\tvalid_0's l1: 24.0241\n",
"[21]\tvalid_0's poisson: -92.8456\tvalid_0's l1: 23.8003\n",
"[22]\tvalid_0's poisson: -93.2271\tvalid_0's l1: 23.5832\n",
"[23]\tvalid_0's poisson: -93.5775\tvalid_0's l1: 23.3754\n",
"[24]\tvalid_0's poisson: -93.9359\tvalid_0's l1: 23.1657\n",
"[25]\tvalid_0's poisson: -94.4923\tvalid_0's l1: 22.9228\n",
"[26]\tvalid_0's poisson: -94.9996\tvalid_0's l1: 22.6881\n",
"[27]\tvalid_0's poisson: -95.4607\tvalid_0's l1: 22.4633\n",
"[28]\tvalid_0's poisson: -95.9325\tvalid_0's l1: 22.2344\n",
"[29]\tvalid_0's poisson: -96.376\tvalid_0's l1: 22.0132\n",
"[30]\tvalid_0's poisson: -96.7389\tvalid_0's l1: 21.8107\n",
"[31]\tvalid_0's poisson: -97.17\tvalid_0's l1: 21.5832\n",
"[32]\tvalid_0's poisson: -97.5252\tvalid_0's l1: 21.3842\n",
"[33]\tvalid_0's poisson: -97.8579\tvalid_0's l1: 21.1906\n",
"[34]\tvalid_0's poisson: -98.1496\tvalid_0's l1: 21.0057\n",
"[35]\tvalid_0's poisson: -98.3653\tvalid_0's l1: 20.8429\n",
"[36]\tvalid_0's poisson: -98.6981\tvalid_0's l1: 20.6376\n",
"[37]\tvalid_0's poisson: -98.994\tvalid_0's l1: 20.4463\n",
"[38]\tvalid_0's poisson: -99.288\tvalid_0's l1: 20.2584\n",
"[39]\tvalid_0's poisson: -99.5757\tvalid_0's l1: 20.0752\n",
"[40]\tvalid_0's poisson: -99.8474\tvalid_0's l1: 19.8892\n",
"[41]\tvalid_0's poisson: -100.106\tvalid_0's l1: 19.7081\n",
"[42]\tvalid_0's poisson: -100.336\tvalid_0's l1: 19.5436\n",
"[43]\tvalid_0's poisson: -100.556\tvalid_0's l1: 19.3791\n",
"[44]\tvalid_0's poisson: -100.785\tvalid_0's l1: 19.2148\n",
"[45]\tvalid_0's poisson: -100.984\tvalid_0's l1: 19.0606\n",
"[46]\tvalid_0's poisson: -101.209\tvalid_0's l1: 18.8951\n",
"[47]\tvalid_0's poisson: -101.382\tvalid_0's l1: 18.7514\n",
"[48]\tvalid_0's poisson: -101.583\tvalid_0's l1: 18.595\n",
"[49]\tvalid_0's poisson: -101.776\tvalid_0's l1: 18.4459\n",
"[50]\tvalid_0's poisson: -101.973\tvalid_0's l1: 18.2925\n",
"[51]\tvalid_0's poisson: -102.163\tvalid_0's l1: 18.1438\n",
"[52]\tvalid_0's poisson: -102.325\tvalid_0's l1: 18.0046\n",
"[53]\tvalid_0's poisson: -102.477\tvalid_0's l1: 17.8737\n",
"[54]\tvalid_0's poisson: -102.626\tvalid_0's l1: 17.7472\n",
"[55]\tvalid_0's poisson: -102.786\tvalid_0's l1: 17.6165\n",
"[56]\tvalid_0's poisson: -102.92\tvalid_0's l1: 17.4973\n",
"[57]\tvalid_0's poisson: -103.071\tvalid_0's l1: 17.3703\n",
"[58]\tvalid_0's poisson: -103.196\tvalid_0's l1: 17.2561\n",
"[59]\tvalid_0's poisson: -103.339\tvalid_0's l1: 17.1326\n",
"[60]\tvalid_0's poisson: -103.47\tvalid_0's l1: 17.0164\n",
"[61]\tvalid_0's poisson: -103.577\tvalid_0's l1: 16.913\n",
"[62]\tvalid_0's poisson: -103.664\tvalid_0's l1: 16.8223\n",
"[63]\tvalid_0's poisson: -103.789\tvalid_0's l1: 16.7092\n",
"[64]\tvalid_0's poisson: -103.863\tvalid_0's l1: 16.6267\n",
"[65]\tvalid_0's poisson: -103.985\tvalid_0's l1: 16.5178\n",
"[66]\tvalid_0's poisson: -104.104\tvalid_0's l1: 16.41\n",
"[67]\tvalid_0's poisson: -104.195\tvalid_0's l1: 16.3179\n",
"[68]\tvalid_0's poisson: -104.286\tvalid_0's l1: 16.2264\n",
"[69]\tvalid_0's poisson: -104.4\tvalid_0's l1: 16.1198\n",
"[70]\tvalid_0's poisson: -104.468\tvalid_0's l1: 16.0445\n",
"[71]\tvalid_0's poisson: -104.546\tvalid_0's l1: 15.9612\n",
"[72]\tvalid_0's poisson: -104.614\tvalid_0's l1: 15.8872\n",
"[73]\tvalid_0's poisson: -104.678\tvalid_0's l1: 15.8163\n",
"[74]\tvalid_0's poisson: -104.783\tvalid_0's l1: 15.7187\n",
"[75]\tvalid_0's poisson: -104.884\tvalid_0's l1: 15.624\n",
"[76]\tvalid_0's poisson: -104.975\tvalid_0's l1: 15.5385\n",
"[77]\tvalid_0's poisson: -105.034\tvalid_0's l1: 15.4718\n",
"[78]\tvalid_0's poisson: -105.121\tvalid_0's l1: 15.388\n",
"[79]\tvalid_0's poisson: -105.203\tvalid_0's l1: 15.3035\n",
"[80]\tvalid_0's poisson: -105.285\tvalid_0's l1: 15.224\n",
"[81]\tvalid_0's poisson: -105.363\tvalid_0's l1: 15.1458\n",
"[82]\tvalid_0's poisson: -105.43\tvalid_0's l1: 15.0768\n",
"[83]\tvalid_0's poisson: -105.502\tvalid_0's l1: 15.0041\n",
"[84]\tvalid_0's poisson: -105.552\tvalid_0's l1: 14.9458\n",
"[85]\tvalid_0's poisson: -105.626\tvalid_0's l1: 14.8667\n",
"[86]\tvalid_0's poisson: -105.689\tvalid_0's l1: 14.798\n",
"[87]\tvalid_0's poisson: -105.732\tvalid_0's l1: 14.7457\n",
"[88]\tvalid_0's poisson: -105.792\tvalid_0's l1: 14.6783\n",
"[89]\tvalid_0's poisson: -105.868\tvalid_0's l1: 14.603\n",
"[90]\tvalid_0's poisson: -105.94\tvalid_0's l1: 14.5299\n",
"[91]\tvalid_0's poisson: -106.011\tvalid_0's l1: 14.4576\n",
"[92]\tvalid_0's poisson: -106.079\tvalid_0's l1: 14.3818\n",
"[93]\tvalid_0's poisson: -106.134\tvalid_0's l1: 14.3214\n",
"[94]\tvalid_0's poisson: -106.199\tvalid_0's l1: 14.2487\n",
"[95]\tvalid_0's poisson: -106.237\tvalid_0's l1: 14.203\n",
"[96]\tvalid_0's poisson: -106.274\tvalid_0's l1: 14.1572\n",
"[97]\tvalid_0's poisson: -106.311\tvalid_0's l1: 14.1112\n",
"[98]\tvalid_0's poisson: -106.37\tvalid_0's l1: 14.0433\n",
"[99]\tvalid_0's poisson: -106.423\tvalid_0's l1: 13.9846\n",
"[100]\tvalid_0's poisson: -106.465\tvalid_0's l1: 13.9355\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.2659\tvalid_0's l1: 29.0415\n",
"[2]\tvalid_0's poisson: -82.0965\tvalid_0's l1: 28.7337\n",
"[3]\tvalid_0's poisson: -82.9147\tvalid_0's l1: 28.4258\n",
"[4]\tvalid_0's poisson: -83.6856\tvalid_0's l1: 28.123\n",
"[5]\tvalid_0's poisson: -84.4168\tvalid_0's l1: 27.8302\n",
"[6]\tvalid_0's poisson: -85.1345\tvalid_0's l1: 27.5345\n",
"[7]\tvalid_0's poisson: -85.8111\tvalid_0's l1: 27.2491\n",
"[8]\tvalid_0's poisson: -86.4693\tvalid_0's l1: 26.965\n",
"[9]\tvalid_0's poisson: -87.0852\tvalid_0's l1: 26.6883\n",
"[10]\tvalid_0's poisson: -87.6333\tvalid_0's l1: 26.4282\n",
"[11]\tvalid_0's poisson: -88.1909\tvalid_0's l1: 26.1671\n",
"[12]\tvalid_0's poisson: -88.7289\tvalid_0's l1: 25.9084\n",
"[13]\tvalid_0's poisson: -89.2156\tvalid_0's l1: 25.6654\n",
"[14]\tvalid_0's poisson: -89.6781\tvalid_0's l1: 25.4288\n",
"[15]\tvalid_0's poisson: -90.1394\tvalid_0's l1: 25.1917\n",
"[16]\tvalid_0's poisson: -90.5791\tvalid_0's l1: 24.9628\n",
"[17]\tvalid_0's poisson: -91.0102\tvalid_0's l1: 24.738\n",
"[18]\tvalid_0's poisson: -91.4384\tvalid_0's l1: 24.5119\n",
"[19]\tvalid_0's poisson: -91.8666\tvalid_0's l1: 24.2867\n",
"[20]\tvalid_0's poisson: -92.2776\tvalid_0's l1: 24.0652\n",
"[21]\tvalid_0's poisson: -92.6656\tvalid_0's l1: 23.8534\n",
"[22]\tvalid_0's poisson: -93.0455\tvalid_0's l1: 23.6435\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[23]\tvalid_0's poisson: -93.6793\tvalid_0's l1: 23.3852\n",
"[24]\tvalid_0's poisson: -94.0098\tvalid_0's l1: 23.1855\n",
"[25]\tvalid_0's poisson: -94.5785\tvalid_0's l1: 22.94\n",
"[26]\tvalid_0's poisson: -95.0295\tvalid_0's l1: 22.7247\n",
"[27]\tvalid_0's poisson: -95.4789\tvalid_0's l1: 22.5047\n",
"[28]\tvalid_0's poisson: -95.8657\tvalid_0's l1: 22.2984\n",
"[29]\tvalid_0's poisson: -96.2828\tvalid_0's l1: 22.0827\n",
"[30]\tvalid_0's poisson: -96.6773\tvalid_0's l1: 21.871\n",
"[31]\tvalid_0's poisson: -97.0395\tvalid_0's l1: 21.6661\n",
"[32]\tvalid_0's poisson: -97.4097\tvalid_0's l1: 21.4573\n",
"[33]\tvalid_0's poisson: -97.7749\tvalid_0's l1: 21.2524\n",
"[34]\tvalid_0's poisson: -98.1174\tvalid_0's l1: 21.0507\n",
"[35]\tvalid_0's poisson: -98.4434\tvalid_0's l1: 20.8531\n",
"[36]\tvalid_0's poisson: -98.7737\tvalid_0's l1: 20.6533\n",
"[37]\tvalid_0's poisson: -99.1032\tvalid_0's l1: 20.4492\n",
"[38]\tvalid_0's poisson: -99.3682\tvalid_0's l1: 20.2722\n",
"[39]\tvalid_0's poisson: -99.6205\tvalid_0's l1: 20.093\n",
"[40]\tvalid_0's poisson: -99.8615\tvalid_0's l1: 19.9234\n",
"[41]\tvalid_0's poisson: -100.119\tvalid_0's l1: 19.7475\n",
"[42]\tvalid_0's poisson: -100.372\tvalid_0's l1: 19.5709\n",
"[43]\tvalid_0's poisson: -100.618\tvalid_0's l1: 19.394\n",
"[44]\tvalid_0's poisson: -100.849\tvalid_0's l1: 19.2283\n",
"[45]\tvalid_0's poisson: -101.062\tvalid_0's l1: 19.0687\n",
"[46]\tvalid_0's poisson: -101.281\tvalid_0's l1: 18.9029\n",
"[47]\tvalid_0's poisson: -101.484\tvalid_0's l1: 18.7469\n",
"[48]\tvalid_0's poisson: -101.679\tvalid_0's l1: 18.5944\n",
"[49]\tvalid_0's poisson: -101.844\tvalid_0's l1: 18.4567\n",
"[50]\tvalid_0's poisson: -102.001\tvalid_0's l1: 18.3242\n",
"[51]\tvalid_0's poisson: -102.156\tvalid_0's l1: 18.1991\n",
"[52]\tvalid_0's poisson: -102.333\tvalid_0's l1: 18.0575\n",
"[53]\tvalid_0's poisson: -102.516\tvalid_0's l1: 17.9102\n",
"[54]\tvalid_0's poisson: -102.625\tvalid_0's l1: 17.8047\n",
"[55]\tvalid_0's poisson: -102.797\tvalid_0's l1: 17.663\n",
"[56]\tvalid_0's poisson: -102.958\tvalid_0's l1: 17.5261\n",
"[57]\tvalid_0's poisson: -103.117\tvalid_0's l1: 17.3918\n",
"[58]\tvalid_0's poisson: -103.264\tvalid_0's l1: 17.2634\n",
"[59]\tvalid_0's poisson: -103.41\tvalid_0's l1: 17.1339\n",
"[60]\tvalid_0's poisson: -103.497\tvalid_0's l1: 17.0426\n",
"[61]\tvalid_0's poisson: -103.635\tvalid_0's l1: 16.9192\n",
"[62]\tvalid_0's poisson: -103.76\tvalid_0's l1: 16.8025\n",
"[63]\tvalid_0's poisson: -103.89\tvalid_0's l1: 16.6831\n",
"[64]\tvalid_0's poisson: -104.009\tvalid_0's l1: 16.5736\n",
"[65]\tvalid_0's poisson: -104.112\tvalid_0's l1: 16.4717\n",
"[66]\tvalid_0's poisson: -104.202\tvalid_0's l1: 16.3803\n",
"[67]\tvalid_0's poisson: -104.312\tvalid_0's l1: 16.2744\n",
"[68]\tvalid_0's poisson: -104.421\tvalid_0's l1: 16.1738\n",
"[69]\tvalid_0's poisson: -104.528\tvalid_0's l1: 16.0709\n",
"[70]\tvalid_0's poisson: -104.611\tvalid_0's l1: 15.9827\n",
"[71]\tvalid_0's poisson: -104.683\tvalid_0's l1: 15.901\n",
"[72]\tvalid_0's poisson: -104.761\tvalid_0's l1: 15.8159\n",
"[73]\tvalid_0's poisson: -104.827\tvalid_0's l1: 15.7433\n",
"[74]\tvalid_0's poisson: -104.927\tvalid_0's l1: 15.6459\n",
"[75]\tvalid_0's poisson: -104.999\tvalid_0's l1: 15.5709\n",
"[76]\tvalid_0's poisson: -105.092\tvalid_0's l1: 15.4829\n",
"[77]\tvalid_0's poisson: -105.162\tvalid_0's l1: 15.4051\n",
"[78]\tvalid_0's poisson: -105.225\tvalid_0's l1: 15.3374\n",
"[79]\tvalid_0's poisson: -105.311\tvalid_0's l1: 15.2526\n",
"[80]\tvalid_0's poisson: -105.395\tvalid_0's l1: 15.166\n",
"[81]\tvalid_0's poisson: -105.478\tvalid_0's l1: 15.0826\n",
"[82]\tvalid_0's poisson: -105.556\tvalid_0's l1: 14.9998\n",
"[83]\tvalid_0's poisson: -105.635\tvalid_0's l1: 14.9181\n",
"[84]\tvalid_0's poisson: -105.708\tvalid_0's l1: 14.8379\n",
"[85]\tvalid_0's poisson: -105.779\tvalid_0's l1: 14.7629\n",
"[86]\tvalid_0's poisson: -105.845\tvalid_0's l1: 14.6885\n",
"[87]\tvalid_0's poisson: -105.91\tvalid_0's l1: 14.6153\n",
"[88]\tvalid_0's poisson: -105.973\tvalid_0's l1: 14.5441\n",
"[89]\tvalid_0's poisson: -106.028\tvalid_0's l1: 14.4845\n",
"[90]\tvalid_0's poisson: -106.088\tvalid_0's l1: 14.4164\n",
"[91]\tvalid_0's poisson: -106.139\tvalid_0's l1: 14.3553\n",
"[92]\tvalid_0's poisson: -106.197\tvalid_0's l1: 14.291\n",
"[93]\tvalid_0's poisson: -106.244\tvalid_0's l1: 14.2338\n",
"[94]\tvalid_0's poisson: -106.29\tvalid_0's l1: 14.178\n",
"[95]\tvalid_0's poisson: -106.348\tvalid_0's l1: 14.1136\n",
"[96]\tvalid_0's poisson: -106.39\tvalid_0's l1: 14.0646\n",
"[97]\tvalid_0's poisson: -106.443\tvalid_0's l1: 14.0049\n",
"[98]\tvalid_0's poisson: -106.484\tvalid_0's l1: 13.9562\n",
"[99]\tvalid_0's poisson: -106.526\tvalid_0's l1: 13.907\n",
"[100]\tvalid_0's poisson: -106.573\tvalid_0's l1: 13.8547\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.6565\tvalid_0's l1: 28.1255\n",
"[2]\tvalid_0's poisson: -86.4139\tvalid_0's l1: 26.9556\n",
"[3]\tvalid_0's poisson: -88.7347\tvalid_0's l1: 25.8771\n",
"[4]\tvalid_0's poisson: -90.8882\tvalid_0's l1: 24.8335\n",
"[5]\tvalid_0's poisson: -92.6465\tvalid_0's l1: 23.8905\n",
"[6]\tvalid_0's poisson: -94.0775\tvalid_0's l1: 23.0708\n",
"[7]\tvalid_0's poisson: -96.1381\tvalid_0's l1: 22.1192\n",
"[8]\tvalid_0's poisson: -97.7223\tvalid_0's l1: 21.2463\n",
"[9]\tvalid_0's poisson: -98.9225\tvalid_0's l1: 20.505\n",
"[10]\tvalid_0's poisson: -99.6313\tvalid_0's l1: 19.9223\n",
"[11]\tvalid_0's poisson: -100.549\tvalid_0's l1: 19.2717\n",
"[12]\tvalid_0's poisson: -101.477\tvalid_0's l1: 18.616\n",
"[13]\tvalid_0's poisson: -102.122\tvalid_0's l1: 18.0816\n",
"[14]\tvalid_0's poisson: -102.814\tvalid_0's l1: 17.5258\n",
"[15]\tvalid_0's poisson: -103.468\tvalid_0's l1: 16.9909\n",
"[16]\tvalid_0's poisson: -103.982\tvalid_0's l1: 16.532\n",
"[17]\tvalid_0's poisson: -104.41\tvalid_0's l1: 16.1349\n",
"[18]\tvalid_0's poisson: -104.836\tvalid_0's l1: 15.7219\n",
"[19]\tvalid_0's poisson: -105.19\tvalid_0's l1: 15.3738\n",
"[20]\tvalid_0's poisson: -105.533\tvalid_0's l1: 15.0247\n",
"[21]\tvalid_0's poisson: -105.795\tvalid_0's l1: 14.7383\n",
"[22]\tvalid_0's poisson: -106.043\tvalid_0's l1: 14.4589\n",
"[23]\tvalid_0's poisson: -106.247\tvalid_0's l1: 14.2225\n",
"[24]\tvalid_0's poisson: -106.482\tvalid_0's l1: 13.9528\n",
"[25]\tvalid_0's poisson: -106.626\tvalid_0's l1: 13.7838\n",
"[26]\tvalid_0's poisson: -106.772\tvalid_0's l1: 13.6083\n",
"[27]\tvalid_0's poisson: -106.944\tvalid_0's l1: 13.4009\n",
"[28]\tvalid_0's poisson: -107.102\tvalid_0's l1: 13.2036\n",
"[29]\tvalid_0's poisson: -107.223\tvalid_0's l1: 13.047\n",
"[30]\tvalid_0's poisson: -107.353\tvalid_0's l1: 12.8738\n",
"[31]\tvalid_0's poisson: -107.459\tvalid_0's l1: 12.7384\n",
"[32]\tvalid_0's poisson: -107.559\tvalid_0's l1: 12.6097\n",
"[33]\tvalid_0's poisson: -107.648\tvalid_0's l1: 12.4912\n",
"[34]\tvalid_0's poisson: -107.724\tvalid_0's l1: 12.3817\n",
"[35]\tvalid_0's poisson: -107.809\tvalid_0's l1: 12.27\n",
"[36]\tvalid_0's poisson: -107.886\tvalid_0's l1: 12.1728\n",
"[37]\tvalid_0's poisson: -107.939\tvalid_0's l1: 12.0996\n",
"[38]\tvalid_0's poisson: -108.007\tvalid_0's l1: 12.0033\n",
"[39]\tvalid_0's poisson: -108.052\tvalid_0's l1: 11.9396\n",
"[40]\tvalid_0's poisson: -108.109\tvalid_0's l1: 11.8587\n",
"[41]\tvalid_0's poisson: -108.168\tvalid_0's l1: 11.7785\n",
"[42]\tvalid_0's poisson: -108.208\tvalid_0's l1: 11.7222\n",
"[43]\tvalid_0's poisson: -108.239\tvalid_0's l1: 11.6765\n",
"[44]\tvalid_0's poisson: -108.289\tvalid_0's l1: 11.6052\n",
"[45]\tvalid_0's poisson: -108.335\tvalid_0's l1: 11.5375\n",
"[46]\tvalid_0's poisson: -108.364\tvalid_0's l1: 11.4954\n",
"[47]\tvalid_0's poisson: -108.406\tvalid_0's l1: 11.4306\n",
"[48]\tvalid_0's poisson: -108.436\tvalid_0's l1: 11.3891\n",
"[49]\tvalid_0's poisson: -108.472\tvalid_0's l1: 11.3327\n",
"[50]\tvalid_0's poisson: -108.515\tvalid_0's l1: 11.2626\n",
"[51]\tvalid_0's poisson: -108.542\tvalid_0's l1: 11.2152\n",
"[52]\tvalid_0's poisson: -108.573\tvalid_0's l1: 11.1641\n",
"[53]\tvalid_0's poisson: -108.602\tvalid_0's l1: 11.1159\n",
"[54]\tvalid_0's poisson: -108.628\tvalid_0's l1: 11.0709\n",
"[55]\tvalid_0's poisson: -108.656\tvalid_0's l1: 11.031\n",
"[56]\tvalid_0's poisson: -108.681\tvalid_0's l1: 10.9842\n",
"[57]\tvalid_0's poisson: -108.688\tvalid_0's l1: 10.9727\n",
"[58]\tvalid_0's poisson: -108.709\tvalid_0's l1: 10.9367\n",
"[59]\tvalid_0's poisson: -108.717\tvalid_0's l1: 10.9225\n",
"[60]\tvalid_0's poisson: -108.724\tvalid_0's l1: 10.9114\n",
"[61]\tvalid_0's poisson: -108.73\tvalid_0's l1: 10.9021\n",
"[62]\tvalid_0's poisson: -108.726\tvalid_0's l1: 10.8966\n",
"[63]\tvalid_0's poisson: -108.736\tvalid_0's l1: 10.88\n",
"[64]\tvalid_0's poisson: -108.75\tvalid_0's l1: 10.8578\n",
"[65]\tvalid_0's poisson: -108.761\tvalid_0's l1: 10.8314\n",
"[66]\tvalid_0's poisson: -108.765\tvalid_0's l1: 10.8237\n",
"[67]\tvalid_0's poisson: -108.774\tvalid_0's l1: 10.8105\n",
"[68]\tvalid_0's poisson: -108.779\tvalid_0's l1: 10.7979\n",
"[69]\tvalid_0's poisson: -108.79\tvalid_0's l1: 10.7782\n",
"[70]\tvalid_0's poisson: -108.787\tvalid_0's l1: 10.7733\n",
"[71]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.755\n",
"[72]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.7458\n",
"[73]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.7363\n",
"[74]\tvalid_0's poisson: -108.792\tvalid_0's l1: 10.7201\n",
"[75]\tvalid_0's poisson: -108.794\tvalid_0's l1: 10.7168\n",
"[76]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.6995\n",
"[77]\tvalid_0's poisson: -108.803\tvalid_0's l1: 10.6957\n",
"[78]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.6896\n",
"[79]\tvalid_0's poisson: -108.804\tvalid_0's l1: 10.6854\n",
"[80]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.6641\n",
"[81]\tvalid_0's poisson: -108.82\tvalid_0's l1: 10.6534\n",
"[82]\tvalid_0's poisson: -108.822\tvalid_0's l1: 10.641\n",
"[83]\tvalid_0's poisson: -108.829\tvalid_0's l1: 10.635\n",
"[84]\tvalid_0's poisson: -108.831\tvalid_0's l1: 10.6325\n",
"[85]\tvalid_0's poisson: -108.827\tvalid_0's l1: 10.6288\n",
"[86]\tvalid_0's poisson: -108.84\tvalid_0's l1: 10.6253\n",
"[87]\tvalid_0's poisson: -108.842\tvalid_0's l1: 10.6187\n",
"[88]\tvalid_0's poisson: -108.843\tvalid_0's l1: 10.6141\n",
"[89]\tvalid_0's poisson: -108.85\tvalid_0's l1: 10.6038\n",
"[90]\tvalid_0's poisson: -108.833\tvalid_0's l1: 10.5957\n",
"[91]\tvalid_0's poisson: -108.831\tvalid_0's l1: 10.5898\n",
"[92]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.5863\n",
"[93]\tvalid_0's poisson: -108.81\tvalid_0's l1: 10.5776\n",
"[94]\tvalid_0's poisson: -108.809\tvalid_0's l1: 10.5691\n",
"[95]\tvalid_0's poisson: -108.81\tvalid_0's l1: 10.5545\n",
"[96]\tvalid_0's poisson: -108.808\tvalid_0's l1: 10.5431\n",
"[97]\tvalid_0's poisson: -108.804\tvalid_0's l1: 10.538\n",
"[98]\tvalid_0's poisson: -108.807\tvalid_0's l1: 10.5271\n",
"[99]\tvalid_0's poisson: -108.808\tvalid_0's l1: 10.5266\n",
"[100]\tvalid_0's poisson: -108.808\tvalid_0's l1: 10.5251\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.6651\tvalid_0's l1: 28.1245\n",
"[2]\tvalid_0's poisson: -86.488\tvalid_0's l1: 26.9377\n",
"[3]\tvalid_0's poisson: -88.7965\tvalid_0's l1: 25.8503\n",
"[4]\tvalid_0's poisson: -90.7315\tvalid_0's l1: 24.8569\n",
"[5]\tvalid_0's poisson: -92.4659\tvalid_0's l1: 23.9431\n",
"[6]\tvalid_0's poisson: -93.9532\tvalid_0's l1: 23.079\n",
"[7]\tvalid_0's poisson: -96.0777\tvalid_0's l1: 22.1168\n",
"[8]\tvalid_0's poisson: -97.7272\tvalid_0's l1: 21.2214\n",
"[9]\tvalid_0's poisson: -98.9495\tvalid_0's l1: 20.4652\n",
"[10]\tvalid_0's poisson: -100.075\tvalid_0's l1: 19.706\n",
"[11]\tvalid_0's poisson: -101.027\tvalid_0's l1: 19.0164\n",
"[12]\tvalid_0's poisson: -101.888\tvalid_0's l1: 18.3605\n",
"[13]\tvalid_0's poisson: -102.544\tvalid_0's l1: 17.8106\n",
"[14]\tvalid_0's poisson: -103.193\tvalid_0's l1: 17.2724\n",
"[15]\tvalid_0's poisson: -103.748\tvalid_0's l1: 16.7884\n",
"[16]\tvalid_0's poisson: -104.237\tvalid_0's l1: 16.3429\n",
"[17]\tvalid_0's poisson: -104.673\tvalid_0's l1: 15.9249\n",
"[18]\tvalid_0's poisson: -104.947\tvalid_0's l1: 15.609\n",
"[19]\tvalid_0's poisson: -105.203\tvalid_0's l1: 15.3224\n",
"[20]\tvalid_0's poisson: -105.423\tvalid_0's l1: 15.064\n",
"[21]\tvalid_0's poisson: -105.702\tvalid_0's l1: 14.7657\n",
"[22]\tvalid_0's poisson: -105.962\tvalid_0's l1: 14.4723\n",
"[23]\tvalid_0's poisson: -106.254\tvalid_0's l1: 14.1643\n",
"[24]\tvalid_0's poisson: -106.445\tvalid_0's l1: 13.9325\n",
"[25]\tvalid_0's poisson: -106.645\tvalid_0's l1: 13.7051\n",
"[26]\tvalid_0's poisson: -106.824\tvalid_0's l1: 13.4795\n",
"[27]\tvalid_0's poisson: -106.979\tvalid_0's l1: 13.2933\n",
"[28]\tvalid_0's poisson: -107.119\tvalid_0's l1: 13.1346\n",
"[29]\tvalid_0's poisson: -107.251\tvalid_0's l1: 12.9607\n",
"[30]\tvalid_0's poisson: -107.379\tvalid_0's l1: 12.807\n",
"[31]\tvalid_0's poisson: -107.467\tvalid_0's l1: 12.689\n",
"[32]\tvalid_0's poisson: -107.585\tvalid_0's l1: 12.5426\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[33]\tvalid_0's poisson: -107.671\tvalid_0's l1: 12.4301\n",
"[34]\tvalid_0's poisson: -107.732\tvalid_0's l1: 12.3444\n",
"[35]\tvalid_0's poisson: -107.807\tvalid_0's l1: 12.2361\n",
"[36]\tvalid_0's poisson: -107.881\tvalid_0's l1: 12.1381\n",
"[37]\tvalid_0's poisson: -107.951\tvalid_0's l1: 12.0412\n",
"[38]\tvalid_0's poisson: -108.003\tvalid_0's l1: 11.9714\n",
"[39]\tvalid_0's poisson: -108.041\tvalid_0's l1: 11.9191\n",
"[40]\tvalid_0's poisson: -108.098\tvalid_0's l1: 11.8422\n",
"[41]\tvalid_0's poisson: -108.171\tvalid_0's l1: 11.7434\n",
"[42]\tvalid_0's poisson: -108.227\tvalid_0's l1: 11.6583\n",
"[43]\tvalid_0's poisson: -108.262\tvalid_0's l1: 11.6031\n",
"[44]\tvalid_0's poisson: -108.311\tvalid_0's l1: 11.5298\n",
"[45]\tvalid_0's poisson: -108.348\tvalid_0's l1: 11.475\n",
"[46]\tvalid_0's poisson: -108.38\tvalid_0's l1: 11.427\n",
"[47]\tvalid_0's poisson: -108.42\tvalid_0's l1: 11.3665\n",
"[48]\tvalid_0's poisson: -108.447\tvalid_0's l1: 11.327\n",
"[49]\tvalid_0's poisson: -108.486\tvalid_0's l1: 11.2773\n",
"[50]\tvalid_0's poisson: -108.522\tvalid_0's l1: 11.2209\n",
"[51]\tvalid_0's poisson: -108.557\tvalid_0's l1: 11.1595\n",
"[52]\tvalid_0's poisson: -108.592\tvalid_0's l1: 11.0996\n",
"[53]\tvalid_0's poisson: -108.61\tvalid_0's l1: 11.0678\n",
"[54]\tvalid_0's poisson: -108.639\tvalid_0's l1: 11.0207\n",
"[55]\tvalid_0's poisson: -108.669\tvalid_0's l1: 10.9689\n",
"[56]\tvalid_0's poisson: -108.686\tvalid_0's l1: 10.9398\n",
"[57]\tvalid_0's poisson: -108.709\tvalid_0's l1: 10.8943\n",
"[58]\tvalid_0's poisson: -108.726\tvalid_0's l1: 10.8606\n",
"[59]\tvalid_0's poisson: -108.732\tvalid_0's l1: 10.849\n",
"[60]\tvalid_0's poisson: -108.74\tvalid_0's l1: 10.8365\n",
"[61]\tvalid_0's poisson: -108.747\tvalid_0's l1: 10.8197\n",
"[62]\tvalid_0's poisson: -108.763\tvalid_0's l1: 10.7867\n",
"[63]\tvalid_0's poisson: -108.763\tvalid_0's l1: 10.7598\n",
"[64]\tvalid_0's poisson: -108.763\tvalid_0's l1: 10.7487\n",
"[65]\tvalid_0's poisson: -108.773\tvalid_0's l1: 10.7254\n",
"[66]\tvalid_0's poisson: -108.782\tvalid_0's l1: 10.7087\n",
"[67]\tvalid_0's poisson: -108.782\tvalid_0's l1: 10.6981\n",
"[68]\tvalid_0's poisson: -108.782\tvalid_0's l1: 10.6814\n",
"[69]\tvalid_0's poisson: -108.791\tvalid_0's l1: 10.6624\n",
"[70]\tvalid_0's poisson: -108.787\tvalid_0's l1: 10.6403\n",
"[71]\tvalid_0's poisson: -108.789\tvalid_0's l1: 10.6316\n",
"[72]\tvalid_0's poisson: -108.8\tvalid_0's l1: 10.6055\n",
"[73]\tvalid_0's poisson: -108.806\tvalid_0's l1: 10.5923\n",
"[74]\tvalid_0's poisson: -108.81\tvalid_0's l1: 10.5799\n",
"[75]\tvalid_0's poisson: -108.814\tvalid_0's l1: 10.5673\n",
"[76]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.5624\n",
"[77]\tvalid_0's poisson: -108.819\tvalid_0's l1: 10.5573\n",
"[78]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.5463\n",
"[79]\tvalid_0's poisson: -108.814\tvalid_0's l1: 10.5428\n",
"[80]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.5374\n",
"[81]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.522\n",
"[82]\tvalid_0's poisson: -108.819\tvalid_0's l1: 10.5152\n",
"[83]\tvalid_0's poisson: -108.794\tvalid_0's l1: 10.5138\n",
"[84]\tvalid_0's poisson: -108.796\tvalid_0's l1: 10.5085\n",
"[85]\tvalid_0's poisson: -108.792\tvalid_0's l1: 10.5051\n",
"[86]\tvalid_0's poisson: -108.794\tvalid_0's l1: 10.4986\n",
"[87]\tvalid_0's poisson: -108.797\tvalid_0's l1: 10.491\n",
"[88]\tvalid_0's poisson: -108.792\tvalid_0's l1: 10.4879\n",
"[89]\tvalid_0's poisson: -108.783\tvalid_0's l1: 10.4828\n",
"[90]\tvalid_0's poisson: -108.79\tvalid_0's l1: 10.4805\n",
"[91]\tvalid_0's poisson: -108.791\tvalid_0's l1: 10.4794\n",
"[92]\tvalid_0's poisson: -108.791\tvalid_0's l1: 10.4784\n",
"[93]\tvalid_0's poisson: -108.791\tvalid_0's l1: 10.4783\n",
"[94]\tvalid_0's poisson: -108.784\tvalid_0's l1: 10.4733\n",
"[95]\tvalid_0's poisson: -108.786\tvalid_0's l1: 10.4689\n",
"[96]\tvalid_0's poisson: -108.793\tvalid_0's l1: 10.4649\n",
"[97]\tvalid_0's poisson: -108.79\tvalid_0's l1: 10.4605\n",
"[98]\tvalid_0's poisson: -108.789\tvalid_0's l1: 10.4592\n",
"[99]\tvalid_0's poisson: -108.792\tvalid_0's l1: 10.4547\n",
"[100]\tvalid_0's poisson: -108.792\tvalid_0's l1: 10.4508\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.6912\tvalid_0's l1: 28.1066\n",
"[2]\tvalid_0's poisson: -86.4359\tvalid_0's l1: 26.9473\n",
"[3]\tvalid_0's poisson: -88.8438\tvalid_0's l1: 25.8346\n",
"[4]\tvalid_0's poisson: -90.8183\tvalid_0's l1: 24.8234\n",
"[5]\tvalid_0's poisson: -92.7044\tvalid_0's l1: 23.864\n",
"[6]\tvalid_0's poisson: -95.0699\tvalid_0's l1: 22.8485\n",
"[7]\tvalid_0's poisson: -96.3458\tvalid_0's l1: 22.0377\n",
"[8]\tvalid_0's poisson: -97.7748\tvalid_0's l1: 21.2169\n",
"[9]\tvalid_0's poisson: -99.2701\tvalid_0's l1: 20.3344\n",
"[10]\tvalid_0's poisson: -100.29\tvalid_0's l1: 19.6279\n",
"[11]\tvalid_0's poisson: -101.222\tvalid_0's l1: 18.9376\n",
"[12]\tvalid_0's poisson: -102.02\tvalid_0's l1: 18.3139\n",
"[13]\tvalid_0's poisson: -102.74\tvalid_0's l1: 17.7152\n",
"[14]\tvalid_0's poisson: -103.382\tvalid_0's l1: 17.166\n",
"[15]\tvalid_0's poisson: -103.941\tvalid_0's l1: 16.6733\n",
"[16]\tvalid_0's poisson: -104.304\tvalid_0's l1: 16.3047\n",
"[17]\tvalid_0's poisson: -104.767\tvalid_0's l1: 15.8634\n",
"[18]\tvalid_0's poisson: -105.126\tvalid_0's l1: 15.5015\n",
"[19]\tvalid_0's poisson: -105.482\tvalid_0's l1: 15.1226\n",
"[20]\tvalid_0's poisson: -105.772\tvalid_0's l1: 14.8133\n",
"[21]\tvalid_0's poisson: -106.032\tvalid_0's l1: 14.526\n",
"[22]\tvalid_0's poisson: -106.277\tvalid_0's l1: 14.2429\n",
"[23]\tvalid_0's poisson: -106.499\tvalid_0's l1: 13.982\n",
"[24]\tvalid_0's poisson: -106.633\tvalid_0's l1: 13.8118\n",
"[25]\tvalid_0's poisson: -106.774\tvalid_0's l1: 13.6487\n",
"[26]\tvalid_0's poisson: -106.945\tvalid_0's l1: 13.4425\n",
"[27]\tvalid_0's poisson: -107.057\tvalid_0's l1: 13.2912\n",
"[28]\tvalid_0's poisson: -107.193\tvalid_0's l1: 13.127\n",
"[29]\tvalid_0's poisson: -107.337\tvalid_0's l1: 12.9395\n",
"[30]\tvalid_0's poisson: -107.427\tvalid_0's l1: 12.8202\n",
"[31]\tvalid_0's poisson: -107.52\tvalid_0's l1: 12.6914\n",
"[32]\tvalid_0's poisson: -107.615\tvalid_0's l1: 12.5675\n",
"[33]\tvalid_0's poisson: -107.72\tvalid_0's l1: 12.4366\n",
"[34]\tvalid_0's poisson: -107.818\tvalid_0's l1: 12.3108\n",
"[35]\tvalid_0's poisson: -107.89\tvalid_0's l1: 12.2125\n",
"[36]\tvalid_0's poisson: -107.948\tvalid_0's l1: 12.128\n",
"[37]\tvalid_0's poisson: -108.023\tvalid_0's l1: 12.0286\n",
"[38]\tvalid_0's poisson: -108.077\tvalid_0's l1: 11.9453\n",
"[39]\tvalid_0's poisson: -108.142\tvalid_0's l1: 11.8576\n",
"[40]\tvalid_0's poisson: -108.2\tvalid_0's l1: 11.7644\n",
"[41]\tvalid_0's poisson: -108.25\tvalid_0's l1: 11.6929\n",
"[42]\tvalid_0's poisson: -108.297\tvalid_0's l1: 11.627\n",
"[43]\tvalid_0's poisson: -108.334\tvalid_0's l1: 11.5761\n",
"[44]\tvalid_0's poisson: -108.365\tvalid_0's l1: 11.5286\n",
"[45]\tvalid_0's poisson: -108.413\tvalid_0's l1: 11.4583\n",
"[46]\tvalid_0's poisson: -108.457\tvalid_0's l1: 11.396\n",
"[47]\tvalid_0's poisson: -108.49\tvalid_0's l1: 11.3475\n",
"[48]\tvalid_0's poisson: -108.521\tvalid_0's l1: 11.3058\n",
"[49]\tvalid_0's poisson: -108.555\tvalid_0's l1: 11.2549\n",
"[50]\tvalid_0's poisson: -108.581\tvalid_0's l1: 11.209\n",
"[51]\tvalid_0's poisson: -108.609\tvalid_0's l1: 11.1702\n",
"[52]\tvalid_0's poisson: -108.63\tvalid_0's l1: 11.1334\n",
"[53]\tvalid_0's poisson: -108.65\tvalid_0's l1: 11.0983\n",
"[54]\tvalid_0's poisson: -108.678\tvalid_0's l1: 11.0449\n",
"[55]\tvalid_0's poisson: -108.702\tvalid_0's l1: 10.996\n",
"[56]\tvalid_0's poisson: -108.719\tvalid_0's l1: 10.9549\n",
"[57]\tvalid_0's poisson: -108.736\tvalid_0's l1: 10.928\n",
"[58]\tvalid_0's poisson: -108.744\tvalid_0's l1: 10.9132\n",
"[59]\tvalid_0's poisson: -108.761\tvalid_0's l1: 10.8881\n",
"[60]\tvalid_0's poisson: -108.765\tvalid_0's l1: 10.8779\n",
"[61]\tvalid_0's poisson: -108.777\tvalid_0's l1: 10.8486\n",
"[62]\tvalid_0's poisson: -108.783\tvalid_0's l1: 10.8381\n",
"[63]\tvalid_0's poisson: -108.792\tvalid_0's l1: 10.8241\n",
"[64]\tvalid_0's poisson: -108.796\tvalid_0's l1: 10.8154\n",
"[65]\tvalid_0's poisson: -108.804\tvalid_0's l1: 10.8037\n",
"[66]\tvalid_0's poisson: -108.814\tvalid_0's l1: 10.7895\n",
"[67]\tvalid_0's poisson: -108.829\tvalid_0's l1: 10.7724\n",
"[68]\tvalid_0's poisson: -108.835\tvalid_0's l1: 10.7602\n",
"[69]\tvalid_0's poisson: -108.838\tvalid_0's l1: 10.7545\n",
"[70]\tvalid_0's poisson: -108.852\tvalid_0's l1: 10.7238\n",
"[71]\tvalid_0's poisson: -108.855\tvalid_0's l1: 10.7165\n",
"[72]\tvalid_0's poisson: -108.872\tvalid_0's l1: 10.6888\n",
"[73]\tvalid_0's poisson: -108.88\tvalid_0's l1: 10.6727\n",
"[74]\tvalid_0's poisson: -108.871\tvalid_0's l1: 10.666\n",
"[75]\tvalid_0's poisson: -108.882\tvalid_0's l1: 10.6433\n",
"[76]\tvalid_0's poisson: -108.892\tvalid_0's l1: 10.6243\n",
"[77]\tvalid_0's poisson: -108.894\tvalid_0's l1: 10.6192\n",
"[78]\tvalid_0's poisson: -108.899\tvalid_0's l1: 10.6121\n",
"[79]\tvalid_0's poisson: -108.901\tvalid_0's l1: 10.5974\n",
"[80]\tvalid_0's poisson: -108.875\tvalid_0's l1: 10.5943\n",
"[81]\tvalid_0's poisson: -108.872\tvalid_0's l1: 10.5887\n",
"[82]\tvalid_0's poisson: -108.879\tvalid_0's l1: 10.578\n",
"[83]\tvalid_0's poisson: -108.883\tvalid_0's l1: 10.5707\n",
"[84]\tvalid_0's poisson: -108.889\tvalid_0's l1: 10.5581\n",
"[85]\tvalid_0's poisson: -108.896\tvalid_0's l1: 10.5458\n",
"[86]\tvalid_0's poisson: -108.892\tvalid_0's l1: 10.5419\n",
"[87]\tvalid_0's poisson: -108.895\tvalid_0's l1: 10.537\n",
"[88]\tvalid_0's poisson: -108.895\tvalid_0's l1: 10.5328\n",
"[89]\tvalid_0's poisson: -108.895\tvalid_0's l1: 10.5299\n",
"[90]\tvalid_0's poisson: -108.898\tvalid_0's l1: 10.5217\n",
"[91]\tvalid_0's poisson: -108.895\tvalid_0's l1: 10.5189\n",
"[92]\tvalid_0's poisson: -108.892\tvalid_0's l1: 10.517\n",
"[93]\tvalid_0's poisson: -108.897\tvalid_0's l1: 10.5062\n",
"[94]\tvalid_0's poisson: -108.896\tvalid_0's l1: 10.505\n",
"[95]\tvalid_0's poisson: -108.846\tvalid_0's l1: 10.5021\n",
"[96]\tvalid_0's poisson: -108.842\tvalid_0's l1: 10.4964\n",
"[97]\tvalid_0's poisson: -108.849\tvalid_0's l1: 10.4906\n",
"[98]\tvalid_0's poisson: -108.85\tvalid_0's l1: 10.4792\n",
"[99]\tvalid_0's poisson: -108.857\tvalid_0's l1: 10.4757\n",
"[100]\tvalid_0's poisson: -108.857\tvalid_0's l1: 10.4742\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.6939\tvalid_0's l1: 28.1171\n",
"[2]\tvalid_0's poisson: -86.393\tvalid_0's l1: 26.9636\n",
"[3]\tvalid_0's poisson: -88.6311\tvalid_0's l1: 25.914\n",
"[4]\tvalid_0's poisson: -90.7832\tvalid_0's l1: 24.8761\n",
"[5]\tvalid_0's poisson: -92.4686\tvalid_0's l1: 23.9625\n",
"[6]\tvalid_0's poisson: -93.9498\tvalid_0's l1: 23.1188\n",
"[7]\tvalid_0's poisson: -95.2688\tvalid_0's l1: 22.3265\n",
"[8]\tvalid_0's poisson: -97.043\tvalid_0's l1: 21.4548\n",
"[9]\tvalid_0's poisson: -98.3409\tvalid_0's l1: 20.6985\n",
"[10]\tvalid_0's poisson: -99.616\tvalid_0's l1: 19.9257\n",
"[11]\tvalid_0's poisson: -100.699\tvalid_0's l1: 19.196\n",
"[12]\tvalid_0's poisson: -101.626\tvalid_0's l1: 18.5292\n",
"[13]\tvalid_0's poisson: -102.407\tvalid_0's l1: 17.9313\n",
"[14]\tvalid_0's poisson: -102.993\tvalid_0's l1: 17.4217\n",
"[15]\tvalid_0's poisson: -103.591\tvalid_0's l1: 16.8994\n",
"[16]\tvalid_0's poisson: -103.989\tvalid_0's l1: 16.508\n",
"[17]\tvalid_0's poisson: -104.402\tvalid_0's l1: 16.1027\n",
"[18]\tvalid_0's poisson: -104.674\tvalid_0's l1: 15.8088\n",
"[19]\tvalid_0's poisson: -105.053\tvalid_0's l1: 15.4447\n",
"[20]\tvalid_0's poisson: -105.383\tvalid_0's l1: 15.1258\n",
"[21]\tvalid_0's poisson: -105.714\tvalid_0's l1: 14.8017\n",
"[22]\tvalid_0's poisson: -105.919\tvalid_0's l1: 14.5684\n",
"[23]\tvalid_0's poisson: -106.189\tvalid_0's l1: 14.2767\n",
"[24]\tvalid_0's poisson: -106.409\tvalid_0's l1: 14.032\n",
"[25]\tvalid_0's poisson: -106.598\tvalid_0's l1: 13.7992\n",
"[26]\tvalid_0's poisson: -106.724\tvalid_0's l1: 13.6383\n",
"[27]\tvalid_0's poisson: -106.887\tvalid_0's l1: 13.4462\n",
"[28]\tvalid_0's poisson: -107.032\tvalid_0's l1: 13.2662\n",
"[29]\tvalid_0's poisson: -107.136\tvalid_0's l1: 13.1278\n",
"[30]\tvalid_0's poisson: -107.273\tvalid_0's l1: 12.9739\n",
"[31]\tvalid_0's poisson: -107.412\tvalid_0's l1: 12.7997\n",
"[32]\tvalid_0's poisson: -107.541\tvalid_0's l1: 12.63\n",
"[33]\tvalid_0's poisson: -107.652\tvalid_0's l1: 12.4928\n",
"[34]\tvalid_0's poisson: -107.745\tvalid_0's l1: 12.3779\n",
"[35]\tvalid_0's poisson: -107.815\tvalid_0's l1: 12.2725\n",
"[36]\tvalid_0's poisson: -107.906\tvalid_0's l1: 12.145\n",
"[37]\tvalid_0's poisson: -107.98\tvalid_0's l1: 12.0423\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[38]\tvalid_0's poisson: -108.061\tvalid_0's l1: 11.9305\n",
"[39]\tvalid_0's poisson: -108.101\tvalid_0's l1: 11.8727\n",
"[40]\tvalid_0's poisson: -108.152\tvalid_0's l1: 11.7984\n",
"[41]\tvalid_0's poisson: -108.191\tvalid_0's l1: 11.742\n",
"[42]\tvalid_0's poisson: -108.222\tvalid_0's l1: 11.6933\n",
"[43]\tvalid_0's poisson: -108.269\tvalid_0's l1: 11.6227\n",
"[44]\tvalid_0's poisson: -108.317\tvalid_0's l1: 11.5516\n",
"[45]\tvalid_0's poisson: -108.35\tvalid_0's l1: 11.4967\n",
"[46]\tvalid_0's poisson: -108.375\tvalid_0's l1: 11.454\n",
"[47]\tvalid_0's poisson: -108.417\tvalid_0's l1: 11.3888\n",
"[48]\tvalid_0's poisson: -108.46\tvalid_0's l1: 11.3153\n",
"[49]\tvalid_0's poisson: -108.487\tvalid_0's l1: 11.2751\n",
"[50]\tvalid_0's poisson: -108.527\tvalid_0's l1: 11.2193\n",
"[51]\tvalid_0's poisson: -108.56\tvalid_0's l1: 11.17\n",
"[52]\tvalid_0's poisson: -108.588\tvalid_0's l1: 11.1239\n",
"[53]\tvalid_0's poisson: -108.615\tvalid_0's l1: 11.0777\n",
"[54]\tvalid_0's poisson: -108.643\tvalid_0's l1: 11.0327\n",
"[55]\tvalid_0's poisson: -108.663\tvalid_0's l1: 10.9938\n",
"[56]\tvalid_0's poisson: -108.681\tvalid_0's l1: 10.9688\n",
"[57]\tvalid_0's poisson: -108.707\tvalid_0's l1: 10.9267\n",
"[58]\tvalid_0's poisson: -108.731\tvalid_0's l1: 10.8869\n",
"[59]\tvalid_0's poisson: -108.75\tvalid_0's l1: 10.8519\n",
"[60]\tvalid_0's poisson: -108.769\tvalid_0's l1: 10.8177\n",
"[61]\tvalid_0's poisson: -108.787\tvalid_0's l1: 10.7856\n",
"[62]\tvalid_0's poisson: -108.793\tvalid_0's l1: 10.7749\n",
"[63]\tvalid_0's poisson: -108.803\tvalid_0's l1: 10.7538\n",
"[64]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.7317\n",
"[65]\tvalid_0's poisson: -108.818\tvalid_0's l1: 10.7239\n",
"[66]\tvalid_0's poisson: -108.823\tvalid_0's l1: 10.7161\n",
"[67]\tvalid_0's poisson: -108.825\tvalid_0's l1: 10.7111\n",
"[68]\tvalid_0's poisson: -108.83\tvalid_0's l1: 10.7015\n",
"[69]\tvalid_0's poisson: -108.793\tvalid_0's l1: 10.6953\n",
"[70]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.6902\n",
"[71]\tvalid_0's poisson: -108.797\tvalid_0's l1: 10.6855\n",
"[72]\tvalid_0's poisson: -108.806\tvalid_0's l1: 10.6674\n",
"[73]\tvalid_0's poisson: -108.818\tvalid_0's l1: 10.6412\n",
"[74]\tvalid_0's poisson: -108.818\tvalid_0's l1: 10.6292\n",
"[75]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.6228\n",
"[76]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.6123\n",
"[77]\tvalid_0's poisson: -108.817\tvalid_0's l1: 10.6053\n",
"[78]\tvalid_0's poisson: -108.788\tvalid_0's l1: 10.6034\n",
"[79]\tvalid_0's poisson: -108.77\tvalid_0's l1: 10.5963\n",
"[80]\tvalid_0's poisson: -108.77\tvalid_0's l1: 10.592\n",
"[81]\tvalid_0's poisson: -108.766\tvalid_0's l1: 10.59\n",
"[82]\tvalid_0's poisson: -108.766\tvalid_0's l1: 10.5873\n",
"[83]\tvalid_0's poisson: -108.772\tvalid_0's l1: 10.5773\n",
"[84]\tvalid_0's poisson: -108.771\tvalid_0's l1: 10.577\n",
"[85]\tvalid_0's poisson: -108.773\tvalid_0's l1: 10.5712\n",
"[86]\tvalid_0's poisson: -108.773\tvalid_0's l1: 10.5701\n",
"[87]\tvalid_0's poisson: -108.779\tvalid_0's l1: 10.5588\n",
"[88]\tvalid_0's poisson: -108.781\tvalid_0's l1: 10.5565\n",
"[89]\tvalid_0's poisson: -108.783\tvalid_0's l1: 10.5525\n",
"[90]\tvalid_0's poisson: -108.785\tvalid_0's l1: 10.548\n",
"[91]\tvalid_0's poisson: -108.786\tvalid_0's l1: 10.5469\n",
"[92]\tvalid_0's poisson: -108.786\tvalid_0's l1: 10.5457\n",
"[93]\tvalid_0's poisson: -108.788\tvalid_0's l1: 10.5412\n",
"[94]\tvalid_0's poisson: -108.79\tvalid_0's l1: 10.5374\n",
"[95]\tvalid_0's poisson: -108.793\tvalid_0's l1: 10.5296\n",
"[96]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.5245\n",
"[97]\tvalid_0's poisson: -108.797\tvalid_0's l1: 10.5107\n",
"[98]\tvalid_0's poisson: -108.8\tvalid_0's l1: 10.5004\n",
"[99]\tvalid_0's poisson: -108.802\tvalid_0's l1: 10.4971\n",
"[100]\tvalid_0's poisson: -108.806\tvalid_0's l1: 10.4856\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.6941\tvalid_0's l1: 28.101\n",
"[2]\tvalid_0's poisson: -86.4772\tvalid_0's l1: 26.9335\n",
"[3]\tvalid_0's poisson: -88.8443\tvalid_0's l1: 25.8434\n",
"[4]\tvalid_0's poisson: -90.7543\tvalid_0's l1: 24.8599\n",
"[5]\tvalid_0's poisson: -92.4668\tvalid_0's l1: 23.9481\n",
"[6]\tvalid_0's poisson: -94.1443\tvalid_0's l1: 23.0501\n",
"[7]\tvalid_0's poisson: -95.8831\tvalid_0's l1: 22.1994\n",
"[8]\tvalid_0's poisson: -97.5105\tvalid_0's l1: 21.3506\n",
"[9]\tvalid_0's poisson: -98.8394\tvalid_0's l1: 20.5672\n",
"[10]\tvalid_0's poisson: -100.024\tvalid_0's l1: 19.8208\n",
"[11]\tvalid_0's poisson: -100.99\tvalid_0's l1: 19.1322\n",
"[12]\tvalid_0's poisson: -101.858\tvalid_0's l1: 18.4711\n",
"[13]\tvalid_0's poisson: -102.642\tvalid_0's l1: 17.8432\n",
"[14]\tvalid_0's poisson: -103.296\tvalid_0's l1: 17.3088\n",
"[15]\tvalid_0's poisson: -103.689\tvalid_0's l1: 16.9108\n",
"[16]\tvalid_0's poisson: -104.095\tvalid_0's l1: 16.5149\n",
"[17]\tvalid_0's poisson: -104.564\tvalid_0's l1: 16.0711\n",
"[18]\tvalid_0's poisson: -104.868\tvalid_0's l1: 15.7508\n",
"[19]\tvalid_0's poisson: -105.257\tvalid_0's l1: 15.3541\n",
"[20]\tvalid_0's poisson: -105.616\tvalid_0's l1: 15.0009\n",
"[21]\tvalid_0's poisson: -105.888\tvalid_0's l1: 14.7171\n",
"[22]\tvalid_0's poisson: -106.142\tvalid_0's l1: 14.4248\n",
"[23]\tvalid_0's poisson: -106.366\tvalid_0's l1: 14.1627\n",
"[24]\tvalid_0's poisson: -106.534\tvalid_0's l1: 13.9649\n",
"[25]\tvalid_0's poisson: -106.714\tvalid_0's l1: 13.7506\n",
"[26]\tvalid_0's poisson: -106.898\tvalid_0's l1: 13.5391\n",
"[27]\tvalid_0's poisson: -107.054\tvalid_0's l1: 13.3413\n",
"[28]\tvalid_0's poisson: -107.164\tvalid_0's l1: 13.2098\n",
"[29]\tvalid_0's poisson: -107.298\tvalid_0's l1: 13.0408\n",
"[30]\tvalid_0's poisson: -107.379\tvalid_0's l1: 12.9363\n",
"[31]\tvalid_0's poisson: -107.461\tvalid_0's l1: 12.8214\n",
"[32]\tvalid_0's poisson: -107.554\tvalid_0's l1: 12.6999\n",
"[33]\tvalid_0's poisson: -107.656\tvalid_0's l1: 12.5669\n",
"[34]\tvalid_0's poisson: -107.738\tvalid_0's l1: 12.4531\n",
"[35]\tvalid_0's poisson: -107.806\tvalid_0's l1: 12.3601\n",
"[36]\tvalid_0's poisson: -107.873\tvalid_0's l1: 12.265\n",
"[37]\tvalid_0's poisson: -107.925\tvalid_0's l1: 12.195\n",
"[38]\tvalid_0's poisson: -107.994\tvalid_0's l1: 12.1003\n",
"[39]\tvalid_0's poisson: -108.04\tvalid_0's l1: 12.036\n",
"[40]\tvalid_0's poisson: -108.099\tvalid_0's l1: 11.9475\n",
"[41]\tvalid_0's poisson: -108.148\tvalid_0's l1: 11.881\n",
"[42]\tvalid_0's poisson: -108.195\tvalid_0's l1: 11.8108\n",
"[43]\tvalid_0's poisson: -108.232\tvalid_0's l1: 11.7574\n",
"[44]\tvalid_0's poisson: -108.284\tvalid_0's l1: 11.6809\n",
"[45]\tvalid_0's poisson: -108.335\tvalid_0's l1: 11.6046\n",
"[46]\tvalid_0's poisson: -108.364\tvalid_0's l1: 11.551\n",
"[47]\tvalid_0's poisson: -108.408\tvalid_0's l1: 11.4857\n",
"[48]\tvalid_0's poisson: -108.447\tvalid_0's l1: 11.4277\n",
"[49]\tvalid_0's poisson: -108.477\tvalid_0's l1: 11.3792\n",
"[50]\tvalid_0's poisson: -108.514\tvalid_0's l1: 11.3306\n",
"[51]\tvalid_0's poisson: -108.548\tvalid_0's l1: 11.2695\n",
"[52]\tvalid_0's poisson: -108.584\tvalid_0's l1: 11.2114\n",
"[53]\tvalid_0's poisson: -108.613\tvalid_0's l1: 11.1619\n",
"[54]\tvalid_0's poisson: -108.641\tvalid_0's l1: 11.1116\n",
"[55]\tvalid_0's poisson: -108.668\tvalid_0's l1: 11.0659\n",
"[56]\tvalid_0's poisson: -108.692\tvalid_0's l1: 11.0266\n",
"[57]\tvalid_0's poisson: -108.709\tvalid_0's l1: 10.9941\n",
"[58]\tvalid_0's poisson: -108.724\tvalid_0's l1: 10.9624\n",
"[59]\tvalid_0's poisson: -108.737\tvalid_0's l1: 10.94\n",
"[60]\tvalid_0's poisson: -108.751\tvalid_0's l1: 10.9196\n",
"[61]\tvalid_0's poisson: -108.766\tvalid_0's l1: 10.8925\n",
"[62]\tvalid_0's poisson: -108.77\tvalid_0's l1: 10.8842\n",
"[63]\tvalid_0's poisson: -108.785\tvalid_0's l1: 10.8545\n",
"[64]\tvalid_0's poisson: -108.794\tvalid_0's l1: 10.8302\n",
"[65]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.8136\n",
"[66]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.7906\n",
"[67]\tvalid_0's poisson: -108.817\tvalid_0's l1: 10.7825\n",
"[68]\tvalid_0's poisson: -108.822\tvalid_0's l1: 10.7676\n",
"[69]\tvalid_0's poisson: -108.825\tvalid_0's l1: 10.759\n",
"[70]\tvalid_0's poisson: -108.833\tvalid_0's l1: 10.7414\n",
"[71]\tvalid_0's poisson: -108.836\tvalid_0's l1: 10.7346\n",
"[72]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.706\n",
"[73]\tvalid_0's poisson: -108.857\tvalid_0's l1: 10.6983\n",
"[74]\tvalid_0's poisson: -108.859\tvalid_0's l1: 10.692\n",
"[75]\tvalid_0's poisson: -108.859\tvalid_0's l1: 10.6873\n",
"[76]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.6824\n",
"[77]\tvalid_0's poisson: -108.846\tvalid_0's l1: 10.6724\n",
"[78]\tvalid_0's poisson: -108.841\tvalid_0's l1: 10.664\n",
"[79]\tvalid_0's poisson: -108.806\tvalid_0's l1: 10.6564\n",
"[80]\tvalid_0's poisson: -108.802\tvalid_0's l1: 10.6532\n",
"[81]\tvalid_0's poisson: -108.811\tvalid_0's l1: 10.6381\n",
"[82]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.6352\n",
"[83]\tvalid_0's poisson: -108.799\tvalid_0's l1: 10.6164\n",
"[84]\tvalid_0's poisson: -108.802\tvalid_0's l1: 10.6064\n",
"[85]\tvalid_0's poisson: -108.809\tvalid_0's l1: 10.5914\n",
"[86]\tvalid_0's poisson: -108.803\tvalid_0's l1: 10.5893\n",
"[87]\tvalid_0's poisson: -108.794\tvalid_0's l1: 10.5855\n",
"[88]\tvalid_0's poisson: -108.797\tvalid_0's l1: 10.5782\n",
"[89]\tvalid_0's poisson: -108.798\tvalid_0's l1: 10.5758\n",
"[90]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.5715\n",
"[91]\tvalid_0's poisson: -108.798\tvalid_0's l1: 10.567\n",
"[92]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.5624\n",
"[93]\tvalid_0's poisson: -108.796\tvalid_0's l1: 10.5592\n",
"[94]\tvalid_0's poisson: -108.8\tvalid_0's l1: 10.5523\n",
"[95]\tvalid_0's poisson: -108.803\tvalid_0's l1: 10.5469\n",
"[96]\tvalid_0's poisson: -108.805\tvalid_0's l1: 10.5431\n",
"[97]\tvalid_0's poisson: -108.805\tvalid_0's l1: 10.5415\n",
"[98]\tvalid_0's poisson: -108.805\tvalid_0's l1: 10.5383\n",
"[99]\tvalid_0's poisson: -108.804\tvalid_0's l1: 10.5371\n",
"[100]\tvalid_0's poisson: -108.804\tvalid_0's l1: 10.5342\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -81.1337\tvalid_0's l1: 29.0902\n",
"[2]\tvalid_0's poisson: -81.8431\tvalid_0's l1: 28.8302\n",
"[3]\tvalid_0's poisson: -82.5407\tvalid_0's l1: 28.5704\n",
"[4]\tvalid_0's poisson: -83.2004\tvalid_0's l1: 28.3167\n",
"[5]\tvalid_0's poisson: -83.8181\tvalid_0's l1: 28.0695\n",
"[6]\tvalid_0's poisson: -84.4048\tvalid_0's l1: 27.8305\n",
"[7]\tvalid_0's poisson: -84.9779\tvalid_0's l1: 27.5898\n",
"[8]\tvalid_0's poisson: -85.5344\tvalid_0's l1: 27.3569\n",
"[9]\tvalid_0's poisson: -86.0518\tvalid_0's l1: 27.1287\n",
"[10]\tvalid_0's poisson: -86.5467\tvalid_0's l1: 26.9079\n",
"[11]\tvalid_0's poisson: -87.031\tvalid_0's l1: 26.6909\n",
"[12]\tvalid_0's poisson: -87.4999\tvalid_0's l1: 26.4728\n",
"[13]\tvalid_0's poisson: -87.9468\tvalid_0's l1: 26.2602\n",
"[14]\tvalid_0's poisson: -88.3731\tvalid_0's l1: 26.0533\n",
"[15]\tvalid_0's poisson: -88.7802\tvalid_0's l1: 25.8527\n",
"[16]\tvalid_0's poisson: -89.1571\tvalid_0's l1: 25.6603\n",
"[17]\tvalid_0's poisson: -89.5313\tvalid_0's l1: 25.4699\n",
"[18]\tvalid_0's poisson: -89.8815\tvalid_0's l1: 25.2896\n",
"[19]\tvalid_0's poisson: -90.2145\tvalid_0's l1: 25.1109\n",
"[20]\tvalid_0's poisson: -90.5505\tvalid_0's l1: 24.9331\n",
"[21]\tvalid_0's poisson: -90.8686\tvalid_0's l1: 24.7633\n",
"[22]\tvalid_0's poisson: -91.1805\tvalid_0's l1: 24.5951\n",
"[23]\tvalid_0's poisson: -91.4643\tvalid_0's l1: 24.4346\n",
"[24]\tvalid_0's poisson: -91.7511\tvalid_0's l1: 24.2768\n",
"[25]\tvalid_0's poisson: -92.0221\tvalid_0's l1: 24.1264\n",
"[26]\tvalid_0's poisson: -92.2883\tvalid_0's l1: 23.9773\n",
"[27]\tvalid_0's poisson: -92.5411\tvalid_0's l1: 23.8332\n",
"[28]\tvalid_0's poisson: -92.7766\tvalid_0's l1: 23.6934\n",
"[29]\tvalid_0's poisson: -93.0252\tvalid_0's l1: 23.5571\n",
"[30]\tvalid_0's poisson: -93.2533\tvalid_0's l1: 23.4205\n",
"[31]\tvalid_0's poisson: -93.4828\tvalid_0's l1: 23.2875\n",
"[32]\tvalid_0's poisson: -93.7067\tvalid_0's l1: 23.158\n",
"[33]\tvalid_0's poisson: -93.9185\tvalid_0's l1: 23.0353\n",
"[34]\tvalid_0's poisson: -94.1307\tvalid_0's l1: 22.9139\n",
"[35]\tvalid_0's poisson: -94.324\tvalid_0's l1: 22.7945\n",
"[36]\tvalid_0's poisson: -94.5475\tvalid_0's l1: 22.6631\n",
"[37]\tvalid_0's poisson: -94.7627\tvalid_0's l1: 22.5361\n",
"[38]\tvalid_0's poisson: -94.97\tvalid_0's l1: 22.4127\n",
"[39]\tvalid_0's poisson: -95.1699\tvalid_0's l1: 22.293\n",
"[40]\tvalid_0's poisson: -95.3369\tvalid_0's l1: 22.1913\n",
"[41]\tvalid_0's poisson: -95.4983\tvalid_0's l1: 22.0924\n",
"[42]\tvalid_0's poisson: -95.6543\tvalid_0's l1: 21.9969\n",
"[43]\tvalid_0's poisson: -95.8268\tvalid_0's l1: 21.8825\n",
"[44]\tvalid_0's poisson: -95.993\tvalid_0's l1: 21.7712\n",
"[45]\tvalid_0's poisson: -96.323\tvalid_0's l1: 21.6262\n",
"[46]\tvalid_0's poisson: -96.4742\tvalid_0's l1: 21.5193\n",
"[47]\tvalid_0's poisson: -96.6238\tvalid_0's l1: 21.4157\n",
"[48]\tvalid_0's poisson: -96.9168\tvalid_0's l1: 21.2788\n",
"[49]\tvalid_0's poisson: -97.2112\tvalid_0's l1: 21.1452\n",
"[50]\tvalid_0's poisson: -97.3463\tvalid_0's l1: 21.0468\n",
"[51]\tvalid_0's poisson: -97.475\tvalid_0's l1: 20.9633\n",
"[52]\tvalid_0's poisson: -97.7147\tvalid_0's l1: 20.8384\n",
"[53]\tvalid_0's poisson: -97.9737\tvalid_0's l1: 20.714\n",
"[54]\tvalid_0's poisson: -98.0881\tvalid_0's l1: 20.6243\n",
"[55]\tvalid_0's poisson: -98.3313\tvalid_0's l1: 20.5069\n",
"[56]\tvalid_0's poisson: -98.4265\tvalid_0's l1: 20.4405\n",
"[57]\tvalid_0's poisson: -98.6441\tvalid_0's l1: 20.3255\n",
"[58]\tvalid_0's poisson: -98.7566\tvalid_0's l1: 20.2397\n",
"[59]\tvalid_0's poisson: -98.8661\tvalid_0's l1: 20.1554\n",
"[60]\tvalid_0's poisson: -98.9544\tvalid_0's l1: 20.0899\n",
"[61]\tvalid_0's poisson: -99.051\tvalid_0's l1: 20.021\n",
"[62]\tvalid_0's poisson: -99.2332\tvalid_0's l1: 19.9142\n",
"[63]\tvalid_0's poisson: -99.3135\tvalid_0's l1: 19.8549\n",
"[64]\tvalid_0's poisson: -99.4006\tvalid_0's l1: 19.7889\n",
"[65]\tvalid_0's poisson: -99.4887\tvalid_0's l1: 19.7209\n",
"[66]\tvalid_0's poisson: -99.576\tvalid_0's l1: 19.6583\n",
"[67]\tvalid_0's poisson: -99.652\tvalid_0's l1: 19.6011\n",
"[68]\tvalid_0's poisson: -99.7145\tvalid_0's l1: 19.5529\n",
"[69]\tvalid_0's poisson: -99.8929\tvalid_0's l1: 19.4512\n",
"[70]\tvalid_0's poisson: -100.063\tvalid_0's l1: 19.3477\n",
"[71]\tvalid_0's poisson: -100.134\tvalid_0's l1: 19.283\n",
"[72]\tvalid_0's poisson: -100.269\tvalid_0's l1: 19.2094\n",
"[73]\tvalid_0's poisson: -100.404\tvalid_0's l1: 19.131\n",
"[74]\tvalid_0's poisson: -100.556\tvalid_0's l1: 19.0398\n",
"[75]\tvalid_0's poisson: -100.646\tvalid_0's l1: 18.9729\n",
"[76]\tvalid_0's poisson: -100.727\tvalid_0's l1: 18.9017\n",
"[77]\tvalid_0's poisson: -100.804\tvalid_0's l1: 18.8334\n",
"[78]\tvalid_0's poisson: -100.864\tvalid_0's l1: 18.7854\n",
"[79]\tvalid_0's poisson: -100.946\tvalid_0's l1: 18.7198\n",
"[80]\tvalid_0's poisson: -101.021\tvalid_0's l1: 18.6537\n",
"[81]\tvalid_0's poisson: -101.067\tvalid_0's l1: 18.6153\n",
"[82]\tvalid_0's poisson: -101.149\tvalid_0's l1: 18.5547\n",
"[83]\tvalid_0's poisson: -101.29\tvalid_0's l1: 18.4678\n",
"[84]\tvalid_0's poisson: -101.342\tvalid_0's l1: 18.4255\n",
"[85]\tvalid_0's poisson: -101.45\tvalid_0's l1: 18.3629\n",
"[86]\tvalid_0's poisson: -101.571\tvalid_0's l1: 18.2852\n",
"[87]\tvalid_0's poisson: -101.67\tvalid_0's l1: 18.2262\n",
"[88]\tvalid_0's poisson: -101.734\tvalid_0's l1: 18.1671\n",
"[89]\tvalid_0's poisson: -101.796\tvalid_0's l1: 18.1095\n",
"[90]\tvalid_0's poisson: -101.911\tvalid_0's l1: 18.0275\n",
"[91]\tvalid_0's poisson: -101.957\tvalid_0's l1: 17.9886\n",
"[92]\tvalid_0's poisson: -102.02\tvalid_0's l1: 17.9375\n",
"[93]\tvalid_0's poisson: -102.054\tvalid_0's l1: 17.9076\n",
"[94]\tvalid_0's poisson: -102.109\tvalid_0's l1: 17.8541\n",
"[95]\tvalid_0's poisson: -102.229\tvalid_0's l1: 17.7825\n",
"[96]\tvalid_0's poisson: -102.328\tvalid_0's l1: 17.7067\n",
"[97]\tvalid_0's poisson: -102.368\tvalid_0's l1: 17.6719\n",
"[98]\tvalid_0's poisson: -102.511\tvalid_0's l1: 17.5884\n",
"[99]\tvalid_0's poisson: -102.589\tvalid_0's l1: 17.5394\n",
"[100]\tvalid_0's poisson: -102.679\tvalid_0's l1: 17.4689\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1515\tvalid_0's l1: 29.0862\n",
"[2]\tvalid_0's poisson: -81.8778\tvalid_0's l1: 28.8213\n",
"[3]\tvalid_0's poisson: -82.5701\tvalid_0's l1: 28.5603\n",
"[4]\tvalid_0's poisson: -83.2254\tvalid_0's l1: 28.3057\n",
"[5]\tvalid_0's poisson: -83.8873\tvalid_0's l1: 28.0475\n",
"[6]\tvalid_0's poisson: -84.5053\tvalid_0's l1: 27.8019\n",
"[7]\tvalid_0's poisson: -85.0916\tvalid_0's l1: 27.5604\n",
"[8]\tvalid_0's poisson: -85.6607\tvalid_0's l1: 27.3226\n",
"[9]\tvalid_0's poisson: -86.2008\tvalid_0's l1: 27.0916\n",
"[10]\tvalid_0's poisson: -86.6925\tvalid_0's l1: 26.8671\n",
"[11]\tvalid_0's poisson: -87.1709\tvalid_0's l1: 26.6496\n",
"[12]\tvalid_0's poisson: -87.6369\tvalid_0's l1: 26.43\n",
"[13]\tvalid_0's poisson: -88.0827\tvalid_0's l1: 26.2195\n",
"[14]\tvalid_0's poisson: -88.5081\tvalid_0's l1: 26.0141\n",
"[15]\tvalid_0's poisson: -88.8952\tvalid_0's l1: 25.8182\n",
"[16]\tvalid_0's poisson: -89.2892\tvalid_0's l1: 25.6168\n",
"[17]\tvalid_0's poisson: -89.6641\tvalid_0's l1: 25.4236\n",
"[18]\tvalid_0's poisson: -90.0119\tvalid_0's l1: 25.2432\n",
"[19]\tvalid_0's poisson: -90.3574\tvalid_0's l1: 25.0598\n",
"[20]\tvalid_0's poisson: -90.6771\tvalid_0's l1: 24.8842\n",
"[21]\tvalid_0's poisson: -90.9819\tvalid_0's l1: 24.7132\n",
"[22]\tvalid_0's poisson: -91.2701\tvalid_0's l1: 24.5524\n",
"[23]\tvalid_0's poisson: -91.5522\tvalid_0's l1: 24.3902\n",
"[24]\tvalid_0's poisson: -91.8228\tvalid_0's l1: 24.2365\n",
"[25]\tvalid_0's poisson: -92.0893\tvalid_0's l1: 24.0846\n",
"[26]\tvalid_0's poisson: -92.3548\tvalid_0's l1: 23.9367\n",
"[27]\tvalid_0's poisson: -92.6153\tvalid_0's l1: 23.7868\n",
"[28]\tvalid_0's poisson: -92.8659\tvalid_0's l1: 23.6422\n",
"[29]\tvalid_0's poisson: -93.1067\tvalid_0's l1: 23.5021\n",
"[30]\tvalid_0's poisson: -93.3386\tvalid_0's l1: 23.3688\n",
"[31]\tvalid_0's poisson: -93.5624\tvalid_0's l1: 23.2376\n",
"[32]\tvalid_0's poisson: -93.7795\tvalid_0's l1: 23.1074\n",
"[33]\tvalid_0's poisson: -93.9832\tvalid_0's l1: 22.9891\n",
"[34]\tvalid_0's poisson: -94.1891\tvalid_0's l1: 22.8683\n",
"[35]\tvalid_0's poisson: -94.3972\tvalid_0's l1: 22.7466\n",
"[36]\tvalid_0's poisson: -94.5975\tvalid_0's l1: 22.6264\n",
"[37]\tvalid_0's poisson: -94.7892\tvalid_0's l1: 22.5068\n",
"[38]\tvalid_0's poisson: -94.9626\tvalid_0's l1: 22.3951\n",
"[39]\tvalid_0's poisson: -95.1644\tvalid_0's l1: 22.2746\n",
"[40]\tvalid_0's poisson: -95.3589\tvalid_0's l1: 22.1573\n",
"[41]\tvalid_0's poisson: -95.5241\tvalid_0's l1: 22.0552\n",
"[42]\tvalid_0's poisson: -95.6934\tvalid_0's l1: 21.94\n",
"[43]\tvalid_0's poisson: -95.8608\tvalid_0's l1: 21.8259\n",
"[44]\tvalid_0's poisson: -95.9989\tvalid_0's l1: 21.7367\n",
"[45]\tvalid_0's poisson: -96.1541\tvalid_0's l1: 21.6283\n",
"[46]\tvalid_0's poisson: -96.3075\tvalid_0's l1: 21.5217\n",
"[47]\tvalid_0's poisson: -96.4697\tvalid_0's l1: 21.4257\n",
"[48]\tvalid_0's poisson: -96.6107\tvalid_0's l1: 21.3256\n",
"[49]\tvalid_0's poisson: -96.7491\tvalid_0's l1: 21.2392\n",
"[50]\tvalid_0's poisson: -97.0436\tvalid_0's l1: 21.1112\n",
"[51]\tvalid_0's poisson: -97.1593\tvalid_0's l1: 21.0306\n",
"[52]\tvalid_0's poisson: -97.2889\tvalid_0's l1: 20.9379\n",
"[53]\tvalid_0's poisson: -97.399\tvalid_0's l1: 20.8616\n",
"[54]\tvalid_0's poisson: -97.6481\tvalid_0's l1: 20.7366\n",
"[55]\tvalid_0's poisson: -97.893\tvalid_0's l1: 20.6087\n",
"[56]\tvalid_0's poisson: -98.0002\tvalid_0's l1: 20.5249\n",
"[57]\tvalid_0's poisson: -98.2192\tvalid_0's l1: 20.4084\n",
"[58]\tvalid_0's poisson: -98.3102\tvalid_0's l1: 20.3438\n",
"[59]\tvalid_0's poisson: -98.5604\tvalid_0's l1: 20.2232\n",
"[60]\tvalid_0's poisson: -98.6671\tvalid_0's l1: 20.1415\n",
"[61]\tvalid_0's poisson: -98.7692\tvalid_0's l1: 20.0725\n",
"[62]\tvalid_0's poisson: -98.9605\tvalid_0's l1: 19.9799\n",
"[63]\tvalid_0's poisson: -99.0547\tvalid_0's l1: 19.9121\n",
"[64]\tvalid_0's poisson: -99.1391\tvalid_0's l1: 19.8423\n",
"[65]\tvalid_0's poisson: -99.3037\tvalid_0's l1: 19.7591\n",
"[66]\tvalid_0's poisson: -99.4946\tvalid_0's l1: 19.6501\n",
"[67]\tvalid_0's poisson: -99.5633\tvalid_0's l1: 19.5992\n",
"[68]\tvalid_0's poisson: -99.6492\tvalid_0's l1: 19.5378\n",
"[69]\tvalid_0's poisson: -99.7363\tvalid_0's l1: 19.4663\n",
"[70]\tvalid_0's poisson: -99.8883\tvalid_0's l1: 19.3874\n",
"[71]\tvalid_0's poisson: -99.985\tvalid_0's l1: 19.31\n",
"[72]\tvalid_0's poisson: -100.079\tvalid_0's l1: 19.2344\n",
"[73]\tvalid_0's poisson: -100.17\tvalid_0's l1: 19.162\n",
"[74]\tvalid_0's poisson: -100.254\tvalid_0's l1: 19.0902\n",
"[75]\tvalid_0's poisson: -100.334\tvalid_0's l1: 19.0306\n",
"[76]\tvalid_0's poisson: -100.465\tvalid_0's l1: 18.9477\n",
"[77]\tvalid_0's poisson: -100.544\tvalid_0's l1: 18.8808\n",
"[78]\tvalid_0's poisson: -100.629\tvalid_0's l1: 18.8186\n",
"[79]\tvalid_0's poisson: -100.703\tvalid_0's l1: 18.7544\n",
"[80]\tvalid_0's poisson: -100.784\tvalid_0's l1: 18.6964\n",
"[81]\tvalid_0's poisson: -100.959\tvalid_0's l1: 18.6008\n",
"[82]\tvalid_0's poisson: -101.086\tvalid_0's l1: 18.5305\n",
"[83]\tvalid_0's poisson: -101.165\tvalid_0's l1: 18.4647\n",
"[84]\tvalid_0's poisson: -101.206\tvalid_0's l1: 18.4292\n",
"[85]\tvalid_0's poisson: -101.324\tvalid_0's l1: 18.3618\n",
"[86]\tvalid_0's poisson: -101.436\tvalid_0's l1: 18.2967\n",
"[87]\tvalid_0's poisson: -101.485\tvalid_0's l1: 18.2564\n",
"[88]\tvalid_0's poisson: -101.615\tvalid_0's l1: 18.1701\n",
"[89]\tvalid_0's poisson: -101.651\tvalid_0's l1: 18.1378\n",
"[90]\tvalid_0's poisson: -101.819\tvalid_0's l1: 18.0456\n",
"[91]\tvalid_0's poisson: -101.937\tvalid_0's l1: 17.9616\n",
"[92]\tvalid_0's poisson: -101.986\tvalid_0's l1: 17.9195\n",
"[93]\tvalid_0's poisson: -102.026\tvalid_0's l1: 17.8855\n",
"[94]\tvalid_0's poisson: -102.141\tvalid_0's l1: 17.8069\n",
"[95]\tvalid_0's poisson: -102.226\tvalid_0's l1: 17.7568\n",
"[96]\tvalid_0's poisson: -102.316\tvalid_0's l1: 17.7026\n",
"[97]\tvalid_0's poisson: -102.456\tvalid_0's l1: 17.6224\n",
"[98]\tvalid_0's poisson: -102.5\tvalid_0's l1: 17.5837\n",
"[99]\tvalid_0's poisson: -102.582\tvalid_0's l1: 17.5341\n",
"[100]\tvalid_0's poisson: -102.61\tvalid_0's l1: 17.5082\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1542\tvalid_0's l1: 29.084\n",
"[2]\tvalid_0's poisson: -81.8821\tvalid_0's l1: 28.8182\n",
"[3]\tvalid_0's poisson: -82.5715\tvalid_0's l1: 28.5571\n",
"[4]\tvalid_0's poisson: -83.2245\tvalid_0's l1: 28.3025\n",
"[5]\tvalid_0's poisson: -83.8524\tvalid_0's l1: 28.0525\n",
"[6]\tvalid_0's poisson: -84.4481\tvalid_0's l1: 27.8106\n",
"[7]\tvalid_0's poisson: -85.0342\tvalid_0's l1: 27.5708\n",
"[8]\tvalid_0's poisson: -85.5765\tvalid_0's l1: 27.3389\n",
"[9]\tvalid_0's poisson: -86.0923\tvalid_0's l1: 27.1118\n",
"[10]\tvalid_0's poisson: -86.5695\tvalid_0's l1: 26.8944\n",
"[11]\tvalid_0's poisson: -87.061\tvalid_0's l1: 26.6751\n",
"[12]\tvalid_0's poisson: -87.5379\tvalid_0's l1: 26.4542\n",
"[13]\tvalid_0's poisson: -87.9918\tvalid_0's l1: 26.2393\n",
"[14]\tvalid_0's poisson: -88.4175\tvalid_0's l1: 26.0349\n",
"[15]\tvalid_0's poisson: -88.7984\tvalid_0's l1: 25.8445\n",
"[16]\tvalid_0's poisson: -89.1876\tvalid_0's l1: 25.6516\n",
"[17]\tvalid_0's poisson: -89.5702\tvalid_0's l1: 25.4575\n",
"[18]\tvalid_0's poisson: -89.9336\tvalid_0's l1: 25.2695\n",
"[19]\tvalid_0's poisson: -90.2816\tvalid_0's l1: 25.0872\n",
"[20]\tvalid_0's poisson: -90.61\tvalid_0's l1: 24.912\n",
"[21]\tvalid_0's poisson: -90.9218\tvalid_0's l1: 24.7416\n",
"[22]\tvalid_0's poisson: -91.2293\tvalid_0's l1: 24.5742\n",
"[23]\tvalid_0's poisson: -91.5164\tvalid_0's l1: 24.4131\n",
"[24]\tvalid_0's poisson: -91.7951\tvalid_0's l1: 24.2577\n",
"[25]\tvalid_0's poisson: -92.0599\tvalid_0's l1: 24.1062\n",
"[26]\tvalid_0's poisson: -92.3299\tvalid_0's l1: 23.9581\n",
"[27]\tvalid_0's poisson: -92.602\tvalid_0's l1: 23.8111\n",
"[28]\tvalid_0's poisson: -92.8486\tvalid_0's l1: 23.6693\n",
"[29]\tvalid_0's poisson: -93.0863\tvalid_0's l1: 23.5329\n",
"[30]\tvalid_0's poisson: -93.32\tvalid_0's l1: 23.3995\n",
"[31]\tvalid_0's poisson: -93.5477\tvalid_0's l1: 23.2669\n",
"[32]\tvalid_0's poisson: -93.7636\tvalid_0's l1: 23.138\n",
"[33]\tvalid_0's poisson: -94.0091\tvalid_0's l1: 22.9979\n",
"[34]\tvalid_0's poisson: -94.2106\tvalid_0's l1: 22.8751\n",
"[35]\tvalid_0's poisson: -94.4046\tvalid_0's l1: 22.7559\n",
"[36]\tvalid_0's poisson: -94.6189\tvalid_0's l1: 22.6215\n",
"[37]\tvalid_0's poisson: -94.8355\tvalid_0's l1: 22.4932\n",
"[38]\tvalid_0's poisson: -95.0444\tvalid_0's l1: 22.3737\n",
"[39]\tvalid_0's poisson: -95.2374\tvalid_0's l1: 22.2505\n",
"[40]\tvalid_0's poisson: -95.4308\tvalid_0's l1: 22.14\n",
"[41]\tvalid_0's poisson: -95.6223\tvalid_0's l1: 22.0228\n",
"[42]\tvalid_0's poisson: -95.8063\tvalid_0's l1: 21.9084\n",
"[43]\tvalid_0's poisson: -95.9587\tvalid_0's l1: 21.8132\n",
"[44]\tvalid_0's poisson: -96.1208\tvalid_0's l1: 21.7014\n",
"[45]\tvalid_0's poisson: -96.2599\tvalid_0's l1: 21.6098\n",
"[46]\tvalid_0's poisson: -96.402\tvalid_0's l1: 21.5103\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -96.5321\tvalid_0's l1: 21.4243\n",
"[48]\tvalid_0's poisson: -96.8144\tvalid_0's l1: 21.3061\n",
"[49]\tvalid_0's poisson: -97.0878\tvalid_0's l1: 21.177\n",
"[50]\tvalid_0's poisson: -97.2276\tvalid_0's l1: 21.0777\n",
"[51]\tvalid_0's poisson: -97.3666\tvalid_0's l1: 20.9901\n",
"[52]\tvalid_0's poisson: -97.5014\tvalid_0's l1: 20.8948\n",
"[53]\tvalid_0's poisson: -97.6309\tvalid_0's l1: 20.8136\n",
"[54]\tvalid_0's poisson: -97.8914\tvalid_0's l1: 20.6819\n",
"[55]\tvalid_0's poisson: -98.1443\tvalid_0's l1: 20.565\n",
"[56]\tvalid_0's poisson: -98.2413\tvalid_0's l1: 20.4956\n",
"[57]\tvalid_0's poisson: -98.4714\tvalid_0's l1: 20.3726\n",
"[58]\tvalid_0's poisson: -98.6891\tvalid_0's l1: 20.2531\n",
"[59]\tvalid_0's poisson: -98.7924\tvalid_0's l1: 20.1814\n",
"[60]\tvalid_0's poisson: -98.8886\tvalid_0's l1: 20.1125\n",
"[61]\tvalid_0's poisson: -99.0903\tvalid_0's l1: 19.9973\n",
"[62]\tvalid_0's poisson: -99.2694\tvalid_0's l1: 19.903\n",
"[63]\tvalid_0's poisson: -99.3628\tvalid_0's l1: 19.8369\n",
"[64]\tvalid_0's poisson: -99.5535\tvalid_0's l1: 19.7266\n",
"[65]\tvalid_0's poisson: -99.6168\tvalid_0's l1: 19.6768\n",
"[66]\tvalid_0's poisson: -99.7091\tvalid_0's l1: 19.6011\n",
"[67]\tvalid_0's poisson: -99.7961\tvalid_0's l1: 19.5328\n",
"[68]\tvalid_0's poisson: -99.8804\tvalid_0's l1: 19.4658\n",
"[69]\tvalid_0's poisson: -99.9379\tvalid_0's l1: 19.4198\n",
"[70]\tvalid_0's poisson: -100.038\tvalid_0's l1: 19.3414\n",
"[71]\tvalid_0's poisson: -100.13\tvalid_0's l1: 19.2645\n",
"[72]\tvalid_0's poisson: -100.223\tvalid_0's l1: 19.1961\n",
"[73]\tvalid_0's poisson: -100.311\tvalid_0's l1: 19.1221\n",
"[74]\tvalid_0's poisson: -100.363\tvalid_0's l1: 19.0776\n",
"[75]\tvalid_0's poisson: -100.534\tvalid_0's l1: 18.9736\n",
"[76]\tvalid_0's poisson: -100.703\tvalid_0's l1: 18.877\n",
"[77]\tvalid_0's poisson: -100.753\tvalid_0's l1: 18.8365\n",
"[78]\tvalid_0's poisson: -100.831\tvalid_0's l1: 18.7683\n",
"[79]\tvalid_0's poisson: -100.908\tvalid_0's l1: 18.7021\n",
"[80]\tvalid_0's poisson: -100.968\tvalid_0's l1: 18.6527\n",
"[81]\tvalid_0's poisson: -101.041\tvalid_0's l1: 18.5888\n",
"[82]\tvalid_0's poisson: -101.165\tvalid_0's l1: 18.519\n",
"[83]\tvalid_0's poisson: -101.308\tvalid_0's l1: 18.4271\n",
"[84]\tvalid_0's poisson: -101.352\tvalid_0's l1: 18.3874\n",
"[85]\tvalid_0's poisson: -101.472\tvalid_0's l1: 18.3135\n",
"[86]\tvalid_0's poisson: -101.585\tvalid_0's l1: 18.2476\n",
"[87]\tvalid_0's poisson: -101.752\tvalid_0's l1: 18.1559\n",
"[88]\tvalid_0's poisson: -101.855\tvalid_0's l1: 18.0957\n",
"[89]\tvalid_0's poisson: -102.009\tvalid_0's l1: 18.0081\n",
"[90]\tvalid_0's poisson: -102.045\tvalid_0's l1: 17.9771\n",
"[91]\tvalid_0's poisson: -102.161\tvalid_0's l1: 17.8956\n",
"[92]\tvalid_0's poisson: -102.305\tvalid_0's l1: 17.8094\n",
"[93]\tvalid_0's poisson: -102.391\tvalid_0's l1: 17.7452\n",
"[94]\tvalid_0's poisson: -102.525\tvalid_0's l1: 17.6633\n",
"[95]\tvalid_0's poisson: -102.577\tvalid_0's l1: 17.6096\n",
"[96]\tvalid_0's poisson: -102.608\tvalid_0's l1: 17.582\n",
"[97]\tvalid_0's poisson: -102.706\tvalid_0's l1: 17.5096\n",
"[98]\tvalid_0's poisson: -102.828\tvalid_0's l1: 17.4339\n",
"[99]\tvalid_0's poisson: -102.875\tvalid_0's l1: 17.3843\n",
"[100]\tvalid_0's poisson: -102.92\tvalid_0's l1: 17.3362\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1354\tvalid_0's l1: 29.0898\n",
"[2]\tvalid_0's poisson: -81.8658\tvalid_0's l1: 28.8246\n",
"[3]\tvalid_0's poisson: -82.5608\tvalid_0's l1: 28.5655\n",
"[4]\tvalid_0's poisson: -83.2182\tvalid_0's l1: 28.3126\n",
"[5]\tvalid_0's poisson: -83.8408\tvalid_0's l1: 28.0652\n",
"[6]\tvalid_0's poisson: -84.431\tvalid_0's l1: 27.8266\n",
"[7]\tvalid_0's poisson: -85.0196\tvalid_0's l1: 27.5851\n",
"[8]\tvalid_0's poisson: -85.5786\tvalid_0's l1: 27.3517\n",
"[9]\tvalid_0's poisson: -86.1097\tvalid_0's l1: 27.1245\n",
"[10]\tvalid_0's poisson: -86.5978\tvalid_0's l1: 26.9027\n",
"[11]\tvalid_0's poisson: -87.0631\tvalid_0's l1: 26.6868\n",
"[12]\tvalid_0's poisson: -87.5265\tvalid_0's l1: 26.4696\n",
"[13]\tvalid_0's poisson: -87.9702\tvalid_0's l1: 26.2607\n",
"[14]\tvalid_0's poisson: -88.3925\tvalid_0's l1: 26.0545\n",
"[15]\tvalid_0's poisson: -88.7902\tvalid_0's l1: 25.8588\n",
"[16]\tvalid_0's poisson: -89.1588\tvalid_0's l1: 25.6684\n",
"[17]\tvalid_0's poisson: -89.5284\tvalid_0's l1: 25.4779\n",
"[18]\tvalid_0's poisson: -89.884\tvalid_0's l1: 25.2944\n",
"[19]\tvalid_0's poisson: -90.2232\tvalid_0's l1: 25.1154\n",
"[20]\tvalid_0's poisson: -90.5498\tvalid_0's l1: 24.9424\n",
"[21]\tvalid_0's poisson: -90.8664\tvalid_0's l1: 24.77\n",
"[22]\tvalid_0's poisson: -91.1645\tvalid_0's l1: 24.604\n",
"[23]\tvalid_0's poisson: -91.4563\tvalid_0's l1: 24.4401\n",
"[24]\tvalid_0's poisson: -91.7365\tvalid_0's l1: 24.2816\n",
"[25]\tvalid_0's poisson: -92.0057\tvalid_0's l1: 24.1267\n",
"[26]\tvalid_0's poisson: -92.2641\tvalid_0's l1: 23.9783\n",
"[27]\tvalid_0's poisson: -92.5132\tvalid_0's l1: 23.8334\n",
"[28]\tvalid_0's poisson: -92.7591\tvalid_0's l1: 23.6954\n",
"[29]\tvalid_0's poisson: -92.9976\tvalid_0's l1: 23.5554\n",
"[30]\tvalid_0's poisson: -93.2249\tvalid_0's l1: 23.4219\n",
"[31]\tvalid_0's poisson: -93.4385\tvalid_0's l1: 23.292\n",
"[32]\tvalid_0's poisson: -93.6583\tvalid_0's l1: 23.1655\n",
"[33]\tvalid_0's poisson: -93.871\tvalid_0's l1: 23.0414\n",
"[34]\tvalid_0's poisson: -94.0662\tvalid_0's l1: 22.9205\n",
"[35]\tvalid_0's poisson: -94.2694\tvalid_0's l1: 22.8068\n",
"[36]\tvalid_0's poisson: -94.4971\tvalid_0's l1: 22.6733\n",
"[37]\tvalid_0's poisson: -94.7164\tvalid_0's l1: 22.5445\n",
"[38]\tvalid_0's poisson: -94.9136\tvalid_0's l1: 22.4231\n",
"[39]\tvalid_0's poisson: -95.1035\tvalid_0's l1: 22.3065\n",
"[40]\tvalid_0's poisson: -95.2761\tvalid_0's l1: 22.2\n",
"[41]\tvalid_0's poisson: -95.4359\tvalid_0's l1: 22.0984\n",
"[42]\tvalid_0's poisson: -95.5867\tvalid_0's l1: 22.002\n",
"[43]\tvalid_0's poisson: -95.7648\tvalid_0's l1: 21.8906\n",
"[44]\tvalid_0's poisson: -95.9016\tvalid_0's l1: 21.7962\n",
"[45]\tvalid_0's poisson: -96.0341\tvalid_0's l1: 21.7043\n",
"[46]\tvalid_0's poisson: -96.1908\tvalid_0's l1: 21.5969\n",
"[47]\tvalid_0's poisson: -96.3515\tvalid_0's l1: 21.5017\n",
"[48]\tvalid_0's poisson: -96.6546\tvalid_0's l1: 21.3739\n",
"[49]\tvalid_0's poisson: -96.9582\tvalid_0's l1: 21.2353\n",
"[50]\tvalid_0's poisson: -97.0974\tvalid_0's l1: 21.1359\n",
"[51]\tvalid_0's poisson: -97.2049\tvalid_0's l1: 21.0637\n",
"[52]\tvalid_0's poisson: -97.3369\tvalid_0's l1: 20.9679\n",
"[53]\tvalid_0's poisson: -97.4579\tvalid_0's l1: 20.8786\n",
"[54]\tvalid_0's poisson: -97.5824\tvalid_0's l1: 20.7984\n",
"[55]\tvalid_0's poisson: -97.8384\tvalid_0's l1: 20.6699\n",
"[56]\tvalid_0's poisson: -98.0524\tvalid_0's l1: 20.5668\n",
"[57]\tvalid_0's poisson: -98.1696\tvalid_0's l1: 20.4802\n",
"[58]\tvalid_0's poisson: -98.399\tvalid_0's l1: 20.373\n",
"[59]\tvalid_0's poisson: -98.5079\tvalid_0's l1: 20.2984\n",
"[60]\tvalid_0's poisson: -98.7433\tvalid_0's l1: 20.1821\n",
"[61]\tvalid_0's poisson: -98.8486\tvalid_0's l1: 20.1007\n",
"[62]\tvalid_0's poisson: -98.9447\tvalid_0's l1: 20.032\n",
"[63]\tvalid_0's poisson: -99.119\tvalid_0's l1: 19.9433\n",
"[64]\tvalid_0's poisson: -99.2184\tvalid_0's l1: 19.8662\n",
"[65]\tvalid_0's poisson: -99.322\tvalid_0's l1: 19.7851\n",
"[66]\tvalid_0's poisson: -99.4118\tvalid_0's l1: 19.7214\n",
"[67]\tvalid_0's poisson: -99.5176\tvalid_0's l1: 19.6423\n",
"[68]\tvalid_0's poisson: -99.6131\tvalid_0's l1: 19.5647\n",
"[69]\tvalid_0's poisson: -99.7129\tvalid_0's l1: 19.4896\n",
"[70]\tvalid_0's poisson: -99.8028\tvalid_0's l1: 19.4158\n",
"[71]\tvalid_0's poisson: -99.9537\tvalid_0's l1: 19.3363\n",
"[72]\tvalid_0's poisson: -100.02\tvalid_0's l1: 19.2854\n",
"[73]\tvalid_0's poisson: -100.103\tvalid_0's l1: 19.2156\n",
"[74]\tvalid_0's poisson: -100.185\tvalid_0's l1: 19.1472\n",
"[75]\tvalid_0's poisson: -100.253\tvalid_0's l1: 19.0946\n",
"[76]\tvalid_0's poisson: -100.343\tvalid_0's l1: 19.0311\n",
"[77]\tvalid_0's poisson: -100.505\tvalid_0's l1: 18.9335\n",
"[78]\tvalid_0's poisson: -100.635\tvalid_0's l1: 18.8616\n",
"[79]\tvalid_0's poisson: -100.708\tvalid_0's l1: 18.7994\n",
"[80]\tvalid_0's poisson: -100.834\tvalid_0's l1: 18.7299\n",
"[81]\tvalid_0's poisson: -100.893\tvalid_0's l1: 18.683\n",
"[82]\tvalid_0's poisson: -101.012\tvalid_0's l1: 18.6163\n",
"[83]\tvalid_0's poisson: -101.063\tvalid_0's l1: 18.5755\n",
"[84]\tvalid_0's poisson: -101.178\tvalid_0's l1: 18.5093\n",
"[85]\tvalid_0's poisson: -101.245\tvalid_0's l1: 18.4494\n",
"[86]\tvalid_0's poisson: -101.404\tvalid_0's l1: 18.3631\n",
"[87]\tvalid_0's poisson: -101.457\tvalid_0's l1: 18.3199\n",
"[88]\tvalid_0's poisson: -101.559\tvalid_0's l1: 18.2573\n",
"[89]\tvalid_0's poisson: -101.686\tvalid_0's l1: 18.171\n",
"[90]\tvalid_0's poisson: -101.81\tvalid_0's l1: 18.0882\n",
"[91]\tvalid_0's poisson: -101.858\tvalid_0's l1: 18.0473\n",
"[92]\tvalid_0's poisson: -101.905\tvalid_0's l1: 18.0084\n",
"[93]\tvalid_0's poisson: -101.953\tvalid_0's l1: 17.9667\n",
"[94]\tvalid_0's poisson: -102.109\tvalid_0's l1: 17.8781\n",
"[95]\tvalid_0's poisson: -102.195\tvalid_0's l1: 17.8249\n",
"[96]\tvalid_0's poisson: -102.303\tvalid_0's l1: 17.7473\n",
"[97]\tvalid_0's poisson: -102.334\tvalid_0's l1: 17.719\n",
"[98]\tvalid_0's poisson: -102.414\tvalid_0's l1: 17.6694\n",
"[99]\tvalid_0's poisson: -102.492\tvalid_0's l1: 17.6104\n",
"[100]\tvalid_0's poisson: -102.626\tvalid_0's l1: 17.5305\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1354\tvalid_0's l1: 29.0898\n",
"[2]\tvalid_0's poisson: -81.8473\tvalid_0's l1: 28.8282\n",
"[3]\tvalid_0's poisson: -82.5301\tvalid_0's l1: 28.572\n",
"[4]\tvalid_0's poisson: -83.2207\tvalid_0's l1: 28.3121\n",
"[5]\tvalid_0's poisson: -83.835\tvalid_0's l1: 28.0662\n",
"[6]\tvalid_0's poisson: -84.4268\tvalid_0's l1: 27.8247\n",
"[7]\tvalid_0's poisson: -84.9894\tvalid_0's l1: 27.5869\n",
"[8]\tvalid_0's poisson: -85.5535\tvalid_0's l1: 27.3513\n",
"[9]\tvalid_0's poisson: -86.0619\tvalid_0's l1: 27.126\n",
"[10]\tvalid_0's poisson: -86.5458\tvalid_0's l1: 26.9078\n",
"[11]\tvalid_0's poisson: -87.0074\tvalid_0's l1: 26.6954\n",
"[12]\tvalid_0's poisson: -87.4729\tvalid_0's l1: 26.4818\n",
"[13]\tvalid_0's poisson: -87.9194\tvalid_0's l1: 26.2726\n",
"[14]\tvalid_0's poisson: -88.3434\tvalid_0's l1: 26.0681\n",
"[15]\tvalid_0's poisson: -88.7372\tvalid_0's l1: 25.8722\n",
"[16]\tvalid_0's poisson: -89.1292\tvalid_0's l1: 25.6746\n",
"[17]\tvalid_0's poisson: -89.5074\tvalid_0's l1: 25.482\n",
"[18]\tvalid_0's poisson: -89.8666\tvalid_0's l1: 25.2953\n",
"[19]\tvalid_0's poisson: -90.1985\tvalid_0's l1: 25.1167\n",
"[20]\tvalid_0's poisson: -90.5205\tvalid_0's l1: 24.9479\n",
"[21]\tvalid_0's poisson: -90.8429\tvalid_0's l1: 24.7756\n",
"[22]\tvalid_0's poisson: -91.1522\tvalid_0's l1: 24.6081\n",
"[23]\tvalid_0's poisson: -91.44\tvalid_0's l1: 24.4482\n",
"[24]\tvalid_0's poisson: -91.7278\tvalid_0's l1: 24.2899\n",
"[25]\tvalid_0's poisson: -92.0044\tvalid_0's l1: 24.1383\n",
"[26]\tvalid_0's poisson: -92.2687\tvalid_0's l1: 23.9893\n",
"[27]\tvalid_0's poisson: -92.5142\tvalid_0's l1: 23.8464\n",
"[28]\tvalid_0's poisson: -92.7607\tvalid_0's l1: 23.7056\n",
"[29]\tvalid_0's poisson: -92.9912\tvalid_0's l1: 23.5695\n",
"[30]\tvalid_0's poisson: -93.2134\tvalid_0's l1: 23.4367\n",
"[31]\tvalid_0's poisson: -93.4275\tvalid_0's l1: 23.3081\n",
"[32]\tvalid_0's poisson: -93.6351\tvalid_0's l1: 23.1827\n",
"[33]\tvalid_0's poisson: -93.8795\tvalid_0's l1: 23.0446\n",
"[34]\tvalid_0's poisson: -94.1145\tvalid_0's l1: 22.9092\n",
"[35]\tvalid_0's poisson: -94.3398\tvalid_0's l1: 22.7862\n",
"[36]\tvalid_0's poisson: -94.5592\tvalid_0's l1: 22.657\n",
"[37]\tvalid_0's poisson: -94.7706\tvalid_0's l1: 22.5321\n",
"[38]\tvalid_0's poisson: -94.9701\tvalid_0's l1: 22.4118\n",
"[39]\tvalid_0's poisson: -95.1423\tvalid_0's l1: 22.3081\n",
"[40]\tvalid_0's poisson: -95.3089\tvalid_0's l1: 22.2074\n",
"[41]\tvalid_0's poisson: -95.4656\tvalid_0's l1: 22.1059\n",
"[42]\tvalid_0's poisson: -95.6442\tvalid_0's l1: 21.9952\n",
"[43]\tvalid_0's poisson: -95.7968\tvalid_0's l1: 21.8998\n",
"[44]\tvalid_0's poisson: -95.9406\tvalid_0's l1: 21.7992\n",
"[45]\tvalid_0's poisson: -96.0928\tvalid_0's l1: 21.693\n",
"[46]\tvalid_0's poisson: -96.2458\tvalid_0's l1: 21.5974\n",
"[47]\tvalid_0's poisson: -96.3937\tvalid_0's l1: 21.4954\n",
"[48]\tvalid_0's poisson: -96.7008\tvalid_0's l1: 21.3566\n",
"[49]\tvalid_0's poisson: -96.8384\tvalid_0's l1: 21.2587\n",
"[50]\tvalid_0's poisson: -97.1416\tvalid_0's l1: 21.123\n",
"[51]\tvalid_0's poisson: -97.4276\tvalid_0's l1: 20.9918\n",
"[52]\tvalid_0's poisson: -97.5412\tvalid_0's l1: 20.9115\n",
"[53]\tvalid_0's poisson: -97.7694\tvalid_0's l1: 20.7932\n",
"[54]\tvalid_0's poisson: -97.8796\tvalid_0's l1: 20.7083\n",
"[55]\tvalid_0's poisson: -98.0007\tvalid_0's l1: 20.6196\n",
"[56]\tvalid_0's poisson: -98.2306\tvalid_0's l1: 20.4995\n",
"[57]\tvalid_0's poisson: -98.3435\tvalid_0's l1: 20.4144\n",
"[58]\tvalid_0's poisson: -98.4365\tvalid_0's l1: 20.3483\n",
"[59]\tvalid_0's poisson: -98.5267\tvalid_0's l1: 20.2839\n",
"[60]\tvalid_0's poisson: -98.6233\tvalid_0's l1: 20.2168\n",
"[61]\tvalid_0's poisson: -98.7281\tvalid_0's l1: 20.1366\n",
"[62]\tvalid_0's poisson: -98.8271\tvalid_0's l1: 20.0677\n",
"[63]\tvalid_0's poisson: -99.0212\tvalid_0's l1: 19.9595\n",
"[64]\tvalid_0's poisson: -99.1251\tvalid_0's l1: 19.8782\n",
"[65]\tvalid_0's poisson: -99.2314\tvalid_0's l1: 19.8066\n",
"[66]\tvalid_0's poisson: -99.3382\tvalid_0's l1: 19.7321\n",
"[67]\tvalid_0's poisson: -99.434\tvalid_0's l1: 19.6567\n",
"[68]\tvalid_0's poisson: -99.5282\tvalid_0's l1: 19.5806\n",
"[69]\tvalid_0's poisson: -99.6266\tvalid_0's l1: 19.5109\n",
"[70]\tvalid_0's poisson: -99.791\tvalid_0's l1: 19.4274\n",
"[71]\tvalid_0's poisson: -99.9709\tvalid_0's l1: 19.3221\n",
"[72]\tvalid_0's poisson: -100.056\tvalid_0's l1: 19.2516\n",
"[73]\tvalid_0's poisson: -100.137\tvalid_0's l1: 19.1825\n",
"[74]\tvalid_0's poisson: -100.21\tvalid_0's l1: 19.1246\n",
"[75]\tvalid_0's poisson: -100.27\tvalid_0's l1: 19.0785\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -100.435\tvalid_0's l1: 18.9796\n",
"[77]\tvalid_0's poisson: -100.512\tvalid_0's l1: 18.9137\n",
"[78]\tvalid_0's poisson: -100.588\tvalid_0's l1: 18.8501\n",
"[79]\tvalid_0's poisson: -100.729\tvalid_0's l1: 18.7705\n",
"[80]\tvalid_0's poisson: -100.778\tvalid_0's l1: 18.73\n",
"[81]\tvalid_0's poisson: -100.909\tvalid_0's l1: 18.6559\n",
"[82]\tvalid_0's poisson: -101.024\tvalid_0's l1: 18.5787\n",
"[83]\tvalid_0's poisson: -101.078\tvalid_0's l1: 18.5367\n",
"[84]\tvalid_0's poisson: -101.211\tvalid_0's l1: 18.4479\n",
"[85]\tvalid_0's poisson: -101.268\tvalid_0's l1: 18.4011\n",
"[86]\tvalid_0's poisson: -101.384\tvalid_0's l1: 18.3331\n",
"[87]\tvalid_0's poisson: -101.562\tvalid_0's l1: 18.2387\n",
"[88]\tvalid_0's poisson: -101.615\tvalid_0's l1: 18.1953\n",
"[89]\tvalid_0's poisson: -101.721\tvalid_0's l1: 18.133\n",
"[90]\tvalid_0's poisson: -101.759\tvalid_0's l1: 18.0993\n",
"[91]\tvalid_0's poisson: -101.86\tvalid_0's l1: 18.0395\n",
"[92]\tvalid_0's poisson: -101.906\tvalid_0's l1: 18.0006\n",
"[93]\tvalid_0's poisson: -102.064\tvalid_0's l1: 17.9123\n",
"[94]\tvalid_0's poisson: -102.099\tvalid_0's l1: 17.8813\n",
"[95]\tvalid_0's poisson: -102.203\tvalid_0's l1: 17.8076\n",
"[96]\tvalid_0's poisson: -102.254\tvalid_0's l1: 17.7577\n",
"[97]\tvalid_0's poisson: -102.34\tvalid_0's l1: 17.706\n",
"[98]\tvalid_0's poisson: -102.37\tvalid_0's l1: 17.6788\n",
"[99]\tvalid_0's poisson: -102.455\tvalid_0's l1: 17.6274\n",
"[100]\tvalid_0's poisson: -102.59\tvalid_0's l1: 17.5483\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2067\tvalid_0's l1: 28.3116\n",
"[2]\tvalid_0's poisson: -85.5796\tvalid_0's l1: 27.3414\n",
"[3]\tvalid_0's poisson: -87.5833\tvalid_0's l1: 26.4507\n",
"[4]\tvalid_0's poisson: -89.2112\tvalid_0's l1: 25.6436\n",
"[5]\tvalid_0's poisson: -90.6583\tvalid_0's l1: 24.8813\n",
"[6]\tvalid_0's poisson: -91.8799\tvalid_0's l1: 24.2101\n",
"[7]\tvalid_0's poisson: -92.9195\tvalid_0's l1: 23.6286\n",
"[8]\tvalid_0's poisson: -93.8849\tvalid_0's l1: 23.0931\n",
"[9]\tvalid_0's poisson: -94.731\tvalid_0's l1: 22.5843\n",
"[10]\tvalid_0's poisson: -95.5444\tvalid_0's l1: 22.0946\n",
"[11]\tvalid_0's poisson: -96.1847\tvalid_0's l1: 21.6486\n",
"[12]\tvalid_0's poisson: -97.3852\tvalid_0's l1: 21.1255\n",
"[13]\tvalid_0's poisson: -97.9349\tvalid_0's l1: 20.7203\n",
"[14]\tvalid_0's poisson: -98.3352\tvalid_0's l1: 20.4335\n",
"[15]\tvalid_0's poisson: -99.1463\tvalid_0's l1: 19.9789\n",
"[16]\tvalid_0's poisson: -99.4715\tvalid_0's l1: 19.74\n",
"[17]\tvalid_0's poisson: -100.197\tvalid_0's l1: 19.3221\n",
"[18]\tvalid_0's poisson: -100.46\tvalid_0's l1: 19.1122\n",
"[19]\tvalid_0's poisson: -100.991\tvalid_0's l1: 18.7494\n",
"[20]\tvalid_0's poisson: -101.321\tvalid_0's l1: 18.4967\n",
"[21]\tvalid_0's poisson: -101.636\tvalid_0's l1: 18.2259\n",
"[22]\tvalid_0's poisson: -101.83\tvalid_0's l1: 18.0611\n",
"[23]\tvalid_0's poisson: -102.203\tvalid_0's l1: 17.8304\n",
"[24]\tvalid_0's poisson: -102.438\tvalid_0's l1: 17.6259\n",
"[25]\tvalid_0's poisson: -102.555\tvalid_0's l1: 17.5234\n",
"[26]\tvalid_0's poisson: -102.907\tvalid_0's l1: 17.2616\n",
"[27]\tvalid_0's poisson: -103.37\tvalid_0's l1: 16.9757\n",
"[28]\tvalid_0's poisson: -103.644\tvalid_0's l1: 16.747\n",
"[29]\tvalid_0's poisson: -103.775\tvalid_0's l1: 16.6002\n",
"[30]\tvalid_0's poisson: -104.056\tvalid_0's l1: 16.3997\n",
"[31]\tvalid_0's poisson: -104.314\tvalid_0's l1: 16.2162\n",
"[32]\tvalid_0's poisson: -104.41\tvalid_0's l1: 16.1191\n",
"[33]\tvalid_0's poisson: -104.505\tvalid_0's l1: 16.0051\n",
"[34]\tvalid_0's poisson: -104.689\tvalid_0's l1: 15.8681\n",
"[35]\tvalid_0's poisson: -104.763\tvalid_0's l1: 15.7947\n",
"[36]\tvalid_0's poisson: -104.817\tvalid_0's l1: 15.7439\n",
"[37]\tvalid_0's poisson: -104.871\tvalid_0's l1: 15.6876\n",
"[38]\tvalid_0's poisson: -104.913\tvalid_0's l1: 15.6426\n",
"[39]\tvalid_0's poisson: -105.154\tvalid_0's l1: 15.4603\n",
"[40]\tvalid_0's poisson: -105.277\tvalid_0's l1: 15.3332\n",
"[41]\tvalid_0's poisson: -105.469\tvalid_0's l1: 15.1774\n",
"[42]\tvalid_0's poisson: -105.563\tvalid_0's l1: 15.0784\n",
"[43]\tvalid_0's poisson: -105.593\tvalid_0's l1: 15.0405\n",
"[44]\tvalid_0's poisson: -105.655\tvalid_0's l1: 14.9504\n",
"[45]\tvalid_0's poisson: -105.679\tvalid_0's l1: 14.917\n",
"[46]\tvalid_0's poisson: -105.703\tvalid_0's l1: 14.8749\n",
"[47]\tvalid_0's poisson: -105.719\tvalid_0's l1: 14.845\n",
"[48]\tvalid_0's poisson: -105.91\tvalid_0's l1: 14.6742\n",
"[49]\tvalid_0's poisson: -105.929\tvalid_0's l1: 14.6142\n",
"[50]\tvalid_0's poisson: -105.961\tvalid_0's l1: 14.5804\n",
"[51]\tvalid_0's poisson: -105.996\tvalid_0's l1: 14.5431\n",
"[52]\tvalid_0's poisson: -106.02\tvalid_0's l1: 14.5167\n",
"[53]\tvalid_0's poisson: -106.034\tvalid_0's l1: 14.4932\n",
"[54]\tvalid_0's poisson: -106.047\tvalid_0's l1: 14.4774\n",
"[55]\tvalid_0's poisson: -106.196\tvalid_0's l1: 14.3358\n",
"[56]\tvalid_0's poisson: -106.23\tvalid_0's l1: 14.2916\n",
"[57]\tvalid_0's poisson: -106.198\tvalid_0's l1: 14.2103\n",
"[58]\tvalid_0's poisson: -106.238\tvalid_0's l1: 14.1519\n",
"[59]\tvalid_0's poisson: -106.273\tvalid_0's l1: 14.1176\n",
"[60]\tvalid_0's poisson: -106.307\tvalid_0's l1: 14.0815\n",
"[61]\tvalid_0's poisson: -106.308\tvalid_0's l1: 14.0699\n",
"[62]\tvalid_0's poisson: -106.345\tvalid_0's l1: 14.0312\n",
"[63]\tvalid_0's poisson: -106.347\tvalid_0's l1: 14.0188\n",
"[64]\tvalid_0's poisson: -106.33\tvalid_0's l1: 14.0082\n",
"[65]\tvalid_0's poisson: -106.36\tvalid_0's l1: 13.975\n",
"[66]\tvalid_0's poisson: -106.387\tvalid_0's l1: 13.9349\n",
"[67]\tvalid_0's poisson: -106.436\tvalid_0's l1: 13.8882\n",
"[68]\tvalid_0's poisson: -106.459\tvalid_0's l1: 13.8495\n",
"[69]\tvalid_0's poisson: -106.455\tvalid_0's l1: 13.8211\n",
"[70]\tvalid_0's poisson: -106.467\tvalid_0's l1: 13.807\n",
"[71]\tvalid_0's poisson: -106.484\tvalid_0's l1: 13.7801\n",
"[72]\tvalid_0's poisson: -106.467\tvalid_0's l1: 13.7683\n",
"[73]\tvalid_0's poisson: -106.477\tvalid_0's l1: 13.749\n",
"[74]\tvalid_0's poisson: -106.433\tvalid_0's l1: 13.7275\n",
"[75]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.6379\n",
"[76]\tvalid_0's poisson: -106.512\tvalid_0's l1: 13.6286\n",
"[77]\tvalid_0's poisson: -106.573\tvalid_0's l1: 13.56\n",
"[78]\tvalid_0's poisson: -106.608\tvalid_0's l1: 13.5479\n",
"[79]\tvalid_0's poisson: -106.633\tvalid_0's l1: 13.52\n",
"[80]\tvalid_0's poisson: -106.637\tvalid_0's l1: 13.5098\n",
"[81]\tvalid_0's poisson: -106.638\tvalid_0's l1: 13.4781\n",
"[82]\tvalid_0's poisson: -106.666\tvalid_0's l1: 13.4669\n",
"[83]\tvalid_0's poisson: -106.693\tvalid_0's l1: 13.4559\n",
"[84]\tvalid_0's poisson: -106.702\tvalid_0's l1: 13.4354\n",
"[85]\tvalid_0's poisson: -106.653\tvalid_0's l1: 13.402\n",
"[86]\tvalid_0's poisson: -106.657\tvalid_0's l1: 13.3818\n",
"[87]\tvalid_0's poisson: -106.663\tvalid_0's l1: 13.3561\n",
"[88]\tvalid_0's poisson: -106.675\tvalid_0's l1: 13.3366\n",
"[89]\tvalid_0's poisson: -106.652\tvalid_0's l1: 13.3294\n",
"[90]\tvalid_0's poisson: -106.699\tvalid_0's l1: 13.3222\n",
"[91]\tvalid_0's poisson: -106.688\tvalid_0's l1: 13.3066\n",
"[92]\tvalid_0's poisson: -106.713\tvalid_0's l1: 13.3011\n",
"[93]\tvalid_0's poisson: -106.715\tvalid_0's l1: 13.292\n",
"[94]\tvalid_0's poisson: -106.74\tvalid_0's l1: 13.2386\n",
"[95]\tvalid_0's poisson: -106.763\tvalid_0's l1: 13.193\n",
"[96]\tvalid_0's poisson: -106.681\tvalid_0's l1: 13.1782\n",
"[97]\tvalid_0's poisson: -106.68\tvalid_0's l1: 13.1697\n",
"[98]\tvalid_0's poisson: -106.692\tvalid_0's l1: 13.1538\n",
"[99]\tvalid_0's poisson: -106.695\tvalid_0's l1: 13.1493\n",
"[100]\tvalid_0's poisson: -106.651\tvalid_0's l1: 13.1442\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.279\tvalid_0's l1: 28.2829\n",
"[2]\tvalid_0's poisson: -85.7713\tvalid_0's l1: 27.2771\n",
"[3]\tvalid_0's poisson: -87.8082\tvalid_0's l1: 26.3699\n",
"[4]\tvalid_0's poisson: -89.4841\tvalid_0's l1: 25.5332\n",
"[5]\tvalid_0's poisson: -90.8922\tvalid_0's l1: 24.7954\n",
"[6]\tvalid_0's poisson: -92.0533\tvalid_0's l1: 24.1369\n",
"[7]\tvalid_0's poisson: -93.0898\tvalid_0's l1: 23.5502\n",
"[8]\tvalid_0's poisson: -93.9539\tvalid_0's l1: 23.0252\n",
"[9]\tvalid_0's poisson: -94.7087\tvalid_0's l1: 22.5507\n",
"[10]\tvalid_0's poisson: -95.4619\tvalid_0's l1: 22.103\n",
"[11]\tvalid_0's poisson: -96.1919\tvalid_0's l1: 21.6471\n",
"[12]\tvalid_0's poisson: -96.7024\tvalid_0's l1: 21.3111\n",
"[13]\tvalid_0's poisson: -97.2428\tvalid_0's l1: 20.965\n",
"[14]\tvalid_0's poisson: -98.1986\tvalid_0's l1: 20.5052\n",
"[15]\tvalid_0's poisson: -98.6998\tvalid_0's l1: 20.1416\n",
"[16]\tvalid_0's poisson: -99.0874\tvalid_0's l1: 19.8704\n",
"[17]\tvalid_0's poisson: -99.9028\tvalid_0's l1: 19.4175\n",
"[18]\tvalid_0's poisson: -100.203\tvalid_0's l1: 19.1838\n",
"[19]\tvalid_0's poisson: -100.836\tvalid_0's l1: 18.7867\n",
"[20]\tvalid_0's poisson: -101.042\tvalid_0's l1: 18.6258\n",
"[21]\tvalid_0's poisson: -101.346\tvalid_0's l1: 18.3938\n",
"[22]\tvalid_0's poisson: -101.607\tvalid_0's l1: 18.1551\n",
"[23]\tvalid_0's poisson: -101.961\tvalid_0's l1: 17.9424\n",
"[24]\tvalid_0's poisson: -102.2\tvalid_0's l1: 17.7516\n",
"[25]\tvalid_0's poisson: -102.549\tvalid_0's l1: 17.5489\n",
"[26]\tvalid_0's poisson: -102.728\tvalid_0's l1: 17.3679\n",
"[27]\tvalid_0's poisson: -102.994\tvalid_0's l1: 17.181\n",
"[28]\tvalid_0's poisson: -103.134\tvalid_0's l1: 17.0643\n",
"[29]\tvalid_0's poisson: -103.59\tvalid_0's l1: 16.7784\n",
"[30]\tvalid_0's poisson: -103.857\tvalid_0's l1: 16.5542\n",
"[31]\tvalid_0's poisson: -104.042\tvalid_0's l1: 16.4235\n",
"[32]\tvalid_0's poisson: -104.363\tvalid_0's l1: 16.1983\n",
"[33]\tvalid_0's poisson: -104.465\tvalid_0's l1: 16.0778\n",
"[34]\tvalid_0's poisson: -104.524\tvalid_0's l1: 16.0097\n",
"[35]\tvalid_0's poisson: -104.749\tvalid_0's l1: 15.8477\n",
"[36]\tvalid_0's poisson: -104.851\tvalid_0's l1: 15.7227\n",
"[37]\tvalid_0's poisson: -105.035\tvalid_0's l1: 15.5799\n",
"[38]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.5312\n",
"[39]\tvalid_0's poisson: -105.281\tvalid_0's l1: 15.3704\n",
"[40]\tvalid_0's poisson: -105.342\tvalid_0's l1: 15.3069\n",
"[41]\tvalid_0's poisson: -105.43\tvalid_0's l1: 15.207\n",
"[42]\tvalid_0's poisson: -105.475\tvalid_0's l1: 15.1641\n",
"[43]\tvalid_0's poisson: -105.553\tvalid_0's l1: 15.1032\n",
"[44]\tvalid_0's poisson: -105.677\tvalid_0's l1: 14.9695\n",
"[45]\tvalid_0's poisson: -105.695\tvalid_0's l1: 14.9339\n",
"[46]\tvalid_0's poisson: -105.72\tvalid_0's l1: 14.9053\n",
"[47]\tvalid_0's poisson: -105.888\tvalid_0's l1: 14.7514\n",
"[48]\tvalid_0's poisson: -105.935\tvalid_0's l1: 14.6843\n",
"[49]\tvalid_0's poisson: -105.995\tvalid_0's l1: 14.6095\n",
"[50]\tvalid_0's poisson: -106.029\tvalid_0's l1: 14.5671\n",
"[51]\tvalid_0's poisson: -106.054\tvalid_0's l1: 14.5219\n",
"[52]\tvalid_0's poisson: -106.035\tvalid_0's l1: 14.5\n",
"[53]\tvalid_0's poisson: -106.104\tvalid_0's l1: 14.4204\n",
"[54]\tvalid_0's poisson: -106.11\tvalid_0's l1: 14.3963\n",
"[55]\tvalid_0's poisson: -106.156\tvalid_0's l1: 14.3407\n",
"[56]\tvalid_0's poisson: -106.232\tvalid_0's l1: 14.2576\n",
"[57]\tvalid_0's poisson: -106.295\tvalid_0's l1: 14.1854\n",
"[58]\tvalid_0's poisson: -106.325\tvalid_0's l1: 14.1504\n",
"[59]\tvalid_0's poisson: -106.339\tvalid_0's l1: 14.1235\n",
"[60]\tvalid_0's poisson: -106.385\tvalid_0's l1: 14.0799\n",
"[61]\tvalid_0's poisson: -106.398\tvalid_0's l1: 14.0599\n",
"[62]\tvalid_0's poisson: -106.416\tvalid_0's l1: 14.0356\n",
"[63]\tvalid_0's poisson: -106.439\tvalid_0's l1: 13.9914\n",
"[64]\tvalid_0's poisson: -106.442\tvalid_0's l1: 13.9804\n",
"[65]\tvalid_0's poisson: -106.446\tvalid_0's l1: 13.9684\n",
"[66]\tvalid_0's poisson: -106.449\tvalid_0's l1: 13.952\n",
"[67]\tvalid_0's poisson: -106.424\tvalid_0's l1: 13.9281\n",
"[68]\tvalid_0's poisson: -106.491\tvalid_0's l1: 13.8955\n",
"[69]\tvalid_0's poisson: -106.472\tvalid_0's l1: 13.8816\n",
"[70]\tvalid_0's poisson: -106.455\tvalid_0's l1: 13.8547\n",
"[71]\tvalid_0's poisson: -106.471\tvalid_0's l1: 13.8391\n",
"[72]\tvalid_0's poisson: -106.43\tvalid_0's l1: 13.8131\n",
"[73]\tvalid_0's poisson: -106.374\tvalid_0's l1: 13.7882\n",
"[74]\tvalid_0's poisson: -106.376\tvalid_0's l1: 13.7696\n",
"[75]\tvalid_0's poisson: -106.37\tvalid_0's l1: 13.7442\n",
"[76]\tvalid_0's poisson: -106.388\tvalid_0's l1: 13.7213\n",
"[77]\tvalid_0's poisson: -106.393\tvalid_0's l1: 13.6874\n",
"[78]\tvalid_0's poisson: -106.343\tvalid_0's l1: 13.6788\n",
"[79]\tvalid_0's poisson: -106.327\tvalid_0's l1: 13.6716\n",
"[80]\tvalid_0's poisson: -106.334\tvalid_0's l1: 13.6531\n",
"[81]\tvalid_0's poisson: -106.337\tvalid_0's l1: 13.6446\n",
"[82]\tvalid_0's poisson: -106.335\tvalid_0's l1: 13.6241\n",
"[83]\tvalid_0's poisson: -106.346\tvalid_0's l1: 13.606\n",
"[84]\tvalid_0's poisson: -106.361\tvalid_0's l1: 13.588\n",
"[85]\tvalid_0's poisson: -106.363\tvalid_0's l1: 13.5774\n",
"[86]\tvalid_0's poisson: -106.365\tvalid_0's l1: 13.5714\n",
"[87]\tvalid_0's poisson: -106.367\tvalid_0's l1: 13.5645\n",
"[88]\tvalid_0's poisson: -106.459\tvalid_0's l1: 13.4769\n",
"[89]\tvalid_0's poisson: -106.46\tvalid_0's l1: 13.4687\n",
"[90]\tvalid_0's poisson: -106.467\tvalid_0's l1: 13.433\n",
"[91]\tvalid_0's poisson: -106.471\tvalid_0's l1: 13.4111\n",
"[92]\tvalid_0's poisson: -106.473\tvalid_0's l1: 13.4062\n",
"[93]\tvalid_0's poisson: -106.483\tvalid_0's l1: 13.3956\n",
"[94]\tvalid_0's poisson: -106.488\tvalid_0's l1: 13.3886\n",
"[95]\tvalid_0's poisson: -106.486\tvalid_0's l1: 13.3827\n",
"[96]\tvalid_0's poisson: -106.433\tvalid_0's l1: 13.3722\n",
"[97]\tvalid_0's poisson: -106.431\tvalid_0's l1: 13.3645\n",
"[98]\tvalid_0's poisson: -106.43\tvalid_0's l1: 13.3464\n",
"[99]\tvalid_0's poisson: -106.512\tvalid_0's l1: 13.2737\n",
"[100]\tvalid_0's poisson: -106.498\tvalid_0's l1: 13.27\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2816\tvalid_0's l1: 28.2846\n",
"[2]\tvalid_0's poisson: -85.6423\tvalid_0's l1: 27.315\n",
"[3]\tvalid_0's poisson: -87.5962\tvalid_0's l1: 26.4239\n",
"[4]\tvalid_0's poisson: -89.2901\tvalid_0's l1: 25.6086\n",
"[5]\tvalid_0's poisson: -90.6817\tvalid_0's l1: 24.8701\n",
"[6]\tvalid_0's poisson: -91.9029\tvalid_0's l1: 24.1976\n",
"[7]\tvalid_0's poisson: -92.9226\tvalid_0's l1: 23.6097\n",
"[8]\tvalid_0's poisson: -93.825\tvalid_0's l1: 23.1057\n",
"[9]\tvalid_0's poisson: -94.6483\tvalid_0's l1: 22.6487\n",
"[10]\tvalid_0's poisson: -95.481\tvalid_0's l1: 22.1544\n",
"[11]\tvalid_0's poisson: -96.1838\tvalid_0's l1: 21.6865\n",
"[12]\tvalid_0's poisson: -97.4339\tvalid_0's l1: 21.1099\n",
"[13]\tvalid_0's poisson: -97.9325\tvalid_0's l1: 20.7241\n",
"[14]\tvalid_0's poisson: -98.3439\tvalid_0's l1: 20.4296\n",
"[15]\tvalid_0's poisson: -98.7689\tvalid_0's l1: 20.1393\n",
"[16]\tvalid_0's poisson: -99.1463\tvalid_0's l1: 19.8628\n",
"[17]\tvalid_0's poisson: -99.8163\tvalid_0's l1: 19.4782\n",
"[18]\tvalid_0's poisson: -100.475\tvalid_0's l1: 19.0686\n",
"[19]\tvalid_0's poisson: -101.266\tvalid_0's l1: 18.6537\n",
"[20]\tvalid_0's poisson: -101.564\tvalid_0's l1: 18.3768\n",
"[21]\tvalid_0's poisson: -101.738\tvalid_0's l1: 18.2292\n",
"[22]\tvalid_0's poisson: -102.016\tvalid_0's l1: 17.9778\n",
"[23]\tvalid_0's poisson: -102.417\tvalid_0's l1: 17.7075\n",
"[24]\tvalid_0's poisson: -102.916\tvalid_0's l1: 17.3945\n",
"[25]\tvalid_0's poisson: -103.303\tvalid_0's l1: 17.1235\n",
"[26]\tvalid_0's poisson: -103.467\tvalid_0's l1: 16.9441\n",
"[27]\tvalid_0's poisson: -103.57\tvalid_0's l1: 16.8489\n",
"[28]\tvalid_0's poisson: -103.848\tvalid_0's l1: 16.606\n",
"[29]\tvalid_0's poisson: -104.092\tvalid_0's l1: 16.419\n",
"[30]\tvalid_0's poisson: -104.358\tvalid_0's l1: 16.216\n",
"[31]\tvalid_0's poisson: -104.461\tvalid_0's l1: 16.1106\n",
"[32]\tvalid_0's poisson: -104.592\tvalid_0's l1: 15.9724\n",
"[33]\tvalid_0's poisson: -104.656\tvalid_0's l1: 15.9084\n",
"[34]\tvalid_0's poisson: -104.725\tvalid_0's l1: 15.8352\n",
"[35]\tvalid_0's poisson: -104.965\tvalid_0's l1: 15.6502\n",
"[36]\tvalid_0's poisson: -105.167\tvalid_0's l1: 15.4868\n",
"[37]\tvalid_0's poisson: -105.323\tvalid_0's l1: 15.3202\n",
"[38]\tvalid_0's poisson: -105.368\tvalid_0's l1: 15.2646\n",
"[39]\tvalid_0's poisson: -105.457\tvalid_0's l1: 15.1487\n",
"[40]\tvalid_0's poisson: -105.608\tvalid_0's l1: 15.0054\n",
"[41]\tvalid_0's poisson: -105.688\tvalid_0's l1: 14.9119\n",
"[42]\tvalid_0's poisson: -105.714\tvalid_0's l1: 14.8707\n",
"[43]\tvalid_0's poisson: -105.779\tvalid_0's l1: 14.8014\n",
"[44]\tvalid_0's poisson: -105.815\tvalid_0's l1: 14.7618\n",
"[45]\tvalid_0's poisson: -105.914\tvalid_0's l1: 14.6742\n",
"[46]\tvalid_0's poisson: -105.944\tvalid_0's l1: 14.5934\n",
"[47]\tvalid_0's poisson: -106.006\tvalid_0's l1: 14.5273\n",
"[48]\tvalid_0's poisson: -106.023\tvalid_0's l1: 14.5051\n",
"[49]\tvalid_0's poisson: -106.16\tvalid_0's l1: 14.3822\n",
"[50]\tvalid_0's poisson: -106.176\tvalid_0's l1: 14.3093\n",
"[51]\tvalid_0's poisson: -106.188\tvalid_0's l1: 14.2936\n",
"[52]\tvalid_0's poisson: -106.205\tvalid_0's l1: 14.2676\n",
"[53]\tvalid_0's poisson: -106.238\tvalid_0's l1: 14.22\n",
"[54]\tvalid_0's poisson: -106.277\tvalid_0's l1: 14.1771\n",
"[55]\tvalid_0's poisson: -106.301\tvalid_0's l1: 14.1489\n",
"[56]\tvalid_0's poisson: -106.271\tvalid_0's l1: 14.1257\n",
"[57]\tvalid_0's poisson: -106.364\tvalid_0's l1: 14.0763\n",
"[58]\tvalid_0's poisson: -106.373\tvalid_0's l1: 14.0106\n",
"[59]\tvalid_0's poisson: -106.429\tvalid_0's l1: 13.9334\n",
"[60]\tvalid_0's poisson: -106.439\tvalid_0's l1: 13.8966\n",
"[61]\tvalid_0's poisson: -106.395\tvalid_0's l1: 13.8851\n",
"[62]\tvalid_0's poisson: -106.437\tvalid_0's l1: 13.8244\n",
"[63]\tvalid_0's poisson: -106.456\tvalid_0's l1: 13.8008\n",
"[64]\tvalid_0's poisson: -106.483\tvalid_0's l1: 13.7638\n",
"[65]\tvalid_0's poisson: -106.474\tvalid_0's l1: 13.7412\n",
"[66]\tvalid_0's poisson: -106.478\tvalid_0's l1: 13.7297\n",
"[67]\tvalid_0's poisson: -106.506\tvalid_0's l1: 13.6922\n",
"[68]\tvalid_0's poisson: -106.519\tvalid_0's l1: 13.6634\n",
"[69]\tvalid_0's poisson: -106.522\tvalid_0's l1: 13.6536\n",
"[70]\tvalid_0's poisson: -106.51\tvalid_0's l1: 13.6341\n",
"[71]\tvalid_0's poisson: -106.507\tvalid_0's l1: 13.6198\n",
"[72]\tvalid_0's poisson: -106.512\tvalid_0's l1: 13.6086\n",
"[73]\tvalid_0's poisson: -106.496\tvalid_0's l1: 13.601\n",
"[74]\tvalid_0's poisson: -106.512\tvalid_0's l1: 13.5873\n",
"[75]\tvalid_0's poisson: -106.477\tvalid_0's l1: 13.5735\n",
"[76]\tvalid_0's poisson: -106.555\tvalid_0's l1: 13.4853\n",
"[77]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.4569\n",
"[78]\tvalid_0's poisson: -106.56\tvalid_0's l1: 13.4366\n",
"[79]\tvalid_0's poisson: -106.555\tvalid_0's l1: 13.4127\n",
"[80]\tvalid_0's poisson: -106.561\tvalid_0's l1: 13.4006\n",
"[81]\tvalid_0's poisson: -106.57\tvalid_0's l1: 13.3797\n",
"[82]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.3672\n",
"[83]\tvalid_0's poisson: -106.571\tvalid_0's l1: 13.3493\n",
"[84]\tvalid_0's poisson: -106.526\tvalid_0's l1: 13.3397\n",
"[85]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.3182\n",
"[86]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.3042\n",
"[87]\tvalid_0's poisson: -106.559\tvalid_0's l1: 13.2803\n",
"[88]\tvalid_0's poisson: -106.618\tvalid_0's l1: 13.2244\n",
"[89]\tvalid_0's poisson: -106.497\tvalid_0's l1: 13.2137\n",
"[90]\tvalid_0's poisson: -106.503\tvalid_0's l1: 13.2033\n",
"[91]\tvalid_0's poisson: -106.556\tvalid_0's l1: 13.1986\n",
"[92]\tvalid_0's poisson: -106.559\tvalid_0's l1: 13.1867\n",
"[93]\tvalid_0's poisson: -106.518\tvalid_0's l1: 13.1739\n",
"[94]\tvalid_0's poisson: -106.514\tvalid_0's l1: 13.1693\n",
"[95]\tvalid_0's poisson: -106.504\tvalid_0's l1: 13.165\n",
"[96]\tvalid_0's poisson: -106.515\tvalid_0's l1: 13.1516\n",
"[97]\tvalid_0's poisson: -106.505\tvalid_0's l1: 13.1468\n",
"[98]\tvalid_0's poisson: -106.49\tvalid_0's l1: 13.1363\n",
"[99]\tvalid_0's poisson: -106.49\tvalid_0's l1: 13.1323\n",
"[100]\tvalid_0's poisson: -106.471\tvalid_0's l1: 13.1217\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2183\tvalid_0's l1: 28.303\n",
"[2]\tvalid_0's poisson: -85.6717\tvalid_0's l1: 27.3142\n",
"[3]\tvalid_0's poisson: -87.6855\tvalid_0's l1: 26.4224\n",
"[4]\tvalid_0's poisson: -89.2979\tvalid_0's l1: 25.6147\n",
"[5]\tvalid_0's poisson: -90.7339\tvalid_0's l1: 24.8579\n",
"[6]\tvalid_0's poisson: -91.9279\tvalid_0's l1: 24.192\n",
"[7]\tvalid_0's poisson: -92.9605\tvalid_0's l1: 23.6021\n",
"[8]\tvalid_0's poisson: -93.8414\tvalid_0's l1: 23.069\n",
"[9]\tvalid_0's poisson: -94.5984\tvalid_0's l1: 22.6008\n",
"[10]\tvalid_0's poisson: -95.439\tvalid_0's l1: 22.0957\n",
"[11]\tvalid_0's poisson: -96.0612\tvalid_0's l1: 21.7112\n",
"[12]\tvalid_0's poisson: -96.5983\tvalid_0's l1: 21.3646\n",
"[13]\tvalid_0's poisson: -97.7349\tvalid_0's l1: 20.8252\n",
"[14]\tvalid_0's poisson: -98.2306\tvalid_0's l1: 20.4546\n",
"[15]\tvalid_0's poisson: -98.6713\tvalid_0's l1: 20.1561\n",
"[16]\tvalid_0's poisson: -99.3827\tvalid_0's l1: 19.7973\n",
"[17]\tvalid_0's poisson: -99.7496\tvalid_0's l1: 19.5005\n",
"[18]\tvalid_0's poisson: -100.028\tvalid_0's l1: 19.258\n",
"[19]\tvalid_0's poisson: -100.24\tvalid_0's l1: 19.0888\n",
"[20]\tvalid_0's poisson: -101.073\tvalid_0's l1: 18.6788\n",
"[21]\tvalid_0's poisson: -101.604\tvalid_0's l1: 18.3379\n",
"[22]\tvalid_0's poisson: -101.859\tvalid_0's l1: 18.103\n",
"[23]\tvalid_0's poisson: -102.053\tvalid_0's l1: 17.938\n",
"[24]\tvalid_0's poisson: -102.402\tvalid_0's l1: 17.721\n",
"[25]\tvalid_0's poisson: -102.913\tvalid_0's l1: 17.4088\n",
"[26]\tvalid_0's poisson: -103.256\tvalid_0's l1: 17.1299\n",
"[27]\tvalid_0's poisson: -103.437\tvalid_0's l1: 16.9705\n",
"[28]\tvalid_0's poisson: -103.578\tvalid_0's l1: 16.8148\n",
"[29]\tvalid_0's poisson: -103.701\tvalid_0's l1: 16.6999\n",
"[30]\tvalid_0's poisson: -103.944\tvalid_0's l1: 16.5224\n",
"[31]\tvalid_0's poisson: -104.121\tvalid_0's l1: 16.3787\n",
"[32]\tvalid_0's poisson: -104.192\tvalid_0's l1: 16.3103\n",
"[33]\tvalid_0's poisson: -104.489\tvalid_0's l1: 16.0978\n",
"[34]\tvalid_0's poisson: -104.68\tvalid_0's l1: 15.9167\n",
"[35]\tvalid_0's poisson: -104.848\tvalid_0's l1: 15.7833\n",
"[36]\tvalid_0's poisson: -104.899\tvalid_0's l1: 15.7305\n",
"[37]\tvalid_0's poisson: -105.132\tvalid_0's l1: 15.5459\n",
"[38]\tvalid_0's poisson: -105.206\tvalid_0's l1: 15.4692\n",
"[39]\tvalid_0's poisson: -105.26\tvalid_0's l1: 15.4108\n",
"[40]\tvalid_0's poisson: -105.45\tvalid_0's l1: 15.2532\n",
"[41]\tvalid_0's poisson: -105.535\tvalid_0's l1: 15.1445\n",
"[42]\tvalid_0's poisson: -105.605\tvalid_0's l1: 15.0494\n",
"[43]\tvalid_0's poisson: -105.662\tvalid_0's l1: 14.9931\n",
"[44]\tvalid_0's poisson: -105.699\tvalid_0's l1: 14.9494\n",
"[45]\tvalid_0's poisson: -105.737\tvalid_0's l1: 14.9105\n",
"[46]\tvalid_0's poisson: -105.786\tvalid_0's l1: 14.8247\n",
"[47]\tvalid_0's poisson: -105.825\tvalid_0's l1: 14.7821\n",
"[48]\tvalid_0's poisson: -105.969\tvalid_0's l1: 14.6334\n",
"[49]\tvalid_0's poisson: -106.012\tvalid_0's l1: 14.5835\n",
"[50]\tvalid_0's poisson: -106.057\tvalid_0's l1: 14.5367\n",
"[51]\tvalid_0's poisson: -106.13\tvalid_0's l1: 14.4396\n",
"[52]\tvalid_0's poisson: -106.11\tvalid_0's l1: 14.425\n",
"[53]\tvalid_0's poisson: -106.12\tvalid_0's l1: 14.4097\n",
"[54]\tvalid_0's poisson: -106.115\tvalid_0's l1: 14.3632\n",
"[55]\tvalid_0's poisson: -106.162\tvalid_0's l1: 14.3091\n",
"[56]\tvalid_0's poisson: -106.228\tvalid_0's l1: 14.2274\n",
"[57]\tvalid_0's poisson: -106.231\tvalid_0's l1: 14.1882\n",
"[58]\tvalid_0's poisson: -106.275\tvalid_0's l1: 14.1323\n",
"[59]\tvalid_0's poisson: -106.278\tvalid_0's l1: 14.1114\n",
"[60]\tvalid_0's poisson: -106.375\tvalid_0's l1: 14.0052\n",
"[61]\tvalid_0's poisson: -106.386\tvalid_0's l1: 13.9862\n",
"[62]\tvalid_0's poisson: -106.414\tvalid_0's l1: 13.9404\n",
"[63]\tvalid_0's poisson: -106.447\tvalid_0's l1: 13.8977\n",
"[64]\tvalid_0's poisson: -106.446\tvalid_0's l1: 13.8725\n",
"[65]\tvalid_0's poisson: -106.434\tvalid_0's l1: 13.8553\n",
"[66]\tvalid_0's poisson: -106.46\tvalid_0's l1: 13.8221\n",
"[67]\tvalid_0's poisson: -106.452\tvalid_0's l1: 13.7927\n",
"[68]\tvalid_0's poisson: -106.506\tvalid_0's l1: 13.7606\n",
"[69]\tvalid_0's poisson: -106.515\tvalid_0's l1: 13.7486\n",
"[70]\tvalid_0's poisson: -106.543\tvalid_0's l1: 13.7069\n",
"[71]\tvalid_0's poisson: -106.559\tvalid_0's l1: 13.6847\n",
"[72]\tvalid_0's poisson: -106.546\tvalid_0's l1: 13.6636\n",
"[73]\tvalid_0's poisson: -106.543\tvalid_0's l1: 13.6379\n",
"[74]\tvalid_0's poisson: -106.562\tvalid_0's l1: 13.616\n",
"[75]\tvalid_0's poisson: -106.605\tvalid_0's l1: 13.6056\n",
"[76]\tvalid_0's poisson: -106.586\tvalid_0's l1: 13.5936\n",
"[77]\tvalid_0's poisson: -106.549\tvalid_0's l1: 13.5644\n",
"[78]\tvalid_0's poisson: -106.557\tvalid_0's l1: 13.5549\n",
"[79]\tvalid_0's poisson: -106.561\tvalid_0's l1: 13.5478\n",
"[80]\tvalid_0's poisson: -106.567\tvalid_0's l1: 13.5334\n",
"[81]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.5229\n",
"[82]\tvalid_0's poisson: -106.551\tvalid_0's l1: 13.5105\n",
"[83]\tvalid_0's poisson: -106.494\tvalid_0's l1: 13.4991\n",
"[84]\tvalid_0's poisson: -106.503\tvalid_0's l1: 13.4788\n",
"[85]\tvalid_0's poisson: -106.507\tvalid_0's l1: 13.4683\n",
"[86]\tvalid_0's poisson: -106.516\tvalid_0's l1: 13.4489\n",
"[87]\tvalid_0's poisson: -106.579\tvalid_0's l1: 13.387\n",
"[88]\tvalid_0's poisson: -106.64\tvalid_0's l1: 13.3716\n",
"[89]\tvalid_0's poisson: -106.65\tvalid_0's l1: 13.3499\n",
"[90]\tvalid_0's poisson: -106.651\tvalid_0's l1: 13.3408\n",
"[91]\tvalid_0's poisson: -106.601\tvalid_0's l1: 13.3334\n",
"[92]\tvalid_0's poisson: -106.533\tvalid_0's l1: 13.3243\n",
"[93]\tvalid_0's poisson: -106.537\tvalid_0's l1: 13.3172\n",
"[94]\tvalid_0's poisson: -106.546\tvalid_0's l1: 13.2998\n",
"[95]\tvalid_0's poisson: -106.545\tvalid_0's l1: 13.2912\n",
"[96]\tvalid_0's poisson: -106.54\tvalid_0's l1: 13.272\n",
"[97]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.2653\n",
"[98]\tvalid_0's poisson: -106.527\tvalid_0's l1: 13.2605\n",
"[99]\tvalid_0's poisson: -106.531\tvalid_0's l1: 13.2567\n",
"[100]\tvalid_0's poisson: -106.55\tvalid_0's l1: 13.2469\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -83.218\tvalid_0's l1: 28.3032\n",
"[2]\tvalid_0's poisson: -85.5878\tvalid_0's l1: 27.3242\n",
"[3]\tvalid_0's poisson: -87.6243\tvalid_0's l1: 26.4209\n",
"[4]\tvalid_0's poisson: -89.3269\tvalid_0's l1: 25.5886\n",
"[5]\tvalid_0's poisson: -90.7057\tvalid_0's l1: 24.8667\n",
"[6]\tvalid_0's poisson: -91.8733\tvalid_0's l1: 24.2144\n",
"[7]\tvalid_0's poisson: -92.8641\tvalid_0's l1: 23.6351\n",
"[8]\tvalid_0's poisson: -93.7318\tvalid_0's l1: 23.1179\n",
"[9]\tvalid_0's poisson: -94.5142\tvalid_0's l1: 22.6688\n",
"[10]\tvalid_0's poisson: -95.3426\tvalid_0's l1: 22.1776\n",
"[11]\tvalid_0's poisson: -96.0624\tvalid_0's l1: 21.7281\n",
"[12]\tvalid_0's poisson: -96.6443\tvalid_0's l1: 21.3598\n",
"[13]\tvalid_0's poisson: -97.6378\tvalid_0's l1: 20.8652\n",
"[14]\tvalid_0's poisson: -98.1805\tvalid_0's l1: 20.4884\n",
"[15]\tvalid_0's poisson: -98.6019\tvalid_0's l1: 20.2014\n",
"[16]\tvalid_0's poisson: -99.4082\tvalid_0's l1: 19.8034\n",
"[17]\tvalid_0's poisson: -99.8034\tvalid_0's l1: 19.4868\n",
"[18]\tvalid_0's poisson: -100.485\tvalid_0's l1: 19.0747\n",
"[19]\tvalid_0's poisson: -100.818\tvalid_0's l1: 18.8223\n",
"[20]\tvalid_0's poisson: -101.263\tvalid_0's l1: 18.5125\n",
"[21]\tvalid_0's poisson: -101.933\tvalid_0's l1: 18.1434\n",
"[22]\tvalid_0's poisson: -102.148\tvalid_0's l1: 17.9537\n",
"[23]\tvalid_0's poisson: -102.338\tvalid_0's l1: 17.7837\n",
"[24]\tvalid_0's poisson: -102.468\tvalid_0's l1: 17.6586\n",
"[25]\tvalid_0's poisson: -102.607\tvalid_0's l1: 17.5382\n",
"[26]\tvalid_0's poisson: -102.951\tvalid_0's l1: 17.2646\n",
"[27]\tvalid_0's poisson: -103.113\tvalid_0's l1: 17.0861\n",
"[28]\tvalid_0's poisson: -103.249\tvalid_0's l1: 16.9383\n",
"[29]\tvalid_0's poisson: -103.457\tvalid_0's l1: 16.7982\n",
"[30]\tvalid_0's poisson: -103.752\tvalid_0's l1: 16.5972\n",
"[31]\tvalid_0's poisson: -104.117\tvalid_0's l1: 16.3473\n",
"[32]\tvalid_0's poisson: -104.357\tvalid_0's l1: 16.1725\n",
"[33]\tvalid_0's poisson: -104.416\tvalid_0's l1: 16.1119\n",
"[34]\tvalid_0's poisson: -104.544\tvalid_0's l1: 15.9901\n",
"[35]\tvalid_0's poisson: -104.802\tvalid_0's l1: 15.7972\n",
"[36]\tvalid_0's poisson: -104.902\tvalid_0's l1: 15.6711\n",
"[37]\tvalid_0's poisson: -105.06\tvalid_0's l1: 15.5058\n",
"[38]\tvalid_0's poisson: -105.129\tvalid_0's l1: 15.4356\n",
"[39]\tvalid_0's poisson: -105.277\tvalid_0's l1: 15.3095\n",
"[40]\tvalid_0's poisson: -105.442\tvalid_0's l1: 15.1623\n",
"[41]\tvalid_0's poisson: -105.476\tvalid_0's l1: 15.1216\n",
"[42]\tvalid_0's poisson: -105.548\tvalid_0's l1: 15.0355\n",
"[43]\tvalid_0's poisson: -105.57\tvalid_0's l1: 15.0083\n",
"[44]\tvalid_0's poisson: -105.709\tvalid_0's l1: 14.885\n",
"[45]\tvalid_0's poisson: -105.72\tvalid_0's l1: 14.8545\n",
"[46]\tvalid_0's poisson: -105.894\tvalid_0's l1: 14.6997\n",
"[47]\tvalid_0's poisson: -105.932\tvalid_0's l1: 14.6574\n",
"[48]\tvalid_0's poisson: -105.984\tvalid_0's l1: 14.5916\n",
"[49]\tvalid_0's poisson: -106.03\tvalid_0's l1: 14.5399\n",
"[50]\tvalid_0's poisson: -106.06\tvalid_0's l1: 14.4946\n",
"[51]\tvalid_0's poisson: -106.135\tvalid_0's l1: 14.4263\n",
"[52]\tvalid_0's poisson: -106.183\tvalid_0's l1: 14.3775\n",
"[53]\tvalid_0's poisson: -106.201\tvalid_0's l1: 14.3376\n",
"[54]\tvalid_0's poisson: -106.193\tvalid_0's l1: 14.3158\n",
"[55]\tvalid_0's poisson: -106.256\tvalid_0's l1: 14.2421\n",
"[56]\tvalid_0's poisson: -106.287\tvalid_0's l1: 14.1771\n",
"[57]\tvalid_0's poisson: -106.303\tvalid_0's l1: 14.1564\n",
"[58]\tvalid_0's poisson: -106.306\tvalid_0's l1: 14.1268\n",
"[59]\tvalid_0's poisson: -106.299\tvalid_0's l1: 14.098\n",
"[60]\tvalid_0's poisson: -106.421\tvalid_0's l1: 13.978\n",
"[61]\tvalid_0's poisson: -106.443\tvalid_0's l1: 13.9188\n",
"[62]\tvalid_0's poisson: -106.409\tvalid_0's l1: 13.8869\n",
"[63]\tvalid_0's poisson: -106.436\tvalid_0's l1: 13.8544\n",
"[64]\tvalid_0's poisson: -106.457\tvalid_0's l1: 13.8273\n",
"[65]\tvalid_0's poisson: -106.475\tvalid_0's l1: 13.7945\n",
"[66]\tvalid_0's poisson: -106.51\tvalid_0's l1: 13.7438\n",
"[67]\tvalid_0's poisson: -106.503\tvalid_0's l1: 13.7334\n",
"[68]\tvalid_0's poisson: -106.498\tvalid_0's l1: 13.723\n",
"[69]\tvalid_0's poisson: -106.518\tvalid_0's l1: 13.6982\n",
"[70]\tvalid_0's poisson: -106.53\tvalid_0's l1: 13.6678\n",
"[71]\tvalid_0's poisson: -106.535\tvalid_0's l1: 13.6523\n",
"[72]\tvalid_0's poisson: -106.539\tvalid_0's l1: 13.6443\n",
"[73]\tvalid_0's poisson: -106.562\tvalid_0's l1: 13.616\n",
"[74]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.5905\n",
"[75]\tvalid_0's poisson: -106.595\tvalid_0's l1: 13.5699\n",
"[76]\tvalid_0's poisson: -106.579\tvalid_0's l1: 13.5589\n",
"[77]\tvalid_0's poisson: -106.581\tvalid_0's l1: 13.5392\n",
"[78]\tvalid_0's poisson: -106.584\tvalid_0's l1: 13.5199\n",
"[79]\tvalid_0's poisson: -106.576\tvalid_0's l1: 13.51\n",
"[80]\tvalid_0's poisson: -106.622\tvalid_0's l1: 13.4297\n",
"[81]\tvalid_0's poisson: -106.614\tvalid_0's l1: 13.4212\n",
"[82]\tvalid_0's poisson: -106.614\tvalid_0's l1: 13.4017\n",
"[83]\tvalid_0's poisson: -106.577\tvalid_0's l1: 13.3855\n",
"[84]\tvalid_0's poisson: -106.578\tvalid_0's l1: 13.3779\n",
"[85]\tvalid_0's poisson: -106.577\tvalid_0's l1: 13.3646\n",
"[86]\tvalid_0's poisson: -106.573\tvalid_0's l1: 13.3596\n",
"[87]\tvalid_0's poisson: -106.641\tvalid_0's l1: 13.3283\n",
"[88]\tvalid_0's poisson: -106.619\tvalid_0's l1: 13.3231\n",
"[89]\tvalid_0's poisson: -106.568\tvalid_0's l1: 13.3068\n",
"[90]\tvalid_0's poisson: -106.522\tvalid_0's l1: 13.3001\n",
"[91]\tvalid_0's poisson: -106.589\tvalid_0's l1: 13.2843\n",
"[92]\tvalid_0's poisson: -106.612\tvalid_0's l1: 13.2611\n",
"[93]\tvalid_0's poisson: -106.61\tvalid_0's l1: 13.2544\n",
"[94]\tvalid_0's poisson: -106.612\tvalid_0's l1: 13.2451\n",
"[95]\tvalid_0's poisson: -106.624\tvalid_0's l1: 13.2389\n",
"[96]\tvalid_0's poisson: -106.63\tvalid_0's l1: 13.2356\n",
"[97]\tvalid_0's poisson: -106.663\tvalid_0's l1: 13.2266\n",
"[98]\tvalid_0's poisson: -106.667\tvalid_0's l1: 13.2186\n",
"[99]\tvalid_0's poisson: -106.691\tvalid_0's l1: 13.1749\n",
"[100]\tvalid_0's poisson: -106.696\tvalid_0's l1: 13.1496\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1766\tvalid_0's l1: 29.0762\n",
"[2]\tvalid_0's poisson: -81.9266\tvalid_0's l1: 28.8007\n",
"[3]\tvalid_0's poisson: -82.6359\tvalid_0's l1: 28.5304\n",
"[4]\tvalid_0's poisson: -83.3078\tvalid_0's l1: 28.2661\n",
"[5]\tvalid_0's poisson: -83.9743\tvalid_0's l1: 27.9997\n",
"[6]\tvalid_0's poisson: -84.6286\tvalid_0's l1: 27.7364\n",
"[7]\tvalid_0's poisson: -85.2478\tvalid_0's l1: 27.4797\n",
"[8]\tvalid_0's poisson: -85.8625\tvalid_0's l1: 27.2215\n",
"[9]\tvalid_0's poisson: -86.4461\tvalid_0's l1: 26.9676\n",
"[10]\tvalid_0's poisson: -86.9633\tvalid_0's l1: 26.7297\n",
"[11]\tvalid_0's poisson: -87.4676\tvalid_0's l1: 26.4935\n",
"[12]\tvalid_0's poisson: -87.9714\tvalid_0's l1: 26.257\n",
"[13]\tvalid_0's poisson: -88.4553\tvalid_0's l1: 26.0261\n",
"[14]\tvalid_0's poisson: -88.8817\tvalid_0's l1: 25.8095\n",
"[15]\tvalid_0's poisson: -89.3266\tvalid_0's l1: 25.5887\n",
"[16]\tvalid_0's poisson: -89.7436\tvalid_0's l1: 25.3752\n",
"[17]\tvalid_0's poisson: -90.135\tvalid_0's l1: 25.1673\n",
"[18]\tvalid_0's poisson: -90.5093\tvalid_0's l1: 24.9641\n",
"[19]\tvalid_0's poisson: -90.8558\tvalid_0's l1: 24.7751\n",
"[20]\tvalid_0's poisson: -91.1899\tvalid_0's l1: 24.5863\n",
"[21]\tvalid_0's poisson: -91.5213\tvalid_0's l1: 24.3999\n",
"[22]\tvalid_0's poisson: -91.8287\tvalid_0's l1: 24.2229\n",
"[23]\tvalid_0's poisson: -92.1334\tvalid_0's l1: 24.0476\n",
"[24]\tvalid_0's poisson: -92.426\tvalid_0's l1: 23.876\n",
"[25]\tvalid_0's poisson: -92.7635\tvalid_0's l1: 23.6921\n",
"[26]\tvalid_0's poisson: -93.0882\tvalid_0's l1: 23.511\n",
"[27]\tvalid_0's poisson: -93.3627\tvalid_0's l1: 23.3478\n",
"[28]\tvalid_0's poisson: -93.6178\tvalid_0's l1: 23.1909\n",
"[29]\tvalid_0's poisson: -93.8563\tvalid_0's l1: 23.0461\n",
"[30]\tvalid_0's poisson: -94.1157\tvalid_0's l1: 22.8907\n",
"[31]\tvalid_0's poisson: -94.3965\tvalid_0's l1: 22.7262\n",
"[32]\tvalid_0's poisson: -94.6605\tvalid_0's l1: 22.5707\n",
"[33]\tvalid_0's poisson: -94.9234\tvalid_0's l1: 22.4142\n",
"[34]\tvalid_0's poisson: -95.3733\tvalid_0's l1: 22.2234\n",
"[35]\tvalid_0's poisson: -95.5686\tvalid_0's l1: 22.0936\n",
"[36]\tvalid_0's poisson: -95.8024\tvalid_0's l1: 21.9528\n",
"[37]\tvalid_0's poisson: -95.9917\tvalid_0's l1: 21.8273\n",
"[38]\tvalid_0's poisson: -96.1688\tvalid_0's l1: 21.705\n",
"[39]\tvalid_0's poisson: -96.3703\tvalid_0's l1: 21.5701\n",
"[40]\tvalid_0's poisson: -96.7054\tvalid_0's l1: 21.4105\n",
"[41]\tvalid_0's poisson: -97.0968\tvalid_0's l1: 21.228\n",
"[42]\tvalid_0's poisson: -97.4532\tvalid_0's l1: 21.0529\n",
"[43]\tvalid_0's poisson: -97.7995\tvalid_0's l1: 20.879\n",
"[44]\tvalid_0's poisson: -98.1337\tvalid_0's l1: 20.7149\n",
"[45]\tvalid_0's poisson: -98.4579\tvalid_0's l1: 20.5432\n",
"[46]\tvalid_0's poisson: -98.7364\tvalid_0's l1: 20.3889\n",
"[47]\tvalid_0's poisson: -98.9982\tvalid_0's l1: 20.2346\n",
"[48]\tvalid_0's poisson: -99.2355\tvalid_0's l1: 20.1003\n",
"[49]\tvalid_0's poisson: -99.4891\tvalid_0's l1: 19.9496\n",
"[50]\tvalid_0's poisson: -99.7534\tvalid_0's l1: 19.7955\n",
"[51]\tvalid_0's poisson: -99.9627\tvalid_0's l1: 19.6695\n",
"[52]\tvalid_0's poisson: -100.186\tvalid_0's l1: 19.5281\n",
"[53]\tvalid_0's poisson: -100.411\tvalid_0's l1: 19.3838\n",
"[54]\tvalid_0's poisson: -100.626\tvalid_0's l1: 19.2509\n",
"[55]\tvalid_0's poisson: -100.733\tvalid_0's l1: 19.1588\n",
"[56]\tvalid_0's poisson: -100.92\tvalid_0's l1: 19.036\n",
"[57]\tvalid_0's poisson: -101.112\tvalid_0's l1: 18.9047\n",
"[58]\tvalid_0's poisson: -101.308\tvalid_0's l1: 18.7699\n",
"[59]\tvalid_0's poisson: -101.482\tvalid_0's l1: 18.6433\n",
"[60]\tvalid_0's poisson: -101.635\tvalid_0's l1: 18.524\n",
"[61]\tvalid_0's poisson: -101.8\tvalid_0's l1: 18.4029\n",
"[62]\tvalid_0's poisson: -101.887\tvalid_0's l1: 18.3241\n",
"[63]\tvalid_0's poisson: -102.024\tvalid_0's l1: 18.2272\n",
"[64]\tvalid_0's poisson: -102.094\tvalid_0's l1: 18.1611\n",
"[65]\tvalid_0's poisson: -102.222\tvalid_0's l1: 18.0676\n",
"[66]\tvalid_0's poisson: -102.311\tvalid_0's l1: 17.9896\n",
"[67]\tvalid_0's poisson: -102.39\tvalid_0's l1: 17.9151\n",
"[68]\tvalid_0's poisson: -102.505\tvalid_0's l1: 17.8239\n",
"[69]\tvalid_0's poisson: -102.634\tvalid_0's l1: 17.7169\n",
"[70]\tvalid_0's poisson: -102.745\tvalid_0's l1: 17.6328\n",
"[71]\tvalid_0's poisson: -102.885\tvalid_0's l1: 17.5204\n",
"[72]\tvalid_0's poisson: -103.02\tvalid_0's l1: 17.4118\n",
"[73]\tvalid_0's poisson: -103.142\tvalid_0's l1: 17.3212\n",
"[74]\tvalid_0's poisson: -103.25\tvalid_0's l1: 17.2271\n",
"[75]\tvalid_0's poisson: -103.355\tvalid_0's l1: 17.1364\n",
"[76]\tvalid_0's poisson: -103.476\tvalid_0's l1: 17.0371\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[77]\tvalid_0's poisson: -103.604\tvalid_0's l1: 16.9399\n",
"[78]\tvalid_0's poisson: -103.662\tvalid_0's l1: 16.8833\n",
"[79]\tvalid_0's poisson: -103.723\tvalid_0's l1: 16.8227\n",
"[80]\tvalid_0's poisson: -103.811\tvalid_0's l1: 16.7491\n",
"[81]\tvalid_0's poisson: -103.894\tvalid_0's l1: 16.6746\n",
"[82]\tvalid_0's poisson: -103.952\tvalid_0's l1: 16.6189\n",
"[83]\tvalid_0's poisson: -104.041\tvalid_0's l1: 16.5364\n",
"[84]\tvalid_0's poisson: -104.091\tvalid_0's l1: 16.481\n",
"[85]\tvalid_0's poisson: -104.139\tvalid_0's l1: 16.4307\n",
"[86]\tvalid_0's poisson: -104.241\tvalid_0's l1: 16.3402\n",
"[87]\tvalid_0's poisson: -104.339\tvalid_0's l1: 16.2528\n",
"[88]\tvalid_0's poisson: -104.437\tvalid_0's l1: 16.1679\n",
"[89]\tvalid_0's poisson: -104.474\tvalid_0's l1: 16.128\n",
"[90]\tvalid_0's poisson: -104.534\tvalid_0's l1: 16.0726\n",
"[91]\tvalid_0's poisson: -104.599\tvalid_0's l1: 16.0137\n",
"[92]\tvalid_0's poisson: -104.685\tvalid_0's l1: 15.94\n",
"[93]\tvalid_0's poisson: -104.755\tvalid_0's l1: 15.8797\n",
"[94]\tvalid_0's poisson: -104.836\tvalid_0's l1: 15.8018\n",
"[95]\tvalid_0's poisson: -104.914\tvalid_0's l1: 15.726\n",
"[96]\tvalid_0's poisson: -104.979\tvalid_0's l1: 15.6585\n",
"[97]\tvalid_0's poisson: -105.014\tvalid_0's l1: 15.6178\n",
"[98]\tvalid_0's poisson: -105.077\tvalid_0's l1: 15.5526\n",
"[99]\tvalid_0's poisson: -105.131\tvalid_0's l1: 15.4994\n",
"[100]\tvalid_0's poisson: -105.19\tvalid_0's l1: 15.4394\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1958\tvalid_0's l1: 29.0694\n",
"[2]\tvalid_0's poisson: -81.9424\tvalid_0's l1: 28.7937\n",
"[3]\tvalid_0's poisson: -82.6823\tvalid_0's l1: 28.5183\n",
"[4]\tvalid_0's poisson: -83.3811\tvalid_0's l1: 28.2488\n",
"[5]\tvalid_0's poisson: -84.0489\tvalid_0's l1: 27.9831\n",
"[6]\tvalid_0's poisson: -84.6643\tvalid_0's l1: 27.7239\n",
"[7]\tvalid_0's poisson: -85.291\tvalid_0's l1: 27.4615\n",
"[8]\tvalid_0's poisson: -85.9104\tvalid_0's l1: 27.2006\n",
"[9]\tvalid_0's poisson: -86.4772\tvalid_0's l1: 26.9532\n",
"[10]\tvalid_0's poisson: -87.0333\tvalid_0's l1: 26.7083\n",
"[11]\tvalid_0's poisson: -87.5278\tvalid_0's l1: 26.4739\n",
"[12]\tvalid_0's poisson: -88.0324\tvalid_0's l1: 26.2387\n",
"[13]\tvalid_0's poisson: -88.5127\tvalid_0's l1: 26.0088\n",
"[14]\tvalid_0's poisson: -88.9532\tvalid_0's l1: 25.7869\n",
"[15]\tvalid_0's poisson: -89.3879\tvalid_0's l1: 25.5693\n",
"[16]\tvalid_0's poisson: -89.8074\tvalid_0's l1: 25.3543\n",
"[17]\tvalid_0's poisson: -90.1923\tvalid_0's l1: 25.1485\n",
"[18]\tvalid_0's poisson: -90.5563\tvalid_0's l1: 24.9523\n",
"[19]\tvalid_0's poisson: -90.9433\tvalid_0's l1: 24.7481\n",
"[20]\tvalid_0's poisson: -91.2718\tvalid_0's l1: 24.56\n",
"[21]\tvalid_0's poisson: -91.6028\tvalid_0's l1: 24.3761\n",
"[22]\tvalid_0's poisson: -91.9163\tvalid_0's l1: 24.1955\n",
"[23]\tvalid_0's poisson: -92.2254\tvalid_0's l1: 24.0161\n",
"[24]\tvalid_0's poisson: -92.5165\tvalid_0's l1: 23.8429\n",
"[25]\tvalid_0's poisson: -92.8184\tvalid_0's l1: 23.6695\n",
"[26]\tvalid_0's poisson: -93.1155\tvalid_0's l1: 23.4994\n",
"[27]\tvalid_0's poisson: -93.3737\tvalid_0's l1: 23.3407\n",
"[28]\tvalid_0's poisson: -93.6603\tvalid_0's l1: 23.1764\n",
"[29]\tvalid_0's poisson: -93.9563\tvalid_0's l1: 23.0063\n",
"[30]\tvalid_0's poisson: -94.2365\tvalid_0's l1: 22.8441\n",
"[31]\tvalid_0's poisson: -94.5149\tvalid_0's l1: 22.6824\n",
"[32]\tvalid_0's poisson: -94.7354\tvalid_0's l1: 22.5399\n",
"[33]\tvalid_0's poisson: -95.1939\tvalid_0's l1: 22.344\n",
"[34]\tvalid_0's poisson: -95.3988\tvalid_0's l1: 22.2091\n",
"[35]\tvalid_0's poisson: -95.5904\tvalid_0's l1: 22.0842\n",
"[36]\tvalid_0's poisson: -95.8265\tvalid_0's l1: 21.9408\n",
"[37]\tvalid_0's poisson: -96.0429\tvalid_0's l1: 21.8001\n",
"[38]\tvalid_0's poisson: -96.2258\tvalid_0's l1: 21.6746\n",
"[39]\tvalid_0's poisson: -96.5696\tvalid_0's l1: 21.5127\n",
"[40]\tvalid_0's poisson: -96.7661\tvalid_0's l1: 21.382\n",
"[41]\tvalid_0's poisson: -97.1427\tvalid_0's l1: 21.2029\n",
"[42]\tvalid_0's poisson: -97.4629\tvalid_0's l1: 21.0465\n",
"[43]\tvalid_0's poisson: -97.7654\tvalid_0's l1: 20.8953\n",
"[44]\tvalid_0's poisson: -98.034\tvalid_0's l1: 20.742\n",
"[45]\tvalid_0's poisson: -98.3337\tvalid_0's l1: 20.5751\n",
"[46]\tvalid_0's poisson: -98.4595\tvalid_0's l1: 20.4798\n",
"[47]\tvalid_0's poisson: -98.7378\tvalid_0's l1: 20.3284\n",
"[48]\tvalid_0's poisson: -99.0234\tvalid_0's l1: 20.1713\n",
"[49]\tvalid_0's poisson: -99.2668\tvalid_0's l1: 20.0216\n",
"[50]\tvalid_0's poisson: -99.5069\tvalid_0's l1: 19.875\n",
"[51]\tvalid_0's poisson: -99.7733\tvalid_0's l1: 19.7285\n",
"[52]\tvalid_0's poisson: -99.9887\tvalid_0's l1: 19.5888\n",
"[53]\tvalid_0's poisson: -100.194\tvalid_0's l1: 19.4524\n",
"[54]\tvalid_0's poisson: -100.387\tvalid_0's l1: 19.3314\n",
"[55]\tvalid_0's poisson: -100.499\tvalid_0's l1: 19.2306\n",
"[56]\tvalid_0's poisson: -100.655\tvalid_0's l1: 19.1157\n",
"[57]\tvalid_0's poisson: -100.76\tvalid_0's l1: 19.0188\n",
"[58]\tvalid_0's poisson: -100.935\tvalid_0's l1: 18.9055\n",
"[59]\tvalid_0's poisson: -101.119\tvalid_0's l1: 18.7757\n",
"[60]\tvalid_0's poisson: -101.281\tvalid_0's l1: 18.654\n",
"[61]\tvalid_0's poisson: -101.436\tvalid_0's l1: 18.535\n",
"[62]\tvalid_0's poisson: -101.585\tvalid_0's l1: 18.419\n",
"[63]\tvalid_0's poisson: -101.74\tvalid_0's l1: 18.3152\n",
"[64]\tvalid_0's poisson: -101.916\tvalid_0's l1: 18.1867\n",
"[65]\tvalid_0's poisson: -102.01\tvalid_0's l1: 18.1024\n",
"[66]\tvalid_0's poisson: -102.084\tvalid_0's l1: 18.0327\n",
"[67]\tvalid_0's poisson: -102.253\tvalid_0's l1: 17.9077\n",
"[68]\tvalid_0's poisson: -102.42\tvalid_0's l1: 17.7826\n",
"[69]\tvalid_0's poisson: -102.571\tvalid_0's l1: 17.6664\n",
"[70]\tvalid_0's poisson: -102.692\tvalid_0's l1: 17.5768\n",
"[71]\tvalid_0's poisson: -102.81\tvalid_0's l1: 17.4858\n",
"[72]\tvalid_0's poisson: -102.947\tvalid_0's l1: 17.3773\n",
"[73]\tvalid_0's poisson: -103.088\tvalid_0's l1: 17.2662\n",
"[74]\tvalid_0's poisson: -103.196\tvalid_0's l1: 17.1707\n",
"[75]\tvalid_0's poisson: -103.26\tvalid_0's l1: 17.1075\n",
"[76]\tvalid_0's poisson: -103.335\tvalid_0's l1: 17.0351\n",
"[77]\tvalid_0's poisson: -103.391\tvalid_0's l1: 16.979\n",
"[78]\tvalid_0's poisson: -103.494\tvalid_0's l1: 16.8884\n",
"[79]\tvalid_0's poisson: -103.549\tvalid_0's l1: 16.8332\n",
"[80]\tvalid_0's poisson: -103.643\tvalid_0's l1: 16.7481\n",
"[81]\tvalid_0's poisson: -103.74\tvalid_0's l1: 16.6751\n",
"[82]\tvalid_0's poisson: -103.855\tvalid_0's l1: 16.5783\n",
"[83]\tvalid_0's poisson: -103.973\tvalid_0's l1: 16.4825\n",
"[84]\tvalid_0's poisson: -104.054\tvalid_0's l1: 16.4134\n",
"[85]\tvalid_0's poisson: -104.107\tvalid_0's l1: 16.3616\n",
"[86]\tvalid_0's poisson: -104.155\tvalid_0's l1: 16.3122\n",
"[87]\tvalid_0's poisson: -104.231\tvalid_0's l1: 16.2481\n",
"[88]\tvalid_0's poisson: -104.319\tvalid_0's l1: 16.1699\n",
"[89]\tvalid_0's poisson: -104.412\tvalid_0's l1: 16.0947\n",
"[90]\tvalid_0's poisson: -104.498\tvalid_0's l1: 16.0139\n",
"[91]\tvalid_0's poisson: -104.539\tvalid_0's l1: 15.9704\n",
"[92]\tvalid_0's poisson: -104.587\tvalid_0's l1: 15.9197\n",
"[93]\tvalid_0's poisson: -104.664\tvalid_0's l1: 15.8489\n",
"[94]\tvalid_0's poisson: -104.699\tvalid_0's l1: 15.8116\n",
"[95]\tvalid_0's poisson: -104.765\tvalid_0's l1: 15.7497\n",
"[96]\tvalid_0's poisson: -104.804\tvalid_0's l1: 15.7003\n",
"[97]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.6443\n",
"[98]\tvalid_0's poisson: -104.908\tvalid_0's l1: 15.6035\n",
"[99]\tvalid_0's poisson: -104.947\tvalid_0's l1: 15.5553\n",
"[100]\tvalid_0's poisson: -105.013\tvalid_0's l1: 15.492\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.198\tvalid_0's l1: 29.0702\n",
"[2]\tvalid_0's poisson: -81.9663\tvalid_0's l1: 28.79\n",
"[3]\tvalid_0's poisson: -82.6922\tvalid_0's l1: 28.5151\n",
"[4]\tvalid_0's poisson: -83.3796\tvalid_0's l1: 28.2453\n",
"[5]\tvalid_0's poisson: -84.0787\tvalid_0's l1: 27.9716\n",
"[6]\tvalid_0's poisson: -84.7043\tvalid_0's l1: 27.7124\n",
"[7]\tvalid_0's poisson: -85.3481\tvalid_0's l1: 27.4484\n",
"[8]\tvalid_0's poisson: -85.9113\tvalid_0's l1: 27.2001\n",
"[9]\tvalid_0's poisson: -86.478\tvalid_0's l1: 26.9518\n",
"[10]\tvalid_0's poisson: -87.0307\tvalid_0's l1: 26.7061\n",
"[11]\tvalid_0's poisson: -87.5545\tvalid_0's l1: 26.4666\n",
"[12]\tvalid_0's poisson: -88.0746\tvalid_0's l1: 26.2266\n",
"[13]\tvalid_0's poisson: -88.5507\tvalid_0's l1: 25.9978\n",
"[14]\tvalid_0's poisson: -89.0019\tvalid_0's l1: 25.7762\n",
"[15]\tvalid_0's poisson: -89.4134\tvalid_0's l1: 25.563\n",
"[16]\tvalid_0's poisson: -89.8185\tvalid_0's l1: 25.349\n",
"[17]\tvalid_0's poisson: -90.2081\tvalid_0's l1: 25.1433\n",
"[18]\tvalid_0's poisson: -90.5957\tvalid_0's l1: 24.9389\n",
"[19]\tvalid_0's poisson: -90.9494\tvalid_0's l1: 24.7438\n",
"[20]\tvalid_0's poisson: -91.2888\tvalid_0's l1: 24.5558\n",
"[21]\tvalid_0's poisson: -91.6136\tvalid_0's l1: 24.3716\n",
"[22]\tvalid_0's poisson: -91.9359\tvalid_0's l1: 24.1912\n",
"[23]\tvalid_0's poisson: -92.2771\tvalid_0's l1: 24.0046\n",
"[24]\tvalid_0's poisson: -92.5732\tvalid_0's l1: 23.8325\n",
"[25]\tvalid_0's poisson: -92.8601\tvalid_0's l1: 23.6654\n",
"[26]\tvalid_0's poisson: -93.1287\tvalid_0's l1: 23.5042\n",
"[27]\tvalid_0's poisson: -93.4205\tvalid_0's l1: 23.3367\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -93.7146\tvalid_0's l1: 23.1692\n",
"[29]\tvalid_0's poisson: -93.9831\tvalid_0's l1: 23.0135\n",
"[30]\tvalid_0's poisson: -94.2433\tvalid_0's l1: 22.8593\n",
"[31]\tvalid_0's poisson: -94.4677\tvalid_0's l1: 22.7149\n",
"[32]\tvalid_0's poisson: -94.7332\tvalid_0's l1: 22.5585\n",
"[33]\tvalid_0's poisson: -95.2034\tvalid_0's l1: 22.3608\n",
"[34]\tvalid_0's poisson: -95.6921\tvalid_0's l1: 22.1489\n",
"[35]\tvalid_0's poisson: -96.1314\tvalid_0's l1: 21.9486\n",
"[36]\tvalid_0's poisson: -96.3748\tvalid_0's l1: 21.797\n",
"[37]\tvalid_0's poisson: -96.7753\tvalid_0's l1: 21.6048\n",
"[38]\tvalid_0's poisson: -97.1237\tvalid_0's l1: 21.4262\n",
"[39]\tvalid_0's poisson: -97.5004\tvalid_0's l1: 21.2349\n",
"[40]\tvalid_0's poisson: -97.8129\tvalid_0's l1: 21.0644\n",
"[41]\tvalid_0's poisson: -97.965\tvalid_0's l1: 20.9458\n",
"[42]\tvalid_0's poisson: -98.2766\tvalid_0's l1: 20.7738\n",
"[43]\tvalid_0's poisson: -98.4179\tvalid_0's l1: 20.66\n",
"[44]\tvalid_0's poisson: -98.6827\tvalid_0's l1: 20.514\n",
"[45]\tvalid_0's poisson: -98.9624\tvalid_0's l1: 20.3517\n",
"[46]\tvalid_0's poisson: -99.0961\tvalid_0's l1: 20.243\n",
"[47]\tvalid_0's poisson: -99.2333\tvalid_0's l1: 20.1381\n",
"[48]\tvalid_0's poisson: -99.4974\tvalid_0's l1: 19.9834\n",
"[49]\tvalid_0's poisson: -99.7593\tvalid_0's l1: 19.8283\n",
"[50]\tvalid_0's poisson: -99.9554\tvalid_0's l1: 19.6957\n",
"[51]\tvalid_0's poisson: -100.186\tvalid_0's l1: 19.5447\n",
"[52]\tvalid_0's poisson: -100.384\tvalid_0's l1: 19.4208\n",
"[53]\tvalid_0's poisson: -100.61\tvalid_0's l1: 19.2731\n",
"[54]\tvalid_0's poisson: -100.705\tvalid_0's l1: 19.1904\n",
"[55]\tvalid_0's poisson: -100.807\tvalid_0's l1: 19.1004\n",
"[56]\tvalid_0's poisson: -100.98\tvalid_0's l1: 18.9857\n",
"[57]\tvalid_0's poisson: -101.163\tvalid_0's l1: 18.8641\n",
"[58]\tvalid_0's poisson: -101.352\tvalid_0's l1: 18.7271\n",
"[59]\tvalid_0's poisson: -101.522\tvalid_0's l1: 18.6072\n",
"[60]\tvalid_0's poisson: -101.715\tvalid_0's l1: 18.4641\n",
"[61]\tvalid_0's poisson: -101.871\tvalid_0's l1: 18.3505\n",
"[62]\tvalid_0's poisson: -102.05\tvalid_0's l1: 18.214\n",
"[63]\tvalid_0's poisson: -102.221\tvalid_0's l1: 18.0823\n",
"[64]\tvalid_0's poisson: -102.385\tvalid_0's l1: 17.954\n",
"[65]\tvalid_0's poisson: -102.54\tvalid_0's l1: 17.8313\n",
"[66]\tvalid_0's poisson: -102.635\tvalid_0's l1: 17.7419\n",
"[67]\tvalid_0's poisson: -102.789\tvalid_0's l1: 17.6197\n",
"[68]\tvalid_0's poisson: -102.906\tvalid_0's l1: 17.531\n",
"[69]\tvalid_0's poisson: -103.022\tvalid_0's l1: 17.4421\n",
"[70]\tvalid_0's poisson: -103.094\tvalid_0's l1: 17.3721\n",
"[71]\tvalid_0's poisson: -103.213\tvalid_0's l1: 17.2686\n",
"[72]\tvalid_0's poisson: -103.325\tvalid_0's l1: 17.1696\n",
"[73]\tvalid_0's poisson: -103.435\tvalid_0's l1: 17.088\n",
"[74]\tvalid_0's poisson: -103.544\tvalid_0's l1: 16.9919\n",
"[75]\tvalid_0's poisson: -103.653\tvalid_0's l1: 16.9045\n",
"[76]\tvalid_0's poisson: -103.767\tvalid_0's l1: 16.8176\n",
"[77]\tvalid_0's poisson: -103.83\tvalid_0's l1: 16.7575\n",
"[78]\tvalid_0's poisson: -103.918\tvalid_0's l1: 16.6722\n",
"[79]\tvalid_0's poisson: -104.011\tvalid_0's l1: 16.5847\n",
"[80]\tvalid_0's poisson: -104.106\tvalid_0's l1: 16.5049\n",
"[81]\tvalid_0's poisson: -104.195\tvalid_0's l1: 16.4195\n",
"[82]\tvalid_0's poisson: -104.288\tvalid_0's l1: 16.3339\n",
"[83]\tvalid_0's poisson: -104.367\tvalid_0's l1: 16.2549\n",
"[84]\tvalid_0's poisson: -104.464\tvalid_0's l1: 16.1729\n",
"[85]\tvalid_0's poisson: -104.54\tvalid_0's l1: 16.0951\n",
"[86]\tvalid_0's poisson: -104.595\tvalid_0's l1: 16.0407\n",
"[87]\tvalid_0's poisson: -104.64\tvalid_0's l1: 15.9924\n",
"[88]\tvalid_0's poisson: -104.728\tvalid_0's l1: 15.9144\n",
"[89]\tvalid_0's poisson: -104.801\tvalid_0's l1: 15.8411\n",
"[90]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.7692\n",
"[91]\tvalid_0's poisson: -104.944\tvalid_0's l1: 15.7026\n",
"[92]\tvalid_0's poisson: -104.985\tvalid_0's l1: 15.6581\n",
"[93]\tvalid_0's poisson: -105.033\tvalid_0's l1: 15.6081\n",
"[94]\tvalid_0's poisson: -105.091\tvalid_0's l1: 15.547\n",
"[95]\tvalid_0's poisson: -105.148\tvalid_0's l1: 15.4912\n",
"[96]\tvalid_0's poisson: -105.203\tvalid_0's l1: 15.4305\n",
"[97]\tvalid_0's poisson: -105.272\tvalid_0's l1: 15.3592\n",
"[98]\tvalid_0's poisson: -105.338\tvalid_0's l1: 15.2923\n",
"[99]\tvalid_0's poisson: -105.373\tvalid_0's l1: 15.2522\n",
"[100]\tvalid_0's poisson: -105.417\tvalid_0's l1: 15.2067\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1787\tvalid_0's l1: 29.0758\n",
"[2]\tvalid_0's poisson: -81.9542\tvalid_0's l1: 28.7967\n",
"[3]\tvalid_0's poisson: -82.6819\tvalid_0's l1: 28.5233\n",
"[4]\tvalid_0's poisson: -83.3753\tvalid_0's l1: 28.2541\n",
"[5]\tvalid_0's poisson: -84.0317\tvalid_0's l1: 27.9904\n",
"[6]\tvalid_0's poisson: -84.7024\tvalid_0's l1: 27.7209\n",
"[7]\tvalid_0's poisson: -85.32\tvalid_0's l1: 27.4629\n",
"[8]\tvalid_0's poisson: -85.9209\tvalid_0's l1: 27.2069\n",
"[9]\tvalid_0's poisson: -86.4981\tvalid_0's l1: 26.9561\n",
"[10]\tvalid_0's poisson: -87.0285\tvalid_0's l1: 26.7162\n",
"[11]\tvalid_0's poisson: -87.5519\tvalid_0's l1: 26.4749\n",
"[12]\tvalid_0's poisson: -88.0492\tvalid_0's l1: 26.2406\n",
"[13]\tvalid_0's poisson: -88.5247\tvalid_0's l1: 26.0112\n",
"[14]\tvalid_0's poisson: -89.0011\tvalid_0's l1: 25.78\n",
"[15]\tvalid_0's poisson: -89.445\tvalid_0's l1: 25.5604\n",
"[16]\tvalid_0's poisson: -89.8497\tvalid_0's l1: 25.3475\n",
"[17]\tvalid_0's poisson: -90.2374\tvalid_0's l1: 25.1393\n",
"[18]\tvalid_0's poisson: -90.6083\tvalid_0's l1: 24.9371\n",
"[19]\tvalid_0's poisson: -90.9659\tvalid_0's l1: 24.7424\n",
"[20]\tvalid_0's poisson: -91.3102\tvalid_0's l1: 24.5492\n",
"[21]\tvalid_0's poisson: -91.6389\tvalid_0's l1: 24.3643\n",
"[22]\tvalid_0's poisson: -91.9419\tvalid_0's l1: 24.1852\n",
"[23]\tvalid_0's poisson: -92.2706\tvalid_0's l1: 23.9999\n",
"[24]\tvalid_0's poisson: -92.5525\tvalid_0's l1: 23.8283\n",
"[25]\tvalid_0's poisson: -92.8245\tvalid_0's l1: 23.6629\n",
"[26]\tvalid_0's poisson: -93.1423\tvalid_0's l1: 23.4848\n",
"[27]\tvalid_0's poisson: -93.4452\tvalid_0's l1: 23.315\n",
"[28]\tvalid_0's poisson: -93.7511\tvalid_0's l1: 23.1439\n",
"[29]\tvalid_0's poisson: -94.2165\tvalid_0's l1: 22.9481\n",
"[30]\tvalid_0's poisson: -94.4959\tvalid_0's l1: 22.7845\n",
"[31]\tvalid_0's poisson: -94.7193\tvalid_0's l1: 22.6375\n",
"[32]\tvalid_0's poisson: -94.9662\tvalid_0's l1: 22.483\n",
"[33]\tvalid_0's poisson: -95.1816\tvalid_0's l1: 22.3444\n",
"[34]\tvalid_0's poisson: -95.4264\tvalid_0's l1: 22.1974\n",
"[35]\tvalid_0's poisson: -95.8557\tvalid_0's l1: 22.0086\n",
"[36]\tvalid_0's poisson: -96.0509\tvalid_0's l1: 21.8788\n",
"[37]\tvalid_0's poisson: -96.259\tvalid_0's l1: 21.7427\n",
"[38]\tvalid_0's poisson: -96.6179\tvalid_0's l1: 21.5745\n",
"[39]\tvalid_0's poisson: -96.7773\tvalid_0's l1: 21.4578\n",
"[40]\tvalid_0's poisson: -97.1581\tvalid_0's l1: 21.2714\n",
"[41]\tvalid_0's poisson: -97.4432\tvalid_0's l1: 21.1147\n",
"[42]\tvalid_0's poisson: -97.7618\tvalid_0's l1: 20.9496\n",
"[43]\tvalid_0's poisson: -98.1121\tvalid_0's l1: 20.7693\n",
"[44]\tvalid_0's poisson: -98.4307\tvalid_0's l1: 20.6057\n",
"[45]\tvalid_0's poisson: -98.7009\tvalid_0's l1: 20.4546\n",
"[46]\tvalid_0's poisson: -98.9837\tvalid_0's l1: 20.2925\n",
"[47]\tvalid_0's poisson: -99.2516\tvalid_0's l1: 20.1355\n",
"[48]\tvalid_0's poisson: -99.5044\tvalid_0's l1: 19.9831\n",
"[49]\tvalid_0's poisson: -99.7604\tvalid_0's l1: 19.8316\n",
"[50]\tvalid_0's poisson: -100.001\tvalid_0's l1: 19.6844\n",
"[51]\tvalid_0's poisson: -100.242\tvalid_0's l1: 19.534\n",
"[52]\tvalid_0's poisson: -100.451\tvalid_0's l1: 19.3949\n",
"[53]\tvalid_0's poisson: -100.55\tvalid_0's l1: 19.3094\n",
"[54]\tvalid_0's poisson: -100.71\tvalid_0's l1: 19.1892\n",
"[55]\tvalid_0's poisson: -100.812\tvalid_0's l1: 19.0995\n",
"[56]\tvalid_0's poisson: -100.916\tvalid_0's l1: 19.0121\n",
"[57]\tvalid_0's poisson: -101.02\tvalid_0's l1: 18.9229\n",
"[58]\tvalid_0's poisson: -101.191\tvalid_0's l1: 18.7973\n",
"[59]\tvalid_0's poisson: -101.38\tvalid_0's l1: 18.6658\n",
"[60]\tvalid_0's poisson: -101.52\tvalid_0's l1: 18.5568\n",
"[61]\tvalid_0's poisson: -101.695\tvalid_0's l1: 18.4405\n",
"[62]\tvalid_0's poisson: -101.785\tvalid_0's l1: 18.3589\n",
"[63]\tvalid_0's poisson: -101.963\tvalid_0's l1: 18.2274\n",
"[64]\tvalid_0's poisson: -102.136\tvalid_0's l1: 18.0976\n",
"[65]\tvalid_0's poisson: -102.22\tvalid_0's l1: 18.0235\n",
"[66]\tvalid_0's poisson: -102.38\tvalid_0's l1: 17.9013\n",
"[67]\tvalid_0's poisson: -102.463\tvalid_0's l1: 17.8235\n",
"[68]\tvalid_0's poisson: -102.614\tvalid_0's l1: 17.7059\n",
"[69]\tvalid_0's poisson: -102.759\tvalid_0's l1: 17.5915\n",
"[70]\tvalid_0's poisson: -102.831\tvalid_0's l1: 17.5238\n",
"[71]\tvalid_0's poisson: -102.986\tvalid_0's l1: 17.4085\n",
"[72]\tvalid_0's poisson: -103.066\tvalid_0's l1: 17.3332\n",
"[73]\tvalid_0's poisson: -103.179\tvalid_0's l1: 17.244\n",
"[74]\tvalid_0's poisson: -103.324\tvalid_0's l1: 17.1406\n",
"[75]\tvalid_0's poisson: -103.454\tvalid_0's l1: 17.0363\n",
"[76]\tvalid_0's poisson: -103.58\tvalid_0's l1: 16.9339\n",
"[77]\tvalid_0's poisson: -103.641\tvalid_0's l1: 16.8756\n",
"[78]\tvalid_0's poisson: -103.763\tvalid_0's l1: 16.7785\n",
"[79]\tvalid_0's poisson: -103.878\tvalid_0's l1: 16.6815\n",
"[80]\tvalid_0's poisson: -103.928\tvalid_0's l1: 16.6311\n",
"[81]\tvalid_0's poisson: -104.039\tvalid_0's l1: 16.5379\n",
"[82]\tvalid_0's poisson: -104.131\tvalid_0's l1: 16.4528\n",
"[83]\tvalid_0's poisson: -104.235\tvalid_0's l1: 16.3647\n",
"[84]\tvalid_0's poisson: -104.314\tvalid_0's l1: 16.2872\n",
"[85]\tvalid_0's poisson: -104.414\tvalid_0's l1: 16.2046\n",
"[86]\tvalid_0's poisson: -104.478\tvalid_0's l1: 16.1466\n",
"[87]\tvalid_0's poisson: -104.522\tvalid_0's l1: 16.1017\n",
"[88]\tvalid_0's poisson: -104.566\tvalid_0's l1: 16.0565\n",
"[89]\tvalid_0's poisson: -104.62\tvalid_0's l1: 16.0033\n",
"[90]\tvalid_0's poisson: -104.696\tvalid_0's l1: 15.9272\n",
"[91]\tvalid_0's poisson: -104.738\tvalid_0's l1: 15.8814\n",
"[92]\tvalid_0's poisson: -104.803\tvalid_0's l1: 15.822\n",
"[93]\tvalid_0's poisson: -104.87\tvalid_0's l1: 15.7524\n",
"[94]\tvalid_0's poisson: -104.903\tvalid_0's l1: 15.7168\n",
"[95]\tvalid_0's poisson: -104.976\tvalid_0's l1: 15.6443\n",
"[96]\tvalid_0's poisson: -105.014\tvalid_0's l1: 15.6032\n",
"[97]\tvalid_0's poisson: -105.086\tvalid_0's l1: 15.5324\n",
"[98]\tvalid_0's poisson: -105.122\tvalid_0's l1: 15.4922\n",
"[99]\tvalid_0's poisson: -105.185\tvalid_0's l1: 15.4265\n",
"[100]\tvalid_0's poisson: -105.243\tvalid_0's l1: 15.3647\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1791\tvalid_0's l1: 29.0749\n",
"[2]\tvalid_0's poisson: -81.9315\tvalid_0's l1: 28.7985\n",
"[3]\tvalid_0's poisson: -82.669\tvalid_0's l1: 28.5216\n",
"[4]\tvalid_0's poisson: -83.3658\tvalid_0's l1: 28.2506\n",
"[5]\tvalid_0's poisson: -84.04\tvalid_0's l1: 27.9833\n",
"[6]\tvalid_0's poisson: -84.6538\tvalid_0's l1: 27.727\n",
"[7]\tvalid_0's poisson: -85.2601\tvalid_0's l1: 27.4718\n",
"[8]\tvalid_0's poisson: -85.861\tvalid_0's l1: 27.2167\n",
"[9]\tvalid_0's poisson: -86.4116\tvalid_0's l1: 26.9725\n",
"[10]\tvalid_0's poisson: -86.9534\tvalid_0's l1: 26.7308\n",
"[11]\tvalid_0's poisson: -87.4893\tvalid_0's l1: 26.4888\n",
"[12]\tvalid_0's poisson: -87.9777\tvalid_0's l1: 26.2586\n",
"[13]\tvalid_0's poisson: -88.4236\tvalid_0's l1: 26.0364\n",
"[14]\tvalid_0's poisson: -88.862\tvalid_0's l1: 25.8163\n",
"[15]\tvalid_0's poisson: -89.2931\tvalid_0's l1: 25.5995\n",
"[16]\tvalid_0's poisson: -89.6935\tvalid_0's l1: 25.3904\n",
"[17]\tvalid_0's poisson: -90.0574\tvalid_0's l1: 25.1957\n",
"[18]\tvalid_0's poisson: -90.4128\tvalid_0's l1: 25.0017\n",
"[19]\tvalid_0's poisson: -90.763\tvalid_0's l1: 24.8135\n",
"[20]\tvalid_0's poisson: -91.1048\tvalid_0's l1: 24.6233\n",
"[21]\tvalid_0's poisson: -91.4477\tvalid_0's l1: 24.4352\n",
"[22]\tvalid_0's poisson: -91.7612\tvalid_0's l1: 24.2559\n",
"[23]\tvalid_0's poisson: -92.0967\tvalid_0's l1: 24.0733\n",
"[24]\tvalid_0's poisson: -92.3998\tvalid_0's l1: 23.902\n",
"[25]\tvalid_0's poisson: -92.7133\tvalid_0's l1: 23.723\n",
"[26]\tvalid_0's poisson: -93.0142\tvalid_0's l1: 23.5558\n",
"[27]\tvalid_0's poisson: -93.2761\tvalid_0's l1: 23.3963\n",
"[28]\tvalid_0's poisson: -93.5257\tvalid_0's l1: 23.2432\n",
"[29]\tvalid_0's poisson: -93.7688\tvalid_0's l1: 23.0915\n",
"[30]\tvalid_0's poisson: -94.0046\tvalid_0's l1: 22.9454\n",
"[31]\tvalid_0's poisson: -94.2414\tvalid_0's l1: 22.7986\n",
"[32]\tvalid_0's poisson: -94.4938\tvalid_0's l1: 22.6478\n",
"[33]\tvalid_0's poisson: -94.7039\tvalid_0's l1: 22.5113\n",
"[34]\tvalid_0's poisson: -94.9536\tvalid_0's l1: 22.3636\n",
"[35]\tvalid_0's poisson: -95.2002\tvalid_0's l1: 22.2174\n",
"[36]\tvalid_0's poisson: -95.5516\tvalid_0's l1: 22.055\n",
"[37]\tvalid_0's poisson: -96.0145\tvalid_0's l1: 21.8534\n",
"[38]\tvalid_0's poisson: -96.4253\tvalid_0's l1: 21.6645\n",
"[39]\tvalid_0's poisson: -96.7885\tvalid_0's l1: 21.486\n",
"[40]\tvalid_0's poisson: -97.1251\tvalid_0's l1: 21.3209\n",
"[41]\tvalid_0's poisson: -97.4708\tvalid_0's l1: 21.1456\n",
"[42]\tvalid_0's poisson: -97.7966\tvalid_0's l1: 20.9755\n",
"[43]\tvalid_0's poisson: -98.0825\tvalid_0's l1: 20.814\n",
"[44]\tvalid_0's poisson: -98.3567\tvalid_0's l1: 20.6627\n",
"[45]\tvalid_0's poisson: -98.6397\tvalid_0's l1: 20.5022\n",
"[46]\tvalid_0's poisson: -98.9105\tvalid_0's l1: 20.3439\n",
"[47]\tvalid_0's poisson: -99.1054\tvalid_0's l1: 20.2162\n",
"[48]\tvalid_0's poisson: -99.3518\tvalid_0's l1: 20.0701\n",
"[49]\tvalid_0's poisson: -99.5929\tvalid_0's l1: 19.9217\n",
"[50]\tvalid_0's poisson: -99.8392\tvalid_0's l1: 19.7704\n",
"[51]\tvalid_0's poisson: -100.042\tvalid_0's l1: 19.6455\n",
"[52]\tvalid_0's poisson: -100.276\tvalid_0's l1: 19.5066\n",
"[53]\tvalid_0's poisson: -100.391\tvalid_0's l1: 19.411\n",
"[54]\tvalid_0's poisson: -100.576\tvalid_0's l1: 19.2852\n",
"[55]\tvalid_0's poisson: -100.688\tvalid_0's l1: 19.1888\n",
"[56]\tvalid_0's poisson: -100.848\tvalid_0's l1: 19.0679\n",
"[57]\tvalid_0's poisson: -101.001\tvalid_0's l1: 18.9505\n",
"[58]\tvalid_0's poisson: -101.164\tvalid_0's l1: 18.8397\n",
"[59]\tvalid_0's poisson: -101.265\tvalid_0's l1: 18.7477\n",
"[60]\tvalid_0's poisson: -101.418\tvalid_0's l1: 18.6301\n",
"[61]\tvalid_0's poisson: -101.606\tvalid_0's l1: 18.4946\n",
"[62]\tvalid_0's poisson: -101.811\tvalid_0's l1: 18.3604\n",
"[63]\tvalid_0's poisson: -101.983\tvalid_0's l1: 18.2324\n",
"[64]\tvalid_0's poisson: -102.17\tvalid_0's l1: 18.1066\n",
"[65]\tvalid_0's poisson: -102.346\tvalid_0's l1: 17.9851\n",
"[66]\tvalid_0's poisson: -102.482\tvalid_0's l1: 17.8727\n",
"[67]\tvalid_0's poisson: -102.628\tvalid_0's l1: 17.757\n",
"[68]\tvalid_0's poisson: -102.783\tvalid_0's l1: 17.6466\n",
"[69]\tvalid_0's poisson: -102.852\tvalid_0's l1: 17.5812\n",
"[70]\tvalid_0's poisson: -102.963\tvalid_0's l1: 17.4933\n",
"[71]\tvalid_0's poisson: -103.093\tvalid_0's l1: 17.3883\n",
"[72]\tvalid_0's poisson: -103.204\tvalid_0's l1: 17.2928\n",
"[73]\tvalid_0's poisson: -103.315\tvalid_0's l1: 17.1967\n",
"[74]\tvalid_0's poisson: -103.377\tvalid_0's l1: 17.1362\n",
"[75]\tvalid_0's poisson: -103.506\tvalid_0's l1: 17.0387\n",
"[76]\tvalid_0's poisson: -103.627\tvalid_0's l1: 16.9369\n",
"[77]\tvalid_0's poisson: -103.744\tvalid_0's l1: 16.8373\n",
"[78]\tvalid_0's poisson: -103.855\tvalid_0's l1: 16.7399\n",
"[79]\tvalid_0's poisson: -103.917\tvalid_0's l1: 16.6803\n",
"[80]\tvalid_0's poisson: -103.974\tvalid_0's l1: 16.6227\n",
"[81]\tvalid_0's poisson: -104.063\tvalid_0's l1: 16.5373\n",
"[82]\tvalid_0's poisson: -104.15\tvalid_0's l1: 16.4539\n",
"[83]\tvalid_0's poisson: -104.222\tvalid_0's l1: 16.3814\n",
"[84]\tvalid_0's poisson: -104.286\tvalid_0's l1: 16.3192\n",
"[85]\tvalid_0's poisson: -104.34\tvalid_0's l1: 16.2664\n",
"[86]\tvalid_0's poisson: -104.433\tvalid_0's l1: 16.1811\n",
"[87]\tvalid_0's poisson: -104.492\tvalid_0's l1: 16.1228\n",
"[88]\tvalid_0's poisson: -104.557\tvalid_0's l1: 16.0554\n",
"[89]\tvalid_0's poisson: -104.6\tvalid_0's l1: 16.0084\n",
"[90]\tvalid_0's poisson: -104.665\tvalid_0's l1: 15.9484\n",
"[91]\tvalid_0's poisson: -104.737\tvalid_0's l1: 15.8792\n",
"[92]\tvalid_0's poisson: -104.781\tvalid_0's l1: 15.8309\n",
"[93]\tvalid_0's poisson: -104.825\tvalid_0's l1: 15.7832\n",
"[94]\tvalid_0's poisson: -104.87\tvalid_0's l1: 15.7373\n",
"[95]\tvalid_0's poisson: -104.931\tvalid_0's l1: 15.6727\n",
"[96]\tvalid_0's poisson: -105.013\tvalid_0's l1: 15.5969\n",
"[97]\tvalid_0's poisson: -105.085\tvalid_0's l1: 15.5259\n",
"[98]\tvalid_0's poisson: -105.132\tvalid_0's l1: 15.4742\n",
"[99]\tvalid_0's poisson: -105.163\tvalid_0's l1: 15.4385\n",
"[100]\tvalid_0's poisson: -105.216\tvalid_0's l1: 15.3869\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7391\tvalid_0's l1: 28.8737\n",
"[3]\tvalid_0's poisson: -82.3873\tvalid_0's l1: 28.636\n",
"[4]\tvalid_0's poisson: -82.9798\tvalid_0's l1: 28.409\n",
"[5]\tvalid_0's poisson: -83.5642\tvalid_0's l1: 28.1834\n",
"[6]\tvalid_0's poisson: -84.1199\tvalid_0's l1: 27.9626\n",
"[7]\tvalid_0's poisson: -84.6421\tvalid_0's l1: 27.7512\n",
"[8]\tvalid_0's poisson: -85.1386\tvalid_0's l1: 27.5461\n",
"[9]\tvalid_0's poisson: -85.6003\tvalid_0's l1: 27.3511\n",
"[10]\tvalid_0's poisson: -86.0426\tvalid_0's l1: 27.1591\n",
"[11]\tvalid_0's poisson: -86.4782\tvalid_0's l1: 26.9676\n",
"[12]\tvalid_0's poisson: -86.8927\tvalid_0's l1: 26.7839\n",
"[13]\tvalid_0's poisson: -87.2928\tvalid_0's l1: 26.6053\n",
"[14]\tvalid_0's poisson: -87.6598\tvalid_0's l1: 26.4376\n",
"[15]\tvalid_0's poisson: -88.025\tvalid_0's l1: 26.2686\n",
"[16]\tvalid_0's poisson: -88.3762\tvalid_0's l1: 26.1006\n",
"[17]\tvalid_0's poisson: -88.6834\tvalid_0's l1: 25.9535\n",
"[18]\tvalid_0's poisson: -89.0073\tvalid_0's l1: 25.796\n",
"[19]\tvalid_0's poisson: -89.3178\tvalid_0's l1: 25.6439\n",
"[20]\tvalid_0's poisson: -89.6067\tvalid_0's l1: 25.5007\n",
"[21]\tvalid_0's poisson: -89.8952\tvalid_0's l1: 25.3545\n",
"[22]\tvalid_0's poisson: -90.1584\tvalid_0's l1: 25.2242\n",
"[23]\tvalid_0's poisson: -90.4281\tvalid_0's l1: 25.0835\n",
"[24]\tvalid_0's poisson: -90.6874\tvalid_0's l1: 24.9497\n",
"[25]\tvalid_0's poisson: -90.9547\tvalid_0's l1: 24.8053\n",
"[26]\tvalid_0's poisson: -91.2107\tvalid_0's l1: 24.6649\n",
"[27]\tvalid_0's poisson: -91.4561\tvalid_0's l1: 24.5273\n",
"[28]\tvalid_0's poisson: -91.6916\tvalid_0's l1: 24.3956\n",
"[29]\tvalid_0's poisson: -91.8978\tvalid_0's l1: 24.2892\n",
"[30]\tvalid_0's poisson: -92.0808\tvalid_0's l1: 24.1885\n",
"[31]\tvalid_0's poisson: -92.2755\tvalid_0's l1: 24.0873\n",
"[32]\tvalid_0's poisson: -92.4864\tvalid_0's l1: 23.9658\n",
"[33]\tvalid_0's poisson: -92.689\tvalid_0's l1: 23.8473\n",
"[34]\tvalid_0's poisson: -92.8499\tvalid_0's l1: 23.7616\n",
"[35]\tvalid_0's poisson: -93.019\tvalid_0's l1: 23.6659\n",
"[36]\tvalid_0's poisson: -93.1824\tvalid_0's l1: 23.5722\n",
"[37]\tvalid_0's poisson: -93.3787\tvalid_0's l1: 23.4556\n",
"[38]\tvalid_0's poisson: -93.5075\tvalid_0's l1: 23.3817\n",
"[39]\tvalid_0's poisson: -93.6926\tvalid_0's l1: 23.27\n",
"[40]\tvalid_0's poisson: -93.8707\tvalid_0's l1: 23.1613\n",
"[41]\tvalid_0's poisson: -94.0387\tvalid_0's l1: 23.0667\n",
"[42]\tvalid_0's poisson: -94.1724\tvalid_0's l1: 22.9877\n",
"[43]\tvalid_0's poisson: -94.3355\tvalid_0's l1: 22.8844\n",
"[44]\tvalid_0's poisson: -94.4926\tvalid_0's l1: 22.7848\n",
"[45]\tvalid_0's poisson: -94.598\tvalid_0's l1: 22.7223\n",
"[46]\tvalid_0's poisson: -94.7467\tvalid_0's l1: 22.6259\n",
"[47]\tvalid_0's poisson: -94.89\tvalid_0's l1: 22.5336\n",
"[48]\tvalid_0's poisson: -94.9885\tvalid_0's l1: 22.4755\n",
"[49]\tvalid_0's poisson: -95.1162\tvalid_0's l1: 22.407\n",
"[50]\tvalid_0's poisson: -95.21\tvalid_0's l1: 22.3508\n",
"[51]\tvalid_0's poisson: -95.3416\tvalid_0's l1: 22.2635\n",
"[52]\tvalid_0's poisson: -95.4607\tvalid_0's l1: 22.1977\n",
"[53]\tvalid_0's poisson: -95.5467\tvalid_0's l1: 22.1442\n",
"[54]\tvalid_0's poisson: -95.6304\tvalid_0's l1: 22.0924\n",
"[55]\tvalid_0's poisson: -95.7525\tvalid_0's l1: 22.0097\n",
"[56]\tvalid_0's poisson: -95.8638\tvalid_0's l1: 21.947\n",
"[57]\tvalid_0's poisson: -95.9561\tvalid_0's l1: 21.8889\n",
"[58]\tvalid_0's poisson: -96.0584\tvalid_0's l1: 21.8169\n",
"[59]\tvalid_0's poisson: -96.1539\tvalid_0's l1: 21.7611\n",
"[60]\tvalid_0's poisson: -96.2394\tvalid_0's l1: 21.7073\n",
"[61]\tvalid_0's poisson: -96.3296\tvalid_0's l1: 21.654\n",
"[62]\tvalid_0's poisson: -96.4253\tvalid_0's l1: 21.599\n",
"[63]\tvalid_0's poisson: -96.5181\tvalid_0's l1: 21.5458\n",
"[64]\tvalid_0's poisson: -96.592\tvalid_0's l1: 21.5002\n",
"[65]\tvalid_0's poisson: -96.6804\tvalid_0's l1: 21.4487\n",
"[66]\tvalid_0's poisson: -96.7661\tvalid_0's l1: 21.3982\n",
"[67]\tvalid_0's poisson: -96.8493\tvalid_0's l1: 21.349\n",
"[68]\tvalid_0's poisson: -96.9221\tvalid_0's l1: 21.2983\n",
"[69]\tvalid_0's poisson: -97.0029\tvalid_0's l1: 21.2517\n",
"[70]\tvalid_0's poisson: -97.0627\tvalid_0's l1: 21.2124\n",
"[71]\tvalid_0's poisson: -97.1497\tvalid_0's l1: 21.1479\n",
"[72]\tvalid_0's poisson: -97.2392\tvalid_0's l1: 21.0817\n",
"[73]\tvalid_0's poisson: -97.2935\tvalid_0's l1: 21.0463\n",
"[74]\tvalid_0's poisson: -97.3488\tvalid_0's l1: 21.0096\n",
"[75]\tvalid_0's poisson: -97.4097\tvalid_0's l1: 20.97\n",
"[76]\tvalid_0's poisson: -97.4929\tvalid_0's l1: 20.9069\n",
"[77]\tvalid_0's poisson: -97.5631\tvalid_0's l1: 20.8656\n",
"[78]\tvalid_0's poisson: -97.62\tvalid_0's l1: 20.8283\n",
"[79]\tvalid_0's poisson: -97.6874\tvalid_0's l1: 20.7884\n",
"[80]\tvalid_0's poisson: -97.7658\tvalid_0's l1: 20.729\n",
"[81]\tvalid_0's poisson: -97.8416\tvalid_0's l1: 20.6716\n",
"[82]\tvalid_0's poisson: -97.8852\tvalid_0's l1: 20.6424\n",
"[83]\tvalid_0's poisson: -97.9575\tvalid_0's l1: 20.5868\n",
"[84]\tvalid_0's poisson: -98.0277\tvalid_0's l1: 20.5317\n",
"[85]\tvalid_0's poisson: -98.0954\tvalid_0's l1: 20.4781\n",
"[86]\tvalid_0's poisson: -98.1616\tvalid_0's l1: 20.4384\n",
"[87]\tvalid_0's poisson: -98.3103\tvalid_0's l1: 20.3641\n",
"[88]\tvalid_0's poisson: -98.3478\tvalid_0's l1: 20.3357\n",
"[89]\tvalid_0's poisson: -98.4106\tvalid_0's l1: 20.2835\n",
"[90]\tvalid_0's poisson: -98.4694\tvalid_0's l1: 20.2428\n",
"[91]\tvalid_0's poisson: -98.5297\tvalid_0's l1: 20.1928\n",
"[92]\tvalid_0's poisson: -98.588\tvalid_0's l1: 20.1441\n",
"[93]\tvalid_0's poisson: -98.6445\tvalid_0's l1: 20.0974\n",
"[94]\tvalid_0's poisson: -98.6786\tvalid_0's l1: 20.0713\n",
"[95]\tvalid_0's poisson: -98.7207\tvalid_0's l1: 20.0414\n",
"[96]\tvalid_0's poisson: -98.7529\tvalid_0's l1: 20.0168\n",
"[97]\tvalid_0's poisson: -98.8809\tvalid_0's l1: 19.9503\n",
"[98]\tvalid_0's poisson: -98.9119\tvalid_0's l1: 19.9265\n",
"[99]\tvalid_0's poisson: -98.942\tvalid_0's l1: 19.9034\n",
"[100]\tvalid_0's poisson: -99.0618\tvalid_0's l1: 19.8399\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7405\tvalid_0's l1: 28.8719\n",
"[3]\tvalid_0's poisson: -82.39\tvalid_0's l1: 28.6325\n",
"[4]\tvalid_0's poisson: -82.9838\tvalid_0's l1: 28.4037\n",
"[5]\tvalid_0's poisson: -83.5753\tvalid_0's l1: 28.1749\n",
"[6]\tvalid_0's poisson: -84.1363\tvalid_0's l1: 27.9523\n",
"[7]\tvalid_0's poisson: -84.669\tvalid_0's l1: 27.7357\n",
"[8]\tvalid_0's poisson: -85.1705\tvalid_0's l1: 27.5272\n",
"[9]\tvalid_0's poisson: -85.639\tvalid_0's l1: 27.328\n",
"[10]\tvalid_0's poisson: -86.1006\tvalid_0's l1: 27.1286\n",
"[11]\tvalid_0's poisson: -86.537\tvalid_0's l1: 26.9377\n",
"[12]\tvalid_0's poisson: -86.9579\tvalid_0's l1: 26.7496\n",
"[13]\tvalid_0's poisson: -87.3598\tvalid_0's l1: 26.5669\n",
"[14]\tvalid_0's poisson: -87.7438\tvalid_0's l1: 26.389\n",
"[15]\tvalid_0's poisson: -88.106\tvalid_0's l1: 26.2209\n",
"[16]\tvalid_0's poisson: -88.4596\tvalid_0's l1: 26.0514\n",
"[17]\tvalid_0's poisson: -88.7982\tvalid_0's l1: 25.8881\n",
"[18]\tvalid_0's poisson: -89.1227\tvalid_0's l1: 25.728\n",
"[19]\tvalid_0's poisson: -89.4339\tvalid_0's l1: 25.574\n",
"[20]\tvalid_0's poisson: -89.732\tvalid_0's l1: 25.423\n",
"[21]\tvalid_0's poisson: -90.0188\tvalid_0's l1: 25.2781\n",
"[22]\tvalid_0's poisson: -90.2775\tvalid_0's l1: 25.1475\n",
"[23]\tvalid_0's poisson: -90.5271\tvalid_0's l1: 25.021\n",
"[24]\tvalid_0's poisson: -90.8006\tvalid_0's l1: 24.875\n",
"[25]\tvalid_0's poisson: -91.0626\tvalid_0's l1: 24.7324\n",
"[26]\tvalid_0's poisson: -91.3137\tvalid_0's l1: 24.5937\n",
"[27]\tvalid_0's poisson: -91.5441\tvalid_0's l1: 24.4739\n",
"[28]\tvalid_0's poisson: -91.7663\tvalid_0's l1: 24.3603\n",
"[29]\tvalid_0's poisson: -91.9936\tvalid_0's l1: 24.2313\n",
"[30]\tvalid_0's poisson: -92.1822\tvalid_0's l1: 24.1258\n",
"[31]\tvalid_0's poisson: -92.3567\tvalid_0's l1: 24.0316\n",
"[32]\tvalid_0's poisson: -92.5622\tvalid_0's l1: 23.91\n",
"[33]\tvalid_0's poisson: -92.7596\tvalid_0's l1: 23.792\n",
"[34]\tvalid_0's poisson: -92.9493\tvalid_0's l1: 23.6762\n",
"[35]\tvalid_0's poisson: -93.1318\tvalid_0's l1: 23.5646\n",
"[36]\tvalid_0's poisson: -93.3107\tvalid_0's l1: 23.456\n",
"[37]\tvalid_0's poisson: -93.48\tvalid_0's l1: 23.3506\n",
"[38]\tvalid_0's poisson: -93.6072\tvalid_0's l1: 23.2771\n",
"[39]\tvalid_0's poisson: -93.7861\tvalid_0's l1: 23.1662\n",
"[40]\tvalid_0's poisson: -93.9583\tvalid_0's l1: 23.0583\n",
"[41]\tvalid_0's poisson: -94.1239\tvalid_0's l1: 22.9523\n",
"[42]\tvalid_0's poisson: -94.2524\tvalid_0's l1: 22.8807\n",
"[43]\tvalid_0's poisson: -94.3783\tvalid_0's l1: 22.8053\n",
"[44]\tvalid_0's poisson: -94.5346\tvalid_0's l1: 22.7149\n",
"[45]\tvalid_0's poisson: -94.6858\tvalid_0's l1: 22.6171\n",
"[46]\tvalid_0's poisson: -94.8148\tvalid_0's l1: 22.5468\n",
"[47]\tvalid_0's poisson: -94.9569\tvalid_0's l1: 22.4546\n",
"[48]\tvalid_0's poisson: -95.068\tvalid_0's l1: 22.3873\n",
"[49]\tvalid_0's poisson: -95.1757\tvalid_0's l1: 22.3222\n",
"[50]\tvalid_0's poisson: -95.2855\tvalid_0's l1: 22.2619\n",
"[51]\tvalid_0's poisson: -95.3739\tvalid_0's l1: 22.2087\n",
"[52]\tvalid_0's poisson: -95.5015\tvalid_0's l1: 22.1219\n",
"[53]\tvalid_0's poisson: -95.5976\tvalid_0's l1: 22.0637\n",
"[54]\tvalid_0's poisson: -95.7015\tvalid_0's l1: 21.9898\n",
"[55]\tvalid_0's poisson: -95.8144\tvalid_0's l1: 21.9259\n",
"[56]\tvalid_0's poisson: -95.9239\tvalid_0's l1: 21.8641\n",
"[57]\tvalid_0's poisson: -96.0018\tvalid_0's l1: 21.8161\n",
"[58]\tvalid_0's poisson: -96.0777\tvalid_0's l1: 21.7698\n",
"[59]\tvalid_0's poisson: -96.18\tvalid_0's l1: 21.7119\n",
"[60]\tvalid_0's poisson: -96.2641\tvalid_0's l1: 21.6587\n",
"[61]\tvalid_0's poisson: -96.3689\tvalid_0's l1: 21.5848\n",
"[62]\tvalid_0's poisson: -96.4633\tvalid_0's l1: 21.5305\n",
"[63]\tvalid_0's poisson: -96.5294\tvalid_0's l1: 21.4885\n",
"[64]\tvalid_0's poisson: -96.5992\tvalid_0's l1: 21.4437\n",
"[65]\tvalid_0's poisson: -96.6889\tvalid_0's l1: 21.3785\n",
"[66]\tvalid_0's poisson: -96.7627\tvalid_0's l1: 21.3316\n",
"[67]\tvalid_0's poisson: -96.8513\tvalid_0's l1: 21.2806\n",
"[68]\tvalid_0's poisson: -96.9374\tvalid_0's l1: 21.2313\n",
"[69]\tvalid_0's poisson: -97.0209\tvalid_0's l1: 21.1832\n",
"[70]\tvalid_0's poisson: -97.0882\tvalid_0's l1: 21.1394\n",
"[71]\tvalid_0's poisson: -97.1478\tvalid_0's l1: 21.0998\n",
"[72]\tvalid_0's poisson: -97.2058\tvalid_0's l1: 21.0614\n",
"[73]\tvalid_0's poisson: -97.283\tvalid_0's l1: 21.0161\n",
"[74]\tvalid_0's poisson: -97.3439\tvalid_0's l1: 20.977\n",
"[75]\tvalid_0's poisson: -97.4246\tvalid_0's l1: 20.9155\n",
"[76]\tvalid_0's poisson: -97.4955\tvalid_0's l1: 20.8731\n",
"[77]\tvalid_0's poisson: -97.5796\tvalid_0's l1: 20.8113\n",
"[78]\tvalid_0's poisson: -97.6282\tvalid_0's l1: 20.7797\n",
"[79]\tvalid_0's poisson: -97.6964\tvalid_0's l1: 20.7393\n",
"[80]\tvalid_0's poisson: -97.7756\tvalid_0's l1: 20.6796\n",
"[81]\tvalid_0's poisson: -97.852\tvalid_0's l1: 20.6218\n",
"[82]\tvalid_0's poisson: -97.9259\tvalid_0's l1: 20.5651\n",
"[83]\tvalid_0's poisson: -97.9972\tvalid_0's l1: 20.5094\n",
"[84]\tvalid_0's poisson: -98.0348\tvalid_0's l1: 20.481\n",
"[85]\tvalid_0's poisson: -98.103\tvalid_0's l1: 20.4263\n",
"[86]\tvalid_0's poisson: -98.1388\tvalid_0's l1: 20.3992\n",
"[87]\tvalid_0's poisson: -98.204\tvalid_0's l1: 20.3461\n",
"[88]\tvalid_0's poisson: -98.248\tvalid_0's l1: 20.3178\n",
"[89]\tvalid_0's poisson: -98.3258\tvalid_0's l1: 20.2714\n",
"[90]\tvalid_0's poisson: -98.3869\tvalid_0's l1: 20.2217\n",
"[91]\tvalid_0's poisson: -98.446\tvalid_0's l1: 20.1734\n",
"[92]\tvalid_0's poisson: -98.4889\tvalid_0's l1: 20.1433\n",
"[93]\tvalid_0's poisson: -98.6336\tvalid_0's l1: 20.0719\n",
"[94]\tvalid_0's poisson: -98.6647\tvalid_0's l1: 20.0477\n",
"[95]\tvalid_0's poisson: -98.695\tvalid_0's l1: 20.0242\n",
"[96]\tvalid_0's poisson: -98.7454\tvalid_0's l1: 19.989\n",
"[97]\tvalid_0's poisson: -98.7988\tvalid_0's l1: 19.952\n",
"[98]\tvalid_0's poisson: -98.8524\tvalid_0's l1: 19.9074\n",
"[99]\tvalid_0's poisson: -98.892\tvalid_0's l1: 19.8796\n",
"[100]\tvalid_0's poisson: -99.0216\tvalid_0's l1: 19.8139\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7155\tvalid_0's l1: 28.88\n",
"[3]\tvalid_0's poisson: -82.3666\tvalid_0's l1: 28.6408\n",
"[4]\tvalid_0's poisson: -82.9619\tvalid_0's l1: 28.412\n",
"[5]\tvalid_0's poisson: -83.555\tvalid_0's l1: 28.1835\n",
"[6]\tvalid_0's poisson: -84.1171\tvalid_0's l1: 27.9617\n",
"[7]\tvalid_0's poisson: -84.6277\tvalid_0's l1: 27.7523\n",
"[8]\tvalid_0's poisson: -85.1146\tvalid_0's l1: 27.5485\n",
"[9]\tvalid_0's poisson: -85.5668\tvalid_0's l1: 27.3561\n",
"[10]\tvalid_0's poisson: -86.0269\tvalid_0's l1: 27.1589\n",
"[11]\tvalid_0's poisson: -86.4655\tvalid_0's l1: 26.9683\n",
"[12]\tvalid_0's poisson: -86.884\tvalid_0's l1: 26.7823\n",
"[13]\tvalid_0's poisson: -87.2836\tvalid_0's l1: 26.6028\n",
"[14]\tvalid_0's poisson: -87.6656\tvalid_0's l1: 26.427\n",
"[15]\tvalid_0's poisson: -88.0309\tvalid_0's l1: 26.2569\n",
"[16]\tvalid_0's poisson: -88.3806\tvalid_0's l1: 26.0909\n",
"[17]\tvalid_0's poisson: -88.7156\tvalid_0's l1: 25.9309\n",
"[18]\tvalid_0's poisson: -89.0418\tvalid_0's l1: 25.7725\n",
"[19]\tvalid_0's poisson: -89.3342\tvalid_0's l1: 25.6285\n",
"[20]\tvalid_0's poisson: -89.6324\tvalid_0's l1: 25.4789\n",
"[21]\tvalid_0's poisson: -89.904\tvalid_0's l1: 25.3441\n",
"[22]\tvalid_0's poisson: -90.1657\tvalid_0's l1: 25.2158\n",
"[23]\tvalid_0's poisson: -90.4577\tvalid_0's l1: 25.0609\n",
"[24]\tvalid_0's poisson: -90.7195\tvalid_0's l1: 24.9272\n",
"[25]\tvalid_0's poisson: -90.9712\tvalid_0's l1: 24.7968\n",
"[26]\tvalid_0's poisson: -91.2306\tvalid_0's l1: 24.655\n",
"[27]\tvalid_0's poisson: -91.4793\tvalid_0's l1: 24.5161\n",
"[28]\tvalid_0's poisson: -91.68\tvalid_0's l1: 24.4067\n",
"[29]\tvalid_0's poisson: -91.8779\tvalid_0's l1: 24.2977\n",
"[30]\tvalid_0's poisson: -92.0788\tvalid_0's l1: 24.1943\n",
"[31]\tvalid_0's poisson: -92.2998\tvalid_0's l1: 24.0687\n",
"[32]\tvalid_0's poisson: -92.5176\tvalid_0's l1: 23.9441\n",
"[33]\tvalid_0's poisson: -92.7267\tvalid_0's l1: 23.8229\n",
"[34]\tvalid_0's poisson: -92.937\tvalid_0's l1: 23.6979\n",
"[35]\tvalid_0's poisson: -93.139\tvalid_0's l1: 23.5776\n",
"[36]\tvalid_0's poisson: -93.2711\tvalid_0's l1: 23.5011\n",
"[37]\tvalid_0's poisson: -93.422\tvalid_0's l1: 23.414\n",
"[38]\tvalid_0's poisson: -93.6097\tvalid_0's l1: 23.3011\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[39]\tvalid_0's poisson: -93.7926\tvalid_0's l1: 23.1904\n",
"[40]\tvalid_0's poisson: -93.9685\tvalid_0's l1: 23.0825\n",
"[41]\tvalid_0's poisson: -94.0862\tvalid_0's l1: 23.0132\n",
"[42]\tvalid_0's poisson: -94.2357\tvalid_0's l1: 22.9333\n",
"[43]\tvalid_0's poisson: -94.3987\tvalid_0's l1: 22.8306\n",
"[44]\tvalid_0's poisson: -94.5058\tvalid_0's l1: 22.7662\n",
"[45]\tvalid_0's poisson: -94.6594\tvalid_0's l1: 22.6691\n",
"[46]\tvalid_0's poisson: -94.8073\tvalid_0's l1: 22.5753\n",
"[47]\tvalid_0's poisson: -94.907\tvalid_0's l1: 22.5153\n",
"[48]\tvalid_0's poisson: -95.0139\tvalid_0's l1: 22.454\n",
"[49]\tvalid_0's poisson: -95.1419\tvalid_0's l1: 22.3854\n",
"[50]\tvalid_0's poisson: -95.2464\tvalid_0's l1: 22.3224\n",
"[51]\tvalid_0's poisson: -95.3685\tvalid_0's l1: 22.2555\n",
"[52]\tvalid_0's poisson: -95.4981\tvalid_0's l1: 22.1678\n",
"[53]\tvalid_0's poisson: -95.6231\tvalid_0's l1: 22.0832\n",
"[54]\tvalid_0's poisson: -95.7168\tvalid_0's l1: 22.026\n",
"[55]\tvalid_0's poisson: -95.8178\tvalid_0's l1: 21.9688\n",
"[56]\tvalid_0's poisson: -95.9271\tvalid_0's l1: 21.8933\n",
"[57]\tvalid_0's poisson: -96.0052\tvalid_0's l1: 21.8447\n",
"[58]\tvalid_0's poisson: -96.1001\tvalid_0's l1: 21.7915\n",
"[59]\tvalid_0's poisson: -96.2124\tvalid_0's l1: 21.7298\n",
"[60]\tvalid_0's poisson: -96.2972\tvalid_0's l1: 21.6768\n",
"[61]\tvalid_0's poisson: -96.4038\tvalid_0's l1: 21.6175\n",
"[62]\tvalid_0's poisson: -96.4996\tvalid_0's l1: 21.5625\n",
"[63]\tvalid_0's poisson: -96.5819\tvalid_0's l1: 21.5096\n",
"[64]\tvalid_0's poisson: -96.6802\tvalid_0's l1: 21.4536\n",
"[65]\tvalid_0's poisson: -96.7441\tvalid_0's l1: 21.4118\n",
"[66]\tvalid_0's poisson: -96.8324\tvalid_0's l1: 21.3607\n",
"[67]\tvalid_0's poisson: -96.9073\tvalid_0's l1: 21.3115\n",
"[68]\tvalid_0's poisson: -96.9673\tvalid_0's l1: 21.2728\n",
"[69]\tvalid_0's poisson: -97.0384\tvalid_0's l1: 21.2258\n",
"[70]\tvalid_0's poisson: -97.1078\tvalid_0's l1: 21.1801\n",
"[71]\tvalid_0's poisson: -97.1878\tvalid_0's l1: 21.1331\n",
"[72]\tvalid_0's poisson: -97.2811\tvalid_0's l1: 21.0639\n",
"[73]\tvalid_0's poisson: -97.3566\tvalid_0's l1: 21.0197\n",
"[74]\tvalid_0's poisson: -97.4456\tvalid_0's l1: 20.953\n",
"[75]\tvalid_0's poisson: -97.5315\tvalid_0's l1: 20.8884\n",
"[76]\tvalid_0's poisson: -97.5767\tvalid_0's l1: 20.8547\n",
"[77]\tvalid_0's poisson: -97.655\tvalid_0's l1: 20.8046\n",
"[78]\tvalid_0's poisson: -97.6986\tvalid_0's l1: 20.7723\n",
"[79]\tvalid_0's poisson: -97.7449\tvalid_0's l1: 20.7415\n",
"[80]\tvalid_0's poisson: -97.7865\tvalid_0's l1: 20.7105\n",
"[81]\tvalid_0's poisson: -97.8647\tvalid_0's l1: 20.6508\n",
"[82]\tvalid_0's poisson: -97.9397\tvalid_0's l1: 20.5926\n",
"[83]\tvalid_0's poisson: -98.0133\tvalid_0's l1: 20.5356\n",
"[84]\tvalid_0's poisson: -98.0845\tvalid_0's l1: 20.4799\n",
"[85]\tvalid_0's poisson: -98.1524\tvalid_0's l1: 20.4249\n",
"[86]\tvalid_0's poisson: -98.2218\tvalid_0's l1: 20.3834\n",
"[87]\tvalid_0's poisson: -98.3792\tvalid_0's l1: 20.305\n",
"[88]\tvalid_0's poisson: -98.4148\tvalid_0's l1: 20.2774\n",
"[89]\tvalid_0's poisson: -98.4717\tvalid_0's l1: 20.2425\n",
"[90]\tvalid_0's poisson: -98.5231\tvalid_0's l1: 20.2058\n",
"[91]\tvalid_0's poisson: -98.5773\tvalid_0's l1: 20.1681\n",
"[92]\tvalid_0's poisson: -98.6321\tvalid_0's l1: 20.1297\n",
"[93]\tvalid_0's poisson: -98.6924\tvalid_0's l1: 20.0798\n",
"[94]\tvalid_0's poisson: -98.833\tvalid_0's l1: 20.0072\n",
"[95]\tvalid_0's poisson: -98.8653\tvalid_0's l1: 19.9821\n",
"[96]\tvalid_0's poisson: -98.8969\tvalid_0's l1: 19.9576\n",
"[97]\tvalid_0's poisson: -98.9565\tvalid_0's l1: 19.9219\n",
"[98]\tvalid_0's poisson: -99.0078\tvalid_0's l1: 19.8854\n",
"[99]\tvalid_0's poisson: -99.0916\tvalid_0's l1: 19.8468\n",
"[100]\tvalid_0's poisson: -99.1482\tvalid_0's l1: 19.8124\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7629\tvalid_0's l1: 28.8668\n",
"[3]\tvalid_0's poisson: -82.3527\tvalid_0's l1: 28.6429\n",
"[4]\tvalid_0's poisson: -82.9525\tvalid_0's l1: 28.4128\n",
"[5]\tvalid_0's poisson: -83.5395\tvalid_0's l1: 28.1858\n",
"[6]\tvalid_0's poisson: -84.0957\tvalid_0's l1: 27.9661\n",
"[7]\tvalid_0's poisson: -84.6298\tvalid_0's l1: 27.7503\n",
"[8]\tvalid_0's poisson: -85.1375\tvalid_0's l1: 27.5408\n",
"[9]\tvalid_0's poisson: -85.5875\tvalid_0's l1: 27.3493\n",
"[10]\tvalid_0's poisson: -86.0523\tvalid_0's l1: 27.1486\n",
"[11]\tvalid_0's poisson: -86.4874\tvalid_0's l1: 26.9574\n",
"[12]\tvalid_0's poisson: -86.9016\tvalid_0's l1: 26.7736\n",
"[13]\tvalid_0's poisson: -87.2972\tvalid_0's l1: 26.5956\n",
"[14]\tvalid_0's poisson: -87.6753\tvalid_0's l1: 26.4221\n",
"[15]\tvalid_0's poisson: -88.0369\tvalid_0's l1: 26.2535\n",
"[16]\tvalid_0's poisson: -88.392\tvalid_0's l1: 26.0832\n",
"[17]\tvalid_0's poisson: -88.725\tvalid_0's l1: 25.9218\n",
"[18]\tvalid_0's poisson: -89.0264\tvalid_0's l1: 25.7756\n",
"[19]\tvalid_0's poisson: -89.3346\tvalid_0's l1: 25.6234\n",
"[20]\tvalid_0's poisson: -89.6232\tvalid_0's l1: 25.4806\n",
"[21]\tvalid_0's poisson: -89.9095\tvalid_0's l1: 25.3345\n",
"[22]\tvalid_0's poisson: -90.1721\tvalid_0's l1: 25.2027\n",
"[23]\tvalid_0's poisson: -90.4651\tvalid_0's l1: 25.0454\n",
"[24]\tvalid_0's poisson: -90.7115\tvalid_0's l1: 24.9202\n",
"[25]\tvalid_0's poisson: -90.9623\tvalid_0's l1: 24.7914\n",
"[26]\tvalid_0's poisson: -91.2234\tvalid_0's l1: 24.6491\n",
"[27]\tvalid_0's poisson: -91.4762\tvalid_0's l1: 24.5086\n",
"[28]\tvalid_0's poisson: -91.7183\tvalid_0's l1: 24.3744\n",
"[29]\tvalid_0's poisson: -91.9505\tvalid_0's l1: 24.2427\n",
"[30]\tvalid_0's poisson: -92.1304\tvalid_0's l1: 24.1438\n",
"[31]\tvalid_0's poisson: -92.3045\tvalid_0's l1: 24.0482\n",
"[32]\tvalid_0's poisson: -92.4873\tvalid_0's l1: 23.9461\n",
"[33]\tvalid_0's poisson: -92.707\tvalid_0's l1: 23.818\n",
"[34]\tvalid_0's poisson: -92.9074\tvalid_0's l1: 23.6997\n",
"[35]\tvalid_0's poisson: -93.1104\tvalid_0's l1: 23.5789\n",
"[36]\tvalid_0's poisson: -93.3009\tvalid_0's l1: 23.4739\n",
"[37]\tvalid_0's poisson: -93.4921\tvalid_0's l1: 23.3584\n",
"[38]\tvalid_0's poisson: -93.6187\tvalid_0's l1: 23.2838\n",
"[39]\tvalid_0's poisson: -93.7996\tvalid_0's l1: 23.1733\n",
"[40]\tvalid_0's poisson: -93.9736\tvalid_0's l1: 23.0657\n",
"[41]\tvalid_0's poisson: -94.1411\tvalid_0's l1: 22.9599\n",
"[42]\tvalid_0's poisson: -94.282\tvalid_0's l1: 22.8825\n",
"[43]\tvalid_0's poisson: -94.4061\tvalid_0's l1: 22.8095\n",
"[44]\tvalid_0's poisson: -94.5521\tvalid_0's l1: 22.7301\n",
"[45]\tvalid_0's poisson: -94.6818\tvalid_0's l1: 22.6413\n",
"[46]\tvalid_0's poisson: -94.8249\tvalid_0's l1: 22.5492\n",
"[47]\tvalid_0's poisson: -94.9647\tvalid_0's l1: 22.4587\n",
"[48]\tvalid_0's poisson: -95.0614\tvalid_0's l1: 22.3995\n",
"[49]\tvalid_0's poisson: -95.1775\tvalid_0's l1: 22.3328\n",
"[50]\tvalid_0's poisson: -95.3005\tvalid_0's l1: 22.266\n",
"[51]\tvalid_0's poisson: -95.3995\tvalid_0's l1: 22.2037\n",
"[52]\tvalid_0's poisson: -95.5221\tvalid_0's l1: 22.1316\n",
"[53]\tvalid_0's poisson: -95.6441\tvalid_0's l1: 22.0499\n",
"[54]\tvalid_0's poisson: -95.7283\tvalid_0's l1: 21.9975\n",
"[55]\tvalid_0's poisson: -95.8393\tvalid_0's l1: 21.9355\n",
"[56]\tvalid_0's poisson: -95.9291\tvalid_0's l1: 21.8802\n",
"[57]\tvalid_0's poisson: -96.0159\tvalid_0's l1: 21.8249\n",
"[58]\tvalid_0's poisson: -96.1025\tvalid_0's l1: 21.769\n",
"[59]\tvalid_0's poisson: -96.2028\tvalid_0's l1: 21.6984\n",
"[60]\tvalid_0's poisson: -96.2996\tvalid_0's l1: 21.6302\n",
"[61]\tvalid_0's poisson: -96.397\tvalid_0's l1: 21.5743\n",
"[62]\tvalid_0's poisson: -96.4718\tvalid_0's l1: 21.5272\n",
"[63]\tvalid_0's poisson: -96.5659\tvalid_0's l1: 21.4733\n",
"[64]\tvalid_0's poisson: -96.6573\tvalid_0's l1: 21.4208\n",
"[65]\tvalid_0's poisson: -96.7225\tvalid_0's l1: 21.3786\n",
"[66]\tvalid_0's poisson: -96.8096\tvalid_0's l1: 21.329\n",
"[67]\tvalid_0's poisson: -96.8942\tvalid_0's l1: 21.2806\n",
"[68]\tvalid_0's poisson: -96.9541\tvalid_0's l1: 21.2414\n",
"[69]\tvalid_0's poisson: -97.0413\tvalid_0's l1: 21.1865\n",
"[70]\tvalid_0's poisson: -97.1016\tvalid_0's l1: 21.1461\n",
"[71]\tvalid_0's poisson: -97.1684\tvalid_0's l1: 21.1012\n",
"[72]\tvalid_0's poisson: -97.2254\tvalid_0's l1: 21.0631\n",
"[73]\tvalid_0's poisson: -97.3013\tvalid_0's l1: 21.0188\n",
"[74]\tvalid_0's poisson: -97.3635\tvalid_0's l1: 20.9764\n",
"[75]\tvalid_0's poisson: -97.4314\tvalid_0's l1: 20.9345\n",
"[76]\tvalid_0's poisson: -97.5163\tvalid_0's l1: 20.8713\n",
"[77]\tvalid_0's poisson: -97.5983\tvalid_0's l1: 20.8101\n",
"[78]\tvalid_0's poisson: -97.6664\tvalid_0's l1: 20.7697\n",
"[79]\tvalid_0's poisson: -97.7228\tvalid_0's l1: 20.7314\n",
"[80]\tvalid_0's poisson: -97.7996\tvalid_0's l1: 20.6729\n",
"[81]\tvalid_0's poisson: -97.8709\tvalid_0's l1: 20.6309\n",
"[82]\tvalid_0's poisson: -97.9223\tvalid_0's l1: 20.5955\n",
"[83]\tvalid_0's poisson: -97.9957\tvalid_0's l1: 20.539\n",
"[84]\tvalid_0's poisson: -98.0653\tvalid_0's l1: 20.4834\n",
"[85]\tvalid_0's poisson: -98.1326\tvalid_0's l1: 20.4292\n",
"[86]\tvalid_0's poisson: -98.199\tvalid_0's l1: 20.3756\n",
"[87]\tvalid_0's poisson: -98.2398\tvalid_0's l1: 20.3483\n",
"[88]\tvalid_0's poisson: -98.3034\tvalid_0's l1: 20.2978\n",
"[89]\tvalid_0's poisson: -98.3649\tvalid_0's l1: 20.2481\n",
"[90]\tvalid_0's poisson: -98.3996\tvalid_0's l1: 20.2214\n",
"[91]\tvalid_0's poisson: -98.4586\tvalid_0's l1: 20.1742\n",
"[92]\tvalid_0's poisson: -98.4916\tvalid_0's l1: 20.149\n",
"[93]\tvalid_0's poisson: -98.6131\tvalid_0's l1: 20.0868\n",
"[94]\tvalid_0's poisson: -98.6471\tvalid_0's l1: 20.0616\n",
"[95]\tvalid_0's poisson: -98.7007\tvalid_0's l1: 20.0245\n",
"[96]\tvalid_0's poisson: -98.7725\tvalid_0's l1: 19.9814\n",
"[97]\tvalid_0's poisson: -98.8348\tvalid_0's l1: 19.9336\n",
"[98]\tvalid_0's poisson: -98.8645\tvalid_0's l1: 19.91\n",
"[99]\tvalid_0's poisson: -98.9315\tvalid_0's l1: 19.8693\n",
"[100]\tvalid_0's poisson: -98.9599\tvalid_0's l1: 19.8465\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -81.0801\tvalid_0's l1: 29.1117\n",
"[2]\tvalid_0's poisson: -81.7637\tvalid_0's l1: 28.8657\n",
"[3]\tvalid_0's poisson: -82.3494\tvalid_0's l1: 28.646\n",
"[4]\tvalid_0's poisson: -82.9472\tvalid_0's l1: 28.4161\n",
"[5]\tvalid_0's poisson: -83.5419\tvalid_0's l1: 28.1864\n",
"[6]\tvalid_0's poisson: -84.1009\tvalid_0's l1: 27.9644\n",
"[7]\tvalid_0's poisson: -84.6372\tvalid_0's l1: 27.7469\n",
"[8]\tvalid_0's poisson: -85.1469\tvalid_0's l1: 27.5357\n",
"[9]\tvalid_0's poisson: -85.5817\tvalid_0's l1: 27.3508\n",
"[10]\tvalid_0's poisson: -86.0483\tvalid_0's l1: 27.15\n",
"[11]\tvalid_0's poisson: -86.4931\tvalid_0's l1: 26.9557\n",
"[12]\tvalid_0's poisson: -86.9177\tvalid_0's l1: 26.7663\n",
"[13]\tvalid_0's poisson: -87.3231\tvalid_0's l1: 26.5834\n",
"[14]\tvalid_0's poisson: -87.7105\tvalid_0's l1: 26.4046\n",
"[15]\tvalid_0's poisson: -88.0741\tvalid_0's l1: 26.2347\n",
"[16]\tvalid_0's poisson: -88.4046\tvalid_0's l1: 26.0782\n",
"[17]\tvalid_0's poisson: -88.7413\tvalid_0's l1: 25.9167\n",
"[18]\tvalid_0's poisson: -89.0637\tvalid_0's l1: 25.758\n",
"[19]\tvalid_0's poisson: -89.3728\tvalid_0's l1: 25.6053\n",
"[20]\tvalid_0's poisson: -89.6616\tvalid_0's l1: 25.4621\n",
"[21]\tvalid_0's poisson: -89.9395\tvalid_0's l1: 25.3233\n",
"[22]\tvalid_0's poisson: -90.2001\tvalid_0's l1: 25.1945\n",
"[23]\tvalid_0's poisson: -90.4699\tvalid_0's l1: 25.055\n",
"[24]\tvalid_0's poisson: -90.7282\tvalid_0's l1: 24.9231\n",
"[25]\tvalid_0's poisson: -90.9954\tvalid_0's l1: 24.7788\n",
"[26]\tvalid_0's poisson: -91.2513\tvalid_0's l1: 24.6385\n",
"[27]\tvalid_0's poisson: -91.4967\tvalid_0's l1: 24.501\n",
"[28]\tvalid_0's poisson: -91.6943\tvalid_0's l1: 24.3925\n",
"[29]\tvalid_0's poisson: -91.9284\tvalid_0's l1: 24.2703\n",
"[30]\tvalid_0's poisson: -92.1635\tvalid_0's l1: 24.1377\n",
"[31]\tvalid_0's poisson: -92.3795\tvalid_0's l1: 24.0142\n",
"[32]\tvalid_0's poisson: -92.5869\tvalid_0's l1: 23.8934\n",
"[33]\tvalid_0's poisson: -92.7435\tvalid_0's l1: 23.8058\n",
"[34]\tvalid_0's poisson: -92.9517\tvalid_0's l1: 23.683\n",
"[35]\tvalid_0's poisson: -93.1518\tvalid_0's l1: 23.565\n",
"[36]\tvalid_0's poisson: -93.3164\tvalid_0's l1: 23.4762\n",
"[37]\tvalid_0's poisson: -93.4679\tvalid_0's l1: 23.3885\n",
"[38]\tvalid_0's poisson: -93.6494\tvalid_0's l1: 23.2783\n",
"[39]\tvalid_0's poisson: -93.8265\tvalid_0's l1: 23.1794\n",
"[40]\tvalid_0's poisson: -93.9973\tvalid_0's l1: 23.0841\n",
"[41]\tvalid_0's poisson: -94.1639\tvalid_0's l1: 22.9797\n",
"[42]\tvalid_0's poisson: -94.3243\tvalid_0's l1: 22.8778\n",
"[43]\tvalid_0's poisson: -94.4349\tvalid_0's l1: 22.8118\n",
"[44]\tvalid_0's poisson: -94.5867\tvalid_0's l1: 22.7143\n",
"[45]\tvalid_0's poisson: -94.733\tvalid_0's l1: 22.6198\n",
"[46]\tvalid_0's poisson: -94.8588\tvalid_0's l1: 22.5507\n",
"[47]\tvalid_0's poisson: -94.9938\tvalid_0's l1: 22.4784\n",
"[48]\tvalid_0's poisson: -95.1246\tvalid_0's l1: 22.4082\n",
"[49]\tvalid_0's poisson: -95.2189\tvalid_0's l1: 22.3514\n",
"[50]\tvalid_0's poisson: -95.3391\tvalid_0's l1: 22.2708\n",
"[51]\tvalid_0's poisson: -95.4569\tvalid_0's l1: 22.2053\n",
"[52]\tvalid_0's poisson: -95.5545\tvalid_0's l1: 22.1444\n",
"[53]\tvalid_0's poisson: -95.6407\tvalid_0's l1: 22.0915\n",
"[54]\tvalid_0's poisson: -95.7446\tvalid_0's l1: 22.0178\n",
"[55]\tvalid_0's poisson: -95.8539\tvalid_0's l1: 21.956\n",
"[56]\tvalid_0's poisson: -95.9437\tvalid_0's l1: 21.9009\n",
"[57]\tvalid_0's poisson: -96.0491\tvalid_0's l1: 21.8414\n",
"[58]\tvalid_0's poisson: -96.1349\tvalid_0's l1: 21.7874\n",
"[59]\tvalid_0's poisson: -96.2358\tvalid_0's l1: 21.7311\n",
"[60]\tvalid_0's poisson: -96.3283\tvalid_0's l1: 21.6631\n",
"[61]\tvalid_0's poisson: -96.4221\tvalid_0's l1: 21.5958\n",
"[62]\tvalid_0's poisson: -96.501\tvalid_0's l1: 21.5447\n",
"[63]\tvalid_0's poisson: -96.568\tvalid_0's l1: 21.5014\n",
"[64]\tvalid_0's poisson: -96.6515\tvalid_0's l1: 21.4378\n",
"[65]\tvalid_0's poisson: -96.7385\tvalid_0's l1: 21.3877\n",
"[66]\tvalid_0's poisson: -96.8009\tvalid_0's l1: 21.3474\n",
"[67]\tvalid_0's poisson: -96.8719\tvalid_0's l1: 21.302\n",
"[68]\tvalid_0's poisson: -96.9536\tvalid_0's l1: 21.2554\n",
"[69]\tvalid_0's poisson: -97.0329\tvalid_0's l1: 21.2096\n",
"[70]\tvalid_0's poisson: -97.1099\tvalid_0's l1: 21.1646\n",
"[71]\tvalid_0's poisson: -97.1934\tvalid_0's l1: 21.1117\n",
"[72]\tvalid_0's poisson: -97.2748\tvalid_0's l1: 21.0517\n",
"[73]\tvalid_0's poisson: -97.3415\tvalid_0's l1: 21.0068\n",
"[74]\tvalid_0's poisson: -97.391\tvalid_0's l1: 20.9707\n",
"[75]\tvalid_0's poisson: -97.4437\tvalid_0's l1: 20.9344\n",
"[76]\tvalid_0's poisson: -97.526\tvalid_0's l1: 20.8727\n",
"[77]\tvalid_0's poisson: -97.6056\tvalid_0's l1: 20.8134\n",
"[78]\tvalid_0's poisson: -97.6824\tvalid_0's l1: 20.7554\n",
"[79]\tvalid_0's poisson: -97.739\tvalid_0's l1: 20.7166\n",
"[80]\tvalid_0's poisson: -97.7815\tvalid_0's l1: 20.685\n",
"[81]\tvalid_0's poisson: -97.8333\tvalid_0's l1: 20.6502\n",
"[82]\tvalid_0's poisson: -97.9059\tvalid_0's l1: 20.5948\n",
"[83]\tvalid_0's poisson: -97.976\tvalid_0's l1: 20.5405\n",
"[84]\tvalid_0's poisson: -98.0439\tvalid_0's l1: 20.4872\n",
"[85]\tvalid_0's poisson: -98.108\tvalid_0's l1: 20.4353\n",
"[86]\tvalid_0's poisson: -98.1701\tvalid_0's l1: 20.3846\n",
"[87]\tvalid_0's poisson: -98.2062\tvalid_0's l1: 20.3568\n",
"[88]\tvalid_0's poisson: -98.2531\tvalid_0's l1: 20.3259\n",
"[89]\tvalid_0's poisson: -98.398\tvalid_0's l1: 20.2539\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[90]\tvalid_0's poisson: -98.4348\tvalid_0's l1: 20.227\n",
"[91]\tvalid_0's poisson: -98.5701\tvalid_0's l1: 20.1577\n",
"[92]\tvalid_0's poisson: -98.6327\tvalid_0's l1: 20.1197\n",
"[93]\tvalid_0's poisson: -98.688\tvalid_0's l1: 20.0731\n",
"[94]\tvalid_0's poisson: -98.7427\tvalid_0's l1: 20.0274\n",
"[95]\tvalid_0's poisson: -98.8131\tvalid_0's l1: 19.9848\n",
"[96]\tvalid_0's poisson: -98.9361\tvalid_0's l1: 19.9199\n",
"[97]\tvalid_0's poisson: -98.9879\tvalid_0's l1: 19.8841\n",
"[98]\tvalid_0's poisson: -99.0551\tvalid_0's l1: 19.8429\n",
"[99]\tvalid_0's poisson: -99.1202\tvalid_0's l1: 19.803\n",
"[100]\tvalid_0's poisson: -99.1687\tvalid_0's l1: 19.7692\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.0178\tvalid_0's l1: 28.3888\n",
"[2]\tvalid_0's poisson: -85.2326\tvalid_0's l1: 27.5061\n",
"[3]\tvalid_0's poisson: -87.0306\tvalid_0's l1: 26.7262\n",
"[4]\tvalid_0's poisson: -88.4834\tvalid_0's l1: 26.0563\n",
"[5]\tvalid_0's poisson: -89.7731\tvalid_0's l1: 25.4148\n",
"[6]\tvalid_0's poisson: -90.8639\tvalid_0's l1: 24.8511\n",
"[7]\tvalid_0's poisson: -91.8647\tvalid_0's l1: 24.2962\n",
"[8]\tvalid_0's poisson: -92.6442\tvalid_0's l1: 23.8902\n",
"[9]\tvalid_0's poisson: -93.3702\tvalid_0's l1: 23.4395\n",
"[10]\tvalid_0's poisson: -93.8863\tvalid_0's l1: 23.146\n",
"[11]\tvalid_0's poisson: -94.5567\tvalid_0's l1: 22.7233\n",
"[12]\tvalid_0's poisson: -95.1321\tvalid_0's l1: 22.3478\n",
"[13]\tvalid_0's poisson: -95.6348\tvalid_0's l1: 22.0695\n",
"[14]\tvalid_0's poisson: -96.0051\tvalid_0's l1: 21.8452\n",
"[15]\tvalid_0's poisson: -96.4104\tvalid_0's l1: 21.6191\n",
"[16]\tvalid_0's poisson: -96.7617\tvalid_0's l1: 21.4019\n",
"[17]\tvalid_0's poisson: -97.0121\tvalid_0's l1: 21.2415\n",
"[18]\tvalid_0's poisson: -97.3581\tvalid_0's l1: 20.987\n",
"[19]\tvalid_0's poisson: -97.6431\tvalid_0's l1: 20.8186\n",
"[20]\tvalid_0's poisson: -97.9504\tvalid_0's l1: 20.585\n",
"[21]\tvalid_0's poisson: -98.1151\tvalid_0's l1: 20.4634\n",
"[22]\tvalid_0's poisson: -98.3814\tvalid_0's l1: 20.2458\n",
"[23]\tvalid_0's poisson: -98.6195\tvalid_0's l1: 20.0795\n",
"[24]\tvalid_0's poisson: -99.1264\tvalid_0's l1: 19.8156\n",
"[25]\tvalid_0's poisson: -99.2484\tvalid_0's l1: 19.7221\n",
"[26]\tvalid_0's poisson: -99.4649\tvalid_0's l1: 19.5906\n",
"[27]\tvalid_0's poisson: -99.7678\tvalid_0's l1: 19.4522\n",
"[28]\tvalid_0's poisson: -99.9993\tvalid_0's l1: 19.3079\n",
"[29]\tvalid_0's poisson: -100.093\tvalid_0's l1: 19.2347\n",
"[30]\tvalid_0's poisson: -100.252\tvalid_0's l1: 19.1166\n",
"[31]\tvalid_0's poisson: -100.519\tvalid_0's l1: 18.9888\n",
"[32]\tvalid_0's poisson: -100.606\tvalid_0's l1: 18.9238\n",
"[33]\tvalid_0's poisson: -100.749\tvalid_0's l1: 18.8231\n",
"[34]\tvalid_0's poisson: -100.913\tvalid_0's l1: 18.7379\n",
"[35]\tvalid_0's poisson: -101.042\tvalid_0's l1: 18.6195\n",
"[36]\tvalid_0's poisson: -101.343\tvalid_0's l1: 18.4361\n",
"[37]\tvalid_0's poisson: -101.39\tvalid_0's l1: 18.3952\n",
"[38]\tvalid_0's poisson: -101.542\tvalid_0's l1: 18.2952\n",
"[39]\tvalid_0's poisson: -101.604\tvalid_0's l1: 18.2456\n",
"[40]\tvalid_0's poisson: -101.897\tvalid_0's l1: 18.0952\n",
"[41]\tvalid_0's poisson: -101.989\tvalid_0's l1: 18.0288\n",
"[42]\tvalid_0's poisson: -102.091\tvalid_0's l1: 17.9453\n",
"[43]\tvalid_0's poisson: -102.159\tvalid_0's l1: 17.8889\n",
"[44]\tvalid_0's poisson: -102.231\tvalid_0's l1: 17.8316\n",
"[45]\tvalid_0's poisson: -102.467\tvalid_0's l1: 17.7072\n",
"[46]\tvalid_0's poisson: -102.54\tvalid_0's l1: 17.6616\n",
"[47]\tvalid_0's poisson: -102.614\tvalid_0's l1: 17.6013\n",
"[48]\tvalid_0's poisson: -102.674\tvalid_0's l1: 17.5477\n",
"[49]\tvalid_0's poisson: -102.703\tvalid_0's l1: 17.4917\n",
"[50]\tvalid_0's poisson: -102.821\tvalid_0's l1: 17.4176\n",
"[51]\tvalid_0's poisson: -102.914\tvalid_0's l1: 17.384\n",
"[52]\tvalid_0's poisson: -102.855\tvalid_0's l1: 17.3634\n",
"[53]\tvalid_0's poisson: -102.9\tvalid_0's l1: 17.3221\n",
"[54]\tvalid_0's poisson: -102.958\tvalid_0's l1: 17.273\n",
"[55]\tvalid_0's poisson: -103.013\tvalid_0's l1: 17.2126\n",
"[56]\tvalid_0's poisson: -103.044\tvalid_0's l1: 17.1727\n",
"[57]\tvalid_0's poisson: -103.062\tvalid_0's l1: 17.1449\n",
"[58]\tvalid_0's poisson: -103.061\tvalid_0's l1: 17.1188\n",
"[59]\tvalid_0's poisson: -103.116\tvalid_0's l1: 17.0699\n",
"[60]\tvalid_0's poisson: -103.253\tvalid_0's l1: 16.9839\n",
"[61]\tvalid_0's poisson: -103.253\tvalid_0's l1: 16.9412\n",
"[62]\tvalid_0's poisson: -103.253\tvalid_0's l1: 16.9172\n",
"[63]\tvalid_0's poisson: -103.239\tvalid_0's l1: 16.8803\n",
"[64]\tvalid_0's poisson: -103.259\tvalid_0's l1: 16.861\n",
"[65]\tvalid_0's poisson: -103.286\tvalid_0's l1: 16.8389\n",
"[66]\tvalid_0's poisson: -103.285\tvalid_0's l1: 16.8256\n",
"[67]\tvalid_0's poisson: -103.303\tvalid_0's l1: 16.7925\n",
"[68]\tvalid_0's poisson: -103.298\tvalid_0's l1: 16.7627\n",
"[69]\tvalid_0's poisson: -103.282\tvalid_0's l1: 16.7328\n",
"[70]\tvalid_0's poisson: -103.315\tvalid_0's l1: 16.6893\n",
"[71]\tvalid_0's poisson: -103.31\tvalid_0's l1: 16.6656\n",
"[72]\tvalid_0's poisson: -103.324\tvalid_0's l1: 16.642\n",
"[73]\tvalid_0's poisson: -103.42\tvalid_0's l1: 16.5705\n",
"[74]\tvalid_0's poisson: -103.446\tvalid_0's l1: 16.5372\n",
"[75]\tvalid_0's poisson: -103.427\tvalid_0's l1: 16.5271\n",
"[76]\tvalid_0's poisson: -103.44\tvalid_0's l1: 16.506\n",
"[77]\tvalid_0's poisson: -103.467\tvalid_0's l1: 16.4779\n",
"[78]\tvalid_0's poisson: -103.462\tvalid_0's l1: 16.469\n",
"[79]\tvalid_0's poisson: -103.471\tvalid_0's l1: 16.4621\n",
"[80]\tvalid_0's poisson: -103.389\tvalid_0's l1: 16.4495\n",
"[81]\tvalid_0's poisson: -103.394\tvalid_0's l1: 16.4409\n",
"[82]\tvalid_0's poisson: -103.471\tvalid_0's l1: 16.3679\n",
"[83]\tvalid_0's poisson: -103.36\tvalid_0's l1: 16.3456\n",
"[84]\tvalid_0's poisson: -103.331\tvalid_0's l1: 16.3278\n",
"[85]\tvalid_0's poisson: -103.337\tvalid_0's l1: 16.3084\n",
"[86]\tvalid_0's poisson: -103.47\tvalid_0's l1: 16.3015\n",
"[87]\tvalid_0's poisson: -103.355\tvalid_0's l1: 16.255\n",
"[88]\tvalid_0's poisson: -103.364\tvalid_0's l1: 16.2497\n",
"[89]\tvalid_0's poisson: -103.449\tvalid_0's l1: 16.2217\n",
"[90]\tvalid_0's poisson: -103.457\tvalid_0's l1: 16.2041\n",
"[91]\tvalid_0's poisson: -103.469\tvalid_0's l1: 16.1964\n",
"[92]\tvalid_0's poisson: -103.474\tvalid_0's l1: 16.1567\n",
"[93]\tvalid_0's poisson: -103.482\tvalid_0's l1: 16.152\n",
"[94]\tvalid_0's poisson: -103.478\tvalid_0's l1: 16.1283\n",
"[95]\tvalid_0's poisson: -103.471\tvalid_0's l1: 16.1142\n",
"[96]\tvalid_0's poisson: -103.441\tvalid_0's l1: 16.0988\n",
"[97]\tvalid_0's poisson: -103.381\tvalid_0's l1: 16.0896\n",
"[98]\tvalid_0's poisson: -103.387\tvalid_0's l1: 16.084\n",
"[99]\tvalid_0's poisson: -103.296\tvalid_0's l1: 16.0718\n",
"[100]\tvalid_0's poisson: -103.289\tvalid_0's l1: 16.0579\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.0178\tvalid_0's l1: 28.3889\n",
"[2]\tvalid_0's poisson: -85.2562\tvalid_0's l1: 27.4904\n",
"[3]\tvalid_0's poisson: -87.0348\tvalid_0's l1: 26.7133\n",
"[4]\tvalid_0's poisson: -88.577\tvalid_0's l1: 25.9955\n",
"[5]\tvalid_0's poisson: -89.8699\tvalid_0's l1: 25.3548\n",
"[6]\tvalid_0's poisson: -90.8956\tvalid_0's l1: 24.8399\n",
"[7]\tvalid_0's poisson: -91.9141\tvalid_0's l1: 24.2736\n",
"[8]\tvalid_0's poisson: -92.7721\tvalid_0's l1: 23.7756\n",
"[9]\tvalid_0's poisson: -93.4243\tvalid_0's l1: 23.4026\n",
"[10]\tvalid_0's poisson: -94.1196\tvalid_0's l1: 22.9774\n",
"[11]\tvalid_0's poisson: -94.7556\tvalid_0's l1: 22.5677\n",
"[12]\tvalid_0's poisson: -95.3167\tvalid_0's l1: 22.237\n",
"[13]\tvalid_0's poisson: -95.6785\tvalid_0's l1: 22.0171\n",
"[14]\tvalid_0's poisson: -96.0021\tvalid_0's l1: 21.8218\n",
"[15]\tvalid_0's poisson: -96.4138\tvalid_0's l1: 21.5847\n",
"[16]\tvalid_0's poisson: -96.8112\tvalid_0's l1: 21.2999\n",
"[17]\tvalid_0's poisson: -97.0971\tvalid_0's l1: 21.1203\n",
"[18]\tvalid_0's poisson: -97.4204\tvalid_0's l1: 20.9302\n",
"[19]\tvalid_0's poisson: -97.6065\tvalid_0's l1: 20.7954\n",
"[20]\tvalid_0's poisson: -97.9192\tvalid_0's l1: 20.5555\n",
"[21]\tvalid_0's poisson: -98.17\tvalid_0's l1: 20.4018\n",
"[22]\tvalid_0's poisson: -98.4274\tvalid_0's l1: 20.1923\n",
"[23]\tvalid_0's poisson: -98.5955\tvalid_0's l1: 20.0718\n",
"[24]\tvalid_0's poisson: -99.126\tvalid_0's l1: 19.7962\n",
"[25]\tvalid_0's poisson: -99.2417\tvalid_0's l1: 19.7046\n",
"[26]\tvalid_0's poisson: -99.5001\tvalid_0's l1: 19.5455\n",
"[27]\tvalid_0's poisson: -99.6884\tvalid_0's l1: 19.4097\n",
"[28]\tvalid_0's poisson: -99.9719\tvalid_0's l1: 19.2762\n",
"[29]\tvalid_0's poisson: -100.061\tvalid_0's l1: 19.2059\n",
"[30]\tvalid_0's poisson: -100.225\tvalid_0's l1: 19.0862\n",
"[31]\tvalid_0's poisson: -100.426\tvalid_0's l1: 18.9588\n",
"[32]\tvalid_0's poisson: -100.575\tvalid_0's l1: 18.8435\n",
"[33]\tvalid_0's poisson: -100.648\tvalid_0's l1: 18.7881\n",
"[34]\tvalid_0's poisson: -101.025\tvalid_0's l1: 18.6111\n",
"[35]\tvalid_0's poisson: -101.18\tvalid_0's l1: 18.5277\n",
"[36]\tvalid_0's poisson: -101.307\tvalid_0's l1: 18.4397\n",
"[37]\tvalid_0's poisson: -101.513\tvalid_0's l1: 18.3336\n",
"[38]\tvalid_0's poisson: -101.623\tvalid_0's l1: 18.2571\n",
"[39]\tvalid_0's poisson: -101.71\tvalid_0's l1: 18.1778\n",
"[40]\tvalid_0's poisson: -101.794\tvalid_0's l1: 18.1116\n",
"[41]\tvalid_0's poisson: -101.891\tvalid_0's l1: 18.0587\n",
"[42]\tvalid_0's poisson: -102.054\tvalid_0's l1: 17.9636\n",
"[43]\tvalid_0's poisson: -102.102\tvalid_0's l1: 17.9182\n",
"[44]\tvalid_0's poisson: -102.172\tvalid_0's l1: 17.8628\n",
"[45]\tvalid_0's poisson: -102.206\tvalid_0's l1: 17.8301\n",
"[46]\tvalid_0's poisson: -102.276\tvalid_0's l1: 17.7778\n",
"[47]\tvalid_0's poisson: -102.343\tvalid_0's l1: 17.7253\n",
"[48]\tvalid_0's poisson: -102.551\tvalid_0's l1: 17.6123\n",
"[49]\tvalid_0's poisson: -102.622\tvalid_0's l1: 17.5559\n",
"[50]\tvalid_0's poisson: -102.668\tvalid_0's l1: 17.5137\n",
"[51]\tvalid_0's poisson: -102.726\tvalid_0's l1: 17.4682\n",
"[52]\tvalid_0's poisson: -102.739\tvalid_0's l1: 17.4288\n",
"[53]\tvalid_0's poisson: -102.836\tvalid_0's l1: 17.3522\n",
"[54]\tvalid_0's poisson: -102.899\tvalid_0's l1: 17.2909\n",
"[55]\tvalid_0's poisson: -102.918\tvalid_0's l1: 17.2606\n",
"[56]\tvalid_0's poisson: -102.989\tvalid_0's l1: 17.2054\n",
"[57]\tvalid_0's poisson: -103.039\tvalid_0's l1: 17.1503\n",
"[58]\tvalid_0's poisson: -103.098\tvalid_0's l1: 17.1034\n",
"[59]\tvalid_0's poisson: -103.221\tvalid_0's l1: 17.0169\n",
"[60]\tvalid_0's poisson: -103.275\tvalid_0's l1: 16.9857\n",
"[61]\tvalid_0's poisson: -103.29\tvalid_0's l1: 16.9537\n",
"[62]\tvalid_0's poisson: -103.273\tvalid_0's l1: 16.9163\n",
"[63]\tvalid_0's poisson: -103.227\tvalid_0's l1: 16.9008\n",
"[64]\tvalid_0's poisson: -103.264\tvalid_0's l1: 16.8772\n",
"[65]\tvalid_0's poisson: -103.258\tvalid_0's l1: 16.8416\n",
"[66]\tvalid_0's poisson: -103.373\tvalid_0's l1: 16.7426\n",
"[67]\tvalid_0's poisson: -103.333\tvalid_0's l1: 16.7107\n",
"[68]\tvalid_0's poisson: -103.319\tvalid_0's l1: 16.6826\n",
"[69]\tvalid_0's poisson: -103.337\tvalid_0's l1: 16.6541\n",
"[70]\tvalid_0's poisson: -103.327\tvalid_0's l1: 16.6269\n",
"[71]\tvalid_0's poisson: -103.313\tvalid_0's l1: 16.5896\n",
"[72]\tvalid_0's poisson: -103.346\tvalid_0's l1: 16.5585\n",
"[73]\tvalid_0's poisson: -103.352\tvalid_0's l1: 16.5226\n",
"[74]\tvalid_0's poisson: -103.368\tvalid_0's l1: 16.4956\n",
"[75]\tvalid_0's poisson: -103.381\tvalid_0's l1: 16.4774\n",
"[76]\tvalid_0's poisson: -103.403\tvalid_0's l1: 16.4593\n",
"[77]\tvalid_0's poisson: -103.395\tvalid_0's l1: 16.4363\n",
"[78]\tvalid_0's poisson: -103.521\tvalid_0's l1: 16.3564\n",
"[79]\tvalid_0's poisson: -103.536\tvalid_0's l1: 16.3434\n",
"[80]\tvalid_0's poisson: -103.503\tvalid_0's l1: 16.3223\n",
"[81]\tvalid_0's poisson: -103.466\tvalid_0's l1: 16.3014\n",
"[82]\tvalid_0's poisson: -103.546\tvalid_0's l1: 16.233\n",
"[83]\tvalid_0's poisson: -103.531\tvalid_0's l1: 16.2083\n",
"[84]\tvalid_0's poisson: -103.544\tvalid_0's l1: 16.1906\n",
"[85]\tvalid_0's poisson: -103.578\tvalid_0's l1: 16.1804\n",
"[86]\tvalid_0's poisson: -103.586\tvalid_0's l1: 16.161\n",
"[87]\tvalid_0's poisson: -103.528\tvalid_0's l1: 16.1443\n",
"[88]\tvalid_0's poisson: -103.576\tvalid_0's l1: 16.0885\n",
"[89]\tvalid_0's poisson: -103.564\tvalid_0's l1: 16.0715\n",
"[90]\tvalid_0's poisson: -103.573\tvalid_0's l1: 16.0528\n",
"[91]\tvalid_0's poisson: -103.578\tvalid_0's l1: 16.0449\n",
"[92]\tvalid_0's poisson: -103.587\tvalid_0's l1: 16.03\n",
"[93]\tvalid_0's poisson: -103.6\tvalid_0's l1: 16.0186\n",
"[94]\tvalid_0's poisson: -103.619\tvalid_0's l1: 15.9928\n",
"[95]\tvalid_0's poisson: -103.638\tvalid_0's l1: 15.9756\n",
"[96]\tvalid_0's poisson: -103.649\tvalid_0's l1: 15.9691\n",
"[97]\tvalid_0's poisson: -103.67\tvalid_0's l1: 15.9524\n",
"[98]\tvalid_0's poisson: -103.664\tvalid_0's l1: 15.9491\n",
"[99]\tvalid_0's poisson: -103.666\tvalid_0's l1: 15.9423\n",
"[100]\tvalid_0's poisson: -103.647\tvalid_0's l1: 15.9372\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -83.0178\tvalid_0's l1: 28.3889\n",
"[2]\tvalid_0's poisson: -85.2572\tvalid_0's l1: 27.4943\n",
"[3]\tvalid_0's poisson: -86.9854\tvalid_0's l1: 26.7391\n",
"[4]\tvalid_0's poisson: -88.5135\tvalid_0's l1: 26.0296\n",
"[5]\tvalid_0's poisson: -89.7936\tvalid_0's l1: 25.3966\n",
"[6]\tvalid_0's poisson: -90.8766\tvalid_0's l1: 24.8413\n",
"[7]\tvalid_0's poisson: -91.8861\tvalid_0's l1: 24.2825\n",
"[8]\tvalid_0's poisson: -92.6621\tvalid_0's l1: 23.877\n",
"[9]\tvalid_0's poisson: -93.2213\tvalid_0's l1: 23.5603\n",
"[10]\tvalid_0's poisson: -93.9944\tvalid_0's l1: 23.0928\n",
"[11]\tvalid_0's poisson: -94.6641\tvalid_0's l1: 22.6703\n",
"[12]\tvalid_0's poisson: -95.2351\tvalid_0's l1: 22.3017\n",
"[13]\tvalid_0's poisson: -95.6015\tvalid_0's l1: 22.0791\n",
"[14]\tvalid_0's poisson: -95.9692\tvalid_0's l1: 21.861\n",
"[15]\tvalid_0's poisson: -96.3923\tvalid_0's l1: 21.6197\n",
"[16]\tvalid_0's poisson: -96.7374\tvalid_0's l1: 21.4094\n",
"[17]\tvalid_0's poisson: -97.0905\tvalid_0's l1: 21.2044\n",
"[18]\tvalid_0's poisson: -97.3971\tvalid_0's l1: 20.967\n",
"[19]\tvalid_0's poisson: -97.5827\tvalid_0's l1: 20.8308\n",
"[20]\tvalid_0's poisson: -97.8856\tvalid_0's l1: 20.6563\n",
"[21]\tvalid_0's poisson: -98.1838\tvalid_0's l1: 20.421\n",
"[22]\tvalid_0's poisson: -98.3448\tvalid_0's l1: 20.3108\n",
"[23]\tvalid_0's poisson: -98.9295\tvalid_0's l1: 20.0186\n",
"[24]\tvalid_0's poisson: -99.2121\tvalid_0's l1: 19.8441\n",
"[25]\tvalid_0's poisson: -99.4172\tvalid_0's l1: 19.6959\n",
"[26]\tvalid_0's poisson: -99.6054\tvalid_0's l1: 19.5568\n",
"[27]\tvalid_0's poisson: -99.912\tvalid_0's l1: 19.4122\n",
"[28]\tvalid_0's poisson: -100.012\tvalid_0's l1: 19.3328\n",
"[29]\tvalid_0's poisson: -100.232\tvalid_0's l1: 19.193\n",
"[30]\tvalid_0's poisson: -100.419\tvalid_0's l1: 19.0372\n",
"[31]\tvalid_0's poisson: -100.666\tvalid_0's l1: 18.9185\n",
"[32]\tvalid_0's poisson: -100.745\tvalid_0's l1: 18.8559\n",
"[33]\tvalid_0's poisson: -100.884\tvalid_0's l1: 18.7319\n",
"[34]\tvalid_0's poisson: -101.05\tvalid_0's l1: 18.6438\n",
"[35]\tvalid_0's poisson: -101.101\tvalid_0's l1: 18.6002\n",
"[36]\tvalid_0's poisson: -101.154\tvalid_0's l1: 18.5511\n",
"[37]\tvalid_0's poisson: -101.289\tvalid_0's l1: 18.4362\n",
"[38]\tvalid_0's poisson: -101.434\tvalid_0's l1: 18.3305\n",
"[39]\tvalid_0's poisson: -101.562\tvalid_0's l1: 18.2389\n",
"[40]\tvalid_0's poisson: -101.879\tvalid_0's l1: 18.0787\n",
"[41]\tvalid_0's poisson: -101.987\tvalid_0's l1: 18.0208\n",
"[42]\tvalid_0's poisson: -102.076\tvalid_0's l1: 17.958\n",
"[43]\tvalid_0's poisson: -102.229\tvalid_0's l1: 17.8702\n",
"[44]\tvalid_0's poisson: -102.259\tvalid_0's l1: 17.8357\n",
"[45]\tvalid_0's poisson: -102.458\tvalid_0's l1: 17.7003\n",
"[46]\tvalid_0's poisson: -102.521\tvalid_0's l1: 17.6476\n",
"[47]\tvalid_0's poisson: -102.608\tvalid_0's l1: 17.5804\n",
"[48]\tvalid_0's poisson: -102.669\tvalid_0's l1: 17.5327\n",
"[49]\tvalid_0's poisson: -102.726\tvalid_0's l1: 17.4886\n",
"[50]\tvalid_0's poisson: -102.794\tvalid_0's l1: 17.4352\n",
"[51]\tvalid_0's poisson: -102.842\tvalid_0's l1: 17.3973\n",
"[52]\tvalid_0's poisson: -102.876\tvalid_0's l1: 17.3572\n",
"[53]\tvalid_0's poisson: -102.93\tvalid_0's l1: 17.3161\n",
"[54]\tvalid_0's poisson: -103.129\tvalid_0's l1: 17.203\n",
"[55]\tvalid_0's poisson: -103.182\tvalid_0's l1: 17.1514\n",
"[56]\tvalid_0's poisson: -103.188\tvalid_0's l1: 17.0988\n",
"[57]\tvalid_0's poisson: -103.223\tvalid_0's l1: 17.0682\n",
"[58]\tvalid_0's poisson: -103.273\tvalid_0's l1: 17.0229\n",
"[59]\tvalid_0's poisson: -103.276\tvalid_0's l1: 16.9955\n",
"[60]\tvalid_0's poisson: -103.254\tvalid_0's l1: 16.9688\n",
"[61]\tvalid_0's poisson: -103.232\tvalid_0's l1: 16.9508\n",
"[62]\tvalid_0's poisson: -103.251\tvalid_0's l1: 16.9281\n",
"[63]\tvalid_0's poisson: -103.249\tvalid_0's l1: 16.892\n",
"[64]\tvalid_0's poisson: -103.264\tvalid_0's l1: 16.8729\n",
"[65]\tvalid_0's poisson: -103.261\tvalid_0's l1: 16.839\n",
"[66]\tvalid_0's poisson: -103.28\tvalid_0's l1: 16.8062\n",
"[67]\tvalid_0's poisson: -103.264\tvalid_0's l1: 16.7765\n",
"[68]\tvalid_0's poisson: -103.245\tvalid_0's l1: 16.749\n",
"[69]\tvalid_0's poisson: -103.283\tvalid_0's l1: 16.7111\n",
"[70]\tvalid_0's poisson: -103.266\tvalid_0's l1: 16.6857\n",
"[71]\tvalid_0's poisson: -103.35\tvalid_0's l1: 16.6099\n",
"[72]\tvalid_0's poisson: -103.315\tvalid_0's l1: 16.5866\n",
"[73]\tvalid_0's poisson: -103.314\tvalid_0's l1: 16.5661\n",
"[74]\tvalid_0's poisson: -103.321\tvalid_0's l1: 16.5574\n",
"[75]\tvalid_0's poisson: -103.333\tvalid_0's l1: 16.5369\n",
"[76]\tvalid_0's poisson: -103.331\tvalid_0's l1: 16.5088\n",
"[77]\tvalid_0's poisson: -103.307\tvalid_0's l1: 16.5014\n",
"[78]\tvalid_0's poisson: -103.307\tvalid_0's l1: 16.4674\n",
"[79]\tvalid_0's poisson: -103.318\tvalid_0's l1: 16.4412\n",
"[80]\tvalid_0's poisson: -103.327\tvalid_0's l1: 16.4344\n",
"[81]\tvalid_0's poisson: -103.356\tvalid_0's l1: 16.4128\n",
"[82]\tvalid_0's poisson: -103.366\tvalid_0's l1: 16.405\n",
"[83]\tvalid_0's poisson: -103.49\tvalid_0's l1: 16.3205\n",
"[84]\tvalid_0's poisson: -103.498\tvalid_0's l1: 16.3103\n",
"[85]\tvalid_0's poisson: -103.39\tvalid_0's l1: 16.2643\n",
"[86]\tvalid_0's poisson: -103.404\tvalid_0's l1: 16.2491\n",
"[87]\tvalid_0's poisson: -103.409\tvalid_0's l1: 16.2436\n",
"[88]\tvalid_0's poisson: -103.42\tvalid_0's l1: 16.2307\n",
"[89]\tvalid_0's poisson: -103.43\tvalid_0's l1: 16.2232\n",
"[90]\tvalid_0's poisson: -103.414\tvalid_0's l1: 16.1556\n",
"[91]\tvalid_0's poisson: -103.429\tvalid_0's l1: 16.1381\n",
"[92]\tvalid_0's poisson: -103.52\tvalid_0's l1: 16.128\n",
"[93]\tvalid_0's poisson: -103.42\tvalid_0's l1: 16.1132\n",
"[94]\tvalid_0's poisson: -103.421\tvalid_0's l1: 16.1095\n",
"[95]\tvalid_0's poisson: -103.457\tvalid_0's l1: 16.0745\n",
"[96]\tvalid_0's poisson: -103.466\tvalid_0's l1: 16.059\n",
"[97]\tvalid_0's poisson: -103.479\tvalid_0's l1: 16.0468\n",
"[98]\tvalid_0's poisson: -103.45\tvalid_0's l1: 16.0331\n",
"[99]\tvalid_0's poisson: -103.476\tvalid_0's l1: 16.0161\n",
"[100]\tvalid_0's poisson: -103.481\tvalid_0's l1: 16.0114\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.0178\tvalid_0's l1: 28.3889\n",
"[2]\tvalid_0's poisson: -85.2324\tvalid_0's l1: 27.5063\n",
"[3]\tvalid_0's poisson: -87.0631\tvalid_0's l1: 26.7105\n",
"[4]\tvalid_0's poisson: -88.5543\tvalid_0's l1: 26.0172\n",
"[5]\tvalid_0's poisson: -89.7544\tvalid_0's l1: 25.4278\n",
"[6]\tvalid_0's poisson: -90.8623\tvalid_0's l1: 24.858\n",
"[7]\tvalid_0's poisson: -91.8922\tvalid_0's l1: 24.2916\n",
"[8]\tvalid_0's poisson: -92.6695\tvalid_0's l1: 23.8831\n",
"[9]\tvalid_0's poisson: -93.4326\tvalid_0's l1: 23.417\n",
"[10]\tvalid_0's poisson: -93.9902\tvalid_0's l1: 23.0906\n",
"[11]\tvalid_0's poisson: -94.6622\tvalid_0's l1: 22.6722\n",
"[12]\tvalid_0's poisson: -95.2358\tvalid_0's l1: 22.2941\n",
"[13]\tvalid_0's poisson: -95.6709\tvalid_0's l1: 22.0512\n",
"[14]\tvalid_0's poisson: -95.9911\tvalid_0's l1: 21.8492\n",
"[15]\tvalid_0's poisson: -96.3737\tvalid_0's l1: 21.5705\n",
"[16]\tvalid_0's poisson: -96.7629\tvalid_0's l1: 21.3441\n",
"[17]\tvalid_0's poisson: -97.0422\tvalid_0's l1: 21.1659\n",
"[18]\tvalid_0's poisson: -97.3628\tvalid_0's l1: 20.9761\n",
"[19]\tvalid_0's poisson: -97.6097\tvalid_0's l1: 20.8007\n",
"[20]\tvalid_0's poisson: -97.8705\tvalid_0's l1: 20.6432\n",
"[21]\tvalid_0's poisson: -98.1677\tvalid_0's l1: 20.4111\n",
"[22]\tvalid_0's poisson: -98.4307\tvalid_0's l1: 20.1983\n",
"[23]\tvalid_0's poisson: -98.6739\tvalid_0's l1: 20.0305\n",
"[24]\tvalid_0's poisson: -98.8031\tvalid_0's l1: 19.9292\n",
"[25]\tvalid_0's poisson: -99.0871\tvalid_0's l1: 19.7984\n",
"[26]\tvalid_0's poisson: -99.2933\tvalid_0's l1: 19.6297\n",
"[27]\tvalid_0's poisson: -99.4072\tvalid_0's l1: 19.5451\n",
"[28]\tvalid_0's poisson: -99.6392\tvalid_0's l1: 19.4034\n",
"[29]\tvalid_0's poisson: -99.9383\tvalid_0's l1: 19.2673\n",
"[30]\tvalid_0's poisson: -100.343\tvalid_0's l1: 19.0472\n",
"[31]\tvalid_0's poisson: -100.427\tvalid_0's l1: 18.9788\n",
"[32]\tvalid_0's poisson: -100.484\tvalid_0's l1: 18.9285\n",
"[33]\tvalid_0's poisson: -100.679\tvalid_0's l1: 18.8044\n",
"[34]\tvalid_0's poisson: -100.852\tvalid_0's l1: 18.7177\n",
"[35]\tvalid_0's poisson: -100.978\tvalid_0's l1: 18.6235\n",
"[36]\tvalid_0's poisson: -101.03\tvalid_0's l1: 18.5758\n",
"[37]\tvalid_0's poisson: -101.19\tvalid_0's l1: 18.4744\n",
"[38]\tvalid_0's poisson: -101.324\tvalid_0's l1: 18.3786\n",
"[39]\tvalid_0's poisson: -101.652\tvalid_0's l1: 18.216\n",
"[40]\tvalid_0's poisson: -101.752\tvalid_0's l1: 18.1383\n",
"[41]\tvalid_0's poisson: -101.924\tvalid_0's l1: 18.0414\n",
"[42]\tvalid_0's poisson: -102.014\tvalid_0's l1: 17.9532\n",
"[43]\tvalid_0's poisson: -102.081\tvalid_0's l1: 17.8999\n",
"[44]\tvalid_0's poisson: -102.109\tvalid_0's l1: 17.8685\n",
"[45]\tvalid_0's poisson: -102.353\tvalid_0's l1: 17.7422\n",
"[46]\tvalid_0's poisson: -102.457\tvalid_0's l1: 17.6209\n",
"[47]\tvalid_0's poisson: -102.64\tvalid_0's l1: 17.5252\n",
"[48]\tvalid_0's poisson: -102.707\tvalid_0's l1: 17.4678\n",
"[49]\tvalid_0's poisson: -102.733\tvalid_0's l1: 17.4335\n",
"[50]\tvalid_0's poisson: -102.791\tvalid_0's l1: 17.3858\n",
"[51]\tvalid_0's poisson: -102.858\tvalid_0's l1: 17.3207\n",
"[52]\tvalid_0's poisson: -102.933\tvalid_0's l1: 17.2626\n",
"[53]\tvalid_0's poisson: -102.974\tvalid_0's l1: 17.229\n",
"[54]\tvalid_0's poisson: -102.988\tvalid_0's l1: 17.1989\n",
"[55]\tvalid_0's poisson: -103.044\tvalid_0's l1: 17.1469\n",
"[56]\tvalid_0's poisson: -103.086\tvalid_0's l1: 17.1147\n",
"[57]\tvalid_0's poisson: -103.116\tvalid_0's l1: 17.0808\n",
"[58]\tvalid_0's poisson: -103.162\tvalid_0's l1: 17.0238\n",
"[59]\tvalid_0's poisson: -103.205\tvalid_0's l1: 16.9826\n",
"[60]\tvalid_0's poisson: -103.24\tvalid_0's l1: 16.9353\n",
"[61]\tvalid_0's poisson: -103.192\tvalid_0's l1: 16.9092\n",
"[62]\tvalid_0's poisson: -103.229\tvalid_0's l1: 16.859\n",
"[63]\tvalid_0's poisson: -103.244\tvalid_0's l1: 16.8373\n",
"[64]\tvalid_0's poisson: -103.218\tvalid_0's l1: 16.8229\n",
"[65]\tvalid_0's poisson: -103.226\tvalid_0's l1: 16.7899\n",
"[66]\tvalid_0's poisson: -103.305\tvalid_0's l1: 16.7142\n",
"[67]\tvalid_0's poisson: -103.314\tvalid_0's l1: 16.6875\n",
"[68]\tvalid_0's poisson: -103.31\tvalid_0's l1: 16.6747\n",
"[69]\tvalid_0's poisson: -103.311\tvalid_0's l1: 16.6454\n",
"[70]\tvalid_0's poisson: -103.347\tvalid_0's l1: 16.6146\n",
"[71]\tvalid_0's poisson: -103.386\tvalid_0's l1: 16.579\n",
"[72]\tvalid_0's poisson: -103.384\tvalid_0's l1: 16.552\n",
"[73]\tvalid_0's poisson: -103.371\tvalid_0's l1: 16.538\n",
"[74]\tvalid_0's poisson: -103.31\tvalid_0's l1: 16.5128\n",
"[75]\tvalid_0's poisson: -103.298\tvalid_0's l1: 16.4894\n",
"[76]\tvalid_0's poisson: -103.281\tvalid_0's l1: 16.4818\n",
"[77]\tvalid_0's poisson: -103.268\tvalid_0's l1: 16.4607\n",
"[78]\tvalid_0's poisson: -103.304\tvalid_0's l1: 16.4544\n",
"[79]\tvalid_0's poisson: -103.358\tvalid_0's l1: 16.3807\n",
"[80]\tvalid_0's poisson: -103.395\tvalid_0's l1: 16.3569\n",
"[81]\tvalid_0's poisson: -103.397\tvalid_0's l1: 16.351\n",
"[82]\tvalid_0's poisson: -103.443\tvalid_0's l1: 16.3211\n",
"[83]\tvalid_0's poisson: -103.472\tvalid_0's l1: 16.3021\n",
"[84]\tvalid_0's poisson: -103.426\tvalid_0's l1: 16.2929\n",
"[85]\tvalid_0's poisson: -103.272\tvalid_0's l1: 16.252\n",
"[86]\tvalid_0's poisson: -103.254\tvalid_0's l1: 16.2451\n",
"[87]\tvalid_0's poisson: -103.3\tvalid_0's l1: 16.2077\n",
"[88]\tvalid_0's poisson: -103.311\tvalid_0's l1: 16.2008\n",
"[89]\tvalid_0's poisson: -103.313\tvalid_0's l1: 16.1764\n",
"[90]\tvalid_0's poisson: -103.239\tvalid_0's l1: 16.1619\n",
"[91]\tvalid_0's poisson: -103.27\tvalid_0's l1: 16.1392\n",
"[92]\tvalid_0's poisson: -103.274\tvalid_0's l1: 16.133\n",
"[93]\tvalid_0's poisson: -103.282\tvalid_0's l1: 16.1147\n",
"[94]\tvalid_0's poisson: -103.251\tvalid_0's l1: 16.1019\n",
"[95]\tvalid_0's poisson: -103.239\tvalid_0's l1: 16.0853\n",
"[96]\tvalid_0's poisson: -103.257\tvalid_0's l1: 16.0723\n",
"[97]\tvalid_0's poisson: -103.269\tvalid_0's l1: 16.0694\n",
"[98]\tvalid_0's poisson: -103.322\tvalid_0's l1: 16.0497\n",
"[99]\tvalid_0's poisson: -103.326\tvalid_0's l1: 16.0446\n",
"[100]\tvalid_0's poisson: -103.348\tvalid_0's l1: 16.0318\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.0194\tvalid_0's l1: 28.3866\n",
"[2]\tvalid_0's poisson: -85.2578\tvalid_0's l1: 27.4882\n",
"[3]\tvalid_0's poisson: -86.9128\tvalid_0's l1: 26.7643\n",
"[4]\tvalid_0's poisson: -88.4955\tvalid_0's l1: 26.037\n",
"[5]\tvalid_0's poisson: -89.7953\tvalid_0's l1: 25.3969\n",
"[6]\tvalid_0's poisson: -90.9047\tvalid_0's l1: 24.8346\n",
"[7]\tvalid_0's poisson: -91.9126\tvalid_0's l1: 24.2756\n",
"[8]\tvalid_0's poisson: -92.6367\tvalid_0's l1: 23.873\n",
"[9]\tvalid_0's poisson: -93.4738\tvalid_0's l1: 23.3802\n",
"[10]\tvalid_0's poisson: -94.1793\tvalid_0's l1: 22.9437\n",
"[11]\tvalid_0's poisson: -94.7243\tvalid_0's l1: 22.6432\n",
"[12]\tvalid_0's poisson: -95.2789\tvalid_0's l1: 22.2848\n",
"[13]\tvalid_0's poisson: -95.6827\tvalid_0's l1: 22.0431\n",
"[14]\tvalid_0's poisson: -96.0756\tvalid_0's l1: 21.7572\n",
"[15]\tvalid_0's poisson: -96.491\tvalid_0's l1: 21.5219\n",
"[16]\tvalid_0's poisson: -96.7629\tvalid_0's l1: 21.3433\n",
"[17]\tvalid_0's poisson: -97.049\tvalid_0's l1: 21.1604\n",
"[18]\tvalid_0's poisson: -97.316\tvalid_0's l1: 20.9754\n",
"[19]\tvalid_0's poisson: -97.6143\tvalid_0's l1: 20.7978\n",
"[20]\tvalid_0's poisson: -97.8808\tvalid_0's l1: 20.6395\n",
"[21]\tvalid_0's poisson: -98.1658\tvalid_0's l1: 20.4156\n",
"[22]\tvalid_0's poisson: -98.7295\tvalid_0's l1: 20.1307\n",
"[23]\tvalid_0's poisson: -98.8803\tvalid_0's l1: 20.0244\n",
"[24]\tvalid_0's poisson: -99.1545\tvalid_0's l1: 19.8558\n",
"[25]\tvalid_0's poisson: -99.3374\tvalid_0's l1: 19.7252\n",
"[26]\tvalid_0's poisson: -99.5401\tvalid_0's l1: 19.5771\n",
"[27]\tvalid_0's poisson: -99.7469\tvalid_0's l1: 19.4085\n",
"[28]\tvalid_0's poisson: -99.9861\tvalid_0's l1: 19.2926\n",
"[29]\tvalid_0's poisson: -100.08\tvalid_0's l1: 19.2173\n",
"[30]\tvalid_0's poisson: -100.233\tvalid_0's l1: 19.1042\n",
"[31]\tvalid_0's poisson: -100.322\tvalid_0's l1: 19.0364\n",
"[32]\tvalid_0's poisson: -100.501\tvalid_0's l1: 18.9233\n",
"[33]\tvalid_0's poisson: -100.776\tvalid_0's l1: 18.785\n",
"[34]\tvalid_0's poisson: -100.919\tvalid_0's l1: 18.6633\n",
"[35]\tvalid_0's poisson: -101.033\tvalid_0's l1: 18.5601\n",
"[36]\tvalid_0's poisson: -101.188\tvalid_0's l1: 18.4774\n",
"[37]\tvalid_0's poisson: -101.237\tvalid_0's l1: 18.4324\n",
"[38]\tvalid_0's poisson: -101.416\tvalid_0's l1: 18.3409\n",
"[39]\tvalid_0's poisson: -101.459\tvalid_0's l1: 18.3019\n",
"[40]\tvalid_0's poisson: -101.527\tvalid_0's l1: 18.2489\n",
"[41]\tvalid_0's poisson: -101.564\tvalid_0's l1: 18.2152\n",
"[42]\tvalid_0's poisson: -101.695\tvalid_0's l1: 18.1307\n",
"[43]\tvalid_0's poisson: -101.785\tvalid_0's l1: 18.0687\n",
"[44]\tvalid_0's poisson: -102.075\tvalid_0's l1: 17.9181\n",
"[45]\tvalid_0's poisson: -102.087\tvalid_0's l1: 17.854\n",
"[46]\tvalid_0's poisson: -102.239\tvalid_0's l1: 17.7564\n",
"[47]\tvalid_0's poisson: -102.318\tvalid_0's l1: 17.671\n",
"[48]\tvalid_0's poisson: -102.527\tvalid_0's l1: 17.5555\n",
"[49]\tvalid_0's poisson: -102.578\tvalid_0's l1: 17.5093\n",
"[50]\tvalid_0's poisson: -102.618\tvalid_0's l1: 17.4694\n",
"[51]\tvalid_0's poisson: -102.679\tvalid_0's l1: 17.4202\n",
"[52]\tvalid_0's poisson: -102.745\tvalid_0's l1: 17.3614\n",
"[53]\tvalid_0's poisson: -102.776\tvalid_0's l1: 17.3084\n",
"[54]\tvalid_0's poisson: -102.942\tvalid_0's l1: 17.2028\n",
"[55]\tvalid_0's poisson: -102.996\tvalid_0's l1: 17.1653\n",
"[56]\tvalid_0's poisson: -103.11\tvalid_0's l1: 17.0683\n",
"[57]\tvalid_0's poisson: -103.165\tvalid_0's l1: 17.0252\n",
"[58]\tvalid_0's poisson: -103.202\tvalid_0's l1: 16.9752\n",
"[59]\tvalid_0's poisson: -103.207\tvalid_0's l1: 16.9534\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[60]\tvalid_0's poisson: -103.211\tvalid_0's l1: 16.9257\n",
"[61]\tvalid_0's poisson: -103.219\tvalid_0's l1: 16.8907\n",
"[62]\tvalid_0's poisson: -103.215\tvalid_0's l1: 16.8677\n",
"[63]\tvalid_0's poisson: -103.19\tvalid_0's l1: 16.8332\n",
"[64]\tvalid_0's poisson: -103.188\tvalid_0's l1: 16.8171\n",
"[65]\tvalid_0's poisson: -103.221\tvalid_0's l1: 16.796\n",
"[66]\tvalid_0's poisson: -103.234\tvalid_0's l1: 16.7648\n",
"[67]\tvalid_0's poisson: -103.203\tvalid_0's l1: 16.7372\n",
"[68]\tvalid_0's poisson: -103.271\tvalid_0's l1: 16.6534\n",
"[69]\tvalid_0's poisson: -103.274\tvalid_0's l1: 16.6259\n",
"[70]\tvalid_0's poisson: -103.33\tvalid_0's l1: 16.5824\n",
"[71]\tvalid_0's poisson: -103.346\tvalid_0's l1: 16.5507\n",
"[72]\tvalid_0's poisson: -103.323\tvalid_0's l1: 16.5423\n",
"[73]\tvalid_0's poisson: -103.366\tvalid_0's l1: 16.5143\n",
"[74]\tvalid_0's poisson: -103.346\tvalid_0's l1: 16.5048\n",
"[75]\tvalid_0's poisson: -103.416\tvalid_0's l1: 16.4703\n",
"[76]\tvalid_0's poisson: -103.443\tvalid_0's l1: 16.4562\n",
"[77]\tvalid_0's poisson: -103.455\tvalid_0's l1: 16.4332\n",
"[78]\tvalid_0's poisson: -103.462\tvalid_0's l1: 16.4097\n",
"[79]\tvalid_0's poisson: -103.462\tvalid_0's l1: 16.3999\n",
"[80]\tvalid_0's poisson: -103.538\tvalid_0's l1: 16.339\n",
"[81]\tvalid_0's poisson: -103.579\tvalid_0's l1: 16.3104\n",
"[82]\tvalid_0's poisson: -103.593\tvalid_0's l1: 16.2989\n",
"[83]\tvalid_0's poisson: -103.574\tvalid_0's l1: 16.2798\n",
"[84]\tvalid_0's poisson: -103.526\tvalid_0's l1: 16.2587\n",
"[85]\tvalid_0's poisson: -103.569\tvalid_0's l1: 16.2152\n",
"[86]\tvalid_0's poisson: -103.506\tvalid_0's l1: 16.196\n",
"[87]\tvalid_0's poisson: -103.564\tvalid_0's l1: 16.1424\n",
"[88]\tvalid_0's poisson: -103.584\tvalid_0's l1: 16.1194\n",
"[89]\tvalid_0's poisson: -103.6\tvalid_0's l1: 16.1038\n",
"[90]\tvalid_0's poisson: -103.59\tvalid_0's l1: 16.0977\n",
"[91]\tvalid_0's poisson: -103.576\tvalid_0's l1: 16.0757\n",
"[92]\tvalid_0's poisson: -103.623\tvalid_0's l1: 16.0393\n",
"[93]\tvalid_0's poisson: -103.645\tvalid_0's l1: 16.0266\n",
"[94]\tvalid_0's poisson: -103.67\tvalid_0's l1: 15.9917\n",
"[95]\tvalid_0's poisson: -103.678\tvalid_0's l1: 15.9861\n",
"[96]\tvalid_0's poisson: -103.682\tvalid_0's l1: 15.9726\n",
"[97]\tvalid_0's poisson: -103.661\tvalid_0's l1: 15.9659\n",
"[98]\tvalid_0's poisson: -103.699\tvalid_0's l1: 15.9544\n",
"[99]\tvalid_0's poisson: -103.704\tvalid_0's l1: 15.9368\n",
"[100]\tvalid_0's poisson: -103.682\tvalid_0's l1: 15.9297\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.0828\tvalid_0's l1: 25.1305\n",
"[2]\tvalid_0's poisson: -95.4954\tvalid_0's l1: 22.1034\n",
"[3]\tvalid_0's poisson: -100.181\tvalid_0's l1: 19.3809\n",
"[4]\tvalid_0's poisson: -102.895\tvalid_0's l1: 17.6283\n",
"[5]\tvalid_0's poisson: -104.858\tvalid_0's l1: 15.9389\n",
"[6]\tvalid_0's poisson: -105.541\tvalid_0's l1: 15.0998\n",
"[7]\tvalid_0's poisson: -106.017\tvalid_0's l1: 14.5585\n",
"[8]\tvalid_0's poisson: -106.725\tvalid_0's l1: 13.8077\n",
"[9]\tvalid_0's poisson: -106.986\tvalid_0's l1: 13.4248\n",
"[10]\tvalid_0's poisson: -107.244\tvalid_0's l1: 13.1323\n",
"[11]\tvalid_0's poisson: -107.396\tvalid_0's l1: 12.9333\n",
"[12]\tvalid_0's poisson: -107.55\tvalid_0's l1: 12.7047\n",
"[13]\tvalid_0's poisson: -107.604\tvalid_0's l1: 12.6198\n",
"[14]\tvalid_0's poisson: -107.549\tvalid_0's l1: 12.5707\n",
"[15]\tvalid_0's poisson: -107.574\tvalid_0's l1: 12.482\n",
"[16]\tvalid_0's poisson: -107.671\tvalid_0's l1: 12.3154\n",
"[17]\tvalid_0's poisson: -107.714\tvalid_0's l1: 12.2247\n",
"[18]\tvalid_0's poisson: -107.632\tvalid_0's l1: 12.182\n",
"[19]\tvalid_0's poisson: -107.657\tvalid_0's l1: 12.1495\n",
"[20]\tvalid_0's poisson: -107.767\tvalid_0's l1: 11.9491\n",
"[21]\tvalid_0's poisson: -107.778\tvalid_0's l1: 11.8879\n",
"[22]\tvalid_0's poisson: -107.649\tvalid_0's l1: 11.8639\n",
"[23]\tvalid_0's poisson: -107.667\tvalid_0's l1: 11.7187\n",
"[24]\tvalid_0's poisson: -107.705\tvalid_0's l1: 11.7187\n",
"[25]\tvalid_0's poisson: -107.687\tvalid_0's l1: 11.6933\n",
"[26]\tvalid_0's poisson: -107.664\tvalid_0's l1: 11.6624\n",
"[27]\tvalid_0's poisson: -107.609\tvalid_0's l1: 11.6592\n",
"[28]\tvalid_0's poisson: -107.625\tvalid_0's l1: 11.6316\n",
"[29]\tvalid_0's poisson: -107.636\tvalid_0's l1: 11.6105\n",
"[30]\tvalid_0's poisson: -107.631\tvalid_0's l1: 11.5988\n",
"[31]\tvalid_0's poisson: -107.659\tvalid_0's l1: 11.5528\n",
"[32]\tvalid_0's poisson: -107.692\tvalid_0's l1: 11.5539\n",
"[33]\tvalid_0's poisson: -107.718\tvalid_0's l1: 11.475\n",
"[34]\tvalid_0's poisson: -107.692\tvalid_0's l1: 11.4668\n",
"[35]\tvalid_0's poisson: -107.672\tvalid_0's l1: 11.444\n",
"[36]\tvalid_0's poisson: -107.687\tvalid_0's l1: 11.4328\n",
"[37]\tvalid_0's poisson: -107.711\tvalid_0's l1: 11.4238\n",
"[38]\tvalid_0's poisson: -107.628\tvalid_0's l1: 11.3605\n",
"[39]\tvalid_0's poisson: -107.676\tvalid_0's l1: 11.3352\n",
"[40]\tvalid_0's poisson: -107.717\tvalid_0's l1: 11.3267\n",
"[41]\tvalid_0's poisson: -107.727\tvalid_0's l1: 11.3128\n",
"[42]\tvalid_0's poisson: -107.74\tvalid_0's l1: 11.2837\n",
"[43]\tvalid_0's poisson: -107.752\tvalid_0's l1: 11.2667\n",
"[44]\tvalid_0's poisson: -107.754\tvalid_0's l1: 11.2621\n",
"[45]\tvalid_0's poisson: -107.758\tvalid_0's l1: 11.2507\n",
"[46]\tvalid_0's poisson: -107.893\tvalid_0's l1: 11.213\n",
"[47]\tvalid_0's poisson: -107.916\tvalid_0's l1: 11.1849\n",
"[48]\tvalid_0's poisson: -107.856\tvalid_0's l1: 11.1769\n",
"[49]\tvalid_0's poisson: -107.865\tvalid_0's l1: 11.1737\n",
"[50]\tvalid_0's poisson: -107.871\tvalid_0's l1: 11.1708\n",
"[51]\tvalid_0's poisson: -107.875\tvalid_0's l1: 11.1616\n",
"[52]\tvalid_0's poisson: -107.876\tvalid_0's l1: 11.1548\n",
"[53]\tvalid_0's poisson: -107.878\tvalid_0's l1: 11.1506\n",
"[54]\tvalid_0's poisson: -107.874\tvalid_0's l1: 11.1415\n",
"[55]\tvalid_0's poisson: -107.87\tvalid_0's l1: 11.1374\n",
"[56]\tvalid_0's poisson: -107.868\tvalid_0's l1: 11.1316\n",
"[57]\tvalid_0's poisson: -107.904\tvalid_0's l1: 11.1279\n",
"[58]\tvalid_0's poisson: -107.912\tvalid_0's l1: 11.1076\n",
"[59]\tvalid_0's poisson: -107.877\tvalid_0's l1: 11.0925\n",
"[60]\tvalid_0's poisson: -107.908\tvalid_0's l1: 11.0936\n",
"[61]\tvalid_0's poisson: -107.911\tvalid_0's l1: 11.0867\n",
"[62]\tvalid_0's poisson: -107.911\tvalid_0's l1: 11.0846\n",
"[63]\tvalid_0's poisson: -107.985\tvalid_0's l1: 11.0741\n",
"[64]\tvalid_0's poisson: -107.966\tvalid_0's l1: 11.074\n",
"[65]\tvalid_0's poisson: -107.964\tvalid_0's l1: 11.0729\n",
"[66]\tvalid_0's poisson: -107.958\tvalid_0's l1: 11.0711\n",
"[67]\tvalid_0's poisson: -107.949\tvalid_0's l1: 11.0464\n",
"[68]\tvalid_0's poisson: -107.917\tvalid_0's l1: 11.0377\n",
"[69]\tvalid_0's poisson: -107.918\tvalid_0's l1: 11.032\n",
"[70]\tvalid_0's poisson: -107.919\tvalid_0's l1: 11.0319\n",
"[71]\tvalid_0's poisson: -107.932\tvalid_0's l1: 11.0287\n",
"[72]\tvalid_0's poisson: -107.936\tvalid_0's l1: 11.0237\n",
"[73]\tvalid_0's poisson: -107.93\tvalid_0's l1: 11.0259\n",
"[74]\tvalid_0's poisson: -107.932\tvalid_0's l1: 11.026\n",
"[75]\tvalid_0's poisson: -107.922\tvalid_0's l1: 11.0237\n",
"[76]\tvalid_0's poisson: -107.962\tvalid_0's l1: 11.0024\n",
"[77]\tvalid_0's poisson: -107.957\tvalid_0's l1: 10.9801\n",
"[78]\tvalid_0's poisson: -107.96\tvalid_0's l1: 10.9786\n",
"[79]\tvalid_0's poisson: -107.967\tvalid_0's l1: 10.9733\n",
"[80]\tvalid_0's poisson: -107.942\tvalid_0's l1: 10.9692\n",
"[81]\tvalid_0's poisson: -107.953\tvalid_0's l1: 10.9592\n",
"[82]\tvalid_0's poisson: -107.952\tvalid_0's l1: 10.96\n",
"[83]\tvalid_0's poisson: -107.951\tvalid_0's l1: 10.9589\n",
"[84]\tvalid_0's poisson: -107.894\tvalid_0's l1: 10.9433\n",
"[85]\tvalid_0's poisson: -107.898\tvalid_0's l1: 10.9326\n",
"[86]\tvalid_0's poisson: -107.893\tvalid_0's l1: 10.933\n",
"[87]\tvalid_0's poisson: -107.896\tvalid_0's l1: 10.9274\n",
"[88]\tvalid_0's poisson: -107.895\tvalid_0's l1: 10.9252\n",
"[89]\tvalid_0's poisson: -107.901\tvalid_0's l1: 10.9186\n",
"[90]\tvalid_0's poisson: -107.905\tvalid_0's l1: 10.909\n",
"[91]\tvalid_0's poisson: -107.908\tvalid_0's l1: 10.9002\n",
"[92]\tvalid_0's poisson: -107.91\tvalid_0's l1: 10.8931\n",
"[93]\tvalid_0's poisson: -107.917\tvalid_0's l1: 10.8847\n",
"[94]\tvalid_0's poisson: -107.935\tvalid_0's l1: 10.8808\n",
"[95]\tvalid_0's poisson: -107.956\tvalid_0's l1: 10.8527\n",
"[96]\tvalid_0's poisson: -107.956\tvalid_0's l1: 10.8505\n",
"[97]\tvalid_0's poisson: -107.966\tvalid_0's l1: 10.8207\n",
"[98]\tvalid_0's poisson: -107.981\tvalid_0's l1: 10.8108\n",
"[99]\tvalid_0's poisson: -107.967\tvalid_0's l1: 10.8084\n",
"[100]\tvalid_0's poisson: -107.973\tvalid_0's l1: 10.7842\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.2476\tvalid_0's l1: 25.0403\n",
"[2]\tvalid_0's poisson: -95.7331\tvalid_0's l1: 21.9802\n",
"[3]\tvalid_0's poisson: -100.591\tvalid_0's l1: 19.1713\n",
"[4]\tvalid_0's poisson: -103.127\tvalid_0's l1: 17.1859\n",
"[5]\tvalid_0's poisson: -104.022\tvalid_0's l1: 16.2971\n",
"[6]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.3124\n",
"[7]\tvalid_0's poisson: -106.083\tvalid_0's l1: 14.3858\n",
"[8]\tvalid_0's poisson: -106.443\tvalid_0's l1: 13.9766\n",
"[9]\tvalid_0's poisson: -106.869\tvalid_0's l1: 13.4485\n",
"[10]\tvalid_0's poisson: -107.252\tvalid_0's l1: 13.0302\n",
"[11]\tvalid_0's poisson: -107.408\tvalid_0's l1: 12.8276\n",
"[12]\tvalid_0's poisson: -107.536\tvalid_0's l1: 12.6998\n",
"[13]\tvalid_0's poisson: -107.591\tvalid_0's l1: 12.5808\n",
"[14]\tvalid_0's poisson: -107.623\tvalid_0's l1: 12.5423\n",
"[15]\tvalid_0's poisson: -107.681\tvalid_0's l1: 12.4383\n",
"[16]\tvalid_0's poisson: -107.702\tvalid_0's l1: 12.3245\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -107.706\tvalid_0's l1: 12.2691\n",
"[18]\tvalid_0's poisson: -107.594\tvalid_0's l1: 12.2489\n",
"[19]\tvalid_0's poisson: -107.599\tvalid_0's l1: 12.2059\n",
"[20]\tvalid_0's poisson: -107.589\tvalid_0's l1: 12.1708\n",
"[21]\tvalid_0's poisson: -107.582\tvalid_0's l1: 12.1677\n",
"[22]\tvalid_0's poisson: -107.584\tvalid_0's l1: 12.1341\n",
"[23]\tvalid_0's poisson: -107.555\tvalid_0's l1: 12.1029\n",
"[24]\tvalid_0's poisson: -107.594\tvalid_0's l1: 12.0503\n",
"[25]\tvalid_0's poisson: -107.564\tvalid_0's l1: 12.0407\n",
"[26]\tvalid_0's poisson: -107.529\tvalid_0's l1: 11.9618\n",
"[27]\tvalid_0's poisson: -107.606\tvalid_0's l1: 11.8486\n",
"[28]\tvalid_0's poisson: -107.63\tvalid_0's l1: 11.8212\n",
"[29]\tvalid_0's poisson: -107.623\tvalid_0's l1: 11.8144\n",
"[30]\tvalid_0's poisson: -107.625\tvalid_0's l1: 11.8015\n",
"[31]\tvalid_0's poisson: -107.625\tvalid_0's l1: 11.7835\n",
"[32]\tvalid_0's poisson: -107.561\tvalid_0's l1: 11.7673\n",
"[33]\tvalid_0's poisson: -107.628\tvalid_0's l1: 11.7611\n",
"[34]\tvalid_0's poisson: -107.534\tvalid_0's l1: 11.7585\n",
"[35]\tvalid_0's poisson: -107.537\tvalid_0's l1: 11.7272\n",
"[36]\tvalid_0's poisson: -107.641\tvalid_0's l1: 11.6817\n",
"[37]\tvalid_0's poisson: -107.585\tvalid_0's l1: 11.6808\n",
"[38]\tvalid_0's poisson: -107.585\tvalid_0's l1: 11.6827\n",
"[39]\tvalid_0's poisson: -107.585\tvalid_0's l1: 11.6485\n",
"[40]\tvalid_0's poisson: -107.596\tvalid_0's l1: 11.6322\n",
"[41]\tvalid_0's poisson: -107.609\tvalid_0's l1: 11.5999\n",
"[42]\tvalid_0's poisson: -107.582\tvalid_0's l1: 11.5991\n",
"[43]\tvalid_0's poisson: -107.616\tvalid_0's l1: 11.5962\n",
"[44]\tvalid_0's poisson: -107.568\tvalid_0's l1: 11.5877\n",
"[45]\tvalid_0's poisson: -107.578\tvalid_0's l1: 11.48\n",
"[46]\tvalid_0's poisson: -107.563\tvalid_0's l1: 11.4727\n",
"[47]\tvalid_0's poisson: -107.614\tvalid_0's l1: 11.4687\n",
"[48]\tvalid_0's poisson: -107.626\tvalid_0's l1: 11.4692\n",
"[49]\tvalid_0's poisson: -107.634\tvalid_0's l1: 11.4604\n",
"[50]\tvalid_0's poisson: -107.64\tvalid_0's l1: 11.4568\n",
"[51]\tvalid_0's poisson: -107.666\tvalid_0's l1: 11.3747\n",
"[52]\tvalid_0's poisson: -107.628\tvalid_0's l1: 11.3595\n",
"[53]\tvalid_0's poisson: -107.677\tvalid_0's l1: 11.355\n",
"[54]\tvalid_0's poisson: -107.663\tvalid_0's l1: 11.353\n",
"[55]\tvalid_0's poisson: -107.593\tvalid_0's l1: 11.3131\n",
"[56]\tvalid_0's poisson: -107.597\tvalid_0's l1: 11.3025\n",
"[57]\tvalid_0's poisson: -107.543\tvalid_0's l1: 11.2355\n",
"[58]\tvalid_0's poisson: -107.49\tvalid_0's l1: 11.2257\n",
"[59]\tvalid_0's poisson: -107.493\tvalid_0's l1: 11.2123\n",
"[60]\tvalid_0's poisson: -107.497\tvalid_0's l1: 11.2135\n",
"[61]\tvalid_0's poisson: -107.51\tvalid_0's l1: 11.1934\n",
"[62]\tvalid_0's poisson: -107.481\tvalid_0's l1: 11.1908\n",
"[63]\tvalid_0's poisson: -107.529\tvalid_0's l1: 11.174\n",
"[64]\tvalid_0's poisson: -107.648\tvalid_0's l1: 11.1675\n",
"[65]\tvalid_0's poisson: -107.576\tvalid_0's l1: 11.1508\n",
"[66]\tvalid_0's poisson: -107.491\tvalid_0's l1: 11.1418\n",
"[67]\tvalid_0's poisson: -107.498\tvalid_0's l1: 11.126\n",
"[68]\tvalid_0's poisson: -107.554\tvalid_0's l1: 11.1118\n",
"[69]\tvalid_0's poisson: -107.553\tvalid_0's l1: 11.1096\n",
"[70]\tvalid_0's poisson: -107.551\tvalid_0's l1: 11.1163\n",
"[71]\tvalid_0's poisson: -107.472\tvalid_0's l1: 11.1031\n",
"[72]\tvalid_0's poisson: -107.529\tvalid_0's l1: 11.1021\n",
"[73]\tvalid_0's poisson: -107.533\tvalid_0's l1: 11.0955\n",
"[74]\tvalid_0's poisson: -107.516\tvalid_0's l1: 11.0903\n",
"[75]\tvalid_0's poisson: -107.583\tvalid_0's l1: 11.0865\n",
"[76]\tvalid_0's poisson: -107.593\tvalid_0's l1: 11.0497\n",
"[77]\tvalid_0's poisson: -107.651\tvalid_0's l1: 11.0465\n",
"[78]\tvalid_0's poisson: -107.65\tvalid_0's l1: 11.0465\n",
"[79]\tvalid_0's poisson: -107.629\tvalid_0's l1: 11.0395\n",
"[80]\tvalid_0's poisson: -107.58\tvalid_0's l1: 11.0403\n",
"[81]\tvalid_0's poisson: -107.582\tvalid_0's l1: 11.04\n",
"[82]\tvalid_0's poisson: -107.58\tvalid_0's l1: 11.04\n",
"[83]\tvalid_0's poisson: -107.578\tvalid_0's l1: 11.0439\n",
"[84]\tvalid_0's poisson: -107.578\tvalid_0's l1: 11.0452\n",
"[85]\tvalid_0's poisson: -107.595\tvalid_0's l1: 10.9619\n",
"[86]\tvalid_0's poisson: -107.607\tvalid_0's l1: 10.9572\n",
"[87]\tvalid_0's poisson: -107.501\tvalid_0's l1: 10.9485\n",
"[88]\tvalid_0's poisson: -107.584\tvalid_0's l1: 10.8948\n",
"[89]\tvalid_0's poisson: -107.557\tvalid_0's l1: 10.8712\n",
"[90]\tvalid_0's poisson: -107.558\tvalid_0's l1: 10.8706\n",
"[91]\tvalid_0's poisson: -107.556\tvalid_0's l1: 10.8576\n",
"[92]\tvalid_0's poisson: -107.574\tvalid_0's l1: 10.8414\n",
"[93]\tvalid_0's poisson: -107.569\tvalid_0's l1: 10.8285\n",
"[94]\tvalid_0's poisson: -107.568\tvalid_0's l1: 10.8316\n",
"[95]\tvalid_0's poisson: -107.619\tvalid_0's l1: 10.8279\n",
"[96]\tvalid_0's poisson: -107.613\tvalid_0's l1: 10.8285\n",
"[97]\tvalid_0's poisson: -107.632\tvalid_0's l1: 10.8264\n",
"[98]\tvalid_0's poisson: -107.652\tvalid_0's l1: 10.8249\n",
"[99]\tvalid_0's poisson: -107.664\tvalid_0's l1: 10.8039\n",
"[100]\tvalid_0's poisson: -107.666\tvalid_0's l1: 10.7973\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.2787\tvalid_0's l1: 25.0481\n",
"[2]\tvalid_0's poisson: -95.5569\tvalid_0's l1: 22.0897\n",
"[3]\tvalid_0's poisson: -100.325\tvalid_0's l1: 19.3558\n",
"[4]\tvalid_0's poisson: -103.261\tvalid_0's l1: 17.2288\n",
"[5]\tvalid_0's poisson: -104.459\tvalid_0's l1: 16.107\n",
"[6]\tvalid_0's poisson: -105.131\tvalid_0's l1: 15.2577\n",
"[7]\tvalid_0's poisson: -105.883\tvalid_0's l1: 14.5478\n",
"[8]\tvalid_0's poisson: -106.677\tvalid_0's l1: 13.8096\n",
"[9]\tvalid_0's poisson: -106.914\tvalid_0's l1: 13.4505\n",
"[10]\tvalid_0's poisson: -107.182\tvalid_0's l1: 13.1141\n",
"[11]\tvalid_0's poisson: -107.353\tvalid_0's l1: 12.8693\n",
"[12]\tvalid_0's poisson: -107.416\tvalid_0's l1: 12.7891\n",
"[13]\tvalid_0's poisson: -107.694\tvalid_0's l1: 12.4466\n",
"[14]\tvalid_0's poisson: -107.782\tvalid_0's l1: 12.3319\n",
"[15]\tvalid_0's poisson: -107.796\tvalid_0's l1: 12.2158\n",
"[16]\tvalid_0's poisson: -107.776\tvalid_0's l1: 12.1612\n",
"[17]\tvalid_0's poisson: -107.743\tvalid_0's l1: 12.1182\n",
"[18]\tvalid_0's poisson: -107.734\tvalid_0's l1: 12.0348\n",
"[19]\tvalid_0's poisson: -107.769\tvalid_0's l1: 11.9877\n",
"[20]\tvalid_0's poisson: -107.819\tvalid_0's l1: 11.8541\n",
"[21]\tvalid_0's poisson: -107.789\tvalid_0's l1: 11.8381\n",
"[22]\tvalid_0's poisson: -107.835\tvalid_0's l1: 11.7947\n",
"[23]\tvalid_0's poisson: -107.792\tvalid_0's l1: 11.7545\n",
"[24]\tvalid_0's poisson: -107.743\tvalid_0's l1: 11.7503\n",
"[25]\tvalid_0's poisson: -107.799\tvalid_0's l1: 11.7154\n",
"[26]\tvalid_0's poisson: -107.813\tvalid_0's l1: 11.7041\n",
"[27]\tvalid_0's poisson: -107.79\tvalid_0's l1: 11.6826\n",
"[28]\tvalid_0's poisson: -107.817\tvalid_0's l1: 11.6204\n",
"[29]\tvalid_0's poisson: -107.772\tvalid_0's l1: 11.5964\n",
"[30]\tvalid_0's poisson: -107.81\tvalid_0's l1: 11.5539\n",
"[31]\tvalid_0's poisson: -107.771\tvalid_0's l1: 11.5486\n",
"[32]\tvalid_0's poisson: -107.769\tvalid_0's l1: 11.5508\n",
"[33]\tvalid_0's poisson: -107.776\tvalid_0's l1: 11.5379\n",
"[34]\tvalid_0's poisson: -107.794\tvalid_0's l1: 11.5142\n",
"[35]\tvalid_0's poisson: -107.841\tvalid_0's l1: 11.5011\n",
"[36]\tvalid_0's poisson: -107.922\tvalid_0's l1: 11.4318\n",
"[37]\tvalid_0's poisson: -107.933\tvalid_0's l1: 11.3764\n",
"[38]\tvalid_0's poisson: -107.929\tvalid_0's l1: 11.3485\n",
"[39]\tvalid_0's poisson: -107.91\tvalid_0's l1: 11.3475\n",
"[40]\tvalid_0's poisson: -107.93\tvalid_0's l1: 11.3363\n",
"[41]\tvalid_0's poisson: -107.917\tvalid_0's l1: 11.3305\n",
"[42]\tvalid_0's poisson: -107.918\tvalid_0's l1: 11.328\n",
"[43]\tvalid_0's poisson: -107.974\tvalid_0's l1: 11.301\n",
"[44]\tvalid_0's poisson: -107.934\tvalid_0's l1: 11.2916\n",
"[45]\tvalid_0's poisson: -107.948\tvalid_0's l1: 11.2554\n",
"[46]\tvalid_0's poisson: -107.921\tvalid_0's l1: 11.2461\n",
"[47]\tvalid_0's poisson: -107.929\tvalid_0's l1: 11.2362\n",
"[48]\tvalid_0's poisson: -107.925\tvalid_0's l1: 11.2311\n",
"[49]\tvalid_0's poisson: -107.932\tvalid_0's l1: 11.2288\n",
"[50]\tvalid_0's poisson: -107.926\tvalid_0's l1: 11.2275\n",
"[51]\tvalid_0's poisson: -107.997\tvalid_0's l1: 11.1984\n",
"[52]\tvalid_0's poisson: -108.006\tvalid_0's l1: 11.1775\n",
"[53]\tvalid_0's poisson: -108.005\tvalid_0's l1: 11.1385\n",
"[54]\tvalid_0's poisson: -108.009\tvalid_0's l1: 11.1392\n",
"[55]\tvalid_0's poisson: -108.01\tvalid_0's l1: 11.1395\n",
"[56]\tvalid_0's poisson: -108.011\tvalid_0's l1: 11.1376\n",
"[57]\tvalid_0's poisson: -108.035\tvalid_0's l1: 11.116\n",
"[58]\tvalid_0's poisson: -108.042\tvalid_0's l1: 11.1061\n",
"[59]\tvalid_0's poisson: -108.044\tvalid_0's l1: 11.1031\n",
"[60]\tvalid_0's poisson: -108.017\tvalid_0's l1: 11.0898\n",
"[61]\tvalid_0's poisson: -108.028\tvalid_0's l1: 11.0707\n",
"[62]\tvalid_0's poisson: -108.035\tvalid_0's l1: 11.0566\n",
"[63]\tvalid_0's poisson: -108.021\tvalid_0's l1: 11.0518\n",
"[64]\tvalid_0's poisson: -108.023\tvalid_0's l1: 11.049\n",
"[65]\tvalid_0's poisson: -108.022\tvalid_0's l1: 11.0517\n",
"[66]\tvalid_0's poisson: -108.017\tvalid_0's l1: 11.0507\n",
"[67]\tvalid_0's poisson: -108.044\tvalid_0's l1: 11.0157\n",
"[68]\tvalid_0's poisson: -108.058\tvalid_0's l1: 10.997\n",
"[69]\tvalid_0's poisson: -107.998\tvalid_0's l1: 10.9809\n",
"[70]\tvalid_0's poisson: -108.009\tvalid_0's l1: 10.9815\n",
"[71]\tvalid_0's poisson: -108.01\tvalid_0's l1: 10.937\n",
"[72]\tvalid_0's poisson: -108.008\tvalid_0's l1: 10.9425\n",
"[73]\tvalid_0's poisson: -108.016\tvalid_0's l1: 10.9381\n",
"[74]\tvalid_0's poisson: -108.019\tvalid_0's l1: 10.931\n",
"[75]\tvalid_0's poisson: -108.033\tvalid_0's l1: 10.9036\n",
"[76]\tvalid_0's poisson: -108.059\tvalid_0's l1: 10.8697\n",
"[77]\tvalid_0's poisson: -108.017\tvalid_0's l1: 10.8402\n",
"[78]\tvalid_0's poisson: -108.062\tvalid_0's l1: 10.8357\n",
"[79]\tvalid_0's poisson: -108.062\tvalid_0's l1: 10.8388\n",
"[80]\tvalid_0's poisson: -108.062\tvalid_0's l1: 10.8228\n",
"[81]\tvalid_0's poisson: -108.066\tvalid_0's l1: 10.8139\n",
"[82]\tvalid_0's poisson: -108.073\tvalid_0's l1: 10.8143\n",
"[83]\tvalid_0's poisson: -108.082\tvalid_0's l1: 10.8054\n",
"[84]\tvalid_0's poisson: -108.07\tvalid_0's l1: 10.8058\n",
"[85]\tvalid_0's poisson: -108.086\tvalid_0's l1: 10.7985\n",
"[86]\tvalid_0's poisson: -108.089\tvalid_0's l1: 10.7917\n",
"[87]\tvalid_0's poisson: -108.076\tvalid_0's l1: 10.7778\n",
"[88]\tvalid_0's poisson: -108.064\tvalid_0's l1: 10.7782\n",
"[89]\tvalid_0's poisson: -108.056\tvalid_0's l1: 10.7755\n",
"[90]\tvalid_0's poisson: -108.062\tvalid_0's l1: 10.7722\n",
"[91]\tvalid_0's poisson: -108.064\tvalid_0's l1: 10.7709\n",
"[92]\tvalid_0's poisson: -108.065\tvalid_0's l1: 10.7702\n",
"[93]\tvalid_0's poisson: -108.064\tvalid_0's l1: 10.7723\n",
"[94]\tvalid_0's poisson: -108.065\tvalid_0's l1: 10.7681\n",
"[95]\tvalid_0's poisson: -108.017\tvalid_0's l1: 10.7638\n",
"[96]\tvalid_0's poisson: -108.04\tvalid_0's l1: 10.7138\n",
"[97]\tvalid_0's poisson: -108.035\tvalid_0's l1: 10.7055\n",
"[98]\tvalid_0's poisson: -108.044\tvalid_0's l1: 10.6989\n",
"[99]\tvalid_0's poisson: -108.042\tvalid_0's l1: 10.6922\n",
"[100]\tvalid_0's poisson: -108.044\tvalid_0's l1: 10.6867\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.1025\tvalid_0's l1: 25.1255\n",
"[2]\tvalid_0's poisson: -95.6164\tvalid_0's l1: 22.0675\n",
"[3]\tvalid_0's poisson: -100.292\tvalid_0's l1: 19.3268\n",
"[4]\tvalid_0's poisson: -102.961\tvalid_0's l1: 17.6066\n",
"[5]\tvalid_0's poisson: -104.786\tvalid_0's l1: 15.929\n",
"[6]\tvalid_0's poisson: -105.562\tvalid_0's l1: 15.0544\n",
"[7]\tvalid_0's poisson: -106.023\tvalid_0's l1: 14.5498\n",
"[8]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.9063\n",
"[9]\tvalid_0's poisson: -106.814\tvalid_0's l1: 13.5941\n",
"[10]\tvalid_0's poisson: -106.995\tvalid_0's l1: 13.3521\n",
"[11]\tvalid_0's poisson: -107.181\tvalid_0's l1: 13.0644\n",
"[12]\tvalid_0's poisson: -107.249\tvalid_0's l1: 12.8472\n",
"[13]\tvalid_0's poisson: -107.324\tvalid_0's l1: 12.727\n",
"[14]\tvalid_0's poisson: -107.384\tvalid_0's l1: 12.6077\n",
"[15]\tvalid_0's poisson: -107.413\tvalid_0's l1: 12.546\n",
"[16]\tvalid_0's poisson: -107.34\tvalid_0's l1: 12.5117\n",
"[17]\tvalid_0's poisson: -107.598\tvalid_0's l1: 12.1138\n",
"[18]\tvalid_0's poisson: -107.609\tvalid_0's l1: 12.0753\n",
"[19]\tvalid_0's poisson: -107.599\tvalid_0's l1: 12.0585\n",
"[20]\tvalid_0's poisson: -107.587\tvalid_0's l1: 12.012\n",
"[21]\tvalid_0's poisson: -107.65\tvalid_0's l1: 11.9625\n",
"[22]\tvalid_0's poisson: -107.61\tvalid_0's l1: 11.9269\n",
"[23]\tvalid_0's poisson: -107.629\tvalid_0's l1: 11.9145\n",
"[24]\tvalid_0's poisson: -107.613\tvalid_0's l1: 11.88\n",
"[25]\tvalid_0's poisson: -107.69\tvalid_0's l1: 11.8309\n",
"[26]\tvalid_0's poisson: -107.638\tvalid_0's l1: 11.8085\n",
"[27]\tvalid_0's poisson: -107.628\tvalid_0's l1: 11.7948\n",
"[28]\tvalid_0's poisson: -107.59\tvalid_0's l1: 11.7561\n",
"[29]\tvalid_0's poisson: -107.748\tvalid_0's l1: 11.5916\n",
"[30]\tvalid_0's poisson: -107.687\tvalid_0's l1: 11.5664\n",
"[31]\tvalid_0's poisson: -107.676\tvalid_0's l1: 11.5554\n",
"[32]\tvalid_0's poisson: -107.666\tvalid_0's l1: 11.5407\n",
"[33]\tvalid_0's poisson: -107.7\tvalid_0's l1: 11.494\n",
"[34]\tvalid_0's poisson: -107.754\tvalid_0's l1: 11.4549\n",
"[35]\tvalid_0's poisson: -107.76\tvalid_0's l1: 11.4431\n",
"[36]\tvalid_0's poisson: -107.76\tvalid_0's l1: 11.4269\n",
"[37]\tvalid_0's poisson: -107.755\tvalid_0's l1: 11.4167\n",
"[38]\tvalid_0's poisson: -107.828\tvalid_0's l1: 11.4051\n",
"[39]\tvalid_0's poisson: -107.817\tvalid_0's l1: 11.3914\n",
"[40]\tvalid_0's poisson: -107.815\tvalid_0's l1: 11.3634\n",
"[41]\tvalid_0's poisson: -107.821\tvalid_0's l1: 11.358\n",
"[42]\tvalid_0's poisson: -107.892\tvalid_0's l1: 11.3467\n",
"[43]\tvalid_0's poisson: -107.907\tvalid_0's l1: 11.3365\n",
"[44]\tvalid_0's poisson: -107.891\tvalid_0's l1: 11.3251\n",
"[45]\tvalid_0's poisson: -107.863\tvalid_0's l1: 11.3182\n",
"[46]\tvalid_0's poisson: -107.867\tvalid_0's l1: 11.2931\n",
"[47]\tvalid_0's poisson: -107.899\tvalid_0's l1: 11.2804\n",
"[48]\tvalid_0's poisson: -107.967\tvalid_0's l1: 11.1698\n",
"[49]\tvalid_0's poisson: -107.936\tvalid_0's l1: 11.1601\n",
"[50]\tvalid_0's poisson: -107.944\tvalid_0's l1: 11.1511\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[51]\tvalid_0's poisson: -107.927\tvalid_0's l1: 11.1549\n",
"[52]\tvalid_0's poisson: -107.96\tvalid_0's l1: 11.144\n",
"[53]\tvalid_0's poisson: -107.971\tvalid_0's l1: 11.1303\n",
"[54]\tvalid_0's poisson: -107.959\tvalid_0's l1: 11.131\n",
"[55]\tvalid_0's poisson: -107.935\tvalid_0's l1: 11.1215\n",
"[56]\tvalid_0's poisson: -107.937\tvalid_0's l1: 11.1025\n",
"[57]\tvalid_0's poisson: -107.948\tvalid_0's l1: 11.0923\n",
"[58]\tvalid_0's poisson: -107.934\tvalid_0's l1: 11.0896\n",
"[59]\tvalid_0's poisson: -107.948\tvalid_0's l1: 11.0905\n",
"[60]\tvalid_0's poisson: -107.925\tvalid_0's l1: 11.09\n",
"[61]\tvalid_0's poisson: -107.906\tvalid_0's l1: 11.071\n",
"[62]\tvalid_0's poisson: -107.931\tvalid_0's l1: 11.06\n",
"[63]\tvalid_0's poisson: -107.948\tvalid_0's l1: 11.0455\n",
"[64]\tvalid_0's poisson: -107.949\tvalid_0's l1: 11.04\n",
"[65]\tvalid_0's poisson: -107.958\tvalid_0's l1: 11.0367\n",
"[66]\tvalid_0's poisson: -107.909\tvalid_0's l1: 11.0223\n",
"[67]\tvalid_0's poisson: -107.91\tvalid_0's l1: 11.019\n",
"[68]\tvalid_0's poisson: -107.912\tvalid_0's l1: 11.0134\n",
"[69]\tvalid_0's poisson: -107.893\tvalid_0's l1: 11.0095\n",
"[70]\tvalid_0's poisson: -107.885\tvalid_0's l1: 11.0085\n",
"[71]\tvalid_0's poisson: -107.894\tvalid_0's l1: 11.0114\n",
"[72]\tvalid_0's poisson: -107.897\tvalid_0's l1: 10.9938\n",
"[73]\tvalid_0's poisson: -107.895\tvalid_0's l1: 10.9979\n",
"[74]\tvalid_0's poisson: -107.894\tvalid_0's l1: 10.9987\n",
"[75]\tvalid_0's poisson: -107.925\tvalid_0's l1: 10.9953\n",
"[76]\tvalid_0's poisson: -107.972\tvalid_0's l1: 10.898\n",
"[77]\tvalid_0's poisson: -107.967\tvalid_0's l1: 10.8969\n",
"[78]\tvalid_0's poisson: -107.898\tvalid_0's l1: 10.8935\n",
"[79]\tvalid_0's poisson: -107.903\tvalid_0's l1: 10.8868\n",
"[80]\tvalid_0's poisson: -107.918\tvalid_0's l1: 10.85\n",
"[81]\tvalid_0's poisson: -107.917\tvalid_0's l1: 10.8481\n",
"[82]\tvalid_0's poisson: -107.943\tvalid_0's l1: 10.8298\n",
"[83]\tvalid_0's poisson: -107.94\tvalid_0's l1: 10.8272\n",
"[84]\tvalid_0's poisson: -107.955\tvalid_0's l1: 10.8187\n",
"[85]\tvalid_0's poisson: -107.929\tvalid_0's l1: 10.8096\n",
"[86]\tvalid_0's poisson: -107.89\tvalid_0's l1: 10.8061\n",
"[87]\tvalid_0's poisson: -107.851\tvalid_0's l1: 10.793\n",
"[88]\tvalid_0's poisson: -107.894\tvalid_0's l1: 10.7921\n",
"[89]\tvalid_0's poisson: -107.849\tvalid_0's l1: 10.7887\n",
"[90]\tvalid_0's poisson: -107.883\tvalid_0's l1: 10.7634\n",
"[91]\tvalid_0's poisson: -107.882\tvalid_0's l1: 10.7639\n",
"[92]\tvalid_0's poisson: -107.881\tvalid_0's l1: 10.7643\n",
"[93]\tvalid_0's poisson: -107.88\tvalid_0's l1: 10.7645\n",
"[94]\tvalid_0's poisson: -107.868\tvalid_0's l1: 10.7643\n",
"[95]\tvalid_0's poisson: -107.864\tvalid_0's l1: 10.7635\n",
"[96]\tvalid_0's poisson: -107.865\tvalid_0's l1: 10.7655\n",
"[97]\tvalid_0's poisson: -107.844\tvalid_0's l1: 10.7593\n",
"[98]\tvalid_0's poisson: -107.851\tvalid_0's l1: 10.7483\n",
"[99]\tvalid_0's poisson: -107.85\tvalid_0's l1: 10.7477\n",
"[100]\tvalid_0's poisson: -107.84\tvalid_0's l1: 10.7215\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.1019\tvalid_0's l1: 25.1205\n",
"[2]\tvalid_0's poisson: -95.2333\tvalid_0's l1: 22.2092\n",
"[3]\tvalid_0's poisson: -100.718\tvalid_0's l1: 19.2463\n",
"[4]\tvalid_0's poisson: -103.301\tvalid_0's l1: 17.195\n",
"[5]\tvalid_0's poisson: -104.454\tvalid_0's l1: 16.0888\n",
"[6]\tvalid_0's poisson: -105.335\tvalid_0's l1: 15.255\n",
"[7]\tvalid_0's poisson: -105.959\tvalid_0's l1: 14.5793\n",
"[8]\tvalid_0's poisson: -106.716\tvalid_0's l1: 13.7604\n",
"[9]\tvalid_0's poisson: -107.177\tvalid_0's l1: 13.2478\n",
"[10]\tvalid_0's poisson: -107.323\tvalid_0's l1: 13.0797\n",
"[11]\tvalid_0's poisson: -107.456\tvalid_0's l1: 12.8486\n",
"[12]\tvalid_0's poisson: -107.556\tvalid_0's l1: 12.6589\n",
"[13]\tvalid_0's poisson: -107.609\tvalid_0's l1: 12.536\n",
"[14]\tvalid_0's poisson: -107.642\tvalid_0's l1: 12.464\n",
"[15]\tvalid_0's poisson: -107.635\tvalid_0's l1: 12.3692\n",
"[16]\tvalid_0's poisson: -107.819\tvalid_0's l1: 12.05\n",
"[17]\tvalid_0's poisson: -107.842\tvalid_0's l1: 12.0257\n",
"[18]\tvalid_0's poisson: -107.819\tvalid_0's l1: 11.9811\n",
"[19]\tvalid_0's poisson: -107.927\tvalid_0's l1: 11.7548\n",
"[20]\tvalid_0's poisson: -107.954\tvalid_0's l1: 11.7181\n",
"[21]\tvalid_0's poisson: -107.888\tvalid_0's l1: 11.6936\n",
"[22]\tvalid_0's poisson: -107.811\tvalid_0's l1: 11.6753\n",
"[23]\tvalid_0's poisson: -107.741\tvalid_0's l1: 11.6495\n",
"[24]\tvalid_0's poisson: -107.763\tvalid_0's l1: 11.6267\n",
"[25]\tvalid_0's poisson: -107.776\tvalid_0's l1: 11.5903\n",
"[26]\tvalid_0's poisson: -107.777\tvalid_0's l1: 11.5809\n",
"[27]\tvalid_0's poisson: -107.783\tvalid_0's l1: 11.5128\n",
"[28]\tvalid_0's poisson: -107.775\tvalid_0's l1: 11.4969\n",
"[29]\tvalid_0's poisson: -107.741\tvalid_0's l1: 11.4913\n",
"[30]\tvalid_0's poisson: -107.745\tvalid_0's l1: 11.4841\n",
"[31]\tvalid_0's poisson: -107.753\tvalid_0's l1: 11.4689\n",
"[32]\tvalid_0's poisson: -107.742\tvalid_0's l1: 11.4475\n",
"[33]\tvalid_0's poisson: -107.748\tvalid_0's l1: 11.4406\n",
"[34]\tvalid_0's poisson: -107.749\tvalid_0's l1: 11.437\n",
"[35]\tvalid_0's poisson: -107.684\tvalid_0's l1: 11.4297\n",
"[36]\tvalid_0's poisson: -107.711\tvalid_0's l1: 11.3657\n",
"[37]\tvalid_0's poisson: -107.717\tvalid_0's l1: 11.3566\n",
"[38]\tvalid_0's poisson: -107.656\tvalid_0's l1: 11.345\n",
"[39]\tvalid_0's poisson: -107.737\tvalid_0's l1: 11.3268\n",
"[40]\tvalid_0's poisson: -107.731\tvalid_0's l1: 11.3223\n",
"[41]\tvalid_0's poisson: -107.674\tvalid_0's l1: 11.3153\n",
"[42]\tvalid_0's poisson: -107.713\tvalid_0's l1: 11.2984\n",
"[43]\tvalid_0's poisson: -107.722\tvalid_0's l1: 11.2718\n",
"[44]\tvalid_0's poisson: -107.672\tvalid_0's l1: 11.256\n",
"[45]\tvalid_0's poisson: -107.653\tvalid_0's l1: 11.2243\n",
"[46]\tvalid_0's poisson: -107.691\tvalid_0's l1: 11.2142\n",
"[47]\tvalid_0's poisson: -107.692\tvalid_0's l1: 11.21\n",
"[48]\tvalid_0's poisson: -107.682\tvalid_0's l1: 11.1913\n",
"[49]\tvalid_0's poisson: -107.672\tvalid_0's l1: 11.0749\n",
"[50]\tvalid_0's poisson: -107.659\tvalid_0's l1: 11.0533\n",
"[51]\tvalid_0's poisson: -107.697\tvalid_0's l1: 11.0569\n",
"[52]\tvalid_0's poisson: -107.653\tvalid_0's l1: 11.0513\n",
"[53]\tvalid_0's poisson: -107.621\tvalid_0's l1: 11.0469\n",
"[54]\tvalid_0's poisson: -107.57\tvalid_0's l1: 11.039\n",
"[55]\tvalid_0's poisson: -107.553\tvalid_0's l1: 11.0361\n",
"[56]\tvalid_0's poisson: -107.597\tvalid_0's l1: 11.0325\n",
"[57]\tvalid_0's poisson: -107.651\tvalid_0's l1: 11.0218\n",
"[58]\tvalid_0's poisson: -107.643\tvalid_0's l1: 11.0171\n",
"[59]\tvalid_0's poisson: -107.678\tvalid_0's l1: 10.959\n",
"[60]\tvalid_0's poisson: -107.699\tvalid_0's l1: 10.9465\n",
"[61]\tvalid_0's poisson: -107.698\tvalid_0's l1: 10.9236\n",
"[62]\tvalid_0's poisson: -107.7\tvalid_0's l1: 10.8281\n",
"[63]\tvalid_0's poisson: -107.738\tvalid_0's l1: 10.8238\n",
"[64]\tvalid_0's poisson: -107.717\tvalid_0's l1: 10.8049\n",
"[65]\tvalid_0's poisson: -107.721\tvalid_0's l1: 10.8016\n",
"[66]\tvalid_0's poisson: -107.708\tvalid_0's l1: 10.8022\n",
"[67]\tvalid_0's poisson: -107.704\tvalid_0's l1: 10.7935\n",
"[68]\tvalid_0's poisson: -107.648\tvalid_0's l1: 10.7834\n",
"[69]\tvalid_0's poisson: -107.649\tvalid_0's l1: 10.7805\n",
"[70]\tvalid_0's poisson: -107.548\tvalid_0's l1: 10.7762\n",
"[71]\tvalid_0's poisson: -107.537\tvalid_0's l1: 10.775\n",
"[72]\tvalid_0's poisson: -107.54\tvalid_0's l1: 10.7742\n",
"[73]\tvalid_0's poisson: -107.562\tvalid_0's l1: 10.7681\n",
"[74]\tvalid_0's poisson: -107.576\tvalid_0's l1: 10.7663\n",
"[75]\tvalid_0's poisson: -107.664\tvalid_0's l1: 10.7519\n",
"[76]\tvalid_0's poisson: -107.684\tvalid_0's l1: 10.7413\n",
"[77]\tvalid_0's poisson: -107.687\tvalid_0's l1: 10.7404\n",
"[78]\tvalid_0's poisson: -107.662\tvalid_0's l1: 10.736\n",
"[79]\tvalid_0's poisson: -107.685\tvalid_0's l1: 10.7327\n",
"[80]\tvalid_0's poisson: -107.652\tvalid_0's l1: 10.7292\n",
"[81]\tvalid_0's poisson: -107.664\tvalid_0's l1: 10.7258\n",
"[82]\tvalid_0's poisson: -107.674\tvalid_0's l1: 10.7239\n",
"[83]\tvalid_0's poisson: -107.67\tvalid_0's l1: 10.7229\n",
"[84]\tvalid_0's poisson: -107.653\tvalid_0's l1: 10.6908\n",
"[85]\tvalid_0's poisson: -107.67\tvalid_0's l1: 10.6951\n",
"[86]\tvalid_0's poisson: -107.737\tvalid_0's l1: 10.694\n",
"[87]\tvalid_0's poisson: -107.678\tvalid_0's l1: 10.6944\n",
"[88]\tvalid_0's poisson: -107.684\tvalid_0's l1: 10.69\n",
"[89]\tvalid_0's poisson: -107.697\tvalid_0's l1: 10.6808\n",
"[90]\tvalid_0's poisson: -107.699\tvalid_0's l1: 10.6804\n",
"[91]\tvalid_0's poisson: -107.676\tvalid_0's l1: 10.6725\n",
"[92]\tvalid_0's poisson: -107.66\tvalid_0's l1: 10.6571\n",
"[93]\tvalid_0's poisson: -107.658\tvalid_0's l1: 10.6552\n",
"[94]\tvalid_0's poisson: -107.657\tvalid_0's l1: 10.6466\n",
"[95]\tvalid_0's poisson: -107.645\tvalid_0's l1: 10.6478\n",
"[96]\tvalid_0's poisson: -107.382\tvalid_0's l1: 10.6432\n",
"[97]\tvalid_0's poisson: -107.39\tvalid_0's l1: 10.6396\n",
"[98]\tvalid_0's poisson: -107.391\tvalid_0's l1: 10.635\n",
"[99]\tvalid_0's poisson: -107.387\tvalid_0's l1: 10.6349\n",
"[100]\tvalid_0's poisson: -107.387\tvalid_0's l1: 10.6353\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1772\tvalid_0's l1: 29.0753\n",
"[2]\tvalid_0's poisson: -81.9273\tvalid_0's l1: 28.7997\n",
"[3]\tvalid_0's poisson: -82.6368\tvalid_0's l1: 28.5292\n",
"[4]\tvalid_0's poisson: -83.3087\tvalid_0's l1: 28.2648\n",
"[5]\tvalid_0's poisson: -83.9753\tvalid_0's l1: 27.9983\n",
"[6]\tvalid_0's poisson: -84.6296\tvalid_0's l1: 27.7348\n",
"[7]\tvalid_0's poisson: -85.2489\tvalid_0's l1: 27.4781\n",
"[8]\tvalid_0's poisson: -85.8642\tvalid_0's l1: 27.2187\n",
"[9]\tvalid_0's poisson: -86.4478\tvalid_0's l1: 26.9648\n",
"[10]\tvalid_0's poisson: -86.9656\tvalid_0's l1: 26.7258\n",
"[11]\tvalid_0's poisson: -87.4701\tvalid_0's l1: 26.4894\n",
"[12]\tvalid_0's poisson: -87.9743\tvalid_0's l1: 26.2524\n",
"[13]\tvalid_0's poisson: -88.4584\tvalid_0's l1: 26.0209\n",
"[14]\tvalid_0's poisson: -88.885\tvalid_0's l1: 25.8038\n",
"[15]\tvalid_0's poisson: -89.33\tvalid_0's l1: 25.5829\n",
"[16]\tvalid_0's poisson: -89.7469\tvalid_0's l1: 25.3698\n",
"[17]\tvalid_0's poisson: -90.1383\tvalid_0's l1: 25.1619\n",
"[18]\tvalid_0's poisson: -90.5125\tvalid_0's l1: 24.959\n",
"[19]\tvalid_0's poisson: -90.8589\tvalid_0's l1: 24.7703\n",
"[20]\tvalid_0's poisson: -91.1931\tvalid_0's l1: 24.5815\n",
"[21]\tvalid_0's poisson: -91.5144\tvalid_0's l1: 24.3983\n",
"[22]\tvalid_0's poisson: -91.8317\tvalid_0's l1: 24.2187\n",
"[23]\tvalid_0's poisson: -92.1362\tvalid_0's l1: 24.0438\n",
"[24]\tvalid_0's poisson: -92.4287\tvalid_0's l1: 23.8725\n",
"[25]\tvalid_0's poisson: -92.7407\tvalid_0's l1: 23.6969\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -93.0656\tvalid_0's l1: 23.5161\n",
"[27]\tvalid_0's poisson: -93.3407\tvalid_0's l1: 23.3529\n",
"[28]\tvalid_0's poisson: -93.5932\tvalid_0's l1: 23.1968\n",
"[29]\tvalid_0's poisson: -93.8468\tvalid_0's l1: 23.0428\n",
"[30]\tvalid_0's poisson: -94.1057\tvalid_0's l1: 22.8876\n",
"[31]\tvalid_0's poisson: -94.3864\tvalid_0's l1: 22.724\n",
"[32]\tvalid_0's poisson: -94.6315\tvalid_0's l1: 22.5734\n",
"[33]\tvalid_0's poisson: -95.0977\tvalid_0's l1: 22.3759\n",
"[34]\tvalid_0's poisson: -95.3431\tvalid_0's l1: 22.2273\n",
"[35]\tvalid_0's poisson: -95.768\tvalid_0's l1: 22.0394\n",
"[36]\tvalid_0's poisson: -95.9625\tvalid_0's l1: 21.9091\n",
"[37]\tvalid_0's poisson: -96.1499\tvalid_0's l1: 21.7828\n",
"[38]\tvalid_0's poisson: -96.3311\tvalid_0's l1: 21.659\n",
"[39]\tvalid_0's poisson: -96.7262\tvalid_0's l1: 21.4723\n",
"[40]\tvalid_0's poisson: -97.0973\tvalid_0's l1: 21.2907\n",
"[41]\tvalid_0's poisson: -97.4592\tvalid_0's l1: 21.1129\n",
"[42]\tvalid_0's poisson: -97.6035\tvalid_0's l1: 21.007\n",
"[43]\tvalid_0's poisson: -97.927\tvalid_0's l1: 20.8384\n",
"[44]\tvalid_0's poisson: -98.2406\tvalid_0's l1: 20.6706\n",
"[45]\tvalid_0's poisson: -98.5541\tvalid_0's l1: 20.507\n",
"[46]\tvalid_0's poisson: -98.8169\tvalid_0's l1: 20.3543\n",
"[47]\tvalid_0's poisson: -99.1086\tvalid_0's l1: 20.1897\n",
"[48]\tvalid_0's poisson: -99.3686\tvalid_0's l1: 20.0384\n",
"[49]\tvalid_0's poisson: -99.5956\tvalid_0's l1: 19.9064\n",
"[50]\tvalid_0's poisson: -99.8065\tvalid_0's l1: 19.7723\n",
"[51]\tvalid_0's poisson: -100.047\tvalid_0's l1: 19.6322\n",
"[52]\tvalid_0's poisson: -100.246\tvalid_0's l1: 19.5064\n",
"[53]\tvalid_0's poisson: -100.468\tvalid_0's l1: 19.3624\n",
"[54]\tvalid_0's poisson: -100.667\tvalid_0's l1: 19.2276\n",
"[55]\tvalid_0's poisson: -100.863\tvalid_0's l1: 19.0931\n",
"[56]\tvalid_0's poisson: -101.035\tvalid_0's l1: 18.966\n",
"[57]\tvalid_0's poisson: -101.199\tvalid_0's l1: 18.8549\n",
"[58]\tvalid_0's poisson: -101.356\tvalid_0's l1: 18.7466\n",
"[59]\tvalid_0's poisson: -101.455\tvalid_0's l1: 18.6539\n",
"[60]\tvalid_0's poisson: -101.607\tvalid_0's l1: 18.5353\n",
"[61]\tvalid_0's poisson: -101.77\tvalid_0's l1: 18.4146\n",
"[62]\tvalid_0's poisson: -101.854\tvalid_0's l1: 18.3407\n",
"[63]\tvalid_0's poisson: -101.939\tvalid_0's l1: 18.2631\n",
"[64]\tvalid_0's poisson: -102.102\tvalid_0's l1: 18.143\n",
"[65]\tvalid_0's poisson: -102.241\tvalid_0's l1: 18.0306\n",
"[66]\tvalid_0's poisson: -102.315\tvalid_0's l1: 17.9635\n",
"[67]\tvalid_0's poisson: -102.394\tvalid_0's l1: 17.8933\n",
"[68]\tvalid_0's poisson: -102.476\tvalid_0's l1: 17.8165\n",
"[69]\tvalid_0's poisson: -102.586\tvalid_0's l1: 17.7261\n",
"[70]\tvalid_0's poisson: -102.667\tvalid_0's l1: 17.6524\n",
"[71]\tvalid_0's poisson: -102.778\tvalid_0's l1: 17.5597\n",
"[72]\tvalid_0's poisson: -102.902\tvalid_0's l1: 17.4684\n",
"[73]\tvalid_0's poisson: -103.024\tvalid_0's l1: 17.383\n",
"[74]\tvalid_0's poisson: -103.134\tvalid_0's l1: 17.2883\n",
"[75]\tvalid_0's poisson: -103.24\tvalid_0's l1: 17.1981\n",
"[76]\tvalid_0's poisson: -103.342\tvalid_0's l1: 17.11\n",
"[77]\tvalid_0's poisson: -103.467\tvalid_0's l1: 17.0087\n",
"[78]\tvalid_0's poisson: -103.567\tvalid_0's l1: 16.9199\n",
"[79]\tvalid_0's poisson: -103.653\tvalid_0's l1: 16.8415\n",
"[80]\tvalid_0's poisson: -103.767\tvalid_0's l1: 16.7563\n",
"[81]\tvalid_0's poisson: -103.874\tvalid_0's l1: 16.6641\n",
"[82]\tvalid_0's poisson: -103.989\tvalid_0's l1: 16.5742\n",
"[83]\tvalid_0's poisson: -104.095\tvalid_0's l1: 16.4835\n",
"[84]\tvalid_0's poisson: -104.168\tvalid_0's l1: 16.4206\n",
"[85]\tvalid_0's poisson: -104.245\tvalid_0's l1: 16.3447\n",
"[86]\tvalid_0's poisson: -104.288\tvalid_0's l1: 16.2983\n",
"[87]\tvalid_0's poisson: -104.333\tvalid_0's l1: 16.2529\n",
"[88]\tvalid_0's poisson: -104.427\tvalid_0's l1: 16.167\n",
"[89]\tvalid_0's poisson: -104.483\tvalid_0's l1: 16.1095\n",
"[90]\tvalid_0's poisson: -104.548\tvalid_0's l1: 16.043\n",
"[91]\tvalid_0's poisson: -104.64\tvalid_0's l1: 15.9664\n",
"[92]\tvalid_0's poisson: -104.678\tvalid_0's l1: 15.9232\n",
"[93]\tvalid_0's poisson: -104.762\tvalid_0's l1: 15.849\n",
"[94]\tvalid_0's poisson: -104.817\tvalid_0's l1: 15.7967\n",
"[95]\tvalid_0's poisson: -104.854\tvalid_0's l1: 15.7555\n",
"[96]\tvalid_0's poisson: -104.931\tvalid_0's l1: 15.6807\n",
"[97]\tvalid_0's poisson: -105.006\tvalid_0's l1: 15.6074\n",
"[98]\tvalid_0's poisson: -105.078\tvalid_0's l1: 15.5354\n",
"[99]\tvalid_0's poisson: -105.134\tvalid_0's l1: 15.4789\n",
"[100]\tvalid_0's poisson: -105.17\tvalid_0's l1: 15.4392\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1966\tvalid_0's l1: 29.0683\n",
"[2]\tvalid_0's poisson: -81.9439\tvalid_0's l1: 28.7914\n",
"[3]\tvalid_0's poisson: -82.6846\tvalid_0's l1: 28.5148\n",
"[4]\tvalid_0's poisson: -83.3841\tvalid_0's l1: 28.2442\n",
"[5]\tvalid_0's poisson: -84.0526\tvalid_0's l1: 27.9775\n",
"[6]\tvalid_0's poisson: -84.6681\tvalid_0's l1: 27.718\n",
"[7]\tvalid_0's poisson: -85.295\tvalid_0's l1: 27.4554\n",
"[8]\tvalid_0's poisson: -85.9144\tvalid_0's l1: 27.1943\n",
"[9]\tvalid_0's poisson: -86.4813\tvalid_0's l1: 26.9466\n",
"[10]\tvalid_0's poisson: -87.0375\tvalid_0's l1: 26.7015\n",
"[11]\tvalid_0's poisson: -87.5326\tvalid_0's l1: 26.4665\n",
"[12]\tvalid_0's poisson: -88.0376\tvalid_0's l1: 26.2306\n",
"[13]\tvalid_0's poisson: -88.5185\tvalid_0's l1: 26.0002\n",
"[14]\tvalid_0's poisson: -88.9594\tvalid_0's l1: 25.7777\n",
"[15]\tvalid_0's poisson: -89.3942\tvalid_0's l1: 25.5599\n",
"[16]\tvalid_0's poisson: -89.8138\tvalid_0's l1: 25.3446\n",
"[17]\tvalid_0's poisson: -90.1989\tvalid_0's l1: 25.1386\n",
"[18]\tvalid_0's poisson: -90.5851\tvalid_0's l1: 24.9351\n",
"[19]\tvalid_0's poisson: -90.929\tvalid_0's l1: 24.7438\n",
"[20]\tvalid_0's poisson: -91.2683\tvalid_0's l1: 24.5531\n",
"[21]\tvalid_0's poisson: -91.5956\tvalid_0's l1: 24.3669\n",
"[22]\tvalid_0's poisson: -91.9522\tvalid_0's l1: 24.1737\n",
"[23]\tvalid_0's poisson: -92.2721\tvalid_0's l1: 23.9912\n",
"[24]\tvalid_0's poisson: -92.5621\tvalid_0's l1: 23.818\n",
"[25]\tvalid_0's poisson: -92.8421\tvalid_0's l1: 23.6507\n",
"[26]\tvalid_0's poisson: -93.1113\tvalid_0's l1: 23.4876\n",
"[27]\tvalid_0's poisson: -93.3841\tvalid_0's l1: 23.3275\n",
"[28]\tvalid_0's poisson: -93.6806\tvalid_0's l1: 23.1617\n",
"[29]\tvalid_0's poisson: -93.9603\tvalid_0's l1: 22.9974\n",
"[30]\tvalid_0's poisson: -94.2516\tvalid_0's l1: 22.8325\n",
"[31]\tvalid_0's poisson: -94.5187\tvalid_0's l1: 22.6714\n",
"[32]\tvalid_0's poisson: -94.7857\tvalid_0's l1: 22.5143\n",
"[33]\tvalid_0's poisson: -95.0324\tvalid_0's l1: 22.3675\n",
"[34]\tvalid_0's poisson: -95.2864\tvalid_0's l1: 22.2139\n",
"[35]\tvalid_0's poisson: -95.4939\tvalid_0's l1: 22.0813\n",
"[36]\tvalid_0's poisson: -95.9259\tvalid_0's l1: 21.8949\n",
"[37]\tvalid_0's poisson: -96.2979\tvalid_0's l1: 21.7246\n",
"[38]\tvalid_0's poisson: -96.4733\tvalid_0's l1: 21.6016\n",
"[39]\tvalid_0's poisson: -96.6514\tvalid_0's l1: 21.4794\n",
"[40]\tvalid_0's poisson: -96.8317\tvalid_0's l1: 21.3584\n",
"[41]\tvalid_0's poisson: -97.2078\tvalid_0's l1: 21.178\n",
"[42]\tvalid_0's poisson: -97.5611\tvalid_0's l1: 21.002\n",
"[43]\tvalid_0's poisson: -97.8722\tvalid_0's l1: 20.8325\n",
"[44]\tvalid_0's poisson: -98.1876\tvalid_0's l1: 20.6656\n",
"[45]\tvalid_0's poisson: -98.48\tvalid_0's l1: 20.5\n",
"[46]\tvalid_0's poisson: -98.6115\tvalid_0's l1: 20.3942\n",
"[47]\tvalid_0's poisson: -98.8721\tvalid_0's l1: 20.2529\n",
"[48]\tvalid_0's poisson: -99.1408\tvalid_0's l1: 20.0999\n",
"[49]\tvalid_0's poisson: -99.3402\tvalid_0's l1: 19.9744\n",
"[50]\tvalid_0's poisson: -99.587\tvalid_0's l1: 19.8275\n",
"[51]\tvalid_0's poisson: -99.8059\tvalid_0's l1: 19.7005\n",
"[52]\tvalid_0's poisson: -99.9195\tvalid_0's l1: 19.6063\n",
"[53]\tvalid_0's poisson: -100.031\tvalid_0's l1: 19.5133\n",
"[54]\tvalid_0's poisson: -100.223\tvalid_0's l1: 19.3906\n",
"[55]\tvalid_0's poisson: -100.418\tvalid_0's l1: 19.2726\n",
"[56]\tvalid_0's poisson: -100.613\tvalid_0's l1: 19.1383\n",
"[57]\tvalid_0's poisson: -100.721\tvalid_0's l1: 19.0395\n",
"[58]\tvalid_0's poisson: -100.872\tvalid_0's l1: 18.9276\n",
"[59]\tvalid_0's poisson: -101.067\tvalid_0's l1: 18.7929\n",
"[60]\tvalid_0's poisson: -101.157\tvalid_0's l1: 18.7146\n",
"[61]\tvalid_0's poisson: -101.322\tvalid_0's l1: 18.5925\n",
"[62]\tvalid_0's poisson: -101.479\tvalid_0's l1: 18.4731\n",
"[63]\tvalid_0's poisson: -101.636\tvalid_0's l1: 18.3662\n",
"[64]\tvalid_0's poisson: -101.819\tvalid_0's l1: 18.2331\n",
"[65]\tvalid_0's poisson: -101.913\tvalid_0's l1: 18.1482\n",
"[66]\tvalid_0's poisson: -102.058\tvalid_0's l1: 18.0468\n",
"[67]\tvalid_0's poisson: -102.226\tvalid_0's l1: 17.9216\n",
"[68]\tvalid_0's poisson: -102.391\tvalid_0's l1: 17.7974\n",
"[69]\tvalid_0's poisson: -102.474\tvalid_0's l1: 17.7194\n",
"[70]\tvalid_0's poisson: -102.599\tvalid_0's l1: 17.6263\n",
"[71]\tvalid_0's poisson: -102.732\tvalid_0's l1: 17.5209\n",
"[72]\tvalid_0's poisson: -102.794\tvalid_0's l1: 17.4589\n",
"[73]\tvalid_0's poisson: -102.938\tvalid_0's l1: 17.3471\n",
"[74]\tvalid_0's poisson: -103.078\tvalid_0's l1: 17.2368\n",
"[75]\tvalid_0's poisson: -103.142\tvalid_0's l1: 17.175\n",
"[76]\tvalid_0's poisson: -103.197\tvalid_0's l1: 17.1189\n",
"[77]\tvalid_0's poisson: -103.251\tvalid_0's l1: 17.0667\n",
"[78]\tvalid_0's poisson: -103.35\tvalid_0's l1: 16.9894\n",
"[79]\tvalid_0's poisson: -103.485\tvalid_0's l1: 16.8893\n",
"[80]\tvalid_0's poisson: -103.538\tvalid_0's l1: 16.8358\n",
"[81]\tvalid_0's poisson: -103.593\tvalid_0's l1: 16.7822\n",
"[82]\tvalid_0's poisson: -103.646\tvalid_0's l1: 16.7309\n",
"[83]\tvalid_0's poisson: -103.746\tvalid_0's l1: 16.6534\n",
"[84]\tvalid_0's poisson: -103.795\tvalid_0's l1: 16.6041\n",
"[85]\tvalid_0's poisson: -103.874\tvalid_0's l1: 16.5357\n",
"[86]\tvalid_0's poisson: -103.989\tvalid_0's l1: 16.4406\n",
"[87]\tvalid_0's poisson: -104.091\tvalid_0's l1: 16.3511\n",
"[88]\tvalid_0's poisson: -104.193\tvalid_0's l1: 16.2622\n",
"[89]\tvalid_0's poisson: -104.274\tvalid_0's l1: 16.1977\n",
"[90]\tvalid_0's poisson: -104.355\tvalid_0's l1: 16.131\n",
"[91]\tvalid_0's poisson: -104.452\tvalid_0's l1: 16.0452\n",
"[92]\tvalid_0's poisson: -104.533\tvalid_0's l1: 15.9767\n",
"[93]\tvalid_0's poisson: -104.624\tvalid_0's l1: 15.8942\n",
"[94]\tvalid_0's poisson: -104.694\tvalid_0's l1: 15.8289\n",
"[95]\tvalid_0's poisson: -104.78\tvalid_0's l1: 15.7534\n",
"[96]\tvalid_0's poisson: -104.821\tvalid_0's l1: 15.7095\n",
"[97]\tvalid_0's poisson: -104.902\tvalid_0's l1: 15.6312\n",
"[98]\tvalid_0's poisson: -104.935\tvalid_0's l1: 15.5951\n",
"[99]\tvalid_0's poisson: -104.989\tvalid_0's l1: 15.5382\n",
"[100]\tvalid_0's poisson: -105.026\tvalid_0's l1: 15.4928\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.199\tvalid_0's l1: 29.0687\n",
"[2]\tvalid_0's poisson: -81.9678\tvalid_0's l1: 28.7877\n",
"[3]\tvalid_0's poisson: -82.6942\tvalid_0's l1: 28.5119\n",
"[4]\tvalid_0's poisson: -83.382\tvalid_0's l1: 28.2413\n",
"[5]\tvalid_0's poisson: -84.044\tvalid_0's l1: 27.9757\n",
"[6]\tvalid_0's poisson: -84.7066\tvalid_0's l1: 27.7071\n",
"[7]\tvalid_0's poisson: -85.351\tvalid_0's l1: 27.4423\n",
"[8]\tvalid_0's poisson: -85.9481\tvalid_0's l1: 27.186\n",
"[9]\tvalid_0's poisson: -86.5132\tvalid_0's l1: 26.9377\n",
"[10]\tvalid_0's poisson: -87.0206\tvalid_0's l1: 26.7024\n",
"[11]\tvalid_0's poisson: -87.5477\tvalid_0's l1: 26.4618\n",
"[12]\tvalid_0's poisson: -88.0688\tvalid_0's l1: 26.2219\n",
"[13]\tvalid_0's poisson: -88.5462\tvalid_0's l1: 25.9925\n",
"[14]\tvalid_0's poisson: -88.9985\tvalid_0's l1: 25.7707\n",
"[15]\tvalid_0's poisson: -89.4306\tvalid_0's l1: 25.5543\n",
"[16]\tvalid_0's poisson: -89.8248\tvalid_0's l1: 25.3437\n",
"[17]\tvalid_0's poisson: -90.2119\tvalid_0's l1: 25.1372\n",
"[18]\tvalid_0's poisson: -90.5864\tvalid_0's l1: 24.9362\n",
"[19]\tvalid_0's poisson: -90.9411\tvalid_0's l1: 24.7433\n",
"[20]\tvalid_0's poisson: -91.2805\tvalid_0's l1: 24.5534\n",
"[21]\tvalid_0's poisson: -91.6561\tvalid_0's l1: 24.3542\n",
"[22]\tvalid_0's poisson: -91.9834\tvalid_0's l1: 24.1718\n",
"[23]\tvalid_0's poisson: -92.2834\tvalid_0's l1: 23.9967\n",
"[24]\tvalid_0's poisson: -92.5795\tvalid_0's l1: 23.8249\n",
"[25]\tvalid_0's poisson: -92.857\tvalid_0's l1: 23.6596\n",
"[26]\tvalid_0's poisson: -93.1262\tvalid_0's l1: 23.4978\n",
"[27]\tvalid_0's poisson: -93.3852\tvalid_0's l1: 23.3413\n",
"[28]\tvalid_0's poisson: -93.6866\tvalid_0's l1: 23.1709\n",
"[29]\tvalid_0's poisson: -93.9593\tvalid_0's l1: 23.0121\n",
"[30]\tvalid_0's poisson: -94.1905\tvalid_0's l1: 22.8673\n",
"[31]\tvalid_0's poisson: -94.4558\tvalid_0's l1: 22.7094\n",
"[32]\tvalid_0's poisson: -94.7032\tvalid_0's l1: 22.5599\n",
"[33]\tvalid_0's poisson: -94.9725\tvalid_0's l1: 22.4055\n",
"[34]\tvalid_0's poisson: -95.4786\tvalid_0's l1: 22.1923\n",
"[35]\tvalid_0's poisson: -95.9511\tvalid_0's l1: 21.9849\n",
"[36]\tvalid_0's poisson: -96.3688\tvalid_0's l1: 21.7924\n",
"[37]\tvalid_0's poisson: -96.7612\tvalid_0's l1: 21.6047\n",
"[38]\tvalid_0's poisson: -96.9322\tvalid_0's l1: 21.4795\n",
"[39]\tvalid_0's poisson: -97.0975\tvalid_0's l1: 21.3573\n",
"[40]\tvalid_0's poisson: -97.2957\tvalid_0's l1: 21.2267\n",
"[41]\tvalid_0's poisson: -97.4479\tvalid_0's l1: 21.1166\n",
"[42]\tvalid_0's poisson: -97.7949\tvalid_0's l1: 20.9377\n",
"[43]\tvalid_0's poisson: -98.1274\tvalid_0's l1: 20.7613\n",
"[44]\tvalid_0's poisson: -98.3935\tvalid_0's l1: 20.6126\n",
"[45]\tvalid_0's poisson: -98.6972\tvalid_0's l1: 20.4432\n",
"[46]\tvalid_0's poisson: -98.9366\tvalid_0's l1: 20.2975\n",
"[47]\tvalid_0's poisson: -99.2034\tvalid_0's l1: 20.141\n",
"[48]\tvalid_0's poisson: -99.4525\tvalid_0's l1: 19.9941\n",
"[49]\tvalid_0's poisson: -99.7053\tvalid_0's l1: 19.8419\n",
"[50]\tvalid_0's poisson: -99.9196\tvalid_0's l1: 19.7114\n",
"[51]\tvalid_0's poisson: -100.152\tvalid_0's l1: 19.5645\n",
"[52]\tvalid_0's poisson: -100.348\tvalid_0's l1: 19.4406\n",
"[53]\tvalid_0's poisson: -100.572\tvalid_0's l1: 19.295\n",
"[54]\tvalid_0's poisson: -100.754\tvalid_0's l1: 19.1768\n",
"[55]\tvalid_0's poisson: -100.867\tvalid_0's l1: 19.0778\n",
"[56]\tvalid_0's poisson: -100.966\tvalid_0's l1: 18.9893\n",
"[57]\tvalid_0's poisson: -101.073\tvalid_0's l1: 18.8989\n",
"[58]\tvalid_0's poisson: -101.248\tvalid_0's l1: 18.7815\n",
"[59]\tvalid_0's poisson: -101.444\tvalid_0's l1: 18.6436\n",
"[60]\tvalid_0's poisson: -101.609\tvalid_0's l1: 18.5292\n",
"[61]\tvalid_0's poisson: -101.703\tvalid_0's l1: 18.4428\n",
"[62]\tvalid_0's poisson: -101.836\tvalid_0's l1: 18.338\n",
"[63]\tvalid_0's poisson: -101.997\tvalid_0's l1: 18.2164\n",
"[64]\tvalid_0's poisson: -102.15\tvalid_0's l1: 18.0996\n",
"[65]\tvalid_0's poisson: -102.318\tvalid_0's l1: 17.9711\n",
"[66]\tvalid_0's poisson: -102.448\tvalid_0's l1: 17.876\n",
"[67]\tvalid_0's poisson: -102.603\tvalid_0's l1: 17.7528\n",
"[68]\tvalid_0's poisson: -102.759\tvalid_0's l1: 17.6312\n",
"[69]\tvalid_0's poisson: -102.825\tvalid_0's l1: 17.5684\n",
"[70]\tvalid_0's poisson: -102.973\tvalid_0's l1: 17.4514\n",
"[71]\tvalid_0's poisson: -103.093\tvalid_0's l1: 17.3485\n",
"[72]\tvalid_0's poisson: -103.208\tvalid_0's l1: 17.249\n",
"[73]\tvalid_0's poisson: -103.347\tvalid_0's l1: 17.1458\n",
"[74]\tvalid_0's poisson: -103.457\tvalid_0's l1: 17.0496\n",
"[75]\tvalid_0's poisson: -103.586\tvalid_0's l1: 16.9521\n",
"[76]\tvalid_0's poisson: -103.707\tvalid_0's l1: 16.8558\n",
"[77]\tvalid_0's poisson: -103.816\tvalid_0's l1: 16.761\n",
"[78]\tvalid_0's poisson: -103.909\tvalid_0's l1: 16.6722\n",
"[79]\tvalid_0's poisson: -104.001\tvalid_0's l1: 16.5845\n",
"[80]\tvalid_0's poisson: -104.089\tvalid_0's l1: 16.5001\n",
"[81]\tvalid_0's poisson: -104.194\tvalid_0's l1: 16.4143\n",
"[82]\tvalid_0's poisson: -104.288\tvalid_0's l1: 16.3278\n",
"[83]\tvalid_0's poisson: -104.338\tvalid_0's l1: 16.2746\n",
"[84]\tvalid_0's poisson: -104.414\tvalid_0's l1: 16.2062\n",
"[85]\tvalid_0's poisson: -104.469\tvalid_0's l1: 16.1521\n",
"[86]\tvalid_0's poisson: -104.524\tvalid_0's l1: 16.0969\n",
"[87]\tvalid_0's poisson: -104.593\tvalid_0's l1: 16.0337\n",
"[88]\tvalid_0's poisson: -104.662\tvalid_0's l1: 15.9705\n",
"[89]\tvalid_0's poisson: -104.706\tvalid_0's l1: 15.9219\n",
"[90]\tvalid_0's poisson: -104.778\tvalid_0's l1: 15.8578\n",
"[91]\tvalid_0's poisson: -104.85\tvalid_0's l1: 15.7917\n",
"[92]\tvalid_0's poisson: -104.917\tvalid_0's l1: 15.7206\n",
"[93]\tvalid_0's poisson: -104.959\tvalid_0's l1: 15.6755\n",
"[94]\tvalid_0's poisson: -105.007\tvalid_0's l1: 15.6271\n",
"[95]\tvalid_0's poisson: -105.07\tvalid_0's l1: 15.5643\n",
"[96]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4882\n",
"[97]\tvalid_0's poisson: -105.215\tvalid_0's l1: 15.4138\n",
"[98]\tvalid_0's poisson: -105.284\tvalid_0's l1: 15.3429\n",
"[99]\tvalid_0's poisson: -105.35\tvalid_0's l1: 15.2738\n",
"[100]\tvalid_0's poisson: -105.387\tvalid_0's l1: 15.2317\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1795\tvalid_0's l1: 29.0746\n",
"[2]\tvalid_0's poisson: -81.9558\tvalid_0's l1: 28.7943\n",
"[3]\tvalid_0's poisson: -82.6843\tvalid_0's l1: 28.5197\n",
"[4]\tvalid_0's poisson: -83.3785\tvalid_0's l1: 28.2493\n",
"[5]\tvalid_0's poisson: -84.0356\tvalid_0's l1: 27.9846\n",
"[6]\tvalid_0's poisson: -84.7066\tvalid_0's l1: 27.7145\n",
"[7]\tvalid_0's poisson: -85.3246\tvalid_0's l1: 27.4558\n",
"[8]\tvalid_0's poisson: -85.9259\tvalid_0's l1: 27.1993\n",
"[9]\tvalid_0's poisson: -86.5034\tvalid_0's l1: 26.9479\n",
"[10]\tvalid_0's poisson: -87.0338\tvalid_0's l1: 26.7081\n",
"[11]\tvalid_0's poisson: -87.5573\tvalid_0's l1: 26.4665\n",
"[12]\tvalid_0's poisson: -88.055\tvalid_0's l1: 26.2315\n",
"[13]\tvalid_0's poisson: -88.5301\tvalid_0's l1: 26.001\n",
"[14]\tvalid_0's poisson: -89.0083\tvalid_0's l1: 25.7695\n",
"[15]\tvalid_0's poisson: -89.4521\tvalid_0's l1: 25.5499\n",
"[16]\tvalid_0's poisson: -89.8562\tvalid_0's l1: 25.3377\n",
"[17]\tvalid_0's poisson: -90.2434\tvalid_0's l1: 25.13\n",
"[18]\tvalid_0's poisson: -90.6138\tvalid_0's l1: 24.9284\n",
"[19]\tvalid_0's poisson: -90.9728\tvalid_0's l1: 24.7323\n",
"[20]\tvalid_0's poisson: -91.3171\tvalid_0's l1: 24.539\n",
"[21]\tvalid_0's poisson: -91.6458\tvalid_0's l1: 24.3539\n",
"[22]\tvalid_0's poisson: -91.9488\tvalid_0's l1: 24.1746\n",
"[23]\tvalid_0's poisson: -92.2775\tvalid_0's l1: 23.9891\n",
"[24]\tvalid_0's poisson: -92.56\tvalid_0's l1: 23.8183\n",
"[25]\tvalid_0's poisson: -92.885\tvalid_0's l1: 23.6381\n",
"[26]\tvalid_0's poisson: -93.1454\tvalid_0's l1: 23.4776\n",
"[27]\tvalid_0's poisson: -93.4495\tvalid_0's l1: 23.3056\n",
"[28]\tvalid_0's poisson: -93.755\tvalid_0's l1: 23.1343\n",
"[29]\tvalid_0's poisson: -94.2203\tvalid_0's l1: 22.9387\n",
"[30]\tvalid_0's poisson: -94.4996\tvalid_0's l1: 22.7754\n",
"[31]\tvalid_0's poisson: -94.7227\tvalid_0's l1: 22.6289\n",
"[32]\tvalid_0's poisson: -94.9695\tvalid_0's l1: 22.4747\n",
"[33]\tvalid_0's poisson: -95.1849\tvalid_0's l1: 22.3363\n",
"[34]\tvalid_0's poisson: -95.3934\tvalid_0's l1: 22.2014\n",
"[35]\tvalid_0's poisson: -95.6172\tvalid_0's l1: 22.061\n",
"[36]\tvalid_0's poisson: -96.0482\tvalid_0's l1: 21.8706\n",
"[37]\tvalid_0's poisson: -96.446\tvalid_0's l1: 21.6872\n",
"[38]\tvalid_0's poisson: -96.8349\tvalid_0's l1: 21.4979\n",
"[39]\tvalid_0's poisson: -97.1315\tvalid_0's l1: 21.3366\n",
"[40]\tvalid_0's poisson: -97.5088\tvalid_0's l1: 21.1478\n",
"[41]\tvalid_0's poisson: -97.6781\tvalid_0's l1: 21.0239\n",
"[42]\tvalid_0's poisson: -97.9452\tvalid_0's l1: 20.8709\n",
"[43]\tvalid_0's poisson: -98.2746\tvalid_0's l1: 20.6995\n",
"[44]\tvalid_0's poisson: -98.5731\tvalid_0's l1: 20.5314\n",
"[45]\tvalid_0's poisson: -98.8221\tvalid_0's l1: 20.393\n",
"[46]\tvalid_0's poisson: -99.0767\tvalid_0's l1: 20.2469\n",
"[47]\tvalid_0's poisson: -99.3385\tvalid_0's l1: 20.0903\n",
"[48]\tvalid_0's poisson: -99.6017\tvalid_0's l1: 19.9337\n",
"[49]\tvalid_0's poisson: -99.7361\tvalid_0's l1: 19.8246\n",
"[50]\tvalid_0's poisson: -99.9806\tvalid_0's l1: 19.6768\n",
"[51]\tvalid_0's poisson: -100.089\tvalid_0's l1: 19.5808\n",
"[52]\tvalid_0's poisson: -100.191\tvalid_0's l1: 19.4952\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -100.42\tvalid_0's l1: 19.3594\n",
"[54]\tvalid_0's poisson: -100.635\tvalid_0's l1: 19.2195\n",
"[55]\tvalid_0's poisson: -100.814\tvalid_0's l1: 19.0899\n",
"[56]\tvalid_0's poisson: -101.014\tvalid_0's l1: 18.9559\n",
"[57]\tvalid_0's poisson: -101.11\tvalid_0's l1: 18.874\n",
"[58]\tvalid_0's poisson: -101.276\tvalid_0's l1: 18.75\n",
"[59]\tvalid_0's poisson: -101.436\tvalid_0's l1: 18.6266\n",
"[60]\tvalid_0's poisson: -101.531\tvalid_0's l1: 18.5417\n",
"[61]\tvalid_0's poisson: -101.632\tvalid_0's l1: 18.4568\n",
"[62]\tvalid_0's poisson: -101.807\tvalid_0's l1: 18.3324\n",
"[63]\tvalid_0's poisson: -101.983\tvalid_0's l1: 18.2015\n",
"[64]\tvalid_0's poisson: -102.151\tvalid_0's l1: 18.0758\n",
"[65]\tvalid_0's poisson: -102.334\tvalid_0's l1: 17.9522\n",
"[66]\tvalid_0's poisson: -102.489\tvalid_0's l1: 17.8332\n",
"[67]\tvalid_0's poisson: -102.637\tvalid_0's l1: 17.7182\n",
"[68]\tvalid_0's poisson: -102.712\tvalid_0's l1: 17.6481\n",
"[69]\tvalid_0's poisson: -102.835\tvalid_0's l1: 17.5431\n",
"[70]\tvalid_0's poisson: -102.99\tvalid_0's l1: 17.4265\n",
"[71]\tvalid_0's poisson: -103.134\tvalid_0's l1: 17.3152\n",
"[72]\tvalid_0's poisson: -103.198\tvalid_0's l1: 17.2519\n",
"[73]\tvalid_0's poisson: -103.251\tvalid_0's l1: 17.198\n",
"[74]\tvalid_0's poisson: -103.362\tvalid_0's l1: 17.1032\n",
"[75]\tvalid_0's poisson: -103.493\tvalid_0's l1: 17.0019\n",
"[76]\tvalid_0's poisson: -103.616\tvalid_0's l1: 16.9\n",
"[77]\tvalid_0's poisson: -103.675\tvalid_0's l1: 16.8431\n",
"[78]\tvalid_0's poisson: -103.791\tvalid_0's l1: 16.7445\n",
"[79]\tvalid_0's poisson: -103.903\tvalid_0's l1: 16.6479\n",
"[80]\tvalid_0's poisson: -103.953\tvalid_0's l1: 16.5978\n",
"[81]\tvalid_0's poisson: -104.063\tvalid_0's l1: 16.5073\n",
"[82]\tvalid_0's poisson: -104.151\tvalid_0's l1: 16.4234\n",
"[83]\tvalid_0's poisson: -104.257\tvalid_0's l1: 16.3374\n",
"[84]\tvalid_0's poisson: -104.329\tvalid_0's l1: 16.2735\n",
"[85]\tvalid_0's poisson: -104.395\tvalid_0's l1: 16.2143\n",
"[86]\tvalid_0's poisson: -104.46\tvalid_0's l1: 16.1555\n",
"[87]\tvalid_0's poisson: -104.506\tvalid_0's l1: 16.1083\n",
"[88]\tvalid_0's poisson: -104.582\tvalid_0's l1: 16.032\n",
"[89]\tvalid_0's poisson: -104.631\tvalid_0's l1: 15.9765\n",
"[90]\tvalid_0's poisson: -104.673\tvalid_0's l1: 15.9321\n",
"[91]\tvalid_0's poisson: -104.725\tvalid_0's l1: 15.8801\n",
"[92]\tvalid_0's poisson: -104.767\tvalid_0's l1: 15.8293\n",
"[93]\tvalid_0's poisson: -104.832\tvalid_0's l1: 15.7711\n",
"[94]\tvalid_0's poisson: -104.87\tvalid_0's l1: 15.7229\n",
"[95]\tvalid_0's poisson: -104.931\tvalid_0's l1: 15.6681\n",
"[96]\tvalid_0's poisson: -104.963\tvalid_0's l1: 15.6333\n",
"[97]\tvalid_0's poisson: -105.036\tvalid_0's l1: 15.5612\n",
"[98]\tvalid_0's poisson: -105.075\tvalid_0's l1: 15.5181\n",
"[99]\tvalid_0's poisson: -105.132\tvalid_0's l1: 15.462\n",
"[100]\tvalid_0's poisson: -105.165\tvalid_0's l1: 15.4249\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1796\tvalid_0's l1: 29.0742\n",
"[2]\tvalid_0's poisson: -81.9323\tvalid_0's l1: 28.7971\n",
"[3]\tvalid_0's poisson: -82.6702\tvalid_0's l1: 28.5195\n",
"[4]\tvalid_0's poisson: -83.3674\tvalid_0's l1: 28.2478\n",
"[5]\tvalid_0's poisson: -84.0419\tvalid_0's l1: 27.9798\n",
"[6]\tvalid_0's poisson: -84.6787\tvalid_0's l1: 27.7193\n",
"[7]\tvalid_0's poisson: -85.2844\tvalid_0's l1: 27.4644\n",
"[8]\tvalid_0's poisson: -85.8389\tvalid_0's l1: 27.2185\n",
"[9]\tvalid_0's poisson: -86.4109\tvalid_0's l1: 26.9688\n",
"[10]\tvalid_0's poisson: -86.9734\tvalid_0's l1: 26.721\n",
"[11]\tvalid_0's poisson: -87.4906\tvalid_0's l1: 26.4835\n",
"[12]\tvalid_0's poisson: -87.9794\tvalid_0's l1: 26.253\n",
"[13]\tvalid_0's poisson: -88.4258\tvalid_0's l1: 26.0304\n",
"[14]\tvalid_0's poisson: -88.8646\tvalid_0's l1: 25.8099\n",
"[15]\tvalid_0's poisson: -89.2959\tvalid_0's l1: 25.5932\n",
"[16]\tvalid_0's poisson: -89.6963\tvalid_0's l1: 25.3842\n",
"[17]\tvalid_0's poisson: -90.0603\tvalid_0's l1: 25.1895\n",
"[18]\tvalid_0's poisson: -90.4142\tvalid_0's l1: 24.9964\n",
"[19]\tvalid_0's poisson: -90.7679\tvalid_0's l1: 24.8051\n",
"[20]\tvalid_0's poisson: -91.1202\tvalid_0's l1: 24.614\n",
"[21]\tvalid_0's poisson: -91.4688\tvalid_0's l1: 24.4236\n",
"[22]\tvalid_0's poisson: -91.7873\tvalid_0's l1: 24.2438\n",
"[23]\tvalid_0's poisson: -92.1227\tvalid_0's l1: 24.0606\n",
"[24]\tvalid_0's poisson: -92.412\tvalid_0's l1: 23.8934\n",
"[25]\tvalid_0's poisson: -92.6882\tvalid_0's l1: 23.7286\n",
"[26]\tvalid_0's poisson: -92.9568\tvalid_0's l1: 23.5652\n",
"[27]\tvalid_0's poisson: -93.2155\tvalid_0's l1: 23.4088\n",
"[28]\tvalid_0's poisson: -93.4641\tvalid_0's l1: 23.255\n",
"[29]\tvalid_0's poisson: -93.7052\tvalid_0's l1: 23.1075\n",
"[30]\tvalid_0's poisson: -93.9484\tvalid_0's l1: 22.9583\n",
"[31]\tvalid_0's poisson: -94.2243\tvalid_0's l1: 22.8002\n",
"[32]\tvalid_0's poisson: -94.4501\tvalid_0's l1: 22.6576\n",
"[33]\tvalid_0's poisson: -94.7096\tvalid_0's l1: 22.5061\n",
"[34]\tvalid_0's poisson: -95.1874\tvalid_0's l1: 22.3065\n",
"[35]\tvalid_0's poisson: -95.3793\tvalid_0's l1: 22.1773\n",
"[36]\tvalid_0's poisson: -95.5751\tvalid_0's l1: 22.0486\n",
"[37]\tvalid_0's poisson: -95.9692\tvalid_0's l1: 21.8738\n",
"[38]\tvalid_0's poisson: -96.4066\tvalid_0's l1: 21.6755\n",
"[39]\tvalid_0's poisson: -96.8136\tvalid_0's l1: 21.484\n",
"[40]\tvalid_0's poisson: -97.177\tvalid_0's l1: 21.3037\n",
"[41]\tvalid_0's poisson: -97.5164\tvalid_0's l1: 21.1312\n",
"[42]\tvalid_0's poisson: -97.6655\tvalid_0's l1: 21.0167\n",
"[43]\tvalid_0's poisson: -97.9588\tvalid_0's l1: 20.855\n",
"[44]\tvalid_0's poisson: -98.2385\tvalid_0's l1: 20.7055\n",
"[45]\tvalid_0's poisson: -98.5324\tvalid_0's l1: 20.5406\n",
"[46]\tvalid_0's poisson: -98.8083\tvalid_0's l1: 20.383\n",
"[47]\tvalid_0's poisson: -98.9394\tvalid_0's l1: 20.2786\n",
"[48]\tvalid_0's poisson: -99.1837\tvalid_0's l1: 20.1299\n",
"[49]\tvalid_0's poisson: -99.43\tvalid_0's l1: 19.9819\n",
"[50]\tvalid_0's poisson: -99.664\tvalid_0's l1: 19.8422\n",
"[51]\tvalid_0's poisson: -99.8916\tvalid_0's l1: 19.707\n",
"[52]\tvalid_0's poisson: -100.127\tvalid_0's l1: 19.5588\n",
"[53]\tvalid_0's poisson: -100.336\tvalid_0's l1: 19.4196\n",
"[54]\tvalid_0's poisson: -100.52\tvalid_0's l1: 19.3017\n",
"[55]\tvalid_0's poisson: -100.682\tvalid_0's l1: 19.1847\n",
"[56]\tvalid_0's poisson: -100.879\tvalid_0's l1: 19.0482\n",
"[57]\tvalid_0's poisson: -100.98\tvalid_0's l1: 18.9623\n",
"[58]\tvalid_0's poisson: -101.145\tvalid_0's l1: 18.8392\n",
"[59]\tvalid_0's poisson: -101.24\tvalid_0's l1: 18.756\n",
"[60]\tvalid_0's poisson: -101.395\tvalid_0's l1: 18.6375\n",
"[61]\tvalid_0's poisson: -101.584\tvalid_0's l1: 18.4998\n",
"[62]\tvalid_0's poisson: -101.764\tvalid_0's l1: 18.3677\n",
"[63]\tvalid_0's poisson: -101.963\tvalid_0's l1: 18.2382\n",
"[64]\tvalid_0's poisson: -102.151\tvalid_0's l1: 18.1113\n",
"[65]\tvalid_0's poisson: -102.285\tvalid_0's l1: 18.0128\n",
"[66]\tvalid_0's poisson: -102.422\tvalid_0's l1: 17.9005\n",
"[67]\tvalid_0's poisson: -102.571\tvalid_0's l1: 17.7832\n",
"[68]\tvalid_0's poisson: -102.641\tvalid_0's l1: 17.7163\n",
"[69]\tvalid_0's poisson: -102.802\tvalid_0's l1: 17.5961\n",
"[70]\tvalid_0's poisson: -102.947\tvalid_0's l1: 17.4812\n",
"[71]\tvalid_0's poisson: -103.063\tvalid_0's l1: 17.3826\n",
"[72]\tvalid_0's poisson: -103.14\tvalid_0's l1: 17.31\n",
"[73]\tvalid_0's poisson: -103.203\tvalid_0's l1: 17.2487\n",
"[74]\tvalid_0's poisson: -103.342\tvalid_0's l1: 17.1413\n",
"[75]\tvalid_0's poisson: -103.459\tvalid_0's l1: 17.0429\n",
"[76]\tvalid_0's poisson: -103.581\tvalid_0's l1: 16.9402\n",
"[77]\tvalid_0's poisson: -103.652\tvalid_0's l1: 16.8695\n",
"[78]\tvalid_0's poisson: -103.773\tvalid_0's l1: 16.7759\n",
"[79]\tvalid_0's poisson: -103.891\tvalid_0's l1: 16.682\n",
"[80]\tvalid_0's poisson: -103.998\tvalid_0's l1: 16.5877\n",
"[81]\tvalid_0's poisson: -104.089\tvalid_0's l1: 16.502\n",
"[82]\tvalid_0's poisson: -104.145\tvalid_0's l1: 16.4468\n",
"[83]\tvalid_0's poisson: -104.197\tvalid_0's l1: 16.3936\n",
"[84]\tvalid_0's poisson: -104.299\tvalid_0's l1: 16.3091\n",
"[85]\tvalid_0's poisson: -104.361\tvalid_0's l1: 16.248\n",
"[86]\tvalid_0's poisson: -104.43\tvalid_0's l1: 16.178\n",
"[87]\tvalid_0's poisson: -104.5\tvalid_0's l1: 16.1151\n",
"[88]\tvalid_0's poisson: -104.576\tvalid_0's l1: 16.0406\n",
"[89]\tvalid_0's poisson: -104.623\tvalid_0's l1: 15.9918\n",
"[90]\tvalid_0's poisson: -104.673\tvalid_0's l1: 15.94\n",
"[91]\tvalid_0's poisson: -104.718\tvalid_0's l1: 15.8941\n",
"[92]\tvalid_0's poisson: -104.783\tvalid_0's l1: 15.8313\n",
"[93]\tvalid_0's poisson: -104.826\tvalid_0's l1: 15.7841\n",
"[94]\tvalid_0's poisson: -104.893\tvalid_0's l1: 15.7189\n",
"[95]\tvalid_0's poisson: -104.97\tvalid_0's l1: 15.6438\n",
"[96]\tvalid_0's poisson: -105.012\tvalid_0's l1: 15.6003\n",
"[97]\tvalid_0's poisson: -105.068\tvalid_0's l1: 15.5438\n",
"[98]\tvalid_0's poisson: -105.099\tvalid_0's l1: 15.5095\n",
"[99]\tvalid_0's poisson: -105.169\tvalid_0's l1: 15.4395\n",
"[100]\tvalid_0's poisson: -105.225\tvalid_0's l1: 15.3798\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -101.889\tvalid_0's l1: 18.1966\n",
"[2]\tvalid_0's poisson: -98.3851\tvalid_0's l1: 15.0368\n",
"[3]\tvalid_0's poisson: -105.06\tvalid_0's l1: 13.3154\n",
"[4]\tvalid_0's poisson: -105.265\tvalid_0's l1: 13.0099\n",
"[5]\tvalid_0's poisson: -103.329\tvalid_0's l1: 12.947\n",
"[6]\tvalid_0's poisson: -103.167\tvalid_0's l1: 12.1264\n",
"[7]\tvalid_0's poisson: -103.736\tvalid_0's l1: 11.9599\n",
"[8]\tvalid_0's poisson: -103.725\tvalid_0's l1: 11.8868\n",
"[9]\tvalid_0's poisson: -103.728\tvalid_0's l1: 11.7892\n",
"[10]\tvalid_0's poisson: -103.498\tvalid_0's l1: 11.7323\n",
"[11]\tvalid_0's poisson: -103.275\tvalid_0's l1: 11.6854\n",
"[12]\tvalid_0's poisson: -103.458\tvalid_0's l1: 11.6398\n",
"[13]\tvalid_0's poisson: -103.656\tvalid_0's l1: 11.5799\n",
"[14]\tvalid_0's poisson: -103.272\tvalid_0's l1: 11.537\n",
"[15]\tvalid_0's poisson: -102.771\tvalid_0's l1: 11.4976\n",
"[16]\tvalid_0's poisson: -103.124\tvalid_0's l1: 11.4705\n",
"[17]\tvalid_0's poisson: -103.057\tvalid_0's l1: 11.4471\n",
"[18]\tvalid_0's poisson: -103.077\tvalid_0's l1: 11.4136\n",
"[19]\tvalid_0's poisson: -103.523\tvalid_0's l1: 11.3078\n",
"[20]\tvalid_0's poisson: -103.367\tvalid_0's l1: 11.2883\n",
"[21]\tvalid_0's poisson: -103.306\tvalid_0's l1: 11.305\n",
"[22]\tvalid_0's poisson: -102.371\tvalid_0's l1: 11.2741\n",
"[23]\tvalid_0's poisson: -102.264\tvalid_0's l1: 11.2963\n",
"[24]\tvalid_0's poisson: -102.351\tvalid_0's l1: 11.2704\n",
"[25]\tvalid_0's poisson: -102.208\tvalid_0's l1: 11.2526\n",
"[26]\tvalid_0's poisson: -102.21\tvalid_0's l1: 11.2173\n",
"[27]\tvalid_0's poisson: -102.022\tvalid_0's l1: 11.2063\n",
"[28]\tvalid_0's poisson: -101.986\tvalid_0's l1: 11.2279\n",
"[29]\tvalid_0's poisson: -101.999\tvalid_0's l1: 11.2403\n",
"[30]\tvalid_0's poisson: -102.194\tvalid_0's l1: 11.11\n",
"[31]\tvalid_0's poisson: -102.353\tvalid_0's l1: 11.061\n",
"[32]\tvalid_0's poisson: -102.297\tvalid_0's l1: 11.0701\n",
"[33]\tvalid_0's poisson: -102.17\tvalid_0's l1: 11.0309\n",
"[34]\tvalid_0's poisson: -102.18\tvalid_0's l1: 10.9607\n",
"[35]\tvalid_0's poisson: -101.844\tvalid_0's l1: 10.965\n",
"[36]\tvalid_0's poisson: -102.051\tvalid_0's l1: 10.9293\n",
"[37]\tvalid_0's poisson: -102.011\tvalid_0's l1: 10.922\n",
"[38]\tvalid_0's poisson: -101.778\tvalid_0's l1: 10.9264\n",
"[39]\tvalid_0's poisson: -101.945\tvalid_0's l1: 10.9182\n",
"[40]\tvalid_0's poisson: -101.917\tvalid_0's l1: 10.9669\n",
"[41]\tvalid_0's poisson: -101.927\tvalid_0's l1: 10.988\n",
"[42]\tvalid_0's poisson: -101.765\tvalid_0's l1: 10.9784\n",
"[43]\tvalid_0's poisson: -101.776\tvalid_0's l1: 10.9764\n",
"[44]\tvalid_0's poisson: -101.938\tvalid_0's l1: 10.9784\n",
"[45]\tvalid_0's poisson: -101.945\tvalid_0's l1: 10.9745\n",
"[46]\tvalid_0's poisson: -101.901\tvalid_0's l1: 10.9601\n",
"[47]\tvalid_0's poisson: -101.973\tvalid_0's l1: 11.0143\n",
"[48]\tvalid_0's poisson: -101.95\tvalid_0's l1: 11.0102\n",
"[49]\tvalid_0's poisson: -102.242\tvalid_0's l1: 10.9702\n",
"[50]\tvalid_0's poisson: -102.384\tvalid_0's l1: 10.9856\n",
"[51]\tvalid_0's poisson: -102.462\tvalid_0's l1: 10.9873\n",
"[52]\tvalid_0's poisson: -102.487\tvalid_0's l1: 10.9806\n",
"[53]\tvalid_0's poisson: -102.314\tvalid_0's l1: 10.9887\n",
"[54]\tvalid_0's poisson: -102.425\tvalid_0's l1: 10.9736\n",
"[55]\tvalid_0's poisson: -102.439\tvalid_0's l1: 10.9933\n",
"[56]\tvalid_0's poisson: -102.294\tvalid_0's l1: 10.9814\n",
"[57]\tvalid_0's poisson: -102.271\tvalid_0's l1: 10.9803\n",
"[58]\tvalid_0's poisson: -102.4\tvalid_0's l1: 10.9819\n",
"[59]\tvalid_0's poisson: -102.293\tvalid_0's l1: 10.9944\n",
"[60]\tvalid_0's poisson: -102.463\tvalid_0's l1: 10.9821\n",
"[61]\tvalid_0's poisson: -102.311\tvalid_0's l1: 10.9754\n",
"[62]\tvalid_0's poisson: -102.215\tvalid_0's l1: 10.9709\n",
"[63]\tvalid_0's poisson: -102.293\tvalid_0's l1: 10.9764\n",
"[64]\tvalid_0's poisson: -102.287\tvalid_0's l1: 10.9756\n",
"[65]\tvalid_0's poisson: -102.357\tvalid_0's l1: 10.969\n",
"[66]\tvalid_0's poisson: -102.377\tvalid_0's l1: 11.0145\n",
"[67]\tvalid_0's poisson: -102.302\tvalid_0's l1: 10.9951\n",
"[68]\tvalid_0's poisson: -102.352\tvalid_0's l1: 10.9974\n",
"[69]\tvalid_0's poisson: -102.624\tvalid_0's l1: 10.9941\n",
"[70]\tvalid_0's poisson: -102.475\tvalid_0's l1: 11.0019\n",
"[71]\tvalid_0's poisson: -102.497\tvalid_0's l1: 10.9995\n",
"[72]\tvalid_0's poisson: -102.403\tvalid_0's l1: 11.0093\n",
"[73]\tvalid_0's poisson: -102.254\tvalid_0's l1: 10.9933\n",
"[74]\tvalid_0's poisson: -102.345\tvalid_0's l1: 10.986\n",
"[75]\tvalid_0's poisson: -102.26\tvalid_0's l1: 10.9876\n",
"[76]\tvalid_0's poisson: -102.204\tvalid_0's l1: 10.9897\n",
"[77]\tvalid_0's poisson: -102.084\tvalid_0's l1: 10.9485\n",
"[78]\tvalid_0's poisson: -102.097\tvalid_0's l1: 10.941\n",
"[79]\tvalid_0's poisson: -102.082\tvalid_0's l1: 10.9536\n",
"[80]\tvalid_0's poisson: -101.969\tvalid_0's l1: 10.9572\n",
"[81]\tvalid_0's poisson: -101.837\tvalid_0's l1: 10.9629\n",
"[82]\tvalid_0's poisson: -101.827\tvalid_0's l1: 10.9628\n",
"[83]\tvalid_0's poisson: -101.867\tvalid_0's l1: 10.9411\n",
"[84]\tvalid_0's poisson: -101.923\tvalid_0's l1: 10.943\n",
"[85]\tvalid_0's poisson: -102.01\tvalid_0's l1: 10.9438\n",
"[86]\tvalid_0's poisson: -102.184\tvalid_0's l1: 10.9414\n",
"[87]\tvalid_0's poisson: -102.563\tvalid_0's l1: 10.9261\n",
"[88]\tvalid_0's poisson: -102.671\tvalid_0's l1: 10.9247\n",
"[89]\tvalid_0's poisson: -102.549\tvalid_0's l1: 10.9249\n",
"[90]\tvalid_0's poisson: -102.465\tvalid_0's l1: 10.9217\n",
"[91]\tvalid_0's poisson: -102.436\tvalid_0's l1: 10.8985\n",
"[92]\tvalid_0's poisson: -102.569\tvalid_0's l1: 10.8946\n",
"[93]\tvalid_0's poisson: -102.511\tvalid_0's l1: 10.8909\n",
"[94]\tvalid_0's poisson: -102.59\tvalid_0's l1: 10.8752\n",
"[95]\tvalid_0's poisson: -102.576\tvalid_0's l1: 10.8812\n",
"[96]\tvalid_0's poisson: -102.603\tvalid_0's l1: 10.8842\n",
"[97]\tvalid_0's poisson: -102.506\tvalid_0's l1: 10.8824\n",
"[98]\tvalid_0's poisson: -102.437\tvalid_0's l1: 10.8902\n",
"[99]\tvalid_0's poisson: -102.407\tvalid_0's l1: 10.8853\n",
"[100]\tvalid_0's poisson: -102.397\tvalid_0's l1: 10.885\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -102.012\tvalid_0's l1: 17.7576\n",
"[2]\tvalid_0's poisson: -99.6397\tvalid_0's l1: 14.1282\n",
"[3]\tvalid_0's poisson: -103.481\tvalid_0's l1: 13.185\n",
"[4]\tvalid_0's poisson: -102.618\tvalid_0's l1: 13.0559\n",
"[5]\tvalid_0's poisson: -102.411\tvalid_0's l1: 12.957\n",
"[6]\tvalid_0's poisson: -101.684\tvalid_0's l1: 12.7129\n",
"[7]\tvalid_0's poisson: -101.213\tvalid_0's l1: 12.5932\n",
"[8]\tvalid_0's poisson: -101.426\tvalid_0's l1: 12.4656\n",
"[9]\tvalid_0's poisson: -101.671\tvalid_0's l1: 12.3281\n",
"[10]\tvalid_0's poisson: -101.84\tvalid_0's l1: 12.3247\n",
"[11]\tvalid_0's poisson: -101.685\tvalid_0's l1: 12.2072\n",
"[12]\tvalid_0's poisson: -101.662\tvalid_0's l1: 12.2292\n",
"[13]\tvalid_0's poisson: -101.207\tvalid_0's l1: 12.2024\n",
"[14]\tvalid_0's poisson: -101.512\tvalid_0's l1: 12.1392\n",
"[15]\tvalid_0's poisson: -101.757\tvalid_0's l1: 12.1136\n",
"[16]\tvalid_0's poisson: -101.608\tvalid_0's l1: 12.0623\n",
"[17]\tvalid_0's poisson: -101.545\tvalid_0's l1: 12.0432\n",
"[18]\tvalid_0's poisson: -101.296\tvalid_0's l1: 11.979\n",
"[19]\tvalid_0's poisson: -102.104\tvalid_0's l1: 12.0042\n",
"[20]\tvalid_0's poisson: -102.181\tvalid_0's l1: 11.9993\n",
"[21]\tvalid_0's poisson: -102.232\tvalid_0's l1: 11.994\n",
"[22]\tvalid_0's poisson: -102.231\tvalid_0's l1: 11.9645\n",
"[23]\tvalid_0's poisson: -102.133\tvalid_0's l1: 11.9453\n",
"[24]\tvalid_0's poisson: -102.179\tvalid_0's l1: 11.934\n",
"[25]\tvalid_0's poisson: -101.923\tvalid_0's l1: 11.9367\n",
"[26]\tvalid_0's poisson: -101.9\tvalid_0's l1: 11.9619\n",
"[27]\tvalid_0's poisson: -101.614\tvalid_0's l1: 11.9899\n",
"[28]\tvalid_0's poisson: -101.635\tvalid_0's l1: 11.9888\n",
"[29]\tvalid_0's poisson: -101.733\tvalid_0's l1: 11.996\n",
"[30]\tvalid_0's poisson: -101.802\tvalid_0's l1: 11.9566\n",
"[31]\tvalid_0's poisson: -101.716\tvalid_0's l1: 11.9599\n",
"[32]\tvalid_0's poisson: -101.509\tvalid_0's l1: 11.9599\n",
"[33]\tvalid_0's poisson: -101.546\tvalid_0's l1: 11.9565\n",
"[34]\tvalid_0's poisson: -101.533\tvalid_0's l1: 11.9927\n",
"[35]\tvalid_0's poisson: -101.481\tvalid_0's l1: 11.972\n",
"[36]\tvalid_0's poisson: -100.952\tvalid_0's l1: 11.9616\n",
"[37]\tvalid_0's poisson: -101.244\tvalid_0's l1: 11.9261\n",
"[38]\tvalid_0's poisson: -101.187\tvalid_0's l1: 11.9069\n",
"[39]\tvalid_0's poisson: -101.131\tvalid_0's l1: 11.9059\n",
"[40]\tvalid_0's poisson: -100.981\tvalid_0's l1: 11.9071\n",
"[41]\tvalid_0's poisson: -101.046\tvalid_0's l1: 11.9048\n",
"[42]\tvalid_0's poisson: -101.172\tvalid_0's l1: 11.9106\n",
"[43]\tvalid_0's poisson: -101.235\tvalid_0's l1: 11.8148\n",
"[44]\tvalid_0's poisson: -101.133\tvalid_0's l1: 11.6738\n",
"[45]\tvalid_0's poisson: -101.271\tvalid_0's l1: 11.6325\n",
"[46]\tvalid_0's poisson: -100.769\tvalid_0's l1: 11.5838\n",
"[47]\tvalid_0's poisson: -100.758\tvalid_0's l1: 11.579\n",
"[48]\tvalid_0's poisson: -100.83\tvalid_0's l1: 11.5539\n",
"[49]\tvalid_0's poisson: -101.056\tvalid_0's l1: 11.5464\n",
"[50]\tvalid_0's poisson: -101.026\tvalid_0's l1: 11.5505\n",
"[51]\tvalid_0's poisson: -101.008\tvalid_0's l1: 11.5417\n",
"[52]\tvalid_0's poisson: -100.979\tvalid_0's l1: 11.5465\n",
"[53]\tvalid_0's poisson: -100.999\tvalid_0's l1: 11.5203\n",
"[54]\tvalid_0's poisson: -101.172\tvalid_0's l1: 11.5103\n",
"[55]\tvalid_0's poisson: -101.277\tvalid_0's l1: 11.5003\n",
"[56]\tvalid_0's poisson: -101.414\tvalid_0's l1: 11.5\n",
"[57]\tvalid_0's poisson: -101.516\tvalid_0's l1: 11.5005\n",
"[58]\tvalid_0's poisson: -101.46\tvalid_0's l1: 11.4898\n",
"[59]\tvalid_0's poisson: -101.453\tvalid_0's l1: 11.4776\n",
"[60]\tvalid_0's poisson: -101.318\tvalid_0's l1: 11.4761\n",
"[61]\tvalid_0's poisson: -101.6\tvalid_0's l1: 11.4723\n",
"[62]\tvalid_0's poisson: -101.527\tvalid_0's l1: 11.5048\n",
"[63]\tvalid_0's poisson: -101.576\tvalid_0's l1: 11.5055\n",
"[64]\tvalid_0's poisson: -101.607\tvalid_0's l1: 11.5053\n",
"[65]\tvalid_0's poisson: -101.666\tvalid_0's l1: 11.4967\n",
"[66]\tvalid_0's poisson: -101.409\tvalid_0's l1: 11.4843\n",
"[67]\tvalid_0's poisson: -101.493\tvalid_0's l1: 11.4769\n",
"[68]\tvalid_0's poisson: -101.419\tvalid_0's l1: 11.4992\n",
"[69]\tvalid_0's poisson: -101.42\tvalid_0's l1: 11.4877\n",
"[70]\tvalid_0's poisson: -101.423\tvalid_0's l1: 11.5188\n",
"[71]\tvalid_0's poisson: -101.32\tvalid_0's l1: 11.5164\n",
"[72]\tvalid_0's poisson: -101.449\tvalid_0's l1: 11.5116\n",
"[73]\tvalid_0's poisson: -101.48\tvalid_0's l1: 11.4941\n",
"[74]\tvalid_0's poisson: -101.434\tvalid_0's l1: 11.4879\n",
"[75]\tvalid_0's poisson: -101.303\tvalid_0's l1: 11.4711\n",
"[76]\tvalid_0's poisson: -101.573\tvalid_0's l1: 11.4727\n",
"[77]\tvalid_0's poisson: -101.642\tvalid_0's l1: 11.469\n",
"[78]\tvalid_0's poisson: -101.421\tvalid_0's l1: 11.4648\n",
"[79]\tvalid_0's poisson: -101.528\tvalid_0's l1: 11.428\n",
"[80]\tvalid_0's poisson: -101.554\tvalid_0's l1: 11.4274\n",
"[81]\tvalid_0's poisson: -101.385\tvalid_0's l1: 11.4477\n",
"[82]\tvalid_0's poisson: -101.547\tvalid_0's l1: 11.4455\n",
"[83]\tvalid_0's poisson: -101.724\tvalid_0's l1: 11.4427\n",
"[84]\tvalid_0's poisson: -101.717\tvalid_0's l1: 11.4667\n",
"[85]\tvalid_0's poisson: -101.898\tvalid_0's l1: 11.4617\n",
"[86]\tvalid_0's poisson: -101.931\tvalid_0's l1: 11.4963\n",
"[87]\tvalid_0's poisson: -101.934\tvalid_0's l1: 11.4872\n",
"[88]\tvalid_0's poisson: -101.984\tvalid_0's l1: 11.4922\n",
"[89]\tvalid_0's poisson: -101.926\tvalid_0's l1: 11.5162\n",
"[90]\tvalid_0's poisson: -101.936\tvalid_0's l1: 11.4646\n",
"[91]\tvalid_0's poisson: -101.672\tvalid_0's l1: 11.4569\n",
"[92]\tvalid_0's poisson: -101.309\tvalid_0's l1: 11.4505\n",
"[93]\tvalid_0's poisson: -101.323\tvalid_0's l1: 11.4279\n",
"[94]\tvalid_0's poisson: -101.245\tvalid_0's l1: 11.4218\n",
"[95]\tvalid_0's poisson: -101.4\tvalid_0's l1: 11.4294\n",
"[96]\tvalid_0's poisson: -101.395\tvalid_0's l1: 11.434\n",
"[97]\tvalid_0's poisson: -101.406\tvalid_0's l1: 11.4344\n",
"[98]\tvalid_0's poisson: -101.435\tvalid_0's l1: 11.4356\n",
"[99]\tvalid_0's poisson: -101.376\tvalid_0's l1: 11.4253\n",
"[100]\tvalid_0's poisson: -101.428\tvalid_0's l1: 11.4147\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -101.971\tvalid_0's l1: 18.1415\n",
"[2]\tvalid_0's poisson: -99.6326\tvalid_0's l1: 14.6497\n",
"[3]\tvalid_0's poisson: -101.321\tvalid_0's l1: 13.4324\n",
"[4]\tvalid_0's poisson: -100.326\tvalid_0's l1: 13.1223\n",
"[5]\tvalid_0's poisson: -103.38\tvalid_0's l1: 12.6041\n",
"[6]\tvalid_0's poisson: -102.926\tvalid_0's l1: 12.537\n",
"[7]\tvalid_0's poisson: -102.311\tvalid_0's l1: 12.4206\n",
"[8]\tvalid_0's poisson: -101.661\tvalid_0's l1: 12.3584\n",
"[9]\tvalid_0's poisson: -102.275\tvalid_0's l1: 12.3343\n",
"[10]\tvalid_0's poisson: -102.059\tvalid_0's l1: 12.3182\n",
"[11]\tvalid_0's poisson: -102.258\tvalid_0's l1: 12.3282\n",
"[12]\tvalid_0's poisson: -102.143\tvalid_0's l1: 12.3504\n",
"[13]\tvalid_0's poisson: -102.378\tvalid_0's l1: 12.3418\n",
"[14]\tvalid_0's poisson: -102.284\tvalid_0's l1: 12.3195\n",
"[15]\tvalid_0's poisson: -102.399\tvalid_0's l1: 12.3169\n",
"[16]\tvalid_0's poisson: -102.331\tvalid_0's l1: 12.3036\n",
"[17]\tvalid_0's poisson: -103.056\tvalid_0's l1: 12.2391\n",
"[18]\tvalid_0's poisson: -102.6\tvalid_0's l1: 12.1843\n",
"[19]\tvalid_0's poisson: -102.561\tvalid_0's l1: 12.1736\n",
"[20]\tvalid_0's poisson: -102.691\tvalid_0's l1: 12.1287\n",
"[21]\tvalid_0's poisson: -102.018\tvalid_0's l1: 11.9107\n",
"[22]\tvalid_0's poisson: -101.543\tvalid_0's l1: 11.8932\n",
"[23]\tvalid_0's poisson: -101.73\tvalid_0's l1: 11.8679\n",
"[24]\tvalid_0's poisson: -101.574\tvalid_0's l1: 11.8477\n",
"[25]\tvalid_0's poisson: -101.488\tvalid_0's l1: 11.8737\n",
"[26]\tvalid_0's poisson: -101.641\tvalid_0's l1: 11.8743\n",
"[27]\tvalid_0's poisson: -101.399\tvalid_0's l1: 11.8036\n",
"[28]\tvalid_0's poisson: -101.053\tvalid_0's l1: 11.8092\n",
"[29]\tvalid_0's poisson: -100.94\tvalid_0's l1: 11.8095\n",
"[30]\tvalid_0's poisson: -100.932\tvalid_0's l1: 11.802\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[31]\tvalid_0's poisson: -100.927\tvalid_0's l1: 11.7827\n",
"[32]\tvalid_0's poisson: -100.778\tvalid_0's l1: 11.8004\n",
"[33]\tvalid_0's poisson: -100.826\tvalid_0's l1: 11.796\n",
"[34]\tvalid_0's poisson: -101.009\tvalid_0's l1: 11.7977\n",
"[35]\tvalid_0's poisson: -100.76\tvalid_0's l1: 11.7874\n",
"[36]\tvalid_0's poisson: -100.467\tvalid_0's l1: 11.7819\n",
"[37]\tvalid_0's poisson: -100.548\tvalid_0's l1: 11.7683\n",
"[38]\tvalid_0's poisson: -100.946\tvalid_0's l1: 11.7451\n",
"[39]\tvalid_0's poisson: -100.715\tvalid_0's l1: 11.7465\n",
"[40]\tvalid_0's poisson: -100.993\tvalid_0's l1: 11.7287\n",
"[41]\tvalid_0's poisson: -101.007\tvalid_0's l1: 11.7063\n",
"[42]\tvalid_0's poisson: -100.86\tvalid_0's l1: 11.7003\n",
"[43]\tvalid_0's poisson: -100.665\tvalid_0's l1: 11.6928\n",
"[44]\tvalid_0's poisson: -100.757\tvalid_0's l1: 11.6816\n",
"[45]\tvalid_0's poisson: -101.108\tvalid_0's l1: 11.6858\n",
"[46]\tvalid_0's poisson: -101.111\tvalid_0's l1: 11.7114\n",
"[47]\tvalid_0's poisson: -101.135\tvalid_0's l1: 11.7061\n",
"[48]\tvalid_0's poisson: -101.213\tvalid_0's l1: 11.7161\n",
"[49]\tvalid_0's poisson: -101.065\tvalid_0's l1: 11.7166\n",
"[50]\tvalid_0's poisson: -100.832\tvalid_0's l1: 11.7214\n",
"[51]\tvalid_0's poisson: -100.751\tvalid_0's l1: 11.7218\n",
"[52]\tvalid_0's poisson: -100.461\tvalid_0's l1: 11.7241\n",
"[53]\tvalid_0's poisson: -100.546\tvalid_0's l1: 11.7155\n",
"[54]\tvalid_0's poisson: -100.555\tvalid_0's l1: 11.7142\n",
"[55]\tvalid_0's poisson: -100.543\tvalid_0's l1: 11.7132\n",
"[56]\tvalid_0's poisson: -100.534\tvalid_0's l1: 11.7091\n",
"[57]\tvalid_0's poisson: -100.444\tvalid_0's l1: 11.8034\n",
"[58]\tvalid_0's poisson: -100.35\tvalid_0's l1: 11.8014\n",
"[59]\tvalid_0's poisson: -100.197\tvalid_0's l1: 11.8009\n",
"[60]\tvalid_0's poisson: -100.212\tvalid_0's l1: 11.8051\n",
"[61]\tvalid_0's poisson: -100.038\tvalid_0's l1: 11.808\n",
"[62]\tvalid_0's poisson: -100.06\tvalid_0's l1: 11.8088\n",
"[63]\tvalid_0's poisson: -100.089\tvalid_0's l1: 11.8299\n",
"[64]\tvalid_0's poisson: -99.7148\tvalid_0's l1: 11.8342\n",
"[65]\tvalid_0's poisson: -99.6002\tvalid_0's l1: 11.8335\n",
"[66]\tvalid_0's poisson: -99.5582\tvalid_0's l1: 11.82\n",
"[67]\tvalid_0's poisson: -99.6971\tvalid_0's l1: 11.8089\n",
"[68]\tvalid_0's poisson: -99.6827\tvalid_0's l1: 11.8089\n",
"[69]\tvalid_0's poisson: -99.5305\tvalid_0's l1: 11.8053\n",
"[70]\tvalid_0's poisson: -100.021\tvalid_0's l1: 11.5898\n",
"[71]\tvalid_0's poisson: -99.8083\tvalid_0's l1: 11.5854\n",
"[72]\tvalid_0's poisson: -100.035\tvalid_0's l1: 11.5929\n",
"[73]\tvalid_0's poisson: -99.8707\tvalid_0's l1: 11.572\n",
"[74]\tvalid_0's poisson: -100.001\tvalid_0's l1: 11.566\n",
"[75]\tvalid_0's poisson: -100.077\tvalid_0's l1: 11.5153\n",
"[76]\tvalid_0's poisson: -100.513\tvalid_0's l1: 11.5244\n",
"[77]\tvalid_0's poisson: -100.508\tvalid_0's l1: 11.5216\n",
"[78]\tvalid_0's poisson: -100.438\tvalid_0's l1: 11.5249\n",
"[79]\tvalid_0's poisson: -100.341\tvalid_0's l1: 11.5148\n",
"[80]\tvalid_0's poisson: -99.9928\tvalid_0's l1: 11.5214\n",
"[81]\tvalid_0's poisson: -99.9797\tvalid_0's l1: 11.5338\n",
"[82]\tvalid_0's poisson: -100.087\tvalid_0's l1: 11.5415\n",
"[83]\tvalid_0's poisson: -100.054\tvalid_0's l1: 11.5372\n",
"[84]\tvalid_0's poisson: -100.78\tvalid_0's l1: 11.5494\n",
"[85]\tvalid_0's poisson: -100.792\tvalid_0's l1: 11.5703\n",
"[86]\tvalid_0's poisson: -100.883\tvalid_0's l1: 11.5808\n",
"[87]\tvalid_0's poisson: -100.94\tvalid_0's l1: 11.5642\n",
"[88]\tvalid_0's poisson: -100.903\tvalid_0's l1: 11.5663\n",
"[89]\tvalid_0's poisson: -100.884\tvalid_0's l1: 11.5635\n",
"[90]\tvalid_0's poisson: -100.885\tvalid_0's l1: 11.5607\n",
"[91]\tvalid_0's poisson: -100.762\tvalid_0's l1: 11.5674\n",
"[92]\tvalid_0's poisson: -101.163\tvalid_0's l1: 11.5692\n",
"[93]\tvalid_0's poisson: -101.118\tvalid_0's l1: 11.5727\n",
"[94]\tvalid_0's poisson: -101.113\tvalid_0's l1: 11.5633\n",
"[95]\tvalid_0's poisson: -101.066\tvalid_0's l1: 11.562\n",
"[96]\tvalid_0's poisson: -100.87\tvalid_0's l1: 11.563\n",
"[97]\tvalid_0's poisson: -100.936\tvalid_0's l1: 11.5624\n",
"[98]\tvalid_0's poisson: -100.722\tvalid_0's l1: 11.5639\n",
"[99]\tvalid_0's poisson: -100.501\tvalid_0's l1: 11.5759\n",
"[100]\tvalid_0's poisson: -100.582\tvalid_0's l1: 11.5713\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -101.891\tvalid_0's l1: 18.1594\n",
"[2]\tvalid_0's poisson: -100.001\tvalid_0's l1: 14.7956\n",
"[3]\tvalid_0's poisson: -100.246\tvalid_0's l1: 13.7335\n",
"[4]\tvalid_0's poisson: -101.718\tvalid_0's l1: 13.5406\n",
"[5]\tvalid_0's poisson: -100.476\tvalid_0's l1: 13.455\n",
"[6]\tvalid_0's poisson: -99.8218\tvalid_0's l1: 13.1773\n",
"[7]\tvalid_0's poisson: -100.447\tvalid_0's l1: 12.7184\n",
"[8]\tvalid_0's poisson: -100.687\tvalid_0's l1: 12.4531\n",
"[9]\tvalid_0's poisson: -101.06\tvalid_0's l1: 12.3655\n",
"[10]\tvalid_0's poisson: -101.06\tvalid_0's l1: 12.3167\n",
"[11]\tvalid_0's poisson: -101.547\tvalid_0's l1: 12.3567\n",
"[12]\tvalid_0's poisson: -102.593\tvalid_0's l1: 12.2971\n",
"[13]\tvalid_0's poisson: -102.972\tvalid_0's l1: 12.1535\n",
"[14]\tvalid_0's poisson: -103.482\tvalid_0's l1: 12.0857\n",
"[15]\tvalid_0's poisson: -103.452\tvalid_0's l1: 12.0021\n",
"[16]\tvalid_0's poisson: -103.409\tvalid_0's l1: 12.0092\n",
"[17]\tvalid_0's poisson: -103.467\tvalid_0's l1: 11.973\n",
"[18]\tvalid_0's poisson: -103.211\tvalid_0's l1: 11.9588\n",
"[19]\tvalid_0's poisson: -102.877\tvalid_0's l1: 11.9036\n",
"[20]\tvalid_0's poisson: -102.725\tvalid_0's l1: 11.9376\n",
"[21]\tvalid_0's poisson: -102.659\tvalid_0's l1: 11.9339\n",
"[22]\tvalid_0's poisson: -102.63\tvalid_0's l1: 11.8879\n",
"[23]\tvalid_0's poisson: -102.663\tvalid_0's l1: 11.8885\n",
"[24]\tvalid_0's poisson: -102.513\tvalid_0's l1: 11.9409\n",
"[25]\tvalid_0's poisson: -102.48\tvalid_0's l1: 11.927\n",
"[26]\tvalid_0's poisson: -102.464\tvalid_0's l1: 11.8875\n",
"[27]\tvalid_0's poisson: -102.485\tvalid_0's l1: 11.8693\n",
"[28]\tvalid_0's poisson: -102.78\tvalid_0's l1: 11.8483\n",
"[29]\tvalid_0's poisson: -102.968\tvalid_0's l1: 11.8065\n",
"[30]\tvalid_0's poisson: -102.95\tvalid_0's l1: 11.7835\n",
"[31]\tvalid_0's poisson: -103.003\tvalid_0's l1: 11.7906\n",
"[32]\tvalid_0's poisson: -102.99\tvalid_0's l1: 11.7081\n",
"[33]\tvalid_0's poisson: -103.134\tvalid_0's l1: 11.7047\n",
"[34]\tvalid_0's poisson: -103.189\tvalid_0's l1: 11.7053\n",
"[35]\tvalid_0's poisson: -102.999\tvalid_0's l1: 11.661\n",
"[36]\tvalid_0's poisson: -102.983\tvalid_0's l1: 11.6529\n",
"[37]\tvalid_0's poisson: -102.884\tvalid_0's l1: 11.6575\n",
"[38]\tvalid_0's poisson: -102.887\tvalid_0's l1: 11.66\n",
"[39]\tvalid_0's poisson: -102.919\tvalid_0's l1: 11.6528\n",
"[40]\tvalid_0's poisson: -102.838\tvalid_0's l1: 11.6493\n",
"[41]\tvalid_0's poisson: -102.714\tvalid_0's l1: 11.6438\n",
"[42]\tvalid_0's poisson: -102.781\tvalid_0's l1: 11.6574\n",
"[43]\tvalid_0's poisson: -102.701\tvalid_0's l1: 11.6636\n",
"[44]\tvalid_0's poisson: -102.67\tvalid_0's l1: 11.6604\n",
"[45]\tvalid_0's poisson: -102.582\tvalid_0's l1: 11.6621\n",
"[46]\tvalid_0's poisson: -102.567\tvalid_0's l1: 11.6472\n",
"[47]\tvalid_0's poisson: -102.474\tvalid_0's l1: 11.6186\n",
"[48]\tvalid_0's poisson: -102.376\tvalid_0's l1: 11.5907\n",
"[49]\tvalid_0's poisson: -102.423\tvalid_0's l1: 11.597\n",
"[50]\tvalid_0's poisson: -102.46\tvalid_0's l1: 11.5959\n",
"[51]\tvalid_0's poisson: -102.389\tvalid_0's l1: 11.5974\n",
"[52]\tvalid_0's poisson: -102.422\tvalid_0's l1: 11.5972\n",
"[53]\tvalid_0's poisson: -102.171\tvalid_0's l1: 11.5879\n",
"[54]\tvalid_0's poisson: -102.235\tvalid_0's l1: 11.5907\n",
"[55]\tvalid_0's poisson: -102.323\tvalid_0's l1: 11.5724\n",
"[56]\tvalid_0's poisson: -102.248\tvalid_0's l1: 11.5716\n",
"[57]\tvalid_0's poisson: -102.39\tvalid_0's l1: 11.5844\n",
"[58]\tvalid_0's poisson: -102.427\tvalid_0's l1: 11.56\n",
"[59]\tvalid_0's poisson: -102.336\tvalid_0's l1: 11.5615\n",
"[60]\tvalid_0's poisson: -102.325\tvalid_0's l1: 11.5747\n",
"[61]\tvalid_0's poisson: -102.177\tvalid_0's l1: 11.5736\n",
"[62]\tvalid_0's poisson: -101.803\tvalid_0's l1: 11.5737\n",
"[63]\tvalid_0's poisson: -101.985\tvalid_0's l1: 11.5699\n",
"[64]\tvalid_0's poisson: -102.024\tvalid_0's l1: 11.5618\n",
"[65]\tvalid_0's poisson: -102.016\tvalid_0's l1: 11.56\n",
"[66]\tvalid_0's poisson: -102.054\tvalid_0's l1: 11.5191\n",
"[67]\tvalid_0's poisson: -102.014\tvalid_0's l1: 11.5206\n",
"[68]\tvalid_0's poisson: -101.966\tvalid_0's l1: 11.5239\n",
"[69]\tvalid_0's poisson: -101.947\tvalid_0's l1: 11.5187\n",
"[70]\tvalid_0's poisson: -102.021\tvalid_0's l1: 11.522\n",
"[71]\tvalid_0's poisson: -101.984\tvalid_0's l1: 11.5369\n",
"[72]\tvalid_0's poisson: -102.212\tvalid_0's l1: 11.5402\n",
"[73]\tvalid_0's poisson: -102.231\tvalid_0's l1: 11.5358\n",
"[74]\tvalid_0's poisson: -102.158\tvalid_0's l1: 11.5579\n",
"[75]\tvalid_0's poisson: -102.085\tvalid_0's l1: 11.551\n",
"[76]\tvalid_0's poisson: -102.141\tvalid_0's l1: 11.5542\n",
"[77]\tvalid_0's poisson: -102.595\tvalid_0's l1: 11.5271\n",
"[78]\tvalid_0's poisson: -102.507\tvalid_0's l1: 11.5366\n",
"[79]\tvalid_0's poisson: -102.377\tvalid_0's l1: 11.528\n",
"[80]\tvalid_0's poisson: -102.386\tvalid_0's l1: 11.4871\n",
"[81]\tvalid_0's poisson: -102.42\tvalid_0's l1: 11.4848\n",
"[82]\tvalid_0's poisson: -102.268\tvalid_0's l1: 11.4855\n",
"[83]\tvalid_0's poisson: -102.205\tvalid_0's l1: 11.4921\n",
"[84]\tvalid_0's poisson: -102.379\tvalid_0's l1: 11.4191\n",
"[85]\tvalid_0's poisson: -102.088\tvalid_0's l1: 11.4135\n",
"[86]\tvalid_0's poisson: -101.989\tvalid_0's l1: 11.4047\n",
"[87]\tvalid_0's poisson: -101.863\tvalid_0's l1: 11.4035\n",
"[88]\tvalid_0's poisson: -101.897\tvalid_0's l1: 11.4015\n",
"[89]\tvalid_0's poisson: -101.818\tvalid_0's l1: 11.3944\n",
"[90]\tvalid_0's poisson: -102.056\tvalid_0's l1: 11.3828\n",
"[91]\tvalid_0's poisson: -102.125\tvalid_0's l1: 11.371\n",
"[92]\tvalid_0's poisson: -101.972\tvalid_0's l1: 11.3644\n",
"[93]\tvalid_0's poisson: -101.945\tvalid_0's l1: 11.3544\n",
"[94]\tvalid_0's poisson: -102.06\tvalid_0's l1: 11.3501\n",
"[95]\tvalid_0's poisson: -102.205\tvalid_0's l1: 11.3335\n",
"[96]\tvalid_0's poisson: -102.122\tvalid_0's l1: 11.3325\n",
"[97]\tvalid_0's poisson: -102.01\tvalid_0's l1: 11.3057\n",
"[98]\tvalid_0's poisson: -101.932\tvalid_0's l1: 11.3106\n",
"[99]\tvalid_0's poisson: -101.753\tvalid_0's l1: 11.3116\n",
"[100]\tvalid_0's poisson: -101.525\tvalid_0's l1: 11.3296\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -101.881\tvalid_0's l1: 18.1729\n",
"[2]\tvalid_0's poisson: -99.41\tvalid_0's l1: 14.9869\n",
"[3]\tvalid_0's poisson: -102.795\tvalid_0's l1: 13.8172\n",
"[4]\tvalid_0's poisson: -101.289\tvalid_0's l1: 13.6355\n",
"[5]\tvalid_0's poisson: -101.179\tvalid_0's l1: 13.2795\n",
"[6]\tvalid_0's poisson: -100.393\tvalid_0's l1: 13.2177\n",
"[7]\tvalid_0's poisson: -101.695\tvalid_0's l1: 12.8789\n",
"[8]\tvalid_0's poisson: -100.571\tvalid_0's l1: 12.8629\n",
"[9]\tvalid_0's poisson: -101.695\tvalid_0's l1: 12.6798\n",
"[10]\tvalid_0's poisson: -101.487\tvalid_0's l1: 12.5498\n",
"[11]\tvalid_0's poisson: -101.081\tvalid_0's l1: 11.9843\n",
"[12]\tvalid_0's poisson: -102.12\tvalid_0's l1: 11.8678\n",
"[13]\tvalid_0's poisson: -101.726\tvalid_0's l1: 11.8789\n",
"[14]\tvalid_0's poisson: -101.763\tvalid_0's l1: 11.8593\n",
"[15]\tvalid_0's poisson: -101.835\tvalid_0's l1: 11.8501\n",
"[16]\tvalid_0's poisson: -102.008\tvalid_0's l1: 11.871\n",
"[17]\tvalid_0's poisson: -102.11\tvalid_0's l1: 11.8751\n",
"[18]\tvalid_0's poisson: -102.112\tvalid_0's l1: 11.8811\n",
"[19]\tvalid_0's poisson: -101.809\tvalid_0's l1: 11.8869\n",
"[20]\tvalid_0's poisson: -101.841\tvalid_0's l1: 11.8409\n",
"[21]\tvalid_0's poisson: -102.004\tvalid_0's l1: 11.8034\n",
"[22]\tvalid_0's poisson: -101.452\tvalid_0's l1: 11.8035\n",
"[23]\tvalid_0's poisson: -101.427\tvalid_0's l1: 11.7646\n",
"[24]\tvalid_0's poisson: -101.456\tvalid_0's l1: 11.7699\n",
"[25]\tvalid_0's poisson: -101.44\tvalid_0's l1: 11.7547\n",
"[26]\tvalid_0's poisson: -101.447\tvalid_0's l1: 11.7609\n",
"[27]\tvalid_0's poisson: -101.581\tvalid_0's l1: 11.6862\n",
"[28]\tvalid_0's poisson: -101.384\tvalid_0's l1: 11.6573\n",
"[29]\tvalid_0's poisson: -101.019\tvalid_0's l1: 11.671\n",
"[30]\tvalid_0's poisson: -100.83\tvalid_0's l1: 11.6446\n",
"[31]\tvalid_0's poisson: -100.97\tvalid_0's l1: 11.6298\n",
"[32]\tvalid_0's poisson: -101.11\tvalid_0's l1: 11.664\n",
"[33]\tvalid_0's poisson: -101.476\tvalid_0's l1: 11.6518\n",
"[34]\tvalid_0's poisson: -100.826\tvalid_0's l1: 11.6179\n",
"[35]\tvalid_0's poisson: -100.678\tvalid_0's l1: 11.6089\n",
"[36]\tvalid_0's poisson: -100.788\tvalid_0's l1: 11.6123\n",
"[37]\tvalid_0's poisson: -100.819\tvalid_0's l1: 11.604\n",
"[38]\tvalid_0's poisson: -101.691\tvalid_0's l1: 11.575\n",
"[39]\tvalid_0's poisson: -101.939\tvalid_0's l1: 11.5846\n",
"[40]\tvalid_0's poisson: -101.621\tvalid_0's l1: 11.623\n",
"[41]\tvalid_0's poisson: -101.795\tvalid_0's l1: 11.6153\n",
"[42]\tvalid_0's poisson: -101.818\tvalid_0's l1: 11.6174\n",
"[43]\tvalid_0's poisson: -101.838\tvalid_0's l1: 11.6092\n",
"[44]\tvalid_0's poisson: -101.89\tvalid_0's l1: 11.6096\n",
"[45]\tvalid_0's poisson: -102.227\tvalid_0's l1: 11.593\n",
"[46]\tvalid_0's poisson: -102.16\tvalid_0's l1: 11.618\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -102.209\tvalid_0's l1: 11.61\n",
"[48]\tvalid_0's poisson: -102.173\tvalid_0's l1: 11.4837\n",
"[49]\tvalid_0's poisson: -101.31\tvalid_0's l1: 11.4706\n",
"[50]\tvalid_0's poisson: -101.361\tvalid_0's l1: 11.4827\n",
"[51]\tvalid_0's poisson: -101.306\tvalid_0's l1: 11.4916\n",
"[52]\tvalid_0's poisson: -101.446\tvalid_0's l1: 11.4801\n",
"[53]\tvalid_0's poisson: -101.229\tvalid_0's l1: 11.4278\n",
"[54]\tvalid_0's poisson: -101.115\tvalid_0's l1: 11.4323\n",
"[55]\tvalid_0's poisson: -101.338\tvalid_0's l1: 11.344\n",
"[56]\tvalid_0's poisson: -101.172\tvalid_0's l1: 11.3373\n",
"[57]\tvalid_0's poisson: -101.342\tvalid_0's l1: 11.3421\n",
"[58]\tvalid_0's poisson: -101.595\tvalid_0's l1: 11.3329\n",
"[59]\tvalid_0's poisson: -101.411\tvalid_0's l1: 11.3419\n",
"[60]\tvalid_0's poisson: -101.351\tvalid_0's l1: 11.3204\n",
"[61]\tvalid_0's poisson: -101.541\tvalid_0's l1: 11.2995\n",
"[62]\tvalid_0's poisson: -101.419\tvalid_0's l1: 11.2951\n",
"[63]\tvalid_0's poisson: -101.69\tvalid_0's l1: 11.3098\n",
"[64]\tvalid_0's poisson: -101.413\tvalid_0's l1: 11.3079\n",
"[65]\tvalid_0's poisson: -101.529\tvalid_0's l1: 11.2719\n",
"[66]\tvalid_0's poisson: -101.344\tvalid_0's l1: 11.2517\n",
"[67]\tvalid_0's poisson: -101.117\tvalid_0's l1: 11.2552\n",
"[68]\tvalid_0's poisson: -101.423\tvalid_0's l1: 11.2659\n",
"[69]\tvalid_0's poisson: -101.451\tvalid_0's l1: 11.279\n",
"[70]\tvalid_0's poisson: -101.445\tvalid_0's l1: 11.2772\n",
"[71]\tvalid_0's poisson: -101.45\tvalid_0's l1: 11.2815\n",
"[72]\tvalid_0's poisson: -101.403\tvalid_0's l1: 11.2911\n",
"[73]\tvalid_0's poisson: -101.497\tvalid_0's l1: 11.2927\n",
"[74]\tvalid_0's poisson: -101.508\tvalid_0's l1: 11.2802\n",
"[75]\tvalid_0's poisson: -101.358\tvalid_0's l1: 11.2873\n",
"[76]\tvalid_0's poisson: -101.06\tvalid_0's l1: 11.3022\n",
"[77]\tvalid_0's poisson: -101.218\tvalid_0's l1: 11.2868\n",
"[78]\tvalid_0's poisson: -101.339\tvalid_0's l1: 11.2822\n",
"[79]\tvalid_0's poisson: -101.247\tvalid_0's l1: 11.2807\n",
"[80]\tvalid_0's poisson: -101.494\tvalid_0's l1: 11.2788\n",
"[81]\tvalid_0's poisson: -101.432\tvalid_0's l1: 11.259\n",
"[82]\tvalid_0's poisson: -101.399\tvalid_0's l1: 11.2557\n",
"[83]\tvalid_0's poisson: -101.4\tvalid_0's l1: 11.2467\n",
"[84]\tvalid_0's poisson: -101.258\tvalid_0's l1: 11.2428\n",
"[85]\tvalid_0's poisson: -101.344\tvalid_0's l1: 11.2273\n",
"[86]\tvalid_0's poisson: -101.229\tvalid_0's l1: 11.2387\n",
"[87]\tvalid_0's poisson: -101.222\tvalid_0's l1: 11.2355\n",
"[88]\tvalid_0's poisson: -101.323\tvalid_0's l1: 11.2339\n",
"[89]\tvalid_0's poisson: -101.243\tvalid_0's l1: 11.2328\n",
"[90]\tvalid_0's poisson: -101.316\tvalid_0's l1: 11.2269\n",
"[91]\tvalid_0's poisson: -101.314\tvalid_0's l1: 11.2265\n",
"[92]\tvalid_0's poisson: -101.389\tvalid_0's l1: 11.2236\n",
"[93]\tvalid_0's poisson: -101.31\tvalid_0's l1: 11.2216\n",
"[94]\tvalid_0's poisson: -101.377\tvalid_0's l1: 11.2249\n",
"[95]\tvalid_0's poisson: -101.407\tvalid_0's l1: 11.215\n",
"[96]\tvalid_0's poisson: -101.299\tvalid_0's l1: 11.2049\n",
"[97]\tvalid_0's poisson: -101.26\tvalid_0's l1: 11.1896\n",
"[98]\tvalid_0's poisson: -101.234\tvalid_0's l1: 11.195\n",
"[99]\tvalid_0's poisson: -101.135\tvalid_0's l1: 11.1948\n",
"[100]\tvalid_0's poisson: -101.081\tvalid_0's l1: 11.1776\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.5641\tvalid_0's l1: 19.9381\n",
"[2]\tvalid_0's poisson: -99.6798\tvalid_0's l1: 17.7563\n",
"[3]\tvalid_0's poisson: -96.2629\tvalid_0's l1: 17.0027\n",
"[4]\tvalid_0's poisson: -93.5369\tvalid_0's l1: 16.3654\n",
"[5]\tvalid_0's poisson: -97.0088\tvalid_0's l1: 15.8392\n",
"[6]\tvalid_0's poisson: -95.5675\tvalid_0's l1: 15.0847\n",
"[7]\tvalid_0's poisson: -97.785\tvalid_0's l1: 14.751\n",
"[8]\tvalid_0's poisson: -96.8116\tvalid_0's l1: 14.5089\n",
"[9]\tvalid_0's poisson: -100.781\tvalid_0's l1: 13.818\n",
"[10]\tvalid_0's poisson: -101.42\tvalid_0's l1: 13.6821\n",
"[11]\tvalid_0's poisson: -101.564\tvalid_0's l1: 13.5808\n",
"[12]\tvalid_0's poisson: -101.132\tvalid_0's l1: 13.4455\n",
"[13]\tvalid_0's poisson: -101.49\tvalid_0's l1: 13.3102\n",
"[14]\tvalid_0's poisson: -100.278\tvalid_0's l1: 13.1653\n",
"[15]\tvalid_0's poisson: -100.178\tvalid_0's l1: 13.1095\n",
"[16]\tvalid_0's poisson: -100.49\tvalid_0's l1: 13.0364\n",
"[17]\tvalid_0's poisson: -101.917\tvalid_0's l1: 12.9575\n",
"[18]\tvalid_0's poisson: -102.235\tvalid_0's l1: 12.9256\n",
"[19]\tvalid_0's poisson: -102.122\tvalid_0's l1: 12.9032\n",
"[20]\tvalid_0's poisson: -101.696\tvalid_0's l1: 12.8398\n",
"[21]\tvalid_0's poisson: -102.636\tvalid_0's l1: 12.7947\n",
"[22]\tvalid_0's poisson: -102.086\tvalid_0's l1: 12.7955\n",
"[23]\tvalid_0's poisson: -102.665\tvalid_0's l1: 12.7234\n",
"[24]\tvalid_0's poisson: -102.428\tvalid_0's l1: 12.6679\n",
"[25]\tvalid_0's poisson: -102.305\tvalid_0's l1: 12.6236\n",
"[26]\tvalid_0's poisson: -102.47\tvalid_0's l1: 12.5668\n",
"[27]\tvalid_0's poisson: -102.442\tvalid_0's l1: 12.5115\n",
"[28]\tvalid_0's poisson: -102.193\tvalid_0's l1: 12.5062\n",
"[29]\tvalid_0's poisson: -101.846\tvalid_0's l1: 12.486\n",
"[30]\tvalid_0's poisson: -101.776\tvalid_0's l1: 12.4983\n",
"[31]\tvalid_0's poisson: -101.8\tvalid_0's l1: 12.4745\n",
"[32]\tvalid_0's poisson: -102.008\tvalid_0's l1: 12.4389\n",
"[33]\tvalid_0's poisson: -101.913\tvalid_0's l1: 12.4415\n",
"[34]\tvalid_0's poisson: -101.818\tvalid_0's l1: 12.4453\n",
"[35]\tvalid_0's poisson: -102.106\tvalid_0's l1: 12.435\n",
"[36]\tvalid_0's poisson: -102.026\tvalid_0's l1: 12.4273\n",
"[37]\tvalid_0's poisson: -102.124\tvalid_0's l1: 12.4207\n",
"[38]\tvalid_0's poisson: -102.402\tvalid_0's l1: 12.4137\n",
"[39]\tvalid_0's poisson: -102.78\tvalid_0's l1: 12.3823\n",
"[40]\tvalid_0's poisson: -102.715\tvalid_0's l1: 12.3691\n",
"[41]\tvalid_0's poisson: -102.777\tvalid_0's l1: 12.3691\n",
"[42]\tvalid_0's poisson: -102.283\tvalid_0's l1: 12.3442\n",
"[43]\tvalid_0's poisson: -102.42\tvalid_0's l1: 12.3352\n",
"[44]\tvalid_0's poisson: -102.285\tvalid_0's l1: 12.2898\n",
"[45]\tvalid_0's poisson: -102.153\tvalid_0's l1: 12.2784\n",
"[46]\tvalid_0's poisson: -102.12\tvalid_0's l1: 12.2742\n",
"[47]\tvalid_0's poisson: -102.434\tvalid_0's l1: 12.1719\n",
"[48]\tvalid_0's poisson: -101.966\tvalid_0's l1: 12.121\n",
"[49]\tvalid_0's poisson: -101.932\tvalid_0's l1: 12.0741\n",
"[50]\tvalid_0's poisson: -102.441\tvalid_0's l1: 12.0295\n",
"[51]\tvalid_0's poisson: -102.596\tvalid_0's l1: 12.0485\n",
"[52]\tvalid_0's poisson: -102.591\tvalid_0's l1: 12.0466\n",
"[53]\tvalid_0's poisson: -102.675\tvalid_0's l1: 11.9999\n",
"[54]\tvalid_0's poisson: -102.94\tvalid_0's l1: 11.9927\n",
"[55]\tvalid_0's poisson: -102.66\tvalid_0's l1: 11.8982\n",
"[56]\tvalid_0's poisson: -102.34\tvalid_0's l1: 11.8927\n",
"[57]\tvalid_0's poisson: -102.469\tvalid_0's l1: 11.8791\n",
"[58]\tvalid_0's poisson: -102.059\tvalid_0's l1: 11.853\n",
"[59]\tvalid_0's poisson: -102.038\tvalid_0's l1: 11.8401\n",
"[60]\tvalid_0's poisson: -101.895\tvalid_0's l1: 11.7971\n",
"[61]\tvalid_0's poisson: -101.983\tvalid_0's l1: 11.8011\n",
"[62]\tvalid_0's poisson: -102.182\tvalid_0's l1: 11.7889\n",
"[63]\tvalid_0's poisson: -102.265\tvalid_0's l1: 11.7401\n",
"[64]\tvalid_0's poisson: -102.498\tvalid_0's l1: 11.731\n",
"[65]\tvalid_0's poisson: -102.415\tvalid_0's l1: 11.7262\n",
"[66]\tvalid_0's poisson: -102.282\tvalid_0's l1: 11.7258\n",
"[67]\tvalid_0's poisson: -102.611\tvalid_0's l1: 11.7215\n",
"[68]\tvalid_0's poisson: -102.617\tvalid_0's l1: 11.7306\n",
"[69]\tvalid_0's poisson: -102.448\tvalid_0's l1: 11.7299\n",
"[70]\tvalid_0's poisson: -102.483\tvalid_0's l1: 11.7291\n",
"[71]\tvalid_0's poisson: -102.357\tvalid_0's l1: 11.7005\n",
"[72]\tvalid_0's poisson: -102.35\tvalid_0's l1: 11.6996\n",
"[73]\tvalid_0's poisson: -102.179\tvalid_0's l1: 11.7037\n",
"[74]\tvalid_0's poisson: -102.225\tvalid_0's l1: 11.6969\n",
"[75]\tvalid_0's poisson: -102.263\tvalid_0's l1: 11.6886\n",
"[76]\tvalid_0's poisson: -102.238\tvalid_0's l1: 11.6783\n",
"[77]\tvalid_0's poisson: -102.513\tvalid_0's l1: 11.6513\n",
"[78]\tvalid_0's poisson: -102.025\tvalid_0's l1: 11.6242\n",
"[79]\tvalid_0's poisson: -102.074\tvalid_0's l1: 11.6291\n",
"[80]\tvalid_0's poisson: -102.013\tvalid_0's l1: 11.6247\n",
"[81]\tvalid_0's poisson: -101.952\tvalid_0's l1: 11.6067\n",
"[82]\tvalid_0's poisson: -101.808\tvalid_0's l1: 11.5879\n",
"[83]\tvalid_0's poisson: -102.118\tvalid_0's l1: 11.5801\n",
"[84]\tvalid_0's poisson: -102.123\tvalid_0's l1: 11.5833\n",
"[85]\tvalid_0's poisson: -102.076\tvalid_0's l1: 11.5753\n",
"[86]\tvalid_0's poisson: -102.158\tvalid_0's l1: 11.5716\n",
"[87]\tvalid_0's poisson: -102.229\tvalid_0's l1: 11.5705\n",
"[88]\tvalid_0's poisson: -102.189\tvalid_0's l1: 11.5736\n",
"[89]\tvalid_0's poisson: -102.234\tvalid_0's l1: 11.5823\n",
"[90]\tvalid_0's poisson: -102.147\tvalid_0's l1: 11.5788\n",
"[91]\tvalid_0's poisson: -102.139\tvalid_0's l1: 11.5859\n",
"[92]\tvalid_0's poisson: -102.14\tvalid_0's l1: 11.5775\n",
"[93]\tvalid_0's poisson: -102.097\tvalid_0's l1: 11.5767\n",
"[94]\tvalid_0's poisson: -102.233\tvalid_0's l1: 11.5814\n",
"[95]\tvalid_0's poisson: -102.218\tvalid_0's l1: 11.5939\n",
"[96]\tvalid_0's poisson: -101.974\tvalid_0's l1: 11.6013\n",
"[97]\tvalid_0's poisson: -101.994\tvalid_0's l1: 11.5969\n",
"[98]\tvalid_0's poisson: -101.937\tvalid_0's l1: 11.5905\n",
"[99]\tvalid_0's poisson: -102.068\tvalid_0's l1: 11.595\n",
"[100]\tvalid_0's poisson: -102.04\tvalid_0's l1: 11.5954\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -99.4983\tvalid_0's l1: 20.0463\n",
"[2]\tvalid_0's poisson: -96.8485\tvalid_0's l1: 18.9205\n",
"[3]\tvalid_0's poisson: -89.891\tvalid_0's l1: 18.0272\n",
"[4]\tvalid_0's poisson: -91.2921\tvalid_0's l1: 16.9498\n",
"[5]\tvalid_0's poisson: -93.3135\tvalid_0's l1: 16.3134\n",
"[6]\tvalid_0's poisson: -95.3837\tvalid_0's l1: 16.0338\n",
"[7]\tvalid_0's poisson: -96.7508\tvalid_0's l1: 15.869\n",
"[8]\tvalid_0's poisson: -94.463\tvalid_0's l1: 15.3275\n",
"[9]\tvalid_0's poisson: -98.7122\tvalid_0's l1: 14.9536\n",
"[10]\tvalid_0's poisson: -98.0088\tvalid_0's l1: 14.4159\n",
"[11]\tvalid_0's poisson: -98.3274\tvalid_0's l1: 14.2679\n",
"[12]\tvalid_0's poisson: -99.6687\tvalid_0's l1: 14.1994\n",
"[13]\tvalid_0's poisson: -99.4246\tvalid_0's l1: 14.1079\n",
"[14]\tvalid_0's poisson: -99.1595\tvalid_0's l1: 13.7457\n",
"[15]\tvalid_0's poisson: -100.547\tvalid_0's l1: 13.4419\n",
"[16]\tvalid_0's poisson: -101.148\tvalid_0's l1: 13.3887\n",
"[17]\tvalid_0's poisson: -99.6177\tvalid_0's l1: 13.2331\n",
"[18]\tvalid_0's poisson: -99.9805\tvalid_0's l1: 13.2228\n",
"[19]\tvalid_0's poisson: -100.188\tvalid_0's l1: 13.1586\n",
"[20]\tvalid_0's poisson: -99.2752\tvalid_0's l1: 13.0645\n",
"[21]\tvalid_0's poisson: -98.869\tvalid_0's l1: 13.0441\n",
"[22]\tvalid_0's poisson: -101.85\tvalid_0's l1: 12.9232\n",
"[23]\tvalid_0's poisson: -102.07\tvalid_0's l1: 12.9094\n",
"[24]\tvalid_0's poisson: -102.255\tvalid_0's l1: 12.8845\n",
"[25]\tvalid_0's poisson: -101.542\tvalid_0's l1: 12.8303\n",
"[26]\tvalid_0's poisson: -100.787\tvalid_0's l1: 12.8071\n",
"[27]\tvalid_0's poisson: -101.311\tvalid_0's l1: 12.7193\n",
"[28]\tvalid_0's poisson: -101.462\tvalid_0's l1: 12.6381\n",
"[29]\tvalid_0's poisson: -101.702\tvalid_0's l1: 12.5952\n",
"[30]\tvalid_0's poisson: -101.726\tvalid_0's l1: 12.5837\n",
"[31]\tvalid_0's poisson: -101.5\tvalid_0's l1: 12.5932\n",
"[32]\tvalid_0's poisson: -101.603\tvalid_0's l1: 12.5003\n",
"[33]\tvalid_0's poisson: -101.517\tvalid_0's l1: 12.5239\n",
"[34]\tvalid_0's poisson: -101.527\tvalid_0's l1: 12.4835\n",
"[35]\tvalid_0's poisson: -101.621\tvalid_0's l1: 12.4069\n",
"[36]\tvalid_0's poisson: -101.864\tvalid_0's l1: 12.3827\n",
"[37]\tvalid_0's poisson: -101.683\tvalid_0's l1: 12.373\n",
"[38]\tvalid_0's poisson: -102.124\tvalid_0's l1: 12.3886\n",
"[39]\tvalid_0's poisson: -102.076\tvalid_0's l1: 12.3821\n",
"[40]\tvalid_0's poisson: -102.072\tvalid_0's l1: 12.3633\n",
"[41]\tvalid_0's poisson: -102.076\tvalid_0's l1: 12.3606\n",
"[42]\tvalid_0's poisson: -102.269\tvalid_0's l1: 12.3551\n",
"[43]\tvalid_0's poisson: -102.355\tvalid_0's l1: 12.2912\n",
"[44]\tvalid_0's poisson: -102.199\tvalid_0's l1: 12.2502\n",
"[45]\tvalid_0's poisson: -102.683\tvalid_0's l1: 12.2211\n",
"[46]\tvalid_0's poisson: -102.247\tvalid_0's l1: 12.1688\n",
"[47]\tvalid_0's poisson: -102.019\tvalid_0's l1: 12.1391\n",
"[48]\tvalid_0's poisson: -102.047\tvalid_0's l1: 12.1393\n",
"[49]\tvalid_0's poisson: -101.998\tvalid_0's l1: 12.1451\n",
"[50]\tvalid_0's poisson: -102.504\tvalid_0's l1: 12.1318\n",
"[51]\tvalid_0's poisson: -102.419\tvalid_0's l1: 12.1294\n",
"[52]\tvalid_0's poisson: -102.347\tvalid_0's l1: 12.1336\n",
"[53]\tvalid_0's poisson: -102.296\tvalid_0's l1: 12.1313\n",
"[54]\tvalid_0's poisson: -102.416\tvalid_0's l1: 12.1282\n",
"[55]\tvalid_0's poisson: -102.517\tvalid_0's l1: 12.1233\n",
"[56]\tvalid_0's poisson: -102.526\tvalid_0's l1: 12.0893\n",
"[57]\tvalid_0's poisson: -102.845\tvalid_0's l1: 12.064\n",
"[58]\tvalid_0's poisson: -102.839\tvalid_0's l1: 12.0543\n",
"[59]\tvalid_0's poisson: -102.766\tvalid_0's l1: 12.0416\n",
"[60]\tvalid_0's poisson: -102.824\tvalid_0's l1: 12.0211\n",
"[61]\tvalid_0's poisson: -103.079\tvalid_0's l1: 12.0067\n",
"[62]\tvalid_0's poisson: -103.202\tvalid_0's l1: 11.9514\n",
"[63]\tvalid_0's poisson: -102.809\tvalid_0's l1: 11.9453\n",
"[64]\tvalid_0's poisson: -102.9\tvalid_0's l1: 11.9418\n",
"[65]\tvalid_0's poisson: -102.745\tvalid_0's l1: 11.9454\n",
"[66]\tvalid_0's poisson: -102.549\tvalid_0's l1: 11.9371\n",
"[67]\tvalid_0's poisson: -102.691\tvalid_0's l1: 11.9354\n",
"[68]\tvalid_0's poisson: -102.756\tvalid_0's l1: 11.927\n",
"[69]\tvalid_0's poisson: -102.835\tvalid_0's l1: 11.9262\n",
"[70]\tvalid_0's poisson: -102.845\tvalid_0's l1: 11.9247\n",
"[71]\tvalid_0's poisson: -102.698\tvalid_0's l1: 11.9199\n",
"[72]\tvalid_0's poisson: -102.716\tvalid_0's l1: 11.9153\n",
"[73]\tvalid_0's poisson: -102.65\tvalid_0's l1: 11.9272\n",
"[74]\tvalid_0's poisson: -102.72\tvalid_0's l1: 11.9273\n",
"[75]\tvalid_0's poisson: -102.717\tvalid_0's l1: 11.9276\n",
"[76]\tvalid_0's poisson: -102.789\tvalid_0's l1: 11.9119\n",
"[77]\tvalid_0's poisson: -102.728\tvalid_0's l1: 11.9145\n",
"[78]\tvalid_0's poisson: -102.734\tvalid_0's l1: 11.8994\n",
"[79]\tvalid_0's poisson: -102.435\tvalid_0's l1: 11.8636\n",
"[80]\tvalid_0's poisson: -102.645\tvalid_0's l1: 11.8351\n",
"[81]\tvalid_0's poisson: -102.649\tvalid_0's l1: 11.8341\n",
"[82]\tvalid_0's poisson: -102.663\tvalid_0's l1: 11.8372\n",
"[83]\tvalid_0's poisson: -102.628\tvalid_0's l1: 11.8381\n",
"[84]\tvalid_0's poisson: -102.623\tvalid_0's l1: 11.8372\n",
"[85]\tvalid_0's poisson: -102.684\tvalid_0's l1: 11.8515\n",
"[86]\tvalid_0's poisson: -102.682\tvalid_0's l1: 11.8481\n",
"[87]\tvalid_0's poisson: -102.604\tvalid_0's l1: 11.8427\n",
"[88]\tvalid_0's poisson: -102.601\tvalid_0's l1: 11.8392\n",
"[89]\tvalid_0's poisson: -102.537\tvalid_0's l1: 11.8426\n",
"[90]\tvalid_0's poisson: -102.809\tvalid_0's l1: 11.8349\n",
"[91]\tvalid_0's poisson: -102.793\tvalid_0's l1: 11.8291\n",
"[92]\tvalid_0's poisson: -102.746\tvalid_0's l1: 11.8284\n",
"[93]\tvalid_0's poisson: -102.599\tvalid_0's l1: 11.8427\n",
"[94]\tvalid_0's poisson: -102.522\tvalid_0's l1: 11.8447\n",
"[95]\tvalid_0's poisson: -102.424\tvalid_0's l1: 11.8282\n",
"[96]\tvalid_0's poisson: -102.414\tvalid_0's l1: 11.8254\n",
"[97]\tvalid_0's poisson: -102.226\tvalid_0's l1: 11.8295\n",
"[98]\tvalid_0's poisson: -102.207\tvalid_0's l1: 11.8319\n",
"[99]\tvalid_0's poisson: -102.246\tvalid_0's l1: 11.82\n",
"[100]\tvalid_0's poisson: -102.161\tvalid_0's l1: 11.7854\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.7316\tvalid_0's l1: 19.9419\n",
"[2]\tvalid_0's poisson: -99.4579\tvalid_0's l1: 17.523\n",
"[3]\tvalid_0's poisson: -100.822\tvalid_0's l1: 17.2102\n",
"[4]\tvalid_0's poisson: -97.1382\tvalid_0's l1: 16.6969\n",
"[5]\tvalid_0's poisson: -97.8519\tvalid_0's l1: 16.4919\n",
"[6]\tvalid_0's poisson: -94.0024\tvalid_0's l1: 16.0446\n",
"[7]\tvalid_0's poisson: -96.2319\tvalid_0's l1: 15.7004\n",
"[8]\tvalid_0's poisson: -100.547\tvalid_0's l1: 15.3636\n",
"[9]\tvalid_0's poisson: -99.5046\tvalid_0's l1: 15.0514\n",
"[10]\tvalid_0's poisson: -99.508\tvalid_0's l1: 14.9248\n",
"[11]\tvalid_0's poisson: -98.1973\tvalid_0's l1: 14.6508\n",
"[12]\tvalid_0's poisson: -100.156\tvalid_0's l1: 14.2475\n",
"[13]\tvalid_0's poisson: -99.0849\tvalid_0's l1: 14.0744\n",
"[14]\tvalid_0's poisson: -99.2014\tvalid_0's l1: 14.0549\n",
"[15]\tvalid_0's poisson: -98.8166\tvalid_0's l1: 14.0016\n",
"[16]\tvalid_0's poisson: -98.7717\tvalid_0's l1: 13.8461\n",
"[17]\tvalid_0's poisson: -99.9711\tvalid_0's l1: 13.797\n",
"[18]\tvalid_0's poisson: -100.672\tvalid_0's l1: 13.7808\n",
"[19]\tvalid_0's poisson: -100.724\tvalid_0's l1: 13.7163\n",
"[20]\tvalid_0's poisson: -100.333\tvalid_0's l1: 13.6181\n",
"[21]\tvalid_0's poisson: -99.7197\tvalid_0's l1: 13.5002\n",
"[22]\tvalid_0's poisson: -99.7794\tvalid_0's l1: 13.021\n",
"[23]\tvalid_0's poisson: -99.9579\tvalid_0's l1: 13.0473\n",
"[24]\tvalid_0's poisson: -100.056\tvalid_0's l1: 12.9643\n",
"[25]\tvalid_0's poisson: -100.398\tvalid_0's l1: 12.9393\n",
"[26]\tvalid_0's poisson: -100.293\tvalid_0's l1: 12.8284\n",
"[27]\tvalid_0's poisson: -100.106\tvalid_0's l1: 12.8004\n",
"[28]\tvalid_0's poisson: -100.187\tvalid_0's l1: 12.7617\n",
"[29]\tvalid_0's poisson: -100.462\tvalid_0's l1: 12.7254\n",
"[30]\tvalid_0's poisson: -100.423\tvalid_0's l1: 12.7053\n",
"[31]\tvalid_0's poisson: -100.288\tvalid_0's l1: 12.6973\n",
"[32]\tvalid_0's poisson: -100.056\tvalid_0's l1: 12.7119\n",
"[33]\tvalid_0's poisson: -100.351\tvalid_0's l1: 12.6608\n",
"[34]\tvalid_0's poisson: -100.502\tvalid_0's l1: 12.6769\n",
"[35]\tvalid_0's poisson: -100.669\tvalid_0's l1: 12.6569\n",
"[36]\tvalid_0's poisson: -101.511\tvalid_0's l1: 12.6377\n",
"[37]\tvalid_0's poisson: -100.746\tvalid_0's l1: 12.611\n",
"[38]\tvalid_0's poisson: -100.888\tvalid_0's l1: 12.5566\n",
"[39]\tvalid_0's poisson: -101.969\tvalid_0's l1: 12.5314\n",
"[40]\tvalid_0's poisson: -102.042\tvalid_0's l1: 12.5203\n",
"[41]\tvalid_0's poisson: -101.754\tvalid_0's l1: 12.4969\n",
"[42]\tvalid_0's poisson: -101.718\tvalid_0's l1: 12.4685\n",
"[43]\tvalid_0's poisson: -101.82\tvalid_0's l1: 12.4419\n",
"[44]\tvalid_0's poisson: -101.774\tvalid_0's l1: 12.4151\n",
"[45]\tvalid_0's poisson: -101.616\tvalid_0's l1: 12.4044\n",
"[46]\tvalid_0's poisson: -101.505\tvalid_0's l1: 12.3654\n",
"[47]\tvalid_0's poisson: -101.684\tvalid_0's l1: 12.348\n",
"[48]\tvalid_0's poisson: -101.987\tvalid_0's l1: 12.3346\n",
"[49]\tvalid_0's poisson: -101.5\tvalid_0's l1: 12.3336\n",
"[50]\tvalid_0's poisson: -101.613\tvalid_0's l1: 12.3026\n",
"[51]\tvalid_0's poisson: -101.479\tvalid_0's l1: 12.2786\n",
"[52]\tvalid_0's poisson: -101.32\tvalid_0's l1: 12.252\n",
"[53]\tvalid_0's poisson: -101.277\tvalid_0's l1: 12.242\n",
"[54]\tvalid_0's poisson: -101.214\tvalid_0's l1: 12.2483\n",
"[55]\tvalid_0's poisson: -101.537\tvalid_0's l1: 12.241\n",
"[56]\tvalid_0's poisson: -101.486\tvalid_0's l1: 12.2481\n",
"[57]\tvalid_0's poisson: -101.329\tvalid_0's l1: 12.2136\n",
"[58]\tvalid_0's poisson: -101.356\tvalid_0's l1: 12.2138\n",
"[59]\tvalid_0's poisson: -101.422\tvalid_0's l1: 12.2997\n",
"[60]\tvalid_0's poisson: -101.183\tvalid_0's l1: 12.2549\n",
"[61]\tvalid_0's poisson: -101.234\tvalid_0's l1: 12.2468\n",
"[62]\tvalid_0's poisson: -101.303\tvalid_0's l1: 12.2241\n",
"[63]\tvalid_0's poisson: -101.365\tvalid_0's l1: 12.2051\n",
"[64]\tvalid_0's poisson: -101.437\tvalid_0's l1: 12.1838\n",
"[65]\tvalid_0's poisson: -101.377\tvalid_0's l1: 12.1763\n",
"[66]\tvalid_0's poisson: -101.554\tvalid_0's l1: 12.1718\n",
"[67]\tvalid_0's poisson: -101.769\tvalid_0's l1: 12.1673\n",
"[68]\tvalid_0's poisson: -101.634\tvalid_0's l1: 12.1583\n",
"[69]\tvalid_0's poisson: -101.606\tvalid_0's l1: 12.1552\n",
"[70]\tvalid_0's poisson: -101.608\tvalid_0's l1: 12.152\n",
"[71]\tvalid_0's poisson: -101.215\tvalid_0's l1: 12.1677\n",
"[72]\tvalid_0's poisson: -101.023\tvalid_0's l1: 12.1388\n",
"[73]\tvalid_0's poisson: -101.06\tvalid_0's l1: 12.1334\n",
"[74]\tvalid_0's poisson: -101.102\tvalid_0's l1: 12.1309\n",
"[75]\tvalid_0's poisson: -101.101\tvalid_0's l1: 12.1334\n",
"[76]\tvalid_0's poisson: -100.707\tvalid_0's l1: 12.0783\n",
"[77]\tvalid_0's poisson: -100.887\tvalid_0's l1: 12.0744\n",
"[78]\tvalid_0's poisson: -100.93\tvalid_0's l1: 12.0446\n",
"[79]\tvalid_0's poisson: -100.973\tvalid_0's l1: 12.0274\n",
"[80]\tvalid_0's poisson: -100.933\tvalid_0's l1: 12.029\n",
"[81]\tvalid_0's poisson: -100.801\tvalid_0's l1: 12.0189\n",
"[82]\tvalid_0's poisson: -101.191\tvalid_0's l1: 11.986\n",
"[83]\tvalid_0's poisson: -100.994\tvalid_0's l1: 11.9761\n",
"[84]\tvalid_0's poisson: -101.236\tvalid_0's l1: 11.9679\n",
"[85]\tvalid_0's poisson: -101.24\tvalid_0's l1: 11.9586\n",
"[86]\tvalid_0's poisson: -101.17\tvalid_0's l1: 11.9624\n",
"[87]\tvalid_0's poisson: -101.037\tvalid_0's l1: 11.9628\n",
"[88]\tvalid_0's poisson: -100.948\tvalid_0's l1: 11.9476\n",
"[89]\tvalid_0's poisson: -101.168\tvalid_0's l1: 11.9567\n",
"[90]\tvalid_0's poisson: -101.154\tvalid_0's l1: 11.9431\n",
"[91]\tvalid_0's poisson: -101.379\tvalid_0's l1: 11.9602\n",
"[92]\tvalid_0's poisson: -101.407\tvalid_0's l1: 11.9606\n",
"[93]\tvalid_0's poisson: -101.446\tvalid_0's l1: 11.9663\n",
"[94]\tvalid_0's poisson: -101.391\tvalid_0's l1: 11.9654\n",
"[95]\tvalid_0's poisson: -101.375\tvalid_0's l1: 11.9669\n",
"[96]\tvalid_0's poisson: -101.425\tvalid_0's l1: 11.9544\n",
"[97]\tvalid_0's poisson: -101.256\tvalid_0's l1: 11.9526\n",
"[98]\tvalid_0's poisson: -101.479\tvalid_0's l1: 11.9503\n",
"[99]\tvalid_0's poisson: -101.193\tvalid_0's l1: 11.9531\n",
"[100]\tvalid_0's poisson: -101.157\tvalid_0's l1: 11.9492\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -99.6661\tvalid_0's l1: 19.9269\n",
"[2]\tvalid_0's poisson: -98.3769\tvalid_0's l1: 17.6968\n",
"[3]\tvalid_0's poisson: -96.4626\tvalid_0's l1: 17.2942\n",
"[4]\tvalid_0's poisson: -95.7067\tvalid_0's l1: 16.5928\n",
"[5]\tvalid_0's poisson: -89.5408\tvalid_0's l1: 15.9335\n",
"[6]\tvalid_0's poisson: -97.3269\tvalid_0's l1: 15.4588\n",
"[7]\tvalid_0's poisson: -98.2582\tvalid_0's l1: 15.047\n",
"[8]\tvalid_0's poisson: -98.6442\tvalid_0's l1: 14.9043\n",
"[9]\tvalid_0's poisson: -97.5919\tvalid_0's l1: 14.6634\n",
"[10]\tvalid_0's poisson: -97.1413\tvalid_0's l1: 14.6058\n",
"[11]\tvalid_0's poisson: -97.4757\tvalid_0's l1: 14.5572\n",
"[12]\tvalid_0's poisson: -97.0932\tvalid_0's l1: 14.0724\n",
"[13]\tvalid_0's poisson: -96.9546\tvalid_0's l1: 14.0052\n",
"[14]\tvalid_0's poisson: -101.326\tvalid_0's l1: 13.9037\n",
"[15]\tvalid_0's poisson: -99.3922\tvalid_0's l1: 13.7856\n",
"[16]\tvalid_0's poisson: -99.5516\tvalid_0's l1: 13.6051\n",
"[17]\tvalid_0's poisson: -99.6555\tvalid_0's l1: 13.5102\n",
"[18]\tvalid_0's poisson: -99.9322\tvalid_0's l1: 13.4687\n",
"[19]\tvalid_0's poisson: -100.182\tvalid_0's l1: 13.3381\n",
"[20]\tvalid_0's poisson: -100.073\tvalid_0's l1: 13.3279\n",
"[21]\tvalid_0's poisson: -100.642\tvalid_0's l1: 13.2999\n",
"[22]\tvalid_0's poisson: -100.945\tvalid_0's l1: 13.2412\n",
"[23]\tvalid_0's poisson: -101.287\tvalid_0's l1: 13.1553\n",
"[24]\tvalid_0's poisson: -101.58\tvalid_0's l1: 13.0266\n",
"[25]\tvalid_0's poisson: -101.57\tvalid_0's l1: 12.9975\n",
"[26]\tvalid_0's poisson: -101.416\tvalid_0's l1: 12.979\n",
"[27]\tvalid_0's poisson: -101.356\tvalid_0's l1: 12.9753\n",
"[28]\tvalid_0's poisson: -101.471\tvalid_0's l1: 12.9318\n",
"[29]\tvalid_0's poisson: -101.364\tvalid_0's l1: 12.9261\n",
"[30]\tvalid_0's poisson: -101.092\tvalid_0's l1: 12.9012\n",
"[31]\tvalid_0's poisson: -101.39\tvalid_0's l1: 12.8766\n",
"[32]\tvalid_0's poisson: -101.433\tvalid_0's l1: 12.8841\n",
"[33]\tvalid_0's poisson: -101.726\tvalid_0's l1: 12.8847\n",
"[34]\tvalid_0's poisson: -101.651\tvalid_0's l1: 12.8748\n",
"[35]\tvalid_0's poisson: -101.671\tvalid_0's l1: 12.8636\n",
"[36]\tvalid_0's poisson: -101.401\tvalid_0's l1: 12.7321\n",
"[37]\tvalid_0's poisson: -101.097\tvalid_0's l1: 12.6988\n",
"[38]\tvalid_0's poisson: -101.173\tvalid_0's l1: 12.6845\n",
"[39]\tvalid_0's poisson: -101.261\tvalid_0's l1: 12.6399\n",
"[40]\tvalid_0's poisson: -101.361\tvalid_0's l1: 12.6326\n",
"[41]\tvalid_0's poisson: -101.154\tvalid_0's l1: 12.6145\n",
"[42]\tvalid_0's poisson: -101.06\tvalid_0's l1: 12.597\n",
"[43]\tvalid_0's poisson: -101.439\tvalid_0's l1: 12.4786\n",
"[44]\tvalid_0's poisson: -101.158\tvalid_0's l1: 12.4412\n",
"[45]\tvalid_0's poisson: -101.148\tvalid_0's l1: 12.4553\n",
"[46]\tvalid_0's poisson: -100.985\tvalid_0's l1: 12.4664\n",
"[47]\tvalid_0's poisson: -100.984\tvalid_0's l1: 12.4287\n",
"[48]\tvalid_0's poisson: -101.269\tvalid_0's l1: 12.3864\n",
"[49]\tvalid_0's poisson: -100.869\tvalid_0's l1: 12.3823\n",
"[50]\tvalid_0's poisson: -101.01\tvalid_0's l1: 12.3824\n",
"[51]\tvalid_0's poisson: -101.274\tvalid_0's l1: 12.3094\n",
"[52]\tvalid_0's poisson: -101.261\tvalid_0's l1: 12.303\n",
"[53]\tvalid_0's poisson: -101.072\tvalid_0's l1: 12.2827\n",
"[54]\tvalid_0's poisson: -101.401\tvalid_0's l1: 12.235\n",
"[55]\tvalid_0's poisson: -102.397\tvalid_0's l1: 12.2094\n",
"[56]\tvalid_0's poisson: -101.973\tvalid_0's l1: 12.2023\n",
"[57]\tvalid_0's poisson: -102.309\tvalid_0's l1: 12.1407\n",
"[58]\tvalid_0's poisson: -102.329\tvalid_0's l1: 12.1358\n",
"[59]\tvalid_0's poisson: -102.273\tvalid_0's l1: 12.1268\n",
"[60]\tvalid_0's poisson: -102.381\tvalid_0's l1: 12.1277\n",
"[61]\tvalid_0's poisson: -102.434\tvalid_0's l1: 12.1221\n",
"[62]\tvalid_0's poisson: -102.309\tvalid_0's l1: 12.1298\n",
"[63]\tvalid_0's poisson: -102.288\tvalid_0's l1: 12.1296\n",
"[64]\tvalid_0's poisson: -102.523\tvalid_0's l1: 12.1251\n",
"[65]\tvalid_0's poisson: -102.478\tvalid_0's l1: 12.1234\n",
"[66]\tvalid_0's poisson: -102.479\tvalid_0's l1: 12.1117\n",
"[67]\tvalid_0's poisson: -102.479\tvalid_0's l1: 12.1219\n",
"[68]\tvalid_0's poisson: -102.529\tvalid_0's l1: 12.1239\n",
"[69]\tvalid_0's poisson: -102.237\tvalid_0's l1: 12.1271\n",
"[70]\tvalid_0's poisson: -102.744\tvalid_0's l1: 12.1153\n",
"[71]\tvalid_0's poisson: -102.689\tvalid_0's l1: 12.0929\n",
"[72]\tvalid_0's poisson: -102.39\tvalid_0's l1: 12.0615\n",
"[73]\tvalid_0's poisson: -102.209\tvalid_0's l1: 12.052\n",
"[74]\tvalid_0's poisson: -102.258\tvalid_0's l1: 12.0539\n",
"[75]\tvalid_0's poisson: -102.276\tvalid_0's l1: 12.0432\n",
"[76]\tvalid_0's poisson: -102.256\tvalid_0's l1: 12.0622\n",
"[77]\tvalid_0's poisson: -102.267\tvalid_0's l1: 12.0637\n",
"[78]\tvalid_0's poisson: -102.424\tvalid_0's l1: 12.0715\n",
"[79]\tvalid_0's poisson: -102.287\tvalid_0's l1: 12.0622\n",
"[80]\tvalid_0's poisson: -102.282\tvalid_0's l1: 12.0626\n",
"[81]\tvalid_0's poisson: -102.361\tvalid_0's l1: 12.0651\n",
"[82]\tvalid_0's poisson: -102.301\tvalid_0's l1: 12.0233\n",
"[83]\tvalid_0's poisson: -102.297\tvalid_0's l1: 12.0319\n",
"[84]\tvalid_0's poisson: -102.185\tvalid_0's l1: 12.0165\n",
"[85]\tvalid_0's poisson: -102.202\tvalid_0's l1: 12.0114\n",
"[86]\tvalid_0's poisson: -102.03\tvalid_0's l1: 12.0101\n",
"[87]\tvalid_0's poisson: -102.043\tvalid_0's l1: 12.0143\n",
"[88]\tvalid_0's poisson: -102.005\tvalid_0's l1: 12.0135\n",
"[89]\tvalid_0's poisson: -102.046\tvalid_0's l1: 12.0072\n",
"[90]\tvalid_0's poisson: -102.048\tvalid_0's l1: 12.0183\n",
"[91]\tvalid_0's poisson: -102.12\tvalid_0's l1: 12.0111\n",
"[92]\tvalid_0's poisson: -102.088\tvalid_0's l1: 12.0179\n",
"[93]\tvalid_0's poisson: -102.046\tvalid_0's l1: 11.9796\n",
"[94]\tvalid_0's poisson: -101.837\tvalid_0's l1: 11.9588\n",
"[95]\tvalid_0's poisson: -101.638\tvalid_0's l1: 11.9615\n",
"[96]\tvalid_0's poisson: -101.692\tvalid_0's l1: 11.9455\n",
"[97]\tvalid_0's poisson: -101.728\tvalid_0's l1: 11.9254\n",
"[98]\tvalid_0's poisson: -101.762\tvalid_0's l1: 11.9254\n",
"[99]\tvalid_0's poisson: -101.93\tvalid_0's l1: 11.9338\n",
"[100]\tvalid_0's poisson: -101.821\tvalid_0's l1: 11.9361\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.6678\tvalid_0's l1: 19.9356\n",
"[2]\tvalid_0's poisson: -100.349\tvalid_0's l1: 17.8003\n",
"[3]\tvalid_0's poisson: -99.4554\tvalid_0's l1: 17.4399\n",
"[4]\tvalid_0's poisson: -92.5778\tvalid_0's l1: 15.8655\n",
"[5]\tvalid_0's poisson: -97.831\tvalid_0's l1: 15.3684\n",
"[6]\tvalid_0's poisson: -97.1776\tvalid_0's l1: 15.0985\n",
"[7]\tvalid_0's poisson: -96.883\tvalid_0's l1: 14.9153\n",
"[8]\tvalid_0's poisson: -100.861\tvalid_0's l1: 14.2904\n",
"[9]\tvalid_0's poisson: -101.345\tvalid_0's l1: 14.1518\n",
"[10]\tvalid_0's poisson: -99.4508\tvalid_0's l1: 13.859\n",
"[11]\tvalid_0's poisson: -100.3\tvalid_0's l1: 13.783\n",
"[12]\tvalid_0's poisson: -99.5117\tvalid_0's l1: 13.6699\n",
"[13]\tvalid_0's poisson: -98.5291\tvalid_0's l1: 13.6077\n",
"[14]\tvalid_0's poisson: -99.4687\tvalid_0's l1: 13.5037\n",
"[15]\tvalid_0's poisson: -99.1168\tvalid_0's l1: 13.4839\n",
"[16]\tvalid_0's poisson: -99.6459\tvalid_0's l1: 13.4556\n",
"[17]\tvalid_0's poisson: -100.344\tvalid_0's l1: 13.4144\n",
"[18]\tvalid_0's poisson: -100.044\tvalid_0's l1: 13.3525\n",
"[19]\tvalid_0's poisson: -99.2136\tvalid_0's l1: 13.2163\n",
"[20]\tvalid_0's poisson: -100\tvalid_0's l1: 13.1357\n",
"[21]\tvalid_0's poisson: -99.2797\tvalid_0's l1: 13.0779\n",
"[22]\tvalid_0's poisson: -99.2742\tvalid_0's l1: 13.0395\n",
"[23]\tvalid_0's poisson: -99.4469\tvalid_0's l1: 13.0332\n",
"[24]\tvalid_0's poisson: -99.6142\tvalid_0's l1: 13.0358\n",
"[25]\tvalid_0's poisson: -99.4604\tvalid_0's l1: 13.0012\n",
"[26]\tvalid_0's poisson: -99.989\tvalid_0's l1: 12.966\n",
"[27]\tvalid_0's poisson: -100.946\tvalid_0's l1: 12.9015\n",
"[28]\tvalid_0's poisson: -101.263\tvalid_0's l1: 12.8833\n",
"[29]\tvalid_0's poisson: -101.52\tvalid_0's l1: 12.6444\n",
"[30]\tvalid_0's poisson: -102.047\tvalid_0's l1: 12.5421\n",
"[31]\tvalid_0's poisson: -101.73\tvalid_0's l1: 12.5338\n",
"[32]\tvalid_0's poisson: -101.249\tvalid_0's l1: 12.567\n",
"[33]\tvalid_0's poisson: -101.488\tvalid_0's l1: 12.5745\n",
"[34]\tvalid_0's poisson: -101.545\tvalid_0's l1: 12.5564\n",
"[35]\tvalid_0's poisson: -101.549\tvalid_0's l1: 12.5553\n",
"[36]\tvalid_0's poisson: -101.354\tvalid_0's l1: 12.5192\n",
"[37]\tvalid_0's poisson: -102.005\tvalid_0's l1: 12.512\n",
"[38]\tvalid_0's poisson: -101.616\tvalid_0's l1: 12.4657\n",
"[39]\tvalid_0's poisson: -101.461\tvalid_0's l1: 12.4366\n",
"[40]\tvalid_0's poisson: -100.953\tvalid_0's l1: 12.4015\n",
"[41]\tvalid_0's poisson: -101.378\tvalid_0's l1: 12.4089\n",
"[42]\tvalid_0's poisson: -101.235\tvalid_0's l1: 12.3822\n",
"[43]\tvalid_0's poisson: -100.965\tvalid_0's l1: 12.3726\n",
"[44]\tvalid_0's poisson: -101.119\tvalid_0's l1: 12.4044\n",
"[45]\tvalid_0's poisson: -101.064\tvalid_0's l1: 12.4005\n",
"[46]\tvalid_0's poisson: -101.103\tvalid_0's l1: 12.403\n",
"[47]\tvalid_0's poisson: -102.386\tvalid_0's l1: 12.2287\n",
"[48]\tvalid_0's poisson: -102.194\tvalid_0's l1: 12.2394\n",
"[49]\tvalid_0's poisson: -102.045\tvalid_0's l1: 12.1703\n",
"[50]\tvalid_0's poisson: -101.649\tvalid_0's l1: 12.1769\n",
"[51]\tvalid_0's poisson: -101.588\tvalid_0's l1: 12.1865\n",
"[52]\tvalid_0's poisson: -101.383\tvalid_0's l1: 12.2014\n",
"[53]\tvalid_0's poisson: -102.025\tvalid_0's l1: 12.11\n",
"[54]\tvalid_0's poisson: -102.068\tvalid_0's l1: 12.05\n",
"[55]\tvalid_0's poisson: -102.121\tvalid_0's l1: 12.0144\n",
"[56]\tvalid_0's poisson: -102.27\tvalid_0's l1: 12.0076\n",
"[57]\tvalid_0's poisson: -102.34\tvalid_0's l1: 12.0035\n",
"[58]\tvalid_0's poisson: -102.223\tvalid_0's l1: 11.9825\n",
"[59]\tvalid_0's poisson: -102.322\tvalid_0's l1: 11.9669\n",
"[60]\tvalid_0's poisson: -102.186\tvalid_0's l1: 11.9752\n",
"[61]\tvalid_0's poisson: -102.276\tvalid_0's l1: 11.9718\n",
"[62]\tvalid_0's poisson: -102.309\tvalid_0's l1: 11.9595\n",
"[63]\tvalid_0's poisson: -102.196\tvalid_0's l1: 11.9582\n",
"[64]\tvalid_0's poisson: -102.583\tvalid_0's l1: 11.97\n",
"[65]\tvalid_0's poisson: -102.6\tvalid_0's l1: 11.9663\n",
"[66]\tvalid_0's poisson: -102.483\tvalid_0's l1: 11.9599\n",
"[67]\tvalid_0's poisson: -102.532\tvalid_0's l1: 11.954\n",
"[68]\tvalid_0's poisson: -102.483\tvalid_0's l1: 11.9542\n",
"[69]\tvalid_0's poisson: -102.621\tvalid_0's l1: 11.9588\n",
"[70]\tvalid_0's poisson: -102.75\tvalid_0's l1: 11.9611\n",
"[71]\tvalid_0's poisson: -102.387\tvalid_0's l1: 11.9246\n",
"[72]\tvalid_0's poisson: -102.606\tvalid_0's l1: 11.9382\n",
"[73]\tvalid_0's poisson: -102.575\tvalid_0's l1: 11.9257\n",
"[74]\tvalid_0's poisson: -102.527\tvalid_0's l1: 11.9072\n",
"[75]\tvalid_0's poisson: -102.498\tvalid_0's l1: 11.9042\n",
"[76]\tvalid_0's poisson: -102.507\tvalid_0's l1: 11.9006\n",
"[77]\tvalid_0's poisson: -102.522\tvalid_0's l1: 11.9002\n",
"[78]\tvalid_0's poisson: -102.445\tvalid_0's l1: 11.9023\n",
"[79]\tvalid_0's poisson: -102.359\tvalid_0's l1: 11.8855\n",
"[80]\tvalid_0's poisson: -102.341\tvalid_0's l1: 11.881\n",
"[81]\tvalid_0's poisson: -102.535\tvalid_0's l1: 11.8636\n",
"[82]\tvalid_0's poisson: -102.285\tvalid_0's l1: 11.8658\n",
"[83]\tvalid_0's poisson: -102.123\tvalid_0's l1: 11.8514\n",
"[84]\tvalid_0's poisson: -102.056\tvalid_0's l1: 11.8497\n",
"[85]\tvalid_0's poisson: -102.099\tvalid_0's l1: 11.8615\n",
"[86]\tvalid_0's poisson: -101.93\tvalid_0's l1: 11.8632\n",
"[87]\tvalid_0's poisson: -102.008\tvalid_0's l1: 11.8667\n",
"[88]\tvalid_0's poisson: -102.026\tvalid_0's l1: 11.8658\n",
"[89]\tvalid_0's poisson: -102.034\tvalid_0's l1: 11.8626\n",
"[90]\tvalid_0's poisson: -101.794\tvalid_0's l1: 11.858\n",
"[91]\tvalid_0's poisson: -101.626\tvalid_0's l1: 11.8685\n",
"[92]\tvalid_0's poisson: -101.818\tvalid_0's l1: 11.8601\n",
"[93]\tvalid_0's poisson: -102.041\tvalid_0's l1: 11.8318\n",
"[94]\tvalid_0's poisson: -101.859\tvalid_0's l1: 11.8287\n",
"[95]\tvalid_0's poisson: -101.857\tvalid_0's l1: 11.8271\n",
"[96]\tvalid_0's poisson: -101.849\tvalid_0's l1: 11.8187\n",
"[97]\tvalid_0's poisson: -101.785\tvalid_0's l1: 11.8166\n",
"[98]\tvalid_0's poisson: -101.807\tvalid_0's l1: 11.8116\n",
"[99]\tvalid_0's poisson: -101.865\tvalid_0's l1: 11.8044\n",
"[100]\tvalid_0's poisson: -101.789\tvalid_0's l1: 11.8153\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -83.6565\tvalid_0's l1: 28.1255\n",
"[2]\tvalid_0's poisson: -86.4139\tvalid_0's l1: 26.9556\n",
"[3]\tvalid_0's poisson: -88.7345\tvalid_0's l1: 25.8776\n",
"[4]\tvalid_0's poisson: -90.8877\tvalid_0's l1: 24.8349\n",
"[5]\tvalid_0's poisson: -92.6456\tvalid_0's l1: 23.8918\n",
"[6]\tvalid_0's poisson: -94.0646\tvalid_0's l1: 23.0715\n",
"[7]\tvalid_0's poisson: -96.1554\tvalid_0's l1: 22.109\n",
"[8]\tvalid_0's poisson: -97.5362\tvalid_0's l1: 21.3199\n",
"[9]\tvalid_0's poisson: -98.917\tvalid_0's l1: 20.4901\n",
"[10]\tvalid_0's poisson: -100.026\tvalid_0's l1: 19.7619\n",
"[11]\tvalid_0's poisson: -100.903\tvalid_0's l1: 19.1109\n",
"[12]\tvalid_0's poisson: -101.747\tvalid_0's l1: 18.4625\n",
"[13]\tvalid_0's poisson: -102.393\tvalid_0's l1: 17.9175\n",
"[14]\tvalid_0's poisson: -103.016\tvalid_0's l1: 17.4006\n",
"[15]\tvalid_0's poisson: -103.587\tvalid_0's l1: 16.9148\n",
"[16]\tvalid_0's poisson: -104.081\tvalid_0's l1: 16.4735\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -104.344\tvalid_0's l1: 16.1829\n",
"[18]\tvalid_0's poisson: -104.625\tvalid_0's l1: 15.8762\n",
"[19]\tvalid_0's poisson: -105.031\tvalid_0's l1: 15.4975\n",
"[20]\tvalid_0's poisson: -105.394\tvalid_0's l1: 15.1352\n",
"[21]\tvalid_0's poisson: -105.696\tvalid_0's l1: 14.8137\n",
"[22]\tvalid_0's poisson: -105.949\tvalid_0's l1: 14.5427\n",
"[23]\tvalid_0's poisson: -106.131\tvalid_0's l1: 14.3341\n",
"[24]\tvalid_0's poisson: -106.333\tvalid_0's l1: 14.1026\n",
"[25]\tvalid_0's poisson: -106.555\tvalid_0's l1: 13.8431\n",
"[26]\tvalid_0's poisson: -106.696\tvalid_0's l1: 13.6804\n",
"[27]\tvalid_0's poisson: -106.874\tvalid_0's l1: 13.4667\n",
"[28]\tvalid_0's poisson: -107.029\tvalid_0's l1: 13.2706\n",
"[29]\tvalid_0's poisson: -107.171\tvalid_0's l1: 13.0988\n",
"[30]\tvalid_0's poisson: -107.263\tvalid_0's l1: 12.9797\n",
"[31]\tvalid_0's poisson: -107.378\tvalid_0's l1: 12.8304\n",
"[32]\tvalid_0's poisson: -107.464\tvalid_0's l1: 12.7253\n",
"[33]\tvalid_0's poisson: -107.587\tvalid_0's l1: 12.5725\n",
"[34]\tvalid_0's poisson: -107.704\tvalid_0's l1: 12.426\n",
"[35]\tvalid_0's poisson: -107.799\tvalid_0's l1: 12.3083\n",
"[36]\tvalid_0's poisson: -107.861\tvalid_0's l1: 12.2256\n",
"[37]\tvalid_0's poisson: -107.934\tvalid_0's l1: 12.1331\n",
"[38]\tvalid_0's poisson: -108.01\tvalid_0's l1: 12.0346\n",
"[39]\tvalid_0's poisson: -108.051\tvalid_0's l1: 11.9772\n",
"[40]\tvalid_0's poisson: -108.099\tvalid_0's l1: 11.9082\n",
"[41]\tvalid_0's poisson: -108.137\tvalid_0's l1: 11.8538\n",
"[42]\tvalid_0's poisson: -108.189\tvalid_0's l1: 11.7776\n",
"[43]\tvalid_0's poisson: -108.243\tvalid_0's l1: 11.699\n",
"[44]\tvalid_0's poisson: -108.296\tvalid_0's l1: 11.6231\n",
"[45]\tvalid_0's poisson: -108.342\tvalid_0's l1: 11.5561\n",
"[46]\tvalid_0's poisson: -108.368\tvalid_0's l1: 11.5161\n",
"[47]\tvalid_0's poisson: -108.399\tvalid_0's l1: 11.4732\n",
"[48]\tvalid_0's poisson: -108.43\tvalid_0's l1: 11.4224\n",
"[49]\tvalid_0's poisson: -108.474\tvalid_0's l1: 11.357\n",
"[50]\tvalid_0's poisson: -108.512\tvalid_0's l1: 11.2869\n",
"[51]\tvalid_0's poisson: -108.529\tvalid_0's l1: 11.2575\n",
"[52]\tvalid_0's poisson: -108.561\tvalid_0's l1: 11.2061\n",
"[53]\tvalid_0's poisson: -108.589\tvalid_0's l1: 11.1506\n",
"[54]\tvalid_0's poisson: -108.622\tvalid_0's l1: 11.0942\n",
"[55]\tvalid_0's poisson: -108.65\tvalid_0's l1: 11.0433\n",
"[56]\tvalid_0's poisson: -108.676\tvalid_0's l1: 10.9983\n",
"[57]\tvalid_0's poisson: -108.696\tvalid_0's l1: 10.9617\n",
"[58]\tvalid_0's poisson: -108.721\tvalid_0's l1: 10.9247\n",
"[59]\tvalid_0's poisson: -108.732\tvalid_0's l1: 10.908\n",
"[60]\tvalid_0's poisson: -108.74\tvalid_0's l1: 10.8948\n",
"[61]\tvalid_0's poisson: -108.748\tvalid_0's l1: 10.8801\n",
"[62]\tvalid_0's poisson: -108.752\tvalid_0's l1: 10.8699\n",
"[63]\tvalid_0's poisson: -108.767\tvalid_0's l1: 10.8398\n",
"[64]\tvalid_0's poisson: -108.772\tvalid_0's l1: 10.8301\n",
"[65]\tvalid_0's poisson: -108.779\tvalid_0's l1: 10.8165\n",
"[66]\tvalid_0's poisson: -108.781\tvalid_0's l1: 10.8106\n",
"[67]\tvalid_0's poisson: -108.787\tvalid_0's l1: 10.8007\n",
"[68]\tvalid_0's poisson: -108.802\tvalid_0's l1: 10.7752\n",
"[69]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.7501\n",
"[70]\tvalid_0's poisson: -108.824\tvalid_0's l1: 10.7249\n",
"[71]\tvalid_0's poisson: -108.826\tvalid_0's l1: 10.7186\n",
"[72]\tvalid_0's poisson: -108.808\tvalid_0's l1: 10.7069\n",
"[73]\tvalid_0's poisson: -108.812\tvalid_0's l1: 10.694\n",
"[74]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.686\n",
"[75]\tvalid_0's poisson: -108.814\tvalid_0's l1: 10.6719\n",
"[76]\tvalid_0's poisson: -108.822\tvalid_0's l1: 10.6549\n",
"[77]\tvalid_0's poisson: -108.83\tvalid_0's l1: 10.6431\n",
"[78]\tvalid_0's poisson: -108.832\tvalid_0's l1: 10.6275\n",
"[79]\tvalid_0's poisson: -108.836\tvalid_0's l1: 10.6207\n",
"[80]\tvalid_0's poisson: -108.838\tvalid_0's l1: 10.6172\n",
"[81]\tvalid_0's poisson: -108.847\tvalid_0's l1: 10.6089\n",
"[82]\tvalid_0's poisson: -108.851\tvalid_0's l1: 10.6023\n",
"[83]\tvalid_0's poisson: -108.859\tvalid_0's l1: 10.5921\n",
"[84]\tvalid_0's poisson: -108.858\tvalid_0's l1: 10.586\n",
"[85]\tvalid_0's poisson: -108.86\tvalid_0's l1: 10.5826\n",
"[86]\tvalid_0's poisson: -108.862\tvalid_0's l1: 10.5791\n",
"[87]\tvalid_0's poisson: -108.858\tvalid_0's l1: 10.5747\n",
"[88]\tvalid_0's poisson: -108.866\tvalid_0's l1: 10.5704\n",
"[89]\tvalid_0's poisson: -108.864\tvalid_0's l1: 10.5673\n",
"[90]\tvalid_0's poisson: -108.865\tvalid_0's l1: 10.5629\n",
"[91]\tvalid_0's poisson: -108.867\tvalid_0's l1: 10.5579\n",
"[92]\tvalid_0's poisson: -108.87\tvalid_0's l1: 10.5515\n",
"[93]\tvalid_0's poisson: -108.871\tvalid_0's l1: 10.5462\n",
"[94]\tvalid_0's poisson: -108.867\tvalid_0's l1: 10.5412\n",
"[95]\tvalid_0's poisson: -108.862\tvalid_0's l1: 10.5383\n",
"[96]\tvalid_0's poisson: -108.863\tvalid_0's l1: 10.538\n",
"[97]\tvalid_0's poisson: -108.867\tvalid_0's l1: 10.5368\n",
"[98]\tvalid_0's poisson: -108.857\tvalid_0's l1: 10.5345\n",
"[99]\tvalid_0's poisson: -108.865\tvalid_0's l1: 10.5305\n",
"[100]\tvalid_0's poisson: -108.865\tvalid_0's l1: 10.5282\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -83.6651\tvalid_0's l1: 28.1245\n",
"[2]\tvalid_0's poisson: -86.5011\tvalid_0's l1: 26.9331\n",
"[3]\tvalid_0's poisson: -88.846\tvalid_0's l1: 25.83\n",
"[4]\tvalid_0's poisson: -90.9765\tvalid_0's l1: 24.7984\n",
"[5]\tvalid_0's poisson: -92.6116\tvalid_0's l1: 23.9076\n",
"[6]\tvalid_0's poisson: -94.1592\tvalid_0's l1: 23.047\n",
"[7]\tvalid_0's poisson: -95.4893\tvalid_0's l1: 22.2356\n",
"[8]\tvalid_0's poisson: -97.1852\tvalid_0's l1: 21.4059\n",
"[9]\tvalid_0's poisson: -98.672\tvalid_0's l1: 20.5516\n",
"[10]\tvalid_0's poisson: -99.8506\tvalid_0's l1: 19.8069\n",
"[11]\tvalid_0's poisson: -100.858\tvalid_0's l1: 19.1193\n",
"[12]\tvalid_0's poisson: -101.746\tvalid_0's l1: 18.4613\n",
"[13]\tvalid_0's poisson: -102.427\tvalid_0's l1: 17.915\n",
"[14]\tvalid_0's poisson: -103.016\tvalid_0's l1: 17.3978\n",
"[15]\tvalid_0's poisson: -103.61\tvalid_0's l1: 16.9133\n",
"[16]\tvalid_0's poisson: -103.963\tvalid_0's l1: 16.5478\n",
"[17]\tvalid_0's poisson: -104.439\tvalid_0's l1: 16.1175\n",
"[18]\tvalid_0's poisson: -104.714\tvalid_0's l1: 15.822\n",
"[19]\tvalid_0's poisson: -105.07\tvalid_0's l1: 15.454\n",
"[20]\tvalid_0's poisson: -105.396\tvalid_0's l1: 15.1092\n",
"[21]\tvalid_0's poisson: -105.713\tvalid_0's l1: 14.7812\n",
"[22]\tvalid_0's poisson: -105.979\tvalid_0's l1: 14.4856\n",
"[23]\tvalid_0's poisson: -106.224\tvalid_0's l1: 14.2176\n",
"[24]\tvalid_0's poisson: -106.426\tvalid_0's l1: 13.9842\n",
"[25]\tvalid_0's poisson: -106.628\tvalid_0's l1: 13.7422\n",
"[26]\tvalid_0's poisson: -106.765\tvalid_0's l1: 13.5749\n",
"[27]\tvalid_0's poisson: -106.939\tvalid_0's l1: 13.3849\n",
"[28]\tvalid_0's poisson: -107.097\tvalid_0's l1: 13.1884\n",
"[29]\tvalid_0's poisson: -107.216\tvalid_0's l1: 13.0454\n",
"[30]\tvalid_0's poisson: -107.313\tvalid_0's l1: 12.9078\n",
"[31]\tvalid_0's poisson: -107.436\tvalid_0's l1: 12.7495\n",
"[32]\tvalid_0's poisson: -107.555\tvalid_0's l1: 12.5937\n",
"[33]\tvalid_0's poisson: -107.64\tvalid_0's l1: 12.4881\n",
"[34]\tvalid_0's poisson: -107.735\tvalid_0's l1: 12.3609\n",
"[35]\tvalid_0's poisson: -107.808\tvalid_0's l1: 12.266\n",
"[36]\tvalid_0's poisson: -107.889\tvalid_0's l1: 12.1545\n",
"[37]\tvalid_0's poisson: -107.959\tvalid_0's l1: 12.0619\n",
"[38]\tvalid_0's poisson: -108.004\tvalid_0's l1: 11.9938\n",
"[39]\tvalid_0's poisson: -108.065\tvalid_0's l1: 11.9121\n",
"[40]\tvalid_0's poisson: -108.122\tvalid_0's l1: 11.8256\n",
"[41]\tvalid_0's poisson: -108.176\tvalid_0's l1: 11.746\n",
"[42]\tvalid_0's poisson: -108.226\tvalid_0's l1: 11.6741\n",
"[43]\tvalid_0's poisson: -108.272\tvalid_0's l1: 11.6051\n",
"[44]\tvalid_0's poisson: -108.298\tvalid_0's l1: 11.5708\n",
"[45]\tvalid_0's poisson: -108.34\tvalid_0's l1: 11.5073\n",
"[46]\tvalid_0's poisson: -108.371\tvalid_0's l1: 11.4579\n",
"[47]\tvalid_0's poisson: -108.401\tvalid_0's l1: 11.4155\n",
"[48]\tvalid_0's poisson: -108.43\tvalid_0's l1: 11.3688\n",
"[49]\tvalid_0's poisson: -108.462\tvalid_0's l1: 11.3175\n",
"[50]\tvalid_0's poisson: -108.487\tvalid_0's l1: 11.2736\n",
"[51]\tvalid_0's poisson: -108.508\tvalid_0's l1: 11.2403\n",
"[52]\tvalid_0's poisson: -108.524\tvalid_0's l1: 11.2124\n",
"[53]\tvalid_0's poisson: -108.554\tvalid_0's l1: 11.1606\n",
"[54]\tvalid_0's poisson: -108.588\tvalid_0's l1: 11.1164\n",
"[55]\tvalid_0's poisson: -108.616\tvalid_0's l1: 11.0745\n",
"[56]\tvalid_0's poisson: -108.64\tvalid_0's l1: 11.0265\n",
"[57]\tvalid_0's poisson: -108.667\tvalid_0's l1: 10.9765\n",
"[58]\tvalid_0's poisson: -108.686\tvalid_0's l1: 10.9397\n",
"[59]\tvalid_0's poisson: -108.701\tvalid_0's l1: 10.9087\n",
"[60]\tvalid_0's poisson: -108.708\tvalid_0's l1: 10.8955\n",
"[61]\tvalid_0's poisson: -108.73\tvalid_0's l1: 10.862\n",
"[62]\tvalid_0's poisson: -108.734\tvalid_0's l1: 10.8531\n",
"[63]\tvalid_0's poisson: -108.74\tvalid_0's l1: 10.8432\n",
"[64]\tvalid_0's poisson: -108.748\tvalid_0's l1: 10.8254\n",
"[65]\tvalid_0's poisson: -108.745\tvalid_0's l1: 10.813\n",
"[66]\tvalid_0's poisson: -108.744\tvalid_0's l1: 10.8034\n",
"[67]\tvalid_0's poisson: -108.748\tvalid_0's l1: 10.795\n",
"[68]\tvalid_0's poisson: -108.753\tvalid_0's l1: 10.7884\n",
"[69]\tvalid_0's poisson: -108.758\tvalid_0's l1: 10.7741\n",
"[70]\tvalid_0's poisson: -108.763\tvalid_0's l1: 10.7646\n",
"[71]\tvalid_0's poisson: -108.77\tvalid_0's l1: 10.7528\n",
"[72]\tvalid_0's poisson: -108.776\tvalid_0's l1: 10.7383\n",
"[73]\tvalid_0's poisson: -108.789\tvalid_0's l1: 10.7121\n",
"[74]\tvalid_0's poisson: -108.761\tvalid_0's l1: 10.7007\n",
"[75]\tvalid_0's poisson: -108.763\tvalid_0's l1: 10.6881\n",
"[76]\tvalid_0's poisson: -108.77\tvalid_0's l1: 10.6696\n",
"[77]\tvalid_0's poisson: -108.775\tvalid_0's l1: 10.6479\n",
"[78]\tvalid_0's poisson: -108.784\tvalid_0's l1: 10.6354\n",
"[79]\tvalid_0's poisson: -108.79\tvalid_0's l1: 10.6239\n",
"[80]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.6161\n",
"[81]\tvalid_0's poisson: -108.802\tvalid_0's l1: 10.6026\n",
"[82]\tvalid_0's poisson: -108.804\tvalid_0's l1: 10.5998\n",
"[83]\tvalid_0's poisson: -108.801\tvalid_0's l1: 10.5969\n",
"[84]\tvalid_0's poisson: -108.805\tvalid_0's l1: 10.5897\n",
"[85]\tvalid_0's poisson: -108.808\tvalid_0's l1: 10.5789\n",
"[86]\tvalid_0's poisson: -108.808\tvalid_0's l1: 10.5692\n",
"[87]\tvalid_0's poisson: -108.815\tvalid_0's l1: 10.5502\n",
"[88]\tvalid_0's poisson: -108.818\tvalid_0's l1: 10.5415\n",
"[89]\tvalid_0's poisson: -108.827\tvalid_0's l1: 10.5331\n",
"[90]\tvalid_0's poisson: -108.823\tvalid_0's l1: 10.5308\n",
"[91]\tvalid_0's poisson: -108.821\tvalid_0's l1: 10.5219\n",
"[92]\tvalid_0's poisson: -108.823\tvalid_0's l1: 10.5154\n",
"[93]\tvalid_0's poisson: -108.824\tvalid_0's l1: 10.5141\n",
"[94]\tvalid_0's poisson: -108.819\tvalid_0's l1: 10.5141\n",
"[95]\tvalid_0's poisson: -108.821\tvalid_0's l1: 10.506\n",
"[96]\tvalid_0's poisson: -108.834\tvalid_0's l1: 10.4878\n",
"[97]\tvalid_0's poisson: -108.845\tvalid_0's l1: 10.4723\n",
"[98]\tvalid_0's poisson: -108.848\tvalid_0's l1: 10.4679\n",
"[99]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.4576\n",
"[100]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.4576\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -83.6912\tvalid_0's l1: 28.1066\n",
"[2]\tvalid_0's poisson: -86.4359\tvalid_0's l1: 26.9473\n",
"[3]\tvalid_0's poisson: -88.843\tvalid_0's l1: 25.8335\n",
"[4]\tvalid_0's poisson: -90.8057\tvalid_0's l1: 24.8264\n",
"[5]\tvalid_0's poisson: -92.6913\tvalid_0's l1: 23.8682\n",
"[6]\tvalid_0's poisson: -94.1085\tvalid_0's l1: 23.0413\n",
"[7]\tvalid_0's poisson: -95.4645\tvalid_0's l1: 22.2425\n",
"[8]\tvalid_0's poisson: -96.568\tvalid_0's l1: 21.541\n",
"[9]\tvalid_0's poisson: -98.2083\tvalid_0's l1: 20.6864\n",
"[10]\tvalid_0's poisson: -99.4755\tvalid_0's l1: 19.9443\n",
"[11]\tvalid_0's poisson: -100.53\tvalid_0's l1: 19.2547\n",
"[12]\tvalid_0's poisson: -101.496\tvalid_0's l1: 18.5784\n",
"[13]\tvalid_0's poisson: -102.282\tvalid_0's l1: 17.993\n",
"[14]\tvalid_0's poisson: -102.943\tvalid_0's l1: 17.4542\n",
"[15]\tvalid_0's poisson: -103.535\tvalid_0's l1: 16.96\n",
"[16]\tvalid_0's poisson: -104.062\tvalid_0's l1: 16.5199\n",
"[17]\tvalid_0's poisson: -104.546\tvalid_0's l1: 16.079\n",
"[18]\tvalid_0's poisson: -104.944\tvalid_0's l1: 15.7032\n",
"[19]\tvalid_0's poisson: -105.226\tvalid_0's l1: 15.4163\n",
"[20]\tvalid_0's poisson: -105.571\tvalid_0's l1: 15.0539\n",
"[21]\tvalid_0's poisson: -105.856\tvalid_0's l1: 14.7383\n",
"[22]\tvalid_0's poisson: -106.035\tvalid_0's l1: 14.5203\n",
"[23]\tvalid_0's poisson: -106.256\tvalid_0's l1: 14.2641\n",
"[24]\tvalid_0's poisson: -106.497\tvalid_0's l1: 13.9802\n",
"[25]\tvalid_0's poisson: -106.641\tvalid_0's l1: 13.8085\n",
"[26]\tvalid_0's poisson: -106.838\tvalid_0's l1: 13.5741\n",
"[27]\tvalid_0's poisson: -106.987\tvalid_0's l1: 13.3938\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -107.132\tvalid_0's l1: 13.2133\n",
"[29]\tvalid_0's poisson: -107.253\tvalid_0's l1: 13.0486\n",
"[30]\tvalid_0's poisson: -107.381\tvalid_0's l1: 12.8934\n",
"[31]\tvalid_0's poisson: -107.458\tvalid_0's l1: 12.7896\n",
"[32]\tvalid_0's poisson: -107.575\tvalid_0's l1: 12.6393\n",
"[33]\tvalid_0's poisson: -107.668\tvalid_0's l1: 12.5103\n",
"[34]\tvalid_0's poisson: -107.771\tvalid_0's l1: 12.3856\n",
"[35]\tvalid_0's poisson: -107.836\tvalid_0's l1: 12.2979\n",
"[36]\tvalid_0's poisson: -107.924\tvalid_0's l1: 12.1833\n",
"[37]\tvalid_0's poisson: -107.973\tvalid_0's l1: 12.1094\n",
"[38]\tvalid_0's poisson: -108.03\tvalid_0's l1: 12.0263\n",
"[39]\tvalid_0's poisson: -108.097\tvalid_0's l1: 11.9316\n",
"[40]\tvalid_0's poisson: -108.156\tvalid_0's l1: 11.8466\n",
"[41]\tvalid_0's poisson: -108.194\tvalid_0's l1: 11.7856\n",
"[42]\tvalid_0's poisson: -108.231\tvalid_0's l1: 11.7328\n",
"[43]\tvalid_0's poisson: -108.275\tvalid_0's l1: 11.6721\n",
"[44]\tvalid_0's poisson: -108.325\tvalid_0's l1: 11.6048\n",
"[45]\tvalid_0's poisson: -108.37\tvalid_0's l1: 11.5424\n",
"[46]\tvalid_0's poisson: -108.414\tvalid_0's l1: 11.4786\n",
"[47]\tvalid_0's poisson: -108.438\tvalid_0's l1: 11.4424\n",
"[48]\tvalid_0's poisson: -108.473\tvalid_0's l1: 11.3865\n",
"[49]\tvalid_0's poisson: -108.509\tvalid_0's l1: 11.3371\n",
"[50]\tvalid_0's poisson: -108.539\tvalid_0's l1: 11.2942\n",
"[51]\tvalid_0's poisson: -108.572\tvalid_0's l1: 11.2442\n",
"[52]\tvalid_0's poisson: -108.6\tvalid_0's l1: 11.1964\n",
"[53]\tvalid_0's poisson: -108.625\tvalid_0's l1: 11.1526\n",
"[54]\tvalid_0's poisson: -108.651\tvalid_0's l1: 11.1124\n",
"[55]\tvalid_0's poisson: -108.671\tvalid_0's l1: 11.0777\n",
"[56]\tvalid_0's poisson: -108.691\tvalid_0's l1: 11.0477\n",
"[57]\tvalid_0's poisson: -108.711\tvalid_0's l1: 11.0145\n",
"[58]\tvalid_0's poisson: -108.721\tvalid_0's l1: 10.9945\n",
"[59]\tvalid_0's poisson: -108.739\tvalid_0's l1: 10.9619\n",
"[60]\tvalid_0's poisson: -108.748\tvalid_0's l1: 10.9425\n",
"[61]\tvalid_0's poisson: -108.765\tvalid_0's l1: 10.9165\n",
"[62]\tvalid_0's poisson: -108.774\tvalid_0's l1: 10.9011\n",
"[63]\tvalid_0's poisson: -108.78\tvalid_0's l1: 10.888\n",
"[64]\tvalid_0's poisson: -108.795\tvalid_0's l1: 10.8577\n",
"[65]\tvalid_0's poisson: -108.805\tvalid_0's l1: 10.8353\n",
"[66]\tvalid_0's poisson: -108.816\tvalid_0's l1: 10.8099\n",
"[67]\tvalid_0's poisson: -108.824\tvalid_0's l1: 10.7944\n",
"[68]\tvalid_0's poisson: -108.829\tvalid_0's l1: 10.7839\n",
"[69]\tvalid_0's poisson: -108.839\tvalid_0's l1: 10.76\n",
"[70]\tvalid_0's poisson: -108.847\tvalid_0's l1: 10.7439\n",
"[71]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.7277\n",
"[72]\tvalid_0's poisson: -108.859\tvalid_0's l1: 10.7107\n",
"[73]\tvalid_0's poisson: -108.855\tvalid_0's l1: 10.7057\n",
"[74]\tvalid_0's poisson: -108.865\tvalid_0's l1: 10.6891\n",
"[75]\tvalid_0's poisson: -108.866\tvalid_0's l1: 10.6856\n",
"[76]\tvalid_0's poisson: -108.876\tvalid_0's l1: 10.6693\n",
"[77]\tvalid_0's poisson: -108.877\tvalid_0's l1: 10.6646\n",
"[78]\tvalid_0's poisson: -108.863\tvalid_0's l1: 10.6611\n",
"[79]\tvalid_0's poisson: -108.869\tvalid_0's l1: 10.6454\n",
"[80]\tvalid_0's poisson: -108.848\tvalid_0's l1: 10.6423\n",
"[81]\tvalid_0's poisson: -108.851\tvalid_0's l1: 10.6326\n",
"[82]\tvalid_0's poisson: -108.847\tvalid_0's l1: 10.6289\n",
"[83]\tvalid_0's poisson: -108.85\tvalid_0's l1: 10.6234\n",
"[84]\tvalid_0's poisson: -108.855\tvalid_0's l1: 10.6164\n",
"[85]\tvalid_0's poisson: -108.861\tvalid_0's l1: 10.6125\n",
"[86]\tvalid_0's poisson: -108.863\tvalid_0's l1: 10.609\n",
"[87]\tvalid_0's poisson: -108.869\tvalid_0's l1: 10.5962\n",
"[88]\tvalid_0's poisson: -108.859\tvalid_0's l1: 10.5914\n",
"[89]\tvalid_0's poisson: -108.862\tvalid_0's l1: 10.5863\n",
"[90]\tvalid_0's poisson: -108.863\tvalid_0's l1: 10.5827\n",
"[91]\tvalid_0's poisson: -108.864\tvalid_0's l1: 10.5787\n",
"[92]\tvalid_0's poisson: -108.864\tvalid_0's l1: 10.5774\n",
"[93]\tvalid_0's poisson: -108.836\tvalid_0's l1: 10.5741\n",
"[94]\tvalid_0's poisson: -108.841\tvalid_0's l1: 10.5667\n",
"[95]\tvalid_0's poisson: -108.837\tvalid_0's l1: 10.5637\n",
"[96]\tvalid_0's poisson: -108.838\tvalid_0's l1: 10.5629\n",
"[97]\tvalid_0's poisson: -108.843\tvalid_0's l1: 10.5568\n",
"[98]\tvalid_0's poisson: -108.845\tvalid_0's l1: 10.5517\n",
"[99]\tvalid_0's poisson: -108.849\tvalid_0's l1: 10.5425\n",
"[100]\tvalid_0's poisson: -108.856\tvalid_0's l1: 10.5273\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -83.6939\tvalid_0's l1: 28.1171\n",
"[2]\tvalid_0's poisson: -86.393\tvalid_0's l1: 26.9636\n",
"[3]\tvalid_0's poisson: -88.6311\tvalid_0's l1: 25.914\n",
"[4]\tvalid_0's poisson: -90.7832\tvalid_0's l1: 24.8761\n",
"[5]\tvalid_0's poisson: -92.4737\tvalid_0's l1: 23.963\n",
"[6]\tvalid_0's poisson: -93.9549\tvalid_0's l1: 23.1193\n",
"[7]\tvalid_0's poisson: -95.2454\tvalid_0's l1: 22.3315\n",
"[8]\tvalid_0's poisson: -96.9435\tvalid_0's l1: 21.4806\n",
"[9]\tvalid_0's poisson: -98.4397\tvalid_0's l1: 20.6469\n",
"[10]\tvalid_0's poisson: -99.6964\tvalid_0's l1: 19.8742\n",
"[11]\tvalid_0's poisson: -100.578\tvalid_0's l1: 19.2359\n",
"[12]\tvalid_0's poisson: -101.444\tvalid_0's l1: 18.6129\n",
"[13]\tvalid_0's poisson: -102.25\tvalid_0's l1: 17.9947\n",
"[14]\tvalid_0's poisson: -102.696\tvalid_0's l1: 17.5827\n",
"[15]\tvalid_0's poisson: -103.248\tvalid_0's l1: 17.1041\n",
"[16]\tvalid_0's poisson: -103.663\tvalid_0's l1: 16.7111\n",
"[17]\tvalid_0's poisson: -104.111\tvalid_0's l1: 16.3039\n",
"[18]\tvalid_0's poisson: -104.577\tvalid_0's l1: 15.8924\n",
"[19]\tvalid_0's poisson: -104.973\tvalid_0's l1: 15.5198\n",
"[20]\tvalid_0's poisson: -105.322\tvalid_0's l1: 15.1805\n",
"[21]\tvalid_0's poisson: -105.611\tvalid_0's l1: 14.867\n",
"[22]\tvalid_0's poisson: -105.921\tvalid_0's l1: 14.5462\n",
"[23]\tvalid_0's poisson: -106.101\tvalid_0's l1: 14.3399\n",
"[24]\tvalid_0's poisson: -106.347\tvalid_0's l1: 14.0859\n",
"[25]\tvalid_0's poisson: -106.555\tvalid_0's l1: 13.844\n",
"[26]\tvalid_0's poisson: -106.68\tvalid_0's l1: 13.6868\n",
"[27]\tvalid_0's poisson: -106.877\tvalid_0's l1: 13.4542\n",
"[28]\tvalid_0's poisson: -107.013\tvalid_0's l1: 13.2817\n",
"[29]\tvalid_0's poisson: -107.174\tvalid_0's l1: 13.0773\n",
"[30]\tvalid_0's poisson: -107.33\tvalid_0's l1: 12.8867\n",
"[31]\tvalid_0's poisson: -107.453\tvalid_0's l1: 12.7293\n",
"[32]\tvalid_0's poisson: -107.552\tvalid_0's l1: 12.6058\n",
"[33]\tvalid_0's poisson: -107.67\tvalid_0's l1: 12.4584\n",
"[34]\tvalid_0's poisson: -107.749\tvalid_0's l1: 12.3495\n",
"[35]\tvalid_0's poisson: -107.815\tvalid_0's l1: 12.2573\n",
"[36]\tvalid_0's poisson: -107.871\tvalid_0's l1: 12.1798\n",
"[37]\tvalid_0's poisson: -107.946\tvalid_0's l1: 12.0822\n",
"[38]\tvalid_0's poisson: -108.018\tvalid_0's l1: 11.9758\n",
"[39]\tvalid_0's poisson: -108.085\tvalid_0's l1: 11.8819\n",
"[40]\tvalid_0's poisson: -108.135\tvalid_0's l1: 11.8104\n",
"[41]\tvalid_0's poisson: -108.192\tvalid_0's l1: 11.7242\n",
"[42]\tvalid_0's poisson: -108.247\tvalid_0's l1: 11.6525\n",
"[43]\tvalid_0's poisson: -108.279\tvalid_0's l1: 11.6053\n",
"[44]\tvalid_0's poisson: -108.329\tvalid_0's l1: 11.5364\n",
"[45]\tvalid_0's poisson: -108.37\tvalid_0's l1: 11.4778\n",
"[46]\tvalid_0's poisson: -108.406\tvalid_0's l1: 11.4305\n",
"[47]\tvalid_0's poisson: -108.444\tvalid_0's l1: 11.3694\n",
"[48]\tvalid_0's poisson: -108.467\tvalid_0's l1: 11.3361\n",
"[49]\tvalid_0's poisson: -108.504\tvalid_0's l1: 11.2764\n",
"[50]\tvalid_0's poisson: -108.535\tvalid_0's l1: 11.2237\n",
"[51]\tvalid_0's poisson: -108.562\tvalid_0's l1: 11.1805\n",
"[52]\tvalid_0's poisson: -108.588\tvalid_0's l1: 11.1314\n",
"[53]\tvalid_0's poisson: -108.604\tvalid_0's l1: 11.1025\n",
"[54]\tvalid_0's poisson: -108.615\tvalid_0's l1: 11.0833\n",
"[55]\tvalid_0's poisson: -108.64\tvalid_0's l1: 11.0464\n",
"[56]\tvalid_0's poisson: -108.661\tvalid_0's l1: 11.0195\n",
"[57]\tvalid_0's poisson: -108.683\tvalid_0's l1: 10.983\n",
"[58]\tvalid_0's poisson: -108.701\tvalid_0's l1: 10.9481\n",
"[59]\tvalid_0's poisson: -108.725\tvalid_0's l1: 10.9008\n",
"[60]\tvalid_0's poisson: -108.742\tvalid_0's l1: 10.8697\n",
"[61]\tvalid_0's poisson: -108.759\tvalid_0's l1: 10.8425\n",
"[62]\tvalid_0's poisson: -108.776\tvalid_0's l1: 10.8069\n",
"[63]\tvalid_0's poisson: -108.791\tvalid_0's l1: 10.7742\n",
"[64]\tvalid_0's poisson: -108.805\tvalid_0's l1: 10.7403\n",
"[65]\tvalid_0's poisson: -108.812\tvalid_0's l1: 10.7269\n",
"[66]\tvalid_0's poisson: -108.828\tvalid_0's l1: 10.7028\n",
"[67]\tvalid_0's poisson: -108.844\tvalid_0's l1: 10.6725\n",
"[68]\tvalid_0's poisson: -108.855\tvalid_0's l1: 10.6503\n",
"[69]\tvalid_0's poisson: -108.856\tvalid_0's l1: 10.6311\n",
"[70]\tvalid_0's poisson: -108.863\tvalid_0's l1: 10.6166\n",
"[71]\tvalid_0's poisson: -108.872\tvalid_0's l1: 10.6041\n",
"[72]\tvalid_0's poisson: -108.881\tvalid_0's l1: 10.5877\n",
"[73]\tvalid_0's poisson: -108.883\tvalid_0's l1: 10.584\n",
"[74]\tvalid_0's poisson: -108.886\tvalid_0's l1: 10.5776\n",
"[75]\tvalid_0's poisson: -108.888\tvalid_0's l1: 10.5606\n",
"[76]\tvalid_0's poisson: -108.873\tvalid_0's l1: 10.5582\n",
"[77]\tvalid_0's poisson: -108.874\tvalid_0's l1: 10.5522\n",
"[78]\tvalid_0's poisson: -108.872\tvalid_0's l1: 10.5415\n",
"[79]\tvalid_0's poisson: -108.878\tvalid_0's l1: 10.5327\n",
"[80]\tvalid_0's poisson: -108.881\tvalid_0's l1: 10.5264\n",
"[81]\tvalid_0's poisson: -108.881\tvalid_0's l1: 10.5152\n",
"[82]\tvalid_0's poisson: -108.889\tvalid_0's l1: 10.5086\n",
"[83]\tvalid_0's poisson: -108.889\tvalid_0's l1: 10.5057\n",
"[84]\tvalid_0's poisson: -108.889\tvalid_0's l1: 10.5032\n",
"[85]\tvalid_0's poisson: -108.89\tvalid_0's l1: 10.4992\n",
"[86]\tvalid_0's poisson: -108.874\tvalid_0's l1: 10.497\n",
"[87]\tvalid_0's poisson: -108.875\tvalid_0's l1: 10.4928\n",
"[88]\tvalid_0's poisson: -108.876\tvalid_0's l1: 10.4887\n",
"[89]\tvalid_0's poisson: -108.872\tvalid_0's l1: 10.4833\n",
"[90]\tvalid_0's poisson: -108.869\tvalid_0's l1: 10.4797\n",
"[91]\tvalid_0's poisson: -108.871\tvalid_0's l1: 10.4744\n",
"[92]\tvalid_0's poisson: -108.871\tvalid_0's l1: 10.4676\n",
"[93]\tvalid_0's poisson: -108.863\tvalid_0's l1: 10.4576\n",
"[94]\tvalid_0's poisson: -108.856\tvalid_0's l1: 10.4473\n",
"[95]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.441\n",
"[96]\tvalid_0's poisson: -108.856\tvalid_0's l1: 10.4327\n",
"[97]\tvalid_0's poisson: -108.862\tvalid_0's l1: 10.4211\n",
"[98]\tvalid_0's poisson: -108.864\tvalid_0's l1: 10.4159\n",
"[99]\tvalid_0's poisson: -108.853\tvalid_0's l1: 10.4104\n",
"[100]\tvalid_0's poisson: -108.864\tvalid_0's l1: 10.3978\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -83.6941\tvalid_0's l1: 28.101\n",
"[2]\tvalid_0's poisson: -86.4764\tvalid_0's l1: 26.9331\n",
"[3]\tvalid_0's poisson: -88.8433\tvalid_0's l1: 25.8415\n",
"[4]\tvalid_0's poisson: -90.763\tvalid_0's l1: 24.8585\n",
"[5]\tvalid_0's poisson: -92.4436\tvalid_0's l1: 23.9448\n",
"[6]\tvalid_0's poisson: -93.8788\tvalid_0's l1: 23.1238\n",
"[7]\tvalid_0's poisson: -95.3399\tvalid_0's l1: 22.3102\n",
"[8]\tvalid_0's poisson: -96.9105\tvalid_0's l1: 21.5122\n",
"[9]\tvalid_0's poisson: -98.3218\tvalid_0's l1: 20.7351\n",
"[10]\tvalid_0's poisson: -99.5922\tvalid_0's l1: 19.968\n",
"[11]\tvalid_0's poisson: -100.526\tvalid_0's l1: 19.2977\n",
"[12]\tvalid_0's poisson: -101.42\tvalid_0's l1: 18.6526\n",
"[13]\tvalid_0's poisson: -102.189\tvalid_0's l1: 18.0528\n",
"[14]\tvalid_0's poisson: -102.583\tvalid_0's l1: 17.6804\n",
"[15]\tvalid_0's poisson: -103.237\tvalid_0's l1: 17.1475\n",
"[16]\tvalid_0's poisson: -103.82\tvalid_0's l1: 16.6661\n",
"[17]\tvalid_0's poisson: -104.356\tvalid_0's l1: 16.1914\n",
"[18]\tvalid_0's poisson: -104.671\tvalid_0's l1: 15.8652\n",
"[19]\tvalid_0's poisson: -105.083\tvalid_0's l1: 15.4625\n",
"[20]\tvalid_0's poisson: -105.448\tvalid_0's l1: 15.108\n",
"[21]\tvalid_0's poisson: -105.759\tvalid_0's l1: 14.7943\n",
"[22]\tvalid_0's poisson: -105.981\tvalid_0's l1: 14.5408\n",
"[23]\tvalid_0's poisson: -106.197\tvalid_0's l1: 14.3122\n",
"[24]\tvalid_0's poisson: -106.457\tvalid_0's l1: 14.0208\n",
"[25]\tvalid_0's poisson: -106.66\tvalid_0's l1: 13.7815\n",
"[26]\tvalid_0's poisson: -106.831\tvalid_0's l1: 13.5859\n",
"[27]\tvalid_0's poisson: -106.994\tvalid_0's l1: 13.3863\n",
"[28]\tvalid_0's poisson: -107.102\tvalid_0's l1: 13.2407\n",
"[29]\tvalid_0's poisson: -107.212\tvalid_0's l1: 13.1161\n",
"[30]\tvalid_0's poisson: -107.311\tvalid_0's l1: 12.9773\n",
"[31]\tvalid_0's poisson: -107.436\tvalid_0's l1: 12.8169\n",
"[32]\tvalid_0's poisson: -107.537\tvalid_0's l1: 12.6899\n",
"[33]\tvalid_0's poisson: -107.64\tvalid_0's l1: 12.5541\n",
"[34]\tvalid_0's poisson: -107.706\tvalid_0's l1: 12.467\n",
"[35]\tvalid_0's poisson: -107.77\tvalid_0's l1: 12.3714\n",
"[36]\tvalid_0's poisson: -107.846\tvalid_0's l1: 12.2698\n",
"[37]\tvalid_0's poisson: -107.902\tvalid_0's l1: 12.1859\n",
"[38]\tvalid_0's poisson: -107.977\tvalid_0's l1: 12.0812\n",
"[39]\tvalid_0's poisson: -108.061\tvalid_0's l1: 11.9706\n",
"[40]\tvalid_0's poisson: -108.133\tvalid_0's l1: 11.8669\n",
"[41]\tvalid_0's poisson: -108.201\tvalid_0's l1: 11.7688\n",
"[42]\tvalid_0's poisson: -108.243\tvalid_0's l1: 11.7075\n",
"[43]\tvalid_0's poisson: -108.273\tvalid_0's l1: 11.6644\n",
"[44]\tvalid_0's poisson: -108.299\tvalid_0's l1: 11.6303\n",
"[45]\tvalid_0's poisson: -108.356\tvalid_0's l1: 11.5504\n",
"[46]\tvalid_0's poisson: -108.393\tvalid_0's l1: 11.4906\n",
"[47]\tvalid_0's poisson: -108.423\tvalid_0's l1: 11.4372\n",
"[48]\tvalid_0's poisson: -108.464\tvalid_0's l1: 11.3756\n",
"[49]\tvalid_0's poisson: -108.489\tvalid_0's l1: 11.3333\n",
"[50]\tvalid_0's poisson: -108.528\tvalid_0's l1: 11.2726\n",
"[51]\tvalid_0's poisson: -108.565\tvalid_0's l1: 11.2141\n",
"[52]\tvalid_0's poisson: -108.599\tvalid_0's l1: 11.155\n",
"[53]\tvalid_0's poisson: -108.627\tvalid_0's l1: 11.1086\n",
"[54]\tvalid_0's poisson: -108.653\tvalid_0's l1: 11.064\n",
"[55]\tvalid_0's poisson: -108.676\tvalid_0's l1: 11.0252\n",
"[56]\tvalid_0's poisson: -108.689\tvalid_0's l1: 10.9954\n",
"[57]\tvalid_0's poisson: -108.713\tvalid_0's l1: 10.9512\n",
"[58]\tvalid_0's poisson: -108.734\tvalid_0's l1: 10.9199\n",
"[59]\tvalid_0's poisson: -108.745\tvalid_0's l1: 10.8996\n",
"[60]\tvalid_0's poisson: -108.754\tvalid_0's l1: 10.8805\n",
"[61]\tvalid_0's poisson: -108.76\tvalid_0's l1: 10.8715\n",
"[62]\tvalid_0's poisson: -108.765\tvalid_0's l1: 10.8477\n",
"[63]\tvalid_0's poisson: -108.78\tvalid_0's l1: 10.8228\n",
"[64]\tvalid_0's poisson: -108.791\tvalid_0's l1: 10.8069\n",
"[65]\tvalid_0's poisson: -108.797\tvalid_0's l1: 10.7929\n",
"[66]\tvalid_0's poisson: -108.803\tvalid_0's l1: 10.778\n",
"[67]\tvalid_0's poisson: -108.806\tvalid_0's l1: 10.7718\n",
"[68]\tvalid_0's poisson: -108.825\tvalid_0's l1: 10.746\n",
"[69]\tvalid_0's poisson: -108.829\tvalid_0's l1: 10.7367\n",
"[70]\tvalid_0's poisson: -108.834\tvalid_0's l1: 10.7141\n",
"[71]\tvalid_0's poisson: -108.822\tvalid_0's l1: 10.7003\n",
"[72]\tvalid_0's poisson: -108.828\tvalid_0's l1: 10.6901\n",
"[73]\tvalid_0's poisson: -108.823\tvalid_0's l1: 10.6862\n",
"[74]\tvalid_0's poisson: -108.82\tvalid_0's l1: 10.6805\n",
"[75]\tvalid_0's poisson: -108.819\tvalid_0's l1: 10.6694\n",
"[76]\tvalid_0's poisson: -108.823\tvalid_0's l1: 10.6587\n",
"[77]\tvalid_0's poisson: -108.822\tvalid_0's l1: 10.6544\n",
"[78]\tvalid_0's poisson: -108.786\tvalid_0's l1: 10.6521\n",
"[79]\tvalid_0's poisson: -108.797\tvalid_0's l1: 10.6318\n",
"[80]\tvalid_0's poisson: -108.8\tvalid_0's l1: 10.6273\n",
"[81]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.6187\n",
"[82]\tvalid_0's poisson: -108.814\tvalid_0's l1: 10.6162\n",
"[83]\tvalid_0's poisson: -108.812\tvalid_0's l1: 10.6072\n",
"[84]\tvalid_0's poisson: -108.813\tvalid_0's l1: 10.6036\n",
"[85]\tvalid_0's poisson: -108.815\tvalid_0's l1: 10.5976\n",
"[86]\tvalid_0's poisson: -108.825\tvalid_0's l1: 10.5757\n",
"[87]\tvalid_0's poisson: -108.828\tvalid_0's l1: 10.5677\n",
"[88]\tvalid_0's poisson: -108.832\tvalid_0's l1: 10.559\n",
"[89]\tvalid_0's poisson: -108.832\tvalid_0's l1: 10.5569\n",
"[90]\tvalid_0's poisson: -108.823\tvalid_0's l1: 10.5524\n",
"[91]\tvalid_0's poisson: -108.825\tvalid_0's l1: 10.5416\n",
"[92]\tvalid_0's poisson: -108.831\tvalid_0's l1: 10.5336\n",
"[93]\tvalid_0's poisson: -108.832\tvalid_0's l1: 10.5308\n",
"[94]\tvalid_0's poisson: -108.83\tvalid_0's l1: 10.5247\n",
"[95]\tvalid_0's poisson: -108.837\tvalid_0's l1: 10.5167\n",
"[96]\tvalid_0's poisson: -108.843\tvalid_0's l1: 10.5071\n",
"[97]\tvalid_0's poisson: -108.85\tvalid_0's l1: 10.4968\n",
"[98]\tvalid_0's poisson: -108.855\tvalid_0's l1: 10.4837\n",
"[99]\tvalid_0's poisson: -108.854\tvalid_0's l1: 10.4765\n",
"[100]\tvalid_0's poisson: -108.841\tvalid_0's l1: 10.4747\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.4976\tvalid_0's l1: 19.9511\n",
"[2]\tvalid_0's poisson: -99.5899\tvalid_0's l1: 17.7752\n",
"[3]\tvalid_0's poisson: -96.3429\tvalid_0's l1: 17.0288\n",
"[4]\tvalid_0's poisson: -92.8344\tvalid_0's l1: 16.3724\n",
"[5]\tvalid_0's poisson: -92.9722\tvalid_0's l1: 15.9939\n",
"[6]\tvalid_0's poisson: -93.9818\tvalid_0's l1: 15.5849\n",
"[7]\tvalid_0's poisson: -97.6728\tvalid_0's l1: 15.319\n",
"[8]\tvalid_0's poisson: -96.4109\tvalid_0's l1: 15.2101\n",
"[9]\tvalid_0's poisson: -98.6764\tvalid_0's l1: 14.8684\n",
"[10]\tvalid_0's poisson: -97.9666\tvalid_0's l1: 14.8044\n",
"[11]\tvalid_0's poisson: -96.517\tvalid_0's l1: 14.556\n",
"[12]\tvalid_0's poisson: -96.4114\tvalid_0's l1: 14.2021\n",
"[13]\tvalid_0's poisson: -96.2963\tvalid_0's l1: 13.7207\n",
"[14]\tvalid_0's poisson: -99.1574\tvalid_0's l1: 13.5661\n",
"[15]\tvalid_0's poisson: -99.117\tvalid_0's l1: 13.5146\n",
"[16]\tvalid_0's poisson: -99.3117\tvalid_0's l1: 13.4047\n",
"[17]\tvalid_0's poisson: -98.8525\tvalid_0's l1: 13.3739\n",
"[18]\tvalid_0's poisson: -99.7478\tvalid_0's l1: 13.3318\n",
"[19]\tvalid_0's poisson: -99.5104\tvalid_0's l1: 13.3157\n",
"[20]\tvalid_0's poisson: -99.9623\tvalid_0's l1: 13.22\n",
"[21]\tvalid_0's poisson: -99.7522\tvalid_0's l1: 13.1913\n",
"[22]\tvalid_0's poisson: -99.6235\tvalid_0's l1: 13.1836\n",
"[23]\tvalid_0's poisson: -99.8463\tvalid_0's l1: 13.1478\n",
"[24]\tvalid_0's poisson: -100.519\tvalid_0's l1: 13.0784\n",
"[25]\tvalid_0's poisson: -99.8417\tvalid_0's l1: 13.0221\n",
"[26]\tvalid_0's poisson: -99.792\tvalid_0's l1: 12.9954\n",
"[27]\tvalid_0's poisson: -99.7852\tvalid_0's l1: 12.9864\n",
"[28]\tvalid_0's poisson: -100.028\tvalid_0's l1: 12.9884\n",
"[29]\tvalid_0's poisson: -99.9805\tvalid_0's l1: 12.9569\n",
"[30]\tvalid_0's poisson: -100.099\tvalid_0's l1: 12.9352\n",
"[31]\tvalid_0's poisson: -99.9901\tvalid_0's l1: 12.9619\n",
"[32]\tvalid_0's poisson: -100.221\tvalid_0's l1: 12.8761\n",
"[33]\tvalid_0's poisson: -100.047\tvalid_0's l1: 12.8681\n",
"[34]\tvalid_0's poisson: -100.704\tvalid_0's l1: 12.8686\n",
"[35]\tvalid_0's poisson: -100.318\tvalid_0's l1: 12.77\n",
"[36]\tvalid_0's poisson: -100.208\tvalid_0's l1: 12.7508\n",
"[37]\tvalid_0's poisson: -100.312\tvalid_0's l1: 12.706\n",
"[38]\tvalid_0's poisson: -100.38\tvalid_0's l1: 12.6922\n",
"[39]\tvalid_0's poisson: -100.553\tvalid_0's l1: 12.6275\n",
"[40]\tvalid_0's poisson: -100.041\tvalid_0's l1: 12.6177\n",
"[41]\tvalid_0's poisson: -100.182\tvalid_0's l1: 12.617\n",
"[42]\tvalid_0's poisson: -100.228\tvalid_0's l1: 12.6079\n",
"[43]\tvalid_0's poisson: -100.217\tvalid_0's l1: 12.5222\n",
"[44]\tvalid_0's poisson: -100.252\tvalid_0's l1: 12.5196\n",
"[45]\tvalid_0's poisson: -100.321\tvalid_0's l1: 12.5278\n",
"[46]\tvalid_0's poisson: -100.764\tvalid_0's l1: 12.4999\n",
"[47]\tvalid_0's poisson: -100.353\tvalid_0's l1: 12.5351\n",
"[48]\tvalid_0's poisson: -100.56\tvalid_0's l1: 12.5305\n",
"[49]\tvalid_0's poisson: -100.586\tvalid_0's l1: 12.5274\n",
"[50]\tvalid_0's poisson: -100.954\tvalid_0's l1: 12.5253\n",
"[51]\tvalid_0's poisson: -100.965\tvalid_0's l1: 12.5126\n",
"[52]\tvalid_0's poisson: -100.588\tvalid_0's l1: 12.4919\n",
"[53]\tvalid_0's poisson: -100.372\tvalid_0's l1: 12.4764\n",
"[54]\tvalid_0's poisson: -100.561\tvalid_0's l1: 12.474\n",
"[55]\tvalid_0's poisson: -100.566\tvalid_0's l1: 12.4674\n",
"[56]\tvalid_0's poisson: -100.629\tvalid_0's l1: 12.4526\n",
"[57]\tvalid_0's poisson: -100.26\tvalid_0's l1: 12.4384\n",
"[58]\tvalid_0's poisson: -100.243\tvalid_0's l1: 12.427\n",
"[59]\tvalid_0's poisson: -100.228\tvalid_0's l1: 12.4326\n",
"[60]\tvalid_0's poisson: -100.298\tvalid_0's l1: 12.4184\n",
"[61]\tvalid_0's poisson: -100.171\tvalid_0's l1: 12.418\n",
"[62]\tvalid_0's poisson: -100.279\tvalid_0's l1: 12.368\n",
"[63]\tvalid_0's poisson: -99.8936\tvalid_0's l1: 12.3203\n",
"[64]\tvalid_0's poisson: -100.241\tvalid_0's l1: 12.2824\n",
"[65]\tvalid_0's poisson: -100.142\tvalid_0's l1: 12.2709\n",
"[66]\tvalid_0's poisson: -100.059\tvalid_0's l1: 12.26\n",
"[67]\tvalid_0's poisson: -100.116\tvalid_0's l1: 12.2513\n",
"[68]\tvalid_0's poisson: -100.1\tvalid_0's l1: 12.237\n",
"[69]\tvalid_0's poisson: -100.693\tvalid_0's l1: 12.2068\n",
"[70]\tvalid_0's poisson: -100.154\tvalid_0's l1: 12.2144\n",
"[71]\tvalid_0's poisson: -100.217\tvalid_0's l1: 12.2076\n",
"[72]\tvalid_0's poisson: -100.247\tvalid_0's l1: 12.2118\n",
"[73]\tvalid_0's poisson: -100.406\tvalid_0's l1: 12.2027\n",
"[74]\tvalid_0's poisson: -100.492\tvalid_0's l1: 12.1941\n",
"[75]\tvalid_0's poisson: -100.578\tvalid_0's l1: 12.1621\n",
"[76]\tvalid_0's poisson: -100.501\tvalid_0's l1: 12.1464\n",
"[77]\tvalid_0's poisson: -100.559\tvalid_0's l1: 12.1388\n",
"[78]\tvalid_0's poisson: -100.834\tvalid_0's l1: 12.0958\n",
"[79]\tvalid_0's poisson: -101.107\tvalid_0's l1: 12.0912\n",
"[80]\tvalid_0's poisson: -100.994\tvalid_0's l1: 12.0728\n",
"[81]\tvalid_0's poisson: -100.956\tvalid_0's l1: 12.0593\n",
"[82]\tvalid_0's poisson: -100.961\tvalid_0's l1: 12.0582\n",
"[83]\tvalid_0's poisson: -100.84\tvalid_0's l1: 12.1095\n",
"[84]\tvalid_0's poisson: -101.279\tvalid_0's l1: 12.0902\n",
"[85]\tvalid_0's poisson: -100.856\tvalid_0's l1: 12.1012\n",
"[86]\tvalid_0's poisson: -100.961\tvalid_0's l1: 12.0911\n",
"[87]\tvalid_0's poisson: -100.885\tvalid_0's l1: 12.0933\n",
"[88]\tvalid_0's poisson: -100.822\tvalid_0's l1: 12.0944\n",
"[89]\tvalid_0's poisson: -100.818\tvalid_0's l1: 12.1014\n",
"[90]\tvalid_0's poisson: -100.798\tvalid_0's l1: 12.0945\n",
"[91]\tvalid_0's poisson: -100.822\tvalid_0's l1: 12.0929\n",
"[92]\tvalid_0's poisson: -100.878\tvalid_0's l1: 12.0852\n",
"[93]\tvalid_0's poisson: -101.182\tvalid_0's l1: 12.0798\n",
"[94]\tvalid_0's poisson: -101.117\tvalid_0's l1: 12.0752\n",
"[95]\tvalid_0's poisson: -101.062\tvalid_0's l1: 12.0752\n",
"[96]\tvalid_0's poisson: -101.057\tvalid_0's l1: 12.0751\n",
"[97]\tvalid_0's poisson: -101.138\tvalid_0's l1: 12.0689\n",
"[98]\tvalid_0's poisson: -101.081\tvalid_0's l1: 12.0718\n",
"[99]\tvalid_0's poisson: -100.998\tvalid_0's l1: 12.049\n",
"[100]\tvalid_0's poisson: -101.004\tvalid_0's l1: 12.0506\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.4983\tvalid_0's l1: 20.0463\n",
"[2]\tvalid_0's poisson: -96.8485\tvalid_0's l1: 18.9205\n",
"[3]\tvalid_0's poisson: -89.891\tvalid_0's l1: 18.0272\n",
"[4]\tvalid_0's poisson: -91.2921\tvalid_0's l1: 16.9498\n",
"[5]\tvalid_0's poisson: -93.3135\tvalid_0's l1: 16.3134\n",
"[6]\tvalid_0's poisson: -94.4964\tvalid_0's l1: 16.0634\n",
"[7]\tvalid_0's poisson: -93.8992\tvalid_0's l1: 15.9174\n",
"[8]\tvalid_0's poisson: -95.2054\tvalid_0's l1: 15.6162\n",
"[9]\tvalid_0's poisson: -94.9384\tvalid_0's l1: 14.8087\n",
"[10]\tvalid_0's poisson: -96.3344\tvalid_0's l1: 14.6755\n",
"[11]\tvalid_0's poisson: -98.361\tvalid_0's l1: 14.5376\n",
"[12]\tvalid_0's poisson: -97.0695\tvalid_0's l1: 14.376\n",
"[13]\tvalid_0's poisson: -96.6319\tvalid_0's l1: 14.302\n",
"[14]\tvalid_0's poisson: -96.9648\tvalid_0's l1: 14.3163\n",
"[15]\tvalid_0's poisson: -96.6018\tvalid_0's l1: 14.2881\n",
"[16]\tvalid_0's poisson: -96.4372\tvalid_0's l1: 13.954\n",
"[17]\tvalid_0's poisson: -96.6841\tvalid_0's l1: 13.5365\n",
"[18]\tvalid_0's poisson: -96.6511\tvalid_0's l1: 13.4884\n",
"[19]\tvalid_0's poisson: -97.2375\tvalid_0's l1: 13.4455\n",
"[20]\tvalid_0's poisson: -97.7181\tvalid_0's l1: 13.4302\n",
"[21]\tvalid_0's poisson: -97.6204\tvalid_0's l1: 13.3877\n",
"[22]\tvalid_0's poisson: -98.5169\tvalid_0's l1: 13.2885\n",
"[23]\tvalid_0's poisson: -98.4265\tvalid_0's l1: 13.2413\n",
"[24]\tvalid_0's poisson: -98.536\tvalid_0's l1: 13.1614\n",
"[25]\tvalid_0's poisson: -98.8035\tvalid_0's l1: 13.113\n",
"[26]\tvalid_0's poisson: -98.911\tvalid_0's l1: 13.0836\n",
"[27]\tvalid_0's poisson: -98.9226\tvalid_0's l1: 13.0849\n",
"[28]\tvalid_0's poisson: -98.5558\tvalid_0's l1: 13.0465\n",
"[29]\tvalid_0's poisson: -98.4072\tvalid_0's l1: 13.0182\n",
"[30]\tvalid_0's poisson: -97.7553\tvalid_0's l1: 12.946\n",
"[31]\tvalid_0's poisson: -97.9605\tvalid_0's l1: 12.9093\n",
"[32]\tvalid_0's poisson: -98.1244\tvalid_0's l1: 12.815\n",
"[33]\tvalid_0's poisson: -98.1514\tvalid_0's l1: 12.8039\n",
"[34]\tvalid_0's poisson: -97.8339\tvalid_0's l1: 12.8051\n",
"[35]\tvalid_0's poisson: -98.5025\tvalid_0's l1: 12.7061\n",
"[36]\tvalid_0's poisson: -98.9118\tvalid_0's l1: 12.6848\n",
"[37]\tvalid_0's poisson: -99.5206\tvalid_0's l1: 12.6538\n",
"[38]\tvalid_0's poisson: -99.3675\tvalid_0's l1: 12.6581\n",
"[39]\tvalid_0's poisson: -99.3069\tvalid_0's l1: 12.6444\n",
"[40]\tvalid_0's poisson: -100.216\tvalid_0's l1: 12.5743\n",
"[41]\tvalid_0's poisson: -99.3788\tvalid_0's l1: 12.5699\n",
"[42]\tvalid_0's poisson: -98.6819\tvalid_0's l1: 12.551\n",
"[43]\tvalid_0's poisson: -98.6713\tvalid_0's l1: 12.549\n",
"[44]\tvalid_0's poisson: -98.558\tvalid_0's l1: 12.5411\n",
"[45]\tvalid_0's poisson: -98.6174\tvalid_0's l1: 12.5305\n",
"[46]\tvalid_0's poisson: -98.7654\tvalid_0's l1: 12.4921\n",
"[47]\tvalid_0's poisson: -99.5286\tvalid_0's l1: 12.3764\n",
"[48]\tvalid_0's poisson: -100.536\tvalid_0's l1: 12.3432\n",
"[49]\tvalid_0's poisson: -100.214\tvalid_0's l1: 12.3281\n",
"[50]\tvalid_0's poisson: -100.456\tvalid_0's l1: 12.309\n",
"[51]\tvalid_0's poisson: -100.489\tvalid_0's l1: 12.2951\n",
"[52]\tvalid_0's poisson: -100.26\tvalid_0's l1: 12.2949\n",
"[53]\tvalid_0's poisson: -100.505\tvalid_0's l1: 12.2784\n",
"[54]\tvalid_0's poisson: -99.837\tvalid_0's l1: 12.2289\n",
"[55]\tvalid_0's poisson: -99.4272\tvalid_0's l1: 12.1955\n",
"[56]\tvalid_0's poisson: -100.207\tvalid_0's l1: 12.1665\n",
"[57]\tvalid_0's poisson: -100.469\tvalid_0's l1: 12.1841\n",
"[58]\tvalid_0's poisson: -100.529\tvalid_0's l1: 12.157\n",
"[59]\tvalid_0's poisson: -100.936\tvalid_0's l1: 12.1371\n",
"[60]\tvalid_0's poisson: -100.955\tvalid_0's l1: 12.1222\n",
"[61]\tvalid_0's poisson: -101.5\tvalid_0's l1: 12.1169\n",
"[62]\tvalid_0's poisson: -101.789\tvalid_0's l1: 12.0828\n",
"[63]\tvalid_0's poisson: -101.447\tvalid_0's l1: 12.0549\n",
"[64]\tvalid_0's poisson: -101.345\tvalid_0's l1: 12.0618\n",
"[65]\tvalid_0's poisson: -101.707\tvalid_0's l1: 12.0373\n",
"[66]\tvalid_0's poisson: -101.418\tvalid_0's l1: 12.0386\n",
"[67]\tvalid_0's poisson: -101.419\tvalid_0's l1: 12.0327\n",
"[68]\tvalid_0's poisson: -101.4\tvalid_0's l1: 12.0297\n",
"[69]\tvalid_0's poisson: -101.17\tvalid_0's l1: 12.0005\n",
"[70]\tvalid_0's poisson: -101.135\tvalid_0's l1: 11.9802\n",
"[71]\tvalid_0's poisson: -101.118\tvalid_0's l1: 11.9779\n",
"[72]\tvalid_0's poisson: -101.19\tvalid_0's l1: 12.0196\n",
"[73]\tvalid_0's poisson: -101.238\tvalid_0's l1: 12.0137\n",
"[74]\tvalid_0's poisson: -101.266\tvalid_0's l1: 11.9943\n",
"[75]\tvalid_0's poisson: -100.98\tvalid_0's l1: 11.9935\n",
"[76]\tvalid_0's poisson: -101.063\tvalid_0's l1: 11.9935\n",
"[77]\tvalid_0's poisson: -101.084\tvalid_0's l1: 11.9807\n",
"[78]\tvalid_0's poisson: -101.335\tvalid_0's l1: 11.9795\n",
"[79]\tvalid_0's poisson: -101.463\tvalid_0's l1: 11.9739\n",
"[80]\tvalid_0's poisson: -101.755\tvalid_0's l1: 11.9732\n",
"[81]\tvalid_0's poisson: -101.673\tvalid_0's l1: 11.9732\n",
"[82]\tvalid_0's poisson: -101.829\tvalid_0's l1: 11.9695\n",
"[83]\tvalid_0's poisson: -101.828\tvalid_0's l1: 11.9682\n",
"[84]\tvalid_0's poisson: -101.671\tvalid_0's l1: 11.9684\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[85]\tvalid_0's poisson: -101.218\tvalid_0's l1: 11.9435\n",
"[86]\tvalid_0's poisson: -101.395\tvalid_0's l1: 11.9121\n",
"[87]\tvalid_0's poisson: -101.219\tvalid_0's l1: 11.9034\n",
"[88]\tvalid_0's poisson: -101.355\tvalid_0's l1: 11.8886\n",
"[89]\tvalid_0's poisson: -101.402\tvalid_0's l1: 11.8671\n",
"[90]\tvalid_0's poisson: -101.419\tvalid_0's l1: 11.851\n",
"[91]\tvalid_0's poisson: -101.437\tvalid_0's l1: 11.8463\n",
"[92]\tvalid_0's poisson: -101.222\tvalid_0's l1: 11.8528\n",
"[93]\tvalid_0's poisson: -101.267\tvalid_0's l1: 11.8357\n",
"[94]\tvalid_0's poisson: -101.282\tvalid_0's l1: 11.8306\n",
"[95]\tvalid_0's poisson: -101.24\tvalid_0's l1: 11.8187\n",
"[96]\tvalid_0's poisson: -101.265\tvalid_0's l1: 11.8077\n",
"[97]\tvalid_0's poisson: -101.245\tvalid_0's l1: 11.8055\n",
"[98]\tvalid_0's poisson: -101.105\tvalid_0's l1: 11.8058\n",
"[99]\tvalid_0's poisson: -101.261\tvalid_0's l1: 11.7842\n",
"[100]\tvalid_0's poisson: -101.235\tvalid_0's l1: 11.7845\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.7316\tvalid_0's l1: 19.9419\n",
"[2]\tvalid_0's poisson: -99.4579\tvalid_0's l1: 17.523\n",
"[3]\tvalid_0's poisson: -100.822\tvalid_0's l1: 17.2102\n",
"[4]\tvalid_0's poisson: -97.1382\tvalid_0's l1: 16.6969\n",
"[5]\tvalid_0's poisson: -97.8519\tvalid_0's l1: 16.4919\n",
"[6]\tvalid_0's poisson: -94.0024\tvalid_0's l1: 16.0446\n",
"[7]\tvalid_0's poisson: -96.2319\tvalid_0's l1: 15.7004\n",
"[8]\tvalid_0's poisson: -100.547\tvalid_0's l1: 15.3636\n",
"[9]\tvalid_0's poisson: -99.5046\tvalid_0's l1: 15.0514\n",
"[10]\tvalid_0's poisson: -99.508\tvalid_0's l1: 14.9248\n",
"[11]\tvalid_0's poisson: -98.2312\tvalid_0's l1: 14.7188\n",
"[12]\tvalid_0's poisson: -99.9533\tvalid_0's l1: 14.3098\n",
"[13]\tvalid_0's poisson: -99.6815\tvalid_0's l1: 14.1838\n",
"[14]\tvalid_0's poisson: -99.5641\tvalid_0's l1: 14.0139\n",
"[15]\tvalid_0's poisson: -100.273\tvalid_0's l1: 13.7384\n",
"[16]\tvalid_0's poisson: -99.7834\tvalid_0's l1: 13.2192\n",
"[17]\tvalid_0's poisson: -100.239\tvalid_0's l1: 13.047\n",
"[18]\tvalid_0's poisson: -100.371\tvalid_0's l1: 12.9793\n",
"[19]\tvalid_0's poisson: -100.688\tvalid_0's l1: 12.949\n",
"[20]\tvalid_0's poisson: -100.509\tvalid_0's l1: 12.937\n",
"[21]\tvalid_0's poisson: -101.007\tvalid_0's l1: 12.9151\n",
"[22]\tvalid_0's poisson: -100.969\tvalid_0's l1: 12.8833\n",
"[23]\tvalid_0's poisson: -101.101\tvalid_0's l1: 12.8652\n",
"[24]\tvalid_0's poisson: -101.244\tvalid_0's l1: 12.7713\n",
"[25]\tvalid_0's poisson: -101.236\tvalid_0's l1: 12.7694\n",
"[26]\tvalid_0's poisson: -101.354\tvalid_0's l1: 12.7417\n",
"[27]\tvalid_0's poisson: -101.259\tvalid_0's l1: 12.7431\n",
"[28]\tvalid_0's poisson: -101.098\tvalid_0's l1: 12.717\n",
"[29]\tvalid_0's poisson: -101.19\tvalid_0's l1: 12.6778\n",
"[30]\tvalid_0's poisson: -100.944\tvalid_0's l1: 12.6609\n",
"[31]\tvalid_0's poisson: -100.956\tvalid_0's l1: 12.648\n",
"[32]\tvalid_0's poisson: -101.381\tvalid_0's l1: 12.6048\n",
"[33]\tvalid_0's poisson: -101.113\tvalid_0's l1: 12.5283\n",
"[34]\tvalid_0's poisson: -101.235\tvalid_0's l1: 12.5103\n",
"[35]\tvalid_0's poisson: -101.124\tvalid_0's l1: 12.504\n",
"[36]\tvalid_0's poisson: -101.093\tvalid_0's l1: 12.4963\n",
"[37]\tvalid_0's poisson: -101.161\tvalid_0's l1: 12.4974\n",
"[38]\tvalid_0's poisson: -101.262\tvalid_0's l1: 12.4274\n",
"[39]\tvalid_0's poisson: -101.449\tvalid_0's l1: 12.4045\n",
"[40]\tvalid_0's poisson: -101.915\tvalid_0's l1: 12.3221\n",
"[41]\tvalid_0's poisson: -102.193\tvalid_0's l1: 12.2836\n",
"[42]\tvalid_0's poisson: -102.091\tvalid_0's l1: 12.2703\n",
"[43]\tvalid_0's poisson: -102.131\tvalid_0's l1: 12.2625\n",
"[44]\tvalid_0's poisson: -102.259\tvalid_0's l1: 12.2607\n",
"[45]\tvalid_0's poisson: -102.241\tvalid_0's l1: 12.2627\n",
"[46]\tvalid_0's poisson: -102.249\tvalid_0's l1: 12.2505\n",
"[47]\tvalid_0's poisson: -101.989\tvalid_0's l1: 12.2128\n",
"[48]\tvalid_0's poisson: -102.211\tvalid_0's l1: 12.2027\n",
"[49]\tvalid_0's poisson: -102.578\tvalid_0's l1: 12.0842\n",
"[50]\tvalid_0's poisson: -102.637\tvalid_0's l1: 12.0706\n",
"[51]\tvalid_0's poisson: -102.552\tvalid_0's l1: 12.0737\n",
"[52]\tvalid_0's poisson: -102.545\tvalid_0's l1: 12.069\n",
"[53]\tvalid_0's poisson: -102.567\tvalid_0's l1: 12.0753\n",
"[54]\tvalid_0's poisson: -102.284\tvalid_0's l1: 12.0504\n",
"[55]\tvalid_0's poisson: -102.391\tvalid_0's l1: 12.0162\n",
"[56]\tvalid_0's poisson: -102.336\tvalid_0's l1: 12.0034\n",
"[57]\tvalid_0's poisson: -102.397\tvalid_0's l1: 11.9579\n",
"[58]\tvalid_0's poisson: -102.546\tvalid_0's l1: 11.9326\n",
"[59]\tvalid_0's poisson: -102.634\tvalid_0's l1: 11.9112\n",
"[60]\tvalid_0's poisson: -102.361\tvalid_0's l1: 11.9099\n",
"[61]\tvalid_0's poisson: -102.716\tvalid_0's l1: 11.9037\n",
"[62]\tvalid_0's poisson: -102.76\tvalid_0's l1: 11.8726\n",
"[63]\tvalid_0's poisson: -103.282\tvalid_0's l1: 11.8284\n",
"[64]\tvalid_0's poisson: -103.366\tvalid_0's l1: 11.8092\n",
"[65]\tvalid_0's poisson: -103.249\tvalid_0's l1: 11.8209\n",
"[66]\tvalid_0's poisson: -103.012\tvalid_0's l1: 11.7948\n",
"[67]\tvalid_0's poisson: -102.644\tvalid_0's l1: 11.7599\n",
"[68]\tvalid_0's poisson: -102.575\tvalid_0's l1: 11.7598\n",
"[69]\tvalid_0's poisson: -102.632\tvalid_0's l1: 11.7563\n",
"[70]\tvalid_0's poisson: -102.55\tvalid_0's l1: 11.7713\n",
"[71]\tvalid_0's poisson: -102.449\tvalid_0's l1: 11.7644\n",
"[72]\tvalid_0's poisson: -102.423\tvalid_0's l1: 11.7659\n",
"[73]\tvalid_0's poisson: -103.013\tvalid_0's l1: 11.7619\n",
"[74]\tvalid_0's poisson: -103.103\tvalid_0's l1: 11.7609\n",
"[75]\tvalid_0's poisson: -102.939\tvalid_0's l1: 11.7602\n",
"[76]\tvalid_0's poisson: -103.219\tvalid_0's l1: 11.7395\n",
"[77]\tvalid_0's poisson: -103.263\tvalid_0's l1: 11.7352\n",
"[78]\tvalid_0's poisson: -103.28\tvalid_0's l1: 11.734\n",
"[79]\tvalid_0's poisson: -103.168\tvalid_0's l1: 11.7316\n",
"[80]\tvalid_0's poisson: -103.176\tvalid_0's l1: 11.7307\n",
"[81]\tvalid_0's poisson: -103.188\tvalid_0's l1: 11.7396\n",
"[82]\tvalid_0's poisson: -103.363\tvalid_0's l1: 11.7278\n",
"[83]\tvalid_0's poisson: -103.557\tvalid_0's l1: 11.7302\n",
"[84]\tvalid_0's poisson: -103.351\tvalid_0's l1: 11.7168\n",
"[85]\tvalid_0's poisson: -103.26\tvalid_0's l1: 11.7109\n",
"[86]\tvalid_0's poisson: -103.463\tvalid_0's l1: 11.6549\n",
"[87]\tvalid_0's poisson: -103.254\tvalid_0's l1: 11.6407\n",
"[88]\tvalid_0's poisson: -103.177\tvalid_0's l1: 11.6403\n",
"[89]\tvalid_0's poisson: -103.311\tvalid_0's l1: 11.6413\n",
"[90]\tvalid_0's poisson: -103.202\tvalid_0's l1: 11.6396\n",
"[91]\tvalid_0's poisson: -103.175\tvalid_0's l1: 11.6303\n",
"[92]\tvalid_0's poisson: -103.155\tvalid_0's l1: 11.6066\n",
"[93]\tvalid_0's poisson: -103.089\tvalid_0's l1: 11.6064\n",
"[94]\tvalid_0's poisson: -103.091\tvalid_0's l1: 11.6074\n",
"[95]\tvalid_0's poisson: -103.057\tvalid_0's l1: 11.6079\n",
"[96]\tvalid_0's poisson: -103.021\tvalid_0's l1: 11.6262\n",
"[97]\tvalid_0's poisson: -103.327\tvalid_0's l1: 11.6147\n",
"[98]\tvalid_0's poisson: -103.116\tvalid_0's l1: 11.6157\n",
"[99]\tvalid_0's poisson: -103.076\tvalid_0's l1: 11.6085\n",
"[100]\tvalid_0's poisson: -102.944\tvalid_0's l1: 11.6025\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.6205\tvalid_0's l1: 19.9315\n",
"[2]\tvalid_0's poisson: -97.3054\tvalid_0's l1: 17.7043\n",
"[3]\tvalid_0's poisson: -96.1952\tvalid_0's l1: 17.3242\n",
"[4]\tvalid_0's poisson: -95.3428\tvalid_0's l1: 16.6168\n",
"[5]\tvalid_0's poisson: -88.8449\tvalid_0's l1: 15.9567\n",
"[6]\tvalid_0's poisson: -92.3329\tvalid_0's l1: 15.4079\n",
"[7]\tvalid_0's poisson: -99.2339\tvalid_0's l1: 15.1474\n",
"[8]\tvalid_0's poisson: -98.1607\tvalid_0's l1: 14.8628\n",
"[9]\tvalid_0's poisson: -97.9702\tvalid_0's l1: 14.6985\n",
"[10]\tvalid_0's poisson: -97.5735\tvalid_0's l1: 14.5396\n",
"[11]\tvalid_0's poisson: -99.3178\tvalid_0's l1: 14.3262\n",
"[12]\tvalid_0's poisson: -99.4361\tvalid_0's l1: 14.2728\n",
"[13]\tvalid_0's poisson: -98.0981\tvalid_0's l1: 13.6203\n",
"[14]\tvalid_0's poisson: -97.8472\tvalid_0's l1: 13.5398\n",
"[15]\tvalid_0's poisson: -97.9607\tvalid_0's l1: 13.457\n",
"[16]\tvalid_0's poisson: -97.3323\tvalid_0's l1: 13.4131\n",
"[17]\tvalid_0's poisson: -97.7562\tvalid_0's l1: 13.3409\n",
"[18]\tvalid_0's poisson: -97.7556\tvalid_0's l1: 13.3252\n",
"[19]\tvalid_0's poisson: -98.4088\tvalid_0's l1: 13.3052\n",
"[20]\tvalid_0's poisson: -98.13\tvalid_0's l1: 13.2468\n",
"[21]\tvalid_0's poisson: -97.4734\tvalid_0's l1: 13.2222\n",
"[22]\tvalid_0's poisson: -98.2357\tvalid_0's l1: 13.1708\n",
"[23]\tvalid_0's poisson: -97.6942\tvalid_0's l1: 13.0285\n",
"[24]\tvalid_0's poisson: -98.2343\tvalid_0's l1: 13.0051\n",
"[25]\tvalid_0's poisson: -98.9672\tvalid_0's l1: 12.9571\n",
"[26]\tvalid_0's poisson: -98.9217\tvalid_0's l1: 12.9455\n",
"[27]\tvalid_0's poisson: -100.889\tvalid_0's l1: 12.8046\n",
"[28]\tvalid_0's poisson: -100.024\tvalid_0's l1: 12.7665\n",
"[29]\tvalid_0's poisson: -100.225\tvalid_0's l1: 12.7216\n",
"[30]\tvalid_0's poisson: -100.748\tvalid_0's l1: 12.6751\n",
"[31]\tvalid_0's poisson: -100.694\tvalid_0's l1: 12.6755\n",
"[32]\tvalid_0's poisson: -101.24\tvalid_0's l1: 12.6872\n",
"[33]\tvalid_0's poisson: -101.177\tvalid_0's l1: 12.6585\n",
"[34]\tvalid_0's poisson: -100.947\tvalid_0's l1: 12.6363\n",
"[35]\tvalid_0's poisson: -100.797\tvalid_0's l1: 12.638\n",
"[36]\tvalid_0's poisson: -100.734\tvalid_0's l1: 12.6639\n",
"[37]\tvalid_0's poisson: -101.041\tvalid_0's l1: 12.6256\n",
"[38]\tvalid_0's poisson: -100.759\tvalid_0's l1: 12.6103\n",
"[39]\tvalid_0's poisson: -100.904\tvalid_0's l1: 12.5756\n",
"[40]\tvalid_0's poisson: -101.142\tvalid_0's l1: 12.5099\n",
"[41]\tvalid_0's poisson: -101.286\tvalid_0's l1: 12.51\n",
"[42]\tvalid_0's poisson: -100.419\tvalid_0's l1: 12.4532\n",
"[43]\tvalid_0's poisson: -100.407\tvalid_0's l1: 12.4367\n",
"[44]\tvalid_0's poisson: -100.362\tvalid_0's l1: 12.438\n",
"[45]\tvalid_0's poisson: -100.986\tvalid_0's l1: 12.4181\n",
"[46]\tvalid_0's poisson: -100.607\tvalid_0's l1: 12.3664\n",
"[47]\tvalid_0's poisson: -100.713\tvalid_0's l1: 12.3504\n",
"[48]\tvalid_0's poisson: -100.684\tvalid_0's l1: 12.3318\n",
"[49]\tvalid_0's poisson: -100.707\tvalid_0's l1: 12.3079\n",
"[50]\tvalid_0's poisson: -101.181\tvalid_0's l1: 12.293\n",
"[51]\tvalid_0's poisson: -100.761\tvalid_0's l1: 12.2777\n",
"[52]\tvalid_0's poisson: -100.908\tvalid_0's l1: 12.2359\n",
"[53]\tvalid_0's poisson: -100.679\tvalid_0's l1: 12.2285\n",
"[54]\tvalid_0's poisson: -100.833\tvalid_0's l1: 12.1942\n",
"[55]\tvalid_0's poisson: -100.918\tvalid_0's l1: 12.1812\n",
"[56]\tvalid_0's poisson: -100.951\tvalid_0's l1: 12.1864\n",
"[57]\tvalid_0's poisson: -101.015\tvalid_0's l1: 12.1866\n",
"[58]\tvalid_0's poisson: -100.995\tvalid_0's l1: 12.1753\n",
"[59]\tvalid_0's poisson: -100.938\tvalid_0's l1: 12.1631\n",
"[60]\tvalid_0's poisson: -100.988\tvalid_0's l1: 12.2217\n",
"[61]\tvalid_0's poisson: -101.108\tvalid_0's l1: 12.1975\n",
"[62]\tvalid_0's poisson: -101.116\tvalid_0's l1: 12.0919\n",
"[63]\tvalid_0's poisson: -101.311\tvalid_0's l1: 12.0846\n",
"[64]\tvalid_0's poisson: -101.125\tvalid_0's l1: 12.0669\n",
"[65]\tvalid_0's poisson: -101.188\tvalid_0's l1: 12.0415\n",
"[66]\tvalid_0's poisson: -101.088\tvalid_0's l1: 12.0436\n",
"[67]\tvalid_0's poisson: -101.04\tvalid_0's l1: 12.0826\n",
"[68]\tvalid_0's poisson: -101.129\tvalid_0's l1: 12.0856\n",
"[69]\tvalid_0's poisson: -101.276\tvalid_0's l1: 12.0804\n",
"[70]\tvalid_0's poisson: -101.201\tvalid_0's l1: 12.0099\n",
"[71]\tvalid_0's poisson: -101.263\tvalid_0's l1: 11.9765\n",
"[72]\tvalid_0's poisson: -101.049\tvalid_0's l1: 11.9748\n",
"[73]\tvalid_0's poisson: -100.937\tvalid_0's l1: 11.9735\n",
"[74]\tvalid_0's poisson: -100.829\tvalid_0's l1: 11.9833\n",
"[75]\tvalid_0's poisson: -100.832\tvalid_0's l1: 11.9735\n",
"[76]\tvalid_0's poisson: -100.81\tvalid_0's l1: 11.9726\n",
"[77]\tvalid_0's poisson: -100.977\tvalid_0's l1: 11.9632\n",
"[78]\tvalid_0's poisson: -101.143\tvalid_0's l1: 11.9646\n",
"[79]\tvalid_0's poisson: -101.262\tvalid_0's l1: 11.9651\n",
"[80]\tvalid_0's poisson: -100.991\tvalid_0's l1: 11.9624\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -101.013\tvalid_0's l1: 11.9636\n",
"[82]\tvalid_0's poisson: -100.902\tvalid_0's l1: 11.957\n",
"[83]\tvalid_0's poisson: -100.912\tvalid_0's l1: 11.9496\n",
"[84]\tvalid_0's poisson: -100.863\tvalid_0's l1: 11.9577\n",
"[85]\tvalid_0's poisson: -100.919\tvalid_0's l1: 11.9424\n",
"[86]\tvalid_0's poisson: -100.893\tvalid_0's l1: 11.9449\n",
"[87]\tvalid_0's poisson: -100.904\tvalid_0's l1: 11.9395\n",
"[88]\tvalid_0's poisson: -100.969\tvalid_0's l1: 11.9345\n",
"[89]\tvalid_0's poisson: -100.496\tvalid_0's l1: 11.8769\n",
"[90]\tvalid_0's poisson: -100.724\tvalid_0's l1: 11.8716\n",
"[91]\tvalid_0's poisson: -101.313\tvalid_0's l1: 11.8328\n",
"[92]\tvalid_0's poisson: -101.342\tvalid_0's l1: 11.8254\n",
"[93]\tvalid_0's poisson: -101.318\tvalid_0's l1: 11.8095\n",
"[94]\tvalid_0's poisson: -101.409\tvalid_0's l1: 11.8119\n",
"[95]\tvalid_0's poisson: -101.396\tvalid_0's l1: 11.8028\n",
"[96]\tvalid_0's poisson: -101.507\tvalid_0's l1: 11.8177\n",
"[97]\tvalid_0's poisson: -101.545\tvalid_0's l1: 11.812\n",
"[98]\tvalid_0's poisson: -101.424\tvalid_0's l1: 11.8113\n",
"[99]\tvalid_0's poisson: -101.475\tvalid_0's l1: 11.8143\n",
"[100]\tvalid_0's poisson: -101.463\tvalid_0's l1: 11.8221\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -99.5524\tvalid_0's l1: 19.9488\n",
"[2]\tvalid_0's poisson: -98.7173\tvalid_0's l1: 17.5529\n",
"[3]\tvalid_0's poisson: -94.2675\tvalid_0's l1: 16.8472\n",
"[4]\tvalid_0's poisson: -93.3687\tvalid_0's l1: 16.4097\n",
"[5]\tvalid_0's poisson: -99.0716\tvalid_0's l1: 15.8268\n",
"[6]\tvalid_0's poisson: -99.0814\tvalid_0's l1: 15.6234\n",
"[7]\tvalid_0's poisson: -96.3705\tvalid_0's l1: 15.3964\n",
"[8]\tvalid_0's poisson: -98.266\tvalid_0's l1: 15.2284\n",
"[9]\tvalid_0's poisson: -97.5277\tvalid_0's l1: 15.147\n",
"[10]\tvalid_0's poisson: -94.5048\tvalid_0's l1: 14.7355\n",
"[11]\tvalid_0's poisson: -96.359\tvalid_0's l1: 14.5939\n",
"[12]\tvalid_0's poisson: -96.1343\tvalid_0's l1: 14.5631\n",
"[13]\tvalid_0's poisson: -96.5924\tvalid_0's l1: 14.4525\n",
"[14]\tvalid_0's poisson: -100.412\tvalid_0's l1: 13.9754\n",
"[15]\tvalid_0's poisson: -100.469\tvalid_0's l1: 13.8679\n",
"[16]\tvalid_0's poisson: -100.566\tvalid_0's l1: 13.8626\n",
"[17]\tvalid_0's poisson: -100.208\tvalid_0's l1: 13.8493\n",
"[18]\tvalid_0's poisson: -99.6914\tvalid_0's l1: 13.7546\n",
"[19]\tvalid_0's poisson: -99.6731\tvalid_0's l1: 13.754\n",
"[20]\tvalid_0's poisson: -99.5278\tvalid_0's l1: 13.7691\n",
"[21]\tvalid_0's poisson: -100.231\tvalid_0's l1: 13.7226\n",
"[22]\tvalid_0's poisson: -99.7952\tvalid_0's l1: 13.6696\n",
"[23]\tvalid_0's poisson: -99.8092\tvalid_0's l1: 13.6297\n",
"[24]\tvalid_0's poisson: -98.9596\tvalid_0's l1: 13.5289\n",
"[25]\tvalid_0's poisson: -99.4493\tvalid_0's l1: 13.498\n",
"[26]\tvalid_0's poisson: -99.6299\tvalid_0's l1: 13.3679\n",
"[27]\tvalid_0's poisson: -99.9224\tvalid_0's l1: 13.3582\n",
"[28]\tvalid_0's poisson: -99.7364\tvalid_0's l1: 13.3141\n",
"[29]\tvalid_0's poisson: -99.4989\tvalid_0's l1: 13.2746\n",
"[30]\tvalid_0's poisson: -99.9187\tvalid_0's l1: 13.256\n",
"[31]\tvalid_0's poisson: -100.008\tvalid_0's l1: 13.1678\n",
"[32]\tvalid_0's poisson: -100.067\tvalid_0's l1: 13.1402\n",
"[33]\tvalid_0's poisson: -100.428\tvalid_0's l1: 12.897\n",
"[34]\tvalid_0's poisson: -100.893\tvalid_0's l1: 12.8475\n",
"[35]\tvalid_0's poisson: -100.436\tvalid_0's l1: 12.8421\n",
"[36]\tvalid_0's poisson: -100.741\tvalid_0's l1: 12.8349\n",
"[37]\tvalid_0's poisson: -100.356\tvalid_0's l1: 12.8128\n",
"[38]\tvalid_0's poisson: -100.845\tvalid_0's l1: 12.753\n",
"[39]\tvalid_0's poisson: -100.868\tvalid_0's l1: 12.7133\n",
"[40]\tvalid_0's poisson: -100.85\tvalid_0's l1: 12.6718\n",
"[41]\tvalid_0's poisson: -101.318\tvalid_0's l1: 12.6458\n",
"[42]\tvalid_0's poisson: -101.08\tvalid_0's l1: 12.6028\n",
"[43]\tvalid_0's poisson: -100.529\tvalid_0's l1: 12.6114\n",
"[44]\tvalid_0's poisson: -100.436\tvalid_0's l1: 12.547\n",
"[45]\tvalid_0's poisson: -100.371\tvalid_0's l1: 12.5295\n",
"[46]\tvalid_0's poisson: -100.453\tvalid_0's l1: 12.5142\n",
"[47]\tvalid_0's poisson: -100.501\tvalid_0's l1: 12.4735\n",
"[48]\tvalid_0's poisson: -100.4\tvalid_0's l1: 12.4763\n",
"[49]\tvalid_0's poisson: -100.537\tvalid_0's l1: 12.474\n",
"[50]\tvalid_0's poisson: -100.451\tvalid_0's l1: 12.4756\n",
"[51]\tvalid_0's poisson: -100.349\tvalid_0's l1: 12.4737\n",
"[52]\tvalid_0's poisson: -100.611\tvalid_0's l1: 12.4006\n",
"[53]\tvalid_0's poisson: -100.73\tvalid_0's l1: 12.3963\n",
"[54]\tvalid_0's poisson: -100.985\tvalid_0's l1: 12.3645\n",
"[55]\tvalid_0's poisson: -100.795\tvalid_0's l1: 12.3285\n",
"[56]\tvalid_0's poisson: -100.905\tvalid_0's l1: 12.3397\n",
"[57]\tvalid_0's poisson: -100.897\tvalid_0's l1: 12.3255\n",
"[58]\tvalid_0's poisson: -100.99\tvalid_0's l1: 12.3433\n",
"[59]\tvalid_0's poisson: -100.534\tvalid_0's l1: 12.3571\n",
"[60]\tvalid_0's poisson: -100.797\tvalid_0's l1: 12.3583\n",
"[61]\tvalid_0's poisson: -100.765\tvalid_0's l1: 12.3552\n",
"[62]\tvalid_0's poisson: -100.596\tvalid_0's l1: 12.3586\n",
"[63]\tvalid_0's poisson: -100.669\tvalid_0's l1: 12.3404\n",
"[64]\tvalid_0's poisson: -100.632\tvalid_0's l1: 12.3326\n",
"[65]\tvalid_0's poisson: -100.867\tvalid_0's l1: 12.3141\n",
"[66]\tvalid_0's poisson: -100.872\tvalid_0's l1: 12.2695\n",
"[67]\tvalid_0's poisson: -100.871\tvalid_0's l1: 12.2737\n",
"[68]\tvalid_0's poisson: -100.919\tvalid_0's l1: 12.2708\n",
"[69]\tvalid_0's poisson: -100.919\tvalid_0's l1: 12.2659\n",
"[70]\tvalid_0's poisson: -100.865\tvalid_0's l1: 12.2556\n",
"[71]\tvalid_0's poisson: -100.759\tvalid_0's l1: 12.2652\n",
"[72]\tvalid_0's poisson: -100.706\tvalid_0's l1: 12.2674\n",
"[73]\tvalid_0's poisson: -100.704\tvalid_0's l1: 12.2626\n",
"[74]\tvalid_0's poisson: -100.533\tvalid_0's l1: 12.2435\n",
"[75]\tvalid_0's poisson: -100.474\tvalid_0's l1: 12.2442\n",
"[76]\tvalid_0's poisson: -100.613\tvalid_0's l1: 12.236\n",
"[77]\tvalid_0's poisson: -100.67\tvalid_0's l1: 12.2562\n",
"[78]\tvalid_0's poisson: -100.643\tvalid_0's l1: 12.2641\n",
"[79]\tvalid_0's poisson: -100.76\tvalid_0's l1: 12.2505\n",
"[80]\tvalid_0's poisson: -100.759\tvalid_0's l1: 12.2486\n",
"[81]\tvalid_0's poisson: -100.688\tvalid_0's l1: 12.2501\n",
"[82]\tvalid_0's poisson: -100.703\tvalid_0's l1: 12.2524\n",
"[83]\tvalid_0's poisson: -100.752\tvalid_0's l1: 12.2514\n",
"[84]\tvalid_0's poisson: -101.145\tvalid_0's l1: 12.2156\n",
"[85]\tvalid_0's poisson: -100.513\tvalid_0's l1: 12.0924\n",
"[86]\tvalid_0's poisson: -100.738\tvalid_0's l1: 12.0934\n",
"[87]\tvalid_0's poisson: -100.86\tvalid_0's l1: 12.0485\n",
"[88]\tvalid_0's poisson: -100.545\tvalid_0's l1: 12.0404\n",
"[89]\tvalid_0's poisson: -100.378\tvalid_0's l1: 12.0435\n",
"[90]\tvalid_0's poisson: -100.333\tvalid_0's l1: 12.0332\n",
"[91]\tvalid_0's poisson: -100.407\tvalid_0's l1: 12.0405\n",
"[92]\tvalid_0's poisson: -100.317\tvalid_0's l1: 12.0399\n",
"[93]\tvalid_0's poisson: -100.334\tvalid_0's l1: 12.0414\n",
"[94]\tvalid_0's poisson: -100.271\tvalid_0's l1: 12.0372\n",
"[95]\tvalid_0's poisson: -100.352\tvalid_0's l1: 12.0181\n",
"[96]\tvalid_0's poisson: -100.522\tvalid_0's l1: 12.0069\n",
"[97]\tvalid_0's poisson: -100.559\tvalid_0's l1: 12.0211\n",
"[98]\tvalid_0's poisson: -100.942\tvalid_0's l1: 12.0457\n",
"[99]\tvalid_0's poisson: -101.017\tvalid_0's l1: 12.0359\n",
"[100]\tvalid_0's poisson: -101.025\tvalid_0's l1: 12.0313\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.603\tvalid_0's l1: 29.2795\n",
"[2]\tvalid_0's poisson: -80.8214\tvalid_0's l1: 29.2026\n",
"[3]\tvalid_0's poisson: -81.0365\tvalid_0's l1: 29.1259\n",
"[4]\tvalid_0's poisson: -81.2485\tvalid_0's l1: 29.0495\n",
"[5]\tvalid_0's poisson: -81.4573\tvalid_0's l1: 28.9735\n",
"[6]\tvalid_0's poisson: -81.663\tvalid_0's l1: 28.8977\n",
"[7]\tvalid_0's poisson: -81.866\tvalid_0's l1: 28.8223\n",
"[8]\tvalid_0's poisson: -82.0719\tvalid_0's l1: 28.7466\n",
"[9]\tvalid_0's poisson: -82.2746\tvalid_0's l1: 28.6713\n",
"[10]\tvalid_0's poisson: -82.4766\tvalid_0's l1: 28.5953\n",
"[11]\tvalid_0's poisson: -82.6757\tvalid_0's l1: 28.5196\n",
"[12]\tvalid_0's poisson: -82.8695\tvalid_0's l1: 28.4452\n",
"[13]\tvalid_0's poisson: -83.0608\tvalid_0's l1: 28.3709\n",
"[14]\tvalid_0's poisson: -83.2513\tvalid_0's l1: 28.2961\n",
"[15]\tvalid_0's poisson: -83.4368\tvalid_0's l1: 28.2225\n",
"[16]\tvalid_0's poisson: -83.6142\tvalid_0's l1: 28.1503\n",
"[17]\tvalid_0's poisson: -83.7987\tvalid_0's l1: 28.0766\n",
"[18]\tvalid_0's poisson: -83.9797\tvalid_0's l1: 28.0037\n",
"[19]\tvalid_0's poisson: -84.1592\tvalid_0's l1: 27.9309\n",
"[20]\tvalid_0's poisson: -84.3379\tvalid_0's l1: 27.8575\n",
"[21]\tvalid_0's poisson: -84.5114\tvalid_0's l1: 27.7856\n",
"[22]\tvalid_0's poisson: -84.6825\tvalid_0's l1: 27.7141\n",
"[23]\tvalid_0's poisson: -84.8531\tvalid_0's l1: 27.6421\n",
"[24]\tvalid_0's poisson: -85.0133\tvalid_0's l1: 27.5727\n",
"[25]\tvalid_0's poisson: -85.1884\tvalid_0's l1: 27.4997\n",
"[26]\tvalid_0's poisson: -85.3609\tvalid_0's l1: 27.4272\n",
"[27]\tvalid_0's poisson: -85.5219\tvalid_0's l1: 27.3577\n",
"[28]\tvalid_0's poisson: -85.689\tvalid_0's l1: 27.2865\n",
"[29]\tvalid_0's poisson: -85.8539\tvalid_0's l1: 27.2159\n",
"[30]\tvalid_0's poisson: -86.0181\tvalid_0's l1: 27.1459\n",
"[31]\tvalid_0's poisson: -86.1804\tvalid_0's l1: 27.0759\n",
"[32]\tvalid_0's poisson: -86.3337\tvalid_0's l1: 27.0084\n",
"[33]\tvalid_0's poisson: -86.4849\tvalid_0's l1: 26.9411\n",
"[34]\tvalid_0's poisson: -86.6408\tvalid_0's l1: 26.8724\n",
"[35]\tvalid_0's poisson: -86.7945\tvalid_0's l1: 26.804\n",
"[36]\tvalid_0's poisson: -86.9474\tvalid_0's l1: 26.7356\n",
"[37]\tvalid_0's poisson: -87.0974\tvalid_0's l1: 26.6682\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[38]\tvalid_0's poisson: -87.2392\tvalid_0's l1: 26.6031\n",
"[39]\tvalid_0's poisson: -87.3797\tvalid_0's l1: 26.5384\n",
"[40]\tvalid_0's poisson: -87.5184\tvalid_0's l1: 26.474\n",
"[41]\tvalid_0's poisson: -87.655\tvalid_0's l1: 26.4098\n",
"[42]\tvalid_0's poisson: -87.789\tvalid_0's l1: 26.3467\n",
"[43]\tvalid_0's poisson: -87.9213\tvalid_0's l1: 26.284\n",
"[44]\tvalid_0's poisson: -88.0574\tvalid_0's l1: 26.2198\n",
"[45]\tvalid_0's poisson: -88.1859\tvalid_0's l1: 26.1579\n",
"[46]\tvalid_0's poisson: -88.3183\tvalid_0's l1: 26.0941\n",
"[47]\tvalid_0's poisson: -88.4493\tvalid_0's l1: 26.031\n",
"[48]\tvalid_0's poisson: -88.5812\tvalid_0's l1: 25.9681\n",
"[49]\tvalid_0's poisson: -88.7012\tvalid_0's l1: 25.9085\n",
"[50]\tvalid_0's poisson: -88.82\tvalid_0's l1: 25.8489\n",
"[51]\tvalid_0's poisson: -88.942\tvalid_0's l1: 25.788\n",
"[52]\tvalid_0's poisson: -89.0724\tvalid_0's l1: 25.7246\n",
"[53]\tvalid_0's poisson: -89.1919\tvalid_0's l1: 25.6643\n",
"[54]\tvalid_0's poisson: -89.308\tvalid_0's l1: 25.6051\n",
"[55]\tvalid_0's poisson: -89.4322\tvalid_0's l1: 25.5435\n",
"[56]\tvalid_0's poisson: -89.555\tvalid_0's l1: 25.482\n",
"[57]\tvalid_0's poisson: -89.6633\tvalid_0's l1: 25.4252\n",
"[58]\tvalid_0's poisson: -89.7767\tvalid_0's l1: 25.3663\n",
"[59]\tvalid_0's poisson: -89.9086\tvalid_0's l1: 25.3034\n",
"[60]\tvalid_0's poisson: -90.0249\tvalid_0's l1: 25.2436\n",
"[61]\tvalid_0's poisson: -90.1462\tvalid_0's l1: 25.1838\n",
"[62]\tvalid_0's poisson: -90.267\tvalid_0's l1: 25.1235\n",
"[63]\tvalid_0's poisson: -90.3862\tvalid_0's l1: 25.0634\n",
"[64]\tvalid_0's poisson: -90.5076\tvalid_0's l1: 25.0028\n",
"[65]\tvalid_0's poisson: -90.6169\tvalid_0's l1: 24.9451\n",
"[66]\tvalid_0's poisson: -90.7249\tvalid_0's l1: 24.8874\n",
"[67]\tvalid_0's poisson: -90.833\tvalid_0's l1: 24.8298\n",
"[68]\tvalid_0's poisson: -90.9385\tvalid_0's l1: 24.7731\n",
"[69]\tvalid_0's poisson: -91.0405\tvalid_0's l1: 24.7184\n",
"[70]\tvalid_0's poisson: -91.1543\tvalid_0's l1: 24.6597\n",
"[71]\tvalid_0's poisson: -91.2534\tvalid_0's l1: 24.606\n",
"[72]\tvalid_0's poisson: -91.3643\tvalid_0's l1: 24.5482\n",
"[73]\tvalid_0's poisson: -91.4789\tvalid_0's l1: 24.4904\n",
"[74]\tvalid_0's poisson: -91.5868\tvalid_0's l1: 24.4331\n",
"[75]\tvalid_0's poisson: -91.6965\tvalid_0's l1: 24.3759\n",
"[76]\tvalid_0's poisson: -91.805\tvalid_0's l1: 24.3191\n",
"[77]\tvalid_0's poisson: -91.9103\tvalid_0's l1: 24.2624\n",
"[78]\tvalid_0's poisson: -92.0144\tvalid_0's l1: 24.2063\n",
"[79]\tvalid_0's poisson: -92.1241\tvalid_0's l1: 24.1498\n",
"[80]\tvalid_0's poisson: -92.2272\tvalid_0's l1: 24.0944\n",
"[81]\tvalid_0's poisson: -92.3346\tvalid_0's l1: 24.0381\n",
"[82]\tvalid_0's poisson: -92.4378\tvalid_0's l1: 23.9825\n",
"[83]\tvalid_0's poisson: -92.5382\tvalid_0's l1: 23.928\n",
"[84]\tvalid_0's poisson: -92.6374\tvalid_0's l1: 23.8738\n",
"[85]\tvalid_0's poisson: -92.7325\tvalid_0's l1: 23.8203\n",
"[86]\tvalid_0's poisson: -92.8272\tvalid_0's l1: 23.7672\n",
"[87]\tvalid_0's poisson: -92.9223\tvalid_0's l1: 23.7137\n",
"[88]\tvalid_0's poisson: -93.0159\tvalid_0's l1: 23.6607\n",
"[89]\tvalid_0's poisson: -93.108\tvalid_0's l1: 23.6076\n",
"[90]\tvalid_0's poisson: -93.2002\tvalid_0's l1: 23.5549\n",
"[91]\tvalid_0's poisson: -93.2898\tvalid_0's l1: 23.503\n",
"[92]\tvalid_0's poisson: -93.3898\tvalid_0's l1: 23.4487\n",
"[93]\tvalid_0's poisson: -93.4803\tvalid_0's l1: 23.3972\n",
"[94]\tvalid_0's poisson: -93.5673\tvalid_0's l1: 23.3462\n",
"[95]\tvalid_0's poisson: -93.6546\tvalid_0's l1: 23.295\n",
"[96]\tvalid_0's poisson: -93.7521\tvalid_0's l1: 23.2405\n",
"[97]\tvalid_0's poisson: -93.8439\tvalid_0's l1: 23.1886\n",
"[98]\tvalid_0's poisson: -93.9869\tvalid_0's l1: 23.1281\n",
"[99]\tvalid_0's poisson: -94.1285\tvalid_0's l1: 23.0668\n",
"[100]\tvalid_0's poisson: -94.2667\tvalid_0's l1: 23.0067\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.6034\tvalid_0's l1: 29.2787\n",
"[2]\tvalid_0's poisson: -80.8281\tvalid_0's l1: 29.2008\n",
"[3]\tvalid_0's poisson: -81.0502\tvalid_0's l1: 29.1233\n",
"[4]\tvalid_0's poisson: -81.2688\tvalid_0's l1: 29.046\n",
"[5]\tvalid_0's poisson: -81.484\tvalid_0's l1: 28.969\n",
"[6]\tvalid_0's poisson: -81.6961\tvalid_0's l1: 28.8923\n",
"[7]\tvalid_0's poisson: -81.9077\tvalid_0's l1: 28.8155\n",
"[8]\tvalid_0's poisson: -82.1141\tvalid_0's l1: 28.7391\n",
"[9]\tvalid_0's poisson: -82.3175\tvalid_0's l1: 28.6633\n",
"[10]\tvalid_0's poisson: -82.5179\tvalid_0's l1: 28.5877\n",
"[11]\tvalid_0's poisson: -82.7173\tvalid_0's l1: 28.512\n",
"[12]\tvalid_0's poisson: -82.9248\tvalid_0's l1: 28.4343\n",
"[13]\tvalid_0's poisson: -83.1205\tvalid_0's l1: 28.3587\n",
"[14]\tvalid_0's poisson: -83.311\tvalid_0's l1: 28.284\n",
"[15]\tvalid_0's poisson: -83.4997\tvalid_0's l1: 28.2096\n",
"[16]\tvalid_0's poisson: -83.6858\tvalid_0's l1: 28.1354\n",
"[17]\tvalid_0's poisson: -83.8692\tvalid_0's l1: 28.0617\n",
"[18]\tvalid_0's poisson: -84.0497\tvalid_0's l1: 27.9889\n",
"[19]\tvalid_0's poisson: -84.228\tvalid_0's l1: 27.916\n",
"[20]\tvalid_0's poisson: -84.4038\tvalid_0's l1: 27.8434\n",
"[21]\tvalid_0's poisson: -84.5773\tvalid_0's l1: 27.7711\n",
"[22]\tvalid_0's poisson: -84.754\tvalid_0's l1: 27.6982\n",
"[23]\tvalid_0's poisson: -84.9285\tvalid_0's l1: 27.6255\n",
"[24]\tvalid_0's poisson: -85.0953\tvalid_0's l1: 27.5545\n",
"[25]\tvalid_0's poisson: -85.2614\tvalid_0's l1: 27.4829\n",
"[26]\tvalid_0's poisson: -85.4255\tvalid_0's l1: 27.4116\n",
"[27]\tvalid_0's poisson: -85.5883\tvalid_0's l1: 27.3409\n",
"[28]\tvalid_0's poisson: -85.755\tvalid_0's l1: 27.2688\n",
"[29]\tvalid_0's poisson: -85.9243\tvalid_0's l1: 27.197\n",
"[30]\tvalid_0's poisson: -86.0927\tvalid_0's l1: 27.1259\n",
"[31]\tvalid_0's poisson: -86.2566\tvalid_0's l1: 27.0557\n",
"[32]\tvalid_0's poisson: -86.418\tvalid_0's l1: 26.9854\n",
"[33]\tvalid_0's poisson: -86.5762\tvalid_0's l1: 26.9157\n",
"[34]\tvalid_0's poisson: -86.7324\tvalid_0's l1: 26.8464\n",
"[35]\tvalid_0's poisson: -86.8835\tvalid_0's l1: 26.7784\n",
"[36]\tvalid_0's poisson: -87.0395\tvalid_0's l1: 26.7095\n",
"[37]\tvalid_0's poisson: -87.1899\tvalid_0's l1: 26.642\n",
"[38]\tvalid_0's poisson: -87.3427\tvalid_0's l1: 26.5734\n",
"[39]\tvalid_0's poisson: -87.4891\tvalid_0's l1: 26.5062\n",
"[40]\tvalid_0's poisson: -87.634\tvalid_0's l1: 26.4401\n",
"[41]\tvalid_0's poisson: -87.7786\tvalid_0's l1: 26.3738\n",
"[42]\tvalid_0's poisson: -87.9214\tvalid_0's l1: 26.3079\n",
"[43]\tvalid_0's poisson: -88.0661\tvalid_0's l1: 26.2412\n",
"[44]\tvalid_0's poisson: -88.2001\tvalid_0's l1: 26.1767\n",
"[45]\tvalid_0's poisson: -88.3326\tvalid_0's l1: 26.1124\n",
"[46]\tvalid_0's poisson: -88.4633\tvalid_0's l1: 26.0486\n",
"[47]\tvalid_0's poisson: -88.5925\tvalid_0's l1: 25.9855\n",
"[48]\tvalid_0's poisson: -88.7224\tvalid_0's l1: 25.9229\n",
"[49]\tvalid_0's poisson: -88.8485\tvalid_0's l1: 25.8604\n",
"[50]\tvalid_0's poisson: -88.9788\tvalid_0's l1: 25.7974\n",
"[51]\tvalid_0's poisson: -89.1076\tvalid_0's l1: 25.7348\n",
"[52]\tvalid_0's poisson: -89.2361\tvalid_0's l1: 25.6721\n",
"[53]\tvalid_0's poisson: -89.3629\tvalid_0's l1: 25.6098\n",
"[54]\tvalid_0's poisson: -89.4884\tvalid_0's l1: 25.5476\n",
"[55]\tvalid_0's poisson: -89.617\tvalid_0's l1: 25.4853\n",
"[56]\tvalid_0's poisson: -89.7396\tvalid_0's l1: 25.4235\n",
"[57]\tvalid_0's poisson: -89.8752\tvalid_0's l1: 25.3597\n",
"[58]\tvalid_0's poisson: -90.009\tvalid_0's l1: 25.2963\n",
"[59]\tvalid_0's poisson: -90.1324\tvalid_0's l1: 25.2344\n",
"[60]\tvalid_0's poisson: -90.2542\tvalid_0's l1: 25.1729\n",
"[61]\tvalid_0's poisson: -90.3665\tvalid_0's l1: 25.1151\n",
"[62]\tvalid_0's poisson: -90.4782\tvalid_0's l1: 25.0573\n",
"[63]\tvalid_0's poisson: -90.589\tvalid_0's l1: 24.9994\n",
"[64]\tvalid_0's poisson: -90.6958\tvalid_0's l1: 24.9425\n",
"[65]\tvalid_0's poisson: -90.8043\tvalid_0's l1: 24.8853\n",
"[66]\tvalid_0's poisson: -90.9102\tvalid_0's l1: 24.8285\n",
"[67]\tvalid_0's poisson: -91.0169\tvalid_0's l1: 24.7715\n",
"[68]\tvalid_0's poisson: -91.1226\tvalid_0's l1: 24.7146\n",
"[69]\tvalid_0's poisson: -91.2273\tvalid_0's l1: 24.6585\n",
"[70]\tvalid_0's poisson: -91.3346\tvalid_0's l1: 24.6007\n",
"[71]\tvalid_0's poisson: -91.4363\tvalid_0's l1: 24.5456\n",
"[72]\tvalid_0's poisson: -91.5366\tvalid_0's l1: 24.4909\n",
"[73]\tvalid_0's poisson: -91.6337\tvalid_0's l1: 24.4371\n",
"[74]\tvalid_0's poisson: -91.7297\tvalid_0's l1: 24.3834\n",
"[75]\tvalid_0's poisson: -91.8247\tvalid_0's l1: 24.3301\n",
"[76]\tvalid_0's poisson: -91.9209\tvalid_0's l1: 24.2763\n",
"[77]\tvalid_0's poisson: -92.0229\tvalid_0's l1: 24.2202\n",
"[78]\tvalid_0's poisson: -92.1345\tvalid_0's l1: 24.1622\n",
"[79]\tvalid_0's poisson: -92.2356\tvalid_0's l1: 24.106\n",
"[80]\tvalid_0's poisson: -92.3366\tvalid_0's l1: 24.05\n",
"[81]\tvalid_0's poisson: -92.4366\tvalid_0's l1: 23.9942\n",
"[82]\tvalid_0's poisson: -92.5328\tvalid_0's l1: 23.9402\n",
"[83]\tvalid_0's poisson: -92.6391\tvalid_0's l1: 23.8835\n",
"[84]\tvalid_0's poisson: -92.7321\tvalid_0's l1: 23.8303\n",
"[85]\tvalid_0's poisson: -92.8239\tvalid_0's l1: 23.7775\n",
"[86]\tvalid_0's poisson: -92.925\tvalid_0's l1: 23.7223\n",
"[87]\tvalid_0's poisson: -93.025\tvalid_0's l1: 23.6673\n",
"[88]\tvalid_0's poisson: -93.1272\tvalid_0's l1: 23.6121\n",
"[89]\tvalid_0's poisson: -93.2285\tvalid_0's l1: 23.5572\n",
"[90]\tvalid_0's poisson: -93.31\tvalid_0's l1: 23.5084\n",
"[91]\tvalid_0's poisson: -93.3983\tvalid_0's l1: 23.4575\n",
"[92]\tvalid_0's poisson: -93.488\tvalid_0's l1: 23.4061\n",
"[93]\tvalid_0's poisson: -93.5813\tvalid_0's l1: 23.3538\n",
"[94]\tvalid_0's poisson: -93.6728\tvalid_0's l1: 23.3016\n",
"[95]\tvalid_0's poisson: -93.7638\tvalid_0's l1: 23.2505\n",
"[96]\tvalid_0's poisson: -93.8538\tvalid_0's l1: 23.1986\n",
"[97]\tvalid_0's poisson: -93.9409\tvalid_0's l1: 23.1476\n",
"[98]\tvalid_0's poisson: -94.0271\tvalid_0's l1: 23.0969\n",
"[99]\tvalid_0's poisson: -94.1172\tvalid_0's l1: 23.0458\n",
"[100]\tvalid_0's poisson: -94.2035\tvalid_0's l1: 22.9948\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.6057\tvalid_0's l1: 29.2783\n",
"[2]\tvalid_0's poisson: -80.8247\tvalid_0's l1: 29.2014\n",
"[3]\tvalid_0's poisson: -81.0413\tvalid_0's l1: 29.1242\n",
"[4]\tvalid_0's poisson: -81.2547\tvalid_0's l1: 29.0472\n",
"[5]\tvalid_0's poisson: -81.4649\tvalid_0's l1: 28.9706\n",
"[6]\tvalid_0's poisson: -81.672\tvalid_0's l1: 28.8943\n",
"[7]\tvalid_0's poisson: -81.8753\tvalid_0's l1: 28.819\n",
"[8]\tvalid_0's poisson: -82.0838\tvalid_0's l1: 28.7424\n",
"[9]\tvalid_0's poisson: -82.289\tvalid_0's l1: 28.6661\n",
"[10]\tvalid_0's poisson: -82.4913\tvalid_0's l1: 28.59\n",
"[11]\tvalid_0's poisson: -82.6906\tvalid_0's l1: 28.5142\n",
"[12]\tvalid_0's poisson: -82.887\tvalid_0's l1: 28.4388\n",
"[13]\tvalid_0's poisson: -83.0788\tvalid_0's l1: 28.3647\n",
"[14]\tvalid_0's poisson: -83.2686\tvalid_0's l1: 28.2903\n",
"[15]\tvalid_0's poisson: -83.4552\tvalid_0's l1: 28.2165\n",
"[16]\tvalid_0's poisson: -83.639\tvalid_0's l1: 28.1429\n",
"[17]\tvalid_0's poisson: -83.8211\tvalid_0's l1: 28.0695\n",
"[18]\tvalid_0's poisson: -84.0113\tvalid_0's l1: 27.9948\n",
"[19]\tvalid_0's poisson: -84.1885\tvalid_0's l1: 27.922\n",
"[20]\tvalid_0's poisson: -84.3631\tvalid_0's l1: 27.8498\n",
"[21]\tvalid_0's poisson: -84.5406\tvalid_0's l1: 27.7764\n",
"[22]\tvalid_0's poisson: -84.7264\tvalid_0's l1: 27.702\n",
"[23]\tvalid_0's poisson: -84.8911\tvalid_0's l1: 27.6322\n",
"[24]\tvalid_0's poisson: -85.072\tvalid_0's l1: 27.5587\n",
"[25]\tvalid_0's poisson: -85.2517\tvalid_0's l1: 27.4854\n",
"[26]\tvalid_0's poisson: -85.4289\tvalid_0's l1: 27.4124\n",
"[27]\tvalid_0's poisson: -85.5875\tvalid_0's l1: 27.3438\n",
"[28]\tvalid_0's poisson: -85.7541\tvalid_0's l1: 27.2724\n",
"[29]\tvalid_0's poisson: -85.9096\tvalid_0's l1: 27.2037\n",
"[30]\tvalid_0's poisson: -86.0718\tvalid_0's l1: 27.1334\n",
"[31]\tvalid_0's poisson: -86.2259\tvalid_0's l1: 27.0661\n",
"[32]\tvalid_0's poisson: -86.3839\tvalid_0's l1: 26.9965\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[33]\tvalid_0's poisson: -86.545\tvalid_0's l1: 26.9258\n",
"[34]\tvalid_0's poisson: -86.6932\tvalid_0's l1: 26.8595\n",
"[35]\tvalid_0's poisson: -86.8493\tvalid_0's l1: 26.7902\n",
"[36]\tvalid_0's poisson: -87.0044\tvalid_0's l1: 26.7207\n",
"[37]\tvalid_0's poisson: -87.1578\tvalid_0's l1: 26.6517\n",
"[38]\tvalid_0's poisson: -87.3065\tvalid_0's l1: 26.5843\n",
"[39]\tvalid_0's poisson: -87.4561\tvalid_0's l1: 26.5163\n",
"[40]\tvalid_0's poisson: -87.5912\tvalid_0's l1: 26.4528\n",
"[41]\tvalid_0's poisson: -87.7239\tvalid_0's l1: 26.3897\n",
"[42]\tvalid_0's poisson: -87.8602\tvalid_0's l1: 26.3259\n",
"[43]\tvalid_0's poisson: -88.0182\tvalid_0's l1: 26.258\n",
"[44]\tvalid_0's poisson: -88.174\tvalid_0's l1: 26.1902\n",
"[45]\tvalid_0's poisson: -88.3276\tvalid_0's l1: 26.1227\n",
"[46]\tvalid_0's poisson: -88.4619\tvalid_0's l1: 26.0583\n",
"[47]\tvalid_0's poisson: -88.5979\tvalid_0's l1: 25.9929\n",
"[48]\tvalid_0's poisson: -88.742\tvalid_0's l1: 25.9276\n",
"[49]\tvalid_0's poisson: -88.8727\tvalid_0's l1: 25.864\n",
"[50]\tvalid_0's poisson: -89.0169\tvalid_0's l1: 25.7985\n",
"[51]\tvalid_0's poisson: -89.1445\tvalid_0's l1: 25.7353\n",
"[52]\tvalid_0's poisson: -89.2705\tvalid_0's l1: 25.6724\n",
"[53]\tvalid_0's poisson: -89.3955\tvalid_0's l1: 25.6102\n",
"[54]\tvalid_0's poisson: -89.5195\tvalid_0's l1: 25.5482\n",
"[55]\tvalid_0's poisson: -89.6409\tvalid_0's l1: 25.487\n",
"[56]\tvalid_0's poisson: -89.759\tvalid_0's l1: 25.4268\n",
"[57]\tvalid_0's poisson: -89.8754\tvalid_0's l1: 25.3665\n",
"[58]\tvalid_0's poisson: -89.9937\tvalid_0's l1: 25.3057\n",
"[59]\tvalid_0's poisson: -90.1107\tvalid_0's l1: 25.2452\n",
"[60]\tvalid_0's poisson: -90.2264\tvalid_0's l1: 25.1852\n",
"[61]\tvalid_0's poisson: -90.3429\tvalid_0's l1: 25.1253\n",
"[62]\tvalid_0's poisson: -90.458\tvalid_0's l1: 25.0657\n",
"[63]\tvalid_0's poisson: -90.5704\tvalid_0's l1: 25.0062\n",
"[64]\tvalid_0's poisson: -90.6835\tvalid_0's l1: 24.9469\n",
"[65]\tvalid_0's poisson: -90.7905\tvalid_0's l1: 24.8888\n",
"[66]\tvalid_0's poisson: -90.907\tvalid_0's l1: 24.8289\n",
"[67]\tvalid_0's poisson: -91.0209\tvalid_0's l1: 24.7698\n",
"[68]\tvalid_0's poisson: -91.1283\tvalid_0's l1: 24.7123\n",
"[69]\tvalid_0's poisson: -91.2409\tvalid_0's l1: 24.6537\n",
"[70]\tvalid_0's poisson: -91.3521\tvalid_0's l1: 24.5953\n",
"[71]\tvalid_0's poisson: -91.4606\tvalid_0's l1: 24.5376\n",
"[72]\tvalid_0's poisson: -91.5693\tvalid_0's l1: 24.4796\n",
"[73]\tvalid_0's poisson: -91.6824\tvalid_0's l1: 24.4206\n",
"[74]\tvalid_0's poisson: -91.7901\tvalid_0's l1: 24.3635\n",
"[75]\tvalid_0's poisson: -91.8943\tvalid_0's l1: 24.3067\n",
"[76]\tvalid_0's poisson: -91.9974\tvalid_0's l1: 24.2502\n",
"[77]\tvalid_0's poisson: -92.0995\tvalid_0's l1: 24.1941\n",
"[78]\tvalid_0's poisson: -92.1928\tvalid_0's l1: 24.1413\n",
"[79]\tvalid_0's poisson: -92.2926\tvalid_0's l1: 24.086\n",
"[80]\tvalid_0's poisson: -92.384\tvalid_0's l1: 24.0339\n",
"[81]\tvalid_0's poisson: -92.4818\tvalid_0's l1: 23.9793\n",
"[82]\tvalid_0's poisson: -92.5787\tvalid_0's l1: 23.9248\n",
"[83]\tvalid_0's poisson: -92.6877\tvalid_0's l1: 23.8678\n",
"[84]\tvalid_0's poisson: -92.7825\tvalid_0's l1: 23.8138\n",
"[85]\tvalid_0's poisson: -92.8752\tvalid_0's l1: 23.7609\n",
"[86]\tvalid_0's poisson: -92.9811\tvalid_0's l1: 23.7046\n",
"[87]\tvalid_0's poisson: -93.0758\tvalid_0's l1: 23.6507\n",
"[88]\tvalid_0's poisson: -93.1711\tvalid_0's l1: 23.5967\n",
"[89]\tvalid_0's poisson: -93.2642\tvalid_0's l1: 23.5441\n",
"[90]\tvalid_0's poisson: -93.3566\tvalid_0's l1: 23.4915\n",
"[91]\tvalid_0's poisson: -93.4477\tvalid_0's l1: 23.4393\n",
"[92]\tvalid_0's poisson: -93.5477\tvalid_0's l1: 23.3847\n",
"[93]\tvalid_0's poisson: -93.6367\tvalid_0's l1: 23.3332\n",
"[94]\tvalid_0's poisson: -93.7209\tvalid_0's l1: 23.2833\n",
"[95]\tvalid_0's poisson: -93.8086\tvalid_0's l1: 23.2323\n",
"[96]\tvalid_0's poisson: -93.8901\tvalid_0's l1: 23.1836\n",
"[97]\tvalid_0's poisson: -93.985\tvalid_0's l1: 23.1314\n",
"[98]\tvalid_0's poisson: -94.077\tvalid_0's l1: 23.0799\n",
"[99]\tvalid_0's poisson: -94.1684\tvalid_0's l1: 23.0282\n",
"[100]\tvalid_0's poisson: -94.2583\tvalid_0's l1: 22.9775\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.6074\tvalid_0's l1: 29.2782\n",
"[2]\tvalid_0's poisson: -80.8286\tvalid_0's l1: 29.2009\n",
"[3]\tvalid_0's poisson: -81.047\tvalid_0's l1: 29.1235\n",
"[4]\tvalid_0's poisson: -81.2619\tvalid_0's l1: 29.0465\n",
"[5]\tvalid_0's poisson: -81.4737\tvalid_0's l1: 28.9697\n",
"[6]\tvalid_0's poisson: -81.6824\tvalid_0's l1: 28.8933\n",
"[7]\tvalid_0's poisson: -81.8875\tvalid_0's l1: 28.8176\n",
"[8]\tvalid_0's poisson: -82.0977\tvalid_0's l1: 28.7408\n",
"[9]\tvalid_0's poisson: -82.3004\tvalid_0's l1: 28.666\n",
"[10]\tvalid_0's poisson: -82.5001\tvalid_0's l1: 28.5913\n",
"[11]\tvalid_0's poisson: -82.701\tvalid_0's l1: 28.5154\n",
"[12]\tvalid_0's poisson: -82.895\tvalid_0's l1: 28.4415\n",
"[13]\tvalid_0's poisson: -83.0903\tvalid_0's l1: 28.3661\n",
"[14]\tvalid_0's poisson: -83.2803\tvalid_0's l1: 28.292\n",
"[15]\tvalid_0's poisson: -83.4697\tvalid_0's l1: 28.2176\n",
"[16]\tvalid_0's poisson: -83.6567\tvalid_0's l1: 28.1435\n",
"[17]\tvalid_0's poisson: -83.841\tvalid_0's l1: 28.0698\n",
"[18]\tvalid_0's poisson: -84.0225\tvalid_0's l1: 27.9967\n",
"[19]\tvalid_0's poisson: -84.2016\tvalid_0's l1: 27.9238\n",
"[20]\tvalid_0's poisson: -84.3788\tvalid_0's l1: 27.8513\n",
"[21]\tvalid_0's poisson: -84.5611\tvalid_0's l1: 27.7768\n",
"[22]\tvalid_0's poisson: -84.7407\tvalid_0's l1: 27.703\n",
"[23]\tvalid_0's poisson: -84.9067\tvalid_0's l1: 27.6326\n",
"[24]\tvalid_0's poisson: -85.0796\tvalid_0's l1: 27.5609\n",
"[25]\tvalid_0's poisson: -85.2558\tvalid_0's l1: 27.4881\n",
"[26]\tvalid_0's poisson: -85.4296\tvalid_0's l1: 27.4159\n",
"[27]\tvalid_0's poisson: -85.5906\tvalid_0's l1: 27.3474\n",
"[28]\tvalid_0's poisson: -85.7573\tvalid_0's l1: 27.2769\n",
"[29]\tvalid_0's poisson: -85.9202\tvalid_0's l1: 27.2068\n",
"[30]\tvalid_0's poisson: -86.0847\tvalid_0's l1: 27.1362\n",
"[31]\tvalid_0's poisson: -86.2466\tvalid_0's l1: 27.0661\n",
"[32]\tvalid_0's poisson: -86.4207\tvalid_0's l1: 26.9944\n",
"[33]\tvalid_0's poisson: -86.5801\tvalid_0's l1: 26.9239\n",
"[34]\tvalid_0's poisson: -86.7376\tvalid_0's l1: 26.8539\n",
"[35]\tvalid_0's poisson: -86.8786\tvalid_0's l1: 26.7893\n",
"[36]\tvalid_0's poisson: -87.0314\tvalid_0's l1: 26.7203\n",
"[37]\tvalid_0's poisson: -87.1805\tvalid_0's l1: 26.6525\n",
"[38]\tvalid_0's poisson: -87.3306\tvalid_0's l1: 26.5838\n",
"[39]\tvalid_0's poisson: -87.4675\tvalid_0's l1: 26.5196\n",
"[40]\tvalid_0's poisson: -87.5997\tvalid_0's l1: 26.4567\n",
"[41]\tvalid_0's poisson: -87.7441\tvalid_0's l1: 26.3899\n",
"[42]\tvalid_0's poisson: -87.8724\tvalid_0's l1: 26.3284\n",
"[43]\tvalid_0's poisson: -88.0119\tvalid_0's l1: 26.2635\n",
"[44]\tvalid_0's poisson: -88.1523\tvalid_0's l1: 26.1978\n",
"[45]\tvalid_0's poisson: -88.2895\tvalid_0's l1: 26.1332\n",
"[46]\tvalid_0's poisson: -88.439\tvalid_0's l1: 26.0659\n",
"[47]\tvalid_0's poisson: -88.5661\tvalid_0's l1: 26.0046\n",
"[48]\tvalid_0's poisson: -88.6917\tvalid_0's l1: 25.9435\n",
"[49]\tvalid_0's poisson: -88.8158\tvalid_0's l1: 25.8825\n",
"[50]\tvalid_0's poisson: -88.9425\tvalid_0's l1: 25.8197\n",
"[51]\tvalid_0's poisson: -89.0706\tvalid_0's l1: 25.7567\n",
"[52]\tvalid_0's poisson: -89.1877\tvalid_0's l1: 25.6972\n",
"[53]\tvalid_0's poisson: -89.3035\tvalid_0's l1: 25.6381\n",
"[54]\tvalid_0's poisson: -89.4235\tvalid_0's l1: 25.5786\n",
"[55]\tvalid_0's poisson: -89.5422\tvalid_0's l1: 25.5194\n",
"[56]\tvalid_0's poisson: -89.6597\tvalid_0's l1: 25.4602\n",
"[57]\tvalid_0's poisson: -89.7755\tvalid_0's l1: 25.4013\n",
"[58]\tvalid_0's poisson: -89.8869\tvalid_0's l1: 25.3431\n",
"[59]\tvalid_0's poisson: -89.9945\tvalid_0's l1: 25.2859\n",
"[60]\tvalid_0's poisson: -90.1082\tvalid_0's l1: 25.227\n",
"[61]\tvalid_0's poisson: -90.216\tvalid_0's l1: 25.1696\n",
"[62]\tvalid_0's poisson: -90.3264\tvalid_0's l1: 25.1121\n",
"[63]\tvalid_0's poisson: -90.4357\tvalid_0's l1: 25.0548\n",
"[64]\tvalid_0's poisson: -90.5477\tvalid_0's l1: 24.9965\n",
"[65]\tvalid_0's poisson: -90.6672\tvalid_0's l1: 24.9371\n",
"[66]\tvalid_0's poisson: -90.7718\tvalid_0's l1: 24.8808\n",
"[67]\tvalid_0's poisson: -90.8881\tvalid_0's l1: 24.8216\n",
"[68]\tvalid_0's poisson: -91.0031\tvalid_0's l1: 24.7626\n",
"[69]\tvalid_0's poisson: -91.1257\tvalid_0's l1: 24.7012\n",
"[70]\tvalid_0's poisson: -91.2281\tvalid_0's l1: 24.645\n",
"[71]\tvalid_0's poisson: -91.3448\tvalid_0's l1: 24.5855\n",
"[72]\tvalid_0's poisson: -91.4563\tvalid_0's l1: 24.5271\n",
"[73]\tvalid_0's poisson: -91.5632\tvalid_0's l1: 24.4698\n",
"[74]\tvalid_0's poisson: -91.6689\tvalid_0's l1: 24.413\n",
"[75]\tvalid_0's poisson: -91.7734\tvalid_0's l1: 24.3564\n",
"[76]\tvalid_0's poisson: -91.8767\tvalid_0's l1: 24.3001\n",
"[77]\tvalid_0's poisson: -91.9787\tvalid_0's l1: 24.2445\n",
"[78]\tvalid_0's poisson: -92.0798\tvalid_0's l1: 24.1888\n",
"[79]\tvalid_0's poisson: -92.1806\tvalid_0's l1: 24.1336\n",
"[80]\tvalid_0's poisson: -92.2795\tvalid_0's l1: 24.0785\n",
"[81]\tvalid_0's poisson: -92.3772\tvalid_0's l1: 24.0239\n",
"[82]\tvalid_0's poisson: -92.4754\tvalid_0's l1: 23.9695\n",
"[83]\tvalid_0's poisson: -92.6284\tvalid_0's l1: 23.9054\n",
"[84]\tvalid_0's poisson: -92.7128\tvalid_0's l1: 23.855\n",
"[85]\tvalid_0's poisson: -92.8099\tvalid_0's l1: 23.8005\n",
"[86]\tvalid_0's poisson: -92.9056\tvalid_0's l1: 23.7467\n",
"[87]\tvalid_0's poisson: -92.9889\tvalid_0's l1: 23.6974\n",
"[88]\tvalid_0's poisson: -93.0866\tvalid_0's l1: 23.6433\n",
"[89]\tvalid_0's poisson: -93.178\tvalid_0's l1: 23.59\n",
"[90]\tvalid_0's poisson: -93.2562\tvalid_0's l1: 23.5417\n",
"[91]\tvalid_0's poisson: -93.3511\tvalid_0's l1: 23.4887\n",
"[92]\tvalid_0's poisson: -93.5029\tvalid_0's l1: 23.4246\n",
"[93]\tvalid_0's poisson: -93.6527\tvalid_0's l1: 23.3603\n",
"[94]\tvalid_0's poisson: -93.7479\tvalid_0's l1: 23.3068\n",
"[95]\tvalid_0's poisson: -93.8357\tvalid_0's l1: 23.2553\n",
"[96]\tvalid_0's poisson: -93.9214\tvalid_0's l1: 23.2046\n",
"[97]\tvalid_0's poisson: -94.0631\tvalid_0's l1: 23.143\n",
"[98]\tvalid_0's poisson: -94.1505\tvalid_0's l1: 23.0919\n",
"[99]\tvalid_0's poisson: -94.2885\tvalid_0's l1: 23.0311\n",
"[100]\tvalid_0's poisson: -94.3669\tvalid_0's l1: 22.9829\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.6057\tvalid_0's l1: 29.278\n",
"[2]\tvalid_0's poisson: -80.8268\tvalid_0's l1: 29.1998\n",
"[3]\tvalid_0's poisson: -81.0446\tvalid_0's l1: 29.1219\n",
"[4]\tvalid_0's poisson: -81.2591\tvalid_0's l1: 29.0442\n",
"[5]\tvalid_0's poisson: -81.4704\tvalid_0's l1: 28.9669\n",
"[6]\tvalid_0's poisson: -81.6786\tvalid_0's l1: 28.8899\n",
"[7]\tvalid_0's poisson: -81.8837\tvalid_0's l1: 28.8133\n",
"[8]\tvalid_0's poisson: -82.0942\tvalid_0's l1: 28.7361\n",
"[9]\tvalid_0's poisson: -82.3016\tvalid_0's l1: 28.6593\n",
"[10]\tvalid_0's poisson: -82.5058\tvalid_0's l1: 28.5826\n",
"[11]\tvalid_0's poisson: -82.7071\tvalid_0's l1: 28.5064\n",
"[12]\tvalid_0's poisson: -82.9055\tvalid_0's l1: 28.4303\n",
"[13]\tvalid_0's poisson: -83.1009\tvalid_0's l1: 28.3548\n",
"[14]\tvalid_0's poisson: -83.2919\tvalid_0's l1: 28.2803\n",
"[15]\tvalid_0's poisson: -83.481\tvalid_0's l1: 28.206\n",
"[16]\tvalid_0's poisson: -83.6697\tvalid_0's l1: 28.1314\n",
"[17]\tvalid_0's poisson: -83.8535\tvalid_0's l1: 28.0576\n",
"[18]\tvalid_0's poisson: -84.037\tvalid_0's l1: 27.9837\n",
"[19]\tvalid_0's poisson: -84.2179\tvalid_0's l1: 27.9102\n",
"[20]\tvalid_0's poisson: -84.385\tvalid_0's l1: 27.8411\n",
"[21]\tvalid_0's poisson: -84.5498\tvalid_0's l1: 27.7724\n",
"[22]\tvalid_0's poisson: -84.725\tvalid_0's l1: 27.7002\n",
"[23]\tvalid_0's poisson: -84.8977\tvalid_0's l1: 27.6284\n",
"[24]\tvalid_0's poisson: -85.0689\tvalid_0's l1: 27.5567\n",
"[25]\tvalid_0's poisson: -85.2422\tvalid_0's l1: 27.4848\n",
"[26]\tvalid_0's poisson: -85.4113\tvalid_0's l1: 27.4138\n",
"[27]\tvalid_0's poisson: -85.5802\tvalid_0's l1: 27.3425\n",
"[28]\tvalid_0's poisson: -85.7434\tvalid_0's l1: 27.2725\n",
"[29]\tvalid_0's poisson: -85.9052\tvalid_0's l1: 27.2022\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -86.0648\tvalid_0's l1: 27.1324\n",
"[31]\tvalid_0's poisson: -86.2239\tvalid_0's l1: 27.063\n",
"[32]\tvalid_0's poisson: -86.3821\tvalid_0's l1: 26.9935\n",
"[33]\tvalid_0's poisson: -86.5371\tvalid_0's l1: 26.9249\n",
"[34]\tvalid_0's poisson: -86.6901\tvalid_0's l1: 26.8567\n",
"[35]\tvalid_0's poisson: -86.8425\tvalid_0's l1: 26.7888\n",
"[36]\tvalid_0's poisson: -86.9918\tvalid_0's l1: 26.7223\n",
"[37]\tvalid_0's poisson: -87.1414\tvalid_0's l1: 26.6555\n",
"[38]\tvalid_0's poisson: -87.2891\tvalid_0's l1: 26.5892\n",
"[39]\tvalid_0's poisson: -87.435\tvalid_0's l1: 26.523\n",
"[40]\tvalid_0's poisson: -87.5792\tvalid_0's l1: 26.457\n",
"[41]\tvalid_0's poisson: -87.7214\tvalid_0's l1: 26.3914\n",
"[42]\tvalid_0's poisson: -87.8594\tvalid_0's l1: 26.3263\n",
"[43]\tvalid_0's poisson: -87.993\tvalid_0's l1: 26.2624\n",
"[44]\tvalid_0's poisson: -88.1321\tvalid_0's l1: 26.1967\n",
"[45]\tvalid_0's poisson: -88.2683\tvalid_0's l1: 26.1319\n",
"[46]\tvalid_0's poisson: -88.4026\tvalid_0's l1: 26.0677\n",
"[47]\tvalid_0's poisson: -88.5313\tvalid_0's l1: 26.0046\n",
"[48]\tvalid_0's poisson: -88.6615\tvalid_0's l1: 25.9418\n",
"[49]\tvalid_0's poisson: -88.7884\tvalid_0's l1: 25.8804\n",
"[50]\tvalid_0's poisson: -88.9113\tvalid_0's l1: 25.8195\n",
"[51]\tvalid_0's poisson: -89.0377\tvalid_0's l1: 25.7577\n",
"[52]\tvalid_0's poisson: -89.1594\tvalid_0's l1: 25.6969\n",
"[53]\tvalid_0's poisson: -89.2818\tvalid_0's l1: 25.6362\n",
"[54]\tvalid_0's poisson: -89.3958\tvalid_0's l1: 25.5776\n",
"[55]\tvalid_0's poisson: -89.5072\tvalid_0's l1: 25.5196\n",
"[56]\tvalid_0's poisson: -89.6233\tvalid_0's l1: 25.4603\n",
"[57]\tvalid_0's poisson: -89.7402\tvalid_0's l1: 25.4011\n",
"[58]\tvalid_0's poisson: -89.856\tvalid_0's l1: 25.3419\n",
"[59]\tvalid_0's poisson: -89.9704\tvalid_0's l1: 25.2827\n",
"[60]\tvalid_0's poisson: -90.0836\tvalid_0's l1: 25.224\n",
"[61]\tvalid_0's poisson: -90.1954\tvalid_0's l1: 25.1659\n",
"[62]\tvalid_0's poisson: -90.3075\tvalid_0's l1: 25.1077\n",
"[63]\tvalid_0's poisson: -90.4182\tvalid_0's l1: 25.0499\n",
"[64]\tvalid_0's poisson: -90.5258\tvalid_0's l1: 24.9942\n",
"[65]\tvalid_0's poisson: -90.6323\tvalid_0's l1: 24.9385\n",
"[66]\tvalid_0's poisson: -90.7376\tvalid_0's l1: 24.8833\n",
"[67]\tvalid_0's poisson: -90.8458\tvalid_0's l1: 24.8272\n",
"[68]\tvalid_0's poisson: -90.9507\tvalid_0's l1: 24.7709\n",
"[69]\tvalid_0's poisson: -91.0544\tvalid_0's l1: 24.7149\n",
"[70]\tvalid_0's poisson: -91.1505\tvalid_0's l1: 24.6607\n",
"[71]\tvalid_0's poisson: -91.2597\tvalid_0's l1: 24.6038\n",
"[72]\tvalid_0's poisson: -91.3656\tvalid_0's l1: 24.5478\n",
"[73]\tvalid_0's poisson: -91.4706\tvalid_0's l1: 24.4921\n",
"[74]\tvalid_0's poisson: -91.5921\tvalid_0's l1: 24.4328\n",
"[75]\tvalid_0's poisson: -91.6952\tvalid_0's l1: 24.3777\n",
"[76]\tvalid_0's poisson: -91.7847\tvalid_0's l1: 24.3269\n",
"[77]\tvalid_0's poisson: -91.8967\tvalid_0's l1: 24.2692\n",
"[78]\tvalid_0's poisson: -92.014\tvalid_0's l1: 24.2106\n",
"[79]\tvalid_0's poisson: -92.1064\tvalid_0's l1: 24.1585\n",
"[80]\tvalid_0's poisson: -92.2152\tvalid_0's l1: 24.1019\n",
"[81]\tvalid_0's poisson: -92.3261\tvalid_0's l1: 24.0452\n",
"[82]\tvalid_0's poisson: -92.434\tvalid_0's l1: 23.99\n",
"[83]\tvalid_0's poisson: -92.5414\tvalid_0's l1: 23.9338\n",
"[84]\tvalid_0's poisson: -92.647\tvalid_0's l1: 23.879\n",
"[85]\tvalid_0's poisson: -92.7504\tvalid_0's l1: 23.824\n",
"[86]\tvalid_0's poisson: -92.8447\tvalid_0's l1: 23.7715\n",
"[87]\tvalid_0's poisson: -92.9461\tvalid_0's l1: 23.7173\n",
"[88]\tvalid_0's poisson: -93.0355\tvalid_0's l1: 23.6669\n",
"[89]\tvalid_0's poisson: -93.1238\tvalid_0's l1: 23.6168\n",
"[90]\tvalid_0's poisson: -93.2116\tvalid_0's l1: 23.5655\n",
"[91]\tvalid_0's poisson: -93.2985\tvalid_0's l1: 23.5145\n",
"[92]\tvalid_0's poisson: -93.3843\tvalid_0's l1: 23.4639\n",
"[93]\tvalid_0's poisson: -93.4694\tvalid_0's l1: 23.4136\n",
"[94]\tvalid_0's poisson: -93.5574\tvalid_0's l1: 23.3633\n",
"[95]\tvalid_0's poisson: -93.6557\tvalid_0's l1: 23.3096\n",
"[96]\tvalid_0's poisson: -93.7534\tvalid_0's l1: 23.2564\n",
"[97]\tvalid_0's poisson: -93.8319\tvalid_0's l1: 23.2091\n",
"[98]\tvalid_0's poisson: -93.9097\tvalid_0's l1: 23.1622\n",
"[99]\tvalid_0's poisson: -93.9866\tvalid_0's l1: 23.1151\n",
"[100]\tvalid_0's poisson: -94.0628\tvalid_0's l1: 23.0683\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.2479\tvalid_0's l1: 29.0506\n",
"[2]\tvalid_0's poisson: -82.0676\tvalid_0's l1: 28.748\n",
"[3]\tvalid_0's poisson: -82.8655\tvalid_0's l1: 28.4476\n",
"[4]\tvalid_0's poisson: -83.5937\tvalid_0's l1: 28.157\n",
"[5]\tvalid_0's poisson: -84.3212\tvalid_0's l1: 27.8627\n",
"[6]\tvalid_0's poisson: -84.9818\tvalid_0's l1: 27.5811\n",
"[7]\tvalid_0's poisson: -85.6356\tvalid_0's l1: 27.3017\n",
"[8]\tvalid_0's poisson: -86.272\tvalid_0's l1: 27.025\n",
"[9]\tvalid_0's poisson: -86.864\tvalid_0's l1: 26.7559\n",
"[10]\tvalid_0's poisson: -87.4438\tvalid_0's l1: 26.492\n",
"[11]\tvalid_0's poisson: -88.0106\tvalid_0's l1: 26.2279\n",
"[12]\tvalid_0's poisson: -88.5109\tvalid_0's l1: 25.9815\n",
"[13]\tvalid_0's poisson: -89.0319\tvalid_0's l1: 25.7294\n",
"[14]\tvalid_0's poisson: -89.5214\tvalid_0's l1: 25.4838\n",
"[15]\tvalid_0's poisson: -89.9526\tvalid_0's l1: 25.2561\n",
"[16]\tvalid_0's poisson: -90.382\tvalid_0's l1: 25.0316\n",
"[17]\tvalid_0's poisson: -90.8308\tvalid_0's l1: 24.7973\n",
"[18]\tvalid_0's poisson: -91.2748\tvalid_0's l1: 24.5673\n",
"[19]\tvalid_0's poisson: -91.7062\tvalid_0's l1: 24.3429\n",
"[20]\tvalid_0's poisson: -92.1597\tvalid_0's l1: 24.1121\n",
"[21]\tvalid_0's poisson: -92.5352\tvalid_0's l1: 23.9053\n",
"[22]\tvalid_0's poisson: -92.9202\tvalid_0's l1: 23.6911\n",
"[23]\tvalid_0's poisson: -93.2877\tvalid_0's l1: 23.4846\n",
"[24]\tvalid_0's poisson: -93.6453\tvalid_0's l1: 23.28\n",
"[25]\tvalid_0's poisson: -93.9832\tvalid_0's l1: 23.0818\n",
"[26]\tvalid_0's poisson: -94.3378\tvalid_0's l1: 22.8801\n",
"[27]\tvalid_0's poisson: -94.6567\tvalid_0's l1: 22.6867\n",
"[28]\tvalid_0's poisson: -94.9775\tvalid_0's l1: 22.4925\n",
"[29]\tvalid_0's poisson: -95.4617\tvalid_0's l1: 22.2693\n",
"[30]\tvalid_0's poisson: -95.9327\tvalid_0's l1: 22.0477\n",
"[31]\tvalid_0's poisson: -96.3431\tvalid_0's l1: 21.8433\n",
"[32]\tvalid_0's poisson: -96.7507\tvalid_0's l1: 21.6335\n",
"[33]\tvalid_0's poisson: -97.0043\tvalid_0's l1: 21.458\n",
"[34]\tvalid_0's poisson: -97.4223\tvalid_0's l1: 21.24\n",
"[35]\tvalid_0's poisson: -97.8062\tvalid_0's l1: 21.0325\n",
"[36]\tvalid_0's poisson: -98.1726\tvalid_0's l1: 20.8256\n",
"[37]\tvalid_0's poisson: -98.5308\tvalid_0's l1: 20.6207\n",
"[38]\tvalid_0's poisson: -98.8592\tvalid_0's l1: 20.4269\n",
"[39]\tvalid_0's poisson: -99.1599\tvalid_0's l1: 20.2449\n",
"[40]\tvalid_0's poisson: -99.4248\tvalid_0's l1: 20.0741\n",
"[41]\tvalid_0's poisson: -99.6906\tvalid_0's l1: 19.9019\n",
"[42]\tvalid_0's poisson: -99.9515\tvalid_0's l1: 19.7275\n",
"[43]\tvalid_0's poisson: -100.197\tvalid_0's l1: 19.5632\n",
"[44]\tvalid_0's poisson: -100.426\tvalid_0's l1: 19.4042\n",
"[45]\tvalid_0's poisson: -100.669\tvalid_0's l1: 19.2362\n",
"[46]\tvalid_0's poisson: -100.903\tvalid_0's l1: 19.0673\n",
"[47]\tvalid_0's poisson: -101.116\tvalid_0's l1: 18.9092\n",
"[48]\tvalid_0's poisson: -101.31\tvalid_0's l1: 18.7627\n",
"[49]\tvalid_0's poisson: -101.52\tvalid_0's l1: 18.6054\n",
"[50]\tvalid_0's poisson: -101.716\tvalid_0's l1: 18.4552\n",
"[51]\tvalid_0's poisson: -101.899\tvalid_0's l1: 18.3108\n",
"[52]\tvalid_0's poisson: -102.075\tvalid_0's l1: 18.1709\n",
"[53]\tvalid_0's poisson: -102.244\tvalid_0's l1: 18.0336\n",
"[54]\tvalid_0's poisson: -102.419\tvalid_0's l1: 17.8965\n",
"[55]\tvalid_0's poisson: -102.578\tvalid_0's l1: 17.764\n",
"[56]\tvalid_0's poisson: -102.74\tvalid_0's l1: 17.6325\n",
"[57]\tvalid_0's poisson: -102.899\tvalid_0's l1: 17.503\n",
"[58]\tvalid_0's poisson: -103.046\tvalid_0's l1: 17.3812\n",
"[59]\tvalid_0's poisson: -103.193\tvalid_0's l1: 17.2577\n",
"[60]\tvalid_0's poisson: -103.341\tvalid_0's l1: 17.1339\n",
"[61]\tvalid_0's poisson: -103.469\tvalid_0's l1: 17.0204\n",
"[62]\tvalid_0's poisson: -103.607\tvalid_0's l1: 16.9013\n",
"[63]\tvalid_0's poisson: -103.718\tvalid_0's l1: 16.7971\n",
"[64]\tvalid_0's poisson: -103.849\tvalid_0's l1: 16.6793\n",
"[65]\tvalid_0's poisson: -103.975\tvalid_0's l1: 16.5628\n",
"[66]\tvalid_0's poisson: -104.093\tvalid_0's l1: 16.4526\n",
"[67]\tvalid_0's poisson: -104.203\tvalid_0's l1: 16.3478\n",
"[68]\tvalid_0's poisson: -104.29\tvalid_0's l1: 16.2598\n",
"[69]\tvalid_0's poisson: -104.4\tvalid_0's l1: 16.1589\n",
"[70]\tvalid_0's poisson: -104.506\tvalid_0's l1: 16.0612\n",
"[71]\tvalid_0's poisson: -104.581\tvalid_0's l1: 15.9803\n",
"[72]\tvalid_0's poisson: -104.655\tvalid_0's l1: 15.9019\n",
"[73]\tvalid_0's poisson: -104.753\tvalid_0's l1: 15.8087\n",
"[74]\tvalid_0's poisson: -104.848\tvalid_0's l1: 15.7195\n",
"[75]\tvalid_0's poisson: -104.937\tvalid_0's l1: 15.6285\n",
"[76]\tvalid_0's poisson: -105\tvalid_0's l1: 15.5566\n",
"[77]\tvalid_0's poisson: -105.085\tvalid_0's l1: 15.4737\n",
"[78]\tvalid_0's poisson: -105.143\tvalid_0's l1: 15.4099\n",
"[79]\tvalid_0's poisson: -105.198\tvalid_0's l1: 15.3477\n",
"[80]\tvalid_0's poisson: -105.275\tvalid_0's l1: 15.2702\n",
"[81]\tvalid_0's poisson: -105.359\tvalid_0's l1: 15.187\n",
"[82]\tvalid_0's poisson: -105.44\tvalid_0's l1: 15.1036\n",
"[83]\tvalid_0's poisson: -105.517\tvalid_0's l1: 15.0262\n",
"[84]\tvalid_0's poisson: -105.59\tvalid_0's l1: 14.9516\n",
"[85]\tvalid_0's poisson: -105.662\tvalid_0's l1: 14.8775\n",
"[86]\tvalid_0's poisson: -105.73\tvalid_0's l1: 14.806\n",
"[87]\tvalid_0's poisson: -105.795\tvalid_0's l1: 14.7368\n",
"[88]\tvalid_0's poisson: -105.857\tvalid_0's l1: 14.6693\n",
"[89]\tvalid_0's poisson: -105.903\tvalid_0's l1: 14.617\n",
"[90]\tvalid_0's poisson: -105.949\tvalid_0's l1: 14.5653\n",
"[91]\tvalid_0's poisson: -106.01\tvalid_0's l1: 14.4995\n",
"[92]\tvalid_0's poisson: -106.052\tvalid_0's l1: 14.4499\n",
"[93]\tvalid_0's poisson: -106.109\tvalid_0's l1: 14.3873\n",
"[94]\tvalid_0's poisson: -106.164\tvalid_0's l1: 14.3261\n",
"[95]\tvalid_0's poisson: -106.208\tvalid_0's l1: 14.2745\n",
"[96]\tvalid_0's poisson: -106.249\tvalid_0's l1: 14.2286\n",
"[97]\tvalid_0's poisson: -106.307\tvalid_0's l1: 14.1617\n",
"[98]\tvalid_0's poisson: -106.358\tvalid_0's l1: 14.1037\n",
"[99]\tvalid_0's poisson: -106.398\tvalid_0's l1: 14.0557\n",
"[100]\tvalid_0's poisson: -106.431\tvalid_0's l1: 14.0146\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.2491\tvalid_0's l1: 29.0484\n",
"[2]\tvalid_0's poisson: -82.0677\tvalid_0's l1: 28.7449\n",
"[3]\tvalid_0's poisson: -82.8757\tvalid_0's l1: 28.4402\n",
"[4]\tvalid_0's poisson: -83.6511\tvalid_0's l1: 28.1369\n",
"[5]\tvalid_0's poisson: -84.3743\tvalid_0's l1: 27.8422\n",
"[6]\tvalid_0's poisson: -85.0619\tvalid_0's l1: 27.5539\n",
"[7]\tvalid_0's poisson: -85.7562\tvalid_0's l1: 27.2646\n",
"[8]\tvalid_0's poisson: -86.3992\tvalid_0's l1: 26.9863\n",
"[9]\tvalid_0's poisson: -87.0433\tvalid_0's l1: 26.705\n",
"[10]\tvalid_0's poisson: -87.6388\tvalid_0's l1: 26.4355\n",
"[11]\tvalid_0's poisson: -88.1751\tvalid_0's l1: 26.1777\n",
"[12]\tvalid_0's poisson: -88.7165\tvalid_0's l1: 25.9203\n",
"[13]\tvalid_0's poisson: -89.2349\tvalid_0's l1: 25.6679\n",
"[14]\tvalid_0's poisson: -89.7222\tvalid_0's l1: 25.4203\n",
"[15]\tvalid_0's poisson: -90.1784\tvalid_0's l1: 25.1838\n",
"[16]\tvalid_0's poisson: -90.6118\tvalid_0's l1: 24.9525\n",
"[17]\tvalid_0's poisson: -91.047\tvalid_0's l1: 24.7236\n",
"[18]\tvalid_0's poisson: -91.4536\tvalid_0's l1: 24.5009\n",
"[19]\tvalid_0's poisson: -91.8921\tvalid_0's l1: 24.2747\n",
"[20]\tvalid_0's poisson: -92.3267\tvalid_0's l1: 24.0447\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -92.7158\tvalid_0's l1: 23.8283\n",
"[22]\tvalid_0's poisson: -93.1006\tvalid_0's l1: 23.6131\n",
"[23]\tvalid_0's poisson: -93.4472\tvalid_0's l1: 23.4085\n",
"[24]\tvalid_0's poisson: -93.7964\tvalid_0's l1: 23.2041\n",
"[25]\tvalid_0's poisson: -94.1178\tvalid_0's l1: 23.0105\n",
"[26]\tvalid_0's poisson: -94.4684\tvalid_0's l1: 22.8092\n",
"[27]\tvalid_0's poisson: -94.782\tvalid_0's l1: 22.6191\n",
"[28]\tvalid_0's poisson: -95.1185\tvalid_0's l1: 22.4276\n",
"[29]\tvalid_0's poisson: -95.4421\tvalid_0's l1: 22.2386\n",
"[30]\tvalid_0's poisson: -95.7116\tvalid_0's l1: 22.0662\n",
"[31]\tvalid_0's poisson: -95.9643\tvalid_0's l1: 21.9014\n",
"[32]\tvalid_0's poisson: -96.3736\tvalid_0's l1: 21.7008\n",
"[33]\tvalid_0's poisson: -96.8137\tvalid_0's l1: 21.4833\n",
"[34]\tvalid_0's poisson: -97.1986\tvalid_0's l1: 21.2876\n",
"[35]\tvalid_0's poisson: -97.5958\tvalid_0's l1: 21.0756\n",
"[36]\tvalid_0's poisson: -97.971\tvalid_0's l1: 20.8698\n",
"[37]\tvalid_0's poisson: -98.3239\tvalid_0's l1: 20.6699\n",
"[38]\tvalid_0's poisson: -98.6623\tvalid_0's l1: 20.4729\n",
"[39]\tvalid_0's poisson: -98.9671\tvalid_0's l1: 20.2876\n",
"[40]\tvalid_0's poisson: -99.2719\tvalid_0's l1: 20.1036\n",
"[41]\tvalid_0's poisson: -99.5729\tvalid_0's l1: 19.9135\n",
"[42]\tvalid_0's poisson: -99.8417\tvalid_0's l1: 19.7371\n",
"[43]\tvalid_0's poisson: -100.112\tvalid_0's l1: 19.5573\n",
"[44]\tvalid_0's poisson: -100.351\tvalid_0's l1: 19.392\n",
"[45]\tvalid_0's poisson: -100.606\tvalid_0's l1: 19.2221\n",
"[46]\tvalid_0's poisson: -100.82\tvalid_0's l1: 19.0662\n",
"[47]\tvalid_0's poisson: -101.029\tvalid_0's l1: 18.9148\n",
"[48]\tvalid_0's poisson: -101.226\tvalid_0's l1: 18.768\n",
"[49]\tvalid_0's poisson: -101.432\tvalid_0's l1: 18.6149\n",
"[50]\tvalid_0's poisson: -101.638\tvalid_0's l1: 18.4612\n",
"[51]\tvalid_0's poisson: -101.833\tvalid_0's l1: 18.3134\n",
"[52]\tvalid_0's poisson: -101.998\tvalid_0's l1: 18.1774\n",
"[53]\tvalid_0's poisson: -102.177\tvalid_0's l1: 18.0347\n",
"[54]\tvalid_0's poisson: -102.358\tvalid_0's l1: 17.8942\n",
"[55]\tvalid_0's poisson: -102.513\tvalid_0's l1: 17.7648\n",
"[56]\tvalid_0's poisson: -102.685\tvalid_0's l1: 17.6273\n",
"[57]\tvalid_0's poisson: -102.842\tvalid_0's l1: 17.4951\n",
"[58]\tvalid_0's poisson: -102.979\tvalid_0's l1: 17.3754\n",
"[59]\tvalid_0's poisson: -103.131\tvalid_0's l1: 17.2484\n",
"[60]\tvalid_0's poisson: -103.228\tvalid_0's l1: 17.1523\n",
"[61]\tvalid_0's poisson: -103.373\tvalid_0's l1: 17.0309\n",
"[62]\tvalid_0's poisson: -103.502\tvalid_0's l1: 16.9152\n",
"[63]\tvalid_0's poisson: -103.642\tvalid_0's l1: 16.801\n",
"[64]\tvalid_0's poisson: -103.728\tvalid_0's l1: 16.7141\n",
"[65]\tvalid_0's poisson: -103.864\tvalid_0's l1: 16.6006\n",
"[66]\tvalid_0's poisson: -103.99\tvalid_0's l1: 16.4922\n",
"[67]\tvalid_0's poisson: -104.106\tvalid_0's l1: 16.385\n",
"[68]\tvalid_0's poisson: -104.215\tvalid_0's l1: 16.2815\n",
"[69]\tvalid_0's poisson: -104.316\tvalid_0's l1: 16.182\n",
"[70]\tvalid_0's poisson: -104.389\tvalid_0's l1: 16.1016\n",
"[71]\tvalid_0's poisson: -104.48\tvalid_0's l1: 16.0122\n",
"[72]\tvalid_0's poisson: -104.582\tvalid_0's l1: 15.9128\n",
"[73]\tvalid_0's poisson: -104.671\tvalid_0's l1: 15.8213\n",
"[74]\tvalid_0's poisson: -104.735\tvalid_0's l1: 15.7503\n",
"[75]\tvalid_0's poisson: -104.828\tvalid_0's l1: 15.6615\n",
"[76]\tvalid_0's poisson: -104.918\tvalid_0's l1: 15.5702\n",
"[77]\tvalid_0's poisson: -105.005\tvalid_0's l1: 15.481\n",
"[78]\tvalid_0's poisson: -105.092\tvalid_0's l1: 15.3918\n",
"[79]\tvalid_0's poisson: -105.173\tvalid_0's l1: 15.3065\n",
"[80]\tvalid_0's poisson: -105.269\tvalid_0's l1: 15.2105\n",
"[81]\tvalid_0's poisson: -105.351\tvalid_0's l1: 15.1286\n",
"[82]\tvalid_0's poisson: -105.425\tvalid_0's l1: 15.049\n",
"[83]\tvalid_0's poisson: -105.5\tvalid_0's l1: 14.9692\n",
"[84]\tvalid_0's poisson: -105.574\tvalid_0's l1: 14.8912\n",
"[85]\tvalid_0's poisson: -105.646\tvalid_0's l1: 14.8133\n",
"[86]\tvalid_0's poisson: -105.726\tvalid_0's l1: 14.7312\n",
"[87]\tvalid_0's poisson: -105.779\tvalid_0's l1: 14.6712\n",
"[88]\tvalid_0's poisson: -105.847\tvalid_0's l1: 14.5999\n",
"[89]\tvalid_0's poisson: -105.911\tvalid_0's l1: 14.5287\n",
"[90]\tvalid_0's poisson: -105.979\tvalid_0's l1: 14.4561\n",
"[91]\tvalid_0's poisson: -106.037\tvalid_0's l1: 14.3888\n",
"[92]\tvalid_0's poisson: -106.095\tvalid_0's l1: 14.3235\n",
"[93]\tvalid_0's poisson: -106.15\tvalid_0's l1: 14.2595\n",
"[94]\tvalid_0's poisson: -106.206\tvalid_0's l1: 14.1966\n",
"[95]\tvalid_0's poisson: -106.263\tvalid_0's l1: 14.1328\n",
"[96]\tvalid_0's poisson: -106.321\tvalid_0's l1: 14.0667\n",
"[97]\tvalid_0's poisson: -106.372\tvalid_0's l1: 14.0053\n",
"[98]\tvalid_0's poisson: -106.423\tvalid_0's l1: 13.9438\n",
"[99]\tvalid_0's poisson: -106.473\tvalid_0's l1: 13.8841\n",
"[100]\tvalid_0's poisson: -106.513\tvalid_0's l1: 13.8372\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.2622\tvalid_0's l1: 29.0449\n",
"[2]\tvalid_0's poisson: -82.087\tvalid_0's l1: 28.741\n",
"[3]\tvalid_0's poisson: -82.8667\tvalid_0's l1: 28.4408\n",
"[4]\tvalid_0's poisson: -83.6036\tvalid_0's l1: 28.147\n",
"[5]\tvalid_0's poisson: -84.3334\tvalid_0's l1: 27.8508\n",
"[6]\tvalid_0's poisson: -85.0078\tvalid_0's l1: 27.5661\n",
"[7]\tvalid_0's poisson: -85.6857\tvalid_0's l1: 27.2815\n",
"[8]\tvalid_0's poisson: -86.3329\tvalid_0's l1: 27.0009\n",
"[9]\tvalid_0's poisson: -86.9711\tvalid_0's l1: 26.7208\n",
"[10]\tvalid_0's poisson: -87.5618\tvalid_0's l1: 26.4492\n",
"[11]\tvalid_0's poisson: -88.0888\tvalid_0's l1: 26.1967\n",
"[12]\tvalid_0's poisson: -88.5973\tvalid_0's l1: 25.9491\n",
"[13]\tvalid_0's poisson: -89.1238\tvalid_0's l1: 25.6958\n",
"[14]\tvalid_0's poisson: -89.6279\tvalid_0's l1: 25.4446\n",
"[15]\tvalid_0's poisson: -90.1091\tvalid_0's l1: 25.1981\n",
"[16]\tvalid_0's poisson: -90.6041\tvalid_0's l1: 24.9537\n",
"[17]\tvalid_0's poisson: -91.1148\tvalid_0's l1: 24.705\n",
"[18]\tvalid_0's poisson: -91.5567\tvalid_0's l1: 24.474\n",
"[19]\tvalid_0's poisson: -92.0218\tvalid_0's l1: 24.235\n",
"[20]\tvalid_0's poisson: -92.424\tvalid_0's l1: 24.0113\n",
"[21]\tvalid_0's poisson: -92.8564\tvalid_0's l1: 23.7844\n",
"[22]\tvalid_0's poisson: -93.2264\tvalid_0's l1: 23.5714\n",
"[23]\tvalid_0's poisson: -93.5976\tvalid_0's l1: 23.3585\n",
"[24]\tvalid_0's poisson: -93.981\tvalid_0's l1: 23.1498\n",
"[25]\tvalid_0's poisson: -94.3197\tvalid_0's l1: 22.949\n",
"[26]\tvalid_0's poisson: -94.6722\tvalid_0's l1: 22.7483\n",
"[27]\tvalid_0's poisson: -94.9918\tvalid_0's l1: 22.5558\n",
"[28]\tvalid_0's poisson: -95.2741\tvalid_0's l1: 22.3771\n",
"[29]\tvalid_0's poisson: -95.5871\tvalid_0's l1: 22.1896\n",
"[30]\tvalid_0's poisson: -95.8815\tvalid_0's l1: 22.0057\n",
"[31]\tvalid_0's poisson: -96.3549\tvalid_0's l1: 21.7824\n",
"[32]\tvalid_0's poisson: -96.8021\tvalid_0's l1: 21.5622\n",
"[33]\tvalid_0's poisson: -97.2189\tvalid_0's l1: 21.3524\n",
"[34]\tvalid_0's poisson: -97.6139\tvalid_0's l1: 21.1389\n",
"[35]\tvalid_0's poisson: -97.8468\tvalid_0's l1: 20.9723\n",
"[36]\tvalid_0's poisson: -98.2166\tvalid_0's l1: 20.7666\n",
"[37]\tvalid_0's poisson: -98.5606\tvalid_0's l1: 20.5686\n",
"[38]\tvalid_0's poisson: -98.8794\tvalid_0's l1: 20.3813\n",
"[39]\tvalid_0's poisson: -99.1538\tvalid_0's l1: 20.2068\n",
"[40]\tvalid_0's poisson: -99.3279\tvalid_0's l1: 20.0683\n",
"[41]\tvalid_0's poisson: -99.617\tvalid_0's l1: 19.8872\n",
"[42]\tvalid_0's poisson: -99.8988\tvalid_0's l1: 19.707\n",
"[43]\tvalid_0's poisson: -100.14\tvalid_0's l1: 19.5434\n",
"[44]\tvalid_0's poisson: -100.398\tvalid_0's l1: 19.3741\n",
"[45]\tvalid_0's poisson: -100.634\tvalid_0's l1: 19.2135\n",
"[46]\tvalid_0's poisson: -100.856\tvalid_0's l1: 19.0575\n",
"[47]\tvalid_0's poisson: -101.082\tvalid_0's l1: 18.8997\n",
"[48]\tvalid_0's poisson: -101.299\tvalid_0's l1: 18.7455\n",
"[49]\tvalid_0's poisson: -101.522\tvalid_0's l1: 18.5824\n",
"[50]\tvalid_0's poisson: -101.726\tvalid_0's l1: 18.4317\n",
"[51]\tvalid_0's poisson: -101.924\tvalid_0's l1: 18.2789\n",
"[52]\tvalid_0's poisson: -102.126\tvalid_0's l1: 18.1271\n",
"[53]\tvalid_0's poisson: -102.308\tvalid_0's l1: 17.9787\n",
"[54]\tvalid_0's poisson: -102.497\tvalid_0's l1: 17.835\n",
"[55]\tvalid_0's poisson: -102.662\tvalid_0's l1: 17.7002\n",
"[56]\tvalid_0's poisson: -102.813\tvalid_0's l1: 17.5725\n",
"[57]\tvalid_0's poisson: -102.979\tvalid_0's l1: 17.438\n",
"[58]\tvalid_0's poisson: -103.136\tvalid_0's l1: 17.3087\n",
"[59]\tvalid_0's poisson: -103.289\tvalid_0's l1: 17.1779\n",
"[60]\tvalid_0's poisson: -103.439\tvalid_0's l1: 17.0495\n",
"[61]\tvalid_0's poisson: -103.576\tvalid_0's l1: 16.9335\n",
"[62]\tvalid_0's poisson: -103.714\tvalid_0's l1: 16.814\n",
"[63]\tvalid_0's poisson: -103.856\tvalid_0's l1: 16.6896\n",
"[64]\tvalid_0's poisson: -103.991\tvalid_0's l1: 16.5679\n",
"[65]\tvalid_0's poisson: -104.111\tvalid_0's l1: 16.46\n",
"[66]\tvalid_0's poisson: -104.235\tvalid_0's l1: 16.344\n",
"[67]\tvalid_0's poisson: -104.352\tvalid_0's l1: 16.2378\n",
"[68]\tvalid_0's poisson: -104.464\tvalid_0's l1: 16.1303\n",
"[69]\tvalid_0's poisson: -104.575\tvalid_0's l1: 16.0221\n",
"[70]\tvalid_0's poisson: -104.676\tvalid_0's l1: 15.9276\n",
"[71]\tvalid_0's poisson: -104.746\tvalid_0's l1: 15.8516\n",
"[72]\tvalid_0's poisson: -104.843\tvalid_0's l1: 15.7595\n",
"[73]\tvalid_0's poisson: -104.917\tvalid_0's l1: 15.6778\n",
"[74]\tvalid_0's poisson: -104.978\tvalid_0's l1: 15.6103\n",
"[75]\tvalid_0's poisson: -105.063\tvalid_0's l1: 15.5271\n",
"[76]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4414\n",
"[77]\tvalid_0's poisson: -105.228\tvalid_0's l1: 15.3557\n",
"[78]\tvalid_0's poisson: -105.315\tvalid_0's l1: 15.2671\n",
"[79]\tvalid_0's poisson: -105.391\tvalid_0's l1: 15.1878\n",
"[80]\tvalid_0's poisson: -105.473\tvalid_0's l1: 15.1023\n",
"[81]\tvalid_0's poisson: -105.554\tvalid_0's l1: 15.0176\n",
"[82]\tvalid_0's poisson: -105.611\tvalid_0's l1: 14.95\n",
"[83]\tvalid_0's poisson: -105.681\tvalid_0's l1: 14.8774\n",
"[84]\tvalid_0's poisson: -105.758\tvalid_0's l1: 14.7939\n",
"[85]\tvalid_0's poisson: -105.832\tvalid_0's l1: 14.7126\n",
"[86]\tvalid_0's poisson: -105.904\tvalid_0's l1: 14.6319\n",
"[87]\tvalid_0's poisson: -105.952\tvalid_0's l1: 14.5766\n",
"[88]\tvalid_0's poisson: -106.009\tvalid_0's l1: 14.5124\n",
"[89]\tvalid_0's poisson: -106.069\tvalid_0's l1: 14.4471\n",
"[90]\tvalid_0's poisson: -106.118\tvalid_0's l1: 14.3884\n",
"[91]\tvalid_0's poisson: -106.176\tvalid_0's l1: 14.3219\n",
"[92]\tvalid_0's poisson: -106.232\tvalid_0's l1: 14.2574\n",
"[93]\tvalid_0's poisson: -106.286\tvalid_0's l1: 14.1942\n",
"[94]\tvalid_0's poisson: -106.325\tvalid_0's l1: 14.1474\n",
"[95]\tvalid_0's poisson: -106.362\tvalid_0's l1: 14.1024\n",
"[96]\tvalid_0's poisson: -106.411\tvalid_0's l1: 14.0431\n",
"[97]\tvalid_0's poisson: -106.464\tvalid_0's l1: 13.9827\n",
"[98]\tvalid_0's poisson: -106.501\tvalid_0's l1: 13.938\n",
"[99]\tvalid_0's poisson: -106.546\tvalid_0's l1: 13.8832\n",
"[100]\tvalid_0's poisson: -106.593\tvalid_0's l1: 13.8282\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.2586\tvalid_0's l1: 29.0465\n",
"[2]\tvalid_0's poisson: -82.0882\tvalid_0's l1: 28.7428\n",
"[3]\tvalid_0's poisson: -82.8754\tvalid_0's l1: 28.4433\n",
"[4]\tvalid_0's poisson: -83.6673\tvalid_0's l1: 28.1392\n",
"[5]\tvalid_0's poisson: -84.394\tvalid_0's l1: 27.8443\n",
"[6]\tvalid_0's poisson: -85.0849\tvalid_0's l1: 27.5585\n",
"[7]\tvalid_0's poisson: -85.7767\tvalid_0's l1: 27.2682\n",
"[8]\tvalid_0's poisson: -86.41\tvalid_0's l1: 26.9922\n",
"[9]\tvalid_0's poisson: -86.9818\tvalid_0's l1: 26.7301\n",
"[10]\tvalid_0's poisson: -87.5721\tvalid_0's l1: 26.4613\n",
"[11]\tvalid_0's poisson: -88.1439\tvalid_0's l1: 26.1983\n",
"[12]\tvalid_0's poisson: -88.646\tvalid_0's l1: 25.9507\n",
"[13]\tvalid_0's poisson: -89.1579\tvalid_0's l1: 25.6993\n",
"[14]\tvalid_0's poisson: -89.6545\tvalid_0's l1: 25.4513\n",
"[15]\tvalid_0's poisson: -90.129\tvalid_0's l1: 25.2074\n",
"[16]\tvalid_0's poisson: -90.5725\tvalid_0's l1: 24.9762\n",
"[17]\tvalid_0's poisson: -91.0209\tvalid_0's l1: 24.7425\n",
"[18]\tvalid_0's poisson: -91.4363\tvalid_0's l1: 24.5205\n",
"[19]\tvalid_0's poisson: -91.8246\tvalid_0's l1: 24.307\n",
"[20]\tvalid_0's poisson: -92.2357\tvalid_0's l1: 24.0824\n",
"[21]\tvalid_0's poisson: -92.5748\tvalid_0's l1: 23.8821\n",
"[22]\tvalid_0's poisson: -92.909\tvalid_0's l1: 23.6846\n",
"[23]\tvalid_0's poisson: -93.2878\tvalid_0's l1: 23.4707\n",
"[24]\tvalid_0's poisson: -93.6418\tvalid_0's l1: 23.2651\n",
"[25]\tvalid_0's poisson: -93.9788\tvalid_0's l1: 23.065\n",
"[26]\tvalid_0's poisson: -94.3112\tvalid_0's l1: 22.8683\n",
"[27]\tvalid_0's poisson: -94.8549\tvalid_0's l1: 22.6308\n",
"[28]\tvalid_0's poisson: -95.3143\tvalid_0's l1: 22.4162\n",
"[29]\tvalid_0's poisson: -95.6181\tvalid_0's l1: 22.2255\n",
"[30]\tvalid_0's poisson: -95.9082\tvalid_0's l1: 22.0405\n",
"[31]\tvalid_0's poisson: -96.3345\tvalid_0's l1: 21.8295\n",
"[32]\tvalid_0's poisson: -96.7592\tvalid_0's l1: 21.6097\n",
"[33]\tvalid_0's poisson: -97.1513\tvalid_0's l1: 21.4031\n",
"[34]\tvalid_0's poisson: -97.5429\tvalid_0's l1: 21.1859\n",
"[35]\tvalid_0's poisson: -97.893\tvalid_0's l1: 20.9924\n",
"[36]\tvalid_0's poisson: -98.2419\tvalid_0's l1: 20.7883\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -98.5733\tvalid_0's l1: 20.5885\n",
"[38]\tvalid_0's poisson: -98.9133\tvalid_0's l1: 20.3849\n",
"[39]\tvalid_0's poisson: -99.1924\tvalid_0's l1: 20.2092\n",
"[40]\tvalid_0's poisson: -99.4792\tvalid_0's l1: 20.0301\n",
"[41]\tvalid_0's poisson: -99.7756\tvalid_0's l1: 19.839\n",
"[42]\tvalid_0's poisson: -100.049\tvalid_0's l1: 19.6614\n",
"[43]\tvalid_0's poisson: -100.266\tvalid_0's l1: 19.5052\n",
"[44]\tvalid_0's poisson: -100.488\tvalid_0's l1: 19.3455\n",
"[45]\tvalid_0's poisson: -100.696\tvalid_0's l1: 19.1921\n",
"[46]\tvalid_0's poisson: -100.917\tvalid_0's l1: 19.0297\n",
"[47]\tvalid_0's poisson: -101.106\tvalid_0's l1: 18.8829\n",
"[48]\tvalid_0's poisson: -101.326\tvalid_0's l1: 18.7203\n",
"[49]\tvalid_0's poisson: -101.535\tvalid_0's l1: 18.564\n",
"[50]\tvalid_0's poisson: -101.71\tvalid_0's l1: 18.4226\n",
"[51]\tvalid_0's poisson: -101.877\tvalid_0's l1: 18.2881\n",
"[52]\tvalid_0's poisson: -102.084\tvalid_0's l1: 18.1331\n",
"[53]\tvalid_0's poisson: -102.264\tvalid_0's l1: 17.9905\n",
"[54]\tvalid_0's poisson: -102.418\tvalid_0's l1: 17.8625\n",
"[55]\tvalid_0's poisson: -102.583\tvalid_0's l1: 17.7296\n",
"[56]\tvalid_0's poisson: -102.733\tvalid_0's l1: 17.6007\n",
"[57]\tvalid_0's poisson: -102.881\tvalid_0's l1: 17.4749\n",
"[58]\tvalid_0's poisson: -102.982\tvalid_0's l1: 17.3771\n",
"[59]\tvalid_0's poisson: -103.128\tvalid_0's l1: 17.2559\n",
"[60]\tvalid_0's poisson: -103.248\tvalid_0's l1: 17.1477\n",
"[61]\tvalid_0's poisson: -103.338\tvalid_0's l1: 17.0582\n",
"[62]\tvalid_0's poisson: -103.483\tvalid_0's l1: 16.9351\n",
"[63]\tvalid_0's poisson: -103.626\tvalid_0's l1: 16.8148\n",
"[64]\tvalid_0's poisson: -103.718\tvalid_0's l1: 16.7213\n",
"[65]\tvalid_0's poisson: -103.85\tvalid_0's l1: 16.6057\n",
"[66]\tvalid_0's poisson: -103.931\tvalid_0's l1: 16.5194\n",
"[67]\tvalid_0's poisson: -104.012\tvalid_0's l1: 16.4364\n",
"[68]\tvalid_0's poisson: -104.086\tvalid_0's l1: 16.3566\n",
"[69]\tvalid_0's poisson: -104.188\tvalid_0's l1: 16.2602\n",
"[70]\tvalid_0's poisson: -104.305\tvalid_0's l1: 16.1561\n",
"[71]\tvalid_0's poisson: -104.417\tvalid_0's l1: 16.054\n",
"[72]\tvalid_0's poisson: -104.523\tvalid_0's l1: 15.954\n",
"[73]\tvalid_0's poisson: -104.626\tvalid_0's l1: 15.8609\n",
"[74]\tvalid_0's poisson: -104.73\tvalid_0's l1: 15.7644\n",
"[75]\tvalid_0's poisson: -104.83\tvalid_0's l1: 15.6717\n",
"[76]\tvalid_0's poisson: -104.921\tvalid_0's l1: 15.5845\n",
"[77]\tvalid_0's poisson: -105.02\tvalid_0's l1: 15.4899\n",
"[78]\tvalid_0's poisson: -105.107\tvalid_0's l1: 15.4039\n",
"[79]\tvalid_0's poisson: -105.195\tvalid_0's l1: 15.3191\n",
"[80]\tvalid_0's poisson: -105.29\tvalid_0's l1: 15.2274\n",
"[81]\tvalid_0's poisson: -105.368\tvalid_0's l1: 15.1486\n",
"[82]\tvalid_0's poisson: -105.448\tvalid_0's l1: 15.0687\n",
"[83]\tvalid_0's poisson: -105.529\tvalid_0's l1: 14.9846\n",
"[84]\tvalid_0's poisson: -105.598\tvalid_0's l1: 14.9131\n",
"[85]\tvalid_0's poisson: -105.669\tvalid_0's l1: 14.8379\n",
"[86]\tvalid_0's poisson: -105.72\tvalid_0's l1: 14.7764\n",
"[87]\tvalid_0's poisson: -105.777\tvalid_0's l1: 14.711\n",
"[88]\tvalid_0's poisson: -105.824\tvalid_0's l1: 14.6559\n",
"[89]\tvalid_0's poisson: -105.888\tvalid_0's l1: 14.5877\n",
"[90]\tvalid_0's poisson: -105.951\tvalid_0's l1: 14.5206\n",
"[91]\tvalid_0's poisson: -105.997\tvalid_0's l1: 14.4633\n",
"[92]\tvalid_0's poisson: -106.06\tvalid_0's l1: 14.3927\n",
"[93]\tvalid_0's poisson: -106.097\tvalid_0's l1: 14.3486\n",
"[94]\tvalid_0's poisson: -106.157\tvalid_0's l1: 14.2812\n",
"[95]\tvalid_0's poisson: -106.217\tvalid_0's l1: 14.2135\n",
"[96]\tvalid_0's poisson: -106.28\tvalid_0's l1: 14.1482\n",
"[97]\tvalid_0's poisson: -106.336\tvalid_0's l1: 14.0842\n",
"[98]\tvalid_0's poisson: -106.39\tvalid_0's l1: 14.0224\n",
"[99]\tvalid_0's poisson: -106.449\tvalid_0's l1: 13.9535\n",
"[100]\tvalid_0's poisson: -106.503\tvalid_0's l1: 13.8902\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.2591\tvalid_0's l1: 29.0446\n",
"[2]\tvalid_0's poisson: -82.0862\tvalid_0's l1: 28.7381\n",
"[3]\tvalid_0's poisson: -82.8861\tvalid_0's l1: 28.4332\n",
"[4]\tvalid_0's poisson: -83.6437\tvalid_0's l1: 28.1343\n",
"[5]\tvalid_0's poisson: -84.3808\tvalid_0's l1: 27.8375\n",
"[6]\tvalid_0's poisson: -85.0818\tvalid_0's l1: 27.547\n",
"[7]\tvalid_0's poisson: -85.7424\tvalid_0's l1: 27.2646\n",
"[8]\tvalid_0's poisson: -86.3859\tvalid_0's l1: 26.9839\n",
"[9]\tvalid_0's poisson: -86.996\tvalid_0's l1: 26.7127\n",
"[10]\tvalid_0's poisson: -87.5712\tvalid_0's l1: 26.4496\n",
"[11]\tvalid_0's poisson: -88.1215\tvalid_0's l1: 26.1919\n",
"[12]\tvalid_0's poisson: -88.6667\tvalid_0's l1: 25.9306\n",
"[13]\tvalid_0's poisson: -89.1364\tvalid_0's l1: 25.6913\n",
"[14]\tvalid_0's poisson: -89.5984\tvalid_0's l1: 25.4567\n",
"[15]\tvalid_0's poisson: -90.0366\tvalid_0's l1: 25.2296\n",
"[16]\tvalid_0's poisson: -90.485\tvalid_0's l1: 24.9967\n",
"[17]\tvalid_0's poisson: -90.9395\tvalid_0's l1: 24.7645\n",
"[18]\tvalid_0's poisson: -91.3552\tvalid_0's l1: 24.5459\n",
"[19]\tvalid_0's poisson: -91.7579\tvalid_0's l1: 24.3267\n",
"[20]\tvalid_0's poisson: -92.1373\tvalid_0's l1: 24.1145\n",
"[21]\tvalid_0's poisson: -92.5337\tvalid_0's l1: 23.9012\n",
"[22]\tvalid_0's poisson: -92.9\tvalid_0's l1: 23.6916\n",
"[23]\tvalid_0's poisson: -93.321\tvalid_0's l1: 23.47\n",
"[24]\tvalid_0's poisson: -93.6415\tvalid_0's l1: 23.2763\n",
"[25]\tvalid_0's poisson: -93.9651\tvalid_0's l1: 23.0828\n",
"[26]\tvalid_0's poisson: -94.5236\tvalid_0's l1: 22.8434\n",
"[27]\tvalid_0's poisson: -94.8678\tvalid_0's l1: 22.651\n",
"[28]\tvalid_0's poisson: -95.1424\tvalid_0's l1: 22.4714\n",
"[29]\tvalid_0's poisson: -95.4304\tvalid_0's l1: 22.2911\n",
"[30]\tvalid_0's poisson: -95.6998\tvalid_0's l1: 22.1162\n",
"[31]\tvalid_0's poisson: -95.9851\tvalid_0's l1: 21.9373\n",
"[32]\tvalid_0's poisson: -96.4347\tvalid_0's l1: 21.7257\n",
"[33]\tvalid_0's poisson: -96.8358\tvalid_0's l1: 21.5289\n",
"[34]\tvalid_0's poisson: -97.2194\tvalid_0's l1: 21.3304\n",
"[35]\tvalid_0's poisson: -97.6132\tvalid_0's l1: 21.1231\n",
"[36]\tvalid_0's poisson: -97.968\tvalid_0's l1: 20.9254\n",
"[37]\tvalid_0's poisson: -98.2922\tvalid_0's l1: 20.7419\n",
"[38]\tvalid_0's poisson: -98.6189\tvalid_0's l1: 20.5518\n",
"[39]\tvalid_0's poisson: -98.9075\tvalid_0's l1: 20.3713\n",
"[40]\tvalid_0's poisson: -99.2162\tvalid_0's l1: 20.1815\n",
"[41]\tvalid_0's poisson: -99.4661\tvalid_0's l1: 20.0137\n",
"[42]\tvalid_0's poisson: -99.7181\tvalid_0's l1: 19.8446\n",
"[43]\tvalid_0's poisson: -99.9942\tvalid_0's l1: 19.6657\n",
"[44]\tvalid_0's poisson: -100.222\tvalid_0's l1: 19.5071\n",
"[45]\tvalid_0's poisson: -100.479\tvalid_0's l1: 19.3342\n",
"[46]\tvalid_0's poisson: -100.716\tvalid_0's l1: 19.1693\n",
"[47]\tvalid_0's poisson: -100.944\tvalid_0's l1: 19.0047\n",
"[48]\tvalid_0's poisson: -101.158\tvalid_0's l1: 18.8482\n",
"[49]\tvalid_0's poisson: -101.367\tvalid_0's l1: 18.6944\n",
"[50]\tvalid_0's poisson: -101.563\tvalid_0's l1: 18.5468\n",
"[51]\tvalid_0's poisson: -101.757\tvalid_0's l1: 18.4003\n",
"[52]\tvalid_0's poisson: -101.943\tvalid_0's l1: 18.2553\n",
"[53]\tvalid_0's poisson: -102.128\tvalid_0's l1: 18.113\n",
"[54]\tvalid_0's poisson: -102.304\tvalid_0's l1: 17.9756\n",
"[55]\tvalid_0's poisson: -102.487\tvalid_0's l1: 17.8298\n",
"[56]\tvalid_0's poisson: -102.662\tvalid_0's l1: 17.6885\n",
"[57]\tvalid_0's poisson: -102.819\tvalid_0's l1: 17.5605\n",
"[58]\tvalid_0's poisson: -102.97\tvalid_0's l1: 17.437\n",
"[59]\tvalid_0's poisson: -103.114\tvalid_0's l1: 17.3166\n",
"[60]\tvalid_0's poisson: -103.267\tvalid_0's l1: 17.1906\n",
"[61]\tvalid_0's poisson: -103.415\tvalid_0's l1: 17.067\n",
"[62]\tvalid_0's poisson: -103.557\tvalid_0's l1: 16.9447\n",
"[63]\tvalid_0's poisson: -103.69\tvalid_0's l1: 16.8286\n",
"[64]\tvalid_0's poisson: -103.781\tvalid_0's l1: 16.7351\n",
"[65]\tvalid_0's poisson: -103.916\tvalid_0's l1: 16.6161\n",
"[66]\tvalid_0's poisson: -104.044\tvalid_0's l1: 16.5028\n",
"[67]\tvalid_0's poisson: -104.163\tvalid_0's l1: 16.3958\n",
"[68]\tvalid_0's poisson: -104.286\tvalid_0's l1: 16.2823\n",
"[69]\tvalid_0's poisson: -104.401\tvalid_0's l1: 16.1751\n",
"[70]\tvalid_0's poisson: -104.479\tvalid_0's l1: 16.0913\n",
"[71]\tvalid_0's poisson: -104.586\tvalid_0's l1: 15.9891\n",
"[72]\tvalid_0's poisson: -104.658\tvalid_0's l1: 15.9118\n",
"[73]\tvalid_0's poisson: -104.732\tvalid_0's l1: 15.8344\n",
"[74]\tvalid_0's poisson: -104.798\tvalid_0's l1: 15.7595\n",
"[75]\tvalid_0's poisson: -104.859\tvalid_0's l1: 15.6923\n",
"[76]\tvalid_0's poisson: -104.954\tvalid_0's l1: 15.6041\n",
"[77]\tvalid_0's poisson: -105.022\tvalid_0's l1: 15.5317\n",
"[78]\tvalid_0's poisson: -105.113\tvalid_0's l1: 15.4422\n",
"[79]\tvalid_0's poisson: -105.197\tvalid_0's l1: 15.3609\n",
"[80]\tvalid_0's poisson: -105.28\tvalid_0's l1: 15.2773\n",
"[81]\tvalid_0's poisson: -105.362\tvalid_0's l1: 15.1921\n",
"[82]\tvalid_0's poisson: -105.444\tvalid_0's l1: 15.1071\n",
"[83]\tvalid_0's poisson: -105.519\tvalid_0's l1: 15.0274\n",
"[84]\tvalid_0's poisson: -105.593\tvalid_0's l1: 14.9472\n",
"[85]\tvalid_0's poisson: -105.647\tvalid_0's l1: 14.8865\n",
"[86]\tvalid_0's poisson: -105.723\tvalid_0's l1: 14.8093\n",
"[87]\tvalid_0's poisson: -105.799\tvalid_0's l1: 14.7286\n",
"[88]\tvalid_0's poisson: -105.849\tvalid_0's l1: 14.6721\n",
"[89]\tvalid_0's poisson: -105.894\tvalid_0's l1: 14.618\n",
"[90]\tvalid_0's poisson: -105.952\tvalid_0's l1: 14.5505\n",
"[91]\tvalid_0's poisson: -106.014\tvalid_0's l1: 14.4795\n",
"[92]\tvalid_0's poisson: -106.069\tvalid_0's l1: 14.4146\n",
"[93]\tvalid_0's poisson: -106.111\tvalid_0's l1: 14.3643\n",
"[94]\tvalid_0's poisson: -106.152\tvalid_0's l1: 14.3145\n",
"[95]\tvalid_0's poisson: -106.192\tvalid_0's l1: 14.266\n",
"[96]\tvalid_0's poisson: -106.246\tvalid_0's l1: 14.2029\n",
"[97]\tvalid_0's poisson: -106.309\tvalid_0's l1: 14.1334\n",
"[98]\tvalid_0's poisson: -106.347\tvalid_0's l1: 14.0858\n",
"[99]\tvalid_0's poisson: -106.381\tvalid_0's l1: 14.0447\n",
"[100]\tvalid_0's poisson: -106.443\tvalid_0's l1: 13.9767\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.0787\tvalid_0's l1: 29.1133\n",
"[2]\tvalid_0's poisson: -81.7381\tvalid_0's l1: 28.8746\n",
"[3]\tvalid_0's poisson: -82.3862\tvalid_0's l1: 28.6368\n",
"[4]\tvalid_0's poisson: -82.9788\tvalid_0's l1: 28.4096\n",
"[5]\tvalid_0's poisson: -83.5632\tvalid_0's l1: 28.1842\n",
"[6]\tvalid_0's poisson: -84.1178\tvalid_0's l1: 27.9647\n",
"[7]\tvalid_0's poisson: -84.64\tvalid_0's l1: 27.7529\n",
"[8]\tvalid_0's poisson: -85.1365\tvalid_0's l1: 27.5477\n",
"[9]\tvalid_0's poisson: -85.6095\tvalid_0's l1: 27.3478\n",
"[10]\tvalid_0's poisson: -86.0601\tvalid_0's l1: 27.1534\n",
"[11]\tvalid_0's poisson: -86.4809\tvalid_0's l1: 26.9687\n",
"[12]\tvalid_0's poisson: -86.8814\tvalid_0's l1: 26.79\n",
"[13]\tvalid_0's poisson: -87.2824\tvalid_0's l1: 26.611\n",
"[14]\tvalid_0's poisson: -87.6505\tvalid_0's l1: 26.4415\n",
"[15]\tvalid_0's poisson: -88.0172\tvalid_0's l1: 26.2709\n",
"[16]\tvalid_0's poisson: -88.3682\tvalid_0's l1: 26.1039\n",
"[17]\tvalid_0's poisson: -88.674\tvalid_0's l1: 25.96\n",
"[18]\tvalid_0's poisson: -88.9985\tvalid_0's l1: 25.8021\n",
"[19]\tvalid_0's poisson: -89.3098\tvalid_0's l1: 25.6495\n",
"[20]\tvalid_0's poisson: -89.6051\tvalid_0's l1: 25.5036\n",
"[21]\tvalid_0's poisson: -89.894\tvalid_0's l1: 25.3566\n",
"[22]\tvalid_0's poisson: -90.1565\tvalid_0's l1: 25.227\n",
"[23]\tvalid_0's poisson: -90.425\tvalid_0's l1: 25.0885\n",
"[24]\tvalid_0's poisson: -90.6831\tvalid_0's l1: 24.9562\n",
"[25]\tvalid_0's poisson: -90.9503\tvalid_0's l1: 24.8112\n",
"[26]\tvalid_0's poisson: -91.2069\tvalid_0's l1: 24.6696\n",
"[27]\tvalid_0's poisson: -91.4529\tvalid_0's l1: 24.5308\n",
"[28]\tvalid_0's poisson: -91.6889\tvalid_0's l1: 24.398\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[29]\tvalid_0's poisson: -91.8958\tvalid_0's l1: 24.2909\n",
"[30]\tvalid_0's poisson: -92.0952\tvalid_0's l1: 24.1872\n",
"[31]\tvalid_0's poisson: -92.2878\tvalid_0's l1: 24.0881\n",
"[32]\tvalid_0's poisson: -92.4981\tvalid_0's l1: 23.9666\n",
"[33]\tvalid_0's poisson: -92.7002\tvalid_0's l1: 23.8483\n",
"[34]\tvalid_0's poisson: -92.8605\tvalid_0's l1: 23.7627\n",
"[35]\tvalid_0's poisson: -93.0623\tvalid_0's l1: 23.6409\n",
"[36]\tvalid_0's poisson: -93.2366\tvalid_0's l1: 23.5463\n",
"[37]\tvalid_0's poisson: -93.3923\tvalid_0's l1: 23.4567\n",
"[38]\tvalid_0's poisson: -93.5803\tvalid_0's l1: 23.3436\n",
"[39]\tvalid_0's poisson: -93.761\tvalid_0's l1: 23.2343\n",
"[40]\tvalid_0's poisson: -93.8935\tvalid_0's l1: 23.1611\n",
"[41]\tvalid_0's poisson: -94.0639\tvalid_0's l1: 23.0548\n",
"[42]\tvalid_0's poisson: -94.1968\tvalid_0's l1: 22.9759\n",
"[43]\tvalid_0's poisson: -94.3574\tvalid_0's l1: 22.8729\n",
"[44]\tvalid_0's poisson: -94.5122\tvalid_0's l1: 22.7744\n",
"[45]\tvalid_0's poisson: -94.6612\tvalid_0's l1: 22.6777\n",
"[46]\tvalid_0's poisson: -94.8039\tvalid_0's l1: 22.5866\n",
"[47]\tvalid_0's poisson: -94.937\tvalid_0's l1: 22.5148\n",
"[48]\tvalid_0's poisson: -95.074\tvalid_0's l1: 22.424\n",
"[49]\tvalid_0's poisson: -95.1691\tvalid_0's l1: 22.3665\n",
"[50]\tvalid_0's poisson: -95.2948\tvalid_0's l1: 22.297\n",
"[51]\tvalid_0's poisson: -95.4193\tvalid_0's l1: 22.2275\n",
"[52]\tvalid_0's poisson: -95.5154\tvalid_0's l1: 22.1714\n",
"[53]\tvalid_0's poisson: -95.6156\tvalid_0's l1: 22.1094\n",
"[54]\tvalid_0's poisson: -95.6996\tvalid_0's l1: 22.058\n",
"[55]\tvalid_0's poisson: -95.81\tvalid_0's l1: 21.9962\n",
"[56]\tvalid_0's poisson: -95.9169\tvalid_0's l1: 21.9357\n",
"[57]\tvalid_0's poisson: -96.0277\tvalid_0's l1: 21.8583\n",
"[58]\tvalid_0's poisson: -96.1351\tvalid_0's l1: 21.7969\n",
"[59]\tvalid_0's poisson: -96.2198\tvalid_0's l1: 21.7436\n",
"[60]\tvalid_0's poisson: -96.292\tvalid_0's l1: 21.6975\n",
"[61]\tvalid_0's poisson: -96.3754\tvalid_0's l1: 21.644\n",
"[62]\tvalid_0's poisson: -96.4563\tvalid_0's l1: 21.5917\n",
"[63]\tvalid_0's poisson: -96.5229\tvalid_0's l1: 21.5487\n",
"[64]\tvalid_0's poisson: -96.6078\tvalid_0's l1: 21.4842\n",
"[65]\tvalid_0's poisson: -96.6798\tvalid_0's l1: 21.4395\n",
"[66]\tvalid_0's poisson: -96.77\tvalid_0's l1: 21.3869\n",
"[67]\tvalid_0's poisson: -96.8575\tvalid_0's l1: 21.336\n",
"[68]\tvalid_0's poisson: -96.9424\tvalid_0's l1: 21.287\n",
"[69]\tvalid_0's poisson: -97.0121\tvalid_0's l1: 21.2386\n",
"[70]\tvalid_0's poisson: -97.0944\tvalid_0's l1: 21.1911\n",
"[71]\tvalid_0's poisson: -97.1854\tvalid_0's l1: 21.1247\n",
"[72]\tvalid_0's poisson: -97.2365\tvalid_0's l1: 21.0882\n",
"[73]\tvalid_0's poisson: -97.3123\tvalid_0's l1: 21.0435\n",
"[74]\tvalid_0's poisson: -97.362\tvalid_0's l1: 21.0077\n",
"[75]\tvalid_0's poisson: -97.4345\tvalid_0's l1: 20.9651\n",
"[76]\tvalid_0's poisson: -97.5189\tvalid_0's l1: 20.901\n",
"[77]\tvalid_0's poisson: -97.5998\tvalid_0's l1: 20.8395\n",
"[78]\tvalid_0's poisson: -97.6786\tvalid_0's l1: 20.7802\n",
"[79]\tvalid_0's poisson: -97.7226\tvalid_0's l1: 20.7487\n",
"[80]\tvalid_0's poisson: -97.7984\tvalid_0's l1: 20.6904\n",
"[81]\tvalid_0's poisson: -97.8715\tvalid_0's l1: 20.6345\n",
"[82]\tvalid_0's poisson: -97.9418\tvalid_0's l1: 20.5783\n",
"[83]\tvalid_0's poisson: -97.9806\tvalid_0's l1: 20.5512\n",
"[84]\tvalid_0's poisson: -98.0481\tvalid_0's l1: 20.4965\n",
"[85]\tvalid_0's poisson: -98.1981\tvalid_0's l1: 20.4217\n",
"[86]\tvalid_0's poisson: -98.2367\tvalid_0's l1: 20.393\n",
"[87]\tvalid_0's poisson: -98.2981\tvalid_0's l1: 20.3502\n",
"[88]\tvalid_0's poisson: -98.3646\tvalid_0's l1: 20.3099\n",
"[89]\tvalid_0's poisson: -98.4263\tvalid_0's l1: 20.2589\n",
"[90]\tvalid_0's poisson: -98.4837\tvalid_0's l1: 20.219\n",
"[91]\tvalid_0's poisson: -98.5283\tvalid_0's l1: 20.1871\n",
"[92]\tvalid_0's poisson: -98.5865\tvalid_0's l1: 20.1388\n",
"[93]\tvalid_0's poisson: -98.7185\tvalid_0's l1: 20.0698\n",
"[94]\tvalid_0's poisson: -98.7526\tvalid_0's l1: 20.0432\n",
"[95]\tvalid_0's poisson: -98.8124\tvalid_0's l1: 20.007\n",
"[96]\tvalid_0's poisson: -98.8653\tvalid_0's l1: 19.97\n",
"[97]\tvalid_0's poisson: -98.9105\tvalid_0's l1: 19.9409\n",
"[98]\tvalid_0's poisson: -98.95\tvalid_0's l1: 19.9122\n",
"[99]\tvalid_0's poisson: -99.0037\tvalid_0's l1: 19.8735\n",
"[100]\tvalid_0's poisson: -99.0557\tvalid_0's l1: 19.8358\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.0787\tvalid_0's l1: 29.1133\n",
"[2]\tvalid_0's poisson: -81.7381\tvalid_0's l1: 28.8746\n",
"[3]\tvalid_0's poisson: -82.3862\tvalid_0's l1: 28.6368\n",
"[4]\tvalid_0's poisson: -82.9788\tvalid_0's l1: 28.4096\n",
"[5]\tvalid_0's poisson: -83.569\tvalid_0's l1: 28.1826\n",
"[6]\tvalid_0's poisson: -84.1301\tvalid_0's l1: 27.9596\n",
"[7]\tvalid_0's poisson: -84.6629\tvalid_0's l1: 27.7425\n",
"[8]\tvalid_0's poisson: -85.1645\tvalid_0's l1: 27.5339\n",
"[9]\tvalid_0's poisson: -85.6322\tvalid_0's l1: 27.3355\n",
"[10]\tvalid_0's poisson: -86.0934\tvalid_0's l1: 27.137\n",
"[11]\tvalid_0's poisson: -86.5303\tvalid_0's l1: 26.9457\n",
"[12]\tvalid_0's poisson: -86.9513\tvalid_0's l1: 26.7572\n",
"[13]\tvalid_0's poisson: -87.3533\tvalid_0's l1: 26.5739\n",
"[14]\tvalid_0's poisson: -87.7369\tvalid_0's l1: 26.3963\n",
"[15]\tvalid_0's poisson: -88.0987\tvalid_0's l1: 26.2285\n",
"[16]\tvalid_0's poisson: -88.4519\tvalid_0's l1: 26.0601\n",
"[17]\tvalid_0's poisson: -88.7907\tvalid_0's l1: 25.8967\n",
"[18]\tvalid_0's poisson: -89.1154\tvalid_0's l1: 25.7365\n",
"[19]\tvalid_0's poisson: -89.4267\tvalid_0's l1: 25.5823\n",
"[20]\tvalid_0's poisson: -89.725\tvalid_0's l1: 25.4312\n",
"[21]\tvalid_0's poisson: -90.0114\tvalid_0's l1: 25.2866\n",
"[22]\tvalid_0's poisson: -90.2698\tvalid_0's l1: 25.1571\n",
"[23]\tvalid_0's poisson: -90.5189\tvalid_0's l1: 25.0313\n",
"[24]\tvalid_0's poisson: -90.7926\tvalid_0's l1: 24.885\n",
"[25]\tvalid_0's poisson: -91.0548\tvalid_0's l1: 24.7418\n",
"[26]\tvalid_0's poisson: -91.3064\tvalid_0's l1: 24.6022\n",
"[27]\tvalid_0's poisson: -91.5373\tvalid_0's l1: 24.4815\n",
"[28]\tvalid_0's poisson: -91.76\tvalid_0's l1: 24.3671\n",
"[29]\tvalid_0's poisson: -91.9875\tvalid_0's l1: 24.2387\n",
"[30]\tvalid_0's poisson: -92.2059\tvalid_0's l1: 24.1141\n",
"[31]\tvalid_0's poisson: -92.3971\tvalid_0's l1: 24.014\n",
"[32]\tvalid_0's poisson: -92.6017\tvalid_0's l1: 23.8942\n",
"[33]\tvalid_0's poisson: -92.807\tvalid_0's l1: 23.7742\n",
"[34]\tvalid_0's poisson: -93.0042\tvalid_0's l1: 23.6571\n",
"[35]\tvalid_0's poisson: -93.1856\tvalid_0's l1: 23.559\n",
"[36]\tvalid_0's poisson: -93.3404\tvalid_0's l1: 23.4691\n",
"[37]\tvalid_0's poisson: -93.512\tvalid_0's l1: 23.3635\n",
"[38]\tvalid_0's poisson: -93.6967\tvalid_0's l1: 23.2514\n",
"[39]\tvalid_0's poisson: -93.8743\tvalid_0's l1: 23.1419\n",
"[40]\tvalid_0's poisson: -93.9956\tvalid_0's l1: 23.0709\n",
"[41]\tvalid_0's poisson: -94.1634\tvalid_0's l1: 22.9645\n",
"[42]\tvalid_0's poisson: -94.3248\tvalid_0's l1: 22.8621\n",
"[43]\tvalid_0's poisson: -94.4803\tvalid_0's l1: 22.762\n",
"[44]\tvalid_0's poisson: -94.6299\tvalid_0's l1: 22.6651\n",
"[45]\tvalid_0's poisson: -94.7635\tvalid_0's l1: 22.5919\n",
"[46]\tvalid_0's poisson: -94.8797\tvalid_0's l1: 22.5208\n",
"[47]\tvalid_0's poisson: -95.0179\tvalid_0's l1: 22.4427\n",
"[48]\tvalid_0's poisson: -95.1488\tvalid_0's l1: 22.3711\n",
"[49]\tvalid_0's poisson: -95.2804\tvalid_0's l1: 22.2825\n",
"[50]\tvalid_0's poisson: -95.4067\tvalid_0's l1: 22.1971\n",
"[51]\tvalid_0's poisson: -95.4977\tvalid_0's l1: 22.142\n",
"[52]\tvalid_0's poisson: -95.5862\tvalid_0's l1: 22.0881\n",
"[53]\tvalid_0's poisson: -95.6722\tvalid_0's l1: 22.0354\n",
"[54]\tvalid_0's poisson: -95.756\tvalid_0's l1: 21.9841\n",
"[55]\tvalid_0's poisson: -95.8627\tvalid_0's l1: 21.9105\n",
"[56]\tvalid_0's poisson: -95.9421\tvalid_0's l1: 21.8623\n",
"[57]\tvalid_0's poisson: -96.0474\tvalid_0's l1: 21.8026\n",
"[58]\tvalid_0's poisson: -96.1346\tvalid_0's l1: 21.7487\n",
"[59]\tvalid_0's poisson: -96.2345\tvalid_0's l1: 21.6918\n",
"[60]\tvalid_0's poisson: -96.3193\tvalid_0's l1: 21.6374\n",
"[61]\tvalid_0's poisson: -96.4001\tvalid_0's l1: 21.5868\n",
"[62]\tvalid_0's poisson: -96.4936\tvalid_0's l1: 21.5329\n",
"[63]\tvalid_0's poisson: -96.5626\tvalid_0's l1: 21.4883\n",
"[64]\tvalid_0's poisson: -96.6383\tvalid_0's l1: 21.4401\n",
"[65]\tvalid_0's poisson: -96.7048\tvalid_0's l1: 21.3976\n",
"[66]\tvalid_0's poisson: -96.7923\tvalid_0's l1: 21.3464\n",
"[67]\tvalid_0's poisson: -96.8772\tvalid_0's l1: 21.2972\n",
"[68]\tvalid_0's poisson: -96.9475\tvalid_0's l1: 21.252\n",
"[69]\tvalid_0's poisson: -97.0298\tvalid_0's l1: 21.204\n",
"[70]\tvalid_0's poisson: -97.1096\tvalid_0's l1: 21.1571\n",
"[71]\tvalid_0's poisson: -97.1956\tvalid_0's l1: 21.0929\n",
"[72]\tvalid_0's poisson: -97.2496\tvalid_0's l1: 21.0573\n",
"[73]\tvalid_0's poisson: -97.3044\tvalid_0's l1: 21.0209\n",
"[74]\tvalid_0's poisson: -97.3927\tvalid_0's l1: 20.9559\n",
"[75]\tvalid_0's poisson: -97.4525\tvalid_0's l1: 20.9169\n",
"[76]\tvalid_0's poisson: -97.5221\tvalid_0's l1: 20.8759\n",
"[77]\tvalid_0's poisson: -97.605\tvalid_0's l1: 20.8142\n",
"[78]\tvalid_0's poisson: -97.6849\tvalid_0's l1: 20.7537\n",
"[79]\tvalid_0's poisson: -97.7622\tvalid_0's l1: 20.6952\n",
"[80]\tvalid_0's poisson: -97.8145\tvalid_0's l1: 20.6621\n",
"[81]\tvalid_0's poisson: -97.8868\tvalid_0's l1: 20.6043\n",
"[82]\tvalid_0's poisson: -97.9581\tvalid_0's l1: 20.5484\n",
"[83]\tvalid_0's poisson: -98.027\tvalid_0's l1: 20.4934\n",
"[84]\tvalid_0's poisson: -98.0643\tvalid_0's l1: 20.465\n",
"[85]\tvalid_0's poisson: -98.1247\tvalid_0's l1: 20.4277\n",
"[86]\tvalid_0's poisson: -98.1897\tvalid_0's l1: 20.3753\n",
"[87]\tvalid_0's poisson: -98.2245\tvalid_0's l1: 20.3488\n",
"[88]\tvalid_0's poisson: -98.2866\tvalid_0's l1: 20.2984\n",
"[89]\tvalid_0's poisson: -98.3467\tvalid_0's l1: 20.249\n",
"[90]\tvalid_0's poisson: -98.4058\tvalid_0's l1: 20.2017\n",
"[91]\tvalid_0's poisson: -98.4398\tvalid_0's l1: 20.1786\n",
"[92]\tvalid_0's poisson: -98.4958\tvalid_0's l1: 20.1326\n",
"[93]\tvalid_0's poisson: -98.55\tvalid_0's l1: 20.0875\n",
"[94]\tvalid_0's poisson: -98.5797\tvalid_0's l1: 20.0662\n",
"[95]\tvalid_0's poisson: -98.6355\tvalid_0's l1: 20.0288\n",
"[96]\tvalid_0's poisson: -98.6755\tvalid_0's l1: 20.0008\n",
"[97]\tvalid_0's poisson: -98.7285\tvalid_0's l1: 19.9646\n",
"[98]\tvalid_0's poisson: -98.784\tvalid_0's l1: 19.9263\n",
"[99]\tvalid_0's poisson: -98.8229\tvalid_0's l1: 19.8985\n",
"[100]\tvalid_0's poisson: -98.9656\tvalid_0's l1: 19.8265\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.0787\tvalid_0's l1: 29.1133\n",
"[2]\tvalid_0's poisson: -81.7135\tvalid_0's l1: 28.8822\n",
"[3]\tvalid_0's poisson: -82.3637\tvalid_0's l1: 28.644\n",
"[4]\tvalid_0's poisson: -82.9581\tvalid_0's l1: 28.4162\n",
"[5]\tvalid_0's poisson: -83.5504\tvalid_0's l1: 28.189\n",
"[6]\tvalid_0's poisson: -84.1129\tvalid_0's l1: 27.9664\n",
"[7]\tvalid_0's poisson: -84.6236\tvalid_0's l1: 27.7565\n",
"[8]\tvalid_0's poisson: -85.1105\tvalid_0's l1: 27.5527\n",
"[9]\tvalid_0's poisson: -85.5889\tvalid_0's l1: 27.3525\n",
"[10]\tvalid_0's poisson: -86.0445\tvalid_0's l1: 27.1574\n",
"[11]\tvalid_0's poisson: -86.4566\tvalid_0's l1: 26.9749\n",
"[12]\tvalid_0's poisson: -86.8754\tvalid_0's l1: 26.7886\n",
"[13]\tvalid_0's poisson: -87.2753\tvalid_0's l1: 26.6088\n",
"[14]\tvalid_0's poisson: -87.6573\tvalid_0's l1: 26.4331\n",
"[15]\tvalid_0's poisson: -88.0226\tvalid_0's l1: 26.2629\n",
"[16]\tvalid_0's poisson: -88.3723\tvalid_0's l1: 26.0969\n",
"[17]\tvalid_0's poisson: -88.7075\tvalid_0's l1: 25.9371\n",
"[18]\tvalid_0's poisson: -89.0123\tvalid_0's l1: 25.7873\n",
"[19]\tvalid_0's poisson: -89.3229\tvalid_0's l1: 25.635\n",
"[20]\tvalid_0's poisson: -89.6038\tvalid_0's l1: 25.4968\n",
"[21]\tvalid_0's poisson: -89.8886\tvalid_0's l1: 25.3541\n",
"[22]\tvalid_0's poisson: -90.1893\tvalid_0's l1: 25.1971\n",
"[23]\tvalid_0's poisson: -90.4768\tvalid_0's l1: 25.0446\n",
"[24]\tvalid_0's poisson: -90.718\tvalid_0's l1: 24.9246\n",
"[25]\tvalid_0's poisson: -90.9735\tvalid_0's l1: 24.7918\n",
"[26]\tvalid_0's poisson: -91.2192\tvalid_0's l1: 24.6637\n",
"[27]\tvalid_0's poisson: -91.4688\tvalid_0's l1: 24.5239\n",
"[28]\tvalid_0's poisson: -91.7082\tvalid_0's l1: 24.3903\n",
"[29]\tvalid_0's poisson: -91.9376\tvalid_0's l1: 24.2609\n",
"[30]\tvalid_0's poisson: -92.1578\tvalid_0's l1: 24.1356\n",
"[31]\tvalid_0's poisson: -92.3537\tvalid_0's l1: 24.0314\n",
"[32]\tvalid_0's poisson: -92.5507\tvalid_0's l1: 23.9258\n",
"[33]\tvalid_0's poisson: -92.7532\tvalid_0's l1: 23.8222\n",
"[34]\tvalid_0's poisson: -92.9667\tvalid_0's l1: 23.6973\n",
"[35]\tvalid_0's poisson: -93.1717\tvalid_0's l1: 23.5775\n",
"[36]\tvalid_0's poisson: -93.3563\tvalid_0's l1: 23.4663\n",
"[37]\tvalid_0's poisson: -93.5421\tvalid_0's l1: 23.3538\n",
"[38]\tvalid_0's poisson: -93.6817\tvalid_0's l1: 23.2769\n",
"[39]\tvalid_0's poisson: -93.821\tvalid_0's l1: 23.1968\n",
"[40]\tvalid_0's poisson: -93.9963\tvalid_0's l1: 23.089\n",
"[41]\tvalid_0's poisson: -94.1649\tvalid_0's l1: 22.9832\n",
"[42]\tvalid_0's poisson: -94.3273\tvalid_0's l1: 22.8815\n",
"[43]\tvalid_0's poisson: -94.4356\tvalid_0's l1: 22.8159\n",
"[44]\tvalid_0's poisson: -94.5408\tvalid_0's l1: 22.752\n",
"[45]\tvalid_0's poisson: -94.6799\tvalid_0's l1: 22.6781\n",
"[46]\tvalid_0's poisson: -94.8268\tvalid_0's l1: 22.5847\n",
"[47]\tvalid_0's poisson: -94.9581\tvalid_0's l1: 22.515\n",
"[48]\tvalid_0's poisson: -95.0559\tvalid_0's l1: 22.4551\n",
"[49]\tvalid_0's poisson: -95.1807\tvalid_0's l1: 22.3875\n",
"[50]\tvalid_0's poisson: -95.2847\tvalid_0's l1: 22.324\n",
"[51]\tvalid_0's poisson: -95.3857\tvalid_0's l1: 22.2623\n",
"[52]\tvalid_0's poisson: -95.4737\tvalid_0's l1: 22.2072\n",
"[53]\tvalid_0's poisson: -95.5725\tvalid_0's l1: 22.1455\n",
"[54]\tvalid_0's poisson: -95.6681\tvalid_0's l1: 22.0861\n",
"[55]\tvalid_0's poisson: -95.7877\tvalid_0's l1: 22.0211\n",
"[56]\tvalid_0's poisson: -95.9067\tvalid_0's l1: 21.9491\n",
"[57]\tvalid_0's poisson: -95.9961\tvalid_0's l1: 21.8936\n",
"[58]\tvalid_0's poisson: -96.1035\tvalid_0's l1: 21.8191\n",
"[59]\tvalid_0's poisson: -96.2049\tvalid_0's l1: 21.7617\n",
"[60]\tvalid_0's poisson: -96.3033\tvalid_0's l1: 21.7056\n",
"[61]\tvalid_0's poisson: -96.3876\tvalid_0's l1: 21.6513\n",
"[62]\tvalid_0's poisson: -96.4923\tvalid_0's l1: 21.5933\n",
"[63]\tvalid_0's poisson: -96.595\tvalid_0's l1: 21.5294\n",
"[64]\tvalid_0's poisson: -96.6591\tvalid_0's l1: 21.4874\n",
"[65]\tvalid_0's poisson: -96.7561\tvalid_0's l1: 21.4328\n",
"[66]\tvalid_0's poisson: -96.8537\tvalid_0's l1: 21.3622\n",
"[67]\tvalid_0's poisson: -96.9392\tvalid_0's l1: 21.3139\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -96.9986\tvalid_0's l1: 21.2746\n",
"[69]\tvalid_0's poisson: -97.058\tvalid_0's l1: 21.2342\n",
"[70]\tvalid_0's poisson: -97.1438\tvalid_0's l1: 21.1862\n",
"[71]\tvalid_0's poisson: -97.2087\tvalid_0's l1: 21.1428\n",
"[72]\tvalid_0's poisson: -97.2718\tvalid_0's l1: 21.1006\n",
"[73]\tvalid_0's poisson: -97.3649\tvalid_0's l1: 21.0319\n",
"[74]\tvalid_0's poisson: -97.4548\tvalid_0's l1: 20.9652\n",
"[75]\tvalid_0's poisson: -97.5416\tvalid_0's l1: 20.9003\n",
"[76]\tvalid_0's poisson: -97.5925\tvalid_0's l1: 20.8655\n",
"[77]\tvalid_0's poisson: -97.6419\tvalid_0's l1: 20.8326\n",
"[78]\tvalid_0's poisson: -97.6954\tvalid_0's l1: 20.7987\n",
"[79]\tvalid_0's poisson: -97.776\tvalid_0's l1: 20.7376\n",
"[80]\tvalid_0's poisson: -97.8538\tvalid_0's l1: 20.6772\n",
"[81]\tvalid_0's poisson: -97.9077\tvalid_0's l1: 20.6396\n",
"[82]\tvalid_0's poisson: -97.9818\tvalid_0's l1: 20.5819\n",
"[83]\tvalid_0's poisson: -98.0246\tvalid_0's l1: 20.5525\n",
"[84]\tvalid_0's poisson: -98.0956\tvalid_0's l1: 20.4961\n",
"[85]\tvalid_0's poisson: -98.1652\tvalid_0's l1: 20.4412\n",
"[86]\tvalid_0's poisson: -98.2019\tvalid_0's l1: 20.413\n",
"[87]\tvalid_0's poisson: -98.3608\tvalid_0's l1: 20.3348\n",
"[88]\tvalid_0's poisson: -98.3962\tvalid_0's l1: 20.3077\n",
"[89]\tvalid_0's poisson: -98.4608\tvalid_0's l1: 20.2548\n",
"[90]\tvalid_0's poisson: -98.5149\tvalid_0's l1: 20.2168\n",
"[91]\tvalid_0's poisson: -98.5767\tvalid_0's l1: 20.1661\n",
"[92]\tvalid_0's poisson: -98.6404\tvalid_0's l1: 20.1278\n",
"[93]\tvalid_0's poisson: -98.6972\tvalid_0's l1: 20.0882\n",
"[94]\tvalid_0's poisson: -98.7537\tvalid_0's l1: 20.0485\n",
"[95]\tvalid_0's poisson: -98.7857\tvalid_0's l1: 20.0235\n",
"[96]\tvalid_0's poisson: -98.9251\tvalid_0's l1: 19.9527\n",
"[97]\tvalid_0's poisson: -98.9583\tvalid_0's l1: 19.9287\n",
"[98]\tvalid_0's poisson: -99.013\tvalid_0's l1: 19.8893\n",
"[99]\tvalid_0's poisson: -99.0965\tvalid_0's l1: 19.8507\n",
"[100]\tvalid_0's poisson: -99.1645\tvalid_0's l1: 19.8089\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.0787\tvalid_0's l1: 29.1135\n",
"[2]\tvalid_0's poisson: -81.7609\tvalid_0's l1: 28.8693\n",
"[3]\tvalid_0's poisson: -82.3498\tvalid_0's l1: 28.6466\n",
"[4]\tvalid_0's poisson: -82.9487\tvalid_0's l1: 28.4177\n",
"[5]\tvalid_0's poisson: -83.5349\tvalid_0's l1: 28.1918\n",
"[6]\tvalid_0's poisson: -84.0922\tvalid_0's l1: 27.9703\n",
"[7]\tvalid_0's poisson: -84.6265\tvalid_0's l1: 27.7544\n",
"[8]\tvalid_0's poisson: -85.1343\tvalid_0's l1: 27.5448\n",
"[9]\tvalid_0's poisson: -85.5843\tvalid_0's l1: 27.3533\n",
"[10]\tvalid_0's poisson: -86.0494\tvalid_0's l1: 27.1524\n",
"[11]\tvalid_0's poisson: -86.4848\tvalid_0's l1: 26.9607\n",
"[12]\tvalid_0's poisson: -86.899\tvalid_0's l1: 26.7768\n",
"[13]\tvalid_0's poisson: -87.2947\tvalid_0's l1: 26.5986\n",
"[14]\tvalid_0's poisson: -87.6743\tvalid_0's l1: 26.4231\n",
"[15]\tvalid_0's poisson: -88.0375\tvalid_0's l1: 26.2524\n",
"[16]\tvalid_0's poisson: -88.3925\tvalid_0's l1: 26.0823\n",
"[17]\tvalid_0's poisson: -88.7254\tvalid_0's l1: 25.9211\n",
"[18]\tvalid_0's poisson: -89.026\tvalid_0's l1: 25.776\n",
"[19]\tvalid_0's poisson: -89.3333\tvalid_0's l1: 25.6251\n",
"[20]\tvalid_0's poisson: -89.6252\tvalid_0's l1: 25.4797\n",
"[21]\tvalid_0's poisson: -89.9103\tvalid_0's l1: 25.3349\n",
"[22]\tvalid_0's poisson: -90.1719\tvalid_0's l1: 25.2043\n",
"[23]\tvalid_0's poisson: -90.4657\tvalid_0's l1: 25.0469\n",
"[24]\tvalid_0's poisson: -90.7132\tvalid_0's l1: 24.9201\n",
"[25]\tvalid_0's poisson: -90.9636\tvalid_0's l1: 24.7914\n",
"[26]\tvalid_0's poisson: -91.2263\tvalid_0's l1: 24.6468\n",
"[27]\tvalid_0's poisson: -91.4799\tvalid_0's l1: 24.5049\n",
"[28]\tvalid_0's poisson: -91.6926\tvalid_0's l1: 24.3943\n",
"[29]\tvalid_0's poisson: -91.8982\tvalid_0's l1: 24.2859\n",
"[30]\tvalid_0's poisson: -92.1307\tvalid_0's l1: 24.1545\n",
"[31]\tvalid_0's poisson: -92.3526\tvalid_0's l1: 24.0286\n",
"[32]\tvalid_0's poisson: -92.5656\tvalid_0's l1: 23.9056\n",
"[33]\tvalid_0's poisson: -92.7805\tvalid_0's l1: 23.779\n",
"[34]\tvalid_0's poisson: -92.9869\tvalid_0's l1: 23.6559\n",
"[35]\tvalid_0's poisson: -93.1807\tvalid_0's l1: 23.549\n",
"[36]\tvalid_0's poisson: -93.3746\tvalid_0's l1: 23.4317\n",
"[37]\tvalid_0's poisson: -93.5125\tvalid_0's l1: 23.3525\n",
"[38]\tvalid_0's poisson: -93.6961\tvalid_0's l1: 23.2411\n",
"[39]\tvalid_0's poisson: -93.8726\tvalid_0's l1: 23.1323\n",
"[40]\tvalid_0's poisson: -94.0357\tvalid_0's l1: 23.0449\n",
"[41]\tvalid_0's poisson: -94.194\tvalid_0's l1: 22.9525\n",
"[42]\tvalid_0's poisson: -94.3074\tvalid_0's l1: 22.8846\n",
"[43]\tvalid_0's poisson: -94.4284\tvalid_0's l1: 22.8112\n",
"[44]\tvalid_0's poisson: -94.5811\tvalid_0's l1: 22.7118\n",
"[45]\tvalid_0's poisson: -94.7284\tvalid_0's l1: 22.6176\n",
"[46]\tvalid_0's poisson: -94.8704\tvalid_0's l1: 22.526\n",
"[47]\tvalid_0's poisson: -94.9788\tvalid_0's l1: 22.4631\n",
"[48]\tvalid_0's poisson: -95.1138\tvalid_0's l1: 22.3759\n",
"[49]\tvalid_0's poisson: -95.2186\tvalid_0's l1: 22.3111\n",
"[50]\tvalid_0's poisson: -95.3112\tvalid_0's l1: 22.2541\n",
"[51]\tvalid_0's poisson: -95.4157\tvalid_0's l1: 22.189\n",
"[52]\tvalid_0's poisson: -95.5148\tvalid_0's l1: 22.1285\n",
"[53]\tvalid_0's poisson: -95.6325\tvalid_0's l1: 22.0629\n",
"[54]\tvalid_0's poisson: -95.724\tvalid_0's l1: 22.0047\n",
"[55]\tvalid_0's poisson: -95.8359\tvalid_0's l1: 21.9416\n",
"[56]\tvalid_0's poisson: -95.9162\tvalid_0's l1: 21.8908\n",
"[57]\tvalid_0's poisson: -96.0148\tvalid_0's l1: 21.8199\n",
"[58]\tvalid_0's poisson: -96.1164\tvalid_0's l1: 21.7487\n",
"[59]\tvalid_0's poisson: -96.2163\tvalid_0's l1: 21.6921\n",
"[60]\tvalid_0's poisson: -96.2956\tvalid_0's l1: 21.6422\n",
"[61]\tvalid_0's poisson: -96.3907\tvalid_0's l1: 21.5882\n",
"[62]\tvalid_0's poisson: -96.4698\tvalid_0's l1: 21.5375\n",
"[63]\tvalid_0's poisson: -96.5619\tvalid_0's l1: 21.4845\n",
"[64]\tvalid_0's poisson: -96.641\tvalid_0's l1: 21.433\n",
"[65]\tvalid_0's poisson: -96.7301\tvalid_0's l1: 21.3813\n",
"[66]\tvalid_0's poisson: -96.8166\tvalid_0's l1: 21.3317\n",
"[67]\tvalid_0's poisson: -96.9066\tvalid_0's l1: 21.2753\n",
"[68]\tvalid_0's poisson: -96.9666\tvalid_0's l1: 21.2359\n",
"[69]\tvalid_0's poisson: -97.0276\tvalid_0's l1: 21.195\n",
"[70]\tvalid_0's poisson: -97.1119\tvalid_0's l1: 21.1413\n",
"[71]\tvalid_0's poisson: -97.1778\tvalid_0's l1: 21.0973\n",
"[72]\tvalid_0's poisson: -97.2547\tvalid_0's l1: 21.0401\n",
"[73]\tvalid_0's poisson: -97.3092\tvalid_0's l1: 21.0032\n",
"[74]\tvalid_0's poisson: -97.3622\tvalid_0's l1: 20.9674\n",
"[75]\tvalid_0's poisson: -97.4345\tvalid_0's l1: 20.9243\n",
"[76]\tvalid_0's poisson: -97.5183\tvalid_0's l1: 20.8616\n",
"[77]\tvalid_0's poisson: -97.5687\tvalid_0's l1: 20.8284\n",
"[78]\tvalid_0's poisson: -97.6252\tvalid_0's l1: 20.7905\n",
"[79]\tvalid_0's poisson: -97.6923\tvalid_0's l1: 20.7502\n",
"[80]\tvalid_0's poisson: -97.7702\tvalid_0's l1: 20.6907\n",
"[81]\tvalid_0's poisson: -97.822\tvalid_0's l1: 20.6574\n",
"[82]\tvalid_0's poisson: -97.898\tvalid_0's l1: 20.6\n",
"[83]\tvalid_0's poisson: -97.97\tvalid_0's l1: 20.5436\n",
"[84]\tvalid_0's poisson: -98.0393\tvalid_0's l1: 20.4884\n",
"[85]\tvalid_0's poisson: -98.0855\tvalid_0's l1: 20.458\n",
"[86]\tvalid_0's poisson: -98.152\tvalid_0's l1: 20.4043\n",
"[87]\tvalid_0's poisson: -98.2176\tvalid_0's l1: 20.3519\n",
"[88]\tvalid_0's poisson: -98.2903\tvalid_0's l1: 20.2976\n",
"[89]\tvalid_0's poisson: -98.3518\tvalid_0's l1: 20.2479\n",
"[90]\tvalid_0's poisson: -98.4115\tvalid_0's l1: 20.2001\n",
"[91]\tvalid_0's poisson: -98.4499\tvalid_0's l1: 20.1745\n",
"[92]\tvalid_0's poisson: -98.5054\tvalid_0's l1: 20.137\n",
"[93]\tvalid_0's poisson: -98.54\tvalid_0's l1: 20.1112\n",
"[94]\tvalid_0's poisson: -98.6358\tvalid_0's l1: 20.0689\n",
"[95]\tvalid_0's poisson: -98.6888\tvalid_0's l1: 20.0328\n",
"[96]\tvalid_0's poisson: -98.7201\tvalid_0's l1: 20.008\n",
"[97]\tvalid_0's poisson: -98.7745\tvalid_0's l1: 19.9636\n",
"[98]\tvalid_0's poisson: -98.8109\tvalid_0's l1: 19.9374\n",
"[99]\tvalid_0's poisson: -98.849\tvalid_0's l1: 19.91\n",
"[100]\tvalid_0's poisson: -98.9348\tvalid_0's l1: 19.8712\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.0801\tvalid_0's l1: 29.1117\n",
"[2]\tvalid_0's poisson: -81.7637\tvalid_0's l1: 28.8657\n",
"[3]\tvalid_0's poisson: -82.3494\tvalid_0's l1: 28.646\n",
"[4]\tvalid_0's poisson: -82.9472\tvalid_0's l1: 28.4161\n",
"[5]\tvalid_0's poisson: -83.5419\tvalid_0's l1: 28.1864\n",
"[6]\tvalid_0's poisson: -84.1001\tvalid_0's l1: 27.9653\n",
"[7]\tvalid_0's poisson: -84.6364\tvalid_0's l1: 27.7478\n",
"[8]\tvalid_0's poisson: -85.1461\tvalid_0's l1: 27.5366\n",
"[9]\tvalid_0's poisson: -85.5809\tvalid_0's l1: 27.3516\n",
"[10]\tvalid_0's poisson: -86.0475\tvalid_0's l1: 27.1508\n",
"[11]\tvalid_0's poisson: -86.4922\tvalid_0's l1: 26.9567\n",
"[12]\tvalid_0's poisson: -86.9168\tvalid_0's l1: 26.7673\n",
"[13]\tvalid_0's poisson: -87.3222\tvalid_0's l1: 26.5843\n",
"[14]\tvalid_0's poisson: -87.7094\tvalid_0's l1: 26.4056\n",
"[15]\tvalid_0's poisson: -88.0733\tvalid_0's l1: 26.2353\n",
"[16]\tvalid_0's poisson: -88.4035\tvalid_0's l1: 26.0794\n",
"[17]\tvalid_0's poisson: -88.74\tvalid_0's l1: 25.9181\n",
"[18]\tvalid_0's poisson: -89.0625\tvalid_0's l1: 25.7594\n",
"[19]\tvalid_0's poisson: -89.3716\tvalid_0's l1: 25.6067\n",
"[20]\tvalid_0's poisson: -89.6604\tvalid_0's l1: 25.4634\n",
"[21]\tvalid_0's poisson: -89.9532\tvalid_0's l1: 25.3158\n",
"[22]\tvalid_0's poisson: -90.2209\tvalid_0's l1: 25.1808\n",
"[23]\tvalid_0's poisson: -90.4721\tvalid_0's l1: 25.0542\n",
"[24]\tvalid_0's poisson: -90.7306\tvalid_0's l1: 24.922\n",
"[25]\tvalid_0's poisson: -90.9979\tvalid_0's l1: 24.7778\n",
"[26]\tvalid_0's poisson: -91.2547\tvalid_0's l1: 24.6364\n",
"[27]\tvalid_0's poisson: -91.5009\tvalid_0's l1: 24.4978\n",
"[28]\tvalid_0's poisson: -91.737\tvalid_0's l1: 24.3651\n",
"[29]\tvalid_0's poisson: -91.969\tvalid_0's l1: 24.2438\n",
"[30]\tvalid_0's poisson: -92.1861\tvalid_0's l1: 24.1341\n",
"[31]\tvalid_0's poisson: -92.4147\tvalid_0's l1: 24.0055\n",
"[32]\tvalid_0's poisson: -92.6215\tvalid_0's l1: 23.8847\n",
"[33]\tvalid_0's poisson: -92.8202\tvalid_0's l1: 23.7671\n",
"[34]\tvalid_0's poisson: -92.9889\tvalid_0's l1: 23.6763\n",
"[35]\tvalid_0's poisson: -93.1878\tvalid_0's l1: 23.5589\n",
"[36]\tvalid_0's poisson: -93.3428\tvalid_0's l1: 23.4694\n",
"[37]\tvalid_0's poisson: -93.5279\tvalid_0's l1: 23.3575\n",
"[38]\tvalid_0's poisson: -93.7067\tvalid_0's l1: 23.2585\n",
"[39]\tvalid_0's poisson: -93.8458\tvalid_0's l1: 23.1792\n",
"[40]\tvalid_0's poisson: -94.0145\tvalid_0's l1: 23.0738\n",
"[41]\tvalid_0's poisson: -94.1793\tvalid_0's l1: 22.97\n",
"[42]\tvalid_0's poisson: -94.3381\tvalid_0's l1: 22.8792\n",
"[43]\tvalid_0's poisson: -94.4924\tvalid_0's l1: 22.7813\n",
"[44]\tvalid_0's poisson: -94.641\tvalid_0's l1: 22.6854\n",
"[45]\tvalid_0's poisson: -94.7683\tvalid_0's l1: 22.6164\n",
"[46]\tvalid_0's poisson: -94.882\tvalid_0's l1: 22.5496\n",
"[47]\tvalid_0's poisson: -95.002\tvalid_0's l1: 22.4842\n",
"[48]\tvalid_0's poisson: -95.1276\tvalid_0's l1: 22.4006\n",
"[49]\tvalid_0's poisson: -95.2329\tvalid_0's l1: 22.3359\n",
"[50]\tvalid_0's poisson: -95.3533\tvalid_0's l1: 22.2702\n",
"[51]\tvalid_0's poisson: -95.4778\tvalid_0's l1: 22.1875\n",
"[52]\tvalid_0's poisson: -95.5979\tvalid_0's l1: 22.1074\n",
"[53]\tvalid_0's poisson: -95.6848\tvalid_0's l1: 22.0533\n",
"[54]\tvalid_0's poisson: -95.7693\tvalid_0's l1: 22.001\n",
"[55]\tvalid_0's poisson: -95.8795\tvalid_0's l1: 21.9394\n",
"[56]\tvalid_0's poisson: -95.9864\tvalid_0's l1: 21.8795\n",
"[57]\tvalid_0's poisson: -96.0733\tvalid_0's l1: 21.8259\n",
"[58]\tvalid_0's poisson: -96.1695\tvalid_0's l1: 21.7686\n",
"[59]\tvalid_0's poisson: -96.2534\tvalid_0's l1: 21.7155\n",
"[60]\tvalid_0's poisson: -96.3428\tvalid_0's l1: 21.6489\n",
"[61]\tvalid_0's poisson: -96.4293\tvalid_0's l1: 21.5844\n",
"[62]\tvalid_0's poisson: -96.5056\tvalid_0's l1: 21.5385\n",
"[63]\tvalid_0's poisson: -96.5863\tvalid_0's l1: 21.4855\n",
"[64]\tvalid_0's poisson: -96.6601\tvalid_0's l1: 21.4391\n",
"[65]\tvalid_0's poisson: -96.7492\tvalid_0's l1: 21.3873\n",
"[66]\tvalid_0's poisson: -96.8328\tvalid_0's l1: 21.327\n",
"[67]\tvalid_0's poisson: -96.9188\tvalid_0's l1: 21.2782\n",
"[68]\tvalid_0's poisson: -97.0022\tvalid_0's l1: 21.2305\n",
"[69]\tvalid_0's poisson: -97.0833\tvalid_0's l1: 21.1838\n",
"[70]\tvalid_0's poisson: -97.1619\tvalid_0's l1: 21.1382\n",
"[71]\tvalid_0's poisson: -97.2305\tvalid_0's l1: 21.092\n",
"[72]\tvalid_0's poisson: -97.3024\tvalid_0's l1: 21.0356\n",
"[73]\tvalid_0's poisson: -97.3523\tvalid_0's l1: 20.999\n",
"[74]\tvalid_0's poisson: -97.4118\tvalid_0's l1: 20.9589\n",
"[75]\tvalid_0's poisson: -97.4794\tvalid_0's l1: 20.9054\n",
"[76]\tvalid_0's poisson: -97.525\tvalid_0's l1: 20.8718\n",
"[77]\tvalid_0's poisson: -97.5814\tvalid_0's l1: 20.8343\n",
"[78]\tvalid_0's poisson: -97.6311\tvalid_0's l1: 20.8001\n",
"[79]\tvalid_0's poisson: -97.6989\tvalid_0's l1: 20.76\n",
"[80]\tvalid_0's poisson: -97.7746\tvalid_0's l1: 20.702\n",
"[81]\tvalid_0's poisson: -97.8478\tvalid_0's l1: 20.6458\n",
"[82]\tvalid_0's poisson: -97.9186\tvalid_0's l1: 20.5907\n",
"[83]\tvalid_0's poisson: -97.9886\tvalid_0's l1: 20.5366\n",
"[84]\tvalid_0's poisson: -98.0713\tvalid_0's l1: 20.4876\n",
"[85]\tvalid_0's poisson: -98.1362\tvalid_0's l1: 20.4352\n",
"[86]\tvalid_0's poisson: -98.2006\tvalid_0's l1: 20.3831\n",
"[87]\tvalid_0's poisson: -98.2629\tvalid_0's l1: 20.3333\n",
"[88]\tvalid_0's poisson: -98.4079\tvalid_0's l1: 20.2614\n",
"[89]\tvalid_0's poisson: -98.4461\tvalid_0's l1: 20.235\n",
"[90]\tvalid_0's poisson: -98.489\tvalid_0's l1: 20.2047\n",
"[91]\tvalid_0's poisson: -98.5233\tvalid_0's l1: 20.1779\n",
"[92]\tvalid_0's poisson: -98.6569\tvalid_0's l1: 20.1096\n",
"[93]\tvalid_0's poisson: -98.7288\tvalid_0's l1: 20.0659\n",
"[94]\tvalid_0's poisson: -98.7838\tvalid_0's l1: 20.0201\n",
"[95]\tvalid_0's poisson: -98.9079\tvalid_0's l1: 19.9554\n",
"[96]\tvalid_0's poisson: -98.9389\tvalid_0's l1: 19.9308\n",
"[97]\tvalid_0's poisson: -99.0063\tvalid_0's l1: 19.8897\n",
"[98]\tvalid_0's poisson: -99.0718\tvalid_0's l1: 19.8496\n",
"[99]\tvalid_0's poisson: -99.1221\tvalid_0's l1: 19.8134\n",
"[100]\tvalid_0's poisson: -99.1708\tvalid_0's l1: 19.7788\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1775\tvalid_0's l1: 29.0747\n",
"[2]\tvalid_0's poisson: -81.9284\tvalid_0's l1: 28.7981\n",
"[3]\tvalid_0's poisson: -82.6387\tvalid_0's l1: 28.5265\n",
"[4]\tvalid_0's poisson: -83.3114\tvalid_0's l1: 28.2611\n",
"[5]\tvalid_0's poisson: -83.9787\tvalid_0's l1: 27.9937\n",
"[6]\tvalid_0's poisson: -84.6332\tvalid_0's l1: 27.7298\n",
"[7]\tvalid_0's poisson: -85.2527\tvalid_0's l1: 27.4728\n",
"[8]\tvalid_0's poisson: -85.8683\tvalid_0's l1: 27.2129\n",
"[9]\tvalid_0's poisson: -86.4521\tvalid_0's l1: 26.9587\n",
"[10]\tvalid_0's poisson: -86.9693\tvalid_0's l1: 26.7207\n",
"[11]\tvalid_0's poisson: -87.4739\tvalid_0's l1: 26.484\n",
"[12]\tvalid_0's poisson: -87.978\tvalid_0's l1: 26.247\n",
"[13]\tvalid_0's poisson: -88.4622\tvalid_0's l1: 26.0154\n",
"[14]\tvalid_0's poisson: -88.8888\tvalid_0's l1: 25.7981\n",
"[15]\tvalid_0's poisson: -89.3337\tvalid_0's l1: 25.5772\n",
"[16]\tvalid_0's poisson: -89.7507\tvalid_0's l1: 25.364\n",
"[17]\tvalid_0's poisson: -90.1419\tvalid_0's l1: 25.1562\n",
"[18]\tvalid_0's poisson: -90.5161\tvalid_0's l1: 24.9533\n",
"[19]\tvalid_0's poisson: -90.8624\tvalid_0's l1: 24.7647\n",
"[20]\tvalid_0's poisson: -91.1965\tvalid_0's l1: 24.5761\n",
"[21]\tvalid_0's poisson: -91.5178\tvalid_0's l1: 24.3928\n",
"[22]\tvalid_0's poisson: -91.8351\tvalid_0's l1: 24.2131\n",
"[23]\tvalid_0's poisson: -92.1396\tvalid_0's l1: 24.0381\n",
"[24]\tvalid_0's poisson: -92.4321\tvalid_0's l1: 23.8667\n",
"[25]\tvalid_0's poisson: -92.7439\tvalid_0's l1: 23.6911\n",
"[26]\tvalid_0's poisson: -93.0689\tvalid_0's l1: 23.5104\n",
"[27]\tvalid_0's poisson: -93.3436\tvalid_0's l1: 23.3475\n",
"[28]\tvalid_0's poisson: -93.5962\tvalid_0's l1: 23.1913\n",
"[29]\tvalid_0's poisson: -93.8499\tvalid_0's l1: 23.0373\n",
"[30]\tvalid_0's poisson: -94.1088\tvalid_0's l1: 22.8821\n",
"[31]\tvalid_0's poisson: -94.3895\tvalid_0's l1: 22.7184\n",
"[32]\tvalid_0's poisson: -94.6347\tvalid_0's l1: 22.5677\n",
"[33]\tvalid_0's poisson: -94.8923\tvalid_0's l1: 22.4153\n",
"[34]\tvalid_0's poisson: -95.3453\tvalid_0's l1: 22.2222\n",
"[35]\tvalid_0's poisson: -95.5817\tvalid_0's l1: 22.0784\n",
"[36]\tvalid_0's poisson: -95.815\tvalid_0's l1: 21.9375\n",
"[37]\tvalid_0's poisson: -96.0039\tvalid_0's l1: 21.8116\n",
"[38]\tvalid_0's poisson: -96.4187\tvalid_0's l1: 21.6226\n",
"[39]\tvalid_0's poisson: -96.808\tvalid_0's l1: 21.4378\n",
"[40]\tvalid_0's poisson: -97.1864\tvalid_0's l1: 21.2561\n",
"[41]\tvalid_0's poisson: -97.511\tvalid_0's l1: 21.0878\n",
"[42]\tvalid_0's poisson: -97.6549\tvalid_0's l1: 20.982\n",
"[43]\tvalid_0's poisson: -97.9502\tvalid_0's l1: 20.8226\n",
"[44]\tvalid_0's poisson: -98.2494\tvalid_0's l1: 20.6636\n",
"[45]\tvalid_0's poisson: -98.5373\tvalid_0's l1: 20.5048\n",
"[46]\tvalid_0's poisson: -98.8181\tvalid_0's l1: 20.3459\n",
"[47]\tvalid_0's poisson: -99.1018\tvalid_0's l1: 20.185\n",
"[48]\tvalid_0's poisson: -99.3737\tvalid_0's l1: 20.0372\n",
"[49]\tvalid_0's poisson: -99.5968\tvalid_0's l1: 19.906\n",
"[50]\tvalid_0's poisson: -99.8196\tvalid_0's l1: 19.7725\n",
"[51]\tvalid_0's poisson: -100.065\tvalid_0's l1: 19.6231\n",
"[52]\tvalid_0's poisson: -100.287\tvalid_0's l1: 19.4803\n",
"[53]\tvalid_0's poisson: -100.451\tvalid_0's l1: 19.3629\n",
"[54]\tvalid_0's poisson: -100.664\tvalid_0's l1: 19.2305\n",
"[55]\tvalid_0's poisson: -100.875\tvalid_0's l1: 19.0897\n",
"[56]\tvalid_0's poisson: -101.058\tvalid_0's l1: 18.9607\n",
"[57]\tvalid_0's poisson: -101.232\tvalid_0's l1: 18.8338\n",
"[58]\tvalid_0's poisson: -101.399\tvalid_0's l1: 18.7102\n",
"[59]\tvalid_0's poisson: -101.557\tvalid_0's l1: 18.5989\n",
"[60]\tvalid_0's poisson: -101.645\tvalid_0's l1: 18.5225\n",
"[61]\tvalid_0's poisson: -101.788\tvalid_0's l1: 18.4204\n",
"[62]\tvalid_0's poisson: -101.879\tvalid_0's l1: 18.3367\n",
"[63]\tvalid_0's poisson: -101.963\tvalid_0's l1: 18.2624\n",
"[64]\tvalid_0's poisson: -102.124\tvalid_0's l1: 18.1448\n",
"[65]\tvalid_0's poisson: -102.284\tvalid_0's l1: 18.0216\n",
"[66]\tvalid_0's poisson: -102.357\tvalid_0's l1: 17.9541\n",
"[67]\tvalid_0's poisson: -102.444\tvalid_0's l1: 17.8784\n",
"[68]\tvalid_0's poisson: -102.523\tvalid_0's l1: 17.8052\n",
"[69]\tvalid_0's poisson: -102.6\tvalid_0's l1: 17.7353\n",
"[70]\tvalid_0's poisson: -102.707\tvalid_0's l1: 17.6474\n",
"[71]\tvalid_0's poisson: -102.819\tvalid_0's l1: 17.5547\n",
"[72]\tvalid_0's poisson: -102.888\tvalid_0's l1: 17.485\n",
"[73]\tvalid_0's poisson: -102.957\tvalid_0's l1: 17.4149\n",
"[74]\tvalid_0's poisson: -103.062\tvalid_0's l1: 17.3345\n",
"[75]\tvalid_0's poisson: -103.118\tvalid_0's l1: 17.2791\n",
"[76]\tvalid_0's poisson: -103.227\tvalid_0's l1: 17.1863\n",
"[77]\tvalid_0's poisson: -103.332\tvalid_0's l1: 17.0966\n",
"[78]\tvalid_0's poisson: -103.461\tvalid_0's l1: 16.9944\n",
"[79]\tvalid_0's poisson: -103.527\tvalid_0's l1: 16.932\n",
"[80]\tvalid_0's poisson: -103.646\tvalid_0's l1: 16.843\n",
"[81]\tvalid_0's poisson: -103.733\tvalid_0's l1: 16.7729\n",
"[82]\tvalid_0's poisson: -103.849\tvalid_0's l1: 16.6757\n",
"[83]\tvalid_0's poisson: -103.94\tvalid_0's l1: 16.5928\n",
"[84]\tvalid_0's poisson: -104.048\tvalid_0's l1: 16.5012\n",
"[85]\tvalid_0's poisson: -104.12\tvalid_0's l1: 16.4393\n",
"[86]\tvalid_0's poisson: -104.189\tvalid_0's l1: 16.38\n",
"[87]\tvalid_0's poisson: -104.289\tvalid_0's l1: 16.2914\n",
"[88]\tvalid_0's poisson: -104.384\tvalid_0's l1: 16.2053\n",
"[89]\tvalid_0's poisson: -104.427\tvalid_0's l1: 16.1609\n",
"[90]\tvalid_0's poisson: -104.519\tvalid_0's l1: 16.0842\n",
"[91]\tvalid_0's poisson: -104.607\tvalid_0's l1: 16.0033\n",
"[92]\tvalid_0's poisson: -104.691\tvalid_0's l1: 15.9238\n",
"[93]\tvalid_0's poisson: -104.755\tvalid_0's l1: 15.8623\n",
"[94]\tvalid_0's poisson: -104.793\tvalid_0's l1: 15.8218\n",
"[95]\tvalid_0's poisson: -104.86\tvalid_0's l1: 15.7527\n",
"[96]\tvalid_0's poisson: -104.891\tvalid_0's l1: 15.7188\n",
"[97]\tvalid_0's poisson: -104.957\tvalid_0's l1: 15.6605\n",
"[98]\tvalid_0's poisson: -105.019\tvalid_0's l1: 15.5963\n",
"[99]\tvalid_0's poisson: -105.08\tvalid_0's l1: 15.5336\n",
"[100]\tvalid_0's poisson: -105.139\tvalid_0's l1: 15.4704\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1966\tvalid_0's l1: 29.0683\n",
"[2]\tvalid_0's poisson: -81.9439\tvalid_0's l1: 28.7914\n",
"[3]\tvalid_0's poisson: -82.6846\tvalid_0's l1: 28.5148\n",
"[4]\tvalid_0's poisson: -83.3841\tvalid_0's l1: 28.2442\n",
"[5]\tvalid_0's poisson: -84.0526\tvalid_0's l1: 27.9775\n",
"[6]\tvalid_0's poisson: -84.6681\tvalid_0's l1: 27.718\n",
"[7]\tvalid_0's poisson: -85.295\tvalid_0's l1: 27.4554\n",
"[8]\tvalid_0's poisson: -85.9144\tvalid_0's l1: 27.1943\n",
"[9]\tvalid_0's poisson: -86.4813\tvalid_0's l1: 26.9466\n",
"[10]\tvalid_0's poisson: -87.0375\tvalid_0's l1: 26.7015\n",
"[11]\tvalid_0's poisson: -87.5326\tvalid_0's l1: 26.4665\n",
"[12]\tvalid_0's poisson: -88.0376\tvalid_0's l1: 26.2306\n",
"[13]\tvalid_0's poisson: -88.5185\tvalid_0's l1: 26.0002\n",
"[14]\tvalid_0's poisson: -88.9594\tvalid_0's l1: 25.7777\n",
"[15]\tvalid_0's poisson: -89.3969\tvalid_0's l1: 25.5588\n",
"[16]\tvalid_0's poisson: -89.7998\tvalid_0's l1: 25.3506\n",
"[17]\tvalid_0's poisson: -90.2022\tvalid_0's l1: 25.1411\n",
"[18]\tvalid_0's poisson: -90.5723\tvalid_0's l1: 24.9404\n",
"[19]\tvalid_0's poisson: -90.9174\tvalid_0's l1: 24.7486\n",
"[20]\tvalid_0's poisson: -91.2473\tvalid_0's l1: 24.5604\n",
"[21]\tvalid_0's poisson: -91.5815\tvalid_0's l1: 24.374\n",
"[22]\tvalid_0's poisson: -91.8964\tvalid_0's l1: 24.1929\n",
"[23]\tvalid_0's poisson: -92.2222\tvalid_0's l1: 24.01\n",
"[24]\tvalid_0's poisson: -92.514\tvalid_0's l1: 23.837\n",
"[25]\tvalid_0's poisson: -92.8426\tvalid_0's l1: 23.6586\n",
"[26]\tvalid_0's poisson: -93.1136\tvalid_0's l1: 23.4945\n",
"[27]\tvalid_0's poisson: -93.4234\tvalid_0's l1: 23.3206\n",
"[28]\tvalid_0's poisson: -93.7191\tvalid_0's l1: 23.1545\n",
"[29]\tvalid_0's poisson: -93.9647\tvalid_0's l1: 22.9994\n",
"[30]\tvalid_0's poisson: -94.2342\tvalid_0's l1: 22.8391\n",
"[31]\tvalid_0's poisson: -94.5116\tvalid_0's l1: 22.6785\n",
"[32]\tvalid_0's poisson: -94.7314\tvalid_0's l1: 22.5368\n",
"[33]\tvalid_0's poisson: -95.1904\tvalid_0's l1: 22.3414\n",
"[34]\tvalid_0's poisson: -95.4296\tvalid_0's l1: 22.1912\n",
"[35]\tvalid_0's poisson: -95.6497\tvalid_0's l1: 22.0527\n",
"[36]\tvalid_0's poisson: -95.8827\tvalid_0's l1: 21.9104\n",
"[37]\tvalid_0's poisson: -96.0959\tvalid_0's l1: 21.7704\n",
"[38]\tvalid_0's poisson: -96.3175\tvalid_0's l1: 21.6293\n",
"[39]\tvalid_0's poisson: -96.6757\tvalid_0's l1: 21.4652\n",
"[40]\tvalid_0's poisson: -97.0039\tvalid_0's l1: 21.2986\n",
"[41]\tvalid_0's poisson: -97.1878\tvalid_0's l1: 21.1725\n",
"[42]\tvalid_0's poisson: -97.5031\tvalid_0's l1: 21.0186\n",
"[43]\tvalid_0's poisson: -97.7924\tvalid_0's l1: 20.862\n",
"[44]\tvalid_0's poisson: -98.0678\tvalid_0's l1: 20.7111\n",
"[45]\tvalid_0's poisson: -98.3666\tvalid_0's l1: 20.5451\n",
"[46]\tvalid_0's poisson: -98.6492\tvalid_0's l1: 20.3845\n",
"[47]\tvalid_0's poisson: -98.9142\tvalid_0's l1: 20.2307\n",
"[48]\tvalid_0's poisson: -99.1627\tvalid_0's l1: 20.0808\n",
"[49]\tvalid_0's poisson: -99.3992\tvalid_0's l1: 19.9349\n",
"[50]\tvalid_0's poisson: -99.6235\tvalid_0's l1: 19.7985\n",
"[51]\tvalid_0's poisson: -99.854\tvalid_0's l1: 19.6626\n",
"[52]\tvalid_0's poisson: -100.062\tvalid_0's l1: 19.5394\n",
"[53]\tvalid_0's poisson: -100.182\tvalid_0's l1: 19.4336\n",
"[54]\tvalid_0's poisson: -100.374\tvalid_0's l1: 19.314\n",
"[55]\tvalid_0's poisson: -100.534\tvalid_0's l1: 19.1978\n",
"[56]\tvalid_0's poisson: -100.643\tvalid_0's l1: 19.0983\n",
"[57]\tvalid_0's poisson: -100.76\tvalid_0's l1: 18.9992\n",
"[58]\tvalid_0's poisson: -100.932\tvalid_0's l1: 18.8872\n",
"[59]\tvalid_0's poisson: -101.124\tvalid_0's l1: 18.7546\n",
"[60]\tvalid_0's poisson: -101.287\tvalid_0's l1: 18.6331\n",
"[61]\tvalid_0's poisson: -101.444\tvalid_0's l1: 18.5142\n",
"[62]\tvalid_0's poisson: -101.529\tvalid_0's l1: 18.4381\n",
"[63]\tvalid_0's poisson: -101.677\tvalid_0's l1: 18.3233\n",
"[64]\tvalid_0's poisson: -101.858\tvalid_0's l1: 18.1919\n",
"[65]\tvalid_0's poisson: -101.934\tvalid_0's l1: 18.1207\n",
"[66]\tvalid_0's poisson: -102.098\tvalid_0's l1: 17.9993\n",
"[67]\tvalid_0's poisson: -102.186\tvalid_0's l1: 17.9181\n",
"[68]\tvalid_0's poisson: -102.316\tvalid_0's l1: 17.8232\n",
"[69]\tvalid_0's poisson: -102.458\tvalid_0's l1: 17.728\n",
"[70]\tvalid_0's poisson: -102.597\tvalid_0's l1: 17.6197\n",
"[71]\tvalid_0's poisson: -102.743\tvalid_0's l1: 17.5056\n",
"[72]\tvalid_0's poisson: -102.861\tvalid_0's l1: 17.4048\n",
"[73]\tvalid_0's poisson: -102.928\tvalid_0's l1: 17.3403\n",
"[74]\tvalid_0's poisson: -102.994\tvalid_0's l1: 17.2767\n",
"[75]\tvalid_0's poisson: -103.054\tvalid_0's l1: 17.2195\n",
"[76]\tvalid_0's poisson: -103.2\tvalid_0's l1: 17.1167\n",
"[77]\tvalid_0's poisson: -103.257\tvalid_0's l1: 17.0601\n",
"[78]\tvalid_0's poisson: -103.361\tvalid_0's l1: 16.9684\n",
"[79]\tvalid_0's poisson: -103.489\tvalid_0's l1: 16.8654\n",
"[80]\tvalid_0's poisson: -103.614\tvalid_0's l1: 16.7631\n",
"[81]\tvalid_0's poisson: -103.735\tvalid_0's l1: 16.6635\n",
"[82]\tvalid_0's poisson: -103.829\tvalid_0's l1: 16.5775\n",
"[83]\tvalid_0's poisson: -103.878\tvalid_0's l1: 16.5289\n",
"[84]\tvalid_0's poisson: -103.927\tvalid_0's l1: 16.4787\n",
"[85]\tvalid_0's poisson: -104.041\tvalid_0's l1: 16.3902\n",
"[86]\tvalid_0's poisson: -104.146\tvalid_0's l1: 16.307\n",
"[87]\tvalid_0's poisson: -104.242\tvalid_0's l1: 16.2261\n",
"[88]\tvalid_0's poisson: -104.342\tvalid_0's l1: 16.1391\n",
"[89]\tvalid_0's poisson: -104.415\tvalid_0's l1: 16.0658\n",
"[90]\tvalid_0's poisson: -104.455\tvalid_0's l1: 16.0239\n",
"[91]\tvalid_0's poisson: -104.524\tvalid_0's l1: 15.963\n",
"[92]\tvalid_0's poisson: -104.564\tvalid_0's l1: 15.9206\n",
"[93]\tvalid_0's poisson: -104.631\tvalid_0's l1: 15.851\n",
"[94]\tvalid_0's poisson: -104.669\tvalid_0's l1: 15.8101\n",
"[95]\tvalid_0's poisson: -104.706\tvalid_0's l1: 15.7733\n",
"[96]\tvalid_0's poisson: -104.782\tvalid_0's l1: 15.7042\n",
"[97]\tvalid_0's poisson: -104.847\tvalid_0's l1: 15.6483\n",
"[98]\tvalid_0's poisson: -104.914\tvalid_0's l1: 15.5896\n",
"[99]\tvalid_0's poisson: -104.985\tvalid_0's l1: 15.5208\n",
"[100]\tvalid_0's poisson: -105.035\tvalid_0's l1: 15.4734\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.199\tvalid_0's l1: 29.0687\n",
"[2]\tvalid_0's poisson: -81.9678\tvalid_0's l1: 28.7877\n",
"[3]\tvalid_0's poisson: -82.6942\tvalid_0's l1: 28.5119\n",
"[4]\tvalid_0's poisson: -83.382\tvalid_0's l1: 28.2413\n",
"[5]\tvalid_0's poisson: -84.044\tvalid_0's l1: 27.9757\n",
"[6]\tvalid_0's poisson: -84.7071\tvalid_0's l1: 27.7065\n",
"[7]\tvalid_0's poisson: -85.352\tvalid_0's l1: 27.441\n",
"[8]\tvalid_0's poisson: -85.9496\tvalid_0's l1: 27.1841\n",
"[9]\tvalid_0's poisson: -86.5152\tvalid_0's l1: 26.9352\n",
"[10]\tvalid_0's poisson: -87.0226\tvalid_0's l1: 26.7\n",
"[11]\tvalid_0's poisson: -87.5496\tvalid_0's l1: 26.4594\n",
"[12]\tvalid_0's poisson: -88.0707\tvalid_0's l1: 26.2196\n",
"[13]\tvalid_0's poisson: -88.5481\tvalid_0's l1: 25.9902\n",
"[14]\tvalid_0's poisson: -89.0003\tvalid_0's l1: 25.7684\n",
"[15]\tvalid_0's poisson: -89.4323\tvalid_0's l1: 25.5522\n",
"[16]\tvalid_0's poisson: -89.8265\tvalid_0's l1: 25.3416\n",
"[17]\tvalid_0's poisson: -90.2135\tvalid_0's l1: 25.1352\n",
"[18]\tvalid_0's poisson: -90.588\tvalid_0's l1: 24.9342\n",
"[19]\tvalid_0's poisson: -90.9427\tvalid_0's l1: 24.7413\n",
"[20]\tvalid_0's poisson: -91.2819\tvalid_0's l1: 24.5515\n",
"[21]\tvalid_0's poisson: -91.6576\tvalid_0's l1: 24.3523\n",
"[22]\tvalid_0's poisson: -91.9848\tvalid_0's l1: 24.1699\n",
"[23]\tvalid_0's poisson: -92.2848\tvalid_0's l1: 23.9949\n",
"[24]\tvalid_0's poisson: -92.5809\tvalid_0's l1: 23.8231\n",
"[25]\tvalid_0's poisson: -92.8583\tvalid_0's l1: 23.6578\n",
"[26]\tvalid_0's poisson: -93.1275\tvalid_0's l1: 23.4962\n",
"[27]\tvalid_0's poisson: -93.3864\tvalid_0's l1: 23.3398\n",
"[28]\tvalid_0's poisson: -93.6876\tvalid_0's l1: 23.1697\n",
"[29]\tvalid_0's poisson: -93.9601\tvalid_0's l1: 23.0111\n",
"[30]\tvalid_0's poisson: -94.1911\tvalid_0's l1: 22.8665\n",
"[31]\tvalid_0's poisson: -94.4563\tvalid_0's l1: 22.7087\n",
"[32]\tvalid_0's poisson: -94.7037\tvalid_0's l1: 22.5593\n",
"[33]\tvalid_0's poisson: -94.9729\tvalid_0's l1: 22.405\n",
"[34]\tvalid_0's poisson: -95.479\tvalid_0's l1: 22.1918\n",
"[35]\tvalid_0's poisson: -95.9515\tvalid_0's l1: 21.9844\n",
"[36]\tvalid_0's poisson: -96.3693\tvalid_0's l1: 21.792\n",
"[37]\tvalid_0's poisson: -96.7809\tvalid_0's l1: 21.5972\n",
"[38]\tvalid_0's poisson: -96.9518\tvalid_0's l1: 21.4721\n",
"[39]\tvalid_0's poisson: -97.1169\tvalid_0's l1: 21.35\n",
"[40]\tvalid_0's poisson: -97.3126\tvalid_0's l1: 21.2211\n",
"[41]\tvalid_0's poisson: -97.4632\tvalid_0's l1: 21.1125\n",
"[42]\tvalid_0's poisson: -97.81\tvalid_0's l1: 20.9335\n",
"[43]\tvalid_0's poisson: -98.1545\tvalid_0's l1: 20.754\n",
"[44]\tvalid_0's poisson: -98.4427\tvalid_0's l1: 20.5937\n",
"[45]\tvalid_0's poisson: -98.7068\tvalid_0's l1: 20.4495\n",
"[46]\tvalid_0's poisson: -98.9479\tvalid_0's l1: 20.3024\n",
"[47]\tvalid_0's poisson: -99.2177\tvalid_0's l1: 20.1452\n",
"[48]\tvalid_0's poisson: -99.4474\tvalid_0's l1: 20.0099\n",
"[49]\tvalid_0's poisson: -99.7084\tvalid_0's l1: 19.8536\n",
"[50]\tvalid_0's poisson: -99.9427\tvalid_0's l1: 19.7055\n",
"[51]\tvalid_0's poisson: -100.189\tvalid_0's l1: 19.5506\n",
"[52]\tvalid_0's poisson: -100.384\tvalid_0's l1: 19.4276\n",
"[53]\tvalid_0's poisson: -100.594\tvalid_0's l1: 19.2851\n",
"[54]\tvalid_0's poisson: -100.793\tvalid_0's l1: 19.1469\n",
"[55]\tvalid_0's poisson: -100.904\tvalid_0's l1: 19.0564\n",
"[56]\tvalid_0's poisson: -101.003\tvalid_0's l1: 18.967\n",
"[57]\tvalid_0's poisson: -101.184\tvalid_0's l1: 18.8468\n",
"[58]\tvalid_0's poisson: -101.377\tvalid_0's l1: 18.7106\n",
"[59]\tvalid_0's poisson: -101.467\tvalid_0's l1: 18.6298\n",
"[60]\tvalid_0's poisson: -101.642\tvalid_0's l1: 18.5001\n",
"[61]\tvalid_0's poisson: -101.811\tvalid_0's l1: 18.3821\n",
"[62]\tvalid_0's poisson: -101.981\tvalid_0's l1: 18.2578\n",
"[63]\tvalid_0's poisson: -102.153\tvalid_0's l1: 18.1273\n",
"[64]\tvalid_0's poisson: -102.317\tvalid_0's l1: 18.0003\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -102.473\tvalid_0's l1: 17.8776\n",
"[66]\tvalid_0's poisson: -102.606\tvalid_0's l1: 17.7642\n",
"[67]\tvalid_0's poisson: -102.759\tvalid_0's l1: 17.6447\n",
"[68]\tvalid_0's poisson: -102.882\tvalid_0's l1: 17.5382\n",
"[69]\tvalid_0's poisson: -103.001\tvalid_0's l1: 17.4353\n",
"[70]\tvalid_0's poisson: -103.143\tvalid_0's l1: 17.3291\n",
"[71]\tvalid_0's poisson: -103.227\tvalid_0's l1: 17.2492\n",
"[72]\tvalid_0's poisson: -103.329\tvalid_0's l1: 17.1574\n",
"[73]\tvalid_0's poisson: -103.433\tvalid_0's l1: 17.0756\n",
"[74]\tvalid_0's poisson: -103.537\tvalid_0's l1: 16.9819\n",
"[75]\tvalid_0's poisson: -103.638\tvalid_0's l1: 16.9011\n",
"[76]\tvalid_0's poisson: -103.692\tvalid_0's l1: 16.8469\n",
"[77]\tvalid_0's poisson: -103.81\tvalid_0's l1: 16.7538\n",
"[78]\tvalid_0's poisson: -103.925\tvalid_0's l1: 16.6625\n",
"[79]\tvalid_0's poisson: -104.016\tvalid_0's l1: 16.5757\n",
"[80]\tvalid_0's poisson: -104.105\tvalid_0's l1: 16.4909\n",
"[81]\tvalid_0's poisson: -104.166\tvalid_0's l1: 16.4291\n",
"[82]\tvalid_0's poisson: -104.259\tvalid_0's l1: 16.3431\n",
"[83]\tvalid_0's poisson: -104.349\tvalid_0's l1: 16.2589\n",
"[84]\tvalid_0's poisson: -104.407\tvalid_0's l1: 16.2027\n",
"[85]\tvalid_0's poisson: -104.458\tvalid_0's l1: 16.1492\n",
"[86]\tvalid_0's poisson: -104.53\tvalid_0's l1: 16.0848\n",
"[87]\tvalid_0's poisson: -104.62\tvalid_0's l1: 16.0064\n",
"[88]\tvalid_0's poisson: -104.689\tvalid_0's l1: 15.9442\n",
"[89]\tvalid_0's poisson: -104.772\tvalid_0's l1: 15.8629\n",
"[90]\tvalid_0's poisson: -104.843\tvalid_0's l1: 15.7913\n",
"[91]\tvalid_0's poisson: -104.91\tvalid_0's l1: 15.7204\n",
"[92]\tvalid_0's poisson: -104.974\tvalid_0's l1: 15.6508\n",
"[93]\tvalid_0's poisson: -105.015\tvalid_0's l1: 15.6059\n",
"[94]\tvalid_0's poisson: -105.054\tvalid_0's l1: 15.5622\n",
"[95]\tvalid_0's poisson: -105.093\tvalid_0's l1: 15.5202\n",
"[96]\tvalid_0's poisson: -105.148\tvalid_0's l1: 15.4686\n",
"[97]\tvalid_0's poisson: -105.202\tvalid_0's l1: 15.4168\n",
"[98]\tvalid_0's poisson: -105.259\tvalid_0's l1: 15.3575\n",
"[99]\tvalid_0's poisson: -105.311\tvalid_0's l1: 15.3017\n",
"[100]\tvalid_0's poisson: -105.361\tvalid_0's l1: 15.2534\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1795\tvalid_0's l1: 29.0746\n",
"[2]\tvalid_0's poisson: -81.9558\tvalid_0's l1: 28.7943\n",
"[3]\tvalid_0's poisson: -82.6843\tvalid_0's l1: 28.5197\n",
"[4]\tvalid_0's poisson: -83.3785\tvalid_0's l1: 28.2493\n",
"[5]\tvalid_0's poisson: -84.0356\tvalid_0's l1: 27.9846\n",
"[6]\tvalid_0's poisson: -84.7069\tvalid_0's l1: 27.7141\n",
"[7]\tvalid_0's poisson: -85.3251\tvalid_0's l1: 27.4552\n",
"[8]\tvalid_0's poisson: -85.9266\tvalid_0's l1: 27.1983\n",
"[9]\tvalid_0's poisson: -86.5044\tvalid_0's l1: 26.9466\n",
"[10]\tvalid_0's poisson: -87.0347\tvalid_0's l1: 26.7069\n",
"[11]\tvalid_0's poisson: -87.5582\tvalid_0's l1: 26.4653\n",
"[12]\tvalid_0's poisson: -88.0559\tvalid_0's l1: 26.2303\n",
"[13]\tvalid_0's poisson: -88.531\tvalid_0's l1: 25.9999\n",
"[14]\tvalid_0's poisson: -89.0092\tvalid_0's l1: 25.7683\n",
"[15]\tvalid_0's poisson: -89.4529\tvalid_0's l1: 25.5488\n",
"[16]\tvalid_0's poisson: -89.8589\tvalid_0's l1: 25.3345\n",
"[17]\tvalid_0's poisson: -90.2475\tvalid_0's l1: 25.126\n",
"[18]\tvalid_0's poisson: -90.6196\tvalid_0's l1: 24.9223\n",
"[19]\tvalid_0's poisson: -90.9785\tvalid_0's l1: 24.7262\n",
"[20]\tvalid_0's poisson: -91.3227\tvalid_0's l1: 24.5328\n",
"[21]\tvalid_0's poisson: -91.65\tvalid_0's l1: 24.3491\n",
"[22]\tvalid_0's poisson: -91.953\tvalid_0's l1: 24.1698\n",
"[23]\tvalid_0's poisson: -92.2805\tvalid_0's l1: 23.986\n",
"[24]\tvalid_0's poisson: -92.5638\tvalid_0's l1: 23.8141\n",
"[25]\tvalid_0's poisson: -92.8888\tvalid_0's l1: 23.634\n",
"[26]\tvalid_0's poisson: -93.1474\tvalid_0's l1: 23.4752\n",
"[27]\tvalid_0's poisson: -93.4515\tvalid_0's l1: 23.3033\n",
"[28]\tvalid_0's poisson: -93.757\tvalid_0's l1: 23.1322\n",
"[29]\tvalid_0's poisson: -94.2207\tvalid_0's l1: 22.9385\n",
"[30]\tvalid_0's poisson: -94.5007\tvalid_0's l1: 22.7743\n",
"[31]\tvalid_0's poisson: -94.7233\tvalid_0's l1: 22.6283\n",
"[32]\tvalid_0's poisson: -94.9693\tvalid_0's l1: 22.475\n",
"[33]\tvalid_0's poisson: -95.1846\tvalid_0's l1: 22.3367\n",
"[34]\tvalid_0's poisson: -95.3932\tvalid_0's l1: 22.2017\n",
"[35]\tvalid_0's poisson: -95.6171\tvalid_0's l1: 22.0613\n",
"[36]\tvalid_0's poisson: -96.0475\tvalid_0's l1: 21.8717\n",
"[37]\tvalid_0's poisson: -96.4452\tvalid_0's l1: 21.6883\n",
"[38]\tvalid_0's poisson: -96.8342\tvalid_0's l1: 21.499\n",
"[39]\tvalid_0's poisson: -97.1307\tvalid_0's l1: 21.3376\n",
"[40]\tvalid_0's poisson: -97.5081\tvalid_0's l1: 21.1487\n",
"[41]\tvalid_0's poisson: -97.6774\tvalid_0's l1: 21.0251\n",
"[42]\tvalid_0's poisson: -97.9444\tvalid_0's l1: 20.8723\n",
"[43]\tvalid_0's poisson: -98.274\tvalid_0's l1: 20.7009\n",
"[44]\tvalid_0's poisson: -98.5726\tvalid_0's l1: 20.5327\n",
"[45]\tvalid_0's poisson: -98.8216\tvalid_0's l1: 20.3943\n",
"[46]\tvalid_0's poisson: -99.0762\tvalid_0's l1: 20.2482\n",
"[47]\tvalid_0's poisson: -99.338\tvalid_0's l1: 20.0915\n",
"[48]\tvalid_0's poisson: -99.6015\tvalid_0's l1: 19.9344\n",
"[49]\tvalid_0's poisson: -99.851\tvalid_0's l1: 19.7842\n",
"[50]\tvalid_0's poisson: -99.9624\tvalid_0's l1: 19.6865\n",
"[51]\tvalid_0's poisson: -100.07\tvalid_0's l1: 19.5911\n",
"[52]\tvalid_0's poisson: -100.282\tvalid_0's l1: 19.4659\n",
"[53]\tvalid_0's poisson: -100.493\tvalid_0's l1: 19.327\n",
"[54]\tvalid_0's poisson: -100.694\tvalid_0's l1: 19.1913\n",
"[55]\tvalid_0's poisson: -100.805\tvalid_0's l1: 19.0898\n",
"[56]\tvalid_0's poisson: -101.008\tvalid_0's l1: 18.9624\n",
"[57]\tvalid_0's poisson: -101.111\tvalid_0's l1: 18.873\n",
"[58]\tvalid_0's poisson: -101.315\tvalid_0's l1: 18.7339\n",
"[59]\tvalid_0's poisson: -101.505\tvalid_0's l1: 18.6009\n",
"[60]\tvalid_0's poisson: -101.66\tvalid_0's l1: 18.4808\n",
"[61]\tvalid_0's poisson: -101.841\tvalid_0's l1: 18.346\n",
"[62]\tvalid_0's poisson: -101.916\tvalid_0's l1: 18.2764\n",
"[63]\tvalid_0's poisson: -102.003\tvalid_0's l1: 18.1966\n",
"[64]\tvalid_0's poisson: -102.179\tvalid_0's l1: 18.0696\n",
"[65]\tvalid_0's poisson: -102.347\tvalid_0's l1: 17.9467\n",
"[66]\tvalid_0's poisson: -102.502\tvalid_0's l1: 17.8271\n",
"[67]\tvalid_0's poisson: -102.631\tvalid_0's l1: 17.7273\n",
"[68]\tvalid_0's poisson: -102.762\tvalid_0's l1: 17.6193\n",
"[69]\tvalid_0's poisson: -102.888\tvalid_0's l1: 17.5148\n",
"[70]\tvalid_0's poisson: -102.962\tvalid_0's l1: 17.4456\n",
"[71]\tvalid_0's poisson: -103.082\tvalid_0's l1: 17.3433\n",
"[72]\tvalid_0's poisson: -103.198\tvalid_0's l1: 17.2442\n",
"[73]\tvalid_0's poisson: -103.309\tvalid_0's l1: 17.1485\n",
"[74]\tvalid_0's poisson: -103.442\tvalid_0's l1: 17.0438\n",
"[75]\tvalid_0's poisson: -103.566\tvalid_0's l1: 16.9407\n",
"[76]\tvalid_0's poisson: -103.628\tvalid_0's l1: 16.8803\n",
"[77]\tvalid_0's poisson: -103.745\tvalid_0's l1: 16.7813\n",
"[78]\tvalid_0's poisson: -103.859\tvalid_0's l1: 16.6846\n",
"[79]\tvalid_0's poisson: -103.971\tvalid_0's l1: 16.5926\n",
"[80]\tvalid_0's poisson: -104.083\tvalid_0's l1: 16.5024\n",
"[81]\tvalid_0's poisson: -104.148\tvalid_0's l1: 16.4369\n",
"[82]\tvalid_0's poisson: -104.194\tvalid_0's l1: 16.388\n",
"[83]\tvalid_0's poisson: -104.248\tvalid_0's l1: 16.3336\n",
"[84]\tvalid_0's poisson: -104.343\tvalid_0's l1: 16.2478\n",
"[85]\tvalid_0's poisson: -104.386\tvalid_0's l1: 16.2019\n",
"[86]\tvalid_0's poisson: -104.457\tvalid_0's l1: 16.1392\n",
"[87]\tvalid_0's poisson: -104.507\tvalid_0's l1: 16.0883\n",
"[88]\tvalid_0's poisson: -104.573\tvalid_0's l1: 16.0284\n",
"[89]\tvalid_0's poisson: -104.616\tvalid_0's l1: 15.9856\n",
"[90]\tvalid_0's poisson: -104.7\tvalid_0's l1: 15.9055\n",
"[91]\tvalid_0's poisson: -104.758\tvalid_0's l1: 15.8531\n",
"[92]\tvalid_0's poisson: -104.798\tvalid_0's l1: 15.8107\n",
"[93]\tvalid_0's poisson: -104.836\tvalid_0's l1: 15.7686\n",
"[94]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.733\n",
"[95]\tvalid_0's poisson: -104.909\tvalid_0's l1: 15.6861\n",
"[96]\tvalid_0's poisson: -104.946\tvalid_0's l1: 15.6396\n",
"[97]\tvalid_0's poisson: -104.982\tvalid_0's l1: 15.595\n",
"[98]\tvalid_0's poisson: -105.055\tvalid_0's l1: 15.5241\n",
"[99]\tvalid_0's poisson: -105.09\tvalid_0's l1: 15.4866\n",
"[100]\tvalid_0's poisson: -105.125\tvalid_0's l1: 15.4492\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1804\tvalid_0's l1: 29.0731\n",
"[2]\tvalid_0's poisson: -81.9331\tvalid_0's l1: 28.7961\n",
"[3]\tvalid_0's poisson: -82.671\tvalid_0's l1: 28.5185\n",
"[4]\tvalid_0's poisson: -83.3681\tvalid_0's l1: 28.2468\n",
"[5]\tvalid_0's poisson: -84.0427\tvalid_0's l1: 27.9789\n",
"[6]\tvalid_0's poisson: -84.6569\tvalid_0's l1: 27.722\n",
"[7]\tvalid_0's poisson: -85.2634\tvalid_0's l1: 27.4663\n",
"[8]\tvalid_0's poisson: -85.8647\tvalid_0's l1: 27.2107\n",
"[9]\tvalid_0's poisson: -86.4155\tvalid_0's l1: 26.966\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[10]\tvalid_0's poisson: -86.9574\tvalid_0's l1: 26.7241\n",
"[11]\tvalid_0's poisson: -87.4936\tvalid_0's l1: 26.4817\n",
"[12]\tvalid_0's poisson: -87.9854\tvalid_0's l1: 26.2484\n",
"[13]\tvalid_0's poisson: -88.4285\tvalid_0's l1: 26.0285\n",
"[14]\tvalid_0's poisson: -88.8672\tvalid_0's l1: 25.8081\n",
"[15]\tvalid_0's poisson: -89.2983\tvalid_0's l1: 25.5915\n",
"[16]\tvalid_0's poisson: -89.6991\tvalid_0's l1: 25.3819\n",
"[17]\tvalid_0's poisson: -90.0634\tvalid_0's l1: 25.1866\n",
"[18]\tvalid_0's poisson: -90.4175\tvalid_0's l1: 24.993\n",
"[19]\tvalid_0's poisson: -90.7716\tvalid_0's l1: 24.8013\n",
"[20]\tvalid_0's poisson: -91.1238\tvalid_0's l1: 24.6103\n",
"[21]\tvalid_0's poisson: -91.4723\tvalid_0's l1: 24.4199\n",
"[22]\tvalid_0's poisson: -91.7878\tvalid_0's l1: 24.2417\n",
"[23]\tvalid_0's poisson: -92.1266\tvalid_0's l1: 24.0551\n",
"[24]\tvalid_0's poisson: -92.4157\tvalid_0's l1: 23.8854\n",
"[25]\tvalid_0's poisson: -92.7096\tvalid_0's l1: 23.7141\n",
"[26]\tvalid_0's poisson: -92.9784\tvalid_0's l1: 23.5532\n",
"[27]\tvalid_0's poisson: -93.2366\tvalid_0's l1: 23.3953\n",
"[28]\tvalid_0's poisson: -93.4862\tvalid_0's l1: 23.2429\n",
"[29]\tvalid_0's poisson: -93.7291\tvalid_0's l1: 23.092\n",
"[30]\tvalid_0's poisson: -93.96\tvalid_0's l1: 22.9481\n",
"[31]\tvalid_0's poisson: -94.2383\tvalid_0's l1: 22.7875\n",
"[32]\tvalid_0's poisson: -94.5035\tvalid_0's l1: 22.6314\n",
"[33]\tvalid_0's poisson: -94.7109\tvalid_0's l1: 22.4978\n",
"[34]\tvalid_0's poisson: -94.9662\tvalid_0's l1: 22.3479\n",
"[35]\tvalid_0's poisson: -95.1949\tvalid_0's l1: 22.2077\n",
"[36]\tvalid_0's poisson: -95.5458\tvalid_0's l1: 22.0459\n",
"[37]\tvalid_0's poisson: -95.7366\tvalid_0's l1: 21.9203\n",
"[38]\tvalid_0's poisson: -96.1921\tvalid_0's l1: 21.7205\n",
"[39]\tvalid_0's poisson: -96.6188\tvalid_0's l1: 21.5251\n",
"[40]\tvalid_0's poisson: -96.9938\tvalid_0's l1: 21.3446\n",
"[41]\tvalid_0's poisson: -97.3458\tvalid_0's l1: 21.1702\n",
"[42]\tvalid_0's poisson: -97.6544\tvalid_0's l1: 21.0046\n",
"[43]\tvalid_0's poisson: -97.9515\tvalid_0's l1: 20.848\n",
"[44]\tvalid_0's poisson: -98.2317\tvalid_0's l1: 20.6991\n",
"[45]\tvalid_0's poisson: -98.5269\tvalid_0's l1: 20.5342\n",
"[46]\tvalid_0's poisson: -98.7584\tvalid_0's l1: 20.3934\n",
"[47]\tvalid_0's poisson: -99.0272\tvalid_0's l1: 20.2372\n",
"[48]\tvalid_0's poisson: -99.2657\tvalid_0's l1: 20.0906\n",
"[49]\tvalid_0's poisson: -99.4924\tvalid_0's l1: 19.9594\n",
"[50]\tvalid_0's poisson: -99.7299\tvalid_0's l1: 19.8126\n",
"[51]\tvalid_0's poisson: -99.9555\tvalid_0's l1: 19.6729\n",
"[52]\tvalid_0's poisson: -100.071\tvalid_0's l1: 19.5794\n",
"[53]\tvalid_0's poisson: -100.276\tvalid_0's l1: 19.4415\n",
"[54]\tvalid_0's poisson: -100.496\tvalid_0's l1: 19.2994\n",
"[55]\tvalid_0's poisson: -100.603\tvalid_0's l1: 19.2125\n",
"[56]\tvalid_0's poisson: -100.779\tvalid_0's l1: 19.0965\n",
"[57]\tvalid_0's poisson: -100.887\tvalid_0's l1: 19.0013\n",
"[58]\tvalid_0's poisson: -101.049\tvalid_0's l1: 18.8846\n",
"[59]\tvalid_0's poisson: -101.197\tvalid_0's l1: 18.7694\n",
"[60]\tvalid_0's poisson: -101.353\tvalid_0's l1: 18.6513\n",
"[61]\tvalid_0's poisson: -101.545\tvalid_0's l1: 18.5136\n",
"[62]\tvalid_0's poisson: -101.728\tvalid_0's l1: 18.3815\n",
"[63]\tvalid_0's poisson: -101.885\tvalid_0's l1: 18.2741\n",
"[64]\tvalid_0's poisson: -102.08\tvalid_0's l1: 18.1452\n",
"[65]\tvalid_0's poisson: -102.264\tvalid_0's l1: 18.0202\n",
"[66]\tvalid_0's poisson: -102.403\tvalid_0's l1: 17.9075\n",
"[67]\tvalid_0's poisson: -102.571\tvalid_0's l1: 17.7898\n",
"[68]\tvalid_0's poisson: -102.692\tvalid_0's l1: 17.6958\n",
"[69]\tvalid_0's poisson: -102.832\tvalid_0's l1: 17.5844\n",
"[70]\tvalid_0's poisson: -102.911\tvalid_0's l1: 17.5125\n",
"[71]\tvalid_0's poisson: -103.043\tvalid_0's l1: 17.4061\n",
"[72]\tvalid_0's poisson: -103.125\tvalid_0's l1: 17.3281\n",
"[73]\tvalid_0's poisson: -103.259\tvalid_0's l1: 17.2204\n",
"[74]\tvalid_0's poisson: -103.329\tvalid_0's l1: 17.1562\n",
"[75]\tvalid_0's poisson: -103.386\tvalid_0's l1: 17.0988\n",
"[76]\tvalid_0's poisson: -103.497\tvalid_0's l1: 17.003\n",
"[77]\tvalid_0's poisson: -103.619\tvalid_0's l1: 16.9014\n",
"[78]\tvalid_0's poisson: -103.745\tvalid_0's l1: 16.8047\n",
"[79]\tvalid_0's poisson: -103.845\tvalid_0's l1: 16.7149\n",
"[80]\tvalid_0's poisson: -103.929\tvalid_0's l1: 16.6422\n",
"[81]\tvalid_0's poisson: -103.981\tvalid_0's l1: 16.5896\n",
"[82]\tvalid_0's poisson: -104.086\tvalid_0's l1: 16.4964\n",
"[83]\tvalid_0's poisson: -104.174\tvalid_0's l1: 16.413\n",
"[84]\tvalid_0's poisson: -104.272\tvalid_0's l1: 16.3245\n",
"[85]\tvalid_0's poisson: -104.345\tvalid_0's l1: 16.2599\n",
"[86]\tvalid_0's poisson: -104.415\tvalid_0's l1: 16.1974\n",
"[87]\tvalid_0's poisson: -104.475\tvalid_0's l1: 16.1381\n",
"[88]\tvalid_0's poisson: -104.521\tvalid_0's l1: 16.0896\n",
"[89]\tvalid_0's poisson: -104.563\tvalid_0's l1: 16.0453\n",
"[90]\tvalid_0's poisson: -104.648\tvalid_0's l1: 15.9643\n",
"[91]\tvalid_0's poisson: -104.721\tvalid_0's l1: 15.8948\n",
"[92]\tvalid_0's poisson: -104.802\tvalid_0's l1: 15.8162\n",
"[93]\tvalid_0's poisson: -104.879\tvalid_0's l1: 15.7407\n",
"[94]\tvalid_0's poisson: -104.921\tvalid_0's l1: 15.6962\n",
"[95]\tvalid_0's poisson: -104.996\tvalid_0's l1: 15.6208\n",
"[96]\tvalid_0's poisson: -105.039\tvalid_0's l1: 15.5715\n",
"[97]\tvalid_0's poisson: -105.084\tvalid_0's l1: 15.5243\n",
"[98]\tvalid_0's poisson: -105.139\tvalid_0's l1: 15.4715\n",
"[99]\tvalid_0's poisson: -105.199\tvalid_0's l1: 15.4103\n",
"[100]\tvalid_0's poisson: -105.257\tvalid_0's l1: 15.3506\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1763\tvalid_0's l1: 29.0765\n",
"[2]\tvalid_0's poisson: -81.9263\tvalid_0's l1: 28.801\n",
"[3]\tvalid_0's poisson: -82.6356\tvalid_0's l1: 28.5307\n",
"[4]\tvalid_0's poisson: -83.3075\tvalid_0's l1: 28.2664\n",
"[5]\tvalid_0's poisson: -83.974\tvalid_0's l1: 28.0001\n",
"[6]\tvalid_0's poisson: -84.628\tvalid_0's l1: 27.7371\n",
"[7]\tvalid_0's poisson: -85.2469\tvalid_0's l1: 27.4808\n",
"[8]\tvalid_0's poisson: -85.8616\tvalid_0's l1: 27.2226\n",
"[9]\tvalid_0's poisson: -86.4449\tvalid_0's l1: 26.9691\n",
"[10]\tvalid_0's poisson: -86.962\tvalid_0's l1: 26.731\n",
"[11]\tvalid_0's poisson: -87.4664\tvalid_0's l1: 26.4947\n",
"[12]\tvalid_0's poisson: -87.9703\tvalid_0's l1: 26.2581\n",
"[13]\tvalid_0's poisson: -88.4543\tvalid_0's l1: 26.0271\n",
"[14]\tvalid_0's poisson: -88.8807\tvalid_0's l1: 25.8104\n",
"[15]\tvalid_0's poisson: -89.3257\tvalid_0's l1: 25.5896\n",
"[16]\tvalid_0's poisson: -89.7428\tvalid_0's l1: 25.3761\n",
"[17]\tvalid_0's poisson: -90.1341\tvalid_0's l1: 25.1681\n",
"[18]\tvalid_0's poisson: -90.5084\tvalid_0's l1: 24.9651\n",
"[19]\tvalid_0's poisson: -90.8549\tvalid_0's l1: 24.7761\n",
"[20]\tvalid_0's poisson: -91.1891\tvalid_0's l1: 24.5873\n",
"[21]\tvalid_0's poisson: -91.5204\tvalid_0's l1: 24.4008\n",
"[22]\tvalid_0's poisson: -91.8278\tvalid_0's l1: 24.2239\n",
"[23]\tvalid_0's poisson: -92.1325\tvalid_0's l1: 24.0485\n",
"[24]\tvalid_0's poisson: -92.4252\tvalid_0's l1: 23.8769\n",
"[25]\tvalid_0's poisson: -92.7627\tvalid_0's l1: 23.693\n",
"[26]\tvalid_0's poisson: -93.0874\tvalid_0's l1: 23.5119\n",
"[27]\tvalid_0's poisson: -93.3619\tvalid_0's l1: 23.3487\n",
"[28]\tvalid_0's poisson: -93.617\tvalid_0's l1: 23.1919\n",
"[29]\tvalid_0's poisson: -93.8555\tvalid_0's l1: 23.0471\n",
"[30]\tvalid_0's poisson: -94.1149\tvalid_0's l1: 22.8917\n",
"[31]\tvalid_0's poisson: -94.3957\tvalid_0's l1: 22.7272\n",
"[32]\tvalid_0's poisson: -94.6597\tvalid_0's l1: 22.5717\n",
"[33]\tvalid_0's poisson: -94.9226\tvalid_0's l1: 22.4152\n",
"[34]\tvalid_0's poisson: -95.3725\tvalid_0's l1: 22.2244\n",
"[35]\tvalid_0's poisson: -95.5679\tvalid_0's l1: 22.0945\n",
"[36]\tvalid_0's poisson: -95.8016\tvalid_0's l1: 21.9538\n",
"[37]\tvalid_0's poisson: -95.9909\tvalid_0's l1: 21.8282\n",
"[38]\tvalid_0's poisson: -96.168\tvalid_0's l1: 21.7058\n",
"[39]\tvalid_0's poisson: -96.369\tvalid_0's l1: 21.5716\n",
"[40]\tvalid_0's poisson: -96.7027\tvalid_0's l1: 21.4133\n",
"[41]\tvalid_0's poisson: -97.0941\tvalid_0's l1: 21.2306\n",
"[42]\tvalid_0's poisson: -97.4506\tvalid_0's l1: 21.0554\n",
"[43]\tvalid_0's poisson: -97.797\tvalid_0's l1: 20.8814\n",
"[44]\tvalid_0's poisson: -98.1312\tvalid_0's l1: 20.7173\n",
"[45]\tvalid_0's poisson: -98.4555\tvalid_0's l1: 20.5456\n",
"[46]\tvalid_0's poisson: -98.7339\tvalid_0's l1: 20.3913\n",
"[47]\tvalid_0's poisson: -98.9958\tvalid_0's l1: 20.2367\n",
"[48]\tvalid_0's poisson: -99.2334\tvalid_0's l1: 20.1021\n",
"[49]\tvalid_0's poisson: -99.4871\tvalid_0's l1: 19.9513\n",
"[50]\tvalid_0's poisson: -99.7512\tvalid_0's l1: 19.7976\n",
"[51]\tvalid_0's poisson: -99.9605\tvalid_0's l1: 19.6716\n",
"[52]\tvalid_0's poisson: -100.183\tvalid_0's l1: 19.5301\n",
"[53]\tvalid_0's poisson: -100.392\tvalid_0's l1: 19.3998\n",
"[54]\tvalid_0's poisson: -100.595\tvalid_0's l1: 19.2648\n",
"[55]\tvalid_0's poisson: -100.704\tvalid_0's l1: 19.173\n",
"[56]\tvalid_0's poisson: -100.909\tvalid_0's l1: 19.0347\n",
"[57]\tvalid_0's poisson: -101.103\tvalid_0's l1: 18.9096\n",
"[58]\tvalid_0's poisson: -101.3\tvalid_0's l1: 18.7748\n",
"[59]\tvalid_0's poisson: -101.476\tvalid_0's l1: 18.6467\n",
"[60]\tvalid_0's poisson: -101.629\tvalid_0's l1: 18.5274\n",
"[61]\tvalid_0's poisson: -101.791\tvalid_0's l1: 18.4067\n",
"[62]\tvalid_0's poisson: -101.937\tvalid_0's l1: 18.2997\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -102.09\tvalid_0's l1: 18.1859\n",
"[64]\tvalid_0's poisson: -102.169\tvalid_0's l1: 18.1167\n",
"[65]\tvalid_0's poisson: -102.237\tvalid_0's l1: 18.052\n",
"[66]\tvalid_0's poisson: -102.319\tvalid_0's l1: 17.9764\n",
"[67]\tvalid_0's poisson: -102.404\tvalid_0's l1: 17.9018\n",
"[68]\tvalid_0's poisson: -102.524\tvalid_0's l1: 17.8128\n",
"[69]\tvalid_0's poisson: -102.598\tvalid_0's l1: 17.7389\n",
"[70]\tvalid_0's poisson: -102.669\tvalid_0's l1: 17.6745\n",
"[71]\tvalid_0's poisson: -102.74\tvalid_0's l1: 17.6029\n",
"[72]\tvalid_0's poisson: -102.862\tvalid_0's l1: 17.5017\n",
"[73]\tvalid_0's poisson: -102.969\tvalid_0's l1: 17.4215\n",
"[74]\tvalid_0's poisson: -103.034\tvalid_0's l1: 17.3568\n",
"[75]\tvalid_0's poisson: -103.134\tvalid_0's l1: 17.2791\n",
"[76]\tvalid_0's poisson: -103.237\tvalid_0's l1: 17.1938\n",
"[77]\tvalid_0's poisson: -103.342\tvalid_0's l1: 17.1032\n",
"[78]\tvalid_0's poisson: -103.444\tvalid_0's l1: 17.0162\n",
"[79]\tvalid_0's poisson: -103.542\tvalid_0's l1: 16.9307\n",
"[80]\tvalid_0's poisson: -103.638\tvalid_0's l1: 16.8513\n",
"[81]\tvalid_0's poisson: -103.742\tvalid_0's l1: 16.7657\n",
"[82]\tvalid_0's poisson: -103.837\tvalid_0's l1: 16.6957\n",
"[83]\tvalid_0's poisson: -103.931\tvalid_0's l1: 16.6157\n",
"[84]\tvalid_0's poisson: -104.028\tvalid_0's l1: 16.5351\n",
"[85]\tvalid_0's poisson: -104.113\tvalid_0's l1: 16.4544\n",
"[86]\tvalid_0's poisson: -104.204\tvalid_0's l1: 16.3797\n",
"[87]\tvalid_0's poisson: -104.303\tvalid_0's l1: 16.2903\n",
"[88]\tvalid_0's poisson: -104.374\tvalid_0's l1: 16.2277\n",
"[89]\tvalid_0's poisson: -104.471\tvalid_0's l1: 16.143\n",
"[90]\tvalid_0's poisson: -104.562\tvalid_0's l1: 16.0588\n",
"[91]\tvalid_0's poisson: -104.648\tvalid_0's l1: 15.9786\n",
"[92]\tvalid_0's poisson: -104.699\tvalid_0's l1: 15.9244\n",
"[93]\tvalid_0's poisson: -104.761\tvalid_0's l1: 15.8677\n",
"[94]\tvalid_0's poisson: -104.8\tvalid_0's l1: 15.8268\n",
"[95]\tvalid_0's poisson: -104.867\tvalid_0's l1: 15.7581\n",
"[96]\tvalid_0's poisson: -104.933\tvalid_0's l1: 15.6909\n",
"[97]\tvalid_0's poisson: -104.995\tvalid_0's l1: 15.6256\n",
"[98]\tvalid_0's poisson: -105.032\tvalid_0's l1: 15.584\n",
"[99]\tvalid_0's poisson: -105.108\tvalid_0's l1: 15.5156\n",
"[100]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4745\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1958\tvalid_0's l1: 29.0694\n",
"[2]\tvalid_0's poisson: -81.9424\tvalid_0's l1: 28.7937\n",
"[3]\tvalid_0's poisson: -82.6823\tvalid_0's l1: 28.5183\n",
"[4]\tvalid_0's poisson: -83.3811\tvalid_0's l1: 28.2488\n",
"[5]\tvalid_0's poisson: -84.0489\tvalid_0's l1: 27.9831\n",
"[6]\tvalid_0's poisson: -84.6854\tvalid_0's l1: 27.719\n",
"[7]\tvalid_0's poisson: -85.3109\tvalid_0's l1: 27.4568\n",
"[8]\tvalid_0's poisson: -85.9289\tvalid_0's l1: 27.1961\n",
"[9]\tvalid_0's poisson: -86.493\tvalid_0's l1: 26.947\n",
"[10]\tvalid_0's poisson: -87.0313\tvalid_0's l1: 26.7065\n",
"[11]\tvalid_0's poisson: -87.5259\tvalid_0's l1: 26.4733\n",
"[12]\tvalid_0's poisson: -88.0312\tvalid_0's l1: 26.2382\n",
"[13]\tvalid_0's poisson: -88.5123\tvalid_0's l1: 26.0084\n",
"[14]\tvalid_0's poisson: -88.9706\tvalid_0's l1: 25.7841\n",
"[15]\tvalid_0's poisson: -89.4051\tvalid_0's l1: 25.5664\n",
"[16]\tvalid_0's poisson: -89.8082\tvalid_0's l1: 25.3551\n",
"[17]\tvalid_0's poisson: -90.1821\tvalid_0's l1: 25.1523\n",
"[18]\tvalid_0's poisson: -90.5687\tvalid_0's l1: 24.9488\n",
"[19]\tvalid_0's poisson: -90.9241\tvalid_0's l1: 24.7541\n",
"[20]\tvalid_0's poisson: -91.2635\tvalid_0's l1: 24.5634\n",
"[21]\tvalid_0's poisson: -91.6007\tvalid_0's l1: 24.3754\n",
"[22]\tvalid_0's poisson: -91.946\tvalid_0's l1: 24.1863\n",
"[23]\tvalid_0's poisson: -92.2479\tvalid_0's l1: 24.0087\n",
"[24]\tvalid_0's poisson: -92.538\tvalid_0's l1: 23.8356\n",
"[25]\tvalid_0's poisson: -92.8186\tvalid_0's l1: 23.6678\n",
"[26]\tvalid_0's poisson: -93.0876\tvalid_0's l1: 23.5027\n",
"[27]\tvalid_0's poisson: -93.3604\tvalid_0's l1: 23.3428\n",
"[28]\tvalid_0's poisson: -93.6702\tvalid_0's l1: 23.1721\n",
"[29]\tvalid_0's poisson: -93.9678\tvalid_0's l1: 23.0056\n",
"[30]\tvalid_0's poisson: -94.4607\tvalid_0's l1: 22.8016\n",
"[31]\tvalid_0's poisson: -94.7257\tvalid_0's l1: 22.6393\n",
"[32]\tvalid_0's poisson: -94.9499\tvalid_0's l1: 22.4922\n",
"[33]\tvalid_0's poisson: -95.2087\tvalid_0's l1: 22.3351\n",
"[34]\tvalid_0's poisson: -95.6249\tvalid_0's l1: 22.1497\n",
"[35]\tvalid_0's poisson: -95.8154\tvalid_0's l1: 22.0195\n",
"[36]\tvalid_0's poisson: -96.0424\tvalid_0's l1: 21.8778\n",
"[37]\tvalid_0's poisson: -96.2666\tvalid_0's l1: 21.734\n",
"[38]\tvalid_0's poisson: -96.4391\tvalid_0's l1: 21.6113\n",
"[39]\tvalid_0's poisson: -96.6368\tvalid_0's l1: 21.4791\n",
"[40]\tvalid_0's poisson: -96.9817\tvalid_0's l1: 21.3162\n",
"[41]\tvalid_0's poisson: -97.1739\tvalid_0's l1: 21.1912\n",
"[42]\tvalid_0's poisson: -97.4905\tvalid_0's l1: 21.0362\n",
"[43]\tvalid_0's poisson: -97.7469\tvalid_0's l1: 20.8973\n",
"[44]\tvalid_0's poisson: -98.0739\tvalid_0's l1: 20.7262\n",
"[45]\tvalid_0's poisson: -98.3875\tvalid_0's l1: 20.5545\n",
"[46]\tvalid_0's poisson: -98.652\tvalid_0's l1: 20.4149\n",
"[47]\tvalid_0's poisson: -98.9154\tvalid_0's l1: 20.2567\n",
"[48]\tvalid_0's poisson: -99.1753\tvalid_0's l1: 20.1019\n",
"[49]\tvalid_0's poisson: -99.4227\tvalid_0's l1: 19.9503\n",
"[50]\tvalid_0's poisson: -99.6697\tvalid_0's l1: 19.7994\n",
"[51]\tvalid_0's poisson: -99.7809\tvalid_0's l1: 19.7041\n",
"[52]\tvalid_0's poisson: -99.8949\tvalid_0's l1: 19.6098\n",
"[53]\tvalid_0's poisson: -100.102\tvalid_0's l1: 19.4872\n",
"[54]\tvalid_0's poisson: -100.307\tvalid_0's l1: 19.3504\n",
"[55]\tvalid_0's poisson: -100.462\tvalid_0's l1: 19.2421\n",
"[56]\tvalid_0's poisson: -100.667\tvalid_0's l1: 19.1165\n",
"[57]\tvalid_0's poisson: -100.849\tvalid_0's l1: 18.9858\n",
"[58]\tvalid_0's poisson: -101.023\tvalid_0's l1: 18.8591\n",
"[59]\tvalid_0's poisson: -101.189\tvalid_0's l1: 18.734\n",
"[60]\tvalid_0's poisson: -101.348\tvalid_0's l1: 18.6117\n",
"[61]\tvalid_0's poisson: -101.5\tvalid_0's l1: 18.4926\n",
"[62]\tvalid_0's poisson: -101.646\tvalid_0's l1: 18.3779\n",
"[63]\tvalid_0's poisson: -101.745\tvalid_0's l1: 18.2901\n",
"[64]\tvalid_0's poisson: -101.924\tvalid_0's l1: 18.1605\n",
"[65]\tvalid_0's poisson: -102.096\tvalid_0's l1: 18.0338\n",
"[66]\tvalid_0's poisson: -102.192\tvalid_0's l1: 17.9477\n",
"[67]\tvalid_0's poisson: -102.279\tvalid_0's l1: 17.8672\n",
"[68]\tvalid_0's poisson: -102.348\tvalid_0's l1: 17.7999\n",
"[69]\tvalid_0's poisson: -102.48\tvalid_0's l1: 17.704\n",
"[70]\tvalid_0's poisson: -102.549\tvalid_0's l1: 17.6379\n",
"[71]\tvalid_0's poisson: -102.612\tvalid_0's l1: 17.5768\n",
"[72]\tvalid_0's poisson: -102.758\tvalid_0's l1: 17.4643\n",
"[73]\tvalid_0's poisson: -102.901\tvalid_0's l1: 17.3529\n",
"[74]\tvalid_0's poisson: -103.044\tvalid_0's l1: 17.2416\n",
"[75]\tvalid_0's poisson: -103.188\tvalid_0's l1: 17.1379\n",
"[76]\tvalid_0's poisson: -103.291\tvalid_0's l1: 17.0562\n",
"[77]\tvalid_0's poisson: -103.346\tvalid_0's l1: 17.0005\n",
"[78]\tvalid_0's poisson: -103.471\tvalid_0's l1: 16.8995\n",
"[79]\tvalid_0's poisson: -103.59\tvalid_0's l1: 16.8007\n",
"[80]\tvalid_0's poisson: -103.681\tvalid_0's l1: 16.7266\n",
"[81]\tvalid_0's poisson: -103.802\tvalid_0's l1: 16.6337\n",
"[82]\tvalid_0's poisson: -103.914\tvalid_0's l1: 16.5384\n",
"[83]\tvalid_0's poisson: -103.968\tvalid_0's l1: 16.4837\n",
"[84]\tvalid_0's poisson: -104.048\tvalid_0's l1: 16.4154\n",
"[85]\tvalid_0's poisson: -104.099\tvalid_0's l1: 16.3635\n",
"[86]\tvalid_0's poisson: -104.183\tvalid_0's l1: 16.2901\n",
"[87]\tvalid_0's poisson: -104.227\tvalid_0's l1: 16.2434\n",
"[88]\tvalid_0's poisson: -104.325\tvalid_0's l1: 16.1573\n",
"[89]\tvalid_0's poisson: -104.424\tvalid_0's l1: 16.0768\n",
"[90]\tvalid_0's poisson: -104.467\tvalid_0's l1: 16.0318\n",
"[91]\tvalid_0's poisson: -104.548\tvalid_0's l1: 15.9579\n",
"[92]\tvalid_0's poisson: -104.586\tvalid_0's l1: 15.9182\n",
"[93]\tvalid_0's poisson: -104.622\tvalid_0's l1: 15.8797\n",
"[94]\tvalid_0's poisson: -104.662\tvalid_0's l1: 15.8286\n",
"[95]\tvalid_0's poisson: -104.718\tvalid_0's l1: 15.7702\n",
"[96]\tvalid_0's poisson: -104.756\tvalid_0's l1: 15.7319\n",
"[97]\tvalid_0's poisson: -104.794\tvalid_0's l1: 15.6846\n",
"[98]\tvalid_0's poisson: -104.838\tvalid_0's l1: 15.6369\n",
"[99]\tvalid_0's poisson: -104.874\tvalid_0's l1: 15.5922\n",
"[100]\tvalid_0's poisson: -104.927\tvalid_0's l1: 15.5456\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.198\tvalid_0's l1: 29.0702\n",
"[2]\tvalid_0's poisson: -81.9661\tvalid_0's l1: 28.7903\n",
"[3]\tvalid_0's poisson: -82.6917\tvalid_0's l1: 28.5157\n",
"[4]\tvalid_0's poisson: -83.3788\tvalid_0's l1: 28.2462\n",
"[5]\tvalid_0's poisson: -84.0777\tvalid_0's l1: 27.9729\n",
"[6]\tvalid_0's poisson: -84.7033\tvalid_0's l1: 27.7137\n",
"[7]\tvalid_0's poisson: -85.3471\tvalid_0's l1: 27.4497\n",
"[8]\tvalid_0's poisson: -85.9103\tvalid_0's l1: 27.2014\n",
"[9]\tvalid_0's poisson: -86.477\tvalid_0's l1: 26.9531\n",
"[10]\tvalid_0's poisson: -87.0299\tvalid_0's l1: 26.7071\n",
"[11]\tvalid_0's poisson: -87.5537\tvalid_0's l1: 26.4676\n",
"[12]\tvalid_0's poisson: -88.0738\tvalid_0's l1: 26.2276\n",
"[13]\tvalid_0's poisson: -88.5499\tvalid_0's l1: 25.9987\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[14]\tvalid_0's poisson: -89.0011\tvalid_0's l1: 25.7771\n",
"[15]\tvalid_0's poisson: -89.4127\tvalid_0's l1: 25.564\n",
"[16]\tvalid_0's poisson: -89.8177\tvalid_0's l1: 25.3499\n",
"[17]\tvalid_0's poisson: -90.2076\tvalid_0's l1: 25.1437\n",
"[18]\tvalid_0's poisson: -90.5952\tvalid_0's l1: 24.9393\n",
"[19]\tvalid_0's poisson: -90.949\tvalid_0's l1: 24.7442\n",
"[20]\tvalid_0's poisson: -91.2884\tvalid_0's l1: 24.5562\n",
"[21]\tvalid_0's poisson: -91.6133\tvalid_0's l1: 24.372\n",
"[22]\tvalid_0's poisson: -91.9356\tvalid_0's l1: 24.1915\n",
"[23]\tvalid_0's poisson: -92.2767\tvalid_0's l1: 24.0049\n",
"[24]\tvalid_0's poisson: -92.5729\tvalid_0's l1: 23.8328\n",
"[25]\tvalid_0's poisson: -92.8598\tvalid_0's l1: 23.6657\n",
"[26]\tvalid_0's poisson: -93.1283\tvalid_0's l1: 23.5047\n",
"[27]\tvalid_0's poisson: -93.4202\tvalid_0's l1: 23.3371\n",
"[28]\tvalid_0's poisson: -93.7142\tvalid_0's l1: 23.1696\n",
"[29]\tvalid_0's poisson: -93.9827\tvalid_0's l1: 23.0139\n",
"[30]\tvalid_0's poisson: -94.2429\tvalid_0's l1: 22.8597\n",
"[31]\tvalid_0's poisson: -94.4673\tvalid_0's l1: 22.7153\n",
"[32]\tvalid_0's poisson: -94.7326\tvalid_0's l1: 22.5592\n",
"[33]\tvalid_0's poisson: -95.2028\tvalid_0's l1: 22.3615\n",
"[34]\tvalid_0's poisson: -95.6915\tvalid_0's l1: 22.1497\n",
"[35]\tvalid_0's poisson: -96.1308\tvalid_0's l1: 21.9493\n",
"[36]\tvalid_0's poisson: -96.3742\tvalid_0's l1: 21.7978\n",
"[37]\tvalid_0's poisson: -96.7746\tvalid_0's l1: 21.6056\n",
"[38]\tvalid_0's poisson: -97.1231\tvalid_0's l1: 21.4269\n",
"[39]\tvalid_0's poisson: -97.4998\tvalid_0's l1: 21.2356\n",
"[40]\tvalid_0's poisson: -97.8123\tvalid_0's l1: 21.0652\n",
"[41]\tvalid_0's poisson: -97.9644\tvalid_0's l1: 20.9465\n",
"[42]\tvalid_0's poisson: -98.276\tvalid_0's l1: 20.7744\n",
"[43]\tvalid_0's poisson: -98.4173\tvalid_0's l1: 20.6607\n",
"[44]\tvalid_0's poisson: -98.6821\tvalid_0's l1: 20.5146\n",
"[45]\tvalid_0's poisson: -98.9619\tvalid_0's l1: 20.3523\n",
"[46]\tvalid_0's poisson: -99.0956\tvalid_0's l1: 20.2435\n",
"[47]\tvalid_0's poisson: -99.3661\tvalid_0's l1: 20.085\n",
"[48]\tvalid_0's poisson: -99.5902\tvalid_0's l1: 19.9528\n",
"[49]\tvalid_0's poisson: -99.8554\tvalid_0's l1: 19.794\n",
"[50]\tvalid_0's poisson: -100.083\tvalid_0's l1: 19.6471\n",
"[51]\tvalid_0's poisson: -100.188\tvalid_0's l1: 19.558\n",
"[52]\tvalid_0's poisson: -100.382\tvalid_0's l1: 19.4345\n",
"[53]\tvalid_0's poisson: -100.608\tvalid_0's l1: 19.2865\n",
"[54]\tvalid_0's poisson: -100.816\tvalid_0's l1: 19.1425\n",
"[55]\tvalid_0's poisson: -100.918\tvalid_0's l1: 19.0517\n",
"[56]\tvalid_0's poisson: -101.019\tvalid_0's l1: 18.966\n",
"[57]\tvalid_0's poisson: -101.109\tvalid_0's l1: 18.8871\n",
"[58]\tvalid_0's poisson: -101.314\tvalid_0's l1: 18.7542\n",
"[59]\tvalid_0's poisson: -101.503\tvalid_0's l1: 18.6197\n",
"[60]\tvalid_0's poisson: -101.695\tvalid_0's l1: 18.4773\n",
"[61]\tvalid_0's poisson: -101.802\tvalid_0's l1: 18.383\n",
"[62]\tvalid_0's poisson: -101.953\tvalid_0's l1: 18.2743\n",
"[63]\tvalid_0's poisson: -102.098\tvalid_0's l1: 18.1655\n",
"[64]\tvalid_0's poisson: -102.269\tvalid_0's l1: 18.0347\n",
"[65]\tvalid_0's poisson: -102.432\tvalid_0's l1: 17.908\n",
"[66]\tvalid_0's poisson: -102.567\tvalid_0's l1: 17.7935\n",
"[67]\tvalid_0's poisson: -102.698\tvalid_0's l1: 17.6806\n",
"[68]\tvalid_0's poisson: -102.817\tvalid_0's l1: 17.5901\n",
"[69]\tvalid_0's poisson: -102.966\tvalid_0's l1: 17.4702\n",
"[70]\tvalid_0's poisson: -103.101\tvalid_0's l1: 17.3585\n",
"[71]\tvalid_0's poisson: -103.241\tvalid_0's l1: 17.2517\n",
"[72]\tvalid_0's poisson: -103.344\tvalid_0's l1: 17.1592\n",
"[73]\tvalid_0's poisson: -103.458\tvalid_0's l1: 17.07\n",
"[74]\tvalid_0's poisson: -103.563\tvalid_0's l1: 16.9753\n",
"[75]\tvalid_0's poisson: -103.687\tvalid_0's l1: 16.8794\n",
"[76]\tvalid_0's poisson: -103.749\tvalid_0's l1: 16.8175\n",
"[77]\tvalid_0's poisson: -103.844\tvalid_0's l1: 16.7366\n",
"[78]\tvalid_0's poisson: -103.933\tvalid_0's l1: 16.6613\n",
"[79]\tvalid_0's poisson: -103.991\tvalid_0's l1: 16.6019\n",
"[80]\tvalid_0's poisson: -104.083\tvalid_0's l1: 16.5158\n",
"[81]\tvalid_0's poisson: -104.186\tvalid_0's l1: 16.4241\n",
"[82]\tvalid_0's poisson: -104.242\tvalid_0's l1: 16.3691\n",
"[83]\tvalid_0's poisson: -104.297\tvalid_0's l1: 16.3135\n",
"[84]\tvalid_0's poisson: -104.381\tvalid_0's l1: 16.2316\n",
"[85]\tvalid_0's poisson: -104.43\tvalid_0's l1: 16.1807\n",
"[86]\tvalid_0's poisson: -104.503\tvalid_0's l1: 16.1171\n",
"[87]\tvalid_0's poisson: -104.578\tvalid_0's l1: 16.0425\n",
"[88]\tvalid_0's poisson: -104.661\tvalid_0's l1: 15.9628\n",
"[89]\tvalid_0's poisson: -104.74\tvalid_0's l1: 15.8859\n",
"[90]\tvalid_0's poisson: -104.822\tvalid_0's l1: 15.8069\n",
"[91]\tvalid_0's poisson: -104.872\tvalid_0's l1: 15.7569\n",
"[92]\tvalid_0's poisson: -104.919\tvalid_0's l1: 15.7078\n",
"[93]\tvalid_0's poisson: -104.96\tvalid_0's l1: 15.6642\n",
"[94]\tvalid_0's poisson: -105.018\tvalid_0's l1: 15.6104\n",
"[95]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.5515\n",
"[96]\tvalid_0's poisson: -105.139\tvalid_0's l1: 15.4902\n",
"[97]\tvalid_0's poisson: -105.194\tvalid_0's l1: 15.4314\n",
"[98]\tvalid_0's poisson: -105.221\tvalid_0's l1: 15.4017\n",
"[99]\tvalid_0's poisson: -105.278\tvalid_0's l1: 15.3421\n",
"[100]\tvalid_0's poisson: -105.334\tvalid_0's l1: 15.2845\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1787\tvalid_0's l1: 29.0758\n",
"[2]\tvalid_0's poisson: -81.9542\tvalid_0's l1: 28.7967\n",
"[3]\tvalid_0's poisson: -82.6819\tvalid_0's l1: 28.5233\n",
"[4]\tvalid_0's poisson: -83.3753\tvalid_0's l1: 28.2541\n",
"[5]\tvalid_0's poisson: -84.0317\tvalid_0's l1: 27.9904\n",
"[6]\tvalid_0's poisson: -84.7021\tvalid_0's l1: 27.7213\n",
"[7]\tvalid_0's poisson: -85.3193\tvalid_0's l1: 27.4637\n",
"[8]\tvalid_0's poisson: -85.9199\tvalid_0's l1: 27.2082\n",
"[9]\tvalid_0's poisson: -86.4967\tvalid_0's l1: 26.9577\n",
"[10]\tvalid_0's poisson: -87.0272\tvalid_0's l1: 26.7178\n",
"[11]\tvalid_0's poisson: -87.5505\tvalid_0's l1: 26.4766\n",
"[12]\tvalid_0's poisson: -88.0478\tvalid_0's l1: 26.2422\n",
"[13]\tvalid_0's poisson: -88.5234\tvalid_0's l1: 26.0128\n",
"[14]\tvalid_0's poisson: -88.9998\tvalid_0's l1: 25.7817\n",
"[15]\tvalid_0's poisson: -89.4437\tvalid_0's l1: 25.562\n",
"[16]\tvalid_0's poisson: -89.8484\tvalid_0's l1: 25.3492\n",
"[17]\tvalid_0's poisson: -90.2361\tvalid_0's l1: 25.1409\n",
"[18]\tvalid_0's poisson: -90.607\tvalid_0's l1: 24.9387\n",
"[19]\tvalid_0's poisson: -90.9646\tvalid_0's l1: 24.744\n",
"[20]\tvalid_0's poisson: -91.3089\tvalid_0's l1: 24.5508\n",
"[21]\tvalid_0's poisson: -91.6376\tvalid_0's l1: 24.366\n",
"[22]\tvalid_0's poisson: -91.9407\tvalid_0's l1: 24.1868\n",
"[23]\tvalid_0's poisson: -92.2694\tvalid_0's l1: 24.0015\n",
"[24]\tvalid_0's poisson: -92.5512\tvalid_0's l1: 23.83\n",
"[25]\tvalid_0's poisson: -92.8231\tvalid_0's l1: 23.6648\n",
"[26]\tvalid_0's poisson: -93.1409\tvalid_0's l1: 23.4867\n",
"[27]\tvalid_0's poisson: -93.4439\tvalid_0's l1: 23.3165\n",
"[28]\tvalid_0's poisson: -93.7499\tvalid_0's l1: 23.1454\n",
"[29]\tvalid_0's poisson: -94.2153\tvalid_0's l1: 22.9496\n",
"[30]\tvalid_0's poisson: -94.4955\tvalid_0's l1: 22.7851\n",
"[31]\tvalid_0's poisson: -94.7181\tvalid_0's l1: 22.6389\n",
"[32]\tvalid_0's poisson: -94.965\tvalid_0's l1: 22.4844\n",
"[33]\tvalid_0's poisson: -95.1804\tvalid_0's l1: 22.3458\n",
"[34]\tvalid_0's poisson: -95.4253\tvalid_0's l1: 22.1988\n",
"[35]\tvalid_0's poisson: -95.8545\tvalid_0's l1: 22.0099\n",
"[36]\tvalid_0's poisson: -96.0498\tvalid_0's l1: 21.8801\n",
"[37]\tvalid_0's poisson: -96.2579\tvalid_0's l1: 21.7439\n",
"[38]\tvalid_0's poisson: -96.6168\tvalid_0's l1: 21.5758\n",
"[39]\tvalid_0's poisson: -96.7762\tvalid_0's l1: 21.4591\n",
"[40]\tvalid_0's poisson: -97.1571\tvalid_0's l1: 21.2727\n",
"[41]\tvalid_0's poisson: -97.4421\tvalid_0's l1: 21.1159\n",
"[42]\tvalid_0's poisson: -97.7609\tvalid_0's l1: 20.9508\n",
"[43]\tvalid_0's poisson: -98.1112\tvalid_0's l1: 20.7705\n",
"[44]\tvalid_0's poisson: -98.2618\tvalid_0's l1: 20.662\n",
"[45]\tvalid_0's poisson: -98.5649\tvalid_0's l1: 20.4958\n",
"[46]\tvalid_0's poisson: -98.8516\tvalid_0's l1: 20.3326\n",
"[47]\tvalid_0's poisson: -99.1394\tvalid_0's l1: 20.1696\n",
"[48]\tvalid_0's poisson: -99.3545\tvalid_0's l1: 20.0338\n",
"[49]\tvalid_0's poisson: -99.6155\tvalid_0's l1: 19.8891\n",
"[50]\tvalid_0's poisson: -99.8523\tvalid_0's l1: 19.7439\n",
"[51]\tvalid_0's poisson: -100.103\tvalid_0's l1: 19.5926\n",
"[52]\tvalid_0's poisson: -100.338\tvalid_0's l1: 19.4469\n",
"[53]\tvalid_0's poisson: -100.555\tvalid_0's l1: 19.3052\n",
"[54]\tvalid_0's poisson: -100.655\tvalid_0's l1: 19.2147\n",
"[55]\tvalid_0's poisson: -100.749\tvalid_0's l1: 19.1333\n",
"[56]\tvalid_0's poisson: -100.857\tvalid_0's l1: 19.0328\n",
"[57]\tvalid_0's poisson: -101.069\tvalid_0's l1: 18.8927\n",
"[58]\tvalid_0's poisson: -101.17\tvalid_0's l1: 18.8038\n",
"[59]\tvalid_0's poisson: -101.358\tvalid_0's l1: 18.6744\n",
"[60]\tvalid_0's poisson: -101.539\tvalid_0's l1: 18.5555\n",
"[61]\tvalid_0's poisson: -101.701\tvalid_0's l1: 18.4396\n",
"[62]\tvalid_0's poisson: -101.791\tvalid_0's l1: 18.358\n",
"[63]\tvalid_0's poisson: -101.966\tvalid_0's l1: 18.2314\n",
"[64]\tvalid_0's poisson: -102.137\tvalid_0's l1: 18.1034\n",
"[65]\tvalid_0's poisson: -102.277\tvalid_0's l1: 18.0001\n",
"[66]\tvalid_0's poisson: -102.422\tvalid_0's l1: 17.8829\n",
"[67]\tvalid_0's poisson: -102.5\tvalid_0's l1: 17.8042\n",
"[68]\tvalid_0's poisson: -102.65\tvalid_0's l1: 17.6848\n",
"[69]\tvalid_0's poisson: -102.765\tvalid_0's l1: 17.5976\n",
"[70]\tvalid_0's poisson: -102.907\tvalid_0's l1: 17.4852\n",
"[71]\tvalid_0's poisson: -103.052\tvalid_0's l1: 17.3709\n",
"[72]\tvalid_0's poisson: -103.113\tvalid_0's l1: 17.3111\n",
"[73]\tvalid_0's poisson: -103.228\tvalid_0's l1: 17.2148\n",
"[74]\tvalid_0's poisson: -103.341\tvalid_0's l1: 17.1184\n",
"[75]\tvalid_0's poisson: -103.476\tvalid_0's l1: 17.0136\n",
"[76]\tvalid_0's poisson: -103.58\tvalid_0's l1: 16.9206\n",
"[77]\tvalid_0's poisson: -103.7\tvalid_0's l1: 16.82\n",
"[78]\tvalid_0's poisson: -103.759\tvalid_0's l1: 16.7621\n",
"[79]\tvalid_0's poisson: -103.872\tvalid_0's l1: 16.6657\n",
"[80]\tvalid_0's poisson: -103.981\tvalid_0's l1: 16.5717\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -104.065\tvalid_0's l1: 16.4914\n",
"[82]\tvalid_0's poisson: -104.174\tvalid_0's l1: 16.4061\n",
"[83]\tvalid_0's poisson: -104.221\tvalid_0's l1: 16.3565\n",
"[84]\tvalid_0's poisson: -104.267\tvalid_0's l1: 16.3077\n",
"[85]\tvalid_0's poisson: -104.308\tvalid_0's l1: 16.2649\n",
"[86]\tvalid_0's poisson: -104.396\tvalid_0's l1: 16.184\n",
"[87]\tvalid_0's poisson: -104.44\tvalid_0's l1: 16.1375\n",
"[88]\tvalid_0's poisson: -104.483\tvalid_0's l1: 16.0923\n",
"[89]\tvalid_0's poisson: -104.527\tvalid_0's l1: 16.0469\n",
"[90]\tvalid_0's poisson: -104.589\tvalid_0's l1: 15.9911\n",
"[91]\tvalid_0's poisson: -104.633\tvalid_0's l1: 15.9465\n",
"[92]\tvalid_0's poisson: -104.69\tvalid_0's l1: 15.8865\n",
"[93]\tvalid_0's poisson: -104.74\tvalid_0's l1: 15.8368\n",
"[94]\tvalid_0's poisson: -104.778\tvalid_0's l1: 15.7968\n",
"[95]\tvalid_0's poisson: -104.857\tvalid_0's l1: 15.7208\n",
"[96]\tvalid_0's poisson: -104.919\tvalid_0's l1: 15.6649\n",
"[97]\tvalid_0's poisson: -104.992\tvalid_0's l1: 15.5938\n",
"[98]\tvalid_0's poisson: -105.028\tvalid_0's l1: 15.5541\n",
"[99]\tvalid_0's poisson: -105.082\tvalid_0's l1: 15.4997\n",
"[100]\tvalid_0's poisson: -105.112\tvalid_0's l1: 15.4668\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.1791\tvalid_0's l1: 29.0749\n",
"[2]\tvalid_0's poisson: -81.9315\tvalid_0's l1: 28.7985\n",
"[3]\tvalid_0's poisson: -82.669\tvalid_0's l1: 28.5216\n",
"[4]\tvalid_0's poisson: -83.3658\tvalid_0's l1: 28.2506\n",
"[5]\tvalid_0's poisson: -84.04\tvalid_0's l1: 27.9833\n",
"[6]\tvalid_0's poisson: -84.6538\tvalid_0's l1: 27.727\n",
"[7]\tvalid_0's poisson: -85.2601\tvalid_0's l1: 27.4718\n",
"[8]\tvalid_0's poisson: -85.861\tvalid_0's l1: 27.2167\n",
"[9]\tvalid_0's poisson: -86.4116\tvalid_0's l1: 26.9725\n",
"[10]\tvalid_0's poisson: -86.9534\tvalid_0's l1: 26.7308\n",
"[11]\tvalid_0's poisson: -87.4893\tvalid_0's l1: 26.4888\n",
"[12]\tvalid_0's poisson: -87.9536\tvalid_0's l1: 26.2646\n",
"[13]\tvalid_0's poisson: -88.427\tvalid_0's l1: 26.0351\n",
"[14]\tvalid_0's poisson: -88.8653\tvalid_0's l1: 25.8149\n",
"[15]\tvalid_0's poisson: -89.2963\tvalid_0's l1: 25.5982\n",
"[16]\tvalid_0's poisson: -89.6965\tvalid_0's l1: 25.3892\n",
"[17]\tvalid_0's poisson: -90.0603\tvalid_0's l1: 25.1944\n",
"[18]\tvalid_0's poisson: -90.4156\tvalid_0's l1: 25.0005\n",
"[19]\tvalid_0's poisson: -90.7656\tvalid_0's l1: 24.8123\n",
"[20]\tvalid_0's poisson: -91.1074\tvalid_0's l1: 24.6221\n",
"[21]\tvalid_0's poisson: -91.4501\tvalid_0's l1: 24.4341\n",
"[22]\tvalid_0's poisson: -91.7635\tvalid_0's l1: 24.2549\n",
"[23]\tvalid_0's poisson: -92.0989\tvalid_0's l1: 24.0722\n",
"[24]\tvalid_0's poisson: -92.4019\tvalid_0's l1: 23.901\n",
"[25]\tvalid_0's poisson: -92.7154\tvalid_0's l1: 23.722\n",
"[26]\tvalid_0's poisson: -93.0162\tvalid_0's l1: 23.5548\n",
"[27]\tvalid_0's poisson: -93.278\tvalid_0's l1: 23.3953\n",
"[28]\tvalid_0's poisson: -93.5275\tvalid_0's l1: 23.2422\n",
"[29]\tvalid_0's poisson: -93.7705\tvalid_0's l1: 23.0906\n",
"[30]\tvalid_0's poisson: -94.0063\tvalid_0's l1: 22.9446\n",
"[31]\tvalid_0's poisson: -94.243\tvalid_0's l1: 22.7978\n",
"[32]\tvalid_0's poisson: -94.4953\tvalid_0's l1: 22.647\n",
"[33]\tvalid_0's poisson: -94.7054\tvalid_0's l1: 22.5105\n",
"[34]\tvalid_0's poisson: -94.955\tvalid_0's l1: 22.3629\n",
"[35]\tvalid_0's poisson: -95.2015\tvalid_0's l1: 22.2166\n",
"[36]\tvalid_0's poisson: -95.5529\tvalid_0's l1: 22.0543\n",
"[37]\tvalid_0's poisson: -96.0157\tvalid_0's l1: 21.8527\n",
"[38]\tvalid_0's poisson: -96.4265\tvalid_0's l1: 21.6638\n",
"[39]\tvalid_0's poisson: -96.7896\tvalid_0's l1: 21.4853\n",
"[40]\tvalid_0's poisson: -97.1262\tvalid_0's l1: 21.3202\n",
"[41]\tvalid_0's poisson: -97.4719\tvalid_0's l1: 21.145\n",
"[42]\tvalid_0's poisson: -97.7976\tvalid_0's l1: 20.9748\n",
"[43]\tvalid_0's poisson: -98.0835\tvalid_0's l1: 20.8134\n",
"[44]\tvalid_0's poisson: -98.3576\tvalid_0's l1: 20.6621\n",
"[45]\tvalid_0's poisson: -98.6406\tvalid_0's l1: 20.5016\n",
"[46]\tvalid_0's poisson: -98.9113\tvalid_0's l1: 20.3433\n",
"[47]\tvalid_0's poisson: -99.1062\tvalid_0's l1: 20.2156\n",
"[48]\tvalid_0's poisson: -99.2395\tvalid_0's l1: 20.1097\n",
"[49]\tvalid_0's poisson: -99.4408\tvalid_0's l1: 19.9787\n",
"[50]\tvalid_0's poisson: -99.6834\tvalid_0's l1: 19.8302\n",
"[51]\tvalid_0's poisson: -99.8943\tvalid_0's l1: 19.7039\n",
"[52]\tvalid_0's poisson: -100.113\tvalid_0's l1: 19.5626\n",
"[53]\tvalid_0's poisson: -100.226\tvalid_0's l1: 19.4712\n",
"[54]\tvalid_0's poisson: -100.415\tvalid_0's l1: 19.3517\n",
"[55]\tvalid_0's poisson: -100.604\tvalid_0's l1: 19.2253\n",
"[56]\tvalid_0's poisson: -100.807\tvalid_0's l1: 19.086\n",
"[57]\tvalid_0's poisson: -100.989\tvalid_0's l1: 18.9576\n",
"[58]\tvalid_0's poisson: -101.136\tvalid_0's l1: 18.8427\n",
"[59]\tvalid_0's poisson: -101.235\tvalid_0's l1: 18.7517\n",
"[60]\tvalid_0's poisson: -101.401\tvalid_0's l1: 18.6367\n",
"[61]\tvalid_0's poisson: -101.59\tvalid_0's l1: 18.5006\n",
"[62]\tvalid_0's poisson: -101.77\tvalid_0's l1: 18.3697\n",
"[63]\tvalid_0's poisson: -101.968\tvalid_0's l1: 18.239\n",
"[64]\tvalid_0's poisson: -102.157\tvalid_0's l1: 18.1116\n",
"[65]\tvalid_0's poisson: -102.297\tvalid_0's l1: 18.0083\n",
"[66]\tvalid_0's poisson: -102.434\tvalid_0's l1: 17.8957\n",
"[67]\tvalid_0's poisson: -102.582\tvalid_0's l1: 17.7782\n",
"[68]\tvalid_0's poisson: -102.673\tvalid_0's l1: 17.6945\n",
"[69]\tvalid_0's poisson: -102.74\tvalid_0's l1: 17.6302\n",
"[70]\tvalid_0's poisson: -102.878\tvalid_0's l1: 17.5208\n",
"[71]\tvalid_0's poisson: -103.027\tvalid_0's l1: 17.4117\n",
"[72]\tvalid_0's poisson: -103.097\tvalid_0's l1: 17.3445\n",
"[73]\tvalid_0's poisson: -103.24\tvalid_0's l1: 17.2411\n",
"[74]\tvalid_0's poisson: -103.303\tvalid_0's l1: 17.1784\n",
"[75]\tvalid_0's poisson: -103.439\tvalid_0's l1: 17.0721\n",
"[76]\tvalid_0's poisson: -103.563\tvalid_0's l1: 16.9691\n",
"[77]\tvalid_0's poisson: -103.623\tvalid_0's l1: 16.9086\n",
"[78]\tvalid_0's poisson: -103.746\tvalid_0's l1: 16.8153\n",
"[79]\tvalid_0's poisson: -103.845\tvalid_0's l1: 16.7254\n",
"[80]\tvalid_0's poisson: -103.962\tvalid_0's l1: 16.6319\n",
"[81]\tvalid_0's poisson: -104.048\tvalid_0's l1: 16.5501\n",
"[82]\tvalid_0's poisson: -104.132\tvalid_0's l1: 16.4755\n",
"[83]\tvalid_0's poisson: -104.198\tvalid_0's l1: 16.4113\n",
"[84]\tvalid_0's poisson: -104.294\tvalid_0's l1: 16.3239\n",
"[85]\tvalid_0's poisson: -104.346\tvalid_0's l1: 16.2716\n",
"[86]\tvalid_0's poisson: -104.44\tvalid_0's l1: 16.1857\n",
"[87]\tvalid_0's poisson: -104.529\tvalid_0's l1: 16.102\n",
"[88]\tvalid_0's poisson: -104.603\tvalid_0's l1: 16.0278\n",
"[89]\tvalid_0's poisson: -104.65\tvalid_0's l1: 15.9764\n",
"[90]\tvalid_0's poisson: -104.706\tvalid_0's l1: 15.9201\n",
"[91]\tvalid_0's poisson: -104.759\tvalid_0's l1: 15.8665\n",
"[92]\tvalid_0's poisson: -104.829\tvalid_0's l1: 15.7978\n",
"[93]\tvalid_0's poisson: -104.872\tvalid_0's l1: 15.7516\n",
"[94]\tvalid_0's poisson: -104.933\tvalid_0's l1: 15.6906\n",
"[95]\tvalid_0's poisson: -104.974\tvalid_0's l1: 15.6494\n",
"[96]\tvalid_0's poisson: -105.032\tvalid_0's l1: 15.5915\n",
"[97]\tvalid_0's poisson: -105.087\tvalid_0's l1: 15.5302\n",
"[98]\tvalid_0's poisson: -105.147\tvalid_0's l1: 15.4666\n",
"[99]\tvalid_0's poisson: -105.203\tvalid_0's l1: 15.4051\n",
"[100]\tvalid_0's poisson: -105.239\tvalid_0's l1: 15.3658\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7391\tvalid_0's l1: 28.8737\n",
"[3]\tvalid_0's poisson: -82.3873\tvalid_0's l1: 28.636\n",
"[4]\tvalid_0's poisson: -82.9798\tvalid_0's l1: 28.409\n",
"[5]\tvalid_0's poisson: -83.5642\tvalid_0's l1: 28.1834\n",
"[6]\tvalid_0's poisson: -84.1199\tvalid_0's l1: 27.9626\n",
"[7]\tvalid_0's poisson: -84.6421\tvalid_0's l1: 27.7512\n",
"[8]\tvalid_0's poisson: -85.1386\tvalid_0's l1: 27.5461\n",
"[9]\tvalid_0's poisson: -85.6003\tvalid_0's l1: 27.3511\n",
"[10]\tvalid_0's poisson: -86.0426\tvalid_0's l1: 27.1591\n",
"[11]\tvalid_0's poisson: -86.4782\tvalid_0's l1: 26.9676\n",
"[12]\tvalid_0's poisson: -86.8927\tvalid_0's l1: 26.7839\n",
"[13]\tvalid_0's poisson: -87.2928\tvalid_0's l1: 26.6053\n",
"[14]\tvalid_0's poisson: -87.6598\tvalid_0's l1: 26.4376\n",
"[15]\tvalid_0's poisson: -88.025\tvalid_0's l1: 26.2686\n",
"[16]\tvalid_0's poisson: -88.3762\tvalid_0's l1: 26.1006\n",
"[17]\tvalid_0's poisson: -88.6834\tvalid_0's l1: 25.9535\n",
"[18]\tvalid_0's poisson: -89.0073\tvalid_0's l1: 25.796\n",
"[19]\tvalid_0's poisson: -89.3178\tvalid_0's l1: 25.6439\n",
"[20]\tvalid_0's poisson: -89.6067\tvalid_0's l1: 25.5007\n",
"[21]\tvalid_0's poisson: -89.8952\tvalid_0's l1: 25.3545\n",
"[22]\tvalid_0's poisson: -90.1584\tvalid_0's l1: 25.2242\n",
"[23]\tvalid_0's poisson: -90.4281\tvalid_0's l1: 25.0835\n",
"[24]\tvalid_0's poisson: -90.6874\tvalid_0's l1: 24.9497\n",
"[25]\tvalid_0's poisson: -90.9547\tvalid_0's l1: 24.8053\n",
"[26]\tvalid_0's poisson: -91.2107\tvalid_0's l1: 24.6649\n",
"[27]\tvalid_0's poisson: -91.4561\tvalid_0's l1: 24.5273\n",
"[28]\tvalid_0's poisson: -91.6916\tvalid_0's l1: 24.3956\n",
"[29]\tvalid_0's poisson: -91.8978\tvalid_0's l1: 24.2892\n",
"[30]\tvalid_0's poisson: -92.0808\tvalid_0's l1: 24.1885\n",
"[31]\tvalid_0's poisson: -92.2755\tvalid_0's l1: 24.0873\n",
"[32]\tvalid_0's poisson: -92.4864\tvalid_0's l1: 23.9658\n",
"[33]\tvalid_0's poisson: -92.689\tvalid_0's l1: 23.8473\n",
"[34]\tvalid_0's poisson: -92.8499\tvalid_0's l1: 23.7616\n",
"[35]\tvalid_0's poisson: -93.019\tvalid_0's l1: 23.6659\n",
"[36]\tvalid_0's poisson: -93.1824\tvalid_0's l1: 23.5722\n",
"[37]\tvalid_0's poisson: -93.3787\tvalid_0's l1: 23.4556\n",
"[38]\tvalid_0's poisson: -93.5075\tvalid_0's l1: 23.3817\n",
"[39]\tvalid_0's poisson: -93.6926\tvalid_0's l1: 23.27\n",
"[40]\tvalid_0's poisson: -93.8707\tvalid_0's l1: 23.1613\n",
"[41]\tvalid_0's poisson: -94.0387\tvalid_0's l1: 23.0667\n",
"[42]\tvalid_0's poisson: -94.1724\tvalid_0's l1: 22.9877\n",
"[43]\tvalid_0's poisson: -94.3355\tvalid_0's l1: 22.8844\n",
"[44]\tvalid_0's poisson: -94.4926\tvalid_0's l1: 22.7848\n",
"[45]\tvalid_0's poisson: -94.598\tvalid_0's l1: 22.7223\n",
"[46]\tvalid_0's poisson: -94.7467\tvalid_0's l1: 22.6259\n",
"[47]\tvalid_0's poisson: -94.89\tvalid_0's l1: 22.5336\n",
"[48]\tvalid_0's poisson: -94.9885\tvalid_0's l1: 22.4755\n",
"[49]\tvalid_0's poisson: -95.1162\tvalid_0's l1: 22.407\n",
"[50]\tvalid_0's poisson: -95.21\tvalid_0's l1: 22.3508\n",
"[51]\tvalid_0's poisson: -95.3416\tvalid_0's l1: 22.2635\n",
"[52]\tvalid_0's poisson: -95.4607\tvalid_0's l1: 22.1977\n",
"[53]\tvalid_0's poisson: -95.5467\tvalid_0's l1: 22.1442\n",
"[54]\tvalid_0's poisson: -95.6304\tvalid_0's l1: 22.0924\n",
"[55]\tvalid_0's poisson: -95.7525\tvalid_0's l1: 22.0097\n",
"[56]\tvalid_0's poisson: -95.8638\tvalid_0's l1: 21.947\n",
"[57]\tvalid_0's poisson: -95.9561\tvalid_0's l1: 21.8889\n",
"[58]\tvalid_0's poisson: -96.0584\tvalid_0's l1: 21.8169\n",
"[59]\tvalid_0's poisson: -96.1539\tvalid_0's l1: 21.7611\n",
"[60]\tvalid_0's poisson: -96.2394\tvalid_0's l1: 21.7073\n",
"[61]\tvalid_0's poisson: -96.3296\tvalid_0's l1: 21.654\n",
"[62]\tvalid_0's poisson: -96.4253\tvalid_0's l1: 21.599\n",
"[63]\tvalid_0's poisson: -96.5181\tvalid_0's l1: 21.5458\n",
"[64]\tvalid_0's poisson: -96.592\tvalid_0's l1: 21.5002\n",
"[65]\tvalid_0's poisson: -96.6804\tvalid_0's l1: 21.4487\n",
"[66]\tvalid_0's poisson: -96.7661\tvalid_0's l1: 21.3982\n",
"[67]\tvalid_0's poisson: -96.8493\tvalid_0's l1: 21.349\n",
"[68]\tvalid_0's poisson: -96.9221\tvalid_0's l1: 21.2983\n",
"[69]\tvalid_0's poisson: -97.0029\tvalid_0's l1: 21.2517\n",
"[70]\tvalid_0's poisson: -97.0627\tvalid_0's l1: 21.2124\n",
"[71]\tvalid_0's poisson: -97.1497\tvalid_0's l1: 21.1479\n",
"[72]\tvalid_0's poisson: -97.2392\tvalid_0's l1: 21.0817\n",
"[73]\tvalid_0's poisson: -97.2935\tvalid_0's l1: 21.0463\n",
"[74]\tvalid_0's poisson: -97.3488\tvalid_0's l1: 21.0096\n",
"[75]\tvalid_0's poisson: -97.4097\tvalid_0's l1: 20.97\n",
"[76]\tvalid_0's poisson: -97.4929\tvalid_0's l1: 20.9069\n",
"[77]\tvalid_0's poisson: -97.5631\tvalid_0's l1: 20.8656\n",
"[78]\tvalid_0's poisson: -97.62\tvalid_0's l1: 20.8283\n",
"[79]\tvalid_0's poisson: -97.6874\tvalid_0's l1: 20.7884\n",
"[80]\tvalid_0's poisson: -97.7658\tvalid_0's l1: 20.729\n",
"[81]\tvalid_0's poisson: -97.8416\tvalid_0's l1: 20.6716\n",
"[82]\tvalid_0's poisson: -97.8852\tvalid_0's l1: 20.6424\n",
"[83]\tvalid_0's poisson: -97.9575\tvalid_0's l1: 20.5868\n",
"[84]\tvalid_0's poisson: -98.0277\tvalid_0's l1: 20.5317\n",
"[85]\tvalid_0's poisson: -98.0954\tvalid_0's l1: 20.4781\n",
"[86]\tvalid_0's poisson: -98.1616\tvalid_0's l1: 20.4384\n",
"[87]\tvalid_0's poisson: -98.3103\tvalid_0's l1: 20.3641\n",
"[88]\tvalid_0's poisson: -98.3478\tvalid_0's l1: 20.3357\n",
"[89]\tvalid_0's poisson: -98.4106\tvalid_0's l1: 20.2835\n",
"[90]\tvalid_0's poisson: -98.4694\tvalid_0's l1: 20.2428\n",
"[91]\tvalid_0's poisson: -98.5297\tvalid_0's l1: 20.1928\n",
"[92]\tvalid_0's poisson: -98.588\tvalid_0's l1: 20.1441\n",
"[93]\tvalid_0's poisson: -98.6445\tvalid_0's l1: 20.0974\n",
"[94]\tvalid_0's poisson: -98.6786\tvalid_0's l1: 20.0713\n",
"[95]\tvalid_0's poisson: -98.7207\tvalid_0's l1: 20.0414\n",
"[96]\tvalid_0's poisson: -98.7529\tvalid_0's l1: 20.0168\n",
"[97]\tvalid_0's poisson: -98.8809\tvalid_0's l1: 19.9503\n",
"[98]\tvalid_0's poisson: -98.9119\tvalid_0's l1: 19.9265\n",
"[99]\tvalid_0's poisson: -98.942\tvalid_0's l1: 19.9034\n",
"[100]\tvalid_0's poisson: -99.0618\tvalid_0's l1: 19.8399\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7405\tvalid_0's l1: 28.8719\n",
"[3]\tvalid_0's poisson: -82.39\tvalid_0's l1: 28.6325\n",
"[4]\tvalid_0's poisson: -82.9838\tvalid_0's l1: 28.4037\n",
"[5]\tvalid_0's poisson: -83.5753\tvalid_0's l1: 28.1749\n",
"[6]\tvalid_0's poisson: -84.1363\tvalid_0's l1: 27.9523\n",
"[7]\tvalid_0's poisson: -84.669\tvalid_0's l1: 27.7357\n",
"[8]\tvalid_0's poisson: -85.1705\tvalid_0's l1: 27.5272\n",
"[9]\tvalid_0's poisson: -85.639\tvalid_0's l1: 27.328\n",
"[10]\tvalid_0's poisson: -86.1006\tvalid_0's l1: 27.1286\n",
"[11]\tvalid_0's poisson: -86.537\tvalid_0's l1: 26.9377\n",
"[12]\tvalid_0's poisson: -86.9579\tvalid_0's l1: 26.7496\n",
"[13]\tvalid_0's poisson: -87.3598\tvalid_0's l1: 26.5669\n",
"[14]\tvalid_0's poisson: -87.7438\tvalid_0's l1: 26.389\n",
"[15]\tvalid_0's poisson: -88.106\tvalid_0's l1: 26.2209\n",
"[16]\tvalid_0's poisson: -88.4596\tvalid_0's l1: 26.0514\n",
"[17]\tvalid_0's poisson: -88.7982\tvalid_0's l1: 25.8881\n",
"[18]\tvalid_0's poisson: -89.1227\tvalid_0's l1: 25.728\n",
"[19]\tvalid_0's poisson: -89.4339\tvalid_0's l1: 25.574\n",
"[20]\tvalid_0's poisson: -89.732\tvalid_0's l1: 25.423\n",
"[21]\tvalid_0's poisson: -90.0188\tvalid_0's l1: 25.2781\n",
"[22]\tvalid_0's poisson: -90.2775\tvalid_0's l1: 25.1475\n",
"[23]\tvalid_0's poisson: -90.5271\tvalid_0's l1: 25.021\n",
"[24]\tvalid_0's poisson: -90.8006\tvalid_0's l1: 24.875\n",
"[25]\tvalid_0's poisson: -91.0626\tvalid_0's l1: 24.7324\n",
"[26]\tvalid_0's poisson: -91.3137\tvalid_0's l1: 24.5937\n",
"[27]\tvalid_0's poisson: -91.5441\tvalid_0's l1: 24.4739\n",
"[28]\tvalid_0's poisson: -91.7663\tvalid_0's l1: 24.3603\n",
"[29]\tvalid_0's poisson: -91.9936\tvalid_0's l1: 24.2313\n",
"[30]\tvalid_0's poisson: -92.1822\tvalid_0's l1: 24.1258\n",
"[31]\tvalid_0's poisson: -92.3567\tvalid_0's l1: 24.0316\n",
"[32]\tvalid_0's poisson: -92.5622\tvalid_0's l1: 23.91\n",
"[33]\tvalid_0's poisson: -92.7596\tvalid_0's l1: 23.792\n",
"[34]\tvalid_0's poisson: -92.9493\tvalid_0's l1: 23.6762\n",
"[35]\tvalid_0's poisson: -93.1318\tvalid_0's l1: 23.5646\n",
"[36]\tvalid_0's poisson: -93.3107\tvalid_0's l1: 23.456\n",
"[37]\tvalid_0's poisson: -93.48\tvalid_0's l1: 23.3506\n",
"[38]\tvalid_0's poisson: -93.6072\tvalid_0's l1: 23.2771\n",
"[39]\tvalid_0's poisson: -93.7861\tvalid_0's l1: 23.1662\n",
"[40]\tvalid_0's poisson: -93.9583\tvalid_0's l1: 23.0583\n",
"[41]\tvalid_0's poisson: -94.1239\tvalid_0's l1: 22.9523\n",
"[42]\tvalid_0's poisson: -94.2524\tvalid_0's l1: 22.8807\n",
"[43]\tvalid_0's poisson: -94.3783\tvalid_0's l1: 22.8053\n",
"[44]\tvalid_0's poisson: -94.5346\tvalid_0's l1: 22.7149\n",
"[45]\tvalid_0's poisson: -94.6858\tvalid_0's l1: 22.6171\n",
"[46]\tvalid_0's poisson: -94.8148\tvalid_0's l1: 22.5468\n",
"[47]\tvalid_0's poisson: -94.9569\tvalid_0's l1: 22.4546\n",
"[48]\tvalid_0's poisson: -95.068\tvalid_0's l1: 22.3873\n",
"[49]\tvalid_0's poisson: -95.1757\tvalid_0's l1: 22.3222\n",
"[50]\tvalid_0's poisson: -95.2855\tvalid_0's l1: 22.2619\n",
"[51]\tvalid_0's poisson: -95.3739\tvalid_0's l1: 22.2087\n",
"[52]\tvalid_0's poisson: -95.5015\tvalid_0's l1: 22.1219\n",
"[53]\tvalid_0's poisson: -95.5976\tvalid_0's l1: 22.0637\n",
"[54]\tvalid_0's poisson: -95.7015\tvalid_0's l1: 21.9898\n",
"[55]\tvalid_0's poisson: -95.8144\tvalid_0's l1: 21.9259\n",
"[56]\tvalid_0's poisson: -95.9239\tvalid_0's l1: 21.8641\n",
"[57]\tvalid_0's poisson: -96.0018\tvalid_0's l1: 21.8161\n",
"[58]\tvalid_0's poisson: -96.0777\tvalid_0's l1: 21.7698\n",
"[59]\tvalid_0's poisson: -96.18\tvalid_0's l1: 21.7119\n",
"[60]\tvalid_0's poisson: -96.2641\tvalid_0's l1: 21.6587\n",
"[61]\tvalid_0's poisson: -96.3689\tvalid_0's l1: 21.5848\n",
"[62]\tvalid_0's poisson: -96.4633\tvalid_0's l1: 21.5305\n",
"[63]\tvalid_0's poisson: -96.5294\tvalid_0's l1: 21.4885\n",
"[64]\tvalid_0's poisson: -96.5992\tvalid_0's l1: 21.4437\n",
"[65]\tvalid_0's poisson: -96.6889\tvalid_0's l1: 21.3785\n",
"[66]\tvalid_0's poisson: -96.7627\tvalid_0's l1: 21.3316\n",
"[67]\tvalid_0's poisson: -96.8513\tvalid_0's l1: 21.2806\n",
"[68]\tvalid_0's poisson: -96.9374\tvalid_0's l1: 21.2313\n",
"[69]\tvalid_0's poisson: -97.0209\tvalid_0's l1: 21.1832\n",
"[70]\tvalid_0's poisson: -97.0882\tvalid_0's l1: 21.1394\n",
"[71]\tvalid_0's poisson: -97.1478\tvalid_0's l1: 21.0998\n",
"[72]\tvalid_0's poisson: -97.2058\tvalid_0's l1: 21.0614\n",
"[73]\tvalid_0's poisson: -97.283\tvalid_0's l1: 21.0161\n",
"[74]\tvalid_0's poisson: -97.3439\tvalid_0's l1: 20.977\n",
"[75]\tvalid_0's poisson: -97.4246\tvalid_0's l1: 20.9155\n",
"[76]\tvalid_0's poisson: -97.4955\tvalid_0's l1: 20.8731\n",
"[77]\tvalid_0's poisson: -97.5796\tvalid_0's l1: 20.8113\n",
"[78]\tvalid_0's poisson: -97.6282\tvalid_0's l1: 20.7797\n",
"[79]\tvalid_0's poisson: -97.6964\tvalid_0's l1: 20.7393\n",
"[80]\tvalid_0's poisson: -97.7756\tvalid_0's l1: 20.6796\n",
"[81]\tvalid_0's poisson: -97.852\tvalid_0's l1: 20.6218\n",
"[82]\tvalid_0's poisson: -97.9259\tvalid_0's l1: 20.5651\n",
"[83]\tvalid_0's poisson: -97.9972\tvalid_0's l1: 20.5094\n",
"[84]\tvalid_0's poisson: -98.0348\tvalid_0's l1: 20.481\n",
"[85]\tvalid_0's poisson: -98.103\tvalid_0's l1: 20.4263\n",
"[86]\tvalid_0's poisson: -98.1388\tvalid_0's l1: 20.3992\n",
"[87]\tvalid_0's poisson: -98.204\tvalid_0's l1: 20.3461\n",
"[88]\tvalid_0's poisson: -98.248\tvalid_0's l1: 20.3178\n",
"[89]\tvalid_0's poisson: -98.3258\tvalid_0's l1: 20.2714\n",
"[90]\tvalid_0's poisson: -98.3869\tvalid_0's l1: 20.2217\n",
"[91]\tvalid_0's poisson: -98.446\tvalid_0's l1: 20.1734\n",
"[92]\tvalid_0's poisson: -98.4889\tvalid_0's l1: 20.1433\n",
"[93]\tvalid_0's poisson: -98.6336\tvalid_0's l1: 20.0719\n",
"[94]\tvalid_0's poisson: -98.6647\tvalid_0's l1: 20.0477\n",
"[95]\tvalid_0's poisson: -98.695\tvalid_0's l1: 20.0242\n",
"[96]\tvalid_0's poisson: -98.7454\tvalid_0's l1: 19.989\n",
"[97]\tvalid_0's poisson: -98.7988\tvalid_0's l1: 19.952\n",
"[98]\tvalid_0's poisson: -98.8524\tvalid_0's l1: 19.9074\n",
"[99]\tvalid_0's poisson: -98.892\tvalid_0's l1: 19.8796\n",
"[100]\tvalid_0's poisson: -99.0216\tvalid_0's l1: 19.8139\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7155\tvalid_0's l1: 28.88\n",
"[3]\tvalid_0's poisson: -82.3666\tvalid_0's l1: 28.6408\n",
"[4]\tvalid_0's poisson: -82.9619\tvalid_0's l1: 28.412\n",
"[5]\tvalid_0's poisson: -83.555\tvalid_0's l1: 28.1835\n",
"[6]\tvalid_0's poisson: -84.1171\tvalid_0's l1: 27.9617\n",
"[7]\tvalid_0's poisson: -84.6277\tvalid_0's l1: 27.7523\n",
"[8]\tvalid_0's poisson: -85.1146\tvalid_0's l1: 27.5485\n",
"[9]\tvalid_0's poisson: -85.5668\tvalid_0's l1: 27.3561\n",
"[10]\tvalid_0's poisson: -86.0269\tvalid_0's l1: 27.1589\n",
"[11]\tvalid_0's poisson: -86.4655\tvalid_0's l1: 26.9683\n",
"[12]\tvalid_0's poisson: -86.884\tvalid_0's l1: 26.7823\n",
"[13]\tvalid_0's poisson: -87.2836\tvalid_0's l1: 26.6028\n",
"[14]\tvalid_0's poisson: -87.6656\tvalid_0's l1: 26.427\n",
"[15]\tvalid_0's poisson: -88.0309\tvalid_0's l1: 26.2569\n",
"[16]\tvalid_0's poisson: -88.3806\tvalid_0's l1: 26.0909\n",
"[17]\tvalid_0's poisson: -88.7156\tvalid_0's l1: 25.9309\n",
"[18]\tvalid_0's poisson: -89.0418\tvalid_0's l1: 25.7725\n",
"[19]\tvalid_0's poisson: -89.3342\tvalid_0's l1: 25.6285\n",
"[20]\tvalid_0's poisson: -89.6324\tvalid_0's l1: 25.4789\n",
"[21]\tvalid_0's poisson: -89.904\tvalid_0's l1: 25.3441\n",
"[22]\tvalid_0's poisson: -90.1657\tvalid_0's l1: 25.2158\n",
"[23]\tvalid_0's poisson: -90.4577\tvalid_0's l1: 25.0609\n",
"[24]\tvalid_0's poisson: -90.7195\tvalid_0's l1: 24.9272\n",
"[25]\tvalid_0's poisson: -90.9712\tvalid_0's l1: 24.7968\n",
"[26]\tvalid_0's poisson: -91.2306\tvalid_0's l1: 24.655\n",
"[27]\tvalid_0's poisson: -91.4793\tvalid_0's l1: 24.5161\n",
"[28]\tvalid_0's poisson: -91.68\tvalid_0's l1: 24.4067\n",
"[29]\tvalid_0's poisson: -91.8779\tvalid_0's l1: 24.2977\n",
"[30]\tvalid_0's poisson: -92.0788\tvalid_0's l1: 24.1943\n",
"[31]\tvalid_0's poisson: -92.2998\tvalid_0's l1: 24.0687\n",
"[32]\tvalid_0's poisson: -92.5176\tvalid_0's l1: 23.9441\n",
"[33]\tvalid_0's poisson: -92.7267\tvalid_0's l1: 23.8229\n",
"[34]\tvalid_0's poisson: -92.937\tvalid_0's l1: 23.6979\n",
"[35]\tvalid_0's poisson: -93.139\tvalid_0's l1: 23.5776\n",
"[36]\tvalid_0's poisson: -93.2711\tvalid_0's l1: 23.5011\n",
"[37]\tvalid_0's poisson: -93.422\tvalid_0's l1: 23.414\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[38]\tvalid_0's poisson: -93.6097\tvalid_0's l1: 23.3011\n",
"[39]\tvalid_0's poisson: -93.7926\tvalid_0's l1: 23.1904\n",
"[40]\tvalid_0's poisson: -93.9685\tvalid_0's l1: 23.0825\n",
"[41]\tvalid_0's poisson: -94.0862\tvalid_0's l1: 23.0132\n",
"[42]\tvalid_0's poisson: -94.2357\tvalid_0's l1: 22.9333\n",
"[43]\tvalid_0's poisson: -94.3987\tvalid_0's l1: 22.8306\n",
"[44]\tvalid_0's poisson: -94.5058\tvalid_0's l1: 22.7662\n",
"[45]\tvalid_0's poisson: -94.6594\tvalid_0's l1: 22.6691\n",
"[46]\tvalid_0's poisson: -94.8073\tvalid_0's l1: 22.5753\n",
"[47]\tvalid_0's poisson: -94.907\tvalid_0's l1: 22.5153\n",
"[48]\tvalid_0's poisson: -95.0139\tvalid_0's l1: 22.454\n",
"[49]\tvalid_0's poisson: -95.1419\tvalid_0's l1: 22.3854\n",
"[50]\tvalid_0's poisson: -95.2464\tvalid_0's l1: 22.3224\n",
"[51]\tvalid_0's poisson: -95.3685\tvalid_0's l1: 22.2555\n",
"[52]\tvalid_0's poisson: -95.4981\tvalid_0's l1: 22.1678\n",
"[53]\tvalid_0's poisson: -95.6231\tvalid_0's l1: 22.0832\n",
"[54]\tvalid_0's poisson: -95.7168\tvalid_0's l1: 22.026\n",
"[55]\tvalid_0's poisson: -95.8178\tvalid_0's l1: 21.9688\n",
"[56]\tvalid_0's poisson: -95.9271\tvalid_0's l1: 21.8933\n",
"[57]\tvalid_0's poisson: -96.0052\tvalid_0's l1: 21.8447\n",
"[58]\tvalid_0's poisson: -96.1001\tvalid_0's l1: 21.7915\n",
"[59]\tvalid_0's poisson: -96.2124\tvalid_0's l1: 21.7298\n",
"[60]\tvalid_0's poisson: -96.2972\tvalid_0's l1: 21.6768\n",
"[61]\tvalid_0's poisson: -96.4038\tvalid_0's l1: 21.6175\n",
"[62]\tvalid_0's poisson: -96.4996\tvalid_0's l1: 21.5625\n",
"[63]\tvalid_0's poisson: -96.5819\tvalid_0's l1: 21.5096\n",
"[64]\tvalid_0's poisson: -96.6802\tvalid_0's l1: 21.4536\n",
"[65]\tvalid_0's poisson: -96.7441\tvalid_0's l1: 21.4118\n",
"[66]\tvalid_0's poisson: -96.8324\tvalid_0's l1: 21.3607\n",
"[67]\tvalid_0's poisson: -96.9073\tvalid_0's l1: 21.3115\n",
"[68]\tvalid_0's poisson: -96.9673\tvalid_0's l1: 21.2728\n",
"[69]\tvalid_0's poisson: -97.0384\tvalid_0's l1: 21.2258\n",
"[70]\tvalid_0's poisson: -97.1078\tvalid_0's l1: 21.1801\n",
"[71]\tvalid_0's poisson: -97.1878\tvalid_0's l1: 21.1331\n",
"[72]\tvalid_0's poisson: -97.2811\tvalid_0's l1: 21.0639\n",
"[73]\tvalid_0's poisson: -97.3566\tvalid_0's l1: 21.0197\n",
"[74]\tvalid_0's poisson: -97.4456\tvalid_0's l1: 20.953\n",
"[75]\tvalid_0's poisson: -97.5315\tvalid_0's l1: 20.8884\n",
"[76]\tvalid_0's poisson: -97.5767\tvalid_0's l1: 20.8547\n",
"[77]\tvalid_0's poisson: -97.655\tvalid_0's l1: 20.8046\n",
"[78]\tvalid_0's poisson: -97.6986\tvalid_0's l1: 20.7723\n",
"[79]\tvalid_0's poisson: -97.7449\tvalid_0's l1: 20.7415\n",
"[80]\tvalid_0's poisson: -97.7865\tvalid_0's l1: 20.7105\n",
"[81]\tvalid_0's poisson: -97.8647\tvalid_0's l1: 20.6508\n",
"[82]\tvalid_0's poisson: -97.9397\tvalid_0's l1: 20.5926\n",
"[83]\tvalid_0's poisson: -98.0133\tvalid_0's l1: 20.5356\n",
"[84]\tvalid_0's poisson: -98.0845\tvalid_0's l1: 20.4799\n",
"[85]\tvalid_0's poisson: -98.1524\tvalid_0's l1: 20.4249\n",
"[86]\tvalid_0's poisson: -98.2218\tvalid_0's l1: 20.3834\n",
"[87]\tvalid_0's poisson: -98.3792\tvalid_0's l1: 20.305\n",
"[88]\tvalid_0's poisson: -98.4148\tvalid_0's l1: 20.2774\n",
"[89]\tvalid_0's poisson: -98.4717\tvalid_0's l1: 20.2425\n",
"[90]\tvalid_0's poisson: -98.5231\tvalid_0's l1: 20.2058\n",
"[91]\tvalid_0's poisson: -98.5773\tvalid_0's l1: 20.1681\n",
"[92]\tvalid_0's poisson: -98.6321\tvalid_0's l1: 20.1297\n",
"[93]\tvalid_0's poisson: -98.6924\tvalid_0's l1: 20.0798\n",
"[94]\tvalid_0's poisson: -98.833\tvalid_0's l1: 20.0072\n",
"[95]\tvalid_0's poisson: -98.8653\tvalid_0's l1: 19.9821\n",
"[96]\tvalid_0's poisson: -98.8969\tvalid_0's l1: 19.9576\n",
"[97]\tvalid_0's poisson: -98.9565\tvalid_0's l1: 19.9219\n",
"[98]\tvalid_0's poisson: -99.0078\tvalid_0's l1: 19.8854\n",
"[99]\tvalid_0's poisson: -99.0916\tvalid_0's l1: 19.8468\n",
"[100]\tvalid_0's poisson: -99.1482\tvalid_0's l1: 19.8124\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.0797\tvalid_0's l1: 29.1122\n",
"[2]\tvalid_0's poisson: -81.7629\tvalid_0's l1: 28.8668\n",
"[3]\tvalid_0's poisson: -82.3527\tvalid_0's l1: 28.6429\n",
"[4]\tvalid_0's poisson: -82.9525\tvalid_0's l1: 28.4128\n",
"[5]\tvalid_0's poisson: -83.5395\tvalid_0's l1: 28.1858\n",
"[6]\tvalid_0's poisson: -84.0957\tvalid_0's l1: 27.9661\n",
"[7]\tvalid_0's poisson: -84.6298\tvalid_0's l1: 27.7503\n",
"[8]\tvalid_0's poisson: -85.1375\tvalid_0's l1: 27.5408\n",
"[9]\tvalid_0's poisson: -85.5875\tvalid_0's l1: 27.3493\n",
"[10]\tvalid_0's poisson: -86.0523\tvalid_0's l1: 27.1486\n",
"[11]\tvalid_0's poisson: -86.4874\tvalid_0's l1: 26.9574\n",
"[12]\tvalid_0's poisson: -86.9016\tvalid_0's l1: 26.7736\n",
"[13]\tvalid_0's poisson: -87.2972\tvalid_0's l1: 26.5956\n",
"[14]\tvalid_0's poisson: -87.6753\tvalid_0's l1: 26.4221\n",
"[15]\tvalid_0's poisson: -88.0369\tvalid_0's l1: 26.2535\n",
"[16]\tvalid_0's poisson: -88.392\tvalid_0's l1: 26.0832\n",
"[17]\tvalid_0's poisson: -88.725\tvalid_0's l1: 25.9218\n",
"[18]\tvalid_0's poisson: -89.0264\tvalid_0's l1: 25.7756\n",
"[19]\tvalid_0's poisson: -89.3346\tvalid_0's l1: 25.6234\n",
"[20]\tvalid_0's poisson: -89.6232\tvalid_0's l1: 25.4806\n",
"[21]\tvalid_0's poisson: -89.9095\tvalid_0's l1: 25.3345\n",
"[22]\tvalid_0's poisson: -90.1721\tvalid_0's l1: 25.2027\n",
"[23]\tvalid_0's poisson: -90.4651\tvalid_0's l1: 25.0454\n",
"[24]\tvalid_0's poisson: -90.7115\tvalid_0's l1: 24.9202\n",
"[25]\tvalid_0's poisson: -90.9623\tvalid_0's l1: 24.7914\n",
"[26]\tvalid_0's poisson: -91.2234\tvalid_0's l1: 24.6491\n",
"[27]\tvalid_0's poisson: -91.4762\tvalid_0's l1: 24.5086\n",
"[28]\tvalid_0's poisson: -91.7183\tvalid_0's l1: 24.3744\n",
"[29]\tvalid_0's poisson: -91.9505\tvalid_0's l1: 24.2427\n",
"[30]\tvalid_0's poisson: -92.1304\tvalid_0's l1: 24.1438\n",
"[31]\tvalid_0's poisson: -92.3045\tvalid_0's l1: 24.0482\n",
"[32]\tvalid_0's poisson: -92.4873\tvalid_0's l1: 23.9461\n",
"[33]\tvalid_0's poisson: -92.707\tvalid_0's l1: 23.818\n",
"[34]\tvalid_0's poisson: -92.9074\tvalid_0's l1: 23.6997\n",
"[35]\tvalid_0's poisson: -93.1104\tvalid_0's l1: 23.5789\n",
"[36]\tvalid_0's poisson: -93.3009\tvalid_0's l1: 23.4739\n",
"[37]\tvalid_0's poisson: -93.4921\tvalid_0's l1: 23.3584\n",
"[38]\tvalid_0's poisson: -93.6187\tvalid_0's l1: 23.2838\n",
"[39]\tvalid_0's poisson: -93.7996\tvalid_0's l1: 23.1733\n",
"[40]\tvalid_0's poisson: -93.9736\tvalid_0's l1: 23.0657\n",
"[41]\tvalid_0's poisson: -94.1411\tvalid_0's l1: 22.9599\n",
"[42]\tvalid_0's poisson: -94.282\tvalid_0's l1: 22.8825\n",
"[43]\tvalid_0's poisson: -94.4061\tvalid_0's l1: 22.8095\n",
"[44]\tvalid_0's poisson: -94.5521\tvalid_0's l1: 22.7301\n",
"[45]\tvalid_0's poisson: -94.6818\tvalid_0's l1: 22.6413\n",
"[46]\tvalid_0's poisson: -94.8249\tvalid_0's l1: 22.5492\n",
"[47]\tvalid_0's poisson: -94.9647\tvalid_0's l1: 22.4587\n",
"[48]\tvalid_0's poisson: -95.0614\tvalid_0's l1: 22.3995\n",
"[49]\tvalid_0's poisson: -95.1775\tvalid_0's l1: 22.3328\n",
"[50]\tvalid_0's poisson: -95.3005\tvalid_0's l1: 22.266\n",
"[51]\tvalid_0's poisson: -95.3995\tvalid_0's l1: 22.2037\n",
"[52]\tvalid_0's poisson: -95.5221\tvalid_0's l1: 22.1316\n",
"[53]\tvalid_0's poisson: -95.6441\tvalid_0's l1: 22.0499\n",
"[54]\tvalid_0's poisson: -95.7283\tvalid_0's l1: 21.9975\n",
"[55]\tvalid_0's poisson: -95.8393\tvalid_0's l1: 21.9355\n",
"[56]\tvalid_0's poisson: -95.9291\tvalid_0's l1: 21.8802\n",
"[57]\tvalid_0's poisson: -96.0159\tvalid_0's l1: 21.8249\n",
"[58]\tvalid_0's poisson: -96.1025\tvalid_0's l1: 21.769\n",
"[59]\tvalid_0's poisson: -96.2028\tvalid_0's l1: 21.6984\n",
"[60]\tvalid_0's poisson: -96.2996\tvalid_0's l1: 21.6302\n",
"[61]\tvalid_0's poisson: -96.397\tvalid_0's l1: 21.5743\n",
"[62]\tvalid_0's poisson: -96.4718\tvalid_0's l1: 21.5272\n",
"[63]\tvalid_0's poisson: -96.5659\tvalid_0's l1: 21.4733\n",
"[64]\tvalid_0's poisson: -96.6573\tvalid_0's l1: 21.4208\n",
"[65]\tvalid_0's poisson: -96.7225\tvalid_0's l1: 21.3786\n",
"[66]\tvalid_0's poisson: -96.8096\tvalid_0's l1: 21.329\n",
"[67]\tvalid_0's poisson: -96.8942\tvalid_0's l1: 21.2806\n",
"[68]\tvalid_0's poisson: -96.9541\tvalid_0's l1: 21.2414\n",
"[69]\tvalid_0's poisson: -97.0413\tvalid_0's l1: 21.1865\n",
"[70]\tvalid_0's poisson: -97.1016\tvalid_0's l1: 21.1461\n",
"[71]\tvalid_0's poisson: -97.1684\tvalid_0's l1: 21.1012\n",
"[72]\tvalid_0's poisson: -97.2254\tvalid_0's l1: 21.0631\n",
"[73]\tvalid_0's poisson: -97.3013\tvalid_0's l1: 21.0188\n",
"[74]\tvalid_0's poisson: -97.3635\tvalid_0's l1: 20.9764\n",
"[75]\tvalid_0's poisson: -97.4314\tvalid_0's l1: 20.9345\n",
"[76]\tvalid_0's poisson: -97.5163\tvalid_0's l1: 20.8713\n",
"[77]\tvalid_0's poisson: -97.5983\tvalid_0's l1: 20.8101\n",
"[78]\tvalid_0's poisson: -97.6664\tvalid_0's l1: 20.7697\n",
"[79]\tvalid_0's poisson: -97.7228\tvalid_0's l1: 20.7314\n",
"[80]\tvalid_0's poisson: -97.7996\tvalid_0's l1: 20.6729\n",
"[81]\tvalid_0's poisson: -97.8709\tvalid_0's l1: 20.6309\n",
"[82]\tvalid_0's poisson: -97.9223\tvalid_0's l1: 20.5955\n",
"[83]\tvalid_0's poisson: -97.9957\tvalid_0's l1: 20.539\n",
"[84]\tvalid_0's poisson: -98.0653\tvalid_0's l1: 20.4834\n",
"[85]\tvalid_0's poisson: -98.1326\tvalid_0's l1: 20.4292\n",
"[86]\tvalid_0's poisson: -98.199\tvalid_0's l1: 20.3756\n",
"[87]\tvalid_0's poisson: -98.2398\tvalid_0's l1: 20.3483\n",
"[88]\tvalid_0's poisson: -98.3034\tvalid_0's l1: 20.2978\n",
"[89]\tvalid_0's poisson: -98.3649\tvalid_0's l1: 20.2481\n",
"[90]\tvalid_0's poisson: -98.3996\tvalid_0's l1: 20.2214\n",
"[91]\tvalid_0's poisson: -98.4586\tvalid_0's l1: 20.1742\n",
"[92]\tvalid_0's poisson: -98.4916\tvalid_0's l1: 20.149\n",
"[93]\tvalid_0's poisson: -98.6131\tvalid_0's l1: 20.0868\n",
"[94]\tvalid_0's poisson: -98.6471\tvalid_0's l1: 20.0616\n",
"[95]\tvalid_0's poisson: -98.7007\tvalid_0's l1: 20.0245\n",
"[96]\tvalid_0's poisson: -98.7725\tvalid_0's l1: 19.9814\n",
"[97]\tvalid_0's poisson: -98.8348\tvalid_0's l1: 19.9336\n",
"[98]\tvalid_0's poisson: -98.8645\tvalid_0's l1: 19.91\n",
"[99]\tvalid_0's poisson: -98.9315\tvalid_0's l1: 19.8693\n",
"[100]\tvalid_0's poisson: -98.9599\tvalid_0's l1: 19.8465\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -81.0801\tvalid_0's l1: 29.1117\n",
"[2]\tvalid_0's poisson: -81.7637\tvalid_0's l1: 28.8657\n",
"[3]\tvalid_0's poisson: -82.3494\tvalid_0's l1: 28.646\n",
"[4]\tvalid_0's poisson: -82.9472\tvalid_0's l1: 28.4161\n",
"[5]\tvalid_0's poisson: -83.5419\tvalid_0's l1: 28.1864\n",
"[6]\tvalid_0's poisson: -84.1009\tvalid_0's l1: 27.9644\n",
"[7]\tvalid_0's poisson: -84.6372\tvalid_0's l1: 27.7469\n",
"[8]\tvalid_0's poisson: -85.1469\tvalid_0's l1: 27.5357\n",
"[9]\tvalid_0's poisson: -85.5817\tvalid_0's l1: 27.3508\n",
"[10]\tvalid_0's poisson: -86.0483\tvalid_0's l1: 27.15\n",
"[11]\tvalid_0's poisson: -86.4931\tvalid_0's l1: 26.9557\n",
"[12]\tvalid_0's poisson: -86.9177\tvalid_0's l1: 26.7663\n",
"[13]\tvalid_0's poisson: -87.3231\tvalid_0's l1: 26.5834\n",
"[14]\tvalid_0's poisson: -87.7105\tvalid_0's l1: 26.4046\n",
"[15]\tvalid_0's poisson: -88.0741\tvalid_0's l1: 26.2347\n",
"[16]\tvalid_0's poisson: -88.4046\tvalid_0's l1: 26.0782\n",
"[17]\tvalid_0's poisson: -88.7413\tvalid_0's l1: 25.9167\n",
"[18]\tvalid_0's poisson: -89.0637\tvalid_0's l1: 25.758\n",
"[19]\tvalid_0's poisson: -89.3728\tvalid_0's l1: 25.6053\n",
"[20]\tvalid_0's poisson: -89.6616\tvalid_0's l1: 25.4621\n",
"[21]\tvalid_0's poisson: -89.9395\tvalid_0's l1: 25.3233\n",
"[22]\tvalid_0's poisson: -90.2001\tvalid_0's l1: 25.1945\n",
"[23]\tvalid_0's poisson: -90.4699\tvalid_0's l1: 25.055\n",
"[24]\tvalid_0's poisson: -90.7282\tvalid_0's l1: 24.9231\n",
"[25]\tvalid_0's poisson: -90.9954\tvalid_0's l1: 24.7788\n",
"[26]\tvalid_0's poisson: -91.2513\tvalid_0's l1: 24.6385\n",
"[27]\tvalid_0's poisson: -91.4967\tvalid_0's l1: 24.501\n",
"[28]\tvalid_0's poisson: -91.6943\tvalid_0's l1: 24.3925\n",
"[29]\tvalid_0's poisson: -91.9284\tvalid_0's l1: 24.2703\n",
"[30]\tvalid_0's poisson: -92.1635\tvalid_0's l1: 24.1377\n",
"[31]\tvalid_0's poisson: -92.3795\tvalid_0's l1: 24.0142\n",
"[32]\tvalid_0's poisson: -92.5869\tvalid_0's l1: 23.8934\n",
"[33]\tvalid_0's poisson: -92.7435\tvalid_0's l1: 23.8058\n",
"[34]\tvalid_0's poisson: -92.9517\tvalid_0's l1: 23.683\n",
"[35]\tvalid_0's poisson: -93.1518\tvalid_0's l1: 23.565\n",
"[36]\tvalid_0's poisson: -93.3164\tvalid_0's l1: 23.4762\n",
"[37]\tvalid_0's poisson: -93.4679\tvalid_0's l1: 23.3885\n",
"[38]\tvalid_0's poisson: -93.6494\tvalid_0's l1: 23.2783\n",
"[39]\tvalid_0's poisson: -93.8265\tvalid_0's l1: 23.1794\n",
"[40]\tvalid_0's poisson: -93.9973\tvalid_0's l1: 23.0841\n",
"[41]\tvalid_0's poisson: -94.1639\tvalid_0's l1: 22.9797\n",
"[42]\tvalid_0's poisson: -94.3243\tvalid_0's l1: 22.8778\n",
"[43]\tvalid_0's poisson: -94.4349\tvalid_0's l1: 22.8118\n",
"[44]\tvalid_0's poisson: -94.5867\tvalid_0's l1: 22.7143\n",
"[45]\tvalid_0's poisson: -94.733\tvalid_0's l1: 22.6198\n",
"[46]\tvalid_0's poisson: -94.8588\tvalid_0's l1: 22.5507\n",
"[47]\tvalid_0's poisson: -94.9938\tvalid_0's l1: 22.4784\n",
"[48]\tvalid_0's poisson: -95.1246\tvalid_0's l1: 22.4082\n",
"[49]\tvalid_0's poisson: -95.2189\tvalid_0's l1: 22.3514\n",
"[50]\tvalid_0's poisson: -95.3391\tvalid_0's l1: 22.2708\n",
"[51]\tvalid_0's poisson: -95.4569\tvalid_0's l1: 22.2053\n",
"[52]\tvalid_0's poisson: -95.5545\tvalid_0's l1: 22.1444\n",
"[53]\tvalid_0's poisson: -95.6407\tvalid_0's l1: 22.0915\n",
"[54]\tvalid_0's poisson: -95.7446\tvalid_0's l1: 22.0178\n",
"[55]\tvalid_0's poisson: -95.8539\tvalid_0's l1: 21.956\n",
"[56]\tvalid_0's poisson: -95.9437\tvalid_0's l1: 21.9009\n",
"[57]\tvalid_0's poisson: -96.0491\tvalid_0's l1: 21.8414\n",
"[58]\tvalid_0's poisson: -96.1349\tvalid_0's l1: 21.7874\n",
"[59]\tvalid_0's poisson: -96.2358\tvalid_0's l1: 21.7311\n",
"[60]\tvalid_0's poisson: -96.3283\tvalid_0's l1: 21.6631\n",
"[61]\tvalid_0's poisson: -96.4221\tvalid_0's l1: 21.5958\n",
"[62]\tvalid_0's poisson: -96.501\tvalid_0's l1: 21.5447\n",
"[63]\tvalid_0's poisson: -96.568\tvalid_0's l1: 21.5014\n",
"[64]\tvalid_0's poisson: -96.6515\tvalid_0's l1: 21.4378\n",
"[65]\tvalid_0's poisson: -96.7385\tvalid_0's l1: 21.3877\n",
"[66]\tvalid_0's poisson: -96.8009\tvalid_0's l1: 21.3474\n",
"[67]\tvalid_0's poisson: -96.8719\tvalid_0's l1: 21.302\n",
"[68]\tvalid_0's poisson: -96.9536\tvalid_0's l1: 21.2554\n",
"[69]\tvalid_0's poisson: -97.0329\tvalid_0's l1: 21.2096\n",
"[70]\tvalid_0's poisson: -97.1099\tvalid_0's l1: 21.1646\n",
"[71]\tvalid_0's poisson: -97.1934\tvalid_0's l1: 21.1117\n",
"[72]\tvalid_0's poisson: -97.2748\tvalid_0's l1: 21.0517\n",
"[73]\tvalid_0's poisson: -97.3415\tvalid_0's l1: 21.0068\n",
"[74]\tvalid_0's poisson: -97.391\tvalid_0's l1: 20.9707\n",
"[75]\tvalid_0's poisson: -97.4437\tvalid_0's l1: 20.9344\n",
"[76]\tvalid_0's poisson: -97.526\tvalid_0's l1: 20.8727\n",
"[77]\tvalid_0's poisson: -97.6056\tvalid_0's l1: 20.8134\n",
"[78]\tvalid_0's poisson: -97.6824\tvalid_0's l1: 20.7554\n",
"[79]\tvalid_0's poisson: -97.739\tvalid_0's l1: 20.7166\n",
"[80]\tvalid_0's poisson: -97.7815\tvalid_0's l1: 20.685\n",
"[81]\tvalid_0's poisson: -97.8333\tvalid_0's l1: 20.6502\n",
"[82]\tvalid_0's poisson: -97.9059\tvalid_0's l1: 20.5948\n",
"[83]\tvalid_0's poisson: -97.976\tvalid_0's l1: 20.5405\n",
"[84]\tvalid_0's poisson: -98.0439\tvalid_0's l1: 20.4872\n",
"[85]\tvalid_0's poisson: -98.108\tvalid_0's l1: 20.4353\n",
"[86]\tvalid_0's poisson: -98.1701\tvalid_0's l1: 20.3846\n",
"[87]\tvalid_0's poisson: -98.2062\tvalid_0's l1: 20.3568\n",
"[88]\tvalid_0's poisson: -98.2531\tvalid_0's l1: 20.3259\n",
"[89]\tvalid_0's poisson: -98.398\tvalid_0's l1: 20.2539\n",
"[90]\tvalid_0's poisson: -98.4348\tvalid_0's l1: 20.227\n",
"[91]\tvalid_0's poisson: -98.5701\tvalid_0's l1: 20.1577\n",
"[92]\tvalid_0's poisson: -98.6327\tvalid_0's l1: 20.1197\n",
"[93]\tvalid_0's poisson: -98.688\tvalid_0's l1: 20.0731\n",
"[94]\tvalid_0's poisson: -98.7427\tvalid_0's l1: 20.0274\n",
"[95]\tvalid_0's poisson: -98.8131\tvalid_0's l1: 19.9848\n",
"[96]\tvalid_0's poisson: -98.9361\tvalid_0's l1: 19.9199\n",
"[97]\tvalid_0's poisson: -98.9879\tvalid_0's l1: 19.8841\n",
"[98]\tvalid_0's poisson: -99.0551\tvalid_0's l1: 19.8429\n",
"[99]\tvalid_0's poisson: -99.1202\tvalid_0's l1: 19.803\n",
"[100]\tvalid_0's poisson: -99.1687\tvalid_0's l1: 19.7692\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -81.2302\tvalid_0's l1: 29.0575\n",
"[2]\tvalid_0's poisson: -82.0297\tvalid_0's l1: 28.7639\n",
"[3]\tvalid_0's poisson: -82.7847\tvalid_0's l1: 28.4752\n",
"[4]\tvalid_0's poisson: -83.5042\tvalid_0's l1: 28.191\n",
"[5]\tvalid_0's poisson: -84.2221\tvalid_0's l1: 27.9046\n",
"[6]\tvalid_0's poisson: -84.9074\tvalid_0's l1: 27.6232\n",
"[7]\tvalid_0's poisson: -85.5347\tvalid_0's l1: 27.3531\n",
"[8]\tvalid_0's poisson: -86.1604\tvalid_0's l1: 27.0827\n",
"[9]\tvalid_0's poisson: -86.7508\tvalid_0's l1: 26.8198\n",
"[10]\tvalid_0's poisson: -87.3498\tvalid_0's l1: 26.5529\n",
"[11]\tvalid_0's poisson: -87.9064\tvalid_0's l1: 26.2952\n",
"[12]\tvalid_0's poisson: -88.4504\tvalid_0's l1: 26.0423\n",
"[13]\tvalid_0's poisson: -88.9521\tvalid_0's l1: 25.7997\n",
"[14]\tvalid_0's poisson: -89.4463\tvalid_0's l1: 25.5592\n",
"[15]\tvalid_0's poisson: -89.8925\tvalid_0's l1: 25.3307\n",
"[16]\tvalid_0's poisson: -90.3489\tvalid_0's l1: 25.0982\n",
"[17]\tvalid_0's poisson: -90.7768\tvalid_0's l1: 24.8755\n",
"[18]\tvalid_0's poisson: -91.1744\tvalid_0's l1: 24.6622\n",
"[19]\tvalid_0's poisson: -91.5549\tvalid_0's l1: 24.4539\n",
"[20]\tvalid_0's poisson: -91.9287\tvalid_0's l1: 24.2486\n",
"[21]\tvalid_0's poisson: -92.2884\tvalid_0's l1: 24.0466\n",
"[22]\tvalid_0's poisson: -92.6313\tvalid_0's l1: 23.851\n",
"[23]\tvalid_0's poisson: -92.9575\tvalid_0's l1: 23.6577\n",
"[24]\tvalid_0's poisson: -93.3261\tvalid_0's l1: 23.4555\n",
"[25]\tvalid_0's poisson: -93.6389\tvalid_0's l1: 23.2702\n",
"[26]\tvalid_0's poisson: -93.9369\tvalid_0's l1: 23.0902\n",
"[27]\tvalid_0's poisson: -94.3746\tvalid_0's l1: 22.8838\n",
"[28]\tvalid_0's poisson: -94.65\tvalid_0's l1: 22.7117\n",
"[29]\tvalid_0's poisson: -95.0502\tvalid_0's l1: 22.5182\n",
"[30]\tvalid_0's poisson: -95.5479\tvalid_0's l1: 22.2967\n",
"[31]\tvalid_0's poisson: -95.8086\tvalid_0's l1: 22.1266\n",
"[32]\tvalid_0's poisson: -96.0563\tvalid_0's l1: 21.9625\n",
"[33]\tvalid_0's poisson: -96.472\tvalid_0's l1: 21.7572\n",
"[34]\tvalid_0's poisson: -96.8426\tvalid_0's l1: 21.5653\n",
"[35]\tvalid_0's poisson: -97.1952\tvalid_0's l1: 21.376\n",
"[36]\tvalid_0's poisson: -97.569\tvalid_0's l1: 21.1826\n",
"[37]\tvalid_0's poisson: -97.8855\tvalid_0's l1: 21.0017\n",
"[38]\tvalid_0's poisson: -98.09\tvalid_0's l1: 20.8491\n",
"[39]\tvalid_0's poisson: -98.404\tvalid_0's l1: 20.6679\n",
"[40]\tvalid_0's poisson: -98.6828\tvalid_0's l1: 20.4996\n",
"[41]\tvalid_0's poisson: -98.9912\tvalid_0's l1: 20.3134\n",
"[42]\tvalid_0's poisson: -99.1528\tvalid_0's l1: 20.1829\n",
"[43]\tvalid_0's poisson: -99.3654\tvalid_0's l1: 20.0395\n",
"[44]\tvalid_0's poisson: -99.6057\tvalid_0's l1: 19.8863\n",
"[45]\tvalid_0's poisson: -99.867\tvalid_0's l1: 19.7182\n",
"[46]\tvalid_0's poisson: -100.12\tvalid_0's l1: 19.5533\n",
"[47]\tvalid_0's poisson: -100.355\tvalid_0's l1: 19.3957\n",
"[48]\tvalid_0's poisson: -100.582\tvalid_0's l1: 19.2396\n",
"[49]\tvalid_0's poisson: -100.798\tvalid_0's l1: 19.088\n",
"[50]\tvalid_0's poisson: -100.969\tvalid_0's l1: 18.9583\n",
"[51]\tvalid_0's poisson: -101.1\tvalid_0's l1: 18.8462\n",
"[52]\tvalid_0's poisson: -101.297\tvalid_0's l1: 18.7023\n",
"[53]\tvalid_0's poisson: -101.489\tvalid_0's l1: 18.5645\n",
"[54]\tvalid_0's poisson: -101.654\tvalid_0's l1: 18.4374\n",
"[55]\tvalid_0's poisson: -101.817\tvalid_0's l1: 18.3117\n",
"[56]\tvalid_0's poisson: -101.916\tvalid_0's l1: 18.2176\n",
"[57]\tvalid_0's poisson: -102.09\tvalid_0's l1: 18.0876\n",
"[58]\tvalid_0's poisson: -102.173\tvalid_0's l1: 18.0086\n",
"[59]\tvalid_0's poisson: -102.341\tvalid_0's l1: 17.8796\n",
"[60]\tvalid_0's poisson: -102.488\tvalid_0's l1: 17.762\n",
"[61]\tvalid_0's poisson: -102.647\tvalid_0's l1: 17.6377\n",
"[62]\tvalid_0's poisson: -102.746\tvalid_0's l1: 17.5434\n",
"[63]\tvalid_0's poisson: -102.912\tvalid_0's l1: 17.4114\n",
"[64]\tvalid_0's poisson: -103.014\tvalid_0's l1: 17.3215\n",
"[65]\tvalid_0's poisson: -103.169\tvalid_0's l1: 17.2015\n",
"[66]\tvalid_0's poisson: -103.301\tvalid_0's l1: 17.0978\n",
"[67]\tvalid_0's poisson: -103.436\tvalid_0's l1: 16.9832\n",
"[68]\tvalid_0's poisson: -103.577\tvalid_0's l1: 16.8709\n",
"[69]\tvalid_0's poisson: -103.651\tvalid_0's l1: 16.7949\n",
"[70]\tvalid_0's poisson: -103.78\tvalid_0's l1: 16.6859\n",
"[71]\tvalid_0's poisson: -103.888\tvalid_0's l1: 16.5911\n",
"[72]\tvalid_0's poisson: -104.008\tvalid_0's l1: 16.486\n",
"[73]\tvalid_0's poisson: -104.129\tvalid_0's l1: 16.3853\n",
"[74]\tvalid_0's poisson: -104.247\tvalid_0's l1: 16.2827\n",
"[75]\tvalid_0's poisson: -104.359\tvalid_0's l1: 16.1835\n",
"[76]\tvalid_0's poisson: -104.454\tvalid_0's l1: 16.0996\n",
"[77]\tvalid_0's poisson: -104.545\tvalid_0's l1: 16.0176\n",
"[78]\tvalid_0's poisson: -104.604\tvalid_0's l1: 15.9536\n",
"[79]\tvalid_0's poisson: -104.691\tvalid_0's l1: 15.873\n",
"[80]\tvalid_0's poisson: -104.744\tvalid_0's l1: 15.8149\n",
"[81]\tvalid_0's poisson: -104.832\tvalid_0's l1: 15.7316\n",
"[82]\tvalid_0's poisson: -104.887\tvalid_0's l1: 15.6754\n",
"[83]\tvalid_0's poisson: -104.935\tvalid_0's l1: 15.6214\n",
"[84]\tvalid_0's poisson: -105.01\tvalid_0's l1: 15.5491\n",
"[85]\tvalid_0's poisson: -105.061\tvalid_0's l1: 15.4961\n",
"[86]\tvalid_0's poisson: -105.127\tvalid_0's l1: 15.4288\n",
"[87]\tvalid_0's poisson: -105.198\tvalid_0's l1: 15.359\n",
"[88]\tvalid_0's poisson: -105.236\tvalid_0's l1: 15.3173\n",
"[89]\tvalid_0's poisson: -105.295\tvalid_0's l1: 15.2587\n",
"[90]\tvalid_0's poisson: -105.352\tvalid_0's l1: 15.2022\n",
"[91]\tvalid_0's poisson: -105.414\tvalid_0's l1: 15.1406\n",
"[92]\tvalid_0's poisson: -105.486\tvalid_0's l1: 15.0663\n",
"[93]\tvalid_0's poisson: -105.529\tvalid_0's l1: 15.0191\n",
"[94]\tvalid_0's poisson: -105.582\tvalid_0's l1: 14.9648\n",
"[95]\tvalid_0's poisson: -105.633\tvalid_0's l1: 14.9109\n",
"[96]\tvalid_0's poisson: -105.699\tvalid_0's l1: 14.8413\n",
"[97]\tvalid_0's poisson: -105.737\tvalid_0's l1: 14.7995\n",
"[98]\tvalid_0's poisson: -105.785\tvalid_0's l1: 14.7453\n",
"[99]\tvalid_0's poisson: -105.823\tvalid_0's l1: 14.7032\n",
"[100]\tvalid_0's poisson: -105.882\tvalid_0's l1: 14.6375\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.2258\tvalid_0's l1: 29.0587\n",
"[2]\tvalid_0's poisson: -82.0225\tvalid_0's l1: 28.7668\n",
"[3]\tvalid_0's poisson: -82.8109\tvalid_0's l1: 28.473\n",
"[4]\tvalid_0's poisson: -83.5503\tvalid_0's l1: 28.1846\n",
"[5]\tvalid_0's poisson: -84.263\tvalid_0's l1: 27.8967\n",
"[6]\tvalid_0's poisson: -84.9336\tvalid_0's l1: 27.6162\n",
"[7]\tvalid_0's poisson: -85.5892\tvalid_0's l1: 27.339\n",
"[8]\tvalid_0's poisson: -86.2145\tvalid_0's l1: 27.0668\n",
"[9]\tvalid_0's poisson: -86.8152\tvalid_0's l1: 26.7988\n",
"[10]\tvalid_0's poisson: -87.3844\tvalid_0's l1: 26.539\n",
"[11]\tvalid_0's poisson: -87.9502\tvalid_0's l1: 26.2807\n",
"[12]\tvalid_0's poisson: -88.4649\tvalid_0's l1: 26.0323\n",
"[13]\tvalid_0's poisson: -88.9606\tvalid_0's l1: 25.7904\n",
"[14]\tvalid_0's poisson: -89.4438\tvalid_0's l1: 25.5516\n",
"[15]\tvalid_0's poisson: -89.9053\tvalid_0's l1: 25.3182\n",
"[16]\tvalid_0's poisson: -90.3563\tvalid_0's l1: 25.0875\n",
"[17]\tvalid_0's poisson: -90.7919\tvalid_0's l1: 24.8627\n",
"[18]\tvalid_0's poisson: -91.2252\tvalid_0's l1: 24.6386\n",
"[19]\tvalid_0's poisson: -91.6149\tvalid_0's l1: 24.4253\n",
"[20]\tvalid_0's poisson: -91.9798\tvalid_0's l1: 24.2203\n",
"[21]\tvalid_0's poisson: -92.3299\tvalid_0's l1: 24.0208\n",
"[22]\tvalid_0's poisson: -92.6658\tvalid_0's l1: 23.8264\n",
"[23]\tvalid_0's poisson: -93.0311\tvalid_0's l1: 23.6232\n",
"[24]\tvalid_0's poisson: -93.3644\tvalid_0's l1: 23.4299\n",
"[25]\tvalid_0's poisson: -93.671\tvalid_0's l1: 23.2452\n",
"[26]\tvalid_0's poisson: -94.1978\tvalid_0's l1: 23.018\n",
"[27]\tvalid_0's poisson: -94.5192\tvalid_0's l1: 22.8296\n",
"[28]\tvalid_0's poisson: -94.78\tvalid_0's l1: 22.6646\n",
"[29]\tvalid_0's poisson: -95.0442\tvalid_0's l1: 22.4987\n",
"[30]\tvalid_0's poisson: -95.5117\tvalid_0's l1: 22.2843\n",
"[31]\tvalid_0's poisson: -95.9457\tvalid_0's l1: 22.0767\n",
"[32]\tvalid_0's poisson: -96.229\tvalid_0's l1: 21.9002\n",
"[33]\tvalid_0's poisson: -96.6278\tvalid_0's l1: 21.6993\n",
"[34]\tvalid_0's poisson: -96.854\tvalid_0's l1: 21.5416\n",
"[35]\tvalid_0's poisson: -97.0645\tvalid_0's l1: 21.3906\n",
"[36]\tvalid_0's poisson: -97.2675\tvalid_0's l1: 21.2441\n",
"[37]\tvalid_0's poisson: -97.4632\tvalid_0's l1: 21.1011\n",
"[38]\tvalid_0's poisson: -97.7566\tvalid_0's l1: 20.9326\n",
"[39]\tvalid_0's poisson: -98.0353\tvalid_0's l1: 20.7675\n",
"[40]\tvalid_0's poisson: -98.2094\tvalid_0's l1: 20.6367\n",
"[41]\tvalid_0's poisson: -98.4672\tvalid_0's l1: 20.4797\n",
"[42]\tvalid_0's poisson: -98.7813\tvalid_0's l1: 20.3028\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43]\tvalid_0's poisson: -99.0731\tvalid_0's l1: 20.1345\n",
"[44]\tvalid_0's poisson: -99.3381\tvalid_0's l1: 19.9741\n",
"[45]\tvalid_0's poisson: -99.62\tvalid_0's l1: 19.8012\n",
"[46]\tvalid_0's poisson: -99.8982\tvalid_0's l1: 19.6319\n",
"[47]\tvalid_0's poisson: -100.112\tvalid_0's l1: 19.4908\n",
"[48]\tvalid_0's poisson: -100.329\tvalid_0's l1: 19.3495\n",
"[49]\tvalid_0's poisson: -100.564\tvalid_0's l1: 19.1938\n",
"[50]\tvalid_0's poisson: -100.781\tvalid_0's l1: 19.0393\n",
"[51]\tvalid_0's poisson: -100.987\tvalid_0's l1: 18.8906\n",
"[52]\tvalid_0's poisson: -101.169\tvalid_0's l1: 18.7528\n",
"[53]\tvalid_0's poisson: -101.282\tvalid_0's l1: 18.6502\n",
"[54]\tvalid_0's poisson: -101.477\tvalid_0's l1: 18.5061\n",
"[55]\tvalid_0's poisson: -101.656\tvalid_0's l1: 18.3688\n",
"[56]\tvalid_0's poisson: -101.759\tvalid_0's l1: 18.2724\n",
"[57]\tvalid_0's poisson: -101.954\tvalid_0's l1: 18.1308\n",
"[58]\tvalid_0's poisson: -102.13\tvalid_0's l1: 17.9969\n",
"[59]\tvalid_0's poisson: -102.224\tvalid_0's l1: 17.9064\n",
"[60]\tvalid_0's poisson: -102.417\tvalid_0's l1: 17.7668\n",
"[61]\tvalid_0's poisson: -102.587\tvalid_0's l1: 17.6386\n",
"[62]\tvalid_0's poisson: -102.735\tvalid_0's l1: 17.5191\n",
"[63]\tvalid_0's poisson: -102.878\tvalid_0's l1: 17.4036\n",
"[64]\tvalid_0's poisson: -103.016\tvalid_0's l1: 17.2905\n",
"[65]\tvalid_0's poisson: -103.138\tvalid_0's l1: 17.186\n",
"[66]\tvalid_0's poisson: -103.287\tvalid_0's l1: 17.0644\n",
"[67]\tvalid_0's poisson: -103.424\tvalid_0's l1: 16.9558\n",
"[68]\tvalid_0's poisson: -103.543\tvalid_0's l1: 16.85\n",
"[69]\tvalid_0's poisson: -103.673\tvalid_0's l1: 16.7438\n",
"[70]\tvalid_0's poisson: -103.743\tvalid_0's l1: 16.6742\n",
"[71]\tvalid_0's poisson: -103.851\tvalid_0's l1: 16.5733\n",
"[72]\tvalid_0's poisson: -103.956\tvalid_0's l1: 16.4753\n",
"[73]\tvalid_0's poisson: -104.07\tvalid_0's l1: 16.3833\n",
"[74]\tvalid_0's poisson: -104.155\tvalid_0's l1: 16.2983\n",
"[75]\tvalid_0's poisson: -104.262\tvalid_0's l1: 16.1988\n",
"[76]\tvalid_0's poisson: -104.359\tvalid_0's l1: 16.1053\n",
"[77]\tvalid_0's poisson: -104.471\tvalid_0's l1: 15.999\n",
"[78]\tvalid_0's poisson: -104.582\tvalid_0's l1: 15.901\n",
"[79]\tvalid_0's poisson: -104.689\tvalid_0's l1: 15.8051\n",
"[80]\tvalid_0's poisson: -104.791\tvalid_0's l1: 15.7121\n",
"[81]\tvalid_0's poisson: -104.89\tvalid_0's l1: 15.6182\n",
"[82]\tvalid_0's poisson: -104.939\tvalid_0's l1: 15.5635\n",
"[83]\tvalid_0's poisson: -105.01\tvalid_0's l1: 15.4935\n",
"[84]\tvalid_0's poisson: -105.096\tvalid_0's l1: 15.4063\n",
"[85]\tvalid_0's poisson: -105.148\tvalid_0's l1: 15.3488\n",
"[86]\tvalid_0's poisson: -105.192\tvalid_0's l1: 15.2996\n",
"[87]\tvalid_0's poisson: -105.253\tvalid_0's l1: 15.2373\n",
"[88]\tvalid_0's poisson: -105.321\tvalid_0's l1: 15.1683\n",
"[89]\tvalid_0's poisson: -105.409\tvalid_0's l1: 15.08\n",
"[90]\tvalid_0's poisson: -105.494\tvalid_0's l1: 14.9935\n",
"[91]\tvalid_0's poisson: -105.559\tvalid_0's l1: 14.9313\n",
"[92]\tvalid_0's poisson: -105.602\tvalid_0's l1: 14.8853\n",
"[93]\tvalid_0's poisson: -105.661\tvalid_0's l1: 14.8252\n",
"[94]\tvalid_0's poisson: -105.72\tvalid_0's l1: 14.7567\n",
"[95]\tvalid_0's poisson: -105.794\tvalid_0's l1: 14.6787\n",
"[96]\tvalid_0's poisson: -105.866\tvalid_0's l1: 14.6024\n",
"[97]\tvalid_0's poisson: -105.918\tvalid_0's l1: 14.5389\n",
"[98]\tvalid_0's poisson: -105.969\tvalid_0's l1: 14.4784\n",
"[99]\tvalid_0's poisson: -106.005\tvalid_0's l1: 14.4385\n",
"[100]\tvalid_0's poisson: -106.056\tvalid_0's l1: 14.3874\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.2405\tvalid_0's l1: 29.0532\n",
"[2]\tvalid_0's poisson: -82.045\tvalid_0's l1: 28.7601\n",
"[3]\tvalid_0's poisson: -82.8217\tvalid_0's l1: 28.4668\n",
"[4]\tvalid_0's poisson: -83.5549\tvalid_0's l1: 28.18\n",
"[5]\tvalid_0's poisson: -84.2608\tvalid_0's l1: 27.8959\n",
"[6]\tvalid_0's poisson: -84.9145\tvalid_0's l1: 27.6224\n",
"[7]\tvalid_0's poisson: -85.5495\tvalid_0's l1: 27.3507\n",
"[8]\tvalid_0's poisson: -86.1625\tvalid_0's l1: 27.0843\n",
"[9]\tvalid_0's poisson: -86.7437\tvalid_0's l1: 26.8253\n",
"[10]\tvalid_0's poisson: -87.3149\tvalid_0's l1: 26.5669\n",
"[11]\tvalid_0's poisson: -87.8798\tvalid_0's l1: 26.3081\n",
"[12]\tvalid_0's poisson: -88.4325\tvalid_0's l1: 26.0514\n",
"[13]\tvalid_0's poisson: -88.9428\tvalid_0's l1: 25.8059\n",
"[14]\tvalid_0's poisson: -89.4162\tvalid_0's l1: 25.57\n",
"[15]\tvalid_0's poisson: -89.8903\tvalid_0's l1: 25.3342\n",
"[16]\tvalid_0's poisson: -90.3427\tvalid_0's l1: 25.1051\n",
"[17]\tvalid_0's poisson: -90.7695\tvalid_0's l1: 24.8833\n",
"[18]\tvalid_0's poisson: -91.1816\tvalid_0's l1: 24.6645\n",
"[19]\tvalid_0's poisson: -91.5712\tvalid_0's l1: 24.4524\n",
"[20]\tvalid_0's poisson: -91.9461\tvalid_0's l1: 24.2448\n",
"[21]\tvalid_0's poisson: -92.3144\tvalid_0's l1: 24.0383\n",
"[22]\tvalid_0's poisson: -92.6696\tvalid_0's l1: 23.8372\n",
"[23]\tvalid_0's poisson: -93.0052\tvalid_0's l1: 23.6435\n",
"[24]\tvalid_0's poisson: -93.376\tvalid_0's l1: 23.4404\n",
"[25]\tvalid_0's poisson: -93.6951\tvalid_0's l1: 23.251\n",
"[26]\tvalid_0's poisson: -94.0202\tvalid_0's l1: 23.0598\n",
"[27]\tvalid_0's poisson: -94.3075\tvalid_0's l1: 22.8848\n",
"[28]\tvalid_0's poisson: -94.6212\tvalid_0's l1: 22.6976\n",
"[29]\tvalid_0's poisson: -95.1054\tvalid_0's l1: 22.4757\n",
"[30]\tvalid_0's poisson: -95.5789\tvalid_0's l1: 22.2664\n",
"[31]\tvalid_0's poisson: -95.8403\tvalid_0's l1: 22.0964\n",
"[32]\tvalid_0's poisson: -96.2658\tvalid_0's l1: 21.8915\n",
"[33]\tvalid_0's poisson: -96.6649\tvalid_0's l1: 21.6954\n",
"[34]\tvalid_0's poisson: -96.999\tvalid_0's l1: 21.5139\n",
"[35]\tvalid_0's poisson: -97.343\tvalid_0's l1: 21.3268\n",
"[36]\tvalid_0's poisson: -97.544\tvalid_0's l1: 21.1787\n",
"[37]\tvalid_0's poisson: -97.8356\tvalid_0's l1: 21.0077\n",
"[38]\tvalid_0's poisson: -98.0398\tvalid_0's l1: 20.8622\n",
"[39]\tvalid_0's poisson: -98.3778\tvalid_0's l1: 20.6699\n",
"[40]\tvalid_0's poisson: -98.7092\tvalid_0's l1: 20.4751\n",
"[41]\tvalid_0's poisson: -99.0245\tvalid_0's l1: 20.2879\n",
"[42]\tvalid_0's poisson: -99.3382\tvalid_0's l1: 20.0952\n",
"[43]\tvalid_0's poisson: -99.6147\tvalid_0's l1: 19.9227\n",
"[44]\tvalid_0's poisson: -99.8635\tvalid_0's l1: 19.7606\n",
"[45]\tvalid_0's poisson: -100.082\tvalid_0's l1: 19.6065\n",
"[46]\tvalid_0's poisson: -100.331\tvalid_0's l1: 19.4416\n",
"[47]\tvalid_0's poisson: -100.461\tvalid_0's l1: 19.3321\n",
"[48]\tvalid_0's poisson: -100.645\tvalid_0's l1: 19.1934\n",
"[49]\tvalid_0's poisson: -100.881\tvalid_0's l1: 19.0389\n",
"[50]\tvalid_0's poisson: -101.104\tvalid_0's l1: 18.8878\n",
"[51]\tvalid_0's poisson: -101.302\tvalid_0's l1: 18.7444\n",
"[52]\tvalid_0's poisson: -101.506\tvalid_0's l1: 18.5903\n",
"[53]\tvalid_0's poisson: -101.689\tvalid_0's l1: 18.4575\n",
"[54]\tvalid_0's poisson: -101.885\tvalid_0's l1: 18.3094\n",
"[55]\tvalid_0's poisson: -102.071\tvalid_0's l1: 18.1661\n",
"[56]\tvalid_0's poisson: -102.246\tvalid_0's l1: 18.0362\n",
"[57]\tvalid_0's poisson: -102.408\tvalid_0's l1: 17.9024\n",
"[58]\tvalid_0's poisson: -102.549\tvalid_0's l1: 17.7823\n",
"[59]\tvalid_0's poisson: -102.687\tvalid_0's l1: 17.6649\n",
"[60]\tvalid_0's poisson: -102.841\tvalid_0's l1: 17.5439\n",
"[61]\tvalid_0's poisson: -102.989\tvalid_0's l1: 17.4198\n",
"[62]\tvalid_0's poisson: -103.114\tvalid_0's l1: 17.3139\n",
"[63]\tvalid_0's poisson: -103.254\tvalid_0's l1: 17.1939\n",
"[64]\tvalid_0's poisson: -103.403\tvalid_0's l1: 17.0717\n",
"[65]\tvalid_0's poisson: -103.519\tvalid_0's l1: 16.9694\n",
"[66]\tvalid_0's poisson: -103.643\tvalid_0's l1: 16.8658\n",
"[67]\tvalid_0's poisson: -103.765\tvalid_0's l1: 16.7554\n",
"[68]\tvalid_0's poisson: -103.837\tvalid_0's l1: 16.6831\n",
"[69]\tvalid_0's poisson: -103.961\tvalid_0's l1: 16.578\n",
"[70]\tvalid_0's poisson: -104.074\tvalid_0's l1: 16.4795\n",
"[71]\tvalid_0's poisson: -104.193\tvalid_0's l1: 16.375\n",
"[72]\tvalid_0's poisson: -104.294\tvalid_0's l1: 16.2768\n",
"[73]\tvalid_0's poisson: -104.399\tvalid_0's l1: 16.1781\n",
"[74]\tvalid_0's poisson: -104.5\tvalid_0's l1: 16.0873\n",
"[75]\tvalid_0's poisson: -104.57\tvalid_0's l1: 16.0152\n",
"[76]\tvalid_0's poisson: -104.668\tvalid_0's l1: 15.9267\n",
"[77]\tvalid_0's poisson: -104.768\tvalid_0's l1: 15.8333\n",
"[78]\tvalid_0's poisson: -104.858\tvalid_0's l1: 15.747\n",
"[79]\tvalid_0's poisson: -104.946\tvalid_0's l1: 15.6601\n",
"[80]\tvalid_0's poisson: -105.034\tvalid_0's l1: 15.5722\n",
"[81]\tvalid_0's poisson: -105.119\tvalid_0's l1: 15.4859\n",
"[82]\tvalid_0's poisson: -105.185\tvalid_0's l1: 15.4184\n",
"[83]\tvalid_0's poisson: -105.242\tvalid_0's l1: 15.3577\n",
"[84]\tvalid_0's poisson: -105.328\tvalid_0's l1: 15.2683\n",
"[85]\tvalid_0's poisson: -105.377\tvalid_0's l1: 15.2101\n",
"[86]\tvalid_0's poisson: -105.456\tvalid_0's l1: 15.1235\n",
"[87]\tvalid_0's poisson: -105.507\tvalid_0's l1: 15.0696\n",
"[88]\tvalid_0's poisson: -105.568\tvalid_0's l1: 15.0021\n",
"[89]\tvalid_0's poisson: -105.643\tvalid_0's l1: 14.9219\n",
"[90]\tvalid_0's poisson: -105.701\tvalid_0's l1: 14.8562\n",
"[91]\tvalid_0's poisson: -105.759\tvalid_0's l1: 14.7926\n",
"[92]\tvalid_0's poisson: -105.827\tvalid_0's l1: 14.72\n",
"[93]\tvalid_0's poisson: -105.893\tvalid_0's l1: 14.6472\n",
"[94]\tvalid_0's poisson: -105.931\tvalid_0's l1: 14.6023\n",
"[95]\tvalid_0's poisson: -105.994\tvalid_0's l1: 14.5331\n",
"[96]\tvalid_0's poisson: -106.038\tvalid_0's l1: 14.4834\n",
"[97]\tvalid_0's poisson: -106.102\tvalid_0's l1: 14.4172\n",
"[98]\tvalid_0's poisson: -106.16\tvalid_0's l1: 14.3533\n",
"[99]\tvalid_0's poisson: -106.194\tvalid_0's l1: 14.311\n",
"[100]\tvalid_0's poisson: -106.232\tvalid_0's l1: 14.2657\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.237\tvalid_0's l1: 29.0563\n",
"[2]\tvalid_0's poisson: -82.0518\tvalid_0's l1: 28.7617\n",
"[3]\tvalid_0's poisson: -82.8431\tvalid_0's l1: 28.4665\n",
"[4]\tvalid_0's poisson: -83.5904\tvalid_0's l1: 28.1774\n",
"[5]\tvalid_0's poisson: -84.3116\tvalid_0's l1: 27.8908\n",
"[6]\tvalid_0's poisson: -84.9879\tvalid_0's l1: 27.6102\n",
"[7]\tvalid_0's poisson: -85.6369\tvalid_0's l1: 27.338\n",
"[8]\tvalid_0's poisson: -86.2527\tvalid_0's l1: 27.0706\n",
"[9]\tvalid_0's poisson: -86.8553\tvalid_0's l1: 26.8046\n",
"[10]\tvalid_0's poisson: -87.4139\tvalid_0's l1: 26.5502\n",
"[11]\tvalid_0's poisson: -87.9476\tvalid_0's l1: 26.2996\n",
"[12]\tvalid_0's poisson: -88.4878\tvalid_0's l1: 26.0477\n",
"[13]\tvalid_0's poisson: -88.9728\tvalid_0's l1: 25.8107\n",
"[14]\tvalid_0's poisson: -89.4576\tvalid_0's l1: 25.5728\n",
"[15]\tvalid_0's poisson: -89.897\tvalid_0's l1: 25.3444\n",
"[16]\tvalid_0's poisson: -90.3403\tvalid_0's l1: 25.1187\n",
"[17]\tvalid_0's poisson: -90.7787\tvalid_0's l1: 24.8898\n",
"[18]\tvalid_0's poisson: -91.1693\tvalid_0's l1: 24.6774\n",
"[19]\tvalid_0's poisson: -91.5498\tvalid_0's l1: 24.4676\n",
"[20]\tvalid_0's poisson: -91.9087\tvalid_0's l1: 24.2661\n",
"[21]\tvalid_0's poisson: -92.2507\tvalid_0's l1: 24.0706\n",
"[22]\tvalid_0's poisson: -92.5784\tvalid_0's l1: 23.8797\n",
"[23]\tvalid_0's poisson: -92.9126\tvalid_0's l1: 23.6863\n",
"[24]\tvalid_0's poisson: -93.2751\tvalid_0's l1: 23.4864\n",
"[25]\tvalid_0's poisson: -93.5998\tvalid_0's l1: 23.2992\n",
"[26]\tvalid_0's poisson: -93.8878\tvalid_0's l1: 23.1248\n",
"[27]\tvalid_0's poisson: -94.2186\tvalid_0's l1: 22.9337\n",
"[28]\tvalid_0's poisson: -94.7448\tvalid_0's l1: 22.7042\n",
"[29]\tvalid_0's poisson: -95.0376\tvalid_0's l1: 22.5252\n",
"[30]\tvalid_0's poisson: -95.4835\tvalid_0's l1: 22.3134\n",
"[31]\tvalid_0's poisson: -95.7575\tvalid_0's l1: 22.1389\n",
"[32]\tvalid_0's poisson: -96.171\tvalid_0's l1: 21.937\n",
"[33]\tvalid_0's poisson: -96.5315\tvalid_0's l1: 21.746\n",
"[34]\tvalid_0's poisson: -96.9185\tvalid_0's l1: 21.5464\n",
"[35]\tvalid_0's poisson: -97.2406\tvalid_0's l1: 21.3658\n",
"[36]\tvalid_0's poisson: -97.4292\tvalid_0's l1: 21.2242\n",
"[37]\tvalid_0's poisson: -97.7901\tvalid_0's l1: 21.0324\n",
"[38]\tvalid_0's poisson: -97.9635\tvalid_0's l1: 20.8975\n",
"[39]\tvalid_0's poisson: -98.1415\tvalid_0's l1: 20.7621\n",
"[40]\tvalid_0's poisson: -98.409\tvalid_0's l1: 20.6001\n",
"[41]\tvalid_0's poisson: -98.724\tvalid_0's l1: 20.423\n",
"[42]\tvalid_0's poisson: -98.9635\tvalid_0's l1: 20.2693\n",
"[43]\tvalid_0's poisson: -99.19\tvalid_0's l1: 20.1209\n",
"[44]\tvalid_0's poisson: -99.4851\tvalid_0's l1: 19.9412\n",
"[45]\tvalid_0's poisson: -99.7585\tvalid_0's l1: 19.7731\n",
"[46]\tvalid_0's poisson: -99.9702\tvalid_0's l1: 19.6321\n",
"[47]\tvalid_0's poisson: -100.217\tvalid_0's l1: 19.4699\n",
"[48]\tvalid_0's poisson: -100.425\tvalid_0's l1: 19.3234\n",
"[49]\tvalid_0's poisson: -100.654\tvalid_0's l1: 19.1662\n",
"[50]\tvalid_0's poisson: -100.872\tvalid_0's l1: 19.0123\n",
"[51]\tvalid_0's poisson: -100.983\tvalid_0's l1: 18.9108\n",
"[52]\tvalid_0's poisson: -101.202\tvalid_0's l1: 18.7566\n",
"[53]\tvalid_0's poisson: -101.375\tvalid_0's l1: 18.6289\n",
"[54]\tvalid_0's poisson: -101.553\tvalid_0's l1: 18.4962\n",
"[55]\tvalid_0's poisson: -101.746\tvalid_0's l1: 18.3535\n",
"[56]\tvalid_0's poisson: -101.922\tvalid_0's l1: 18.2212\n",
"[57]\tvalid_0's poisson: -102.095\tvalid_0's l1: 18.091\n",
"[58]\tvalid_0's poisson: -102.203\tvalid_0's l1: 17.9912\n",
"[59]\tvalid_0's poisson: -102.353\tvalid_0's l1: 17.8723\n",
"[60]\tvalid_0's poisson: -102.51\tvalid_0's l1: 17.7499\n",
"[61]\tvalid_0's poisson: -102.661\tvalid_0's l1: 17.6312\n",
"[62]\tvalid_0's poisson: -102.808\tvalid_0's l1: 17.5214\n",
"[63]\tvalid_0's poisson: -102.955\tvalid_0's l1: 17.4067\n",
"[64]\tvalid_0's poisson: -103.115\tvalid_0's l1: 17.283\n",
"[65]\tvalid_0's poisson: -103.268\tvalid_0's l1: 17.1642\n",
"[66]\tvalid_0's poisson: -103.343\tvalid_0's l1: 17.0885\n",
"[67]\tvalid_0's poisson: -103.429\tvalid_0's l1: 17.0051\n",
"[68]\tvalid_0's poisson: -103.519\tvalid_0's l1: 16.9209\n",
"[69]\tvalid_0's poisson: -103.589\tvalid_0's l1: 16.8503\n",
"[70]\tvalid_0's poisson: -103.724\tvalid_0's l1: 16.7373\n",
"[71]\tvalid_0's poisson: -103.788\tvalid_0's l1: 16.6709\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[72]\tvalid_0's poisson: -103.856\tvalid_0's l1: 16.604\n",
"[73]\tvalid_0's poisson: -103.971\tvalid_0's l1: 16.5128\n",
"[74]\tvalid_0's poisson: -104.093\tvalid_0's l1: 16.4141\n",
"[75]\tvalid_0's poisson: -104.214\tvalid_0's l1: 16.3081\n",
"[76]\tvalid_0's poisson: -104.32\tvalid_0's l1: 16.2146\n",
"[77]\tvalid_0's poisson: -104.385\tvalid_0's l1: 16.1492\n",
"[78]\tvalid_0's poisson: -104.492\tvalid_0's l1: 16.054\n",
"[79]\tvalid_0's poisson: -104.579\tvalid_0's l1: 15.9716\n",
"[80]\tvalid_0's poisson: -104.684\tvalid_0's l1: 15.8751\n",
"[81]\tvalid_0's poisson: -104.789\tvalid_0's l1: 15.7757\n",
"[82]\tvalid_0's poisson: -104.885\tvalid_0's l1: 15.6854\n",
"[83]\tvalid_0's poisson: -104.98\tvalid_0's l1: 15.5945\n",
"[84]\tvalid_0's poisson: -105.031\tvalid_0's l1: 15.5403\n",
"[85]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.4874\n",
"[86]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4248\n",
"[87]\tvalid_0's poisson: -105.191\tvalid_0's l1: 15.3744\n",
"[88]\tvalid_0's poisson: -105.256\tvalid_0's l1: 15.3106\n",
"[89]\tvalid_0's poisson: -105.328\tvalid_0's l1: 15.2346\n",
"[90]\tvalid_0's poisson: -105.403\tvalid_0's l1: 15.1615\n",
"[91]\tvalid_0's poisson: -105.469\tvalid_0's l1: 15.0907\n",
"[92]\tvalid_0's poisson: -105.534\tvalid_0's l1: 15.0302\n",
"[93]\tvalid_0's poisson: -105.577\tvalid_0's l1: 14.9814\n",
"[94]\tvalid_0's poisson: -105.614\tvalid_0's l1: 14.9392\n",
"[95]\tvalid_0's poisson: -105.678\tvalid_0's l1: 14.8699\n",
"[96]\tvalid_0's poisson: -105.73\tvalid_0's l1: 14.8171\n",
"[97]\tvalid_0's poisson: -105.783\tvalid_0's l1: 14.7568\n",
"[98]\tvalid_0's poisson: -105.84\tvalid_0's l1: 14.6895\n",
"[99]\tvalid_0's poisson: -105.874\tvalid_0's l1: 14.6473\n",
"[100]\tvalid_0's poisson: -105.93\tvalid_0's l1: 14.5831\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -81.2397\tvalid_0's l1: 29.0545\n",
"[2]\tvalid_0's poisson: -82.0478\tvalid_0's l1: 28.7578\n",
"[3]\tvalid_0's poisson: -82.8053\tvalid_0's l1: 28.4695\n",
"[4]\tvalid_0's poisson: -83.5573\tvalid_0's l1: 28.1781\n",
"[5]\tvalid_0's poisson: -84.2468\tvalid_0's l1: 27.9006\n",
"[6]\tvalid_0's poisson: -84.8994\tvalid_0's l1: 27.6292\n",
"[7]\tvalid_0's poisson: -85.5201\tvalid_0's l1: 27.3639\n",
"[8]\tvalid_0's poisson: -86.128\tvalid_0's l1: 27.1009\n",
"[9]\tvalid_0's poisson: -86.6954\tvalid_0's l1: 26.8429\n",
"[10]\tvalid_0's poisson: -87.2493\tvalid_0's l1: 26.59\n",
"[11]\tvalid_0's poisson: -87.7754\tvalid_0's l1: 26.3428\n",
"[12]\tvalid_0's poisson: -88.2905\tvalid_0's l1: 26.0946\n",
"[13]\tvalid_0's poisson: -88.7691\tvalid_0's l1: 25.8582\n",
"[14]\tvalid_0's poisson: -89.2334\tvalid_0's l1: 25.6243\n",
"[15]\tvalid_0's poisson: -89.6941\tvalid_0's l1: 25.3923\n",
"[16]\tvalid_0's poisson: -90.1216\tvalid_0's l1: 25.169\n",
"[17]\tvalid_0's poisson: -90.5271\tvalid_0's l1: 24.9543\n",
"[18]\tvalid_0's poisson: -90.9223\tvalid_0's l1: 24.7431\n",
"[19]\tvalid_0's poisson: -91.3386\tvalid_0's l1: 24.5282\n",
"[20]\tvalid_0's poisson: -91.7085\tvalid_0's l1: 24.323\n",
"[21]\tvalid_0's poisson: -92.0899\tvalid_0's l1: 24.1151\n",
"[22]\tvalid_0's poisson: -92.4299\tvalid_0's l1: 23.9195\n",
"[23]\tvalid_0's poisson: -92.7648\tvalid_0's l1: 23.7295\n",
"[24]\tvalid_0's poisson: -93.1042\tvalid_0's l1: 23.5366\n",
"[25]\tvalid_0's poisson: -93.4199\tvalid_0's l1: 23.352\n",
"[26]\tvalid_0's poisson: -93.7566\tvalid_0's l1: 23.1621\n",
"[27]\tvalid_0's poisson: -94.0533\tvalid_0's l1: 22.9844\n",
"[28]\tvalid_0's poisson: -94.3749\tvalid_0's l1: 22.7972\n",
"[29]\tvalid_0's poisson: -94.8834\tvalid_0's l1: 22.5762\n",
"[30]\tvalid_0's poisson: -95.1414\tvalid_0's l1: 22.4111\n",
"[31]\tvalid_0's poisson: -95.5975\tvalid_0's l1: 22.2026\n",
"[32]\tvalid_0's poisson: -95.8322\tvalid_0's l1: 22.0443\n",
"[33]\tvalid_0's poisson: -96.2531\tvalid_0's l1: 21.8458\n",
"[34]\tvalid_0's poisson: -96.4804\tvalid_0's l1: 21.6907\n",
"[35]\tvalid_0's poisson: -96.6917\tvalid_0's l1: 21.5438\n",
"[36]\tvalid_0's poisson: -97.0122\tvalid_0's l1: 21.3715\n",
"[37]\tvalid_0's poisson: -97.4174\tvalid_0's l1: 21.1656\n",
"[38]\tvalid_0's poisson: -97.7945\tvalid_0's l1: 20.9686\n",
"[39]\tvalid_0's poisson: -98.1344\tvalid_0's l1: 20.7815\n",
"[40]\tvalid_0's poisson: -98.3983\tvalid_0's l1: 20.6209\n",
"[41]\tvalid_0's poisson: -98.728\tvalid_0's l1: 20.4334\n",
"[42]\tvalid_0's poisson: -99.0272\tvalid_0's l1: 20.2536\n",
"[43]\tvalid_0's poisson: -99.2709\tvalid_0's l1: 20.0945\n",
"[44]\tvalid_0's poisson: -99.5435\tvalid_0's l1: 19.9244\n",
"[45]\tvalid_0's poisson: -99.8057\tvalid_0's l1: 19.7607\n",
"[46]\tvalid_0's poisson: -100.055\tvalid_0's l1: 19.5983\n",
"[47]\tvalid_0's poisson: -100.247\tvalid_0's l1: 19.4627\n",
"[48]\tvalid_0's poisson: -100.461\tvalid_0's l1: 19.317\n",
"[49]\tvalid_0's poisson: -100.679\tvalid_0's l1: 19.1707\n",
"[50]\tvalid_0's poisson: -100.907\tvalid_0's l1: 19.0167\n",
"[51]\tvalid_0's poisson: -101.123\tvalid_0's l1: 18.8672\n",
"[52]\tvalid_0's poisson: -101.246\tvalid_0's l1: 18.7623\n",
"[53]\tvalid_0's poisson: -101.445\tvalid_0's l1: 18.6209\n",
"[54]\tvalid_0's poisson: -101.631\tvalid_0's l1: 18.479\n",
"[55]\tvalid_0's poisson: -101.809\tvalid_0's l1: 18.3406\n",
"[56]\tvalid_0's poisson: -101.958\tvalid_0's l1: 18.2182\n",
"[57]\tvalid_0's poisson: -102.057\tvalid_0's l1: 18.1244\n",
"[58]\tvalid_0's poisson: -102.238\tvalid_0's l1: 17.9884\n",
"[59]\tvalid_0's poisson: -102.368\tvalid_0's l1: 17.8793\n",
"[60]\tvalid_0's poisson: -102.535\tvalid_0's l1: 17.7516\n",
"[61]\tvalid_0's poisson: -102.674\tvalid_0's l1: 17.6406\n",
"[62]\tvalid_0's poisson: -102.851\tvalid_0's l1: 17.5017\n",
"[63]\tvalid_0's poisson: -103.001\tvalid_0's l1: 17.3831\n",
"[64]\tvalid_0's poisson: -103.156\tvalid_0's l1: 17.2576\n",
"[65]\tvalid_0's poisson: -103.313\tvalid_0's l1: 17.1333\n",
"[66]\tvalid_0's poisson: -103.464\tvalid_0's l1: 17.0096\n",
"[67]\tvalid_0's poisson: -103.608\tvalid_0's l1: 16.8888\n",
"[68]\tvalid_0's poisson: -103.682\tvalid_0's l1: 16.8135\n",
"[69]\tvalid_0's poisson: -103.818\tvalid_0's l1: 16.7003\n",
"[70]\tvalid_0's poisson: -103.921\tvalid_0's l1: 16.6045\n",
"[71]\tvalid_0's poisson: -104.041\tvalid_0's l1: 16.5005\n",
"[72]\tvalid_0's poisson: -104.143\tvalid_0's l1: 16.4092\n",
"[73]\tvalid_0's poisson: -104.263\tvalid_0's l1: 16.2987\n",
"[74]\tvalid_0's poisson: -104.359\tvalid_0's l1: 16.2075\n",
"[75]\tvalid_0's poisson: -104.471\tvalid_0's l1: 16.1084\n",
"[76]\tvalid_0's poisson: -104.579\tvalid_0's l1: 16.0118\n",
"[77]\tvalid_0's poisson: -104.643\tvalid_0's l1: 15.9453\n",
"[78]\tvalid_0's poisson: -104.744\tvalid_0's l1: 15.8539\n",
"[79]\tvalid_0's poisson: -104.847\tvalid_0's l1: 15.7556\n",
"[80]\tvalid_0's poisson: -104.91\tvalid_0's l1: 15.6903\n",
"[81]\tvalid_0's poisson: -104.992\tvalid_0's l1: 15.6053\n",
"[82]\tvalid_0's poisson: -105.065\tvalid_0's l1: 15.5312\n",
"[83]\tvalid_0's poisson: -105.139\tvalid_0's l1: 15.4556\n",
"[84]\tvalid_0's poisson: -105.193\tvalid_0's l1: 15.3989\n",
"[85]\tvalid_0's poisson: -105.26\tvalid_0's l1: 15.3292\n",
"[86]\tvalid_0's poisson: -105.331\tvalid_0's l1: 15.2552\n",
"[87]\tvalid_0's poisson: -105.399\tvalid_0's l1: 15.1841\n",
"[88]\tvalid_0's poisson: -105.479\tvalid_0's l1: 15.0984\n",
"[89]\tvalid_0's poisson: -105.557\tvalid_0's l1: 15.0164\n",
"[90]\tvalid_0's poisson: -105.621\tvalid_0's l1: 14.9537\n",
"[91]\tvalid_0's poisson: -105.666\tvalid_0's l1: 14.9013\n",
"[92]\tvalid_0's poisson: -105.727\tvalid_0's l1: 14.8414\n",
"[93]\tvalid_0's poisson: -105.799\tvalid_0's l1: 14.766\n",
"[94]\tvalid_0's poisson: -105.841\tvalid_0's l1: 14.7199\n",
"[95]\tvalid_0's poisson: -105.893\tvalid_0's l1: 14.6629\n",
"[96]\tvalid_0's poisson: -105.935\tvalid_0's l1: 14.6173\n",
"[97]\tvalid_0's poisson: -105.989\tvalid_0's l1: 14.5575\n",
"[98]\tvalid_0's poisson: -106.028\tvalid_0's l1: 14.514\n",
"[99]\tvalid_0's poisson: -106.08\tvalid_0's l1: 14.4515\n",
"[100]\tvalid_0's poisson: -106.117\tvalid_0's l1: 14.4074\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.5687\tvalid_0's l1: 25.4586\n",
"[2]\tvalid_0's poisson: -94.4332\tvalid_0's l1: 22.7774\n",
"[3]\tvalid_0's poisson: -97.26\tvalid_0's l1: 20.8844\n",
"[4]\tvalid_0's poisson: -98.7974\tvalid_0's l1: 19.843\n",
"[5]\tvalid_0's poisson: -101.602\tvalid_0's l1: 18.4618\n",
"[6]\tvalid_0's poisson: -103.347\tvalid_0's l1: 17.1058\n",
"[7]\tvalid_0's poisson: -104.493\tvalid_0's l1: 16.1732\n",
"[8]\tvalid_0's poisson: -104.792\tvalid_0's l1: 15.8678\n",
"[9]\tvalid_0's poisson: -105.248\tvalid_0's l1: 15.4112\n",
"[10]\tvalid_0's poisson: -105.534\tvalid_0's l1: 15.0338\n",
"[11]\tvalid_0's poisson: -105.945\tvalid_0's l1: 14.6303\n",
"[12]\tvalid_0's poisson: -106.119\tvalid_0's l1: 14.3682\n",
"[13]\tvalid_0's poisson: -106.161\tvalid_0's l1: 14.206\n",
"[14]\tvalid_0's poisson: -106.453\tvalid_0's l1: 13.7696\n",
"[15]\tvalid_0's poisson: -106.487\tvalid_0's l1: 13.6321\n",
"[16]\tvalid_0's poisson: -106.396\tvalid_0's l1: 13.592\n",
"[17]\tvalid_0's poisson: -106.374\tvalid_0's l1: 13.5558\n",
"[18]\tvalid_0's poisson: -106.497\tvalid_0's l1: 13.4443\n",
"[19]\tvalid_0's poisson: -106.559\tvalid_0's l1: 13.3586\n",
"[20]\tvalid_0's poisson: -106.514\tvalid_0's l1: 13.3132\n",
"[21]\tvalid_0's poisson: -106.351\tvalid_0's l1: 13.284\n",
"[22]\tvalid_0's poisson: -106.489\tvalid_0's l1: 13.1975\n",
"[23]\tvalid_0's poisson: -106.426\tvalid_0's l1: 13.1528\n",
"[24]\tvalid_0's poisson: -106.426\tvalid_0's l1: 13.1018\n",
"[25]\tvalid_0's poisson: -106.465\tvalid_0's l1: 13.0781\n",
"[26]\tvalid_0's poisson: -106.474\tvalid_0's l1: 13.0273\n",
"[27]\tvalid_0's poisson: -106.409\tvalid_0's l1: 12.9832\n",
"[28]\tvalid_0's poisson: -106.415\tvalid_0's l1: 12.9702\n",
"[29]\tvalid_0's poisson: -106.392\tvalid_0's l1: 12.9505\n",
"[30]\tvalid_0's poisson: -106.393\tvalid_0's l1: 12.9229\n",
"[31]\tvalid_0's poisson: -106.354\tvalid_0's l1: 12.9073\n",
"[32]\tvalid_0's poisson: -106.512\tvalid_0's l1: 12.8553\n",
"[33]\tvalid_0's poisson: -106.425\tvalid_0's l1: 12.8133\n",
"[34]\tvalid_0's poisson: -106.528\tvalid_0's l1: 12.7932\n",
"[35]\tvalid_0's poisson: -106.553\tvalid_0's l1: 12.6218\n",
"[36]\tvalid_0's poisson: -106.505\tvalid_0's l1: 12.5946\n",
"[37]\tvalid_0's poisson: -106.514\tvalid_0's l1: 12.592\n",
"[38]\tvalid_0's poisson: -106.533\tvalid_0's l1: 12.58\n",
"[39]\tvalid_0's poisson: -106.578\tvalid_0's l1: 12.5565\n",
"[40]\tvalid_0's poisson: -106.552\tvalid_0's l1: 12.5288\n",
"[41]\tvalid_0's poisson: -106.564\tvalid_0's l1: 12.53\n",
"[42]\tvalid_0's poisson: -106.489\tvalid_0's l1: 12.5197\n",
"[43]\tvalid_0's poisson: -106.5\tvalid_0's l1: 12.4981\n",
"[44]\tvalid_0's poisson: -106.549\tvalid_0's l1: 12.4889\n",
"[45]\tvalid_0's poisson: -106.635\tvalid_0's l1: 12.4475\n",
"[46]\tvalid_0's poisson: -106.63\tvalid_0's l1: 12.4077\n",
"[47]\tvalid_0's poisson: -106.62\tvalid_0's l1: 12.4004\n",
"[48]\tvalid_0's poisson: -106.659\tvalid_0's l1: 12.3741\n",
"[49]\tvalid_0's poisson: -106.662\tvalid_0's l1: 12.3707\n",
"[50]\tvalid_0's poisson: -106.684\tvalid_0's l1: 12.3632\n",
"[51]\tvalid_0's poisson: -106.704\tvalid_0's l1: 12.3603\n",
"[52]\tvalid_0's poisson: -106.747\tvalid_0's l1: 12.3499\n",
"[53]\tvalid_0's poisson: -106.75\tvalid_0's l1: 12.3396\n",
"[54]\tvalid_0's poisson: -106.757\tvalid_0's l1: 12.3303\n",
"[55]\tvalid_0's poisson: -106.679\tvalid_0's l1: 12.319\n",
"[56]\tvalid_0's poisson: -106.766\tvalid_0's l1: 12.3093\n",
"[57]\tvalid_0's poisson: -106.732\tvalid_0's l1: 12.3086\n",
"[58]\tvalid_0's poisson: -106.728\tvalid_0's l1: 12.3\n",
"[59]\tvalid_0's poisson: -106.67\tvalid_0's l1: 12.2941\n",
"[60]\tvalid_0's poisson: -106.685\tvalid_0's l1: 12.279\n",
"[61]\tvalid_0's poisson: -106.703\tvalid_0's l1: 12.2715\n",
"[62]\tvalid_0's poisson: -106.759\tvalid_0's l1: 12.2151\n",
"[63]\tvalid_0's poisson: -106.737\tvalid_0's l1: 12.1734\n",
"[64]\tvalid_0's poisson: -106.766\tvalid_0's l1: 12.1364\n",
"[65]\tvalid_0's poisson: -106.786\tvalid_0's l1: 12.1307\n",
"[66]\tvalid_0's poisson: -106.784\tvalid_0's l1: 12.1348\n",
"[67]\tvalid_0's poisson: -106.883\tvalid_0's l1: 12.0921\n",
"[68]\tvalid_0's poisson: -106.877\tvalid_0's l1: 12.0932\n",
"[69]\tvalid_0's poisson: -106.854\tvalid_0's l1: 12.0906\n",
"[70]\tvalid_0's poisson: -106.899\tvalid_0's l1: 12.0618\n",
"[71]\tvalid_0's poisson: -106.804\tvalid_0's l1: 12.0276\n",
"[72]\tvalid_0's poisson: -106.8\tvalid_0's l1: 12.0159\n",
"[73]\tvalid_0's poisson: -106.843\tvalid_0's l1: 12.0106\n",
"[74]\tvalid_0's poisson: -106.915\tvalid_0's l1: 12.0052\n",
"[75]\tvalid_0's poisson: -106.932\tvalid_0's l1: 11.9969\n",
"[76]\tvalid_0's poisson: -106.89\tvalid_0's l1: 12.003\n",
"[77]\tvalid_0's poisson: -106.892\tvalid_0's l1: 11.9994\n",
"[78]\tvalid_0's poisson: -106.824\tvalid_0's l1: 11.9037\n",
"[79]\tvalid_0's poisson: -106.762\tvalid_0's l1: 11.9016\n",
"[80]\tvalid_0's poisson: -106.782\tvalid_0's l1: 11.9013\n",
"[81]\tvalid_0's poisson: -106.686\tvalid_0's l1: 11.8897\n",
"[82]\tvalid_0's poisson: -106.652\tvalid_0's l1: 11.8482\n",
"[83]\tvalid_0's poisson: -106.702\tvalid_0's l1: 11.8449\n",
"[84]\tvalid_0's poisson: -106.661\tvalid_0's l1: 11.841\n",
"[85]\tvalid_0's poisson: -106.729\tvalid_0's l1: 11.8314\n",
"[86]\tvalid_0's poisson: -106.731\tvalid_0's l1: 11.8233\n",
"[87]\tvalid_0's poisson: -106.756\tvalid_0's l1: 11.8159\n",
"[88]\tvalid_0's poisson: -106.787\tvalid_0's l1: 11.8147\n",
"[89]\tvalid_0's poisson: -106.784\tvalid_0's l1: 11.8138\n",
"[90]\tvalid_0's poisson: -106.817\tvalid_0's l1: 11.811\n",
"[91]\tvalid_0's poisson: -106.783\tvalid_0's l1: 11.7874\n",
"[92]\tvalid_0's poisson: -106.807\tvalid_0's l1: 11.7793\n",
"[93]\tvalid_0's poisson: -106.795\tvalid_0's l1: 11.7775\n",
"[94]\tvalid_0's poisson: -106.783\tvalid_0's l1: 11.7714\n",
"[95]\tvalid_0's poisson: -106.802\tvalid_0's l1: 11.7546\n",
"[96]\tvalid_0's poisson: -106.804\tvalid_0's l1: 11.7444\n",
"[97]\tvalid_0's poisson: -106.746\tvalid_0's l1: 11.7359\n",
"[98]\tvalid_0's poisson: -106.756\tvalid_0's l1: 11.7337\n",
"[99]\tvalid_0's poisson: -106.741\tvalid_0's l1: 11.7154\n",
"[100]\tvalid_0's poisson: -106.697\tvalid_0's l1: 11.713\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.7509\tvalid_0's l1: 25.3702\n",
"[2]\tvalid_0's poisson: -94.5956\tvalid_0's l1: 22.6873\n",
"[3]\tvalid_0's poisson: -97.3707\tvalid_0's l1: 20.8112\n",
"[4]\tvalid_0's poisson: -98.7637\tvalid_0's l1: 19.8332\n",
"[5]\tvalid_0's poisson: -101.714\tvalid_0's l1: 18.1929\n",
"[6]\tvalid_0's poisson: -102.657\tvalid_0's l1: 17.4392\n",
"[7]\tvalid_0's poisson: -103.274\tvalid_0's l1: 16.8013\n",
"[8]\tvalid_0's poisson: -104.2\tvalid_0's l1: 16.2636\n",
"[9]\tvalid_0's poisson: -105.014\tvalid_0's l1: 15.6607\n",
"[10]\tvalid_0's poisson: -105.242\tvalid_0's l1: 15.4149\n",
"[11]\tvalid_0's poisson: -105.687\tvalid_0's l1: 14.8768\n",
"[12]\tvalid_0's poisson: -105.784\tvalid_0's l1: 14.7713\n",
"[13]\tvalid_0's poisson: -106.059\tvalid_0's l1: 14.4272\n",
"[14]\tvalid_0's poisson: -106.315\tvalid_0's l1: 13.9665\n",
"[15]\tvalid_0's poisson: -106.388\tvalid_0's l1: 13.8224\n",
"[16]\tvalid_0's poisson: -106.29\tvalid_0's l1: 13.7332\n",
"[17]\tvalid_0's poisson: -106.277\tvalid_0's l1: 13.6133\n",
"[18]\tvalid_0's poisson: -106.255\tvalid_0's l1: 13.5838\n",
"[19]\tvalid_0's poisson: -106.233\tvalid_0's l1: 13.5083\n",
"[20]\tvalid_0's poisson: -106.202\tvalid_0's l1: 13.4537\n",
"[21]\tvalid_0's poisson: -106.122\tvalid_0's l1: 13.4154\n",
"[22]\tvalid_0's poisson: -106.088\tvalid_0's l1: 13.395\n",
"[23]\tvalid_0's poisson: -106.042\tvalid_0's l1: 13.3854\n",
"[24]\tvalid_0's poisson: -105.974\tvalid_0's l1: 13.3611\n",
"[25]\tvalid_0's poisson: -105.933\tvalid_0's l1: 13.3518\n",
"[26]\tvalid_0's poisson: -106.131\tvalid_0's l1: 13.3159\n",
"[27]\tvalid_0's poisson: -106.258\tvalid_0's l1: 13.2428\n",
"[28]\tvalid_0's poisson: -106.265\tvalid_0's l1: 13.2308\n",
"[29]\tvalid_0's poisson: -106.269\tvalid_0's l1: 13.2084\n",
"[30]\tvalid_0's poisson: -106.118\tvalid_0's l1: 13.1977\n",
"[31]\tvalid_0's poisson: -106.147\tvalid_0's l1: 13.1907\n",
"[32]\tvalid_0's poisson: -106.124\tvalid_0's l1: 13.1833\n",
"[33]\tvalid_0's poisson: -106.133\tvalid_0's l1: 13.1807\n",
"[34]\tvalid_0's poisson: -106.156\tvalid_0's l1: 13.1357\n",
"[35]\tvalid_0's poisson: -106.232\tvalid_0's l1: 13.0959\n",
"[36]\tvalid_0's poisson: -106.259\tvalid_0's l1: 13.0725\n",
"[37]\tvalid_0's poisson: -106.262\tvalid_0's l1: 13.0278\n",
"[38]\tvalid_0's poisson: -106.277\tvalid_0's l1: 13.0103\n",
"[39]\tvalid_0's poisson: -106.204\tvalid_0's l1: 13.0067\n",
"[40]\tvalid_0's poisson: -106.21\tvalid_0's l1: 12.9954\n",
"[41]\tvalid_0's poisson: -106.338\tvalid_0's l1: 12.9338\n",
"[42]\tvalid_0's poisson: -106.396\tvalid_0's l1: 12.9031\n",
"[43]\tvalid_0's poisson: -106.402\tvalid_0's l1: 12.8851\n",
"[44]\tvalid_0's poisson: -106.401\tvalid_0's l1: 12.8784\n",
"[45]\tvalid_0's poisson: -106.407\tvalid_0's l1: 12.8757\n",
"[46]\tvalid_0's poisson: -106.462\tvalid_0's l1: 12.8623\n",
"[47]\tvalid_0's poisson: -106.558\tvalid_0's l1: 12.8303\n",
"[48]\tvalid_0's poisson: -106.563\tvalid_0's l1: 12.8037\n",
"[49]\tvalid_0's poisson: -106.655\tvalid_0's l1: 12.7539\n",
"[50]\tvalid_0's poisson: -106.694\tvalid_0's l1: 12.7505\n",
"[51]\tvalid_0's poisson: -106.58\tvalid_0's l1: 12.644\n",
"[52]\tvalid_0's poisson: -106.748\tvalid_0's l1: 12.5798\n",
"[53]\tvalid_0's poisson: -106.79\tvalid_0's l1: 12.4265\n",
"[54]\tvalid_0's poisson: -106.762\tvalid_0's l1: 12.4112\n",
"[55]\tvalid_0's poisson: -106.829\tvalid_0's l1: 12.3325\n",
"[56]\tvalid_0's poisson: -106.823\tvalid_0's l1: 12.3289\n",
"[57]\tvalid_0's poisson: -106.828\tvalid_0's l1: 12.3287\n",
"[58]\tvalid_0's poisson: -106.823\tvalid_0's l1: 12.3258\n",
"[59]\tvalid_0's poisson: -106.918\tvalid_0's l1: 12.311\n",
"[60]\tvalid_0's poisson: -106.76\tvalid_0's l1: 12.3014\n",
"[61]\tvalid_0's poisson: -106.76\tvalid_0's l1: 12.3011\n",
"[62]\tvalid_0's poisson: -106.718\tvalid_0's l1: 12.2963\n",
"[63]\tvalid_0's poisson: -106.665\tvalid_0's l1: 12.2873\n",
"[64]\tvalid_0's poisson: -106.658\tvalid_0's l1: 12.283\n",
"[65]\tvalid_0's poisson: -106.623\tvalid_0's l1: 12.2811\n",
"[66]\tvalid_0's poisson: -106.63\tvalid_0's l1: 12.2771\n",
"[67]\tvalid_0's poisson: -106.653\tvalid_0's l1: 12.2766\n",
"[68]\tvalid_0's poisson: -106.666\tvalid_0's l1: 12.272\n",
"[69]\tvalid_0's poisson: -106.644\tvalid_0's l1: 12.2672\n",
"[70]\tvalid_0's poisson: -106.696\tvalid_0's l1: 12.2602\n",
"[71]\tvalid_0's poisson: -106.675\tvalid_0's l1: 12.1844\n",
"[72]\tvalid_0's poisson: -106.788\tvalid_0's l1: 12.1725\n",
"[73]\tvalid_0's poisson: -106.745\tvalid_0's l1: 12.1576\n",
"[74]\tvalid_0's poisson: -106.751\tvalid_0's l1: 12.1462\n",
"[75]\tvalid_0's poisson: -106.782\tvalid_0's l1: 12.1374\n",
"[76]\tvalid_0's poisson: -106.823\tvalid_0's l1: 12.1089\n",
"[77]\tvalid_0's poisson: -106.845\tvalid_0's l1: 12.1036\n",
"[78]\tvalid_0's poisson: -106.836\tvalid_0's l1: 12.101\n",
"[79]\tvalid_0's poisson: -106.835\tvalid_0's l1: 12.1008\n",
"[80]\tvalid_0's poisson: -106.825\tvalid_0's l1: 12.0751\n",
"[81]\tvalid_0's poisson: -106.859\tvalid_0's l1: 12.0756\n",
"[82]\tvalid_0's poisson: -106.854\tvalid_0's l1: 12.0754\n",
"[83]\tvalid_0's poisson: -106.81\tvalid_0's l1: 12.0667\n",
"[84]\tvalid_0's poisson: -106.789\tvalid_0's l1: 12.0632\n",
"[85]\tvalid_0's poisson: -106.787\tvalid_0's l1: 12.0631\n",
"[86]\tvalid_0's poisson: -106.718\tvalid_0's l1: 12.043\n",
"[87]\tvalid_0's poisson: -106.739\tvalid_0's l1: 12.0384\n",
"[88]\tvalid_0's poisson: -106.729\tvalid_0's l1: 12.0376\n",
"[89]\tvalid_0's poisson: -106.732\tvalid_0's l1: 12.0347\n",
"[90]\tvalid_0's poisson: -106.736\tvalid_0's l1: 12.0316\n",
"[91]\tvalid_0's poisson: -106.852\tvalid_0's l1: 12.024\n",
"[92]\tvalid_0's poisson: -106.923\tvalid_0's l1: 12.0003\n",
"[93]\tvalid_0's poisson: -106.89\tvalid_0's l1: 11.9766\n",
"[94]\tvalid_0's poisson: -106.905\tvalid_0's l1: 11.9663\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[95]\tvalid_0's poisson: -106.895\tvalid_0's l1: 11.9624\n",
"[96]\tvalid_0's poisson: -106.952\tvalid_0's l1: 11.944\n",
"[97]\tvalid_0's poisson: -106.959\tvalid_0's l1: 11.9233\n",
"[98]\tvalid_0's poisson: -106.934\tvalid_0's l1: 11.8939\n",
"[99]\tvalid_0's poisson: -107.023\tvalid_0's l1: 11.8879\n",
"[100]\tvalid_0's poisson: -107.035\tvalid_0's l1: 11.8753\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.7626\tvalid_0's l1: 25.3731\n",
"[2]\tvalid_0's poisson: -94.6228\tvalid_0's l1: 22.6689\n",
"[3]\tvalid_0's poisson: -97.5307\tvalid_0's l1: 20.7306\n",
"[4]\tvalid_0's poisson: -99.1772\tvalid_0's l1: 19.6859\n",
"[5]\tvalid_0's poisson: -101.601\tvalid_0's l1: 18.4596\n",
"[6]\tvalid_0's poisson: -103.309\tvalid_0's l1: 17.1164\n",
"[7]\tvalid_0's poisson: -104.618\tvalid_0's l1: 16.1672\n",
"[8]\tvalid_0's poisson: -105.047\tvalid_0's l1: 15.6189\n",
"[9]\tvalid_0's poisson: -105.706\tvalid_0's l1: 14.9878\n",
"[10]\tvalid_0's poisson: -105.876\tvalid_0's l1: 14.7922\n",
"[11]\tvalid_0's poisson: -105.811\tvalid_0's l1: 14.6474\n",
"[12]\tvalid_0's poisson: -106.079\tvalid_0's l1: 14.3716\n",
"[13]\tvalid_0's poisson: -106.19\tvalid_0's l1: 14.186\n",
"[14]\tvalid_0's poisson: -106.201\tvalid_0's l1: 13.9971\n",
"[15]\tvalid_0's poisson: -106.224\tvalid_0's l1: 13.9408\n",
"[16]\tvalid_0's poisson: -106.257\tvalid_0's l1: 13.8112\n",
"[17]\tvalid_0's poisson: -106.222\tvalid_0's l1: 13.717\n",
"[18]\tvalid_0's poisson: -106.523\tvalid_0's l1: 13.4016\n",
"[19]\tvalid_0's poisson: -106.42\tvalid_0's l1: 13.3589\n",
"[20]\tvalid_0's poisson: -106.241\tvalid_0's l1: 13.322\n",
"[21]\tvalid_0's poisson: -106.309\tvalid_0's l1: 13.2871\n",
"[22]\tvalid_0's poisson: -106.119\tvalid_0's l1: 13.2558\n",
"[23]\tvalid_0's poisson: -106.054\tvalid_0's l1: 13.2124\n",
"[24]\tvalid_0's poisson: -105.991\tvalid_0's l1: 13.1909\n",
"[25]\tvalid_0's poisson: -106.045\tvalid_0's l1: 13.1793\n",
"[26]\tvalid_0's poisson: -106.072\tvalid_0's l1: 13.1666\n",
"[27]\tvalid_0's poisson: -106.213\tvalid_0's l1: 13.1488\n",
"[28]\tvalid_0's poisson: -106.327\tvalid_0's l1: 13.1241\n",
"[29]\tvalid_0's poisson: -106.384\tvalid_0's l1: 13.0715\n",
"[30]\tvalid_0's poisson: -106.396\tvalid_0's l1: 13.0422\n",
"[31]\tvalid_0's poisson: -106.362\tvalid_0's l1: 13.011\n",
"[32]\tvalid_0's poisson: -106.437\tvalid_0's l1: 12.9374\n",
"[33]\tvalid_0's poisson: -106.493\tvalid_0's l1: 12.8532\n",
"[34]\tvalid_0's poisson: -106.454\tvalid_0's l1: 12.8297\n",
"[35]\tvalid_0's poisson: -106.537\tvalid_0's l1: 12.8213\n",
"[36]\tvalid_0's poisson: -106.495\tvalid_0's l1: 12.7855\n",
"[37]\tvalid_0's poisson: -106.541\tvalid_0's l1: 12.7071\n",
"[38]\tvalid_0's poisson: -106.506\tvalid_0's l1: 12.701\n",
"[39]\tvalid_0's poisson: -106.507\tvalid_0's l1: 12.6947\n",
"[40]\tvalid_0's poisson: -106.224\tvalid_0's l1: 12.68\n",
"[41]\tvalid_0's poisson: -106.24\tvalid_0's l1: 12.6625\n",
"[42]\tvalid_0's poisson: -106.289\tvalid_0's l1: 12.6202\n",
"[43]\tvalid_0's poisson: -106.422\tvalid_0's l1: 12.448\n",
"[44]\tvalid_0's poisson: -106.46\tvalid_0's l1: 12.4423\n",
"[45]\tvalid_0's poisson: -106.482\tvalid_0's l1: 12.4073\n",
"[46]\tvalid_0's poisson: -106.442\tvalid_0's l1: 12.3805\n",
"[47]\tvalid_0's poisson: -106.467\tvalid_0's l1: 12.3698\n",
"[48]\tvalid_0's poisson: -106.464\tvalid_0's l1: 12.365\n",
"[49]\tvalid_0's poisson: -106.422\tvalid_0's l1: 12.3508\n",
"[50]\tvalid_0's poisson: -106.479\tvalid_0's l1: 12.3476\n",
"[51]\tvalid_0's poisson: -106.433\tvalid_0's l1: 12.3416\n",
"[52]\tvalid_0's poisson: -106.373\tvalid_0's l1: 12.3134\n",
"[53]\tvalid_0's poisson: -106.476\tvalid_0's l1: 12.2761\n",
"[54]\tvalid_0's poisson: -106.524\tvalid_0's l1: 12.2673\n",
"[55]\tvalid_0's poisson: -106.647\tvalid_0's l1: 12.235\n",
"[56]\tvalid_0's poisson: -106.613\tvalid_0's l1: 12.2223\n",
"[57]\tvalid_0's poisson: -106.669\tvalid_0's l1: 12.2132\n",
"[58]\tvalid_0's poisson: -106.684\tvalid_0's l1: 12.1967\n",
"[59]\tvalid_0's poisson: -106.693\tvalid_0's l1: 12.1951\n",
"[60]\tvalid_0's poisson: -106.64\tvalid_0's l1: 12.1835\n",
"[61]\tvalid_0's poisson: -106.645\tvalid_0's l1: 12.1812\n",
"[62]\tvalid_0's poisson: -106.589\tvalid_0's l1: 12.1753\n",
"[63]\tvalid_0's poisson: -106.621\tvalid_0's l1: 12.16\n",
"[64]\tvalid_0's poisson: -106.664\tvalid_0's l1: 12.1593\n",
"[65]\tvalid_0's poisson: -106.818\tvalid_0's l1: 12.1498\n",
"[66]\tvalid_0's poisson: -106.784\tvalid_0's l1: 12.1398\n",
"[67]\tvalid_0's poisson: -106.75\tvalid_0's l1: 12.1332\n",
"[68]\tvalid_0's poisson: -106.755\tvalid_0's l1: 12.0953\n",
"[69]\tvalid_0's poisson: -106.778\tvalid_0's l1: 12.0832\n",
"[70]\tvalid_0's poisson: -106.746\tvalid_0's l1: 12.079\n",
"[71]\tvalid_0's poisson: -106.764\tvalid_0's l1: 12.0565\n",
"[72]\tvalid_0's poisson: -106.765\tvalid_0's l1: 12.0532\n",
"[73]\tvalid_0's poisson: -106.773\tvalid_0's l1: 12.0376\n",
"[74]\tvalid_0's poisson: -106.785\tvalid_0's l1: 12.0283\n",
"[75]\tvalid_0's poisson: -106.792\tvalid_0's l1: 12.0236\n",
"[76]\tvalid_0's poisson: -106.789\tvalid_0's l1: 12.0336\n",
"[77]\tvalid_0's poisson: -106.802\tvalid_0's l1: 12.0018\n",
"[78]\tvalid_0's poisson: -106.799\tvalid_0's l1: 12.0001\n",
"[79]\tvalid_0's poisson: -106.806\tvalid_0's l1: 11.9966\n",
"[80]\tvalid_0's poisson: -106.809\tvalid_0's l1: 11.9936\n",
"[81]\tvalid_0's poisson: -106.8\tvalid_0's l1: 11.9931\n",
"[82]\tvalid_0's poisson: -106.786\tvalid_0's l1: 11.9921\n",
"[83]\tvalid_0's poisson: -106.787\tvalid_0's l1: 11.9923\n",
"[84]\tvalid_0's poisson: -106.773\tvalid_0's l1: 11.9896\n",
"[85]\tvalid_0's poisson: -106.762\tvalid_0's l1: 11.985\n",
"[86]\tvalid_0's poisson: -106.746\tvalid_0's l1: 11.9589\n",
"[87]\tvalid_0's poisson: -106.76\tvalid_0's l1: 11.9565\n",
"[88]\tvalid_0's poisson: -106.848\tvalid_0's l1: 11.9429\n",
"[89]\tvalid_0's poisson: -106.854\tvalid_0's l1: 11.925\n",
"[90]\tvalid_0's poisson: -106.835\tvalid_0's l1: 11.9191\n",
"[91]\tvalid_0's poisson: -106.838\tvalid_0's l1: 11.9202\n",
"[92]\tvalid_0's poisson: -106.844\tvalid_0's l1: 11.9118\n",
"[93]\tvalid_0's poisson: -106.87\tvalid_0's l1: 11.8861\n",
"[94]\tvalid_0's poisson: -106.664\tvalid_0's l1: 11.8896\n",
"[95]\tvalid_0's poisson: -106.696\tvalid_0's l1: 11.8815\n",
"[96]\tvalid_0's poisson: -106.695\tvalid_0's l1: 11.8117\n",
"[97]\tvalid_0's poisson: -106.477\tvalid_0's l1: 11.8181\n",
"[98]\tvalid_0's poisson: -106.661\tvalid_0's l1: 11.8169\n",
"[99]\tvalid_0's poisson: -106.671\tvalid_0's l1: 11.8134\n",
"[100]\tvalid_0's poisson: -106.667\tvalid_0's l1: 11.8101\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.6042\tvalid_0's l1: 25.4317\n",
"[2]\tvalid_0's poisson: -94.5039\tvalid_0's l1: 22.725\n",
"[3]\tvalid_0's poisson: -97.27\tvalid_0's l1: 20.8406\n",
"[4]\tvalid_0's poisson: -100.227\tvalid_0's l1: 19.4598\n",
"[5]\tvalid_0's poisson: -101.524\tvalid_0's l1: 18.3344\n",
"[6]\tvalid_0's poisson: -102.445\tvalid_0's l1: 17.6203\n",
"[7]\tvalid_0's poisson: -103.755\tvalid_0's l1: 16.5939\n",
"[8]\tvalid_0's poisson: -104.572\tvalid_0's l1: 15.9947\n",
"[9]\tvalid_0's poisson: -104.756\tvalid_0's l1: 15.7974\n",
"[10]\tvalid_0's poisson: -105.708\tvalid_0's l1: 15.0115\n",
"[11]\tvalid_0's poisson: -105.839\tvalid_0's l1: 14.81\n",
"[12]\tvalid_0's poisson: -105.983\tvalid_0's l1: 14.5814\n",
"[13]\tvalid_0's poisson: -106.092\tvalid_0's l1: 14.3552\n",
"[14]\tvalid_0's poisson: -106\tvalid_0's l1: 14.154\n",
"[15]\tvalid_0's poisson: -106.059\tvalid_0's l1: 13.969\n",
"[16]\tvalid_0's poisson: -106.003\tvalid_0's l1: 13.9359\n",
"[17]\tvalid_0's poisson: -106.258\tvalid_0's l1: 13.8181\n",
"[18]\tvalid_0's poisson: -106.429\tvalid_0's l1: 13.5775\n",
"[19]\tvalid_0's poisson: -106.394\tvalid_0's l1: 13.4803\n",
"[20]\tvalid_0's poisson: -106.3\tvalid_0's l1: 13.4466\n",
"[21]\tvalid_0's poisson: -106.344\tvalid_0's l1: 13.397\n",
"[22]\tvalid_0's poisson: -106.438\tvalid_0's l1: 13.3168\n",
"[23]\tvalid_0's poisson: -106.49\tvalid_0's l1: 13.2639\n",
"[24]\tvalid_0's poisson: -106.522\tvalid_0's l1: 13.2195\n",
"[25]\tvalid_0's poisson: -106.524\tvalid_0's l1: 13.169\n",
"[26]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.1528\n",
"[27]\tvalid_0's poisson: -106.552\tvalid_0's l1: 13.1395\n",
"[28]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.1083\n",
"[29]\tvalid_0's poisson: -106.63\tvalid_0's l1: 13.0294\n",
"[30]\tvalid_0's poisson: -106.574\tvalid_0's l1: 13.018\n",
"[31]\tvalid_0's poisson: -106.697\tvalid_0's l1: 12.958\n",
"[32]\tvalid_0's poisson: -106.67\tvalid_0's l1: 12.9373\n",
"[33]\tvalid_0's poisson: -106.663\tvalid_0's l1: 12.9326\n",
"[34]\tvalid_0's poisson: -106.716\tvalid_0's l1: 12.914\n",
"[35]\tvalid_0's poisson: -106.663\tvalid_0's l1: 12.9064\n",
"[36]\tvalid_0's poisson: -106.716\tvalid_0's l1: 12.8911\n",
"[37]\tvalid_0's poisson: -106.714\tvalid_0's l1: 12.8638\n",
"[38]\tvalid_0's poisson: -106.69\tvalid_0's l1: 12.8537\n",
"[39]\tvalid_0's poisson: -106.733\tvalid_0's l1: 12.8341\n",
"[40]\tvalid_0's poisson: -106.754\tvalid_0's l1: 12.7889\n",
"[41]\tvalid_0's poisson: -106.811\tvalid_0's l1: 12.7751\n",
"[42]\tvalid_0's poisson: -106.732\tvalid_0's l1: 12.758\n",
"[43]\tvalid_0's poisson: -106.704\tvalid_0's l1: 12.6205\n",
"[44]\tvalid_0's poisson: -106.671\tvalid_0's l1: 12.6156\n",
"[45]\tvalid_0's poisson: -106.66\tvalid_0's l1: 12.5492\n",
"[46]\tvalid_0's poisson: -106.643\tvalid_0's l1: 12.5258\n",
"[47]\tvalid_0's poisson: -106.733\tvalid_0's l1: 12.5197\n",
"[48]\tvalid_0's poisson: -106.792\tvalid_0's l1: 12.4834\n",
"[49]\tvalid_0's poisson: -106.842\tvalid_0's l1: 12.4626\n",
"[50]\tvalid_0's poisson: -106.809\tvalid_0's l1: 12.4532\n",
"[51]\tvalid_0's poisson: -106.948\tvalid_0's l1: 12.3046\n",
"[52]\tvalid_0's poisson: -106.982\tvalid_0's l1: 12.2936\n",
"[53]\tvalid_0's poisson: -106.988\tvalid_0's l1: 12.2774\n",
"[54]\tvalid_0's poisson: -106.899\tvalid_0's l1: 12.264\n",
"[55]\tvalid_0's poisson: -106.915\tvalid_0's l1: 12.2553\n",
"[56]\tvalid_0's poisson: -106.943\tvalid_0's l1: 12.2501\n",
"[57]\tvalid_0's poisson: -106.945\tvalid_0's l1: 12.2487\n",
"[58]\tvalid_0's poisson: -106.913\tvalid_0's l1: 12.237\n",
"[59]\tvalid_0's poisson: -106.922\tvalid_0's l1: 12.2282\n",
"[60]\tvalid_0's poisson: -106.96\tvalid_0's l1: 12.1992\n",
"[61]\tvalid_0's poisson: -106.974\tvalid_0's l1: 12.1884\n",
"[62]\tvalid_0's poisson: -107.017\tvalid_0's l1: 12.1832\n",
"[63]\tvalid_0's poisson: -107.015\tvalid_0's l1: 12.1793\n",
"[64]\tvalid_0's poisson: -107.018\tvalid_0's l1: 12.1755\n",
"[65]\tvalid_0's poisson: -106.998\tvalid_0's l1: 12.1681\n",
"[66]\tvalid_0's poisson: -106.999\tvalid_0's l1: 12.1665\n",
"[67]\tvalid_0's poisson: -106.979\tvalid_0's l1: 12.1574\n",
"[68]\tvalid_0's poisson: -107.014\tvalid_0's l1: 12.1487\n",
"[69]\tvalid_0's poisson: -107.029\tvalid_0's l1: 12.136\n",
"[70]\tvalid_0's poisson: -107.026\tvalid_0's l1: 12.1005\n",
"[71]\tvalid_0's poisson: -107.027\tvalid_0's l1: 12.1037\n",
"[72]\tvalid_0's poisson: -107.032\tvalid_0's l1: 12.0977\n",
"[73]\tvalid_0's poisson: -107.023\tvalid_0's l1: 12.0946\n",
"[74]\tvalid_0's poisson: -106.989\tvalid_0's l1: 12.093\n",
"[75]\tvalid_0's poisson: -107.03\tvalid_0's l1: 12.0285\n",
"[76]\tvalid_0's poisson: -107.006\tvalid_0's l1: 12.0278\n",
"[77]\tvalid_0's poisson: -107.017\tvalid_0's l1: 12.0022\n",
"[78]\tvalid_0's poisson: -107.023\tvalid_0's l1: 11.9951\n",
"[79]\tvalid_0's poisson: -107\tvalid_0's l1: 11.9973\n",
"[80]\tvalid_0's poisson: -106.969\tvalid_0's l1: 11.9981\n",
"[81]\tvalid_0's poisson: -106.98\tvalid_0's l1: 11.9941\n",
"[82]\tvalid_0's poisson: -106.979\tvalid_0's l1: 11.9875\n",
"[83]\tvalid_0's poisson: -107.007\tvalid_0's l1: 11.9491\n",
"[84]\tvalid_0's poisson: -107.005\tvalid_0's l1: 11.9493\n",
"[85]\tvalid_0's poisson: -106.982\tvalid_0's l1: 11.9443\n",
"[86]\tvalid_0's poisson: -106.985\tvalid_0's l1: 11.9344\n",
"[87]\tvalid_0's poisson: -106.914\tvalid_0's l1: 11.9303\n",
"[88]\tvalid_0's poisson: -106.858\tvalid_0's l1: 11.9312\n",
"[89]\tvalid_0's poisson: -106.871\tvalid_0's l1: 11.925\n",
"[90]\tvalid_0's poisson: -106.886\tvalid_0's l1: 11.9075\n",
"[91]\tvalid_0's poisson: -106.86\tvalid_0's l1: 11.9005\n",
"[92]\tvalid_0's poisson: -106.827\tvalid_0's l1: 11.8985\n",
"[93]\tvalid_0's poisson: -106.833\tvalid_0's l1: 11.8954\n",
"[94]\tvalid_0's poisson: -106.748\tvalid_0's l1: 11.8601\n",
"[95]\tvalid_0's poisson: -106.763\tvalid_0's l1: 11.8517\n",
"[96]\tvalid_0's poisson: -106.752\tvalid_0's l1: 11.8506\n",
"[97]\tvalid_0's poisson: -106.619\tvalid_0's l1: 11.8513\n",
"[98]\tvalid_0's poisson: -106.634\tvalid_0's l1: 11.8507\n",
"[99]\tvalid_0's poisson: -106.569\tvalid_0's l1: 11.8462\n",
"[100]\tvalid_0's poisson: -106.567\tvalid_0's l1: 11.8458\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -89.6028\tvalid_0's l1: 25.4331\n",
"[2]\tvalid_0's poisson: -94.4397\tvalid_0's l1: 22.7509\n",
"[3]\tvalid_0's poisson: -97.1617\tvalid_0's l1: 20.8841\n",
"[4]\tvalid_0's poisson: -100.64\tvalid_0's l1: 19.1771\n",
"[5]\tvalid_0's poisson: -101.693\tvalid_0's l1: 18.2082\n",
"[6]\tvalid_0's poisson: -103.653\tvalid_0's l1: 16.9695\n",
"[7]\tvalid_0's poisson: -104.64\tvalid_0's l1: 16.0414\n",
"[8]\tvalid_0's poisson: -105.197\tvalid_0's l1: 15.5402\n",
"[9]\tvalid_0's poisson: -105.618\tvalid_0's l1: 15.1019\n",
"[10]\tvalid_0's poisson: -105.758\tvalid_0's l1: 14.9248\n",
"[11]\tvalid_0's poisson: -105.886\tvalid_0's l1: 14.6728\n",
"[12]\tvalid_0's poisson: -105.911\tvalid_0's l1: 14.538\n",
"[13]\tvalid_0's poisson: -106.248\tvalid_0's l1: 14.1656\n",
"[14]\tvalid_0's poisson: -106.253\tvalid_0's l1: 13.9295\n",
"[15]\tvalid_0's poisson: -106.158\tvalid_0's l1: 13.7591\n",
"[16]\tvalid_0's poisson: -106.059\tvalid_0's l1: 13.6451\n",
"[17]\tvalid_0's poisson: -105.986\tvalid_0's l1: 13.5085\n",
"[18]\tvalid_0's poisson: -105.844\tvalid_0's l1: 13.4436\n",
"[19]\tvalid_0's poisson: -106.085\tvalid_0's l1: 13.3204\n",
"[20]\tvalid_0's poisson: -106.07\tvalid_0's l1: 13.2837\n",
"[21]\tvalid_0's poisson: -106.136\tvalid_0's l1: 13.2454\n",
"[22]\tvalid_0's poisson: -106.206\tvalid_0's l1: 13.1548\n",
"[23]\tvalid_0's poisson: -106.133\tvalid_0's l1: 13.0986\n",
"[24]\tvalid_0's poisson: -106.189\tvalid_0's l1: 13.0577\n",
"[25]\tvalid_0's poisson: -106.2\tvalid_0's l1: 13.0443\n",
"[26]\tvalid_0's poisson: -106.186\tvalid_0's l1: 13.0067\n",
"[27]\tvalid_0's poisson: -106.208\tvalid_0's l1: 12.9996\n",
"[28]\tvalid_0's poisson: -106.209\tvalid_0's l1: 12.9798\n",
"[29]\tvalid_0's poisson: -106.185\tvalid_0's l1: 12.9532\n",
"[30]\tvalid_0's poisson: -106.293\tvalid_0's l1: 12.9127\n",
"[31]\tvalid_0's poisson: -106.35\tvalid_0's l1: 12.8752\n",
"[32]\tvalid_0's poisson: -106.374\tvalid_0's l1: 12.8482\n",
"[33]\tvalid_0's poisson: -106.383\tvalid_0's l1: 12.8307\n",
"[34]\tvalid_0's poisson: -106.369\tvalid_0's l1: 12.8075\n",
"[35]\tvalid_0's poisson: -106.409\tvalid_0's l1: 12.7832\n",
"[36]\tvalid_0's poisson: -106.398\tvalid_0's l1: 12.7363\n",
"[37]\tvalid_0's poisson: -106.409\tvalid_0's l1: 12.7254\n",
"[38]\tvalid_0's poisson: -106.432\tvalid_0's l1: 12.6931\n",
"[39]\tvalid_0's poisson: -106.458\tvalid_0's l1: 12.6878\n",
"[40]\tvalid_0's poisson: -106.446\tvalid_0's l1: 12.685\n",
"[41]\tvalid_0's poisson: -106.383\tvalid_0's l1: 12.6028\n",
"[42]\tvalid_0's poisson: -106.41\tvalid_0's l1: 12.5836\n",
"[43]\tvalid_0's poisson: -106.303\tvalid_0's l1: 12.5711\n",
"[44]\tvalid_0's poisson: -106.428\tvalid_0's l1: 12.5603\n",
"[45]\tvalid_0's poisson: -106.436\tvalid_0's l1: 12.5283\n",
"[46]\tvalid_0's poisson: -106.313\tvalid_0's l1: 12.5139\n",
"[47]\tvalid_0's poisson: -106.322\tvalid_0's l1: 12.51\n",
"[48]\tvalid_0's poisson: -106.421\tvalid_0's l1: 12.5061\n",
"[49]\tvalid_0's poisson: -106.362\tvalid_0's l1: 12.4917\n",
"[50]\tvalid_0's poisson: -106.435\tvalid_0's l1: 12.4828\n",
"[51]\tvalid_0's poisson: -106.444\tvalid_0's l1: 12.4876\n",
"[52]\tvalid_0's poisson: -106.432\tvalid_0's l1: 12.4854\n",
"[53]\tvalid_0's poisson: -106.431\tvalid_0's l1: 12.4853\n",
"[54]\tvalid_0's poisson: -106.297\tvalid_0's l1: 12.4836\n",
"[55]\tvalid_0's poisson: -106.319\tvalid_0's l1: 12.4782\n",
"[56]\tvalid_0's poisson: -106.344\tvalid_0's l1: 12.463\n",
"[57]\tvalid_0's poisson: -106.541\tvalid_0's l1: 12.3966\n",
"[58]\tvalid_0's poisson: -106.588\tvalid_0's l1: 12.3609\n",
"[59]\tvalid_0's poisson: -106.543\tvalid_0's l1: 12.3484\n",
"[60]\tvalid_0's poisson: -106.519\tvalid_0's l1: 12.3199\n",
"[61]\tvalid_0's poisson: -106.51\tvalid_0's l1: 12.3087\n",
"[62]\tvalid_0's poisson: -106.529\tvalid_0's l1: 12.2984\n",
"[63]\tvalid_0's poisson: -106.537\tvalid_0's l1: 12.2878\n",
"[64]\tvalid_0's poisson: -106.555\tvalid_0's l1: 12.2776\n",
"[65]\tvalid_0's poisson: -106.579\tvalid_0's l1: 12.268\n",
"[66]\tvalid_0's poisson: -106.585\tvalid_0's l1: 12.2695\n",
"[67]\tvalid_0's poisson: -106.467\tvalid_0's l1: 12.2639\n",
"[68]\tvalid_0's poisson: -106.462\tvalid_0's l1: 12.258\n",
"[69]\tvalid_0's poisson: -106.519\tvalid_0's l1: 12.2403\n",
"[70]\tvalid_0's poisson: -106.532\tvalid_0's l1: 12.2232\n",
"[71]\tvalid_0's poisson: -106.569\tvalid_0's l1: 12.0982\n",
"[72]\tvalid_0's poisson: -106.61\tvalid_0's l1: 12.054\n",
"[73]\tvalid_0's poisson: -106.62\tvalid_0's l1: 12.0512\n",
"[74]\tvalid_0's poisson: -106.564\tvalid_0's l1: 12.0529\n",
"[75]\tvalid_0's poisson: -106.557\tvalid_0's l1: 12.0412\n",
"[76]\tvalid_0's poisson: -106.583\tvalid_0's l1: 12.0392\n",
"[77]\tvalid_0's poisson: -106.568\tvalid_0's l1: 12.0289\n",
"[78]\tvalid_0's poisson: -106.594\tvalid_0's l1: 11.9626\n",
"[79]\tvalid_0's poisson: -106.598\tvalid_0's l1: 11.962\n",
"[80]\tvalid_0's poisson: -106.564\tvalid_0's l1: 11.9614\n",
"[81]\tvalid_0's poisson: -106.546\tvalid_0's l1: 11.9575\n",
"[82]\tvalid_0's poisson: -106.579\tvalid_0's l1: 11.9577\n",
"[83]\tvalid_0's poisson: -106.574\tvalid_0's l1: 11.9511\n",
"[84]\tvalid_0's poisson: -106.595\tvalid_0's l1: 11.9522\n",
"[85]\tvalid_0's poisson: -106.584\tvalid_0's l1: 11.9433\n",
"[86]\tvalid_0's poisson: -106.624\tvalid_0's l1: 11.9409\n",
"[87]\tvalid_0's poisson: -106.624\tvalid_0's l1: 11.9408\n",
"[88]\tvalid_0's poisson: -106.626\tvalid_0's l1: 11.9386\n",
"[89]\tvalid_0's poisson: -106.637\tvalid_0's l1: 11.9391\n",
"[90]\tvalid_0's poisson: -106.648\tvalid_0's l1: 11.9191\n",
"[91]\tvalid_0's poisson: -106.66\tvalid_0's l1: 11.9042\n",
"[92]\tvalid_0's poisson: -106.613\tvalid_0's l1: 11.9137\n",
"[93]\tvalid_0's poisson: -106.579\tvalid_0's l1: 11.9106\n",
"[94]\tvalid_0's poisson: -106.558\tvalid_0's l1: 11.8946\n",
"[95]\tvalid_0's poisson: -106.546\tvalid_0's l1: 11.8883\n",
"[96]\tvalid_0's poisson: -106.569\tvalid_0's l1: 11.886\n",
"[97]\tvalid_0's poisson: -106.569\tvalid_0's l1: 11.8771\n",
"[98]\tvalid_0's poisson: -106.461\tvalid_0's l1: 11.8701\n",
"[99]\tvalid_0's poisson: -106.444\tvalid_0's l1: 11.8666\n",
"[100]\tvalid_0's poisson: -106.446\tvalid_0's l1: 11.866\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1763\tvalid_0's l1: 29.0765\n",
"[2]\tvalid_0's poisson: -81.9263\tvalid_0's l1: 28.801\n",
"[3]\tvalid_0's poisson: -82.6356\tvalid_0's l1: 28.5307\n",
"[4]\tvalid_0's poisson: -83.3075\tvalid_0's l1: 28.2664\n",
"[5]\tvalid_0's poisson: -83.974\tvalid_0's l1: 28.0001\n",
"[6]\tvalid_0's poisson: -84.628\tvalid_0's l1: 27.7371\n",
"[7]\tvalid_0's poisson: -85.2469\tvalid_0's l1: 27.4808\n",
"[8]\tvalid_0's poisson: -85.8616\tvalid_0's l1: 27.2226\n",
"[9]\tvalid_0's poisson: -86.4449\tvalid_0's l1: 26.9691\n",
"[10]\tvalid_0's poisson: -86.962\tvalid_0's l1: 26.731\n",
"[11]\tvalid_0's poisson: -87.4664\tvalid_0's l1: 26.4947\n",
"[12]\tvalid_0's poisson: -87.9703\tvalid_0's l1: 26.2581\n",
"[13]\tvalid_0's poisson: -88.4543\tvalid_0's l1: 26.0271\n",
"[14]\tvalid_0's poisson: -88.8807\tvalid_0's l1: 25.8104\n",
"[15]\tvalid_0's poisson: -89.3257\tvalid_0's l1: 25.5896\n",
"[16]\tvalid_0's poisson: -89.7503\tvalid_0's l1: 25.3735\n",
"[17]\tvalid_0's poisson: -90.1412\tvalid_0's l1: 25.1657\n",
"[18]\tvalid_0's poisson: -90.5152\tvalid_0's l1: 24.9629\n",
"[19]\tvalid_0's poisson: -90.8809\tvalid_0's l1: 24.7654\n",
"[20]\tvalid_0's poisson: -91.2242\tvalid_0's l1: 24.5757\n",
"[21]\tvalid_0's poisson: -91.5542\tvalid_0's l1: 24.3894\n",
"[22]\tvalid_0's poisson: -91.8604\tvalid_0's l1: 24.2116\n",
"[23]\tvalid_0's poisson: -92.1635\tvalid_0's l1: 24.0357\n",
"[24]\tvalid_0's poisson: -92.4553\tvalid_0's l1: 23.8647\n",
"[25]\tvalid_0's poisson: -92.7915\tvalid_0's l1: 23.6793\n",
"[26]\tvalid_0's poisson: -93.0852\tvalid_0's l1: 23.5108\n",
"[27]\tvalid_0's poisson: -93.3595\tvalid_0's l1: 23.3475\n",
"[28]\tvalid_0's poisson: -93.6178\tvalid_0's l1: 23.1906\n",
"[29]\tvalid_0's poisson: -93.8483\tvalid_0's l1: 23.0502\n",
"[30]\tvalid_0's poisson: -94.1076\tvalid_0's l1: 22.8951\n",
"[31]\tvalid_0's poisson: -94.3838\tvalid_0's l1: 22.7339\n",
"[32]\tvalid_0's poisson: -94.6039\tvalid_0's l1: 22.593\n",
"[33]\tvalid_0's poisson: -94.8695\tvalid_0's l1: 22.4348\n",
"[34]\tvalid_0's poisson: -95.322\tvalid_0's l1: 22.2435\n",
"[35]\tvalid_0's poisson: -95.7465\tvalid_0's l1: 22.0567\n",
"[36]\tvalid_0's poisson: -96.1671\tvalid_0's l1: 21.8639\n",
"[37]\tvalid_0's poisson: -96.5617\tvalid_0's l1: 21.6756\n",
"[38]\tvalid_0's poisson: -96.741\tvalid_0's l1: 21.5487\n",
"[39]\tvalid_0's poisson: -96.9139\tvalid_0's l1: 21.4257\n",
"[40]\tvalid_0's poisson: -97.0819\tvalid_0's l1: 21.305\n",
"[41]\tvalid_0's poisson: -97.4443\tvalid_0's l1: 21.1264\n",
"[42]\tvalid_0's poisson: -97.7732\tvalid_0's l1: 20.9556\n",
"[43]\tvalid_0's poisson: -98.0609\tvalid_0's l1: 20.8062\n",
"[44]\tvalid_0's poisson: -98.3602\tvalid_0's l1: 20.6412\n",
"[45]\tvalid_0's poisson: -98.6408\tvalid_0's l1: 20.4852\n",
"[46]\tvalid_0's poisson: -98.9\tvalid_0's l1: 20.3329\n",
"[47]\tvalid_0's poisson: -99.1397\tvalid_0's l1: 20.1975\n",
"[48]\tvalid_0's poisson: -99.4096\tvalid_0's l1: 20.038\n",
"[49]\tvalid_0's poisson: -99.6662\tvalid_0's l1: 19.8829\n",
"[50]\tvalid_0's poisson: -99.9138\tvalid_0's l1: 19.7406\n",
"[51]\tvalid_0's poisson: -100.147\tvalid_0's l1: 19.5935\n",
"[52]\tvalid_0's poisson: -100.261\tvalid_0's l1: 19.4949\n",
"[53]\tvalid_0's poisson: -100.467\tvalid_0's l1: 19.3584\n",
"[54]\tvalid_0's poisson: -100.649\tvalid_0's l1: 19.24\n",
"[55]\tvalid_0's poisson: -100.742\tvalid_0's l1: 19.1589\n",
"[56]\tvalid_0's poisson: -100.943\tvalid_0's l1: 19.029\n",
"[57]\tvalid_0's poisson: -101.123\tvalid_0's l1: 18.9006\n",
"[58]\tvalid_0's poisson: -101.217\tvalid_0's l1: 18.8164\n",
"[59]\tvalid_0's poisson: -101.314\tvalid_0's l1: 18.7308\n",
"[60]\tvalid_0's poisson: -101.498\tvalid_0's l1: 18.6008\n",
"[61]\tvalid_0's poisson: -101.651\tvalid_0's l1: 18.4826\n",
"[62]\tvalid_0's poisson: -101.805\tvalid_0's l1: 18.3764\n",
"[63]\tvalid_0's poisson: -101.959\tvalid_0's l1: 18.2672\n",
"[64]\tvalid_0's poisson: -102.048\tvalid_0's l1: 18.1803\n",
"[65]\tvalid_0's poisson: -102.179\tvalid_0's l1: 18.0868\n",
"[66]\tvalid_0's poisson: -102.26\tvalid_0's l1: 18.0082\n",
"[67]\tvalid_0's poisson: -102.407\tvalid_0's l1: 17.9017\n",
"[68]\tvalid_0's poisson: -102.492\tvalid_0's l1: 17.8269\n",
"[69]\tvalid_0's poisson: -102.566\tvalid_0's l1: 17.753\n",
"[70]\tvalid_0's poisson: -102.647\tvalid_0's l1: 17.6789\n",
"[71]\tvalid_0's poisson: -102.771\tvalid_0's l1: 17.5765\n",
"[72]\tvalid_0's poisson: -102.909\tvalid_0's l1: 17.4721\n",
"[73]\tvalid_0's poisson: -102.976\tvalid_0's l1: 17.4098\n",
"[74]\tvalid_0's poisson: -103.09\tvalid_0's l1: 17.313\n",
"[75]\tvalid_0's poisson: -103.191\tvalid_0's l1: 17.2339\n",
"[76]\tvalid_0's poisson: -103.315\tvalid_0's l1: 17.132\n",
"[77]\tvalid_0's poisson: -103.427\tvalid_0's l1: 17.0383\n",
"[78]\tvalid_0's poisson: -103.556\tvalid_0's l1: 16.9396\n",
"[79]\tvalid_0's poisson: -103.682\tvalid_0's l1: 16.8439\n",
"[80]\tvalid_0's poisson: -103.792\tvalid_0's l1: 16.7505\n",
"[81]\tvalid_0's poisson: -103.908\tvalid_0's l1: 16.6557\n",
"[82]\tvalid_0's poisson: -103.991\tvalid_0's l1: 16.585\n",
"[83]\tvalid_0's poisson: -104.052\tvalid_0's l1: 16.5255\n",
"[84]\tvalid_0's poisson: -104.104\tvalid_0's l1: 16.474\n",
"[85]\tvalid_0's poisson: -104.207\tvalid_0's l1: 16.3843\n",
"[86]\tvalid_0's poisson: -104.306\tvalid_0's l1: 16.2968\n",
"[87]\tvalid_0's poisson: -104.402\tvalid_0's l1: 16.2105\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[88]\tvalid_0's poisson: -104.472\tvalid_0's l1: 16.1391\n",
"[89]\tvalid_0's poisson: -104.565\tvalid_0's l1: 16.0614\n",
"[90]\tvalid_0's poisson: -104.625\tvalid_0's l1: 16.0065\n",
"[91]\tvalid_0's poisson: -104.659\tvalid_0's l1: 15.9686\n",
"[92]\tvalid_0's poisson: -104.744\tvalid_0's l1: 15.8888\n",
"[93]\tvalid_0's poisson: -104.789\tvalid_0's l1: 15.8414\n",
"[94]\tvalid_0's poisson: -104.869\tvalid_0's l1: 15.7645\n",
"[95]\tvalid_0's poisson: -104.91\tvalid_0's l1: 15.7196\n",
"[96]\tvalid_0's poisson: -104.986\tvalid_0's l1: 15.646\n",
"[97]\tvalid_0's poisson: -105.044\tvalid_0's l1: 15.5906\n",
"[98]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.5501\n",
"[99]\tvalid_0's poisson: -105.117\tvalid_0's l1: 15.5098\n",
"[100]\tvalid_0's poisson: -105.171\tvalid_0's l1: 15.458\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1958\tvalid_0's l1: 29.0694\n",
"[2]\tvalid_0's poisson: -81.9424\tvalid_0's l1: 28.7937\n",
"[3]\tvalid_0's poisson: -82.6823\tvalid_0's l1: 28.5183\n",
"[4]\tvalid_0's poisson: -83.3811\tvalid_0's l1: 28.2488\n",
"[5]\tvalid_0's poisson: -84.0489\tvalid_0's l1: 27.9831\n",
"[6]\tvalid_0's poisson: -84.6854\tvalid_0's l1: 27.719\n",
"[7]\tvalid_0's poisson: -85.3109\tvalid_0's l1: 27.4568\n",
"[8]\tvalid_0's poisson: -85.9289\tvalid_0's l1: 27.1961\n",
"[9]\tvalid_0's poisson: -86.493\tvalid_0's l1: 26.947\n",
"[10]\tvalid_0's poisson: -87.032\tvalid_0's l1: 26.7056\n",
"[11]\tvalid_0's poisson: -87.5266\tvalid_0's l1: 26.4723\n",
"[12]\tvalid_0's poisson: -88.0319\tvalid_0's l1: 26.2372\n",
"[13]\tvalid_0's poisson: -88.513\tvalid_0's l1: 26.0074\n",
"[14]\tvalid_0's poisson: -88.9714\tvalid_0's l1: 25.7831\n",
"[15]\tvalid_0's poisson: -89.4059\tvalid_0's l1: 25.5654\n",
"[16]\tvalid_0's poisson: -89.8089\tvalid_0's l1: 25.3542\n",
"[17]\tvalid_0's poisson: -90.1828\tvalid_0's l1: 25.1514\n",
"[18]\tvalid_0's poisson: -90.5694\tvalid_0's l1: 24.9479\n",
"[19]\tvalid_0's poisson: -90.9247\tvalid_0's l1: 24.7533\n",
"[20]\tvalid_0's poisson: -91.2641\tvalid_0's l1: 24.5625\n",
"[21]\tvalid_0's poisson: -91.6012\tvalid_0's l1: 24.3746\n",
"[22]\tvalid_0's poisson: -91.9465\tvalid_0's l1: 24.1855\n",
"[23]\tvalid_0's poisson: -92.2484\tvalid_0's l1: 24.008\n",
"[24]\tvalid_0's poisson: -92.5385\tvalid_0's l1: 23.835\n",
"[25]\tvalid_0's poisson: -92.819\tvalid_0's l1: 23.6672\n",
"[26]\tvalid_0's poisson: -93.088\tvalid_0's l1: 23.5021\n",
"[27]\tvalid_0's poisson: -93.3608\tvalid_0's l1: 23.3423\n",
"[28]\tvalid_0's poisson: -93.6706\tvalid_0's l1: 23.1716\n",
"[29]\tvalid_0's poisson: -93.9682\tvalid_0's l1: 23.0051\n",
"[30]\tvalid_0's poisson: -94.4611\tvalid_0's l1: 22.8011\n",
"[31]\tvalid_0's poisson: -94.7261\tvalid_0's l1: 22.6387\n",
"[32]\tvalid_0's poisson: -94.9503\tvalid_0's l1: 22.4916\n",
"[33]\tvalid_0's poisson: -95.2083\tvalid_0's l1: 22.3345\n",
"[34]\tvalid_0's poisson: -95.4551\tvalid_0's l1: 22.185\n",
"[35]\tvalid_0's poisson: -95.8595\tvalid_0's l1: 22.0035\n",
"[36]\tvalid_0's poisson: -96.0443\tvalid_0's l1: 21.8752\n",
"[37]\tvalid_0's poisson: -96.2681\tvalid_0's l1: 21.7353\n",
"[38]\tvalid_0's poisson: -96.4605\tvalid_0's l1: 21.6063\n",
"[39]\tvalid_0's poisson: -96.6587\tvalid_0's l1: 21.4724\n",
"[40]\tvalid_0's poisson: -96.8639\tvalid_0's l1: 21.3372\n",
"[41]\tvalid_0's poisson: -97.0625\tvalid_0's l1: 21.2065\n",
"[42]\tvalid_0's poisson: -97.389\tvalid_0's l1: 21.0491\n",
"[43]\tvalid_0's poisson: -97.687\tvalid_0's l1: 20.8899\n",
"[44]\tvalid_0's poisson: -97.9621\tvalid_0's l1: 20.7345\n",
"[45]\tvalid_0's poisson: -98.255\tvalid_0's l1: 20.5717\n",
"[46]\tvalid_0's poisson: -98.5544\tvalid_0's l1: 20.4073\n",
"[47]\tvalid_0's poisson: -98.8274\tvalid_0's l1: 20.2508\n",
"[48]\tvalid_0's poisson: -99.0295\tvalid_0's l1: 20.1261\n",
"[49]\tvalid_0's poisson: -99.32\tvalid_0's l1: 19.9729\n",
"[50]\tvalid_0's poisson: -99.5492\tvalid_0's l1: 19.8354\n",
"[51]\tvalid_0's poisson: -99.6564\tvalid_0's l1: 19.7489\n",
"[52]\tvalid_0's poisson: -99.8835\tvalid_0's l1: 19.6059\n",
"[53]\tvalid_0's poisson: -100.067\tvalid_0's l1: 19.4814\n",
"[54]\tvalid_0's poisson: -100.267\tvalid_0's l1: 19.3604\n",
"[55]\tvalid_0's poisson: -100.381\tvalid_0's l1: 19.2586\n",
"[56]\tvalid_0's poisson: -100.491\tvalid_0's l1: 19.1594\n",
"[57]\tvalid_0's poisson: -100.676\tvalid_0's l1: 19.0441\n",
"[58]\tvalid_0's poisson: -100.88\tvalid_0's l1: 18.9246\n",
"[59]\tvalid_0's poisson: -101.07\tvalid_0's l1: 18.7925\n",
"[60]\tvalid_0's poisson: -101.24\tvalid_0's l1: 18.6683\n",
"[61]\tvalid_0's poisson: -101.402\tvalid_0's l1: 18.5467\n",
"[62]\tvalid_0's poisson: -101.556\tvalid_0's l1: 18.4282\n",
"[63]\tvalid_0's poisson: -101.704\tvalid_0's l1: 18.3124\n",
"[64]\tvalid_0's poisson: -101.883\tvalid_0's l1: 18.1813\n",
"[65]\tvalid_0's poisson: -101.972\tvalid_0's l1: 18.1005\n",
"[66]\tvalid_0's poisson: -102.111\tvalid_0's l1: 18.0025\n",
"[67]\tvalid_0's poisson: -102.175\tvalid_0's l1: 17.9423\n",
"[68]\tvalid_0's poisson: -102.337\tvalid_0's l1: 17.82\n",
"[69]\tvalid_0's poisson: -102.413\tvalid_0's l1: 17.7511\n",
"[70]\tvalid_0's poisson: -102.541\tvalid_0's l1: 17.6589\n",
"[71]\tvalid_0's poisson: -102.611\tvalid_0's l1: 17.5887\n",
"[72]\tvalid_0's poisson: -102.685\tvalid_0's l1: 17.5189\n",
"[73]\tvalid_0's poisson: -102.845\tvalid_0's l1: 17.4073\n",
"[74]\tvalid_0's poisson: -102.904\tvalid_0's l1: 17.3489\n",
"[75]\tvalid_0's poisson: -103.046\tvalid_0's l1: 17.237\n",
"[76]\tvalid_0's poisson: -103.19\tvalid_0's l1: 17.1319\n",
"[77]\tvalid_0's poisson: -103.318\tvalid_0's l1: 17.0279\n",
"[78]\tvalid_0's poisson: -103.425\tvalid_0's l1: 16.935\n",
"[79]\tvalid_0's poisson: -103.483\tvalid_0's l1: 16.8813\n",
"[80]\tvalid_0's poisson: -103.61\tvalid_0's l1: 16.7851\n",
"[81]\tvalid_0's poisson: -103.722\tvalid_0's l1: 16.6906\n",
"[82]\tvalid_0's poisson: -103.772\tvalid_0's l1: 16.6393\n",
"[83]\tvalid_0's poisson: -103.866\tvalid_0's l1: 16.5548\n",
"[84]\tvalid_0's poisson: -103.944\tvalid_0's l1: 16.4903\n",
"[85]\tvalid_0's poisson: -104\tvalid_0's l1: 16.4318\n",
"[86]\tvalid_0's poisson: -104.097\tvalid_0's l1: 16.3489\n",
"[87]\tvalid_0's poisson: -104.196\tvalid_0's l1: 16.2633\n",
"[88]\tvalid_0's poisson: -104.297\tvalid_0's l1: 16.1757\n",
"[89]\tvalid_0's poisson: -104.394\tvalid_0's l1: 16.0904\n",
"[90]\tvalid_0's poisson: -104.487\tvalid_0's l1: 16.0069\n",
"[91]\tvalid_0's poisson: -104.556\tvalid_0's l1: 15.947\n",
"[92]\tvalid_0's poisson: -104.627\tvalid_0's l1: 15.8816\n",
"[93]\tvalid_0's poisson: -104.674\tvalid_0's l1: 15.8318\n",
"[94]\tvalid_0's poisson: -104.742\tvalid_0's l1: 15.7625\n",
"[95]\tvalid_0's poisson: -104.809\tvalid_0's l1: 15.6996\n",
"[96]\tvalid_0's poisson: -104.848\tvalid_0's l1: 15.6575\n",
"[97]\tvalid_0's poisson: -104.881\tvalid_0's l1: 15.6222\n",
"[98]\tvalid_0's poisson: -104.942\tvalid_0's l1: 15.5587\n",
"[99]\tvalid_0's poisson: -105.019\tvalid_0's l1: 15.4918\n",
"[100]\tvalid_0's poisson: -105.077\tvalid_0's l1: 15.4382\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1982\tvalid_0's l1: 29.0697\n",
"[2]\tvalid_0's poisson: -81.9663\tvalid_0's l1: 28.7899\n",
"[3]\tvalid_0's poisson: -82.6919\tvalid_0's l1: 28.5153\n",
"[4]\tvalid_0's poisson: -83.379\tvalid_0's l1: 28.2458\n",
"[5]\tvalid_0's poisson: -84.0779\tvalid_0's l1: 27.9725\n",
"[6]\tvalid_0's poisson: -84.7035\tvalid_0's l1: 27.7132\n",
"[7]\tvalid_0's poisson: -85.3474\tvalid_0's l1: 27.4493\n",
"[8]\tvalid_0's poisson: -85.9106\tvalid_0's l1: 27.2009\n",
"[9]\tvalid_0's poisson: -86.4773\tvalid_0's l1: 26.9526\n",
"[10]\tvalid_0's poisson: -87.0302\tvalid_0's l1: 26.7066\n",
"[11]\tvalid_0's poisson: -87.554\tvalid_0's l1: 26.4671\n",
"[12]\tvalid_0's poisson: -88.0741\tvalid_0's l1: 26.2271\n",
"[13]\tvalid_0's poisson: -88.5502\tvalid_0's l1: 25.9982\n",
"[14]\tvalid_0's poisson: -89.0014\tvalid_0's l1: 25.7766\n",
"[15]\tvalid_0's poisson: -89.413\tvalid_0's l1: 25.5634\n",
"[16]\tvalid_0's poisson: -89.8177\tvalid_0's l1: 25.3498\n",
"[17]\tvalid_0's poisson: -90.2077\tvalid_0's l1: 25.1436\n",
"[18]\tvalid_0's poisson: -90.5953\tvalid_0's l1: 24.9392\n",
"[19]\tvalid_0's poisson: -90.9491\tvalid_0's l1: 24.7441\n",
"[20]\tvalid_0's poisson: -91.2885\tvalid_0's l1: 24.5561\n",
"[21]\tvalid_0's poisson: -91.6134\tvalid_0's l1: 24.3718\n",
"[22]\tvalid_0's poisson: -91.9357\tvalid_0's l1: 24.1914\n",
"[23]\tvalid_0's poisson: -92.2769\tvalid_0's l1: 24.0047\n",
"[24]\tvalid_0's poisson: -92.573\tvalid_0's l1: 23.8326\n",
"[25]\tvalid_0's poisson: -92.86\tvalid_0's l1: 23.6654\n",
"[26]\tvalid_0's poisson: -93.1285\tvalid_0's l1: 23.5045\n",
"[27]\tvalid_0's poisson: -93.4203\tvalid_0's l1: 23.337\n",
"[28]\tvalid_0's poisson: -93.7143\tvalid_0's l1: 23.1695\n",
"[29]\tvalid_0's poisson: -93.9828\tvalid_0's l1: 23.0138\n",
"[30]\tvalid_0's poisson: -94.243\tvalid_0's l1: 22.8597\n",
"[31]\tvalid_0's poisson: -94.4673\tvalid_0's l1: 22.7152\n",
"[32]\tvalid_0's poisson: -94.7326\tvalid_0's l1: 22.5592\n",
"[33]\tvalid_0's poisson: -95.2028\tvalid_0's l1: 22.3615\n",
"[34]\tvalid_0's poisson: -95.6915\tvalid_0's l1: 22.1497\n",
"[35]\tvalid_0's poisson: -96.1308\tvalid_0's l1: 21.9493\n",
"[36]\tvalid_0's poisson: -96.3742\tvalid_0's l1: 21.7978\n",
"[37]\tvalid_0's poisson: -96.7747\tvalid_0's l1: 21.6056\n",
"[38]\tvalid_0's poisson: -97.1232\tvalid_0's l1: 21.4269\n",
"[39]\tvalid_0's poisson: -97.4999\tvalid_0's l1: 21.2356\n",
"[40]\tvalid_0's poisson: -97.8124\tvalid_0's l1: 21.0651\n",
"[41]\tvalid_0's poisson: -97.9645\tvalid_0's l1: 20.9464\n",
"[42]\tvalid_0's poisson: -98.2761\tvalid_0's l1: 20.7744\n",
"[43]\tvalid_0's poisson: -98.4174\tvalid_0's l1: 20.6606\n",
"[44]\tvalid_0's poisson: -98.6822\tvalid_0's l1: 20.5146\n",
"[45]\tvalid_0's poisson: -98.9619\tvalid_0's l1: 20.3523\n",
"[46]\tvalid_0's poisson: -99.0956\tvalid_0's l1: 20.2435\n",
"[47]\tvalid_0's poisson: -99.3661\tvalid_0's l1: 20.085\n",
"[48]\tvalid_0's poisson: -99.5902\tvalid_0's l1: 19.9527\n",
"[49]\tvalid_0's poisson: -99.8555\tvalid_0's l1: 19.7939\n",
"[50]\tvalid_0's poisson: -100.084\tvalid_0's l1: 19.6471\n",
"[51]\tvalid_0's poisson: -100.188\tvalid_0's l1: 19.558\n",
"[52]\tvalid_0's poisson: -100.382\tvalid_0's l1: 19.4345\n",
"[53]\tvalid_0's poisson: -100.608\tvalid_0's l1: 19.2865\n",
"[54]\tvalid_0's poisson: -100.816\tvalid_0's l1: 19.1425\n",
"[55]\tvalid_0's poisson: -100.918\tvalid_0's l1: 19.0517\n",
"[56]\tvalid_0's poisson: -101.019\tvalid_0's l1: 18.966\n",
"[57]\tvalid_0's poisson: -101.109\tvalid_0's l1: 18.8871\n",
"[58]\tvalid_0's poisson: -101.314\tvalid_0's l1: 18.7542\n",
"[59]\tvalid_0's poisson: -101.503\tvalid_0's l1: 18.6197\n",
"[60]\tvalid_0's poisson: -101.695\tvalid_0's l1: 18.4773\n",
"[61]\tvalid_0's poisson: -101.802\tvalid_0's l1: 18.383\n",
"[62]\tvalid_0's poisson: -101.953\tvalid_0's l1: 18.2743\n",
"[63]\tvalid_0's poisson: -102.098\tvalid_0's l1: 18.1655\n",
"[64]\tvalid_0's poisson: -102.269\tvalid_0's l1: 18.0347\n",
"[65]\tvalid_0's poisson: -102.432\tvalid_0's l1: 17.908\n",
"[66]\tvalid_0's poisson: -102.567\tvalid_0's l1: 17.7935\n",
"[67]\tvalid_0's poisson: -102.698\tvalid_0's l1: 17.6806\n",
"[68]\tvalid_0's poisson: -102.817\tvalid_0's l1: 17.5901\n",
"[69]\tvalid_0's poisson: -102.966\tvalid_0's l1: 17.4702\n",
"[70]\tvalid_0's poisson: -103.101\tvalid_0's l1: 17.3586\n",
"[71]\tvalid_0's poisson: -103.241\tvalid_0's l1: 17.2517\n",
"[72]\tvalid_0's poisson: -103.344\tvalid_0's l1: 17.1593\n",
"[73]\tvalid_0's poisson: -103.458\tvalid_0's l1: 17.07\n",
"[74]\tvalid_0's poisson: -103.563\tvalid_0's l1: 16.9753\n",
"[75]\tvalid_0's poisson: -103.687\tvalid_0's l1: 16.8794\n",
"[76]\tvalid_0's poisson: -103.749\tvalid_0's l1: 16.8175\n",
"[77]\tvalid_0's poisson: -103.844\tvalid_0's l1: 16.7366\n",
"[78]\tvalid_0's poisson: -103.934\tvalid_0's l1: 16.6614\n",
"[79]\tvalid_0's poisson: -103.991\tvalid_0's l1: 16.6019\n",
"[80]\tvalid_0's poisson: -104.083\tvalid_0's l1: 16.5158\n",
"[81]\tvalid_0's poisson: -104.186\tvalid_0's l1: 16.4241\n",
"[82]\tvalid_0's poisson: -104.242\tvalid_0's l1: 16.3692\n",
"[83]\tvalid_0's poisson: -104.297\tvalid_0's l1: 16.3136\n",
"[84]\tvalid_0's poisson: -104.381\tvalid_0's l1: 16.2316\n",
"[85]\tvalid_0's poisson: -104.43\tvalid_0's l1: 16.181\n",
"[86]\tvalid_0's poisson: -104.502\tvalid_0's l1: 16.1173\n",
"[87]\tvalid_0's poisson: -104.578\tvalid_0's l1: 16.0427\n",
"[88]\tvalid_0's poisson: -104.661\tvalid_0's l1: 15.963\n",
"[89]\tvalid_0's poisson: -104.74\tvalid_0's l1: 15.885\n",
"[90]\tvalid_0's poisson: -104.822\tvalid_0's l1: 15.8059\n",
"[91]\tvalid_0's poisson: -104.872\tvalid_0's l1: 15.756\n",
"[92]\tvalid_0's poisson: -104.92\tvalid_0's l1: 15.707\n",
"[93]\tvalid_0's poisson: -104.96\tvalid_0's l1: 15.6634\n",
"[94]\tvalid_0's poisson: -105.018\tvalid_0's l1: 15.6096\n",
"[95]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.5461\n",
"[96]\tvalid_0's poisson: -105.148\tvalid_0's l1: 15.4791\n",
"[97]\tvalid_0's poisson: -105.208\tvalid_0's l1: 15.4219\n",
"[98]\tvalid_0's poisson: -105.277\tvalid_0's l1: 15.3503\n",
"[99]\tvalid_0's poisson: -105.347\tvalid_0's l1: 15.2824\n",
"[100]\tvalid_0's poisson: -105.38\tvalid_0's l1: 15.2473\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -81.1787\tvalid_0's l1: 29.0758\n",
"[2]\tvalid_0's poisson: -81.9542\tvalid_0's l1: 28.7967\n",
"[3]\tvalid_0's poisson: -82.6819\tvalid_0's l1: 28.5233\n",
"[4]\tvalid_0's poisson: -83.3753\tvalid_0's l1: 28.2541\n",
"[5]\tvalid_0's poisson: -84.0317\tvalid_0's l1: 27.9904\n",
"[6]\tvalid_0's poisson: -84.7021\tvalid_0's l1: 27.7213\n",
"[7]\tvalid_0's poisson: -85.3193\tvalid_0's l1: 27.4637\n",
"[8]\tvalid_0's poisson: -85.9199\tvalid_0's l1: 27.2082\n",
"[9]\tvalid_0's poisson: -86.4967\tvalid_0's l1: 26.9577\n",
"[10]\tvalid_0's poisson: -87.0272\tvalid_0's l1: 26.7178\n",
"[11]\tvalid_0's poisson: -87.5505\tvalid_0's l1: 26.4766\n",
"[12]\tvalid_0's poisson: -88.0478\tvalid_0's l1: 26.2422\n",
"[13]\tvalid_0's poisson: -88.5234\tvalid_0's l1: 26.0128\n",
"[14]\tvalid_0's poisson: -88.9998\tvalid_0's l1: 25.7817\n",
"[15]\tvalid_0's poisson: -89.4437\tvalid_0's l1: 25.562\n",
"[16]\tvalid_0's poisson: -89.8484\tvalid_0's l1: 25.3492\n",
"[17]\tvalid_0's poisson: -90.2361\tvalid_0's l1: 25.1409\n",
"[18]\tvalid_0's poisson: -90.607\tvalid_0's l1: 24.9387\n",
"[19]\tvalid_0's poisson: -90.9646\tvalid_0's l1: 24.744\n",
"[20]\tvalid_0's poisson: -91.3089\tvalid_0's l1: 24.5508\n",
"[21]\tvalid_0's poisson: -91.6376\tvalid_0's l1: 24.366\n",
"[22]\tvalid_0's poisson: -91.9407\tvalid_0's l1: 24.1868\n",
"[23]\tvalid_0's poisson: -92.2694\tvalid_0's l1: 24.0015\n",
"[24]\tvalid_0's poisson: -92.5512\tvalid_0's l1: 23.83\n",
"[25]\tvalid_0's poisson: -92.8231\tvalid_0's l1: 23.6648\n",
"[26]\tvalid_0's poisson: -93.1409\tvalid_0's l1: 23.4867\n",
"[27]\tvalid_0's poisson: -93.4439\tvalid_0's l1: 23.3165\n",
"[28]\tvalid_0's poisson: -93.7499\tvalid_0's l1: 23.1454\n",
"[29]\tvalid_0's poisson: -94.2153\tvalid_0's l1: 22.9496\n",
"[30]\tvalid_0's poisson: -94.4955\tvalid_0's l1: 22.7851\n",
"[31]\tvalid_0's poisson: -94.7181\tvalid_0's l1: 22.6389\n",
"[32]\tvalid_0's poisson: -94.965\tvalid_0's l1: 22.4844\n",
"[33]\tvalid_0's poisson: -95.1804\tvalid_0's l1: 22.3458\n",
"[34]\tvalid_0's poisson: -95.4253\tvalid_0's l1: 22.1988\n",
"[35]\tvalid_0's poisson: -95.8545\tvalid_0's l1: 22.0099\n",
"[36]\tvalid_0's poisson: -96.0498\tvalid_0's l1: 21.8801\n",
"[37]\tvalid_0's poisson: -96.2579\tvalid_0's l1: 21.7439\n",
"[38]\tvalid_0's poisson: -96.6168\tvalid_0's l1: 21.5758\n",
"[39]\tvalid_0's poisson: -96.7762\tvalid_0's l1: 21.4591\n",
"[40]\tvalid_0's poisson: -97.1571\tvalid_0's l1: 21.2727\n",
"[41]\tvalid_0's poisson: -97.4421\tvalid_0's l1: 21.1159\n",
"[42]\tvalid_0's poisson: -97.7609\tvalid_0's l1: 20.9508\n",
"[43]\tvalid_0's poisson: -98.1112\tvalid_0's l1: 20.7705\n",
"[44]\tvalid_0's poisson: -98.2618\tvalid_0's l1: 20.662\n",
"[45]\tvalid_0's poisson: -98.5649\tvalid_0's l1: 20.4958\n",
"[46]\tvalid_0's poisson: -98.8516\tvalid_0's l1: 20.3326\n",
"[47]\tvalid_0's poisson: -99.1394\tvalid_0's l1: 20.1696\n",
"[48]\tvalid_0's poisson: -99.3545\tvalid_0's l1: 20.0338\n",
"[49]\tvalid_0's poisson: -99.6155\tvalid_0's l1: 19.8891\n",
"[50]\tvalid_0's poisson: -99.8523\tvalid_0's l1: 19.7439\n",
"[51]\tvalid_0's poisson: -100.103\tvalid_0's l1: 19.5926\n",
"[52]\tvalid_0's poisson: -100.338\tvalid_0's l1: 19.4469\n",
"[53]\tvalid_0's poisson: -100.555\tvalid_0's l1: 19.3052\n",
"[54]\tvalid_0's poisson: -100.655\tvalid_0's l1: 19.2147\n",
"[55]\tvalid_0's poisson: -100.749\tvalid_0's l1: 19.1333\n",
"[56]\tvalid_0's poisson: -100.857\tvalid_0's l1: 19.0328\n",
"[57]\tvalid_0's poisson: -101.069\tvalid_0's l1: 18.8927\n",
"[58]\tvalid_0's poisson: -101.17\tvalid_0's l1: 18.8038\n",
"[59]\tvalid_0's poisson: -101.358\tvalid_0's l1: 18.6744\n",
"[60]\tvalid_0's poisson: -101.539\tvalid_0's l1: 18.5555\n",
"[61]\tvalid_0's poisson: -101.701\tvalid_0's l1: 18.4396\n",
"[62]\tvalid_0's poisson: -101.791\tvalid_0's l1: 18.358\n",
"[63]\tvalid_0's poisson: -101.966\tvalid_0's l1: 18.2314\n",
"[64]\tvalid_0's poisson: -102.137\tvalid_0's l1: 18.1034\n",
"[65]\tvalid_0's poisson: -102.277\tvalid_0's l1: 18.0001\n",
"[66]\tvalid_0's poisson: -102.422\tvalid_0's l1: 17.8829\n",
"[67]\tvalid_0's poisson: -102.5\tvalid_0's l1: 17.8042\n",
"[68]\tvalid_0's poisson: -102.65\tvalid_0's l1: 17.6848\n",
"[69]\tvalid_0's poisson: -102.765\tvalid_0's l1: 17.5976\n",
"[70]\tvalid_0's poisson: -102.907\tvalid_0's l1: 17.4852\n",
"[71]\tvalid_0's poisson: -103.052\tvalid_0's l1: 17.3709\n",
"[72]\tvalid_0's poisson: -103.113\tvalid_0's l1: 17.3111\n",
"[73]\tvalid_0's poisson: -103.228\tvalid_0's l1: 17.2148\n",
"[74]\tvalid_0's poisson: -103.341\tvalid_0's l1: 17.1184\n",
"[75]\tvalid_0's poisson: -103.476\tvalid_0's l1: 17.0136\n",
"[76]\tvalid_0's poisson: -103.58\tvalid_0's l1: 16.9206\n",
"[77]\tvalid_0's poisson: -103.7\tvalid_0's l1: 16.82\n",
"[78]\tvalid_0's poisson: -103.759\tvalid_0's l1: 16.7621\n",
"[79]\tvalid_0's poisson: -103.872\tvalid_0's l1: 16.6657\n",
"[80]\tvalid_0's poisson: -103.981\tvalid_0's l1: 16.5717\n",
"[81]\tvalid_0's poisson: -104.065\tvalid_0's l1: 16.4914\n",
"[82]\tvalid_0's poisson: -104.174\tvalid_0's l1: 16.4061\n",
"[83]\tvalid_0's poisson: -104.221\tvalid_0's l1: 16.3565\n",
"[84]\tvalid_0's poisson: -104.267\tvalid_0's l1: 16.3077\n",
"[85]\tvalid_0's poisson: -104.308\tvalid_0's l1: 16.265\n",
"[86]\tvalid_0's poisson: -104.396\tvalid_0's l1: 16.1841\n",
"[87]\tvalid_0's poisson: -104.44\tvalid_0's l1: 16.1376\n",
"[88]\tvalid_0's poisson: -104.483\tvalid_0's l1: 16.0924\n",
"[89]\tvalid_0's poisson: -104.527\tvalid_0's l1: 16.047\n",
"[90]\tvalid_0's poisson: -104.589\tvalid_0's l1: 15.9912\n",
"[91]\tvalid_0's poisson: -104.633\tvalid_0's l1: 15.9466\n",
"[92]\tvalid_0's poisson: -104.69\tvalid_0's l1: 15.8866\n",
"[93]\tvalid_0's poisson: -104.74\tvalid_0's l1: 15.8368\n",
"[94]\tvalid_0's poisson: -104.777\tvalid_0's l1: 15.7969\n",
"[95]\tvalid_0's poisson: -104.857\tvalid_0's l1: 15.7209\n",
"[96]\tvalid_0's poisson: -104.919\tvalid_0's l1: 15.6649\n",
"[97]\tvalid_0's poisson: -104.992\tvalid_0's l1: 15.5939\n",
"[98]\tvalid_0's poisson: -105.028\tvalid_0's l1: 15.5542\n",
"[99]\tvalid_0's poisson: -105.082\tvalid_0's l1: 15.4998\n",
"[100]\tvalid_0's poisson: -105.112\tvalid_0's l1: 15.4669\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -81.1791\tvalid_0's l1: 29.0749\n",
"[2]\tvalid_0's poisson: -81.9315\tvalid_0's l1: 28.7985\n",
"[3]\tvalid_0's poisson: -82.669\tvalid_0's l1: 28.5216\n",
"[4]\tvalid_0's poisson: -83.3658\tvalid_0's l1: 28.2506\n",
"[5]\tvalid_0's poisson: -84.04\tvalid_0's l1: 27.9833\n",
"[6]\tvalid_0's poisson: -84.6538\tvalid_0's l1: 27.727\n",
"[7]\tvalid_0's poisson: -85.2601\tvalid_0's l1: 27.4718\n",
"[8]\tvalid_0's poisson: -85.861\tvalid_0's l1: 27.2167\n",
"[9]\tvalid_0's poisson: -86.4116\tvalid_0's l1: 26.9725\n",
"[10]\tvalid_0's poisson: -86.9534\tvalid_0's l1: 26.7308\n",
"[11]\tvalid_0's poisson: -87.4893\tvalid_0's l1: 26.4888\n",
"[12]\tvalid_0's poisson: -87.9536\tvalid_0's l1: 26.2646\n",
"[13]\tvalid_0's poisson: -88.427\tvalid_0's l1: 26.0351\n",
"[14]\tvalid_0's poisson: -88.8653\tvalid_0's l1: 25.8149\n",
"[15]\tvalid_0's poisson: -89.2963\tvalid_0's l1: 25.5982\n",
"[16]\tvalid_0's poisson: -89.6965\tvalid_0's l1: 25.3892\n",
"[17]\tvalid_0's poisson: -90.0603\tvalid_0's l1: 25.1944\n",
"[18]\tvalid_0's poisson: -90.4156\tvalid_0's l1: 25.0005\n",
"[19]\tvalid_0's poisson: -90.7656\tvalid_0's l1: 24.8123\n",
"[20]\tvalid_0's poisson: -91.1074\tvalid_0's l1: 24.6221\n",
"[21]\tvalid_0's poisson: -91.4501\tvalid_0's l1: 24.4341\n",
"[22]\tvalid_0's poisson: -91.7635\tvalid_0's l1: 24.2549\n",
"[23]\tvalid_0's poisson: -92.0989\tvalid_0's l1: 24.0722\n",
"[24]\tvalid_0's poisson: -92.4019\tvalid_0's l1: 23.901\n",
"[25]\tvalid_0's poisson: -92.7154\tvalid_0's l1: 23.722\n",
"[26]\tvalid_0's poisson: -93.0162\tvalid_0's l1: 23.5548\n",
"[27]\tvalid_0's poisson: -93.278\tvalid_0's l1: 23.3953\n",
"[28]\tvalid_0's poisson: -93.5275\tvalid_0's l1: 23.2422\n",
"[29]\tvalid_0's poisson: -93.7705\tvalid_0's l1: 23.0906\n",
"[30]\tvalid_0's poisson: -94.0063\tvalid_0's l1: 22.9446\n",
"[31]\tvalid_0's poisson: -94.243\tvalid_0's l1: 22.7978\n",
"[32]\tvalid_0's poisson: -94.4953\tvalid_0's l1: 22.647\n",
"[33]\tvalid_0's poisson: -94.7054\tvalid_0's l1: 22.5105\n",
"[34]\tvalid_0's poisson: -94.955\tvalid_0's l1: 22.3629\n",
"[35]\tvalid_0's poisson: -95.2015\tvalid_0's l1: 22.2166\n",
"[36]\tvalid_0's poisson: -95.5529\tvalid_0's l1: 22.0543\n",
"[37]\tvalid_0's poisson: -96.0157\tvalid_0's l1: 21.8527\n",
"[38]\tvalid_0's poisson: -96.4265\tvalid_0's l1: 21.6638\n",
"[39]\tvalid_0's poisson: -96.7896\tvalid_0's l1: 21.4853\n",
"[40]\tvalid_0's poisson: -97.1262\tvalid_0's l1: 21.3202\n",
"[41]\tvalid_0's poisson: -97.4719\tvalid_0's l1: 21.145\n",
"[42]\tvalid_0's poisson: -97.7976\tvalid_0's l1: 20.9748\n",
"[43]\tvalid_0's poisson: -98.0836\tvalid_0's l1: 20.8131\n",
"[44]\tvalid_0's poisson: -98.3578\tvalid_0's l1: 20.6618\n",
"[45]\tvalid_0's poisson: -98.6407\tvalid_0's l1: 20.5013\n",
"[46]\tvalid_0's poisson: -98.9115\tvalid_0's l1: 20.343\n",
"[47]\tvalid_0's poisson: -99.1063\tvalid_0's l1: 20.2153\n",
"[48]\tvalid_0's poisson: -99.24\tvalid_0's l1: 20.1089\n",
"[49]\tvalid_0's poisson: -99.4413\tvalid_0's l1: 19.9779\n",
"[50]\tvalid_0's poisson: -99.6839\tvalid_0's l1: 19.8294\n",
"[51]\tvalid_0's poisson: -99.8948\tvalid_0's l1: 19.7032\n",
"[52]\tvalid_0's poisson: -100.113\tvalid_0's l1: 19.5621\n",
"[53]\tvalid_0's poisson: -100.226\tvalid_0's l1: 19.4707\n",
"[54]\tvalid_0's poisson: -100.416\tvalid_0's l1: 19.3508\n",
"[55]\tvalid_0's poisson: -100.604\tvalid_0's l1: 19.225\n",
"[56]\tvalid_0's poisson: -100.807\tvalid_0's l1: 19.0864\n",
"[57]\tvalid_0's poisson: -100.988\tvalid_0's l1: 18.958\n",
"[58]\tvalid_0's poisson: -101.135\tvalid_0's l1: 18.843\n",
"[59]\tvalid_0's poisson: -101.235\tvalid_0's l1: 18.7519\n",
"[60]\tvalid_0's poisson: -101.401\tvalid_0's l1: 18.6368\n",
"[61]\tvalid_0's poisson: -101.59\tvalid_0's l1: 18.5007\n",
"[62]\tvalid_0's poisson: -101.77\tvalid_0's l1: 18.3698\n",
"[63]\tvalid_0's poisson: -101.968\tvalid_0's l1: 18.239\n",
"[64]\tvalid_0's poisson: -102.157\tvalid_0's l1: 18.1117\n",
"[65]\tvalid_0's poisson: -102.296\tvalid_0's l1: 18.0088\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[66]\tvalid_0's poisson: -102.433\tvalid_0's l1: 17.8962\n",
"[67]\tvalid_0's poisson: -102.581\tvalid_0's l1: 17.7786\n",
"[68]\tvalid_0's poisson: -102.672\tvalid_0's l1: 17.6949\n",
"[69]\tvalid_0's poisson: -102.739\tvalid_0's l1: 17.6306\n",
"[70]\tvalid_0's poisson: -102.877\tvalid_0's l1: 17.5212\n",
"[71]\tvalid_0's poisson: -103.026\tvalid_0's l1: 17.4122\n",
"[72]\tvalid_0's poisson: -103.096\tvalid_0's l1: 17.345\n",
"[73]\tvalid_0's poisson: -103.239\tvalid_0's l1: 17.2417\n",
"[74]\tvalid_0's poisson: -103.302\tvalid_0's l1: 17.1791\n",
"[75]\tvalid_0's poisson: -103.438\tvalid_0's l1: 17.0727\n",
"[76]\tvalid_0's poisson: -103.562\tvalid_0's l1: 16.9697\n",
"[77]\tvalid_0's poisson: -103.623\tvalid_0's l1: 16.9092\n",
"[78]\tvalid_0's poisson: -103.745\tvalid_0's l1: 16.8159\n",
"[79]\tvalid_0's poisson: -103.845\tvalid_0's l1: 16.726\n",
"[80]\tvalid_0's poisson: -103.961\tvalid_0's l1: 16.6324\n",
"[81]\tvalid_0's poisson: -104.048\tvalid_0's l1: 16.5502\n",
"[82]\tvalid_0's poisson: -104.132\tvalid_0's l1: 16.4755\n",
"[83]\tvalid_0's poisson: -104.198\tvalid_0's l1: 16.4112\n",
"[84]\tvalid_0's poisson: -104.294\tvalid_0's l1: 16.3237\n",
"[85]\tvalid_0's poisson: -104.347\tvalid_0's l1: 16.2707\n",
"[86]\tvalid_0's poisson: -104.441\tvalid_0's l1: 16.1849\n",
"[87]\tvalid_0's poisson: -104.53\tvalid_0's l1: 16.1011\n",
"[88]\tvalid_0's poisson: -104.604\tvalid_0's l1: 16.027\n",
"[89]\tvalid_0's poisson: -104.651\tvalid_0's l1: 15.9756\n",
"[90]\tvalid_0's poisson: -104.707\tvalid_0's l1: 15.9192\n",
"[91]\tvalid_0's poisson: -104.76\tvalid_0's l1: 15.8656\n",
"[92]\tvalid_0's poisson: -104.829\tvalid_0's l1: 15.7975\n",
"[93]\tvalid_0's poisson: -104.872\tvalid_0's l1: 15.7513\n",
"[94]\tvalid_0's poisson: -104.931\tvalid_0's l1: 15.6923\n",
"[95]\tvalid_0's poisson: -105.006\tvalid_0's l1: 15.6197\n",
"[96]\tvalid_0's poisson: -105.081\tvalid_0's l1: 15.5512\n",
"[97]\tvalid_0's poisson: -105.122\tvalid_0's l1: 15.5087\n",
"[98]\tvalid_0's poisson: -105.176\tvalid_0's l1: 15.4545\n",
"[99]\tvalid_0's poisson: -105.231\tvalid_0's l1: 15.3964\n",
"[100]\tvalid_0's poisson: -105.297\tvalid_0's l1: 15.3278\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5977\tvalid_0's l1: 29.2818\n",
"[2]\tvalid_0's poisson: -80.8094\tvalid_0's l1: 29.2081\n",
"[3]\tvalid_0's poisson: -81.018\tvalid_0's l1: 29.1346\n",
"[4]\tvalid_0's poisson: -81.2236\tvalid_0's l1: 29.0614\n",
"[5]\tvalid_0's poisson: -81.4261\tvalid_0's l1: 28.9885\n",
"[6]\tvalid_0's poisson: -81.6258\tvalid_0's l1: 28.9159\n",
"[7]\tvalid_0's poisson: -81.8226\tvalid_0's l1: 28.8437\n",
"[8]\tvalid_0's poisson: -82.0278\tvalid_0's l1: 28.7696\n",
"[9]\tvalid_0's poisson: -82.2189\tvalid_0's l1: 28.698\n",
"[10]\tvalid_0's poisson: -82.4183\tvalid_0's l1: 28.6246\n",
"[11]\tvalid_0's poisson: -82.6038\tvalid_0's l1: 28.5536\n",
"[12]\tvalid_0's poisson: -82.7868\tvalid_0's l1: 28.4829\n",
"[13]\tvalid_0's poisson: -82.9686\tvalid_0's l1: 28.4121\n",
"[14]\tvalid_0's poisson: -83.1466\tvalid_0's l1: 28.3423\n",
"[15]\tvalid_0's poisson: -83.3329\tvalid_0's l1: 28.2706\n",
"[16]\tvalid_0's poisson: -83.5165\tvalid_0's l1: 28.1992\n",
"[17]\tvalid_0's poisson: -83.6975\tvalid_0's l1: 28.1281\n",
"[18]\tvalid_0's poisson: -83.8742\tvalid_0's l1: 28.0578\n",
"[19]\tvalid_0's poisson: -84.0462\tvalid_0's l1: 27.9881\n",
"[20]\tvalid_0's poisson: -84.2199\tvalid_0's l1: 27.918\n",
"[21]\tvalid_0's poisson: -84.3924\tvalid_0's l1: 27.8476\n",
"[22]\tvalid_0's poisson: -84.5624\tvalid_0's l1: 27.7776\n",
"[23]\tvalid_0's poisson: -84.7302\tvalid_0's l1: 27.708\n",
"[24]\tvalid_0's poisson: -84.8967\tvalid_0's l1: 27.6388\n",
"[25]\tvalid_0's poisson: -85.0601\tvalid_0's l1: 27.5709\n",
"[26]\tvalid_0's poisson: -85.2219\tvalid_0's l1: 27.503\n",
"[27]\tvalid_0's poisson: -85.384\tvalid_0's l1: 27.435\n",
"[28]\tvalid_0's poisson: -85.544\tvalid_0's l1: 27.3671\n",
"[29]\tvalid_0's poisson: -85.7019\tvalid_0's l1: 27.2996\n",
"[30]\tvalid_0's poisson: -85.8553\tvalid_0's l1: 27.233\n",
"[31]\tvalid_0's poisson: -86.006\tvalid_0's l1: 27.167\n",
"[32]\tvalid_0's poisson: -86.1539\tvalid_0's l1: 27.1017\n",
"[33]\tvalid_0's poisson: -86.3007\tvalid_0's l1: 27.0364\n",
"[34]\tvalid_0's poisson: -86.4488\tvalid_0's l1: 26.9707\n",
"[35]\tvalid_0's poisson: -86.5961\tvalid_0's l1: 26.9046\n",
"[36]\tvalid_0's poisson: -86.7406\tvalid_0's l1: 26.8396\n",
"[37]\tvalid_0's poisson: -86.8852\tvalid_0's l1: 26.7745\n",
"[38]\tvalid_0's poisson: -87.0236\tvalid_0's l1: 26.7113\n",
"[39]\tvalid_0's poisson: -87.1629\tvalid_0's l1: 26.6478\n",
"[40]\tvalid_0's poisson: -87.3034\tvalid_0's l1: 26.5839\n",
"[41]\tvalid_0's poisson: -87.4412\tvalid_0's l1: 26.5209\n",
"[42]\tvalid_0's poisson: -87.5774\tvalid_0's l1: 26.4583\n",
"[43]\tvalid_0's poisson: -87.7125\tvalid_0's l1: 26.3956\n",
"[44]\tvalid_0's poisson: -87.8461\tvalid_0's l1: 26.3333\n",
"[45]\tvalid_0's poisson: -87.978\tvalid_0's l1: 26.2712\n",
"[46]\tvalid_0's poisson: -88.1075\tvalid_0's l1: 26.2102\n",
"[47]\tvalid_0's poisson: -88.2363\tvalid_0's l1: 26.1488\n",
"[48]\tvalid_0's poisson: -88.3704\tvalid_0's l1: 26.0864\n",
"[49]\tvalid_0's poisson: -88.4953\tvalid_0's l1: 26.0268\n",
"[50]\tvalid_0's poisson: -88.6263\tvalid_0's l1: 25.9651\n",
"[51]\tvalid_0's poisson: -88.7557\tvalid_0's l1: 25.9038\n",
"[52]\tvalid_0's poisson: -88.8848\tvalid_0's l1: 25.8421\n",
"[53]\tvalid_0's poisson: -89.0123\tvalid_0's l1: 25.7807\n",
"[54]\tvalid_0's poisson: -89.1382\tvalid_0's l1: 25.7197\n",
"[55]\tvalid_0's poisson: -89.2575\tvalid_0's l1: 25.6604\n",
"[56]\tvalid_0's poisson: -89.372\tvalid_0's l1: 25.6027\n",
"[57]\tvalid_0's poisson: -89.4924\tvalid_0's l1: 25.5436\n",
"[58]\tvalid_0's poisson: -89.6098\tvalid_0's l1: 25.4856\n",
"[59]\tvalid_0's poisson: -89.7263\tvalid_0's l1: 25.4271\n",
"[60]\tvalid_0's poisson: -89.8344\tvalid_0's l1: 25.3708\n",
"[61]\tvalid_0's poisson: -89.944\tvalid_0's l1: 25.3146\n",
"[62]\tvalid_0's poisson: -90.0564\tvalid_0's l1: 25.2575\n",
"[63]\tvalid_0's poisson: -90.1671\tvalid_0's l1: 25.2009\n",
"[64]\tvalid_0's poisson: -90.2802\tvalid_0's l1: 25.1435\n",
"[65]\tvalid_0's poisson: -90.392\tvalid_0's l1: 25.0862\n",
"[66]\tvalid_0's poisson: -90.5025\tvalid_0's l1: 25.0294\n",
"[67]\tvalid_0's poisson: -90.6056\tvalid_0's l1: 24.9747\n",
"[68]\tvalid_0's poisson: -90.7115\tvalid_0's l1: 24.9196\n",
"[69]\tvalid_0's poisson: -90.8161\tvalid_0's l1: 24.8647\n",
"[70]\tvalid_0's poisson: -90.9191\tvalid_0's l1: 24.8106\n",
"[71]\tvalid_0's poisson: -91.0209\tvalid_0's l1: 24.7567\n",
"[72]\tvalid_0's poisson: -91.1215\tvalid_0's l1: 24.7032\n",
"[73]\tvalid_0's poisson: -91.2179\tvalid_0's l1: 24.651\n",
"[74]\tvalid_0's poisson: -91.3127\tvalid_0's l1: 24.5992\n",
"[75]\tvalid_0's poisson: -91.4095\tvalid_0's l1: 24.5466\n",
"[76]\tvalid_0's poisson: -91.5053\tvalid_0's l1: 24.4943\n",
"[77]\tvalid_0's poisson: -91.5999\tvalid_0's l1: 24.4425\n",
"[78]\tvalid_0's poisson: -91.694\tvalid_0's l1: 24.3905\n",
"[79]\tvalid_0's poisson: -91.7868\tvalid_0's l1: 24.3393\n",
"[80]\tvalid_0's poisson: -91.8785\tvalid_0's l1: 24.2883\n",
"[81]\tvalid_0's poisson: -91.9693\tvalid_0's l1: 24.2375\n",
"[82]\tvalid_0's poisson: -92.0591\tvalid_0's l1: 24.1871\n",
"[83]\tvalid_0's poisson: -92.148\tvalid_0's l1: 24.137\n",
"[84]\tvalid_0's poisson: -92.2357\tvalid_0's l1: 24.0874\n",
"[85]\tvalid_0's poisson: -92.3226\tvalid_0's l1: 24.0382\n",
"[86]\tvalid_0's poisson: -92.4103\tvalid_0's l1: 23.989\n",
"[87]\tvalid_0's poisson: -92.4861\tvalid_0's l1: 23.9436\n",
"[88]\tvalid_0's poisson: -92.5713\tvalid_0's l1: 23.8951\n",
"[89]\tvalid_0's poisson: -92.6557\tvalid_0's l1: 23.8466\n",
"[90]\tvalid_0's poisson: -92.7405\tvalid_0's l1: 23.798\n",
"[91]\tvalid_0's poisson: -92.8245\tvalid_0's l1: 23.7494\n",
"[92]\tvalid_0's poisson: -92.9041\tvalid_0's l1: 23.7029\n",
"[93]\tvalid_0's poisson: -92.9926\tvalid_0's l1: 23.6539\n",
"[94]\tvalid_0's poisson: -93.0813\tvalid_0's l1: 23.6049\n",
"[95]\tvalid_0's poisson: -93.1629\tvalid_0's l1: 23.5572\n",
"[96]\tvalid_0's poisson: -93.2494\tvalid_0's l1: 23.5086\n",
"[97]\tvalid_0's poisson: -93.3281\tvalid_0's l1: 23.4618\n",
"[98]\tvalid_0's poisson: -93.4175\tvalid_0's l1: 23.4119\n",
"[99]\tvalid_0's poisson: -93.4915\tvalid_0's l1: 23.3673\n",
"[100]\tvalid_0's poisson: -93.5644\tvalid_0's l1: 23.3228\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5967\tvalid_0's l1: 29.2819\n",
"[2]\tvalid_0's poisson: -80.8083\tvalid_0's l1: 29.2079\n",
"[3]\tvalid_0's poisson: -81.0167\tvalid_0's l1: 29.1343\n",
"[4]\tvalid_0's poisson: -81.2221\tvalid_0's l1: 29.0609\n",
"[5]\tvalid_0's poisson: -81.4245\tvalid_0's l1: 28.9878\n",
"[6]\tvalid_0's poisson: -81.624\tvalid_0's l1: 28.915\n",
"[7]\tvalid_0's poisson: -81.8207\tvalid_0's l1: 28.8426\n",
"[8]\tvalid_0's poisson: -82.0238\tvalid_0's l1: 28.7691\n",
"[9]\tvalid_0's poisson: -82.2239\tvalid_0's l1: 28.6959\n",
"[10]\tvalid_0's poisson: -82.421\tvalid_0's l1: 28.6231\n",
"[11]\tvalid_0's poisson: -82.6142\tvalid_0's l1: 28.5505\n",
"[12]\tvalid_0's poisson: -82.8072\tvalid_0's l1: 28.4775\n",
"[13]\tvalid_0's poisson: -82.9955\tvalid_0's l1: 28.4052\n",
"[14]\tvalid_0's poisson: -83.1867\tvalid_0's l1: 28.332\n",
"[15]\tvalid_0's poisson: -83.3691\tvalid_0's l1: 28.2609\n",
"[16]\tvalid_0's poisson: -83.5524\tvalid_0's l1: 28.1888\n",
"[17]\tvalid_0's poisson: -83.7331\tvalid_0's l1: 28.1171\n",
"[18]\tvalid_0's poisson: -83.9109\tvalid_0's l1: 28.046\n",
"[19]\tvalid_0's poisson: -84.0855\tvalid_0's l1: 27.9755\n",
"[20]\tvalid_0's poisson: -84.2657\tvalid_0's l1: 27.9036\n",
"[21]\tvalid_0's poisson: -84.442\tvalid_0's l1: 27.8323\n",
"[22]\tvalid_0's poisson: -84.6159\tvalid_0's l1: 27.7614\n",
"[23]\tvalid_0's poisson: -84.7817\tvalid_0's l1: 27.6919\n",
"[24]\tvalid_0's poisson: -84.9453\tvalid_0's l1: 27.623\n",
"[25]\tvalid_0's poisson: -85.1072\tvalid_0's l1: 27.5547\n",
"[26]\tvalid_0's poisson: -85.274\tvalid_0's l1: 27.485\n",
"[27]\tvalid_0's poisson: -85.4395\tvalid_0's l1: 27.4152\n",
"[28]\tvalid_0's poisson: -85.6029\tvalid_0's l1: 27.3459\n",
"[29]\tvalid_0's poisson: -85.7565\tvalid_0's l1: 27.2788\n",
"[30]\tvalid_0's poisson: -85.9082\tvalid_0's l1: 27.2122\n",
"[31]\tvalid_0's poisson: -86.0642\tvalid_0's l1: 27.1444\n",
"[32]\tvalid_0's poisson: -86.2168\tvalid_0's l1: 27.0774\n",
"[33]\tvalid_0's poisson: -86.3673\tvalid_0's l1: 27.0105\n",
"[34]\tvalid_0's poisson: -86.5166\tvalid_0's l1: 26.9435\n",
"[35]\tvalid_0's poisson: -86.664\tvalid_0's l1: 26.877\n",
"[36]\tvalid_0's poisson: -86.8091\tvalid_0's l1: 26.812\n",
"[37]\tvalid_0's poisson: -86.9537\tvalid_0's l1: 26.7471\n",
"[38]\tvalid_0's poisson: -87.0998\tvalid_0's l1: 26.6818\n",
"[39]\tvalid_0's poisson: -87.244\tvalid_0's l1: 26.6169\n",
"[40]\tvalid_0's poisson: -87.3842\tvalid_0's l1: 26.553\n",
"[41]\tvalid_0's poisson: -87.5231\tvalid_0's l1: 26.4889\n",
"[42]\tvalid_0's poisson: -87.6599\tvalid_0's l1: 26.4257\n",
"[43]\tvalid_0's poisson: -87.7953\tvalid_0's l1: 26.3625\n",
"[44]\tvalid_0's poisson: -87.9443\tvalid_0's l1: 26.2972\n",
"[45]\tvalid_0's poisson: -88.0912\tvalid_0's l1: 26.2323\n",
"[46]\tvalid_0's poisson: -88.2279\tvalid_0's l1: 26.1687\n",
"[47]\tvalid_0's poisson: -88.3628\tvalid_0's l1: 26.1056\n",
"[48]\tvalid_0's poisson: -88.5009\tvalid_0's l1: 26.0429\n",
"[49]\tvalid_0's poisson: -88.6325\tvalid_0's l1: 25.9808\n",
"[50]\tvalid_0's poisson: -88.7605\tvalid_0's l1: 25.9196\n",
"[51]\tvalid_0's poisson: -88.8869\tvalid_0's l1: 25.859\n",
"[52]\tvalid_0's poisson: -89.0118\tvalid_0's l1: 25.7986\n",
"[53]\tvalid_0's poisson: -89.1314\tvalid_0's l1: 25.7393\n",
"[54]\tvalid_0's poisson: -89.2496\tvalid_0's l1: 25.6805\n",
"[55]\tvalid_0's poisson: -89.3664\tvalid_0's l1: 25.6221\n",
"[56]\tvalid_0's poisson: -89.4859\tvalid_0's l1: 25.5629\n",
"[57]\tvalid_0's poisson: -89.606\tvalid_0's l1: 25.5035\n",
"[58]\tvalid_0's poisson: -89.7227\tvalid_0's l1: 25.445\n",
"[59]\tvalid_0's poisson: -89.8386\tvalid_0's l1: 25.3862\n",
"[60]\tvalid_0's poisson: -89.9525\tvalid_0's l1: 25.3285\n",
"[61]\tvalid_0's poisson: -90.0651\tvalid_0's l1: 25.2713\n",
"[62]\tvalid_0's poisson: -90.1764\tvalid_0's l1: 25.2143\n",
"[63]\tvalid_0's poisson: -90.2864\tvalid_0's l1: 25.1576\n",
"[64]\tvalid_0's poisson: -90.39\tvalid_0's l1: 25.1021\n",
"[65]\tvalid_0's poisson: -90.4977\tvalid_0's l1: 25.0456\n",
"[66]\tvalid_0's poisson: -90.6041\tvalid_0's l1: 24.9897\n",
"[67]\tvalid_0's poisson: -90.7047\tvalid_0's l1: 24.9357\n",
"[68]\tvalid_0's poisson: -90.8163\tvalid_0's l1: 24.8792\n",
"[69]\tvalid_0's poisson: -90.9191\tvalid_0's l1: 24.8248\n",
"[70]\tvalid_0's poisson: -91.0208\tvalid_0's l1: 24.7706\n",
"[71]\tvalid_0's poisson: -91.1215\tvalid_0's l1: 24.7169\n",
"[72]\tvalid_0's poisson: -91.2212\tvalid_0's l1: 24.6633\n",
"[73]\tvalid_0's poisson: -91.3158\tvalid_0's l1: 24.6111\n",
"[74]\tvalid_0's poisson: -91.4156\tvalid_0's l1: 24.5577\n",
"[75]\tvalid_0's poisson: -91.5096\tvalid_0's l1: 24.5058\n",
"[76]\tvalid_0's poisson: -91.6026\tvalid_0's l1: 24.4541\n",
"[77]\tvalid_0's poisson: -91.6947\tvalid_0's l1: 24.4027\n",
"[78]\tvalid_0's poisson: -91.7857\tvalid_0's l1: 24.3515\n",
"[79]\tvalid_0's poisson: -91.8758\tvalid_0's l1: 24.3006\n",
"[80]\tvalid_0's poisson: -91.965\tvalid_0's l1: 24.2501\n",
"[81]\tvalid_0's poisson: -92.0519\tvalid_0's l1: 24.2004\n",
"[82]\tvalid_0's poisson: -92.1392\tvalid_0's l1: 24.1506\n",
"[83]\tvalid_0's poisson: -92.2257\tvalid_0's l1: 24.1011\n",
"[84]\tvalid_0's poisson: -92.3204\tvalid_0's l1: 24.0494\n",
"[85]\tvalid_0's poisson: -92.4051\tvalid_0's l1: 24.0005\n",
"[86]\tvalid_0's poisson: -92.4909\tvalid_0's l1: 23.9515\n",
"[87]\tvalid_0's poisson: -92.5832\tvalid_0's l1: 23.9005\n",
"[88]\tvalid_0's poisson: -92.6776\tvalid_0's l1: 23.8493\n",
"[89]\tvalid_0's poisson: -92.7632\tvalid_0's l1: 23.8004\n",
"[90]\tvalid_0's poisson: -92.8479\tvalid_0's l1: 23.7517\n",
"[91]\tvalid_0's poisson: -92.9318\tvalid_0's l1: 23.7032\n",
"[92]\tvalid_0's poisson: -93.0147\tvalid_0's l1: 23.656\n",
"[93]\tvalid_0's poisson: -93.0917\tvalid_0's l1: 23.6104\n",
"[94]\tvalid_0's poisson: -93.1763\tvalid_0's l1: 23.5617\n",
"[95]\tvalid_0's poisson: -93.2519\tvalid_0's l1: 23.5164\n",
"[96]\tvalid_0's poisson: -93.3267\tvalid_0's l1: 23.4714\n",
"[97]\tvalid_0's poisson: -93.4008\tvalid_0's l1: 23.4266\n",
"[98]\tvalid_0's poisson: -93.4895\tvalid_0's l1: 23.3775\n",
"[99]\tvalid_0's poisson: -93.6239\tvalid_0's l1: 23.3213\n",
"[100]\tvalid_0's poisson: -93.7617\tvalid_0's l1: 23.2642\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.6002\tvalid_0's l1: 29.2809\n",
"[2]\tvalid_0's poisson: -80.8138\tvalid_0's l1: 29.207\n",
"[3]\tvalid_0's poisson: -81.0252\tvalid_0's l1: 29.1324\n",
"[4]\tvalid_0's poisson: -81.2335\tvalid_0's l1: 29.058\n",
"[5]\tvalid_0's poisson: -81.4385\tvalid_0's l1: 28.9843\n",
"[6]\tvalid_0's poisson: -81.6401\tvalid_0's l1: 28.9111\n",
"[7]\tvalid_0's poisson: -81.8395\tvalid_0's l1: 28.8377\n",
"[8]\tvalid_0's poisson: -82.0397\tvalid_0's l1: 28.7641\n",
"[9]\tvalid_0's poisson: -82.2367\tvalid_0's l1: 28.6911\n",
"[10]\tvalid_0's poisson: -82.4311\tvalid_0's l1: 28.6182\n",
"[11]\tvalid_0's poisson: -82.6221\tvalid_0's l1: 28.5458\n",
"[12]\tvalid_0's poisson: -82.811\tvalid_0's l1: 28.4734\n",
"[13]\tvalid_0's poisson: -82.997\tvalid_0's l1: 28.4018\n",
"[14]\tvalid_0's poisson: -83.1837\tvalid_0's l1: 28.3302\n",
"[15]\tvalid_0's poisson: -83.3674\tvalid_0's l1: 28.259\n",
"[16]\tvalid_0's poisson: -83.5491\tvalid_0's l1: 28.1876\n",
"[17]\tvalid_0's poisson: -83.7304\tvalid_0's l1: 28.1159\n",
"[18]\tvalid_0's poisson: -83.9069\tvalid_0's l1: 28.045\n",
"[19]\tvalid_0's poisson: -84.081\tvalid_0's l1: 27.9746\n",
"[20]\tvalid_0's poisson: -84.252\tvalid_0's l1: 27.9051\n",
"[21]\tvalid_0's poisson: -84.4213\tvalid_0's l1: 27.8355\n",
"[22]\tvalid_0's poisson: -84.5908\tvalid_0's l1: 27.7658\n",
"[23]\tvalid_0's poisson: -84.7601\tvalid_0's l1: 27.6961\n",
"[24]\tvalid_0's poisson: -84.9247\tvalid_0's l1: 27.6274\n",
"[25]\tvalid_0's poisson: -85.0805\tvalid_0's l1: 27.5611\n",
"[26]\tvalid_0's poisson: -85.2419\tvalid_0's l1: 27.4931\n",
"[27]\tvalid_0's poisson: -85.4031\tvalid_0's l1: 27.4248\n",
"[28]\tvalid_0's poisson: -85.5615\tvalid_0's l1: 27.3572\n",
"[29]\tvalid_0's poisson: -85.7179\tvalid_0's l1: 27.2898\n",
"[30]\tvalid_0's poisson: -85.8722\tvalid_0's l1: 27.223\n",
"[31]\tvalid_0's poisson: -86.0246\tvalid_0's l1: 27.1569\n",
"[32]\tvalid_0's poisson: -86.1792\tvalid_0's l1: 27.0902\n",
"[33]\tvalid_0's poisson: -86.3276\tvalid_0's l1: 27.0247\n",
"[34]\tvalid_0's poisson: -86.4783\tvalid_0's l1: 26.9588\n",
"[35]\tvalid_0's poisson: -86.6231\tvalid_0's l1: 26.8938\n",
"[36]\tvalid_0's poisson: -86.7661\tvalid_0's l1: 26.8292\n",
"[37]\tvalid_0's poisson: -86.9102\tvalid_0's l1: 26.765\n",
"[38]\tvalid_0's poisson: -87.0544\tvalid_0's l1: 26.6997\n",
"[39]\tvalid_0's poisson: -87.1968\tvalid_0's l1: 26.6353\n",
"[40]\tvalid_0's poisson: -87.3364\tvalid_0's l1: 26.5711\n",
"[41]\tvalid_0's poisson: -87.4743\tvalid_0's l1: 26.5073\n",
"[42]\tvalid_0's poisson: -87.6147\tvalid_0's l1: 26.4432\n",
"[43]\tvalid_0's poisson: -87.7533\tvalid_0's l1: 26.3797\n",
"[44]\tvalid_0's poisson: -87.8902\tvalid_0's l1: 26.3165\n",
"[45]\tvalid_0's poisson: -88.0251\tvalid_0's l1: 26.2538\n",
"[46]\tvalid_0's poisson: -88.1584\tvalid_0's l1: 26.1914\n",
"[47]\tvalid_0's poisson: -88.2932\tvalid_0's l1: 26.1285\n",
"[48]\tvalid_0's poisson: -88.4283\tvalid_0's l1: 26.065\n",
"[49]\tvalid_0's poisson: -88.5616\tvalid_0's l1: 26.0023\n",
"[50]\tvalid_0's poisson: -88.6933\tvalid_0's l1: 25.9398\n",
"[51]\tvalid_0's poisson: -88.8235\tvalid_0's l1: 25.8776\n",
"[52]\tvalid_0's poisson: -88.9516\tvalid_0's l1: 25.8159\n",
"[53]\tvalid_0's poisson: -89.0781\tvalid_0's l1: 25.7546\n",
"[54]\tvalid_0's poisson: -89.1988\tvalid_0's l1: 25.6951\n",
"[55]\tvalid_0's poisson: -89.3181\tvalid_0's l1: 25.636\n",
"[56]\tvalid_0's poisson: -89.4372\tvalid_0's l1: 25.5768\n",
"[57]\tvalid_0's poisson: -89.5579\tvalid_0's l1: 25.5173\n",
"[58]\tvalid_0's poisson: -89.6693\tvalid_0's l1: 25.4598\n",
"[59]\tvalid_0's poisson: -89.786\tvalid_0's l1: 25.4013\n",
"[60]\tvalid_0's poisson: -89.895\tvalid_0's l1: 25.3444\n",
"[61]\tvalid_0's poisson: -90.0027\tvalid_0's l1: 25.2883\n",
"[62]\tvalid_0's poisson: -90.1093\tvalid_0's l1: 25.2324\n",
"[63]\tvalid_0's poisson: -90.2218\tvalid_0's l1: 25.1752\n",
"[64]\tvalid_0's poisson: -90.3311\tvalid_0's l1: 25.1189\n",
"[65]\tvalid_0's poisson: -90.4391\tvalid_0's l1: 25.0628\n",
"[66]\tvalid_0's poisson: -90.5459\tvalid_0's l1: 25.0069\n",
"[67]\tvalid_0's poisson: -90.6513\tvalid_0's l1: 24.9519\n",
"[68]\tvalid_0's poisson: -90.7556\tvalid_0's l1: 24.8973\n",
"[69]\tvalid_0's poisson: -90.8587\tvalid_0's l1: 24.8429\n",
"[70]\tvalid_0's poisson: -90.9606\tvalid_0's l1: 24.7889\n",
"[71]\tvalid_0's poisson: -91.0597\tvalid_0's l1: 24.7359\n",
"[72]\tvalid_0's poisson: -91.1577\tvalid_0's l1: 24.683\n",
"[73]\tvalid_0's poisson: -91.2597\tvalid_0's l1: 24.6292\n",
"[74]\tvalid_0's poisson: -91.3606\tvalid_0's l1: 24.5756\n",
"[75]\tvalid_0's poisson: -91.4602\tvalid_0's l1: 24.5223\n",
"[76]\tvalid_0's poisson: -91.5557\tvalid_0's l1: 24.47\n",
"[77]\tvalid_0's poisson: -91.6501\tvalid_0's l1: 24.4183\n",
"[78]\tvalid_0's poisson: -91.7395\tvalid_0's l1: 24.3676\n",
"[79]\tvalid_0's poisson: -91.8279\tvalid_0's l1: 24.3174\n",
"[80]\tvalid_0's poisson: -91.9154\tvalid_0's l1: 24.2675\n",
"[81]\tvalid_0's poisson: -92.002\tvalid_0's l1: 24.2178\n",
"[82]\tvalid_0's poisson: -92.0916\tvalid_0's l1: 24.1674\n",
"[83]\tvalid_0's poisson: -92.1899\tvalid_0's l1: 24.1148\n",
"[84]\tvalid_0's poisson: -92.2918\tvalid_0's l1: 24.0613\n",
"[85]\tvalid_0's poisson: -92.3815\tvalid_0's l1: 24.0111\n",
"[86]\tvalid_0's poisson: -92.4766\tvalid_0's l1: 23.9595\n",
"[87]\tvalid_0's poisson: -92.5717\tvalid_0's l1: 23.9077\n",
"[88]\tvalid_0's poisson: -92.6657\tvalid_0's l1: 23.8564\n",
"[89]\tvalid_0's poisson: -92.7587\tvalid_0's l1: 23.8053\n",
"[90]\tvalid_0's poisson: -92.8434\tvalid_0's l1: 23.7566\n",
"[91]\tvalid_0's poisson: -92.9273\tvalid_0's l1: 23.7083\n",
"[92]\tvalid_0's poisson: -93.018\tvalid_0's l1: 23.6577\n",
"[93]\tvalid_0's poisson: -93.1022\tvalid_0's l1: 23.6091\n",
"[94]\tvalid_0's poisson: -93.1911\tvalid_0's l1: 23.559\n",
"[95]\tvalid_0's poisson: -93.2735\tvalid_0's l1: 23.5109\n",
"[96]\tvalid_0's poisson: -93.3535\tvalid_0's l1: 23.4638\n",
"[97]\tvalid_0's poisson: -93.4317\tvalid_0's l1: 23.4178\n",
"[98]\tvalid_0's poisson: -93.5151\tvalid_0's l1: 23.3696\n",
"[99]\tvalid_0's poisson: -93.5987\tvalid_0's l1: 23.3214\n",
"[100]\tvalid_0's poisson: -93.6816\tvalid_0's l1: 23.2734\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5996\tvalid_0's l1: 29.2813\n",
"[2]\tvalid_0's poisson: -80.8161\tvalid_0's l1: 29.2067\n",
"[3]\tvalid_0's poisson: -81.0307\tvalid_0's l1: 29.1317\n",
"[4]\tvalid_0's poisson: -81.2408\tvalid_0's l1: 29.0577\n",
"[5]\tvalid_0's poisson: -81.4477\tvalid_0's l1: 28.984\n",
"[6]\tvalid_0's poisson: -81.6516\tvalid_0's l1: 28.9106\n",
"[7]\tvalid_0's poisson: -81.8499\tvalid_0's l1: 28.8378\n",
"[8]\tvalid_0's poisson: -82.0578\tvalid_0's l1: 28.7632\n",
"[9]\tvalid_0's poisson: -82.2627\tvalid_0's l1: 28.6888\n",
"[10]\tvalid_0's poisson: -82.4645\tvalid_0's l1: 28.6147\n",
"[11]\tvalid_0's poisson: -82.6632\tvalid_0's l1: 28.541\n",
"[12]\tvalid_0's poisson: -82.859\tvalid_0's l1: 28.4676\n",
"[13]\tvalid_0's poisson: -83.0463\tvalid_0's l1: 28.3958\n",
"[14]\tvalid_0's poisson: -83.2365\tvalid_0's l1: 28.323\n",
"[15]\tvalid_0's poisson: -83.424\tvalid_0's l1: 28.2504\n",
"[16]\tvalid_0's poisson: -83.6066\tvalid_0's l1: 28.1792\n",
"[17]\tvalid_0's poisson: -83.7827\tvalid_0's l1: 28.109\n",
"[18]\tvalid_0's poisson: -83.9624\tvalid_0's l1: 28.0378\n",
"[19]\tvalid_0's poisson: -84.1414\tvalid_0's l1: 27.9664\n",
"[20]\tvalid_0's poisson: -84.318\tvalid_0's l1: 27.8953\n",
"[21]\tvalid_0's poisson: -84.4884\tvalid_0's l1: 27.8248\n",
"[22]\tvalid_0's poisson: -84.6602\tvalid_0's l1: 27.7543\n",
"[23]\tvalid_0's poisson: -84.8297\tvalid_0's l1: 27.684\n",
"[24]\tvalid_0's poisson: -84.9969\tvalid_0's l1: 27.6148\n",
"[25]\tvalid_0's poisson: -85.1663\tvalid_0's l1: 27.5456\n",
"[26]\tvalid_0's poisson: -85.3283\tvalid_0's l1: 27.4781\n",
"[27]\tvalid_0's poisson: -85.4975\tvalid_0's l1: 27.4084\n",
"[28]\tvalid_0's poisson: -85.6644\tvalid_0's l1: 27.339\n",
"[29]\tvalid_0's poisson: -85.8213\tvalid_0's l1: 27.2716\n",
"[30]\tvalid_0's poisson: -85.9747\tvalid_0's l1: 27.2049\n",
"[31]\tvalid_0's poisson: -86.1304\tvalid_0's l1: 27.1377\n",
"[32]\tvalid_0's poisson: -86.284\tvalid_0's l1: 27.0709\n",
"[33]\tvalid_0's poisson: -86.4278\tvalid_0's l1: 27.0068\n",
"[34]\tvalid_0's poisson: -86.5851\tvalid_0's l1: 26.9392\n",
"[35]\tvalid_0's poisson: -86.7266\tvalid_0's l1: 26.8751\n",
"[36]\tvalid_0's poisson: -86.8725\tvalid_0's l1: 26.8099\n",
"[37]\tvalid_0's poisson: -87.0106\tvalid_0's l1: 26.7466\n",
"[38]\tvalid_0's poisson: -87.1516\tvalid_0's l1: 26.6829\n",
"[39]\tvalid_0's poisson: -87.2927\tvalid_0's l1: 26.6186\n",
"[40]\tvalid_0's poisson: -87.432\tvalid_0's l1: 26.5546\n",
"[41]\tvalid_0's poisson: -87.5772\tvalid_0's l1: 26.489\n",
"[42]\tvalid_0's poisson: -87.7114\tvalid_0's l1: 26.4262\n",
"[43]\tvalid_0's poisson: -87.8427\tvalid_0's l1: 26.3642\n",
"[44]\tvalid_0's poisson: -87.9801\tvalid_0's l1: 26.3008\n",
"[45]\tvalid_0's poisson: -88.1158\tvalid_0's l1: 26.2376\n",
"[46]\tvalid_0's poisson: -88.2496\tvalid_0's l1: 26.1753\n",
"[47]\tvalid_0's poisson: -88.3818\tvalid_0's l1: 26.1134\n",
"[48]\tvalid_0's poisson: -88.5058\tvalid_0's l1: 26.0534\n",
"[49]\tvalid_0's poisson: -88.6345\tvalid_0's l1: 25.9925\n",
"[50]\tvalid_0's poisson: -88.7556\tvalid_0's l1: 25.9332\n",
"[51]\tvalid_0's poisson: -88.8792\tvalid_0's l1: 25.8732\n",
"[52]\tvalid_0's poisson: -88.9971\tvalid_0's l1: 25.8143\n",
"[53]\tvalid_0's poisson: -89.12\tvalid_0's l1: 25.7546\n",
"[54]\tvalid_0's poisson: -89.2311\tvalid_0's l1: 25.6979\n",
"[55]\tvalid_0's poisson: -89.3513\tvalid_0's l1: 25.6387\n",
"[56]\tvalid_0's poisson: -89.4641\tvalid_0's l1: 25.5812\n",
"[57]\tvalid_0's poisson: -89.5716\tvalid_0's l1: 25.5253\n",
"[58]\tvalid_0's poisson: -89.6824\tvalid_0's l1: 25.4681\n",
"[59]\tvalid_0's poisson: -89.7958\tvalid_0's l1: 25.4101\n",
"[60]\tvalid_0's poisson: -89.9083\tvalid_0's l1: 25.353\n",
"[61]\tvalid_0's poisson: -90.0191\tvalid_0's l1: 25.2966\n",
"[62]\tvalid_0's poisson: -90.1294\tvalid_0's l1: 25.2401\n",
"[63]\tvalid_0's poisson: -90.2398\tvalid_0's l1: 25.1838\n",
"[64]\tvalid_0's poisson: -90.3431\tvalid_0's l1: 25.1289\n",
"[65]\tvalid_0's poisson: -90.4455\tvalid_0's l1: 25.075\n",
"[66]\tvalid_0's poisson: -90.5504\tvalid_0's l1: 25.0202\n",
"[67]\tvalid_0's poisson: -90.6509\tvalid_0's l1: 24.9663\n",
"[68]\tvalid_0's poisson: -90.7552\tvalid_0's l1: 24.9117\n",
"[69]\tvalid_0's poisson: -90.8569\tvalid_0's l1: 24.8576\n",
"[70]\tvalid_0's poisson: -90.9536\tvalid_0's l1: 24.8047\n",
"[71]\tvalid_0's poisson: -91.0543\tvalid_0's l1: 24.751\n",
"[72]\tvalid_0's poisson: -91.1627\tvalid_0's l1: 24.6955\n",
"[73]\tvalid_0's poisson: -91.2546\tvalid_0's l1: 24.6446\n",
"[74]\tvalid_0's poisson: -91.3478\tvalid_0's l1: 24.593\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[75]\tvalid_0's poisson: -91.4384\tvalid_0's l1: 24.5422\n",
"[76]\tvalid_0's poisson: -91.5376\tvalid_0's l1: 24.4887\n",
"[77]\tvalid_0's poisson: -91.6259\tvalid_0's l1: 24.4385\n",
"[78]\tvalid_0's poisson: -91.7152\tvalid_0's l1: 24.3881\n",
"[79]\tvalid_0's poisson: -91.8036\tvalid_0's l1: 24.3384\n",
"[80]\tvalid_0's poisson: -91.8908\tvalid_0's l1: 24.2892\n",
"[81]\tvalid_0's poisson: -91.9823\tvalid_0's l1: 24.238\n",
"[82]\tvalid_0's poisson: -92.0729\tvalid_0's l1: 24.1869\n",
"[83]\tvalid_0's poisson: -92.1626\tvalid_0's l1: 24.1363\n",
"[84]\tvalid_0's poisson: -92.2469\tvalid_0's l1: 24.0875\n",
"[85]\tvalid_0's poisson: -92.3349\tvalid_0's l1: 24.0373\n",
"[86]\tvalid_0's poisson: -92.4177\tvalid_0's l1: 23.9896\n",
"[87]\tvalid_0's poisson: -92.5009\tvalid_0's l1: 23.942\n",
"[88]\tvalid_0's poisson: -92.5831\tvalid_0's l1: 23.8946\n",
"[89]\tvalid_0's poisson: -92.6627\tvalid_0's l1: 23.8478\n",
"[90]\tvalid_0's poisson: -92.7414\tvalid_0's l1: 23.8012\n",
"[91]\tvalid_0's poisson: -92.8194\tvalid_0's l1: 23.7549\n",
"[92]\tvalid_0's poisson: -92.8989\tvalid_0's l1: 23.7087\n",
"[93]\tvalid_0's poisson: -92.9845\tvalid_0's l1: 23.66\n",
"[94]\tvalid_0's poisson: -93.0606\tvalid_0's l1: 23.6147\n",
"[95]\tvalid_0's poisson: -93.1446\tvalid_0's l1: 23.5664\n",
"[96]\tvalid_0's poisson: -93.221\tvalid_0's l1: 23.5211\n",
"[97]\tvalid_0's poisson: -93.2966\tvalid_0's l1: 23.4761\n",
"[98]\tvalid_0's poisson: -93.3809\tvalid_0's l1: 23.4276\n",
"[99]\tvalid_0's poisson: -93.4551\tvalid_0's l1: 23.3832\n",
"[100]\tvalid_0's poisson: -93.5413\tvalid_0's l1: 23.3354\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.6001\tvalid_0's l1: 29.281\n",
"[2]\tvalid_0's poisson: -80.8148\tvalid_0's l1: 29.2059\n",
"[3]\tvalid_0's poisson: -81.0262\tvalid_0's l1: 29.1312\n",
"[4]\tvalid_0's poisson: -81.2346\tvalid_0's l1: 29.0567\n",
"[5]\tvalid_0's poisson: -81.4399\tvalid_0's l1: 28.9826\n",
"[6]\tvalid_0's poisson: -81.6422\tvalid_0's l1: 28.9087\n",
"[7]\tvalid_0's poisson: -81.8416\tvalid_0's l1: 28.8352\n",
"[8]\tvalid_0's poisson: -82.0368\tvalid_0's l1: 28.7629\n",
"[9]\tvalid_0's poisson: -82.2387\tvalid_0's l1: 28.6886\n",
"[10]\tvalid_0's poisson: -82.4377\tvalid_0's l1: 28.6146\n",
"[11]\tvalid_0's poisson: -82.6337\tvalid_0's l1: 28.5408\n",
"[12]\tvalid_0's poisson: -82.8192\tvalid_0's l1: 28.4689\n",
"[13]\tvalid_0's poisson: -83.0099\tvalid_0's l1: 28.396\n",
"[14]\tvalid_0's poisson: -83.1926\tvalid_0's l1: 28.3256\n",
"[15]\tvalid_0's poisson: -83.3726\tvalid_0's l1: 28.2555\n",
"[16]\tvalid_0's poisson: -83.5507\tvalid_0's l1: 28.1854\n",
"[17]\tvalid_0's poisson: -83.7257\tvalid_0's l1: 28.1159\n",
"[18]\tvalid_0's poisson: -83.8989\tvalid_0's l1: 28.0463\n",
"[19]\tvalid_0's poisson: -84.0781\tvalid_0's l1: 27.9755\n",
"[20]\tvalid_0's poisson: -84.2528\tvalid_0's l1: 27.9052\n",
"[21]\tvalid_0's poisson: -84.4186\tvalid_0's l1: 27.8374\n",
"[22]\tvalid_0's poisson: -84.5822\tvalid_0's l1: 27.77\n",
"[23]\tvalid_0's poisson: -84.744\tvalid_0's l1: 27.7025\n",
"[24]\tvalid_0's poisson: -84.9032\tvalid_0's l1: 27.6356\n",
"[25]\tvalid_0's poisson: -85.0606\tvalid_0's l1: 27.5688\n",
"[26]\tvalid_0's poisson: -85.2153\tvalid_0's l1: 27.5028\n",
"[27]\tvalid_0's poisson: -85.3685\tvalid_0's l1: 27.4371\n",
"[28]\tvalid_0's poisson: -85.5319\tvalid_0's l1: 27.3681\n",
"[29]\tvalid_0's poisson: -85.6858\tvalid_0's l1: 27.3025\n",
"[30]\tvalid_0's poisson: -85.8382\tvalid_0's l1: 27.2367\n",
"[31]\tvalid_0's poisson: -85.988\tvalid_0's l1: 27.1716\n",
"[32]\tvalid_0's poisson: -86.1368\tvalid_0's l1: 27.1064\n",
"[33]\tvalid_0's poisson: -86.2828\tvalid_0's l1: 27.0419\n",
"[34]\tvalid_0's poisson: -86.4275\tvalid_0's l1: 26.9777\n",
"[35]\tvalid_0's poisson: -86.5777\tvalid_0's l1: 26.9112\n",
"[36]\tvalid_0's poisson: -86.7165\tvalid_0's l1: 26.8478\n",
"[37]\tvalid_0's poisson: -86.8629\tvalid_0's l1: 26.7822\n",
"[38]\tvalid_0's poisson: -86.9989\tvalid_0's l1: 26.7194\n",
"[39]\tvalid_0's poisson: -87.1355\tvalid_0's l1: 26.6568\n",
"[40]\tvalid_0's poisson: -87.2704\tvalid_0's l1: 26.5945\n",
"[41]\tvalid_0's poisson: -87.4032\tvalid_0's l1: 26.533\n",
"[42]\tvalid_0's poisson: -87.5344\tvalid_0's l1: 26.4717\n",
"[43]\tvalid_0's poisson: -87.6639\tvalid_0's l1: 26.4109\n",
"[44]\tvalid_0's poisson: -87.7919\tvalid_0's l1: 26.3506\n",
"[45]\tvalid_0's poisson: -87.9186\tvalid_0's l1: 26.2899\n",
"[46]\tvalid_0's poisson: -88.0423\tvalid_0's l1: 26.2297\n",
"[47]\tvalid_0's poisson: -88.1658\tvalid_0's l1: 26.1701\n",
"[48]\tvalid_0's poisson: -88.2878\tvalid_0's l1: 26.1106\n",
"[49]\tvalid_0's poisson: -88.4084\tvalid_0's l1: 26.0519\n",
"[50]\tvalid_0's poisson: -88.5298\tvalid_0's l1: 25.992\n",
"[51]\tvalid_0's poisson: -88.6509\tvalid_0's l1: 25.9325\n",
"[52]\tvalid_0's poisson: -88.777\tvalid_0's l1: 25.8723\n",
"[53]\tvalid_0's poisson: -88.8958\tvalid_0's l1: 25.8135\n",
"[54]\tvalid_0's poisson: -89.0104\tvalid_0's l1: 25.7561\n",
"[55]\tvalid_0's poisson: -89.126\tvalid_0's l1: 25.6978\n",
"[56]\tvalid_0's poisson: -89.2414\tvalid_0's l1: 25.6394\n",
"[57]\tvalid_0's poisson: -89.3567\tvalid_0's l1: 25.5815\n",
"[58]\tvalid_0's poisson: -89.4664\tvalid_0's l1: 25.5251\n",
"[59]\tvalid_0's poisson: -89.5803\tvalid_0's l1: 25.4674\n",
"[60]\tvalid_0's poisson: -89.6929\tvalid_0's l1: 25.41\n",
"[61]\tvalid_0's poisson: -89.8043\tvalid_0's l1: 25.3528\n",
"[62]\tvalid_0's poisson: -89.9186\tvalid_0's l1: 25.2952\n",
"[63]\tvalid_0's poisson: -90.0317\tvalid_0's l1: 25.2378\n",
"[64]\tvalid_0's poisson: -90.1436\tvalid_0's l1: 25.181\n",
"[65]\tvalid_0's poisson: -90.2515\tvalid_0's l1: 25.1257\n",
"[66]\tvalid_0's poisson: -90.3535\tvalid_0's l1: 25.0718\n",
"[67]\tvalid_0's poisson: -90.4593\tvalid_0's l1: 25.0166\n",
"[68]\tvalid_0's poisson: -90.559\tvalid_0's l1: 24.9634\n",
"[69]\tvalid_0's poisson: -90.6624\tvalid_0's l1: 24.9094\n",
"[70]\tvalid_0's poisson: -90.7659\tvalid_0's l1: 24.8559\n",
"[71]\tvalid_0's poisson: -90.8729\tvalid_0's l1: 24.8003\n",
"[72]\tvalid_0's poisson: -90.9787\tvalid_0's l1: 24.745\n",
"[73]\tvalid_0's poisson: -91.0798\tvalid_0's l1: 24.6916\n",
"[74]\tvalid_0's poisson: -91.1806\tvalid_0's l1: 24.6379\n",
"[75]\tvalid_0's poisson: -91.2876\tvalid_0's l1: 24.5835\n",
"[76]\tvalid_0's poisson: -91.3781\tvalid_0's l1: 24.5328\n",
"[77]\tvalid_0's poisson: -91.4665\tvalid_0's l1: 24.483\n",
"[78]\tvalid_0's poisson: -91.5665\tvalid_0's l1: 24.4302\n",
"[79]\tvalid_0's poisson: -91.661\tvalid_0's l1: 24.378\n",
"[80]\tvalid_0's poisson: -91.7563\tvalid_0's l1: 24.326\n",
"[81]\tvalid_0's poisson: -91.8483\tvalid_0's l1: 24.2755\n",
"[82]\tvalid_0's poisson: -91.9476\tvalid_0's l1: 24.2237\n",
"[83]\tvalid_0's poisson: -92.0462\tvalid_0's l1: 24.1721\n",
"[84]\tvalid_0's poisson: -92.1438\tvalid_0's l1: 24.1207\n",
"[85]\tvalid_0's poisson: -92.2351\tvalid_0's l1: 24.0702\n",
"[86]\tvalid_0's poisson: -92.322\tvalid_0's l1: 24.0204\n",
"[87]\tvalid_0's poisson: -92.4082\tvalid_0's l1: 23.9711\n",
"[88]\tvalid_0's poisson: -92.4933\tvalid_0's l1: 23.9222\n",
"[89]\tvalid_0's poisson: -92.5832\tvalid_0's l1: 23.8726\n",
"[90]\tvalid_0's poisson: -92.6676\tvalid_0's l1: 23.8245\n",
"[91]\tvalid_0's poisson: -92.7519\tvalid_0's l1: 23.7762\n",
"[92]\tvalid_0's poisson: -92.8388\tvalid_0's l1: 23.7274\n",
"[93]\tvalid_0's poisson: -92.923\tvalid_0's l1: 23.6792\n",
"[94]\tvalid_0's poisson: -93.0063\tvalid_0's l1: 23.6313\n",
"[95]\tvalid_0's poisson: -93.0887\tvalid_0's l1: 23.5833\n",
"[96]\tvalid_0's poisson: -93.1679\tvalid_0's l1: 23.5367\n",
"[97]\tvalid_0's poisson: -93.2464\tvalid_0's l1: 23.4906\n",
"[98]\tvalid_0's poisson: -93.326\tvalid_0's l1: 23.444\n",
"[99]\tvalid_0's poisson: -93.4002\tvalid_0's l1: 23.3994\n",
"[100]\tvalid_0's poisson: -93.5161\tvalid_0's l1: 23.3475\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.889\tvalid_0's l1: 18.1966\n",
"[2]\tvalid_0's poisson: -98.3851\tvalid_0's l1: 15.0368\n",
"[3]\tvalid_0's poisson: -105.068\tvalid_0's l1: 13.3179\n",
"[4]\tvalid_0's poisson: -104.481\tvalid_0's l1: 12.9202\n",
"[5]\tvalid_0's poisson: -101.992\tvalid_0's l1: 12.7618\n",
"[6]\tvalid_0's poisson: -102.867\tvalid_0's l1: 11.8294\n",
"[7]\tvalid_0's poisson: -102.428\tvalid_0's l1: 11.6541\n",
"[8]\tvalid_0's poisson: -102.079\tvalid_0's l1: 11.6124\n",
"[9]\tvalid_0's poisson: -101.574\tvalid_0's l1: 11.5574\n",
"[10]\tvalid_0's poisson: -101.355\tvalid_0's l1: 11.5582\n",
"[11]\tvalid_0's poisson: -101.296\tvalid_0's l1: 11.4443\n",
"[12]\tvalid_0's poisson: -101.634\tvalid_0's l1: 11.3866\n",
"[13]\tvalid_0's poisson: -101.524\tvalid_0's l1: 11.3881\n",
"[14]\tvalid_0's poisson: -101.758\tvalid_0's l1: 11.3822\n",
"[15]\tvalid_0's poisson: -101.869\tvalid_0's l1: 11.402\n",
"[16]\tvalid_0's poisson: -102.174\tvalid_0's l1: 11.4024\n",
"[17]\tvalid_0's poisson: -101.971\tvalid_0's l1: 11.3477\n",
"[18]\tvalid_0's poisson: -102.053\tvalid_0's l1: 11.3272\n",
"[19]\tvalid_0's poisson: -102.307\tvalid_0's l1: 11.3284\n",
"[20]\tvalid_0's poisson: -102.26\tvalid_0's l1: 11.3179\n",
"[21]\tvalid_0's poisson: -102.185\tvalid_0's l1: 11.3222\n",
"[22]\tvalid_0's poisson: -101.862\tvalid_0's l1: 11.3304\n",
"[23]\tvalid_0's poisson: -101.805\tvalid_0's l1: 11.3434\n",
"[24]\tvalid_0's poisson: -101.888\tvalid_0's l1: 11.3192\n",
"[25]\tvalid_0's poisson: -101.974\tvalid_0's l1: 11.3288\n",
"[26]\tvalid_0's poisson: -101.845\tvalid_0's l1: 11.2868\n",
"[27]\tvalid_0's poisson: -102.017\tvalid_0's l1: 11.2522\n",
"[28]\tvalid_0's poisson: -101.829\tvalid_0's l1: 11.2368\n",
"[29]\tvalid_0's poisson: -101.925\tvalid_0's l1: 11.2593\n",
"[30]\tvalid_0's poisson: -101.763\tvalid_0's l1: 11.2511\n",
"[31]\tvalid_0's poisson: -101.591\tvalid_0's l1: 11.2386\n",
"[32]\tvalid_0's poisson: -101.517\tvalid_0's l1: 11.2323\n",
"[33]\tvalid_0's poisson: -101.444\tvalid_0's l1: 11.2312\n",
"[34]\tvalid_0's poisson: -101.355\tvalid_0's l1: 11.1735\n",
"[35]\tvalid_0's poisson: -101.003\tvalid_0's l1: 11.1893\n",
"[36]\tvalid_0's poisson: -101.062\tvalid_0's l1: 11.1863\n",
"[37]\tvalid_0's poisson: -100.936\tvalid_0's l1: 11.1822\n",
"[38]\tvalid_0's poisson: -101.38\tvalid_0's l1: 11.1951\n",
"[39]\tvalid_0's poisson: -101.465\tvalid_0's l1: 11.2081\n",
"[40]\tvalid_0's poisson: -101.421\tvalid_0's l1: 11.1919\n",
"[41]\tvalid_0's poisson: -101.112\tvalid_0's l1: 11.1802\n",
"[42]\tvalid_0's poisson: -101.008\tvalid_0's l1: 11.1918\n",
"[43]\tvalid_0's poisson: -100.937\tvalid_0's l1: 11.1592\n",
"[44]\tvalid_0's poisson: -101.283\tvalid_0's l1: 11.1148\n",
"[45]\tvalid_0's poisson: -101.259\tvalid_0's l1: 11.1041\n",
"[46]\tvalid_0's poisson: -101.127\tvalid_0's l1: 11.1073\n",
"[47]\tvalid_0's poisson: -101.048\tvalid_0's l1: 11.122\n",
"[48]\tvalid_0's poisson: -101.039\tvalid_0's l1: 11.1027\n",
"[49]\tvalid_0's poisson: -101.019\tvalid_0's l1: 11.0966\n",
"[50]\tvalid_0's poisson: -101.435\tvalid_0's l1: 11.0779\n",
"[51]\tvalid_0's poisson: -101.619\tvalid_0's l1: 11.0693\n",
"[52]\tvalid_0's poisson: -101.267\tvalid_0's l1: 11.0732\n",
"[53]\tvalid_0's poisson: -100.955\tvalid_0's l1: 11.0069\n",
"[54]\tvalid_0's poisson: -101.227\tvalid_0's l1: 10.9822\n",
"[55]\tvalid_0's poisson: -101.173\tvalid_0's l1: 10.9712\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -101.214\tvalid_0's l1: 10.9702\n",
"[57]\tvalid_0's poisson: -101.25\tvalid_0's l1: 10.98\n",
"[58]\tvalid_0's poisson: -100.921\tvalid_0's l1: 10.9804\n",
"[59]\tvalid_0's poisson: -100.899\tvalid_0's l1: 10.9821\n",
"[60]\tvalid_0's poisson: -100.876\tvalid_0's l1: 10.9932\n",
"[61]\tvalid_0's poisson: -100.756\tvalid_0's l1: 10.9849\n",
"[62]\tvalid_0's poisson: -100.941\tvalid_0's l1: 10.9589\n",
"[63]\tvalid_0's poisson: -100.894\tvalid_0's l1: 10.9499\n",
"[64]\tvalid_0's poisson: -101.005\tvalid_0's l1: 10.9498\n",
"[65]\tvalid_0's poisson: -101.022\tvalid_0's l1: 10.948\n",
"[66]\tvalid_0's poisson: -101.019\tvalid_0's l1: 10.9495\n",
"[67]\tvalid_0's poisson: -100.88\tvalid_0's l1: 10.9516\n",
"[68]\tvalid_0's poisson: -100.683\tvalid_0's l1: 10.9622\n",
"[69]\tvalid_0's poisson: -100.854\tvalid_0's l1: 10.9473\n",
"[70]\tvalid_0's poisson: -100.546\tvalid_0's l1: 10.9751\n",
"[71]\tvalid_0's poisson: -100.763\tvalid_0's l1: 10.9694\n",
"[72]\tvalid_0's poisson: -100.944\tvalid_0's l1: 10.9488\n",
"[73]\tvalid_0's poisson: -100.866\tvalid_0's l1: 10.9428\n",
"[74]\tvalid_0's poisson: -100.77\tvalid_0's l1: 10.9877\n",
"[75]\tvalid_0's poisson: -100.854\tvalid_0's l1: 11.0313\n",
"[76]\tvalid_0's poisson: -100.696\tvalid_0's l1: 11.0264\n",
"[77]\tvalid_0's poisson: -100.647\tvalid_0's l1: 11.0304\n",
"[78]\tvalid_0's poisson: -100.667\tvalid_0's l1: 11.0301\n",
"[79]\tvalid_0's poisson: -100.728\tvalid_0's l1: 11.035\n",
"[80]\tvalid_0's poisson: -100.735\tvalid_0's l1: 11.0337\n",
"[81]\tvalid_0's poisson: -100.74\tvalid_0's l1: 11.0251\n",
"[82]\tvalid_0's poisson: -100.754\tvalid_0's l1: 11.0104\n",
"[83]\tvalid_0's poisson: -100.801\tvalid_0's l1: 11.0133\n",
"[84]\tvalid_0's poisson: -100.674\tvalid_0's l1: 11.0352\n",
"[85]\tvalid_0's poisson: -100.717\tvalid_0's l1: 11.0325\n",
"[86]\tvalid_0's poisson: -101.081\tvalid_0's l1: 11.0321\n",
"[87]\tvalid_0's poisson: -100.92\tvalid_0's l1: 11.0483\n",
"[88]\tvalid_0's poisson: -100.863\tvalid_0's l1: 11.0491\n",
"[89]\tvalid_0's poisson: -100.911\tvalid_0's l1: 11.0541\n",
"[90]\tvalid_0's poisson: -100.613\tvalid_0's l1: 11.0279\n",
"[91]\tvalid_0's poisson: -100.339\tvalid_0's l1: 11.034\n",
"[92]\tvalid_0's poisson: -100.428\tvalid_0's l1: 11.0283\n",
"[93]\tvalid_0's poisson: -100.373\tvalid_0's l1: 11.025\n",
"[94]\tvalid_0's poisson: -100.241\tvalid_0's l1: 11.0219\n",
"[95]\tvalid_0's poisson: -100.238\tvalid_0's l1: 11.0297\n",
"[96]\tvalid_0's poisson: -100.312\tvalid_0's l1: 11.0197\n",
"[97]\tvalid_0's poisson: -100.299\tvalid_0's l1: 11.0213\n",
"[98]\tvalid_0's poisson: -100.136\tvalid_0's l1: 11.0208\n",
"[99]\tvalid_0's poisson: -100.188\tvalid_0's l1: 11.0345\n",
"[100]\tvalid_0's poisson: -100.265\tvalid_0's l1: 11.0361\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -102.018\tvalid_0's l1: 17.7588\n",
"[2]\tvalid_0's poisson: -99.8518\tvalid_0's l1: 14.1184\n",
"[3]\tvalid_0's poisson: -103.689\tvalid_0's l1: 13.1848\n",
"[4]\tvalid_0's poisson: -104.404\tvalid_0's l1: 12.697\n",
"[5]\tvalid_0's poisson: -104.773\tvalid_0's l1: 12.2748\n",
"[6]\tvalid_0's poisson: -103.924\tvalid_0's l1: 12.2886\n",
"[7]\tvalid_0's poisson: -104.034\tvalid_0's l1: 12.0199\n",
"[8]\tvalid_0's poisson: -103.775\tvalid_0's l1: 11.9633\n",
"[9]\tvalid_0's poisson: -103.622\tvalid_0's l1: 11.9794\n",
"[10]\tvalid_0's poisson: -104.289\tvalid_0's l1: 11.935\n",
"[11]\tvalid_0's poisson: -103.809\tvalid_0's l1: 11.8738\n",
"[12]\tvalid_0's poisson: -103.472\tvalid_0's l1: 11.8528\n",
"[13]\tvalid_0's poisson: -103.667\tvalid_0's l1: 11.862\n",
"[14]\tvalid_0's poisson: -104.133\tvalid_0's l1: 11.6952\n",
"[15]\tvalid_0's poisson: -103.901\tvalid_0's l1: 11.6972\n",
"[16]\tvalid_0's poisson: -103.68\tvalid_0's l1: 11.599\n",
"[17]\tvalid_0's poisson: -103.772\tvalid_0's l1: 11.5977\n",
"[18]\tvalid_0's poisson: -103.793\tvalid_0's l1: 11.5757\n",
"[19]\tvalid_0's poisson: -103.834\tvalid_0's l1: 11.6047\n",
"[20]\tvalid_0's poisson: -103.137\tvalid_0's l1: 11.6206\n",
"[21]\tvalid_0's poisson: -103.415\tvalid_0's l1: 11.6321\n",
"[22]\tvalid_0's poisson: -103.535\tvalid_0's l1: 11.5884\n",
"[23]\tvalid_0's poisson: -103.4\tvalid_0's l1: 11.5762\n",
"[24]\tvalid_0's poisson: -103.562\tvalid_0's l1: 11.5772\n",
"[25]\tvalid_0's poisson: -103.258\tvalid_0's l1: 11.597\n",
"[26]\tvalid_0's poisson: -103.215\tvalid_0's l1: 11.5665\n",
"[27]\tvalid_0's poisson: -103.156\tvalid_0's l1: 11.5952\n",
"[28]\tvalid_0's poisson: -103.112\tvalid_0's l1: 11.6057\n",
"[29]\tvalid_0's poisson: -102.941\tvalid_0's l1: 11.6551\n",
"[30]\tvalid_0's poisson: -102.876\tvalid_0's l1: 11.6567\n",
"[31]\tvalid_0's poisson: -102.97\tvalid_0's l1: 11.6477\n",
"[32]\tvalid_0's poisson: -102.956\tvalid_0's l1: 11.6311\n",
"[33]\tvalid_0's poisson: -103.042\tvalid_0's l1: 11.6433\n",
"[34]\tvalid_0's poisson: -102.731\tvalid_0's l1: 11.6428\n",
"[35]\tvalid_0's poisson: -103.037\tvalid_0's l1: 11.6379\n",
"[36]\tvalid_0's poisson: -102.941\tvalid_0's l1: 11.6186\n",
"[37]\tvalid_0's poisson: -103.049\tvalid_0's l1: 11.5619\n",
"[38]\tvalid_0's poisson: -102.85\tvalid_0's l1: 11.5856\n",
"[39]\tvalid_0's poisson: -102.743\tvalid_0's l1: 11.6049\n",
"[40]\tvalid_0's poisson: -102.575\tvalid_0's l1: 11.588\n",
"[41]\tvalid_0's poisson: -102.434\tvalid_0's l1: 11.5697\n",
"[42]\tvalid_0's poisson: -102.41\tvalid_0's l1: 11.5685\n",
"[43]\tvalid_0's poisson: -102.393\tvalid_0's l1: 11.5669\n",
"[44]\tvalid_0's poisson: -102.453\tvalid_0's l1: 11.5754\n",
"[45]\tvalid_0's poisson: -102.365\tvalid_0's l1: 11.5876\n",
"[46]\tvalid_0's poisson: -102.44\tvalid_0's l1: 11.5862\n",
"[47]\tvalid_0's poisson: -102.632\tvalid_0's l1: 11.5907\n",
"[48]\tvalid_0's poisson: -102.463\tvalid_0's l1: 11.6023\n",
"[49]\tvalid_0's poisson: -102.494\tvalid_0's l1: 11.5793\n",
"[50]\tvalid_0's poisson: -102.446\tvalid_0's l1: 11.5769\n",
"[51]\tvalid_0's poisson: -102.477\tvalid_0's l1: 11.5675\n",
"[52]\tvalid_0's poisson: -102.219\tvalid_0's l1: 11.5664\n",
"[53]\tvalid_0's poisson: -102.274\tvalid_0's l1: 11.5517\n",
"[54]\tvalid_0's poisson: -102.325\tvalid_0's l1: 11.5575\n",
"[55]\tvalid_0's poisson: -102.301\tvalid_0's l1: 11.5538\n",
"[56]\tvalid_0's poisson: -102.02\tvalid_0's l1: 11.5769\n",
"[57]\tvalid_0's poisson: -101.746\tvalid_0's l1: 11.5726\n",
"[58]\tvalid_0's poisson: -101.654\tvalid_0's l1: 11.5657\n",
"[59]\tvalid_0's poisson: -101.85\tvalid_0's l1: 11.5747\n",
"[60]\tvalid_0's poisson: -101.499\tvalid_0's l1: 11.5691\n",
"[61]\tvalid_0's poisson: -101.588\tvalid_0's l1: 11.5709\n",
"[62]\tvalid_0's poisson: -101.537\tvalid_0's l1: 11.5662\n",
"[63]\tvalid_0's poisson: -101.507\tvalid_0's l1: 11.5647\n",
"[64]\tvalid_0's poisson: -101.492\tvalid_0's l1: 11.5719\n",
"[65]\tvalid_0's poisson: -101.721\tvalid_0's l1: 11.5606\n",
"[66]\tvalid_0's poisson: -101.615\tvalid_0's l1: 11.5571\n",
"[67]\tvalid_0's poisson: -101.626\tvalid_0's l1: 11.546\n",
"[68]\tvalid_0's poisson: -101.69\tvalid_0's l1: 11.5507\n",
"[69]\tvalid_0's poisson: -101.615\tvalid_0's l1: 11.5222\n",
"[70]\tvalid_0's poisson: -101.7\tvalid_0's l1: 11.5134\n",
"[71]\tvalid_0's poisson: -101.491\tvalid_0's l1: 11.4934\n",
"[72]\tvalid_0's poisson: -101.385\tvalid_0's l1: 11.4743\n",
"[73]\tvalid_0's poisson: -101.381\tvalid_0's l1: 11.4708\n",
"[74]\tvalid_0's poisson: -100.989\tvalid_0's l1: 11.4651\n",
"[75]\tvalid_0's poisson: -101.371\tvalid_0's l1: 11.4607\n",
"[76]\tvalid_0's poisson: -101.119\tvalid_0's l1: 11.4443\n",
"[77]\tvalid_0's poisson: -101.159\tvalid_0's l1: 11.4415\n",
"[78]\tvalid_0's poisson: -101.144\tvalid_0's l1: 11.4411\n",
"[79]\tvalid_0's poisson: -100.519\tvalid_0's l1: 11.4487\n",
"[80]\tvalid_0's poisson: -100.751\tvalid_0's l1: 11.4414\n",
"[81]\tvalid_0's poisson: -100.795\tvalid_0's l1: 11.4544\n",
"[82]\tvalid_0's poisson: -100.655\tvalid_0's l1: 11.4517\n",
"[83]\tvalid_0's poisson: -100.75\tvalid_0's l1: 11.4539\n",
"[84]\tvalid_0's poisson: -100.895\tvalid_0's l1: 11.4582\n",
"[85]\tvalid_0's poisson: -100.743\tvalid_0's l1: 11.4583\n",
"[86]\tvalid_0's poisson: -100.564\tvalid_0's l1: 11.4577\n",
"[87]\tvalid_0's poisson: -100.482\tvalid_0's l1: 11.4601\n",
"[88]\tvalid_0's poisson: -100.457\tvalid_0's l1: 11.4635\n",
"[89]\tvalid_0's poisson: -100.335\tvalid_0's l1: 11.4635\n",
"[90]\tvalid_0's poisson: -100.385\tvalid_0's l1: 11.4695\n",
"[91]\tvalid_0's poisson: -100.338\tvalid_0's l1: 11.4762\n",
"[92]\tvalid_0's poisson: -100.269\tvalid_0's l1: 11.48\n",
"[93]\tvalid_0's poisson: -100.014\tvalid_0's l1: 11.5016\n",
"[94]\tvalid_0's poisson: -99.9532\tvalid_0's l1: 11.4797\n",
"[95]\tvalid_0's poisson: -100.111\tvalid_0's l1: 11.4801\n",
"[96]\tvalid_0's poisson: -100.099\tvalid_0's l1: 11.4831\n",
"[97]\tvalid_0's poisson: -100.136\tvalid_0's l1: 11.4842\n",
"[98]\tvalid_0's poisson: -100.119\tvalid_0's l1: 11.4898\n",
"[99]\tvalid_0's poisson: -100.123\tvalid_0's l1: 11.4946\n",
"[100]\tvalid_0's poisson: -100.086\tvalid_0's l1: 11.4876\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.971\tvalid_0's l1: 18.1415\n",
"[2]\tvalid_0's poisson: -99.6757\tvalid_0's l1: 14.645\n",
"[3]\tvalid_0's poisson: -101.31\tvalid_0's l1: 13.4023\n",
"[4]\tvalid_0's poisson: -100.359\tvalid_0's l1: 12.9823\n",
"[5]\tvalid_0's poisson: -99.7117\tvalid_0's l1: 12.9367\n",
"[6]\tvalid_0's poisson: -101.138\tvalid_0's l1: 12.5852\n",
"[7]\tvalid_0's poisson: -100.687\tvalid_0's l1: 12.4215\n",
"[8]\tvalid_0's poisson: -100.976\tvalid_0's l1: 12.4056\n",
"[9]\tvalid_0's poisson: -101.295\tvalid_0's l1: 12.408\n",
"[10]\tvalid_0's poisson: -101.149\tvalid_0's l1: 12.2361\n",
"[11]\tvalid_0's poisson: -101.266\tvalid_0's l1: 12.207\n",
"[12]\tvalid_0's poisson: -101.653\tvalid_0's l1: 12.1665\n",
"[13]\tvalid_0's poisson: -101.153\tvalid_0's l1: 12.1864\n",
"[14]\tvalid_0's poisson: -101.244\tvalid_0's l1: 12.2074\n",
"[15]\tvalid_0's poisson: -101.967\tvalid_0's l1: 12.2219\n",
"[16]\tvalid_0's poisson: -101.906\tvalid_0's l1: 12.2182\n",
"[17]\tvalid_0's poisson: -101.807\tvalid_0's l1: 12.2294\n",
"[18]\tvalid_0's poisson: -102.082\tvalid_0's l1: 12.2326\n",
"[19]\tvalid_0's poisson: -101.716\tvalid_0's l1: 12.2135\n",
"[20]\tvalid_0's poisson: -101.748\tvalid_0's l1: 12.1836\n",
"[21]\tvalid_0's poisson: -101.664\tvalid_0's l1: 12.069\n",
"[22]\tvalid_0's poisson: -101.762\tvalid_0's l1: 12.0028\n",
"[23]\tvalid_0's poisson: -101.542\tvalid_0's l1: 11.9871\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[24]\tvalid_0's poisson: -101.454\tvalid_0's l1: 11.9876\n",
"[25]\tvalid_0's poisson: -101.46\tvalid_0's l1: 11.9517\n",
"[26]\tvalid_0's poisson: -101.72\tvalid_0's l1: 11.946\n",
"[27]\tvalid_0's poisson: -101.485\tvalid_0's l1: 11.9277\n",
"[28]\tvalid_0's poisson: -101.633\tvalid_0's l1: 11.9271\n",
"[29]\tvalid_0's poisson: -101.291\tvalid_0's l1: 11.9153\n",
"[30]\tvalid_0's poisson: -101.627\tvalid_0's l1: 11.8707\n",
"[31]\tvalid_0's poisson: -101.502\tvalid_0's l1: 11.8875\n",
"[32]\tvalid_0's poisson: -101.259\tvalid_0's l1: 11.8733\n",
"[33]\tvalid_0's poisson: -101.739\tvalid_0's l1: 11.8585\n",
"[34]\tvalid_0's poisson: -101.698\tvalid_0's l1: 11.8604\n",
"[35]\tvalid_0's poisson: -101.68\tvalid_0's l1: 11.8634\n",
"[36]\tvalid_0's poisson: -101.5\tvalid_0's l1: 11.8559\n",
"[37]\tvalid_0's poisson: -101.482\tvalid_0's l1: 11.8524\n",
"[38]\tvalid_0's poisson: -101.295\tvalid_0's l1: 11.8376\n",
"[39]\tvalid_0's poisson: -101.508\tvalid_0's l1: 11.8247\n",
"[40]\tvalid_0's poisson: -100.973\tvalid_0's l1: 11.8509\n",
"[41]\tvalid_0's poisson: -101.07\tvalid_0's l1: 11.7588\n",
"[42]\tvalid_0's poisson: -100.823\tvalid_0's l1: 11.746\n",
"[43]\tvalid_0's poisson: -100.998\tvalid_0's l1: 11.757\n",
"[44]\tvalid_0's poisson: -101.06\tvalid_0's l1: 11.7262\n",
"[45]\tvalid_0's poisson: -101.161\tvalid_0's l1: 11.7157\n",
"[46]\tvalid_0's poisson: -101.083\tvalid_0's l1: 11.7048\n",
"[47]\tvalid_0's poisson: -101.117\tvalid_0's l1: 11.6973\n",
"[48]\tvalid_0's poisson: -100.755\tvalid_0's l1: 11.6877\n",
"[49]\tvalid_0's poisson: -100.848\tvalid_0's l1: 11.6692\n",
"[50]\tvalid_0's poisson: -100.566\tvalid_0's l1: 11.6661\n",
"[51]\tvalid_0's poisson: -100.332\tvalid_0's l1: 11.6586\n",
"[52]\tvalid_0's poisson: -100.526\tvalid_0's l1: 11.656\n",
"[53]\tvalid_0's poisson: -100.667\tvalid_0's l1: 11.6557\n",
"[54]\tvalid_0's poisson: -100.373\tvalid_0's l1: 11.6519\n",
"[55]\tvalid_0's poisson: -100.432\tvalid_0's l1: 11.6614\n",
"[56]\tvalid_0's poisson: -100.502\tvalid_0's l1: 11.6633\n",
"[57]\tvalid_0's poisson: -100.938\tvalid_0's l1: 11.6048\n",
"[58]\tvalid_0's poisson: -100.694\tvalid_0's l1: 11.6017\n",
"[59]\tvalid_0's poisson: -100.811\tvalid_0's l1: 11.5827\n",
"[60]\tvalid_0's poisson: -100.877\tvalid_0's l1: 11.5776\n",
"[61]\tvalid_0's poisson: -100.871\tvalid_0's l1: 11.5766\n",
"[62]\tvalid_0's poisson: -100.825\tvalid_0's l1: 11.5823\n",
"[63]\tvalid_0's poisson: -100.801\tvalid_0's l1: 11.593\n",
"[64]\tvalid_0's poisson: -100.732\tvalid_0's l1: 11.5947\n",
"[65]\tvalid_0's poisson: -100.984\tvalid_0's l1: 11.5961\n",
"[66]\tvalid_0's poisson: -101.051\tvalid_0's l1: 11.5964\n",
"[67]\tvalid_0's poisson: -101.059\tvalid_0's l1: 11.5925\n",
"[68]\tvalid_0's poisson: -101.157\tvalid_0's l1: 11.588\n",
"[69]\tvalid_0's poisson: -100.964\tvalid_0's l1: 11.5839\n",
"[70]\tvalid_0's poisson: -100.994\tvalid_0's l1: 11.5846\n",
"[71]\tvalid_0's poisson: -100.983\tvalid_0's l1: 11.5555\n",
"[72]\tvalid_0's poisson: -101.091\tvalid_0's l1: 11.5687\n",
"[73]\tvalid_0's poisson: -100.888\tvalid_0's l1: 11.573\n",
"[74]\tvalid_0's poisson: -100.776\tvalid_0's l1: 11.5763\n",
"[75]\tvalid_0's poisson: -100.724\tvalid_0's l1: 11.5727\n",
"[76]\tvalid_0's poisson: -100.804\tvalid_0's l1: 11.5763\n",
"[77]\tvalid_0's poisson: -100.747\tvalid_0's l1: 11.5733\n",
"[78]\tvalid_0's poisson: -100.686\tvalid_0's l1: 11.5867\n",
"[79]\tvalid_0's poisson: -100.687\tvalid_0's l1: 11.5779\n",
"[80]\tvalid_0's poisson: -100.677\tvalid_0's l1: 11.5789\n",
"[81]\tvalid_0's poisson: -100.722\tvalid_0's l1: 11.5759\n",
"[82]\tvalid_0's poisson: -100.196\tvalid_0's l1: 11.5674\n",
"[83]\tvalid_0's poisson: -100.35\tvalid_0's l1: 11.5619\n",
"[84]\tvalid_0's poisson: -100.524\tvalid_0's l1: 11.5596\n",
"[85]\tvalid_0's poisson: -100.489\tvalid_0's l1: 11.533\n",
"[86]\tvalid_0's poisson: -100.759\tvalid_0's l1: 11.5275\n",
"[87]\tvalid_0's poisson: -100.825\tvalid_0's l1: 11.5116\n",
"[88]\tvalid_0's poisson: -100.906\tvalid_0's l1: 11.5153\n",
"[89]\tvalid_0's poisson: -100.873\tvalid_0's l1: 11.5105\n",
"[90]\tvalid_0's poisson: -100.712\tvalid_0's l1: 11.5124\n",
"[91]\tvalid_0's poisson: -100.817\tvalid_0's l1: 11.5194\n",
"[92]\tvalid_0's poisson: -100.714\tvalid_0's l1: 11.5194\n",
"[93]\tvalid_0's poisson: -100.775\tvalid_0's l1: 11.522\n",
"[94]\tvalid_0's poisson: -100.761\tvalid_0's l1: 11.5155\n",
"[95]\tvalid_0's poisson: -100.479\tvalid_0's l1: 11.4744\n",
"[96]\tvalid_0's poisson: -100.495\tvalid_0's l1: 11.4741\n",
"[97]\tvalid_0's poisson: -100.478\tvalid_0's l1: 11.4944\n",
"[98]\tvalid_0's poisson: -100.784\tvalid_0's l1: 11.4953\n",
"[99]\tvalid_0's poisson: -100.789\tvalid_0's l1: 11.4777\n",
"[100]\tvalid_0's poisson: -100.811\tvalid_0's l1: 11.4855\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.891\tvalid_0's l1: 18.1594\n",
"[2]\tvalid_0's poisson: -99.6727\tvalid_0's l1: 14.8008\n",
"[3]\tvalid_0's poisson: -100.134\tvalid_0's l1: 13.7395\n",
"[4]\tvalid_0's poisson: -101.788\tvalid_0's l1: 13.5603\n",
"[5]\tvalid_0's poisson: -101.134\tvalid_0's l1: 13.5178\n",
"[6]\tvalid_0's poisson: -100.943\tvalid_0's l1: 13.1276\n",
"[7]\tvalid_0's poisson: -101.707\tvalid_0's l1: 12.9202\n",
"[8]\tvalid_0's poisson: -101.749\tvalid_0's l1: 12.5773\n",
"[9]\tvalid_0's poisson: -103.457\tvalid_0's l1: 12.4321\n",
"[10]\tvalid_0's poisson: -103.475\tvalid_0's l1: 12.3878\n",
"[11]\tvalid_0's poisson: -103.432\tvalid_0's l1: 12.2776\n",
"[12]\tvalid_0's poisson: -103.212\tvalid_0's l1: 12.264\n",
"[13]\tvalid_0's poisson: -102.926\tvalid_0's l1: 12.2211\n",
"[14]\tvalid_0's poisson: -102.76\tvalid_0's l1: 12.2238\n",
"[15]\tvalid_0's poisson: -102.912\tvalid_0's l1: 12.2381\n",
"[16]\tvalid_0's poisson: -102.548\tvalid_0's l1: 12.1993\n",
"[17]\tvalid_0's poisson: -102.899\tvalid_0's l1: 11.9984\n",
"[18]\tvalid_0's poisson: -103.095\tvalid_0's l1: 12.0005\n",
"[19]\tvalid_0's poisson: -102.623\tvalid_0's l1: 12.0436\n",
"[20]\tvalid_0's poisson: -102.979\tvalid_0's l1: 12.0257\n",
"[21]\tvalid_0's poisson: -102.897\tvalid_0's l1: 12.0247\n",
"[22]\tvalid_0's poisson: -103.388\tvalid_0's l1: 11.9973\n",
"[23]\tvalid_0's poisson: -103.089\tvalid_0's l1: 12.0079\n",
"[24]\tvalid_0's poisson: -103.306\tvalid_0's l1: 12.0155\n",
"[25]\tvalid_0's poisson: -103.763\tvalid_0's l1: 11.968\n",
"[26]\tvalid_0's poisson: -103.799\tvalid_0's l1: 11.9658\n",
"[27]\tvalid_0's poisson: -103.496\tvalid_0's l1: 11.9424\n",
"[28]\tvalid_0's poisson: -103.529\tvalid_0's l1: 11.9193\n",
"[29]\tvalid_0's poisson: -103.501\tvalid_0's l1: 11.9096\n",
"[30]\tvalid_0's poisson: -103.574\tvalid_0's l1: 11.853\n",
"[31]\tvalid_0's poisson: -103.2\tvalid_0's l1: 11.7839\n",
"[32]\tvalid_0's poisson: -103.227\tvalid_0's l1: 11.775\n",
"[33]\tvalid_0's poisson: -103.237\tvalid_0's l1: 11.7686\n",
"[34]\tvalid_0's poisson: -103.166\tvalid_0's l1: 11.7692\n",
"[35]\tvalid_0's poisson: -103.139\tvalid_0's l1: 11.7839\n",
"[36]\tvalid_0's poisson: -103.446\tvalid_0's l1: 11.6912\n",
"[37]\tvalid_0's poisson: -103.354\tvalid_0's l1: 11.6767\n",
"[38]\tvalid_0's poisson: -103.047\tvalid_0's l1: 11.6302\n",
"[39]\tvalid_0's poisson: -102.951\tvalid_0's l1: 11.6694\n",
"[40]\tvalid_0's poisson: -103.114\tvalid_0's l1: 11.6189\n",
"[41]\tvalid_0's poisson: -103.079\tvalid_0's l1: 11.6005\n",
"[42]\tvalid_0's poisson: -103.127\tvalid_0's l1: 11.5808\n",
"[43]\tvalid_0's poisson: -103.05\tvalid_0's l1: 11.569\n",
"[44]\tvalid_0's poisson: -102.964\tvalid_0's l1: 11.5596\n",
"[45]\tvalid_0's poisson: -102.993\tvalid_0's l1: 11.5526\n",
"[46]\tvalid_0's poisson: -102.96\tvalid_0's l1: 11.5395\n",
"[47]\tvalid_0's poisson: -102.952\tvalid_0's l1: 11.5393\n",
"[48]\tvalid_0's poisson: -102.905\tvalid_0's l1: 11.5392\n",
"[49]\tvalid_0's poisson: -102.917\tvalid_0's l1: 11.4451\n",
"[50]\tvalid_0's poisson: -102.95\tvalid_0's l1: 11.442\n",
"[51]\tvalid_0's poisson: -102.838\tvalid_0's l1: 11.4826\n",
"[52]\tvalid_0's poisson: -102.761\tvalid_0's l1: 11.4698\n",
"[53]\tvalid_0's poisson: -102.663\tvalid_0's l1: 11.4694\n",
"[54]\tvalid_0's poisson: -102.496\tvalid_0's l1: 11.4781\n",
"[55]\tvalid_0's poisson: -102.477\tvalid_0's l1: 11.3548\n",
"[56]\tvalid_0's poisson: -102.694\tvalid_0's l1: 11.3305\n",
"[57]\tvalid_0's poisson: -102.842\tvalid_0's l1: 11.304\n",
"[58]\tvalid_0's poisson: -103.041\tvalid_0's l1: 11.2913\n",
"[59]\tvalid_0's poisson: -103.21\tvalid_0's l1: 11.2959\n",
"[60]\tvalid_0's poisson: -103.154\tvalid_0's l1: 11.301\n",
"[61]\tvalid_0's poisson: -102.977\tvalid_0's l1: 11.3066\n",
"[62]\tvalid_0's poisson: -103.055\tvalid_0's l1: 11.3133\n",
"[63]\tvalid_0's poisson: -103.036\tvalid_0's l1: 11.3069\n",
"[64]\tvalid_0's poisson: -102.833\tvalid_0's l1: 11.3232\n",
"[65]\tvalid_0's poisson: -103.012\tvalid_0's l1: 11.3432\n",
"[66]\tvalid_0's poisson: -103.03\tvalid_0's l1: 11.3332\n",
"[67]\tvalid_0's poisson: -102.963\tvalid_0's l1: 11.319\n",
"[68]\tvalid_0's poisson: -103.055\tvalid_0's l1: 11.3001\n",
"[69]\tvalid_0's poisson: -102.823\tvalid_0's l1: 11.3027\n",
"[70]\tvalid_0's poisson: -102.765\tvalid_0's l1: 11.2914\n",
"[71]\tvalid_0's poisson: -102.895\tvalid_0's l1: 11.2865\n",
"[72]\tvalid_0's poisson: -102.935\tvalid_0's l1: 11.2877\n",
"[73]\tvalid_0's poisson: -102.83\tvalid_0's l1: 11.2805\n",
"[74]\tvalid_0's poisson: -102.884\tvalid_0's l1: 11.2852\n",
"[75]\tvalid_0's poisson: -102.888\tvalid_0's l1: 11.2863\n",
"[76]\tvalid_0's poisson: -102.901\tvalid_0's l1: 11.2733\n",
"[77]\tvalid_0's poisson: -102.903\tvalid_0's l1: 11.2549\n",
"[78]\tvalid_0's poisson: -102.72\tvalid_0's l1: 11.2581\n",
"[79]\tvalid_0's poisson: -102.74\tvalid_0's l1: 11.2643\n",
"[80]\tvalid_0's poisson: -102.73\tvalid_0's l1: 11.2625\n",
"[81]\tvalid_0's poisson: -102.735\tvalid_0's l1: 11.269\n",
"[82]\tvalid_0's poisson: -102.807\tvalid_0's l1: 11.2654\n",
"[83]\tvalid_0's poisson: -102.769\tvalid_0's l1: 11.2661\n",
"[84]\tvalid_0's poisson: -102.675\tvalid_0's l1: 11.2675\n",
"[85]\tvalid_0's poisson: -102.697\tvalid_0's l1: 11.272\n",
"[86]\tvalid_0's poisson: -102.679\tvalid_0's l1: 11.233\n",
"[87]\tvalid_0's poisson: -102.63\tvalid_0's l1: 11.2422\n",
"[88]\tvalid_0's poisson: -102.576\tvalid_0's l1: 11.2462\n",
"[89]\tvalid_0's poisson: -102.557\tvalid_0's l1: 11.2481\n",
"[90]\tvalid_0's poisson: -102.622\tvalid_0's l1: 11.2536\n",
"[91]\tvalid_0's poisson: -102.672\tvalid_0's l1: 11.2332\n",
"[92]\tvalid_0's poisson: -102.607\tvalid_0's l1: 11.2356\n",
"[93]\tvalid_0's poisson: -102.585\tvalid_0's l1: 11.2399\n",
"[94]\tvalid_0's poisson: -102.555\tvalid_0's l1: 11.2544\n",
"[95]\tvalid_0's poisson: -102.519\tvalid_0's l1: 11.2817\n",
"[96]\tvalid_0's poisson: -102.473\tvalid_0's l1: 11.281\n",
"[97]\tvalid_0's poisson: -102.495\tvalid_0's l1: 11.281\n",
"[98]\tvalid_0's poisson: -102.512\tvalid_0's l1: 11.2889\n",
"[99]\tvalid_0's poisson: -102.565\tvalid_0's l1: 11.2981\n",
"[100]\tvalid_0's poisson: -102.547\tvalid_0's l1: 11.2966\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.868\tvalid_0's l1: 18.1798\n",
"[2]\tvalid_0's poisson: -99.3834\tvalid_0's l1: 15.0045\n",
"[3]\tvalid_0's poisson: -103.148\tvalid_0's l1: 13.8415\n",
"[4]\tvalid_0's poisson: -101.52\tvalid_0's l1: 13.3039\n",
"[5]\tvalid_0's poisson: -102.163\tvalid_0's l1: 13.2171\n",
"[6]\tvalid_0's poisson: -101.788\tvalid_0's l1: 13.1958\n",
"[7]\tvalid_0's poisson: -101.48\tvalid_0's l1: 12.92\n",
"[8]\tvalid_0's poisson: -101.555\tvalid_0's l1: 12.6292\n",
"[9]\tvalid_0's poisson: -102.07\tvalid_0's l1: 12.5546\n",
"[10]\tvalid_0's poisson: -102.095\tvalid_0's l1: 12.4796\n",
"[11]\tvalid_0's poisson: -102.374\tvalid_0's l1: 12.4119\n",
"[12]\tvalid_0's poisson: -102.287\tvalid_0's l1: 12.3363\n",
"[13]\tvalid_0's poisson: -101.704\tvalid_0's l1: 12.3255\n",
"[14]\tvalid_0's poisson: -101.759\tvalid_0's l1: 12.3129\n",
"[15]\tvalid_0's poisson: -101.114\tvalid_0's l1: 12.2397\n",
"[16]\tvalid_0's poisson: -101.37\tvalid_0's l1: 12.2057\n",
"[17]\tvalid_0's poisson: -102.034\tvalid_0's l1: 12.1963\n",
"[18]\tvalid_0's poisson: -102.384\tvalid_0's l1: 12.1694\n",
"[19]\tvalid_0's poisson: -101.732\tvalid_0's l1: 12.2451\n",
"[20]\tvalid_0's poisson: -101.534\tvalid_0's l1: 12.2533\n",
"[21]\tvalid_0's poisson: -101.933\tvalid_0's l1: 12.055\n",
"[22]\tvalid_0's poisson: -101.686\tvalid_0's l1: 12.0416\n",
"[23]\tvalid_0's poisson: -101.72\tvalid_0's l1: 12.0182\n",
"[24]\tvalid_0's poisson: -101.761\tvalid_0's l1: 11.9735\n",
"[25]\tvalid_0's poisson: -101.775\tvalid_0's l1: 11.9354\n",
"[26]\tvalid_0's poisson: -102.025\tvalid_0's l1: 11.9227\n",
"[27]\tvalid_0's poisson: -102.11\tvalid_0's l1: 11.9197\n",
"[28]\tvalid_0's poisson: -102.065\tvalid_0's l1: 11.9134\n",
"[29]\tvalid_0's poisson: -101.912\tvalid_0's l1: 11.8688\n",
"[30]\tvalid_0's poisson: -101.966\tvalid_0's l1: 11.9082\n",
"[31]\tvalid_0's poisson: -102.281\tvalid_0's l1: 11.8963\n",
"[32]\tvalid_0's poisson: -101.976\tvalid_0's l1: 11.8807\n",
"[33]\tvalid_0's poisson: -101.776\tvalid_0's l1: 11.8792\n",
"[34]\tvalid_0's poisson: -101.861\tvalid_0's l1: 11.8885\n",
"[35]\tvalid_0's poisson: -102.271\tvalid_0's l1: 11.8634\n",
"[36]\tvalid_0's poisson: -102.195\tvalid_0's l1: 11.8068\n",
"[37]\tvalid_0's poisson: -102.304\tvalid_0's l1: 11.7936\n",
"[38]\tvalid_0's poisson: -102.37\tvalid_0's l1: 11.7932\n",
"[39]\tvalid_0's poisson: -102.331\tvalid_0's l1: 11.7673\n",
"[40]\tvalid_0's poisson: -102.631\tvalid_0's l1: 11.7705\n",
"[41]\tvalid_0's poisson: -102.553\tvalid_0's l1: 11.7629\n",
"[42]\tvalid_0's poisson: -102.557\tvalid_0's l1: 11.7765\n",
"[43]\tvalid_0's poisson: -102.583\tvalid_0's l1: 11.7067\n",
"[44]\tvalid_0's poisson: -102.461\tvalid_0's l1: 11.708\n",
"[45]\tvalid_0's poisson: -102.403\tvalid_0's l1: 11.7036\n",
"[46]\tvalid_0's poisson: -102.462\tvalid_0's l1: 11.6874\n",
"[47]\tvalid_0's poisson: -102.239\tvalid_0's l1: 11.6702\n",
"[48]\tvalid_0's poisson: -102.323\tvalid_0's l1: 11.6915\n",
"[49]\tvalid_0's poisson: -102.261\tvalid_0's l1: 11.6883\n",
"[50]\tvalid_0's poisson: -102.186\tvalid_0's l1: 11.6668\n",
"[51]\tvalid_0's poisson: -102.276\tvalid_0's l1: 11.6786\n",
"[52]\tvalid_0's poisson: -102.374\tvalid_0's l1: 11.6672\n",
"[53]\tvalid_0's poisson: -102.147\tvalid_0's l1: 11.6847\n",
"[54]\tvalid_0's poisson: -102.07\tvalid_0's l1: 11.6655\n",
"[55]\tvalid_0's poisson: -102.078\tvalid_0's l1: 11.6858\n",
"[56]\tvalid_0's poisson: -102.014\tvalid_0's l1: 11.6729\n",
"[57]\tvalid_0's poisson: -101.955\tvalid_0's l1: 11.6536\n",
"[58]\tvalid_0's poisson: -101.888\tvalid_0's l1: 11.6409\n",
"[59]\tvalid_0's poisson: -102.076\tvalid_0's l1: 11.6259\n",
"[60]\tvalid_0's poisson: -102.449\tvalid_0's l1: 11.5963\n",
"[61]\tvalid_0's poisson: -102.338\tvalid_0's l1: 11.5535\n",
"[62]\tvalid_0's poisson: -102.25\tvalid_0's l1: 11.5464\n",
"[63]\tvalid_0's poisson: -102.254\tvalid_0's l1: 11.5498\n",
"[64]\tvalid_0's poisson: -102.324\tvalid_0's l1: 11.5402\n",
"[65]\tvalid_0's poisson: -102.04\tvalid_0's l1: 11.5414\n",
"[66]\tvalid_0's poisson: -101.971\tvalid_0's l1: 11.5398\n",
"[67]\tvalid_0's poisson: -101.951\tvalid_0's l1: 11.5372\n",
"[68]\tvalid_0's poisson: -102.014\tvalid_0's l1: 11.533\n",
"[69]\tvalid_0's poisson: -101.799\tvalid_0's l1: 11.5363\n",
"[70]\tvalid_0's poisson: -102.039\tvalid_0's l1: 11.5357\n",
"[71]\tvalid_0's poisson: -101.814\tvalid_0's l1: 11.5328\n",
"[72]\tvalid_0's poisson: -101.479\tvalid_0's l1: 11.5328\n",
"[73]\tvalid_0's poisson: -101.328\tvalid_0's l1: 11.5386\n",
"[74]\tvalid_0's poisson: -101.861\tvalid_0's l1: 11.511\n",
"[75]\tvalid_0's poisson: -101.536\tvalid_0's l1: 11.506\n",
"[76]\tvalid_0's poisson: -101.369\tvalid_0's l1: 11.508\n",
"[77]\tvalid_0's poisson: -101.397\tvalid_0's l1: 11.4609\n",
"[78]\tvalid_0's poisson: -101.57\tvalid_0's l1: 11.4645\n",
"[79]\tvalid_0's poisson: -101.63\tvalid_0's l1: 11.4176\n",
"[80]\tvalid_0's poisson: -101.529\tvalid_0's l1: 11.4171\n",
"[81]\tvalid_0's poisson: -101.559\tvalid_0's l1: 11.4194\n",
"[82]\tvalid_0's poisson: -101.397\tvalid_0's l1: 11.4205\n",
"[83]\tvalid_0's poisson: -101.655\tvalid_0's l1: 11.4196\n",
"[84]\tvalid_0's poisson: -101.604\tvalid_0's l1: 11.4178\n",
"[85]\tvalid_0's poisson: -101.593\tvalid_0's l1: 11.4163\n",
"[86]\tvalid_0's poisson: -101.542\tvalid_0's l1: 11.4119\n",
"[87]\tvalid_0's poisson: -101.612\tvalid_0's l1: 11.4164\n",
"[88]\tvalid_0's poisson: -101.555\tvalid_0's l1: 11.4164\n",
"[89]\tvalid_0's poisson: -101.209\tvalid_0's l1: 11.4162\n",
"[90]\tvalid_0's poisson: -101.148\tvalid_0's l1: 11.4211\n",
"[91]\tvalid_0's poisson: -101.266\tvalid_0's l1: 11.3948\n",
"[92]\tvalid_0's poisson: -101.081\tvalid_0's l1: 11.3968\n",
"[93]\tvalid_0's poisson: -101.417\tvalid_0's l1: 11.3709\n",
"[94]\tvalid_0's poisson: -101.389\tvalid_0's l1: 11.3655\n",
"[95]\tvalid_0's poisson: -101.295\tvalid_0's l1: 11.3731\n",
"[96]\tvalid_0's poisson: -101.367\tvalid_0's l1: 11.3763\n",
"[97]\tvalid_0's poisson: -101.46\tvalid_0's l1: 11.3705\n",
"[98]\tvalid_0's poisson: -101.456\tvalid_0's l1: 11.366\n",
"[99]\tvalid_0's poisson: -101.252\tvalid_0's l1: 11.3158\n",
"[100]\tvalid_0's poisson: -101.116\tvalid_0's l1: 11.3146\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2104\tvalid_0's l1: 28.3064\n",
"[2]\tvalid_0's poisson: -85.583\tvalid_0's l1: 27.3365\n",
"[3]\tvalid_0's poisson: -87.5865\tvalid_0's l1: 26.4461\n",
"[4]\tvalid_0's poisson: -89.2143\tvalid_0's l1: 25.6394\n",
"[5]\tvalid_0's poisson: -90.6613\tvalid_0's l1: 24.8772\n",
"[6]\tvalid_0's poisson: -91.8818\tvalid_0's l1: 24.208\n",
"[7]\tvalid_0's poisson: -92.9231\tvalid_0's l1: 23.6284\n",
"[8]\tvalid_0's poisson: -93.8881\tvalid_0's l1: 23.0933\n",
"[9]\tvalid_0's poisson: -94.735\tvalid_0's l1: 22.5802\n",
"[10]\tvalid_0's poisson: -95.5481\tvalid_0's l1: 22.0902\n",
"[11]\tvalid_0's poisson: -96.1882\tvalid_0's l1: 21.6445\n",
"[12]\tvalid_0's poisson: -97.3905\tvalid_0's l1: 21.1196\n",
"[13]\tvalid_0's poisson: -97.9403\tvalid_0's l1: 20.7144\n",
"[14]\tvalid_0's poisson: -98.3369\tvalid_0's l1: 20.4315\n",
"[15]\tvalid_0's poisson: -99.1479\tvalid_0's l1: 19.9771\n",
"[16]\tvalid_0's poisson: -99.4734\tvalid_0's l1: 19.7381\n",
"[17]\tvalid_0's poisson: -100.199\tvalid_0's l1: 19.3204\n",
"[18]\tvalid_0's poisson: -100.462\tvalid_0's l1: 19.112\n",
"[19]\tvalid_0's poisson: -100.993\tvalid_0's l1: 18.7491\n",
"[20]\tvalid_0's poisson: -101.323\tvalid_0's l1: 18.4962\n",
"[21]\tvalid_0's poisson: -101.638\tvalid_0's l1: 18.2249\n",
"[22]\tvalid_0's poisson: -101.83\tvalid_0's l1: 18.0612\n",
"[23]\tvalid_0's poisson: -102.204\tvalid_0's l1: 17.8299\n",
"[24]\tvalid_0's poisson: -102.442\tvalid_0's l1: 17.6223\n",
"[25]\tvalid_0's poisson: -102.558\tvalid_0's l1: 17.5201\n",
"[26]\tvalid_0's poisson: -102.906\tvalid_0's l1: 17.263\n",
"[27]\tvalid_0's poisson: -103.207\tvalid_0's l1: 17.0204\n",
"[28]\tvalid_0's poisson: -103.328\tvalid_0's l1: 16.9125\n",
"[29]\tvalid_0's poisson: -103.563\tvalid_0's l1: 16.7671\n",
"[30]\tvalid_0's poisson: -103.949\tvalid_0's l1: 16.5129\n",
"[31]\tvalid_0's poisson: -104.063\tvalid_0's l1: 16.3792\n",
"[32]\tvalid_0's poisson: -104.264\tvalid_0's l1: 16.1927\n",
"[33]\tvalid_0's poisson: -104.474\tvalid_0's l1: 16.0391\n",
"[34]\tvalid_0's poisson: -104.693\tvalid_0's l1: 15.8725\n",
"[35]\tvalid_0's poisson: -104.812\tvalid_0's l1: 15.758\n",
"[36]\tvalid_0's poisson: -104.911\tvalid_0's l1: 15.6739\n",
"[37]\tvalid_0's poisson: -104.957\tvalid_0's l1: 15.6177\n",
"[38]\tvalid_0's poisson: -105.021\tvalid_0's l1: 15.553\n",
"[39]\tvalid_0's poisson: -105.059\tvalid_0's l1: 15.5105\n",
"[40]\tvalid_0's poisson: -105.095\tvalid_0's l1: 15.4675\n",
"[41]\tvalid_0's poisson: -105.32\tvalid_0's l1: 15.2938\n",
"[42]\tvalid_0's poisson: -105.382\tvalid_0's l1: 15.2085\n",
"[43]\tvalid_0's poisson: -105.452\tvalid_0's l1: 15.1181\n",
"[44]\tvalid_0's poisson: -105.489\tvalid_0's l1: 15.0795\n",
"[45]\tvalid_0's poisson: -105.57\tvalid_0's l1: 14.9959\n",
"[46]\tvalid_0's poisson: -105.584\tvalid_0's l1: 14.9697\n",
"[47]\tvalid_0's poisson: -105.796\tvalid_0's l1: 14.7835\n",
"[48]\tvalid_0's poisson: -105.797\tvalid_0's l1: 14.7568\n",
"[49]\tvalid_0's poisson: -105.975\tvalid_0's l1: 14.5963\n",
"[50]\tvalid_0's poisson: -106.036\tvalid_0's l1: 14.5171\n",
"[51]\tvalid_0's poisson: -106.177\tvalid_0's l1: 14.3835\n",
"[52]\tvalid_0's poisson: -106.226\tvalid_0's l1: 14.3156\n",
"[53]\tvalid_0's poisson: -106.241\tvalid_0's l1: 14.2916\n",
"[54]\tvalid_0's poisson: -106.238\tvalid_0's l1: 14.271\n",
"[55]\tvalid_0's poisson: -106.268\tvalid_0's l1: 14.2383\n",
"[56]\tvalid_0's poisson: -106.281\tvalid_0's l1: 14.2106\n",
"[57]\tvalid_0's poisson: -106.348\tvalid_0's l1: 14.1261\n",
"[58]\tvalid_0's poisson: -106.372\tvalid_0's l1: 14.0914\n",
"[59]\tvalid_0's poisson: -106.358\tvalid_0's l1: 14.0491\n",
"[60]\tvalid_0's poisson: -106.398\tvalid_0's l1: 14.0009\n",
"[61]\tvalid_0's poisson: -106.432\tvalid_0's l1: 13.957\n",
"[62]\tvalid_0's poisson: -106.437\tvalid_0's l1: 13.9145\n",
"[63]\tvalid_0's poisson: -106.479\tvalid_0's l1: 13.8965\n",
"[64]\tvalid_0's poisson: -106.489\tvalid_0's l1: 13.8687\n",
"[65]\tvalid_0's poisson: -106.503\tvalid_0's l1: 13.8462\n",
"[66]\tvalid_0's poisson: -106.465\tvalid_0's l1: 13.8353\n",
"[67]\tvalid_0's poisson: -106.46\tvalid_0's l1: 13.8093\n",
"[68]\tvalid_0's poisson: -106.504\tvalid_0's l1: 13.7657\n",
"[69]\tvalid_0's poisson: -106.522\tvalid_0's l1: 13.7465\n",
"[70]\tvalid_0's poisson: -106.546\tvalid_0's l1: 13.7339\n",
"[71]\tvalid_0's poisson: -106.609\tvalid_0's l1: 13.6458\n",
"[72]\tvalid_0's poisson: -106.649\tvalid_0's l1: 13.6357\n",
"[73]\tvalid_0's poisson: -106.629\tvalid_0's l1: 13.6188\n",
"[74]\tvalid_0's poisson: -106.696\tvalid_0's l1: 13.5406\n",
"[75]\tvalid_0's poisson: -106.701\tvalid_0's l1: 13.5305\n",
"[76]\tvalid_0's poisson: -106.756\tvalid_0's l1: 13.4689\n",
"[77]\tvalid_0's poisson: -106.753\tvalid_0's l1: 13.4583\n",
"[78]\tvalid_0's poisson: -106.776\tvalid_0's l1: 13.4284\n",
"[79]\tvalid_0's poisson: -106.766\tvalid_0's l1: 13.4138\n",
"[80]\tvalid_0's poisson: -106.788\tvalid_0's l1: 13.3855\n",
"[81]\tvalid_0's poisson: -106.791\tvalid_0's l1: 13.378\n",
"[82]\tvalid_0's poisson: -106.803\tvalid_0's l1: 13.3712\n",
"[83]\tvalid_0's poisson: -106.795\tvalid_0's l1: 13.3576\n",
"[84]\tvalid_0's poisson: -106.842\tvalid_0's l1: 13.3049\n",
"[85]\tvalid_0's poisson: -106.825\tvalid_0's l1: 13.2927\n",
"[86]\tvalid_0's poisson: -106.816\tvalid_0's l1: 13.2816\n",
"[87]\tvalid_0's poisson: -106.819\tvalid_0's l1: 13.2724\n",
"[88]\tvalid_0's poisson: -106.811\tvalid_0's l1: 13.2641\n",
"[89]\tvalid_0's poisson: -106.823\tvalid_0's l1: 13.2149\n",
"[90]\tvalid_0's poisson: -106.826\tvalid_0's l1: 13.2109\n",
"[91]\tvalid_0's poisson: -106.81\tvalid_0's l1: 13.1928\n",
"[92]\tvalid_0's poisson: -106.76\tvalid_0's l1: 13.1743\n",
"[93]\tvalid_0's poisson: -106.741\tvalid_0's l1: 13.1597\n",
"[94]\tvalid_0's poisson: -106.742\tvalid_0's l1: 13.1525\n",
"[95]\tvalid_0's poisson: -106.746\tvalid_0's l1: 13.1449\n",
"[96]\tvalid_0's poisson: -106.709\tvalid_0's l1: 13.1331\n",
"[97]\tvalid_0's poisson: -106.711\tvalid_0's l1: 13.1265\n",
"[98]\tvalid_0's poisson: -106.712\tvalid_0's l1: 13.1183\n",
"[99]\tvalid_0's poisson: -106.716\tvalid_0's l1: 13.0985\n",
"[100]\tvalid_0's poisson: -106.72\tvalid_0's l1: 13.0841\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2811\tvalid_0's l1: 28.2802\n",
"[2]\tvalid_0's poisson: -85.7733\tvalid_0's l1: 27.2745\n",
"[3]\tvalid_0's poisson: -87.8102\tvalid_0's l1: 26.3674\n",
"[4]\tvalid_0's poisson: -89.486\tvalid_0's l1: 25.5306\n",
"[5]\tvalid_0's poisson: -90.8941\tvalid_0's l1: 24.7929\n",
"[6]\tvalid_0's poisson: -92.0563\tvalid_0's l1: 24.1321\n",
"[7]\tvalid_0's poisson: -93.0916\tvalid_0's l1: 23.5484\n",
"[8]\tvalid_0's poisson: -93.9565\tvalid_0's l1: 23.0226\n",
"[9]\tvalid_0's poisson: -94.7118\tvalid_0's l1: 22.5476\n",
"[10]\tvalid_0's poisson: -95.462\tvalid_0's l1: 22.1039\n",
"[11]\tvalid_0's poisson: -96.1919\tvalid_0's l1: 21.6477\n",
"[12]\tvalid_0's poisson: -96.7\tvalid_0's l1: 21.3144\n",
"[13]\tvalid_0's poisson: -97.242\tvalid_0's l1: 20.9673\n",
"[14]\tvalid_0's poisson: -98.1979\tvalid_0's l1: 20.508\n",
"[15]\tvalid_0's poisson: -98.6997\tvalid_0's l1: 20.1431\n",
"[16]\tvalid_0's poisson: -99.089\tvalid_0's l1: 19.8703\n",
"[17]\tvalid_0's poisson: -99.9033\tvalid_0's l1: 19.4178\n",
"[18]\tvalid_0's poisson: -100.203\tvalid_0's l1: 19.1849\n",
"[19]\tvalid_0's poisson: -100.563\tvalid_0's l1: 18.9016\n",
"[20]\tvalid_0's poisson: -100.893\tvalid_0's l1: 18.659\n",
"[21]\tvalid_0's poisson: -101.355\tvalid_0's l1: 18.41\n",
"[22]\tvalid_0's poisson: -101.774\tvalid_0's l1: 18.1307\n",
"[23]\tvalid_0's poisson: -101.938\tvalid_0's l1: 17.9876\n",
"[24]\tvalid_0's poisson: -102.53\tvalid_0's l1: 17.6475\n",
"[25]\tvalid_0's poisson: -102.664\tvalid_0's l1: 17.5299\n",
"[26]\tvalid_0's poisson: -102.85\tvalid_0's l1: 17.3385\n",
"[27]\tvalid_0's poisson: -103.192\tvalid_0's l1: 17.0678\n",
"[28]\tvalid_0's poisson: -103.608\tvalid_0's l1: 16.7981\n",
"[29]\tvalid_0's poisson: -103.761\tvalid_0's l1: 16.675\n",
"[30]\tvalid_0's poisson: -104.069\tvalid_0's l1: 16.4628\n",
"[31]\tvalid_0's poisson: -104.292\tvalid_0's l1: 16.2616\n",
"[32]\tvalid_0's poisson: -104.407\tvalid_0's l1: 16.1215\n",
"[33]\tvalid_0's poisson: -104.568\tvalid_0's l1: 15.9968\n",
"[34]\tvalid_0's poisson: -104.787\tvalid_0's l1: 15.8166\n",
"[35]\tvalid_0's poisson: -104.839\tvalid_0's l1: 15.757\n",
"[36]\tvalid_0's poisson: -104.884\tvalid_0's l1: 15.7109\n",
"[37]\tvalid_0's poisson: -104.954\tvalid_0's l1: 15.6382\n",
"[38]\tvalid_0's poisson: -105.001\tvalid_0's l1: 15.5847\n",
"[39]\tvalid_0's poisson: -105.061\tvalid_0's l1: 15.5223\n",
"[40]\tvalid_0's poisson: -105.144\tvalid_0's l1: 15.4186\n",
"[41]\tvalid_0's poisson: -105.291\tvalid_0's l1: 15.3081\n",
"[42]\tvalid_0's poisson: -105.376\tvalid_0's l1: 15.2118\n",
"[43]\tvalid_0's poisson: -105.482\tvalid_0's l1: 15.1113\n",
"[44]\tvalid_0's poisson: -105.53\tvalid_0's l1: 15.0604\n",
"[45]\tvalid_0's poisson: -105.656\tvalid_0's l1: 14.9566\n",
"[46]\tvalid_0's poisson: -105.683\tvalid_0's l1: 14.9233\n",
"[47]\tvalid_0's poisson: -105.854\tvalid_0's l1: 14.7576\n",
"[48]\tvalid_0's poisson: -105.916\tvalid_0's l1: 14.6804\n",
"[49]\tvalid_0's poisson: -105.948\tvalid_0's l1: 14.6326\n",
"[50]\tvalid_0's poisson: -105.995\tvalid_0's l1: 14.5773\n",
"[51]\tvalid_0's poisson: -106.048\tvalid_0's l1: 14.5261\n",
"[52]\tvalid_0's poisson: -106.124\tvalid_0's l1: 14.4306\n",
"[53]\tvalid_0's poisson: -106.109\tvalid_0's l1: 14.4042\n",
"[54]\tvalid_0's poisson: -106.24\tvalid_0's l1: 14.2804\n",
"[55]\tvalid_0's poisson: -106.284\tvalid_0's l1: 14.2248\n",
"[56]\tvalid_0's poisson: -106.313\tvalid_0's l1: 14.1837\n",
"[57]\tvalid_0's poisson: -106.33\tvalid_0's l1: 14.1514\n",
"[58]\tvalid_0's poisson: -106.348\tvalid_0's l1: 14.1251\n",
"[59]\tvalid_0's poisson: -106.365\tvalid_0's l1: 14.06\n",
"[60]\tvalid_0's poisson: -106.408\tvalid_0's l1: 14.0075\n",
"[61]\tvalid_0's poisson: -106.424\tvalid_0's l1: 13.9833\n",
"[62]\tvalid_0's poisson: -106.458\tvalid_0's l1: 13.9323\n",
"[63]\tvalid_0's poisson: -106.512\tvalid_0's l1: 13.8794\n",
"[64]\tvalid_0's poisson: -106.536\tvalid_0's l1: 13.8476\n",
"[65]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.813\n",
"[66]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.8032\n",
"[67]\tvalid_0's poisson: -106.594\tvalid_0's l1: 13.7675\n",
"[68]\tvalid_0's poisson: -106.679\tvalid_0's l1: 13.6835\n",
"[69]\tvalid_0's poisson: -106.677\tvalid_0's l1: 13.673\n",
"[70]\tvalid_0's poisson: -106.687\tvalid_0's l1: 13.6624\n",
"[71]\tvalid_0's poisson: -106.668\tvalid_0's l1: 13.6501\n",
"[72]\tvalid_0's poisson: -106.658\tvalid_0's l1: 13.6405\n",
"[73]\tvalid_0's poisson: -106.639\tvalid_0's l1: 13.6166\n",
"[74]\tvalid_0's poisson: -106.629\tvalid_0's l1: 13.6014\n",
"[75]\tvalid_0's poisson: -106.646\tvalid_0's l1: 13.5761\n",
"[76]\tvalid_0's poisson: -106.65\tvalid_0's l1: 13.5658\n",
"[77]\tvalid_0's poisson: -106.727\tvalid_0's l1: 13.4885\n",
"[78]\tvalid_0's poisson: -106.746\tvalid_0's l1: 13.4723\n",
"[79]\tvalid_0's poisson: -106.718\tvalid_0's l1: 13.4415\n",
"[80]\tvalid_0's poisson: -106.716\tvalid_0's l1: 13.4266\n",
"[81]\tvalid_0's poisson: -106.696\tvalid_0's l1: 13.4033\n",
"[82]\tvalid_0's poisson: -106.709\tvalid_0's l1: 13.3938\n",
"[83]\tvalid_0's poisson: -106.707\tvalid_0's l1: 13.3788\n",
"[84]\tvalid_0's poisson: -106.694\tvalid_0's l1: 13.3583\n",
"[85]\tvalid_0's poisson: -106.697\tvalid_0's l1: 13.3387\n",
"[86]\tvalid_0's poisson: -106.673\tvalid_0's l1: 13.3216\n",
"[87]\tvalid_0's poisson: -106.643\tvalid_0's l1: 13.307\n",
"[88]\tvalid_0's poisson: -106.621\tvalid_0's l1: 13.2968\n",
"[89]\tvalid_0's poisson: -106.604\tvalid_0's l1: 13.2838\n",
"[90]\tvalid_0's poisson: -106.608\tvalid_0's l1: 13.2694\n",
"[91]\tvalid_0's poisson: -106.553\tvalid_0's l1: 13.257\n",
"[92]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.2338\n",
"[93]\tvalid_0's poisson: -106.614\tvalid_0's l1: 13.2196\n",
"[94]\tvalid_0's poisson: -106.575\tvalid_0's l1: 13.1991\n",
"[95]\tvalid_0's poisson: -106.565\tvalid_0's l1: 13.1934\n",
"[96]\tvalid_0's poisson: -106.571\tvalid_0's l1: 13.1867\n",
"[97]\tvalid_0's poisson: -106.599\tvalid_0's l1: 13.1735\n",
"[98]\tvalid_0's poisson: -106.582\tvalid_0's l1: 13.1629\n",
"[99]\tvalid_0's poisson: -106.577\tvalid_0's l1: 13.1602\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -106.569\tvalid_0's l1: 13.151\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2837\tvalid_0's l1: 28.2819\n",
"[2]\tvalid_0's poisson: -85.6464\tvalid_0's l1: 27.3099\n",
"[3]\tvalid_0's poisson: -87.602\tvalid_0's l1: 26.4165\n",
"[4]\tvalid_0's poisson: -89.2956\tvalid_0's l1: 25.6015\n",
"[5]\tvalid_0's poisson: -90.6871\tvalid_0's l1: 24.8631\n",
"[6]\tvalid_0's poisson: -91.9077\tvalid_0's l1: 24.1915\n",
"[7]\tvalid_0's poisson: -92.9268\tvalid_0's l1: 23.6044\n",
"[8]\tvalid_0's poisson: -93.829\tvalid_0's l1: 23.1004\n",
"[9]\tvalid_0's poisson: -94.6524\tvalid_0's l1: 22.6427\n",
"[10]\tvalid_0's poisson: -95.4842\tvalid_0's l1: 22.1494\n",
"[11]\tvalid_0's poisson: -96.1863\tvalid_0's l1: 21.6825\n",
"[12]\tvalid_0's poisson: -97.4359\tvalid_0's l1: 21.1065\n",
"[13]\tvalid_0's poisson: -97.8846\tvalid_0's l1: 20.7513\n",
"[14]\tvalid_0's poisson: -98.3491\tvalid_0's l1: 20.4395\n",
"[15]\tvalid_0's poisson: -98.7268\tvalid_0's l1: 20.1647\n",
"[16]\tvalid_0's poisson: -99.1068\tvalid_0's l1: 19.8911\n",
"[17]\tvalid_0's poisson: -99.9374\tvalid_0's l1: 19.4219\n",
"[18]\tvalid_0's poisson: -100.284\tvalid_0's l1: 19.1693\n",
"[19]\tvalid_0's poisson: -100.479\tvalid_0's l1: 19.0103\n",
"[20]\tvalid_0's poisson: -101.123\tvalid_0's l1: 18.606\n",
"[21]\tvalid_0's poisson: -101.817\tvalid_0's l1: 18.2265\n",
"[22]\tvalid_0's poisson: -102.034\tvalid_0's l1: 18.0402\n",
"[23]\tvalid_0's poisson: -102.19\tvalid_0's l1: 17.8951\n",
"[24]\tvalid_0's poisson: -102.541\tvalid_0's l1: 17.6574\n",
"[25]\tvalid_0's poisson: -103.036\tvalid_0's l1: 17.3452\n",
"[26]\tvalid_0's poisson: -103.227\tvalid_0's l1: 17.1395\n",
"[27]\tvalid_0's poisson: -103.537\tvalid_0's l1: 16.875\n",
"[28]\tvalid_0's poisson: -103.902\tvalid_0's l1: 16.6242\n",
"[29]\tvalid_0's poisson: -104.064\tvalid_0's l1: 16.4821\n",
"[30]\tvalid_0's poisson: -104.201\tvalid_0's l1: 16.3335\n",
"[31]\tvalid_0's poisson: -104.444\tvalid_0's l1: 16.1453\n",
"[32]\tvalid_0's poisson: -104.653\tvalid_0's l1: 15.9762\n",
"[33]\tvalid_0's poisson: -104.764\tvalid_0's l1: 15.8425\n",
"[34]\tvalid_0's poisson: -104.819\tvalid_0's l1: 15.7788\n",
"[35]\tvalid_0's poisson: -104.897\tvalid_0's l1: 15.6983\n",
"[36]\tvalid_0's poisson: -105.052\tvalid_0's l1: 15.5353\n",
"[37]\tvalid_0's poisson: -105.093\tvalid_0's l1: 15.4933\n",
"[38]\tvalid_0's poisson: -105.248\tvalid_0's l1: 15.3695\n",
"[39]\tvalid_0's poisson: -105.354\tvalid_0's l1: 15.2579\n",
"[40]\tvalid_0's poisson: -105.504\tvalid_0's l1: 15.1328\n",
"[41]\tvalid_0's poisson: -105.537\tvalid_0's l1: 15.0955\n",
"[42]\tvalid_0's poisson: -105.568\tvalid_0's l1: 15.0564\n",
"[43]\tvalid_0's poisson: -105.685\tvalid_0's l1: 14.9321\n",
"[44]\tvalid_0's poisson: -105.763\tvalid_0's l1: 14.838\n",
"[45]\tvalid_0's poisson: -105.933\tvalid_0's l1: 14.6794\n",
"[46]\tvalid_0's poisson: -106.075\tvalid_0's l1: 14.5469\n",
"[47]\tvalid_0's poisson: -106.092\tvalid_0's l1: 14.4715\n",
"[48]\tvalid_0's poisson: -106.126\tvalid_0's l1: 14.3961\n",
"[49]\tvalid_0's poisson: -106.166\tvalid_0's l1: 14.3478\n",
"[50]\tvalid_0's poisson: -106.197\tvalid_0's l1: 14.3132\n",
"[51]\tvalid_0's poisson: -106.232\tvalid_0's l1: 14.2711\n",
"[52]\tvalid_0's poisson: -106.269\tvalid_0's l1: 14.2145\n",
"[53]\tvalid_0's poisson: -106.334\tvalid_0's l1: 14.1276\n",
"[54]\tvalid_0's poisson: -106.369\tvalid_0's l1: 14.079\n",
"[55]\tvalid_0's poisson: -106.401\tvalid_0's l1: 14.042\n",
"[56]\tvalid_0's poisson: -106.42\tvalid_0's l1: 14.0136\n",
"[57]\tvalid_0's poisson: -106.407\tvalid_0's l1: 13.9981\n",
"[58]\tvalid_0's poisson: -106.357\tvalid_0's l1: 13.9745\n",
"[59]\tvalid_0's poisson: -106.375\tvalid_0's l1: 13.9192\n",
"[60]\tvalid_0's poisson: -106.431\tvalid_0's l1: 13.8655\n",
"[61]\tvalid_0's poisson: -106.45\tvalid_0's l1: 13.835\n",
"[62]\tvalid_0's poisson: -106.461\tvalid_0's l1: 13.8217\n",
"[63]\tvalid_0's poisson: -106.486\tvalid_0's l1: 13.7904\n",
"[64]\tvalid_0's poisson: -106.505\tvalid_0's l1: 13.7613\n",
"[65]\tvalid_0's poisson: -106.511\tvalid_0's l1: 13.7351\n",
"[66]\tvalid_0's poisson: -106.519\tvalid_0's l1: 13.6965\n",
"[67]\tvalid_0's poisson: -106.528\tvalid_0's l1: 13.6732\n",
"[68]\tvalid_0's poisson: -106.539\tvalid_0's l1: 13.6461\n",
"[69]\tvalid_0's poisson: -106.541\tvalid_0's l1: 13.6381\n",
"[70]\tvalid_0's poisson: -106.491\tvalid_0's l1: 13.6188\n",
"[71]\tvalid_0's poisson: -106.478\tvalid_0's l1: 13.6065\n",
"[72]\tvalid_0's poisson: -106.487\tvalid_0's l1: 13.5821\n",
"[73]\tvalid_0's poisson: -106.513\tvalid_0's l1: 13.5527\n",
"[74]\tvalid_0's poisson: -106.5\tvalid_0's l1: 13.5424\n",
"[75]\tvalid_0's poisson: -106.479\tvalid_0's l1: 13.522\n",
"[76]\tvalid_0's poisson: -106.458\tvalid_0's l1: 13.5022\n",
"[77]\tvalid_0's poisson: -106.458\tvalid_0's l1: 13.4786\n",
"[78]\tvalid_0's poisson: -106.454\tvalid_0's l1: 13.4659\n",
"[79]\tvalid_0's poisson: -106.554\tvalid_0's l1: 13.3749\n",
"[80]\tvalid_0's poisson: -106.556\tvalid_0's l1: 13.3649\n",
"[81]\tvalid_0's poisson: -106.52\tvalid_0's l1: 13.3568\n",
"[82]\tvalid_0's poisson: -106.586\tvalid_0's l1: 13.2885\n",
"[83]\tvalid_0's poisson: -106.59\tvalid_0's l1: 13.28\n",
"[84]\tvalid_0's poisson: -106.597\tvalid_0's l1: 13.2662\n",
"[85]\tvalid_0's poisson: -106.526\tvalid_0's l1: 13.2501\n",
"[86]\tvalid_0's poisson: -106.527\tvalid_0's l1: 13.2443\n",
"[87]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.2311\n",
"[88]\tvalid_0's poisson: -106.533\tvalid_0's l1: 13.2212\n",
"[89]\tvalid_0's poisson: -106.535\tvalid_0's l1: 13.2116\n",
"[90]\tvalid_0's poisson: -106.45\tvalid_0's l1: 13.2035\n",
"[91]\tvalid_0's poisson: -106.434\tvalid_0's l1: 13.1953\n",
"[92]\tvalid_0's poisson: -106.463\tvalid_0's l1: 13.19\n",
"[93]\tvalid_0's poisson: -106.493\tvalid_0's l1: 13.1866\n",
"[94]\tvalid_0's poisson: -106.476\tvalid_0's l1: 13.179\n",
"[95]\tvalid_0's poisson: -106.499\tvalid_0's l1: 13.1653\n",
"[96]\tvalid_0's poisson: -106.491\tvalid_0's l1: 13.1593\n",
"[97]\tvalid_0's poisson: -106.485\tvalid_0's l1: 13.1509\n",
"[98]\tvalid_0's poisson: -106.503\tvalid_0's l1: 13.1459\n",
"[99]\tvalid_0's poisson: -106.444\tvalid_0's l1: 13.1396\n",
"[100]\tvalid_0's poisson: -106.429\tvalid_0's l1: 13.124\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.2194\tvalid_0's l1: 28.3017\n",
"[2]\tvalid_0's poisson: -85.6725\tvalid_0's l1: 27.3128\n",
"[3]\tvalid_0's poisson: -87.6875\tvalid_0's l1: 26.4196\n",
"[4]\tvalid_0's poisson: -89.2997\tvalid_0's l1: 25.6121\n",
"[5]\tvalid_0's poisson: -90.7366\tvalid_0's l1: 24.8541\n",
"[6]\tvalid_0's poisson: -91.9305\tvalid_0's l1: 24.1886\n",
"[7]\tvalid_0's poisson: -92.963\tvalid_0's l1: 23.599\n",
"[8]\tvalid_0's poisson: -93.8435\tvalid_0's l1: 23.0664\n",
"[9]\tvalid_0's poisson: -94.6\tvalid_0's l1: 22.5989\n",
"[10]\tvalid_0's poisson: -95.4405\tvalid_0's l1: 22.0939\n",
"[11]\tvalid_0's poisson: -96.0627\tvalid_0's l1: 21.7096\n",
"[12]\tvalid_0's poisson: -96.5659\tvalid_0's l1: 21.3787\n",
"[13]\tvalid_0's poisson: -97.1259\tvalid_0's l1: 20.9825\n",
"[14]\tvalid_0's poisson: -97.6306\tvalid_0's l1: 20.6608\n",
"[15]\tvalid_0's poisson: -98.6338\tvalid_0's l1: 20.1666\n",
"[16]\tvalid_0's poisson: -99.353\tvalid_0's l1: 19.8039\n",
"[17]\tvalid_0's poisson: -99.7824\tvalid_0's l1: 19.483\n",
"[18]\tvalid_0's poisson: -100.181\tvalid_0's l1: 19.1933\n",
"[19]\tvalid_0's poisson: -100.478\tvalid_0's l1: 18.9686\n",
"[20]\tvalid_0's poisson: -101.262\tvalid_0's l1: 18.5688\n",
"[21]\tvalid_0's poisson: -101.428\tvalid_0's l1: 18.4227\n",
"[22]\tvalid_0's poisson: -101.96\tvalid_0's l1: 18.058\n",
"[23]\tvalid_0's poisson: -102.192\tvalid_0's l1: 17.8375\n",
"[24]\tvalid_0's poisson: -102.371\tvalid_0's l1: 17.679\n",
"[25]\tvalid_0's poisson: -102.704\tvalid_0's l1: 17.4676\n",
"[26]\tvalid_0's poisson: -103.063\tvalid_0's l1: 17.2118\n",
"[27]\tvalid_0's poisson: -103.221\tvalid_0's l1: 17.0432\n",
"[28]\tvalid_0's poisson: -103.641\tvalid_0's l1: 16.771\n",
"[29]\tvalid_0's poisson: -103.917\tvalid_0's l1: 16.5437\n",
"[30]\tvalid_0's poisson: -104.136\tvalid_0's l1: 16.3772\n",
"[31]\tvalid_0's poisson: -104.207\tvalid_0's l1: 16.3081\n",
"[32]\tvalid_0's poisson: -104.349\tvalid_0's l1: 16.1788\n",
"[33]\tvalid_0's poisson: -104.558\tvalid_0's l1: 15.9795\n",
"[34]\tvalid_0's poisson: -104.627\tvalid_0's l1: 15.9068\n",
"[35]\tvalid_0's poisson: -104.728\tvalid_0's l1: 15.8012\n",
"[36]\tvalid_0's poisson: -104.805\tvalid_0's l1: 15.7271\n",
"[37]\tvalid_0's poisson: -104.853\tvalid_0's l1: 15.6819\n",
"[38]\tvalid_0's poisson: -105.141\tvalid_0's l1: 15.4596\n",
"[39]\tvalid_0's poisson: -105.378\tvalid_0's l1: 15.2652\n",
"[40]\tvalid_0's poisson: -105.415\tvalid_0's l1: 15.2194\n",
"[41]\tvalid_0's poisson: -105.503\tvalid_0's l1: 15.1182\n",
"[42]\tvalid_0's poisson: -105.621\tvalid_0's l1: 15.0142\n",
"[43]\tvalid_0's poisson: -105.72\tvalid_0's l1: 14.9008\n",
"[44]\tvalid_0's poisson: -105.76\tvalid_0's l1: 14.859\n",
"[45]\tvalid_0's poisson: -105.778\tvalid_0's l1: 14.8354\n",
"[46]\tvalid_0's poisson: -105.839\tvalid_0's l1: 14.7555\n",
"[47]\tvalid_0's poisson: -105.853\tvalid_0's l1: 14.7275\n",
"[48]\tvalid_0's poisson: -105.912\tvalid_0's l1: 14.6587\n",
"[49]\tvalid_0's poisson: -105.985\tvalid_0's l1: 14.5471\n",
"[50]\tvalid_0's poisson: -106.051\tvalid_0's l1: 14.4815\n",
"[51]\tvalid_0's poisson: -106.042\tvalid_0's l1: 14.4575\n",
"[52]\tvalid_0's poisson: -106.187\tvalid_0's l1: 14.3204\n",
"[53]\tvalid_0's poisson: -106.197\tvalid_0's l1: 14.3057\n",
"[54]\tvalid_0's poisson: -106.232\tvalid_0's l1: 14.2662\n",
"[55]\tvalid_0's poisson: -106.276\tvalid_0's l1: 14.2174\n",
"[56]\tvalid_0's poisson: -106.304\tvalid_0's l1: 14.1799\n",
"[57]\tvalid_0's poisson: -106.37\tvalid_0's l1: 14.1049\n",
"[58]\tvalid_0's poisson: -106.389\tvalid_0's l1: 14.0743\n",
"[59]\tvalid_0's poisson: -106.448\tvalid_0's l1: 13.9981\n",
"[60]\tvalid_0's poisson: -106.456\tvalid_0's l1: 13.9702\n",
"[61]\tvalid_0's poisson: -106.448\tvalid_0's l1: 13.9389\n",
"[62]\tvalid_0's poisson: -106.45\tvalid_0's l1: 13.9207\n",
"[63]\tvalid_0's poisson: -106.483\tvalid_0's l1: 13.8796\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[64]\tvalid_0's poisson: -106.481\tvalid_0's l1: 13.8095\n",
"[65]\tvalid_0's poisson: -106.484\tvalid_0's l1: 13.7954\n",
"[66]\tvalid_0's poisson: -106.477\tvalid_0's l1: 13.7557\n",
"[67]\tvalid_0's poisson: -106.541\tvalid_0's l1: 13.7123\n",
"[68]\tvalid_0's poisson: -106.62\tvalid_0's l1: 13.6786\n",
"[69]\tvalid_0's poisson: -106.628\tvalid_0's l1: 13.6559\n",
"[70]\tvalid_0's poisson: -106.639\tvalid_0's l1: 13.6406\n",
"[71]\tvalid_0's poisson: -106.641\tvalid_0's l1: 13.6201\n",
"[72]\tvalid_0's poisson: -106.697\tvalid_0's l1: 13.5565\n",
"[73]\tvalid_0's poisson: -106.69\tvalid_0's l1: 13.5448\n",
"[74]\tvalid_0's poisson: -106.719\tvalid_0's l1: 13.5103\n",
"[75]\tvalid_0's poisson: -106.74\tvalid_0's l1: 13.4831\n",
"[76]\tvalid_0's poisson: -106.749\tvalid_0's l1: 13.4648\n",
"[77]\tvalid_0's poisson: -106.728\tvalid_0's l1: 13.3992\n",
"[78]\tvalid_0's poisson: -106.735\tvalid_0's l1: 13.3846\n",
"[79]\tvalid_0's poisson: -106.724\tvalid_0's l1: 13.3707\n",
"[80]\tvalid_0's poisson: -106.73\tvalid_0's l1: 13.3541\n",
"[81]\tvalid_0's poisson: -106.732\tvalid_0's l1: 13.3444\n",
"[82]\tvalid_0's poisson: -106.781\tvalid_0's l1: 13.2905\n",
"[83]\tvalid_0's poisson: -106.83\tvalid_0's l1: 13.2708\n",
"[84]\tvalid_0's poisson: -106.833\tvalid_0's l1: 13.2584\n",
"[85]\tvalid_0's poisson: -106.822\tvalid_0's l1: 13.2383\n",
"[86]\tvalid_0's poisson: -106.809\tvalid_0's l1: 13.2266\n",
"[87]\tvalid_0's poisson: -106.826\tvalid_0's l1: 13.2048\n",
"[88]\tvalid_0's poisson: -106.815\tvalid_0's l1: 13.1932\n",
"[89]\tvalid_0's poisson: -106.867\tvalid_0's l1: 13.1698\n",
"[90]\tvalid_0's poisson: -106.867\tvalid_0's l1: 13.1548\n",
"[91]\tvalid_0's poisson: -106.795\tvalid_0's l1: 13.1369\n",
"[92]\tvalid_0's poisson: -106.744\tvalid_0's l1: 13.1268\n",
"[93]\tvalid_0's poisson: -106.786\tvalid_0's l1: 13.1195\n",
"[94]\tvalid_0's poisson: -106.791\tvalid_0's l1: 13.1117\n",
"[95]\tvalid_0's poisson: -106.802\tvalid_0's l1: 13.0956\n",
"[96]\tvalid_0's poisson: -106.808\tvalid_0's l1: 13.0869\n",
"[97]\tvalid_0's poisson: -106.84\tvalid_0's l1: 13.0831\n",
"[98]\tvalid_0's poisson: -106.787\tvalid_0's l1: 13.071\n",
"[99]\tvalid_0's poisson: -106.791\tvalid_0's l1: 13.0648\n",
"[100]\tvalid_0's poisson: -106.841\tvalid_0's l1: 13.0571\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -83.218\tvalid_0's l1: 28.3032\n",
"[2]\tvalid_0's poisson: -85.5878\tvalid_0's l1: 27.3242\n",
"[3]\tvalid_0's poisson: -87.6243\tvalid_0's l1: 26.4209\n",
"[4]\tvalid_0's poisson: -89.3269\tvalid_0's l1: 25.5886\n",
"[5]\tvalid_0's poisson: -90.7057\tvalid_0's l1: 24.8667\n",
"[6]\tvalid_0's poisson: -91.8733\tvalid_0's l1: 24.2144\n",
"[7]\tvalid_0's poisson: -92.8641\tvalid_0's l1: 23.6351\n",
"[8]\tvalid_0's poisson: -93.7726\tvalid_0's l1: 23.1245\n",
"[9]\tvalid_0's poisson: -94.6158\tvalid_0's l1: 22.6244\n",
"[10]\tvalid_0's poisson: -95.4309\tvalid_0's l1: 22.1353\n",
"[11]\tvalid_0's poisson: -96.0894\tvalid_0's l1: 21.7091\n",
"[12]\tvalid_0's poisson: -96.6674\tvalid_0's l1: 21.301\n",
"[13]\tvalid_0's poisson: -97.7227\tvalid_0's l1: 20.8372\n",
"[14]\tvalid_0's poisson: -98.6232\tvalid_0's l1: 20.3482\n",
"[15]\tvalid_0's poisson: -99.0631\tvalid_0's l1: 20.0433\n",
"[16]\tvalid_0's poisson: -99.7073\tvalid_0's l1: 19.6475\n",
"[17]\tvalid_0's poisson: -100.082\tvalid_0's l1: 19.3309\n",
"[18]\tvalid_0's poisson: -100.448\tvalid_0's l1: 19.0614\n",
"[19]\tvalid_0's poisson: -100.791\tvalid_0's l1: 18.8175\n",
"[20]\tvalid_0's poisson: -101.369\tvalid_0's l1: 18.4362\n",
"[21]\tvalid_0's poisson: -101.593\tvalid_0's l1: 18.2439\n",
"[22]\tvalid_0's poisson: -101.752\tvalid_0's l1: 18.1013\n",
"[23]\tvalid_0's poisson: -102.162\tvalid_0's l1: 17.8488\n",
"[24]\tvalid_0's poisson: -102.357\tvalid_0's l1: 17.6746\n",
"[25]\tvalid_0's poisson: -102.9\tvalid_0's l1: 17.355\n",
"[26]\tvalid_0's poisson: -103.058\tvalid_0's l1: 17.1878\n",
"[27]\tvalid_0's poisson: -103.157\tvalid_0's l1: 17.0959\n",
"[28]\tvalid_0's poisson: -103.435\tvalid_0's l1: 16.8679\n",
"[29]\tvalid_0's poisson: -103.543\tvalid_0's l1: 16.7609\n",
"[30]\tvalid_0's poisson: -103.829\tvalid_0's l1: 16.5578\n",
"[31]\tvalid_0's poisson: -104.182\tvalid_0's l1: 16.3169\n",
"[32]\tvalid_0's poisson: -104.41\tvalid_0's l1: 16.1453\n",
"[33]\tvalid_0's poisson: -104.516\tvalid_0's l1: 16.0151\n",
"[34]\tvalid_0's poisson: -104.632\tvalid_0's l1: 15.9041\n",
"[35]\tvalid_0's poisson: -104.687\tvalid_0's l1: 15.8414\n",
"[36]\tvalid_0's poisson: -104.875\tvalid_0's l1: 15.6967\n",
"[37]\tvalid_0's poisson: -104.945\tvalid_0's l1: 15.627\n",
"[38]\tvalid_0's poisson: -105.079\tvalid_0's l1: 15.4942\n",
"[39]\tvalid_0's poisson: -105.134\tvalid_0's l1: 15.4403\n",
"[40]\tvalid_0's poisson: -105.341\tvalid_0's l1: 15.2743\n",
"[41]\tvalid_0's poisson: -105.433\tvalid_0's l1: 15.1721\n",
"[42]\tvalid_0's poisson: -105.468\tvalid_0's l1: 15.1344\n",
"[43]\tvalid_0's poisson: -105.668\tvalid_0's l1: 14.964\n",
"[44]\tvalid_0's poisson: -105.784\tvalid_0's l1: 14.8577\n",
"[45]\tvalid_0's poisson: -105.85\tvalid_0's l1: 14.7773\n",
"[46]\tvalid_0's poisson: -105.865\tvalid_0's l1: 14.7541\n",
"[47]\tvalid_0's poisson: -106.007\tvalid_0's l1: 14.6232\n",
"[48]\tvalid_0's poisson: -106.048\tvalid_0's l1: 14.5413\n",
"[49]\tvalid_0's poisson: -106.097\tvalid_0's l1: 14.4854\n",
"[50]\tvalid_0's poisson: -106.181\tvalid_0's l1: 14.3962\n",
"[51]\tvalid_0's poisson: -106.178\tvalid_0's l1: 14.3709\n",
"[52]\tvalid_0's poisson: -106.195\tvalid_0's l1: 14.3476\n",
"[53]\tvalid_0's poisson: -106.219\tvalid_0's l1: 14.2909\n",
"[54]\tvalid_0's poisson: -106.264\tvalid_0's l1: 14.2379\n",
"[55]\tvalid_0's poisson: -106.287\tvalid_0's l1: 14.1896\n",
"[56]\tvalid_0's poisson: -106.303\tvalid_0's l1: 14.1685\n",
"[57]\tvalid_0's poisson: -106.357\tvalid_0's l1: 14.0907\n",
"[58]\tvalid_0's poisson: -106.387\tvalid_0's l1: 14.049\n",
"[59]\tvalid_0's poisson: -106.376\tvalid_0's l1: 14.0143\n",
"[60]\tvalid_0's poisson: -106.433\tvalid_0's l1: 13.9364\n",
"[61]\tvalid_0's poisson: -106.538\tvalid_0's l1: 13.8337\n",
"[62]\tvalid_0's poisson: -106.532\tvalid_0's l1: 13.804\n",
"[63]\tvalid_0's poisson: -106.498\tvalid_0's l1: 13.7834\n",
"[64]\tvalid_0's poisson: -106.542\tvalid_0's l1: 13.7407\n",
"[65]\tvalid_0's poisson: -106.583\tvalid_0's l1: 13.6881\n",
"[66]\tvalid_0's poisson: -106.596\tvalid_0's l1: 13.6636\n",
"[67]\tvalid_0's poisson: -106.585\tvalid_0's l1: 13.6444\n",
"[68]\tvalid_0's poisson: -106.594\tvalid_0's l1: 13.6207\n",
"[69]\tvalid_0's poisson: -106.599\tvalid_0's l1: 13.5819\n",
"[70]\tvalid_0's poisson: -106.606\tvalid_0's l1: 13.5685\n",
"[71]\tvalid_0's poisson: -106.594\tvalid_0's l1: 13.5578\n",
"[72]\tvalid_0's poisson: -106.603\tvalid_0's l1: 13.5388\n",
"[73]\tvalid_0's poisson: -106.568\tvalid_0's l1: 13.5294\n",
"[74]\tvalid_0's poisson: -106.632\tvalid_0's l1: 13.453\n",
"[75]\tvalid_0's poisson: -106.645\tvalid_0's l1: 13.4398\n",
"[76]\tvalid_0's poisson: -106.667\tvalid_0's l1: 13.4281\n",
"[77]\tvalid_0's poisson: -106.669\tvalid_0's l1: 13.4104\n",
"[78]\tvalid_0's poisson: -106.627\tvalid_0's l1: 13.4002\n",
"[79]\tvalid_0's poisson: -106.681\tvalid_0's l1: 13.3344\n",
"[80]\tvalid_0's poisson: -106.688\tvalid_0's l1: 13.3101\n",
"[81]\tvalid_0's poisson: -106.726\tvalid_0's l1: 13.2566\n",
"[82]\tvalid_0's poisson: -106.708\tvalid_0's l1: 13.2438\n",
"[83]\tvalid_0's poisson: -106.714\tvalid_0's l1: 13.2319\n",
"[84]\tvalid_0's poisson: -106.721\tvalid_0's l1: 13.2112\n",
"[85]\tvalid_0's poisson: -106.726\tvalid_0's l1: 13.1954\n",
"[86]\tvalid_0's poisson: -106.703\tvalid_0's l1: 13.1898\n",
"[87]\tvalid_0's poisson: -106.643\tvalid_0's l1: 13.1786\n",
"[88]\tvalid_0's poisson: -106.669\tvalid_0's l1: 13.155\n",
"[89]\tvalid_0's poisson: -106.665\tvalid_0's l1: 13.147\n",
"[90]\tvalid_0's poisson: -106.683\tvalid_0's l1: 13.1347\n",
"[91]\tvalid_0's poisson: -106.689\tvalid_0's l1: 13.1298\n",
"[92]\tvalid_0's poisson: -106.646\tvalid_0's l1: 13.1209\n",
"[93]\tvalid_0's poisson: -106.648\tvalid_0's l1: 13.1167\n",
"[94]\tvalid_0's poisson: -106.653\tvalid_0's l1: 13.1031\n",
"[95]\tvalid_0's poisson: -106.66\tvalid_0's l1: 13.0888\n",
"[96]\tvalid_0's poisson: -106.643\tvalid_0's l1: 13.083\n",
"[97]\tvalid_0's poisson: -106.653\tvalid_0's l1: 13.0643\n",
"[98]\tvalid_0's poisson: -106.632\tvalid_0's l1: 13.0576\n",
"[99]\tvalid_0's poisson: -106.647\tvalid_0's l1: 13.0438\n",
"[100]\tvalid_0's poisson: -106.649\tvalid_0's l1: 13.0342\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5728\tvalid_0's l1: 29.29\n",
"[2]\tvalid_0's poisson: -80.7604\tvalid_0's l1: 29.2244\n",
"[3]\tvalid_0's poisson: -80.9454\tvalid_0's l1: 29.159\n",
"[4]\tvalid_0's poisson: -81.1278\tvalid_0's l1: 29.0938\n",
"[5]\tvalid_0's poisson: -81.3076\tvalid_0's l1: 29.0289\n",
"[6]\tvalid_0's poisson: -81.485\tvalid_0's l1: 28.9643\n",
"[7]\tvalid_0's poisson: -81.6599\tvalid_0's l1: 28.8999\n",
"[8]\tvalid_0's poisson: -81.8325\tvalid_0's l1: 28.8364\n",
"[9]\tvalid_0's poisson: -82.0027\tvalid_0's l1: 28.7731\n",
"[10]\tvalid_0's poisson: -82.1706\tvalid_0's l1: 28.7101\n",
"[11]\tvalid_0's poisson: -82.3363\tvalid_0's l1: 28.6474\n",
"[12]\tvalid_0's poisson: -82.4998\tvalid_0's l1: 28.5849\n",
"[13]\tvalid_0's poisson: -82.6612\tvalid_0's l1: 28.5226\n",
"[14]\tvalid_0's poisson: -82.8204\tvalid_0's l1: 28.4606\n",
"[15]\tvalid_0's poisson: -82.9776\tvalid_0's l1: 28.3997\n",
"[16]\tvalid_0's poisson: -83.1395\tvalid_0's l1: 28.3374\n",
"[17]\tvalid_0's poisson: -83.2991\tvalid_0's l1: 28.2754\n",
"[18]\tvalid_0's poisson: -83.4567\tvalid_0's l1: 28.2136\n",
"[19]\tvalid_0's poisson: -83.6122\tvalid_0's l1: 28.152\n",
"[20]\tvalid_0's poisson: -83.7657\tvalid_0's l1: 28.0907\n",
"[21]\tvalid_0's poisson: -83.9171\tvalid_0's l1: 28.0297\n",
"[22]\tvalid_0's poisson: -84.0665\tvalid_0's l1: 27.97\n",
"[23]\tvalid_0's poisson: -84.2189\tvalid_0's l1: 27.9096\n",
"[24]\tvalid_0's poisson: -84.3692\tvalid_0's l1: 27.8494\n",
"[25]\tvalid_0's poisson: -84.5176\tvalid_0's l1: 27.7895\n",
"[26]\tvalid_0's poisson: -84.6639\tvalid_0's l1: 27.7298\n",
"[27]\tvalid_0's poisson: -84.8084\tvalid_0's l1: 27.6703\n",
"[28]\tvalid_0's poisson: -84.951\tvalid_0's l1: 27.6115\n",
"[29]\tvalid_0's poisson: -85.0888\tvalid_0's l1: 27.5533\n",
"[30]\tvalid_0's poisson: -85.225\tvalid_0's l1: 27.4954\n",
"[31]\tvalid_0's poisson: -85.3594\tvalid_0's l1: 27.4377\n",
"[32]\tvalid_0's poisson: -85.4922\tvalid_0's l1: 27.3802\n",
"[33]\tvalid_0's poisson: -85.6233\tvalid_0's l1: 27.3229\n",
"[34]\tvalid_0's poisson: -85.7566\tvalid_0's l1: 27.266\n",
"[35]\tvalid_0's poisson: -85.8882\tvalid_0's l1: 27.2096\n",
"[36]\tvalid_0's poisson: -86.0154\tvalid_0's l1: 27.1541\n",
"[37]\tvalid_0's poisson: -86.1442\tvalid_0's l1: 27.0982\n",
"[38]\tvalid_0's poisson: -86.2714\tvalid_0's l1: 27.0425\n",
"[39]\tvalid_0's poisson: -86.3971\tvalid_0's l1: 26.9872\n",
"[40]\tvalid_0's poisson: -86.5211\tvalid_0's l1: 26.9324\n",
"[41]\tvalid_0's poisson: -86.6454\tvalid_0's l1: 26.8763\n",
"[42]\tvalid_0's poisson: -86.7682\tvalid_0's l1: 26.8207\n",
"[43]\tvalid_0's poisson: -86.8886\tvalid_0's l1: 26.766\n",
"[44]\tvalid_0's poisson: -87.0076\tvalid_0's l1: 26.7116\n",
"[45]\tvalid_0's poisson: -87.1252\tvalid_0's l1: 26.6574\n",
"[46]\tvalid_0's poisson: -87.2414\tvalid_0's l1: 26.6035\n",
"[47]\tvalid_0's poisson: -87.3562\tvalid_0's l1: 26.5501\n",
"[48]\tvalid_0's poisson: -87.4696\tvalid_0's l1: 26.4968\n",
"[49]\tvalid_0's poisson: -87.5817\tvalid_0's l1: 26.444\n",
"[50]\tvalid_0's poisson: -87.6876\tvalid_0's l1: 26.393\n",
"[51]\tvalid_0's poisson: -87.7972\tvalid_0's l1: 26.3409\n",
"[52]\tvalid_0's poisson: -87.9054\tvalid_0's l1: 26.2891\n",
"[53]\tvalid_0's poisson: -88.0125\tvalid_0's l1: 26.2375\n",
"[54]\tvalid_0's poisson: -88.1182\tvalid_0's l1: 26.1863\n",
"[55]\tvalid_0's poisson: -88.2228\tvalid_0's l1: 26.1354\n",
"[56]\tvalid_0's poisson: -88.3262\tvalid_0's l1: 26.0849\n",
"[57]\tvalid_0's poisson: -88.4284\tvalid_0's l1: 26.035\n",
"[58]\tvalid_0's poisson: -88.5273\tvalid_0's l1: 25.986\n",
"[59]\tvalid_0's poisson: -88.625\tvalid_0's l1: 25.9372\n",
"[60]\tvalid_0's poisson: -88.7217\tvalid_0's l1: 25.8887\n",
"[61]\tvalid_0's poisson: -88.8172\tvalid_0's l1: 25.8405\n",
"[62]\tvalid_0's poisson: -88.9158\tvalid_0's l1: 25.7918\n",
"[63]\tvalid_0's poisson: -89.0092\tvalid_0's l1: 25.7442\n",
"[64]\tvalid_0's poisson: -89.106\tvalid_0's l1: 25.6953\n",
"[65]\tvalid_0's poisson: -89.1974\tvalid_0's l1: 25.6483\n",
"[66]\tvalid_0's poisson: -89.2918\tvalid_0's l1: 25.6007\n",
"[67]\tvalid_0's poisson: -89.3812\tvalid_0's l1: 25.5541\n",
"[68]\tvalid_0's poisson: -89.4737\tvalid_0's l1: 25.5071\n",
"[69]\tvalid_0's poisson: -89.5614\tvalid_0's l1: 25.461\n",
"[70]\tvalid_0's poisson: -89.6522\tvalid_0's l1: 25.4146\n",
"[71]\tvalid_0's poisson: -89.7381\tvalid_0's l1: 25.3694\n",
"[72]\tvalid_0's poisson: -89.8232\tvalid_0's l1: 25.3245\n",
"[73]\tvalid_0's poisson: -89.9073\tvalid_0's l1: 25.2797\n",
"[74]\tvalid_0's poisson: -89.9905\tvalid_0's l1: 25.2352\n",
"[75]\tvalid_0's poisson: -90.077\tvalid_0's l1: 25.1904\n",
"[76]\tvalid_0's poisson: -90.1625\tvalid_0's l1: 25.1459\n",
"[77]\tvalid_0's poisson: -90.2434\tvalid_0's l1: 25.1019\n",
"[78]\tvalid_0's poisson: -90.3235\tvalid_0's l1: 25.0587\n",
"[79]\tvalid_0's poisson: -90.4052\tvalid_0's l1: 25.0163\n",
"[80]\tvalid_0's poisson: -90.4877\tvalid_0's l1: 24.9725\n",
"[81]\tvalid_0's poisson: -90.57\tvalid_0's l1: 24.9287\n",
"[82]\tvalid_0's poisson: -90.6514\tvalid_0's l1: 24.8852\n",
"[83]\tvalid_0's poisson: -90.732\tvalid_0's l1: 24.8422\n",
"[84]\tvalid_0's poisson: -90.8118\tvalid_0's l1: 24.7997\n",
"[85]\tvalid_0's poisson: -90.8907\tvalid_0's l1: 24.7573\n",
"[86]\tvalid_0's poisson: -90.9682\tvalid_0's l1: 24.7158\n",
"[87]\tvalid_0's poisson: -91.0447\tvalid_0's l1: 24.6744\n",
"[88]\tvalid_0's poisson: -91.1205\tvalid_0's l1: 24.6332\n",
"[89]\tvalid_0's poisson: -91.1956\tvalid_0's l1: 24.5921\n",
"[90]\tvalid_0's poisson: -91.2698\tvalid_0's l1: 24.5513\n",
"[91]\tvalid_0's poisson: -91.3434\tvalid_0's l1: 24.5108\n",
"[92]\tvalid_0's poisson: -91.4167\tvalid_0's l1: 24.4707\n",
"[93]\tvalid_0's poisson: -91.4893\tvalid_0's l1: 24.4308\n",
"[94]\tvalid_0's poisson: -91.5611\tvalid_0's l1: 24.3914\n",
"[95]\tvalid_0's poisson: -91.6323\tvalid_0's l1: 24.3523\n",
"[96]\tvalid_0's poisson: -91.7028\tvalid_0's l1: 24.3134\n",
"[97]\tvalid_0's poisson: -91.7726\tvalid_0's l1: 24.2748\n",
"[98]\tvalid_0's poisson: -91.8417\tvalid_0's l1: 24.2363\n",
"[99]\tvalid_0's poisson: -91.9092\tvalid_0's l1: 24.1986\n",
"[100]\tvalid_0's poisson: -91.9762\tvalid_0's l1: 24.1611\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.578\tvalid_0's l1: 29.2883\n",
"[2]\tvalid_0's poisson: -80.7704\tvalid_0's l1: 29.2214\n",
"[3]\tvalid_0's poisson: -80.9599\tvalid_0's l1: 29.1547\n",
"[4]\tvalid_0's poisson: -81.1468\tvalid_0's l1: 29.0882\n",
"[5]\tvalid_0's poisson: -81.331\tvalid_0's l1: 29.0221\n",
"[6]\tvalid_0's poisson: -81.5127\tvalid_0's l1: 28.9561\n",
"[7]\tvalid_0's poisson: -81.6917\tvalid_0's l1: 28.8906\n",
"[8]\tvalid_0's poisson: -81.8801\tvalid_0's l1: 28.8234\n",
"[9]\tvalid_0's poisson: -82.0667\tvalid_0's l1: 28.7565\n",
"[10]\tvalid_0's poisson: -82.2505\tvalid_0's l1: 28.6898\n",
"[11]\tvalid_0's poisson: -82.4317\tvalid_0's l1: 28.6234\n",
"[12]\tvalid_0's poisson: -82.6102\tvalid_0's l1: 28.5572\n",
"[13]\tvalid_0's poisson: -82.7862\tvalid_0's l1: 28.4913\n",
"[14]\tvalid_0's poisson: -82.9596\tvalid_0's l1: 28.4262\n",
"[15]\tvalid_0's poisson: -83.1306\tvalid_0's l1: 28.3614\n",
"[16]\tvalid_0's poisson: -83.2992\tvalid_0's l1: 28.2968\n",
"[17]\tvalid_0's poisson: -83.4654\tvalid_0's l1: 28.2325\n",
"[18]\tvalid_0's poisson: -83.6293\tvalid_0's l1: 28.1685\n",
"[19]\tvalid_0's poisson: -83.7909\tvalid_0's l1: 28.1047\n",
"[20]\tvalid_0's poisson: -83.9503\tvalid_0's l1: 28.0419\n",
"[21]\tvalid_0's poisson: -84.1056\tvalid_0's l1: 27.9804\n",
"[22]\tvalid_0's poisson: -84.2588\tvalid_0's l1: 27.9192\n",
"[23]\tvalid_0's poisson: -84.41\tvalid_0's l1: 27.8582\n",
"[24]\tvalid_0's poisson: -84.5591\tvalid_0's l1: 27.7975\n",
"[25]\tvalid_0's poisson: -84.7063\tvalid_0's l1: 27.737\n",
"[26]\tvalid_0's poisson: -84.8515\tvalid_0's l1: 27.677\n",
"[27]\tvalid_0's poisson: -84.9981\tvalid_0's l1: 27.6173\n",
"[28]\tvalid_0's poisson: -85.1427\tvalid_0's l1: 27.558\n",
"[29]\tvalid_0's poisson: -85.2855\tvalid_0's l1: 27.4988\n",
"[30]\tvalid_0's poisson: -85.4264\tvalid_0's l1: 27.4399\n",
"[31]\tvalid_0's poisson: -85.5654\tvalid_0's l1: 27.3812\n",
"[32]\tvalid_0's poisson: -85.6925\tvalid_0's l1: 27.3252\n",
"[33]\tvalid_0's poisson: -85.8283\tvalid_0's l1: 27.2675\n",
"[34]\tvalid_0's poisson: -85.9556\tvalid_0's l1: 27.2118\n",
"[35]\tvalid_0's poisson: -86.0813\tvalid_0's l1: 27.1564\n",
"[36]\tvalid_0's poisson: -86.2068\tvalid_0's l1: 27.1003\n",
"[37]\tvalid_0's poisson: -86.3307\tvalid_0's l1: 27.0444\n",
"[38]\tvalid_0's poisson: -86.4563\tvalid_0's l1: 26.9888\n",
"[39]\tvalid_0's poisson: -86.5826\tvalid_0's l1: 26.9329\n",
"[40]\tvalid_0's poisson: -86.698\tvalid_0's l1: 26.8798\n",
"[41]\tvalid_0's poisson: -86.812\tvalid_0's l1: 26.8271\n",
"[42]\tvalid_0's poisson: -86.9247\tvalid_0's l1: 26.7748\n",
"[43]\tvalid_0's poisson: -87.0454\tvalid_0's l1: 26.7207\n",
"[44]\tvalid_0's poisson: -87.1652\tvalid_0's l1: 26.6654\n",
"[45]\tvalid_0's poisson: -87.2835\tvalid_0's l1: 26.6104\n",
"[46]\tvalid_0's poisson: -87.4\tvalid_0's l1: 26.557\n",
"[47]\tvalid_0's poisson: -87.5151\tvalid_0's l1: 26.5039\n",
"[48]\tvalid_0's poisson: -87.6241\tvalid_0's l1: 26.4526\n",
"[49]\tvalid_0's poisson: -87.7307\tvalid_0's l1: 26.4016\n",
"[50]\tvalid_0's poisson: -87.8371\tvalid_0's l1: 26.35\n",
"[51]\tvalid_0's poisson: -87.9479\tvalid_0's l1: 26.2967\n",
"[52]\tvalid_0's poisson: -88.0567\tvalid_0's l1: 26.2449\n",
"[53]\tvalid_0's poisson: -88.1594\tvalid_0's l1: 26.194\n",
"[54]\tvalid_0's poisson: -88.2658\tvalid_0's l1: 26.143\n",
"[55]\tvalid_0's poisson: -88.371\tvalid_0's l1: 26.0924\n",
"[56]\tvalid_0's poisson: -88.475\tvalid_0's l1: 26.0421\n",
"[57]\tvalid_0's poisson: -88.5731\tvalid_0's l1: 25.9929\n",
"[58]\tvalid_0's poisson: -88.6756\tvalid_0's l1: 25.942\n",
"[59]\tvalid_0's poisson: -88.7769\tvalid_0's l1: 25.8914\n",
"[60]\tvalid_0's poisson: -88.877\tvalid_0's l1: 25.841\n",
"[61]\tvalid_0's poisson: -88.9761\tvalid_0's l1: 25.7909\n",
"[62]\tvalid_0's poisson: -89.0735\tvalid_0's l1: 25.7422\n",
"[63]\tvalid_0's poisson: -89.1701\tvalid_0's l1: 25.6933\n",
"[64]\tvalid_0's poisson: -89.2662\tvalid_0's l1: 25.6438\n",
"[65]\tvalid_0's poisson: -89.356\tvalid_0's l1: 25.5966\n",
"[66]\tvalid_0's poisson: -89.4448\tvalid_0's l1: 25.5496\n",
"[67]\tvalid_0's poisson: -89.5384\tvalid_0's l1: 25.501\n",
"[68]\tvalid_0's poisson: -89.6308\tvalid_0's l1: 25.4532\n",
"[69]\tvalid_0's poisson: -89.7222\tvalid_0's l1: 25.406\n",
"[70]\tvalid_0's poisson: -89.8125\tvalid_0's l1: 25.359\n",
"[71]\tvalid_0's poisson: -89.9019\tvalid_0's l1: 25.3123\n",
"[72]\tvalid_0's poisson: -89.984\tvalid_0's l1: 25.2683\n",
"[73]\tvalid_0's poisson: -90.0717\tvalid_0's l1: 25.2221\n",
"[74]\tvalid_0's poisson: -90.1534\tvalid_0's l1: 25.1777\n",
"[75]\tvalid_0's poisson: -90.2394\tvalid_0's l1: 25.132\n",
"[76]\tvalid_0's poisson: -90.3202\tvalid_0's l1: 25.0878\n",
"[77]\tvalid_0's poisson: -90.4008\tvalid_0's l1: 25.0444\n",
"[78]\tvalid_0's poisson: -90.4806\tvalid_0's l1: 25.0011\n",
"[79]\tvalid_0's poisson: -90.5589\tvalid_0's l1: 24.9582\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[80]\tvalid_0's poisson: -90.637\tvalid_0's l1: 24.9153\n",
"[81]\tvalid_0's poisson: -90.7137\tvalid_0's l1: 24.8729\n",
"[82]\tvalid_0's poisson: -90.7947\tvalid_0's l1: 24.8293\n",
"[83]\tvalid_0's poisson: -90.8689\tvalid_0's l1: 24.7883\n",
"[84]\tvalid_0's poisson: -90.9437\tvalid_0's l1: 24.7466\n",
"[85]\tvalid_0's poisson: -91.0165\tvalid_0's l1: 24.7064\n",
"[86]\tvalid_0's poisson: -91.0884\tvalid_0's l1: 24.6665\n",
"[87]\tvalid_0's poisson: -91.1614\tvalid_0's l1: 24.6257\n",
"[88]\tvalid_0's poisson: -91.2319\tvalid_0's l1: 24.5866\n",
"[89]\tvalid_0's poisson: -91.3031\tvalid_0's l1: 24.5463\n",
"[90]\tvalid_0's poisson: -91.3735\tvalid_0's l1: 24.5062\n",
"[91]\tvalid_0's poisson: -91.4433\tvalid_0's l1: 24.4664\n",
"[92]\tvalid_0's poisson: -91.5127\tvalid_0's l1: 24.4274\n",
"[93]\tvalid_0's poisson: -91.5826\tvalid_0's l1: 24.3885\n",
"[94]\tvalid_0's poisson: -91.6518\tvalid_0's l1: 24.3498\n",
"[95]\tvalid_0's poisson: -91.7204\tvalid_0's l1: 24.3113\n",
"[96]\tvalid_0's poisson: -91.7883\tvalid_0's l1: 24.2726\n",
"[97]\tvalid_0's poisson: -91.8587\tvalid_0's l1: 24.233\n",
"[98]\tvalid_0's poisson: -91.9284\tvalid_0's l1: 24.1935\n",
"[99]\tvalid_0's poisson: -91.9975\tvalid_0's l1: 24.1542\n",
"[100]\tvalid_0's poisson: -92.0622\tvalid_0's l1: 24.1166\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5782\tvalid_0's l1: 29.2884\n",
"[2]\tvalid_0's poisson: -80.7712\tvalid_0's l1: 29.221\n",
"[3]\tvalid_0's poisson: -80.9614\tvalid_0's l1: 29.1538\n",
"[4]\tvalid_0's poisson: -81.1489\tvalid_0's l1: 29.0869\n",
"[5]\tvalid_0's poisson: -81.3337\tvalid_0's l1: 29.0202\n",
"[6]\tvalid_0's poisson: -81.516\tvalid_0's l1: 28.9538\n",
"[7]\tvalid_0's poisson: -81.6957\tvalid_0's l1: 28.8878\n",
"[8]\tvalid_0's poisson: -81.8729\tvalid_0's l1: 28.8226\n",
"[9]\tvalid_0's poisson: -82.0476\tvalid_0's l1: 28.7577\n",
"[10]\tvalid_0's poisson: -82.22\tvalid_0's l1: 28.6929\n",
"[11]\tvalid_0's poisson: -82.39\tvalid_0's l1: 28.6285\n",
"[12]\tvalid_0's poisson: -82.5578\tvalid_0's l1: 28.5643\n",
"[13]\tvalid_0's poisson: -82.7233\tvalid_0's l1: 28.5003\n",
"[14]\tvalid_0's poisson: -82.8865\tvalid_0's l1: 28.4368\n",
"[15]\tvalid_0's poisson: -83.0499\tvalid_0's l1: 28.3741\n",
"[16]\tvalid_0's poisson: -83.211\tvalid_0's l1: 28.3116\n",
"[17]\tvalid_0's poisson: -83.37\tvalid_0's l1: 28.2494\n",
"[18]\tvalid_0's poisson: -83.5271\tvalid_0's l1: 28.1872\n",
"[19]\tvalid_0's poisson: -83.6821\tvalid_0's l1: 28.1252\n",
"[20]\tvalid_0's poisson: -83.835\tvalid_0's l1: 28.0635\n",
"[21]\tvalid_0's poisson: -83.9857\tvalid_0's l1: 28.0027\n",
"[22]\tvalid_0's poisson: -84.1401\tvalid_0's l1: 27.9419\n",
"[23]\tvalid_0's poisson: -84.2924\tvalid_0's l1: 27.8813\n",
"[24]\tvalid_0's poisson: -84.4451\tvalid_0's l1: 27.8203\n",
"[25]\tvalid_0's poisson: -84.5958\tvalid_0's l1: 27.7595\n",
"[26]\tvalid_0's poisson: -84.7445\tvalid_0's l1: 27.6989\n",
"[27]\tvalid_0's poisson: -84.8912\tvalid_0's l1: 27.6385\n",
"[28]\tvalid_0's poisson: -85.0359\tvalid_0's l1: 27.5795\n",
"[29]\tvalid_0's poisson: -85.1727\tvalid_0's l1: 27.5216\n",
"[30]\tvalid_0's poisson: -85.3078\tvalid_0's l1: 27.464\n",
"[31]\tvalid_0's poisson: -85.4411\tvalid_0's l1: 27.4065\n",
"[32]\tvalid_0's poisson: -85.5729\tvalid_0's l1: 27.3493\n",
"[33]\tvalid_0's poisson: -85.7029\tvalid_0's l1: 27.2923\n",
"[34]\tvalid_0's poisson: -85.8314\tvalid_0's l1: 27.2356\n",
"[35]\tvalid_0's poisson: -85.9643\tvalid_0's l1: 27.1789\n",
"[36]\tvalid_0's poisson: -86.0934\tvalid_0's l1: 27.1232\n",
"[37]\tvalid_0's poisson: -86.221\tvalid_0's l1: 27.0677\n",
"[38]\tvalid_0's poisson: -86.347\tvalid_0's l1: 27.0125\n",
"[39]\tvalid_0's poisson: -86.4715\tvalid_0's l1: 26.9574\n",
"[40]\tvalid_0's poisson: -86.5967\tvalid_0's l1: 26.9017\n",
"[41]\tvalid_0's poisson: -86.7227\tvalid_0's l1: 26.8449\n",
"[42]\tvalid_0's poisson: -86.8371\tvalid_0's l1: 26.792\n",
"[43]\tvalid_0's poisson: -86.96\tvalid_0's l1: 26.7364\n",
"[44]\tvalid_0's poisson: -87.0814\tvalid_0's l1: 26.6811\n",
"[45]\tvalid_0's poisson: -87.2013\tvalid_0's l1: 26.626\n",
"[46]\tvalid_0's poisson: -87.3198\tvalid_0's l1: 26.5711\n",
"[47]\tvalid_0's poisson: -87.4368\tvalid_0's l1: 26.5167\n",
"[48]\tvalid_0's poisson: -87.5525\tvalid_0's l1: 26.4627\n",
"[49]\tvalid_0's poisson: -87.6667\tvalid_0's l1: 26.4092\n",
"[50]\tvalid_0's poisson: -87.7796\tvalid_0's l1: 26.356\n",
"[51]\tvalid_0's poisson: -87.8912\tvalid_0's l1: 26.303\n",
"[52]\tvalid_0's poisson: -88.0015\tvalid_0's l1: 26.2502\n",
"[53]\tvalid_0's poisson: -88.1104\tvalid_0's l1: 26.1977\n",
"[54]\tvalid_0's poisson: -88.2164\tvalid_0's l1: 26.1468\n",
"[55]\tvalid_0's poisson: -88.3211\tvalid_0's l1: 26.0962\n",
"[56]\tvalid_0's poisson: -88.4229\tvalid_0's l1: 26.0462\n",
"[57]\tvalid_0's poisson: -88.5236\tvalid_0's l1: 25.9965\n",
"[58]\tvalid_0's poisson: -88.6234\tvalid_0's l1: 25.9468\n",
"[59]\tvalid_0's poisson: -88.722\tvalid_0's l1: 25.8974\n",
"[60]\tvalid_0's poisson: -88.8148\tvalid_0's l1: 25.8503\n",
"[61]\tvalid_0's poisson: -88.9066\tvalid_0's l1: 25.8036\n",
"[62]\tvalid_0's poisson: -88.9975\tvalid_0's l1: 25.7573\n",
"[63]\tvalid_0's poisson: -89.0929\tvalid_0's l1: 25.7095\n",
"[64]\tvalid_0's poisson: -89.1884\tvalid_0's l1: 25.6616\n",
"[65]\tvalid_0's poisson: -89.2844\tvalid_0's l1: 25.6128\n",
"[66]\tvalid_0's poisson: -89.3795\tvalid_0's l1: 25.5642\n",
"[67]\tvalid_0's poisson: -89.4734\tvalid_0's l1: 25.5162\n",
"[68]\tvalid_0's poisson: -89.5638\tvalid_0's l1: 25.4693\n",
"[69]\tvalid_0's poisson: -89.6531\tvalid_0's l1: 25.4231\n",
"[70]\tvalid_0's poisson: -89.7407\tvalid_0's l1: 25.3774\n",
"[71]\tvalid_0's poisson: -89.8267\tvalid_0's l1: 25.3333\n",
"[72]\tvalid_0's poisson: -89.9125\tvalid_0's l1: 25.288\n",
"[73]\tvalid_0's poisson: -90.0002\tvalid_0's l1: 25.242\n",
"[74]\tvalid_0's poisson: -90.0869\tvalid_0's l1: 25.1962\n",
"[75]\tvalid_0's poisson: -90.1734\tvalid_0's l1: 25.1506\n",
"[76]\tvalid_0's poisson: -90.2567\tvalid_0's l1: 25.1063\n",
"[77]\tvalid_0's poisson: -90.3391\tvalid_0's l1: 25.0624\n",
"[78]\tvalid_0's poisson: -90.4211\tvalid_0's l1: 25.0193\n",
"[79]\tvalid_0's poisson: -90.5018\tvalid_0's l1: 24.9767\n",
"[80]\tvalid_0's poisson: -90.5833\tvalid_0's l1: 24.9333\n",
"[81]\tvalid_0's poisson: -90.664\tvalid_0's l1: 24.8902\n",
"[82]\tvalid_0's poisson: -90.7438\tvalid_0's l1: 24.8474\n",
"[83]\tvalid_0's poisson: -90.8239\tvalid_0's l1: 24.8044\n",
"[84]\tvalid_0's poisson: -90.902\tvalid_0's l1: 24.762\n",
"[85]\tvalid_0's poisson: -90.9794\tvalid_0's l1: 24.7197\n",
"[86]\tvalid_0's poisson: -91.056\tvalid_0's l1: 24.678\n",
"[87]\tvalid_0's poisson: -91.1299\tvalid_0's l1: 24.6369\n",
"[88]\tvalid_0's poisson: -91.203\tvalid_0's l1: 24.596\n",
"[89]\tvalid_0's poisson: -91.2754\tvalid_0's l1: 24.5556\n",
"[90]\tvalid_0's poisson: -91.3481\tvalid_0's l1: 24.5153\n",
"[91]\tvalid_0's poisson: -91.4202\tvalid_0's l1: 24.4752\n",
"[92]\tvalid_0's poisson: -91.4915\tvalid_0's l1: 24.4354\n",
"[93]\tvalid_0's poisson: -91.562\tvalid_0's l1: 24.3963\n",
"[94]\tvalid_0's poisson: -91.6319\tvalid_0's l1: 24.3575\n",
"[95]\tvalid_0's poisson: -91.7011\tvalid_0's l1: 24.3189\n",
"[96]\tvalid_0's poisson: -91.7695\tvalid_0's l1: 24.2805\n",
"[97]\tvalid_0's poisson: -91.8375\tvalid_0's l1: 24.2424\n",
"[98]\tvalid_0's poisson: -91.9048\tvalid_0's l1: 24.2044\n",
"[99]\tvalid_0's poisson: -91.9715\tvalid_0's l1: 24.1666\n",
"[100]\tvalid_0's poisson: -92.0375\tvalid_0's l1: 24.1293\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5734\tvalid_0's l1: 29.2897\n",
"[2]\tvalid_0's poisson: -80.7667\tvalid_0's l1: 29.2226\n",
"[3]\tvalid_0's poisson: -80.9572\tvalid_0's l1: 29.1558\n",
"[4]\tvalid_0's poisson: -81.1461\tvalid_0's l1: 29.0893\n",
"[5]\tvalid_0's poisson: -81.3311\tvalid_0's l1: 29.023\n",
"[6]\tvalid_0's poisson: -81.5134\tvalid_0's l1: 28.9569\n",
"[7]\tvalid_0's poisson: -81.6932\tvalid_0's l1: 28.8914\n",
"[8]\tvalid_0's poisson: -81.8704\tvalid_0's l1: 28.8266\n",
"[9]\tvalid_0's poisson: -82.0464\tvalid_0's l1: 28.762\n",
"[10]\tvalid_0's poisson: -82.22\tvalid_0's l1: 28.6976\n",
"[11]\tvalid_0's poisson: -82.3911\tvalid_0's l1: 28.6335\n",
"[12]\tvalid_0's poisson: -82.5598\tvalid_0's l1: 28.5697\n",
"[13]\tvalid_0's poisson: -82.7262\tvalid_0's l1: 28.5061\n",
"[14]\tvalid_0's poisson: -82.8904\tvalid_0's l1: 28.4433\n",
"[15]\tvalid_0's poisson: -83.0523\tvalid_0's l1: 28.3811\n",
"[16]\tvalid_0's poisson: -83.2121\tvalid_0's l1: 28.3191\n",
"[17]\tvalid_0's poisson: -83.3697\tvalid_0's l1: 28.2573\n",
"[18]\tvalid_0's poisson: -83.5251\tvalid_0's l1: 28.196\n",
"[19]\tvalid_0's poisson: -83.6785\tvalid_0's l1: 28.1348\n",
"[20]\tvalid_0's poisson: -83.8299\tvalid_0's l1: 28.0739\n",
"[21]\tvalid_0's poisson: -83.9793\tvalid_0's l1: 28.0142\n",
"[22]\tvalid_0's poisson: -84.1341\tvalid_0's l1: 27.953\n",
"[23]\tvalid_0's poisson: -84.2867\tvalid_0's l1: 27.8921\n",
"[24]\tvalid_0's poisson: -84.4374\tvalid_0's l1: 27.8314\n",
"[25]\tvalid_0's poisson: -84.586\tvalid_0's l1: 27.771\n",
"[26]\tvalid_0's poisson: -84.7327\tvalid_0's l1: 27.7107\n",
"[27]\tvalid_0's poisson: -84.8774\tvalid_0's l1: 27.6511\n",
"[28]\tvalid_0's poisson: -85.0205\tvalid_0's l1: 27.5928\n",
"[29]\tvalid_0's poisson: -85.1617\tvalid_0's l1: 27.5346\n",
"[30]\tvalid_0's poisson: -85.301\tvalid_0's l1: 27.4768\n",
"[31]\tvalid_0's poisson: -85.4386\tvalid_0's l1: 27.4191\n",
"[32]\tvalid_0's poisson: -85.5744\tvalid_0's l1: 27.3617\n",
"[33]\tvalid_0's poisson: -85.7085\tvalid_0's l1: 27.3045\n",
"[34]\tvalid_0's poisson: -85.8409\tvalid_0's l1: 27.2482\n",
"[35]\tvalid_0's poisson: -85.9672\tvalid_0's l1: 27.1925\n",
"[36]\tvalid_0's poisson: -86.0918\tvalid_0's l1: 27.1371\n",
"[37]\tvalid_0's poisson: -86.215\tvalid_0's l1: 27.0818\n",
"[38]\tvalid_0's poisson: -86.3367\tvalid_0's l1: 27.0268\n",
"[39]\tvalid_0's poisson: -86.462\tvalid_0's l1: 26.9715\n",
"[40]\tvalid_0's poisson: -86.5857\tvalid_0's l1: 26.9163\n",
"[41]\tvalid_0's poisson: -86.7079\tvalid_0's l1: 26.8617\n",
"[42]\tvalid_0's poisson: -86.8287\tvalid_0's l1: 26.8066\n",
"[43]\tvalid_0's poisson: -86.9481\tvalid_0's l1: 26.7518\n",
"[44]\tvalid_0's poisson: -87.0661\tvalid_0's l1: 26.6973\n",
"[45]\tvalid_0's poisson: -87.1828\tvalid_0's l1: 26.643\n",
"[46]\tvalid_0's poisson: -87.2981\tvalid_0's l1: 26.589\n",
"[47]\tvalid_0's poisson: -87.4121\tvalid_0's l1: 26.5355\n",
"[48]\tvalid_0's poisson: -87.5247\tvalid_0's l1: 26.4833\n",
"[49]\tvalid_0's poisson: -87.6361\tvalid_0's l1: 26.4313\n",
"[50]\tvalid_0's poisson: -87.7461\tvalid_0's l1: 26.3796\n",
"[51]\tvalid_0's poisson: -87.8549\tvalid_0's l1: 26.3275\n",
"[52]\tvalid_0's poisson: -87.9624\tvalid_0's l1: 26.2756\n",
"[53]\tvalid_0's poisson: -88.0688\tvalid_0's l1: 26.224\n",
"[54]\tvalid_0's poisson: -88.1729\tvalid_0's l1: 26.1729\n",
"[55]\tvalid_0's poisson: -88.2758\tvalid_0's l1: 26.1226\n",
"[56]\tvalid_0's poisson: -88.3771\tvalid_0's l1: 26.0736\n",
"[57]\tvalid_0's poisson: -88.4777\tvalid_0's l1: 26.0237\n",
"[58]\tvalid_0's poisson: -88.5772\tvalid_0's l1: 25.974\n",
"[59]\tvalid_0's poisson: -88.6751\tvalid_0's l1: 25.9257\n",
"[60]\tvalid_0's poisson: -88.772\tvalid_0's l1: 25.8776\n",
"[61]\tvalid_0's poisson: -88.8679\tvalid_0's l1: 25.8298\n",
"[62]\tvalid_0's poisson: -88.9615\tvalid_0's l1: 25.7818\n",
"[63]\tvalid_0's poisson: -89.0584\tvalid_0's l1: 25.7326\n",
"[64]\tvalid_0's poisson: -89.1542\tvalid_0's l1: 25.6838\n",
"[65]\tvalid_0's poisson: -89.2477\tvalid_0's l1: 25.6361\n",
"[66]\tvalid_0's poisson: -89.3409\tvalid_0's l1: 25.5882\n",
"[67]\tvalid_0's poisson: -89.4329\tvalid_0's l1: 25.5407\n",
"[68]\tvalid_0's poisson: -89.524\tvalid_0's l1: 25.4933\n",
"[69]\tvalid_0's poisson: -89.614\tvalid_0's l1: 25.4462\n",
"[70]\tvalid_0's poisson: -89.7031\tvalid_0's l1: 25.3997\n",
"[71]\tvalid_0's poisson: -89.7907\tvalid_0's l1: 25.3539\n",
"[72]\tvalid_0's poisson: -89.8778\tvalid_0's l1: 25.3084\n",
"[73]\tvalid_0's poisson: -89.9646\tvalid_0's l1: 25.2623\n",
"[74]\tvalid_0's poisson: -90.0505\tvalid_0's l1: 25.2168\n",
"[75]\tvalid_0's poisson: -90.1345\tvalid_0's l1: 25.1724\n",
"[76]\tvalid_0's poisson: -90.2176\tvalid_0's l1: 25.1282\n",
"[77]\tvalid_0's poisson: -90.2999\tvalid_0's l1: 25.0844\n",
"[78]\tvalid_0's poisson: -90.3818\tvalid_0's l1: 25.0412\n",
"[79]\tvalid_0's poisson: -90.4628\tvalid_0's l1: 24.9984\n",
"[80]\tvalid_0's poisson: -90.5436\tvalid_0's l1: 24.9551\n",
"[81]\tvalid_0's poisson: -90.6235\tvalid_0's l1: 24.912\n",
"[82]\tvalid_0's poisson: -90.7021\tvalid_0's l1: 24.8698\n",
"[83]\tvalid_0's poisson: -90.7786\tvalid_0's l1: 24.8278\n",
"[84]\tvalid_0's poisson: -90.8543\tvalid_0's l1: 24.7859\n",
"[85]\tvalid_0's poisson: -90.9292\tvalid_0's l1: 24.7444\n",
"[86]\tvalid_0's poisson: -91.0049\tvalid_0's l1: 24.703\n",
"[87]\tvalid_0's poisson: -91.0799\tvalid_0's l1: 24.6616\n",
"[88]\tvalid_0's poisson: -91.1541\tvalid_0's l1: 24.6206\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[89]\tvalid_0's poisson: -91.2276\tvalid_0's l1: 24.5795\n",
"[90]\tvalid_0's poisson: -91.3003\tvalid_0's l1: 24.5387\n",
"[91]\tvalid_0's poisson: -91.3724\tvalid_0's l1: 24.4982\n",
"[92]\tvalid_0's poisson: -91.4437\tvalid_0's l1: 24.4582\n",
"[93]\tvalid_0's poisson: -91.5143\tvalid_0's l1: 24.4185\n",
"[94]\tvalid_0's poisson: -91.5842\tvalid_0's l1: 24.3789\n",
"[95]\tvalid_0's poisson: -91.6534\tvalid_0's l1: 24.3395\n",
"[96]\tvalid_0's poisson: -91.7219\tvalid_0's l1: 24.3004\n",
"[97]\tvalid_0's poisson: -91.7897\tvalid_0's l1: 24.2614\n",
"[98]\tvalid_0's poisson: -91.8568\tvalid_0's l1: 24.2229\n",
"[99]\tvalid_0's poisson: -91.9233\tvalid_0's l1: 24.1847\n",
"[100]\tvalid_0's poisson: -91.9891\tvalid_0's l1: 24.1471\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -80.5733\tvalid_0's l1: 29.2898\n",
"[2]\tvalid_0's poisson: -80.7616\tvalid_0's l1: 29.2237\n",
"[3]\tvalid_0's poisson: -80.9473\tvalid_0's l1: 29.1579\n",
"[4]\tvalid_0's poisson: -81.1303\tvalid_0's l1: 29.0924\n",
"[5]\tvalid_0's poisson: -81.3108\tvalid_0's l1: 29.0271\n",
"[6]\tvalid_0's poisson: -81.4889\tvalid_0's l1: 28.962\n",
"[7]\tvalid_0's poisson: -81.6644\tvalid_0's l1: 28.8972\n",
"[8]\tvalid_0's poisson: -81.8376\tvalid_0's l1: 28.8333\n",
"[9]\tvalid_0's poisson: -82.0108\tvalid_0's l1: 28.7695\n",
"[10]\tvalid_0's poisson: -82.1816\tvalid_0's l1: 28.706\n",
"[11]\tvalid_0's poisson: -82.35\tvalid_0's l1: 28.6427\n",
"[12]\tvalid_0's poisson: -82.5162\tvalid_0's l1: 28.5796\n",
"[13]\tvalid_0's poisson: -82.6915\tvalid_0's l1: 28.5145\n",
"[14]\tvalid_0's poisson: -82.8643\tvalid_0's l1: 28.4498\n",
"[15]\tvalid_0's poisson: -83.0241\tvalid_0's l1: 28.3879\n",
"[16]\tvalid_0's poisson: -83.1817\tvalid_0's l1: 28.3264\n",
"[17]\tvalid_0's poisson: -83.3401\tvalid_0's l1: 28.2642\n",
"[18]\tvalid_0's poisson: -83.4964\tvalid_0's l1: 28.2023\n",
"[19]\tvalid_0's poisson: -83.6506\tvalid_0's l1: 28.1407\n",
"[20]\tvalid_0's poisson: -83.8028\tvalid_0's l1: 28.0793\n",
"[21]\tvalid_0's poisson: -83.953\tvalid_0's l1: 28.0185\n",
"[22]\tvalid_0's poisson: -84.1013\tvalid_0's l1: 27.9582\n",
"[23]\tvalid_0's poisson: -84.2476\tvalid_0's l1: 27.8983\n",
"[24]\tvalid_0's poisson: -84.3993\tvalid_0's l1: 27.8373\n",
"[25]\tvalid_0's poisson: -84.5489\tvalid_0's l1: 27.7765\n",
"[26]\tvalid_0's poisson: -84.6966\tvalid_0's l1: 27.716\n",
"[27]\tvalid_0's poisson: -84.8423\tvalid_0's l1: 27.6557\n",
"[28]\tvalid_0's poisson: -84.9868\tvalid_0's l1: 27.5965\n",
"[29]\tvalid_0's poisson: -85.1227\tvalid_0's l1: 27.539\n",
"[30]\tvalid_0's poisson: -85.2569\tvalid_0's l1: 27.4816\n",
"[31]\tvalid_0's poisson: -85.3888\tvalid_0's l1: 27.4247\n",
"[32]\tvalid_0's poisson: -85.5191\tvalid_0's l1: 27.3679\n",
"[33]\tvalid_0's poisson: -85.6478\tvalid_0's l1: 27.3114\n",
"[34]\tvalid_0's poisson: -85.7749\tvalid_0's l1: 27.2553\n",
"[35]\tvalid_0's poisson: -85.9071\tvalid_0's l1: 27.1987\n",
"[36]\tvalid_0's poisson: -86.0377\tvalid_0's l1: 27.1426\n",
"[37]\tvalid_0's poisson: -86.1665\tvalid_0's l1: 27.0868\n",
"[38]\tvalid_0's poisson: -86.2945\tvalid_0's l1: 27.031\n",
"[39]\tvalid_0's poisson: -86.4202\tvalid_0's l1: 26.9756\n",
"[40]\tvalid_0's poisson: -86.5444\tvalid_0's l1: 26.9204\n",
"[41]\tvalid_0's poisson: -86.6611\tvalid_0's l1: 26.8668\n",
"[42]\tvalid_0's poisson: -86.7763\tvalid_0's l1: 26.814\n",
"[43]\tvalid_0's poisson: -86.8902\tvalid_0's l1: 26.7615\n",
"[44]\tvalid_0's poisson: -87.0028\tvalid_0's l1: 26.7094\n",
"[45]\tvalid_0's poisson: -87.1202\tvalid_0's l1: 26.6563\n",
"[46]\tvalid_0's poisson: -87.2302\tvalid_0's l1: 26.6046\n",
"[47]\tvalid_0's poisson: -87.3396\tvalid_0's l1: 26.553\n",
"[48]\tvalid_0's poisson: -87.4531\tvalid_0's l1: 26.5005\n",
"[49]\tvalid_0's poisson: -87.5653\tvalid_0's l1: 26.4484\n",
"[50]\tvalid_0's poisson: -87.6761\tvalid_0's l1: 26.3967\n",
"[51]\tvalid_0's poisson: -87.7857\tvalid_0's l1: 26.3453\n",
"[52]\tvalid_0's poisson: -87.894\tvalid_0's l1: 26.2941\n",
"[53]\tvalid_0's poisson: -88.001\tvalid_0's l1: 26.243\n",
"[54]\tvalid_0's poisson: -88.1069\tvalid_0's l1: 26.1923\n",
"[55]\tvalid_0's poisson: -88.2134\tvalid_0's l1: 26.1405\n",
"[56]\tvalid_0's poisson: -88.3195\tvalid_0's l1: 26.089\n",
"[57]\tvalid_0's poisson: -88.4191\tvalid_0's l1: 26.04\n",
"[58]\tvalid_0's poisson: -88.5222\tvalid_0's l1: 25.9896\n",
"[59]\tvalid_0's poisson: -88.6239\tvalid_0's l1: 25.9394\n",
"[60]\tvalid_0's poisson: -88.7245\tvalid_0's l1: 25.8895\n",
"[61]\tvalid_0's poisson: -88.824\tvalid_0's l1: 25.8397\n",
"[62]\tvalid_0's poisson: -88.9211\tvalid_0's l1: 25.7912\n",
"[63]\tvalid_0's poisson: -89.0175\tvalid_0's l1: 25.7428\n",
"[64]\tvalid_0's poisson: -89.1124\tvalid_0's l1: 25.6947\n",
"[65]\tvalid_0's poisson: -89.2077\tvalid_0's l1: 25.6464\n",
"[66]\tvalid_0's poisson: -89.3019\tvalid_0's l1: 25.5983\n",
"[67]\tvalid_0's poisson: -89.3951\tvalid_0's l1: 25.5505\n",
"[68]\tvalid_0's poisson: -89.4858\tvalid_0's l1: 25.5038\n",
"[69]\tvalid_0's poisson: -89.5756\tvalid_0's l1: 25.4575\n",
"[70]\tvalid_0's poisson: -89.6628\tvalid_0's l1: 25.4122\n",
"[71]\tvalid_0's poisson: -89.7506\tvalid_0's l1: 25.3665\n",
"[72]\tvalid_0's poisson: -89.8358\tvalid_0's l1: 25.3215\n",
"[73]\tvalid_0's poisson: -89.92\tvalid_0's l1: 25.2766\n",
"[74]\tvalid_0's poisson: -90.0034\tvalid_0's l1: 25.2321\n",
"[75]\tvalid_0's poisson: -90.0859\tvalid_0's l1: 25.1878\n",
"[76]\tvalid_0's poisson: -90.1683\tvalid_0's l1: 25.1441\n",
"[77]\tvalid_0's poisson: -90.2498\tvalid_0's l1: 25.1005\n",
"[78]\tvalid_0's poisson: -90.3305\tvalid_0's l1: 25.0572\n",
"[79]\tvalid_0's poisson: -90.4094\tvalid_0's l1: 25.0149\n",
"[80]\tvalid_0's poisson: -90.4875\tvalid_0's l1: 24.9729\n",
"[81]\tvalid_0's poisson: -90.5648\tvalid_0's l1: 24.931\n",
"[82]\tvalid_0's poisson: -90.6423\tvalid_0's l1: 24.8892\n",
"[83]\tvalid_0's poisson: -90.718\tvalid_0's l1: 24.8477\n",
"[84]\tvalid_0's poisson: -90.794\tvalid_0's l1: 24.8063\n",
"[85]\tvalid_0's poisson: -90.8682\tvalid_0's l1: 24.7653\n",
"[86]\tvalid_0's poisson: -90.9417\tvalid_0's l1: 24.7247\n",
"[87]\tvalid_0's poisson: -91.0146\tvalid_0's l1: 24.6841\n",
"[88]\tvalid_0's poisson: -91.0866\tvalid_0's l1: 24.6438\n",
"[89]\tvalid_0's poisson: -91.1589\tvalid_0's l1: 24.6036\n",
"[90]\tvalid_0's poisson: -91.2295\tvalid_0's l1: 24.5638\n",
"[91]\tvalid_0's poisson: -91.3005\tvalid_0's l1: 24.525\n",
"[92]\tvalid_0's poisson: -91.3748\tvalid_0's l1: 24.4841\n",
"[93]\tvalid_0's poisson: -91.4445\tvalid_0's l1: 24.4448\n",
"[94]\tvalid_0's poisson: -91.5135\tvalid_0's l1: 24.4066\n",
"[95]\tvalid_0's poisson: -91.5859\tvalid_0's l1: 24.3671\n",
"[96]\tvalid_0's poisson: -91.6577\tvalid_0's l1: 24.3278\n",
"[97]\tvalid_0's poisson: -91.7286\tvalid_0's l1: 24.2891\n",
"[98]\tvalid_0's poisson: -91.7989\tvalid_0's l1: 24.2505\n",
"[99]\tvalid_0's poisson: -91.8684\tvalid_0's l1: 24.2121\n",
"[100]\tvalid_0's poisson: -91.9373\tvalid_0's l1: 24.1738\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.836\tvalid_0's l1: 18.2243\n",
"[2]\tvalid_0's poisson: -101.431\tvalid_0's l1: 14.3455\n",
"[3]\tvalid_0's poisson: -102.969\tvalid_0's l1: 13.348\n",
"[4]\tvalid_0's poisson: -102.998\tvalid_0's l1: 12.7985\n",
"[5]\tvalid_0's poisson: -103.145\tvalid_0's l1: 12.6907\n",
"[6]\tvalid_0's poisson: -103.357\tvalid_0's l1: 12.2217\n",
"[7]\tvalid_0's poisson: -102.766\tvalid_0's l1: 12.2325\n",
"[8]\tvalid_0's poisson: -102.484\tvalid_0's l1: 12.2156\n",
"[9]\tvalid_0's poisson: -101.768\tvalid_0's l1: 12.1739\n",
"[10]\tvalid_0's poisson: -102.562\tvalid_0's l1: 12.1509\n",
"[11]\tvalid_0's poisson: -103.286\tvalid_0's l1: 12.0227\n",
"[12]\tvalid_0's poisson: -103.375\tvalid_0's l1: 11.9975\n",
"[13]\tvalid_0's poisson: -102.887\tvalid_0's l1: 11.9646\n",
"[14]\tvalid_0's poisson: -102.483\tvalid_0's l1: 11.954\n",
"[15]\tvalid_0's poisson: -102.738\tvalid_0's l1: 11.9455\n",
"[16]\tvalid_0's poisson: -102.963\tvalid_0's l1: 11.9534\n",
"[17]\tvalid_0's poisson: -102.991\tvalid_0's l1: 11.9625\n",
"[18]\tvalid_0's poisson: -102.865\tvalid_0's l1: 11.9386\n",
"[19]\tvalid_0's poisson: -103.245\tvalid_0's l1: 11.9217\n",
"[20]\tvalid_0's poisson: -103.113\tvalid_0's l1: 11.9164\n",
"[21]\tvalid_0's poisson: -102.996\tvalid_0's l1: 11.8848\n",
"[22]\tvalid_0's poisson: -102.685\tvalid_0's l1: 11.8796\n",
"[23]\tvalid_0's poisson: -102.805\tvalid_0's l1: 11.8237\n",
"[24]\tvalid_0's poisson: -102.807\tvalid_0's l1: 11.8058\n",
"[25]\tvalid_0's poisson: -102.81\tvalid_0's l1: 11.7835\n",
"[26]\tvalid_0's poisson: -102.934\tvalid_0's l1: 11.7925\n",
"[27]\tvalid_0's poisson: -102.738\tvalid_0's l1: 11.8059\n",
"[28]\tvalid_0's poisson: -102.682\tvalid_0's l1: 11.8258\n",
"[29]\tvalid_0's poisson: -103.05\tvalid_0's l1: 11.8213\n",
"[30]\tvalid_0's poisson: -102.885\tvalid_0's l1: 11.8041\n",
"[31]\tvalid_0's poisson: -103.032\tvalid_0's l1: 11.7713\n",
"[32]\tvalid_0's poisson: -103.39\tvalid_0's l1: 11.7625\n",
"[33]\tvalid_0's poisson: -103.173\tvalid_0's l1: 11.7638\n",
"[34]\tvalid_0's poisson: -103.276\tvalid_0's l1: 11.7656\n",
"[35]\tvalid_0's poisson: -102.881\tvalid_0's l1: 11.758\n",
"[36]\tvalid_0's poisson: -102.977\tvalid_0's l1: 11.7009\n",
"[37]\tvalid_0's poisson: -102.875\tvalid_0's l1: 11.6848\n",
"[38]\tvalid_0's poisson: -103.04\tvalid_0's l1: 11.6832\n",
"[39]\tvalid_0's poisson: -103.228\tvalid_0's l1: 11.6907\n",
"[40]\tvalid_0's poisson: -103.142\tvalid_0's l1: 11.6865\n",
"[41]\tvalid_0's poisson: -103.078\tvalid_0's l1: 11.6668\n",
"[42]\tvalid_0's poisson: -102.922\tvalid_0's l1: 11.6482\n",
"[43]\tvalid_0's poisson: -103.042\tvalid_0's l1: 11.655\n",
"[44]\tvalid_0's poisson: -103.057\tvalid_0's l1: 11.6409\n",
"[45]\tvalid_0's poisson: -102.883\tvalid_0's l1: 11.6501\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -103.003\tvalid_0's l1: 11.6642\n",
"[47]\tvalid_0's poisson: -102.91\tvalid_0's l1: 11.6751\n",
"[48]\tvalid_0's poisson: -102.858\tvalid_0's l1: 11.6782\n",
"[49]\tvalid_0's poisson: -102.773\tvalid_0's l1: 11.6746\n",
"[50]\tvalid_0's poisson: -102.864\tvalid_0's l1: 11.6783\n",
"[51]\tvalid_0's poisson: -102.827\tvalid_0's l1: 11.6414\n",
"[52]\tvalid_0's poisson: -103.007\tvalid_0's l1: 11.6305\n",
"[53]\tvalid_0's poisson: -103.067\tvalid_0's l1: 11.6436\n",
"[54]\tvalid_0's poisson: -103.159\tvalid_0's l1: 11.6286\n",
"[55]\tvalid_0's poisson: -103.146\tvalid_0's l1: 11.6347\n",
"[56]\tvalid_0's poisson: -103.051\tvalid_0's l1: 11.6424\n",
"[57]\tvalid_0's poisson: -103.044\tvalid_0's l1: 11.6473\n",
"[58]\tvalid_0's poisson: -103.069\tvalid_0's l1: 11.6445\n",
"[59]\tvalid_0's poisson: -102.833\tvalid_0's l1: 11.6532\n",
"[60]\tvalid_0's poisson: -102.808\tvalid_0's l1: 11.6298\n",
"[61]\tvalid_0's poisson: -102.803\tvalid_0's l1: 11.6325\n",
"[62]\tvalid_0's poisson: -102.681\tvalid_0's l1: 11.641\n",
"[63]\tvalid_0's poisson: -102.74\tvalid_0's l1: 11.6189\n",
"[64]\tvalid_0's poisson: -102.612\tvalid_0's l1: 11.6267\n",
"[65]\tvalid_0's poisson: -102.78\tvalid_0's l1: 11.6259\n",
"[66]\tvalid_0's poisson: -102.673\tvalid_0's l1: 11.624\n",
"[67]\tvalid_0's poisson: -102.734\tvalid_0's l1: 11.616\n",
"[68]\tvalid_0's poisson: -102.607\tvalid_0's l1: 11.5781\n",
"[69]\tvalid_0's poisson: -102.49\tvalid_0's l1: 11.5617\n",
"[70]\tvalid_0's poisson: -102.618\tvalid_0's l1: 11.4827\n",
"[71]\tvalid_0's poisson: -102.724\tvalid_0's l1: 11.4829\n",
"[72]\tvalid_0's poisson: -102.483\tvalid_0's l1: 11.4853\n",
"[73]\tvalid_0's poisson: -102.325\tvalid_0's l1: 11.4752\n",
"[74]\tvalid_0's poisson: -102.39\tvalid_0's l1: 11.4448\n",
"[75]\tvalid_0's poisson: -102.482\tvalid_0's l1: 11.4402\n",
"[76]\tvalid_0's poisson: -102.538\tvalid_0's l1: 11.4239\n",
"[77]\tvalid_0's poisson: -102.48\tvalid_0's l1: 11.4194\n",
"[78]\tvalid_0's poisson: -102.565\tvalid_0's l1: 11.4129\n",
"[79]\tvalid_0's poisson: -102.574\tvalid_0's l1: 11.4174\n",
"[80]\tvalid_0's poisson: -102.537\tvalid_0's l1: 11.4063\n",
"[81]\tvalid_0's poisson: -102.502\tvalid_0's l1: 11.3958\n",
"[82]\tvalid_0's poisson: -102.418\tvalid_0's l1: 11.4\n",
"[83]\tvalid_0's poisson: -102.507\tvalid_0's l1: 11.4023\n",
"[84]\tvalid_0's poisson: -102.559\tvalid_0's l1: 11.4016\n",
"[85]\tvalid_0's poisson: -102.551\tvalid_0's l1: 11.4116\n",
"[86]\tvalid_0's poisson: -102.348\tvalid_0's l1: 11.4008\n",
"[87]\tvalid_0's poisson: -102.494\tvalid_0's l1: 11.4008\n",
"[88]\tvalid_0's poisson: -102.541\tvalid_0's l1: 11.3886\n",
"[89]\tvalid_0's poisson: -102.545\tvalid_0's l1: 11.3643\n",
"[90]\tvalid_0's poisson: -102.757\tvalid_0's l1: 11.3646\n",
"[91]\tvalid_0's poisson: -102.943\tvalid_0's l1: 11.3733\n",
"[92]\tvalid_0's poisson: -102.931\tvalid_0's l1: 11.3644\n",
"[93]\tvalid_0's poisson: -102.872\tvalid_0's l1: 11.3677\n",
"[94]\tvalid_0's poisson: -102.791\tvalid_0's l1: 11.3735\n",
"[95]\tvalid_0's poisson: -102.72\tvalid_0's l1: 11.3725\n",
"[96]\tvalid_0's poisson: -102.694\tvalid_0's l1: 11.3756\n",
"[97]\tvalid_0's poisson: -102.703\tvalid_0's l1: 11.3769\n",
"[98]\tvalid_0's poisson: -102.745\tvalid_0's l1: 11.36\n",
"[99]\tvalid_0's poisson: -102.66\tvalid_0's l1: 11.3604\n",
"[100]\tvalid_0's poisson: -102.741\tvalid_0's l1: 11.3596\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.755\tvalid_0's l1: 18.2909\n",
"[2]\tvalid_0's poisson: -101.541\tvalid_0's l1: 15.1552\n",
"[3]\tvalid_0's poisson: -101.848\tvalid_0's l1: 13.9988\n",
"[4]\tvalid_0's poisson: -103.227\tvalid_0's l1: 12.6173\n",
"[5]\tvalid_0's poisson: -102.965\tvalid_0's l1: 12.4011\n",
"[6]\tvalid_0's poisson: -101.157\tvalid_0's l1: 12.2791\n",
"[7]\tvalid_0's poisson: -101.28\tvalid_0's l1: 12.0914\n",
"[8]\tvalid_0's poisson: -100.576\tvalid_0's l1: 12.0655\n",
"[9]\tvalid_0's poisson: -100.031\tvalid_0's l1: 12.0284\n",
"[10]\tvalid_0's poisson: -101.168\tvalid_0's l1: 11.9037\n",
"[11]\tvalid_0's poisson: -101.632\tvalid_0's l1: 11.8492\n",
"[12]\tvalid_0's poisson: -101.978\tvalid_0's l1: 11.8195\n",
"[13]\tvalid_0's poisson: -102.091\tvalid_0's l1: 11.8178\n",
"[14]\tvalid_0's poisson: -102.366\tvalid_0's l1: 11.8247\n",
"[15]\tvalid_0's poisson: -101.051\tvalid_0's l1: 11.6988\n",
"[16]\tvalid_0's poisson: -100.801\tvalid_0's l1: 11.7237\n",
"[17]\tvalid_0's poisson: -101.733\tvalid_0's l1: 11.6617\n",
"[18]\tvalid_0's poisson: -101.699\tvalid_0's l1: 11.6461\n",
"[19]\tvalid_0's poisson: -101.448\tvalid_0's l1: 11.6446\n",
"[20]\tvalid_0's poisson: -101.056\tvalid_0's l1: 11.5953\n",
"[21]\tvalid_0's poisson: -100.451\tvalid_0's l1: 11.5906\n",
"[22]\tvalid_0's poisson: -100.52\tvalid_0's l1: 11.5812\n",
"[23]\tvalid_0's poisson: -100.937\tvalid_0's l1: 11.6013\n",
"[24]\tvalid_0's poisson: -100.895\tvalid_0's l1: 11.5982\n",
"[25]\tvalid_0's poisson: -100.882\tvalid_0's l1: 11.5876\n",
"[26]\tvalid_0's poisson: -100.654\tvalid_0's l1: 11.5843\n",
"[27]\tvalid_0's poisson: -100.684\tvalid_0's l1: 11.5797\n",
"[28]\tvalid_0's poisson: -100.59\tvalid_0's l1: 11.5822\n",
"[29]\tvalid_0's poisson: -100.507\tvalid_0's l1: 11.6021\n",
"[30]\tvalid_0's poisson: -100.41\tvalid_0's l1: 11.5835\n",
"[31]\tvalid_0's poisson: -100.577\tvalid_0's l1: 11.5582\n",
"[32]\tvalid_0's poisson: -101.103\tvalid_0's l1: 11.5418\n",
"[33]\tvalid_0's poisson: -101.287\tvalid_0's l1: 11.5277\n",
"[34]\tvalid_0's poisson: -101.705\tvalid_0's l1: 11.5403\n",
"[35]\tvalid_0's poisson: -101.315\tvalid_0's l1: 11.5351\n",
"[36]\tvalid_0's poisson: -101.098\tvalid_0's l1: 11.5226\n",
"[37]\tvalid_0's poisson: -101.19\tvalid_0's l1: 11.5164\n",
"[38]\tvalid_0's poisson: -101.313\tvalid_0's l1: 11.5122\n",
"[39]\tvalid_0's poisson: -101.177\tvalid_0's l1: 11.4842\n",
"[40]\tvalid_0's poisson: -101.163\tvalid_0's l1: 11.4769\n",
"[41]\tvalid_0's poisson: -100.756\tvalid_0's l1: 11.4947\n",
"[42]\tvalid_0's poisson: -100.621\tvalid_0's l1: 11.4705\n",
"[43]\tvalid_0's poisson: -100.519\tvalid_0's l1: 11.4478\n",
"[44]\tvalid_0's poisson: -100.599\tvalid_0's l1: 11.4405\n",
"[45]\tvalid_0's poisson: -101.045\tvalid_0's l1: 11.4263\n",
"[46]\tvalid_0's poisson: -101.061\tvalid_0's l1: 11.429\n",
"[47]\tvalid_0's poisson: -101.114\tvalid_0's l1: 11.4305\n",
"[48]\tvalid_0's poisson: -101.113\tvalid_0's l1: 11.4439\n",
"[49]\tvalid_0's poisson: -101.227\tvalid_0's l1: 11.4481\n",
"[50]\tvalid_0's poisson: -101.267\tvalid_0's l1: 11.4379\n",
"[51]\tvalid_0's poisson: -101.336\tvalid_0's l1: 11.4341\n",
"[52]\tvalid_0's poisson: -101.606\tvalid_0's l1: 11.4356\n",
"[53]\tvalid_0's poisson: -101.717\tvalid_0's l1: 11.438\n",
"[54]\tvalid_0's poisson: -101.526\tvalid_0's l1: 11.427\n",
"[55]\tvalid_0's poisson: -101.549\tvalid_0's l1: 11.4043\n",
"[56]\tvalid_0's poisson: -101.632\tvalid_0's l1: 11.3979\n",
"[57]\tvalid_0's poisson: -101.054\tvalid_0's l1: 11.4079\n",
"[58]\tvalid_0's poisson: -101.327\tvalid_0's l1: 11.4019\n",
"[59]\tvalid_0's poisson: -101.455\tvalid_0's l1: 11.3971\n",
"[60]\tvalid_0's poisson: -101.45\tvalid_0's l1: 11.3989\n",
"[61]\tvalid_0's poisson: -101.822\tvalid_0's l1: 11.399\n",
"[62]\tvalid_0's poisson: -101.708\tvalid_0's l1: 11.4095\n",
"[63]\tvalid_0's poisson: -101.552\tvalid_0's l1: 11.4051\n",
"[64]\tvalid_0's poisson: -101.55\tvalid_0's l1: 11.4123\n",
"[65]\tvalid_0's poisson: -101.471\tvalid_0's l1: 11.4035\n",
"[66]\tvalid_0's poisson: -101.502\tvalid_0's l1: 11.4014\n",
"[67]\tvalid_0's poisson: -101.574\tvalid_0's l1: 11.4464\n",
"[68]\tvalid_0's poisson: -101.082\tvalid_0's l1: 11.3104\n",
"[69]\tvalid_0's poisson: -101.215\tvalid_0's l1: 11.3078\n",
"[70]\tvalid_0's poisson: -101.097\tvalid_0's l1: 11.3104\n",
"[71]\tvalid_0's poisson: -100.789\tvalid_0's l1: 11.3101\n",
"[72]\tvalid_0's poisson: -100.79\tvalid_0's l1: 11.2982\n",
"[73]\tvalid_0's poisson: -100.88\tvalid_0's l1: 11.2893\n",
"[74]\tvalid_0's poisson: -100.982\tvalid_0's l1: 11.2648\n",
"[75]\tvalid_0's poisson: -100.99\tvalid_0's l1: 11.2742\n",
"[76]\tvalid_0's poisson: -100.914\tvalid_0's l1: 11.261\n",
"[77]\tvalid_0's poisson: -100.655\tvalid_0's l1: 11.2658\n",
"[78]\tvalid_0's poisson: -100.668\tvalid_0's l1: 11.2665\n",
"[79]\tvalid_0's poisson: -100.456\tvalid_0's l1: 11.2662\n",
"[80]\tvalid_0's poisson: -100.124\tvalid_0's l1: 11.2785\n",
"[81]\tvalid_0's poisson: -100.198\tvalid_0's l1: 11.275\n",
"[82]\tvalid_0's poisson: -100.278\tvalid_0's l1: 11.2572\n",
"[83]\tvalid_0's poisson: -100.26\tvalid_0's l1: 11.2544\n",
"[84]\tvalid_0's poisson: -100.841\tvalid_0's l1: 11.1399\n",
"[85]\tvalid_0's poisson: -100.926\tvalid_0's l1: 11.1266\n",
"[86]\tvalid_0's poisson: -100.931\tvalid_0's l1: 11.1296\n",
"[87]\tvalid_0's poisson: -100.568\tvalid_0's l1: 11.1301\n",
"[88]\tvalid_0's poisson: -100.559\tvalid_0's l1: 11.1347\n",
"[89]\tvalid_0's poisson: -100.855\tvalid_0's l1: 11.1307\n",
"[90]\tvalid_0's poisson: -101.007\tvalid_0's l1: 11.122\n",
"[91]\tvalid_0's poisson: -101.036\tvalid_0's l1: 11.1241\n",
"[92]\tvalid_0's poisson: -101.218\tvalid_0's l1: 11.1141\n",
"[93]\tvalid_0's poisson: -101.134\tvalid_0's l1: 11.1037\n",
"[94]\tvalid_0's poisson: -101.147\tvalid_0's l1: 11.1026\n",
"[95]\tvalid_0's poisson: -101.188\tvalid_0's l1: 11.0954\n",
"[96]\tvalid_0's poisson: -101.182\tvalid_0's l1: 11.1033\n",
"[97]\tvalid_0's poisson: -101.123\tvalid_0's l1: 11.109\n",
"[98]\tvalid_0's poisson: -101.253\tvalid_0's l1: 11.1007\n",
"[99]\tvalid_0's poisson: -101.418\tvalid_0's l1: 11.0807\n",
"[100]\tvalid_0's poisson: -101.339\tvalid_0's l1: 11.073\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.877\tvalid_0's l1: 18.1762\n",
"[2]\tvalid_0's poisson: -100.081\tvalid_0's l1: 14.9886\n",
"[3]\tvalid_0's poisson: -104.536\tvalid_0's l1: 13.1802\n",
"[4]\tvalid_0's poisson: -103.266\tvalid_0's l1: 13.0342\n",
"[5]\tvalid_0's poisson: -103.276\tvalid_0's l1: 13.0126\n",
"[6]\tvalid_0's poisson: -103.125\tvalid_0's l1: 12.6894\n",
"[7]\tvalid_0's poisson: -103.389\tvalid_0's l1: 12.5171\n",
"[8]\tvalid_0's poisson: -103.289\tvalid_0's l1: 12.3167\n",
"[9]\tvalid_0's poisson: -103.152\tvalid_0's l1: 12.2961\n",
"[10]\tvalid_0's poisson: -102.739\tvalid_0's l1: 12.2167\n",
"[11]\tvalid_0's poisson: -102.668\tvalid_0's l1: 12.0252\n",
"[12]\tvalid_0's poisson: -103.119\tvalid_0's l1: 11.9622\n",
"[13]\tvalid_0's poisson: -103.409\tvalid_0's l1: 11.9476\n",
"[14]\tvalid_0's poisson: -103.178\tvalid_0's l1: 11.9452\n",
"[15]\tvalid_0's poisson: -102.796\tvalid_0's l1: 11.8004\n",
"[16]\tvalid_0's poisson: -102.867\tvalid_0's l1: 11.7891\n",
"[17]\tvalid_0's poisson: -102.207\tvalid_0's l1: 11.7913\n",
"[18]\tvalid_0's poisson: -102.713\tvalid_0's l1: 11.7652\n",
"[19]\tvalid_0's poisson: -102.591\tvalid_0's l1: 11.7662\n",
"[20]\tvalid_0's poisson: -102.199\tvalid_0's l1: 11.7302\n",
"[21]\tvalid_0's poisson: -102.296\tvalid_0's l1: 11.7519\n",
"[22]\tvalid_0's poisson: -102.162\tvalid_0's l1: 11.7406\n",
"[23]\tvalid_0's poisson: -102.281\tvalid_0's l1: 11.7568\n",
"[24]\tvalid_0's poisson: -102.008\tvalid_0's l1: 11.7548\n",
"[25]\tvalid_0's poisson: -102.162\tvalid_0's l1: 11.6781\n",
"[26]\tvalid_0's poisson: -102.109\tvalid_0's l1: 11.6796\n",
"[27]\tvalid_0's poisson: -102.215\tvalid_0's l1: 11.688\n",
"[28]\tvalid_0's poisson: -102.017\tvalid_0's l1: 11.6832\n",
"[29]\tvalid_0's poisson: -102.217\tvalid_0's l1: 11.5685\n",
"[30]\tvalid_0's poisson: -102.093\tvalid_0's l1: 11.4963\n",
"[31]\tvalid_0's poisson: -101.968\tvalid_0's l1: 11.4669\n",
"[32]\tvalid_0's poisson: -101.823\tvalid_0's l1: 11.4714\n",
"[33]\tvalid_0's poisson: -101.725\tvalid_0's l1: 11.4464\n",
"[34]\tvalid_0's poisson: -102.148\tvalid_0's l1: 11.4416\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[35]\tvalid_0's poisson: -102.109\tvalid_0's l1: 11.4418\n",
"[36]\tvalid_0's poisson: -101.991\tvalid_0's l1: 11.4474\n",
"[37]\tvalid_0's poisson: -102.329\tvalid_0's l1: 11.4317\n",
"[38]\tvalid_0's poisson: -101.75\tvalid_0's l1: 11.4298\n",
"[39]\tvalid_0's poisson: -102.024\tvalid_0's l1: 11.4325\n",
"[40]\tvalid_0's poisson: -101.868\tvalid_0's l1: 11.4402\n",
"[41]\tvalid_0's poisson: -101.901\tvalid_0's l1: 11.4189\n",
"[42]\tvalid_0's poisson: -101.868\tvalid_0's l1: 11.4217\n",
"[43]\tvalid_0's poisson: -101.841\tvalid_0's l1: 11.4085\n",
"[44]\tvalid_0's poisson: -101.848\tvalid_0's l1: 11.3928\n",
"[45]\tvalid_0's poisson: -102.349\tvalid_0's l1: 11.3729\n",
"[46]\tvalid_0's poisson: -102.648\tvalid_0's l1: 11.361\n",
"[47]\tvalid_0's poisson: -102.364\tvalid_0's l1: 11.3707\n",
"[48]\tvalid_0's poisson: -102.436\tvalid_0's l1: 11.3767\n",
"[49]\tvalid_0's poisson: -102.302\tvalid_0's l1: 11.3758\n",
"[50]\tvalid_0's poisson: -102.476\tvalid_0's l1: 11.3821\n",
"[51]\tvalid_0's poisson: -102.348\tvalid_0's l1: 11.2979\n",
"[52]\tvalid_0's poisson: -102.44\tvalid_0's l1: 11.2502\n",
"[53]\tvalid_0's poisson: -102.448\tvalid_0's l1: 11.2513\n",
"[54]\tvalid_0's poisson: -102.259\tvalid_0's l1: 11.2381\n",
"[55]\tvalid_0's poisson: -102.282\tvalid_0's l1: 11.2498\n",
"[56]\tvalid_0's poisson: -102.183\tvalid_0's l1: 11.257\n",
"[57]\tvalid_0's poisson: -102.108\tvalid_0's l1: 11.2495\n",
"[58]\tvalid_0's poisson: -102.11\tvalid_0's l1: 11.2505\n",
"[59]\tvalid_0's poisson: -102.107\tvalid_0's l1: 11.2353\n",
"[60]\tvalid_0's poisson: -102.316\tvalid_0's l1: 11.237\n",
"[61]\tvalid_0's poisson: -102.233\tvalid_0's l1: 11.2261\n",
"[62]\tvalid_0's poisson: -102.222\tvalid_0's l1: 11.2286\n",
"[63]\tvalid_0's poisson: -102.292\tvalid_0's l1: 11.2283\n",
"[64]\tvalid_0's poisson: -102.402\tvalid_0's l1: 11.2007\n",
"[65]\tvalid_0's poisson: -102.551\tvalid_0's l1: 11.1899\n",
"[66]\tvalid_0's poisson: -102.276\tvalid_0's l1: 11.1883\n",
"[67]\tvalid_0's poisson: -102.541\tvalid_0's l1: 11.1837\n",
"[68]\tvalid_0's poisson: -102.396\tvalid_0's l1: 11.1938\n",
"[69]\tvalid_0's poisson: -102.637\tvalid_0's l1: 11.2019\n",
"[70]\tvalid_0's poisson: -102.345\tvalid_0's l1: 11.2008\n",
"[71]\tvalid_0's poisson: -102.495\tvalid_0's l1: 11.2009\n",
"[72]\tvalid_0's poisson: -102.586\tvalid_0's l1: 11.1594\n",
"[73]\tvalid_0's poisson: -102.432\tvalid_0's l1: 11.1574\n",
"[74]\tvalid_0's poisson: -102.354\tvalid_0's l1: 11.1591\n",
"[75]\tvalid_0's poisson: -102.309\tvalid_0's l1: 11.1428\n",
"[76]\tvalid_0's poisson: -102.456\tvalid_0's l1: 11.1592\n",
"[77]\tvalid_0's poisson: -102.464\tvalid_0's l1: 11.1632\n",
"[78]\tvalid_0's poisson: -102.505\tvalid_0's l1: 11.1375\n",
"[79]\tvalid_0's poisson: -102.43\tvalid_0's l1: 11.1371\n",
"[80]\tvalid_0's poisson: -102.443\tvalid_0's l1: 11.1195\n",
"[81]\tvalid_0's poisson: -102.338\tvalid_0's l1: 11.1198\n",
"[82]\tvalid_0's poisson: -102.085\tvalid_0's l1: 11.1258\n",
"[83]\tvalid_0's poisson: -102.077\tvalid_0's l1: 11.1393\n",
"[84]\tvalid_0's poisson: -102.238\tvalid_0's l1: 11.1271\n",
"[85]\tvalid_0's poisson: -102.292\tvalid_0's l1: 11.1286\n",
"[86]\tvalid_0's poisson: -102.218\tvalid_0's l1: 11.1166\n",
"[87]\tvalid_0's poisson: -102.125\tvalid_0's l1: 11.1231\n",
"[88]\tvalid_0's poisson: -102.094\tvalid_0's l1: 11.1216\n",
"[89]\tvalid_0's poisson: -102.118\tvalid_0's l1: 11.125\n",
"[90]\tvalid_0's poisson: -102.214\tvalid_0's l1: 11.1198\n",
"[91]\tvalid_0's poisson: -102.213\tvalid_0's l1: 11.1237\n",
"[92]\tvalid_0's poisson: -102.15\tvalid_0's l1: 11.1174\n",
"[93]\tvalid_0's poisson: -102.202\tvalid_0's l1: 11.1011\n",
"[94]\tvalid_0's poisson: -102.146\tvalid_0's l1: 11.1058\n",
"[95]\tvalid_0's poisson: -102.083\tvalid_0's l1: 11.1001\n",
"[96]\tvalid_0's poisson: -102.164\tvalid_0's l1: 11.119\n",
"[97]\tvalid_0's poisson: -102.068\tvalid_0's l1: 11.1159\n",
"[98]\tvalid_0's poisson: -102.112\tvalid_0's l1: 11.1139\n",
"[99]\tvalid_0's poisson: -102.192\tvalid_0's l1: 11.1115\n",
"[100]\tvalid_0's poisson: -102.033\tvalid_0's l1: 11.0885\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.82\tvalid_0's l1: 18.1821\n",
"[2]\tvalid_0's poisson: -101.399\tvalid_0's l1: 14.2276\n",
"[3]\tvalid_0's poisson: -102.966\tvalid_0's l1: 13.5206\n",
"[4]\tvalid_0's poisson: -104.482\tvalid_0's l1: 13.0298\n",
"[5]\tvalid_0's poisson: -104.771\tvalid_0's l1: 12.841\n",
"[6]\tvalid_0's poisson: -103.248\tvalid_0's l1: 12.3594\n",
"[7]\tvalid_0's poisson: -104.464\tvalid_0's l1: 12.2279\n",
"[8]\tvalid_0's poisson: -103.71\tvalid_0's l1: 12.1849\n",
"[9]\tvalid_0's poisson: -103.706\tvalid_0's l1: 12.0548\n",
"[10]\tvalid_0's poisson: -102.759\tvalid_0's l1: 11.881\n",
"[11]\tvalid_0's poisson: -103.181\tvalid_0's l1: 11.8481\n",
"[12]\tvalid_0's poisson: -103.472\tvalid_0's l1: 11.8791\n",
"[13]\tvalid_0's poisson: -103.559\tvalid_0's l1: 11.8564\n",
"[14]\tvalid_0's poisson: -103.601\tvalid_0's l1: 11.7948\n",
"[15]\tvalid_0's poisson: -103.265\tvalid_0's l1: 11.7799\n",
"[16]\tvalid_0's poisson: -103.382\tvalid_0's l1: 11.7709\n",
"[17]\tvalid_0's poisson: -103.588\tvalid_0's l1: 11.6332\n",
"[18]\tvalid_0's poisson: -103.503\tvalid_0's l1: 11.6289\n",
"[19]\tvalid_0's poisson: -104.015\tvalid_0's l1: 11.5586\n",
"[20]\tvalid_0's poisson: -104.248\tvalid_0's l1: 11.5211\n",
"[21]\tvalid_0's poisson: -103.351\tvalid_0's l1: 11.5091\n",
"[22]\tvalid_0's poisson: -103.473\tvalid_0's l1: 11.5021\n",
"[23]\tvalid_0's poisson: -103.285\tvalid_0's l1: 11.5059\n",
"[24]\tvalid_0's poisson: -103.138\tvalid_0's l1: 11.4571\n",
"[25]\tvalid_0's poisson: -103.269\tvalid_0's l1: 11.4301\n",
"[26]\tvalid_0's poisson: -103.239\tvalid_0's l1: 11.2543\n",
"[27]\tvalid_0's poisson: -103.027\tvalid_0's l1: 11.2173\n",
"[28]\tvalid_0's poisson: -103.127\tvalid_0's l1: 11.193\n",
"[29]\tvalid_0's poisson: -103.19\tvalid_0's l1: 11.1907\n",
"[30]\tvalid_0's poisson: -103.252\tvalid_0's l1: 11.174\n",
"[31]\tvalid_0's poisson: -103.123\tvalid_0's l1: 11.1727\n",
"[32]\tvalid_0's poisson: -103.096\tvalid_0's l1: 11.1839\n",
"[33]\tvalid_0's poisson: -102.598\tvalid_0's l1: 11.2015\n",
"[34]\tvalid_0's poisson: -103.022\tvalid_0's l1: 11.2548\n",
"[35]\tvalid_0's poisson: -103.038\tvalid_0's l1: 11.2422\n",
"[36]\tvalid_0's poisson: -102.973\tvalid_0's l1: 11.219\n",
"[37]\tvalid_0's poisson: -103.039\tvalid_0's l1: 11.2202\n",
"[38]\tvalid_0's poisson: -103.149\tvalid_0's l1: 11.2059\n",
"[39]\tvalid_0's poisson: -103.045\tvalid_0's l1: 11.2051\n",
"[40]\tvalid_0's poisson: -102.991\tvalid_0's l1: 11.2081\n",
"[41]\tvalid_0's poisson: -103.111\tvalid_0's l1: 11.1692\n",
"[42]\tvalid_0's poisson: -103.088\tvalid_0's l1: 11.1728\n",
"[43]\tvalid_0's poisson: -103.4\tvalid_0's l1: 11.1662\n",
"[44]\tvalid_0's poisson: -103.493\tvalid_0's l1: 11.1652\n",
"[45]\tvalid_0's poisson: -103.657\tvalid_0's l1: 11.1624\n",
"[46]\tvalid_0's poisson: -103.509\tvalid_0's l1: 11.1718\n",
"[47]\tvalid_0's poisson: -103.413\tvalid_0's l1: 11.18\n",
"[48]\tvalid_0's poisson: -103.56\tvalid_0's l1: 11.1657\n",
"[49]\tvalid_0's poisson: -103.547\tvalid_0's l1: 11.1621\n",
"[50]\tvalid_0's poisson: -103.618\tvalid_0's l1: 11.1334\n",
"[51]\tvalid_0's poisson: -103.347\tvalid_0's l1: 11.1251\n",
"[52]\tvalid_0's poisson: -103.36\tvalid_0's l1: 11.1109\n",
"[53]\tvalid_0's poisson: -103.364\tvalid_0's l1: 11.1266\n",
"[54]\tvalid_0's poisson: -103.143\tvalid_0's l1: 11.1391\n",
"[55]\tvalid_0's poisson: -103.155\tvalid_0's l1: 11.1355\n",
"[56]\tvalid_0's poisson: -103.138\tvalid_0's l1: 11.1383\n",
"[57]\tvalid_0's poisson: -103.192\tvalid_0's l1: 11.1327\n",
"[58]\tvalid_0's poisson: -103.079\tvalid_0's l1: 11.1373\n",
"[59]\tvalid_0's poisson: -103.097\tvalid_0's l1: 11.1315\n",
"[60]\tvalid_0's poisson: -103.303\tvalid_0's l1: 11.1267\n",
"[61]\tvalid_0's poisson: -103.439\tvalid_0's l1: 11.1252\n",
"[62]\tvalid_0's poisson: -103.145\tvalid_0's l1: 11.1207\n",
"[63]\tvalid_0's poisson: -103.209\tvalid_0's l1: 11.1388\n",
"[64]\tvalid_0's poisson: -103.072\tvalid_0's l1: 11.1399\n",
"[65]\tvalid_0's poisson: -103.073\tvalid_0's l1: 11.1426\n",
"[66]\tvalid_0's poisson: -103.106\tvalid_0's l1: 11.1309\n",
"[67]\tvalid_0's poisson: -103.157\tvalid_0's l1: 11.1326\n",
"[68]\tvalid_0's poisson: -102.917\tvalid_0's l1: 11.1496\n",
"[69]\tvalid_0's poisson: -102.788\tvalid_0's l1: 11.1395\n",
"[70]\tvalid_0's poisson: -102.758\tvalid_0's l1: 11.1189\n",
"[71]\tvalid_0's poisson: -102.746\tvalid_0's l1: 11.1104\n",
"[72]\tvalid_0's poisson: -102.741\tvalid_0's l1: 11.0964\n",
"[73]\tvalid_0's poisson: -103.772\tvalid_0's l1: 11.077\n",
"[74]\tvalid_0's poisson: -103.944\tvalid_0's l1: 11.0734\n",
"[75]\tvalid_0's poisson: -103.709\tvalid_0's l1: 11.0678\n",
"[76]\tvalid_0's poisson: -103.824\tvalid_0's l1: 11.059\n",
"[77]\tvalid_0's poisson: -103.719\tvalid_0's l1: 11.0628\n",
"[78]\tvalid_0's poisson: -103.774\tvalid_0's l1: 11.0612\n",
"[79]\tvalid_0's poisson: -103.035\tvalid_0's l1: 11.0464\n",
"[80]\tvalid_0's poisson: -103.121\tvalid_0's l1: 11.0504\n",
"[81]\tvalid_0's poisson: -102.953\tvalid_0's l1: 11.0581\n",
"[82]\tvalid_0's poisson: -102.923\tvalid_0's l1: 11.0597\n",
"[83]\tvalid_0's poisson: -102.714\tvalid_0's l1: 11.0495\n",
"[84]\tvalid_0's poisson: -102.733\tvalid_0's l1: 11.0588\n",
"[85]\tvalid_0's poisson: -102.883\tvalid_0's l1: 11.0463\n",
"[86]\tvalid_0's poisson: -102.78\tvalid_0's l1: 11.0532\n",
"[87]\tvalid_0's poisson: -102.863\tvalid_0's l1: 11.0557\n",
"[88]\tvalid_0's poisson: -102.759\tvalid_0's l1: 11.0762\n",
"[89]\tvalid_0's poisson: -102.889\tvalid_0's l1: 11.079\n",
"[90]\tvalid_0's poisson: -102.797\tvalid_0's l1: 11.0812\n",
"[91]\tvalid_0's poisson: -102.828\tvalid_0's l1: 11.0807\n",
"[92]\tvalid_0's poisson: -102.986\tvalid_0's l1: 11.0711\n",
"[93]\tvalid_0's poisson: -103.008\tvalid_0's l1: 11.0642\n",
"[94]\tvalid_0's poisson: -102.824\tvalid_0's l1: 11.0687\n",
"[95]\tvalid_0's poisson: -103.318\tvalid_0's l1: 11.0227\n",
"[96]\tvalid_0's poisson: -102.973\tvalid_0's l1: 11.016\n",
"[97]\tvalid_0's poisson: -103.029\tvalid_0's l1: 11.013\n",
"[98]\tvalid_0's poisson: -103.092\tvalid_0's l1: 11.002\n",
"[99]\tvalid_0's poisson: -103.119\tvalid_0's l1: 10.9893\n",
"[100]\tvalid_0's poisson: -103.114\tvalid_0's l1: 10.9945\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.831\tvalid_0's l1: 18.2133\n",
"[2]\tvalid_0's poisson: -103.75\tvalid_0's l1: 14.8805\n",
"[3]\tvalid_0's poisson: -101.934\tvalid_0's l1: 13.4179\n",
"[4]\tvalid_0's poisson: -104.113\tvalid_0's l1: 12.9712\n",
"[5]\tvalid_0's poisson: -103.604\tvalid_0's l1: 12.9028\n",
"[6]\tvalid_0's poisson: -103.165\tvalid_0's l1: 12.8616\n",
"[7]\tvalid_0's poisson: -102.71\tvalid_0's l1: 12.7106\n",
"[8]\tvalid_0's poisson: -102.256\tvalid_0's l1: 12.5738\n",
"[9]\tvalid_0's poisson: -102.502\tvalid_0's l1: 12.4786\n",
"[10]\tvalid_0's poisson: -101.908\tvalid_0's l1: 12.3698\n",
"[11]\tvalid_0's poisson: -101.959\tvalid_0's l1: 12.2691\n",
"[12]\tvalid_0's poisson: -102.001\tvalid_0's l1: 12.2913\n",
"[13]\tvalid_0's poisson: -101.788\tvalid_0's l1: 12.1598\n",
"[14]\tvalid_0's poisson: -101.999\tvalid_0's l1: 12.1691\n",
"[15]\tvalid_0's poisson: -102.285\tvalid_0's l1: 12.1658\n",
"[16]\tvalid_0's poisson: -102.135\tvalid_0's l1: 12.1285\n",
"[17]\tvalid_0's poisson: -102.582\tvalid_0's l1: 12.1183\n",
"[18]\tvalid_0's poisson: -102.707\tvalid_0's l1: 12.121\n",
"[19]\tvalid_0's poisson: -102.681\tvalid_0's l1: 12.0374\n",
"[20]\tvalid_0's poisson: -102.813\tvalid_0's l1: 12.0379\n",
"[21]\tvalid_0's poisson: -102.767\tvalid_0's l1: 12.0336\n",
"[22]\tvalid_0's poisson: -102.733\tvalid_0's l1: 12.0222\n",
"[23]\tvalid_0's poisson: -102.782\tvalid_0's l1: 12.0087\n",
"[24]\tvalid_0's poisson: -102.755\tvalid_0's l1: 11.9656\n",
"[25]\tvalid_0's poisson: -102.397\tvalid_0's l1: 11.9205\n",
"[26]\tvalid_0's poisson: -103.454\tvalid_0's l1: 11.8733\n",
"[27]\tvalid_0's poisson: -103.46\tvalid_0's l1: 11.8337\n",
"[28]\tvalid_0's poisson: -103.52\tvalid_0's l1: 11.816\n",
"[29]\tvalid_0's poisson: -103.571\tvalid_0's l1: 11.8157\n",
"[30]\tvalid_0's poisson: -103.462\tvalid_0's l1: 11.848\n",
"[31]\tvalid_0's poisson: -103.626\tvalid_0's l1: 11.7695\n",
"[32]\tvalid_0's poisson: -103.694\tvalid_0's l1: 11.7606\n",
"[33]\tvalid_0's poisson: -103.806\tvalid_0's l1: 11.7428\n",
"[34]\tvalid_0's poisson: -103.686\tvalid_0's l1: 11.732\n",
"[35]\tvalid_0's poisson: -103.253\tvalid_0's l1: 11.746\n",
"[36]\tvalid_0's poisson: -103.515\tvalid_0's l1: 11.6001\n",
"[37]\tvalid_0's poisson: -103.443\tvalid_0's l1: 11.5948\n",
"[38]\tvalid_0's poisson: -103.358\tvalid_0's l1: 11.6066\n",
"[39]\tvalid_0's poisson: -103.626\tvalid_0's l1: 11.5667\n",
"[40]\tvalid_0's poisson: -103.712\tvalid_0's l1: 11.4746\n",
"[41]\tvalid_0's poisson: -103.5\tvalid_0's l1: 11.4573\n",
"[42]\tvalid_0's poisson: -103.501\tvalid_0's l1: 11.4298\n",
"[43]\tvalid_0's poisson: -103.418\tvalid_0's l1: 11.4142\n",
"[44]\tvalid_0's poisson: -103.429\tvalid_0's l1: 11.4248\n",
"[45]\tvalid_0's poisson: -103.284\tvalid_0's l1: 11.3994\n",
"[46]\tvalid_0's poisson: -103.129\tvalid_0's l1: 11.3805\n",
"[47]\tvalid_0's poisson: -103.394\tvalid_0's l1: 11.3982\n",
"[48]\tvalid_0's poisson: -103.344\tvalid_0's l1: 11.4423\n",
"[49]\tvalid_0's poisson: -103.434\tvalid_0's l1: 11.4461\n",
"[50]\tvalid_0's poisson: -103.353\tvalid_0's l1: 11.4369\n",
"[51]\tvalid_0's poisson: -103.197\tvalid_0's l1: 11.4326\n",
"[52]\tvalid_0's poisson: -102.948\tvalid_0's l1: 11.4465\n",
"[53]\tvalid_0's poisson: -103.041\tvalid_0's l1: 11.4468\n",
"[54]\tvalid_0's poisson: -103.127\tvalid_0's l1: 11.4407\n",
"[55]\tvalid_0's poisson: -103.033\tvalid_0's l1: 11.4454\n",
"[56]\tvalid_0's poisson: -103.172\tvalid_0's l1: 11.4359\n",
"[57]\tvalid_0's poisson: -103.113\tvalid_0's l1: 11.43\n",
"[58]\tvalid_0's poisson: -103.229\tvalid_0's l1: 11.4038\n",
"[59]\tvalid_0's poisson: -103.13\tvalid_0's l1: 11.3949\n",
"[60]\tvalid_0's poisson: -103.181\tvalid_0's l1: 11.3954\n",
"[61]\tvalid_0's poisson: -103.193\tvalid_0's l1: 11.4071\n",
"[62]\tvalid_0's poisson: -103.179\tvalid_0's l1: 11.4009\n",
"[63]\tvalid_0's poisson: -103.079\tvalid_0's l1: 11.4039\n",
"[64]\tvalid_0's poisson: -103.234\tvalid_0's l1: 11.4248\n",
"[65]\tvalid_0's poisson: -103.375\tvalid_0's l1: 11.4186\n",
"[66]\tvalid_0's poisson: -103.271\tvalid_0's l1: 11.4272\n",
"[67]\tvalid_0's poisson: -103.009\tvalid_0's l1: 11.4568\n",
"[68]\tvalid_0's poisson: -102.937\tvalid_0's l1: 11.4426\n",
"[69]\tvalid_0's poisson: -102.805\tvalid_0's l1: 11.4396\n",
"[70]\tvalid_0's poisson: -102.623\tvalid_0's l1: 11.4439\n",
"[71]\tvalid_0's poisson: -102.743\tvalid_0's l1: 11.422\n",
"[72]\tvalid_0's poisson: -102.666\tvalid_0's l1: 11.4299\n",
"[73]\tvalid_0's poisson: -102.742\tvalid_0's l1: 11.4232\n",
"[74]\tvalid_0's poisson: -102.941\tvalid_0's l1: 11.4236\n",
"[75]\tvalid_0's poisson: -102.927\tvalid_0's l1: 11.4205\n",
"[76]\tvalid_0's poisson: -102.868\tvalid_0's l1: 11.4127\n",
"[77]\tvalid_0's poisson: -102.829\tvalid_0's l1: 11.421\n",
"[78]\tvalid_0's poisson: -102.824\tvalid_0's l1: 11.405\n",
"[79]\tvalid_0's poisson: -102.86\tvalid_0's l1: 11.4237\n",
"[80]\tvalid_0's poisson: -102.901\tvalid_0's l1: 11.4174\n",
"[81]\tvalid_0's poisson: -102.803\tvalid_0's l1: 11.4092\n",
"[82]\tvalid_0's poisson: -102.534\tvalid_0's l1: 11.4052\n",
"[83]\tvalid_0's poisson: -102.631\tvalid_0's l1: 11.3804\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[84]\tvalid_0's poisson: -102.54\tvalid_0's l1: 11.3641\n",
"[85]\tvalid_0's poisson: -102.661\tvalid_0's l1: 11.3655\n",
"[86]\tvalid_0's poisson: -102.601\tvalid_0's l1: 11.3625\n",
"[87]\tvalid_0's poisson: -102.584\tvalid_0's l1: 11.338\n",
"[88]\tvalid_0's poisson: -102.496\tvalid_0's l1: 11.3262\n",
"[89]\tvalid_0's poisson: -102.543\tvalid_0's l1: 11.3241\n",
"[90]\tvalid_0's poisson: -102.315\tvalid_0's l1: 11.3188\n",
"[91]\tvalid_0's poisson: -102.555\tvalid_0's l1: 11.3229\n",
"[92]\tvalid_0's poisson: -102.315\tvalid_0's l1: 11.3205\n",
"[93]\tvalid_0's poisson: -102.373\tvalid_0's l1: 11.3088\n",
"[94]\tvalid_0's poisson: -102.377\tvalid_0's l1: 11.3177\n",
"[95]\tvalid_0's poisson: -102.292\tvalid_0's l1: 11.3191\n",
"[96]\tvalid_0's poisson: -102.29\tvalid_0's l1: 11.3103\n",
"[97]\tvalid_0's poisson: -102.281\tvalid_0's l1: 11.3075\n",
"[98]\tvalid_0's poisson: -102.255\tvalid_0's l1: 11.3039\n",
"[99]\tvalid_0's poisson: -102.498\tvalid_0's l1: 11.2915\n",
"[100]\tvalid_0's poisson: -102.734\tvalid_0's l1: 11.2993\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1337\tvalid_0's l1: 29.0902\n",
"[2]\tvalid_0's poisson: -81.8431\tvalid_0's l1: 28.8302\n",
"[3]\tvalid_0's poisson: -82.5407\tvalid_0's l1: 28.5704\n",
"[4]\tvalid_0's poisson: -83.2004\tvalid_0's l1: 28.3167\n",
"[5]\tvalid_0's poisson: -83.8181\tvalid_0's l1: 28.0695\n",
"[6]\tvalid_0's poisson: -84.4048\tvalid_0's l1: 27.8305\n",
"[7]\tvalid_0's poisson: -84.9779\tvalid_0's l1: 27.5898\n",
"[8]\tvalid_0's poisson: -85.5344\tvalid_0's l1: 27.3569\n",
"[9]\tvalid_0's poisson: -86.0518\tvalid_0's l1: 27.1287\n",
"[10]\tvalid_0's poisson: -86.5467\tvalid_0's l1: 26.9079\n",
"[11]\tvalid_0's poisson: -87.031\tvalid_0's l1: 26.6909\n",
"[12]\tvalid_0's poisson: -87.4999\tvalid_0's l1: 26.4728\n",
"[13]\tvalid_0's poisson: -87.9468\tvalid_0's l1: 26.2602\n",
"[14]\tvalid_0's poisson: -88.3731\tvalid_0's l1: 26.0533\n",
"[15]\tvalid_0's poisson: -88.7802\tvalid_0's l1: 25.8527\n",
"[16]\tvalid_0's poisson: -89.1571\tvalid_0's l1: 25.6603\n",
"[17]\tvalid_0's poisson: -89.5313\tvalid_0's l1: 25.4699\n",
"[18]\tvalid_0's poisson: -89.8815\tvalid_0's l1: 25.2896\n",
"[19]\tvalid_0's poisson: -90.2145\tvalid_0's l1: 25.1109\n",
"[20]\tvalid_0's poisson: -90.5505\tvalid_0's l1: 24.9331\n",
"[21]\tvalid_0's poisson: -90.8686\tvalid_0's l1: 24.7633\n",
"[22]\tvalid_0's poisson: -91.1805\tvalid_0's l1: 24.5951\n",
"[23]\tvalid_0's poisson: -91.4643\tvalid_0's l1: 24.4346\n",
"[24]\tvalid_0's poisson: -91.7511\tvalid_0's l1: 24.2768\n",
"[25]\tvalid_0's poisson: -92.0221\tvalid_0's l1: 24.1264\n",
"[26]\tvalid_0's poisson: -92.2883\tvalid_0's l1: 23.9773\n",
"[27]\tvalid_0's poisson: -92.5411\tvalid_0's l1: 23.8332\n",
"[28]\tvalid_0's poisson: -92.7766\tvalid_0's l1: 23.6934\n",
"[29]\tvalid_0's poisson: -93.0252\tvalid_0's l1: 23.5571\n",
"[30]\tvalid_0's poisson: -93.2533\tvalid_0's l1: 23.4205\n",
"[31]\tvalid_0's poisson: -93.4828\tvalid_0's l1: 23.2875\n",
"[32]\tvalid_0's poisson: -93.7067\tvalid_0's l1: 23.158\n",
"[33]\tvalid_0's poisson: -93.9185\tvalid_0's l1: 23.0353\n",
"[34]\tvalid_0's poisson: -94.1307\tvalid_0's l1: 22.9139\n",
"[35]\tvalid_0's poisson: -94.324\tvalid_0's l1: 22.7945\n",
"[36]\tvalid_0's poisson: -94.5475\tvalid_0's l1: 22.6631\n",
"[37]\tvalid_0's poisson: -94.7627\tvalid_0's l1: 22.5361\n",
"[38]\tvalid_0's poisson: -94.97\tvalid_0's l1: 22.4127\n",
"[39]\tvalid_0's poisson: -95.1699\tvalid_0's l1: 22.293\n",
"[40]\tvalid_0's poisson: -95.3369\tvalid_0's l1: 22.1913\n",
"[41]\tvalid_0's poisson: -95.4983\tvalid_0's l1: 22.0924\n",
"[42]\tvalid_0's poisson: -95.6543\tvalid_0's l1: 21.9969\n",
"[43]\tvalid_0's poisson: -95.8268\tvalid_0's l1: 21.8825\n",
"[44]\tvalid_0's poisson: -95.993\tvalid_0's l1: 21.7712\n",
"[45]\tvalid_0's poisson: -96.323\tvalid_0's l1: 21.6262\n",
"[46]\tvalid_0's poisson: -96.4742\tvalid_0's l1: 21.5193\n",
"[47]\tvalid_0's poisson: -96.6238\tvalid_0's l1: 21.4157\n",
"[48]\tvalid_0's poisson: -96.9168\tvalid_0's l1: 21.2788\n",
"[49]\tvalid_0's poisson: -97.2112\tvalid_0's l1: 21.1452\n",
"[50]\tvalid_0's poisson: -97.3463\tvalid_0's l1: 21.0468\n",
"[51]\tvalid_0's poisson: -97.475\tvalid_0's l1: 20.9633\n",
"[52]\tvalid_0's poisson: -97.7147\tvalid_0's l1: 20.8384\n",
"[53]\tvalid_0's poisson: -97.9737\tvalid_0's l1: 20.714\n",
"[54]\tvalid_0's poisson: -98.0881\tvalid_0's l1: 20.6243\n",
"[55]\tvalid_0's poisson: -98.3313\tvalid_0's l1: 20.5069\n",
"[56]\tvalid_0's poisson: -98.4265\tvalid_0's l1: 20.4405\n",
"[57]\tvalid_0's poisson: -98.6441\tvalid_0's l1: 20.3255\n",
"[58]\tvalid_0's poisson: -98.7566\tvalid_0's l1: 20.2397\n",
"[59]\tvalid_0's poisson: -98.8661\tvalid_0's l1: 20.1554\n",
"[60]\tvalid_0's poisson: -98.9544\tvalid_0's l1: 20.0899\n",
"[61]\tvalid_0's poisson: -99.051\tvalid_0's l1: 20.021\n",
"[62]\tvalid_0's poisson: -99.2332\tvalid_0's l1: 19.9142\n",
"[63]\tvalid_0's poisson: -99.3135\tvalid_0's l1: 19.8549\n",
"[64]\tvalid_0's poisson: -99.4006\tvalid_0's l1: 19.7889\n",
"[65]\tvalid_0's poisson: -99.4887\tvalid_0's l1: 19.7209\n",
"[66]\tvalid_0's poisson: -99.576\tvalid_0's l1: 19.6583\n",
"[67]\tvalid_0's poisson: -99.652\tvalid_0's l1: 19.6011\n",
"[68]\tvalid_0's poisson: -99.7145\tvalid_0's l1: 19.5529\n",
"[69]\tvalid_0's poisson: -99.8929\tvalid_0's l1: 19.4512\n",
"[70]\tvalid_0's poisson: -100.063\tvalid_0's l1: 19.3477\n",
"[71]\tvalid_0's poisson: -100.134\tvalid_0's l1: 19.283\n",
"[72]\tvalid_0's poisson: -100.269\tvalid_0's l1: 19.2094\n",
"[73]\tvalid_0's poisson: -100.404\tvalid_0's l1: 19.131\n",
"[74]\tvalid_0's poisson: -100.556\tvalid_0's l1: 19.0398\n",
"[75]\tvalid_0's poisson: -100.646\tvalid_0's l1: 18.9729\n",
"[76]\tvalid_0's poisson: -100.727\tvalid_0's l1: 18.9017\n",
"[77]\tvalid_0's poisson: -100.804\tvalid_0's l1: 18.8334\n",
"[78]\tvalid_0's poisson: -100.864\tvalid_0's l1: 18.7854\n",
"[79]\tvalid_0's poisson: -100.946\tvalid_0's l1: 18.7198\n",
"[80]\tvalid_0's poisson: -101.021\tvalid_0's l1: 18.6537\n",
"[81]\tvalid_0's poisson: -101.067\tvalid_0's l1: 18.6153\n",
"[82]\tvalid_0's poisson: -101.149\tvalid_0's l1: 18.5547\n",
"[83]\tvalid_0's poisson: -101.29\tvalid_0's l1: 18.4678\n",
"[84]\tvalid_0's poisson: -101.342\tvalid_0's l1: 18.4255\n",
"[85]\tvalid_0's poisson: -101.45\tvalid_0's l1: 18.3629\n",
"[86]\tvalid_0's poisson: -101.571\tvalid_0's l1: 18.2852\n",
"[87]\tvalid_0's poisson: -101.67\tvalid_0's l1: 18.2262\n",
"[88]\tvalid_0's poisson: -101.734\tvalid_0's l1: 18.1671\n",
"[89]\tvalid_0's poisson: -101.796\tvalid_0's l1: 18.1095\n",
"[90]\tvalid_0's poisson: -101.911\tvalid_0's l1: 18.0275\n",
"[91]\tvalid_0's poisson: -101.957\tvalid_0's l1: 17.9886\n",
"[92]\tvalid_0's poisson: -102.02\tvalid_0's l1: 17.9375\n",
"[93]\tvalid_0's poisson: -102.054\tvalid_0's l1: 17.9076\n",
"[94]\tvalid_0's poisson: -102.109\tvalid_0's l1: 17.8541\n",
"[95]\tvalid_0's poisson: -102.229\tvalid_0's l1: 17.7825\n",
"[96]\tvalid_0's poisson: -102.328\tvalid_0's l1: 17.7067\n",
"[97]\tvalid_0's poisson: -102.368\tvalid_0's l1: 17.6719\n",
"[98]\tvalid_0's poisson: -102.511\tvalid_0's l1: 17.5884\n",
"[99]\tvalid_0's poisson: -102.589\tvalid_0's l1: 17.5394\n",
"[100]\tvalid_0's poisson: -102.679\tvalid_0's l1: 17.4689\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1515\tvalid_0's l1: 29.0862\n",
"[2]\tvalid_0's poisson: -81.8778\tvalid_0's l1: 28.8213\n",
"[3]\tvalid_0's poisson: -82.5701\tvalid_0's l1: 28.5603\n",
"[4]\tvalid_0's poisson: -83.2254\tvalid_0's l1: 28.3057\n",
"[5]\tvalid_0's poisson: -83.8873\tvalid_0's l1: 28.0475\n",
"[6]\tvalid_0's poisson: -84.5053\tvalid_0's l1: 27.8019\n",
"[7]\tvalid_0's poisson: -85.0916\tvalid_0's l1: 27.5604\n",
"[8]\tvalid_0's poisson: -85.6607\tvalid_0's l1: 27.3226\n",
"[9]\tvalid_0's poisson: -86.2008\tvalid_0's l1: 27.0916\n",
"[10]\tvalid_0's poisson: -86.6925\tvalid_0's l1: 26.8671\n",
"[11]\tvalid_0's poisson: -87.1709\tvalid_0's l1: 26.6496\n",
"[12]\tvalid_0's poisson: -87.6369\tvalid_0's l1: 26.43\n",
"[13]\tvalid_0's poisson: -88.0827\tvalid_0's l1: 26.2195\n",
"[14]\tvalid_0's poisson: -88.5081\tvalid_0's l1: 26.0141\n",
"[15]\tvalid_0's poisson: -88.8952\tvalid_0's l1: 25.8182\n",
"[16]\tvalid_0's poisson: -89.2892\tvalid_0's l1: 25.6168\n",
"[17]\tvalid_0's poisson: -89.6641\tvalid_0's l1: 25.4236\n",
"[18]\tvalid_0's poisson: -90.0119\tvalid_0's l1: 25.2432\n",
"[19]\tvalid_0's poisson: -90.3574\tvalid_0's l1: 25.0598\n",
"[20]\tvalid_0's poisson: -90.6771\tvalid_0's l1: 24.8842\n",
"[21]\tvalid_0's poisson: -90.9819\tvalid_0's l1: 24.7132\n",
"[22]\tvalid_0's poisson: -91.2701\tvalid_0's l1: 24.5524\n",
"[23]\tvalid_0's poisson: -91.5522\tvalid_0's l1: 24.3902\n",
"[24]\tvalid_0's poisson: -91.8228\tvalid_0's l1: 24.2365\n",
"[25]\tvalid_0's poisson: -92.0893\tvalid_0's l1: 24.0846\n",
"[26]\tvalid_0's poisson: -92.3548\tvalid_0's l1: 23.9367\n",
"[27]\tvalid_0's poisson: -92.6153\tvalid_0's l1: 23.7868\n",
"[28]\tvalid_0's poisson: -92.8659\tvalid_0's l1: 23.6422\n",
"[29]\tvalid_0's poisson: -93.1067\tvalid_0's l1: 23.5021\n",
"[30]\tvalid_0's poisson: -93.3386\tvalid_0's l1: 23.3688\n",
"[31]\tvalid_0's poisson: -93.5624\tvalid_0's l1: 23.2376\n",
"[32]\tvalid_0's poisson: -93.7795\tvalid_0's l1: 23.1074\n",
"[33]\tvalid_0's poisson: -93.9832\tvalid_0's l1: 22.9891\n",
"[34]\tvalid_0's poisson: -94.1891\tvalid_0's l1: 22.8683\n",
"[35]\tvalid_0's poisson: -94.3972\tvalid_0's l1: 22.7466\n",
"[36]\tvalid_0's poisson: -94.5975\tvalid_0's l1: 22.6264\n",
"[37]\tvalid_0's poisson: -94.7892\tvalid_0's l1: 22.5068\n",
"[38]\tvalid_0's poisson: -94.9626\tvalid_0's l1: 22.3951\n",
"[39]\tvalid_0's poisson: -95.1644\tvalid_0's l1: 22.2746\n",
"[40]\tvalid_0's poisson: -95.3589\tvalid_0's l1: 22.1573\n",
"[41]\tvalid_0's poisson: -95.5241\tvalid_0's l1: 22.0552\n",
"[42]\tvalid_0's poisson: -95.6934\tvalid_0's l1: 21.94\n",
"[43]\tvalid_0's poisson: -95.8608\tvalid_0's l1: 21.8259\n",
"[44]\tvalid_0's poisson: -95.9989\tvalid_0's l1: 21.7367\n",
"[45]\tvalid_0's poisson: -96.1541\tvalid_0's l1: 21.6283\n",
"[46]\tvalid_0's poisson: -96.3075\tvalid_0's l1: 21.5217\n",
"[47]\tvalid_0's poisson: -96.4697\tvalid_0's l1: 21.4257\n",
"[48]\tvalid_0's poisson: -96.6107\tvalid_0's l1: 21.3256\n",
"[49]\tvalid_0's poisson: -96.7491\tvalid_0's l1: 21.2392\n",
"[50]\tvalid_0's poisson: -97.0436\tvalid_0's l1: 21.1112\n",
"[51]\tvalid_0's poisson: -97.1593\tvalid_0's l1: 21.0306\n",
"[52]\tvalid_0's poisson: -97.2889\tvalid_0's l1: 20.9379\n",
"[53]\tvalid_0's poisson: -97.399\tvalid_0's l1: 20.8616\n",
"[54]\tvalid_0's poisson: -97.6481\tvalid_0's l1: 20.7366\n",
"[55]\tvalid_0's poisson: -97.893\tvalid_0's l1: 20.6087\n",
"[56]\tvalid_0's poisson: -98.0002\tvalid_0's l1: 20.5249\n",
"[57]\tvalid_0's poisson: -98.2192\tvalid_0's l1: 20.4084\n",
"[58]\tvalid_0's poisson: -98.3102\tvalid_0's l1: 20.3438\n",
"[59]\tvalid_0's poisson: -98.5604\tvalid_0's l1: 20.2232\n",
"[60]\tvalid_0's poisson: -98.6671\tvalid_0's l1: 20.1415\n",
"[61]\tvalid_0's poisson: -98.7692\tvalid_0's l1: 20.0725\n",
"[62]\tvalid_0's poisson: -98.9605\tvalid_0's l1: 19.9799\n",
"[63]\tvalid_0's poisson: -99.0547\tvalid_0's l1: 19.9121\n",
"[64]\tvalid_0's poisson: -99.1391\tvalid_0's l1: 19.8423\n",
"[65]\tvalid_0's poisson: -99.3037\tvalid_0's l1: 19.7591\n",
"[66]\tvalid_0's poisson: -99.4946\tvalid_0's l1: 19.6501\n",
"[67]\tvalid_0's poisson: -99.5633\tvalid_0's l1: 19.5992\n",
"[68]\tvalid_0's poisson: -99.6492\tvalid_0's l1: 19.5378\n",
"[69]\tvalid_0's poisson: -99.7363\tvalid_0's l1: 19.4663\n",
"[70]\tvalid_0's poisson: -99.8883\tvalid_0's l1: 19.3874\n",
"[71]\tvalid_0's poisson: -99.985\tvalid_0's l1: 19.31\n",
"[72]\tvalid_0's poisson: -100.079\tvalid_0's l1: 19.2344\n",
"[73]\tvalid_0's poisson: -100.17\tvalid_0's l1: 19.162\n",
"[74]\tvalid_0's poisson: -100.254\tvalid_0's l1: 19.0902\n",
"[75]\tvalid_0's poisson: -100.334\tvalid_0's l1: 19.0306\n",
"[76]\tvalid_0's poisson: -100.465\tvalid_0's l1: 18.9477\n",
"[77]\tvalid_0's poisson: -100.544\tvalid_0's l1: 18.8808\n",
"[78]\tvalid_0's poisson: -100.629\tvalid_0's l1: 18.8186\n",
"[79]\tvalid_0's poisson: -100.703\tvalid_0's l1: 18.7544\n",
"[80]\tvalid_0's poisson: -100.784\tvalid_0's l1: 18.6964\n",
"[81]\tvalid_0's poisson: -100.959\tvalid_0's l1: 18.6008\n",
"[82]\tvalid_0's poisson: -101.086\tvalid_0's l1: 18.5305\n",
"[83]\tvalid_0's poisson: -101.165\tvalid_0's l1: 18.4647\n",
"[84]\tvalid_0's poisson: -101.206\tvalid_0's l1: 18.4292\n",
"[85]\tvalid_0's poisson: -101.324\tvalid_0's l1: 18.3618\n",
"[86]\tvalid_0's poisson: -101.436\tvalid_0's l1: 18.2967\n",
"[87]\tvalid_0's poisson: -101.485\tvalid_0's l1: 18.2564\n",
"[88]\tvalid_0's poisson: -101.615\tvalid_0's l1: 18.1701\n",
"[89]\tvalid_0's poisson: -101.651\tvalid_0's l1: 18.1378\n",
"[90]\tvalid_0's poisson: -101.819\tvalid_0's l1: 18.0456\n",
"[91]\tvalid_0's poisson: -101.937\tvalid_0's l1: 17.9616\n",
"[92]\tvalid_0's poisson: -101.986\tvalid_0's l1: 17.9195\n",
"[93]\tvalid_0's poisson: -102.026\tvalid_0's l1: 17.8855\n",
"[94]\tvalid_0's poisson: -102.141\tvalid_0's l1: 17.8069\n",
"[95]\tvalid_0's poisson: -102.226\tvalid_0's l1: 17.7568\n",
"[96]\tvalid_0's poisson: -102.316\tvalid_0's l1: 17.7026\n",
"[97]\tvalid_0's poisson: -102.456\tvalid_0's l1: 17.6224\n",
"[98]\tvalid_0's poisson: -102.5\tvalid_0's l1: 17.5837\n",
"[99]\tvalid_0's poisson: -102.582\tvalid_0's l1: 17.5341\n",
"[100]\tvalid_0's poisson: -102.61\tvalid_0's l1: 17.5082\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1542\tvalid_0's l1: 29.084\n",
"[2]\tvalid_0's poisson: -81.8821\tvalid_0's l1: 28.8182\n",
"[3]\tvalid_0's poisson: -82.5715\tvalid_0's l1: 28.5571\n",
"[4]\tvalid_0's poisson: -83.2245\tvalid_0's l1: 28.3025\n",
"[5]\tvalid_0's poisson: -83.8524\tvalid_0's l1: 28.0525\n",
"[6]\tvalid_0's poisson: -84.4481\tvalid_0's l1: 27.8106\n",
"[7]\tvalid_0's poisson: -85.0342\tvalid_0's l1: 27.5708\n",
"[8]\tvalid_0's poisson: -85.5765\tvalid_0's l1: 27.3389\n",
"[9]\tvalid_0's poisson: -86.0923\tvalid_0's l1: 27.1118\n",
"[10]\tvalid_0's poisson: -86.5695\tvalid_0's l1: 26.8944\n",
"[11]\tvalid_0's poisson: -87.061\tvalid_0's l1: 26.6751\n",
"[12]\tvalid_0's poisson: -87.5379\tvalid_0's l1: 26.4542\n",
"[13]\tvalid_0's poisson: -87.9918\tvalid_0's l1: 26.2393\n",
"[14]\tvalid_0's poisson: -88.4175\tvalid_0's l1: 26.0349\n",
"[15]\tvalid_0's poisson: -88.7984\tvalid_0's l1: 25.8445\n",
"[16]\tvalid_0's poisson: -89.1876\tvalid_0's l1: 25.6516\n",
"[17]\tvalid_0's poisson: -89.5702\tvalid_0's l1: 25.4575\n",
"[18]\tvalid_0's poisson: -89.9336\tvalid_0's l1: 25.2695\n",
"[19]\tvalid_0's poisson: -90.2816\tvalid_0's l1: 25.0872\n",
"[20]\tvalid_0's poisson: -90.61\tvalid_0's l1: 24.912\n",
"[21]\tvalid_0's poisson: -90.9218\tvalid_0's l1: 24.7416\n",
"[22]\tvalid_0's poisson: -91.2293\tvalid_0's l1: 24.5742\n",
"[23]\tvalid_0's poisson: -91.5164\tvalid_0's l1: 24.4131\n",
"[24]\tvalid_0's poisson: -91.7951\tvalid_0's l1: 24.2577\n",
"[25]\tvalid_0's poisson: -92.0599\tvalid_0's l1: 24.1062\n",
"[26]\tvalid_0's poisson: -92.3299\tvalid_0's l1: 23.9581\n",
"[27]\tvalid_0's poisson: -92.602\tvalid_0's l1: 23.8111\n",
"[28]\tvalid_0's poisson: -92.8486\tvalid_0's l1: 23.6693\n",
"[29]\tvalid_0's poisson: -93.0863\tvalid_0's l1: 23.5329\n",
"[30]\tvalid_0's poisson: -93.32\tvalid_0's l1: 23.3995\n",
"[31]\tvalid_0's poisson: -93.5477\tvalid_0's l1: 23.2669\n",
"[32]\tvalid_0's poisson: -93.7636\tvalid_0's l1: 23.138\n",
"[33]\tvalid_0's poisson: -94.0091\tvalid_0's l1: 22.9979\n",
"[34]\tvalid_0's poisson: -94.2106\tvalid_0's l1: 22.8751\n",
"[35]\tvalid_0's poisson: -94.4046\tvalid_0's l1: 22.7559\n",
"[36]\tvalid_0's poisson: -94.6189\tvalid_0's l1: 22.6215\n",
"[37]\tvalid_0's poisson: -94.8355\tvalid_0's l1: 22.4932\n",
"[38]\tvalid_0's poisson: -95.0444\tvalid_0's l1: 22.3737\n",
"[39]\tvalid_0's poisson: -95.2374\tvalid_0's l1: 22.2505\n",
"[40]\tvalid_0's poisson: -95.4308\tvalid_0's l1: 22.14\n",
"[41]\tvalid_0's poisson: -95.6223\tvalid_0's l1: 22.0228\n",
"[42]\tvalid_0's poisson: -95.8063\tvalid_0's l1: 21.9084\n",
"[43]\tvalid_0's poisson: -95.9587\tvalid_0's l1: 21.8132\n",
"[44]\tvalid_0's poisson: -96.1208\tvalid_0's l1: 21.7014\n",
"[45]\tvalid_0's poisson: -96.2599\tvalid_0's l1: 21.6098\n",
"[46]\tvalid_0's poisson: -96.402\tvalid_0's l1: 21.5103\n",
"[47]\tvalid_0's poisson: -96.5321\tvalid_0's l1: 21.4243\n",
"[48]\tvalid_0's poisson: -96.8144\tvalid_0's l1: 21.3061\n",
"[49]\tvalid_0's poisson: -97.0878\tvalid_0's l1: 21.177\n",
"[50]\tvalid_0's poisson: -97.2276\tvalid_0's l1: 21.0777\n",
"[51]\tvalid_0's poisson: -97.3666\tvalid_0's l1: 20.9901\n",
"[52]\tvalid_0's poisson: -97.5014\tvalid_0's l1: 20.8948\n",
"[53]\tvalid_0's poisson: -97.6309\tvalid_0's l1: 20.8136\n",
"[54]\tvalid_0's poisson: -97.8914\tvalid_0's l1: 20.6819\n",
"[55]\tvalid_0's poisson: -98.1443\tvalid_0's l1: 20.565\n",
"[56]\tvalid_0's poisson: -98.2413\tvalid_0's l1: 20.4956\n",
"[57]\tvalid_0's poisson: -98.4714\tvalid_0's l1: 20.3726\n",
"[58]\tvalid_0's poisson: -98.6891\tvalid_0's l1: 20.2531\n",
"[59]\tvalid_0's poisson: -98.7924\tvalid_0's l1: 20.1814\n",
"[60]\tvalid_0's poisson: -98.8886\tvalid_0's l1: 20.1125\n",
"[61]\tvalid_0's poisson: -99.0903\tvalid_0's l1: 19.9973\n",
"[62]\tvalid_0's poisson: -99.2694\tvalid_0's l1: 19.903\n",
"[63]\tvalid_0's poisson: -99.3628\tvalid_0's l1: 19.8369\n",
"[64]\tvalid_0's poisson: -99.5535\tvalid_0's l1: 19.7266\n",
"[65]\tvalid_0's poisson: -99.6168\tvalid_0's l1: 19.6768\n",
"[66]\tvalid_0's poisson: -99.7091\tvalid_0's l1: 19.6011\n",
"[67]\tvalid_0's poisson: -99.7961\tvalid_0's l1: 19.5328\n",
"[68]\tvalid_0's poisson: -99.8804\tvalid_0's l1: 19.4658\n",
"[69]\tvalid_0's poisson: -99.9379\tvalid_0's l1: 19.4198\n",
"[70]\tvalid_0's poisson: -100.038\tvalid_0's l1: 19.3414\n",
"[71]\tvalid_0's poisson: -100.13\tvalid_0's l1: 19.2645\n",
"[72]\tvalid_0's poisson: -100.223\tvalid_0's l1: 19.1961\n",
"[73]\tvalid_0's poisson: -100.311\tvalid_0's l1: 19.1221\n",
"[74]\tvalid_0's poisson: -100.363\tvalid_0's l1: 19.0776\n",
"[75]\tvalid_0's poisson: -100.534\tvalid_0's l1: 18.9736\n",
"[76]\tvalid_0's poisson: -100.703\tvalid_0's l1: 18.877\n",
"[77]\tvalid_0's poisson: -100.753\tvalid_0's l1: 18.8365\n",
"[78]\tvalid_0's poisson: -100.831\tvalid_0's l1: 18.7683\n",
"[79]\tvalid_0's poisson: -100.908\tvalid_0's l1: 18.7021\n",
"[80]\tvalid_0's poisson: -100.968\tvalid_0's l1: 18.6527\n",
"[81]\tvalid_0's poisson: -101.041\tvalid_0's l1: 18.5888\n",
"[82]\tvalid_0's poisson: -101.165\tvalid_0's l1: 18.519\n",
"[83]\tvalid_0's poisson: -101.308\tvalid_0's l1: 18.4271\n",
"[84]\tvalid_0's poisson: -101.352\tvalid_0's l1: 18.3874\n",
"[85]\tvalid_0's poisson: -101.472\tvalid_0's l1: 18.3135\n",
"[86]\tvalid_0's poisson: -101.585\tvalid_0's l1: 18.2476\n",
"[87]\tvalid_0's poisson: -101.752\tvalid_0's l1: 18.1559\n",
"[88]\tvalid_0's poisson: -101.855\tvalid_0's l1: 18.0957\n",
"[89]\tvalid_0's poisson: -102.009\tvalid_0's l1: 18.0081\n",
"[90]\tvalid_0's poisson: -102.045\tvalid_0's l1: 17.9771\n",
"[91]\tvalid_0's poisson: -102.161\tvalid_0's l1: 17.8956\n",
"[92]\tvalid_0's poisson: -102.305\tvalid_0's l1: 17.8094\n",
"[93]\tvalid_0's poisson: -102.391\tvalid_0's l1: 17.7452\n",
"[94]\tvalid_0's poisson: -102.525\tvalid_0's l1: 17.6633\n",
"[95]\tvalid_0's poisson: -102.577\tvalid_0's l1: 17.6096\n",
"[96]\tvalid_0's poisson: -102.608\tvalid_0's l1: 17.582\n",
"[97]\tvalid_0's poisson: -102.706\tvalid_0's l1: 17.5096\n",
"[98]\tvalid_0's poisson: -102.828\tvalid_0's l1: 17.4339\n",
"[99]\tvalid_0's poisson: -102.875\tvalid_0's l1: 17.3843\n",
"[100]\tvalid_0's poisson: -102.92\tvalid_0's l1: 17.3362\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -81.1354\tvalid_0's l1: 29.0898\n",
"[2]\tvalid_0's poisson: -81.8658\tvalid_0's l1: 28.8246\n",
"[3]\tvalid_0's poisson: -82.5608\tvalid_0's l1: 28.5655\n",
"[4]\tvalid_0's poisson: -83.2182\tvalid_0's l1: 28.3126\n",
"[5]\tvalid_0's poisson: -83.8408\tvalid_0's l1: 28.0652\n",
"[6]\tvalid_0's poisson: -84.431\tvalid_0's l1: 27.8266\n",
"[7]\tvalid_0's poisson: -85.0196\tvalid_0's l1: 27.5851\n",
"[8]\tvalid_0's poisson: -85.5786\tvalid_0's l1: 27.3517\n",
"[9]\tvalid_0's poisson: -86.1097\tvalid_0's l1: 27.1245\n",
"[10]\tvalid_0's poisson: -86.5978\tvalid_0's l1: 26.9027\n",
"[11]\tvalid_0's poisson: -87.0631\tvalid_0's l1: 26.6868\n",
"[12]\tvalid_0's poisson: -87.5265\tvalid_0's l1: 26.4696\n",
"[13]\tvalid_0's poisson: -87.9702\tvalid_0's l1: 26.2607\n",
"[14]\tvalid_0's poisson: -88.3925\tvalid_0's l1: 26.0545\n",
"[15]\tvalid_0's poisson: -88.7902\tvalid_0's l1: 25.8588\n",
"[16]\tvalid_0's poisson: -89.1588\tvalid_0's l1: 25.6684\n",
"[17]\tvalid_0's poisson: -89.5284\tvalid_0's l1: 25.4779\n",
"[18]\tvalid_0's poisson: -89.884\tvalid_0's l1: 25.2944\n",
"[19]\tvalid_0's poisson: -90.2232\tvalid_0's l1: 25.1154\n",
"[20]\tvalid_0's poisson: -90.5498\tvalid_0's l1: 24.9424\n",
"[21]\tvalid_0's poisson: -90.8664\tvalid_0's l1: 24.77\n",
"[22]\tvalid_0's poisson: -91.1645\tvalid_0's l1: 24.604\n",
"[23]\tvalid_0's poisson: -91.4563\tvalid_0's l1: 24.4401\n",
"[24]\tvalid_0's poisson: -91.7365\tvalid_0's l1: 24.2816\n",
"[25]\tvalid_0's poisson: -92.0057\tvalid_0's l1: 24.1267\n",
"[26]\tvalid_0's poisson: -92.2641\tvalid_0's l1: 23.9783\n",
"[27]\tvalid_0's poisson: -92.5132\tvalid_0's l1: 23.8334\n",
"[28]\tvalid_0's poisson: -92.7591\tvalid_0's l1: 23.6954\n",
"[29]\tvalid_0's poisson: -92.9976\tvalid_0's l1: 23.5554\n",
"[30]\tvalid_0's poisson: -93.2249\tvalid_0's l1: 23.4219\n",
"[31]\tvalid_0's poisson: -93.4385\tvalid_0's l1: 23.292\n",
"[32]\tvalid_0's poisson: -93.6583\tvalid_0's l1: 23.1655\n",
"[33]\tvalid_0's poisson: -93.871\tvalid_0's l1: 23.0414\n",
"[34]\tvalid_0's poisson: -94.0662\tvalid_0's l1: 22.9205\n",
"[35]\tvalid_0's poisson: -94.2694\tvalid_0's l1: 22.8068\n",
"[36]\tvalid_0's poisson: -94.4971\tvalid_0's l1: 22.6733\n",
"[37]\tvalid_0's poisson: -94.7164\tvalid_0's l1: 22.5445\n",
"[38]\tvalid_0's poisson: -94.9136\tvalid_0's l1: 22.4231\n",
"[39]\tvalid_0's poisson: -95.1035\tvalid_0's l1: 22.3065\n",
"[40]\tvalid_0's poisson: -95.2761\tvalid_0's l1: 22.2\n",
"[41]\tvalid_0's poisson: -95.4359\tvalid_0's l1: 22.0984\n",
"[42]\tvalid_0's poisson: -95.5867\tvalid_0's l1: 22.002\n",
"[43]\tvalid_0's poisson: -95.7648\tvalid_0's l1: 21.8906\n",
"[44]\tvalid_0's poisson: -95.9016\tvalid_0's l1: 21.7962\n",
"[45]\tvalid_0's poisson: -96.0341\tvalid_0's l1: 21.7043\n",
"[46]\tvalid_0's poisson: -96.1908\tvalid_0's l1: 21.5969\n",
"[47]\tvalid_0's poisson: -96.3515\tvalid_0's l1: 21.5017\n",
"[48]\tvalid_0's poisson: -96.6546\tvalid_0's l1: 21.3739\n",
"[49]\tvalid_0's poisson: -96.9582\tvalid_0's l1: 21.2353\n",
"[50]\tvalid_0's poisson: -97.0974\tvalid_0's l1: 21.1359\n",
"[51]\tvalid_0's poisson: -97.2049\tvalid_0's l1: 21.0637\n",
"[52]\tvalid_0's poisson: -97.3369\tvalid_0's l1: 20.9679\n",
"[53]\tvalid_0's poisson: -97.4579\tvalid_0's l1: 20.8786\n",
"[54]\tvalid_0's poisson: -97.5824\tvalid_0's l1: 20.7984\n",
"[55]\tvalid_0's poisson: -97.8384\tvalid_0's l1: 20.6699\n",
"[56]\tvalid_0's poisson: -98.0524\tvalid_0's l1: 20.5668\n",
"[57]\tvalid_0's poisson: -98.1696\tvalid_0's l1: 20.4802\n",
"[58]\tvalid_0's poisson: -98.399\tvalid_0's l1: 20.373\n",
"[59]\tvalid_0's poisson: -98.5079\tvalid_0's l1: 20.2984\n",
"[60]\tvalid_0's poisson: -98.7433\tvalid_0's l1: 20.1821\n",
"[61]\tvalid_0's poisson: -98.8486\tvalid_0's l1: 20.1007\n",
"[62]\tvalid_0's poisson: -98.9447\tvalid_0's l1: 20.032\n",
"[63]\tvalid_0's poisson: -99.119\tvalid_0's l1: 19.9433\n",
"[64]\tvalid_0's poisson: -99.2184\tvalid_0's l1: 19.8662\n",
"[65]\tvalid_0's poisson: -99.322\tvalid_0's l1: 19.7851\n",
"[66]\tvalid_0's poisson: -99.4118\tvalid_0's l1: 19.7214\n",
"[67]\tvalid_0's poisson: -99.5176\tvalid_0's l1: 19.6423\n",
"[68]\tvalid_0's poisson: -99.6131\tvalid_0's l1: 19.5647\n",
"[69]\tvalid_0's poisson: -99.7129\tvalid_0's l1: 19.4896\n",
"[70]\tvalid_0's poisson: -99.8028\tvalid_0's l1: 19.4158\n",
"[71]\tvalid_0's poisson: -99.9537\tvalid_0's l1: 19.3363\n",
"[72]\tvalid_0's poisson: -100.02\tvalid_0's l1: 19.2854\n",
"[73]\tvalid_0's poisson: -100.103\tvalid_0's l1: 19.2156\n",
"[74]\tvalid_0's poisson: -100.185\tvalid_0's l1: 19.1472\n",
"[75]\tvalid_0's poisson: -100.253\tvalid_0's l1: 19.0946\n",
"[76]\tvalid_0's poisson: -100.343\tvalid_0's l1: 19.0311\n",
"[77]\tvalid_0's poisson: -100.505\tvalid_0's l1: 18.9335\n",
"[78]\tvalid_0's poisson: -100.635\tvalid_0's l1: 18.8616\n",
"[79]\tvalid_0's poisson: -100.708\tvalid_0's l1: 18.7994\n",
"[80]\tvalid_0's poisson: -100.834\tvalid_0's l1: 18.7299\n",
"[81]\tvalid_0's poisson: -100.893\tvalid_0's l1: 18.683\n",
"[82]\tvalid_0's poisson: -101.012\tvalid_0's l1: 18.6163\n",
"[83]\tvalid_0's poisson: -101.063\tvalid_0's l1: 18.5755\n",
"[84]\tvalid_0's poisson: -101.178\tvalid_0's l1: 18.5093\n",
"[85]\tvalid_0's poisson: -101.245\tvalid_0's l1: 18.4494\n",
"[86]\tvalid_0's poisson: -101.404\tvalid_0's l1: 18.3631\n",
"[87]\tvalid_0's poisson: -101.457\tvalid_0's l1: 18.3199\n",
"[88]\tvalid_0's poisson: -101.559\tvalid_0's l1: 18.2573\n",
"[89]\tvalid_0's poisson: -101.686\tvalid_0's l1: 18.171\n",
"[90]\tvalid_0's poisson: -101.81\tvalid_0's l1: 18.0882\n",
"[91]\tvalid_0's poisson: -101.858\tvalid_0's l1: 18.0473\n",
"[92]\tvalid_0's poisson: -101.905\tvalid_0's l1: 18.0084\n",
"[93]\tvalid_0's poisson: -101.953\tvalid_0's l1: 17.9667\n",
"[94]\tvalid_0's poisson: -102.109\tvalid_0's l1: 17.8781\n",
"[95]\tvalid_0's poisson: -102.195\tvalid_0's l1: 17.8249\n",
"[96]\tvalid_0's poisson: -102.303\tvalid_0's l1: 17.7473\n",
"[97]\tvalid_0's poisson: -102.334\tvalid_0's l1: 17.719\n",
"[98]\tvalid_0's poisson: -102.414\tvalid_0's l1: 17.6694\n",
"[99]\tvalid_0's poisson: -102.492\tvalid_0's l1: 17.6104\n",
"[100]\tvalid_0's poisson: -102.626\tvalid_0's l1: 17.5305\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -81.1354\tvalid_0's l1: 29.0898\n",
"[2]\tvalid_0's poisson: -81.8473\tvalid_0's l1: 28.8282\n",
"[3]\tvalid_0's poisson: -82.5301\tvalid_0's l1: 28.572\n",
"[4]\tvalid_0's poisson: -83.2207\tvalid_0's l1: 28.3121\n",
"[5]\tvalid_0's poisson: -83.835\tvalid_0's l1: 28.0662\n",
"[6]\tvalid_0's poisson: -84.4268\tvalid_0's l1: 27.8247\n",
"[7]\tvalid_0's poisson: -84.9894\tvalid_0's l1: 27.5869\n",
"[8]\tvalid_0's poisson: -85.5535\tvalid_0's l1: 27.3513\n",
"[9]\tvalid_0's poisson: -86.0619\tvalid_0's l1: 27.126\n",
"[10]\tvalid_0's poisson: -86.5458\tvalid_0's l1: 26.9078\n",
"[11]\tvalid_0's poisson: -87.0074\tvalid_0's l1: 26.6954\n",
"[12]\tvalid_0's poisson: -87.4729\tvalid_0's l1: 26.4818\n",
"[13]\tvalid_0's poisson: -87.9194\tvalid_0's l1: 26.2726\n",
"[14]\tvalid_0's poisson: -88.3434\tvalid_0's l1: 26.0681\n",
"[15]\tvalid_0's poisson: -88.7372\tvalid_0's l1: 25.8722\n",
"[16]\tvalid_0's poisson: -89.1292\tvalid_0's l1: 25.6746\n",
"[17]\tvalid_0's poisson: -89.5074\tvalid_0's l1: 25.482\n",
"[18]\tvalid_0's poisson: -89.8666\tvalid_0's l1: 25.2953\n",
"[19]\tvalid_0's poisson: -90.1985\tvalid_0's l1: 25.1167\n",
"[20]\tvalid_0's poisson: -90.5205\tvalid_0's l1: 24.9479\n",
"[21]\tvalid_0's poisson: -90.8429\tvalid_0's l1: 24.7756\n",
"[22]\tvalid_0's poisson: -91.1522\tvalid_0's l1: 24.6081\n",
"[23]\tvalid_0's poisson: -91.44\tvalid_0's l1: 24.4482\n",
"[24]\tvalid_0's poisson: -91.7278\tvalid_0's l1: 24.2899\n",
"[25]\tvalid_0's poisson: -92.0044\tvalid_0's l1: 24.1383\n",
"[26]\tvalid_0's poisson: -92.2687\tvalid_0's l1: 23.9893\n",
"[27]\tvalid_0's poisson: -92.5142\tvalid_0's l1: 23.8464\n",
"[28]\tvalid_0's poisson: -92.7607\tvalid_0's l1: 23.7056\n",
"[29]\tvalid_0's poisson: -92.9912\tvalid_0's l1: 23.5695\n",
"[30]\tvalid_0's poisson: -93.2134\tvalid_0's l1: 23.4367\n",
"[31]\tvalid_0's poisson: -93.4275\tvalid_0's l1: 23.3081\n",
"[32]\tvalid_0's poisson: -93.6351\tvalid_0's l1: 23.1827\n",
"[33]\tvalid_0's poisson: -93.8795\tvalid_0's l1: 23.0446\n",
"[34]\tvalid_0's poisson: -94.1145\tvalid_0's l1: 22.9092\n",
"[35]\tvalid_0's poisson: -94.3398\tvalid_0's l1: 22.7862\n",
"[36]\tvalid_0's poisson: -94.5592\tvalid_0's l1: 22.657\n",
"[37]\tvalid_0's poisson: -94.7706\tvalid_0's l1: 22.5321\n",
"[38]\tvalid_0's poisson: -94.9701\tvalid_0's l1: 22.4118\n",
"[39]\tvalid_0's poisson: -95.1423\tvalid_0's l1: 22.3081\n",
"[40]\tvalid_0's poisson: -95.3089\tvalid_0's l1: 22.2074\n",
"[41]\tvalid_0's poisson: -95.4656\tvalid_0's l1: 22.1059\n",
"[42]\tvalid_0's poisson: -95.6442\tvalid_0's l1: 21.9952\n",
"[43]\tvalid_0's poisson: -95.7968\tvalid_0's l1: 21.8998\n",
"[44]\tvalid_0's poisson: -95.9406\tvalid_0's l1: 21.7992\n",
"[45]\tvalid_0's poisson: -96.0928\tvalid_0's l1: 21.693\n",
"[46]\tvalid_0's poisson: -96.2458\tvalid_0's l1: 21.5974\n",
"[47]\tvalid_0's poisson: -96.3937\tvalid_0's l1: 21.4954\n",
"[48]\tvalid_0's poisson: -96.7008\tvalid_0's l1: 21.3566\n",
"[49]\tvalid_0's poisson: -96.8384\tvalid_0's l1: 21.2587\n",
"[50]\tvalid_0's poisson: -97.1416\tvalid_0's l1: 21.123\n",
"[51]\tvalid_0's poisson: -97.4276\tvalid_0's l1: 20.9918\n",
"[52]\tvalid_0's poisson: -97.5412\tvalid_0's l1: 20.9115\n",
"[53]\tvalid_0's poisson: -97.7694\tvalid_0's l1: 20.7932\n",
"[54]\tvalid_0's poisson: -97.8796\tvalid_0's l1: 20.7083\n",
"[55]\tvalid_0's poisson: -98.0007\tvalid_0's l1: 20.6196\n",
"[56]\tvalid_0's poisson: -98.2306\tvalid_0's l1: 20.4995\n",
"[57]\tvalid_0's poisson: -98.3435\tvalid_0's l1: 20.4144\n",
"[58]\tvalid_0's poisson: -98.4365\tvalid_0's l1: 20.3483\n",
"[59]\tvalid_0's poisson: -98.5267\tvalid_0's l1: 20.2839\n",
"[60]\tvalid_0's poisson: -98.6233\tvalid_0's l1: 20.2168\n",
"[61]\tvalid_0's poisson: -98.7281\tvalid_0's l1: 20.1366\n",
"[62]\tvalid_0's poisson: -98.8271\tvalid_0's l1: 20.0677\n",
"[63]\tvalid_0's poisson: -99.0212\tvalid_0's l1: 19.9595\n",
"[64]\tvalid_0's poisson: -99.1251\tvalid_0's l1: 19.8782\n",
"[65]\tvalid_0's poisson: -99.2314\tvalid_0's l1: 19.8066\n",
"[66]\tvalid_0's poisson: -99.3382\tvalid_0's l1: 19.7321\n",
"[67]\tvalid_0's poisson: -99.434\tvalid_0's l1: 19.6567\n",
"[68]\tvalid_0's poisson: -99.5282\tvalid_0's l1: 19.5806\n",
"[69]\tvalid_0's poisson: -99.6266\tvalid_0's l1: 19.5109\n",
"[70]\tvalid_0's poisson: -99.791\tvalid_0's l1: 19.4274\n",
"[71]\tvalid_0's poisson: -99.9709\tvalid_0's l1: 19.3221\n",
"[72]\tvalid_0's poisson: -100.056\tvalid_0's l1: 19.2516\n",
"[73]\tvalid_0's poisson: -100.137\tvalid_0's l1: 19.1825\n",
"[74]\tvalid_0's poisson: -100.21\tvalid_0's l1: 19.1246\n",
"[75]\tvalid_0's poisson: -100.27\tvalid_0's l1: 19.0785\n",
"[76]\tvalid_0's poisson: -100.435\tvalid_0's l1: 18.9796\n",
"[77]\tvalid_0's poisson: -100.512\tvalid_0's l1: 18.9137\n",
"[78]\tvalid_0's poisson: -100.588\tvalid_0's l1: 18.8501\n",
"[79]\tvalid_0's poisson: -100.729\tvalid_0's l1: 18.7705\n",
"[80]\tvalid_0's poisson: -100.778\tvalid_0's l1: 18.73\n",
"[81]\tvalid_0's poisson: -100.909\tvalid_0's l1: 18.6559\n",
"[82]\tvalid_0's poisson: -101.024\tvalid_0's l1: 18.5787\n",
"[83]\tvalid_0's poisson: -101.078\tvalid_0's l1: 18.5367\n",
"[84]\tvalid_0's poisson: -101.211\tvalid_0's l1: 18.4479\n",
"[85]\tvalid_0's poisson: -101.268\tvalid_0's l1: 18.4011\n",
"[86]\tvalid_0's poisson: -101.384\tvalid_0's l1: 18.3331\n",
"[87]\tvalid_0's poisson: -101.562\tvalid_0's l1: 18.2387\n",
"[88]\tvalid_0's poisson: -101.615\tvalid_0's l1: 18.1953\n",
"[89]\tvalid_0's poisson: -101.721\tvalid_0's l1: 18.133\n",
"[90]\tvalid_0's poisson: -101.759\tvalid_0's l1: 18.0993\n",
"[91]\tvalid_0's poisson: -101.86\tvalid_0's l1: 18.0395\n",
"[92]\tvalid_0's poisson: -101.906\tvalid_0's l1: 18.0006\n",
"[93]\tvalid_0's poisson: -102.064\tvalid_0's l1: 17.9123\n",
"[94]\tvalid_0's poisson: -102.099\tvalid_0's l1: 17.8813\n",
"[95]\tvalid_0's poisson: -102.203\tvalid_0's l1: 17.8076\n",
"[96]\tvalid_0's poisson: -102.254\tvalid_0's l1: 17.7577\n",
"[97]\tvalid_0's poisson: -102.34\tvalid_0's l1: 17.706\n",
"[98]\tvalid_0's poisson: -102.37\tvalid_0's l1: 17.6788\n",
"[99]\tvalid_0's poisson: -102.455\tvalid_0's l1: 17.6274\n",
"[100]\tvalid_0's poisson: -102.59\tvalid_0's l1: 17.5483\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5732\tvalid_0's l1: 29.2896\n",
"[2]\tvalid_0's poisson: -80.761\tvalid_0's l1: 29.2237\n",
"[3]\tvalid_0's poisson: -80.9461\tvalid_0's l1: 29.158\n",
"[4]\tvalid_0's poisson: -81.1287\tvalid_0's l1: 29.0926\n",
"[5]\tvalid_0's poisson: -81.3088\tvalid_0's l1: 29.0274\n",
"[6]\tvalid_0's poisson: -81.4863\tvalid_0's l1: 28.9625\n",
"[7]\tvalid_0's poisson: -81.6614\tvalid_0's l1: 28.8979\n",
"[8]\tvalid_0's poisson: -81.8342\tvalid_0's l1: 28.8342\n",
"[9]\tvalid_0's poisson: -82.0046\tvalid_0's l1: 28.7707\n",
"[10]\tvalid_0's poisson: -82.1727\tvalid_0's l1: 28.7074\n",
"[11]\tvalid_0's poisson: -82.3386\tvalid_0's l1: 28.6444\n",
"[12]\tvalid_0's poisson: -82.5023\tvalid_0's l1: 28.5817\n",
"[13]\tvalid_0's poisson: -82.6639\tvalid_0's l1: 28.5191\n",
"[14]\tvalid_0's poisson: -82.8233\tvalid_0's l1: 28.4569\n",
"[15]\tvalid_0's poisson: -82.9806\tvalid_0's l1: 28.3957\n",
"[16]\tvalid_0's poisson: -83.1427\tvalid_0's l1: 28.3332\n",
"[17]\tvalid_0's poisson: -83.3025\tvalid_0's l1: 28.2709\n",
"[18]\tvalid_0's poisson: -83.4601\tvalid_0's l1: 28.2091\n",
"[19]\tvalid_0's poisson: -83.6155\tvalid_0's l1: 28.1476\n",
"[20]\tvalid_0's poisson: -83.7689\tvalid_0's l1: 28.0863\n",
"[21]\tvalid_0's poisson: -83.9205\tvalid_0's l1: 28.0252\n",
"[22]\tvalid_0's poisson: -84.07\tvalid_0's l1: 27.9653\n",
"[23]\tvalid_0's poisson: -84.2226\tvalid_0's l1: 27.9047\n",
"[24]\tvalid_0's poisson: -84.373\tvalid_0's l1: 27.8443\n",
"[25]\tvalid_0's poisson: -84.5215\tvalid_0's l1: 27.7842\n",
"[26]\tvalid_0's poisson: -84.6681\tvalid_0's l1: 27.7243\n",
"[27]\tvalid_0's poisson: -84.8127\tvalid_0's l1: 27.6646\n",
"[28]\tvalid_0's poisson: -84.9554\tvalid_0's l1: 27.6056\n",
"[29]\tvalid_0's poisson: -85.0934\tvalid_0's l1: 27.5472\n",
"[30]\tvalid_0's poisson: -85.2297\tvalid_0's l1: 27.4891\n",
"[31]\tvalid_0's poisson: -85.3643\tvalid_0's l1: 27.4311\n",
"[32]\tvalid_0's poisson: -85.4972\tvalid_0's l1: 27.3734\n",
"[33]\tvalid_0's poisson: -85.6284\tvalid_0's l1: 27.316\n",
"[34]\tvalid_0's poisson: -85.7619\tvalid_0's l1: 27.2589\n",
"[35]\tvalid_0's poisson: -85.8937\tvalid_0's l1: 27.2022\n",
"[36]\tvalid_0's poisson: -86.021\tvalid_0's l1: 27.1467\n",
"[37]\tvalid_0's poisson: -86.1498\tvalid_0's l1: 27.0908\n",
"[38]\tvalid_0's poisson: -86.277\tvalid_0's l1: 27.0351\n",
"[39]\tvalid_0's poisson: -86.4027\tvalid_0's l1: 26.9797\n",
"[40]\tvalid_0's poisson: -86.5269\tvalid_0's l1: 26.9246\n",
"[41]\tvalid_0's poisson: -86.6513\tvalid_0's l1: 26.8684\n",
"[42]\tvalid_0's poisson: -86.7742\tvalid_0's l1: 26.813\n",
"[43]\tvalid_0's poisson: -86.8948\tvalid_0's l1: 26.7581\n",
"[44]\tvalid_0's poisson: -87.0139\tvalid_0's l1: 26.7035\n",
"[45]\tvalid_0's poisson: -87.1316\tvalid_0's l1: 26.6491\n",
"[46]\tvalid_0's poisson: -87.2479\tvalid_0's l1: 26.5951\n",
"[47]\tvalid_0's poisson: -87.3628\tvalid_0's l1: 26.5415\n",
"[48]\tvalid_0's poisson: -87.4764\tvalid_0's l1: 26.4881\n",
"[49]\tvalid_0's poisson: -87.5886\tvalid_0's l1: 26.435\n",
"[50]\tvalid_0's poisson: -87.6947\tvalid_0's l1: 26.3839\n",
"[51]\tvalid_0's poisson: -87.8043\tvalid_0's l1: 26.3317\n",
"[52]\tvalid_0's poisson: -87.9127\tvalid_0's l1: 26.2796\n",
"[53]\tvalid_0's poisson: -88.0199\tvalid_0's l1: 26.2279\n",
"[54]\tvalid_0's poisson: -88.1258\tvalid_0's l1: 26.1766\n",
"[55]\tvalid_0's poisson: -88.2304\tvalid_0's l1: 26.1255\n",
"[56]\tvalid_0's poisson: -88.3339\tvalid_0's l1: 26.0749\n",
"[57]\tvalid_0's poisson: -88.4362\tvalid_0's l1: 26.0248\n",
"[58]\tvalid_0's poisson: -88.5352\tvalid_0's l1: 25.9757\n",
"[59]\tvalid_0's poisson: -88.6331\tvalid_0's l1: 25.9268\n",
"[60]\tvalid_0's poisson: -88.7299\tvalid_0's l1: 25.8781\n",
"[61]\tvalid_0's poisson: -88.8256\tvalid_0's l1: 25.8296\n",
"[62]\tvalid_0's poisson: -88.9243\tvalid_0's l1: 25.7807\n",
"[63]\tvalid_0's poisson: -89.0179\tvalid_0's l1: 25.7329\n",
"[64]\tvalid_0's poisson: -89.1149\tvalid_0's l1: 25.6837\n",
"[65]\tvalid_0's poisson: -89.2063\tvalid_0's l1: 25.6365\n",
"[66]\tvalid_0's poisson: -89.3009\tvalid_0's l1: 25.5889\n",
"[67]\tvalid_0's poisson: -89.3906\tvalid_0's l1: 25.5424\n",
"[68]\tvalid_0's poisson: -89.4833\tvalid_0's l1: 25.4952\n",
"[69]\tvalid_0's poisson: -89.5711\tvalid_0's l1: 25.449\n",
"[70]\tvalid_0's poisson: -89.6619\tvalid_0's l1: 25.4026\n",
"[71]\tvalid_0's poisson: -89.7489\tvalid_0's l1: 25.3579\n",
"[72]\tvalid_0's poisson: -89.8341\tvalid_0's l1: 25.3129\n",
"[73]\tvalid_0's poisson: -89.9194\tvalid_0's l1: 25.2687\n",
"[74]\tvalid_0's poisson: -90.0037\tvalid_0's l1: 25.2247\n",
"[75]\tvalid_0's poisson: -90.0906\tvalid_0's l1: 25.1796\n",
"[76]\tvalid_0's poisson: -90.1766\tvalid_0's l1: 25.1341\n",
"[77]\tvalid_0's poisson: -90.2625\tvalid_0's l1: 25.0885\n",
"[78]\tvalid_0's poisson: -90.3475\tvalid_0's l1: 25.0434\n",
"[79]\tvalid_0's poisson: -90.4316\tvalid_0's l1: 24.9992\n",
"[80]\tvalid_0's poisson: -90.5148\tvalid_0's l1: 24.9551\n",
"[81]\tvalid_0's poisson: -90.5972\tvalid_0's l1: 24.9114\n",
"[82]\tvalid_0's poisson: -90.6744\tvalid_0's l1: 24.8692\n",
"[83]\tvalid_0's poisson: -90.7505\tvalid_0's l1: 24.8275\n",
"[84]\tvalid_0's poisson: -90.8294\tvalid_0's l1: 24.7852\n",
"[85]\tvalid_0's poisson: -90.904\tvalid_0's l1: 24.7438\n",
"[86]\tvalid_0's poisson: -90.9823\tvalid_0's l1: 24.7016\n",
"[87]\tvalid_0's poisson: -91.0554\tvalid_0's l1: 24.661\n",
"[88]\tvalid_0's poisson: -91.1281\tvalid_0's l1: 24.6203\n",
"[89]\tvalid_0's poisson: -91.2\tvalid_0's l1: 24.5799\n",
"[90]\tvalid_0's poisson: -91.2725\tvalid_0's l1: 24.5401\n",
"[91]\tvalid_0's poisson: -91.3467\tvalid_0's l1: 24.4998\n",
"[92]\tvalid_0's poisson: -91.4166\tvalid_0's l1: 24.4601\n",
"[93]\tvalid_0's poisson: -91.488\tvalid_0's l1: 24.4212\n",
"[94]\tvalid_0's poisson: -91.5601\tvalid_0's l1: 24.3817\n",
"[95]\tvalid_0's poisson: -91.6314\tvalid_0's l1: 24.3426\n",
"[96]\tvalid_0's poisson: -91.702\tvalid_0's l1: 24.3037\n",
"[97]\tvalid_0's poisson: -91.7721\tvalid_0's l1: 24.2644\n",
"[98]\tvalid_0's poisson: -91.8415\tvalid_0's l1: 24.2254\n",
"[99]\tvalid_0's poisson: -91.9103\tvalid_0's l1: 24.1865\n",
"[100]\tvalid_0's poisson: -91.9782\tvalid_0's l1: 24.1481\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5777\tvalid_0's l1: 29.2887\n",
"[2]\tvalid_0's poisson: -80.7703\tvalid_0's l1: 29.2214\n",
"[3]\tvalid_0's poisson: -80.9601\tvalid_0's l1: 29.1545\n",
"[4]\tvalid_0's poisson: -81.1471\tvalid_0's l1: 29.0878\n",
"[5]\tvalid_0's poisson: -81.3316\tvalid_0's l1: 29.0214\n",
"[6]\tvalid_0's poisson: -81.5134\tvalid_0's l1: 28.9552\n",
"[7]\tvalid_0's poisson: -81.6927\tvalid_0's l1: 28.8894\n",
"[8]\tvalid_0's poisson: -81.8812\tvalid_0's l1: 28.8219\n",
"[9]\tvalid_0's poisson: -82.068\tvalid_0's l1: 28.7548\n",
"[10]\tvalid_0's poisson: -82.252\tvalid_0's l1: 28.6878\n",
"[11]\tvalid_0's poisson: -82.4334\tvalid_0's l1: 28.6212\n",
"[12]\tvalid_0's poisson: -82.6121\tvalid_0's l1: 28.5547\n",
"[13]\tvalid_0's poisson: -82.7882\tvalid_0's l1: 28.4886\n",
"[14]\tvalid_0's poisson: -82.9618\tvalid_0's l1: 28.4232\n",
"[15]\tvalid_0's poisson: -83.133\tvalid_0's l1: 28.3582\n",
"[16]\tvalid_0's poisson: -83.3018\tvalid_0's l1: 28.2933\n",
"[17]\tvalid_0's poisson: -83.4682\tvalid_0's l1: 28.2288\n",
"[18]\tvalid_0's poisson: -83.632\tvalid_0's l1: 28.165\n",
"[19]\tvalid_0's poisson: -83.7936\tvalid_0's l1: 28.1015\n",
"[20]\tvalid_0's poisson: -83.9529\tvalid_0's l1: 28.039\n",
"[21]\tvalid_0's poisson: -84.1084\tvalid_0's l1: 27.9772\n",
"[22]\tvalid_0's poisson: -84.2618\tvalid_0's l1: 27.9157\n",
"[23]\tvalid_0's poisson: -84.4131\tvalid_0's l1: 27.8545\n",
"[24]\tvalid_0's poisson: -84.5625\tvalid_0's l1: 27.7935\n",
"[25]\tvalid_0's poisson: -84.7098\tvalid_0's l1: 27.7328\n",
"[26]\tvalid_0's poisson: -84.8553\tvalid_0's l1: 27.6725\n",
"[27]\tvalid_0's poisson: -85.002\tvalid_0's l1: 27.6126\n",
"[28]\tvalid_0's poisson: -85.1469\tvalid_0's l1: 27.553\n",
"[29]\tvalid_0's poisson: -85.2898\tvalid_0's l1: 27.4936\n",
"[30]\tvalid_0's poisson: -85.4309\tvalid_0's l1: 27.4344\n",
"[31]\tvalid_0's poisson: -85.5701\tvalid_0's l1: 27.3755\n",
"[32]\tvalid_0's poisson: -85.6974\tvalid_0's l1: 27.3192\n",
"[33]\tvalid_0's poisson: -85.8334\tvalid_0's l1: 27.2613\n",
"[34]\tvalid_0's poisson: -85.9608\tvalid_0's l1: 27.2053\n",
"[35]\tvalid_0's poisson: -86.0868\tvalid_0's l1: 27.1497\n",
"[36]\tvalid_0's poisson: -86.2124\tvalid_0's l1: 27.0933\n",
"[37]\tvalid_0's poisson: -86.3365\tvalid_0's l1: 27.0373\n",
"[38]\tvalid_0's poisson: -86.4622\tvalid_0's l1: 26.9814\n",
"[39]\tvalid_0's poisson: -86.5887\tvalid_0's l1: 26.9254\n",
"[40]\tvalid_0's poisson: -86.7042\tvalid_0's l1: 26.8721\n",
"[41]\tvalid_0's poisson: -86.8184\tvalid_0's l1: 26.8191\n",
"[42]\tvalid_0's poisson: -86.9313\tvalid_0's l1: 26.7666\n",
"[43]\tvalid_0's poisson: -87.0525\tvalid_0's l1: 26.7121\n",
"[44]\tvalid_0's poisson: -87.1727\tvalid_0's l1: 26.6564\n",
"[45]\tvalid_0's poisson: -87.2914\tvalid_0's l1: 26.601\n",
"[46]\tvalid_0's poisson: -87.4083\tvalid_0's l1: 26.5472\n",
"[47]\tvalid_0's poisson: -87.5238\tvalid_0's l1: 26.4938\n",
"[48]\tvalid_0's poisson: -87.633\tvalid_0's l1: 26.4422\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -87.7408\tvalid_0's l1: 26.3902\n",
"[50]\tvalid_0's poisson: -87.8522\tvalid_0's l1: 26.3378\n",
"[51]\tvalid_0's poisson: -87.9629\tvalid_0's l1: 26.2844\n",
"[52]\tvalid_0's poisson: -88.0718\tvalid_0's l1: 26.2324\n",
"[53]\tvalid_0's poisson: -88.1746\tvalid_0's l1: 26.1812\n",
"[54]\tvalid_0's poisson: -88.2766\tvalid_0's l1: 26.1305\n",
"[55]\tvalid_0's poisson: -88.3822\tvalid_0's l1: 26.0795\n",
"[56]\tvalid_0's poisson: -88.4866\tvalid_0's l1: 26.0289\n",
"[57]\tvalid_0's poisson: -88.5845\tvalid_0's l1: 25.98\n",
"[58]\tvalid_0's poisson: -88.6877\tvalid_0's l1: 25.9284\n",
"[59]\tvalid_0's poisson: -88.7836\tvalid_0's l1: 25.8796\n",
"[60]\tvalid_0's poisson: -88.8846\tvalid_0's l1: 25.8286\n",
"[61]\tvalid_0's poisson: -88.9843\tvalid_0's l1: 25.7778\n",
"[62]\tvalid_0's poisson: -89.083\tvalid_0's l1: 25.7273\n",
"[63]\tvalid_0's poisson: -89.1798\tvalid_0's l1: 25.6782\n",
"[64]\tvalid_0's poisson: -89.2763\tvalid_0's l1: 25.6283\n",
"[65]\tvalid_0's poisson: -89.3718\tvalid_0's l1: 25.579\n",
"[66]\tvalid_0's poisson: -89.4654\tvalid_0's l1: 25.531\n",
"[67]\tvalid_0's poisson: -89.5581\tvalid_0's l1: 25.4833\n",
"[68]\tvalid_0's poisson: -89.6503\tvalid_0's l1: 25.4354\n",
"[69]\tvalid_0's poisson: -89.7412\tvalid_0's l1: 25.3887\n",
"[70]\tvalid_0's poisson: -89.8311\tvalid_0's l1: 25.3422\n",
"[71]\tvalid_0's poisson: -89.9201\tvalid_0's l1: 25.2959\n",
"[72]\tvalid_0's poisson: -90.0082\tvalid_0's l1: 25.2499\n",
"[73]\tvalid_0's poisson: -90.0912\tvalid_0's l1: 25.2052\n",
"[74]\tvalid_0's poisson: -90.1733\tvalid_0's l1: 25.1608\n",
"[75]\tvalid_0's poisson: -90.2592\tvalid_0's l1: 25.1154\n",
"[76]\tvalid_0's poisson: -90.3399\tvalid_0's l1: 25.0717\n",
"[77]\tvalid_0's poisson: -90.4203\tvalid_0's l1: 25.0285\n",
"[78]\tvalid_0's poisson: -90.4994\tvalid_0's l1: 24.9853\n",
"[79]\tvalid_0's poisson: -90.5768\tvalid_0's l1: 24.9434\n",
"[80]\tvalid_0's poisson: -90.6593\tvalid_0's l1: 24.8993\n",
"[81]\tvalid_0's poisson: -90.7408\tvalid_0's l1: 24.8554\n",
"[82]\tvalid_0's poisson: -90.8178\tvalid_0's l1: 24.8128\n",
"[83]\tvalid_0's poisson: -90.8978\tvalid_0's l1: 24.7693\n",
"[84]\tvalid_0's poisson: -90.9731\tvalid_0's l1: 24.7273\n",
"[85]\tvalid_0's poisson: -91.0459\tvalid_0's l1: 24.6871\n",
"[86]\tvalid_0's poisson: -91.1198\tvalid_0's l1: 24.6458\n",
"[87]\tvalid_0's poisson: -91.1927\tvalid_0's l1: 24.6047\n",
"[88]\tvalid_0's poisson: -91.265\tvalid_0's l1: 24.5637\n",
"[89]\tvalid_0's poisson: -91.3365\tvalid_0's l1: 24.5231\n",
"[90]\tvalid_0's poisson: -91.4075\tvalid_0's l1: 24.4826\n",
"[91]\tvalid_0's poisson: -91.4776\tvalid_0's l1: 24.4421\n",
"[92]\tvalid_0's poisson: -91.5471\tvalid_0's l1: 24.4025\n",
"[93]\tvalid_0's poisson: -91.6159\tvalid_0's l1: 24.3632\n",
"[94]\tvalid_0's poisson: -91.685\tvalid_0's l1: 24.3239\n",
"[95]\tvalid_0's poisson: -91.7528\tvalid_0's l1: 24.2849\n",
"[96]\tvalid_0's poisson: -91.8206\tvalid_0's l1: 24.246\n",
"[97]\tvalid_0's poisson: -91.8877\tvalid_0's l1: 24.2074\n",
"[98]\tvalid_0's poisson: -91.9542\tvalid_0's l1: 24.169\n",
"[99]\tvalid_0's poisson: -92.0183\tvalid_0's l1: 24.1323\n",
"[100]\tvalid_0's poisson: -92.0861\tvalid_0's l1: 24.0949\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5784\tvalid_0's l1: 29.2881\n",
"[2]\tvalid_0's poisson: -80.7714\tvalid_0's l1: 29.2207\n",
"[3]\tvalid_0's poisson: -80.9616\tvalid_0's l1: 29.1535\n",
"[4]\tvalid_0's poisson: -81.1491\tvalid_0's l1: 29.0866\n",
"[5]\tvalid_0's poisson: -81.334\tvalid_0's l1: 29.0199\n",
"[6]\tvalid_0's poisson: -81.5162\tvalid_0's l1: 28.9535\n",
"[7]\tvalid_0's poisson: -81.6959\tvalid_0's l1: 28.8875\n",
"[8]\tvalid_0's poisson: -81.8732\tvalid_0's l1: 28.8223\n",
"[9]\tvalid_0's poisson: -82.0479\tvalid_0's l1: 28.7573\n",
"[10]\tvalid_0's poisson: -82.2203\tvalid_0's l1: 28.6926\n",
"[11]\tvalid_0's poisson: -82.3903\tvalid_0's l1: 28.6281\n",
"[12]\tvalid_0's poisson: -82.5581\tvalid_0's l1: 28.5639\n",
"[13]\tvalid_0's poisson: -82.7235\tvalid_0's l1: 28.5\n",
"[14]\tvalid_0's poisson: -82.8868\tvalid_0's l1: 28.4365\n",
"[15]\tvalid_0's poisson: -83.0502\tvalid_0's l1: 28.3737\n",
"[16]\tvalid_0's poisson: -83.2113\tvalid_0's l1: 28.3113\n",
"[17]\tvalid_0's poisson: -83.3703\tvalid_0's l1: 28.249\n",
"[18]\tvalid_0's poisson: -83.5274\tvalid_0's l1: 28.1868\n",
"[19]\tvalid_0's poisson: -83.6823\tvalid_0's l1: 28.1248\n",
"[20]\tvalid_0's poisson: -83.8353\tvalid_0's l1: 28.0631\n",
"[21]\tvalid_0's poisson: -83.986\tvalid_0's l1: 28.0023\n",
"[22]\tvalid_0's poisson: -84.1404\tvalid_0's l1: 27.9415\n",
"[23]\tvalid_0's poisson: -84.2926\tvalid_0's l1: 27.8809\n",
"[24]\tvalid_0's poisson: -84.4454\tvalid_0's l1: 27.8199\n",
"[25]\tvalid_0's poisson: -84.5961\tvalid_0's l1: 27.7591\n",
"[26]\tvalid_0's poisson: -84.7448\tvalid_0's l1: 27.6985\n",
"[27]\tvalid_0's poisson: -84.8915\tvalid_0's l1: 27.6381\n",
"[28]\tvalid_0's poisson: -85.0362\tvalid_0's l1: 27.5791\n",
"[29]\tvalid_0's poisson: -85.173\tvalid_0's l1: 27.5212\n",
"[30]\tvalid_0's poisson: -85.3081\tvalid_0's l1: 27.4636\n",
"[31]\tvalid_0's poisson: -85.4415\tvalid_0's l1: 27.4061\n",
"[32]\tvalid_0's poisson: -85.5732\tvalid_0's l1: 27.3489\n",
"[33]\tvalid_0's poisson: -85.7033\tvalid_0's l1: 27.2919\n",
"[34]\tvalid_0's poisson: -85.8317\tvalid_0's l1: 27.2352\n",
"[35]\tvalid_0's poisson: -85.9646\tvalid_0's l1: 27.1785\n",
"[36]\tvalid_0's poisson: -86.0937\tvalid_0's l1: 27.1228\n",
"[37]\tvalid_0's poisson: -86.2213\tvalid_0's l1: 27.0673\n",
"[38]\tvalid_0's poisson: -86.3473\tvalid_0's l1: 27.012\n",
"[39]\tvalid_0's poisson: -86.4718\tvalid_0's l1: 26.957\n",
"[40]\tvalid_0's poisson: -86.5893\tvalid_0's l1: 26.9027\n",
"[41]\tvalid_0's poisson: -86.7154\tvalid_0's l1: 26.8459\n",
"[42]\tvalid_0's poisson: -86.84\tvalid_0's l1: 26.7898\n",
"[43]\tvalid_0's poisson: -86.9533\tvalid_0's l1: 26.7369\n",
"[44]\tvalid_0's poisson: -87.075\tvalid_0's l1: 26.6813\n",
"[45]\tvalid_0's poisson: -87.195\tvalid_0's l1: 26.6261\n",
"[46]\tvalid_0's poisson: -87.3137\tvalid_0's l1: 26.5713\n",
"[47]\tvalid_0's poisson: -87.4309\tvalid_0's l1: 26.5168\n",
"[48]\tvalid_0's poisson: -87.5467\tvalid_0's l1: 26.4626\n",
"[49]\tvalid_0's poisson: -87.6611\tvalid_0's l1: 26.409\n",
"[50]\tvalid_0's poisson: -87.7742\tvalid_0's l1: 26.3556\n",
"[51]\tvalid_0's poisson: -87.8859\tvalid_0's l1: 26.3024\n",
"[52]\tvalid_0's poisson: -87.9963\tvalid_0's l1: 26.2495\n",
"[53]\tvalid_0's poisson: -88.1037\tvalid_0's l1: 26.1983\n",
"[54]\tvalid_0's poisson: -88.2098\tvalid_0's l1: 26.1472\n",
"[55]\tvalid_0's poisson: -88.3147\tvalid_0's l1: 26.0965\n",
"[56]\tvalid_0's poisson: -88.4166\tvalid_0's l1: 26.0463\n",
"[57]\tvalid_0's poisson: -88.5175\tvalid_0's l1: 25.9963\n",
"[58]\tvalid_0's poisson: -88.6126\tvalid_0's l1: 25.9488\n",
"[59]\tvalid_0's poisson: -88.7067\tvalid_0's l1: 25.9016\n",
"[60]\tvalid_0's poisson: -88.8053\tvalid_0's l1: 25.8526\n",
"[61]\tvalid_0's poisson: -88.9028\tvalid_0's l1: 25.8037\n",
"[62]\tvalid_0's poisson: -88.9992\tvalid_0's l1: 25.7554\n",
"[63]\tvalid_0's poisson: -89.0945\tvalid_0's l1: 25.7077\n",
"[64]\tvalid_0's poisson: -89.1916\tvalid_0's l1: 25.6587\n",
"[65]\tvalid_0's poisson: -89.2876\tvalid_0's l1: 25.6098\n",
"[66]\tvalid_0's poisson: -89.3826\tvalid_0's l1: 25.5612\n",
"[67]\tvalid_0's poisson: -89.4747\tvalid_0's l1: 25.5141\n",
"[68]\tvalid_0's poisson: -89.5651\tvalid_0's l1: 25.4673\n",
"[69]\tvalid_0's poisson: -89.6543\tvalid_0's l1: 25.4212\n",
"[70]\tvalid_0's poisson: -89.7419\tvalid_0's l1: 25.3755\n",
"[71]\tvalid_0's poisson: -89.8279\tvalid_0's l1: 25.3313\n",
"[72]\tvalid_0's poisson: -89.9136\tvalid_0's l1: 25.2859\n",
"[73]\tvalid_0's poisson: -90.0013\tvalid_0's l1: 25.2398\n",
"[74]\tvalid_0's poisson: -90.0887\tvalid_0's l1: 25.1939\n",
"[75]\tvalid_0's poisson: -90.1745\tvalid_0's l1: 25.1483\n",
"[76]\tvalid_0's poisson: -90.2594\tvalid_0's l1: 25.1031\n",
"[77]\tvalid_0's poisson: -90.3418\tvalid_0's l1: 25.0593\n",
"[78]\tvalid_0's poisson: -90.4234\tvalid_0's l1: 25.0162\n",
"[79]\tvalid_0's poisson: -90.5044\tvalid_0's l1: 24.9732\n",
"[80]\tvalid_0's poisson: -90.5847\tvalid_0's l1: 24.9305\n",
"[81]\tvalid_0's poisson: -90.6628\tvalid_0's l1: 24.8881\n",
"[82]\tvalid_0's poisson: -90.7427\tvalid_0's l1: 24.8451\n",
"[83]\tvalid_0's poisson: -90.8217\tvalid_0's l1: 24.8024\n",
"[84]\tvalid_0's poisson: -90.8999\tvalid_0's l1: 24.7599\n",
"[85]\tvalid_0's poisson: -90.9773\tvalid_0's l1: 24.7177\n",
"[86]\tvalid_0's poisson: -91.0539\tvalid_0's l1: 24.6759\n",
"[87]\tvalid_0's poisson: -91.1297\tvalid_0's l1: 24.6342\n",
"[88]\tvalid_0's poisson: -91.2048\tvalid_0's l1: 24.5929\n",
"[89]\tvalid_0's poisson: -91.2772\tvalid_0's l1: 24.5523\n",
"[90]\tvalid_0's poisson: -91.3488\tvalid_0's l1: 24.512\n",
"[91]\tvalid_0's poisson: -91.4198\tvalid_0's l1: 24.4718\n",
"[92]\tvalid_0's poisson: -91.4901\tvalid_0's l1: 24.4321\n",
"[93]\tvalid_0's poisson: -91.5605\tvalid_0's l1: 24.3931\n",
"[94]\tvalid_0's poisson: -91.6303\tvalid_0's l1: 24.3543\n",
"[95]\tvalid_0's poisson: -91.6994\tvalid_0's l1: 24.3158\n",
"[96]\tvalid_0's poisson: -91.7677\tvalid_0's l1: 24.2776\n",
"[97]\tvalid_0's poisson: -91.8356\tvalid_0's l1: 24.2395\n",
"[98]\tvalid_0's poisson: -91.9028\tvalid_0's l1: 24.2016\n",
"[99]\tvalid_0's poisson: -91.9684\tvalid_0's l1: 24.164\n",
"[100]\tvalid_0's poisson: -92.0335\tvalid_0's l1: 24.1268\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5735\tvalid_0's l1: 29.2896\n",
"[2]\tvalid_0's poisson: -80.7669\tvalid_0's l1: 29.2223\n",
"[3]\tvalid_0's poisson: -80.9575\tvalid_0's l1: 29.1553\n",
"[4]\tvalid_0's poisson: -81.1465\tvalid_0's l1: 29.0886\n",
"[5]\tvalid_0's poisson: -81.3316\tvalid_0's l1: 29.0221\n",
"[6]\tvalid_0's poisson: -81.5141\tvalid_0's l1: 28.9559\n",
"[7]\tvalid_0's poisson: -81.694\tvalid_0's l1: 28.8902\n",
"[8]\tvalid_0's poisson: -81.8718\tvalid_0's l1: 28.8248\n",
"[9]\tvalid_0's poisson: -82.048\tvalid_0's l1: 28.7601\n",
"[10]\tvalid_0's poisson: -82.2216\tvalid_0's l1: 28.6955\n",
"[11]\tvalid_0's poisson: -82.3928\tvalid_0's l1: 28.6313\n",
"[12]\tvalid_0's poisson: -82.5617\tvalid_0's l1: 28.5673\n",
"[13]\tvalid_0's poisson: -82.7282\tvalid_0's l1: 28.5035\n",
"[14]\tvalid_0's poisson: -82.8925\tvalid_0's l1: 28.4406\n",
"[15]\tvalid_0's poisson: -83.0545\tvalid_0's l1: 28.3782\n",
"[16]\tvalid_0's poisson: -83.2144\tvalid_0's l1: 28.316\n",
"[17]\tvalid_0's poisson: -83.3721\tvalid_0's l1: 28.2541\n",
"[18]\tvalid_0's poisson: -83.5276\tvalid_0's l1: 28.1927\n",
"[19]\tvalid_0's poisson: -83.681\tvalid_0's l1: 28.1315\n",
"[20]\tvalid_0's poisson: -83.8325\tvalid_0's l1: 28.0705\n",
"[21]\tvalid_0's poisson: -83.982\tvalid_0's l1: 28.0107\n",
"[22]\tvalid_0's poisson: -84.1369\tvalid_0's l1: 27.9493\n",
"[23]\tvalid_0's poisson: -84.2897\tvalid_0's l1: 27.8882\n",
"[24]\tvalid_0's poisson: -84.4405\tvalid_0's l1: 27.8272\n",
"[25]\tvalid_0's poisson: -84.5893\tvalid_0's l1: 27.7665\n",
"[26]\tvalid_0's poisson: -84.7361\tvalid_0's l1: 27.7061\n",
"[27]\tvalid_0's poisson: -84.881\tvalid_0's l1: 27.6462\n",
"[28]\tvalid_0's poisson: -85.0242\tvalid_0's l1: 27.5877\n",
"[29]\tvalid_0's poisson: -85.1655\tvalid_0's l1: 27.5293\n",
"[30]\tvalid_0's poisson: -85.305\tvalid_0's l1: 27.4712\n",
"[31]\tvalid_0's poisson: -85.4428\tvalid_0's l1: 27.4133\n",
"[32]\tvalid_0's poisson: -85.5787\tvalid_0's l1: 27.3556\n",
"[33]\tvalid_0's poisson: -85.713\tvalid_0's l1: 27.2982\n",
"[34]\tvalid_0's poisson: -85.8455\tvalid_0's l1: 27.2417\n",
"[35]\tvalid_0's poisson: -85.9719\tvalid_0's l1: 27.1858\n",
"[36]\tvalid_0's poisson: -86.0968\tvalid_0's l1: 27.1301\n",
"[37]\tvalid_0's poisson: -86.2201\tvalid_0's l1: 27.0746\n",
"[38]\tvalid_0's poisson: -86.342\tvalid_0's l1: 27.0195\n",
"[39]\tvalid_0's poisson: -86.4673\tvalid_0's l1: 26.9639\n",
"[40]\tvalid_0's poisson: -86.5912\tvalid_0's l1: 26.9086\n",
"[41]\tvalid_0's poisson: -86.7135\tvalid_0's l1: 26.8539\n",
"[42]\tvalid_0's poisson: -86.8344\tvalid_0's l1: 26.7986\n",
"[43]\tvalid_0's poisson: -86.9539\tvalid_0's l1: 26.7436\n",
"[44]\tvalid_0's poisson: -87.0722\tvalid_0's l1: 26.6889\n",
"[45]\tvalid_0's poisson: -87.189\tvalid_0's l1: 26.6345\n",
"[46]\tvalid_0's poisson: -87.3044\tvalid_0's l1: 26.5803\n",
"[47]\tvalid_0's poisson: -87.4185\tvalid_0's l1: 26.5266\n",
"[48]\tvalid_0's poisson: -87.5313\tvalid_0's l1: 26.4742\n",
"[49]\tvalid_0's poisson: -87.6427\tvalid_0's l1: 26.4221\n",
"[50]\tvalid_0's poisson: -87.7529\tvalid_0's l1: 26.3703\n",
"[51]\tvalid_0's poisson: -87.8605\tvalid_0's l1: 26.3184\n",
"[52]\tvalid_0's poisson: -87.9668\tvalid_0's l1: 26.2667\n",
"[53]\tvalid_0's poisson: -88.0719\tvalid_0's l1: 26.2153\n",
"[54]\tvalid_0's poisson: -88.1758\tvalid_0's l1: 26.1642\n",
"[55]\tvalid_0's poisson: -88.2782\tvalid_0's l1: 26.1146\n",
"[56]\tvalid_0's poisson: -88.3795\tvalid_0's l1: 26.0652\n",
"[57]\tvalid_0's poisson: -88.4804\tvalid_0's l1: 26.015\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[58]\tvalid_0's poisson: -88.5777\tvalid_0's l1: 25.9657\n",
"[59]\tvalid_0's poisson: -88.6791\tvalid_0's l1: 25.9152\n",
"[60]\tvalid_0's poisson: -88.7761\tvalid_0's l1: 25.8669\n",
"[61]\tvalid_0's poisson: -88.872\tvalid_0's l1: 25.8189\n",
"[62]\tvalid_0's poisson: -88.9703\tvalid_0's l1: 25.7692\n",
"[63]\tvalid_0's poisson: -89.0675\tvalid_0's l1: 25.7197\n",
"[64]\tvalid_0's poisson: -89.1636\tvalid_0's l1: 25.6705\n",
"[65]\tvalid_0's poisson: -89.2581\tvalid_0's l1: 25.6219\n",
"[66]\tvalid_0's poisson: -89.3515\tvalid_0's l1: 25.5739\n",
"[67]\tvalid_0's poisson: -89.4438\tvalid_0's l1: 25.5263\n",
"[68]\tvalid_0's poisson: -89.5352\tvalid_0's l1: 25.4789\n",
"[69]\tvalid_0's poisson: -89.6255\tvalid_0's l1: 25.4318\n",
"[70]\tvalid_0's poisson: -89.7149\tvalid_0's l1: 25.3853\n",
"[71]\tvalid_0's poisson: -89.8034\tvalid_0's l1: 25.3389\n",
"[72]\tvalid_0's poisson: -89.8909\tvalid_0's l1: 25.293\n",
"[73]\tvalid_0's poisson: -89.9767\tvalid_0's l1: 25.248\n",
"[74]\tvalid_0's poisson: -90.0616\tvalid_0's l1: 25.2033\n",
"[75]\tvalid_0's poisson: -90.1455\tvalid_0's l1: 25.1591\n",
"[76]\tvalid_0's poisson: -90.2285\tvalid_0's l1: 25.1151\n",
"[77]\tvalid_0's poisson: -90.3107\tvalid_0's l1: 25.0711\n",
"[78]\tvalid_0's poisson: -90.3924\tvalid_0's l1: 25.0281\n",
"[79]\tvalid_0's poisson: -90.4733\tvalid_0's l1: 24.9853\n",
"[80]\tvalid_0's poisson: -90.5539\tvalid_0's l1: 24.942\n",
"[81]\tvalid_0's poisson: -90.6337\tvalid_0's l1: 24.8989\n",
"[82]\tvalid_0's poisson: -90.7122\tvalid_0's l1: 24.8568\n",
"[83]\tvalid_0's poisson: -90.7885\tvalid_0's l1: 24.8147\n",
"[84]\tvalid_0's poisson: -90.8641\tvalid_0's l1: 24.7727\n",
"[85]\tvalid_0's poisson: -90.9388\tvalid_0's l1: 24.7312\n",
"[86]\tvalid_0's poisson: -91.0144\tvalid_0's l1: 24.6897\n",
"[87]\tvalid_0's poisson: -91.0893\tvalid_0's l1: 24.6483\n",
"[88]\tvalid_0's poisson: -91.1634\tvalid_0's l1: 24.6071\n",
"[89]\tvalid_0's poisson: -91.2367\tvalid_0's l1: 24.5663\n",
"[90]\tvalid_0's poisson: -91.3093\tvalid_0's l1: 24.5256\n",
"[91]\tvalid_0's poisson: -91.3811\tvalid_0's l1: 24.4853\n",
"[92]\tvalid_0's poisson: -91.4523\tvalid_0's l1: 24.4455\n",
"[93]\tvalid_0's poisson: -91.5227\tvalid_0's l1: 24.406\n",
"[94]\tvalid_0's poisson: -91.5924\tvalid_0's l1: 24.3666\n",
"[95]\tvalid_0's poisson: -91.6614\tvalid_0's l1: 24.3275\n",
"[96]\tvalid_0's poisson: -91.7298\tvalid_0's l1: 24.2886\n",
"[97]\tvalid_0's poisson: -91.7976\tvalid_0's l1: 24.2496\n",
"[98]\tvalid_0's poisson: -91.8648\tvalid_0's l1: 24.2108\n",
"[99]\tvalid_0's poisson: -91.9313\tvalid_0's l1: 24.1723\n",
"[100]\tvalid_0's poisson: -91.9972\tvalid_0's l1: 24.1343\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -80.5735\tvalid_0's l1: 29.2896\n",
"[2]\tvalid_0's poisson: -80.762\tvalid_0's l1: 29.2232\n",
"[3]\tvalid_0's poisson: -80.9479\tvalid_0's l1: 29.1571\n",
"[4]\tvalid_0's poisson: -81.1311\tvalid_0's l1: 29.0913\n",
"[5]\tvalid_0's poisson: -81.3118\tvalid_0's l1: 29.0258\n",
"[6]\tvalid_0's poisson: -81.49\tvalid_0's l1: 28.9605\n",
"[7]\tvalid_0's poisson: -81.6658\tvalid_0's l1: 28.8954\n",
"[8]\tvalid_0's poisson: -81.8392\tvalid_0's l1: 28.8313\n",
"[9]\tvalid_0's poisson: -82.0126\tvalid_0's l1: 28.7672\n",
"[10]\tvalid_0's poisson: -82.1835\tvalid_0's l1: 28.7034\n",
"[11]\tvalid_0's poisson: -82.3522\tvalid_0's l1: 28.6398\n",
"[12]\tvalid_0's poisson: -82.5185\tvalid_0's l1: 28.5765\n",
"[13]\tvalid_0's poisson: -82.6945\tvalid_0's l1: 28.5112\n",
"[14]\tvalid_0's poisson: -82.8675\tvalid_0's l1: 28.4462\n",
"[15]\tvalid_0's poisson: -83.0275\tvalid_0's l1: 28.3841\n",
"[16]\tvalid_0's poisson: -83.1852\tvalid_0's l1: 28.3223\n",
"[17]\tvalid_0's poisson: -83.3439\tvalid_0's l1: 28.2599\n",
"[18]\tvalid_0's poisson: -83.5003\tvalid_0's l1: 28.1978\n",
"[19]\tvalid_0's poisson: -83.6548\tvalid_0's l1: 28.1359\n",
"[20]\tvalid_0's poisson: -83.8071\tvalid_0's l1: 28.0743\n",
"[21]\tvalid_0's poisson: -83.9575\tvalid_0's l1: 28.0132\n",
"[22]\tvalid_0's poisson: -84.1059\tvalid_0's l1: 27.9527\n",
"[23]\tvalid_0's poisson: -84.2524\tvalid_0's l1: 27.8926\n",
"[24]\tvalid_0's poisson: -84.4043\tvalid_0's l1: 27.8313\n",
"[25]\tvalid_0's poisson: -84.5541\tvalid_0's l1: 27.7703\n",
"[26]\tvalid_0's poisson: -84.7019\tvalid_0's l1: 27.7095\n",
"[27]\tvalid_0's poisson: -84.8478\tvalid_0's l1: 27.649\n",
"[28]\tvalid_0's poisson: -84.9925\tvalid_0's l1: 27.5896\n",
"[29]\tvalid_0's poisson: -85.1285\tvalid_0's l1: 27.5319\n",
"[30]\tvalid_0's poisson: -85.2623\tvalid_0's l1: 27.4745\n",
"[31]\tvalid_0's poisson: -85.3943\tvalid_0's l1: 27.4173\n",
"[32]\tvalid_0's poisson: -85.5248\tvalid_0's l1: 27.3603\n",
"[33]\tvalid_0's poisson: -85.6536\tvalid_0's l1: 27.3035\n",
"[34]\tvalid_0's poisson: -85.7809\tvalid_0's l1: 27.2472\n",
"[35]\tvalid_0's poisson: -85.9133\tvalid_0's l1: 27.1904\n",
"[36]\tvalid_0's poisson: -86.0439\tvalid_0's l1: 27.1343\n",
"[37]\tvalid_0's poisson: -86.1729\tvalid_0's l1: 27.0783\n",
"[38]\tvalid_0's poisson: -86.3009\tvalid_0's l1: 27.0224\n",
"[39]\tvalid_0's poisson: -86.4268\tvalid_0's l1: 26.9669\n",
"[40]\tvalid_0's poisson: -86.5511\tvalid_0's l1: 26.9116\n",
"[41]\tvalid_0's poisson: -86.6677\tvalid_0's l1: 26.858\n",
"[42]\tvalid_0's poisson: -86.7831\tvalid_0's l1: 26.8051\n",
"[43]\tvalid_0's poisson: -86.8971\tvalid_0's l1: 26.7526\n",
"[44]\tvalid_0's poisson: -87.0099\tvalid_0's l1: 26.7003\n",
"[45]\tvalid_0's poisson: -87.1274\tvalid_0's l1: 26.647\n",
"[46]\tvalid_0's poisson: -87.2375\tvalid_0's l1: 26.5951\n",
"[47]\tvalid_0's poisson: -87.3471\tvalid_0's l1: 26.5433\n",
"[48]\tvalid_0's poisson: -87.4607\tvalid_0's l1: 26.4906\n",
"[49]\tvalid_0's poisson: -87.573\tvalid_0's l1: 26.4383\n",
"[50]\tvalid_0's poisson: -87.684\tvalid_0's l1: 26.3865\n",
"[51]\tvalid_0's poisson: -87.7937\tvalid_0's l1: 26.3348\n",
"[52]\tvalid_0's poisson: -87.9021\tvalid_0's l1: 26.2834\n",
"[53]\tvalid_0's poisson: -88.0093\tvalid_0's l1: 26.2322\n",
"[54]\tvalid_0's poisson: -88.1153\tvalid_0's l1: 26.1812\n",
"[55]\tvalid_0's poisson: -88.2218\tvalid_0's l1: 26.1295\n",
"[56]\tvalid_0's poisson: -88.3225\tvalid_0's l1: 26.0799\n",
"[57]\tvalid_0's poisson: -88.4268\tvalid_0's l1: 26.0291\n",
"[58]\tvalid_0's poisson: -88.5254\tvalid_0's l1: 25.9802\n",
"[59]\tvalid_0's poisson: -88.6275\tvalid_0's l1: 25.9299\n",
"[60]\tvalid_0's poisson: -88.7282\tvalid_0's l1: 25.8799\n",
"[61]\tvalid_0's poisson: -88.8279\tvalid_0's l1: 25.83\n",
"[62]\tvalid_0's poisson: -88.9264\tvalid_0's l1: 25.7805\n",
"[63]\tvalid_0's poisson: -89.0227\tvalid_0's l1: 25.7319\n",
"[64]\tvalid_0's poisson: -89.118\tvalid_0's l1: 25.6836\n",
"[65]\tvalid_0's poisson: -89.2123\tvalid_0's l1: 25.6356\n",
"[66]\tvalid_0's poisson: -89.3066\tvalid_0's l1: 25.5876\n",
"[67]\tvalid_0's poisson: -89.3997\tvalid_0's l1: 25.54\n",
"[68]\tvalid_0's poisson: -89.4918\tvalid_0's l1: 25.4926\n",
"[69]\tvalid_0's poisson: -89.5818\tvalid_0's l1: 25.4461\n",
"[70]\tvalid_0's poisson: -89.6708\tvalid_0's l1: 25.3999\n",
"[71]\tvalid_0's poisson: -89.757\tvalid_0's l1: 25.355\n",
"[72]\tvalid_0's poisson: -89.842\tvalid_0's l1: 25.3101\n",
"[73]\tvalid_0's poisson: -89.9261\tvalid_0's l1: 25.2653\n",
"[74]\tvalid_0's poisson: -90.0093\tvalid_0's l1: 25.2209\n",
"[75]\tvalid_0's poisson: -90.0925\tvalid_0's l1: 25.1769\n",
"[76]\tvalid_0's poisson: -90.1747\tvalid_0's l1: 25.133\n",
"[77]\tvalid_0's poisson: -90.2561\tvalid_0's l1: 25.0896\n",
"[78]\tvalid_0's poisson: -90.3366\tvalid_0's l1: 25.0465\n",
"[79]\tvalid_0's poisson: -90.4165\tvalid_0's l1: 25.004\n",
"[80]\tvalid_0's poisson: -90.4946\tvalid_0's l1: 24.9618\n",
"[81]\tvalid_0's poisson: -90.572\tvalid_0's l1: 24.9198\n",
"[82]\tvalid_0's poisson: -90.6486\tvalid_0's l1: 24.8779\n",
"[83]\tvalid_0's poisson: -90.7245\tvalid_0's l1: 24.8364\n",
"[84]\tvalid_0's poisson: -90.7995\tvalid_0's l1: 24.7951\n",
"[85]\tvalid_0's poisson: -90.8738\tvalid_0's l1: 24.754\n",
"[86]\tvalid_0's poisson: -90.9482\tvalid_0's l1: 24.7132\n",
"[87]\tvalid_0's poisson: -91.021\tvalid_0's l1: 24.6728\n",
"[88]\tvalid_0's poisson: -91.0931\tvalid_0's l1: 24.6325\n",
"[89]\tvalid_0's poisson: -91.1654\tvalid_0's l1: 24.5932\n",
"[90]\tvalid_0's poisson: -91.2413\tvalid_0's l1: 24.5516\n",
"[91]\tvalid_0's poisson: -91.3146\tvalid_0's l1: 24.5107\n",
"[92]\tvalid_0's poisson: -91.3851\tvalid_0's l1: 24.4712\n",
"[93]\tvalid_0's poisson: -91.4588\tvalid_0's l1: 24.4305\n",
"[94]\tvalid_0's poisson: -91.5308\tvalid_0's l1: 24.3909\n",
"[95]\tvalid_0's poisson: -91.6023\tvalid_0's l1: 24.3522\n",
"[96]\tvalid_0's poisson: -91.6741\tvalid_0's l1: 24.313\n",
"[97]\tvalid_0's poisson: -91.7452\tvalid_0's l1: 24.274\n",
"[98]\tvalid_0's poisson: -91.8156\tvalid_0's l1: 24.2351\n",
"[99]\tvalid_0's poisson: -91.8852\tvalid_0's l1: 24.1967\n",
"[100]\tvalid_0's poisson: -91.954\tvalid_0's l1: 24.1584\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.9392\tvalid_0's l1: 24.6787\n",
"[2]\tvalid_0's poisson: -96.756\tvalid_0's l1: 21.2642\n",
"[3]\tvalid_0's poisson: -101.716\tvalid_0's l1: 18.2864\n",
"[4]\tvalid_0's poisson: -104.047\tvalid_0's l1: 16.3628\n",
"[5]\tvalid_0's poisson: -105.648\tvalid_0's l1: 14.8142\n",
"[6]\tvalid_0's poisson: -106.541\tvalid_0's l1: 13.8391\n",
"[7]\tvalid_0's poisson: -106.954\tvalid_0's l1: 13.3088\n",
"[8]\tvalid_0's poisson: -107.496\tvalid_0's l1: 12.6929\n",
"[9]\tvalid_0's poisson: -107.904\tvalid_0's l1: 12.179\n",
"[10]\tvalid_0's poisson: -108.043\tvalid_0's l1: 11.9915\n",
"[11]\tvalid_0's poisson: -108.316\tvalid_0's l1: 11.612\n",
"[12]\tvalid_0's poisson: -108.455\tvalid_0's l1: 11.3717\n",
"[13]\tvalid_0's poisson: -108.545\tvalid_0's l1: 11.2377\n",
"[14]\tvalid_0's poisson: -108.595\tvalid_0's l1: 11.1577\n",
"[15]\tvalid_0's poisson: -108.663\tvalid_0's l1: 11.013\n",
"[16]\tvalid_0's poisson: -108.684\tvalid_0's l1: 10.9341\n",
"[17]\tvalid_0's poisson: -108.699\tvalid_0's l1: 10.8728\n",
"[18]\tvalid_0's poisson: -108.672\tvalid_0's l1: 10.8402\n",
"[19]\tvalid_0's poisson: -108.68\tvalid_0's l1: 10.8192\n",
"[20]\tvalid_0's poisson: -108.647\tvalid_0's l1: 10.7876\n",
"[21]\tvalid_0's poisson: -108.675\tvalid_0's l1: 10.7428\n",
"[22]\tvalid_0's poisson: -108.679\tvalid_0's l1: 10.714\n",
"[23]\tvalid_0's poisson: -108.684\tvalid_0's l1: 10.6842\n",
"[24]\tvalid_0's poisson: -108.668\tvalid_0's l1: 10.6501\n",
"[25]\tvalid_0's poisson: -108.682\tvalid_0's l1: 10.6207\n",
"[26]\tvalid_0's poisson: -108.629\tvalid_0's l1: 10.6017\n",
"[27]\tvalid_0's poisson: -108.617\tvalid_0's l1: 10.5982\n",
"[28]\tvalid_0's poisson: -108.631\tvalid_0's l1: 10.5893\n",
"[29]\tvalid_0's poisson: -108.611\tvalid_0's l1: 10.5735\n",
"[30]\tvalid_0's poisson: -108.623\tvalid_0's l1: 10.55\n",
"[31]\tvalid_0's poisson: -108.607\tvalid_0's l1: 10.5466\n",
"[32]\tvalid_0's poisson: -108.61\tvalid_0's l1: 10.5311\n",
"[33]\tvalid_0's poisson: -108.631\tvalid_0's l1: 10.4736\n",
"[34]\tvalid_0's poisson: -108.639\tvalid_0's l1: 10.4568\n",
"[35]\tvalid_0's poisson: -108.641\tvalid_0's l1: 10.4445\n",
"[36]\tvalid_0's poisson: -108.646\tvalid_0's l1: 10.4294\n",
"[37]\tvalid_0's poisson: -108.606\tvalid_0's l1: 10.4199\n",
"[38]\tvalid_0's poisson: -108.625\tvalid_0's l1: 10.3921\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[39]\tvalid_0's poisson: -108.632\tvalid_0's l1: 10.3773\n",
"[40]\tvalid_0's poisson: -108.68\tvalid_0's l1: 10.3725\n",
"[41]\tvalid_0's poisson: -108.682\tvalid_0's l1: 10.3746\n",
"[42]\tvalid_0's poisson: -108.681\tvalid_0's l1: 10.3666\n",
"[43]\tvalid_0's poisson: -108.66\tvalid_0's l1: 10.3601\n",
"[44]\tvalid_0's poisson: -108.661\tvalid_0's l1: 10.3528\n",
"[45]\tvalid_0's poisson: -108.642\tvalid_0's l1: 10.3322\n",
"[46]\tvalid_0's poisson: -108.641\tvalid_0's l1: 10.3328\n",
"[47]\tvalid_0's poisson: -108.63\tvalid_0's l1: 10.3185\n",
"[48]\tvalid_0's poisson: -108.637\tvalid_0's l1: 10.3057\n",
"[49]\tvalid_0's poisson: -108.62\tvalid_0's l1: 10.2923\n",
"[50]\tvalid_0's poisson: -108.63\tvalid_0's l1: 10.277\n",
"[51]\tvalid_0's poisson: -108.632\tvalid_0's l1: 10.2699\n",
"[52]\tvalid_0's poisson: -108.641\tvalid_0's l1: 10.2598\n",
"[53]\tvalid_0's poisson: -108.644\tvalid_0's l1: 10.2397\n",
"[54]\tvalid_0's poisson: -108.627\tvalid_0's l1: 10.2227\n",
"[55]\tvalid_0's poisson: -108.619\tvalid_0's l1: 10.2263\n",
"[56]\tvalid_0's poisson: -108.582\tvalid_0's l1: 10.2109\n",
"[57]\tvalid_0's poisson: -108.592\tvalid_0's l1: 10.1972\n",
"[58]\tvalid_0's poisson: -108.614\tvalid_0's l1: 10.1501\n",
"[59]\tvalid_0's poisson: -108.618\tvalid_0's l1: 10.0899\n",
"[60]\tvalid_0's poisson: -108.611\tvalid_0's l1: 10.0781\n",
"[61]\tvalid_0's poisson: -108.603\tvalid_0's l1: 10.0625\n",
"[62]\tvalid_0's poisson: -108.596\tvalid_0's l1: 10.0522\n",
"[63]\tvalid_0's poisson: -108.592\tvalid_0's l1: 10.0531\n",
"[64]\tvalid_0's poisson: -108.592\tvalid_0's l1: 10.0426\n",
"[65]\tvalid_0's poisson: -108.599\tvalid_0's l1: 10.0418\n",
"[66]\tvalid_0's poisson: -108.603\tvalid_0's l1: 10.0277\n",
"[67]\tvalid_0's poisson: -108.607\tvalid_0's l1: 10.0257\n",
"[68]\tvalid_0's poisson: -108.601\tvalid_0's l1: 10.0233\n",
"[69]\tvalid_0's poisson: -108.548\tvalid_0's l1: 10.0162\n",
"[70]\tvalid_0's poisson: -108.551\tvalid_0's l1: 10.01\n",
"[71]\tvalid_0's poisson: -108.563\tvalid_0's l1: 10.0072\n",
"[72]\tvalid_0's poisson: -108.558\tvalid_0's l1: 10.0061\n",
"[73]\tvalid_0's poisson: -108.585\tvalid_0's l1: 9.97824\n",
"[74]\tvalid_0's poisson: -108.573\tvalid_0's l1: 9.96311\n",
"[75]\tvalid_0's poisson: -108.58\tvalid_0's l1: 9.96244\n",
"[76]\tvalid_0's poisson: -108.566\tvalid_0's l1: 9.95271\n",
"[77]\tvalid_0's poisson: -108.613\tvalid_0's l1: 9.9457\n",
"[78]\tvalid_0's poisson: -108.62\tvalid_0's l1: 9.93485\n",
"[79]\tvalid_0's poisson: -108.625\tvalid_0's l1: 9.92371\n",
"[80]\tvalid_0's poisson: -108.626\tvalid_0's l1: 9.90403\n",
"[81]\tvalid_0's poisson: -108.643\tvalid_0's l1: 9.89722\n",
"[82]\tvalid_0's poisson: -108.648\tvalid_0's l1: 9.87105\n",
"[83]\tvalid_0's poisson: -108.636\tvalid_0's l1: 9.83847\n",
"[84]\tvalid_0's poisson: -108.642\tvalid_0's l1: 9.84012\n",
"[85]\tvalid_0's poisson: -108.654\tvalid_0's l1: 9.82518\n",
"[86]\tvalid_0's poisson: -108.647\tvalid_0's l1: 9.82501\n",
"[87]\tvalid_0's poisson: -108.651\tvalid_0's l1: 9.81965\n",
"[88]\tvalid_0's poisson: -108.652\tvalid_0's l1: 9.81361\n",
"[89]\tvalid_0's poisson: -108.664\tvalid_0's l1: 9.79673\n",
"[90]\tvalid_0's poisson: -108.669\tvalid_0's l1: 9.78614\n",
"[91]\tvalid_0's poisson: -108.664\tvalid_0's l1: 9.77997\n",
"[92]\tvalid_0's poisson: -108.679\tvalid_0's l1: 9.76642\n",
"[93]\tvalid_0's poisson: -108.687\tvalid_0's l1: 9.76281\n",
"[94]\tvalid_0's poisson: -108.681\tvalid_0's l1: 9.76237\n",
"[95]\tvalid_0's poisson: -108.671\tvalid_0's l1: 9.76339\n",
"[96]\tvalid_0's poisson: -108.674\tvalid_0's l1: 9.75993\n",
"[97]\tvalid_0's poisson: -108.652\tvalid_0's l1: 9.76029\n",
"[98]\tvalid_0's poisson: -108.652\tvalid_0's l1: 9.75866\n",
"[99]\tvalid_0's poisson: -108.668\tvalid_0's l1: 9.75707\n",
"[100]\tvalid_0's poisson: -108.665\tvalid_0's l1: 9.75607\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.706\tvalid_0's huber: 29.3391\n",
"[2]\tvalid_0's poisson: -88.2321\tvalid_0's huber: 28.8745\n",
"[3]\tvalid_0's poisson: -88.7473\tvalid_0's huber: 28.4171\n",
"[4]\tvalid_0's poisson: -89.2448\tvalid_0's huber: 27.9656\n",
"[5]\tvalid_0's poisson: -89.7361\tvalid_0's huber: 27.5209\n",
"[6]\tvalid_0's poisson: -90.2148\tvalid_0's huber: 27.0833\n",
"[7]\tvalid_0's poisson: -90.6818\tvalid_0's huber: 26.647\n",
"[8]\tvalid_0's poisson: -91.1341\tvalid_0's huber: 26.223\n",
"[9]\tvalid_0's poisson: -91.5819\tvalid_0's huber: 25.8061\n",
"[10]\tvalid_0's poisson: -92.0172\tvalid_0's huber: 25.3906\n",
"[11]\tvalid_0's poisson: -92.4464\tvalid_0's huber: 24.9768\n",
"[12]\tvalid_0's poisson: -92.8613\tvalid_0's huber: 24.5801\n",
"[13]\tvalid_0's poisson: -93.2693\tvalid_0's huber: 24.1807\n",
"[14]\tvalid_0's poisson: -93.6682\tvalid_0's huber: 23.7901\n",
"[15]\tvalid_0's poisson: -94.0598\tvalid_0's huber: 23.4032\n",
"[16]\tvalid_0's poisson: -94.4399\tvalid_0's huber: 23.0248\n",
"[17]\tvalid_0's poisson: -94.8112\tvalid_0's huber: 22.653\n",
"[18]\tvalid_0's poisson: -95.2022\tvalid_0's huber: 22.2971\n",
"[19]\tvalid_0's poisson: -95.5836\tvalid_0's huber: 21.9371\n",
"[20]\tvalid_0's poisson: -95.9496\tvalid_0's huber: 21.5849\n",
"[21]\tvalid_0's poisson: -96.32\tvalid_0's huber: 21.2459\n",
"[22]\tvalid_0's poisson: -96.6774\tvalid_0's huber: 20.9018\n",
"[23]\tvalid_0's poisson: -97.0231\tvalid_0's huber: 20.5765\n",
"[24]\tvalid_0's poisson: -97.3532\tvalid_0's huber: 20.2522\n",
"[25]\tvalid_0's poisson: -97.6707\tvalid_0's huber: 19.9397\n",
"[26]\tvalid_0's poisson: -97.9936\tvalid_0's huber: 19.6394\n",
"[27]\tvalid_0's poisson: -98.3018\tvalid_0's huber: 19.3358\n",
"[28]\tvalid_0's poisson: -98.5901\tvalid_0's huber: 19.0504\n",
"[29]\tvalid_0's poisson: -98.8664\tvalid_0's huber: 18.7749\n",
"[30]\tvalid_0's poisson: -99.1447\tvalid_0's huber: 18.4826\n",
"[31]\tvalid_0's poisson: -99.4054\tvalid_0's huber: 18.2091\n",
"[32]\tvalid_0's poisson: -99.6598\tvalid_0's huber: 17.9551\n",
"[33]\tvalid_0's poisson: -99.8952\tvalid_0's huber: 17.7051\n",
"[34]\tvalid_0's poisson: -100.114\tvalid_0's huber: 17.4663\n",
"[35]\tvalid_0's poisson: -100.318\tvalid_0's huber: 17.2413\n",
"[36]\tvalid_0's poisson: -100.521\tvalid_0's huber: 17.0399\n",
"[37]\tvalid_0's poisson: -100.723\tvalid_0's huber: 16.8448\n",
"[38]\tvalid_0's poisson: -100.912\tvalid_0's huber: 16.6623\n",
"[39]\tvalid_0's poisson: -101.087\tvalid_0's huber: 16.4944\n",
"[40]\tvalid_0's poisson: -101.251\tvalid_0's huber: 16.3299\n",
"[41]\tvalid_0's poisson: -101.399\tvalid_0's huber: 16.1876\n",
"[42]\tvalid_0's poisson: -101.526\tvalid_0's huber: 16.0602\n",
"[43]\tvalid_0's poisson: -101.591\tvalid_0's huber: 15.9424\n",
"[44]\tvalid_0's poisson: -101.687\tvalid_0's huber: 15.8387\n",
"[45]\tvalid_0's poisson: -101.788\tvalid_0's huber: 15.7396\n",
"[46]\tvalid_0's poisson: -101.885\tvalid_0's huber: 15.6465\n",
"[47]\tvalid_0's poisson: -101.936\tvalid_0's huber: 15.5642\n",
"[48]\tvalid_0's poisson: -102.001\tvalid_0's huber: 15.4868\n",
"[49]\tvalid_0's poisson: -102.065\tvalid_0's huber: 15.415\n",
"[50]\tvalid_0's poisson: -102.137\tvalid_0's huber: 15.3502\n",
"[51]\tvalid_0's poisson: -102.195\tvalid_0's huber: 15.2857\n",
"[52]\tvalid_0's poisson: -102.263\tvalid_0's huber: 15.2294\n",
"[53]\tvalid_0's poisson: -102.303\tvalid_0's huber: 15.1764\n",
"[54]\tvalid_0's poisson: -102.356\tvalid_0's huber: 15.1228\n",
"[55]\tvalid_0's poisson: -102.375\tvalid_0's huber: 15.0752\n",
"[56]\tvalid_0's poisson: -102.417\tvalid_0's huber: 15.0187\n",
"[57]\tvalid_0's poisson: -102.37\tvalid_0's huber: 14.9694\n",
"[58]\tvalid_0's poisson: -102.403\tvalid_0's huber: 14.9181\n",
"[59]\tvalid_0's poisson: -102.432\tvalid_0's huber: 14.8687\n",
"[60]\tvalid_0's poisson: -102.494\tvalid_0's huber: 14.8231\n",
"[61]\tvalid_0's poisson: -102.432\tvalid_0's huber: 14.7812\n",
"[62]\tvalid_0's poisson: -102.499\tvalid_0's huber: 14.7358\n",
"[63]\tvalid_0's poisson: -102.524\tvalid_0's huber: 14.6966\n",
"[64]\tvalid_0's poisson: -102.577\tvalid_0's huber: 14.6606\n",
"[65]\tvalid_0's poisson: -102.635\tvalid_0's huber: 14.6152\n",
"[66]\tvalid_0's poisson: -102.682\tvalid_0's huber: 14.5756\n",
"[67]\tvalid_0's poisson: -102.871\tvalid_0's huber: 14.5057\n",
"[68]\tvalid_0's poisson: -102.929\tvalid_0's huber: 14.4429\n",
"[69]\tvalid_0's poisson: -103.018\tvalid_0's huber: 14.3839\n",
"[70]\tvalid_0's poisson: -103.084\tvalid_0's huber: 14.3295\n",
"[71]\tvalid_0's poisson: -103.144\tvalid_0's huber: 14.2796\n",
"[72]\tvalid_0's poisson: -103.215\tvalid_0's huber: 14.2296\n",
"[73]\tvalid_0's poisson: -103.291\tvalid_0's huber: 14.1803\n",
"[74]\tvalid_0's poisson: -103.325\tvalid_0's huber: 14.1275\n",
"[75]\tvalid_0's poisson: -103.357\tvalid_0's huber: 14.0764\n",
"[76]\tvalid_0's poisson: -103.435\tvalid_0's huber: 14.0292\n",
"[77]\tvalid_0's poisson: -103.506\tvalid_0's huber: 13.9861\n",
"[78]\tvalid_0's poisson: -103.545\tvalid_0's huber: 13.9394\n",
"[79]\tvalid_0's poisson: -103.641\tvalid_0's huber: 13.8957\n",
"[80]\tvalid_0's poisson: -103.664\tvalid_0's huber: 13.8527\n",
"[81]\tvalid_0's poisson: -103.743\tvalid_0's huber: 13.8112\n",
"[82]\tvalid_0's poisson: -103.791\tvalid_0's huber: 13.7723\n",
"[83]\tvalid_0's poisson: -103.898\tvalid_0's huber: 13.7344\n",
"[84]\tvalid_0's poisson: -103.951\tvalid_0's huber: 13.6966\n",
"[85]\tvalid_0's poisson: -104.004\tvalid_0's huber: 13.6614\n",
"[86]\tvalid_0's poisson: -104.041\tvalid_0's huber: 13.613\n",
"[87]\tvalid_0's poisson: -104.189\tvalid_0's huber: 13.5705\n",
"[88]\tvalid_0's poisson: -104.208\tvalid_0's huber: 13.5301\n",
"[89]\tvalid_0's poisson: -104.216\tvalid_0's huber: 13.4931\n",
"[90]\tvalid_0's poisson: -104.156\tvalid_0's huber: 13.4566\n",
"[91]\tvalid_0's poisson: -104.305\tvalid_0's huber: 13.4209\n",
"[92]\tvalid_0's poisson: -104.296\tvalid_0's huber: 13.3857\n",
"[93]\tvalid_0's poisson: -104.287\tvalid_0's huber: 13.3542\n",
"[94]\tvalid_0's poisson: -104.358\tvalid_0's huber: 13.3191\n",
"[95]\tvalid_0's poisson: -104.395\tvalid_0's huber: 13.2892\n",
"[96]\tvalid_0's poisson: -104.44\tvalid_0's huber: 13.2581\n",
"[97]\tvalid_0's poisson: -104.537\tvalid_0's huber: 13.2298\n",
"[98]\tvalid_0's poisson: -104.514\tvalid_0's huber: 13.2048\n",
"[99]\tvalid_0's poisson: -104.532\tvalid_0's huber: 13.172\n",
"[100]\tvalid_0's poisson: -104.546\tvalid_0's huber: 13.1419\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7152\tvalid_0's huber: 29.3314\n",
"[2]\tvalid_0's poisson: -88.2426\tvalid_0's huber: 28.8601\n",
"[3]\tvalid_0's poisson: -88.7563\tvalid_0's huber: 28.3957\n",
"[4]\tvalid_0's poisson: -89.267\tvalid_0's huber: 27.9347\n",
"[5]\tvalid_0's poisson: -89.7592\tvalid_0's huber: 27.4812\n",
"[6]\tvalid_0's poisson: -90.2389\tvalid_0's huber: 27.0343\n",
"[7]\tvalid_0's poisson: -90.7129\tvalid_0's huber: 26.5965\n",
"[8]\tvalid_0's poisson: -91.1763\tvalid_0's huber: 26.1675\n",
"[9]\tvalid_0's poisson: -91.6234\tvalid_0's huber: 25.745\n",
"[10]\tvalid_0's poisson: -92.0637\tvalid_0's huber: 25.331\n",
"[11]\tvalid_0's poisson: -92.4887\tvalid_0's huber: 24.922\n",
"[12]\tvalid_0's poisson: -92.9092\tvalid_0's huber: 24.5204\n",
"[13]\tvalid_0's poisson: -93.3142\tvalid_0's huber: 24.1253\n",
"[14]\tvalid_0's poisson: -93.7133\tvalid_0's huber: 23.7303\n",
"[15]\tvalid_0's poisson: -94.1229\tvalid_0's huber: 23.3479\n",
"[16]\tvalid_0's poisson: -94.5028\tvalid_0's huber: 22.9695\n",
"[17]\tvalid_0's poisson: -94.874\tvalid_0's huber: 22.5982\n",
"[18]\tvalid_0's poisson: -95.2567\tvalid_0's huber: 22.236\n",
"[19]\tvalid_0's poisson: -95.6165\tvalid_0's huber: 21.8733\n",
"[20]\tvalid_0's poisson: -95.9824\tvalid_0's huber: 21.5233\n",
"[21]\tvalid_0's poisson: -96.3446\tvalid_0's huber: 21.1878\n",
"[22]\tvalid_0's poisson: -96.6979\tvalid_0's huber: 20.8477\n",
"[23]\tvalid_0's poisson: -97.0315\tvalid_0's huber: 20.5202\n",
"[24]\tvalid_0's poisson: -97.3535\tvalid_0's huber: 20.203\n",
"[25]\tvalid_0's poisson: -97.6846\tvalid_0's huber: 19.8968\n",
"[26]\tvalid_0's poisson: -97.9989\tvalid_0's huber: 19.5672\n",
"[27]\tvalid_0's poisson: -98.304\tvalid_0's huber: 19.2784\n",
"[28]\tvalid_0's poisson: -98.6009\tvalid_0's huber: 18.9678\n",
"[29]\tvalid_0's poisson: -98.8961\tvalid_0's huber: 18.695\n",
"[30]\tvalid_0's poisson: -99.1568\tvalid_0's huber: 18.4148\n",
"[31]\tvalid_0's poisson: -99.4192\tvalid_0's huber: 18.151\n",
"[32]\tvalid_0's poisson: -99.669\tvalid_0's huber: 17.8989\n",
"[33]\tvalid_0's poisson: -99.9052\tvalid_0's huber: 17.6554\n",
"[34]\tvalid_0's poisson: -100.122\tvalid_0's huber: 17.4196\n",
"[35]\tvalid_0's poisson: -100.324\tvalid_0's huber: 17.1946\n",
"[36]\tvalid_0's poisson: -100.514\tvalid_0's huber: 16.9851\n",
"[37]\tvalid_0's poisson: -100.699\tvalid_0's huber: 16.7957\n",
"[38]\tvalid_0's poisson: -100.89\tvalid_0's huber: 16.6096\n",
"[39]\tvalid_0's poisson: -101.065\tvalid_0's huber: 16.4388\n",
"[40]\tvalid_0's poisson: -101.222\tvalid_0's huber: 16.2803\n",
"[41]\tvalid_0's poisson: -101.369\tvalid_0's huber: 16.1375\n",
"[42]\tvalid_0's poisson: -101.493\tvalid_0's huber: 16.0103\n",
"[43]\tvalid_0's poisson: -101.55\tvalid_0's huber: 15.8992\n",
"[44]\tvalid_0's poisson: -101.65\tvalid_0's huber: 15.7966\n",
"[45]\tvalid_0's poisson: -101.707\tvalid_0's huber: 15.7022\n",
"[46]\tvalid_0's poisson: -101.826\tvalid_0's huber: 15.614\n",
"[47]\tvalid_0's poisson: -101.888\tvalid_0's huber: 15.5384\n",
"[48]\tvalid_0's poisson: -101.961\tvalid_0's huber: 15.4583\n",
"[49]\tvalid_0's poisson: -101.989\tvalid_0's huber: 15.3901\n",
"[50]\tvalid_0's poisson: -102.014\tvalid_0's huber: 15.3206\n",
"[51]\tvalid_0's poisson: -102.118\tvalid_0's huber: 15.2442\n",
"[52]\tvalid_0's poisson: -102.17\tvalid_0's huber: 15.1805\n",
"[53]\tvalid_0's poisson: -102.237\tvalid_0's huber: 15.1262\n",
"[54]\tvalid_0's poisson: -102.205\tvalid_0's huber: 15.0725\n",
"[55]\tvalid_0's poisson: -102.265\tvalid_0's huber: 15.015\n",
"[56]\tvalid_0's poisson: -102.307\tvalid_0's huber: 14.9621\n",
"[57]\tvalid_0's poisson: -102.319\tvalid_0's huber: 14.907\n",
"[58]\tvalid_0's poisson: -102.33\tvalid_0's huber: 14.8583\n",
"[59]\tvalid_0's poisson: -102.427\tvalid_0's huber: 14.8065\n",
"[60]\tvalid_0's poisson: -102.468\tvalid_0's huber: 14.7595\n",
"[61]\tvalid_0's poisson: -102.517\tvalid_0's huber: 14.7147\n",
"[62]\tvalid_0's poisson: -102.579\tvalid_0's huber: 14.6682\n",
"[63]\tvalid_0's poisson: -102.669\tvalid_0's huber: 14.6254\n",
"[64]\tvalid_0's poisson: -102.759\tvalid_0's huber: 14.5862\n",
"[65]\tvalid_0's poisson: -102.768\tvalid_0's huber: 14.5451\n",
"[66]\tvalid_0's poisson: -102.846\tvalid_0's huber: 14.508\n",
"[67]\tvalid_0's poisson: -102.903\tvalid_0's huber: 14.4722\n",
"[68]\tvalid_0's poisson: -102.916\tvalid_0's huber: 14.4386\n",
"[69]\tvalid_0's poisson: -102.969\tvalid_0's huber: 14.4053\n",
"[70]\tvalid_0's poisson: -103.076\tvalid_0's huber: 14.3383\n",
"[71]\tvalid_0's poisson: -103.166\tvalid_0's huber: 14.2772\n",
"[72]\tvalid_0's poisson: -103.275\tvalid_0's huber: 14.2197\n",
"[73]\tvalid_0's poisson: -103.315\tvalid_0's huber: 14.1666\n",
"[74]\tvalid_0's poisson: -103.425\tvalid_0's huber: 14.1149\n",
"[75]\tvalid_0's poisson: -103.434\tvalid_0's huber: 14.0596\n",
"[76]\tvalid_0's poisson: -103.595\tvalid_0's huber: 14.0034\n",
"[77]\tvalid_0's poisson: -103.669\tvalid_0's huber: 13.953\n",
"[78]\tvalid_0's poisson: -103.758\tvalid_0's huber: 13.9038\n",
"[79]\tvalid_0's poisson: -103.796\tvalid_0's huber: 13.8584\n",
"[80]\tvalid_0's poisson: -103.808\tvalid_0's huber: 13.8126\n",
"[81]\tvalid_0's poisson: -103.878\tvalid_0's huber: 13.7716\n",
"[82]\tvalid_0's poisson: -103.946\tvalid_0's huber: 13.7293\n",
"[83]\tvalid_0's poisson: -104.05\tvalid_0's huber: 13.6893\n",
"[84]\tvalid_0's poisson: -104.092\tvalid_0's huber: 13.6506\n",
"[85]\tvalid_0's poisson: -104.107\tvalid_0's huber: 13.609\n",
"[86]\tvalid_0's poisson: -104.175\tvalid_0's huber: 13.5707\n",
"[87]\tvalid_0's poisson: -104.235\tvalid_0's huber: 13.5345\n",
"[88]\tvalid_0's poisson: -104.278\tvalid_0's huber: 13.4965\n",
"[89]\tvalid_0's poisson: -104.305\tvalid_0's huber: 13.4643\n",
"[90]\tvalid_0's poisson: -104.345\tvalid_0's huber: 13.4274\n",
"[91]\tvalid_0's poisson: -104.387\tvalid_0's huber: 13.3936\n",
"[92]\tvalid_0's poisson: -104.427\tvalid_0's huber: 13.3607\n",
"[93]\tvalid_0's poisson: -104.439\tvalid_0's huber: 13.3304\n",
"[94]\tvalid_0's poisson: -104.465\tvalid_0's huber: 13.3012\n",
"[95]\tvalid_0's poisson: -104.5\tvalid_0's huber: 13.2725\n",
"[96]\tvalid_0's poisson: -104.535\tvalid_0's huber: 13.2452\n",
"[97]\tvalid_0's poisson: -104.575\tvalid_0's huber: 13.2148\n",
"[98]\tvalid_0's poisson: -104.611\tvalid_0's huber: 13.1882\n",
"[99]\tvalid_0's poisson: -104.637\tvalid_0's huber: 13.1631\n",
"[100]\tvalid_0's poisson: -104.67\tvalid_0's huber: 13.1376\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7053\tvalid_0's huber: 29.3673\n",
"[2]\tvalid_0's poisson: -88.2286\tvalid_0's huber: 28.8987\n",
"[3]\tvalid_0's poisson: -88.7456\tvalid_0's huber: 28.4377\n",
"[4]\tvalid_0's poisson: -89.2436\tvalid_0's huber: 27.984\n",
"[5]\tvalid_0's poisson: -89.7346\tvalid_0's huber: 27.5386\n",
"[6]\tvalid_0's poisson: -90.2176\tvalid_0's huber: 27.0978\n",
"[7]\tvalid_0's poisson: -90.6848\tvalid_0's huber: 26.6638\n",
"[8]\tvalid_0's poisson: -91.1448\tvalid_0's huber: 26.2382\n",
"[9]\tvalid_0's poisson: -91.5933\tvalid_0's huber: 25.8211\n",
"[10]\tvalid_0's poisson: -92.0357\tvalid_0's huber: 25.3986\n",
"[11]\tvalid_0's poisson: -92.4657\tvalid_0's huber: 24.9838\n",
"[12]\tvalid_0's poisson: -92.9068\tvalid_0's huber: 24.5943\n",
"[13]\tvalid_0's poisson: -93.3369\tvalid_0's huber: 24.1985\n",
"[14]\tvalid_0's poisson: -93.7577\tvalid_0's huber: 23.8094\n",
"[15]\tvalid_0's poisson: -94.1516\tvalid_0's huber: 23.4271\n",
"[16]\tvalid_0's poisson: -94.5511\tvalid_0's huber: 23.0516\n",
"[17]\tvalid_0's poisson: -94.941\tvalid_0's huber: 22.6822\n",
"[18]\tvalid_0's poisson: -95.3254\tvalid_0's huber: 22.3181\n",
"[19]\tvalid_0's poisson: -95.6827\tvalid_0's huber: 21.9567\n",
"[20]\tvalid_0's poisson: -96.0327\tvalid_0's huber: 21.5998\n",
"[21]\tvalid_0's poisson: -96.3968\tvalid_0's huber: 21.2637\n",
"[22]\tvalid_0's poisson: -96.7405\tvalid_0's huber: 20.9274\n",
"[23]\tvalid_0's poisson: -97.073\tvalid_0's huber: 20.6007\n",
"[24]\tvalid_0's poisson: -97.3976\tvalid_0's huber: 20.2713\n",
"[25]\tvalid_0's poisson: -97.7322\tvalid_0's huber: 19.9606\n",
"[26]\tvalid_0's poisson: -98.0439\tvalid_0's huber: 19.6331\n",
"[27]\tvalid_0's poisson: -98.3592\tvalid_0's huber: 19.3388\n",
"[28]\tvalid_0's poisson: -98.6524\tvalid_0's huber: 19.0283\n",
"[29]\tvalid_0's poisson: -98.9362\tvalid_0's huber: 18.7564\n",
"[30]\tvalid_0's poisson: -99.2049\tvalid_0's huber: 18.4891\n",
"[31]\tvalid_0's poisson: -99.4716\tvalid_0's huber: 18.2202\n",
"[32]\tvalid_0's poisson: -99.7252\tvalid_0's huber: 17.9539\n",
"[33]\tvalid_0's poisson: -99.9655\tvalid_0's huber: 17.711\n",
"[34]\tvalid_0's poisson: -100.194\tvalid_0's huber: 17.4754\n",
"[35]\tvalid_0's poisson: -100.401\tvalid_0's huber: 17.2465\n",
"[36]\tvalid_0's poisson: -100.594\tvalid_0's huber: 17.032\n",
"[37]\tvalid_0's poisson: -100.794\tvalid_0's huber: 16.8349\n",
"[38]\tvalid_0's poisson: -100.983\tvalid_0's huber: 16.6493\n",
"[39]\tvalid_0's poisson: -101.151\tvalid_0's huber: 16.4785\n",
"[40]\tvalid_0's poisson: -101.315\tvalid_0's huber: 16.3194\n",
"[41]\tvalid_0's poisson: -101.467\tvalid_0's huber: 16.1666\n",
"[42]\tvalid_0's poisson: -101.596\tvalid_0's huber: 16.032\n",
"[43]\tvalid_0's poisson: -101.707\tvalid_0's huber: 15.9157\n",
"[44]\tvalid_0's poisson: -101.786\tvalid_0's huber: 15.8182\n",
"[45]\tvalid_0's poisson: -101.817\tvalid_0's huber: 15.7213\n",
"[46]\tvalid_0's poisson: -101.901\tvalid_0's huber: 15.6278\n",
"[47]\tvalid_0's poisson: -101.983\tvalid_0's huber: 15.5419\n",
"[48]\tvalid_0's poisson: -102.041\tvalid_0's huber: 15.4624\n",
"[49]\tvalid_0's poisson: -102.092\tvalid_0's huber: 15.3912\n",
"[50]\tvalid_0's poisson: -102.185\tvalid_0's huber: 15.3265\n",
"[51]\tvalid_0's poisson: -102.234\tvalid_0's huber: 15.2521\n",
"[52]\tvalid_0's poisson: -102.278\tvalid_0's huber: 15.1851\n",
"[53]\tvalid_0's poisson: -102.359\tvalid_0's huber: 15.127\n",
"[54]\tvalid_0's poisson: -102.414\tvalid_0's huber: 15.0751\n",
"[55]\tvalid_0's poisson: -102.452\tvalid_0's huber: 15.0149\n",
"[56]\tvalid_0's poisson: -102.508\tvalid_0's huber: 14.956\n",
"[57]\tvalid_0's poisson: -102.547\tvalid_0's huber: 14.9108\n",
"[58]\tvalid_0's poisson: -102.62\tvalid_0's huber: 14.858\n",
"[59]\tvalid_0's poisson: -102.639\tvalid_0's huber: 14.8065\n",
"[60]\tvalid_0's poisson: -102.698\tvalid_0's huber: 14.749\n",
"[61]\tvalid_0's poisson: -102.705\tvalid_0's huber: 14.7059\n",
"[62]\tvalid_0's poisson: -102.746\tvalid_0's huber: 14.6551\n",
"[63]\tvalid_0's poisson: -102.821\tvalid_0's huber: 14.6077\n",
"[64]\tvalid_0's poisson: -102.845\tvalid_0's huber: 14.5677\n",
"[65]\tvalid_0's poisson: -102.897\tvalid_0's huber: 14.5276\n",
"[66]\tvalid_0's poisson: -102.848\tvalid_0's huber: 14.4871\n",
"[67]\tvalid_0's poisson: -102.936\tvalid_0's huber: 14.4525\n",
"[68]\tvalid_0's poisson: -102.948\tvalid_0's huber: 14.4175\n",
"[69]\tvalid_0's poisson: -102.984\tvalid_0's huber: 14.3853\n",
"[70]\tvalid_0's poisson: -103.04\tvalid_0's huber: 14.3509\n",
"[71]\tvalid_0's poisson: -103.092\tvalid_0's huber: 14.3179\n",
"[72]\tvalid_0's poisson: -103.269\tvalid_0's huber: 14.2463\n",
"[73]\tvalid_0's poisson: -103.371\tvalid_0's huber: 14.1848\n",
"[74]\tvalid_0's poisson: -103.424\tvalid_0's huber: 14.1266\n",
"[75]\tvalid_0's poisson: -103.481\tvalid_0's huber: 14.0718\n",
"[76]\tvalid_0's poisson: -103.539\tvalid_0's huber: 14.0204\n",
"[77]\tvalid_0's poisson: -103.615\tvalid_0's huber: 13.9725\n",
"[78]\tvalid_0's poisson: -103.752\tvalid_0's huber: 13.9253\n",
"[79]\tvalid_0's poisson: -103.821\tvalid_0's huber: 13.88\n",
"[80]\tvalid_0's poisson: -103.83\tvalid_0's huber: 13.837\n",
"[81]\tvalid_0's poisson: -103.92\tvalid_0's huber: 13.7961\n",
"[82]\tvalid_0's poisson: -104.013\tvalid_0's huber: 13.757\n",
"[83]\tvalid_0's poisson: -104.033\tvalid_0's huber: 13.7207\n",
"[84]\tvalid_0's poisson: -104.083\tvalid_0's huber: 13.6838\n",
"[85]\tvalid_0's poisson: -104.106\tvalid_0's huber: 13.6477\n",
"[86]\tvalid_0's poisson: -104.158\tvalid_0's huber: 13.6102\n",
"[87]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.5728\n",
"[88]\tvalid_0's poisson: -104.256\tvalid_0's huber: 13.5363\n",
"[89]\tvalid_0's poisson: -104.292\tvalid_0's huber: 13.5014\n",
"[90]\tvalid_0's poisson: -104.336\tvalid_0's huber: 13.4697\n",
"[91]\tvalid_0's poisson: -104.376\tvalid_0's huber: 13.4329\n",
"[92]\tvalid_0's poisson: -104.414\tvalid_0's huber: 13.4009\n",
"[93]\tvalid_0's poisson: -104.424\tvalid_0's huber: 13.3686\n",
"[94]\tvalid_0's poisson: -104.428\tvalid_0's huber: 13.3351\n",
"[95]\tvalid_0's poisson: -104.43\tvalid_0's huber: 13.3052\n",
"[96]\tvalid_0's poisson: -104.467\tvalid_0's huber: 13.2769\n",
"[97]\tvalid_0's poisson: -104.512\tvalid_0's huber: 13.2452\n",
"[98]\tvalid_0's poisson: -104.524\tvalid_0's huber: 13.2189\n",
"[99]\tvalid_0's poisson: -104.568\tvalid_0's huber: 13.1935\n",
"[100]\tvalid_0's poisson: -104.586\tvalid_0's huber: 13.167\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7107\tvalid_0's huber: 29.3203\n",
"[2]\tvalid_0's poisson: -88.2322\tvalid_0's huber: 28.8547\n",
"[3]\tvalid_0's poisson: -88.7462\tvalid_0's huber: 28.3975\n",
"[4]\tvalid_0's poisson: -89.2422\tvalid_0's huber: 27.9468\n",
"[5]\tvalid_0's poisson: -89.7343\tvalid_0's huber: 27.5014\n",
"[6]\tvalid_0's poisson: -90.2105\tvalid_0's huber: 27.0611\n",
"[7]\tvalid_0's poisson: -90.6799\tvalid_0's huber: 26.6295\n",
"[8]\tvalid_0's poisson: -91.1422\tvalid_0's huber: 26.1941\n",
"[9]\tvalid_0's poisson: -91.5875\tvalid_0's huber: 25.7794\n",
"[10]\tvalid_0's poisson: -92.0257\tvalid_0's huber: 25.359\n",
"[11]\tvalid_0's poisson: -92.4508\tvalid_0's huber: 24.952\n",
"[12]\tvalid_0's poisson: -92.8699\tvalid_0's huber: 24.5523\n",
"[13]\tvalid_0's poisson: -93.3023\tvalid_0's huber: 24.1561\n",
"[14]\tvalid_0's poisson: -93.7236\tvalid_0's huber: 23.7671\n",
"[15]\tvalid_0's poisson: -94.1402\tvalid_0's huber: 23.3942\n",
"[16]\tvalid_0's poisson: -94.5233\tvalid_0's huber: 23.0122\n",
"[17]\tvalid_0's poisson: -94.8944\tvalid_0's huber: 22.6424\n",
"[18]\tvalid_0's poisson: -95.2796\tvalid_0's huber: 22.2794\n",
"[19]\tvalid_0's poisson: -95.6366\tvalid_0's huber: 21.9191\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[20]\tvalid_0's poisson: -95.9876\tvalid_0's huber: 21.5625\n",
"[21]\tvalid_0's poisson: -96.3596\tvalid_0's huber: 21.2245\n",
"[22]\tvalid_0's poisson: -96.7057\tvalid_0's huber: 20.8873\n",
"[23]\tvalid_0's poisson: -97.0405\tvalid_0's huber: 20.5598\n",
"[24]\tvalid_0's poisson: -97.3738\tvalid_0's huber: 20.2453\n",
"[25]\tvalid_0's poisson: -97.6884\tvalid_0's huber: 19.9341\n",
"[26]\tvalid_0's poisson: -97.9903\tvalid_0's huber: 19.6336\n",
"[27]\tvalid_0's poisson: -98.2951\tvalid_0's huber: 19.3131\n",
"[28]\tvalid_0's poisson: -98.5949\tvalid_0's huber: 19.0332\n",
"[29]\tvalid_0's poisson: -98.881\tvalid_0's huber: 18.7318\n",
"[30]\tvalid_0's poisson: -99.1699\tvalid_0's huber: 18.4664\n",
"[31]\tvalid_0's poisson: -99.4231\tvalid_0's huber: 18.1945\n",
"[32]\tvalid_0's poisson: -99.6753\tvalid_0's huber: 17.9397\n",
"[33]\tvalid_0's poisson: -99.9144\tvalid_0's huber: 17.6974\n",
"[34]\tvalid_0's poisson: -100.141\tvalid_0's huber: 17.4632\n",
"[35]\tvalid_0's poisson: -100.347\tvalid_0's huber: 17.2333\n",
"[36]\tvalid_0's poisson: -100.54\tvalid_0's huber: 17.0225\n",
"[37]\tvalid_0's poisson: -100.73\tvalid_0's huber: 16.831\n",
"[38]\tvalid_0's poisson: -100.918\tvalid_0's huber: 16.6474\n",
"[39]\tvalid_0's poisson: -101.092\tvalid_0's huber: 16.4788\n",
"[40]\tvalid_0's poisson: -101.251\tvalid_0's huber: 16.3242\n",
"[41]\tvalid_0's poisson: -101.392\tvalid_0's huber: 16.1829\n",
"[42]\tvalid_0's poisson: -101.515\tvalid_0's huber: 16.0537\n",
"[43]\tvalid_0's poisson: -101.533\tvalid_0's huber: 15.9348\n",
"[44]\tvalid_0's poisson: -101.634\tvalid_0's huber: 15.8284\n",
"[45]\tvalid_0's poisson: -101.732\tvalid_0's huber: 15.73\n",
"[46]\tvalid_0's poisson: -101.821\tvalid_0's huber: 15.6351\n",
"[47]\tvalid_0's poisson: -101.905\tvalid_0's huber: 15.5488\n",
"[48]\tvalid_0's poisson: -101.982\tvalid_0's huber: 15.4703\n",
"[49]\tvalid_0's poisson: -102.042\tvalid_0's huber: 15.4032\n",
"[50]\tvalid_0's poisson: -102.115\tvalid_0's huber: 15.3395\n",
"[51]\tvalid_0's poisson: -102.131\tvalid_0's huber: 15.2766\n",
"[52]\tvalid_0's poisson: -102.18\tvalid_0's huber: 15.2191\n",
"[53]\tvalid_0's poisson: -102.242\tvalid_0's huber: 15.1662\n",
"[54]\tvalid_0's poisson: -102.283\tvalid_0's huber: 15.1147\n",
"[55]\tvalid_0's poisson: -102.355\tvalid_0's huber: 15.0595\n",
"[56]\tvalid_0's poisson: -102.413\tvalid_0's huber: 15.0077\n",
"[57]\tvalid_0's poisson: -102.385\tvalid_0's huber: 14.9566\n",
"[58]\tvalid_0's poisson: -102.422\tvalid_0's huber: 14.9009\n",
"[59]\tvalid_0's poisson: -102.476\tvalid_0's huber: 14.8469\n",
"[60]\tvalid_0's poisson: -102.557\tvalid_0's huber: 14.796\n",
"[61]\tvalid_0's poisson: -102.56\tvalid_0's huber: 14.7545\n",
"[62]\tvalid_0's poisson: -102.639\tvalid_0's huber: 14.71\n",
"[63]\tvalid_0's poisson: -102.644\tvalid_0's huber: 14.6685\n",
"[64]\tvalid_0's poisson: -102.725\tvalid_0's huber: 14.6295\n",
"[65]\tvalid_0's poisson: -102.797\tvalid_0's huber: 14.5929\n",
"[66]\tvalid_0's poisson: -102.85\tvalid_0's huber: 14.5266\n",
"[67]\tvalid_0's poisson: -102.931\tvalid_0's huber: 14.4615\n",
"[68]\tvalid_0's poisson: -102.971\tvalid_0's huber: 14.4014\n",
"[69]\tvalid_0's poisson: -103.068\tvalid_0's huber: 14.3485\n",
"[70]\tvalid_0's poisson: -103.137\tvalid_0's huber: 14.2953\n",
"[71]\tvalid_0's poisson: -103.146\tvalid_0's huber: 14.245\n",
"[72]\tvalid_0's poisson: -103.253\tvalid_0's huber: 14.1971\n",
"[73]\tvalid_0's poisson: -103.313\tvalid_0's huber: 14.1464\n",
"[74]\tvalid_0's poisson: -103.372\tvalid_0's huber: 14.102\n",
"[75]\tvalid_0's poisson: -103.448\tvalid_0's huber: 14.0582\n",
"[76]\tvalid_0's poisson: -103.553\tvalid_0's huber: 14.0145\n",
"[77]\tvalid_0's poisson: -103.613\tvalid_0's huber: 13.9714\n",
"[78]\tvalid_0's poisson: -103.634\tvalid_0's huber: 13.9329\n",
"[79]\tvalid_0's poisson: -103.683\tvalid_0's huber: 13.8918\n",
"[80]\tvalid_0's poisson: -103.782\tvalid_0's huber: 13.855\n",
"[81]\tvalid_0's poisson: -103.835\tvalid_0's huber: 13.8085\n",
"[82]\tvalid_0's poisson: -103.877\tvalid_0's huber: 13.7703\n",
"[83]\tvalid_0's poisson: -103.977\tvalid_0's huber: 13.7326\n",
"[84]\tvalid_0's poisson: -104.029\tvalid_0's huber: 13.6922\n",
"[85]\tvalid_0's poisson: -104.094\tvalid_0's huber: 13.652\n",
"[86]\tvalid_0's poisson: -104.139\tvalid_0's huber: 13.6154\n",
"[87]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.582\n",
"[88]\tvalid_0's poisson: -104.242\tvalid_0's huber: 13.547\n",
"[89]\tvalid_0's poisson: -104.279\tvalid_0's huber: 13.5119\n",
"[90]\tvalid_0's poisson: -104.314\tvalid_0's huber: 13.4837\n",
"[91]\tvalid_0's poisson: -104.35\tvalid_0's huber: 13.449\n",
"[92]\tvalid_0's poisson: -104.399\tvalid_0's huber: 13.4163\n",
"[93]\tvalid_0's poisson: -104.41\tvalid_0's huber: 13.38\n",
"[94]\tvalid_0's poisson: -104.492\tvalid_0's huber: 13.348\n",
"[95]\tvalid_0's poisson: -104.543\tvalid_0's huber: 13.316\n",
"[96]\tvalid_0's poisson: -104.547\tvalid_0's huber: 13.2863\n",
"[97]\tvalid_0's poisson: -104.602\tvalid_0's huber: 13.2593\n",
"[98]\tvalid_0's poisson: -104.721\tvalid_0's huber: 13.2132\n",
"[99]\tvalid_0's poisson: -104.742\tvalid_0's huber: 13.1844\n",
"[100]\tvalid_0's poisson: -104.796\tvalid_0's huber: 13.1569\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.704\tvalid_0's huber: 29.4112\n",
"[2]\tvalid_0's poisson: -88.2255\tvalid_0's huber: 28.9435\n",
"[3]\tvalid_0's poisson: -88.741\tvalid_0's huber: 28.4833\n",
"[4]\tvalid_0's poisson: -89.2442\tvalid_0's huber: 28.0308\n",
"[5]\tvalid_0's poisson: -89.7311\tvalid_0's huber: 27.5832\n",
"[6]\tvalid_0's poisson: -90.214\tvalid_0's huber: 27.1413\n",
"[7]\tvalid_0's poisson: -90.6859\tvalid_0's huber: 26.707\n",
"[8]\tvalid_0's poisson: -91.1428\tvalid_0's huber: 26.2772\n",
"[9]\tvalid_0's poisson: -91.587\tvalid_0's huber: 25.8577\n",
"[10]\tvalid_0's poisson: -92.0308\tvalid_0's huber: 25.4336\n",
"[11]\tvalid_0's poisson: -92.4481\tvalid_0's huber: 25.029\n",
"[12]\tvalid_0's poisson: -92.8657\tvalid_0's huber: 24.6292\n",
"[13]\tvalid_0's poisson: -93.2755\tvalid_0's huber: 24.2269\n",
"[14]\tvalid_0's poisson: -93.6986\tvalid_0's huber: 23.8474\n",
"[15]\tvalid_0's poisson: -94.1125\tvalid_0's huber: 23.462\n",
"[16]\tvalid_0's poisson: -94.5158\tvalid_0's huber: 23.0837\n",
"[17]\tvalid_0's poisson: -94.9146\tvalid_0's huber: 22.7204\n",
"[18]\tvalid_0's poisson: -95.2828\tvalid_0's huber: 22.3479\n",
"[19]\tvalid_0's poisson: -95.6501\tvalid_0's huber: 21.9749\n",
"[20]\tvalid_0's poisson: -96.0005\tvalid_0's huber: 21.6183\n",
"[21]\tvalid_0's poisson: -96.3618\tvalid_0's huber: 21.2802\n",
"[22]\tvalid_0's poisson: -96.7092\tvalid_0's huber: 20.9416\n",
"[23]\tvalid_0's poisson: -97.0447\tvalid_0's huber: 20.6115\n",
"[24]\tvalid_0's poisson: -97.3692\tvalid_0's huber: 20.292\n",
"[25]\tvalid_0's poisson: -97.6837\tvalid_0's huber: 19.9791\n",
"[26]\tvalid_0's poisson: -97.9973\tvalid_0's huber: 19.6788\n",
"[27]\tvalid_0's poisson: -98.2986\tvalid_0's huber: 19.3603\n",
"[28]\tvalid_0's poisson: -98.5829\tvalid_0's huber: 19.075\n",
"[29]\tvalid_0's poisson: -98.8709\tvalid_0's huber: 18.8023\n",
"[30]\tvalid_0's poisson: -99.1369\tvalid_0's huber: 18.534\n",
"[31]\tvalid_0's poisson: -99.4023\tvalid_0's huber: 18.2513\n",
"[32]\tvalid_0's poisson: -99.6436\tvalid_0's huber: 17.9886\n",
"[33]\tvalid_0's poisson: -99.8847\tvalid_0's huber: 17.7432\n",
"[34]\tvalid_0's poisson: -100.111\tvalid_0's huber: 17.5073\n",
"[35]\tvalid_0's poisson: -100.316\tvalid_0's huber: 17.2777\n",
"[36]\tvalid_0's poisson: -100.51\tvalid_0's huber: 17.0645\n",
"[37]\tvalid_0's poisson: -100.703\tvalid_0's huber: 16.8701\n",
"[38]\tvalid_0's poisson: -100.895\tvalid_0's huber: 16.6809\n",
"[39]\tvalid_0's poisson: -101.072\tvalid_0's huber: 16.507\n",
"[40]\tvalid_0's poisson: -101.23\tvalid_0's huber: 16.3486\n",
"[41]\tvalid_0's poisson: -101.382\tvalid_0's huber: 16.2011\n",
"[42]\tvalid_0's poisson: -101.513\tvalid_0's huber: 16.0688\n",
"[43]\tvalid_0's poisson: -101.609\tvalid_0's huber: 15.9493\n",
"[44]\tvalid_0's poisson: -101.643\tvalid_0's huber: 15.8439\n",
"[45]\tvalid_0's poisson: -101.733\tvalid_0's huber: 15.7464\n",
"[46]\tvalid_0's poisson: -101.818\tvalid_0's huber: 15.6627\n",
"[47]\tvalid_0's poisson: -101.891\tvalid_0's huber: 15.5795\n",
"[48]\tvalid_0's poisson: -101.964\tvalid_0's huber: 15.504\n",
"[49]\tvalid_0's poisson: -102.031\tvalid_0's huber: 15.4375\n",
"[50]\tvalid_0's poisson: -102.069\tvalid_0's huber: 15.3739\n",
"[51]\tvalid_0's poisson: -102.128\tvalid_0's huber: 15.3172\n",
"[52]\tvalid_0's poisson: -102.209\tvalid_0's huber: 15.2544\n",
"[53]\tvalid_0's poisson: -102.266\tvalid_0's huber: 15.1992\n",
"[54]\tvalid_0's poisson: -102.265\tvalid_0's huber: 15.1495\n",
"[55]\tvalid_0's poisson: -102.331\tvalid_0's huber: 15.0936\n",
"[56]\tvalid_0's poisson: -102.404\tvalid_0's huber: 15.032\n",
"[57]\tvalid_0's poisson: -102.406\tvalid_0's huber: 14.9744\n",
"[58]\tvalid_0's poisson: -102.437\tvalid_0's huber: 14.9234\n",
"[59]\tvalid_0's poisson: -102.481\tvalid_0's huber: 14.873\n",
"[60]\tvalid_0's poisson: -102.511\tvalid_0's huber: 14.8261\n",
"[61]\tvalid_0's poisson: -102.571\tvalid_0's huber: 14.7532\n",
"[62]\tvalid_0's poisson: -102.644\tvalid_0's huber: 14.6863\n",
"[63]\tvalid_0's poisson: -102.739\tvalid_0's huber: 14.624\n",
"[64]\tvalid_0's poisson: -102.744\tvalid_0's huber: 14.5686\n",
"[65]\tvalid_0's poisson: -102.871\tvalid_0's huber: 14.5124\n",
"[66]\tvalid_0's poisson: -102.986\tvalid_0's huber: 14.46\n",
"[67]\tvalid_0's poisson: -103.024\tvalid_0's huber: 14.4082\n",
"[68]\tvalid_0's poisson: -103.122\tvalid_0's huber: 14.3592\n",
"[69]\tvalid_0's poisson: -103.138\tvalid_0's huber: 14.3039\n",
"[70]\tvalid_0's poisson: -103.27\tvalid_0's huber: 14.2501\n",
"[71]\tvalid_0's poisson: -103.355\tvalid_0's huber: 14.1967\n",
"[72]\tvalid_0's poisson: -103.431\tvalid_0's huber: 14.1466\n",
"[73]\tvalid_0's poisson: -103.471\tvalid_0's huber: 14.1009\n",
"[74]\tvalid_0's poisson: -103.523\tvalid_0's huber: 14.0597\n",
"[75]\tvalid_0's poisson: -103.606\tvalid_0's huber: 14.0219\n",
"[76]\tvalid_0's poisson: -103.624\tvalid_0's huber: 13.9789\n",
"[77]\tvalid_0's poisson: -103.64\tvalid_0's huber: 13.9412\n",
"[78]\tvalid_0's poisson: -103.74\tvalid_0's huber: 13.8997\n",
"[79]\tvalid_0's poisson: -103.756\tvalid_0's huber: 13.8597\n",
"[80]\tvalid_0's poisson: -103.818\tvalid_0's huber: 13.8256\n",
"[81]\tvalid_0's poisson: -103.883\tvalid_0's huber: 13.7893\n",
"[82]\tvalid_0's poisson: -103.919\tvalid_0's huber: 13.7532\n",
"[83]\tvalid_0's poisson: -103.97\tvalid_0's huber: 13.7163\n",
"[84]\tvalid_0's poisson: -104.033\tvalid_0's huber: 13.6819\n",
"[85]\tvalid_0's poisson: -104.071\tvalid_0's huber: 13.6457\n",
"[86]\tvalid_0's poisson: -104.112\tvalid_0's huber: 13.6137\n",
"[87]\tvalid_0's poisson: -104.154\tvalid_0's huber: 13.5818\n",
"[88]\tvalid_0's poisson: -104.216\tvalid_0's huber: 13.5523\n",
"[89]\tvalid_0's poisson: -104.262\tvalid_0's huber: 13.5184\n",
"[90]\tvalid_0's poisson: -104.274\tvalid_0's huber: 13.4916\n",
"[91]\tvalid_0's poisson: -104.322\tvalid_0's huber: 13.4595\n",
"[92]\tvalid_0's poisson: -104.368\tvalid_0's huber: 13.4276\n",
"[93]\tvalid_0's poisson: -104.418\tvalid_0's huber: 13.3954\n",
"[94]\tvalid_0's poisson: -104.452\tvalid_0's huber: 13.3678\n",
"[95]\tvalid_0's poisson: -104.494\tvalid_0's huber: 13.3388\n",
"[96]\tvalid_0's poisson: -104.525\tvalid_0's huber: 13.3154\n",
"[97]\tvalid_0's poisson: -104.517\tvalid_0's huber: 13.2864\n",
"[98]\tvalid_0's poisson: -104.543\tvalid_0's huber: 13.2593\n",
"[99]\tvalid_0's poisson: -104.639\tvalid_0's huber: 13.2129\n",
"[100]\tvalid_0's poisson: -104.714\tvalid_0's huber: 13.1689\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7061\tvalid_0's huber: 29.3391\n",
"[2]\tvalid_0's poisson: -88.2321\tvalid_0's huber: 28.8744\n",
"[3]\tvalid_0's poisson: -88.7474\tvalid_0's huber: 28.417\n",
"[4]\tvalid_0's poisson: -89.2449\tvalid_0's huber: 27.9655\n",
"[5]\tvalid_0's poisson: -89.7362\tvalid_0's huber: 27.5207\n",
"[6]\tvalid_0's poisson: -90.2149\tvalid_0's huber: 27.0831\n",
"[7]\tvalid_0's poisson: -90.682\tvalid_0's huber: 26.6469\n",
"[8]\tvalid_0's poisson: -91.1342\tvalid_0's huber: 26.2228\n",
"[9]\tvalid_0's poisson: -91.5821\tvalid_0's huber: 25.8059\n",
"[10]\tvalid_0's poisson: -92.0174\tvalid_0's huber: 25.3903\n",
"[11]\tvalid_0's poisson: -92.4466\tvalid_0's huber: 24.9765\n",
"[12]\tvalid_0's poisson: -92.8616\tvalid_0's huber: 24.5798\n",
"[13]\tvalid_0's poisson: -93.2696\tvalid_0's huber: 24.1804\n",
"[14]\tvalid_0's poisson: -93.6685\tvalid_0's huber: 23.7898\n",
"[15]\tvalid_0's poisson: -94.0601\tvalid_0's huber: 23.4028\n",
"[16]\tvalid_0's poisson: -94.4402\tvalid_0's huber: 23.0245\n",
"[17]\tvalid_0's poisson: -94.8115\tvalid_0's huber: 22.6526\n",
"[18]\tvalid_0's poisson: -95.2025\tvalid_0's huber: 22.2967\n",
"[19]\tvalid_0's poisson: -95.5839\tvalid_0's huber: 21.9367\n",
"[20]\tvalid_0's poisson: -95.95\tvalid_0's huber: 21.5845\n",
"[21]\tvalid_0's poisson: -96.3204\tvalid_0's huber: 21.2455\n",
"[22]\tvalid_0's poisson: -96.6778\tvalid_0's huber: 20.9014\n",
"[23]\tvalid_0's poisson: -97.0235\tvalid_0's huber: 20.5761\n",
"[24]\tvalid_0's poisson: -97.3537\tvalid_0's huber: 20.2517\n",
"[25]\tvalid_0's poisson: -97.6712\tvalid_0's huber: 19.9392\n",
"[26]\tvalid_0's poisson: -97.994\tvalid_0's huber: 19.639\n",
"[27]\tvalid_0's poisson: -98.3023\tvalid_0's huber: 19.3354\n",
"[28]\tvalid_0's poisson: -98.5906\tvalid_0's huber: 19.0499\n",
"[29]\tvalid_0's poisson: -98.8669\tvalid_0's huber: 18.7744\n",
"[30]\tvalid_0's poisson: -99.1452\tvalid_0's huber: 18.4821\n",
"[31]\tvalid_0's poisson: -99.4059\tvalid_0's huber: 18.2087\n",
"[32]\tvalid_0's poisson: -99.6603\tvalid_0's huber: 17.9547\n",
"[33]\tvalid_0's poisson: -99.8957\tvalid_0's huber: 17.7046\n",
"[34]\tvalid_0's poisson: -100.115\tvalid_0's huber: 17.4659\n",
"[35]\tvalid_0's poisson: -100.318\tvalid_0's huber: 17.2409\n",
"[36]\tvalid_0's poisson: -100.521\tvalid_0's huber: 17.0394\n",
"[37]\tvalid_0's poisson: -100.723\tvalid_0's huber: 16.8444\n",
"[38]\tvalid_0's poisson: -100.913\tvalid_0's huber: 16.6619\n",
"[39]\tvalid_0's poisson: -101.088\tvalid_0's huber: 16.494\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[40]\tvalid_0's poisson: -101.252\tvalid_0's huber: 16.3296\n",
"[41]\tvalid_0's poisson: -101.391\tvalid_0's huber: 16.1848\n",
"[42]\tvalid_0's poisson: -101.531\tvalid_0's huber: 16.0531\n",
"[43]\tvalid_0's poisson: -101.64\tvalid_0's huber: 15.9279\n",
"[44]\tvalid_0's poisson: -101.744\tvalid_0's huber: 15.8278\n",
"[45]\tvalid_0's poisson: -101.838\tvalid_0's huber: 15.7308\n",
"[46]\tvalid_0's poisson: -101.934\tvalid_0's huber: 15.6398\n",
"[47]\tvalid_0's poisson: -102.005\tvalid_0's huber: 15.5563\n",
"[48]\tvalid_0's poisson: -102.077\tvalid_0's huber: 15.4849\n",
"[49]\tvalid_0's poisson: -102.145\tvalid_0's huber: 15.4139\n",
"[50]\tvalid_0's poisson: -102.159\tvalid_0's huber: 15.3496\n",
"[51]\tvalid_0's poisson: -102.193\tvalid_0's huber: 15.2883\n",
"[52]\tvalid_0's poisson: -102.237\tvalid_0's huber: 15.2323\n",
"[53]\tvalid_0's poisson: -102.272\tvalid_0's huber: 15.1787\n",
"[54]\tvalid_0's poisson: -102.353\tvalid_0's huber: 15.1185\n",
"[55]\tvalid_0's poisson: -102.412\tvalid_0's huber: 15.0637\n",
"[56]\tvalid_0's poisson: -102.488\tvalid_0's huber: 15.0097\n",
"[57]\tvalid_0's poisson: -102.5\tvalid_0's huber: 14.9523\n",
"[58]\tvalid_0's poisson: -102.538\tvalid_0's huber: 14.9039\n",
"[59]\tvalid_0's poisson: -102.608\tvalid_0's huber: 14.8546\n",
"[60]\tvalid_0's poisson: -102.678\tvalid_0's huber: 14.8089\n",
"[61]\tvalid_0's poisson: -102.641\tvalid_0's huber: 14.7629\n",
"[62]\tvalid_0's poisson: -102.7\tvalid_0's huber: 14.722\n",
"[63]\tvalid_0's poisson: -102.742\tvalid_0's huber: 14.6788\n",
"[64]\tvalid_0's poisson: -102.822\tvalid_0's huber: 14.6403\n",
"[65]\tvalid_0's poisson: -102.946\tvalid_0's huber: 14.5684\n",
"[66]\tvalid_0's poisson: -102.906\tvalid_0's huber: 14.5041\n",
"[67]\tvalid_0's poisson: -103.014\tvalid_0's huber: 14.4437\n",
"[68]\tvalid_0's poisson: -103.086\tvalid_0's huber: 14.3877\n",
"[69]\tvalid_0's poisson: -103.228\tvalid_0's huber: 14.3309\n",
"[70]\tvalid_0's poisson: -103.307\tvalid_0's huber: 14.2748\n",
"[71]\tvalid_0's poisson: -103.373\tvalid_0's huber: 14.2237\n",
"[72]\tvalid_0's poisson: -103.44\tvalid_0's huber: 14.1723\n",
"[73]\tvalid_0's poisson: -103.523\tvalid_0's huber: 14.1221\n",
"[74]\tvalid_0's poisson: -103.624\tvalid_0's huber: 14.0743\n",
"[75]\tvalid_0's poisson: -103.664\tvalid_0's huber: 14.0294\n",
"[76]\tvalid_0's poisson: -103.687\tvalid_0's huber: 13.98\n",
"[77]\tvalid_0's poisson: -103.771\tvalid_0's huber: 13.9343\n",
"[78]\tvalid_0's poisson: -103.845\tvalid_0's huber: 13.894\n",
"[79]\tvalid_0's poisson: -103.827\tvalid_0's huber: 13.8544\n",
"[80]\tvalid_0's poisson: -103.922\tvalid_0's huber: 13.8124\n",
"[81]\tvalid_0's poisson: -103.959\tvalid_0's huber: 13.772\n",
"[82]\tvalid_0's poisson: -104.024\tvalid_0's huber: 13.7288\n",
"[83]\tvalid_0's poisson: -104.087\tvalid_0's huber: 13.6876\n",
"[84]\tvalid_0's poisson: -104.126\tvalid_0's huber: 13.6538\n",
"[85]\tvalid_0's poisson: -104.174\tvalid_0's huber: 13.6158\n",
"[86]\tvalid_0's poisson: -104.192\tvalid_0's huber: 13.579\n",
"[87]\tvalid_0's poisson: -104.206\tvalid_0's huber: 13.5467\n",
"[88]\tvalid_0's poisson: -104.253\tvalid_0's huber: 13.5107\n",
"[89]\tvalid_0's poisson: -104.299\tvalid_0's huber: 13.4756\n",
"[90]\tvalid_0's poisson: -104.355\tvalid_0's huber: 13.442\n",
"[91]\tvalid_0's poisson: -104.399\tvalid_0's huber: 13.4076\n",
"[92]\tvalid_0's poisson: -104.413\tvalid_0's huber: 13.3713\n",
"[93]\tvalid_0's poisson: -104.397\tvalid_0's huber: 13.34\n",
"[94]\tvalid_0's poisson: -104.445\tvalid_0's huber: 13.3096\n",
"[95]\tvalid_0's poisson: -104.475\tvalid_0's huber: 13.2791\n",
"[96]\tvalid_0's poisson: -104.455\tvalid_0's huber: 13.2517\n",
"[97]\tvalid_0's poisson: -104.492\tvalid_0's huber: 13.2202\n",
"[98]\tvalid_0's poisson: -104.483\tvalid_0's huber: 13.1892\n",
"[99]\tvalid_0's poisson: -104.523\tvalid_0's huber: 13.1584\n",
"[100]\tvalid_0's poisson: -104.591\tvalid_0's huber: 13.1308\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7153\tvalid_0's huber: 29.3314\n",
"[2]\tvalid_0's poisson: -88.2426\tvalid_0's huber: 28.86\n",
"[3]\tvalid_0's poisson: -88.7563\tvalid_0's huber: 28.3956\n",
"[4]\tvalid_0's poisson: -89.2671\tvalid_0's huber: 27.9346\n",
"[5]\tvalid_0's poisson: -89.7593\tvalid_0's huber: 27.481\n",
"[6]\tvalid_0's poisson: -90.2391\tvalid_0's huber: 27.0342\n",
"[7]\tvalid_0's poisson: -90.7131\tvalid_0's huber: 26.5964\n",
"[8]\tvalid_0's poisson: -91.1765\tvalid_0's huber: 26.1673\n",
"[9]\tvalid_0's poisson: -91.6236\tvalid_0's huber: 25.7447\n",
"[10]\tvalid_0's poisson: -92.0639\tvalid_0's huber: 25.3307\n",
"[11]\tvalid_0's poisson: -92.4889\tvalid_0's huber: 24.9217\n",
"[12]\tvalid_0's poisson: -92.9095\tvalid_0's huber: 24.5201\n",
"[13]\tvalid_0's poisson: -93.3145\tvalid_0's huber: 24.125\n",
"[14]\tvalid_0's poisson: -93.7136\tvalid_0's huber: 23.7299\n",
"[15]\tvalid_0's poisson: -94.1232\tvalid_0's huber: 23.3476\n",
"[16]\tvalid_0's poisson: -94.5031\tvalid_0's huber: 22.9691\n",
"[17]\tvalid_0's poisson: -94.8743\tvalid_0's huber: 22.5978\n",
"[18]\tvalid_0's poisson: -95.257\tvalid_0's huber: 22.2356\n",
"[19]\tvalid_0's poisson: -95.6168\tvalid_0's huber: 21.8729\n",
"[20]\tvalid_0's poisson: -95.9828\tvalid_0's huber: 21.5228\n",
"[21]\tvalid_0's poisson: -96.345\tvalid_0's huber: 21.1874\n",
"[22]\tvalid_0's poisson: -96.6983\tvalid_0's huber: 20.8473\n",
"[23]\tvalid_0's poisson: -97.032\tvalid_0's huber: 20.5198\n",
"[24]\tvalid_0's poisson: -97.3539\tvalid_0's huber: 20.2026\n",
"[25]\tvalid_0's poisson: -97.6851\tvalid_0's huber: 19.8964\n",
"[26]\tvalid_0's poisson: -97.9994\tvalid_0's huber: 19.5668\n",
"[27]\tvalid_0's poisson: -98.3044\tvalid_0's huber: 19.278\n",
"[28]\tvalid_0's poisson: -98.6014\tvalid_0's huber: 18.9673\n",
"[29]\tvalid_0's poisson: -98.8966\tvalid_0's huber: 18.6945\n",
"[30]\tvalid_0's poisson: -99.1573\tvalid_0's huber: 18.4143\n",
"[31]\tvalid_0's poisson: -99.4197\tvalid_0's huber: 18.1505\n",
"[32]\tvalid_0's poisson: -99.6695\tvalid_0's huber: 17.8984\n",
"[33]\tvalid_0's poisson: -99.9057\tvalid_0's huber: 17.6549\n",
"[34]\tvalid_0's poisson: -100.123\tvalid_0's huber: 17.4191\n",
"[35]\tvalid_0's poisson: -100.324\tvalid_0's huber: 17.1941\n",
"[36]\tvalid_0's poisson: -100.515\tvalid_0's huber: 16.9847\n",
"[37]\tvalid_0's poisson: -100.7\tvalid_0's huber: 16.7953\n",
"[38]\tvalid_0's poisson: -100.89\tvalid_0's huber: 16.6091\n",
"[39]\tvalid_0's poisson: -101.066\tvalid_0's huber: 16.4384\n",
"[40]\tvalid_0's poisson: -101.222\tvalid_0's huber: 16.2799\n",
"[41]\tvalid_0's poisson: -101.37\tvalid_0's huber: 16.1371\n",
"[42]\tvalid_0's poisson: -101.494\tvalid_0's huber: 16.01\n",
"[43]\tvalid_0's poisson: -101.55\tvalid_0's huber: 15.8989\n",
"[44]\tvalid_0's poisson: -101.65\tvalid_0's huber: 15.7963\n",
"[45]\tvalid_0's poisson: -101.707\tvalid_0's huber: 15.7019\n",
"[46]\tvalid_0's poisson: -101.826\tvalid_0's huber: 15.6138\n",
"[47]\tvalid_0's poisson: -101.888\tvalid_0's huber: 15.5381\n",
"[48]\tvalid_0's poisson: -101.961\tvalid_0's huber: 15.458\n",
"[49]\tvalid_0's poisson: -101.989\tvalid_0's huber: 15.3899\n",
"[50]\tvalid_0's poisson: -102.015\tvalid_0's huber: 15.3204\n",
"[51]\tvalid_0's poisson: -102.118\tvalid_0's huber: 15.244\n",
"[52]\tvalid_0's poisson: -102.17\tvalid_0's huber: 15.1803\n",
"[53]\tvalid_0's poisson: -102.237\tvalid_0's huber: 15.126\n",
"[54]\tvalid_0's poisson: -102.205\tvalid_0's huber: 15.0723\n",
"[55]\tvalid_0's poisson: -102.265\tvalid_0's huber: 15.0147\n",
"[56]\tvalid_0's poisson: -102.308\tvalid_0's huber: 14.9619\n",
"[57]\tvalid_0's poisson: -102.32\tvalid_0's huber: 14.9068\n",
"[58]\tvalid_0's poisson: -102.33\tvalid_0's huber: 14.8581\n",
"[59]\tvalid_0's poisson: -102.427\tvalid_0's huber: 14.8063\n",
"[60]\tvalid_0's poisson: -102.468\tvalid_0's huber: 14.7593\n",
"[61]\tvalid_0's poisson: -102.517\tvalid_0's huber: 14.7145\n",
"[62]\tvalid_0's poisson: -102.566\tvalid_0's huber: 14.668\n",
"[63]\tvalid_0's poisson: -102.67\tvalid_0's huber: 14.6252\n",
"[64]\tvalid_0's poisson: -102.759\tvalid_0's huber: 14.5859\n",
"[65]\tvalid_0's poisson: -102.769\tvalid_0's huber: 14.5449\n",
"[66]\tvalid_0's poisson: -102.846\tvalid_0's huber: 14.5078\n",
"[67]\tvalid_0's poisson: -102.903\tvalid_0's huber: 14.472\n",
"[68]\tvalid_0's poisson: -102.917\tvalid_0's huber: 14.4383\n",
"[69]\tvalid_0's poisson: -102.969\tvalid_0's huber: 14.405\n",
"[70]\tvalid_0's poisson: -103.076\tvalid_0's huber: 14.3381\n",
"[71]\tvalid_0's poisson: -103.166\tvalid_0's huber: 14.277\n",
"[72]\tvalid_0's poisson: -103.275\tvalid_0's huber: 14.2195\n",
"[73]\tvalid_0's poisson: -103.315\tvalid_0's huber: 14.1663\n",
"[74]\tvalid_0's poisson: -103.425\tvalid_0's huber: 14.1146\n",
"[75]\tvalid_0's poisson: -103.435\tvalid_0's huber: 14.0593\n",
"[76]\tvalid_0's poisson: -103.595\tvalid_0's huber: 14.0031\n",
"[77]\tvalid_0's poisson: -103.67\tvalid_0's huber: 13.9528\n",
"[78]\tvalid_0's poisson: -103.758\tvalid_0's huber: 13.9035\n",
"[79]\tvalid_0's poisson: -103.797\tvalid_0's huber: 13.8581\n",
"[80]\tvalid_0's poisson: -103.809\tvalid_0's huber: 13.8123\n",
"[81]\tvalid_0's poisson: -103.878\tvalid_0's huber: 13.7714\n",
"[82]\tvalid_0's poisson: -103.947\tvalid_0's huber: 13.7291\n",
"[83]\tvalid_0's poisson: -104.05\tvalid_0's huber: 13.689\n",
"[84]\tvalid_0's poisson: -104.092\tvalid_0's huber: 13.6503\n",
"[85]\tvalid_0's poisson: -104.108\tvalid_0's huber: 13.6088\n",
"[86]\tvalid_0's poisson: -104.176\tvalid_0's huber: 13.5705\n",
"[87]\tvalid_0's poisson: -104.236\tvalid_0's huber: 13.5342\n",
"[88]\tvalid_0's poisson: -104.278\tvalid_0's huber: 13.4962\n",
"[89]\tvalid_0's poisson: -104.305\tvalid_0's huber: 13.4641\n",
"[90]\tvalid_0's poisson: -104.345\tvalid_0's huber: 13.4271\n",
"[91]\tvalid_0's poisson: -104.387\tvalid_0's huber: 13.3933\n",
"[92]\tvalid_0's poisson: -104.427\tvalid_0's huber: 13.3604\n",
"[93]\tvalid_0's poisson: -104.439\tvalid_0's huber: 13.3301\n",
"[94]\tvalid_0's poisson: -104.465\tvalid_0's huber: 13.301\n",
"[95]\tvalid_0's poisson: -104.501\tvalid_0's huber: 13.2723\n",
"[96]\tvalid_0's poisson: -104.535\tvalid_0's huber: 13.2449\n",
"[97]\tvalid_0's poisson: -104.576\tvalid_0's huber: 13.2146\n",
"[98]\tvalid_0's poisson: -104.611\tvalid_0's huber: 13.1879\n",
"[99]\tvalid_0's poisson: -104.637\tvalid_0's huber: 13.1628\n",
"[100]\tvalid_0's poisson: -104.67\tvalid_0's huber: 13.1373\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7058\tvalid_0's huber: 29.3668\n",
"[2]\tvalid_0's poisson: -88.2291\tvalid_0's huber: 28.8981\n",
"[3]\tvalid_0's poisson: -88.7461\tvalid_0's huber: 28.4372\n",
"[4]\tvalid_0's poisson: -89.244\tvalid_0's huber: 27.9835\n",
"[5]\tvalid_0's poisson: -89.735\tvalid_0's huber: 27.5381\n",
"[6]\tvalid_0's poisson: -90.2181\tvalid_0's huber: 27.0972\n",
"[7]\tvalid_0's poisson: -90.6853\tvalid_0's huber: 26.6632\n",
"[8]\tvalid_0's poisson: -91.1453\tvalid_0's huber: 26.2376\n",
"[9]\tvalid_0's poisson: -91.5938\tvalid_0's huber: 25.8205\n",
"[10]\tvalid_0's poisson: -92.0362\tvalid_0's huber: 25.398\n",
"[11]\tvalid_0's poisson: -92.4662\tvalid_0's huber: 24.9831\n",
"[12]\tvalid_0's poisson: -92.9073\tvalid_0's huber: 24.5937\n",
"[13]\tvalid_0's poisson: -93.3375\tvalid_0's huber: 24.1979\n",
"[14]\tvalid_0's poisson: -93.7583\tvalid_0's huber: 23.8088\n",
"[15]\tvalid_0's poisson: -94.1522\tvalid_0's huber: 23.4265\n",
"[16]\tvalid_0's poisson: -94.5517\tvalid_0's huber: 23.0509\n",
"[17]\tvalid_0's poisson: -94.9417\tvalid_0's huber: 22.6815\n",
"[18]\tvalid_0's poisson: -95.326\tvalid_0's huber: 22.3173\n",
"[19]\tvalid_0's poisson: -95.6834\tvalid_0's huber: 21.956\n",
"[20]\tvalid_0's poisson: -96.0334\tvalid_0's huber: 21.5991\n",
"[21]\tvalid_0's poisson: -96.3975\tvalid_0's huber: 21.263\n",
"[22]\tvalid_0's poisson: -96.7413\tvalid_0's huber: 20.9267\n",
"[23]\tvalid_0's poisson: -97.0737\tvalid_0's huber: 20.5999\n",
"[24]\tvalid_0's poisson: -97.3983\tvalid_0's huber: 20.2705\n",
"[25]\tvalid_0's poisson: -97.733\tvalid_0's huber: 19.9597\n",
"[26]\tvalid_0's poisson: -98.0446\tvalid_0's huber: 19.6322\n",
"[27]\tvalid_0's poisson: -98.36\tvalid_0's huber: 19.3379\n",
"[28]\tvalid_0's poisson: -98.6531\tvalid_0's huber: 19.0274\n",
"[29]\tvalid_0's poisson: -98.9369\tvalid_0's huber: 18.7555\n",
"[30]\tvalid_0's poisson: -99.2057\tvalid_0's huber: 18.4881\n",
"[31]\tvalid_0's poisson: -99.4724\tvalid_0's huber: 18.2192\n",
"[32]\tvalid_0's poisson: -99.7247\tvalid_0's huber: 17.964\n",
"[33]\tvalid_0's poisson: -99.9637\tvalid_0's huber: 17.711\n",
"[34]\tvalid_0's poisson: -100.193\tvalid_0's huber: 17.4777\n",
"[35]\tvalid_0's poisson: -100.402\tvalid_0's huber: 17.2455\n",
"[36]\tvalid_0's poisson: -100.594\tvalid_0's huber: 17.0314\n",
"[37]\tvalid_0's poisson: -100.793\tvalid_0's huber: 16.8348\n",
"[38]\tvalid_0's poisson: -100.977\tvalid_0's huber: 16.6521\n",
"[39]\tvalid_0's poisson: -101.154\tvalid_0's huber: 16.4791\n",
"[40]\tvalid_0's poisson: -101.318\tvalid_0's huber: 16.3194\n",
"[41]\tvalid_0's poisson: -101.472\tvalid_0's huber: 16.1666\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[42]\tvalid_0's poisson: -101.603\tvalid_0's huber: 16.0318\n",
"[43]\tvalid_0's poisson: -101.628\tvalid_0's huber: 15.9198\n",
"[44]\tvalid_0's poisson: -101.729\tvalid_0's huber: 15.8165\n",
"[45]\tvalid_0's poisson: -101.829\tvalid_0's huber: 15.7163\n",
"[46]\tvalid_0's poisson: -101.916\tvalid_0's huber: 15.6241\n",
"[47]\tvalid_0's poisson: -101.985\tvalid_0's huber: 15.5405\n",
"[48]\tvalid_0's poisson: -102.062\tvalid_0's huber: 15.4665\n",
"[49]\tvalid_0's poisson: -102.12\tvalid_0's huber: 15.394\n",
"[50]\tvalid_0's poisson: -102.166\tvalid_0's huber: 15.3272\n",
"[51]\tvalid_0's poisson: -102.196\tvalid_0's huber: 15.2672\n",
"[52]\tvalid_0's poisson: -102.259\tvalid_0's huber: 15.2117\n",
"[53]\tvalid_0's poisson: -102.304\tvalid_0's huber: 15.1614\n",
"[54]\tvalid_0's poisson: -102.361\tvalid_0's huber: 15.0999\n",
"[55]\tvalid_0's poisson: -102.438\tvalid_0's huber: 15.039\n",
"[56]\tvalid_0's poisson: -102.461\tvalid_0's huber: 14.9763\n",
"[57]\tvalid_0's poisson: -102.532\tvalid_0's huber: 14.9249\n",
"[58]\tvalid_0's poisson: -102.588\tvalid_0's huber: 14.8681\n",
"[59]\tvalid_0's poisson: -102.648\tvalid_0's huber: 14.8153\n",
"[60]\tvalid_0's poisson: -102.705\tvalid_0's huber: 14.7666\n",
"[61]\tvalid_0's poisson: -102.761\tvalid_0's huber: 14.7193\n",
"[62]\tvalid_0's poisson: -102.823\tvalid_0's huber: 14.6747\n",
"[63]\tvalid_0's poisson: -102.87\tvalid_0's huber: 14.6366\n",
"[64]\tvalid_0's poisson: -102.889\tvalid_0's huber: 14.593\n",
"[65]\tvalid_0's poisson: -102.933\tvalid_0's huber: 14.5515\n",
"[66]\tvalid_0's poisson: -102.935\tvalid_0's huber: 14.5159\n",
"[67]\tvalid_0's poisson: -103.026\tvalid_0's huber: 14.4408\n",
"[68]\tvalid_0's poisson: -103.104\tvalid_0's huber: 14.3753\n",
"[69]\tvalid_0's poisson: -103.112\tvalid_0's huber: 14.3156\n",
"[70]\tvalid_0's poisson: -103.195\tvalid_0's huber: 14.2592\n",
"[71]\tvalid_0's poisson: -103.251\tvalid_0's huber: 14.2057\n",
"[72]\tvalid_0's poisson: -103.221\tvalid_0's huber: 14.1557\n",
"[73]\tvalid_0's poisson: -103.353\tvalid_0's huber: 14.1081\n",
"[74]\tvalid_0's poisson: -103.44\tvalid_0's huber: 14.0615\n",
"[75]\tvalid_0's poisson: -103.492\tvalid_0's huber: 14.0159\n",
"[76]\tvalid_0's poisson: -103.601\tvalid_0's huber: 13.9715\n",
"[77]\tvalid_0's poisson: -103.66\tvalid_0's huber: 13.9305\n",
"[78]\tvalid_0's poisson: -103.75\tvalid_0's huber: 13.8904\n",
"[79]\tvalid_0's poisson: -103.793\tvalid_0's huber: 13.8543\n",
"[80]\tvalid_0's poisson: -103.865\tvalid_0's huber: 13.817\n",
"[81]\tvalid_0's poisson: -103.914\tvalid_0's huber: 13.7806\n",
"[82]\tvalid_0's poisson: -103.968\tvalid_0's huber: 13.7427\n",
"[83]\tvalid_0's poisson: -103.967\tvalid_0's huber: 13.7083\n",
"[84]\tvalid_0's poisson: -104.018\tvalid_0's huber: 13.6724\n",
"[85]\tvalid_0's poisson: -104.029\tvalid_0's huber: 13.6366\n",
"[86]\tvalid_0's poisson: -104.069\tvalid_0's huber: 13.6042\n",
"[87]\tvalid_0's poisson: -104.184\tvalid_0's huber: 13.5588\n",
"[88]\tvalid_0's poisson: -104.236\tvalid_0's huber: 13.5178\n",
"[89]\tvalid_0's poisson: -104.271\tvalid_0's huber: 13.4805\n",
"[90]\tvalid_0's poisson: -104.266\tvalid_0's huber: 13.4422\n",
"[91]\tvalid_0's poisson: -104.314\tvalid_0's huber: 13.4086\n",
"[92]\tvalid_0's poisson: -104.338\tvalid_0's huber: 13.3804\n",
"[93]\tvalid_0's poisson: -104.366\tvalid_0's huber: 13.3523\n",
"[94]\tvalid_0's poisson: -104.402\tvalid_0's huber: 13.3216\n",
"[95]\tvalid_0's poisson: -104.419\tvalid_0's huber: 13.2955\n",
"[96]\tvalid_0's poisson: -104.455\tvalid_0's huber: 13.2694\n",
"[97]\tvalid_0's poisson: -104.49\tvalid_0's huber: 13.2449\n",
"[98]\tvalid_0's poisson: -104.553\tvalid_0's huber: 13.2096\n",
"[99]\tvalid_0's poisson: -104.586\tvalid_0's huber: 13.1856\n",
"[100]\tvalid_0's poisson: -104.615\tvalid_0's huber: 13.1577\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7107\tvalid_0's huber: 29.3203\n",
"[2]\tvalid_0's poisson: -88.2323\tvalid_0's huber: 28.8547\n",
"[3]\tvalid_0's poisson: -88.7462\tvalid_0's huber: 28.3974\n",
"[4]\tvalid_0's poisson: -89.2423\tvalid_0's huber: 27.9467\n",
"[5]\tvalid_0's poisson: -89.7344\tvalid_0's huber: 27.5013\n",
"[6]\tvalid_0's poisson: -90.2106\tvalid_0's huber: 27.0609\n",
"[7]\tvalid_0's poisson: -90.68\tvalid_0's huber: 26.6293\n",
"[8]\tvalid_0's poisson: -91.1424\tvalid_0's huber: 26.194\n",
"[9]\tvalid_0's poisson: -91.5877\tvalid_0's huber: 25.7792\n",
"[10]\tvalid_0's poisson: -92.0259\tvalid_0's huber: 25.3587\n",
"[11]\tvalid_0's poisson: -92.4511\tvalid_0's huber: 24.9518\n",
"[12]\tvalid_0's poisson: -92.8701\tvalid_0's huber: 24.552\n",
"[13]\tvalid_0's poisson: -93.3026\tvalid_0's huber: 24.1558\n",
"[14]\tvalid_0's poisson: -93.7239\tvalid_0's huber: 23.7668\n",
"[15]\tvalid_0's poisson: -94.1405\tvalid_0's huber: 23.3938\n",
"[16]\tvalid_0's poisson: -94.5237\tvalid_0's huber: 23.0118\n",
"[17]\tvalid_0's poisson: -94.8948\tvalid_0's huber: 22.642\n",
"[18]\tvalid_0's poisson: -95.28\tvalid_0's huber: 22.279\n",
"[19]\tvalid_0's poisson: -95.637\tvalid_0's huber: 21.9187\n",
"[20]\tvalid_0's poisson: -95.988\tvalid_0's huber: 21.5621\n",
"[21]\tvalid_0's poisson: -96.36\tvalid_0's huber: 21.2241\n",
"[22]\tvalid_0's poisson: -96.7062\tvalid_0's huber: 20.8869\n",
"[23]\tvalid_0's poisson: -97.0409\tvalid_0's huber: 20.5593\n",
"[24]\tvalid_0's poisson: -97.3743\tvalid_0's huber: 20.2448\n",
"[25]\tvalid_0's poisson: -97.6888\tvalid_0's huber: 19.9336\n",
"[26]\tvalid_0's poisson: -97.9908\tvalid_0's huber: 19.6331\n",
"[27]\tvalid_0's poisson: -98.2955\tvalid_0's huber: 19.3127\n",
"[28]\tvalid_0's poisson: -98.5954\tvalid_0's huber: 19.0327\n",
"[29]\tvalid_0's poisson: -98.8815\tvalid_0's huber: 18.7313\n",
"[30]\tvalid_0's poisson: -99.1703\tvalid_0's huber: 18.4659\n",
"[31]\tvalid_0's poisson: -99.4236\tvalid_0's huber: 18.194\n",
"[32]\tvalid_0's poisson: -99.6758\tvalid_0's huber: 17.9392\n",
"[33]\tvalid_0's poisson: -99.9149\tvalid_0's huber: 17.6969\n",
"[34]\tvalid_0's poisson: -100.141\tvalid_0's huber: 17.4627\n",
"[35]\tvalid_0's poisson: -100.348\tvalid_0's huber: 17.2329\n",
"[36]\tvalid_0's poisson: -100.54\tvalid_0's huber: 17.0221\n",
"[37]\tvalid_0's poisson: -100.731\tvalid_0's huber: 16.8305\n",
"[38]\tvalid_0's poisson: -100.919\tvalid_0's huber: 16.647\n",
"[39]\tvalid_0's poisson: -101.092\tvalid_0's huber: 16.4784\n",
"[40]\tvalid_0's poisson: -101.251\tvalid_0's huber: 16.3238\n",
"[41]\tvalid_0's poisson: -101.392\tvalid_0's huber: 16.1826\n",
"[42]\tvalid_0's poisson: -101.515\tvalid_0's huber: 16.0534\n",
"[43]\tvalid_0's poisson: -101.534\tvalid_0's huber: 15.9345\n",
"[44]\tvalid_0's poisson: -101.634\tvalid_0's huber: 15.8281\n",
"[45]\tvalid_0's poisson: -101.732\tvalid_0's huber: 15.7297\n",
"[46]\tvalid_0's poisson: -101.821\tvalid_0's huber: 15.6349\n",
"[47]\tvalid_0's poisson: -101.906\tvalid_0's huber: 15.5485\n",
"[48]\tvalid_0's poisson: -101.983\tvalid_0's huber: 15.47\n",
"[49]\tvalid_0's poisson: -102.042\tvalid_0's huber: 15.403\n",
"[50]\tvalid_0's poisson: -102.115\tvalid_0's huber: 15.3393\n",
"[51]\tvalid_0's poisson: -102.131\tvalid_0's huber: 15.2764\n",
"[52]\tvalid_0's poisson: -102.18\tvalid_0's huber: 15.2189\n",
"[53]\tvalid_0's poisson: -102.242\tvalid_0's huber: 15.166\n",
"[54]\tvalid_0's poisson: -102.283\tvalid_0's huber: 15.1145\n",
"[55]\tvalid_0's poisson: -102.355\tvalid_0's huber: 15.0593\n",
"[56]\tvalid_0's poisson: -102.413\tvalid_0's huber: 15.0075\n",
"[57]\tvalid_0's poisson: -102.386\tvalid_0's huber: 14.9563\n",
"[58]\tvalid_0's poisson: -102.422\tvalid_0's huber: 14.9006\n",
"[59]\tvalid_0's poisson: -102.476\tvalid_0's huber: 14.8467\n",
"[60]\tvalid_0's poisson: -102.557\tvalid_0's huber: 14.7958\n",
"[61]\tvalid_0's poisson: -102.56\tvalid_0's huber: 14.7543\n",
"[62]\tvalid_0's poisson: -102.64\tvalid_0's huber: 14.7098\n",
"[63]\tvalid_0's poisson: -102.644\tvalid_0's huber: 14.6683\n",
"[64]\tvalid_0's poisson: -102.725\tvalid_0's huber: 14.6293\n",
"[65]\tvalid_0's poisson: -102.797\tvalid_0's huber: 14.5927\n",
"[66]\tvalid_0's poisson: -102.85\tvalid_0's huber: 14.5264\n",
"[67]\tvalid_0's poisson: -102.931\tvalid_0's huber: 14.4613\n",
"[68]\tvalid_0's poisson: -102.972\tvalid_0's huber: 14.4012\n",
"[69]\tvalid_0's poisson: -103.068\tvalid_0's huber: 14.3482\n",
"[70]\tvalid_0's poisson: -103.137\tvalid_0's huber: 14.2951\n",
"[71]\tvalid_0's poisson: -103.146\tvalid_0's huber: 14.2447\n",
"[72]\tvalid_0's poisson: -103.254\tvalid_0's huber: 14.1969\n",
"[73]\tvalid_0's poisson: -103.313\tvalid_0's huber: 14.1461\n",
"[74]\tvalid_0's poisson: -103.373\tvalid_0's huber: 14.1018\n",
"[75]\tvalid_0's poisson: -103.448\tvalid_0's huber: 14.058\n",
"[76]\tvalid_0's poisson: -103.554\tvalid_0's huber: 14.0142\n",
"[77]\tvalid_0's poisson: -103.597\tvalid_0's huber: 13.9712\n",
"[78]\tvalid_0's poisson: -103.634\tvalid_0's huber: 13.9327\n",
"[79]\tvalid_0's poisson: -103.683\tvalid_0's huber: 13.8915\n",
"[80]\tvalid_0's poisson: -103.782\tvalid_0's huber: 13.8548\n",
"[81]\tvalid_0's poisson: -103.835\tvalid_0's huber: 13.8083\n",
"[82]\tvalid_0's poisson: -103.877\tvalid_0's huber: 13.77\n",
"[83]\tvalid_0's poisson: -103.978\tvalid_0's huber: 13.7324\n",
"[84]\tvalid_0's poisson: -104.029\tvalid_0's huber: 13.692\n",
"[85]\tvalid_0's poisson: -104.094\tvalid_0's huber: 13.6517\n",
"[86]\tvalid_0's poisson: -104.139\tvalid_0's huber: 13.6151\n",
"[87]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.5817\n",
"[88]\tvalid_0's poisson: -104.243\tvalid_0's huber: 13.5468\n",
"[89]\tvalid_0's poisson: -104.279\tvalid_0's huber: 13.5117\n",
"[90]\tvalid_0's poisson: -104.314\tvalid_0's huber: 13.4834\n",
"[91]\tvalid_0's poisson: -104.351\tvalid_0's huber: 13.4488\n",
"[92]\tvalid_0's poisson: -104.399\tvalid_0's huber: 13.416\n",
"[93]\tvalid_0's poisson: -104.411\tvalid_0's huber: 13.3798\n",
"[94]\tvalid_0's poisson: -104.493\tvalid_0's huber: 13.3478\n",
"[95]\tvalid_0's poisson: -104.543\tvalid_0's huber: 13.3158\n",
"[96]\tvalid_0's poisson: -104.538\tvalid_0's huber: 13.2877\n",
"[97]\tvalid_0's poisson: -104.591\tvalid_0's huber: 13.2607\n",
"[98]\tvalid_0's poisson: -104.624\tvalid_0's huber: 13.2307\n",
"[99]\tvalid_0's poisson: -104.67\tvalid_0's huber: 13.1955\n",
"[100]\tvalid_0's poisson: -104.716\tvalid_0's huber: 13.1709\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.704\tvalid_0's huber: 29.4112\n",
"[2]\tvalid_0's poisson: -88.2255\tvalid_0's huber: 28.9435\n",
"[3]\tvalid_0's poisson: -88.741\tvalid_0's huber: 28.4832\n",
"[4]\tvalid_0's poisson: -89.2446\tvalid_0's huber: 28.03\n",
"[5]\tvalid_0's poisson: -89.7308\tvalid_0's huber: 27.5827\n",
"[6]\tvalid_0's poisson: -90.2137\tvalid_0's huber: 27.1407\n",
"[7]\tvalid_0's poisson: -90.6857\tvalid_0's huber: 26.7063\n",
"[8]\tvalid_0's poisson: -91.1426\tvalid_0's huber: 26.2764\n",
"[9]\tvalid_0's poisson: -91.5868\tvalid_0's huber: 25.8569\n",
"[10]\tvalid_0's poisson: -92.0307\tvalid_0's huber: 25.4328\n",
"[11]\tvalid_0's poisson: -92.448\tvalid_0's huber: 25.0283\n",
"[12]\tvalid_0's poisson: -92.8656\tvalid_0's huber: 24.6285\n",
"[13]\tvalid_0's poisson: -93.2755\tvalid_0's huber: 24.2262\n",
"[14]\tvalid_0's poisson: -93.6986\tvalid_0's huber: 23.8466\n",
"[15]\tvalid_0's poisson: -94.1125\tvalid_0's huber: 23.4612\n",
"[16]\tvalid_0's poisson: -94.5159\tvalid_0's huber: 23.083\n",
"[17]\tvalid_0's poisson: -94.9147\tvalid_0's huber: 22.7197\n",
"[18]\tvalid_0's poisson: -95.2828\tvalid_0's huber: 22.3476\n",
"[19]\tvalid_0's poisson: -95.6502\tvalid_0's huber: 21.9747\n",
"[20]\tvalid_0's poisson: -96.0005\tvalid_0's huber: 21.618\n",
"[21]\tvalid_0's poisson: -96.362\tvalid_0's huber: 21.2797\n",
"[22]\tvalid_0's poisson: -96.7094\tvalid_0's huber: 20.9412\n",
"[23]\tvalid_0's poisson: -97.0449\tvalid_0's huber: 20.6112\n",
"[24]\tvalid_0's poisson: -97.3693\tvalid_0's huber: 20.2919\n",
"[25]\tvalid_0's poisson: -97.6923\tvalid_0's huber: 19.9825\n",
"[26]\tvalid_0's poisson: -97.9977\tvalid_0's huber: 19.6776\n",
"[27]\tvalid_0's poisson: -98.2991\tvalid_0's huber: 19.3588\n",
"[28]\tvalid_0's poisson: -98.5972\tvalid_0's huber: 19.0765\n",
"[29]\tvalid_0's poisson: -98.8711\tvalid_0's huber: 18.8008\n",
"[30]\tvalid_0's poisson: -99.137\tvalid_0's huber: 18.5325\n",
"[31]\tvalid_0's poisson: -99.4025\tvalid_0's huber: 18.2501\n",
"[32]\tvalid_0's poisson: -99.6436\tvalid_0's huber: 17.9875\n",
"[33]\tvalid_0's poisson: -99.883\tvalid_0's huber: 17.7398\n",
"[34]\tvalid_0's poisson: -100.124\tvalid_0's huber: 17.4879\n",
"[35]\tvalid_0's poisson: -100.332\tvalid_0's huber: 17.2602\n",
"[36]\tvalid_0's poisson: -100.537\tvalid_0's huber: 17.0485\n",
"[37]\tvalid_0's poisson: -100.727\tvalid_0's huber: 16.8515\n",
"[38]\tvalid_0's poisson: -100.917\tvalid_0's huber: 16.6648\n",
"[39]\tvalid_0's poisson: -101.087\tvalid_0's huber: 16.4946\n",
"[40]\tvalid_0's poisson: -101.253\tvalid_0's huber: 16.3332\n",
"[41]\tvalid_0's poisson: -101.405\tvalid_0's huber: 16.1873\n",
"[42]\tvalid_0's poisson: -101.533\tvalid_0's huber: 16.0567\n",
"[43]\tvalid_0's poisson: -101.64\tvalid_0's huber: 15.938\n",
"[44]\tvalid_0's poisson: -101.658\tvalid_0's huber: 15.8384\n",
"[45]\tvalid_0's poisson: -101.755\tvalid_0's huber: 15.7439\n",
"[46]\tvalid_0's poisson: -101.823\tvalid_0's huber: 15.6546\n",
"[47]\tvalid_0's poisson: -101.897\tvalid_0's huber: 15.5709\n",
"[48]\tvalid_0's poisson: -101.944\tvalid_0's huber: 15.4944\n",
"[49]\tvalid_0's poisson: -102.017\tvalid_0's huber: 15.4281\n",
"[50]\tvalid_0's poisson: -102.077\tvalid_0's huber: 15.3653\n",
"[51]\tvalid_0's poisson: -102.116\tvalid_0's huber: 15.3073\n",
"[52]\tvalid_0's poisson: -102.175\tvalid_0's huber: 15.2531\n",
"[53]\tvalid_0's poisson: -102.242\tvalid_0's huber: 15.1925\n",
"[54]\tvalid_0's poisson: -102.278\tvalid_0's huber: 15.1277\n",
"[55]\tvalid_0's poisson: -102.355\tvalid_0's huber: 15.0678\n",
"[56]\tvalid_0's poisson: -102.353\tvalid_0's huber: 15.0106\n",
"[57]\tvalid_0's poisson: -102.416\tvalid_0's huber: 14.957\n",
"[58]\tvalid_0's poisson: -102.471\tvalid_0's huber: 14.9116\n",
"[59]\tvalid_0's poisson: -102.465\tvalid_0's huber: 14.8648\n",
"[60]\tvalid_0's poisson: -102.494\tvalid_0's huber: 14.822\n",
"[61]\tvalid_0's poisson: -102.551\tvalid_0's huber: 14.782\n",
"[62]\tvalid_0's poisson: -102.583\tvalid_0's huber: 14.7404\n",
"[63]\tvalid_0's poisson: -102.619\tvalid_0's huber: 14.7029\n",
"[64]\tvalid_0's poisson: -102.655\tvalid_0's huber: 14.6686\n",
"[65]\tvalid_0's poisson: -102.664\tvalid_0's huber: 14.636\n",
"[66]\tvalid_0's poisson: -102.708\tvalid_0's huber: 14.5955\n",
"[67]\tvalid_0's poisson: -102.839\tvalid_0's huber: 14.5541\n",
"[68]\tvalid_0's poisson: -102.867\tvalid_0's huber: 14.5019\n",
"[69]\tvalid_0's poisson: -102.983\tvalid_0's huber: 14.4646\n",
"[70]\tvalid_0's poisson: -103.013\tvalid_0's huber: 14.4262\n",
"[71]\tvalid_0's poisson: -103.106\tvalid_0's huber: 14.388\n",
"[72]\tvalid_0's poisson: -103.124\tvalid_0's huber: 14.3516\n",
"[73]\tvalid_0's poisson: -103.174\tvalid_0's huber: 14.3173\n",
"[74]\tvalid_0's poisson: -103.198\tvalid_0's huber: 14.283\n",
"[75]\tvalid_0's poisson: -103.217\tvalid_0's huber: 14.25\n",
"[76]\tvalid_0's poisson: -103.274\tvalid_0's huber: 14.2206\n",
"[77]\tvalid_0's poisson: -103.278\tvalid_0's huber: 14.1904\n",
"[78]\tvalid_0's poisson: -103.294\tvalid_0's huber: 14.1567\n",
"[79]\tvalid_0's poisson: -103.319\tvalid_0's huber: 14.1251\n",
"[80]\tvalid_0's poisson: -103.28\tvalid_0's huber: 14.0948\n",
"[81]\tvalid_0's poisson: -103.299\tvalid_0's huber: 14.0657\n",
"[82]\tvalid_0's poisson: -103.372\tvalid_0's huber: 14.0415\n",
"[83]\tvalid_0's poisson: -103.455\tvalid_0's huber: 14.0081\n",
"[84]\tvalid_0's poisson: -103.495\tvalid_0's huber: 13.9792\n",
"[85]\tvalid_0's poisson: -103.57\tvalid_0's huber: 13.9501\n",
"[86]\tvalid_0's poisson: -103.65\tvalid_0's huber: 13.8861\n",
"[87]\tvalid_0's poisson: -103.728\tvalid_0's huber: 13.83\n",
"[88]\tvalid_0's poisson: -103.755\tvalid_0's huber: 13.7976\n",
"[89]\tvalid_0's poisson: -103.788\tvalid_0's huber: 13.7666\n",
"[90]\tvalid_0's poisson: -103.794\tvalid_0's huber: 13.737\n",
"[91]\tvalid_0's poisson: -103.778\tvalid_0's huber: 13.7038\n",
"[92]\tvalid_0's poisson: -103.758\tvalid_0's huber: 13.67\n",
"[93]\tvalid_0's poisson: -103.849\tvalid_0's huber: 13.6142\n",
"[94]\tvalid_0's poisson: -103.964\tvalid_0's huber: 13.5672\n",
"[95]\tvalid_0's poisson: -103.965\tvalid_0's huber: 13.5381\n",
"[96]\tvalid_0's poisson: -104.003\tvalid_0's huber: 13.5059\n",
"[97]\tvalid_0's poisson: -103.984\tvalid_0's huber: 13.4784\n",
"[98]\tvalid_0's poisson: -104.002\tvalid_0's huber: 13.4503\n",
"[99]\tvalid_0's poisson: -104\tvalid_0's huber: 13.4259\n",
"[100]\tvalid_0's poisson: -104.082\tvalid_0's huber: 13.3788\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=3; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3388\tvalid_0's huber: 29.6754\n",
"[2]\tvalid_0's poisson: -87.5035\tvalid_0's huber: 29.5397\n",
"[3]\tvalid_0's poisson: -87.6672\tvalid_0's huber: 29.4044\n",
"[4]\tvalid_0's poisson: -87.8298\tvalid_0's huber: 29.2696\n",
"[5]\tvalid_0's poisson: -87.9916\tvalid_0's huber: 29.1354\n",
"[6]\tvalid_0's poisson: -88.153\tvalid_0's huber: 29.001\n",
"[7]\tvalid_0's poisson: -88.3134\tvalid_0's huber: 28.867\n",
"[8]\tvalid_0's poisson: -88.473\tvalid_0's huber: 28.7338\n",
"[9]\tvalid_0's poisson: -88.6307\tvalid_0's huber: 28.602\n",
"[10]\tvalid_0's poisson: -88.7875\tvalid_0's huber: 28.4707\n",
"[11]\tvalid_0's poisson: -88.9435\tvalid_0's huber: 28.3398\n",
"[12]\tvalid_0's poisson: -89.0986\tvalid_0's huber: 28.2092\n",
"[13]\tvalid_0's poisson: -89.2529\tvalid_0's huber: 28.0791\n",
"[14]\tvalid_0's poisson: -89.4062\tvalid_0's huber: 27.9494\n",
"[15]\tvalid_0's poisson: -89.5587\tvalid_0's huber: 27.8202\n",
"[16]\tvalid_0's poisson: -89.7104\tvalid_0's huber: 27.6912\n",
"[17]\tvalid_0's poisson: -89.8613\tvalid_0's huber: 27.5625\n",
"[18]\tvalid_0's poisson: -90.0114\tvalid_0's huber: 27.4342\n",
"[19]\tvalid_0's poisson: -90.1604\tvalid_0's huber: 27.3066\n",
"[20]\tvalid_0's poisson: -90.3089\tvalid_0's huber: 27.1791\n",
"[21]\tvalid_0's poisson: -90.4562\tvalid_0's huber: 27.0522\n",
"[22]\tvalid_0's poisson: -90.6025\tvalid_0's huber: 26.9261\n",
"[23]\tvalid_0's poisson: -90.748\tvalid_0's huber: 26.8001\n",
"[24]\tvalid_0's poisson: -90.893\tvalid_0's huber: 26.6741\n",
"[25]\tvalid_0's poisson: -91.0366\tvalid_0's huber: 26.5492\n",
"[26]\tvalid_0's poisson: -91.1792\tvalid_0's huber: 26.4248\n",
"[27]\tvalid_0's poisson: -91.3216\tvalid_0's huber: 26.3003\n",
"[28]\tvalid_0's poisson: -91.4626\tvalid_0's huber: 26.177\n",
"[29]\tvalid_0's poisson: -91.6025\tvalid_0's huber: 26.0544\n",
"[30]\tvalid_0's poisson: -91.7429\tvalid_0's huber: 25.9311\n",
"[31]\tvalid_0's poisson: -91.882\tvalid_0's huber: 25.8092\n",
"[32]\tvalid_0's poisson: -92.0197\tvalid_0's huber: 25.6883\n",
"[33]\tvalid_0's poisson: -92.1587\tvalid_0's huber: 25.5658\n",
"[34]\tvalid_0's poisson: -92.2966\tvalid_0's huber: 25.4436\n",
"[35]\tvalid_0's poisson: -92.4335\tvalid_0's huber: 25.3219\n",
"[36]\tvalid_0's poisson: -92.5696\tvalid_0's huber: 25.2008\n",
"[37]\tvalid_0's poisson: -92.7046\tvalid_0's huber: 25.0807\n",
"[38]\tvalid_0's poisson: -92.8388\tvalid_0's huber: 24.961\n",
"[39]\tvalid_0's poisson: -92.972\tvalid_0's huber: 24.8418\n",
"[40]\tvalid_0's poisson: -93.104\tvalid_0's huber: 24.7242\n",
"[41]\tvalid_0's poisson: -93.2358\tvalid_0's huber: 24.6058\n",
"[42]\tvalid_0's poisson: -93.3667\tvalid_0's huber: 24.4879\n",
"[43]\tvalid_0's poisson: -93.4957\tvalid_0's huber: 24.3724\n",
"[44]\tvalid_0's poisson: -93.6264\tvalid_0's huber: 24.2547\n",
"[45]\tvalid_0's poisson: -93.7545\tvalid_0's huber: 24.1398\n",
"[46]\tvalid_0's poisson: -93.8837\tvalid_0's huber: 24.0231\n",
"[47]\tvalid_0's poisson: -94.0101\tvalid_0's huber: 23.9092\n",
"[48]\tvalid_0's poisson: -94.1377\tvalid_0's huber: 23.7932\n",
"[49]\tvalid_0's poisson: -94.2633\tvalid_0's huber: 23.6786\n",
"[50]\tvalid_0's poisson: -94.3878\tvalid_0's huber: 23.566\n",
"[51]\tvalid_0's poisson: -94.5135\tvalid_0's huber: 23.4513\n",
"[52]\tvalid_0's poisson: -94.6374\tvalid_0's huber: 23.3377\n",
"[53]\tvalid_0's poisson: -94.7612\tvalid_0's huber: 23.2253\n",
"[54]\tvalid_0's poisson: -94.8846\tvalid_0's huber: 23.1119\n",
"[55]\tvalid_0's poisson: -95.0062\tvalid_0's huber: 22.9997\n",
"[56]\tvalid_0's poisson: -95.128\tvalid_0's huber: 22.8878\n",
"[57]\tvalid_0's poisson: -95.249\tvalid_0's huber: 22.777\n",
"[58]\tvalid_0's poisson: -95.3692\tvalid_0's huber: 22.6662\n",
"[59]\tvalid_0's poisson: -95.4899\tvalid_0's huber: 22.5537\n",
"[60]\tvalid_0's poisson: -95.6104\tvalid_0's huber: 22.4417\n",
"[61]\tvalid_0's poisson: -95.7291\tvalid_0's huber: 22.3317\n",
"[62]\tvalid_0's poisson: -95.8483\tvalid_0's huber: 22.2205\n",
"[63]\tvalid_0's poisson: -95.9654\tvalid_0's huber: 22.1114\n",
"[64]\tvalid_0's poisson: -96.0833\tvalid_0's huber: 22.0009\n",
"[65]\tvalid_0's poisson: -96.1994\tvalid_0's huber: 21.8924\n",
"[66]\tvalid_0's poisson: -96.3156\tvalid_0's huber: 21.7831\n",
"[67]\tvalid_0's poisson: -96.4313\tvalid_0's huber: 21.6739\n",
"[68]\tvalid_0's poisson: -96.5423\tvalid_0's huber: 21.5675\n",
"[69]\tvalid_0's poisson: -96.6553\tvalid_0's huber: 21.461\n",
"[70]\tvalid_0's poisson: -96.7653\tvalid_0's huber: 21.3555\n",
"[71]\tvalid_0's poisson: -96.8772\tvalid_0's huber: 21.2497\n",
"[72]\tvalid_0's poisson: -96.9872\tvalid_0's huber: 21.1437\n",
"[73]\tvalid_0's poisson: -97.0976\tvalid_0's huber: 21.0389\n",
"[74]\tvalid_0's poisson: -97.2066\tvalid_0's huber: 20.9336\n",
"[75]\tvalid_0's poisson: -97.3153\tvalid_0's huber: 20.8298\n",
"[76]\tvalid_0's poisson: -97.4231\tvalid_0's huber: 20.7253\n",
"[77]\tvalid_0's poisson: -97.5318\tvalid_0's huber: 20.6201\n",
"[78]\tvalid_0's poisson: -97.6383\tvalid_0's huber: 20.5169\n",
"[79]\tvalid_0's poisson: -97.7455\tvalid_0's huber: 20.414\n",
"[80]\tvalid_0's poisson: -97.8507\tvalid_0's huber: 20.3118\n",
"[81]\tvalid_0's poisson: -97.9563\tvalid_0's huber: 20.2101\n",
"[82]\tvalid_0's poisson: -98.0602\tvalid_0's huber: 20.1089\n",
"[83]\tvalid_0's poisson: -98.1635\tvalid_0's huber: 20.0081\n",
"[84]\tvalid_0's poisson: -98.2678\tvalid_0's huber: 19.9071\n",
"[85]\tvalid_0's poisson: -98.3698\tvalid_0's huber: 19.8074\n",
"[86]\tvalid_0's poisson: -98.4726\tvalid_0's huber: 19.7077\n",
"[87]\tvalid_0's poisson: -98.5743\tvalid_0's huber: 19.6085\n",
"[88]\tvalid_0's poisson: -98.6739\tvalid_0's huber: 19.5105\n",
"[89]\tvalid_0's poisson: -98.7742\tvalid_0's huber: 19.4127\n",
"[90]\tvalid_0's poisson: -98.8738\tvalid_0's huber: 19.315\n",
"[91]\tvalid_0's poisson: -98.9723\tvalid_0's huber: 19.2181\n",
"[92]\tvalid_0's poisson: -99.0702\tvalid_0's huber: 19.1211\n",
"[93]\tvalid_0's poisson: -99.1685\tvalid_0's huber: 19.025\n",
"[94]\tvalid_0's poisson: -99.265\tvalid_0's huber: 18.9294\n",
"[95]\tvalid_0's poisson: -99.361\tvalid_0's huber: 18.8347\n",
"[96]\tvalid_0's poisson: -99.456\tvalid_0's huber: 18.7399\n",
"[97]\tvalid_0's poisson: -99.5508\tvalid_0's huber: 18.6466\n",
"[98]\tvalid_0's poisson: -99.6447\tvalid_0's huber: 18.5541\n",
"[99]\tvalid_0's poisson: -99.7384\tvalid_0's huber: 18.4606\n",
"[100]\tvalid_0's poisson: -99.8319\tvalid_0's huber: 18.3672\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3373\tvalid_0's huber: 29.6761\n",
"[2]\tvalid_0's poisson: -87.4996\tvalid_0's huber: 29.5429\n",
"[3]\tvalid_0's poisson: -87.6609\tvalid_0's huber: 29.4101\n",
"[4]\tvalid_0's poisson: -87.8213\tvalid_0's huber: 29.2778\n",
"[5]\tvalid_0's poisson: -87.9808\tvalid_0's huber: 29.1451\n",
"[6]\tvalid_0's poisson: -88.1392\tvalid_0's huber: 29.0136\n",
"[7]\tvalid_0's poisson: -88.2969\tvalid_0's huber: 28.8817\n",
"[8]\tvalid_0's poisson: -88.4534\tvalid_0's huber: 28.751\n",
"[9]\tvalid_0's poisson: -88.6092\tvalid_0's huber: 28.62\n",
"[10]\tvalid_0's poisson: -88.7636\tvalid_0's huber: 28.4901\n",
"[11]\tvalid_0's poisson: -88.9211\tvalid_0's huber: 28.3566\n",
"[12]\tvalid_0's poisson: -89.0776\tvalid_0's huber: 28.2235\n",
"[13]\tvalid_0's poisson: -89.2341\tvalid_0's huber: 28.0906\n",
"[14]\tvalid_0's poisson: -89.3897\tvalid_0's huber: 27.9582\n",
"[15]\tvalid_0's poisson: -89.5444\tvalid_0's huber: 27.8262\n",
"[16]\tvalid_0's poisson: -89.6984\tvalid_0's huber: 27.6946\n",
"[17]\tvalid_0's poisson: -89.8519\tvalid_0's huber: 27.5629\n",
"[18]\tvalid_0's poisson: -90.0041\tvalid_0's huber: 27.432\n",
"[19]\tvalid_0's poisson: -90.1558\tvalid_0's huber: 27.3011\n",
"[20]\tvalid_0's poisson: -90.3061\tvalid_0's huber: 27.1712\n",
"[21]\tvalid_0's poisson: -90.4558\tvalid_0's huber: 27.0414\n",
"[22]\tvalid_0's poisson: -90.6042\tvalid_0's huber: 26.9126\n",
"[23]\tvalid_0's poisson: -90.7522\tvalid_0's huber: 26.7836\n",
"[24]\tvalid_0's poisson: -90.8992\tvalid_0's huber: 26.6553\n",
"[25]\tvalid_0's poisson: -91.0448\tvalid_0's huber: 26.5281\n",
"[26]\tvalid_0's poisson: -91.1898\tvalid_0's huber: 26.4015\n",
"[27]\tvalid_0's poisson: -91.334\tvalid_0's huber: 26.2752\n",
"[28]\tvalid_0's poisson: -91.4769\tvalid_0's huber: 26.15\n",
"[29]\tvalid_0's poisson: -91.6193\tvalid_0's huber: 26.0249\n",
"[30]\tvalid_0's poisson: -91.7604\tvalid_0's huber: 25.9009\n",
"[31]\tvalid_0's poisson: -91.9013\tvalid_0's huber: 25.7767\n",
"[32]\tvalid_0's poisson: -92.0407\tvalid_0's huber: 25.6536\n",
"[33]\tvalid_0's poisson: -92.1799\tvalid_0's huber: 25.5304\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[34]\tvalid_0's poisson: -92.3168\tvalid_0's huber: 25.4091\n",
"[35]\tvalid_0's poisson: -92.4535\tvalid_0's huber: 25.2877\n",
"[36]\tvalid_0's poisson: -92.5903\tvalid_0's huber: 25.1664\n",
"[37]\tvalid_0's poisson: -92.7251\tvalid_0's huber: 25.0463\n",
"[38]\tvalid_0's poisson: -92.8595\tvalid_0's huber: 24.9263\n",
"[39]\tvalid_0's poisson: -92.9937\tvalid_0's huber: 24.8064\n",
"[40]\tvalid_0's poisson: -93.1258\tvalid_0's huber: 24.688\n",
"[41]\tvalid_0's poisson: -93.2584\tvalid_0's huber: 24.5695\n",
"[42]\tvalid_0's poisson: -93.3893\tvalid_0's huber: 24.4514\n",
"[43]\tvalid_0's poisson: -93.5203\tvalid_0's huber: 24.3336\n",
"[44]\tvalid_0's poisson: -93.6503\tvalid_0's huber: 24.2162\n",
"[45]\tvalid_0's poisson: -93.7794\tvalid_0's huber: 24.0994\n",
"[46]\tvalid_0's poisson: -93.9073\tvalid_0's huber: 23.9828\n",
"[47]\tvalid_0's poisson: -94.0344\tvalid_0's huber: 23.8669\n",
"[48]\tvalid_0's poisson: -94.161\tvalid_0's huber: 23.7514\n",
"[49]\tvalid_0's poisson: -94.2868\tvalid_0's huber: 23.6366\n",
"[50]\tvalid_0's poisson: -94.4109\tvalid_0's huber: 23.523\n",
"[51]\tvalid_0's poisson: -94.5354\tvalid_0's huber: 23.4095\n",
"[52]\tvalid_0's poisson: -94.6587\tvalid_0's huber: 23.2964\n",
"[53]\tvalid_0's poisson: -94.7816\tvalid_0's huber: 23.1842\n",
"[54]\tvalid_0's poisson: -94.9034\tvalid_0's huber: 23.0726\n",
"[55]\tvalid_0's poisson: -95.0247\tvalid_0's huber: 22.9607\n",
"[56]\tvalid_0's poisson: -95.146\tvalid_0's huber: 22.8494\n",
"[57]\tvalid_0's poisson: -95.2671\tvalid_0's huber: 22.7379\n",
"[58]\tvalid_0's poisson: -95.3881\tvalid_0's huber: 22.6272\n",
"[59]\tvalid_0's poisson: -95.508\tvalid_0's huber: 22.5163\n",
"[60]\tvalid_0's poisson: -95.6274\tvalid_0's huber: 22.4063\n",
"[61]\tvalid_0's poisson: -95.7462\tvalid_0's huber: 22.2968\n",
"[62]\tvalid_0's poisson: -95.8647\tvalid_0's huber: 22.1876\n",
"[63]\tvalid_0's poisson: -95.9816\tvalid_0's huber: 22.0784\n",
"[64]\tvalid_0's poisson: -96.098\tvalid_0's huber: 21.9704\n",
"[65]\tvalid_0's poisson: -96.2133\tvalid_0's huber: 21.8619\n",
"[66]\tvalid_0's poisson: -96.3282\tvalid_0's huber: 21.7537\n",
"[67]\tvalid_0's poisson: -96.4424\tvalid_0's huber: 21.6465\n",
"[68]\tvalid_0's poisson: -96.5556\tvalid_0's huber: 21.5393\n",
"[69]\tvalid_0's poisson: -96.6686\tvalid_0's huber: 21.4321\n",
"[70]\tvalid_0's poisson: -96.7817\tvalid_0's huber: 21.3258\n",
"[71]\tvalid_0's poisson: -96.8932\tvalid_0's huber: 21.2196\n",
"[72]\tvalid_0's poisson: -97.0049\tvalid_0's huber: 21.1144\n",
"[73]\tvalid_0's poisson: -97.1172\tvalid_0's huber: 21.0066\n",
"[74]\tvalid_0's poisson: -97.2259\tvalid_0's huber: 20.9024\n",
"[75]\tvalid_0's poisson: -97.3369\tvalid_0's huber: 20.7957\n",
"[76]\tvalid_0's poisson: -97.4474\tvalid_0's huber: 20.6894\n",
"[77]\tvalid_0's poisson: -97.5566\tvalid_0's huber: 20.5838\n",
"[78]\tvalid_0's poisson: -97.6625\tvalid_0's huber: 20.4819\n",
"[79]\tvalid_0's poisson: -97.7694\tvalid_0's huber: 20.3789\n",
"[80]\tvalid_0's poisson: -97.8768\tvalid_0's huber: 20.2746\n",
"[81]\tvalid_0's poisson: -97.9819\tvalid_0's huber: 20.173\n",
"[82]\tvalid_0's poisson: -98.0845\tvalid_0's huber: 20.0723\n",
"[83]\tvalid_0's poisson: -98.1888\tvalid_0's huber: 19.9707\n",
"[84]\tvalid_0's poisson: -98.2925\tvalid_0's huber: 19.8695\n",
"[85]\tvalid_0's poisson: -98.3966\tvalid_0's huber: 19.768\n",
"[86]\tvalid_0's poisson: -98.4984\tvalid_0's huber: 19.6677\n",
"[87]\tvalid_0's poisson: -98.6006\tvalid_0's huber: 19.5678\n",
"[88]\tvalid_0's poisson: -98.7018\tvalid_0's huber: 19.4683\n",
"[89]\tvalid_0's poisson: -98.8025\tvalid_0's huber: 19.3695\n",
"[90]\tvalid_0's poisson: -98.9025\tvalid_0's huber: 19.2713\n",
"[91]\tvalid_0's poisson: -99.0011\tvalid_0's huber: 19.173\n",
"[92]\tvalid_0's poisson: -99.0981\tvalid_0's huber: 19.0757\n",
"[93]\tvalid_0's poisson: -99.196\tvalid_0's huber: 18.9792\n",
"[94]\tvalid_0's poisson: -99.293\tvalid_0's huber: 18.8829\n",
"[95]\tvalid_0's poisson: -99.3895\tvalid_0's huber: 18.7875\n",
"[96]\tvalid_0's poisson: -99.485\tvalid_0's huber: 18.6924\n",
"[97]\tvalid_0's poisson: -99.5798\tvalid_0's huber: 18.5982\n",
"[98]\tvalid_0's poisson: -99.6732\tvalid_0's huber: 18.5041\n",
"[99]\tvalid_0's poisson: -99.7664\tvalid_0's huber: 18.4112\n",
"[100]\tvalid_0's poisson: -99.8584\tvalid_0's huber: 18.3191\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3353\tvalid_0's huber: 29.7054\n",
"[2]\tvalid_0's poisson: -87.5001\tvalid_0's huber: 29.5685\n",
"[3]\tvalid_0's poisson: -87.6639\tvalid_0's huber: 29.4319\n",
"[4]\tvalid_0's poisson: -87.8266\tvalid_0's huber: 29.2959\n",
"[5]\tvalid_0's poisson: -87.9884\tvalid_0's huber: 29.1603\n",
"[6]\tvalid_0's poisson: -88.1492\tvalid_0's huber: 29.0252\n",
"[7]\tvalid_0's poisson: -88.3091\tvalid_0's huber: 28.8906\n",
"[8]\tvalid_0's poisson: -88.4688\tvalid_0's huber: 28.7564\n",
"[9]\tvalid_0's poisson: -88.6283\tvalid_0's huber: 28.6221\n",
"[10]\tvalid_0's poisson: -88.787\tvalid_0's huber: 28.488\n",
"[11]\tvalid_0's poisson: -88.9447\tvalid_0's huber: 28.3544\n",
"[12]\tvalid_0's poisson: -89.1014\tvalid_0's huber: 28.2214\n",
"[13]\tvalid_0's poisson: -89.257\tvalid_0's huber: 28.0887\n",
"[14]\tvalid_0's poisson: -89.4119\tvalid_0's huber: 27.9568\n",
"[15]\tvalid_0's poisson: -89.5656\tvalid_0's huber: 27.8251\n",
"[16]\tvalid_0's poisson: -89.7186\tvalid_0's huber: 27.6941\n",
"[17]\tvalid_0's poisson: -89.8694\tvalid_0's huber: 27.5642\n",
"[18]\tvalid_0's poisson: -90.0207\tvalid_0's huber: 27.4339\n",
"[19]\tvalid_0's poisson: -90.1699\tvalid_0's huber: 27.3049\n",
"[20]\tvalid_0's poisson: -90.3195\tvalid_0's huber: 27.1755\n",
"[21]\tvalid_0's poisson: -90.4669\tvalid_0's huber: 27.0475\n",
"[22]\tvalid_0's poisson: -90.6147\tvalid_0's huber: 26.9191\n",
"[23]\tvalid_0's poisson: -90.76\tvalid_0's huber: 26.7921\n",
"[24]\tvalid_0's poisson: -90.9046\tvalid_0's huber: 26.665\n",
"[25]\tvalid_0's poisson: -91.0494\tvalid_0's huber: 26.5381\n",
"[26]\tvalid_0's poisson: -91.1919\tvalid_0's huber: 26.413\n",
"[27]\tvalid_0's poisson: -91.3348\tvalid_0's huber: 26.2873\n",
"[28]\tvalid_0's poisson: -91.4763\tvalid_0's huber: 26.1628\n",
"[29]\tvalid_0's poisson: -91.6164\tvalid_0's huber: 26.0395\n",
"[30]\tvalid_0's poisson: -91.7567\tvalid_0's huber: 25.9159\n",
"[31]\tvalid_0's poisson: -91.8949\tvalid_0's huber: 25.794\n",
"[32]\tvalid_0's poisson: -92.0337\tvalid_0's huber: 25.671\n",
"[33]\tvalid_0's poisson: -92.1715\tvalid_0's huber: 25.549\n",
"[34]\tvalid_0's poisson: -92.3082\tvalid_0's huber: 25.4284\n",
"[35]\tvalid_0's poisson: -92.4445\tvalid_0's huber: 25.3081\n",
"[36]\tvalid_0's poisson: -92.5796\tvalid_0's huber: 25.1884\n",
"[37]\tvalid_0's poisson: -92.714\tvalid_0's huber: 25.0696\n",
"[38]\tvalid_0's poisson: -92.8473\tvalid_0's huber: 24.951\n",
"[39]\tvalid_0's poisson: -92.9801\tvalid_0's huber: 24.8329\n",
"[40]\tvalid_0's poisson: -93.1116\tvalid_0's huber: 24.7155\n",
"[41]\tvalid_0's poisson: -93.2428\tvalid_0's huber: 24.5982\n",
"[42]\tvalid_0's poisson: -93.3727\tvalid_0's huber: 24.4816\n",
"[43]\tvalid_0's poisson: -93.5019\tvalid_0's huber: 24.3653\n",
"[44]\tvalid_0's poisson: -93.6306\tvalid_0's huber: 24.2495\n",
"[45]\tvalid_0's poisson: -93.7589\tvalid_0's huber: 24.1339\n",
"[46]\tvalid_0's poisson: -93.886\tvalid_0's huber: 24.0191\n",
"[47]\tvalid_0's poisson: -94.0125\tvalid_0's huber: 23.9044\n",
"[48]\tvalid_0's poisson: -94.1386\tvalid_0's huber: 23.7899\n",
"[49]\tvalid_0's poisson: -94.2629\tvalid_0's huber: 23.6771\n",
"[50]\tvalid_0's poisson: -94.3874\tvalid_0's huber: 23.5638\n",
"[51]\tvalid_0's poisson: -94.5118\tvalid_0's huber: 23.4506\n",
"[52]\tvalid_0's poisson: -94.6339\tvalid_0's huber: 23.3392\n",
"[53]\tvalid_0's poisson: -94.7567\tvalid_0's huber: 23.2264\n",
"[54]\tvalid_0's poisson: -94.8788\tvalid_0's huber: 23.1146\n",
"[55]\tvalid_0's poisson: -95.0001\tvalid_0's huber: 23.0027\n",
"[56]\tvalid_0's poisson: -95.1206\tvalid_0's huber: 22.8914\n",
"[57]\tvalid_0's poisson: -95.24\tvalid_0's huber: 22.781\n",
"[58]\tvalid_0's poisson: -95.3587\tvalid_0's huber: 22.6711\n",
"[59]\tvalid_0's poisson: -95.4767\tvalid_0's huber: 22.5616\n",
"[60]\tvalid_0's poisson: -95.5947\tvalid_0's huber: 22.4518\n",
"[61]\tvalid_0's poisson: -95.712\tvalid_0's huber: 22.3425\n",
"[62]\tvalid_0's poisson: -95.8295\tvalid_0's huber: 22.2335\n",
"[63]\tvalid_0's poisson: -95.9464\tvalid_0's huber: 22.125\n",
"[64]\tvalid_0's poisson: -96.0631\tvalid_0's huber: 22.016\n",
"[65]\tvalid_0's poisson: -96.1787\tvalid_0's huber: 21.9082\n",
"[66]\tvalid_0's poisson: -96.2947\tvalid_0's huber: 21.8005\n",
"[67]\tvalid_0's poisson: -96.4079\tvalid_0's huber: 21.6931\n",
"[68]\tvalid_0's poisson: -96.5217\tvalid_0's huber: 21.5856\n",
"[69]\tvalid_0's poisson: -96.6351\tvalid_0's huber: 21.4785\n",
"[70]\tvalid_0's poisson: -96.7477\tvalid_0's huber: 21.3715\n",
"[71]\tvalid_0's poisson: -96.8599\tvalid_0's huber: 21.2648\n",
"[72]\tvalid_0's poisson: -96.9715\tvalid_0's huber: 21.1582\n",
"[73]\tvalid_0's poisson: -97.0827\tvalid_0's huber: 21.0528\n",
"[74]\tvalid_0's poisson: -97.1935\tvalid_0's huber: 20.9476\n",
"[75]\tvalid_0's poisson: -97.3048\tvalid_0's huber: 20.8427\n",
"[76]\tvalid_0's poisson: -97.4139\tvalid_0's huber: 20.738\n",
"[77]\tvalid_0's poisson: -97.5221\tvalid_0's huber: 20.6343\n",
"[78]\tvalid_0's poisson: -97.6303\tvalid_0's huber: 20.5303\n",
"[79]\tvalid_0's poisson: -97.7374\tvalid_0's huber: 20.4274\n",
"[80]\tvalid_0's poisson: -97.8439\tvalid_0's huber: 20.3249\n",
"[81]\tvalid_0's poisson: -97.9495\tvalid_0's huber: 20.223\n",
"[82]\tvalid_0's poisson: -98.0549\tvalid_0's huber: 20.1209\n",
"[83]\tvalid_0's poisson: -98.1587\tvalid_0's huber: 20.0203\n",
"[84]\tvalid_0's poisson: -98.2628\tvalid_0's huber: 19.9192\n",
"[85]\tvalid_0's poisson: -98.3673\tvalid_0's huber: 19.8166\n",
"[86]\tvalid_0's poisson: -98.4707\tvalid_0's huber: 19.7164\n",
"[87]\tvalid_0's poisson: -98.5716\tvalid_0's huber: 19.6178\n",
"[88]\tvalid_0's poisson: -98.672\tvalid_0's huber: 19.5175\n",
"[89]\tvalid_0's poisson: -98.7758\tvalid_0's huber: 19.4158\n",
"[90]\tvalid_0's poisson: -98.8744\tvalid_0's huber: 19.317\n",
"[91]\tvalid_0's poisson: -98.9754\tvalid_0's huber: 19.2176\n",
"[92]\tvalid_0's poisson: -99.0769\tvalid_0's huber: 19.1177\n",
"[93]\tvalid_0's poisson: -99.1743\tvalid_0's huber: 19.0207\n",
"[94]\tvalid_0's poisson: -99.2718\tvalid_0's huber: 18.9241\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[95]\tvalid_0's poisson: -99.3687\tvalid_0's huber: 18.8285\n",
"[96]\tvalid_0's poisson: -99.4677\tvalid_0's huber: 18.7292\n",
"[97]\tvalid_0's poisson: -99.5612\tvalid_0's huber: 18.6347\n",
"[98]\tvalid_0's poisson: -99.6564\tvalid_0's huber: 18.54\n",
"[99]\tvalid_0's poisson: -99.7508\tvalid_0's huber: 18.447\n",
"[100]\tvalid_0's poisson: -99.8436\tvalid_0's huber: 18.3544\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3422\tvalid_0's huber: 29.6568\n",
"[2]\tvalid_0's poisson: -87.5074\tvalid_0's huber: 29.5205\n",
"[3]\tvalid_0's poisson: -87.6716\tvalid_0's huber: 29.3846\n",
"[4]\tvalid_0's poisson: -87.8347\tvalid_0's huber: 29.2491\n",
"[5]\tvalid_0's poisson: -87.9968\tvalid_0's huber: 29.1142\n",
"[6]\tvalid_0's poisson: -88.1579\tvalid_0's huber: 28.9798\n",
"[7]\tvalid_0's poisson: -88.3187\tvalid_0's huber: 28.8452\n",
"[8]\tvalid_0's poisson: -88.4796\tvalid_0's huber: 28.7102\n",
"[9]\tvalid_0's poisson: -88.6392\tvalid_0's huber: 28.576\n",
"[10]\tvalid_0's poisson: -88.7961\tvalid_0's huber: 28.4432\n",
"[11]\tvalid_0's poisson: -88.9541\tvalid_0's huber: 28.3097\n",
"[12]\tvalid_0's poisson: -89.1104\tvalid_0's huber: 28.1772\n",
"[13]\tvalid_0's poisson: -89.2665\tvalid_0's huber: 28.0447\n",
"[14]\tvalid_0's poisson: -89.422\tvalid_0's huber: 27.9124\n",
"[15]\tvalid_0's poisson: -89.5763\tvalid_0's huber: 27.7808\n",
"[16]\tvalid_0's poisson: -89.73\tvalid_0's huber: 27.6492\n",
"[17]\tvalid_0's poisson: -89.8822\tvalid_0's huber: 27.5188\n",
"[18]\tvalid_0's poisson: -90.0337\tvalid_0's huber: 27.3884\n",
"[19]\tvalid_0's poisson: -90.1842\tvalid_0's huber: 27.2588\n",
"[20]\tvalid_0's poisson: -90.3339\tvalid_0's huber: 27.1295\n",
"[21]\tvalid_0's poisson: -90.478\tvalid_0's huber: 27.0004\n",
"[22]\tvalid_0's poisson: -90.6261\tvalid_0's huber: 26.8722\n",
"[23]\tvalid_0's poisson: -90.7716\tvalid_0's huber: 26.7449\n",
"[24]\tvalid_0's poisson: -90.9177\tvalid_0's huber: 26.6179\n",
"[25]\tvalid_0's poisson: -91.0622\tvalid_0's huber: 26.4918\n",
"[26]\tvalid_0's poisson: -91.2056\tvalid_0's huber: 26.3665\n",
"[27]\tvalid_0's poisson: -91.3492\tvalid_0's huber: 26.2412\n",
"[28]\tvalid_0's poisson: -91.4909\tvalid_0's huber: 26.1169\n",
"[29]\tvalid_0's poisson: -91.6327\tvalid_0's huber: 25.9928\n",
"[30]\tvalid_0's poisson: -91.7736\tvalid_0's huber: 25.8692\n",
"[31]\tvalid_0's poisson: -91.9125\tvalid_0's huber: 25.7465\n",
"[32]\tvalid_0's poisson: -92.0516\tvalid_0's huber: 25.6238\n",
"[33]\tvalid_0's poisson: -92.19\tvalid_0's huber: 25.5022\n",
"[34]\tvalid_0's poisson: -92.3265\tvalid_0's huber: 25.3815\n",
"[35]\tvalid_0's poisson: -92.4631\tvalid_0's huber: 25.2615\n",
"[36]\tvalid_0's poisson: -92.5981\tvalid_0's huber: 25.1427\n",
"[37]\tvalid_0's poisson: -92.7327\tvalid_0's huber: 25.024\n",
"[38]\tvalid_0's poisson: -92.8669\tvalid_0's huber: 24.9044\n",
"[39]\tvalid_0's poisson: -93.0002\tvalid_0's huber: 24.7856\n",
"[40]\tvalid_0's poisson: -93.1322\tvalid_0's huber: 24.667\n",
"[41]\tvalid_0's poisson: -93.2647\tvalid_0's huber: 24.5487\n",
"[42]\tvalid_0's poisson: -93.3955\tvalid_0's huber: 24.4315\n",
"[43]\tvalid_0's poisson: -93.5265\tvalid_0's huber: 24.314\n",
"[44]\tvalid_0's poisson: -93.6565\tvalid_0's huber: 24.1972\n",
"[45]\tvalid_0's poisson: -93.7855\tvalid_0's huber: 24.0805\n",
"[46]\tvalid_0's poisson: -93.9141\tvalid_0's huber: 23.9645\n",
"[47]\tvalid_0's poisson: -94.0425\tvalid_0's huber: 23.8474\n",
"[48]\tvalid_0's poisson: -94.1691\tvalid_0's huber: 23.7326\n",
"[49]\tvalid_0's poisson: -94.2957\tvalid_0's huber: 23.6172\n",
"[50]\tvalid_0's poisson: -94.421\tvalid_0's huber: 23.5032\n",
"[51]\tvalid_0's poisson: -94.5475\tvalid_0's huber: 23.3879\n",
"[52]\tvalid_0's poisson: -94.6717\tvalid_0's huber: 23.2744\n",
"[53]\tvalid_0's poisson: -94.7953\tvalid_0's huber: 23.161\n",
"[54]\tvalid_0's poisson: -94.9194\tvalid_0's huber: 23.0468\n",
"[55]\tvalid_0's poisson: -95.0427\tvalid_0's huber: 22.9341\n",
"[56]\tvalid_0's poisson: -95.1662\tvalid_0's huber: 22.821\n",
"[57]\tvalid_0's poisson: -95.2879\tvalid_0's huber: 22.7093\n",
"[58]\tvalid_0's poisson: -95.4088\tvalid_0's huber: 22.598\n",
"[59]\tvalid_0's poisson: -95.529\tvalid_0's huber: 22.4871\n",
"[60]\tvalid_0's poisson: -95.6484\tvalid_0's huber: 22.3773\n",
"[61]\tvalid_0's poisson: -95.7661\tvalid_0's huber: 22.2682\n",
"[62]\tvalid_0's poisson: -95.8834\tvalid_0's huber: 22.1591\n",
"[63]\tvalid_0's poisson: -96.001\tvalid_0's huber: 22.0492\n",
"[64]\tvalid_0's poisson: -96.117\tvalid_0's huber: 21.9412\n",
"[65]\tvalid_0's poisson: -96.2329\tvalid_0's huber: 21.8328\n",
"[66]\tvalid_0's poisson: -96.3479\tvalid_0's huber: 21.7248\n",
"[67]\tvalid_0's poisson: -96.4615\tvalid_0's huber: 21.6184\n",
"[68]\tvalid_0's poisson: -96.5753\tvalid_0's huber: 21.5113\n",
"[69]\tvalid_0's poisson: -96.6888\tvalid_0's huber: 21.4042\n",
"[70]\tvalid_0's poisson: -96.8017\tvalid_0's huber: 21.2977\n",
"[71]\tvalid_0's poisson: -96.9134\tvalid_0's huber: 21.192\n",
"[72]\tvalid_0's poisson: -97.0239\tvalid_0's huber: 21.087\n",
"[73]\tvalid_0's poisson: -97.1348\tvalid_0's huber: 20.9814\n",
"[74]\tvalid_0's poisson: -97.2446\tvalid_0's huber: 20.8771\n",
"[75]\tvalid_0's poisson: -97.3536\tvalid_0's huber: 20.7729\n",
"[76]\tvalid_0's poisson: -97.4616\tvalid_0's huber: 20.6696\n",
"[77]\tvalid_0's poisson: -97.5697\tvalid_0's huber: 20.5662\n",
"[78]\tvalid_0's poisson: -97.6767\tvalid_0's huber: 20.4632\n",
"[79]\tvalid_0's poisson: -97.7835\tvalid_0's huber: 20.3605\n",
"[80]\tvalid_0's poisson: -97.8892\tvalid_0's huber: 20.2571\n",
"[81]\tvalid_0's poisson: -97.9943\tvalid_0's huber: 20.1543\n",
"[82]\tvalid_0's poisson: -98.0988\tvalid_0's huber: 20.053\n",
"[83]\tvalid_0's poisson: -98.2024\tvalid_0's huber: 19.9512\n",
"[84]\tvalid_0's poisson: -98.3053\tvalid_0's huber: 19.8502\n",
"[85]\tvalid_0's poisson: -98.4076\tvalid_0's huber: 19.7503\n",
"[86]\tvalid_0's poisson: -98.5094\tvalid_0's huber: 19.651\n",
"[87]\tvalid_0's poisson: -98.6123\tvalid_0's huber: 19.5512\n",
"[88]\tvalid_0's poisson: -98.7134\tvalid_0's huber: 19.4525\n",
"[89]\tvalid_0's poisson: -98.8134\tvalid_0's huber: 19.354\n",
"[90]\tvalid_0's poisson: -98.9134\tvalid_0's huber: 19.2562\n",
"[91]\tvalid_0's poisson: -99.0118\tvalid_0's huber: 19.1593\n",
"[92]\tvalid_0's poisson: -99.1123\tvalid_0's huber: 19.0596\n",
"[93]\tvalid_0's poisson: -99.2087\tvalid_0's huber: 18.964\n",
"[94]\tvalid_0's poisson: -99.308\tvalid_0's huber: 18.865\n",
"[95]\tvalid_0's poisson: -99.4046\tvalid_0's huber: 18.7688\n",
"[96]\tvalid_0's poisson: -99.5005\tvalid_0's huber: 18.6742\n",
"[97]\tvalid_0's poisson: -99.5955\tvalid_0's huber: 18.5805\n",
"[98]\tvalid_0's poisson: -99.6899\tvalid_0's huber: 18.4872\n",
"[99]\tvalid_0's poisson: -99.7831\tvalid_0's huber: 18.3951\n",
"[100]\tvalid_0's poisson: -99.876\tvalid_0's huber: 18.3031\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3292\tvalid_0's huber: 29.7487\n",
"[2]\tvalid_0's poisson: -87.4892\tvalid_0's huber: 29.613\n",
"[3]\tvalid_0's poisson: -87.6528\tvalid_0's huber: 29.4773\n",
"[4]\tvalid_0's poisson: -87.8107\tvalid_0's huber: 29.3425\n",
"[5]\tvalid_0's poisson: -87.9724\tvalid_0's huber: 29.2078\n",
"[6]\tvalid_0's poisson: -88.1285\tvalid_0's huber: 29.0738\n",
"[7]\tvalid_0's poisson: -88.2837\tvalid_0's huber: 28.9401\n",
"[8]\tvalid_0's poisson: -88.4436\tvalid_0's huber: 28.8058\n",
"[9]\tvalid_0's poisson: -88.6007\tvalid_0's huber: 28.6729\n",
"[10]\tvalid_0's poisson: -88.7592\tvalid_0's huber: 28.5393\n",
"[11]\tvalid_0's poisson: -88.9149\tvalid_0's huber: 28.4078\n",
"[12]\tvalid_0's poisson: -89.0716\tvalid_0's huber: 28.275\n",
"[13]\tvalid_0's poisson: -89.2252\tvalid_0's huber: 28.1437\n",
"[14]\tvalid_0's poisson: -89.3807\tvalid_0's huber: 28.0109\n",
"[15]\tvalid_0's poisson: -89.5343\tvalid_0's huber: 27.8797\n",
"[16]\tvalid_0's poisson: -89.6878\tvalid_0's huber: 27.748\n",
"[17]\tvalid_0's poisson: -89.839\tvalid_0's huber: 27.6183\n",
"[18]\tvalid_0's poisson: -89.9899\tvalid_0's huber: 27.4881\n",
"[19]\tvalid_0's poisson: -90.1409\tvalid_0's huber: 27.3574\n",
"[20]\tvalid_0's poisson: -90.2906\tvalid_0's huber: 27.2278\n",
"[21]\tvalid_0's poisson: -90.4385\tvalid_0's huber: 27.0996\n",
"[22]\tvalid_0's poisson: -90.586\tvalid_0's huber: 26.9715\n",
"[23]\tvalid_0's poisson: -90.7332\tvalid_0's huber: 26.8434\n",
"[24]\tvalid_0's poisson: -90.8784\tvalid_0's huber: 26.7165\n",
"[25]\tvalid_0's poisson: -91.0231\tvalid_0's huber: 26.5897\n",
"[26]\tvalid_0's poisson: -91.1669\tvalid_0's huber: 26.4632\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -91.3097\tvalid_0's huber: 26.3377\n",
"[28]\tvalid_0's poisson: -91.4515\tvalid_0's huber: 26.2129\n",
"[29]\tvalid_0's poisson: -91.5921\tvalid_0's huber: 26.0892\n",
"[30]\tvalid_0's poisson: -91.7322\tvalid_0's huber: 25.9655\n",
"[31]\tvalid_0's poisson: -91.8712\tvalid_0's huber: 25.843\n",
"[32]\tvalid_0's poisson: -92.0087\tvalid_0's huber: 25.721\n",
"[33]\tvalid_0's poisson: -92.146\tvalid_0's huber: 25.5995\n",
"[34]\tvalid_0's poisson: -92.2836\tvalid_0's huber: 25.4778\n",
"[35]\tvalid_0's poisson: -92.4192\tvalid_0's huber: 25.3577\n",
"[36]\tvalid_0's poisson: -92.5542\tvalid_0's huber: 25.2371\n",
"[37]\tvalid_0's poisson: -92.6894\tvalid_0's huber: 25.117\n",
"[38]\tvalid_0's poisson: -92.8234\tvalid_0's huber: 24.9979\n",
"[39]\tvalid_0's poisson: -92.9556\tvalid_0's huber: 24.8797\n",
"[40]\tvalid_0's poisson: -93.088\tvalid_0's huber: 24.7616\n",
"[41]\tvalid_0's poisson: -93.2185\tvalid_0's huber: 24.6447\n",
"[42]\tvalid_0's poisson: -93.3496\tvalid_0's huber: 24.5273\n",
"[43]\tvalid_0's poisson: -93.4789\tvalid_0's huber: 24.4105\n",
"[44]\tvalid_0's poisson: -93.6084\tvalid_0's huber: 24.2942\n",
"[45]\tvalid_0's poisson: -93.736\tvalid_0's huber: 24.1794\n",
"[46]\tvalid_0's poisson: -93.8644\tvalid_0's huber: 24.0633\n",
"[47]\tvalid_0's poisson: -93.9906\tvalid_0's huber: 23.9494\n",
"[48]\tvalid_0's poisson: -94.1166\tvalid_0's huber: 23.8346\n",
"[49]\tvalid_0's poisson: -94.2429\tvalid_0's huber: 23.7198\n",
"[50]\tvalid_0's poisson: -94.368\tvalid_0's huber: 23.606\n",
"[51]\tvalid_0's poisson: -94.4914\tvalid_0's huber: 23.4936\n",
"[52]\tvalid_0's poisson: -94.6144\tvalid_0's huber: 23.3811\n",
"[53]\tvalid_0's poisson: -94.7372\tvalid_0's huber: 23.2685\n",
"[54]\tvalid_0's poisson: -94.859\tvalid_0's huber: 23.1565\n",
"[55]\tvalid_0's poisson: -94.98\tvalid_0's huber: 23.0454\n",
"[56]\tvalid_0's poisson: -95.1002\tvalid_0's huber: 22.9344\n",
"[57]\tvalid_0's poisson: -95.221\tvalid_0's huber: 22.8231\n",
"[58]\tvalid_0's poisson: -95.341\tvalid_0's huber: 22.7121\n",
"[59]\tvalid_0's poisson: -95.4607\tvalid_0's huber: 22.6016\n",
"[60]\tvalid_0's poisson: -95.5794\tvalid_0's huber: 22.4918\n",
"[61]\tvalid_0's poisson: -95.6979\tvalid_0's huber: 22.3816\n",
"[62]\tvalid_0's poisson: -95.8153\tvalid_0's huber: 22.2717\n",
"[63]\tvalid_0's poisson: -95.9326\tvalid_0's huber: 22.1624\n",
"[64]\tvalid_0's poisson: -96.0493\tvalid_0's huber: 22.0538\n",
"[65]\tvalid_0's poisson: -96.1654\tvalid_0's huber: 21.9451\n",
"[66]\tvalid_0's poisson: -96.281\tvalid_0's huber: 21.8368\n",
"[67]\tvalid_0's poisson: -96.395\tvalid_0's huber: 21.7292\n",
"[68]\tvalid_0's poisson: -96.5093\tvalid_0's huber: 21.6215\n",
"[69]\tvalid_0's poisson: -96.6221\tvalid_0's huber: 21.5142\n",
"[70]\tvalid_0's poisson: -96.7341\tvalid_0's huber: 21.4085\n",
"[71]\tvalid_0's poisson: -96.8464\tvalid_0's huber: 21.3023\n",
"[72]\tvalid_0's poisson: -96.9585\tvalid_0's huber: 21.196\n",
"[73]\tvalid_0's poisson: -97.0699\tvalid_0's huber: 21.0904\n",
"[74]\tvalid_0's poisson: -97.1804\tvalid_0's huber: 20.9854\n",
"[75]\tvalid_0's poisson: -97.2894\tvalid_0's huber: 20.8818\n",
"[76]\tvalid_0's poisson: -97.3984\tvalid_0's huber: 20.778\n",
"[77]\tvalid_0's poisson: -97.5065\tvalid_0's huber: 20.674\n",
"[78]\tvalid_0's poisson: -97.6169\tvalid_0's huber: 20.5675\n",
"[79]\tvalid_0's poisson: -97.7266\tvalid_0's huber: 20.4614\n",
"[80]\tvalid_0's poisson: -97.8355\tvalid_0's huber: 20.3559\n",
"[81]\tvalid_0's poisson: -97.941\tvalid_0's huber: 20.2537\n",
"[82]\tvalid_0's poisson: -98.0465\tvalid_0's huber: 20.1516\n",
"[83]\tvalid_0's poisson: -98.1546\tvalid_0's huber: 20.0464\n",
"[84]\tvalid_0's poisson: -98.2612\tvalid_0's huber: 19.9423\n",
"[85]\tvalid_0's poisson: -98.3658\tvalid_0's huber: 19.8408\n",
"[86]\tvalid_0's poisson: -98.4689\tvalid_0's huber: 19.7401\n",
"[87]\tvalid_0's poisson: -98.5719\tvalid_0's huber: 19.6392\n",
"[88]\tvalid_0's poisson: -98.6746\tvalid_0's huber: 19.5389\n",
"[89]\tvalid_0's poisson: -98.7763\tvalid_0's huber: 19.4395\n",
"[90]\tvalid_0's poisson: -98.877\tvalid_0's huber: 19.34\n",
"[91]\tvalid_0's poisson: -98.9776\tvalid_0's huber: 19.2413\n",
"[92]\tvalid_0's poisson: -99.0765\tvalid_0's huber: 19.1434\n",
"[93]\tvalid_0's poisson: -99.1756\tvalid_0's huber: 19.046\n",
"[94]\tvalid_0's poisson: -99.2732\tvalid_0's huber: 18.9498\n",
"[95]\tvalid_0's poisson: -99.3694\tvalid_0's huber: 18.8537\n",
"[96]\tvalid_0's poisson: -99.4654\tvalid_0's huber: 18.7576\n",
"[97]\tvalid_0's poisson: -99.5636\tvalid_0's huber: 18.6598\n",
"[98]\tvalid_0's poisson: -99.6592\tvalid_0's huber: 18.5645\n",
"[99]\tvalid_0's poisson: -99.7534\tvalid_0's huber: 18.4701\n",
"[100]\tvalid_0's poisson: -99.8465\tvalid_0's huber: 18.3769\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7061\n",
"[2]\tvalid_0's poisson: -87.4056\tvalid_0's huber: 29.6009\n",
"[3]\tvalid_0's poisson: -87.5206\tvalid_0's huber: 29.4961\n",
"[4]\tvalid_0's poisson: -87.6349\tvalid_0's huber: 29.3918\n",
"[5]\tvalid_0's poisson: -87.7485\tvalid_0's huber: 29.2879\n",
"[6]\tvalid_0's poisson: -87.8615\tvalid_0's huber: 29.1844\n",
"[7]\tvalid_0's poisson: -87.9738\tvalid_0's huber: 29.0814\n",
"[8]\tvalid_0's poisson: -88.0854\tvalid_0's huber: 28.9788\n",
"[9]\tvalid_0's poisson: -88.1964\tvalid_0's huber: 28.8767\n",
"[10]\tvalid_0's poisson: -88.3067\tvalid_0's huber: 28.7749\n",
"[11]\tvalid_0's poisson: -88.4165\tvalid_0's huber: 28.6736\n",
"[12]\tvalid_0's poisson: -88.5256\tvalid_0's huber: 28.5727\n",
"[13]\tvalid_0's poisson: -88.6341\tvalid_0's huber: 28.4722\n",
"[14]\tvalid_0's poisson: -88.7419\tvalid_0's huber: 28.3722\n",
"[15]\tvalid_0's poisson: -88.8498\tvalid_0's huber: 28.2722\n",
"[16]\tvalid_0's poisson: -88.957\tvalid_0's huber: 28.1725\n",
"[17]\tvalid_0's poisson: -89.0628\tvalid_0's huber: 28.0736\n",
"[18]\tvalid_0's poisson: -89.1687\tvalid_0's huber: 27.9749\n",
"[19]\tvalid_0's poisson: -89.2731\tvalid_0's huber: 27.8768\n",
"[20]\tvalid_0's poisson: -89.3777\tvalid_0's huber: 27.7789\n",
"[21]\tvalid_0's poisson: -89.4809\tvalid_0's huber: 27.6816\n",
"[22]\tvalid_0's poisson: -89.5837\tvalid_0's huber: 27.5849\n",
"[23]\tvalid_0's poisson: -89.6864\tvalid_0's huber: 27.4881\n",
"[24]\tvalid_0's poisson: -89.788\tvalid_0's huber: 27.3922\n",
"[25]\tvalid_0's poisson: -89.8888\tvalid_0's huber: 27.2966\n",
"[26]\tvalid_0's poisson: -89.9891\tvalid_0's huber: 27.2016\n",
"[27]\tvalid_0's poisson: -90.0887\tvalid_0's huber: 27.107\n",
"[28]\tvalid_0's poisson: -90.1877\tvalid_0's huber: 27.0127\n",
"[29]\tvalid_0's poisson: -90.2862\tvalid_0's huber: 26.9189\n",
"[30]\tvalid_0's poisson: -90.3839\tvalid_0's huber: 26.8253\n",
"[31]\tvalid_0's poisson: -90.4813\tvalid_0's huber: 26.7324\n",
"[32]\tvalid_0's poisson: -90.5782\tvalid_0's huber: 26.6398\n",
"[33]\tvalid_0's poisson: -90.6744\tvalid_0's huber: 26.5473\n",
"[34]\tvalid_0's poisson: -90.771\tvalid_0's huber: 26.4549\n",
"[35]\tvalid_0's poisson: -90.8673\tvalid_0's huber: 26.3606\n",
"[36]\tvalid_0's poisson: -90.9628\tvalid_0's huber: 26.269\n",
"[37]\tvalid_0's poisson: -91.0568\tvalid_0's huber: 26.1783\n",
"[38]\tvalid_0's poisson: -91.1513\tvalid_0's huber: 26.0875\n",
"[39]\tvalid_0's poisson: -91.2453\tvalid_0's huber: 25.9947\n",
"[40]\tvalid_0's poisson: -91.3386\tvalid_0's huber: 25.904\n",
"[41]\tvalid_0's poisson: -91.4314\tvalid_0's huber: 25.8121\n",
"[42]\tvalid_0's poisson: -91.5237\tvalid_0's huber: 25.7221\n",
"[43]\tvalid_0's poisson: -91.6154\tvalid_0's huber: 25.6324\n",
"[44]\tvalid_0's poisson: -91.7068\tvalid_0's huber: 25.5414\n",
"[45]\tvalid_0's poisson: -91.7975\tvalid_0's huber: 25.4524\n",
"[46]\tvalid_0's poisson: -91.8878\tvalid_0's huber: 25.3621\n",
"[47]\tvalid_0's poisson: -91.9776\tvalid_0's huber: 25.2736\n",
"[48]\tvalid_0's poisson: -92.0658\tvalid_0's huber: 25.186\n",
"[49]\tvalid_0's poisson: -92.1551\tvalid_0's huber: 25.0967\n",
"[50]\tvalid_0's poisson: -92.2434\tvalid_0's huber: 25.0093\n",
"[51]\tvalid_0's poisson: -92.3312\tvalid_0's huber: 24.9223\n",
"[52]\tvalid_0's poisson: -92.419\tvalid_0's huber: 24.8341\n",
"[53]\tvalid_0's poisson: -92.5059\tvalid_0's huber: 24.7478\n",
"[54]\tvalid_0's poisson: -92.5926\tvalid_0's huber: 24.6603\n",
"[55]\tvalid_0's poisson: -92.6786\tvalid_0's huber: 24.5746\n",
"[56]\tvalid_0's poisson: -92.7637\tvalid_0's huber: 24.4896\n",
"[57]\tvalid_0's poisson: -92.849\tvalid_0's huber: 24.4031\n",
"[58]\tvalid_0's poisson: -92.9336\tvalid_0's huber: 24.3187\n",
"[59]\tvalid_0's poisson: -93.0176\tvalid_0's huber: 24.2347\n",
"[60]\tvalid_0's poisson: -93.1015\tvalid_0's huber: 24.1494\n",
"[61]\tvalid_0's poisson: -93.1846\tvalid_0's huber: 24.0661\n",
"[62]\tvalid_0's poisson: -93.2673\tvalid_0's huber: 23.9816\n",
"[63]\tvalid_0's poisson: -93.3495\tvalid_0's huber: 23.899\n",
"[64]\tvalid_0's poisson: -93.4312\tvalid_0's huber: 23.8168\n",
"[65]\tvalid_0's poisson: -93.5112\tvalid_0's huber: 23.7353\n",
"[66]\tvalid_0's poisson: -93.5921\tvalid_0's huber: 23.6522\n",
"[67]\tvalid_0's poisson: -93.6724\tvalid_0's huber: 23.5711\n",
"[68]\tvalid_0's poisson: -93.7523\tvalid_0's huber: 23.4887\n",
"[69]\tvalid_0's poisson: -93.8316\tvalid_0's huber: 23.4084\n",
"[70]\tvalid_0's poisson: -93.9104\tvalid_0's huber: 23.3285\n",
"[71]\tvalid_0's poisson: -93.9888\tvalid_0's huber: 23.2478\n",
"[72]\tvalid_0's poisson: -94.0667\tvalid_0's huber: 23.1687\n",
"[73]\tvalid_0's poisson: -94.1429\tvalid_0's huber: 23.0904\n",
"[74]\tvalid_0's poisson: -94.2197\tvalid_0's huber: 23.0108\n",
"[75]\tvalid_0's poisson: -94.2958\tvalid_0's huber: 22.9332\n",
"[76]\tvalid_0's poisson: -94.3713\tvalid_0's huber: 22.856\n",
"[77]\tvalid_0's poisson: -94.4467\tvalid_0's huber: 22.7775\n",
"[78]\tvalid_0's poisson: -94.52\tvalid_0's huber: 22.7013\n",
"[79]\tvalid_0's poisson: -94.594\tvalid_0's huber: 22.6252\n",
"[80]\tvalid_0's poisson: -94.668\tvalid_0's huber: 22.5477\n",
"[81]\tvalid_0's poisson: -94.7414\tvalid_0's huber: 22.4719\n",
"[82]\tvalid_0's poisson: -94.813\tvalid_0's huber: 22.3971\n",
"[83]\tvalid_0's poisson: -94.8855\tvalid_0's huber: 22.3209\n",
"[84]\tvalid_0's poisson: -94.9572\tvalid_0's huber: 22.2466\n",
"[85]\tvalid_0's poisson: -95.028\tvalid_0's huber: 22.1707\n",
"[86]\tvalid_0's poisson: -95.0987\tvalid_0's huber: 22.0962\n",
"[87]\tvalid_0's poisson: -95.169\tvalid_0's huber: 22.0235\n",
"[88]\tvalid_0's poisson: -95.2391\tvalid_0's huber: 21.9514\n",
"[89]\tvalid_0's poisson: -95.3076\tvalid_0's huber: 21.8779\n",
"[90]\tvalid_0's poisson: -95.376\tvalid_0's huber: 21.8056\n",
"[91]\tvalid_0's poisson: -95.4446\tvalid_0's huber: 21.7352\n",
"[92]\tvalid_0's poisson: -95.512\tvalid_0's huber: 21.6654\n",
"[93]\tvalid_0's poisson: -95.5788\tvalid_0's huber: 21.5946\n",
"[94]\tvalid_0's poisson: -95.6439\tvalid_0's huber: 21.5263\n",
"[95]\tvalid_0's poisson: -95.7102\tvalid_0's huber: 21.458\n",
"[96]\tvalid_0's poisson: -95.7747\tvalid_0's huber: 21.3884\n",
"[97]\tvalid_0's poisson: -95.8393\tvalid_0's huber: 21.3211\n",
"[98]\tvalid_0's poisson: -95.9032\tvalid_0's huber: 21.2529\n",
"[99]\tvalid_0's poisson: -95.9672\tvalid_0's huber: 21.1866\n",
"[100]\tvalid_0's poisson: -96.0294\tvalid_0's huber: 21.119\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7038\n",
"[2]\tvalid_0's poisson: -87.4034\tvalid_0's huber: 29.5984\n",
"[3]\tvalid_0's poisson: -87.5168\tvalid_0's huber: 29.4935\n",
"[4]\tvalid_0's poisson: -87.6294\tvalid_0's huber: 29.3891\n",
"[5]\tvalid_0's poisson: -87.7412\tvalid_0's huber: 29.2852\n",
"[6]\tvalid_0's poisson: -87.8563\tvalid_0's huber: 29.1802\n",
"[7]\tvalid_0's poisson: -87.9706\tvalid_0's huber: 29.0757\n",
"[8]\tvalid_0's poisson: -88.0805\tvalid_0's huber: 28.973\n",
"[9]\tvalid_0's poisson: -88.1937\tvalid_0's huber: 28.8692\n",
"[10]\tvalid_0's poisson: -88.3024\tvalid_0's huber: 28.7671\n",
"[11]\tvalid_0's poisson: -88.4145\tvalid_0's huber: 28.664\n",
"[12]\tvalid_0's poisson: -88.5258\tvalid_0's huber: 28.5613\n",
"[13]\tvalid_0's poisson: -88.6365\tvalid_0's huber: 28.4591\n",
"[14]\tvalid_0's poisson: -88.7464\tvalid_0's huber: 28.3574\n",
"[15]\tvalid_0's poisson: -88.8557\tvalid_0's huber: 28.256\n",
"[16]\tvalid_0's poisson: -88.9644\tvalid_0's huber: 28.1551\n",
"[17]\tvalid_0's poisson: -89.0683\tvalid_0's huber: 28.0551\n",
"[18]\tvalid_0's poisson: -89.1759\tvalid_0's huber: 27.9547\n",
"[19]\tvalid_0's poisson: -89.2828\tvalid_0's huber: 27.8548\n",
"[20]\tvalid_0's poisson: -89.389\tvalid_0's huber: 27.7553\n",
"[21]\tvalid_0's poisson: -89.4945\tvalid_0's huber: 27.6563\n",
"[22]\tvalid_0's poisson: -89.5993\tvalid_0's huber: 27.5579\n",
"[23]\tvalid_0's poisson: -89.7034\tvalid_0's huber: 27.4599\n",
"[24]\tvalid_0's poisson: -89.8068\tvalid_0's huber: 27.3623\n",
"[25]\tvalid_0's poisson: -89.9096\tvalid_0's huber: 27.2652\n",
"[26]\tvalid_0's poisson: -90.0117\tvalid_0's huber: 27.1685\n",
"[27]\tvalid_0's poisson: -90.1132\tvalid_0's huber: 27.0723\n",
"[28]\tvalid_0's poisson: -90.2141\tvalid_0's huber: 26.9765\n",
"[29]\tvalid_0's poisson: -90.3144\tvalid_0's huber: 26.8811\n",
"[30]\tvalid_0's poisson: -90.414\tvalid_0's huber: 26.7863\n",
"[31]\tvalid_0's poisson: -90.513\tvalid_0's huber: 26.692\n",
"[32]\tvalid_0's poisson: -90.6113\tvalid_0's huber: 26.5981\n",
"[33]\tvalid_0's poisson: -90.7091\tvalid_0's huber: 26.5046\n",
"[34]\tvalid_0's poisson: -90.8062\tvalid_0's huber: 26.4116\n",
"[35]\tvalid_0's poisson: -90.9027\tvalid_0's huber: 26.3191\n",
"[36]\tvalid_0's poisson: -90.9985\tvalid_0's huber: 26.227\n",
"[37]\tvalid_0's poisson: -91.0937\tvalid_0's huber: 26.1354\n",
"[38]\tvalid_0's poisson: -91.188\tvalid_0's huber: 26.0436\n",
"[39]\tvalid_0's poisson: -91.2817\tvalid_0's huber: 25.952\n",
"[40]\tvalid_0's poisson: -91.3751\tvalid_0's huber: 25.8618\n",
"[41]\tvalid_0's poisson: -91.4677\tvalid_0's huber: 25.771\n",
"[42]\tvalid_0's poisson: -91.5599\tvalid_0's huber: 25.6815\n",
"[43]\tvalid_0's poisson: -91.6512\tvalid_0's huber: 25.5915\n",
"[44]\tvalid_0's poisson: -91.7422\tvalid_0's huber: 25.5028\n",
"[45]\tvalid_0's poisson: -91.8323\tvalid_0's huber: 25.4136\n",
"[46]\tvalid_0's poisson: -91.9218\tvalid_0's huber: 25.3248\n",
"[47]\tvalid_0's poisson: -92.0116\tvalid_0's huber: 25.2344\n",
"[48]\tvalid_0's poisson: -92.1\tvalid_0's huber: 25.1463\n",
"[49]\tvalid_0's poisson: -92.1885\tvalid_0's huber: 25.0567\n",
"[50]\tvalid_0's poisson: -92.2772\tvalid_0's huber: 24.9689\n",
"[51]\tvalid_0's poisson: -92.3647\tvalid_0's huber: 24.88\n",
"[52]\tvalid_0's poisson: -92.4524\tvalid_0's huber: 24.7928\n",
"[53]\tvalid_0's poisson: -92.5383\tvalid_0's huber: 24.7065\n",
"[54]\tvalid_0's poisson: -92.6243\tvalid_0's huber: 24.6188\n",
"[55]\tvalid_0's poisson: -92.7106\tvalid_0's huber: 24.5328\n",
"[56]\tvalid_0's poisson: -92.7963\tvalid_0's huber: 24.4472\n",
"[57]\tvalid_0's poisson: -92.8816\tvalid_0's huber: 24.3619\n",
"[58]\tvalid_0's poisson: -92.9656\tvalid_0's huber: 24.2756\n",
"[59]\tvalid_0's poisson: -93.0499\tvalid_0's huber: 24.1912\n",
"[60]\tvalid_0's poisson: -93.1333\tvalid_0's huber: 24.1058\n",
"[61]\tvalid_0's poisson: -93.2166\tvalid_0's huber: 24.0221\n",
"[62]\tvalid_0's poisson: -93.2995\tvalid_0's huber: 23.9387\n",
"[63]\tvalid_0's poisson: -93.3806\tvalid_0's huber: 23.8561\n",
"[64]\tvalid_0's poisson: -93.4621\tvalid_0's huber: 23.772\n",
"[65]\tvalid_0's poisson: -93.5437\tvalid_0's huber: 23.6896\n",
"[66]\tvalid_0's poisson: -93.625\tvalid_0's huber: 23.6082\n",
"[67]\tvalid_0's poisson: -93.7043\tvalid_0's huber: 23.527\n",
"[68]\tvalid_0's poisson: -93.7844\tvalid_0's huber: 23.4458\n",
"[69]\tvalid_0's poisson: -93.8637\tvalid_0's huber: 23.3639\n",
"[70]\tvalid_0's poisson: -93.943\tvalid_0's huber: 23.2836\n",
"[71]\tvalid_0's poisson: -94.0217\tvalid_0's huber: 23.2037\n",
"[72]\tvalid_0's poisson: -94.0984\tvalid_0's huber: 23.1248\n",
"[73]\tvalid_0's poisson: -94.1759\tvalid_0's huber: 23.0444\n",
"[74]\tvalid_0's poisson: -94.2531\tvalid_0's huber: 22.9658\n",
"[75]\tvalid_0's poisson: -94.3295\tvalid_0's huber: 22.8862\n",
"[76]\tvalid_0's poisson: -94.4057\tvalid_0's huber: 22.8085\n",
"[77]\tvalid_0's poisson: -94.4813\tvalid_0's huber: 22.7312\n",
"[78]\tvalid_0's poisson: -94.5563\tvalid_0's huber: 22.6527\n",
"[79]\tvalid_0's poisson: -94.631\tvalid_0's huber: 22.5759\n",
"[80]\tvalid_0's poisson: -94.7052\tvalid_0's huber: 22.4996\n",
"[81]\tvalid_0's poisson: -94.7775\tvalid_0's huber: 22.4241\n",
"[82]\tvalid_0's poisson: -94.8505\tvalid_0's huber: 22.3471\n",
"[83]\tvalid_0's poisson: -94.9232\tvalid_0's huber: 22.2722\n",
"[84]\tvalid_0's poisson: -94.9946\tvalid_0's huber: 22.1958\n",
"[85]\tvalid_0's poisson: -95.0661\tvalid_0's huber: 22.1219\n",
"[86]\tvalid_0's poisson: -95.1364\tvalid_0's huber: 22.0468\n",
"[87]\tvalid_0's poisson: -95.2068\tvalid_0's huber: 21.9741\n",
"[88]\tvalid_0's poisson: -95.276\tvalid_0's huber: 21.9001\n",
"[89]\tvalid_0's poisson: -95.3454\tvalid_0's huber: 21.8287\n",
"[90]\tvalid_0's poisson: -95.4134\tvalid_0's huber: 21.7559\n",
"[91]\tvalid_0's poisson: -95.4815\tvalid_0's huber: 21.6855\n",
"[92]\tvalid_0's poisson: -95.5489\tvalid_0's huber: 21.6141\n",
"[93]\tvalid_0's poisson: -95.6161\tvalid_0's huber: 21.5449\n",
"[94]\tvalid_0's poisson: -95.6818\tvalid_0's huber: 21.4745\n",
"[95]\tvalid_0's poisson: -95.7478\tvalid_0's huber: 21.4063\n",
"[96]\tvalid_0's poisson: -95.8123\tvalid_0's huber: 21.3368\n",
"[97]\tvalid_0's poisson: -95.8762\tvalid_0's huber: 21.2667\n",
"[98]\tvalid_0's poisson: -95.9395\tvalid_0's huber: 21.1973\n",
"[99]\tvalid_0's poisson: -96.0018\tvalid_0's huber: 21.1296\n",
"[100]\tvalid_0's poisson: -96.0635\tvalid_0's huber: 21.0615\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2857\tvalid_0's huber: 29.7373\n",
"[2]\tvalid_0's poisson: -87.4012\tvalid_0's huber: 29.632\n",
"[3]\tvalid_0's poisson: -87.5161\tvalid_0's huber: 29.5272\n",
"[4]\tvalid_0's poisson: -87.6303\tvalid_0's huber: 29.4228\n",
"[5]\tvalid_0's poisson: -87.7439\tvalid_0's huber: 29.3188\n",
"[6]\tvalid_0's poisson: -87.8568\tvalid_0's huber: 29.2152\n",
"[7]\tvalid_0's poisson: -87.969\tvalid_0's huber: 29.1121\n",
"[8]\tvalid_0's poisson: -88.0806\tvalid_0's huber: 29.0095\n",
"[9]\tvalid_0's poisson: -88.1915\tvalid_0's huber: 28.9072\n",
"[10]\tvalid_0's poisson: -88.3019\tvalid_0's huber: 28.8053\n",
"[11]\tvalid_0's poisson: -88.4117\tvalid_0's huber: 28.7037\n",
"[12]\tvalid_0's poisson: -88.5208\tvalid_0's huber: 28.6027\n",
"[13]\tvalid_0's poisson: -88.6292\tvalid_0's huber: 28.5021\n",
"[14]\tvalid_0's poisson: -88.7369\tvalid_0's huber: 28.402\n",
"[15]\tvalid_0's poisson: -88.8439\tvalid_0's huber: 28.3023\n",
"[16]\tvalid_0's poisson: -88.9503\tvalid_0's huber: 28.2029\n",
"[17]\tvalid_0's poisson: -89.056\tvalid_0's huber: 28.1039\n",
"[18]\tvalid_0's poisson: -89.161\tvalid_0's huber: 28.0054\n",
"[19]\tvalid_0's poisson: -89.2653\tvalid_0's huber: 27.9074\n",
"[20]\tvalid_0's poisson: -89.3691\tvalid_0's huber: 27.8096\n",
"[21]\tvalid_0's poisson: -89.4722\tvalid_0's huber: 27.7124\n",
"[22]\tvalid_0's poisson: -89.5746\tvalid_0's huber: 27.6155\n",
"[23]\tvalid_0's poisson: -89.6764\tvalid_0's huber: 27.5191\n",
"[24]\tvalid_0's poisson: -89.7775\tvalid_0's huber: 27.4231\n",
"[25]\tvalid_0's poisson: -89.8779\tvalid_0's huber: 27.3275\n",
"[26]\tvalid_0's poisson: -89.9777\tvalid_0's huber: 27.2324\n",
"[27]\tvalid_0's poisson: -90.0769\tvalid_0's huber: 27.1378\n",
"[28]\tvalid_0's poisson: -90.1753\tvalid_0's huber: 27.0436\n",
"[29]\tvalid_0's poisson: -90.2731\tvalid_0's huber: 26.9499\n",
"[30]\tvalid_0's poisson: -90.3721\tvalid_0's huber: 26.854\n",
"[31]\tvalid_0's poisson: -90.4689\tvalid_0's huber: 26.761\n",
"[32]\tvalid_0's poisson: -90.5651\tvalid_0's huber: 26.6685\n",
"[33]\tvalid_0's poisson: -90.6624\tvalid_0's huber: 26.5737\n",
"[34]\tvalid_0's poisson: -90.7575\tvalid_0's huber: 26.482\n",
"[35]\tvalid_0's poisson: -90.852\tvalid_0's huber: 26.3908\n",
"[36]\tvalid_0's poisson: -90.9475\tvalid_0's huber: 26.2974\n",
"[37]\tvalid_0's poisson: -91.0405\tvalid_0's huber: 26.2066\n",
"[38]\tvalid_0's poisson: -91.1328\tvalid_0's huber: 26.1161\n",
"[39]\tvalid_0's poisson: -91.2268\tvalid_0's huber: 26.0238\n",
"[40]\tvalid_0's poisson: -91.3193\tvalid_0's huber: 25.9333\n",
"[41]\tvalid_0's poisson: -91.4122\tvalid_0's huber: 25.8415\n",
"[42]\tvalid_0's poisson: -91.5037\tvalid_0's huber: 25.7517\n",
"[43]\tvalid_0's poisson: -91.5945\tvalid_0's huber: 25.6623\n",
"[44]\tvalid_0's poisson: -91.6858\tvalid_0's huber: 25.5716\n",
"[45]\tvalid_0's poisson: -91.7753\tvalid_0's huber: 25.4833\n",
"[46]\tvalid_0's poisson: -91.8653\tvalid_0's huber: 25.3934\n",
"[47]\tvalid_0's poisson: -91.9538\tvalid_0's huber: 25.3059\n",
"[48]\tvalid_0's poisson: -92.0427\tvalid_0's huber: 25.2168\n",
"[49]\tvalid_0's poisson: -92.1303\tvalid_0's huber: 25.1297\n",
"[50]\tvalid_0's poisson: -92.2172\tvalid_0's huber: 25.0433\n",
"[51]\tvalid_0's poisson: -92.3046\tvalid_0's huber: 24.9551\n",
"[52]\tvalid_0's poisson: -92.3906\tvalid_0's huber: 24.8694\n",
"[53]\tvalid_0's poisson: -92.4768\tvalid_0's huber: 24.7821\n",
"[54]\tvalid_0's poisson: -92.5632\tvalid_0's huber: 24.6962\n",
"[55]\tvalid_0's poisson: -92.6483\tvalid_0's huber: 24.6099\n",
"[56]\tvalid_0's poisson: -92.7338\tvalid_0's huber: 24.5248\n",
"[57]\tvalid_0's poisson: -92.8178\tvalid_0's huber: 24.4392\n",
"[58]\tvalid_0's poisson: -92.9023\tvalid_0's huber: 24.3548\n",
"[59]\tvalid_0's poisson: -92.9848\tvalid_0's huber: 24.2717\n",
"[60]\tvalid_0's poisson: -93.0673\tvalid_0's huber: 24.1873\n",
"[61]\tvalid_0's poisson: -93.1504\tvalid_0's huber: 24.1039\n",
"[62]\tvalid_0's poisson: -93.2318\tvalid_0's huber: 24.0223\n",
"[63]\tvalid_0's poisson: -93.314\tvalid_0's huber: 23.9397\n",
"[64]\tvalid_0's poisson: -93.3958\tvalid_0's huber: 23.8574\n",
"[65]\tvalid_0's poisson: -93.4761\tvalid_0's huber: 23.7745\n",
"[66]\tvalid_0's poisson: -93.5571\tvalid_0's huber: 23.6927\n",
"[67]\tvalid_0's poisson: -93.6376\tvalid_0's huber: 23.6114\n",
"[68]\tvalid_0's poisson: -93.7152\tvalid_0's huber: 23.5315\n",
"[69]\tvalid_0's poisson: -93.7937\tvalid_0's huber: 23.4499\n",
"[70]\tvalid_0's poisson: -93.8727\tvalid_0's huber: 23.3698\n",
"[71]\tvalid_0's poisson: -93.9501\tvalid_0's huber: 23.2896\n",
"[72]\tvalid_0's poisson: -94.0282\tvalid_0's huber: 23.2102\n",
"[73]\tvalid_0's poisson: -94.1057\tvalid_0's huber: 23.1314\n",
"[74]\tvalid_0's poisson: -94.1817\tvalid_0's huber: 23.0522\n",
"[75]\tvalid_0's poisson: -94.2583\tvalid_0's huber: 22.9741\n",
"[76]\tvalid_0's poisson: -94.3332\tvalid_0's huber: 22.8948\n",
"[77]\tvalid_0's poisson: -94.4077\tvalid_0's huber: 22.8169\n",
"[78]\tvalid_0's poisson: -94.4831\tvalid_0's huber: 22.7398\n",
"[79]\tvalid_0's poisson: -94.5575\tvalid_0's huber: 22.6636\n",
"[80]\tvalid_0's poisson: -94.6306\tvalid_0's huber: 22.5867\n",
"[81]\tvalid_0's poisson: -94.7043\tvalid_0's huber: 22.5113\n",
"[82]\tvalid_0's poisson: -94.7773\tvalid_0's huber: 22.4363\n",
"[83]\tvalid_0's poisson: -94.8489\tvalid_0's huber: 22.3607\n",
"[84]\tvalid_0's poisson: -94.9213\tvalid_0's huber: 22.2863\n",
"[85]\tvalid_0's poisson: -94.9918\tvalid_0's huber: 22.2116\n",
"[86]\tvalid_0's poisson: -95.0632\tvalid_0's huber: 22.1382\n",
"[87]\tvalid_0's poisson: -95.1328\tvalid_0's huber: 22.0646\n",
"[88]\tvalid_0's poisson: -95.2007\tvalid_0's huber: 21.9932\n",
"[89]\tvalid_0's poisson: -95.2706\tvalid_0's huber: 21.9215\n",
"[90]\tvalid_0's poisson: -95.3385\tvalid_0's huber: 21.8496\n",
"[91]\tvalid_0's poisson: -95.4072\tvalid_0's huber: 21.779\n",
"[92]\tvalid_0's poisson: -95.4739\tvalid_0's huber: 21.7076\n",
"[93]\tvalid_0's poisson: -95.5416\tvalid_0's huber: 21.6381\n",
"[94]\tvalid_0's poisson: -95.6072\tvalid_0's huber: 21.5683\n",
"[95]\tvalid_0's poisson: -95.6737\tvalid_0's huber: 21.4999\n",
"[96]\tvalid_0's poisson: -95.7381\tvalid_0's huber: 21.4307\n",
"[97]\tvalid_0's poisson: -95.8019\tvalid_0's huber: 21.3627\n",
"[98]\tvalid_0's poisson: -95.8671\tvalid_0's huber: 21.2952\n",
"[99]\tvalid_0's poisson: -95.9316\tvalid_0's huber: 21.2281\n",
"[100]\tvalid_0's poisson: -95.9938\tvalid_0's huber: 21.1614\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.293\tvalid_0's huber: 29.6878\n",
"[2]\tvalid_0's poisson: -87.4093\tvalid_0's huber: 29.5823\n",
"[3]\tvalid_0's poisson: -87.525\tvalid_0's huber: 29.4772\n",
"[4]\tvalid_0's poisson: -87.64\tvalid_0's huber: 29.3726\n",
"[5]\tvalid_0's poisson: -87.7543\tvalid_0's huber: 29.2685\n",
"[6]\tvalid_0's poisson: -87.8679\tvalid_0's huber: 29.1648\n",
"[7]\tvalid_0's poisson: -87.9807\tvalid_0's huber: 29.0615\n",
"[8]\tvalid_0's poisson: -88.0929\tvalid_0's huber: 28.9587\n",
"[9]\tvalid_0's poisson: -88.2043\tvalid_0's huber: 28.8564\n",
"[10]\tvalid_0's poisson: -88.3151\tvalid_0's huber: 28.7545\n",
"[11]\tvalid_0's poisson: -88.4252\tvalid_0's huber: 28.6531\n",
"[12]\tvalid_0's poisson: -88.5347\tvalid_0's huber: 28.5521\n",
"[13]\tvalid_0's poisson: -88.6435\tvalid_0's huber: 28.4515\n",
"[14]\tvalid_0's poisson: -88.7516\tvalid_0's huber: 28.3513\n",
"[15]\tvalid_0's poisson: -88.8591\tvalid_0's huber: 28.2515\n",
"[16]\tvalid_0's poisson: -88.9658\tvalid_0's huber: 28.1522\n",
"[17]\tvalid_0's poisson: -89.0718\tvalid_0's huber: 28.0533\n",
"[18]\tvalid_0's poisson: -89.1771\tvalid_0's huber: 27.9548\n",
"[19]\tvalid_0's poisson: -89.2817\tvalid_0's huber: 27.8568\n",
"[20]\tvalid_0's poisson: -89.3864\tvalid_0's huber: 27.7567\n",
"[21]\tvalid_0's poisson: -89.4906\tvalid_0's huber: 27.6591\n",
"[22]\tvalid_0's poisson: -89.5944\tvalid_0's huber: 27.56\n",
"[23]\tvalid_0's poisson: -89.6974\tvalid_0's huber: 27.4631\n",
"[24]\tvalid_0's poisson: -89.7989\tvalid_0's huber: 27.367\n",
"[25]\tvalid_0's poisson: -89.9009\tvalid_0's huber: 27.2691\n",
"[26]\tvalid_0's poisson: -90.002\tvalid_0's huber: 27.1734\n",
"[27]\tvalid_0's poisson: -90.1025\tvalid_0's huber: 27.0782\n",
"[28]\tvalid_0's poisson: -90.2026\tvalid_0's huber: 26.9815\n",
"[29]\tvalid_0's poisson: -90.302\tvalid_0's huber: 26.887\n",
"[30]\tvalid_0's poisson: -90.401\tvalid_0's huber: 26.7911\n",
"[31]\tvalid_0's poisson: -90.4993\tvalid_0's huber: 26.6974\n",
"[32]\tvalid_0's poisson: -90.5962\tvalid_0's huber: 26.6045\n",
"[33]\tvalid_0's poisson: -90.6935\tvalid_0's huber: 26.5097\n",
"[34]\tvalid_0's poisson: -90.79\tvalid_0's huber: 26.4173\n",
"[35]\tvalid_0's poisson: -90.8859\tvalid_0's huber: 26.3254\n",
"[36]\tvalid_0's poisson: -90.9813\tvalid_0's huber: 26.232\n",
"[37]\tvalid_0's poisson: -91.076\tvalid_0's huber: 26.1409\n",
"[38]\tvalid_0's poisson: -91.1702\tvalid_0's huber: 26.0483\n",
"[39]\tvalid_0's poisson: -91.2636\tvalid_0's huber: 25.9583\n",
"[40]\tvalid_0's poisson: -91.3566\tvalid_0's huber: 25.8665\n",
"[41]\tvalid_0's poisson: -91.4489\tvalid_0's huber: 25.7772\n",
"[42]\tvalid_0's poisson: -91.5407\tvalid_0's huber: 25.688\n",
"[43]\tvalid_0's poisson: -91.6319\tvalid_0's huber: 25.5974\n",
"[44]\tvalid_0's poisson: -91.7218\tvalid_0's huber: 25.5084\n",
"[45]\tvalid_0's poisson: -91.8118\tvalid_0's huber: 25.4194\n",
"[46]\tvalid_0's poisson: -91.9004\tvalid_0's huber: 25.3312\n",
"[47]\tvalid_0's poisson: -91.9894\tvalid_0's huber: 25.242\n",
"[48]\tvalid_0's poisson: -92.0776\tvalid_0's huber: 25.1546\n",
"[49]\tvalid_0's poisson: -92.1655\tvalid_0's huber: 25.0661\n",
"[50]\tvalid_0's poisson: -92.2528\tvalid_0's huber: 24.9793\n",
"[51]\tvalid_0's poisson: -92.3397\tvalid_0's huber: 24.8916\n",
"[52]\tvalid_0's poisson: -92.426\tvalid_0's huber: 24.8054\n",
"[53]\tvalid_0's poisson: -92.5117\tvalid_0's huber: 24.7186\n",
"[54]\tvalid_0's poisson: -92.597\tvalid_0's huber: 24.6334\n",
"[55]\tvalid_0's poisson: -92.6816\tvalid_0's huber: 24.5475\n",
"[56]\tvalid_0's poisson: -92.7658\tvalid_0's huber: 24.463\n",
"[57]\tvalid_0's poisson: -92.8494\tvalid_0's huber: 24.3791\n",
"[58]\tvalid_0's poisson: -92.9341\tvalid_0's huber: 24.2945\n",
"[59]\tvalid_0's poisson: -93.0166\tvalid_0's huber: 24.2101\n",
"[60]\tvalid_0's poisson: -93.1004\tvalid_0's huber: 24.1262\n",
"[61]\tvalid_0's poisson: -93.1819\tvalid_0's huber: 24.0426\n",
"[62]\tvalid_0's poisson: -93.2649\tvalid_0's huber: 23.9594\n",
"[63]\tvalid_0's poisson: -93.3451\tvalid_0's huber: 23.8775\n",
"[64]\tvalid_0's poisson: -93.427\tvalid_0's huber: 23.7952\n",
"[65]\tvalid_0's poisson: -93.5067\tvalid_0's huber: 23.7128\n",
"[66]\tvalid_0's poisson: -93.5877\tvalid_0's huber: 23.6311\n",
"[67]\tvalid_0's poisson: -93.6683\tvalid_0's huber: 23.5497\n",
"[68]\tvalid_0's poisson: -93.7461\tvalid_0's huber: 23.4697\n",
"[69]\tvalid_0's poisson: -93.8256\tvalid_0's huber: 23.3892\n",
"[70]\tvalid_0's poisson: -93.9031\tvalid_0's huber: 23.3086\n",
"[71]\tvalid_0's poisson: -93.9816\tvalid_0's huber: 23.2289\n",
"[72]\tvalid_0's poisson: -94.058\tvalid_0's huber: 23.1496\n",
"[73]\tvalid_0's poisson: -94.1356\tvalid_0's huber: 23.0707\n",
"[74]\tvalid_0's poisson: -94.2111\tvalid_0's huber: 22.9921\n",
"[75]\tvalid_0's poisson: -94.2877\tvalid_0's huber: 22.9139\n",
"[76]\tvalid_0's poisson: -94.3622\tvalid_0's huber: 22.835\n",
"[77]\tvalid_0's poisson: -94.436\tvalid_0's huber: 22.7577\n",
"[78]\tvalid_0's poisson: -94.5115\tvalid_0's huber: 22.6807\n",
"[79]\tvalid_0's poisson: -94.5842\tvalid_0's huber: 22.6042\n",
"[80]\tvalid_0's poisson: -94.6587\tvalid_0's huber: 22.528\n",
"[81]\tvalid_0's poisson: -94.7304\tvalid_0's huber: 22.4524\n",
"[82]\tvalid_0's poisson: -94.8039\tvalid_0's huber: 22.377\n",
"[83]\tvalid_0's poisson: -94.8768\tvalid_0's huber: 22.3021\n",
"[84]\tvalid_0's poisson: -94.9472\tvalid_0's huber: 22.2277\n",
"[85]\tvalid_0's poisson: -95.0192\tvalid_0's huber: 22.1537\n",
"[86]\tvalid_0's poisson: -95.0885\tvalid_0's huber: 22.0803\n",
"[87]\tvalid_0's poisson: -95.1596\tvalid_0's huber: 22.0074\n",
"[88]\tvalid_0's poisson: -95.2277\tvalid_0's huber: 21.9358\n",
"[89]\tvalid_0's poisson: -95.2976\tvalid_0's huber: 21.864\n",
"[90]\tvalid_0's poisson: -95.3649\tvalid_0's huber: 21.7928\n",
"[91]\tvalid_0's poisson: -95.4339\tvalid_0's huber: 21.7216\n",
"[92]\tvalid_0's poisson: -95.4998\tvalid_0's huber: 21.6524\n",
"[93]\tvalid_0's poisson: -95.5676\tvalid_0's huber: 21.5823\n",
"[94]\tvalid_0's poisson: -95.6327\tvalid_0's huber: 21.513\n",
"[95]\tvalid_0's poisson: -95.6994\tvalid_0's huber: 21.444\n",
"[96]\tvalid_0's poisson: -95.7638\tvalid_0's huber: 21.3733\n",
"[97]\tvalid_0's poisson: -95.8275\tvalid_0's huber: 21.3033\n",
"[98]\tvalid_0's poisson: -95.8905\tvalid_0's huber: 21.2339\n",
"[99]\tvalid_0's poisson: -95.9551\tvalid_0's huber: 21.1674\n",
"[100]\tvalid_0's poisson: -96.0169\tvalid_0's huber: 21.0991\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2806\tvalid_0's huber: 29.7791\n",
"[2]\tvalid_0's poisson: -87.3969\tvalid_0's huber: 29.6732\n",
"[3]\tvalid_0's poisson: -87.5125\tvalid_0's huber: 29.5677\n",
"[4]\tvalid_0's poisson: -87.6275\tvalid_0's huber: 29.4627\n",
"[5]\tvalid_0's poisson: -87.7418\tvalid_0's huber: 29.3581\n",
"[6]\tvalid_0's poisson: -87.8554\tvalid_0's huber: 29.254\n",
"[7]\tvalid_0's poisson: -87.9684\tvalid_0's huber: 29.1503\n",
"[8]\tvalid_0's poisson: -88.0807\tvalid_0's huber: 29.047\n",
"[9]\tvalid_0's poisson: -88.1924\tvalid_0's huber: 28.9441\n",
"[10]\tvalid_0's poisson: -88.3036\tvalid_0's huber: 28.8415\n",
"[11]\tvalid_0's poisson: -88.4141\tvalid_0's huber: 28.7394\n",
"[12]\tvalid_0's poisson: -88.524\tvalid_0's huber: 28.6377\n",
"[13]\tvalid_0's poisson: -88.6332\tvalid_0's huber: 28.5365\n",
"[14]\tvalid_0's poisson: -88.7418\tvalid_0's huber: 28.4357\n",
"[15]\tvalid_0's poisson: -88.8497\tvalid_0's huber: 28.3353\n",
"[16]\tvalid_0's poisson: -88.957\tvalid_0's huber: 28.2352\n",
"[17]\tvalid_0's poisson: -89.0637\tvalid_0's huber: 28.1355\n",
"[18]\tvalid_0's poisson: -89.1693\tvalid_0's huber: 28.0364\n",
"[19]\tvalid_0's poisson: -89.2747\tvalid_0's huber: 27.9374\n",
"[20]\tvalid_0's poisson: -89.3792\tvalid_0's huber: 27.839\n",
"[21]\tvalid_0's poisson: -89.4834\tvalid_0's huber: 27.7408\n",
"[22]\tvalid_0's poisson: -89.5865\tvalid_0's huber: 27.6432\n",
"[23]\tvalid_0's poisson: -89.6894\tvalid_0's huber: 27.5459\n",
"[24]\tvalid_0's poisson: -89.7915\tvalid_0's huber: 27.449\n",
"[25]\tvalid_0's poisson: -89.8927\tvalid_0's huber: 27.3527\n",
"[26]\tvalid_0's poisson: -89.9936\tvalid_0's huber: 27.2567\n",
"[27]\tvalid_0's poisson: -90.0935\tvalid_0's huber: 27.1613\n",
"[28]\tvalid_0's poisson: -90.1931\tvalid_0's huber: 27.0662\n",
"[29]\tvalid_0's poisson: -90.292\tvalid_0's huber: 26.9715\n",
"[30]\tvalid_0's poisson: -90.3901\tvalid_0's huber: 26.8773\n",
"[31]\tvalid_0's poisson: -90.4894\tvalid_0's huber: 26.7809\n",
"[32]\tvalid_0's poisson: -90.5867\tvalid_0's huber: 26.6874\n",
"[33]\tvalid_0's poisson: -90.6834\tvalid_0's huber: 26.5944\n",
"[34]\tvalid_0's poisson: -90.7809\tvalid_0's huber: 26.4994\n",
"[35]\tvalid_0's poisson: -90.8765\tvalid_0's huber: 26.4072\n",
"[36]\tvalid_0's poisson: -90.9711\tvalid_0's huber: 26.3156\n",
"[37]\tvalid_0's poisson: -91.0668\tvalid_0's huber: 26.2219\n",
"[38]\tvalid_0's poisson: -91.1606\tvalid_0's huber: 26.1311\n",
"[39]\tvalid_0's poisson: -91.2551\tvalid_0's huber: 26.0381\n",
"[40]\tvalid_0's poisson: -91.3479\tvalid_0's huber: 25.9479\n",
"[41]\tvalid_0's poisson: -91.4411\tvalid_0's huber: 25.8558\n",
"[42]\tvalid_0's poisson: -91.5327\tvalid_0's huber: 25.7665\n",
"[43]\tvalid_0's poisson: -91.6236\tvalid_0's huber: 25.6776\n",
"[44]\tvalid_0's poisson: -91.715\tvalid_0's huber: 25.5868\n",
"[45]\tvalid_0's poisson: -91.8047\tvalid_0's huber: 25.4988\n",
"[46]\tvalid_0's poisson: -91.8948\tvalid_0's huber: 25.4089\n",
"[47]\tvalid_0's poisson: -91.9833\tvalid_0's huber: 25.3217\n",
"[48]\tvalid_0's poisson: -92.0711\tvalid_0's huber: 25.2349\n",
"[49]\tvalid_0's poisson: -92.1596\tvalid_0's huber: 25.1461\n",
"[50]\tvalid_0's poisson: -92.2464\tvalid_0's huber: 25.0601\n",
"[51]\tvalid_0's poisson: -92.3337\tvalid_0's huber: 24.9721\n",
"[52]\tvalid_0's poisson: -92.4195\tvalid_0's huber: 24.8854\n",
"[53]\tvalid_0's poisson: -92.5052\tvalid_0's huber: 24.7982\n",
"[54]\tvalid_0's poisson: -92.5904\tvalid_0's huber: 24.7125\n",
"[55]\tvalid_0's poisson: -92.6744\tvalid_0's huber: 24.6286\n",
"[56]\tvalid_0's poisson: -92.7579\tvalid_0's huber: 24.5437\n",
"[57]\tvalid_0's poisson: -92.8413\tvalid_0's huber: 24.4594\n",
"[58]\tvalid_0's poisson: -92.9248\tvalid_0's huber: 24.3743\n",
"[59]\tvalid_0's poisson: -93.0072\tvalid_0's huber: 24.2907\n",
"[60]\tvalid_0's poisson: -93.089\tvalid_0's huber: 24.2076\n",
"[61]\tvalid_0's poisson: -93.171\tvalid_0's huber: 24.1236\n",
"[62]\tvalid_0's poisson: -93.2515\tvalid_0's huber: 24.0409\n",
"[63]\tvalid_0's poisson: -93.3328\tvalid_0's huber: 23.9564\n",
"[64]\tvalid_0's poisson: -93.4131\tvalid_0's huber: 23.8736\n",
"[65]\tvalid_0's poisson: -93.4948\tvalid_0's huber: 23.7909\n",
"[66]\tvalid_0's poisson: -93.5759\tvalid_0's huber: 23.7087\n",
"[67]\tvalid_0's poisson: -93.6566\tvalid_0's huber: 23.6268\n",
"[68]\tvalid_0's poisson: -93.7351\tvalid_0's huber: 23.5452\n",
"[69]\tvalid_0's poisson: -93.8149\tvalid_0's huber: 23.4641\n",
"[70]\tvalid_0's poisson: -93.894\tvalid_0's huber: 23.3834\n",
"[71]\tvalid_0's poisson: -93.9712\tvalid_0's huber: 23.3036\n",
"[72]\tvalid_0's poisson: -94.0476\tvalid_0's huber: 23.2248\n",
"[73]\tvalid_0's poisson: -94.1239\tvalid_0's huber: 23.1439\n",
"[74]\tvalid_0's poisson: -94.1995\tvalid_0's huber: 23.0653\n",
"[75]\tvalid_0's poisson: -94.2765\tvalid_0's huber: 22.9865\n",
"[76]\tvalid_0's poisson: -94.3529\tvalid_0's huber: 22.9081\n",
"[77]\tvalid_0's poisson: -94.4271\tvalid_0's huber: 22.8305\n",
"[78]\tvalid_0's poisson: -94.5026\tvalid_0's huber: 22.7529\n",
"[79]\tvalid_0's poisson: -94.5762\tvalid_0's huber: 22.6744\n",
"[80]\tvalid_0's poisson: -94.6489\tvalid_0's huber: 22.5981\n",
"[81]\tvalid_0's poisson: -94.7232\tvalid_0's huber: 22.5218\n",
"[82]\tvalid_0's poisson: -94.7969\tvalid_0's huber: 22.4458\n",
"[83]\tvalid_0's poisson: -94.8683\tvalid_0's huber: 22.3706\n",
"[84]\tvalid_0's poisson: -94.9411\tvalid_0's huber: 22.2954\n",
"[85]\tvalid_0's poisson: -95.0114\tvalid_0's huber: 22.2193\n",
"[86]\tvalid_0's poisson: -95.0812\tvalid_0's huber: 22.1456\n",
"[87]\tvalid_0's poisson: -95.1527\tvalid_0's huber: 22.0718\n",
"[88]\tvalid_0's poisson: -95.2236\tvalid_0's huber: 21.9987\n",
"[89]\tvalid_0's poisson: -95.2919\tvalid_0's huber: 21.9264\n",
"[90]\tvalid_0's poisson: -95.3618\tvalid_0's huber: 21.8543\n",
"[91]\tvalid_0's poisson: -95.4285\tvalid_0's huber: 21.7836\n",
"[92]\tvalid_0's poisson: -95.4975\tvalid_0's huber: 21.7122\n",
"[93]\tvalid_0's poisson: -95.5636\tvalid_0's huber: 21.6419\n",
"[94]\tvalid_0's poisson: -95.6315\tvalid_0's huber: 21.5714\n",
"[95]\tvalid_0's poisson: -95.6998\tvalid_0's huber: 21.5018\n",
"[96]\tvalid_0's poisson: -95.7644\tvalid_0's huber: 21.433\n",
"[97]\tvalid_0's poisson: -95.8289\tvalid_0's huber: 21.3624\n",
"[98]\tvalid_0's poisson: -95.8957\tvalid_0's huber: 21.2942\n",
"[99]\tvalid_0's poisson: -95.9591\tvalid_0's huber: 21.2246\n",
"[100]\tvalid_0's poisson: -96.0218\tvalid_0's huber: 21.1553\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1764\tvalid_0's huber: 29.8095\n",
"[2]\tvalid_0's poisson: -87.179\tvalid_0's huber: 29.8073\n",
"[3]\tvalid_0's poisson: -87.1817\tvalid_0's huber: 29.8051\n",
"[4]\tvalid_0's poisson: -87.1843\tvalid_0's huber: 29.8029\n",
"[5]\tvalid_0's poisson: -87.187\tvalid_0's huber: 29.8007\n",
"[6]\tvalid_0's poisson: -87.1896\tvalid_0's huber: 29.7985\n",
"[7]\tvalid_0's poisson: -87.1923\tvalid_0's huber: 29.7963\n",
"[8]\tvalid_0's poisson: -87.1949\tvalid_0's huber: 29.7941\n",
"[9]\tvalid_0's poisson: -87.1976\tvalid_0's huber: 29.7919\n",
"[10]\tvalid_0's poisson: -87.2002\tvalid_0's huber: 29.7897\n",
"[11]\tvalid_0's poisson: -87.2029\tvalid_0's huber: 29.7875\n",
"[12]\tvalid_0's poisson: -87.2055\tvalid_0's huber: 29.7853\n",
"[13]\tvalid_0's poisson: -87.2082\tvalid_0's huber: 29.7831\n",
"[14]\tvalid_0's poisson: -87.2108\tvalid_0's huber: 29.7809\n",
"[15]\tvalid_0's poisson: -87.2135\tvalid_0's huber: 29.7787\n",
"[16]\tvalid_0's poisson: -87.2161\tvalid_0's huber: 29.7765\n",
"[17]\tvalid_0's poisson: -87.2188\tvalid_0's huber: 29.7743\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -87.2214\tvalid_0's huber: 29.7721\n",
"[19]\tvalid_0's poisson: -87.2241\tvalid_0's huber: 29.7699\n",
"[20]\tvalid_0's poisson: -87.2267\tvalid_0's huber: 29.7677\n",
"[21]\tvalid_0's poisson: -87.2294\tvalid_0's huber: 29.7655\n",
"[22]\tvalid_0's poisson: -87.232\tvalid_0's huber: 29.7633\n",
"[23]\tvalid_0's poisson: -87.2347\tvalid_0's huber: 29.7611\n",
"[24]\tvalid_0's poisson: -87.2373\tvalid_0's huber: 29.7589\n",
"[25]\tvalid_0's poisson: -87.24\tvalid_0's huber: 29.7567\n",
"[26]\tvalid_0's poisson: -87.2426\tvalid_0's huber: 29.7545\n",
"[27]\tvalid_0's poisson: -87.2452\tvalid_0's huber: 29.7523\n",
"[28]\tvalid_0's poisson: -87.2479\tvalid_0's huber: 29.7502\n",
"[29]\tvalid_0's poisson: -87.2505\tvalid_0's huber: 29.748\n",
"[30]\tvalid_0's poisson: -87.2532\tvalid_0's huber: 29.7458\n",
"[31]\tvalid_0's poisson: -87.2558\tvalid_0's huber: 29.7436\n",
"[32]\tvalid_0's poisson: -87.2585\tvalid_0's huber: 29.7414\n",
"[33]\tvalid_0's poisson: -87.2611\tvalid_0's huber: 29.7392\n",
"[34]\tvalid_0's poisson: -87.2638\tvalid_0's huber: 29.737\n",
"[35]\tvalid_0's poisson: -87.2664\tvalid_0's huber: 29.7348\n",
"[36]\tvalid_0's poisson: -87.2691\tvalid_0's huber: 29.7326\n",
"[37]\tvalid_0's poisson: -87.2717\tvalid_0's huber: 29.7304\n",
"[38]\tvalid_0's poisson: -87.2743\tvalid_0's huber: 29.7282\n",
"[39]\tvalid_0's poisson: -87.277\tvalid_0's huber: 29.726\n",
"[40]\tvalid_0's poisson: -87.2796\tvalid_0's huber: 29.7238\n",
"[41]\tvalid_0's poisson: -87.2823\tvalid_0's huber: 29.7216\n",
"[42]\tvalid_0's poisson: -87.2849\tvalid_0's huber: 29.7194\n",
"[43]\tvalid_0's poisson: -87.2876\tvalid_0's huber: 29.7172\n",
"[44]\tvalid_0's poisson: -87.2902\tvalid_0's huber: 29.715\n",
"[45]\tvalid_0's poisson: -87.2928\tvalid_0's huber: 29.7128\n",
"[46]\tvalid_0's poisson: -87.2955\tvalid_0's huber: 29.7106\n",
"[47]\tvalid_0's poisson: -87.2981\tvalid_0's huber: 29.7084\n",
"[48]\tvalid_0's poisson: -87.3008\tvalid_0's huber: 29.7062\n",
"[49]\tvalid_0's poisson: -87.3034\tvalid_0's huber: 29.704\n",
"[50]\tvalid_0's poisson: -87.306\tvalid_0's huber: 29.7018\n",
"[51]\tvalid_0's poisson: -87.3087\tvalid_0's huber: 29.6996\n",
"[52]\tvalid_0's poisson: -87.3113\tvalid_0's huber: 29.6974\n",
"[53]\tvalid_0's poisson: -87.314\tvalid_0's huber: 29.6952\n",
"[54]\tvalid_0's poisson: -87.3166\tvalid_0's huber: 29.693\n",
"[55]\tvalid_0's poisson: -87.3192\tvalid_0's huber: 29.6908\n",
"[56]\tvalid_0's poisson: -87.3219\tvalid_0's huber: 29.6886\n",
"[57]\tvalid_0's poisson: -87.3245\tvalid_0's huber: 29.6864\n",
"[58]\tvalid_0's poisson: -87.3272\tvalid_0's huber: 29.6843\n",
"[59]\tvalid_0's poisson: -87.3298\tvalid_0's huber: 29.682\n",
"[60]\tvalid_0's poisson: -87.3325\tvalid_0's huber: 29.6798\n",
"[61]\tvalid_0's poisson: -87.3352\tvalid_0's huber: 29.6776\n",
"[62]\tvalid_0's poisson: -87.3378\tvalid_0's huber: 29.6754\n",
"[63]\tvalid_0's poisson: -87.3405\tvalid_0's huber: 29.6732\n",
"[64]\tvalid_0's poisson: -87.3432\tvalid_0's huber: 29.671\n",
"[65]\tvalid_0's poisson: -87.3458\tvalid_0's huber: 29.6688\n",
"[66]\tvalid_0's poisson: -87.3485\tvalid_0's huber: 29.6666\n",
"[67]\tvalid_0's poisson: -87.3512\tvalid_0's huber: 29.6644\n",
"[68]\tvalid_0's poisson: -87.3538\tvalid_0's huber: 29.6622\n",
"[69]\tvalid_0's poisson: -87.3565\tvalid_0's huber: 29.66\n",
"[70]\tvalid_0's poisson: -87.3591\tvalid_0's huber: 29.6578\n",
"[71]\tvalid_0's poisson: -87.3618\tvalid_0's huber: 29.6556\n",
"[72]\tvalid_0's poisson: -87.3645\tvalid_0's huber: 29.6534\n",
"[73]\tvalid_0's poisson: -87.3671\tvalid_0's huber: 29.6512\n",
"[74]\tvalid_0's poisson: -87.3698\tvalid_0's huber: 29.649\n",
"[75]\tvalid_0's poisson: -87.3725\tvalid_0's huber: 29.6468\n",
"[76]\tvalid_0's poisson: -87.3751\tvalid_0's huber: 29.6446\n",
"[77]\tvalid_0's poisson: -87.3778\tvalid_0's huber: 29.6424\n",
"[78]\tvalid_0's poisson: -87.3804\tvalid_0's huber: 29.6402\n",
"[79]\tvalid_0's poisson: -87.3831\tvalid_0's huber: 29.638\n",
"[80]\tvalid_0's poisson: -87.3858\tvalid_0's huber: 29.6358\n",
"[81]\tvalid_0's poisson: -87.3884\tvalid_0's huber: 29.6336\n",
"[82]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6314\n",
"[83]\tvalid_0's poisson: -87.3937\tvalid_0's huber: 29.6292\n",
"[84]\tvalid_0's poisson: -87.3964\tvalid_0's huber: 29.627\n",
"[85]\tvalid_0's poisson: -87.3991\tvalid_0's huber: 29.6248\n",
"[86]\tvalid_0's poisson: -87.4017\tvalid_0's huber: 29.6226\n",
"[87]\tvalid_0's poisson: -87.4044\tvalid_0's huber: 29.6204\n",
"[88]\tvalid_0's poisson: -87.407\tvalid_0's huber: 29.6182\n",
"[89]\tvalid_0's poisson: -87.4097\tvalid_0's huber: 29.616\n",
"[90]\tvalid_0's poisson: -87.4124\tvalid_0's huber: 29.6138\n",
"[91]\tvalid_0's poisson: -87.415\tvalid_0's huber: 29.6116\n",
"[92]\tvalid_0's poisson: -87.4177\tvalid_0's huber: 29.6094\n",
"[93]\tvalid_0's poisson: -87.4203\tvalid_0's huber: 29.6072\n",
"[94]\tvalid_0's poisson: -87.423\tvalid_0's huber: 29.605\n",
"[95]\tvalid_0's poisson: -87.4257\tvalid_0's huber: 29.6028\n",
"[96]\tvalid_0's poisson: -87.4283\tvalid_0's huber: 29.6006\n",
"[97]\tvalid_0's poisson: -87.431\tvalid_0's huber: 29.5983\n",
"[98]\tvalid_0's poisson: -87.4336\tvalid_0's huber: 29.5961\n",
"[99]\tvalid_0's poisson: -87.4363\tvalid_0's huber: 29.5939\n",
"[100]\tvalid_0's poisson: -87.4389\tvalid_0's huber: 29.5917\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1766\tvalid_0's huber: 29.8075\n",
"[2]\tvalid_0's poisson: -87.1793\tvalid_0's huber: 29.8053\n",
"[3]\tvalid_0's poisson: -87.1819\tvalid_0's huber: 29.8031\n",
"[4]\tvalid_0's poisson: -87.1846\tvalid_0's huber: 29.801\n",
"[5]\tvalid_0's poisson: -87.1872\tvalid_0's huber: 29.7988\n",
"[6]\tvalid_0's poisson: -87.1899\tvalid_0's huber: 29.7966\n",
"[7]\tvalid_0's poisson: -87.1925\tvalid_0's huber: 29.7944\n",
"[8]\tvalid_0's poisson: -87.1952\tvalid_0's huber: 29.7922\n",
"[9]\tvalid_0's poisson: -87.1979\tvalid_0's huber: 29.7901\n",
"[10]\tvalid_0's poisson: -87.2005\tvalid_0's huber: 29.7879\n",
"[11]\tvalid_0's poisson: -87.2032\tvalid_0's huber: 29.7857\n",
"[12]\tvalid_0's poisson: -87.2058\tvalid_0's huber: 29.7835\n",
"[13]\tvalid_0's poisson: -87.2085\tvalid_0's huber: 29.7814\n",
"[14]\tvalid_0's poisson: -87.2111\tvalid_0's huber: 29.7792\n",
"[15]\tvalid_0's poisson: -87.2138\tvalid_0's huber: 29.777\n",
"[16]\tvalid_0's poisson: -87.2164\tvalid_0's huber: 29.7748\n",
"[17]\tvalid_0's poisson: -87.2191\tvalid_0's huber: 29.7726\n",
"[18]\tvalid_0's poisson: -87.2217\tvalid_0's huber: 29.7705\n",
"[19]\tvalid_0's poisson: -87.2244\tvalid_0's huber: 29.7683\n",
"[20]\tvalid_0's poisson: -87.227\tvalid_0's huber: 29.7661\n",
"[21]\tvalid_0's poisson: -87.2297\tvalid_0's huber: 29.7639\n",
"[22]\tvalid_0's poisson: -87.2323\tvalid_0's huber: 29.7618\n",
"[23]\tvalid_0's poisson: -87.235\tvalid_0's huber: 29.7596\n",
"[24]\tvalid_0's poisson: -87.2376\tvalid_0's huber: 29.7574\n",
"[25]\tvalid_0's poisson: -87.2403\tvalid_0's huber: 29.7552\n",
"[26]\tvalid_0's poisson: -87.2429\tvalid_0's huber: 29.753\n",
"[27]\tvalid_0's poisson: -87.2456\tvalid_0's huber: 29.7509\n",
"[28]\tvalid_0's poisson: -87.2482\tvalid_0's huber: 29.7487\n",
"[29]\tvalid_0's poisson: -87.2509\tvalid_0's huber: 29.7465\n",
"[30]\tvalid_0's poisson: -87.2535\tvalid_0's huber: 29.7443\n",
"[31]\tvalid_0's poisson: -87.2561\tvalid_0's huber: 29.7422\n",
"[32]\tvalid_0's poisson: -87.2588\tvalid_0's huber: 29.74\n",
"[33]\tvalid_0's poisson: -87.2614\tvalid_0's huber: 29.7378\n",
"[34]\tvalid_0's poisson: -87.2641\tvalid_0's huber: 29.7356\n",
"[35]\tvalid_0's poisson: -87.2667\tvalid_0's huber: 29.7335\n",
"[36]\tvalid_0's poisson: -87.2694\tvalid_0's huber: 29.7313\n",
"[37]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7291\n",
"[38]\tvalid_0's poisson: -87.2747\tvalid_0's huber: 29.7269\n",
"[39]\tvalid_0's poisson: -87.2773\tvalid_0's huber: 29.7247\n",
"[40]\tvalid_0's poisson: -87.28\tvalid_0's huber: 29.7226\n",
"[41]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7204\n",
"[42]\tvalid_0's poisson: -87.2852\tvalid_0's huber: 29.7182\n",
"[43]\tvalid_0's poisson: -87.2879\tvalid_0's huber: 29.716\n",
"[44]\tvalid_0's poisson: -87.2905\tvalid_0's huber: 29.7139\n",
"[45]\tvalid_0's poisson: -87.2932\tvalid_0's huber: 29.7117\n",
"[46]\tvalid_0's poisson: -87.2958\tvalid_0's huber: 29.7095\n",
"[47]\tvalid_0's poisson: -87.2985\tvalid_0's huber: 29.7073\n",
"[48]\tvalid_0's poisson: -87.3011\tvalid_0's huber: 29.7052\n",
"[49]\tvalid_0's poisson: -87.3038\tvalid_0's huber: 29.703\n",
"[50]\tvalid_0's poisson: -87.3064\tvalid_0's huber: 29.7008\n",
"[51]\tvalid_0's poisson: -87.309\tvalid_0's huber: 29.6986\n",
"[52]\tvalid_0's poisson: -87.3117\tvalid_0's huber: 29.6965\n",
"[53]\tvalid_0's poisson: -87.3143\tvalid_0's huber: 29.6943\n",
"[54]\tvalid_0's poisson: -87.317\tvalid_0's huber: 29.6921\n",
"[55]\tvalid_0's poisson: -87.3196\tvalid_0's huber: 29.6899\n",
"[56]\tvalid_0's poisson: -87.3222\tvalid_0's huber: 29.6878\n",
"[57]\tvalid_0's poisson: -87.3249\tvalid_0's huber: 29.6856\n",
"[58]\tvalid_0's poisson: -87.3275\tvalid_0's huber: 29.6834\n",
"[59]\tvalid_0's poisson: -87.3302\tvalid_0's huber: 29.6812\n",
"[60]\tvalid_0's poisson: -87.3328\tvalid_0's huber: 29.6791\n",
"[61]\tvalid_0's poisson: -87.3354\tvalid_0's huber: 29.6769\n",
"[62]\tvalid_0's poisson: -87.3381\tvalid_0's huber: 29.6747\n",
"[63]\tvalid_0's poisson: -87.3407\tvalid_0's huber: 29.6725\n",
"[64]\tvalid_0's poisson: -87.3434\tvalid_0's huber: 29.6704\n",
"[65]\tvalid_0's poisson: -87.346\tvalid_0's huber: 29.6682\n",
"[66]\tvalid_0's poisson: -87.3486\tvalid_0's huber: 29.666\n",
"[67]\tvalid_0's poisson: -87.3513\tvalid_0's huber: 29.6639\n",
"[68]\tvalid_0's poisson: -87.3539\tvalid_0's huber: 29.6617\n",
"[69]\tvalid_0's poisson: -87.3566\tvalid_0's huber: 29.6595\n",
"[70]\tvalid_0's poisson: -87.3592\tvalid_0's huber: 29.6573\n",
"[71]\tvalid_0's poisson: -87.3618\tvalid_0's huber: 29.6552\n",
"[72]\tvalid_0's poisson: -87.3645\tvalid_0's huber: 29.653\n",
"[73]\tvalid_0's poisson: -87.3671\tvalid_0's huber: 29.6508\n",
"[74]\tvalid_0's poisson: -87.3697\tvalid_0's huber: 29.6486\n",
"[75]\tvalid_0's poisson: -87.3724\tvalid_0's huber: 29.6465\n",
"[76]\tvalid_0's poisson: -87.375\tvalid_0's huber: 29.6443\n",
"[77]\tvalid_0's poisson: -87.3776\tvalid_0's huber: 29.6421\n",
"[78]\tvalid_0's poisson: -87.3803\tvalid_0's huber: 29.64\n",
"[79]\tvalid_0's poisson: -87.3829\tvalid_0's huber: 29.6378\n",
"[80]\tvalid_0's poisson: -87.3856\tvalid_0's huber: 29.6356\n",
"[81]\tvalid_0's poisson: -87.3882\tvalid_0's huber: 29.6334\n",
"[82]\tvalid_0's poisson: -87.3908\tvalid_0's huber: 29.6313\n",
"[83]\tvalid_0's poisson: -87.3935\tvalid_0's huber: 29.6291\n",
"[84]\tvalid_0's poisson: -87.3961\tvalid_0's huber: 29.6269\n",
"[85]\tvalid_0's poisson: -87.3987\tvalid_0's huber: 29.6248\n",
"[86]\tvalid_0's poisson: -87.4014\tvalid_0's huber: 29.6226\n",
"[87]\tvalid_0's poisson: -87.404\tvalid_0's huber: 29.6204\n",
"[88]\tvalid_0's poisson: -87.4066\tvalid_0's huber: 29.6182\n",
"[89]\tvalid_0's poisson: -87.4093\tvalid_0's huber: 29.6161\n",
"[90]\tvalid_0's poisson: -87.4119\tvalid_0's huber: 29.6139\n",
"[91]\tvalid_0's poisson: -87.4145\tvalid_0's huber: 29.6117\n",
"[92]\tvalid_0's poisson: -87.4171\tvalid_0's huber: 29.6096\n",
"[93]\tvalid_0's poisson: -87.4198\tvalid_0's huber: 29.6074\n",
"[94]\tvalid_0's poisson: -87.4224\tvalid_0's huber: 29.6052\n",
"[95]\tvalid_0's poisson: -87.425\tvalid_0's huber: 29.6031\n",
"[96]\tvalid_0's poisson: -87.4277\tvalid_0's huber: 29.6009\n",
"[97]\tvalid_0's poisson: -87.4303\tvalid_0's huber: 29.5987\n",
"[98]\tvalid_0's poisson: -87.4329\tvalid_0's huber: 29.5965\n",
"[99]\tvalid_0's poisson: -87.4356\tvalid_0's huber: 29.5944\n",
"[100]\tvalid_0's poisson: -87.4382\tvalid_0's huber: 29.5922\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1722\tvalid_0's huber: 29.8406\n",
"[2]\tvalid_0's poisson: -87.1749\tvalid_0's huber: 29.8384\n",
"[3]\tvalid_0's poisson: -87.1776\tvalid_0's huber: 29.8362\n",
"[4]\tvalid_0's poisson: -87.1802\tvalid_0's huber: 29.834\n",
"[5]\tvalid_0's poisson: -87.1829\tvalid_0's huber: 29.8318\n",
"[6]\tvalid_0's poisson: -87.1855\tvalid_0's huber: 29.8296\n",
"[7]\tvalid_0's poisson: -87.1882\tvalid_0's huber: 29.8274\n",
"[8]\tvalid_0's poisson: -87.1908\tvalid_0's huber: 29.8252\n",
"[9]\tvalid_0's poisson: -87.1935\tvalid_0's huber: 29.823\n",
"[10]\tvalid_0's poisson: -87.1961\tvalid_0's huber: 29.8207\n",
"[11]\tvalid_0's poisson: -87.1988\tvalid_0's huber: 29.8185\n",
"[12]\tvalid_0's poisson: -87.2015\tvalid_0's huber: 29.8163\n",
"[13]\tvalid_0's poisson: -87.2041\tvalid_0's huber: 29.8141\n",
"[14]\tvalid_0's poisson: -87.2068\tvalid_0's huber: 29.8119\n",
"[15]\tvalid_0's poisson: -87.2094\tvalid_0's huber: 29.8097\n",
"[16]\tvalid_0's poisson: -87.2121\tvalid_0's huber: 29.8075\n",
"[17]\tvalid_0's poisson: -87.2147\tvalid_0's huber: 29.8053\n",
"[18]\tvalid_0's poisson: -87.2174\tvalid_0's huber: 29.8031\n",
"[19]\tvalid_0's poisson: -87.22\tvalid_0's huber: 29.8008\n",
"[20]\tvalid_0's poisson: -87.2227\tvalid_0's huber: 29.7986\n",
"[21]\tvalid_0's poisson: -87.2253\tvalid_0's huber: 29.7964\n",
"[22]\tvalid_0's poisson: -87.228\tvalid_0's huber: 29.7942\n",
"[23]\tvalid_0's poisson: -87.2307\tvalid_0's huber: 29.792\n",
"[24]\tvalid_0's poisson: -87.2333\tvalid_0's huber: 29.7898\n",
"[25]\tvalid_0's poisson: -87.236\tvalid_0's huber: 29.7876\n",
"[26]\tvalid_0's poisson: -87.2386\tvalid_0's huber: 29.7854\n",
"[27]\tvalid_0's poisson: -87.2413\tvalid_0's huber: 29.7832\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -87.2439\tvalid_0's huber: 29.7809\n",
"[29]\tvalid_0's poisson: -87.2466\tvalid_0's huber: 29.7787\n",
"[30]\tvalid_0's poisson: -87.2492\tvalid_0's huber: 29.7765\n",
"[31]\tvalid_0's poisson: -87.2519\tvalid_0's huber: 29.7743\n",
"[32]\tvalid_0's poisson: -87.2545\tvalid_0's huber: 29.7721\n",
"[33]\tvalid_0's poisson: -87.2572\tvalid_0's huber: 29.7699\n",
"[34]\tvalid_0's poisson: -87.2598\tvalid_0's huber: 29.7677\n",
"[35]\tvalid_0's poisson: -87.2625\tvalid_0's huber: 29.7655\n",
"[36]\tvalid_0's poisson: -87.2651\tvalid_0's huber: 29.7633\n",
"[37]\tvalid_0's poisson: -87.2678\tvalid_0's huber: 29.7611\n",
"[38]\tvalid_0's poisson: -87.2704\tvalid_0's huber: 29.7588\n",
"[39]\tvalid_0's poisson: -87.2731\tvalid_0's huber: 29.7566\n",
"[40]\tvalid_0's poisson: -87.2757\tvalid_0's huber: 29.7544\n",
"[41]\tvalid_0's poisson: -87.2784\tvalid_0's huber: 29.7522\n",
"[42]\tvalid_0's poisson: -87.281\tvalid_0's huber: 29.75\n",
"[43]\tvalid_0's poisson: -87.2837\tvalid_0's huber: 29.7478\n",
"[44]\tvalid_0's poisson: -87.2863\tvalid_0's huber: 29.7456\n",
"[45]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7434\n",
"[46]\tvalid_0's poisson: -87.2916\tvalid_0's huber: 29.7412\n",
"[47]\tvalid_0's poisson: -87.2942\tvalid_0's huber: 29.739\n",
"[48]\tvalid_0's poisson: -87.2969\tvalid_0's huber: 29.7368\n",
"[49]\tvalid_0's poisson: -87.2995\tvalid_0's huber: 29.7345\n",
"[50]\tvalid_0's poisson: -87.3022\tvalid_0's huber: 29.7323\n",
"[51]\tvalid_0's poisson: -87.3048\tvalid_0's huber: 29.7301\n",
"[52]\tvalid_0's poisson: -87.3075\tvalid_0's huber: 29.7279\n",
"[53]\tvalid_0's poisson: -87.3101\tvalid_0's huber: 29.7257\n",
"[54]\tvalid_0's poisson: -87.3128\tvalid_0's huber: 29.7235\n",
"[55]\tvalid_0's poisson: -87.3154\tvalid_0's huber: 29.7213\n",
"[56]\tvalid_0's poisson: -87.3181\tvalid_0's huber: 29.7191\n",
"[57]\tvalid_0's poisson: -87.3207\tvalid_0's huber: 29.7169\n",
"[58]\tvalid_0's poisson: -87.3233\tvalid_0's huber: 29.7147\n",
"[59]\tvalid_0's poisson: -87.326\tvalid_0's huber: 29.7125\n",
"[60]\tvalid_0's poisson: -87.3286\tvalid_0's huber: 29.7103\n",
"[61]\tvalid_0's poisson: -87.3313\tvalid_0's huber: 29.7081\n",
"[62]\tvalid_0's poisson: -87.3339\tvalid_0's huber: 29.7058\n",
"[63]\tvalid_0's poisson: -87.3366\tvalid_0's huber: 29.7036\n",
"[64]\tvalid_0's poisson: -87.3392\tvalid_0's huber: 29.7014\n",
"[65]\tvalid_0's poisson: -87.3419\tvalid_0's huber: 29.6992\n",
"[66]\tvalid_0's poisson: -87.3445\tvalid_0's huber: 29.697\n",
"[67]\tvalid_0's poisson: -87.3471\tvalid_0's huber: 29.6948\n",
"[68]\tvalid_0's poisson: -87.3498\tvalid_0's huber: 29.6926\n",
"[69]\tvalid_0's poisson: -87.3524\tvalid_0's huber: 29.6904\n",
"[70]\tvalid_0's poisson: -87.3551\tvalid_0's huber: 29.6882\n",
"[71]\tvalid_0's poisson: -87.3577\tvalid_0's huber: 29.686\n",
"[72]\tvalid_0's poisson: -87.3603\tvalid_0's huber: 29.6838\n",
"[73]\tvalid_0's poisson: -87.363\tvalid_0's huber: 29.6816\n",
"[74]\tvalid_0's poisson: -87.3656\tvalid_0's huber: 29.6794\n",
"[75]\tvalid_0's poisson: -87.3683\tvalid_0's huber: 29.6772\n",
"[76]\tvalid_0's poisson: -87.3709\tvalid_0's huber: 29.675\n",
"[77]\tvalid_0's poisson: -87.3735\tvalid_0's huber: 29.6728\n",
"[78]\tvalid_0's poisson: -87.3762\tvalid_0's huber: 29.6706\n",
"[79]\tvalid_0's poisson: -87.3788\tvalid_0's huber: 29.6683\n",
"[80]\tvalid_0's poisson: -87.3815\tvalid_0's huber: 29.6661\n",
"[81]\tvalid_0's poisson: -87.3841\tvalid_0's huber: 29.6639\n",
"[82]\tvalid_0's poisson: -87.3867\tvalid_0's huber: 29.6617\n",
"[83]\tvalid_0's poisson: -87.3894\tvalid_0's huber: 29.6595\n",
"[84]\tvalid_0's poisson: -87.392\tvalid_0's huber: 29.6573\n",
"[85]\tvalid_0's poisson: -87.3946\tvalid_0's huber: 29.6551\n",
"[86]\tvalid_0's poisson: -87.3973\tvalid_0's huber: 29.6529\n",
"[87]\tvalid_0's poisson: -87.3999\tvalid_0's huber: 29.6507\n",
"[88]\tvalid_0's poisson: -87.4026\tvalid_0's huber: 29.6485\n",
"[89]\tvalid_0's poisson: -87.4052\tvalid_0's huber: 29.6463\n",
"[90]\tvalid_0's poisson: -87.4078\tvalid_0's huber: 29.6441\n",
"[91]\tvalid_0's poisson: -87.4105\tvalid_0's huber: 29.6419\n",
"[92]\tvalid_0's poisson: -87.4131\tvalid_0's huber: 29.6397\n",
"[93]\tvalid_0's poisson: -87.4157\tvalid_0's huber: 29.6375\n",
"[94]\tvalid_0's poisson: -87.4184\tvalid_0's huber: 29.6353\n",
"[95]\tvalid_0's poisson: -87.421\tvalid_0's huber: 29.6331\n",
"[96]\tvalid_0's poisson: -87.4236\tvalid_0's huber: 29.6309\n",
"[97]\tvalid_0's poisson: -87.4263\tvalid_0's huber: 29.6287\n",
"[98]\tvalid_0's poisson: -87.4289\tvalid_0's huber: 29.6265\n",
"[99]\tvalid_0's poisson: -87.4315\tvalid_0's huber: 29.6243\n",
"[100]\tvalid_0's poisson: -87.4342\tvalid_0's huber: 29.6221\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1787\tvalid_0's huber: 29.7914\n",
"[2]\tvalid_0's poisson: -87.1813\tvalid_0's huber: 29.7892\n",
"[3]\tvalid_0's poisson: -87.184\tvalid_0's huber: 29.787\n",
"[4]\tvalid_0's poisson: -87.1867\tvalid_0's huber: 29.7848\n",
"[5]\tvalid_0's poisson: -87.1893\tvalid_0's huber: 29.7826\n",
"[6]\tvalid_0's poisson: -87.192\tvalid_0's huber: 29.7804\n",
"[7]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7782\n",
"[8]\tvalid_0's poisson: -87.1973\tvalid_0's huber: 29.776\n",
"[9]\tvalid_0's poisson: -87.2\tvalid_0's huber: 29.7738\n",
"[10]\tvalid_0's poisson: -87.2026\tvalid_0's huber: 29.7716\n",
"[11]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7694\n",
"[12]\tvalid_0's poisson: -87.208\tvalid_0's huber: 29.7672\n",
"[13]\tvalid_0's poisson: -87.2106\tvalid_0's huber: 29.765\n",
"[14]\tvalid_0's poisson: -87.2133\tvalid_0's huber: 29.7628\n",
"[15]\tvalid_0's poisson: -87.216\tvalid_0's huber: 29.7606\n",
"[16]\tvalid_0's poisson: -87.2186\tvalid_0's huber: 29.7584\n",
"[17]\tvalid_0's poisson: -87.2213\tvalid_0's huber: 29.7562\n",
"[18]\tvalid_0's poisson: -87.2239\tvalid_0's huber: 29.754\n",
"[19]\tvalid_0's poisson: -87.2266\tvalid_0's huber: 29.7518\n",
"[20]\tvalid_0's poisson: -87.2292\tvalid_0's huber: 29.7496\n",
"[21]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7474\n",
"[22]\tvalid_0's poisson: -87.2346\tvalid_0's huber: 29.7452\n",
"[23]\tvalid_0's poisson: -87.2372\tvalid_0's huber: 29.743\n",
"[24]\tvalid_0's poisson: -87.2399\tvalid_0's huber: 29.7408\n",
"[25]\tvalid_0's poisson: -87.2425\tvalid_0's huber: 29.7386\n",
"[26]\tvalid_0's poisson: -87.2452\tvalid_0's huber: 29.7364\n",
"[27]\tvalid_0's poisson: -87.2479\tvalid_0's huber: 29.7342\n",
"[28]\tvalid_0's poisson: -87.2505\tvalid_0's huber: 29.732\n",
"[29]\tvalid_0's poisson: -87.2532\tvalid_0's huber: 29.7298\n",
"[30]\tvalid_0's poisson: -87.2558\tvalid_0's huber: 29.7276\n",
"[31]\tvalid_0's poisson: -87.2585\tvalid_0's huber: 29.7254\n",
"[32]\tvalid_0's poisson: -87.2611\tvalid_0's huber: 29.7232\n",
"[33]\tvalid_0's poisson: -87.2638\tvalid_0's huber: 29.721\n",
"[34]\tvalid_0's poisson: -87.2665\tvalid_0's huber: 29.7188\n",
"[35]\tvalid_0's poisson: -87.2691\tvalid_0's huber: 29.7166\n",
"[36]\tvalid_0's poisson: -87.2718\tvalid_0's huber: 29.7144\n",
"[37]\tvalid_0's poisson: -87.2744\tvalid_0's huber: 29.7122\n",
"[38]\tvalid_0's poisson: -87.2771\tvalid_0's huber: 29.71\n",
"[39]\tvalid_0's poisson: -87.2797\tvalid_0's huber: 29.7078\n",
"[40]\tvalid_0's poisson: -87.2824\tvalid_0's huber: 29.7056\n",
"[41]\tvalid_0's poisson: -87.285\tvalid_0's huber: 29.7034\n",
"[42]\tvalid_0's poisson: -87.2877\tvalid_0's huber: 29.7012\n",
"[43]\tvalid_0's poisson: -87.2903\tvalid_0's huber: 29.699\n",
"[44]\tvalid_0's poisson: -87.293\tvalid_0's huber: 29.6968\n",
"[45]\tvalid_0's poisson: -87.2957\tvalid_0's huber: 29.6946\n",
"[46]\tvalid_0's poisson: -87.2983\tvalid_0's huber: 29.6924\n",
"[47]\tvalid_0's poisson: -87.301\tvalid_0's huber: 29.6902\n",
"[48]\tvalid_0's poisson: -87.3036\tvalid_0's huber: 29.688\n",
"[49]\tvalid_0's poisson: -87.3063\tvalid_0's huber: 29.6858\n",
"[50]\tvalid_0's poisson: -87.3089\tvalid_0's huber: 29.6836\n",
"[51]\tvalid_0's poisson: -87.3116\tvalid_0's huber: 29.6814\n",
"[52]\tvalid_0's poisson: -87.3142\tvalid_0's huber: 29.6792\n",
"[53]\tvalid_0's poisson: -87.3169\tvalid_0's huber: 29.677\n",
"[54]\tvalid_0's poisson: -87.3195\tvalid_0's huber: 29.6748\n",
"[55]\tvalid_0's poisson: -87.3222\tvalid_0's huber: 29.6726\n",
"[56]\tvalid_0's poisson: -87.3248\tvalid_0's huber: 29.6704\n",
"[57]\tvalid_0's poisson: -87.3275\tvalid_0's huber: 29.6682\n",
"[58]\tvalid_0's poisson: -87.3301\tvalid_0's huber: 29.666\n",
"[59]\tvalid_0's poisson: -87.3328\tvalid_0's huber: 29.6638\n",
"[60]\tvalid_0's poisson: -87.3354\tvalid_0's huber: 29.6616\n",
"[61]\tvalid_0's poisson: -87.3381\tvalid_0's huber: 29.6594\n",
"[62]\tvalid_0's poisson: -87.3407\tvalid_0's huber: 29.6572\n",
"[63]\tvalid_0's poisson: -87.3434\tvalid_0's huber: 29.655\n",
"[64]\tvalid_0's poisson: -87.346\tvalid_0's huber: 29.6528\n",
"[65]\tvalid_0's poisson: -87.3487\tvalid_0's huber: 29.6506\n",
"[66]\tvalid_0's poisson: -87.3513\tvalid_0's huber: 29.6484\n",
"[67]\tvalid_0's poisson: -87.354\tvalid_0's huber: 29.6462\n",
"[68]\tvalid_0's poisson: -87.3566\tvalid_0's huber: 29.644\n",
"[69]\tvalid_0's poisson: -87.3593\tvalid_0's huber: 29.6418\n",
"[70]\tvalid_0's poisson: -87.3619\tvalid_0's huber: 29.6396\n",
"[71]\tvalid_0's poisson: -87.3646\tvalid_0's huber: 29.6374\n",
"[72]\tvalid_0's poisson: -87.3672\tvalid_0's huber: 29.6352\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -87.3698\tvalid_0's huber: 29.633\n",
"[74]\tvalid_0's poisson: -87.3725\tvalid_0's huber: 29.6309\n",
"[75]\tvalid_0's poisson: -87.3751\tvalid_0's huber: 29.6287\n",
"[76]\tvalid_0's poisson: -87.3778\tvalid_0's huber: 29.6265\n",
"[77]\tvalid_0's poisson: -87.3804\tvalid_0's huber: 29.6243\n",
"[78]\tvalid_0's poisson: -87.3831\tvalid_0's huber: 29.6221\n",
"[79]\tvalid_0's poisson: -87.3857\tvalid_0's huber: 29.6199\n",
"[80]\tvalid_0's poisson: -87.3884\tvalid_0's huber: 29.6177\n",
"[81]\tvalid_0's poisson: -87.391\tvalid_0's huber: 29.6155\n",
"[82]\tvalid_0's poisson: -87.3937\tvalid_0's huber: 29.6133\n",
"[83]\tvalid_0's poisson: -87.3963\tvalid_0's huber: 29.6111\n",
"[84]\tvalid_0's poisson: -87.3989\tvalid_0's huber: 29.6089\n",
"[85]\tvalid_0's poisson: -87.4016\tvalid_0's huber: 29.6067\n",
"[86]\tvalid_0's poisson: -87.4042\tvalid_0's huber: 29.6045\n",
"[87]\tvalid_0's poisson: -87.4069\tvalid_0's huber: 29.6023\n",
"[88]\tvalid_0's poisson: -87.4095\tvalid_0's huber: 29.6001\n",
"[89]\tvalid_0's poisson: -87.4122\tvalid_0's huber: 29.5979\n",
"[90]\tvalid_0's poisson: -87.4148\tvalid_0's huber: 29.5957\n",
"[91]\tvalid_0's poisson: -87.4174\tvalid_0's huber: 29.5935\n",
"[92]\tvalid_0's poisson: -87.4201\tvalid_0's huber: 29.5913\n",
"[93]\tvalid_0's poisson: -87.4227\tvalid_0's huber: 29.5891\n",
"[94]\tvalid_0's poisson: -87.4254\tvalid_0's huber: 29.587\n",
"[95]\tvalid_0's poisson: -87.428\tvalid_0's huber: 29.5848\n",
"[96]\tvalid_0's poisson: -87.4306\tvalid_0's huber: 29.5826\n",
"[97]\tvalid_0's poisson: -87.4333\tvalid_0's huber: 29.5804\n",
"[98]\tvalid_0's poisson: -87.4359\tvalid_0's huber: 29.5782\n",
"[99]\tvalid_0's poisson: -87.4386\tvalid_0's huber: 29.576\n",
"[100]\tvalid_0's poisson: -87.4412\tvalid_0's huber: 29.5738\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1663\tvalid_0's huber: 29.883\n",
"[2]\tvalid_0's poisson: -87.169\tvalid_0's huber: 29.8808\n",
"[3]\tvalid_0's poisson: -87.1716\tvalid_0's huber: 29.8786\n",
"[4]\tvalid_0's poisson: -87.1743\tvalid_0's huber: 29.8764\n",
"[5]\tvalid_0's poisson: -87.1769\tvalid_0's huber: 29.8742\n",
"[6]\tvalid_0's poisson: -87.1796\tvalid_0's huber: 29.872\n",
"[7]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.8698\n",
"[8]\tvalid_0's poisson: -87.1849\tvalid_0's huber: 29.8675\n",
"[9]\tvalid_0's poisson: -87.1876\tvalid_0's huber: 29.8653\n",
"[10]\tvalid_0's poisson: -87.1903\tvalid_0's huber: 29.8631\n",
"[11]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.8609\n",
"[12]\tvalid_0's poisson: -87.1956\tvalid_0's huber: 29.8587\n",
"[13]\tvalid_0's poisson: -87.1983\tvalid_0's huber: 29.8565\n",
"[14]\tvalid_0's poisson: -87.2009\tvalid_0's huber: 29.8543\n",
"[15]\tvalid_0's poisson: -87.2036\tvalid_0's huber: 29.8521\n",
"[16]\tvalid_0's poisson: -87.2062\tvalid_0's huber: 29.8498\n",
"[17]\tvalid_0's poisson: -87.2089\tvalid_0's huber: 29.8476\n",
"[18]\tvalid_0's poisson: -87.2116\tvalid_0's huber: 29.8454\n",
"[19]\tvalid_0's poisson: -87.2142\tvalid_0's huber: 29.8432\n",
"[20]\tvalid_0's poisson: -87.2169\tvalid_0's huber: 29.841\n",
"[21]\tvalid_0's poisson: -87.2195\tvalid_0's huber: 29.8388\n",
"[22]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.8366\n",
"[23]\tvalid_0's poisson: -87.2249\tvalid_0's huber: 29.8344\n",
"[24]\tvalid_0's poisson: -87.2275\tvalid_0's huber: 29.8322\n",
"[25]\tvalid_0's poisson: -87.2302\tvalid_0's huber: 29.8299\n",
"[26]\tvalid_0's poisson: -87.2328\tvalid_0's huber: 29.8277\n",
"[27]\tvalid_0's poisson: -87.2355\tvalid_0's huber: 29.8255\n",
"[28]\tvalid_0's poisson: -87.2382\tvalid_0's huber: 29.8233\n",
"[29]\tvalid_0's poisson: -87.2408\tvalid_0's huber: 29.8211\n",
"[30]\tvalid_0's poisson: -87.2435\tvalid_0's huber: 29.8189\n",
"[31]\tvalid_0's poisson: -87.2461\tvalid_0's huber: 29.8167\n",
"[32]\tvalid_0's poisson: -87.2488\tvalid_0's huber: 29.8145\n",
"[33]\tvalid_0's poisson: -87.2514\tvalid_0's huber: 29.8123\n",
"[34]\tvalid_0's poisson: -87.2541\tvalid_0's huber: 29.8101\n",
"[35]\tvalid_0's poisson: -87.2568\tvalid_0's huber: 29.8079\n",
"[36]\tvalid_0's poisson: -87.2594\tvalid_0's huber: 29.8056\n",
"[37]\tvalid_0's poisson: -87.2621\tvalid_0's huber: 29.8034\n",
"[38]\tvalid_0's poisson: -87.2647\tvalid_0's huber: 29.8012\n",
"[39]\tvalid_0's poisson: -87.2674\tvalid_0's huber: 29.799\n",
"[40]\tvalid_0's poisson: -87.27\tvalid_0's huber: 29.7968\n",
"[41]\tvalid_0's poisson: -87.2727\tvalid_0's huber: 29.7946\n",
"[42]\tvalid_0's poisson: -87.2753\tvalid_0's huber: 29.7924\n",
"[43]\tvalid_0's poisson: -87.278\tvalid_0's huber: 29.7902\n",
"[44]\tvalid_0's poisson: -87.2807\tvalid_0's huber: 29.788\n",
"[45]\tvalid_0's poisson: -87.2833\tvalid_0's huber: 29.7858\n",
"[46]\tvalid_0's poisson: -87.286\tvalid_0's huber: 29.7836\n",
"[47]\tvalid_0's poisson: -87.2886\tvalid_0's huber: 29.7813\n",
"[48]\tvalid_0's poisson: -87.2913\tvalid_0's huber: 29.7791\n",
"[49]\tvalid_0's poisson: -87.2939\tvalid_0's huber: 29.7769\n",
"[50]\tvalid_0's poisson: -87.2966\tvalid_0's huber: 29.7747\n",
"[51]\tvalid_0's poisson: -87.2992\tvalid_0's huber: 29.7725\n",
"[52]\tvalid_0's poisson: -87.3019\tvalid_0's huber: 29.7703\n",
"[53]\tvalid_0's poisson: -87.3045\tvalid_0's huber: 29.7681\n",
"[54]\tvalid_0's poisson: -87.3072\tvalid_0's huber: 29.7659\n",
"[55]\tvalid_0's poisson: -87.3098\tvalid_0's huber: 29.7637\n",
"[56]\tvalid_0's poisson: -87.3125\tvalid_0's huber: 29.7615\n",
"[57]\tvalid_0's poisson: -87.3151\tvalid_0's huber: 29.7593\n",
"[58]\tvalid_0's poisson: -87.3178\tvalid_0's huber: 29.7571\n",
"[59]\tvalid_0's poisson: -87.3204\tvalid_0's huber: 29.7549\n",
"[60]\tvalid_0's poisson: -87.3231\tvalid_0's huber: 29.7527\n",
"[61]\tvalid_0's poisson: -87.3257\tvalid_0's huber: 29.7504\n",
"[62]\tvalid_0's poisson: -87.3284\tvalid_0's huber: 29.7482\n",
"[63]\tvalid_0's poisson: -87.331\tvalid_0's huber: 29.746\n",
"[64]\tvalid_0's poisson: -87.3337\tvalid_0's huber: 29.7438\n",
"[65]\tvalid_0's poisson: -87.3363\tvalid_0's huber: 29.7416\n",
"[66]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.7394\n",
"[67]\tvalid_0's poisson: -87.3416\tvalid_0's huber: 29.7372\n",
"[68]\tvalid_0's poisson: -87.3443\tvalid_0's huber: 29.735\n",
"[69]\tvalid_0's poisson: -87.3469\tvalid_0's huber: 29.7328\n",
"[70]\tvalid_0's poisson: -87.3496\tvalid_0's huber: 29.7306\n",
"[71]\tvalid_0's poisson: -87.3522\tvalid_0's huber: 29.7284\n",
"[72]\tvalid_0's poisson: -87.3549\tvalid_0's huber: 29.7262\n",
"[73]\tvalid_0's poisson: -87.3575\tvalid_0's huber: 29.724\n",
"[74]\tvalid_0's poisson: -87.3602\tvalid_0's huber: 29.7218\n",
"[75]\tvalid_0's poisson: -87.3628\tvalid_0's huber: 29.7196\n",
"[76]\tvalid_0's poisson: -87.3655\tvalid_0's huber: 29.7174\n",
"[77]\tvalid_0's poisson: -87.3681\tvalid_0's huber: 29.7151\n",
"[78]\tvalid_0's poisson: -87.3708\tvalid_0's huber: 29.7129\n",
"[79]\tvalid_0's poisson: -87.3734\tvalid_0's huber: 29.7107\n",
"[80]\tvalid_0's poisson: -87.376\tvalid_0's huber: 29.7085\n",
"[81]\tvalid_0's poisson: -87.3787\tvalid_0's huber: 29.7063\n",
"[82]\tvalid_0's poisson: -87.3813\tvalid_0's huber: 29.7041\n",
"[83]\tvalid_0's poisson: -87.384\tvalid_0's huber: 29.7019\n",
"[84]\tvalid_0's poisson: -87.3866\tvalid_0's huber: 29.6997\n",
"[85]\tvalid_0's poisson: -87.3893\tvalid_0's huber: 29.6975\n",
"[86]\tvalid_0's poisson: -87.3919\tvalid_0's huber: 29.6953\n",
"[87]\tvalid_0's poisson: -87.3946\tvalid_0's huber: 29.6931\n",
"[88]\tvalid_0's poisson: -87.3972\tvalid_0's huber: 29.6909\n",
"[89]\tvalid_0's poisson: -87.3998\tvalid_0's huber: 29.6887\n",
"[90]\tvalid_0's poisson: -87.4025\tvalid_0's huber: 29.6865\n",
"[91]\tvalid_0's poisson: -87.4051\tvalid_0's huber: 29.6843\n",
"[92]\tvalid_0's poisson: -87.4078\tvalid_0's huber: 29.6821\n",
"[93]\tvalid_0's poisson: -87.4104\tvalid_0's huber: 29.6799\n",
"[94]\tvalid_0's poisson: -87.4131\tvalid_0's huber: 29.6777\n",
"[95]\tvalid_0's poisson: -87.4157\tvalid_0's huber: 29.6755\n",
"[96]\tvalid_0's poisson: -87.4183\tvalid_0's huber: 29.6733\n",
"[97]\tvalid_0's poisson: -87.421\tvalid_0's huber: 29.6711\n",
"[98]\tvalid_0's poisson: -87.4236\tvalid_0's huber: 29.6689\n",
"[99]\tvalid_0's poisson: -87.4263\tvalid_0's huber: 29.6667\n",
"[100]\tvalid_0's poisson: -87.4289\tvalid_0's huber: 29.6645\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1821\tvalid_0's huber: 29.8043\n",
"[2]\tvalid_0's poisson: -87.1905\tvalid_0's huber: 29.7969\n",
"[3]\tvalid_0's poisson: -87.1988\tvalid_0's huber: 29.7895\n",
"[4]\tvalid_0's poisson: -87.2072\tvalid_0's huber: 29.7821\n",
"[5]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7747\n",
"[6]\tvalid_0's poisson: -87.224\tvalid_0's huber: 29.7673\n",
"[7]\tvalid_0's poisson: -87.2323\tvalid_0's huber: 29.7599\n",
"[8]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.7524\n",
"[9]\tvalid_0's poisson: -87.249\tvalid_0's huber: 29.745\n",
"[10]\tvalid_0's poisson: -87.2574\tvalid_0's huber: 29.7376\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[11]\tvalid_0's poisson: -87.2658\tvalid_0's huber: 29.7302\n",
"[12]\tvalid_0's poisson: -87.2741\tvalid_0's huber: 29.7228\n",
"[13]\tvalid_0's poisson: -87.2825\tvalid_0's huber: 29.7154\n",
"[14]\tvalid_0's poisson: -87.2908\tvalid_0's huber: 29.708\n",
"[15]\tvalid_0's poisson: -87.2991\tvalid_0's huber: 29.7006\n",
"[16]\tvalid_0's poisson: -87.3075\tvalid_0's huber: 29.6933\n",
"[17]\tvalid_0's poisson: -87.3158\tvalid_0's huber: 29.6859\n",
"[18]\tvalid_0's poisson: -87.3242\tvalid_0's huber: 29.6785\n",
"[19]\tvalid_0's poisson: -87.3325\tvalid_0's huber: 29.6711\n",
"[20]\tvalid_0's poisson: -87.3408\tvalid_0's huber: 29.6637\n",
"[21]\tvalid_0's poisson: -87.3492\tvalid_0's huber: 29.6563\n",
"[22]\tvalid_0's poisson: -87.3577\tvalid_0's huber: 29.6489\n",
"[23]\tvalid_0's poisson: -87.366\tvalid_0's huber: 29.6416\n",
"[24]\tvalid_0's poisson: -87.3744\tvalid_0's huber: 29.6342\n",
"[25]\tvalid_0's poisson: -87.3828\tvalid_0's huber: 29.6268\n",
"[26]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6194\n",
"[27]\tvalid_0's poisson: -87.3995\tvalid_0's huber: 29.6121\n",
"[28]\tvalid_0's poisson: -87.4078\tvalid_0's huber: 29.6047\n",
"[29]\tvalid_0's poisson: -87.4162\tvalid_0's huber: 29.5974\n",
"[30]\tvalid_0's poisson: -87.4246\tvalid_0's huber: 29.59\n",
"[31]\tvalid_0's poisson: -87.4329\tvalid_0's huber: 29.5826\n",
"[32]\tvalid_0's poisson: -87.4413\tvalid_0's huber: 29.5753\n",
"[33]\tvalid_0's poisson: -87.4497\tvalid_0's huber: 29.5679\n",
"[34]\tvalid_0's poisson: -87.458\tvalid_0's huber: 29.5606\n",
"[35]\tvalid_0's poisson: -87.4663\tvalid_0's huber: 29.5532\n",
"[36]\tvalid_0's poisson: -87.4747\tvalid_0's huber: 29.5459\n",
"[37]\tvalid_0's poisson: -87.483\tvalid_0's huber: 29.5385\n",
"[38]\tvalid_0's poisson: -87.4914\tvalid_0's huber: 29.5312\n",
"[39]\tvalid_0's poisson: -87.4997\tvalid_0's huber: 29.5238\n",
"[40]\tvalid_0's poisson: -87.508\tvalid_0's huber: 29.5165\n",
"[41]\tvalid_0's poisson: -87.5163\tvalid_0's huber: 29.5091\n",
"[42]\tvalid_0's poisson: -87.5247\tvalid_0's huber: 29.5018\n",
"[43]\tvalid_0's poisson: -87.5329\tvalid_0's huber: 29.4945\n",
"[44]\tvalid_0's poisson: -87.5413\tvalid_0's huber: 29.4871\n",
"[45]\tvalid_0's poisson: -87.5496\tvalid_0's huber: 29.4798\n",
"[46]\tvalid_0's poisson: -87.5579\tvalid_0's huber: 29.4725\n",
"[47]\tvalid_0's poisson: -87.5662\tvalid_0's huber: 29.4651\n",
"[48]\tvalid_0's poisson: -87.5746\tvalid_0's huber: 29.4578\n",
"[49]\tvalid_0's poisson: -87.5828\tvalid_0's huber: 29.4505\n",
"[50]\tvalid_0's poisson: -87.5911\tvalid_0's huber: 29.4432\n",
"[51]\tvalid_0's poisson: -87.5995\tvalid_0's huber: 29.4359\n",
"[52]\tvalid_0's poisson: -87.6077\tvalid_0's huber: 29.4285\n",
"[53]\tvalid_0's poisson: -87.616\tvalid_0's huber: 29.4212\n",
"[54]\tvalid_0's poisson: -87.6243\tvalid_0's huber: 29.4139\n",
"[55]\tvalid_0's poisson: -87.6325\tvalid_0's huber: 29.4066\n",
"[56]\tvalid_0's poisson: -87.6408\tvalid_0's huber: 29.3993\n",
"[57]\tvalid_0's poisson: -87.6491\tvalid_0's huber: 29.392\n",
"[58]\tvalid_0's poisson: -87.6574\tvalid_0's huber: 29.3846\n",
"[59]\tvalid_0's poisson: -87.6657\tvalid_0's huber: 29.3773\n",
"[60]\tvalid_0's poisson: -87.6739\tvalid_0's huber: 29.37\n",
"[61]\tvalid_0's poisson: -87.6821\tvalid_0's huber: 29.3627\n",
"[62]\tvalid_0's poisson: -87.6904\tvalid_0's huber: 29.3554\n",
"[63]\tvalid_0's poisson: -87.6987\tvalid_0's huber: 29.3481\n",
"[64]\tvalid_0's poisson: -87.7069\tvalid_0's huber: 29.3408\n",
"[65]\tvalid_0's poisson: -87.7152\tvalid_0's huber: 29.3335\n",
"[66]\tvalid_0's poisson: -87.7235\tvalid_0's huber: 29.3263\n",
"[67]\tvalid_0's poisson: -87.7316\tvalid_0's huber: 29.319\n",
"[68]\tvalid_0's poisson: -87.7399\tvalid_0's huber: 29.3117\n",
"[69]\tvalid_0's poisson: -87.7482\tvalid_0's huber: 29.3044\n",
"[70]\tvalid_0's poisson: -87.7564\tvalid_0's huber: 29.2971\n",
"[71]\tvalid_0's poisson: -87.7646\tvalid_0's huber: 29.2898\n",
"[72]\tvalid_0's poisson: -87.7729\tvalid_0's huber: 29.2825\n",
"[73]\tvalid_0's poisson: -87.781\tvalid_0's huber: 29.2752\n",
"[74]\tvalid_0's poisson: -87.7893\tvalid_0's huber: 29.268\n",
"[75]\tvalid_0's poisson: -87.7976\tvalid_0's huber: 29.2607\n",
"[76]\tvalid_0's poisson: -87.8057\tvalid_0's huber: 29.2534\n",
"[77]\tvalid_0's poisson: -87.814\tvalid_0's huber: 29.2462\n",
"[78]\tvalid_0's poisson: -87.8222\tvalid_0's huber: 29.2389\n",
"[79]\tvalid_0's poisson: -87.8304\tvalid_0's huber: 29.2316\n",
"[80]\tvalid_0's poisson: -87.8386\tvalid_0's huber: 29.2243\n",
"[81]\tvalid_0's poisson: -87.8469\tvalid_0's huber: 29.2171\n",
"[82]\tvalid_0's poisson: -87.855\tvalid_0's huber: 29.2098\n",
"[83]\tvalid_0's poisson: -87.8633\tvalid_0's huber: 29.2026\n",
"[84]\tvalid_0's poisson: -87.8715\tvalid_0's huber: 29.1953\n",
"[85]\tvalid_0's poisson: -87.8796\tvalid_0's huber: 29.188\n",
"[86]\tvalid_0's poisson: -87.8879\tvalid_0's huber: 29.1808\n",
"[87]\tvalid_0's poisson: -87.8961\tvalid_0's huber: 29.1735\n",
"[88]\tvalid_0's poisson: -87.9042\tvalid_0's huber: 29.1663\n",
"[89]\tvalid_0's poisson: -87.9124\tvalid_0's huber: 29.159\n",
"[90]\tvalid_0's poisson: -87.9206\tvalid_0's huber: 29.1518\n",
"[91]\tvalid_0's poisson: -87.9287\tvalid_0's huber: 29.1445\n",
"[92]\tvalid_0's poisson: -87.9369\tvalid_0's huber: 29.1373\n",
"[93]\tvalid_0's poisson: -87.9451\tvalid_0's huber: 29.13\n",
"[94]\tvalid_0's poisson: -87.9533\tvalid_0's huber: 29.1228\n",
"[95]\tvalid_0's poisson: -87.9614\tvalid_0's huber: 29.1155\n",
"[96]\tvalid_0's poisson: -87.9695\tvalid_0's huber: 29.1083\n",
"[97]\tvalid_0's poisson: -87.9777\tvalid_0's huber: 29.1011\n",
"[98]\tvalid_0's poisson: -87.9859\tvalid_0's huber: 29.0938\n",
"[99]\tvalid_0's poisson: -87.994\tvalid_0's huber: 29.0866\n",
"[100]\tvalid_0's poisson: -88.0022\tvalid_0's huber: 29.0794\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1825\tvalid_0's huber: 29.8022\n",
"[2]\tvalid_0's poisson: -87.191\tvalid_0's huber: 29.7947\n",
"[3]\tvalid_0's poisson: -87.1996\tvalid_0's huber: 29.7872\n",
"[4]\tvalid_0's poisson: -87.2081\tvalid_0's huber: 29.7797\n",
"[5]\tvalid_0's poisson: -87.2166\tvalid_0's huber: 29.7722\n",
"[6]\tvalid_0's poisson: -87.2251\tvalid_0's huber: 29.7647\n",
"[7]\tvalid_0's poisson: -87.2336\tvalid_0's huber: 29.7572\n",
"[8]\tvalid_0's poisson: -87.2421\tvalid_0's huber: 29.7497\n",
"[9]\tvalid_0's poisson: -87.2506\tvalid_0's huber: 29.7422\n",
"[10]\tvalid_0's poisson: -87.2592\tvalid_0's huber: 29.7347\n",
"[11]\tvalid_0's poisson: -87.2677\tvalid_0's huber: 29.7272\n",
"[12]\tvalid_0's poisson: -87.2762\tvalid_0's huber: 29.7197\n",
"[13]\tvalid_0's poisson: -87.2846\tvalid_0's huber: 29.7123\n",
"[14]\tvalid_0's poisson: -87.2931\tvalid_0's huber: 29.7048\n",
"[15]\tvalid_0's poisson: -87.3016\tvalid_0's huber: 29.6973\n",
"[16]\tvalid_0's poisson: -87.3101\tvalid_0's huber: 29.6898\n",
"[17]\tvalid_0's poisson: -87.3186\tvalid_0's huber: 29.6823\n",
"[18]\tvalid_0's poisson: -87.3271\tvalid_0's huber: 29.6748\n",
"[19]\tvalid_0's poisson: -87.3355\tvalid_0's huber: 29.6674\n",
"[20]\tvalid_0's poisson: -87.344\tvalid_0's huber: 29.6599\n",
"[21]\tvalid_0's poisson: -87.3525\tvalid_0's huber: 29.6524\n",
"[22]\tvalid_0's poisson: -87.361\tvalid_0's huber: 29.645\n",
"[23]\tvalid_0's poisson: -87.3694\tvalid_0's huber: 29.6375\n",
"[24]\tvalid_0's poisson: -87.3779\tvalid_0's huber: 29.63\n",
"[25]\tvalid_0's poisson: -87.3863\tvalid_0's huber: 29.6226\n",
"[26]\tvalid_0's poisson: -87.3948\tvalid_0's huber: 29.6151\n",
"[27]\tvalid_0's poisson: -87.4032\tvalid_0's huber: 29.6076\n",
"[28]\tvalid_0's poisson: -87.4117\tvalid_0's huber: 29.6002\n",
"[29]\tvalid_0's poisson: -87.4201\tvalid_0's huber: 29.5927\n",
"[30]\tvalid_0's poisson: -87.4285\tvalid_0's huber: 29.5853\n",
"[31]\tvalid_0's poisson: -87.437\tvalid_0's huber: 29.5778\n",
"[32]\tvalid_0's poisson: -87.4454\tvalid_0's huber: 29.5703\n",
"[33]\tvalid_0's poisson: -87.4538\tvalid_0's huber: 29.5629\n",
"[34]\tvalid_0's poisson: -87.4622\tvalid_0's huber: 29.5555\n",
"[35]\tvalid_0's poisson: -87.4707\tvalid_0's huber: 29.548\n",
"[36]\tvalid_0's poisson: -87.4791\tvalid_0's huber: 29.5406\n",
"[37]\tvalid_0's poisson: -87.4875\tvalid_0's huber: 29.5331\n",
"[38]\tvalid_0's poisson: -87.4959\tvalid_0's huber: 29.5257\n",
"[39]\tvalid_0's poisson: -87.5043\tvalid_0's huber: 29.5182\n",
"[40]\tvalid_0's poisson: -87.5127\tvalid_0's huber: 29.5108\n",
"[41]\tvalid_0's poisson: -87.5211\tvalid_0's huber: 29.5034\n",
"[42]\tvalid_0's poisson: -87.5295\tvalid_0's huber: 29.4959\n",
"[43]\tvalid_0's poisson: -87.5379\tvalid_0's huber: 29.4885\n",
"[44]\tvalid_0's poisson: -87.5463\tvalid_0's huber: 29.4811\n",
"[45]\tvalid_0's poisson: -87.5546\tvalid_0's huber: 29.4736\n",
"[46]\tvalid_0's poisson: -87.563\tvalid_0's huber: 29.4662\n",
"[47]\tvalid_0's poisson: -87.5714\tvalid_0's huber: 29.4588\n",
"[48]\tvalid_0's poisson: -87.5798\tvalid_0's huber: 29.4514\n",
"[49]\tvalid_0's poisson: -87.5881\tvalid_0's huber: 29.4439\n",
"[50]\tvalid_0's poisson: -87.5965\tvalid_0's huber: 29.4365\n",
"[51]\tvalid_0's poisson: -87.6048\tvalid_0's huber: 29.4291\n",
"[52]\tvalid_0's poisson: -87.6132\tvalid_0's huber: 29.4217\n",
"[53]\tvalid_0's poisson: -87.6216\tvalid_0's huber: 29.4143\n",
"[54]\tvalid_0's poisson: -87.6299\tvalid_0's huber: 29.4069\n",
"[55]\tvalid_0's poisson: -87.6383\tvalid_0's huber: 29.3995\n",
"[56]\tvalid_0's poisson: -87.6466\tvalid_0's huber: 29.392\n",
"[57]\tvalid_0's poisson: -87.6549\tvalid_0's huber: 29.3846\n",
"[58]\tvalid_0's poisson: -87.6633\tvalid_0's huber: 29.3772\n",
"[59]\tvalid_0's poisson: -87.6716\tvalid_0's huber: 29.3698\n",
"[60]\tvalid_0's poisson: -87.6799\tvalid_0's huber: 29.3624\n",
"[61]\tvalid_0's poisson: -87.6883\tvalid_0's huber: 29.355\n",
"[62]\tvalid_0's poisson: -87.6966\tvalid_0's huber: 29.3476\n",
"[63]\tvalid_0's poisson: -87.7049\tvalid_0's huber: 29.3402\n",
"[64]\tvalid_0's poisson: -87.7132\tvalid_0's huber: 29.3328\n",
"[65]\tvalid_0's poisson: -87.7215\tvalid_0's huber: 29.3254\n",
"[66]\tvalid_0's poisson: -87.7298\tvalid_0's huber: 29.3181\n",
"[67]\tvalid_0's poisson: -87.7381\tvalid_0's huber: 29.3107\n",
"[68]\tvalid_0's poisson: -87.7464\tvalid_0's huber: 29.3033\n",
"[69]\tvalid_0's poisson: -87.7547\tvalid_0's huber: 29.2959\n",
"[70]\tvalid_0's poisson: -87.763\tvalid_0's huber: 29.2885\n",
"[71]\tvalid_0's poisson: -87.7713\tvalid_0's huber: 29.2811\n",
"[72]\tvalid_0's poisson: -87.7796\tvalid_0's huber: 29.2738\n",
"[73]\tvalid_0's poisson: -87.7879\tvalid_0's huber: 29.2664\n",
"[74]\tvalid_0's poisson: -87.7962\tvalid_0's huber: 29.259\n",
"[75]\tvalid_0's poisson: -87.8045\tvalid_0's huber: 29.2516\n",
"[76]\tvalid_0's poisson: -87.8127\tvalid_0's huber: 29.2443\n",
"[77]\tvalid_0's poisson: -87.821\tvalid_0's huber: 29.2369\n",
"[78]\tvalid_0's poisson: -87.8293\tvalid_0's huber: 29.2295\n",
"[79]\tvalid_0's poisson: -87.8375\tvalid_0's huber: 29.2221\n",
"[80]\tvalid_0's poisson: -87.8458\tvalid_0's huber: 29.2148\n",
"[81]\tvalid_0's poisson: -87.8541\tvalid_0's huber: 29.2074\n",
"[82]\tvalid_0's poisson: -87.8623\tvalid_0's huber: 29.2\n",
"[83]\tvalid_0's poisson: -87.8706\tvalid_0's huber: 29.1927\n",
"[84]\tvalid_0's poisson: -87.8788\tvalid_0's huber: 29.1853\n",
"[85]\tvalid_0's poisson: -87.887\tvalid_0's huber: 29.178\n",
"[86]\tvalid_0's poisson: -87.8953\tvalid_0's huber: 29.1706\n",
"[87]\tvalid_0's poisson: -87.9035\tvalid_0's huber: 29.1633\n",
"[88]\tvalid_0's poisson: -87.9118\tvalid_0's huber: 29.1559\n",
"[89]\tvalid_0's poisson: -87.92\tvalid_0's huber: 29.1486\n",
"[90]\tvalid_0's poisson: -87.9282\tvalid_0's huber: 29.1412\n",
"[91]\tvalid_0's poisson: -87.9364\tvalid_0's huber: 29.1339\n",
"[92]\tvalid_0's poisson: -87.9447\tvalid_0's huber: 29.1265\n",
"[93]\tvalid_0's poisson: -87.9529\tvalid_0's huber: 29.1192\n",
"[94]\tvalid_0's poisson: -87.9611\tvalid_0's huber: 29.1118\n",
"[95]\tvalid_0's poisson: -87.9693\tvalid_0's huber: 29.1045\n",
"[96]\tvalid_0's poisson: -87.9775\tvalid_0's huber: 29.0971\n",
"[97]\tvalid_0's poisson: -87.9857\tvalid_0's huber: 29.0898\n",
"[98]\tvalid_0's poisson: -87.9939\tvalid_0's huber: 29.0824\n",
"[99]\tvalid_0's poisson: -88.0021\tvalid_0's huber: 29.0751\n",
"[100]\tvalid_0's poisson: -88.0103\tvalid_0's huber: 29.0678\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.178\tvalid_0's huber: 29.8354\n",
"[2]\tvalid_0's poisson: -87.1865\tvalid_0's huber: 29.8279\n",
"[3]\tvalid_0's poisson: -87.1949\tvalid_0's huber: 29.8205\n",
"[4]\tvalid_0's poisson: -87.2033\tvalid_0's huber: 29.813\n",
"[5]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8055\n",
"[6]\tvalid_0's poisson: -87.2202\tvalid_0's huber: 29.7981\n",
"[7]\tvalid_0's poisson: -87.2286\tvalid_0's huber: 29.7906\n",
"[8]\tvalid_0's poisson: -87.237\tvalid_0's huber: 29.7831\n",
"[9]\tvalid_0's poisson: -87.2455\tvalid_0's huber: 29.7757\n",
"[10]\tvalid_0's poisson: -87.2539\tvalid_0's huber: 29.7682\n",
"[11]\tvalid_0's poisson: -87.2623\tvalid_0's huber: 29.7608\n",
"[12]\tvalid_0's poisson: -87.2707\tvalid_0's huber: 29.7533\n",
"[13]\tvalid_0's poisson: -87.2791\tvalid_0's huber: 29.7459\n",
"[14]\tvalid_0's poisson: -87.2875\tvalid_0's huber: 29.7384\n",
"[15]\tvalid_0's poisson: -87.2959\tvalid_0's huber: 29.731\n",
"[16]\tvalid_0's poisson: -87.3043\tvalid_0's huber: 29.7235\n",
"[17]\tvalid_0's poisson: -87.3127\tvalid_0's huber: 29.7161\n",
"[18]\tvalid_0's poisson: -87.3211\tvalid_0's huber: 29.7086\n",
"[19]\tvalid_0's poisson: -87.3295\tvalid_0's huber: 29.7012\n",
"[20]\tvalid_0's poisson: -87.3379\tvalid_0's huber: 29.6937\n",
"[21]\tvalid_0's poisson: -87.3463\tvalid_0's huber: 29.6863\n",
"[22]\tvalid_0's poisson: -87.3546\tvalid_0's huber: 29.6788\n",
"[23]\tvalid_0's poisson: -87.363\tvalid_0's huber: 29.6714\n",
"[24]\tvalid_0's poisson: -87.3714\tvalid_0's huber: 29.664\n",
"[25]\tvalid_0's poisson: -87.3797\tvalid_0's huber: 29.6565\n",
"[26]\tvalid_0's poisson: -87.3881\tvalid_0's huber: 29.6491\n",
"[27]\tvalid_0's poisson: -87.3965\tvalid_0's huber: 29.6417\n",
"[28]\tvalid_0's poisson: -87.4048\tvalid_0's huber: 29.6343\n",
"[29]\tvalid_0's poisson: -87.4132\tvalid_0's huber: 29.6268\n",
"[30]\tvalid_0's poisson: -87.4215\tvalid_0's huber: 29.6194\n",
"[31]\tvalid_0's poisson: -87.4299\tvalid_0's huber: 29.612\n",
"[32]\tvalid_0's poisson: -87.4382\tvalid_0's huber: 29.6046\n",
"[33]\tvalid_0's poisson: -87.4466\tvalid_0's huber: 29.5972\n",
"[34]\tvalid_0's poisson: -87.4549\tvalid_0's huber: 29.5897\n",
"[35]\tvalid_0's poisson: -87.4633\tvalid_0's huber: 29.5823\n",
"[36]\tvalid_0's poisson: -87.4716\tvalid_0's huber: 29.5749\n",
"[37]\tvalid_0's poisson: -87.4799\tvalid_0's huber: 29.5675\n",
"[38]\tvalid_0's poisson: -87.4882\tvalid_0's huber: 29.5601\n",
"[39]\tvalid_0's poisson: -87.4966\tvalid_0's huber: 29.5527\n",
"[40]\tvalid_0's poisson: -87.5049\tvalid_0's huber: 29.5453\n",
"[41]\tvalid_0's poisson: -87.5132\tvalid_0's huber: 29.5379\n",
"[42]\tvalid_0's poisson: -87.5215\tvalid_0's huber: 29.5305\n",
"[43]\tvalid_0's poisson: -87.5298\tvalid_0's huber: 29.5231\n",
"[44]\tvalid_0's poisson: -87.5381\tvalid_0's huber: 29.5157\n",
"[45]\tvalid_0's poisson: -87.5464\tvalid_0's huber: 29.5083\n",
"[46]\tvalid_0's poisson: -87.5547\tvalid_0's huber: 29.5009\n",
"[47]\tvalid_0's poisson: -87.563\tvalid_0's huber: 29.4935\n",
"[48]\tvalid_0's poisson: -87.5713\tvalid_0's huber: 29.4861\n",
"[49]\tvalid_0's poisson: -87.5796\tvalid_0's huber: 29.4787\n",
"[50]\tvalid_0's poisson: -87.5879\tvalid_0's huber: 29.4714\n",
"[51]\tvalid_0's poisson: -87.5962\tvalid_0's huber: 29.464\n",
"[52]\tvalid_0's poisson: -87.6045\tvalid_0's huber: 29.4566\n",
"[53]\tvalid_0's poisson: -87.6128\tvalid_0's huber: 29.4492\n",
"[54]\tvalid_0's poisson: -87.621\tvalid_0's huber: 29.4418\n",
"[55]\tvalid_0's poisson: -87.6293\tvalid_0's huber: 29.4345\n",
"[56]\tvalid_0's poisson: -87.6376\tvalid_0's huber: 29.4271\n",
"[57]\tvalid_0's poisson: -87.6458\tvalid_0's huber: 29.4197\n",
"[58]\tvalid_0's poisson: -87.6541\tvalid_0's huber: 29.4124\n",
"[59]\tvalid_0's poisson: -87.6624\tvalid_0's huber: 29.405\n",
"[60]\tvalid_0's poisson: -87.6706\tvalid_0's huber: 29.3976\n",
"[61]\tvalid_0's poisson: -87.6789\tvalid_0's huber: 29.3903\n",
"[62]\tvalid_0's poisson: -87.6871\tvalid_0's huber: 29.3829\n",
"[63]\tvalid_0's poisson: -87.6954\tvalid_0's huber: 29.3755\n",
"[64]\tvalid_0's poisson: -87.7036\tvalid_0's huber: 29.3682\n",
"[65]\tvalid_0's poisson: -87.7119\tvalid_0's huber: 29.3608\n",
"[66]\tvalid_0's poisson: -87.7201\tvalid_0's huber: 29.3535\n",
"[67]\tvalid_0's poisson: -87.7283\tvalid_0's huber: 29.3461\n",
"[68]\tvalid_0's poisson: -87.7366\tvalid_0's huber: 29.3388\n",
"[69]\tvalid_0's poisson: -87.7448\tvalid_0's huber: 29.3314\n",
"[70]\tvalid_0's poisson: -87.753\tvalid_0's huber: 29.3241\n",
"[71]\tvalid_0's poisson: -87.7612\tvalid_0's huber: 29.3167\n",
"[72]\tvalid_0's poisson: -87.7694\tvalid_0's huber: 29.3094\n",
"[73]\tvalid_0's poisson: -87.7777\tvalid_0's huber: 29.302\n",
"[74]\tvalid_0's poisson: -87.7859\tvalid_0's huber: 29.2947\n",
"[75]\tvalid_0's poisson: -87.7941\tvalid_0's huber: 29.2874\n",
"[76]\tvalid_0's poisson: -87.8023\tvalid_0's huber: 29.28\n",
"[77]\tvalid_0's poisson: -87.8105\tvalid_0's huber: 29.2727\n",
"[78]\tvalid_0's poisson: -87.8187\tvalid_0's huber: 29.2654\n",
"[79]\tvalid_0's poisson: -87.8269\tvalid_0's huber: 29.258\n",
"[80]\tvalid_0's poisson: -87.8351\tvalid_0's huber: 29.2507\n",
"[81]\tvalid_0's poisson: -87.8433\tvalid_0's huber: 29.2434\n",
"[82]\tvalid_0's poisson: -87.8514\tvalid_0's huber: 29.2361\n",
"[83]\tvalid_0's poisson: -87.8596\tvalid_0's huber: 29.2287\n",
"[84]\tvalid_0's poisson: -87.8678\tvalid_0's huber: 29.2214\n",
"[85]\tvalid_0's poisson: -87.876\tvalid_0's huber: 29.2141\n",
"[86]\tvalid_0's poisson: -87.8842\tvalid_0's huber: 29.2068\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[87]\tvalid_0's poisson: -87.8923\tvalid_0's huber: 29.1995\n",
"[88]\tvalid_0's poisson: -87.9005\tvalid_0's huber: 29.1922\n",
"[89]\tvalid_0's poisson: -87.9087\tvalid_0's huber: 29.1848\n",
"[90]\tvalid_0's poisson: -87.9168\tvalid_0's huber: 29.1775\n",
"[91]\tvalid_0's poisson: -87.925\tvalid_0's huber: 29.1702\n",
"[92]\tvalid_0's poisson: -87.9331\tvalid_0's huber: 29.1629\n",
"[93]\tvalid_0's poisson: -87.9413\tvalid_0's huber: 29.1556\n",
"[94]\tvalid_0's poisson: -87.9494\tvalid_0's huber: 29.1483\n",
"[95]\tvalid_0's poisson: -87.9576\tvalid_0's huber: 29.141\n",
"[96]\tvalid_0's poisson: -87.9657\tvalid_0's huber: 29.1337\n",
"[97]\tvalid_0's poisson: -87.9739\tvalid_0's huber: 29.1264\n",
"[98]\tvalid_0's poisson: -87.982\tvalid_0's huber: 29.1191\n",
"[99]\tvalid_0's poisson: -87.9901\tvalid_0's huber: 29.1118\n",
"[100]\tvalid_0's poisson: -87.9983\tvalid_0's huber: 29.1045\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.7862\n",
"[2]\tvalid_0's poisson: -87.1928\tvalid_0's huber: 29.7787\n",
"[3]\tvalid_0's poisson: -87.2013\tvalid_0's huber: 29.7713\n",
"[4]\tvalid_0's poisson: -87.2097\tvalid_0's huber: 29.7639\n",
"[5]\tvalid_0's poisson: -87.2181\tvalid_0's huber: 29.7565\n",
"[6]\tvalid_0's poisson: -87.2265\tvalid_0's huber: 29.7491\n",
"[7]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.7417\n",
"[8]\tvalid_0's poisson: -87.2433\tvalid_0's huber: 29.7342\n",
"[9]\tvalid_0's poisson: -87.2517\tvalid_0's huber: 29.7268\n",
"[10]\tvalid_0's poisson: -87.2601\tvalid_0's huber: 29.7194\n",
"[11]\tvalid_0's poisson: -87.2685\tvalid_0's huber: 29.712\n",
"[12]\tvalid_0's poisson: -87.2768\tvalid_0's huber: 29.7046\n",
"[13]\tvalid_0's poisson: -87.2852\tvalid_0's huber: 29.6972\n",
"[14]\tvalid_0's poisson: -87.2936\tvalid_0's huber: 29.6898\n",
"[15]\tvalid_0's poisson: -87.302\tvalid_0's huber: 29.6824\n",
"[16]\tvalid_0's poisson: -87.3104\tvalid_0's huber: 29.675\n",
"[17]\tvalid_0's poisson: -87.3187\tvalid_0's huber: 29.6676\n",
"[18]\tvalid_0's poisson: -87.3271\tvalid_0's huber: 29.6602\n",
"[19]\tvalid_0's poisson: -87.3355\tvalid_0's huber: 29.6528\n",
"[20]\tvalid_0's poisson: -87.3438\tvalid_0's huber: 29.6454\n",
"[21]\tvalid_0's poisson: -87.3522\tvalid_0's huber: 29.638\n",
"[22]\tvalid_0's poisson: -87.3605\tvalid_0's huber: 29.6306\n",
"[23]\tvalid_0's poisson: -87.3689\tvalid_0's huber: 29.6232\n",
"[24]\tvalid_0's poisson: -87.3773\tvalid_0's huber: 29.6158\n",
"[25]\tvalid_0's poisson: -87.3856\tvalid_0's huber: 29.6084\n",
"[26]\tvalid_0's poisson: -87.3939\tvalid_0's huber: 29.601\n",
"[27]\tvalid_0's poisson: -87.4023\tvalid_0's huber: 29.5937\n",
"[28]\tvalid_0's poisson: -87.4106\tvalid_0's huber: 29.5863\n",
"[29]\tvalid_0's poisson: -87.419\tvalid_0's huber: 29.5789\n",
"[30]\tvalid_0's poisson: -87.4273\tvalid_0's huber: 29.5715\n",
"[31]\tvalid_0's poisson: -87.4356\tvalid_0's huber: 29.5641\n",
"[32]\tvalid_0's poisson: -87.4439\tvalid_0's huber: 29.5568\n",
"[33]\tvalid_0's poisson: -87.4523\tvalid_0's huber: 29.5494\n",
"[34]\tvalid_0's poisson: -87.4606\tvalid_0's huber: 29.542\n",
"[35]\tvalid_0's poisson: -87.4689\tvalid_0's huber: 29.5347\n",
"[36]\tvalid_0's poisson: -87.4772\tvalid_0's huber: 29.5273\n",
"[37]\tvalid_0's poisson: -87.4855\tvalid_0's huber: 29.5199\n",
"[38]\tvalid_0's poisson: -87.4938\tvalid_0's huber: 29.5126\n",
"[39]\tvalid_0's poisson: -87.5021\tvalid_0's huber: 29.5052\n",
"[40]\tvalid_0's poisson: -87.5104\tvalid_0's huber: 29.4978\n",
"[41]\tvalid_0's poisson: -87.5187\tvalid_0's huber: 29.4905\n",
"[42]\tvalid_0's poisson: -87.527\tvalid_0's huber: 29.4831\n",
"[43]\tvalid_0's poisson: -87.5353\tvalid_0's huber: 29.4758\n",
"[44]\tvalid_0's poisson: -87.5436\tvalid_0's huber: 29.4684\n",
"[45]\tvalid_0's poisson: -87.5518\tvalid_0's huber: 29.4611\n",
"[46]\tvalid_0's poisson: -87.5601\tvalid_0's huber: 29.4537\n",
"[47]\tvalid_0's poisson: -87.5684\tvalid_0's huber: 29.4464\n",
"[48]\tvalid_0's poisson: -87.5767\tvalid_0's huber: 29.439\n",
"[49]\tvalid_0's poisson: -87.5849\tvalid_0's huber: 29.4317\n",
"[50]\tvalid_0's poisson: -87.5932\tvalid_0's huber: 29.4244\n",
"[51]\tvalid_0's poisson: -87.6015\tvalid_0's huber: 29.417\n",
"[52]\tvalid_0's poisson: -87.6097\tvalid_0's huber: 29.4097\n",
"[53]\tvalid_0's poisson: -87.618\tvalid_0's huber: 29.4024\n",
"[54]\tvalid_0's poisson: -87.6262\tvalid_0's huber: 29.395\n",
"[55]\tvalid_0's poisson: -87.6345\tvalid_0's huber: 29.3877\n",
"[56]\tvalid_0's poisson: -87.6427\tvalid_0's huber: 29.3804\n",
"[57]\tvalid_0's poisson: -87.6509\tvalid_0's huber: 29.373\n",
"[58]\tvalid_0's poisson: -87.6592\tvalid_0's huber: 29.3657\n",
"[59]\tvalid_0's poisson: -87.6674\tvalid_0's huber: 29.3584\n",
"[60]\tvalid_0's poisson: -87.6756\tvalid_0's huber: 29.3511\n",
"[61]\tvalid_0's poisson: -87.6839\tvalid_0's huber: 29.3438\n",
"[62]\tvalid_0's poisson: -87.6921\tvalid_0's huber: 29.3364\n",
"[63]\tvalid_0's poisson: -87.7003\tvalid_0's huber: 29.3291\n",
"[64]\tvalid_0's poisson: -87.7085\tvalid_0's huber: 29.3218\n",
"[65]\tvalid_0's poisson: -87.7167\tvalid_0's huber: 29.3145\n",
"[66]\tvalid_0's poisson: -87.7249\tvalid_0's huber: 29.3072\n",
"[67]\tvalid_0's poisson: -87.7331\tvalid_0's huber: 29.2999\n",
"[68]\tvalid_0's poisson: -87.7413\tvalid_0's huber: 29.2926\n",
"[69]\tvalid_0's poisson: -87.7495\tvalid_0's huber: 29.2853\n",
"[70]\tvalid_0's poisson: -87.7577\tvalid_0's huber: 29.278\n",
"[71]\tvalid_0's poisson: -87.7659\tvalid_0's huber: 29.2707\n",
"[72]\tvalid_0's poisson: -87.7741\tvalid_0's huber: 29.2634\n",
"[73]\tvalid_0's poisson: -87.7823\tvalid_0's huber: 29.2561\n",
"[74]\tvalid_0's poisson: -87.7905\tvalid_0's huber: 29.2488\n",
"[75]\tvalid_0's poisson: -87.7987\tvalid_0's huber: 29.2415\n",
"[76]\tvalid_0's poisson: -87.8068\tvalid_0's huber: 29.2342\n",
"[77]\tvalid_0's poisson: -87.815\tvalid_0's huber: 29.2269\n",
"[78]\tvalid_0's poisson: -87.8232\tvalid_0's huber: 29.2197\n",
"[79]\tvalid_0's poisson: -87.8313\tvalid_0's huber: 29.2124\n",
"[80]\tvalid_0's poisson: -87.8395\tvalid_0's huber: 29.2051\n",
"[81]\tvalid_0's poisson: -87.8477\tvalid_0's huber: 29.1978\n",
"[82]\tvalid_0's poisson: -87.8558\tvalid_0's huber: 29.1905\n",
"[83]\tvalid_0's poisson: -87.864\tvalid_0's huber: 29.1833\n",
"[84]\tvalid_0's poisson: -87.8721\tvalid_0's huber: 29.176\n",
"[85]\tvalid_0's poisson: -87.8803\tvalid_0's huber: 29.1687\n",
"[86]\tvalid_0's poisson: -87.8884\tvalid_0's huber: 29.1614\n",
"[87]\tvalid_0's poisson: -87.8965\tvalid_0's huber: 29.1542\n",
"[88]\tvalid_0's poisson: -87.9047\tvalid_0's huber: 29.1469\n",
"[89]\tvalid_0's poisson: -87.9128\tvalid_0's huber: 29.1396\n",
"[90]\tvalid_0's poisson: -87.9209\tvalid_0's huber: 29.1324\n",
"[91]\tvalid_0's poisson: -87.9291\tvalid_0's huber: 29.1251\n",
"[92]\tvalid_0's poisson: -87.9372\tvalid_0's huber: 29.1179\n",
"[93]\tvalid_0's poisson: -87.9453\tvalid_0's huber: 29.1106\n",
"[94]\tvalid_0's poisson: -87.9534\tvalid_0's huber: 29.1034\n",
"[95]\tvalid_0's poisson: -87.9615\tvalid_0's huber: 29.0961\n",
"[96]\tvalid_0's poisson: -87.9696\tvalid_0's huber: 29.0889\n",
"[97]\tvalid_0's poisson: -87.9777\tvalid_0's huber: 29.0816\n",
"[98]\tvalid_0's poisson: -87.9858\tvalid_0's huber: 29.0744\n",
"[99]\tvalid_0's poisson: -87.994\tvalid_0's huber: 29.0671\n",
"[100]\tvalid_0's poisson: -88.0021\tvalid_0's huber: 29.0599\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1721\tvalid_0's huber: 29.8778\n",
"[2]\tvalid_0's poisson: -87.1806\tvalid_0's huber: 29.8704\n",
"[3]\tvalid_0's poisson: -87.1891\tvalid_0's huber: 29.8629\n",
"[4]\tvalid_0's poisson: -87.1976\tvalid_0's huber: 29.8555\n",
"[5]\tvalid_0's poisson: -87.2061\tvalid_0's huber: 29.8481\n",
"[6]\tvalid_0's poisson: -87.2146\tvalid_0's huber: 29.8406\n",
"[7]\tvalid_0's poisson: -87.2231\tvalid_0's huber: 29.8332\n",
"[8]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.8258\n",
"[9]\tvalid_0's poisson: -87.2401\tvalid_0's huber: 29.8184\n",
"[10]\tvalid_0's poisson: -87.2486\tvalid_0's huber: 29.8109\n",
"[11]\tvalid_0's poisson: -87.257\tvalid_0's huber: 29.8035\n",
"[12]\tvalid_0's poisson: -87.2655\tvalid_0's huber: 29.7961\n",
"[13]\tvalid_0's poisson: -87.274\tvalid_0's huber: 29.7887\n",
"[14]\tvalid_0's poisson: -87.2824\tvalid_0's huber: 29.7813\n",
"[15]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.7739\n",
"[16]\tvalid_0's poisson: -87.2994\tvalid_0's huber: 29.7664\n",
"[17]\tvalid_0's poisson: -87.3078\tvalid_0's huber: 29.759\n",
"[18]\tvalid_0's poisson: -87.3163\tvalid_0's huber: 29.7516\n",
"[19]\tvalid_0's poisson: -87.3247\tvalid_0's huber: 29.7442\n",
"[20]\tvalid_0's poisson: -87.3332\tvalid_0's huber: 29.7368\n",
"[21]\tvalid_0's poisson: -87.3416\tvalid_0's huber: 29.7294\n",
"[22]\tvalid_0's poisson: -87.3501\tvalid_0's huber: 29.722\n",
"[23]\tvalid_0's poisson: -87.3585\tvalid_0's huber: 29.7146\n",
"[24]\tvalid_0's poisson: -87.3669\tvalid_0's huber: 29.7072\n",
"[25]\tvalid_0's poisson: -87.3754\tvalid_0's huber: 29.6998\n",
"[26]\tvalid_0's poisson: -87.3838\tvalid_0's huber: 29.6924\n",
"[27]\tvalid_0's poisson: -87.3922\tvalid_0's huber: 29.685\n",
"[28]\tvalid_0's poisson: -87.4006\tvalid_0's huber: 29.6776\n",
"[29]\tvalid_0's poisson: -87.409\tvalid_0's huber: 29.6702\n",
"[30]\tvalid_0's poisson: -87.4174\tvalid_0's huber: 29.6628\n",
"[31]\tvalid_0's poisson: -87.4257\tvalid_0's huber: 29.6554\n",
"[32]\tvalid_0's poisson: -87.4341\tvalid_0's huber: 29.648\n",
"[33]\tvalid_0's poisson: -87.4424\tvalid_0's huber: 29.6406\n",
"[34]\tvalid_0's poisson: -87.4508\tvalid_0's huber: 29.6332\n",
"[35]\tvalid_0's poisson: -87.4591\tvalid_0's huber: 29.6258\n",
"[36]\tvalid_0's poisson: -87.4675\tvalid_0's huber: 29.6185\n",
"[37]\tvalid_0's poisson: -87.4758\tvalid_0's huber: 29.6111\n",
"[38]\tvalid_0's poisson: -87.4842\tvalid_0's huber: 29.6037\n",
"[39]\tvalid_0's poisson: -87.4925\tvalid_0's huber: 29.5963\n",
"[40]\tvalid_0's poisson: -87.5008\tvalid_0's huber: 29.5889\n",
"[41]\tvalid_0's poisson: -87.5091\tvalid_0's huber: 29.5816\n",
"[42]\tvalid_0's poisson: -87.5175\tvalid_0's huber: 29.5742\n",
"[43]\tvalid_0's poisson: -87.5259\tvalid_0's huber: 29.5668\n",
"[44]\tvalid_0's poisson: -87.5341\tvalid_0's huber: 29.5595\n",
"[45]\tvalid_0's poisson: -87.5425\tvalid_0's huber: 29.5521\n",
"[46]\tvalid_0's poisson: -87.5508\tvalid_0's huber: 29.5447\n",
"[47]\tvalid_0's poisson: -87.5591\tvalid_0's huber: 29.5374\n",
"[48]\tvalid_0's poisson: -87.5674\tvalid_0's huber: 29.53\n",
"[49]\tvalid_0's poisson: -87.5758\tvalid_0's huber: 29.5226\n",
"[50]\tvalid_0's poisson: -87.5841\tvalid_0's huber: 29.5153\n",
"[51]\tvalid_0's poisson: -87.5924\tvalid_0's huber: 29.5079\n",
"[52]\tvalid_0's poisson: -87.6007\tvalid_0's huber: 29.5006\n",
"[53]\tvalid_0's poisson: -87.609\tvalid_0's huber: 29.4932\n",
"[54]\tvalid_0's poisson: -87.6173\tvalid_0's huber: 29.4859\n",
"[55]\tvalid_0's poisson: -87.6255\tvalid_0's huber: 29.4785\n",
"[56]\tvalid_0's poisson: -87.6339\tvalid_0's huber: 29.4712\n",
"[57]\tvalid_0's poisson: -87.6422\tvalid_0's huber: 29.4638\n",
"[58]\tvalid_0's poisson: -87.6504\tvalid_0's huber: 29.4565\n",
"[59]\tvalid_0's poisson: -87.6587\tvalid_0's huber: 29.4491\n",
"[60]\tvalid_0's poisson: -87.667\tvalid_0's huber: 29.4418\n",
"[61]\tvalid_0's poisson: -87.6753\tvalid_0's huber: 29.4344\n",
"[62]\tvalid_0's poisson: -87.6835\tvalid_0's huber: 29.4271\n",
"[63]\tvalid_0's poisson: -87.6918\tvalid_0's huber: 29.4198\n",
"[64]\tvalid_0's poisson: -87.7001\tvalid_0's huber: 29.4124\n",
"[65]\tvalid_0's poisson: -87.7083\tvalid_0's huber: 29.4051\n",
"[66]\tvalid_0's poisson: -87.7166\tvalid_0's huber: 29.3978\n",
"[67]\tvalid_0's poisson: -87.7248\tvalid_0's huber: 29.3904\n",
"[68]\tvalid_0's poisson: -87.7331\tvalid_0's huber: 29.3831\n",
"[69]\tvalid_0's poisson: -87.7414\tvalid_0's huber: 29.3758\n",
"[70]\tvalid_0's poisson: -87.7496\tvalid_0's huber: 29.3685\n",
"[71]\tvalid_0's poisson: -87.7579\tvalid_0's huber: 29.3612\n",
"[72]\tvalid_0's poisson: -87.7662\tvalid_0's huber: 29.3538\n",
"[73]\tvalid_0's poisson: -87.7744\tvalid_0's huber: 29.3465\n",
"[74]\tvalid_0's poisson: -87.7826\tvalid_0's huber: 29.3392\n",
"[75]\tvalid_0's poisson: -87.7909\tvalid_0's huber: 29.3319\n",
"[76]\tvalid_0's poisson: -87.7991\tvalid_0's huber: 29.3246\n",
"[77]\tvalid_0's poisson: -87.8073\tvalid_0's huber: 29.3173\n",
"[78]\tvalid_0's poisson: -87.8156\tvalid_0's huber: 29.31\n",
"[79]\tvalid_0's poisson: -87.8238\tvalid_0's huber: 29.3027\n",
"[80]\tvalid_0's poisson: -87.832\tvalid_0's huber: 29.2954\n",
"[81]\tvalid_0's poisson: -87.8403\tvalid_0's huber: 29.2881\n",
"[82]\tvalid_0's poisson: -87.8485\tvalid_0's huber: 29.2808\n",
"[83]\tvalid_0's poisson: -87.8567\tvalid_0's huber: 29.2735\n",
"[84]\tvalid_0's poisson: -87.8649\tvalid_0's huber: 29.2662\n",
"[85]\tvalid_0's poisson: -87.8732\tvalid_0's huber: 29.2589\n",
"[86]\tvalid_0's poisson: -87.8813\tvalid_0's huber: 29.2516\n",
"[87]\tvalid_0's poisson: -87.8896\tvalid_0's huber: 29.2443\n",
"[88]\tvalid_0's poisson: -87.8978\tvalid_0's huber: 29.237\n",
"[89]\tvalid_0's poisson: -87.906\tvalid_0's huber: 29.2297\n",
"[90]\tvalid_0's poisson: -87.9142\tvalid_0's huber: 29.2224\n",
"[91]\tvalid_0's poisson: -87.9224\tvalid_0's huber: 29.2151\n",
"[92]\tvalid_0's poisson: -87.9306\tvalid_0's huber: 29.2079\n",
"[93]\tvalid_0's poisson: -87.9388\tvalid_0's huber: 29.2006\n",
"[94]\tvalid_0's poisson: -87.947\tvalid_0's huber: 29.1933\n",
"[95]\tvalid_0's poisson: -87.9552\tvalid_0's huber: 29.186\n",
"[96]\tvalid_0's poisson: -87.9634\tvalid_0's huber: 29.1787\n",
"[97]\tvalid_0's poisson: -87.9716\tvalid_0's huber: 29.1715\n",
"[98]\tvalid_0's poisson: -87.9798\tvalid_0's huber: 29.1642\n",
"[99]\tvalid_0's poisson: -87.988\tvalid_0's huber: 29.1569\n",
"[100]\tvalid_0's poisson: -87.9961\tvalid_0's huber: 29.1496\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1845\tvalid_0's huber: 29.8028\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2]\tvalid_0's poisson: -87.1953\tvalid_0's huber: 29.7938\n",
"[3]\tvalid_0's poisson: -87.2061\tvalid_0's huber: 29.7849\n",
"[4]\tvalid_0's poisson: -87.2168\tvalid_0's huber: 29.7759\n",
"[5]\tvalid_0's poisson: -87.2276\tvalid_0's huber: 29.767\n",
"[6]\tvalid_0's poisson: -87.2384\tvalid_0's huber: 29.758\n",
"[7]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.7491\n",
"[8]\tvalid_0's poisson: -87.2599\tvalid_0's huber: 29.7401\n",
"[9]\tvalid_0's poisson: -87.2707\tvalid_0's huber: 29.7312\n",
"[10]\tvalid_0's poisson: -87.2814\tvalid_0's huber: 29.7222\n",
"[11]\tvalid_0's poisson: -87.2922\tvalid_0's huber: 29.7132\n",
"[12]\tvalid_0's poisson: -87.3029\tvalid_0's huber: 29.7043\n",
"[13]\tvalid_0's poisson: -87.3137\tvalid_0's huber: 29.6953\n",
"[14]\tvalid_0's poisson: -87.3244\tvalid_0's huber: 29.6864\n",
"[15]\tvalid_0's poisson: -87.3351\tvalid_0's huber: 29.6774\n",
"[16]\tvalid_0's poisson: -87.3459\tvalid_0's huber: 29.6685\n",
"[17]\tvalid_0's poisson: -87.3566\tvalid_0's huber: 29.6596\n",
"[18]\tvalid_0's poisson: -87.3673\tvalid_0's huber: 29.6506\n",
"[19]\tvalid_0's poisson: -87.378\tvalid_0's huber: 29.6417\n",
"[20]\tvalid_0's poisson: -87.3888\tvalid_0's huber: 29.6327\n",
"[21]\tvalid_0's poisson: -87.3995\tvalid_0's huber: 29.6238\n",
"[22]\tvalid_0's poisson: -87.4103\tvalid_0's huber: 29.6148\n",
"[23]\tvalid_0's poisson: -87.4211\tvalid_0's huber: 29.6058\n",
"[24]\tvalid_0's poisson: -87.432\tvalid_0's huber: 29.5968\n",
"[25]\tvalid_0's poisson: -87.4428\tvalid_0's huber: 29.5879\n",
"[26]\tvalid_0's poisson: -87.4536\tvalid_0's huber: 29.5789\n",
"[27]\tvalid_0's poisson: -87.4644\tvalid_0's huber: 29.5699\n",
"[28]\tvalid_0's poisson: -87.4752\tvalid_0's huber: 29.5609\n",
"[29]\tvalid_0's poisson: -87.486\tvalid_0's huber: 29.552\n",
"[30]\tvalid_0's poisson: -87.4968\tvalid_0's huber: 29.543\n",
"[31]\tvalid_0's poisson: -87.5076\tvalid_0's huber: 29.534\n",
"[32]\tvalid_0's poisson: -87.5184\tvalid_0's huber: 29.525\n",
"[33]\tvalid_0's poisson: -87.5292\tvalid_0's huber: 29.5161\n",
"[34]\tvalid_0's poisson: -87.54\tvalid_0's huber: 29.5071\n",
"[35]\tvalid_0's poisson: -87.5508\tvalid_0's huber: 29.4982\n",
"[36]\tvalid_0's poisson: -87.5615\tvalid_0's huber: 29.4892\n",
"[37]\tvalid_0's poisson: -87.5723\tvalid_0's huber: 29.4802\n",
"[38]\tvalid_0's poisson: -87.5831\tvalid_0's huber: 29.4713\n",
"[39]\tvalid_0's poisson: -87.5938\tvalid_0's huber: 29.4623\n",
"[40]\tvalid_0's poisson: -87.6046\tvalid_0's huber: 29.4534\n",
"[41]\tvalid_0's poisson: -87.6153\tvalid_0's huber: 29.4444\n",
"[42]\tvalid_0's poisson: -87.6261\tvalid_0's huber: 29.4355\n",
"[43]\tvalid_0's poisson: -87.6368\tvalid_0's huber: 29.4265\n",
"[44]\tvalid_0's poisson: -87.6476\tvalid_0's huber: 29.4176\n",
"[45]\tvalid_0's poisson: -87.6583\tvalid_0's huber: 29.4086\n",
"[46]\tvalid_0's poisson: -87.669\tvalid_0's huber: 29.3997\n",
"[47]\tvalid_0's poisson: -87.6798\tvalid_0's huber: 29.3908\n",
"[48]\tvalid_0's poisson: -87.6905\tvalid_0's huber: 29.3818\n",
"[49]\tvalid_0's poisson: -87.7012\tvalid_0's huber: 29.3729\n",
"[50]\tvalid_0's poisson: -87.7119\tvalid_0's huber: 29.3639\n",
"[51]\tvalid_0's poisson: -87.7227\tvalid_0's huber: 29.355\n",
"[52]\tvalid_0's poisson: -87.7334\tvalid_0's huber: 29.3461\n",
"[53]\tvalid_0's poisson: -87.7441\tvalid_0's huber: 29.3372\n",
"[54]\tvalid_0's poisson: -87.7548\tvalid_0's huber: 29.3282\n",
"[55]\tvalid_0's poisson: -87.7655\tvalid_0's huber: 29.3193\n",
"[56]\tvalid_0's poisson: -87.7762\tvalid_0's huber: 29.3104\n",
"[57]\tvalid_0's poisson: -87.7868\tvalid_0's huber: 29.3015\n",
"[58]\tvalid_0's poisson: -87.7975\tvalid_0's huber: 29.2926\n",
"[59]\tvalid_0's poisson: -87.8082\tvalid_0's huber: 29.2836\n",
"[60]\tvalid_0's poisson: -87.8189\tvalid_0's huber: 29.2747\n",
"[61]\tvalid_0's poisson: -87.8296\tvalid_0's huber: 29.2658\n",
"[62]\tvalid_0's poisson: -87.8402\tvalid_0's huber: 29.2569\n",
"[63]\tvalid_0's poisson: -87.8509\tvalid_0's huber: 29.248\n",
"[64]\tvalid_0's poisson: -87.8616\tvalid_0's huber: 29.2391\n",
"[65]\tvalid_0's poisson: -87.8722\tvalid_0's huber: 29.2302\n",
"[66]\tvalid_0's poisson: -87.8829\tvalid_0's huber: 29.2213\n",
"[67]\tvalid_0's poisson: -87.8935\tvalid_0's huber: 29.2123\n",
"[68]\tvalid_0's poisson: -87.9042\tvalid_0's huber: 29.2034\n",
"[69]\tvalid_0's poisson: -87.9148\tvalid_0's huber: 29.1945\n",
"[70]\tvalid_0's poisson: -87.9254\tvalid_0's huber: 29.1856\n",
"[71]\tvalid_0's poisson: -87.9361\tvalid_0's huber: 29.1767\n",
"[72]\tvalid_0's poisson: -87.9467\tvalid_0's huber: 29.1679\n",
"[73]\tvalid_0's poisson: -87.9573\tvalid_0's huber: 29.159\n",
"[74]\tvalid_0's poisson: -87.968\tvalid_0's huber: 29.1501\n",
"[75]\tvalid_0's poisson: -87.9786\tvalid_0's huber: 29.1412\n",
"[76]\tvalid_0's poisson: -87.9892\tvalid_0's huber: 29.1323\n",
"[77]\tvalid_0's poisson: -87.9998\tvalid_0's huber: 29.1234\n",
"[78]\tvalid_0's poisson: -88.0104\tvalid_0's huber: 29.1145\n",
"[79]\tvalid_0's poisson: -88.021\tvalid_0's huber: 29.1056\n",
"[80]\tvalid_0's poisson: -88.0316\tvalid_0's huber: 29.0967\n",
"[81]\tvalid_0's poisson: -88.0422\tvalid_0's huber: 29.0878\n",
"[82]\tvalid_0's poisson: -88.0528\tvalid_0's huber: 29.079\n",
"[83]\tvalid_0's poisson: -88.0634\tvalid_0's huber: 29.0701\n",
"[84]\tvalid_0's poisson: -88.074\tvalid_0's huber: 29.0612\n",
"[85]\tvalid_0's poisson: -88.0845\tvalid_0's huber: 29.0523\n",
"[86]\tvalid_0's poisson: -88.0951\tvalid_0's huber: 29.0435\n",
"[87]\tvalid_0's poisson: -88.1057\tvalid_0's huber: 29.0346\n",
"[88]\tvalid_0's poisson: -88.1162\tvalid_0's huber: 29.0257\n",
"[89]\tvalid_0's poisson: -88.1268\tvalid_0's huber: 29.0168\n",
"[90]\tvalid_0's poisson: -88.1373\tvalid_0's huber: 29.008\n",
"[91]\tvalid_0's poisson: -88.1479\tvalid_0's huber: 28.9991\n",
"[92]\tvalid_0's poisson: -88.1584\tvalid_0's huber: 28.9903\n",
"[93]\tvalid_0's poisson: -88.1689\tvalid_0's huber: 28.9814\n",
"[94]\tvalid_0's poisson: -88.1795\tvalid_0's huber: 28.9725\n",
"[95]\tvalid_0's poisson: -88.19\tvalid_0's huber: 28.9637\n",
"[96]\tvalid_0's poisson: -88.2005\tvalid_0's huber: 28.9548\n",
"[97]\tvalid_0's poisson: -88.2111\tvalid_0's huber: 28.946\n",
"[98]\tvalid_0's poisson: -88.2216\tvalid_0's huber: 28.9371\n",
"[99]\tvalid_0's poisson: -88.2321\tvalid_0's huber: 28.9283\n",
"[100]\tvalid_0's poisson: -88.2426\tvalid_0's huber: 28.9194\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1847\tvalid_0's huber: 29.8008\n",
"[2]\tvalid_0's poisson: -87.1955\tvalid_0's huber: 29.7919\n",
"[3]\tvalid_0's poisson: -87.2062\tvalid_0's huber: 29.7831\n",
"[4]\tvalid_0's poisson: -87.217\tvalid_0's huber: 29.7742\n",
"[5]\tvalid_0's poisson: -87.2278\tvalid_0's huber: 29.7653\n",
"[6]\tvalid_0's poisson: -87.2385\tvalid_0's huber: 29.7564\n",
"[7]\tvalid_0's poisson: -87.2492\tvalid_0's huber: 29.7476\n",
"[8]\tvalid_0's poisson: -87.26\tvalid_0's huber: 29.7388\n",
"[9]\tvalid_0's poisson: -87.2707\tvalid_0's huber: 29.7298\n",
"[10]\tvalid_0's poisson: -87.2815\tvalid_0's huber: 29.721\n",
"[11]\tvalid_0's poisson: -87.2922\tvalid_0's huber: 29.7121\n",
"[12]\tvalid_0's poisson: -87.3029\tvalid_0's huber: 29.7033\n",
"[13]\tvalid_0's poisson: -87.3137\tvalid_0's huber: 29.6944\n",
"[14]\tvalid_0's poisson: -87.3244\tvalid_0's huber: 29.6855\n",
"[15]\tvalid_0's poisson: -87.3351\tvalid_0's huber: 29.6767\n",
"[16]\tvalid_0's poisson: -87.3458\tvalid_0's huber: 29.6678\n",
"[17]\tvalid_0's poisson: -87.3565\tvalid_0's huber: 29.6589\n",
"[18]\tvalid_0's poisson: -87.3672\tvalid_0's huber: 29.6501\n",
"[19]\tvalid_0's poisson: -87.3779\tvalid_0's huber: 29.6412\n",
"[20]\tvalid_0's poisson: -87.3886\tvalid_0's huber: 29.6324\n",
"[21]\tvalid_0's poisson: -87.3994\tvalid_0's huber: 29.6235\n",
"[22]\tvalid_0's poisson: -87.41\tvalid_0's huber: 29.6147\n",
"[23]\tvalid_0's poisson: -87.4207\tvalid_0's huber: 29.6058\n",
"[24]\tvalid_0's poisson: -87.4314\tvalid_0's huber: 29.597\n",
"[25]\tvalid_0's poisson: -87.4421\tvalid_0's huber: 29.5882\n",
"[26]\tvalid_0's poisson: -87.4527\tvalid_0's huber: 29.5793\n",
"[27]\tvalid_0's poisson: -87.4634\tvalid_0's huber: 29.5705\n",
"[28]\tvalid_0's poisson: -87.4741\tvalid_0's huber: 29.5616\n",
"[29]\tvalid_0's poisson: -87.4847\tvalid_0's huber: 29.5528\n",
"[30]\tvalid_0's poisson: -87.4954\tvalid_0's huber: 29.5439\n",
"[31]\tvalid_0's poisson: -87.506\tvalid_0's huber: 29.5351\n",
"[32]\tvalid_0's poisson: -87.5167\tvalid_0's huber: 29.5263\n",
"[33]\tvalid_0's poisson: -87.5273\tvalid_0's huber: 29.5175\n",
"[34]\tvalid_0's poisson: -87.538\tvalid_0's huber: 29.5086\n",
"[35]\tvalid_0's poisson: -87.5486\tvalid_0's huber: 29.4998\n",
"[36]\tvalid_0's poisson: -87.5592\tvalid_0's huber: 29.491\n",
"[37]\tvalid_0's poisson: -87.5698\tvalid_0's huber: 29.4822\n",
"[38]\tvalid_0's poisson: -87.5805\tvalid_0's huber: 29.4734\n",
"[39]\tvalid_0's poisson: -87.5911\tvalid_0's huber: 29.4645\n",
"[40]\tvalid_0's poisson: -87.6017\tvalid_0's huber: 29.4557\n",
"[41]\tvalid_0's poisson: -87.6123\tvalid_0's huber: 29.4469\n",
"[42]\tvalid_0's poisson: -87.6229\tvalid_0's huber: 29.4381\n",
"[43]\tvalid_0's poisson: -87.6335\tvalid_0's huber: 29.4293\n",
"[44]\tvalid_0's poisson: -87.6441\tvalid_0's huber: 29.4205\n",
"[45]\tvalid_0's poisson: -87.6547\tvalid_0's huber: 29.4117\n",
"[46]\tvalid_0's poisson: -87.6653\tvalid_0's huber: 29.4029\n",
"[47]\tvalid_0's poisson: -87.6759\tvalid_0's huber: 29.3941\n",
"[48]\tvalid_0's poisson: -87.6864\tvalid_0's huber: 29.3853\n",
"[49]\tvalid_0's poisson: -87.697\tvalid_0's huber: 29.3765\n",
"[50]\tvalid_0's poisson: -87.7076\tvalid_0's huber: 29.3677\n",
"[51]\tvalid_0's poisson: -87.7182\tvalid_0's huber: 29.3589\n",
"[52]\tvalid_0's poisson: -87.7287\tvalid_0's huber: 29.3501\n",
"[53]\tvalid_0's poisson: -87.7393\tvalid_0's huber: 29.3413\n",
"[54]\tvalid_0's poisson: -87.7498\tvalid_0's huber: 29.3325\n",
"[55]\tvalid_0's poisson: -87.7604\tvalid_0's huber: 29.3238\n",
"[56]\tvalid_0's poisson: -87.7709\tvalid_0's huber: 29.315\n",
"[57]\tvalid_0's poisson: -87.7815\tvalid_0's huber: 29.3062\n",
"[58]\tvalid_0's poisson: -87.792\tvalid_0's huber: 29.2975\n",
"[59]\tvalid_0's poisson: -87.8025\tvalid_0's huber: 29.2886\n",
"[60]\tvalid_0's poisson: -87.8131\tvalid_0's huber: 29.2799\n",
"[61]\tvalid_0's poisson: -87.8236\tvalid_0's huber: 29.2711\n",
"[62]\tvalid_0's poisson: -87.8341\tvalid_0's huber: 29.2623\n",
"[63]\tvalid_0's poisson: -87.8447\tvalid_0's huber: 29.2535\n",
"[64]\tvalid_0's poisson: -87.8552\tvalid_0's huber: 29.2448\n",
"[65]\tvalid_0's poisson: -87.8657\tvalid_0's huber: 29.236\n",
"[66]\tvalid_0's poisson: -87.8762\tvalid_0's huber: 29.2272\n",
"[67]\tvalid_0's poisson: -87.8867\tvalid_0's huber: 29.2185\n",
"[68]\tvalid_0's poisson: -87.8972\tvalid_0's huber: 29.2097\n",
"[69]\tvalid_0's poisson: -87.9077\tvalid_0's huber: 29.201\n",
"[70]\tvalid_0's poisson: -87.9182\tvalid_0's huber: 29.1922\n",
"[71]\tvalid_0's poisson: -87.9287\tvalid_0's huber: 29.1835\n",
"[72]\tvalid_0's poisson: -87.9391\tvalid_0's huber: 29.1747\n",
"[73]\tvalid_0's poisson: -87.9496\tvalid_0's huber: 29.166\n",
"[74]\tvalid_0's poisson: -87.9601\tvalid_0's huber: 29.1571\n",
"[75]\tvalid_0's poisson: -87.9706\tvalid_0's huber: 29.1484\n",
"[76]\tvalid_0's poisson: -87.981\tvalid_0's huber: 29.1397\n",
"[77]\tvalid_0's poisson: -87.9915\tvalid_0's huber: 29.1309\n",
"[78]\tvalid_0's poisson: -88.002\tvalid_0's huber: 29.1222\n",
"[79]\tvalid_0's poisson: -88.0125\tvalid_0's huber: 29.1134\n",
"[80]\tvalid_0's poisson: -88.0229\tvalid_0's huber: 29.1047\n",
"[81]\tvalid_0's poisson: -88.0334\tvalid_0's huber: 29.0959\n",
"[82]\tvalid_0's poisson: -88.0438\tvalid_0's huber: 29.0872\n",
"[83]\tvalid_0's poisson: -88.0543\tvalid_0's huber: 29.0784\n",
"[84]\tvalid_0's poisson: -88.0647\tvalid_0's huber: 29.0697\n",
"[85]\tvalid_0's poisson: -88.0752\tvalid_0's huber: 29.0609\n",
"[86]\tvalid_0's poisson: -88.0856\tvalid_0's huber: 29.0522\n",
"[87]\tvalid_0's poisson: -88.096\tvalid_0's huber: 29.0434\n",
"[88]\tvalid_0's poisson: -88.1064\tvalid_0's huber: 29.0347\n",
"[89]\tvalid_0's poisson: -88.1168\tvalid_0's huber: 29.0261\n",
"[90]\tvalid_0's poisson: -88.1273\tvalid_0's huber: 29.0173\n",
"[91]\tvalid_0's poisson: -88.1376\tvalid_0's huber: 29.0086\n",
"[92]\tvalid_0's poisson: -88.1481\tvalid_0's huber: 28.9998\n",
"[93]\tvalid_0's poisson: -88.1584\tvalid_0's huber: 28.9911\n",
"[94]\tvalid_0's poisson: -88.1689\tvalid_0's huber: 28.9824\n",
"[95]\tvalid_0's poisson: -88.1792\tvalid_0's huber: 28.9737\n",
"[96]\tvalid_0's poisson: -88.1896\tvalid_0's huber: 28.965\n",
"[97]\tvalid_0's poisson: -88.2\tvalid_0's huber: 28.9563\n",
"[98]\tvalid_0's poisson: -88.2104\tvalid_0's huber: 28.9476\n",
"[99]\tvalid_0's poisson: -88.2208\tvalid_0's huber: 28.9388\n",
"[100]\tvalid_0's poisson: -88.2311\tvalid_0's huber: 28.9302\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1804\tvalid_0's huber: 29.8338\n",
"[2]\tvalid_0's poisson: -87.1912\tvalid_0's huber: 29.8248\n",
"[3]\tvalid_0's poisson: -87.202\tvalid_0's huber: 29.8158\n",
"[4]\tvalid_0's poisson: -87.2128\tvalid_0's huber: 29.8068\n",
"[5]\tvalid_0's poisson: -87.2236\tvalid_0's huber: 29.7978\n",
"[6]\tvalid_0's poisson: -87.2344\tvalid_0's huber: 29.7888\n",
"[7]\tvalid_0's poisson: -87.2452\tvalid_0's huber: 29.7798\n",
"[8]\tvalid_0's poisson: -87.256\tvalid_0's huber: 29.7708\n",
"[9]\tvalid_0's poisson: -87.2668\tvalid_0's huber: 29.7617\n",
"[10]\tvalid_0's poisson: -87.2776\tvalid_0's huber: 29.7527\n",
"[11]\tvalid_0's poisson: -87.2884\tvalid_0's huber: 29.7437\n",
"[12]\tvalid_0's poisson: -87.2991\tvalid_0's huber: 29.7348\n",
"[13]\tvalid_0's poisson: -87.3099\tvalid_0's huber: 29.7258\n",
"[14]\tvalid_0's poisson: -87.3207\tvalid_0's huber: 29.7168\n",
"[15]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.7078\n",
"[16]\tvalid_0's poisson: -87.3422\tvalid_0's huber: 29.6988\n",
"[17]\tvalid_0's poisson: -87.3529\tvalid_0's huber: 29.6898\n",
"[18]\tvalid_0's poisson: -87.3637\tvalid_0's huber: 29.6808\n",
"[19]\tvalid_0's poisson: -87.3744\tvalid_0's huber: 29.6718\n",
"[20]\tvalid_0's poisson: -87.3852\tvalid_0's huber: 29.6628\n",
"[21]\tvalid_0's poisson: -87.3959\tvalid_0's huber: 29.6538\n",
"[22]\tvalid_0's poisson: -87.4066\tvalid_0's huber: 29.6449\n",
"[23]\tvalid_0's poisson: -87.4174\tvalid_0's huber: 29.6359\n",
"[24]\tvalid_0's poisson: -87.4281\tvalid_0's huber: 29.6269\n",
"[25]\tvalid_0's poisson: -87.4388\tvalid_0's huber: 29.6179\n",
"[26]\tvalid_0's poisson: -87.4495\tvalid_0's huber: 29.609\n",
"[27]\tvalid_0's poisson: -87.4602\tvalid_0's huber: 29.6\n",
"[28]\tvalid_0's poisson: -87.4709\tvalid_0's huber: 29.591\n",
"[29]\tvalid_0's poisson: -87.4816\tvalid_0's huber: 29.5821\n",
"[30]\tvalid_0's poisson: -87.4923\tvalid_0's huber: 29.5731\n",
"[31]\tvalid_0's poisson: -87.503\tvalid_0's huber: 29.5641\n",
"[32]\tvalid_0's poisson: -87.5137\tvalid_0's huber: 29.5552\n",
"[33]\tvalid_0's poisson: -87.5244\tvalid_0's huber: 29.5462\n",
"[34]\tvalid_0's poisson: -87.5351\tvalid_0's huber: 29.5372\n",
"[35]\tvalid_0's poisson: -87.5457\tvalid_0's huber: 29.5283\n",
"[36]\tvalid_0's poisson: -87.5564\tvalid_0's huber: 29.5193\n",
"[37]\tvalid_0's poisson: -87.5671\tvalid_0's huber: 29.5104\n",
"[38]\tvalid_0's poisson: -87.5777\tvalid_0's huber: 29.5014\n",
"[39]\tvalid_0's poisson: -87.5884\tvalid_0's huber: 29.4925\n",
"[40]\tvalid_0's poisson: -87.5991\tvalid_0's huber: 29.4835\n",
"[41]\tvalid_0's poisson: -87.6097\tvalid_0's huber: 29.4746\n",
"[42]\tvalid_0's poisson: -87.6204\tvalid_0's huber: 29.4657\n",
"[43]\tvalid_0's poisson: -87.631\tvalid_0's huber: 29.4567\n",
"[44]\tvalid_0's poisson: -87.6416\tvalid_0's huber: 29.4478\n",
"[45]\tvalid_0's poisson: -87.6523\tvalid_0's huber: 29.4389\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -87.6629\tvalid_0's huber: 29.4299\n",
"[47]\tvalid_0's poisson: -87.6735\tvalid_0's huber: 29.421\n",
"[48]\tvalid_0's poisson: -87.6842\tvalid_0's huber: 29.4121\n",
"[49]\tvalid_0's poisson: -87.6948\tvalid_0's huber: 29.4031\n",
"[50]\tvalid_0's poisson: -87.7054\tvalid_0's huber: 29.3942\n",
"[51]\tvalid_0's poisson: -87.716\tvalid_0's huber: 29.3853\n",
"[52]\tvalid_0's poisson: -87.7266\tvalid_0's huber: 29.3764\n",
"[53]\tvalid_0's poisson: -87.7372\tvalid_0's huber: 29.3674\n",
"[54]\tvalid_0's poisson: -87.7478\tvalid_0's huber: 29.3585\n",
"[55]\tvalid_0's poisson: -87.7584\tvalid_0's huber: 29.3496\n",
"[56]\tvalid_0's poisson: -87.769\tvalid_0's huber: 29.3407\n",
"[57]\tvalid_0's poisson: -87.7796\tvalid_0's huber: 29.3318\n",
"[58]\tvalid_0's poisson: -87.7901\tvalid_0's huber: 29.3229\n",
"[59]\tvalid_0's poisson: -87.8007\tvalid_0's huber: 29.314\n",
"[60]\tvalid_0's poisson: -87.8113\tvalid_0's huber: 29.3051\n",
"[61]\tvalid_0's poisson: -87.8219\tvalid_0's huber: 29.2962\n",
"[62]\tvalid_0's poisson: -87.8324\tvalid_0's huber: 29.2873\n",
"[63]\tvalid_0's poisson: -87.843\tvalid_0's huber: 29.2783\n",
"[64]\tvalid_0's poisson: -87.8535\tvalid_0's huber: 29.2694\n",
"[65]\tvalid_0's poisson: -87.8641\tvalid_0's huber: 29.2606\n",
"[66]\tvalid_0's poisson: -87.8746\tvalid_0's huber: 29.2517\n",
"[67]\tvalid_0's poisson: -87.8852\tvalid_0's huber: 29.2428\n",
"[68]\tvalid_0's poisson: -87.8957\tvalid_0's huber: 29.2339\n",
"[69]\tvalid_0's poisson: -87.9063\tvalid_0's huber: 29.225\n",
"[70]\tvalid_0's poisson: -87.9168\tvalid_0's huber: 29.2161\n",
"[71]\tvalid_0's poisson: -87.9273\tvalid_0's huber: 29.2072\n",
"[72]\tvalid_0's poisson: -87.9378\tvalid_0's huber: 29.1983\n",
"[73]\tvalid_0's poisson: -87.9484\tvalid_0's huber: 29.1894\n",
"[74]\tvalid_0's poisson: -87.9589\tvalid_0's huber: 29.1806\n",
"[75]\tvalid_0's poisson: -87.9694\tvalid_0's huber: 29.1717\n",
"[76]\tvalid_0's poisson: -87.9799\tvalid_0's huber: 29.1628\n",
"[77]\tvalid_0's poisson: -87.9904\tvalid_0's huber: 29.1539\n",
"[78]\tvalid_0's poisson: -88.0009\tvalid_0's huber: 29.1451\n",
"[79]\tvalid_0's poisson: -88.0114\tvalid_0's huber: 29.1362\n",
"[80]\tvalid_0's poisson: -88.0219\tvalid_0's huber: 29.1273\n",
"[81]\tvalid_0's poisson: -88.0324\tvalid_0's huber: 29.1184\n",
"[82]\tvalid_0's poisson: -88.0429\tvalid_0's huber: 29.1096\n",
"[83]\tvalid_0's poisson: -88.0533\tvalid_0's huber: 29.1007\n",
"[84]\tvalid_0's poisson: -88.0638\tvalid_0's huber: 29.0918\n",
"[85]\tvalid_0's poisson: -88.0743\tvalid_0's huber: 29.083\n",
"[86]\tvalid_0's poisson: -88.0848\tvalid_0's huber: 29.0741\n",
"[87]\tvalid_0's poisson: -88.0952\tvalid_0's huber: 29.0653\n",
"[88]\tvalid_0's poisson: -88.1057\tvalid_0's huber: 29.0564\n",
"[89]\tvalid_0's poisson: -88.1161\tvalid_0's huber: 29.0475\n",
"[90]\tvalid_0's poisson: -88.1266\tvalid_0's huber: 29.0387\n",
"[91]\tvalid_0's poisson: -88.137\tvalid_0's huber: 29.0298\n",
"[92]\tvalid_0's poisson: -88.1475\tvalid_0's huber: 29.021\n",
"[93]\tvalid_0's poisson: -88.1579\tvalid_0's huber: 29.0121\n",
"[94]\tvalid_0's poisson: -88.1684\tvalid_0's huber: 29.0033\n",
"[95]\tvalid_0's poisson: -88.1788\tvalid_0's huber: 28.9945\n",
"[96]\tvalid_0's poisson: -88.1892\tvalid_0's huber: 28.9856\n",
"[97]\tvalid_0's poisson: -88.1996\tvalid_0's huber: 28.9768\n",
"[98]\tvalid_0's poisson: -88.2101\tvalid_0's huber: 28.9679\n",
"[99]\tvalid_0's poisson: -88.2205\tvalid_0's huber: 28.9591\n",
"[100]\tvalid_0's poisson: -88.2309\tvalid_0's huber: 28.9503\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1868\tvalid_0's huber: 29.7846\n",
"[2]\tvalid_0's poisson: -87.1977\tvalid_0's huber: 29.7757\n",
"[3]\tvalid_0's poisson: -87.2085\tvalid_0's huber: 29.7667\n",
"[4]\tvalid_0's poisson: -87.2193\tvalid_0's huber: 29.7577\n",
"[5]\tvalid_0's poisson: -87.2301\tvalid_0's huber: 29.7488\n",
"[6]\tvalid_0's poisson: -87.2409\tvalid_0's huber: 29.7398\n",
"[7]\tvalid_0's poisson: -87.2517\tvalid_0's huber: 29.7309\n",
"[8]\tvalid_0's poisson: -87.2625\tvalid_0's huber: 29.7219\n",
"[9]\tvalid_0's poisson: -87.2733\tvalid_0's huber: 29.7129\n",
"[10]\tvalid_0's poisson: -87.2841\tvalid_0's huber: 29.704\n",
"[11]\tvalid_0's poisson: -87.2949\tvalid_0's huber: 29.695\n",
"[12]\tvalid_0's poisson: -87.3057\tvalid_0's huber: 29.6861\n",
"[13]\tvalid_0's poisson: -87.3164\tvalid_0's huber: 29.6771\n",
"[14]\tvalid_0's poisson: -87.3272\tvalid_0's huber: 29.6682\n",
"[15]\tvalid_0's poisson: -87.338\tvalid_0's huber: 29.6592\n",
"[16]\tvalid_0's poisson: -87.3488\tvalid_0's huber: 29.6503\n",
"[17]\tvalid_0's poisson: -87.3595\tvalid_0's huber: 29.6413\n",
"[18]\tvalid_0's poisson: -87.3703\tvalid_0's huber: 29.6324\n",
"[19]\tvalid_0's poisson: -87.381\tvalid_0's huber: 29.6235\n",
"[20]\tvalid_0's poisson: -87.3918\tvalid_0's huber: 29.6145\n",
"[21]\tvalid_0's poisson: -87.4025\tvalid_0's huber: 29.6056\n",
"[22]\tvalid_0's poisson: -87.4133\tvalid_0's huber: 29.5966\n",
"[23]\tvalid_0's poisson: -87.424\tvalid_0's huber: 29.5877\n",
"[24]\tvalid_0's poisson: -87.4347\tvalid_0's huber: 29.5788\n",
"[25]\tvalid_0's poisson: -87.4455\tvalid_0's huber: 29.5698\n",
"[26]\tvalid_0's poisson: -87.4562\tvalid_0's huber: 29.5609\n",
"[27]\tvalid_0's poisson: -87.4669\tvalid_0's huber: 29.552\n",
"[28]\tvalid_0's poisson: -87.4776\tvalid_0's huber: 29.5431\n",
"[29]\tvalid_0's poisson: -87.4883\tvalid_0's huber: 29.5341\n",
"[30]\tvalid_0's poisson: -87.4991\tvalid_0's huber: 29.5252\n",
"[31]\tvalid_0's poisson: -87.5098\tvalid_0's huber: 29.5163\n",
"[32]\tvalid_0's poisson: -87.5205\tvalid_0's huber: 29.5074\n",
"[33]\tvalid_0's poisson: -87.5312\tvalid_0's huber: 29.4985\n",
"[34]\tvalid_0's poisson: -87.5418\tvalid_0's huber: 29.4895\n",
"[35]\tvalid_0's poisson: -87.5525\tvalid_0's huber: 29.4806\n",
"[36]\tvalid_0's poisson: -87.5632\tvalid_0's huber: 29.4717\n",
"[37]\tvalid_0's poisson: -87.5739\tvalid_0's huber: 29.4628\n",
"[38]\tvalid_0's poisson: -87.5846\tvalid_0's huber: 29.4539\n",
"[39]\tvalid_0's poisson: -87.5952\tvalid_0's huber: 29.445\n",
"[40]\tvalid_0's poisson: -87.6059\tvalid_0's huber: 29.4361\n",
"[41]\tvalid_0's poisson: -87.6166\tvalid_0's huber: 29.4272\n",
"[42]\tvalid_0's poisson: -87.6272\tvalid_0's huber: 29.4183\n",
"[43]\tvalid_0's poisson: -87.6379\tvalid_0's huber: 29.4094\n",
"[44]\tvalid_0's poisson: -87.6485\tvalid_0's huber: 29.4005\n",
"[45]\tvalid_0's poisson: -87.6592\tvalid_0's huber: 29.3916\n",
"[46]\tvalid_0's poisson: -87.6698\tvalid_0's huber: 29.3827\n",
"[47]\tvalid_0's poisson: -87.6804\tvalid_0's huber: 29.3738\n",
"[48]\tvalid_0's poisson: -87.6911\tvalid_0's huber: 29.3649\n",
"[49]\tvalid_0's poisson: -87.7017\tvalid_0's huber: 29.356\n",
"[50]\tvalid_0's poisson: -87.7123\tvalid_0's huber: 29.3472\n",
"[51]\tvalid_0's poisson: -87.7229\tvalid_0's huber: 29.3383\n",
"[52]\tvalid_0's poisson: -87.7335\tvalid_0's huber: 29.3294\n",
"[53]\tvalid_0's poisson: -87.7441\tvalid_0's huber: 29.3205\n",
"[54]\tvalid_0's poisson: -87.7547\tvalid_0's huber: 29.3116\n",
"[55]\tvalid_0's poisson: -87.7653\tvalid_0's huber: 29.3028\n",
"[56]\tvalid_0's poisson: -87.7759\tvalid_0's huber: 29.2939\n",
"[57]\tvalid_0's poisson: -87.7865\tvalid_0's huber: 29.285\n",
"[58]\tvalid_0's poisson: -87.7971\tvalid_0's huber: 29.2762\n",
"[59]\tvalid_0's poisson: -87.8077\tvalid_0's huber: 29.2673\n",
"[60]\tvalid_0's poisson: -87.8183\tvalid_0's huber: 29.2584\n",
"[61]\tvalid_0's poisson: -87.8289\tvalid_0's huber: 29.2496\n",
"[62]\tvalid_0's poisson: -87.8394\tvalid_0's huber: 29.2407\n",
"[63]\tvalid_0's poisson: -87.85\tvalid_0's huber: 29.2318\n",
"[64]\tvalid_0's poisson: -87.8605\tvalid_0's huber: 29.223\n",
"[65]\tvalid_0's poisson: -87.8711\tvalid_0's huber: 29.2141\n",
"[66]\tvalid_0's poisson: -87.8817\tvalid_0's huber: 29.2053\n",
"[67]\tvalid_0's poisson: -87.8922\tvalid_0's huber: 29.1964\n",
"[68]\tvalid_0's poisson: -87.9027\tvalid_0's huber: 29.1876\n",
"[69]\tvalid_0's poisson: -87.9133\tvalid_0's huber: 29.1787\n",
"[70]\tvalid_0's poisson: -87.9238\tvalid_0's huber: 29.1699\n",
"[71]\tvalid_0's poisson: -87.9344\tvalid_0's huber: 29.161\n",
"[72]\tvalid_0's poisson: -87.9449\tvalid_0's huber: 29.1522\n",
"[73]\tvalid_0's poisson: -87.9554\tvalid_0's huber: 29.1433\n",
"[74]\tvalid_0's poisson: -87.9659\tvalid_0's huber: 29.1345\n",
"[75]\tvalid_0's poisson: -87.9764\tvalid_0's huber: 29.1257\n",
"[76]\tvalid_0's poisson: -87.987\tvalid_0's huber: 29.1168\n",
"[77]\tvalid_0's poisson: -87.9975\tvalid_0's huber: 29.108\n",
"[78]\tvalid_0's poisson: -88.008\tvalid_0's huber: 29.0992\n",
"[79]\tvalid_0's poisson: -88.0185\tvalid_0's huber: 29.0904\n",
"[80]\tvalid_0's poisson: -88.029\tvalid_0's huber: 29.0815\n",
"[81]\tvalid_0's poisson: -88.0395\tvalid_0's huber: 29.0727\n",
"[82]\tvalid_0's poisson: -88.05\tvalid_0's huber: 29.0639\n",
"[83]\tvalid_0's poisson: -88.0604\tvalid_0's huber: 29.0551\n",
"[84]\tvalid_0's poisson: -88.0709\tvalid_0's huber: 29.0463\n",
"[85]\tvalid_0's poisson: -88.0814\tvalid_0's huber: 29.0375\n",
"[86]\tvalid_0's poisson: -88.0919\tvalid_0's huber: 29.0287\n",
"[87]\tvalid_0's poisson: -88.1023\tvalid_0's huber: 29.0199\n",
"[88]\tvalid_0's poisson: -88.1128\tvalid_0's huber: 29.0111\n",
"[89]\tvalid_0's poisson: -88.1233\tvalid_0's huber: 29.0023\n",
"[90]\tvalid_0's poisson: -88.1337\tvalid_0's huber: 28.9934\n",
"[91]\tvalid_0's poisson: -88.1442\tvalid_0's huber: 28.9846\n",
"[92]\tvalid_0's poisson: -88.1546\tvalid_0's huber: 28.9758\n",
"[93]\tvalid_0's poisson: -88.165\tvalid_0's huber: 28.967\n",
"[94]\tvalid_0's poisson: -88.1755\tvalid_0's huber: 28.9582\n",
"[95]\tvalid_0's poisson: -88.1859\tvalid_0's huber: 28.9494\n",
"[96]\tvalid_0's poisson: -88.1963\tvalid_0's huber: 28.9406\n",
"[97]\tvalid_0's poisson: -88.2068\tvalid_0's huber: 28.9318\n",
"[98]\tvalid_0's poisson: -88.2172\tvalid_0's huber: 28.9231\n",
"[99]\tvalid_0's poisson: -88.2276\tvalid_0's huber: 28.9143\n",
"[100]\tvalid_0's poisson: -88.238\tvalid_0's huber: 28.9055\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1745\tvalid_0's huber: 29.8762\n",
"[2]\tvalid_0's poisson: -87.1853\tvalid_0's huber: 29.8671\n",
"[3]\tvalid_0's poisson: -87.1962\tvalid_0's huber: 29.8581\n",
"[4]\tvalid_0's poisson: -87.207\tvalid_0's huber: 29.849\n",
"[5]\tvalid_0's poisson: -87.2179\tvalid_0's huber: 29.84\n",
"[6]\tvalid_0's poisson: -87.2287\tvalid_0's huber: 29.831\n",
"[7]\tvalid_0's poisson: -87.2395\tvalid_0's huber: 29.8219\n",
"[8]\tvalid_0's poisson: -87.2504\tvalid_0's huber: 29.8129\n",
"[9]\tvalid_0's poisson: -87.2612\tvalid_0's huber: 29.8038\n",
"[10]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7948\n",
"[11]\tvalid_0's poisson: -87.2828\tvalid_0's huber: 29.7858\n",
"[12]\tvalid_0's poisson: -87.2937\tvalid_0's huber: 29.7767\n",
"[13]\tvalid_0's poisson: -87.3045\tvalid_0's huber: 29.7677\n",
"[14]\tvalid_0's poisson: -87.3153\tvalid_0's huber: 29.7587\n",
"[15]\tvalid_0's poisson: -87.326\tvalid_0's huber: 29.7497\n",
"[16]\tvalid_0's poisson: -87.3368\tvalid_0's huber: 29.7406\n",
"[17]\tvalid_0's poisson: -87.3476\tvalid_0's huber: 29.7317\n",
"[18]\tvalid_0's poisson: -87.3583\tvalid_0's huber: 29.7226\n",
"[19]\tvalid_0's poisson: -87.3691\tvalid_0's huber: 29.7136\n",
"[20]\tvalid_0's poisson: -87.3799\tvalid_0's huber: 29.7046\n",
"[21]\tvalid_0's poisson: -87.3906\tvalid_0's huber: 29.6956\n",
"[22]\tvalid_0's poisson: -87.4013\tvalid_0's huber: 29.6866\n",
"[23]\tvalid_0's poisson: -87.4121\tvalid_0's huber: 29.6776\n",
"[24]\tvalid_0's poisson: -87.4228\tvalid_0's huber: 29.6686\n",
"[25]\tvalid_0's poisson: -87.4336\tvalid_0's huber: 29.6596\n",
"[26]\tvalid_0's poisson: -87.4443\tvalid_0's huber: 29.6506\n",
"[27]\tvalid_0's poisson: -87.455\tvalid_0's huber: 29.6416\n",
"[28]\tvalid_0's poisson: -87.4657\tvalid_0's huber: 29.6327\n",
"[29]\tvalid_0's poisson: -87.4765\tvalid_0's huber: 29.6237\n",
"[30]\tvalid_0's poisson: -87.4872\tvalid_0's huber: 29.6147\n",
"[31]\tvalid_0's poisson: -87.4979\tvalid_0's huber: 29.6057\n",
"[32]\tvalid_0's poisson: -87.5086\tvalid_0's huber: 29.5967\n",
"[33]\tvalid_0's poisson: -87.5193\tvalid_0's huber: 29.5878\n",
"[34]\tvalid_0's poisson: -87.53\tvalid_0's huber: 29.5788\n",
"[35]\tvalid_0's poisson: -87.5407\tvalid_0's huber: 29.5698\n",
"[36]\tvalid_0's poisson: -87.5514\tvalid_0's huber: 29.5608\n",
"[37]\tvalid_0's poisson: -87.5621\tvalid_0's huber: 29.5518\n",
"[38]\tvalid_0's poisson: -87.5728\tvalid_0's huber: 29.5429\n",
"[39]\tvalid_0's poisson: -87.5835\tvalid_0's huber: 29.5339\n",
"[40]\tvalid_0's poisson: -87.5941\tvalid_0's huber: 29.5249\n",
"[41]\tvalid_0's poisson: -87.6048\tvalid_0's huber: 29.516\n",
"[42]\tvalid_0's poisson: -87.6155\tvalid_0's huber: 29.507\n",
"[43]\tvalid_0's poisson: -87.6262\tvalid_0's huber: 29.498\n",
"[44]\tvalid_0's poisson: -87.6368\tvalid_0's huber: 29.4891\n",
"[45]\tvalid_0's poisson: -87.6475\tvalid_0's huber: 29.4801\n",
"[46]\tvalid_0's poisson: -87.6581\tvalid_0's huber: 29.4712\n",
"[47]\tvalid_0's poisson: -87.6688\tvalid_0's huber: 29.4622\n",
"[48]\tvalid_0's poisson: -87.6795\tvalid_0's huber: 29.4533\n",
"[49]\tvalid_0's poisson: -87.6901\tvalid_0's huber: 29.4443\n",
"[50]\tvalid_0's poisson: -87.7008\tvalid_0's huber: 29.4353\n",
"[51]\tvalid_0's poisson: -87.7114\tvalid_0's huber: 29.4264\n",
"[52]\tvalid_0's poisson: -87.722\tvalid_0's huber: 29.4175\n",
"[53]\tvalid_0's poisson: -87.7326\tvalid_0's huber: 29.4085\n",
"[54]\tvalid_0's poisson: -87.7433\tvalid_0's huber: 29.3996\n",
"[55]\tvalid_0's poisson: -87.7539\tvalid_0's huber: 29.3906\n",
"[56]\tvalid_0's poisson: -87.7645\tvalid_0's huber: 29.3817\n",
"[57]\tvalid_0's poisson: -87.7751\tvalid_0's huber: 29.3728\n",
"[58]\tvalid_0's poisson: -87.7857\tvalid_0's huber: 29.3638\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[59]\tvalid_0's poisson: -87.7963\tvalid_0's huber: 29.3549\n",
"[60]\tvalid_0's poisson: -87.807\tvalid_0's huber: 29.346\n",
"[61]\tvalid_0's poisson: -87.8175\tvalid_0's huber: 29.3371\n",
"[62]\tvalid_0's poisson: -87.8281\tvalid_0's huber: 29.3281\n",
"[63]\tvalid_0's poisson: -87.8387\tvalid_0's huber: 29.3192\n",
"[64]\tvalid_0's poisson: -87.8493\tvalid_0's huber: 29.3103\n",
"[65]\tvalid_0's poisson: -87.8599\tvalid_0's huber: 29.3014\n",
"[66]\tvalid_0's poisson: -87.8704\tvalid_0's huber: 29.2925\n",
"[67]\tvalid_0's poisson: -87.881\tvalid_0's huber: 29.2836\n",
"[68]\tvalid_0's poisson: -87.8916\tvalid_0's huber: 29.2747\n",
"[69]\tvalid_0's poisson: -87.9022\tvalid_0's huber: 29.2658\n",
"[70]\tvalid_0's poisson: -87.9127\tvalid_0's huber: 29.2569\n",
"[71]\tvalid_0's poisson: -87.9233\tvalid_0's huber: 29.248\n",
"[72]\tvalid_0's poisson: -87.9339\tvalid_0's huber: 29.2391\n",
"[73]\tvalid_0's poisson: -87.9444\tvalid_0's huber: 29.2302\n",
"[74]\tvalid_0's poisson: -87.955\tvalid_0's huber: 29.2213\n",
"[75]\tvalid_0's poisson: -87.9655\tvalid_0's huber: 29.2124\n",
"[76]\tvalid_0's poisson: -87.9761\tvalid_0's huber: 29.2035\n",
"[77]\tvalid_0's poisson: -87.9866\tvalid_0's huber: 29.1946\n",
"[78]\tvalid_0's poisson: -87.9971\tvalid_0's huber: 29.1857\n",
"[79]\tvalid_0's poisson: -88.0077\tvalid_0's huber: 29.1768\n",
"[80]\tvalid_0's poisson: -88.0182\tvalid_0's huber: 29.1679\n",
"[81]\tvalid_0's poisson: -88.0287\tvalid_0's huber: 29.159\n",
"[82]\tvalid_0's poisson: -88.0392\tvalid_0's huber: 29.1502\n",
"[83]\tvalid_0's poisson: -88.0498\tvalid_0's huber: 29.1413\n",
"[84]\tvalid_0's poisson: -88.0603\tvalid_0's huber: 29.1324\n",
"[85]\tvalid_0's poisson: -88.0708\tvalid_0's huber: 29.1235\n",
"[86]\tvalid_0's poisson: -88.0813\tvalid_0's huber: 29.1146\n",
"[87]\tvalid_0's poisson: -88.0918\tvalid_0's huber: 29.1058\n",
"[88]\tvalid_0's poisson: -88.1023\tvalid_0's huber: 29.0969\n",
"[89]\tvalid_0's poisson: -88.1128\tvalid_0's huber: 29.088\n",
"[90]\tvalid_0's poisson: -88.1233\tvalid_0's huber: 29.0791\n",
"[91]\tvalid_0's poisson: -88.1337\tvalid_0's huber: 29.0703\n",
"[92]\tvalid_0's poisson: -88.1442\tvalid_0's huber: 29.0614\n",
"[93]\tvalid_0's poisson: -88.1547\tvalid_0's huber: 29.0525\n",
"[94]\tvalid_0's poisson: -88.1652\tvalid_0's huber: 29.0437\n",
"[95]\tvalid_0's poisson: -88.1757\tvalid_0's huber: 29.0348\n",
"[96]\tvalid_0's poisson: -88.1861\tvalid_0's huber: 29.026\n",
"[97]\tvalid_0's poisson: -88.1966\tvalid_0's huber: 29.0171\n",
"[98]\tvalid_0's poisson: -88.207\tvalid_0's huber: 29.0082\n",
"[99]\tvalid_0's poisson: -88.2175\tvalid_0's huber: 28.9993\n",
"[100]\tvalid_0's poisson: -88.228\tvalid_0's huber: 28.9905\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3383\tvalid_0's huber: 29.6765\n",
"[2]\tvalid_0's poisson: -87.502\tvalid_0's huber: 29.5416\n",
"[3]\tvalid_0's poisson: -87.6647\tvalid_0's huber: 29.4072\n",
"[4]\tvalid_0's poisson: -87.8264\tvalid_0's huber: 29.2734\n",
"[5]\tvalid_0's poisson: -87.9871\tvalid_0's huber: 29.14\n",
"[6]\tvalid_0's poisson: -88.1468\tvalid_0's huber: 29.007\n",
"[7]\tvalid_0's poisson: -88.3056\tvalid_0's huber: 28.8748\n",
"[8]\tvalid_0's poisson: -88.4635\tvalid_0's huber: 28.743\n",
"[9]\tvalid_0's poisson: -88.6197\tvalid_0's huber: 28.6128\n",
"[10]\tvalid_0's poisson: -88.775\tvalid_0's huber: 28.4831\n",
"[11]\tvalid_0's poisson: -88.9294\tvalid_0's huber: 28.3539\n",
"[12]\tvalid_0's poisson: -89.0828\tvalid_0's huber: 28.2251\n",
"[13]\tvalid_0's poisson: -89.2353\tvalid_0's huber: 28.0969\n",
"[14]\tvalid_0's poisson: -89.3875\tvalid_0's huber: 27.9684\n",
"[15]\tvalid_0's poisson: -89.5382\tvalid_0's huber: 27.8411\n",
"[16]\tvalid_0's poisson: -89.6885\tvalid_0's huber: 27.7135\n",
"[17]\tvalid_0's poisson: -89.8378\tvalid_0's huber: 27.5864\n",
"[18]\tvalid_0's poisson: -89.9868\tvalid_0's huber: 27.4591\n",
"[19]\tvalid_0's poisson: -90.1345\tvalid_0's huber: 27.3328\n",
"[20]\tvalid_0's poisson: -90.2817\tvalid_0's huber: 27.2063\n",
"[21]\tvalid_0's poisson: -90.4277\tvalid_0's huber: 27.081\n",
"[22]\tvalid_0's poisson: -90.5733\tvalid_0's huber: 26.9554\n",
"[23]\tvalid_0's poisson: -90.7172\tvalid_0's huber: 26.8312\n",
"[24]\tvalid_0's poisson: -90.8607\tvalid_0's huber: 26.7071\n",
"[25]\tvalid_0's poisson: -91.0033\tvalid_0's huber: 26.5834\n",
"[26]\tvalid_0's poisson: -91.1453\tvalid_0's huber: 26.4597\n",
"[27]\tvalid_0's poisson: -91.285\tvalid_0's huber: 26.3377\n",
"[28]\tvalid_0's poisson: -91.4257\tvalid_0's huber: 26.2151\n",
"[29]\tvalid_0's poisson: -91.5658\tvalid_0's huber: 26.092\n",
"[30]\tvalid_0's poisson: -91.7056\tvalid_0's huber: 25.9699\n",
"[31]\tvalid_0's poisson: -91.8447\tvalid_0's huber: 25.8483\n",
"[32]\tvalid_0's poisson: -91.9823\tvalid_0's huber: 25.7271\n",
"[33]\tvalid_0's poisson: -92.1196\tvalid_0's huber: 25.6066\n",
"[34]\tvalid_0's poisson: -92.2576\tvalid_0's huber: 25.4851\n",
"[35]\tvalid_0's poisson: -92.3934\tvalid_0's huber: 25.3642\n",
"[36]\tvalid_0's poisson: -92.5283\tvalid_0's huber: 25.244\n",
"[37]\tvalid_0's poisson: -92.6635\tvalid_0's huber: 25.1245\n",
"[38]\tvalid_0's poisson: -92.7967\tvalid_0's huber: 25.0053\n",
"[39]\tvalid_0's poisson: -92.9297\tvalid_0's huber: 24.8866\n",
"[40]\tvalid_0's poisson: -93.0618\tvalid_0's huber: 24.7683\n",
"[41]\tvalid_0's poisson: -93.1922\tvalid_0's huber: 24.6522\n",
"[42]\tvalid_0's poisson: -93.3227\tvalid_0's huber: 24.5348\n",
"[43]\tvalid_0's poisson: -93.4525\tvalid_0's huber: 24.4179\n",
"[44]\tvalid_0's poisson: -93.5804\tvalid_0's huber: 24.3037\n",
"[45]\tvalid_0's poisson: -93.7084\tvalid_0's huber: 24.1877\n",
"[46]\tvalid_0's poisson: -93.8358\tvalid_0's huber: 24.0723\n",
"[47]\tvalid_0's poisson: -93.9612\tvalid_0's huber: 23.9594\n",
"[48]\tvalid_0's poisson: -94.088\tvalid_0's huber: 23.8442\n",
"[49]\tvalid_0's poisson: -94.2141\tvalid_0's huber: 23.7295\n",
"[50]\tvalid_0's poisson: -94.3378\tvalid_0's huber: 23.6176\n",
"[51]\tvalid_0's poisson: -94.4612\tvalid_0's huber: 23.5045\n",
"[52]\tvalid_0's poisson: -94.5848\tvalid_0's huber: 23.3911\n",
"[53]\tvalid_0's poisson: -94.7061\tvalid_0's huber: 23.2807\n",
"[54]\tvalid_0's poisson: -94.8279\tvalid_0's huber: 23.1691\n",
"[55]\tvalid_0's poisson: -94.9489\tvalid_0's huber: 23.0585\n",
"[56]\tvalid_0's poisson: -95.0692\tvalid_0's huber: 22.9478\n",
"[57]\tvalid_0's poisson: -95.1889\tvalid_0's huber: 22.8376\n",
"[58]\tvalid_0's poisson: -95.3076\tvalid_0's huber: 22.7283\n",
"[59]\tvalid_0's poisson: -95.4255\tvalid_0's huber: 22.6192\n",
"[60]\tvalid_0's poisson: -95.5427\tvalid_0's huber: 22.511\n",
"[61]\tvalid_0's poisson: -95.6591\tvalid_0's huber: 22.4031\n",
"[62]\tvalid_0's poisson: -95.7751\tvalid_0's huber: 22.2952\n",
"[63]\tvalid_0's poisson: -95.89\tvalid_0's huber: 22.1883\n",
"[64]\tvalid_0's poisson: -96.0055\tvalid_0's huber: 22.0798\n",
"[65]\tvalid_0's poisson: -96.1196\tvalid_0's huber: 21.9721\n",
"[66]\tvalid_0's poisson: -96.2319\tvalid_0's huber: 21.8663\n",
"[67]\tvalid_0's poisson: -96.3448\tvalid_0's huber: 21.7595\n",
"[68]\tvalid_0's poisson: -96.4572\tvalid_0's huber: 21.6537\n",
"[69]\tvalid_0's poisson: -96.5656\tvalid_0's huber: 21.5502\n",
"[70]\tvalid_0's poisson: -96.6732\tvalid_0's huber: 21.4474\n",
"[71]\tvalid_0's poisson: -96.783\tvalid_0's huber: 21.3437\n",
"[72]\tvalid_0's poisson: -96.8901\tvalid_0's huber: 21.241\n",
"[73]\tvalid_0's poisson: -96.9975\tvalid_0's huber: 21.1384\n",
"[74]\tvalid_0's poisson: -97.1055\tvalid_0's huber: 21.036\n",
"[75]\tvalid_0's poisson: -97.2117\tvalid_0's huber: 20.9338\n",
"[76]\tvalid_0's poisson: -97.3188\tvalid_0's huber: 20.832\n",
"[77]\tvalid_0's poisson: -97.4237\tvalid_0's huber: 20.7308\n",
"[78]\tvalid_0's poisson: -97.5278\tvalid_0's huber: 20.6301\n",
"[79]\tvalid_0's poisson: -97.633\tvalid_0's huber: 20.5298\n",
"[80]\tvalid_0's poisson: -97.7361\tvalid_0's huber: 20.4297\n",
"[81]\tvalid_0's poisson: -97.8399\tvalid_0's huber: 20.3304\n",
"[82]\tvalid_0's poisson: -97.9444\tvalid_0's huber: 20.23\n",
"[83]\tvalid_0's poisson: -98.0465\tvalid_0's huber: 20.132\n",
"[84]\tvalid_0's poisson: -98.1485\tvalid_0's huber: 20.0326\n",
"[85]\tvalid_0's poisson: -98.2514\tvalid_0's huber: 19.9332\n",
"[86]\tvalid_0's poisson: -98.3523\tvalid_0's huber: 19.8363\n",
"[87]\tvalid_0's poisson: -98.4538\tvalid_0's huber: 19.738\n",
"[88]\tvalid_0's poisson: -98.5543\tvalid_0's huber: 19.6394\n",
"[89]\tvalid_0's poisson: -98.6546\tvalid_0's huber: 19.5417\n",
"[90]\tvalid_0's poisson: -98.7541\tvalid_0's huber: 19.4446\n",
"[91]\tvalid_0's poisson: -98.8525\tvalid_0's huber: 19.3475\n",
"[92]\tvalid_0's poisson: -98.9504\tvalid_0's huber: 19.2516\n",
"[93]\tvalid_0's poisson: -99.0473\tvalid_0's huber: 19.1555\n",
"[94]\tvalid_0's poisson: -99.1432\tvalid_0's huber: 19.0602\n",
"[95]\tvalid_0's poisson: -99.2388\tvalid_0's huber: 18.9659\n",
"[96]\tvalid_0's poisson: -99.333\tvalid_0's huber: 18.8718\n",
"[97]\tvalid_0's poisson: -99.4272\tvalid_0's huber: 18.7786\n",
"[98]\tvalid_0's poisson: -99.5211\tvalid_0's huber: 18.6863\n",
"[99]\tvalid_0's poisson: -99.6128\tvalid_0's huber: 18.5945\n",
"[100]\tvalid_0's poisson: -99.7059\tvalid_0's huber: 18.5025\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3322\tvalid_0's huber: 29.676\n",
"[2]\tvalid_0's poisson: -87.4895\tvalid_0's huber: 29.5428\n",
"[3]\tvalid_0's poisson: -87.6496\tvalid_0's huber: 29.4108\n",
"[4]\tvalid_0's poisson: -87.8089\tvalid_0's huber: 29.2791\n",
"[5]\tvalid_0's poisson: -87.9669\tvalid_0's huber: 29.148\n",
"[6]\tvalid_0's poisson: -88.1242\tvalid_0's huber: 29.0172\n",
"[7]\tvalid_0's poisson: -88.2805\tvalid_0's huber: 28.8869\n",
"[8]\tvalid_0's poisson: -88.4358\tvalid_0's huber: 28.7569\n",
"[9]\tvalid_0's poisson: -88.5902\tvalid_0's huber: 28.6274\n",
"[10]\tvalid_0's poisson: -88.7399\tvalid_0's huber: 28.494\n",
"[11]\tvalid_0's poisson: -88.8962\tvalid_0's huber: 28.3619\n",
"[12]\tvalid_0's poisson: -89.0524\tvalid_0's huber: 28.2298\n",
"[13]\tvalid_0's poisson: -89.2076\tvalid_0's huber: 28.0983\n",
"[14]\tvalid_0's poisson: -89.3618\tvalid_0's huber: 27.9673\n",
"[15]\tvalid_0's poisson: -89.5152\tvalid_0's huber: 27.8367\n",
"[16]\tvalid_0's poisson: -89.6678\tvalid_0's huber: 27.7064\n",
"[17]\tvalid_0's poisson: -89.8192\tvalid_0's huber: 27.5769\n",
"[18]\tvalid_0's poisson: -89.97\tvalid_0's huber: 27.4474\n",
"[19]\tvalid_0's poisson: -90.1197\tvalid_0's huber: 27.3187\n",
"[20]\tvalid_0's poisson: -90.2686\tvalid_0's huber: 27.1902\n",
"[21]\tvalid_0's poisson: -90.4166\tvalid_0's huber: 27.0622\n",
"[22]\tvalid_0's poisson: -90.5631\tvalid_0's huber: 26.9351\n",
"[23]\tvalid_0's poisson: -90.7094\tvalid_0's huber: 26.808\n",
"[24]\tvalid_0's poisson: -90.8544\tvalid_0's huber: 26.6819\n",
"[25]\tvalid_0's poisson: -90.9989\tvalid_0's huber: 26.5559\n",
"[26]\tvalid_0's poisson: -91.1419\tvalid_0's huber: 26.4314\n",
"[27]\tvalid_0's poisson: -91.2844\tvalid_0's huber: 26.307\n",
"[28]\tvalid_0's poisson: -91.4262\tvalid_0's huber: 26.1832\n",
"[29]\tvalid_0's poisson: -91.5667\tvalid_0's huber: 26.0604\n",
"[30]\tvalid_0's poisson: -91.7066\tvalid_0's huber: 25.9377\n",
"[31]\tvalid_0's poisson: -91.8455\tvalid_0's huber: 25.8159\n",
"[32]\tvalid_0's poisson: -91.9832\tvalid_0's huber: 25.694\n",
"[33]\tvalid_0's poisson: -92.1201\tvalid_0's huber: 25.5727\n",
"[34]\tvalid_0's poisson: -92.2557\tvalid_0's huber: 25.4523\n",
"[35]\tvalid_0's poisson: -92.3921\tvalid_0's huber: 25.3312\n",
"[36]\tvalid_0's poisson: -92.5271\tvalid_0's huber: 25.2111\n",
"[37]\tvalid_0's poisson: -92.6619\tvalid_0's huber: 25.0914\n",
"[38]\tvalid_0's poisson: -92.7959\tvalid_0's huber: 24.9721\n",
"[39]\tvalid_0's poisson: -92.9286\tvalid_0's huber: 24.8534\n",
"[40]\tvalid_0's poisson: -93.0608\tvalid_0's huber: 24.7351\n",
"[41]\tvalid_0's poisson: -93.1919\tvalid_0's huber: 24.6174\n",
"[42]\tvalid_0's poisson: -93.323\tvalid_0's huber: 24.5002\n",
"[43]\tvalid_0's poisson: -93.4525\tvalid_0's huber: 24.3832\n",
"[44]\tvalid_0's poisson: -93.582\tvalid_0's huber: 24.2669\n",
"[45]\tvalid_0's poisson: -93.7107\tvalid_0's huber: 24.1507\n",
"[46]\tvalid_0's poisson: -93.8377\tvalid_0's huber: 24.0352\n",
"[47]\tvalid_0's poisson: -93.9646\tvalid_0's huber: 23.92\n",
"[48]\tvalid_0's poisson: -94.0896\tvalid_0's huber: 23.8059\n",
"[49]\tvalid_0's poisson: -94.2153\tvalid_0's huber: 23.6913\n",
"[50]\tvalid_0's poisson: -94.3388\tvalid_0's huber: 23.5784\n",
"[51]\tvalid_0's poisson: -94.462\tvalid_0's huber: 23.4654\n",
"[52]\tvalid_0's poisson: -94.5853\tvalid_0's huber: 23.3525\n",
"[53]\tvalid_0's poisson: -94.7067\tvalid_0's huber: 23.2408\n",
"[54]\tvalid_0's poisson: -94.8287\tvalid_0's huber: 23.1286\n",
"[55]\tvalid_0's poisson: -94.9487\tvalid_0's huber: 23.0179\n",
"[56]\tvalid_0's poisson: -95.0681\tvalid_0's huber: 22.9075\n",
"[57]\tvalid_0's poisson: -95.1883\tvalid_0's huber: 22.7974\n",
"[58]\tvalid_0's poisson: -95.3072\tvalid_0's huber: 22.6874\n",
"[59]\tvalid_0's poisson: -95.4245\tvalid_0's huber: 22.5788\n",
"[60]\tvalid_0's poisson: -95.5422\tvalid_0's huber: 22.47\n",
"[61]\tvalid_0's poisson: -95.6567\tvalid_0's huber: 22.3626\n",
"[62]\tvalid_0's poisson: -95.7709\tvalid_0's huber: 22.256\n",
"[63]\tvalid_0's poisson: -95.8842\tvalid_0's huber: 22.1499\n",
"[64]\tvalid_0's poisson: -95.9968\tvalid_0's huber: 22.0443\n",
"[65]\tvalid_0's poisson: -96.1113\tvalid_0's huber: 21.9376\n",
"[66]\tvalid_0's poisson: -96.223\tvalid_0's huber: 21.832\n",
"[67]\tvalid_0's poisson: -96.3342\tvalid_0's huber: 21.7276\n",
"[68]\tvalid_0's poisson: -96.4449\tvalid_0's huber: 21.6232\n",
"[69]\tvalid_0's poisson: -96.557\tvalid_0's huber: 21.5185\n",
"[70]\tvalid_0's poisson: -96.6668\tvalid_0's huber: 21.4147\n",
"[71]\tvalid_0's poisson: -96.7778\tvalid_0's huber: 21.3106\n",
"[72]\tvalid_0's poisson: -96.8851\tvalid_0's huber: 21.2085\n",
"[73]\tvalid_0's poisson: -96.9959\tvalid_0's huber: 21.1029\n",
"[74]\tvalid_0's poisson: -97.1025\tvalid_0's huber: 21.0015\n",
"[75]\tvalid_0's poisson: -97.2118\tvalid_0's huber: 20.8972\n",
"[76]\tvalid_0's poisson: -97.3201\tvalid_0's huber: 20.7936\n",
"[77]\tvalid_0's poisson: -97.4246\tvalid_0's huber: 20.6933\n",
"[78]\tvalid_0's poisson: -97.5324\tvalid_0's huber: 20.5898\n",
"[79]\tvalid_0's poisson: -97.636\tvalid_0's huber: 20.4906\n",
"[80]\tvalid_0's poisson: -97.7424\tvalid_0's huber: 20.3881\n",
"[81]\tvalid_0's poisson: -97.8456\tvalid_0's huber: 20.2885\n",
"[82]\tvalid_0's poisson: -97.9506\tvalid_0's huber: 20.187\n",
"[83]\tvalid_0's poisson: -98.0524\tvalid_0's huber: 20.0886\n",
"[84]\tvalid_0's poisson: -98.1563\tvalid_0's huber: 19.9873\n",
"[85]\tvalid_0's poisson: -98.2585\tvalid_0's huber: 19.8881\n",
"[86]\tvalid_0's poisson: -98.3607\tvalid_0's huber: 19.7886\n",
"[87]\tvalid_0's poisson: -98.4619\tvalid_0's huber: 19.6899\n",
"[88]\tvalid_0's poisson: -98.5621\tvalid_0's huber: 19.592\n",
"[89]\tvalid_0's poisson: -98.6614\tvalid_0's huber: 19.4943\n",
"[90]\tvalid_0's poisson: -98.7602\tvalid_0's huber: 19.397\n",
"[91]\tvalid_0's poisson: -98.8585\tvalid_0's huber: 19.3003\n",
"[92]\tvalid_0's poisson: -98.9556\tvalid_0's huber: 19.2042\n",
"[93]\tvalid_0's poisson: -99.0534\tvalid_0's huber: 19.1082\n",
"[94]\tvalid_0's poisson: -99.1492\tvalid_0's huber: 19.0128\n",
"[95]\tvalid_0's poisson: -99.2457\tvalid_0's huber: 18.9176\n",
"[96]\tvalid_0's poisson: -99.3408\tvalid_0's huber: 18.8232\n",
"[97]\tvalid_0's poisson: -99.4358\tvalid_0's huber: 18.7291\n",
"[98]\tvalid_0's poisson: -99.5283\tvalid_0's huber: 18.6358\n",
"[99]\tvalid_0's poisson: -99.6218\tvalid_0's huber: 18.5428\n",
"[100]\tvalid_0's poisson: -99.7123\tvalid_0's huber: 18.4509\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3344\tvalid_0's huber: 29.7065\n",
"[2]\tvalid_0's poisson: -87.4983\tvalid_0's huber: 29.5704\n",
"[3]\tvalid_0's poisson: -87.6611\tvalid_0's huber: 29.4349\n",
"[4]\tvalid_0's poisson: -87.823\tvalid_0's huber: 29.2998\n",
"[5]\tvalid_0's poisson: -87.9839\tvalid_0's huber: 29.1652\n",
"[6]\tvalid_0's poisson: -88.1448\tvalid_0's huber: 29.0308\n",
"[7]\tvalid_0's poisson: -88.3047\tvalid_0's huber: 28.8969\n",
"[8]\tvalid_0's poisson: -88.4637\tvalid_0's huber: 28.7634\n",
"[9]\tvalid_0's poisson: -88.6219\tvalid_0's huber: 28.6304\n",
"[10]\tvalid_0's poisson: -88.7791\tvalid_0's huber: 28.4978\n",
"[11]\tvalid_0's poisson: -88.9354\tvalid_0's huber: 28.3657\n",
"[12]\tvalid_0's poisson: -89.0907\tvalid_0's huber: 28.2342\n",
"[13]\tvalid_0's poisson: -89.2451\tvalid_0's huber: 28.1032\n",
"[14]\tvalid_0's poisson: -89.3984\tvalid_0's huber: 27.9728\n",
"[15]\tvalid_0's poisson: -89.5507\tvalid_0's huber: 27.8426\n",
"[16]\tvalid_0's poisson: -89.7023\tvalid_0's huber: 27.7131\n",
"[17]\tvalid_0's poisson: -89.8528\tvalid_0's huber: 27.5838\n",
"[18]\tvalid_0's poisson: -90.0025\tvalid_0's huber: 27.4552\n",
"[19]\tvalid_0's poisson: -90.1514\tvalid_0's huber: 27.327\n",
"[20]\tvalid_0's poisson: -90.2942\tvalid_0's huber: 27.1994\n",
"[21]\tvalid_0's poisson: -90.4413\tvalid_0's huber: 27.0724\n",
"[22]\tvalid_0's poisson: -90.5863\tvalid_0's huber: 26.9466\n",
"[23]\tvalid_0's poisson: -90.732\tvalid_0's huber: 26.8199\n",
"[24]\tvalid_0's poisson: -90.8751\tvalid_0's huber: 26.6949\n",
"[25]\tvalid_0's poisson: -91.0176\tvalid_0's huber: 26.57\n",
"[26]\tvalid_0's poisson: -91.1597\tvalid_0's huber: 26.4453\n",
"[27]\tvalid_0's poisson: -91.3007\tvalid_0's huber: 26.3209\n",
"[28]\tvalid_0's poisson: -91.4414\tvalid_0's huber: 26.1968\n",
"[29]\tvalid_0's poisson: -91.5816\tvalid_0's huber: 26.0735\n",
"[30]\tvalid_0's poisson: -91.7214\tvalid_0's huber: 25.9499\n",
"[31]\tvalid_0's poisson: -91.8589\tvalid_0's huber: 25.8285\n",
"[32]\tvalid_0's poisson: -91.9969\tvalid_0's huber: 25.7066\n",
"[33]\tvalid_0's poisson: -92.1336\tvalid_0's huber: 25.5859\n",
"[34]\tvalid_0's poisson: -92.2689\tvalid_0's huber: 25.4658\n",
"[35]\tvalid_0's poisson: -92.4047\tvalid_0's huber: 25.346\n",
"[36]\tvalid_0's poisson: -92.5388\tvalid_0's huber: 25.2272\n",
"[37]\tvalid_0's poisson: -92.6729\tvalid_0's huber: 25.1084\n",
"[38]\tvalid_0's poisson: -92.8049\tvalid_0's huber: 24.9912\n",
"[39]\tvalid_0's poisson: -92.9373\tvalid_0's huber: 24.8734\n",
"[40]\tvalid_0's poisson: -93.0681\tvalid_0's huber: 24.7566\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -93.1987\tvalid_0's huber: 24.6398\n",
"[42]\tvalid_0's poisson: -93.3274\tvalid_0's huber: 24.5245\n",
"[43]\tvalid_0's poisson: -93.4565\tvalid_0's huber: 24.4087\n",
"[44]\tvalid_0's poisson: -93.5836\tvalid_0's huber: 24.2943\n",
"[45]\tvalid_0's poisson: -93.711\tvalid_0's huber: 24.1794\n",
"[46]\tvalid_0's poisson: -93.8368\tvalid_0's huber: 24.0657\n",
"[47]\tvalid_0's poisson: -93.9615\tvalid_0's huber: 23.9527\n",
"[48]\tvalid_0's poisson: -94.0867\tvalid_0's huber: 23.8392\n",
"[49]\tvalid_0's poisson: -94.2114\tvalid_0's huber: 23.7259\n",
"[50]\tvalid_0's poisson: -94.3343\tvalid_0's huber: 23.6138\n",
"[51]\tvalid_0's poisson: -94.4575\tvalid_0's huber: 23.5014\n",
"[52]\tvalid_0's poisson: -94.5789\tvalid_0's huber: 23.3904\n",
"[53]\tvalid_0's poisson: -94.6999\tvalid_0's huber: 23.2794\n",
"[54]\tvalid_0's poisson: -94.8198\tvalid_0's huber: 23.1691\n",
"[55]\tvalid_0's poisson: -94.9401\tvalid_0's huber: 23.058\n",
"[56]\tvalid_0's poisson: -95.0578\tvalid_0's huber: 22.9497\n",
"[57]\tvalid_0's poisson: -95.1763\tvalid_0's huber: 22.8401\n",
"[58]\tvalid_0's poisson: -95.2946\tvalid_0's huber: 22.7303\n",
"[59]\tvalid_0's poisson: -95.4105\tvalid_0's huber: 22.6223\n",
"[60]\tvalid_0's poisson: -95.5267\tvalid_0's huber: 22.5137\n",
"[61]\tvalid_0's poisson: -95.6411\tvalid_0's huber: 22.4067\n",
"[62]\tvalid_0's poisson: -95.7559\tvalid_0's huber: 22.2987\n",
"[63]\tvalid_0's poisson: -95.87\tvalid_0's huber: 22.1912\n",
"[64]\tvalid_0's poisson: -95.9833\tvalid_0's huber: 22.0843\n",
"[65]\tvalid_0's poisson: -96.0958\tvalid_0's huber: 21.9779\n",
"[66]\tvalid_0's poisson: -96.2087\tvalid_0's huber: 21.8715\n",
"[67]\tvalid_0's poisson: -96.3209\tvalid_0's huber: 21.7657\n",
"[68]\tvalid_0's poisson: -96.4298\tvalid_0's huber: 21.6621\n",
"[69]\tvalid_0's poisson: -96.5403\tvalid_0's huber: 21.5577\n",
"[70]\tvalid_0's poisson: -96.6499\tvalid_0's huber: 21.454\n",
"[71]\tvalid_0's poisson: -96.7596\tvalid_0's huber: 21.3505\n",
"[72]\tvalid_0's poisson: -96.8704\tvalid_0's huber: 21.2462\n",
"[73]\tvalid_0's poisson: -96.979\tvalid_0's huber: 21.1435\n",
"[74]\tvalid_0's poisson: -97.0879\tvalid_0's huber: 21.0397\n",
"[75]\tvalid_0's poisson: -97.1956\tvalid_0's huber: 20.9375\n",
"[76]\tvalid_0's poisson: -97.302\tvalid_0's huber: 20.8365\n",
"[77]\tvalid_0's poisson: -97.4097\tvalid_0's huber: 20.7332\n",
"[78]\tvalid_0's poisson: -97.5164\tvalid_0's huber: 20.6297\n",
"[79]\tvalid_0's poisson: -97.6204\tvalid_0's huber: 20.53\n",
"[80]\tvalid_0's poisson: -97.7271\tvalid_0's huber: 20.4259\n",
"[81]\tvalid_0's poisson: -97.83\tvalid_0's huber: 20.327\n",
"[82]\tvalid_0's poisson: -97.933\tvalid_0's huber: 20.2279\n",
"[83]\tvalid_0's poisson: -98.0352\tvalid_0's huber: 20.1294\n",
"[84]\tvalid_0's poisson: -98.137\tvalid_0's huber: 20.0319\n",
"[85]\tvalid_0's poisson: -98.2387\tvalid_0's huber: 19.9342\n",
"[86]\tvalid_0's poisson: -98.3423\tvalid_0's huber: 19.833\n",
"[87]\tvalid_0's poisson: -98.4435\tvalid_0's huber: 19.7346\n",
"[88]\tvalid_0's poisson: -98.5452\tvalid_0's huber: 19.6358\n",
"[89]\tvalid_0's poisson: -98.6455\tvalid_0's huber: 19.5374\n",
"[90]\tvalid_0's poisson: -98.7446\tvalid_0's huber: 19.4405\n",
"[91]\tvalid_0's poisson: -98.8429\tvalid_0's huber: 19.3446\n",
"[92]\tvalid_0's poisson: -98.9411\tvalid_0's huber: 19.2476\n",
"[93]\tvalid_0's poisson: -99.0377\tvalid_0's huber: 19.1504\n",
"[94]\tvalid_0's poisson: -99.1372\tvalid_0's huber: 19.0539\n",
"[95]\tvalid_0's poisson: -99.2327\tvalid_0's huber: 18.959\n",
"[96]\tvalid_0's poisson: -99.3278\tvalid_0's huber: 18.8641\n",
"[97]\tvalid_0's poisson: -99.421\tvalid_0's huber: 18.7701\n",
"[98]\tvalid_0's poisson: -99.5163\tvalid_0's huber: 18.6753\n",
"[99]\tvalid_0's poisson: -99.6121\tvalid_0's huber: 18.5802\n",
"[100]\tvalid_0's poisson: -99.704\tvalid_0's huber: 18.4887\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3415\tvalid_0's huber: 29.6576\n",
"[2]\tvalid_0's poisson: -87.506\tvalid_0's huber: 29.5219\n",
"[3]\tvalid_0's poisson: -87.6694\tvalid_0's huber: 29.3868\n",
"[4]\tvalid_0's poisson: -87.8319\tvalid_0's huber: 29.2521\n",
"[5]\tvalid_0's poisson: -87.9933\tvalid_0's huber: 29.1179\n",
"[6]\tvalid_0's poisson: -88.1537\tvalid_0's huber: 28.9842\n",
"[7]\tvalid_0's poisson: -88.3142\tvalid_0's huber: 28.8502\n",
"[8]\tvalid_0's poisson: -88.4736\tvalid_0's huber: 28.7168\n",
"[9]\tvalid_0's poisson: -88.6311\tvalid_0's huber: 28.5846\n",
"[10]\tvalid_0's poisson: -88.7888\tvalid_0's huber: 28.452\n",
"[11]\tvalid_0's poisson: -88.9455\tvalid_0's huber: 28.3199\n",
"[12]\tvalid_0's poisson: -89.0949\tvalid_0's huber: 28.1887\n",
"[13]\tvalid_0's poisson: -89.2494\tvalid_0's huber: 28.058\n",
"[14]\tvalid_0's poisson: -89.403\tvalid_0's huber: 27.9278\n",
"[15]\tvalid_0's poisson: -89.556\tvalid_0's huber: 27.7977\n",
"[16]\tvalid_0's poisson: -89.7072\tvalid_0's huber: 27.6687\n",
"[17]\tvalid_0's poisson: -89.858\tvalid_0's huber: 27.5398\n",
"[18]\tvalid_0's poisson: -90.0077\tvalid_0's huber: 27.4116\n",
"[19]\tvalid_0's poisson: -90.1569\tvalid_0's huber: 27.2836\n",
"[20]\tvalid_0's poisson: -90.3049\tvalid_0's huber: 27.1562\n",
"[21]\tvalid_0's poisson: -90.4521\tvalid_0's huber: 27.0292\n",
"[22]\tvalid_0's poisson: -90.5985\tvalid_0's huber: 26.9029\n",
"[23]\tvalid_0's poisson: -90.7387\tvalid_0's huber: 26.7769\n",
"[24]\tvalid_0's poisson: -90.8832\tvalid_0's huber: 26.6517\n",
"[25]\tvalid_0's poisson: -91.0216\tvalid_0's huber: 26.5268\n",
"[26]\tvalid_0's poisson: -91.1645\tvalid_0's huber: 26.4025\n",
"[27]\tvalid_0's poisson: -91.3067\tvalid_0's huber: 26.2782\n",
"[28]\tvalid_0's poisson: -91.4474\tvalid_0's huber: 26.1543\n",
"[29]\tvalid_0's poisson: -91.5877\tvalid_0's huber: 26.0312\n",
"[30]\tvalid_0's poisson: -91.7274\tvalid_0's huber: 25.9085\n",
"[31]\tvalid_0's poisson: -91.8671\tvalid_0's huber: 25.7862\n",
"[32]\tvalid_0's poisson: -92.0052\tvalid_0's huber: 25.6646\n",
"[33]\tvalid_0's poisson: -92.1431\tvalid_0's huber: 25.5434\n",
"[34]\tvalid_0's poisson: -92.2803\tvalid_0's huber: 25.4226\n",
"[35]\tvalid_0's poisson: -92.4168\tvalid_0's huber: 25.3022\n",
"[36]\tvalid_0's poisson: -92.5509\tvalid_0's huber: 25.1843\n",
"[37]\tvalid_0's poisson: -92.6858\tvalid_0's huber: 25.0655\n",
"[38]\tvalid_0's poisson: -92.8193\tvalid_0's huber: 24.9479\n",
"[39]\tvalid_0's poisson: -92.952\tvalid_0's huber: 24.8295\n",
"[40]\tvalid_0's poisson: -93.0843\tvalid_0's huber: 24.7116\n",
"[41]\tvalid_0's poisson: -93.2152\tvalid_0's huber: 24.5943\n",
"[42]\tvalid_0's poisson: -93.3456\tvalid_0's huber: 24.4782\n",
"[43]\tvalid_0's poisson: -93.4751\tvalid_0's huber: 24.3621\n",
"[44]\tvalid_0's poisson: -93.6046\tvalid_0's huber: 24.2459\n",
"[45]\tvalid_0's poisson: -93.7328\tvalid_0's huber: 24.131\n",
"[46]\tvalid_0's poisson: -93.8602\tvalid_0's huber: 24.0159\n",
"[47]\tvalid_0's poisson: -93.9865\tvalid_0's huber: 23.9017\n",
"[48]\tvalid_0's poisson: -94.1126\tvalid_0's huber: 23.7878\n",
"[49]\tvalid_0's poisson: -94.2386\tvalid_0's huber: 23.6734\n",
"[50]\tvalid_0's poisson: -94.3631\tvalid_0's huber: 23.5603\n",
"[51]\tvalid_0's poisson: -94.4875\tvalid_0's huber: 23.4468\n",
"[52]\tvalid_0's poisson: -94.6109\tvalid_0's huber: 23.3337\n",
"[53]\tvalid_0's poisson: -94.7332\tvalid_0's huber: 23.222\n",
"[54]\tvalid_0's poisson: -94.8547\tvalid_0's huber: 23.1103\n",
"[55]\tvalid_0's poisson: -94.9755\tvalid_0's huber: 22.9998\n",
"[56]\tvalid_0's poisson: -95.0955\tvalid_0's huber: 22.8896\n",
"[57]\tvalid_0's poisson: -95.2158\tvalid_0's huber: 22.7788\n",
"[58]\tvalid_0's poisson: -95.3342\tvalid_0's huber: 22.6696\n",
"[59]\tvalid_0's poisson: -95.4518\tvalid_0's huber: 22.5608\n",
"[60]\tvalid_0's poisson: -95.5693\tvalid_0's huber: 22.4515\n",
"[61]\tvalid_0's poisson: -95.6852\tvalid_0's huber: 22.3437\n",
"[62]\tvalid_0's poisson: -95.8004\tvalid_0's huber: 22.2364\n",
"[63]\tvalid_0's poisson: -95.9156\tvalid_0's huber: 22.1284\n",
"[64]\tvalid_0's poisson: -96.0297\tvalid_0's huber: 22.022\n",
"[65]\tvalid_0's poisson: -96.1433\tvalid_0's huber: 21.9156\n",
"[66]\tvalid_0's poisson: -96.2561\tvalid_0's huber: 21.8097\n",
"[67]\tvalid_0's poisson: -96.3682\tvalid_0's huber: 21.7045\n",
"[68]\tvalid_0's poisson: -96.4795\tvalid_0's huber: 21.5997\n",
"[69]\tvalid_0's poisson: -96.589\tvalid_0's huber: 21.4962\n",
"[70]\tvalid_0's poisson: -96.6988\tvalid_0's huber: 21.3926\n",
"[71]\tvalid_0's poisson: -96.8079\tvalid_0's huber: 21.2897\n",
"[72]\tvalid_0's poisson: -96.917\tvalid_0's huber: 21.1866\n",
"[73]\tvalid_0's poisson: -97.0261\tvalid_0's huber: 21.0837\n",
"[74]\tvalid_0's poisson: -97.1337\tvalid_0's huber: 20.9818\n",
"[75]\tvalid_0's poisson: -97.2405\tvalid_0's huber: 20.8805\n",
"[76]\tvalid_0's poisson: -97.347\tvalid_0's huber: 20.78\n",
"[77]\tvalid_0's poisson: -97.4539\tvalid_0's huber: 20.6782\n",
"[78]\tvalid_0's poisson: -97.5594\tvalid_0's huber: 20.5775\n",
"[79]\tvalid_0's poisson: -97.6655\tvalid_0's huber: 20.4762\n",
"[80]\tvalid_0's poisson: -97.7719\tvalid_0's huber: 20.3739\n",
"[81]\tvalid_0's poisson: -97.8765\tvalid_0's huber: 20.2735\n",
"[82]\tvalid_0's poisson: -97.9815\tvalid_0's huber: 20.1725\n",
"[83]\tvalid_0's poisson: -98.0848\tvalid_0's huber: 20.0718\n",
"[84]\tvalid_0's poisson: -98.1875\tvalid_0's huber: 19.9714\n",
"[85]\tvalid_0's poisson: -98.2921\tvalid_0's huber: 19.8701\n",
"[86]\tvalid_0's poisson: -98.3938\tvalid_0's huber: 19.7703\n",
"[87]\tvalid_0's poisson: -98.4961\tvalid_0's huber: 19.6705\n",
"[88]\tvalid_0's poisson: -98.5963\tvalid_0's huber: 19.5717\n",
"[89]\tvalid_0's poisson: -98.696\tvalid_0's huber: 19.4744\n",
"[90]\tvalid_0's poisson: -98.7947\tvalid_0's huber: 19.3771\n",
"[91]\tvalid_0's poisson: -98.8948\tvalid_0's huber: 19.2798\n",
"[92]\tvalid_0's poisson: -98.9926\tvalid_0's huber: 19.183\n",
"[93]\tvalid_0's poisson: -99.091\tvalid_0's huber: 19.0869\n",
"[94]\tvalid_0's poisson: -99.1884\tvalid_0's huber: 18.9913\n",
"[95]\tvalid_0's poisson: -99.2837\tvalid_0's huber: 18.8969\n",
"[96]\tvalid_0's poisson: -99.3794\tvalid_0's huber: 18.8028\n",
"[97]\tvalid_0's poisson: -99.4732\tvalid_0's huber: 18.7098\n",
"[98]\tvalid_0's poisson: -99.5692\tvalid_0's huber: 18.6142\n",
"[99]\tvalid_0's poisson: -99.6626\tvalid_0's huber: 18.522\n",
"[100]\tvalid_0's poisson: -99.7566\tvalid_0's huber: 18.4273\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.7494\n",
"[2]\tvalid_0's poisson: -87.4924\tvalid_0's huber: 29.614\n",
"[3]\tvalid_0's poisson: -87.6553\tvalid_0's huber: 29.4791\n",
"[4]\tvalid_0's poisson: -87.8127\tvalid_0's huber: 29.3448\n",
"[5]\tvalid_0's poisson: -87.969\tvalid_0's huber: 29.2111\n",
"[6]\tvalid_0's poisson: -88.1291\tvalid_0's huber: 29.0776\n",
"[7]\tvalid_0's poisson: -88.2834\tvalid_0's huber: 28.9449\n",
"[8]\tvalid_0's poisson: -88.4426\tvalid_0's huber: 28.8113\n",
"[9]\tvalid_0's poisson: -88.595\tvalid_0's huber: 28.6795\n",
"[10]\tvalid_0's poisson: -88.7523\tvalid_0's huber: 28.5469\n",
"[11]\tvalid_0's poisson: -88.9034\tvalid_0's huber: 28.4151\n",
"[12]\tvalid_0's poisson: -89.0584\tvalid_0's huber: 28.2842\n",
"[13]\tvalid_0's poisson: -89.2132\tvalid_0's huber: 28.1529\n",
"[14]\tvalid_0's poisson: -89.3668\tvalid_0's huber: 28.0221\n",
"[15]\tvalid_0's poisson: -89.514\tvalid_0's huber: 27.8927\n",
"[16]\tvalid_0's poisson: -89.666\tvalid_0's huber: 27.7628\n",
"[17]\tvalid_0's poisson: -89.8172\tvalid_0's huber: 27.6332\n",
"[18]\tvalid_0's poisson: -89.967\tvalid_0's huber: 27.5047\n",
"[19]\tvalid_0's poisson: -90.1152\tvalid_0's huber: 27.377\n",
"[20]\tvalid_0's poisson: -90.2638\tvalid_0's huber: 27.2486\n",
"[21]\tvalid_0's poisson: -90.4124\tvalid_0's huber: 27.1198\n",
"[22]\tvalid_0's poisson: -90.5594\tvalid_0's huber: 26.9925\n",
"[23]\tvalid_0's poisson: -90.7059\tvalid_0's huber: 26.8653\n",
"[24]\tvalid_0's poisson: -90.8515\tvalid_0's huber: 26.7386\n",
"[25]\tvalid_0's poisson: -90.9958\tvalid_0's huber: 26.613\n",
"[26]\tvalid_0's poisson: -91.1381\tvalid_0's huber: 26.488\n",
"[27]\tvalid_0's poisson: -91.2794\tvalid_0's huber: 26.3637\n",
"[28]\tvalid_0's poisson: -91.4194\tvalid_0's huber: 26.2408\n",
"[29]\tvalid_0's poisson: -91.5598\tvalid_0's huber: 26.1172\n",
"[30]\tvalid_0's poisson: -91.6994\tvalid_0's huber: 25.9942\n",
"[31]\tvalid_0's poisson: -91.838\tvalid_0's huber: 25.8719\n",
"[32]\tvalid_0's poisson: -91.9746\tvalid_0's huber: 25.751\n",
"[33]\tvalid_0's poisson: -92.1116\tvalid_0's huber: 25.6298\n",
"[34]\tvalid_0's poisson: -92.2479\tvalid_0's huber: 25.509\n",
"[35]\tvalid_0's poisson: -92.3825\tvalid_0's huber: 25.3893\n",
"[36]\tvalid_0's poisson: -92.5171\tvalid_0's huber: 25.2695\n",
"[37]\tvalid_0's poisson: -92.6507\tvalid_0's huber: 25.1505\n",
"[38]\tvalid_0's poisson: -92.7828\tvalid_0's huber: 25.0322\n",
"[39]\tvalid_0's poisson: -92.9151\tvalid_0's huber: 24.9139\n",
"[40]\tvalid_0's poisson: -93.0473\tvalid_0's huber: 24.7957\n",
"[41]\tvalid_0's poisson: -93.1779\tvalid_0's huber: 24.6786\n",
"[42]\tvalid_0's poisson: -93.3084\tvalid_0's huber: 24.5617\n",
"[43]\tvalid_0's poisson: -93.4374\tvalid_0's huber: 24.4457\n",
"[44]\tvalid_0's poisson: -93.5663\tvalid_0's huber: 24.3297\n",
"[45]\tvalid_0's poisson: -93.6938\tvalid_0's huber: 24.2148\n",
"[46]\tvalid_0's poisson: -93.8205\tvalid_0's huber: 24.1003\n",
"[47]\tvalid_0's poisson: -93.9473\tvalid_0's huber: 23.9856\n",
"[48]\tvalid_0's poisson: -94.0727\tvalid_0's huber: 23.8716\n",
"[49]\tvalid_0's poisson: -94.1973\tvalid_0's huber: 23.7582\n",
"[50]\tvalid_0's poisson: -94.3218\tvalid_0's huber: 23.6447\n",
"[51]\tvalid_0's poisson: -94.4448\tvalid_0's huber: 23.5321\n",
"[52]\tvalid_0's poisson: -94.5668\tvalid_0's huber: 23.42\n",
"[53]\tvalid_0's poisson: -94.6886\tvalid_0's huber: 23.308\n",
"[54]\tvalid_0's poisson: -94.8091\tvalid_0's huber: 23.197\n",
"[55]\tvalid_0's poisson: -94.9294\tvalid_0's huber: 23.0859\n",
"[56]\tvalid_0's poisson: -95.0485\tvalid_0's huber: 22.9758\n",
"[57]\tvalid_0's poisson: -95.1673\tvalid_0's huber: 22.8658\n",
"[58]\tvalid_0's poisson: -95.2858\tvalid_0's huber: 22.756\n",
"[59]\tvalid_0's poisson: -95.403\tvalid_0's huber: 22.6471\n",
"[60]\tvalid_0's poisson: -95.5204\tvalid_0's huber: 22.538\n",
"[61]\tvalid_0's poisson: -95.6376\tvalid_0's huber: 22.4293\n",
"[62]\tvalid_0's poisson: -95.7538\tvalid_0's huber: 22.3217\n",
"[63]\tvalid_0's poisson: -95.8693\tvalid_0's huber: 22.2144\n",
"[64]\tvalid_0's poisson: -95.9843\tvalid_0's huber: 22.1077\n",
"[65]\tvalid_0's poisson: -96.0985\tvalid_0's huber: 22.0015\n",
"[66]\tvalid_0's poisson: -96.2129\tvalid_0's huber: 21.895\n",
"[67]\tvalid_0's poisson: -96.3264\tvalid_0's huber: 21.7892\n",
"[68]\tvalid_0's poisson: -96.4386\tvalid_0's huber: 21.6844\n",
"[69]\tvalid_0's poisson: -96.5502\tvalid_0's huber: 21.5802\n",
"[70]\tvalid_0's poisson: -96.6615\tvalid_0's huber: 21.4757\n",
"[71]\tvalid_0's poisson: -96.7723\tvalid_0's huber: 21.3715\n",
"[72]\tvalid_0's poisson: -96.8827\tvalid_0's huber: 21.2675\n",
"[73]\tvalid_0's poisson: -96.9922\tvalid_0's huber: 21.1638\n",
"[74]\tvalid_0's poisson: -97.1003\tvalid_0's huber: 21.0613\n",
"[75]\tvalid_0's poisson: -97.2082\tvalid_0's huber: 20.9587\n",
"[76]\tvalid_0's poisson: -97.3151\tvalid_0's huber: 20.8567\n",
"[77]\tvalid_0's poisson: -97.4247\tvalid_0's huber: 20.7516\n",
"[78]\tvalid_0's poisson: -97.5336\tvalid_0's huber: 20.6469\n",
"[79]\tvalid_0's poisson: -97.6397\tvalid_0's huber: 20.5455\n",
"[80]\tvalid_0's poisson: -97.7472\tvalid_0's huber: 20.4418\n",
"[81]\tvalid_0's poisson: -97.854\tvalid_0's huber: 20.3382\n",
"[82]\tvalid_0's poisson: -97.957\tvalid_0's huber: 20.2387\n",
"[83]\tvalid_0's poisson: -98.0619\tvalid_0's huber: 20.137\n",
"[84]\tvalid_0's poisson: -98.1645\tvalid_0's huber: 20.0375\n",
"[85]\tvalid_0's poisson: -98.2674\tvalid_0's huber: 19.9383\n",
"[86]\tvalid_0's poisson: -98.3694\tvalid_0's huber: 19.8388\n",
"[87]\tvalid_0's poisson: -98.4716\tvalid_0's huber: 19.7392\n",
"[88]\tvalid_0's poisson: -98.5733\tvalid_0's huber: 19.6399\n",
"[89]\tvalid_0's poisson: -98.6749\tvalid_0's huber: 19.5408\n",
"[90]\tvalid_0's poisson: -98.7747\tvalid_0's huber: 19.4429\n",
"[91]\tvalid_0's poisson: -98.8739\tvalid_0's huber: 19.3453\n",
"[92]\tvalid_0's poisson: -98.9729\tvalid_0's huber: 19.2479\n",
"[93]\tvalid_0's poisson: -99.0706\tvalid_0's huber: 19.1514\n",
"[94]\tvalid_0's poisson: -99.1666\tvalid_0's huber: 19.0557\n",
"[95]\tvalid_0's poisson: -99.2647\tvalid_0's huber: 18.9595\n",
"[96]\tvalid_0's poisson: -99.361\tvalid_0's huber: 18.8645\n",
"[97]\tvalid_0's poisson: -99.457\tvalid_0's huber: 18.7688\n",
"[98]\tvalid_0's poisson: -99.552\tvalid_0's huber: 18.675\n",
"[99]\tvalid_0's poisson: -99.6462\tvalid_0's huber: 18.5813\n",
"[100]\tvalid_0's poisson: -99.7396\tvalid_0's huber: 18.4887\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3079\tvalid_0's huber: 29.6946\n",
"[2]\tvalid_0's poisson: -87.4414\tvalid_0's huber: 29.5779\n",
"[3]\tvalid_0's poisson: -87.574\tvalid_0's huber: 29.4616\n",
"[4]\tvalid_0's poisson: -87.7043\tvalid_0's huber: 29.3457\n",
"[5]\tvalid_0's poisson: -87.8353\tvalid_0's huber: 29.2305\n",
"[6]\tvalid_0's poisson: -87.9655\tvalid_0's huber: 29.1157\n",
"[7]\tvalid_0's poisson: -88.0938\tvalid_0's huber: 29.0012\n",
"[8]\tvalid_0's poisson: -88.2227\tvalid_0's huber: 28.8874\n",
"[9]\tvalid_0's poisson: -88.3506\tvalid_0's huber: 28.774\n",
"[10]\tvalid_0's poisson: -88.4767\tvalid_0's huber: 28.6608\n",
"[11]\tvalid_0's poisson: -88.6034\tvalid_0's huber: 28.5482\n",
"[12]\tvalid_0's poisson: -88.7279\tvalid_0's huber: 28.4359\n",
"[13]\tvalid_0's poisson: -88.853\tvalid_0's huber: 28.3243\n",
"[14]\tvalid_0's poisson: -88.976\tvalid_0's huber: 28.213\n",
"[15]\tvalid_0's poisson: -89.0995\tvalid_0's huber: 28.1022\n",
"[16]\tvalid_0's poisson: -89.2223\tvalid_0's huber: 27.9918\n",
"[17]\tvalid_0's poisson: -89.3431\tvalid_0's huber: 27.8816\n",
"[18]\tvalid_0's poisson: -89.4644\tvalid_0's huber: 27.772\n",
"[19]\tvalid_0's poisson: -89.5849\tvalid_0's huber: 27.6628\n",
"[20]\tvalid_0's poisson: -89.7034\tvalid_0's huber: 27.5539\n",
"[21]\tvalid_0's poisson: -89.8221\tvalid_0's huber: 27.4454\n",
"[22]\tvalid_0's poisson: -89.9391\tvalid_0's huber: 27.3374\n",
"[23]\tvalid_0's poisson: -90.0565\tvalid_0's huber: 27.2301\n",
"[24]\tvalid_0's poisson: -90.1731\tvalid_0's huber: 27.1232\n",
"[25]\tvalid_0's poisson: -90.2883\tvalid_0's huber: 27.016\n",
"[26]\tvalid_0's poisson: -90.4044\tvalid_0's huber: 26.9093\n",
"[27]\tvalid_0's poisson: -90.5178\tvalid_0's huber: 26.8038\n",
"[28]\tvalid_0's poisson: -90.6317\tvalid_0's huber: 26.6972\n",
"[29]\tvalid_0's poisson: -90.7457\tvalid_0's huber: 26.5904\n",
"[30]\tvalid_0's poisson: -90.8591\tvalid_0's huber: 26.4855\n",
"[31]\tvalid_0's poisson: -90.9712\tvalid_0's huber: 26.3806\n",
"[32]\tvalid_0's poisson: -91.0832\tvalid_0's huber: 26.2753\n",
"[33]\tvalid_0's poisson: -91.1952\tvalid_0's huber: 26.1715\n",
"[34]\tvalid_0's poisson: -91.3056\tvalid_0's huber: 26.0675\n",
"[35]\tvalid_0's poisson: -91.4156\tvalid_0's huber: 25.9635\n",
"[36]\tvalid_0's poisson: -91.5245\tvalid_0's huber: 25.8609\n",
"[37]\tvalid_0's poisson: -91.6338\tvalid_0's huber: 25.7589\n",
"[38]\tvalid_0's poisson: -91.7419\tvalid_0's huber: 25.6563\n",
"[39]\tvalid_0's poisson: -91.8491\tvalid_0's huber: 25.5555\n",
"[40]\tvalid_0's poisson: -91.957\tvalid_0's huber: 25.4522\n",
"[41]\tvalid_0's poisson: -92.0632\tvalid_0's huber: 25.3506\n",
"[42]\tvalid_0's poisson: -92.1698\tvalid_0's huber: 25.2481\n",
"[43]\tvalid_0's poisson: -92.2747\tvalid_0's huber: 25.1487\n",
"[44]\tvalid_0's poisson: -92.3799\tvalid_0's huber: 25.047\n",
"[45]\tvalid_0's poisson: -92.4837\tvalid_0's huber: 24.947\n",
"[46]\tvalid_0's poisson: -92.5876\tvalid_0's huber: 24.8463\n",
"[47]\tvalid_0's poisson: -92.6909\tvalid_0's huber: 24.7481\n",
"[48]\tvalid_0's poisson: -92.7934\tvalid_0's huber: 24.6481\n",
"[49]\tvalid_0's poisson: -92.8954\tvalid_0's huber: 24.5486\n",
"[50]\tvalid_0's poisson: -92.9963\tvalid_0's huber: 24.4505\n",
"[51]\tvalid_0's poisson: -93.097\tvalid_0's huber: 24.3519\n",
"[52]\tvalid_0's poisson: -93.1968\tvalid_0's huber: 24.2557\n",
"[53]\tvalid_0's poisson: -93.2962\tvalid_0's huber: 24.158\n",
"[54]\tvalid_0's poisson: -93.3956\tvalid_0's huber: 24.0623\n",
"[55]\tvalid_0's poisson: -93.4944\tvalid_0's huber: 23.9652\n",
"[56]\tvalid_0's poisson: -93.5927\tvalid_0's huber: 23.8685\n",
"[57]\tvalid_0's poisson: -93.69\tvalid_0's huber: 23.7728\n",
"[58]\tvalid_0's poisson: -93.787\tvalid_0's huber: 23.677\n",
"[59]\tvalid_0's poisson: -93.8836\tvalid_0's huber: 23.5835\n",
"[60]\tvalid_0's poisson: -93.9794\tvalid_0's huber: 23.4886\n",
"[61]\tvalid_0's poisson: -94.0752\tvalid_0's huber: 23.3937\n",
"[62]\tvalid_0's poisson: -94.1699\tvalid_0's huber: 23.2996\n",
"[63]\tvalid_0's poisson: -94.2701\tvalid_0's huber: 23.2068\n",
"[64]\tvalid_0's poisson: -94.3628\tvalid_0's huber: 23.1138\n",
"[65]\tvalid_0's poisson: -94.4548\tvalid_0's huber: 23.0215\n",
"[66]\tvalid_0's poisson: -94.5469\tvalid_0's huber: 22.9287\n",
"[67]\tvalid_0's poisson: -94.638\tvalid_0's huber: 22.8371\n",
"[68]\tvalid_0's poisson: -94.7355\tvalid_0's huber: 22.7464\n",
"[69]\tvalid_0's poisson: -94.832\tvalid_0's huber: 22.6588\n",
"[70]\tvalid_0's poisson: -94.9284\tvalid_0's huber: 22.5709\n",
"[71]\tvalid_0's poisson: -95.0241\tvalid_0's huber: 22.4813\n",
"[72]\tvalid_0's poisson: -95.1137\tvalid_0's huber: 22.3911\n",
"[73]\tvalid_0's poisson: -95.2088\tvalid_0's huber: 22.304\n",
"[74]\tvalid_0's poisson: -95.3038\tvalid_0's huber: 22.2149\n",
"[75]\tvalid_0's poisson: -95.3917\tvalid_0's huber: 22.1256\n",
"[76]\tvalid_0's poisson: -95.4852\tvalid_0's huber: 22.0396\n",
"[77]\tvalid_0's poisson: -95.5778\tvalid_0's huber: 21.9521\n",
"[78]\tvalid_0's poisson: -95.6701\tvalid_0's huber: 21.8668\n",
"[79]\tvalid_0's poisson: -95.7634\tvalid_0's huber: 21.7816\n",
"[80]\tvalid_0's poisson: -95.8527\tvalid_0's huber: 21.6952\n",
"[81]\tvalid_0's poisson: -95.9438\tvalid_0's huber: 21.6088\n",
"[82]\tvalid_0's poisson: -96.0339\tvalid_0's huber: 21.5252\n",
"[83]\tvalid_0's poisson: -96.1237\tvalid_0's huber: 21.4397\n",
"[84]\tvalid_0's poisson: -96.2108\tvalid_0's huber: 21.3554\n",
"[85]\tvalid_0's poisson: -96.2996\tvalid_0's huber: 21.27\n",
"[86]\tvalid_0's poisson: -96.3895\tvalid_0's huber: 21.1879\n",
"[87]\tvalid_0's poisson: -96.4771\tvalid_0's huber: 21.1034\n",
"[88]\tvalid_0's poisson: -96.5657\tvalid_0's huber: 21.0222\n",
"[89]\tvalid_0's poisson: -96.6526\tvalid_0's huber: 20.9384\n",
"[90]\tvalid_0's poisson: -96.738\tvalid_0's huber: 20.8591\n",
"[91]\tvalid_0's poisson: -96.8236\tvalid_0's huber: 20.7762\n",
"[92]\tvalid_0's poisson: -96.9086\tvalid_0's huber: 20.6937\n",
"[93]\tvalid_0's poisson: -96.9948\tvalid_0's huber: 20.6139\n",
"[94]\tvalid_0's poisson: -97.0785\tvalid_0's huber: 20.5326\n",
"[95]\tvalid_0's poisson: -97.1635\tvalid_0's huber: 20.4538\n",
"[96]\tvalid_0's poisson: -97.2461\tvalid_0's huber: 20.3734\n",
"[97]\tvalid_0's poisson: -97.3299\tvalid_0's huber: 20.2955\n",
"[98]\tvalid_0's poisson: -97.4113\tvalid_0's huber: 20.216\n",
"[99]\tvalid_0's poisson: -97.4939\tvalid_0's huber: 20.1391\n",
"[100]\tvalid_0's poisson: -97.5736\tvalid_0's huber: 20.0632\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3091\tvalid_0's huber: 29.6907\n",
"[2]\tvalid_0's poisson: -87.4435\tvalid_0's huber: 29.5721\n",
"[3]\tvalid_0's poisson: -87.5769\tvalid_0's huber: 29.454\n",
"[4]\tvalid_0's poisson: -87.7094\tvalid_0's huber: 29.3363\n",
"[5]\tvalid_0's poisson: -87.841\tvalid_0's huber: 29.2191\n",
"[6]\tvalid_0's poisson: -87.9717\tvalid_0's huber: 29.1024\n",
"[7]\tvalid_0's poisson: -88.1016\tvalid_0's huber: 28.986\n",
"[8]\tvalid_0's poisson: -88.2307\tvalid_0's huber: 28.87\n",
"[9]\tvalid_0's poisson: -88.3588\tvalid_0's huber: 28.7546\n",
"[10]\tvalid_0's poisson: -88.4863\tvalid_0's huber: 28.6394\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[11]\tvalid_0's poisson: -88.6145\tvalid_0's huber: 28.5248\n",
"[12]\tvalid_0's poisson: -88.742\tvalid_0's huber: 28.4107\n",
"[13]\tvalid_0's poisson: -88.8671\tvalid_0's huber: 28.297\n",
"[14]\tvalid_0's poisson: -88.9929\tvalid_0's huber: 28.1838\n",
"[15]\tvalid_0's poisson: -89.118\tvalid_0's huber: 28.071\n",
"[16]\tvalid_0's poisson: -89.2423\tvalid_0's huber: 27.9588\n",
"[17]\tvalid_0's poisson: -89.3642\tvalid_0's huber: 27.8467\n",
"[18]\tvalid_0's poisson: -89.4854\tvalid_0's huber: 27.7353\n",
"[19]\tvalid_0's poisson: -89.6073\tvalid_0's huber: 27.6245\n",
"[20]\tvalid_0's poisson: -89.727\tvalid_0's huber: 27.5137\n",
"[21]\tvalid_0's poisson: -89.8474\tvalid_0's huber: 27.4038\n",
"[22]\tvalid_0's poisson: -89.9655\tvalid_0's huber: 27.2941\n",
"[23]\tvalid_0's poisson: -90.0844\tvalid_0's huber: 27.1852\n",
"[24]\tvalid_0's poisson: -90.2028\tvalid_0's huber: 27.0769\n",
"[25]\tvalid_0's poisson: -90.319\tvalid_0's huber: 26.9689\n",
"[26]\tvalid_0's poisson: -90.4345\tvalid_0's huber: 26.8616\n",
"[27]\tvalid_0's poisson: -90.5506\tvalid_0's huber: 26.7549\n",
"[28]\tvalid_0's poisson: -90.6649\tvalid_0's huber: 26.6482\n",
"[29]\tvalid_0's poisson: -90.7793\tvalid_0's huber: 26.5424\n",
"[30]\tvalid_0's poisson: -90.8922\tvalid_0's huber: 26.4367\n",
"[31]\tvalid_0's poisson: -91.0056\tvalid_0's huber: 26.332\n",
"[32]\tvalid_0's poisson: -91.1193\tvalid_0's huber: 26.2268\n",
"[33]\tvalid_0's poisson: -91.231\tvalid_0's huber: 26.1216\n",
"[34]\tvalid_0's poisson: -91.3433\tvalid_0's huber: 26.0173\n",
"[35]\tvalid_0's poisson: -91.4533\tvalid_0's huber: 25.9132\n",
"[36]\tvalid_0's poisson: -91.5631\tvalid_0's huber: 25.8098\n",
"[37]\tvalid_0's poisson: -91.6734\tvalid_0's huber: 25.7069\n",
"[38]\tvalid_0's poisson: -91.7817\tvalid_0's huber: 25.6044\n",
"[39]\tvalid_0's poisson: -91.8893\tvalid_0's huber: 25.5018\n",
"[40]\tvalid_0's poisson: -91.9973\tvalid_0's huber: 25.4\n",
"[41]\tvalid_0's poisson: -92.1048\tvalid_0's huber: 25.2987\n",
"[42]\tvalid_0's poisson: -92.2115\tvalid_0's huber: 25.1978\n",
"[43]\tvalid_0's poisson: -92.3166\tvalid_0's huber: 25.0967\n",
"[44]\tvalid_0's poisson: -92.422\tvalid_0's huber: 24.9965\n",
"[45]\tvalid_0's poisson: -92.5257\tvalid_0's huber: 24.8962\n",
"[46]\tvalid_0's poisson: -92.6299\tvalid_0's huber: 24.7968\n",
"[47]\tvalid_0's poisson: -92.7336\tvalid_0's huber: 24.6956\n",
"[48]\tvalid_0's poisson: -92.8365\tvalid_0's huber: 24.5949\n",
"[49]\tvalid_0's poisson: -92.9377\tvalid_0's huber: 24.4961\n",
"[50]\tvalid_0's poisson: -93.0393\tvalid_0's huber: 24.3964\n",
"[51]\tvalid_0's poisson: -93.1401\tvalid_0's huber: 24.2971\n",
"[52]\tvalid_0's poisson: -93.2403\tvalid_0's huber: 24.1984\n",
"[53]\tvalid_0's poisson: -93.3393\tvalid_0's huber: 24.1013\n",
"[54]\tvalid_0's poisson: -93.4381\tvalid_0's huber: 24.0034\n",
"[55]\tvalid_0's poisson: -93.5363\tvalid_0's huber: 23.9061\n",
"[56]\tvalid_0's poisson: -93.6338\tvalid_0's huber: 23.8093\n",
"[57]\tvalid_0's poisson: -93.7306\tvalid_0's huber: 23.7131\n",
"[58]\tvalid_0's poisson: -93.8267\tvalid_0's huber: 23.6174\n",
"[59]\tvalid_0's poisson: -93.9218\tvalid_0's huber: 23.523\n",
"[60]\tvalid_0's poisson: -94.0161\tvalid_0's huber: 23.4291\n",
"[61]\tvalid_0's poisson: -94.1098\tvalid_0's huber: 23.3356\n",
"[62]\tvalid_0's poisson: -94.2029\tvalid_0's huber: 23.2427\n",
"[63]\tvalid_0's poisson: -94.2953\tvalid_0's huber: 23.1502\n",
"[64]\tvalid_0's poisson: -94.3871\tvalid_0's huber: 23.0583\n",
"[65]\tvalid_0's poisson: -94.4782\tvalid_0's huber: 22.9669\n",
"[66]\tvalid_0's poisson: -94.5761\tvalid_0's huber: 22.878\n",
"[67]\tvalid_0's poisson: -94.6665\tvalid_0's huber: 22.7876\n",
"[68]\tvalid_0's poisson: -94.7639\tvalid_0's huber: 22.6996\n",
"[69]\tvalid_0's poisson: -94.8609\tvalid_0's huber: 22.6121\n",
"[70]\tvalid_0's poisson: -94.9571\tvalid_0's huber: 22.5223\n",
"[71]\tvalid_0's poisson: -95.0532\tvalid_0's huber: 22.4349\n",
"[72]\tvalid_0's poisson: -95.149\tvalid_0's huber: 22.3454\n",
"[73]\tvalid_0's poisson: -95.2416\tvalid_0's huber: 22.2574\n",
"[74]\tvalid_0's poisson: -95.3345\tvalid_0's huber: 22.1694\n",
"[75]\tvalid_0's poisson: -95.4281\tvalid_0's huber: 22.0841\n",
"[76]\tvalid_0's poisson: -95.5198\tvalid_0's huber: 21.9969\n",
"[77]\tvalid_0's poisson: -95.6107\tvalid_0's huber: 21.9103\n",
"[78]\tvalid_0's poisson: -95.701\tvalid_0's huber: 21.8241\n",
"[79]\tvalid_0's poisson: -95.7924\tvalid_0's huber: 21.7375\n",
"[80]\tvalid_0's poisson: -95.8789\tvalid_0's huber: 21.65\n",
"[81]\tvalid_0's poisson: -95.9676\tvalid_0's huber: 21.5647\n",
"[82]\tvalid_0's poisson: -96.0552\tvalid_0's huber: 21.4804\n",
"[83]\tvalid_0's poisson: -96.1424\tvalid_0's huber: 21.3964\n",
"[84]\tvalid_0's poisson: -96.2304\tvalid_0's huber: 21.312\n",
"[85]\tvalid_0's poisson: -96.318\tvalid_0's huber: 21.2304\n",
"[86]\tvalid_0's poisson: -96.4011\tvalid_0's huber: 21.1451\n",
"[87]\tvalid_0's poisson: -96.4842\tvalid_0's huber: 21.0599\n",
"[88]\tvalid_0's poisson: -96.5714\tvalid_0's huber: 20.9767\n",
"[89]\tvalid_0's poisson: -96.6534\tvalid_0's huber: 20.8925\n",
"[90]\tvalid_0's poisson: -96.7389\tvalid_0's huber: 20.8094\n",
"[91]\tvalid_0's poisson: -96.8259\tvalid_0's huber: 20.7291\n",
"[92]\tvalid_0's poisson: -96.9121\tvalid_0's huber: 20.6494\n",
"[93]\tvalid_0's poisson: -96.9954\tvalid_0's huber: 20.5636\n",
"[94]\tvalid_0's poisson: -97.0746\tvalid_0's huber: 20.4809\n",
"[95]\tvalid_0's poisson: -97.1594\tvalid_0's huber: 20.4025\n",
"[96]\tvalid_0's poisson: -97.2409\tvalid_0's huber: 20.3183\n",
"[97]\tvalid_0's poisson: -97.3245\tvalid_0's huber: 20.2408\n",
"[98]\tvalid_0's poisson: -97.4049\tvalid_0's huber: 20.1574\n",
"[99]\tvalid_0's poisson: -97.4874\tvalid_0's huber: 20.0811\n",
"[100]\tvalid_0's poisson: -97.5666\tvalid_0's huber: 19.9992\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3031\tvalid_0's huber: 29.7247\n",
"[2]\tvalid_0's poisson: -87.4359\tvalid_0's huber: 29.607\n",
"[3]\tvalid_0's poisson: -87.5679\tvalid_0's huber: 29.4898\n",
"[4]\tvalid_0's poisson: -87.699\tvalid_0's huber: 29.3732\n",
"[5]\tvalid_0's poisson: -87.8293\tvalid_0's huber: 29.257\n",
"[6]\tvalid_0's poisson: -87.9588\tvalid_0's huber: 29.1413\n",
"[7]\tvalid_0's poisson: -88.089\tvalid_0's huber: 29.0262\n",
"[8]\tvalid_0's poisson: -88.2185\tvalid_0's huber: 28.9115\n",
"[9]\tvalid_0's poisson: -88.3472\tvalid_0's huber: 28.7973\n",
"[10]\tvalid_0's poisson: -88.4736\tvalid_0's huber: 28.6835\n",
"[11]\tvalid_0's poisson: -88.6006\tvalid_0's huber: 28.5704\n",
"[12]\tvalid_0's poisson: -88.7254\tvalid_0's huber: 28.4576\n",
"[13]\tvalid_0's poisson: -88.8507\tvalid_0's huber: 28.3454\n",
"[14]\tvalid_0's poisson: -88.9752\tvalid_0's huber: 28.2338\n",
"[15]\tvalid_0's poisson: -89.0976\tvalid_0's huber: 28.1225\n",
"[16]\tvalid_0's poisson: -89.2205\tvalid_0's huber: 28.0118\n",
"[17]\tvalid_0's poisson: -89.3413\tvalid_0's huber: 27.9015\n",
"[18]\tvalid_0's poisson: -89.4626\tvalid_0's huber: 27.7919\n",
"[19]\tvalid_0's poisson: -89.5831\tvalid_0's huber: 27.6827\n",
"[20]\tvalid_0's poisson: -89.7025\tvalid_0's huber: 27.5731\n",
"[21]\tvalid_0's poisson: -89.8224\tvalid_0's huber: 27.4642\n",
"[22]\tvalid_0's poisson: -89.9416\tvalid_0's huber: 27.3557\n",
"[23]\tvalid_0's poisson: -90.06\tvalid_0's huber: 27.2476\n",
"[24]\tvalid_0's poisson: -90.1766\tvalid_0's huber: 27.1397\n",
"[25]\tvalid_0's poisson: -90.2936\tvalid_0's huber: 27.0326\n",
"[26]\tvalid_0's poisson: -90.4108\tvalid_0's huber: 26.925\n",
"[27]\tvalid_0's poisson: -90.5261\tvalid_0's huber: 26.8178\n",
"[28]\tvalid_0's poisson: -90.6417\tvalid_0's huber: 26.7112\n",
"[29]\tvalid_0's poisson: -90.7555\tvalid_0's huber: 26.605\n",
"[30]\tvalid_0's poisson: -90.8697\tvalid_0's huber: 26.4996\n",
"[31]\tvalid_0's poisson: -90.9821\tvalid_0's huber: 26.3945\n",
"[32]\tvalid_0's poisson: -91.0949\tvalid_0's huber: 26.29\n",
"[33]\tvalid_0's poisson: -91.2069\tvalid_0's huber: 26.1861\n",
"[34]\tvalid_0's poisson: -91.3163\tvalid_0's huber: 26.0832\n",
"[35]\tvalid_0's poisson: -91.4283\tvalid_0's huber: 25.9772\n",
"[36]\tvalid_0's poisson: -91.5395\tvalid_0's huber: 25.8718\n",
"[37]\tvalid_0's poisson: -91.6488\tvalid_0's huber: 25.7698\n",
"[38]\tvalid_0's poisson: -91.7585\tvalid_0's huber: 25.6653\n",
"[39]\tvalid_0's poisson: -91.8656\tvalid_0's huber: 25.5646\n",
"[40]\tvalid_0's poisson: -91.974\tvalid_0's huber: 25.4608\n",
"[41]\tvalid_0's poisson: -92.0817\tvalid_0's huber: 25.3576\n",
"[42]\tvalid_0's poisson: -92.1885\tvalid_0's huber: 25.2548\n",
"[43]\tvalid_0's poisson: -92.2931\tvalid_0's huber: 25.1556\n",
"[44]\tvalid_0's poisson: -92.3985\tvalid_0's huber: 25.0537\n",
"[45]\tvalid_0's poisson: -92.5031\tvalid_0's huber: 24.9523\n",
"[46]\tvalid_0's poisson: -92.6069\tvalid_0's huber: 24.8515\n",
"[47]\tvalid_0's poisson: -92.709\tvalid_0's huber: 24.7538\n",
"[48]\tvalid_0's poisson: -92.8172\tvalid_0's huber: 24.6549\n",
"[49]\tvalid_0's poisson: -92.9246\tvalid_0's huber: 24.5565\n",
"[50]\tvalid_0's poisson: -93.0312\tvalid_0's huber: 24.4586\n",
"[51]\tvalid_0's poisson: -93.1314\tvalid_0's huber: 24.3623\n",
"[52]\tvalid_0's poisson: -93.2373\tvalid_0's huber: 24.265\n",
"[53]\tvalid_0's poisson: -93.3425\tvalid_0's huber: 24.1682\n",
"[54]\tvalid_0's poisson: -93.4421\tvalid_0's huber: 24.0722\n",
"[55]\tvalid_0's poisson: -93.5462\tvalid_0's huber: 23.9763\n",
"[56]\tvalid_0's poisson: -93.6496\tvalid_0's huber: 23.8807\n",
"[57]\tvalid_0's poisson: -93.7475\tvalid_0's huber: 23.7858\n",
"[58]\tvalid_0's poisson: -93.8499\tvalid_0's huber: 23.691\n",
"[59]\tvalid_0's poisson: -93.9463\tvalid_0's huber: 23.5959\n",
"[60]\tvalid_0's poisson: -94.0421\tvalid_0's huber: 23.5012\n",
"[61]\tvalid_0's poisson: -94.1446\tvalid_0's huber: 23.4095\n",
"[62]\tvalid_0's poisson: -94.2446\tvalid_0's huber: 23.3163\n",
"[63]\tvalid_0's poisson: -94.344\tvalid_0's huber: 23.2234\n",
"[64]\tvalid_0's poisson: -94.445\tvalid_0's huber: 23.1326\n",
"[65]\tvalid_0's poisson: -94.5433\tvalid_0's huber: 23.0405\n",
"[66]\tvalid_0's poisson: -94.641\tvalid_0's huber: 22.9487\n",
"[67]\tvalid_0's poisson: -94.7381\tvalid_0's huber: 22.8573\n",
"[68]\tvalid_0's poisson: -94.8282\tvalid_0's huber: 22.7665\n",
"[69]\tvalid_0's poisson: -94.9181\tvalid_0's huber: 22.6761\n",
"[70]\tvalid_0's poisson: -95.01\tvalid_0's huber: 22.5859\n",
"[71]\tvalid_0's poisson: -95.1\tvalid_0's huber: 22.4956\n",
"[72]\tvalid_0's poisson: -95.1942\tvalid_0's huber: 22.4062\n",
"[73]\tvalid_0's poisson: -95.2888\tvalid_0's huber: 22.3194\n",
"[74]\tvalid_0's poisson: -95.3832\tvalid_0's huber: 22.2305\n",
"[75]\tvalid_0's poisson: -95.4716\tvalid_0's huber: 22.1415\n",
"[76]\tvalid_0's poisson: -95.5634\tvalid_0's huber: 22.0538\n",
"[77]\tvalid_0's poisson: -95.6563\tvalid_0's huber: 21.9688\n",
"[78]\tvalid_0's poisson: -95.7468\tvalid_0's huber: 21.8816\n",
"[79]\tvalid_0's poisson: -95.8334\tvalid_0's huber: 21.7937\n",
"[80]\tvalid_0's poisson: -95.9227\tvalid_0's huber: 21.7073\n",
"[81]\tvalid_0's poisson: -96.0127\tvalid_0's huber: 21.6236\n",
"[82]\tvalid_0's poisson: -96.1025\tvalid_0's huber: 21.5375\n",
"[83]\tvalid_0's poisson: -96.1899\tvalid_0's huber: 21.4524\n",
"[84]\tvalid_0's poisson: -96.2743\tvalid_0's huber: 21.3662\n",
"[85]\tvalid_0's poisson: -96.3577\tvalid_0's huber: 21.2804\n",
"[86]\tvalid_0's poisson: -96.4475\tvalid_0's huber: 21.1982\n",
"[87]\tvalid_0's poisson: -96.5343\tvalid_0's huber: 21.1148\n",
"[88]\tvalid_0's poisson: -96.6214\tvalid_0's huber: 21.0341\n",
"[89]\tvalid_0's poisson: -96.7072\tvalid_0's huber: 20.9508\n",
"[90]\tvalid_0's poisson: -96.7924\tvalid_0's huber: 20.868\n",
"[91]\tvalid_0's poisson: -96.8798\tvalid_0's huber: 20.7872\n",
"[92]\tvalid_0's poisson: -96.9674\tvalid_0's huber: 20.7063\n",
"[93]\tvalid_0's poisson: -97.051\tvalid_0's huber: 20.6248\n",
"[94]\tvalid_0's poisson: -97.1366\tvalid_0's huber: 20.5453\n",
"[95]\tvalid_0's poisson: -97.218\tvalid_0's huber: 20.4609\n",
"[96]\tvalid_0's poisson: -97.3025\tvalid_0's huber: 20.3824\n",
"[97]\tvalid_0's poisson: -97.3838\tvalid_0's huber: 20.3027\n",
"[98]\tvalid_0's poisson: -97.4633\tvalid_0's huber: 20.2198\n",
"[99]\tvalid_0's poisson: -97.5462\tvalid_0's huber: 20.1427\n",
"[100]\tvalid_0's poisson: -97.6282\tvalid_0's huber: 20.0663\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3092\tvalid_0's huber: 29.6761\n",
"[2]\tvalid_0's poisson: -87.4417\tvalid_0's huber: 29.559\n",
"[3]\tvalid_0's poisson: -87.5734\tvalid_0's huber: 29.4424\n",
"[4]\tvalid_0's poisson: -87.7042\tvalid_0's huber: 29.3263\n",
"[5]\tvalid_0's poisson: -87.8341\tvalid_0's huber: 29.2108\n",
"[6]\tvalid_0's poisson: -87.9646\tvalid_0's huber: 29.0959\n",
"[7]\tvalid_0's poisson: -88.0929\tvalid_0's huber: 28.9813\n",
"[8]\tvalid_0's poisson: -88.2217\tvalid_0's huber: 28.8675\n",
"[9]\tvalid_0's poisson: -88.3497\tvalid_0's huber: 28.7542\n",
"[10]\tvalid_0's poisson: -88.4757\tvalid_0's huber: 28.6411\n",
"[11]\tvalid_0's poisson: -88.6021\tvalid_0's huber: 28.5287\n",
"[12]\tvalid_0's poisson: -88.7277\tvalid_0's huber: 28.4168\n",
"[13]\tvalid_0's poisson: -88.8512\tvalid_0's huber: 28.3052\n",
"[14]\tvalid_0's poisson: -88.9751\tvalid_0's huber: 28.1944\n",
"[15]\tvalid_0's poisson: -89.0982\tvalid_0's huber: 28.084\n",
"[16]\tvalid_0's poisson: -89.2192\tvalid_0's huber: 27.974\n",
"[17]\tvalid_0's poisson: -89.3414\tvalid_0's huber: 27.864\n",
"[18]\tvalid_0's poisson: -89.4628\tvalid_0's huber: 27.7545\n",
"[19]\tvalid_0's poisson: -89.5822\tvalid_0's huber: 27.6452\n",
"[20]\tvalid_0's poisson: -89.701\tvalid_0's huber: 27.536\n",
"[21]\tvalid_0's poisson: -89.8201\tvalid_0's huber: 27.4277\n",
"[22]\tvalid_0's poisson: -89.9375\tvalid_0's huber: 27.3194\n",
"[23]\tvalid_0's poisson: -90.0551\tvalid_0's huber: 27.212\n",
"[24]\tvalid_0's poisson: -90.171\tvalid_0's huber: 27.1045\n",
"[25]\tvalid_0's poisson: -90.2868\tvalid_0's huber: 26.9983\n",
"[26]\tvalid_0's poisson: -90.4036\tvalid_0's huber: 26.8892\n",
"[27]\tvalid_0's poisson: -90.5189\tvalid_0's huber: 26.7818\n",
"[28]\tvalid_0's poisson: -90.6345\tvalid_0's huber: 26.6753\n",
"[29]\tvalid_0's poisson: -90.7503\tvalid_0's huber: 26.5667\n",
"[30]\tvalid_0's poisson: -90.8645\tvalid_0's huber: 26.4613\n",
"[31]\tvalid_0's poisson: -90.9787\tvalid_0's huber: 26.3538\n",
"[32]\tvalid_0's poisson: -91.0907\tvalid_0's huber: 26.25\n",
"[33]\tvalid_0's poisson: -91.2035\tvalid_0's huber: 26.1435\n",
"[34]\tvalid_0's poisson: -91.3133\tvalid_0's huber: 26.0401\n",
"[35]\tvalid_0's poisson: -91.4232\tvalid_0's huber: 25.9365\n",
"[36]\tvalid_0's poisson: -91.5339\tvalid_0's huber: 25.8315\n",
"[37]\tvalid_0's poisson: -91.6434\tvalid_0's huber: 25.7294\n",
"[38]\tvalid_0's poisson: -91.7523\tvalid_0's huber: 25.6276\n",
"[39]\tvalid_0's poisson: -91.8608\tvalid_0's huber: 25.524\n",
"[40]\tvalid_0's poisson: -91.9691\tvalid_0's huber: 25.4205\n",
"[41]\tvalid_0's poisson: -92.0751\tvalid_0's huber: 25.3206\n",
"[42]\tvalid_0's poisson: -92.1815\tvalid_0's huber: 25.2204\n",
"[43]\tvalid_0's poisson: -92.2879\tvalid_0's huber: 25.1181\n",
"[44]\tvalid_0's poisson: -92.3935\tvalid_0's huber: 25.0162\n",
"[45]\tvalid_0's poisson: -92.4981\tvalid_0's huber: 24.9171\n",
"[46]\tvalid_0's poisson: -92.6024\tvalid_0's huber: 24.816\n",
"[47]\tvalid_0's poisson: -92.7118\tvalid_0's huber: 24.7198\n",
"[48]\tvalid_0's poisson: -92.815\tvalid_0's huber: 24.6194\n",
"[49]\tvalid_0's poisson: -92.9169\tvalid_0's huber: 24.5198\n",
"[50]\tvalid_0's poisson: -93.0188\tvalid_0's huber: 24.4225\n",
"[51]\tvalid_0's poisson: -93.1252\tvalid_0's huber: 24.3248\n",
"[52]\tvalid_0's poisson: -93.2257\tvalid_0's huber: 24.2262\n",
"[53]\tvalid_0's poisson: -93.3308\tvalid_0's huber: 24.1295\n",
"[54]\tvalid_0's poisson: -93.4372\tvalid_0's huber: 24.0355\n",
"[55]\tvalid_0's poisson: -93.541\tvalid_0's huber: 23.9396\n",
"[56]\tvalid_0's poisson: -93.6441\tvalid_0's huber: 23.8441\n",
"[57]\tvalid_0's poisson: -93.7423\tvalid_0's huber: 23.749\n",
"[58]\tvalid_0's poisson: -93.8443\tvalid_0's huber: 23.6543\n",
"[59]\tvalid_0's poisson: -93.9456\tvalid_0's huber: 23.56\n",
"[60]\tvalid_0's poisson: -94.0479\tvalid_0's huber: 23.4682\n",
"[61]\tvalid_0's poisson: -94.148\tvalid_0's huber: 23.3746\n",
"[62]\tvalid_0's poisson: -94.2474\tvalid_0's huber: 23.2815\n",
"[63]\tvalid_0's poisson: -94.3426\tvalid_0's huber: 23.1886\n",
"[64]\tvalid_0's poisson: -94.4408\tvalid_0's huber: 23.0964\n",
"[65]\tvalid_0's poisson: -94.5389\tvalid_0's huber: 23.0045\n",
"[66]\tvalid_0's poisson: -94.6332\tvalid_0's huber: 22.9126\n",
"[67]\tvalid_0's poisson: -94.7302\tvalid_0's huber: 22.8214\n",
"[68]\tvalid_0's poisson: -94.826\tvalid_0's huber: 22.7308\n",
"[69]\tvalid_0's poisson: -94.9188\tvalid_0's huber: 22.6402\n",
"[70]\tvalid_0's poisson: -95.0141\tvalid_0's huber: 22.5502\n",
"[71]\tvalid_0's poisson: -95.1035\tvalid_0's huber: 22.4606\n",
"[72]\tvalid_0's poisson: -95.1975\tvalid_0's huber: 22.3717\n",
"[73]\tvalid_0's poisson: -95.2862\tvalid_0's huber: 22.2826\n",
"[74]\tvalid_0's poisson: -95.3752\tvalid_0's huber: 22.1932\n",
"[75]\tvalid_0's poisson: -95.4635\tvalid_0's huber: 22.1044\n",
"[76]\tvalid_0's poisson: -95.5568\tvalid_0's huber: 22.0187\n",
"[77]\tvalid_0's poisson: -95.6489\tvalid_0's huber: 21.9307\n",
"[78]\tvalid_0's poisson: -95.7355\tvalid_0's huber: 21.8432\n",
"[79]\tvalid_0's poisson: -95.8278\tvalid_0's huber: 21.7588\n",
"[80]\tvalid_0's poisson: -95.914\tvalid_0's huber: 21.671\n",
"[81]\tvalid_0's poisson: -96.0023\tvalid_0's huber: 21.5853\n",
"[82]\tvalid_0's poisson: -96.0872\tvalid_0's huber: 21.4983\n",
"[83]\tvalid_0's poisson: -96.1765\tvalid_0's huber: 21.4153\n",
"[84]\tvalid_0's poisson: -96.2633\tvalid_0's huber: 21.3304\n",
"[85]\tvalid_0's poisson: -96.3509\tvalid_0's huber: 21.2456\n",
"[86]\tvalid_0's poisson: -96.4395\tvalid_0's huber: 21.1638\n",
"[87]\tvalid_0's poisson: -96.5259\tvalid_0's huber: 21.0798\n",
"[88]\tvalid_0's poisson: -96.6117\tvalid_0's huber: 20.9964\n",
"[89]\tvalid_0's poisson: -96.6986\tvalid_0's huber: 20.9157\n",
"[90]\tvalid_0's poisson: -96.7833\tvalid_0's huber: 20.8332\n",
"[91]\tvalid_0's poisson: -96.866\tvalid_0's huber: 20.7516\n",
"[92]\tvalid_0's poisson: -96.9505\tvalid_0's huber: 20.6704\n",
"[93]\tvalid_0's poisson: -97.0369\tvalid_0's huber: 20.5907\n",
"[94]\tvalid_0's poisson: -97.1195\tvalid_0's huber: 20.5097\n",
"[95]\tvalid_0's poisson: -97.2018\tvalid_0's huber: 20.4318\n",
"[96]\tvalid_0's poisson: -97.2793\tvalid_0's huber: 20.3507\n",
"[97]\tvalid_0's poisson: -97.3635\tvalid_0's huber: 20.2729\n",
"[98]\tvalid_0's poisson: -97.4385\tvalid_0's huber: 20.1939\n",
"[99]\tvalid_0's poisson: -97.5185\tvalid_0's huber: 20.1108\n",
"[100]\tvalid_0's poisson: -97.5994\tvalid_0's huber: 20.0352\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2983\tvalid_0's huber: 29.7676\n",
"[2]\tvalid_0's poisson: -87.4321\tvalid_0's huber: 29.6503\n",
"[3]\tvalid_0's poisson: -87.5651\tvalid_0's huber: 29.5335\n",
"[4]\tvalid_0's poisson: -87.6973\tvalid_0's huber: 29.4172\n",
"[5]\tvalid_0's poisson: -87.8286\tvalid_0's huber: 29.3014\n",
"[6]\tvalid_0's poisson: -87.9591\tvalid_0's huber: 29.1861\n",
"[7]\tvalid_0's poisson: -88.0889\tvalid_0's huber: 29.0711\n",
"[8]\tvalid_0's poisson: -88.2166\tvalid_0's huber: 28.9564\n",
"[9]\tvalid_0's poisson: -88.3448\tvalid_0's huber: 28.8424\n",
"[10]\tvalid_0's poisson: -88.4723\tvalid_0's huber: 28.7289\n",
"[11]\tvalid_0's poisson: -88.5976\tvalid_0's huber: 28.6156\n",
"[12]\tvalid_0's poisson: -88.7236\tvalid_0's huber: 28.5031\n",
"[13]\tvalid_0's poisson: -88.8487\tvalid_0's huber: 28.391\n",
"[14]\tvalid_0's poisson: -88.972\tvalid_0's huber: 28.279\n",
"[15]\tvalid_0's poisson: -89.0958\tvalid_0's huber: 28.1677\n",
"[16]\tvalid_0's poisson: -89.2189\tvalid_0's huber: 28.0566\n",
"[17]\tvalid_0's poisson: -89.3401\tvalid_0's huber: 27.9458\n",
"[18]\tvalid_0's poisson: -89.4616\tvalid_0's huber: 27.8358\n",
"[19]\tvalid_0's poisson: -89.5831\tvalid_0's huber: 27.7256\n",
"[20]\tvalid_0's poisson: -89.702\tvalid_0's huber: 27.616\n",
"[21]\tvalid_0's poisson: -89.8226\tvalid_0's huber: 27.5059\n",
"[22]\tvalid_0's poisson: -89.9412\tvalid_0's huber: 27.396\n",
"[23]\tvalid_0's poisson: -90.0604\tvalid_0's huber: 27.2867\n",
"[24]\tvalid_0's poisson: -90.1791\tvalid_0's huber: 27.1778\n",
"[25]\tvalid_0's poisson: -90.2957\tvalid_0's huber: 27.0693\n",
"[26]\tvalid_0's poisson: -90.4105\tvalid_0's huber: 26.9613\n",
"[27]\tvalid_0's poisson: -90.5269\tvalid_0's huber: 26.8539\n",
"[28]\tvalid_0's poisson: -90.6413\tvalid_0's huber: 26.747\n",
"[29]\tvalid_0's poisson: -90.754\tvalid_0's huber: 26.6404\n",
"[30]\tvalid_0's poisson: -90.8659\tvalid_0's huber: 26.5344\n",
"[31]\tvalid_0's poisson: -90.9795\tvalid_0's huber: 26.429\n",
"[32]\tvalid_0's poisson: -91.0915\tvalid_0's huber: 26.3235\n",
"[33]\tvalid_0's poisson: -91.2008\tvalid_0's huber: 26.2194\n",
"[34]\tvalid_0's poisson: -91.3113\tvalid_0's huber: 26.1153\n",
"[35]\tvalid_0's poisson: -91.4209\tvalid_0's huber: 26.0118\n",
"[36]\tvalid_0's poisson: -91.5302\tvalid_0's huber: 25.9081\n",
"[37]\tvalid_0's poisson: -91.6392\tvalid_0's huber: 25.8061\n",
"[38]\tvalid_0's poisson: -91.7472\tvalid_0's huber: 25.7033\n",
"[39]\tvalid_0's poisson: -91.8551\tvalid_0's huber: 25.6017\n",
"[40]\tvalid_0's poisson: -91.96\tvalid_0's huber: 25.5005\n",
"[41]\tvalid_0's poisson: -92.0663\tvalid_0's huber: 25.4\n",
"[42]\tvalid_0's poisson: -92.1718\tvalid_0's huber: 25.2988\n",
"[43]\tvalid_0's poisson: -92.2746\tvalid_0's huber: 25.1989\n",
"[44]\tvalid_0's poisson: -92.3796\tvalid_0's huber: 25.0991\n",
"[45]\tvalid_0's poisson: -92.4827\tvalid_0's huber: 24.9997\n",
"[46]\tvalid_0's poisson: -92.5877\tvalid_0's huber: 24.8979\n",
"[47]\tvalid_0's poisson: -92.6919\tvalid_0's huber: 24.7965\n",
"[48]\tvalid_0's poisson: -92.7933\tvalid_0's huber: 24.6978\n",
"[49]\tvalid_0's poisson: -92.895\tvalid_0's huber: 24.6001\n",
"[50]\tvalid_0's poisson: -92.9974\tvalid_0's huber: 24.5\n",
"[51]\tvalid_0's poisson: -93.0987\tvalid_0's huber: 24.4006\n",
"[52]\tvalid_0's poisson: -93.205\tvalid_0's huber: 24.3061\n",
"[53]\tvalid_0's poisson: -93.3055\tvalid_0's huber: 24.2073\n",
"[54]\tvalid_0's poisson: -93.4053\tvalid_0's huber: 24.109\n",
"[55]\tvalid_0's poisson: -93.51\tvalid_0's huber: 24.0156\n",
"[56]\tvalid_0's poisson: -93.6087\tvalid_0's huber: 23.9182\n",
"[57]\tvalid_0's poisson: -93.7067\tvalid_0's huber: 23.8213\n",
"[58]\tvalid_0's poisson: -93.8099\tvalid_0's huber: 23.7286\n",
"[59]\tvalid_0's poisson: -93.9067\tvalid_0's huber: 23.6325\n",
"[60]\tvalid_0's poisson: -94.0031\tvalid_0's huber: 23.5369\n",
"[61]\tvalid_0's poisson: -94.105\tvalid_0's huber: 23.4453\n",
"[62]\tvalid_0's poisson: -94.2053\tvalid_0's huber: 23.3517\n",
"[63]\tvalid_0's poisson: -94.3049\tvalid_0's huber: 23.2586\n",
"[64]\tvalid_0's poisson: -94.4052\tvalid_0's huber: 23.1678\n",
"[65]\tvalid_0's poisson: -94.4988\tvalid_0's huber: 23.0741\n",
"[66]\tvalid_0's poisson: -94.5967\tvalid_0's huber: 22.9822\n",
"[67]\tvalid_0's poisson: -94.6889\tvalid_0's huber: 22.8895\n",
"[68]\tvalid_0's poisson: -94.7871\tvalid_0's huber: 22.8001\n",
"[69]\tvalid_0's poisson: -94.8839\tvalid_0's huber: 22.709\n",
"[70]\tvalid_0's poisson: -94.98\tvalid_0's huber: 22.6184\n",
"[71]\tvalid_0's poisson: -95.0767\tvalid_0's huber: 22.5299\n",
"[72]\tvalid_0's poisson: -95.1669\tvalid_0's huber: 22.4389\n",
"[73]\tvalid_0's poisson: -95.259\tvalid_0's huber: 22.346\n",
"[74]\tvalid_0's poisson: -95.3546\tvalid_0's huber: 22.2584\n",
"[75]\tvalid_0's poisson: -95.4478\tvalid_0's huber: 22.1668\n",
"[76]\tvalid_0's poisson: -95.5381\tvalid_0's huber: 22.0753\n",
"[77]\tvalid_0's poisson: -95.6323\tvalid_0's huber: 21.9886\n",
"[78]\tvalid_0's poisson: -95.7223\tvalid_0's huber: 21.8977\n",
"[79]\tvalid_0's poisson: -95.8083\tvalid_0's huber: 21.81\n",
"[80]\tvalid_0's poisson: -95.8937\tvalid_0's huber: 21.7227\n",
"[81]\tvalid_0's poisson: -95.9841\tvalid_0's huber: 21.6362\n",
"[82]\tvalid_0's poisson: -96.0742\tvalid_0's huber: 21.552\n",
"[83]\tvalid_0's poisson: -96.1635\tvalid_0's huber: 21.4682\n",
"[84]\tvalid_0's poisson: -96.2521\tvalid_0's huber: 21.3831\n",
"[85]\tvalid_0's poisson: -96.3391\tvalid_0's huber: 21.298\n",
"[86]\tvalid_0's poisson: -96.4264\tvalid_0's huber: 21.2139\n",
"[87]\tvalid_0's poisson: -96.5085\tvalid_0's huber: 21.1295\n",
"[88]\tvalid_0's poisson: -96.5936\tvalid_0's huber: 21.046\n",
"[89]\tvalid_0's poisson: -96.6793\tvalid_0's huber: 20.9653\n",
"[90]\tvalid_0's poisson: -96.7631\tvalid_0's huber: 20.8831\n",
"[91]\tvalid_0's poisson: -96.8462\tvalid_0's huber: 20.8014\n",
"[92]\tvalid_0's poisson: -96.9287\tvalid_0's huber: 20.7206\n",
"[93]\tvalid_0's poisson: -97.0108\tvalid_0's huber: 20.6394\n",
"[94]\tvalid_0's poisson: -97.0876\tvalid_0's huber: 20.5588\n",
"[95]\tvalid_0's poisson: -97.1684\tvalid_0's huber: 20.4789\n",
"[96]\tvalid_0's poisson: -97.2484\tvalid_0's huber: 20.3995\n",
"[97]\tvalid_0's poisson: -97.3294\tvalid_0's huber: 20.3224\n",
"[98]\tvalid_0's poisson: -97.409\tvalid_0's huber: 20.2393\n",
"[99]\tvalid_0's poisson: -97.4903\tvalid_0's huber: 20.1626\n",
"[100]\tvalid_0's poisson: -97.5678\tvalid_0's huber: 20.0859\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2105\tvalid_0's huber: 29.7798\n",
"[2]\tvalid_0's poisson: -87.2473\tvalid_0's huber: 29.748\n",
"[3]\tvalid_0's poisson: -87.284\tvalid_0's huber: 29.7161\n",
"[4]\tvalid_0's poisson: -87.3206\tvalid_0's huber: 29.6843\n",
"[5]\tvalid_0's poisson: -87.3572\tvalid_0's huber: 29.6525\n",
"[6]\tvalid_0's poisson: -87.3938\tvalid_0's huber: 29.6208\n",
"[7]\tvalid_0's poisson: -87.4303\tvalid_0's huber: 29.589\n",
"[8]\tvalid_0's poisson: -87.4667\tvalid_0's huber: 29.5573\n",
"[9]\tvalid_0's poisson: -87.503\tvalid_0's huber: 29.5257\n",
"[10]\tvalid_0's poisson: -87.5392\tvalid_0's huber: 29.4942\n",
"[11]\tvalid_0's poisson: -87.5754\tvalid_0's huber: 29.4626\n",
"[12]\tvalid_0's poisson: -87.6115\tvalid_0's huber: 29.4311\n",
"[13]\tvalid_0's poisson: -87.6476\tvalid_0's huber: 29.3996\n",
"[14]\tvalid_0's poisson: -87.6835\tvalid_0's huber: 29.3679\n",
"[15]\tvalid_0's poisson: -87.7195\tvalid_0's huber: 29.3364\n",
"[16]\tvalid_0's poisson: -87.7552\tvalid_0's huber: 29.3048\n",
"[17]\tvalid_0's poisson: -87.7911\tvalid_0's huber: 29.2734\n",
"[18]\tvalid_0's poisson: -87.8268\tvalid_0's huber: 29.2421\n",
"[19]\tvalid_0's poisson: -87.8625\tvalid_0's huber: 29.2105\n",
"[20]\tvalid_0's poisson: -87.8981\tvalid_0's huber: 29.1793\n",
"[21]\tvalid_0's poisson: -87.9336\tvalid_0's huber: 29.1478\n",
"[22]\tvalid_0's poisson: -87.9692\tvalid_0's huber: 29.1166\n",
"[23]\tvalid_0's poisson: -88.0047\tvalid_0's huber: 29.0854\n",
"[24]\tvalid_0's poisson: -88.04\tvalid_0's huber: 29.054\n",
"[25]\tvalid_0's poisson: -88.0754\tvalid_0's huber: 29.0229\n",
"[26]\tvalid_0's poisson: -88.1108\tvalid_0's huber: 28.9918\n",
"[27]\tvalid_0's poisson: -88.1459\tvalid_0's huber: 28.9605\n",
"[28]\tvalid_0's poisson: -88.1812\tvalid_0's huber: 28.9295\n",
"[29]\tvalid_0's poisson: -88.2164\tvalid_0's huber: 28.8985\n",
"[30]\tvalid_0's poisson: -88.2516\tvalid_0's huber: 28.8674\n",
"[31]\tvalid_0's poisson: -88.2865\tvalid_0's huber: 28.8363\n",
"[32]\tvalid_0's poisson: -88.3215\tvalid_0's huber: 28.8055\n",
"[33]\tvalid_0's poisson: -88.3562\tvalid_0's huber: 28.7745\n",
"[34]\tvalid_0's poisson: -88.3911\tvalid_0's huber: 28.7438\n",
"[35]\tvalid_0's poisson: -88.4259\tvalid_0's huber: 28.7131\n",
"[36]\tvalid_0's poisson: -88.4604\tvalid_0's huber: 28.6822\n",
"[37]\tvalid_0's poisson: -88.4951\tvalid_0's huber: 28.6516\n",
"[38]\tvalid_0's poisson: -88.5296\tvalid_0's huber: 28.6208\n",
"[39]\tvalid_0's poisson: -88.564\tvalid_0's huber: 28.59\n",
"[40]\tvalid_0's poisson: -88.5985\tvalid_0's huber: 28.5594\n",
"[41]\tvalid_0's poisson: -88.6328\tvalid_0's huber: 28.5287\n",
"[42]\tvalid_0's poisson: -88.6672\tvalid_0's huber: 28.4982\n",
"[43]\tvalid_0's poisson: -88.7014\tvalid_0's huber: 28.4676\n",
"[44]\tvalid_0's poisson: -88.7357\tvalid_0's huber: 28.4371\n",
"[45]\tvalid_0's poisson: -88.7698\tvalid_0's huber: 28.4065\n",
"[46]\tvalid_0's poisson: -88.8039\tvalid_0's huber: 28.3762\n",
"[47]\tvalid_0's poisson: -88.8379\tvalid_0's huber: 28.3457\n",
"[48]\tvalid_0's poisson: -88.872\tvalid_0's huber: 28.3154\n",
"[49]\tvalid_0's poisson: -88.9058\tvalid_0's huber: 28.2849\n",
"[50]\tvalid_0's poisson: -88.9398\tvalid_0's huber: 28.2547\n",
"[51]\tvalid_0's poisson: -88.9735\tvalid_0's huber: 28.2243\n",
"[52]\tvalid_0's poisson: -89.0073\tvalid_0's huber: 28.1942\n",
"[53]\tvalid_0's poisson: -89.041\tvalid_0's huber: 28.1639\n",
"[54]\tvalid_0's poisson: -89.0747\tvalid_0's huber: 28.1338\n",
"[55]\tvalid_0's poisson: -89.1084\tvalid_0's huber: 28.1037\n",
"[56]\tvalid_0's poisson: -89.142\tvalid_0's huber: 28.0736\n",
"[57]\tvalid_0's poisson: -89.1756\tvalid_0's huber: 28.0436\n",
"[58]\tvalid_0's poisson: -89.209\tvalid_0's huber: 28.0134\n",
"[59]\tvalid_0's poisson: -89.2425\tvalid_0's huber: 27.9834\n",
"[60]\tvalid_0's poisson: -89.2759\tvalid_0's huber: 27.9535\n",
"[61]\tvalid_0's poisson: -89.3092\tvalid_0's huber: 27.9234\n",
"[62]\tvalid_0's poisson: -89.3425\tvalid_0's huber: 27.8935\n",
"[63]\tvalid_0's poisson: -89.3757\tvalid_0's huber: 27.8637\n",
"[64]\tvalid_0's poisson: -89.4089\tvalid_0's huber: 27.8337\n",
"[65]\tvalid_0's poisson: -89.442\tvalid_0's huber: 27.804\n",
"[66]\tvalid_0's poisson: -89.4751\tvalid_0's huber: 27.7743\n",
"[67]\tvalid_0's poisson: -89.5081\tvalid_0's huber: 27.7444\n",
"[68]\tvalid_0's poisson: -89.5411\tvalid_0's huber: 27.7148\n",
"[69]\tvalid_0's poisson: -89.5739\tvalid_0's huber: 27.6849\n",
"[70]\tvalid_0's poisson: -89.6068\tvalid_0's huber: 27.6554\n",
"[71]\tvalid_0's poisson: -89.6397\tvalid_0's huber: 27.6258\n",
"[72]\tvalid_0's poisson: -89.6724\tvalid_0's huber: 27.5961\n",
"[73]\tvalid_0's poisson: -89.7052\tvalid_0's huber: 27.5665\n",
"[74]\tvalid_0's poisson: -89.7378\tvalid_0's huber: 27.5368\n",
"[75]\tvalid_0's poisson: -89.7705\tvalid_0's huber: 27.5073\n",
"[76]\tvalid_0's poisson: -89.8031\tvalid_0's huber: 27.4776\n",
"[77]\tvalid_0's poisson: -89.8358\tvalid_0's huber: 27.4481\n",
"[78]\tvalid_0's poisson: -89.8682\tvalid_0's huber: 27.4185\n",
"[79]\tvalid_0's poisson: -89.9005\tvalid_0's huber: 27.3889\n",
"[80]\tvalid_0's poisson: -89.933\tvalid_0's huber: 27.3595\n",
"[81]\tvalid_0's poisson: -89.9655\tvalid_0's huber: 27.3301\n",
"[82]\tvalid_0's poisson: -89.9977\tvalid_0's huber: 27.3007\n",
"[83]\tvalid_0's poisson: -90.0301\tvalid_0's huber: 27.2713\n",
"[84]\tvalid_0's poisson: -90.0623\tvalid_0's huber: 27.2419\n",
"[85]\tvalid_0's poisson: -90.0944\tvalid_0's huber: 27.2125\n",
"[86]\tvalid_0's poisson: -90.1266\tvalid_0's huber: 27.1832\n",
"[87]\tvalid_0's poisson: -90.1586\tvalid_0's huber: 27.1539\n",
"[88]\tvalid_0's poisson: -90.1907\tvalid_0's huber: 27.1247\n",
"[89]\tvalid_0's poisson: -90.2225\tvalid_0's huber: 27.0955\n",
"[90]\tvalid_0's poisson: -90.2564\tvalid_0's huber: 27.0669\n",
"[91]\tvalid_0's poisson: -90.2882\tvalid_0's huber: 27.0377\n",
"[92]\tvalid_0's poisson: -90.3218\tvalid_0's huber: 27.0092\n",
"[93]\tvalid_0's poisson: -90.3535\tvalid_0's huber: 26.9801\n",
"[94]\tvalid_0's poisson: -90.3872\tvalid_0's huber: 26.9516\n",
"[95]\tvalid_0's poisson: -90.4208\tvalid_0's huber: 26.9232\n",
"[96]\tvalid_0's poisson: -90.4523\tvalid_0's huber: 26.8942\n",
"[97]\tvalid_0's poisson: -90.4859\tvalid_0's huber: 26.8658\n",
"[98]\tvalid_0's poisson: -90.5173\tvalid_0's huber: 26.8368\n",
"[99]\tvalid_0's poisson: -90.5506\tvalid_0's huber: 26.8086\n",
"[100]\tvalid_0's poisson: -90.584\tvalid_0's huber: 26.7803\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2108\tvalid_0's huber: 29.7781\n",
"[2]\tvalid_0's poisson: -87.2475\tvalid_0's huber: 29.7465\n",
"[3]\tvalid_0's poisson: -87.2842\tvalid_0's huber: 29.715\n",
"[4]\tvalid_0's poisson: -87.3208\tvalid_0's huber: 29.6835\n",
"[5]\tvalid_0's poisson: -87.3573\tvalid_0's huber: 29.652\n",
"[6]\tvalid_0's poisson: -87.3938\tvalid_0's huber: 29.6206\n",
"[7]\tvalid_0's poisson: -87.4303\tvalid_0's huber: 29.5892\n",
"[8]\tvalid_0's poisson: -87.4666\tvalid_0's huber: 29.5578\n",
"[9]\tvalid_0's poisson: -87.503\tvalid_0's huber: 29.5264\n",
"[10]\tvalid_0's poisson: -87.5392\tvalid_0's huber: 29.4951\n",
"[11]\tvalid_0's poisson: -87.5754\tvalid_0's huber: 29.4638\n",
"[12]\tvalid_0's poisson: -87.6115\tvalid_0's huber: 29.4325\n",
"[13]\tvalid_0's poisson: -87.6476\tvalid_0's huber: 29.4013\n",
"[14]\tvalid_0's poisson: -87.6836\tvalid_0's huber: 29.3701\n",
"[15]\tvalid_0's poisson: -87.7195\tvalid_0's huber: 29.339\n",
"[16]\tvalid_0's poisson: -87.7554\tvalid_0's huber: 29.3078\n",
"[17]\tvalid_0's poisson: -87.7912\tvalid_0's huber: 29.2767\n",
"[18]\tvalid_0's poisson: -87.827\tvalid_0's huber: 29.2456\n",
"[19]\tvalid_0's poisson: -87.8627\tvalid_0's huber: 29.2146\n",
"[20]\tvalid_0's poisson: -87.8983\tvalid_0's huber: 29.1836\n",
"[21]\tvalid_0's poisson: -87.9339\tvalid_0's huber: 29.1526\n",
"[22]\tvalid_0's poisson: -87.9694\tvalid_0's huber: 29.1216\n",
"[23]\tvalid_0's poisson: -88.0049\tvalid_0's huber: 29.0907\n",
"[24]\tvalid_0's poisson: -88.0403\tvalid_0's huber: 29.0598\n",
"[25]\tvalid_0's poisson: -88.0756\tvalid_0's huber: 29.0289\n",
"[26]\tvalid_0's poisson: -88.1119\tvalid_0's huber: 28.9983\n",
"[27]\tvalid_0's poisson: -88.1482\tvalid_0's huber: 28.9677\n",
"[28]\tvalid_0's poisson: -88.1844\tvalid_0's huber: 28.9371\n",
"[29]\tvalid_0's poisson: -88.2206\tvalid_0's huber: 28.9065\n",
"[30]\tvalid_0's poisson: -88.2567\tvalid_0's huber: 28.876\n",
"[31]\tvalid_0's poisson: -88.2927\tvalid_0's huber: 28.8455\n",
"[32]\tvalid_0's poisson: -88.3282\tvalid_0's huber: 28.8139\n",
"[33]\tvalid_0's poisson: -88.3641\tvalid_0's huber: 28.7835\n",
"[34]\tvalid_0's poisson: -88.3995\tvalid_0's huber: 28.752\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[35]\tvalid_0's poisson: -88.4349\tvalid_0's huber: 28.7206\n",
"[36]\tvalid_0's poisson: -88.4701\tvalid_0's huber: 28.6891\n",
"[37]\tvalid_0's poisson: -88.5059\tvalid_0's huber: 28.6588\n",
"[38]\tvalid_0's poisson: -88.5412\tvalid_0's huber: 28.6275\n",
"[39]\tvalid_0's poisson: -88.5764\tvalid_0's huber: 28.5962\n",
"[40]\tvalid_0's poisson: -88.6116\tvalid_0's huber: 28.5649\n",
"[41]\tvalid_0's poisson: -88.6465\tvalid_0's huber: 28.5336\n",
"[42]\tvalid_0's poisson: -88.6816\tvalid_0's huber: 28.5024\n",
"[43]\tvalid_0's poisson: -88.7165\tvalid_0's huber: 28.4711\n",
"[44]\tvalid_0's poisson: -88.7515\tvalid_0's huber: 28.4399\n",
"[45]\tvalid_0's poisson: -88.7865\tvalid_0's huber: 28.4088\n",
"[46]\tvalid_0's poisson: -88.8211\tvalid_0's huber: 28.3776\n",
"[47]\tvalid_0's poisson: -88.8559\tvalid_0's huber: 28.3465\n",
"[48]\tvalid_0's poisson: -88.8904\tvalid_0's huber: 28.3155\n",
"[49]\tvalid_0's poisson: -88.9252\tvalid_0's huber: 28.2844\n",
"[50]\tvalid_0's poisson: -88.9599\tvalid_0's huber: 28.2534\n",
"[51]\tvalid_0's poisson: -88.9943\tvalid_0's huber: 28.2224\n",
"[52]\tvalid_0's poisson: -89.0289\tvalid_0's huber: 28.1915\n",
"[53]\tvalid_0's poisson: -89.0634\tvalid_0's huber: 28.1605\n",
"[54]\tvalid_0's poisson: -89.0979\tvalid_0's huber: 28.1297\n",
"[55]\tvalid_0's poisson: -89.132\tvalid_0's huber: 28.0988\n",
"[56]\tvalid_0's poisson: -89.1664\tvalid_0's huber: 28.068\n",
"[57]\tvalid_0's poisson: -89.2004\tvalid_0's huber: 28.0372\n",
"[58]\tvalid_0's poisson: -89.2347\tvalid_0's huber: 28.0064\n",
"[59]\tvalid_0's poisson: -89.2689\tvalid_0's huber: 27.9756\n",
"[60]\tvalid_0's poisson: -89.3028\tvalid_0's huber: 27.9449\n",
"[61]\tvalid_0's poisson: -89.3369\tvalid_0's huber: 27.9142\n",
"[62]\tvalid_0's poisson: -89.3709\tvalid_0's huber: 27.8835\n",
"[63]\tvalid_0's poisson: -89.4046\tvalid_0's huber: 27.8529\n",
"[64]\tvalid_0's poisson: -89.4385\tvalid_0's huber: 27.8223\n",
"[65]\tvalid_0's poisson: -89.4721\tvalid_0's huber: 27.7917\n",
"[66]\tvalid_0's poisson: -89.5059\tvalid_0's huber: 27.7612\n",
"[67]\tvalid_0's poisson: -89.5397\tvalid_0's huber: 27.7307\n",
"[68]\tvalid_0's poisson: -89.5731\tvalid_0's huber: 27.7002\n",
"[69]\tvalid_0's poisson: -89.6067\tvalid_0's huber: 27.6697\n",
"[70]\tvalid_0's poisson: -89.6403\tvalid_0's huber: 27.6393\n",
"[71]\tvalid_0's poisson: -89.6736\tvalid_0's huber: 27.6089\n",
"[72]\tvalid_0's poisson: -89.7071\tvalid_0's huber: 27.5786\n",
"[73]\tvalid_0's poisson: -89.7402\tvalid_0's huber: 27.5483\n",
"[74]\tvalid_0's poisson: -89.7736\tvalid_0's huber: 27.518\n",
"[75]\tvalid_0's poisson: -89.8069\tvalid_0's huber: 27.4877\n",
"[76]\tvalid_0's poisson: -89.84\tvalid_0's huber: 27.4575\n",
"[77]\tvalid_0's poisson: -89.873\tvalid_0's huber: 27.4273\n",
"[78]\tvalid_0's poisson: -89.9061\tvalid_0's huber: 27.3971\n",
"[79]\tvalid_0's poisson: -89.9393\tvalid_0's huber: 27.3669\n",
"[80]\tvalid_0's poisson: -89.9721\tvalid_0's huber: 27.3368\n",
"[81]\tvalid_0's poisson: -90.0051\tvalid_0's huber: 27.3067\n",
"[82]\tvalid_0's poisson: -90.038\tvalid_0's huber: 27.2766\n",
"[83]\tvalid_0's poisson: -90.0706\tvalid_0's huber: 27.2466\n",
"[84]\tvalid_0's poisson: -90.1035\tvalid_0's huber: 27.2166\n",
"[85]\tvalid_0's poisson: -90.136\tvalid_0's huber: 27.1866\n",
"[86]\tvalid_0's poisson: -90.1688\tvalid_0's huber: 27.1567\n",
"[87]\tvalid_0's poisson: -90.2014\tvalid_0's huber: 27.1268\n",
"[88]\tvalid_0's poisson: -90.2338\tvalid_0's huber: 27.097\n",
"[89]\tvalid_0's poisson: -90.2663\tvalid_0's huber: 27.0672\n",
"[90]\tvalid_0's poisson: -90.2986\tvalid_0's huber: 27.0374\n",
"[91]\tvalid_0's poisson: -90.331\tvalid_0's huber: 27.0077\n",
"[92]\tvalid_0's poisson: -90.3634\tvalid_0's huber: 26.9781\n",
"[93]\tvalid_0's poisson: -90.3955\tvalid_0's huber: 26.9485\n",
"[94]\tvalid_0's poisson: -90.4277\tvalid_0's huber: 26.919\n",
"[95]\tvalid_0's poisson: -90.4597\tvalid_0's huber: 26.8894\n",
"[96]\tvalid_0's poisson: -90.4919\tvalid_0's huber: 26.86\n",
"[97]\tvalid_0's poisson: -90.524\tvalid_0's huber: 26.8305\n",
"[98]\tvalid_0's poisson: -90.5558\tvalid_0's huber: 26.8011\n",
"[99]\tvalid_0's poisson: -90.5878\tvalid_0's huber: 26.7718\n",
"[100]\tvalid_0's poisson: -90.6197\tvalid_0's huber: 26.7425\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2063\tvalid_0's huber: 29.8107\n",
"[2]\tvalid_0's poisson: -87.243\tvalid_0's huber: 29.7785\n",
"[3]\tvalid_0's poisson: -87.2796\tvalid_0's huber: 29.7463\n",
"[4]\tvalid_0's poisson: -87.3161\tvalid_0's huber: 29.7142\n",
"[5]\tvalid_0's poisson: -87.3526\tvalid_0's huber: 29.6821\n",
"[6]\tvalid_0's poisson: -87.389\tvalid_0's huber: 29.65\n",
"[7]\tvalid_0's poisson: -87.4255\tvalid_0's huber: 29.6179\n",
"[8]\tvalid_0's poisson: -87.4618\tvalid_0's huber: 29.5859\n",
"[9]\tvalid_0's poisson: -87.4981\tvalid_0's huber: 29.5539\n",
"[10]\tvalid_0's poisson: -87.5344\tvalid_0's huber: 29.5219\n",
"[11]\tvalid_0's poisson: -87.5706\tvalid_0's huber: 29.49\n",
"[12]\tvalid_0's poisson: -87.6067\tvalid_0's huber: 29.4581\n",
"[13]\tvalid_0's poisson: -87.6427\tvalid_0's huber: 29.4262\n",
"[14]\tvalid_0's poisson: -87.6788\tvalid_0's huber: 29.3944\n",
"[15]\tvalid_0's poisson: -87.7147\tvalid_0's huber: 29.3626\n",
"[16]\tvalid_0's poisson: -87.7506\tvalid_0's huber: 29.3308\n",
"[17]\tvalid_0's poisson: -87.7864\tvalid_0's huber: 29.2991\n",
"[18]\tvalid_0's poisson: -87.8222\tvalid_0's huber: 29.2674\n",
"[19]\tvalid_0's poisson: -87.8582\tvalid_0's huber: 29.2359\n",
"[20]\tvalid_0's poisson: -87.8938\tvalid_0's huber: 29.2043\n",
"[21]\tvalid_0's poisson: -87.9297\tvalid_0's huber: 29.1728\n",
"[22]\tvalid_0's poisson: -87.9655\tvalid_0's huber: 29.1414\n",
"[23]\tvalid_0's poisson: -88.001\tvalid_0's huber: 29.1098\n",
"[24]\tvalid_0's poisson: -88.0366\tvalid_0's huber: 29.0785\n",
"[25]\tvalid_0's poisson: -88.0723\tvalid_0's huber: 29.0471\n",
"[26]\tvalid_0's poisson: -88.1076\tvalid_0's huber: 29.0157\n",
"[27]\tvalid_0's poisson: -88.1431\tvalid_0's huber: 28.9844\n",
"[28]\tvalid_0's poisson: -88.1786\tvalid_0's huber: 28.9531\n",
"[29]\tvalid_0's poisson: -88.2138\tvalid_0's huber: 28.9217\n",
"[30]\tvalid_0's poisson: -88.2492\tvalid_0's huber: 28.8905\n",
"[31]\tvalid_0's poisson: -88.2843\tvalid_0's huber: 28.8592\n",
"[32]\tvalid_0's poisson: -88.3195\tvalid_0's huber: 28.8281\n",
"[33]\tvalid_0's poisson: -88.3546\tvalid_0's huber: 28.7968\n",
"[34]\tvalid_0's poisson: -88.3897\tvalid_0's huber: 28.7657\n",
"[35]\tvalid_0's poisson: -88.4247\tvalid_0's huber: 28.7344\n",
"[36]\tvalid_0's poisson: -88.4598\tvalid_0's huber: 28.7032\n",
"[37]\tvalid_0's poisson: -88.4946\tvalid_0's huber: 28.6721\n",
"[38]\tvalid_0's poisson: -88.5296\tvalid_0's huber: 28.641\n",
"[39]\tvalid_0's poisson: -88.5645\tvalid_0's huber: 28.6101\n",
"[40]\tvalid_0's poisson: -88.5992\tvalid_0's huber: 28.5789\n",
"[41]\tvalid_0's poisson: -88.634\tvalid_0's huber: 28.548\n",
"[42]\tvalid_0's poisson: -88.6685\tvalid_0's huber: 28.517\n",
"[43]\tvalid_0's poisson: -88.7033\tvalid_0's huber: 28.4861\n",
"[44]\tvalid_0's poisson: -88.738\tvalid_0's huber: 28.4552\n",
"[45]\tvalid_0's poisson: -88.7724\tvalid_0's huber: 28.4242\n",
"[46]\tvalid_0's poisson: -88.8068\tvalid_0's huber: 28.3935\n",
"[47]\tvalid_0's poisson: -88.8411\tvalid_0's huber: 28.3626\n",
"[48]\tvalid_0's poisson: -88.8755\tvalid_0's huber: 28.332\n",
"[49]\tvalid_0's poisson: -88.9099\tvalid_0's huber: 28.3013\n",
"[50]\tvalid_0's poisson: -88.944\tvalid_0's huber: 28.2705\n",
"[51]\tvalid_0's poisson: -88.9782\tvalid_0's huber: 28.24\n",
"[52]\tvalid_0's poisson: -89.0124\tvalid_0's huber: 28.2094\n",
"[53]\tvalid_0's poisson: -89.0465\tvalid_0's huber: 28.1789\n",
"[54]\tvalid_0's poisson: -89.0804\tvalid_0's huber: 28.1482\n",
"[55]\tvalid_0's poisson: -89.1145\tvalid_0's huber: 28.1177\n",
"[56]\tvalid_0's poisson: -89.1484\tvalid_0's huber: 28.0873\n",
"[57]\tvalid_0's poisson: -89.1822\tvalid_0's huber: 28.0567\n",
"[58]\tvalid_0's poisson: -89.2161\tvalid_0's huber: 28.0263\n",
"[59]\tvalid_0's poisson: -89.2497\tvalid_0's huber: 27.9958\n",
"[60]\tvalid_0's poisson: -89.2835\tvalid_0's huber: 27.9654\n",
"[61]\tvalid_0's poisson: -89.3172\tvalid_0's huber: 27.9352\n",
"[62]\tvalid_0's poisson: -89.3507\tvalid_0's huber: 27.9047\n",
"[63]\tvalid_0's poisson: -89.3844\tvalid_0's huber: 27.8744\n",
"[64]\tvalid_0's poisson: -89.4177\tvalid_0's huber: 27.8441\n",
"[65]\tvalid_0's poisson: -89.4512\tvalid_0's huber: 27.8138\n",
"[66]\tvalid_0's poisson: -89.4847\tvalid_0's huber: 27.7836\n",
"[67]\tvalid_0's poisson: -89.5179\tvalid_0's huber: 27.7533\n",
"[68]\tvalid_0's poisson: -89.5513\tvalid_0's huber: 27.7232\n",
"[69]\tvalid_0's poisson: -89.5843\tvalid_0's huber: 27.693\n",
"[70]\tvalid_0's poisson: -89.6176\tvalid_0's huber: 27.6629\n",
"[71]\tvalid_0's poisson: -89.6506\tvalid_0's huber: 27.6327\n",
"[72]\tvalid_0's poisson: -89.6837\tvalid_0's huber: 27.6028\n",
"[73]\tvalid_0's poisson: -89.7166\tvalid_0's huber: 27.5726\n",
"[74]\tvalid_0's poisson: -89.7496\tvalid_0's huber: 27.5428\n",
"[75]\tvalid_0's poisson: -89.7826\tvalid_0's huber: 27.5128\n",
"[76]\tvalid_0's poisson: -89.8154\tvalid_0's huber: 27.4828\n",
"[77]\tvalid_0's poisson: -89.8481\tvalid_0's huber: 27.453\n",
"[78]\tvalid_0's poisson: -89.881\tvalid_0's huber: 27.4232\n",
"[79]\tvalid_0's poisson: -89.9136\tvalid_0's huber: 27.3932\n",
"[80]\tvalid_0's poisson: -89.9462\tvalid_0's huber: 27.3635\n",
"[81]\tvalid_0's poisson: -89.9789\tvalid_0's huber: 27.3338\n",
"[82]\tvalid_0's poisson: -90.0112\tvalid_0's huber: 27.304\n",
"[83]\tvalid_0's poisson: -90.0438\tvalid_0's huber: 27.2743\n",
"[84]\tvalid_0's poisson: -90.0762\tvalid_0's huber: 27.2448\n",
"[85]\tvalid_0's poisson: -90.1083\tvalid_0's huber: 27.2151\n",
"[86]\tvalid_0's poisson: -90.1408\tvalid_0's huber: 27.1855\n",
"[87]\tvalid_0's poisson: -90.1727\tvalid_0's huber: 27.156\n",
"[88]\tvalid_0's poisson: -90.2069\tvalid_0's huber: 27.1271\n",
"[89]\tvalid_0's poisson: -90.239\tvalid_0's huber: 27.0974\n",
"[90]\tvalid_0's poisson: -90.2729\tvalid_0's huber: 27.0686\n",
"[91]\tvalid_0's poisson: -90.3069\tvalid_0's huber: 27.0399\n",
"[92]\tvalid_0's poisson: -90.3386\tvalid_0's huber: 27.0107\n",
"[93]\tvalid_0's poisson: -90.3725\tvalid_0's huber: 26.982\n",
"[94]\tvalid_0's poisson: -90.4063\tvalid_0's huber: 26.9534\n",
"[95]\tvalid_0's poisson: -90.4378\tvalid_0's huber: 26.9242\n",
"[96]\tvalid_0's poisson: -90.4716\tvalid_0's huber: 26.8957\n",
"[97]\tvalid_0's poisson: -90.5052\tvalid_0's huber: 26.8672\n",
"[98]\tvalid_0's poisson: -90.5368\tvalid_0's huber: 26.838\n",
"[99]\tvalid_0's poisson: -90.5704\tvalid_0's huber: 26.8095\n",
"[100]\tvalid_0's poisson: -90.6017\tvalid_0's huber: 26.7806\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2128\tvalid_0's huber: 29.7615\n",
"[2]\tvalid_0's poisson: -87.2495\tvalid_0's huber: 29.7293\n",
"[3]\tvalid_0's poisson: -87.2862\tvalid_0's huber: 29.6973\n",
"[4]\tvalid_0's poisson: -87.3228\tvalid_0's huber: 29.6652\n",
"[5]\tvalid_0's poisson: -87.3594\tvalid_0's huber: 29.6332\n",
"[6]\tvalid_0's poisson: -87.3959\tvalid_0's huber: 29.6012\n",
"[7]\tvalid_0's poisson: -87.4324\tvalid_0's huber: 29.5692\n",
"[8]\tvalid_0's poisson: -87.4687\tvalid_0's huber: 29.5372\n",
"[9]\tvalid_0's poisson: -87.5051\tvalid_0's huber: 29.5053\n",
"[10]\tvalid_0's poisson: -87.5414\tvalid_0's huber: 29.4735\n",
"[11]\tvalid_0's poisson: -87.5776\tvalid_0's huber: 29.4416\n",
"[12]\tvalid_0's poisson: -87.6137\tvalid_0's huber: 29.4098\n",
"[13]\tvalid_0's poisson: -87.6498\tvalid_0's huber: 29.3781\n",
"[14]\tvalid_0's poisson: -87.6859\tvalid_0's huber: 29.3463\n",
"[15]\tvalid_0's poisson: -87.7218\tvalid_0's huber: 29.3146\n",
"[16]\tvalid_0's poisson: -87.7578\tvalid_0's huber: 29.283\n",
"[17]\tvalid_0's poisson: -87.7936\tvalid_0's huber: 29.2513\n",
"[18]\tvalid_0's poisson: -87.8294\tvalid_0's huber: 29.2197\n",
"[19]\tvalid_0's poisson: -87.8651\tvalid_0's huber: 29.1882\n",
"[20]\tvalid_0's poisson: -87.9008\tvalid_0's huber: 29.1566\n",
"[21]\tvalid_0's poisson: -87.9367\tvalid_0's huber: 29.1253\n",
"[22]\tvalid_0's poisson: -87.9722\tvalid_0's huber: 29.0938\n",
"[23]\tvalid_0's poisson: -88.008\tvalid_0's huber: 29.0625\n",
"[24]\tvalid_0's poisson: -88.0434\tvalid_0's huber: 29.0311\n",
"[25]\tvalid_0's poisson: -88.079\tvalid_0's huber: 28.9999\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -88.1145\tvalid_0's huber: 28.9688\n",
"[27]\tvalid_0's poisson: -88.1498\tvalid_0's huber: 28.9375\n",
"[28]\tvalid_0's poisson: -88.1852\tvalid_0's huber: 28.9064\n",
"[29]\tvalid_0's poisson: -88.2203\tvalid_0's huber: 28.8751\n",
"[30]\tvalid_0's poisson: -88.2556\tvalid_0's huber: 28.8441\n",
"[31]\tvalid_0's poisson: -88.2908\tvalid_0's huber: 28.8131\n",
"[32]\tvalid_0's poisson: -88.3259\tvalid_0's huber: 28.7819\n",
"[33]\tvalid_0's poisson: -88.361\tvalid_0's huber: 28.751\n",
"[34]\tvalid_0's poisson: -88.3959\tvalid_0's huber: 28.7199\n",
"[35]\tvalid_0's poisson: -88.4309\tvalid_0's huber: 28.689\n",
"[36]\tvalid_0's poisson: -88.4658\tvalid_0's huber: 28.6581\n",
"[37]\tvalid_0's poisson: -88.5006\tvalid_0's huber: 28.6271\n",
"[38]\tvalid_0's poisson: -88.5354\tvalid_0's huber: 28.5963\n",
"[39]\tvalid_0's poisson: -88.57\tvalid_0's huber: 28.5654\n",
"[40]\tvalid_0's poisson: -88.6047\tvalid_0's huber: 28.5347\n",
"[41]\tvalid_0's poisson: -88.6392\tvalid_0's huber: 28.5038\n",
"[42]\tvalid_0's poisson: -88.6738\tvalid_0's huber: 28.4731\n",
"[43]\tvalid_0's poisson: -88.7082\tvalid_0's huber: 28.4423\n",
"[44]\tvalid_0's poisson: -88.7427\tvalid_0's huber: 28.4117\n",
"[45]\tvalid_0's poisson: -88.777\tvalid_0's huber: 28.381\n",
"[46]\tvalid_0's poisson: -88.8113\tvalid_0's huber: 28.3505\n",
"[47]\tvalid_0's poisson: -88.8457\tvalid_0's huber: 28.32\n",
"[48]\tvalid_0's poisson: -88.8799\tvalid_0's huber: 28.2895\n",
"[49]\tvalid_0's poisson: -88.9139\tvalid_0's huber: 28.2589\n",
"[50]\tvalid_0's poisson: -88.9481\tvalid_0's huber: 28.2285\n",
"[51]\tvalid_0's poisson: -88.9821\tvalid_0's huber: 28.1982\n",
"[52]\tvalid_0's poisson: -89.0157\tvalid_0's huber: 28.1679\n",
"[53]\tvalid_0's poisson: -89.0497\tvalid_0's huber: 28.1376\n",
"[54]\tvalid_0's poisson: -89.0836\tvalid_0's huber: 28.1073\n",
"[55]\tvalid_0's poisson: -89.1175\tvalid_0's huber: 28.077\n",
"[56]\tvalid_0's poisson: -89.1509\tvalid_0's huber: 28.0468\n",
"[57]\tvalid_0's poisson: -89.1846\tvalid_0's huber: 28.0166\n",
"[58]\tvalid_0's poisson: -89.2184\tvalid_0's huber: 27.9865\n",
"[59]\tvalid_0's poisson: -89.252\tvalid_0's huber: 27.9563\n",
"[60]\tvalid_0's poisson: -89.2854\tvalid_0's huber: 27.926\n",
"[61]\tvalid_0's poisson: -89.3189\tvalid_0's huber: 27.8959\n",
"[62]\tvalid_0's poisson: -89.3526\tvalid_0's huber: 27.8658\n",
"[63]\tvalid_0's poisson: -89.3858\tvalid_0's huber: 27.8356\n",
"[64]\tvalid_0's poisson: -89.4192\tvalid_0's huber: 27.8056\n",
"[65]\tvalid_0's poisson: -89.4526\tvalid_0's huber: 27.7755\n",
"[66]\tvalid_0's poisson: -89.4857\tvalid_0's huber: 27.7454\n",
"[67]\tvalid_0's poisson: -89.5189\tvalid_0's huber: 27.7155\n",
"[68]\tvalid_0's poisson: -89.5523\tvalid_0's huber: 27.6854\n",
"[69]\tvalid_0's poisson: -89.5851\tvalid_0's huber: 27.6554\n",
"[70]\tvalid_0's poisson: -89.6182\tvalid_0's huber: 27.6256\n",
"[71]\tvalid_0's poisson: -89.6514\tvalid_0's huber: 27.5956\n",
"[72]\tvalid_0's poisson: -89.6841\tvalid_0's huber: 27.5657\n",
"[73]\tvalid_0's poisson: -89.7172\tvalid_0's huber: 27.5358\n",
"[74]\tvalid_0's poisson: -89.7501\tvalid_0's huber: 27.506\n",
"[75]\tvalid_0's poisson: -89.7827\tvalid_0's huber: 27.4762\n",
"[76]\tvalid_0's poisson: -89.8156\tvalid_0's huber: 27.4464\n",
"[77]\tvalid_0's poisson: -89.8483\tvalid_0's huber: 27.4168\n",
"[78]\tvalid_0's poisson: -89.8807\tvalid_0's huber: 27.387\n",
"[79]\tvalid_0's poisson: -89.9134\tvalid_0's huber: 27.3573\n",
"[80]\tvalid_0's poisson: -89.946\tvalid_0's huber: 27.3277\n",
"[81]\tvalid_0's poisson: -89.9782\tvalid_0's huber: 27.2981\n",
"[82]\tvalid_0's poisson: -90.0108\tvalid_0's huber: 27.2685\n",
"[83]\tvalid_0's poisson: -90.0433\tvalid_0's huber: 27.2389\n",
"[84]\tvalid_0's poisson: -90.0758\tvalid_0's huber: 27.2094\n",
"[85]\tvalid_0's poisson: -90.1078\tvalid_0's huber: 27.1798\n",
"[86]\tvalid_0's poisson: -90.1401\tvalid_0's huber: 27.1505\n",
"[87]\tvalid_0's poisson: -90.1725\tvalid_0's huber: 27.121\n",
"[88]\tvalid_0's poisson: -90.2047\tvalid_0's huber: 27.0917\n",
"[89]\tvalid_0's poisson: -90.2364\tvalid_0's huber: 27.0625\n",
"[90]\tvalid_0's poisson: -90.2685\tvalid_0's huber: 27.0333\n",
"[91]\tvalid_0's poisson: -90.3001\tvalid_0's huber: 27.0042\n",
"[92]\tvalid_0's poisson: -90.3321\tvalid_0's huber: 26.9751\n",
"[93]\tvalid_0's poisson: -90.366\tvalid_0's huber: 26.9465\n",
"[94]\tvalid_0's poisson: -90.3977\tvalid_0's huber: 26.9173\n",
"[95]\tvalid_0's poisson: -90.4316\tvalid_0's huber: 26.8888\n",
"[96]\tvalid_0's poisson: -90.4654\tvalid_0's huber: 26.8604\n",
"[97]\tvalid_0's poisson: -90.497\tvalid_0's huber: 26.8312\n",
"[98]\tvalid_0's poisson: -90.5306\tvalid_0's huber: 26.8029\n",
"[99]\tvalid_0's poisson: -90.5643\tvalid_0's huber: 26.7745\n",
"[100]\tvalid_0's poisson: -90.5978\tvalid_0's huber: 26.746\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2005\tvalid_0's huber: 29.8532\n",
"[2]\tvalid_0's poisson: -87.2374\tvalid_0's huber: 29.8212\n",
"[3]\tvalid_0's poisson: -87.2742\tvalid_0's huber: 29.7892\n",
"[4]\tvalid_0's poisson: -87.311\tvalid_0's huber: 29.7572\n",
"[5]\tvalid_0's poisson: -87.3476\tvalid_0's huber: 29.7252\n",
"[6]\tvalid_0's poisson: -87.3843\tvalid_0's huber: 29.6933\n",
"[7]\tvalid_0's poisson: -87.4208\tvalid_0's huber: 29.6614\n",
"[8]\tvalid_0's poisson: -87.4574\tvalid_0's huber: 29.6296\n",
"[9]\tvalid_0's poisson: -87.4938\tvalid_0's huber: 29.5977\n",
"[10]\tvalid_0's poisson: -87.5302\tvalid_0's huber: 29.5659\n",
"[11]\tvalid_0's poisson: -87.5666\tvalid_0's huber: 29.5342\n",
"[12]\tvalid_0's poisson: -87.6028\tvalid_0's huber: 29.5024\n",
"[13]\tvalid_0's poisson: -87.6391\tvalid_0's huber: 29.4707\n",
"[14]\tvalid_0's poisson: -87.6749\tvalid_0's huber: 29.4394\n",
"[15]\tvalid_0's poisson: -87.711\tvalid_0's huber: 29.4078\n",
"[16]\tvalid_0's poisson: -87.7467\tvalid_0's huber: 29.3766\n",
"[17]\tvalid_0's poisson: -87.7827\tvalid_0's huber: 29.345\n",
"[18]\tvalid_0's poisson: -87.8183\tvalid_0's huber: 29.3139\n",
"[19]\tvalid_0's poisson: -87.8538\tvalid_0's huber: 29.2827\n",
"[20]\tvalid_0's poisson: -87.8896\tvalid_0's huber: 29.2512\n",
"[21]\tvalid_0's poisson: -87.9249\tvalid_0's huber: 29.2199\n",
"[22]\tvalid_0's poisson: -87.9603\tvalid_0's huber: 29.1888\n",
"[23]\tvalid_0's poisson: -87.9956\tvalid_0's huber: 29.1578\n",
"[24]\tvalid_0's poisson: -88.0308\tvalid_0's huber: 29.1265\n",
"[25]\tvalid_0's poisson: -88.0664\tvalid_0's huber: 29.0951\n",
"[26]\tvalid_0's poisson: -88.1019\tvalid_0's huber: 29.0638\n",
"[27]\tvalid_0's poisson: -88.1369\tvalid_0's huber: 29.0326\n",
"[28]\tvalid_0's poisson: -88.1722\tvalid_0's huber: 29.0013\n",
"[29]\tvalid_0's poisson: -88.2076\tvalid_0's huber: 28.9701\n",
"[30]\tvalid_0's poisson: -88.2424\tvalid_0's huber: 28.939\n",
"[31]\tvalid_0's poisson: -88.2776\tvalid_0's huber: 28.9078\n",
"[32]\tvalid_0's poisson: -88.3123\tvalid_0's huber: 28.8768\n",
"[33]\tvalid_0's poisson: -88.3474\tvalid_0's huber: 28.8457\n",
"[34]\tvalid_0's poisson: -88.3825\tvalid_0's huber: 28.8146\n",
"[35]\tvalid_0's poisson: -88.4171\tvalid_0's huber: 28.7837\n",
"[36]\tvalid_0's poisson: -88.452\tvalid_0's huber: 28.7526\n",
"[37]\tvalid_0's poisson: -88.4864\tvalid_0's huber: 28.7217\n",
"[38]\tvalid_0's poisson: -88.5213\tvalid_0's huber: 28.6908\n",
"[39]\tvalid_0's poisson: -88.5562\tvalid_0's huber: 28.6598\n",
"[40]\tvalid_0's poisson: -88.5905\tvalid_0's huber: 28.629\n",
"[41]\tvalid_0's poisson: -88.6252\tvalid_0's huber: 28.5981\n",
"[42]\tvalid_0's poisson: -88.6594\tvalid_0's huber: 28.5673\n",
"[43]\tvalid_0's poisson: -88.6941\tvalid_0's huber: 28.5364\n",
"[44]\tvalid_0's poisson: -88.7286\tvalid_0's huber: 28.5057\n",
"[45]\tvalid_0's poisson: -88.7626\tvalid_0's huber: 28.475\n",
"[46]\tvalid_0's poisson: -88.7972\tvalid_0's huber: 28.4442\n",
"[47]\tvalid_0's poisson: -88.8316\tvalid_0's huber: 28.4134\n",
"[48]\tvalid_0's poisson: -88.8655\tvalid_0's huber: 28.3828\n",
"[49]\tvalid_0's poisson: -88.8999\tvalid_0's huber: 28.3521\n",
"[50]\tvalid_0's poisson: -88.9337\tvalid_0's huber: 28.3216\n",
"[51]\tvalid_0's poisson: -88.968\tvalid_0's huber: 28.2909\n",
"[52]\tvalid_0's poisson: -89.0016\tvalid_0's huber: 28.2604\n",
"[53]\tvalid_0's poisson: -89.0353\tvalid_0's huber: 28.2299\n",
"[54]\tvalid_0's poisson: -89.0694\tvalid_0's huber: 28.1994\n",
"[55]\tvalid_0's poisson: -89.1029\tvalid_0's huber: 28.169\n",
"[56]\tvalid_0's poisson: -89.1369\tvalid_0's huber: 28.1384\n",
"[57]\tvalid_0's poisson: -89.1704\tvalid_0's huber: 28.1081\n",
"[58]\tvalid_0's poisson: -89.2043\tvalid_0's huber: 28.0776\n",
"[59]\tvalid_0's poisson: -89.2381\tvalid_0's huber: 28.0472\n",
"[60]\tvalid_0's poisson: -89.2714\tvalid_0's huber: 28.0169\n",
"[61]\tvalid_0's poisson: -89.3052\tvalid_0's huber: 27.9865\n",
"[62]\tvalid_0's poisson: -89.3383\tvalid_0's huber: 27.9563\n",
"[63]\tvalid_0's poisson: -89.372\tvalid_0's huber: 27.9259\n",
"[64]\tvalid_0's poisson: -89.4056\tvalid_0's huber: 27.8956\n",
"[65]\tvalid_0's poisson: -89.4387\tvalid_0's huber: 27.8654\n",
"[66]\tvalid_0's poisson: -89.4722\tvalid_0's huber: 27.8352\n",
"[67]\tvalid_0's poisson: -89.5055\tvalid_0's huber: 27.8051\n",
"[68]\tvalid_0's poisson: -89.5383\tvalid_0's huber: 27.775\n",
"[69]\tvalid_0's poisson: -89.5717\tvalid_0's huber: 27.7448\n",
"[70]\tvalid_0's poisson: -89.605\tvalid_0's huber: 27.7147\n",
"[71]\tvalid_0's poisson: -89.6378\tvalid_0's huber: 27.6846\n",
"[72]\tvalid_0's poisson: -89.6709\tvalid_0's huber: 27.6546\n",
"[73]\tvalid_0's poisson: -89.7036\tvalid_0's huber: 27.6246\n",
"[74]\tvalid_0's poisson: -89.7367\tvalid_0's huber: 27.5946\n",
"[75]\tvalid_0's poisson: -89.7693\tvalid_0's huber: 27.5647\n",
"[76]\tvalid_0's poisson: -89.8022\tvalid_0's huber: 27.5349\n",
"[77]\tvalid_0's poisson: -89.8351\tvalid_0's huber: 27.505\n",
"[78]\tvalid_0's poisson: -89.8679\tvalid_0's huber: 27.4751\n",
"[79]\tvalid_0's poisson: -89.9005\tvalid_0's huber: 27.4452\n",
"[80]\tvalid_0's poisson: -89.9332\tvalid_0's huber: 27.4154\n",
"[81]\tvalid_0's poisson: -89.9658\tvalid_0's huber: 27.3853\n",
"[82]\tvalid_0's poisson: -89.9985\tvalid_0's huber: 27.3555\n",
"[83]\tvalid_0's poisson: -90.0307\tvalid_0's huber: 27.3258\n",
"[84]\tvalid_0's poisson: -90.0634\tvalid_0's huber: 27.296\n",
"[85]\tvalid_0's poisson: -90.0959\tvalid_0's huber: 27.266\n",
"[86]\tvalid_0's poisson: -90.1284\tvalid_0's huber: 27.2363\n",
"[87]\tvalid_0's poisson: -90.1607\tvalid_0's huber: 27.2065\n",
"[88]\tvalid_0's poisson: -90.1951\tvalid_0's huber: 27.1774\n",
"[89]\tvalid_0's poisson: -90.2273\tvalid_0's huber: 27.1476\n",
"[90]\tvalid_0's poisson: -90.2614\tvalid_0's huber: 27.1188\n",
"[91]\tvalid_0's poisson: -90.2956\tvalid_0's huber: 27.0899\n",
"[92]\tvalid_0's poisson: -90.3277\tvalid_0's huber: 27.0602\n",
"[93]\tvalid_0's poisson: -90.3618\tvalid_0's huber: 27.0313\n",
"[94]\tvalid_0's poisson: -90.3937\tvalid_0's huber: 27.0017\n",
"[95]\tvalid_0's poisson: -90.4278\tvalid_0's huber: 26.9728\n",
"[96]\tvalid_0's poisson: -90.4617\tvalid_0's huber: 26.9441\n",
"[97]\tvalid_0's poisson: -90.4956\tvalid_0's huber: 26.9153\n",
"[98]\tvalid_0's poisson: -90.5274\tvalid_0's huber: 26.8858\n",
"[99]\tvalid_0's poisson: -90.561\tvalid_0's huber: 26.8573\n",
"[100]\tvalid_0's poisson: -90.5948\tvalid_0's huber: 26.8285\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.706\tvalid_0's huber: 29.3391\n",
"[2]\tvalid_0's poisson: -88.2321\tvalid_0's huber: 28.8745\n",
"[3]\tvalid_0's poisson: -88.7473\tvalid_0's huber: 28.4171\n",
"[4]\tvalid_0's poisson: -89.2448\tvalid_0's huber: 27.9656\n",
"[5]\tvalid_0's poisson: -89.7361\tvalid_0's huber: 27.5209\n",
"[6]\tvalid_0's poisson: -90.2148\tvalid_0's huber: 27.0833\n",
"[7]\tvalid_0's poisson: -90.6818\tvalid_0's huber: 26.647\n",
"[8]\tvalid_0's poisson: -91.1341\tvalid_0's huber: 26.223\n",
"[9]\tvalid_0's poisson: -91.5819\tvalid_0's huber: 25.8061\n",
"[10]\tvalid_0's poisson: -92.0172\tvalid_0's huber: 25.3906\n",
"[11]\tvalid_0's poisson: -92.4464\tvalid_0's huber: 24.9768\n",
"[12]\tvalid_0's poisson: -92.8613\tvalid_0's huber: 24.5801\n",
"[13]\tvalid_0's poisson: -93.2693\tvalid_0's huber: 24.1807\n",
"[14]\tvalid_0's poisson: -93.6682\tvalid_0's huber: 23.7901\n",
"[15]\tvalid_0's poisson: -94.0598\tvalid_0's huber: 23.4032\n",
"[16]\tvalid_0's poisson: -94.4399\tvalid_0's huber: 23.0248\n",
"[17]\tvalid_0's poisson: -94.8112\tvalid_0's huber: 22.653\n",
"[18]\tvalid_0's poisson: -95.2022\tvalid_0's huber: 22.2971\n",
"[19]\tvalid_0's poisson: -95.5836\tvalid_0's huber: 21.9371\n",
"[20]\tvalid_0's poisson: -95.9496\tvalid_0's huber: 21.5849\n",
"[21]\tvalid_0's poisson: -96.32\tvalid_0's huber: 21.2459\n",
"[22]\tvalid_0's poisson: -96.6774\tvalid_0's huber: 20.9018\n",
"[23]\tvalid_0's poisson: -97.0231\tvalid_0's huber: 20.5765\n",
"[24]\tvalid_0's poisson: -97.3532\tvalid_0's huber: 20.2522\n",
"[25]\tvalid_0's poisson: -97.6707\tvalid_0's huber: 19.9397\n",
"[26]\tvalid_0's poisson: -97.9936\tvalid_0's huber: 19.6394\n",
"[27]\tvalid_0's poisson: -98.3018\tvalid_0's huber: 19.3358\n",
"[28]\tvalid_0's poisson: -98.5901\tvalid_0's huber: 19.0504\n",
"[29]\tvalid_0's poisson: -98.8664\tvalid_0's huber: 18.7749\n",
"[30]\tvalid_0's poisson: -99.1447\tvalid_0's huber: 18.4826\n",
"[31]\tvalid_0's poisson: -99.4054\tvalid_0's huber: 18.2091\n",
"[32]\tvalid_0's poisson: -99.6598\tvalid_0's huber: 17.9551\n",
"[33]\tvalid_0's poisson: -99.8952\tvalid_0's huber: 17.7051\n",
"[34]\tvalid_0's poisson: -100.114\tvalid_0's huber: 17.4663\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[35]\tvalid_0's poisson: -100.318\tvalid_0's huber: 17.2413\n",
"[36]\tvalid_0's poisson: -100.521\tvalid_0's huber: 17.0399\n",
"[37]\tvalid_0's poisson: -100.723\tvalid_0's huber: 16.8448\n",
"[38]\tvalid_0's poisson: -100.912\tvalid_0's huber: 16.6623\n",
"[39]\tvalid_0's poisson: -101.087\tvalid_0's huber: 16.4944\n",
"[40]\tvalid_0's poisson: -101.251\tvalid_0's huber: 16.3299\n",
"[41]\tvalid_0's poisson: -101.399\tvalid_0's huber: 16.1876\n",
"[42]\tvalid_0's poisson: -101.526\tvalid_0's huber: 16.0602\n",
"[43]\tvalid_0's poisson: -101.591\tvalid_0's huber: 15.9424\n",
"[44]\tvalid_0's poisson: -101.687\tvalid_0's huber: 15.8387\n",
"[45]\tvalid_0's poisson: -101.788\tvalid_0's huber: 15.7396\n",
"[46]\tvalid_0's poisson: -101.885\tvalid_0's huber: 15.6465\n",
"[47]\tvalid_0's poisson: -101.936\tvalid_0's huber: 15.5642\n",
"[48]\tvalid_0's poisson: -102.001\tvalid_0's huber: 15.4868\n",
"[49]\tvalid_0's poisson: -102.065\tvalid_0's huber: 15.415\n",
"[50]\tvalid_0's poisson: -102.137\tvalid_0's huber: 15.3502\n",
"[51]\tvalid_0's poisson: -102.195\tvalid_0's huber: 15.2857\n",
"[52]\tvalid_0's poisson: -102.263\tvalid_0's huber: 15.2294\n",
"[53]\tvalid_0's poisson: -102.303\tvalid_0's huber: 15.1764\n",
"[54]\tvalid_0's poisson: -102.356\tvalid_0's huber: 15.1228\n",
"[55]\tvalid_0's poisson: -102.375\tvalid_0's huber: 15.0752\n",
"[56]\tvalid_0's poisson: -102.417\tvalid_0's huber: 15.0187\n",
"[57]\tvalid_0's poisson: -102.37\tvalid_0's huber: 14.9694\n",
"[58]\tvalid_0's poisson: -102.403\tvalid_0's huber: 14.9181\n",
"[59]\tvalid_0's poisson: -102.432\tvalid_0's huber: 14.8687\n",
"[60]\tvalid_0's poisson: -102.494\tvalid_0's huber: 14.8231\n",
"[61]\tvalid_0's poisson: -102.432\tvalid_0's huber: 14.7812\n",
"[62]\tvalid_0's poisson: -102.499\tvalid_0's huber: 14.7358\n",
"[63]\tvalid_0's poisson: -102.524\tvalid_0's huber: 14.6966\n",
"[64]\tvalid_0's poisson: -102.577\tvalid_0's huber: 14.6606\n",
"[65]\tvalid_0's poisson: -102.635\tvalid_0's huber: 14.6152\n",
"[66]\tvalid_0's poisson: -102.682\tvalid_0's huber: 14.5756\n",
"[67]\tvalid_0's poisson: -102.871\tvalid_0's huber: 14.5057\n",
"[68]\tvalid_0's poisson: -102.929\tvalid_0's huber: 14.4429\n",
"[69]\tvalid_0's poisson: -103.018\tvalid_0's huber: 14.3839\n",
"[70]\tvalid_0's poisson: -103.084\tvalid_0's huber: 14.3295\n",
"[71]\tvalid_0's poisson: -103.144\tvalid_0's huber: 14.2796\n",
"[72]\tvalid_0's poisson: -103.215\tvalid_0's huber: 14.2296\n",
"[73]\tvalid_0's poisson: -103.291\tvalid_0's huber: 14.1803\n",
"[74]\tvalid_0's poisson: -103.325\tvalid_0's huber: 14.1275\n",
"[75]\tvalid_0's poisson: -103.357\tvalid_0's huber: 14.0764\n",
"[76]\tvalid_0's poisson: -103.435\tvalid_0's huber: 14.0292\n",
"[77]\tvalid_0's poisson: -103.506\tvalid_0's huber: 13.9861\n",
"[78]\tvalid_0's poisson: -103.545\tvalid_0's huber: 13.9394\n",
"[79]\tvalid_0's poisson: -103.641\tvalid_0's huber: 13.8957\n",
"[80]\tvalid_0's poisson: -103.664\tvalid_0's huber: 13.8527\n",
"[81]\tvalid_0's poisson: -103.743\tvalid_0's huber: 13.8112\n",
"[82]\tvalid_0's poisson: -103.791\tvalid_0's huber: 13.7723\n",
"[83]\tvalid_0's poisson: -103.898\tvalid_0's huber: 13.7344\n",
"[84]\tvalid_0's poisson: -103.951\tvalid_0's huber: 13.6966\n",
"[85]\tvalid_0's poisson: -104.004\tvalid_0's huber: 13.6614\n",
"[86]\tvalid_0's poisson: -104.041\tvalid_0's huber: 13.613\n",
"[87]\tvalid_0's poisson: -104.189\tvalid_0's huber: 13.5705\n",
"[88]\tvalid_0's poisson: -104.208\tvalid_0's huber: 13.5301\n",
"[89]\tvalid_0's poisson: -104.216\tvalid_0's huber: 13.4931\n",
"[90]\tvalid_0's poisson: -104.156\tvalid_0's huber: 13.4566\n",
"[91]\tvalid_0's poisson: -104.305\tvalid_0's huber: 13.4209\n",
"[92]\tvalid_0's poisson: -104.296\tvalid_0's huber: 13.3857\n",
"[93]\tvalid_0's poisson: -104.287\tvalid_0's huber: 13.3542\n",
"[94]\tvalid_0's poisson: -104.358\tvalid_0's huber: 13.3191\n",
"[95]\tvalid_0's poisson: -104.395\tvalid_0's huber: 13.2892\n",
"[96]\tvalid_0's poisson: -104.44\tvalid_0's huber: 13.2581\n",
"[97]\tvalid_0's poisson: -104.537\tvalid_0's huber: 13.2298\n",
"[98]\tvalid_0's poisson: -104.514\tvalid_0's huber: 13.2048\n",
"[99]\tvalid_0's poisson: -104.532\tvalid_0's huber: 13.172\n",
"[100]\tvalid_0's poisson: -104.546\tvalid_0's huber: 13.1419\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7152\tvalid_0's huber: 29.3314\n",
"[2]\tvalid_0's poisson: -88.2426\tvalid_0's huber: 28.8601\n",
"[3]\tvalid_0's poisson: -88.7563\tvalid_0's huber: 28.3957\n",
"[4]\tvalid_0's poisson: -89.267\tvalid_0's huber: 27.9347\n",
"[5]\tvalid_0's poisson: -89.7592\tvalid_0's huber: 27.4812\n",
"[6]\tvalid_0's poisson: -90.2389\tvalid_0's huber: 27.0343\n",
"[7]\tvalid_0's poisson: -90.7129\tvalid_0's huber: 26.5965\n",
"[8]\tvalid_0's poisson: -91.1763\tvalid_0's huber: 26.1675\n",
"[9]\tvalid_0's poisson: -91.6234\tvalid_0's huber: 25.745\n",
"[10]\tvalid_0's poisson: -92.0637\tvalid_0's huber: 25.331\n",
"[11]\tvalid_0's poisson: -92.4887\tvalid_0's huber: 24.922\n",
"[12]\tvalid_0's poisson: -92.9092\tvalid_0's huber: 24.5204\n",
"[13]\tvalid_0's poisson: -93.3142\tvalid_0's huber: 24.1253\n",
"[14]\tvalid_0's poisson: -93.7133\tvalid_0's huber: 23.7303\n",
"[15]\tvalid_0's poisson: -94.1229\tvalid_0's huber: 23.3479\n",
"[16]\tvalid_0's poisson: -94.5028\tvalid_0's huber: 22.9695\n",
"[17]\tvalid_0's poisson: -94.874\tvalid_0's huber: 22.5982\n",
"[18]\tvalid_0's poisson: -95.2567\tvalid_0's huber: 22.236\n",
"[19]\tvalid_0's poisson: -95.6165\tvalid_0's huber: 21.8733\n",
"[20]\tvalid_0's poisson: -95.9824\tvalid_0's huber: 21.5233\n",
"[21]\tvalid_0's poisson: -96.3446\tvalid_0's huber: 21.1878\n",
"[22]\tvalid_0's poisson: -96.6979\tvalid_0's huber: 20.8477\n",
"[23]\tvalid_0's poisson: -97.0315\tvalid_0's huber: 20.5202\n",
"[24]\tvalid_0's poisson: -97.3535\tvalid_0's huber: 20.203\n",
"[25]\tvalid_0's poisson: -97.6846\tvalid_0's huber: 19.8968\n",
"[26]\tvalid_0's poisson: -97.9989\tvalid_0's huber: 19.5672\n",
"[27]\tvalid_0's poisson: -98.304\tvalid_0's huber: 19.2784\n",
"[28]\tvalid_0's poisson: -98.6009\tvalid_0's huber: 18.9678\n",
"[29]\tvalid_0's poisson: -98.8961\tvalid_0's huber: 18.695\n",
"[30]\tvalid_0's poisson: -99.1568\tvalid_0's huber: 18.4148\n",
"[31]\tvalid_0's poisson: -99.4192\tvalid_0's huber: 18.151\n",
"[32]\tvalid_0's poisson: -99.669\tvalid_0's huber: 17.8989\n",
"[33]\tvalid_0's poisson: -99.9052\tvalid_0's huber: 17.6554\n",
"[34]\tvalid_0's poisson: -100.122\tvalid_0's huber: 17.4196\n",
"[35]\tvalid_0's poisson: -100.324\tvalid_0's huber: 17.1946\n",
"[36]\tvalid_0's poisson: -100.514\tvalid_0's huber: 16.9851\n",
"[37]\tvalid_0's poisson: -100.699\tvalid_0's huber: 16.7957\n",
"[38]\tvalid_0's poisson: -100.89\tvalid_0's huber: 16.6096\n",
"[39]\tvalid_0's poisson: -101.065\tvalid_0's huber: 16.4388\n",
"[40]\tvalid_0's poisson: -101.222\tvalid_0's huber: 16.2803\n",
"[41]\tvalid_0's poisson: -101.369\tvalid_0's huber: 16.1375\n",
"[42]\tvalid_0's poisson: -101.493\tvalid_0's huber: 16.0103\n",
"[43]\tvalid_0's poisson: -101.55\tvalid_0's huber: 15.8992\n",
"[44]\tvalid_0's poisson: -101.65\tvalid_0's huber: 15.7966\n",
"[45]\tvalid_0's poisson: -101.707\tvalid_0's huber: 15.7022\n",
"[46]\tvalid_0's poisson: -101.826\tvalid_0's huber: 15.614\n",
"[47]\tvalid_0's poisson: -101.888\tvalid_0's huber: 15.5384\n",
"[48]\tvalid_0's poisson: -101.961\tvalid_0's huber: 15.4583\n",
"[49]\tvalid_0's poisson: -101.989\tvalid_0's huber: 15.3901\n",
"[50]\tvalid_0's poisson: -102.014\tvalid_0's huber: 15.3206\n",
"[51]\tvalid_0's poisson: -102.118\tvalid_0's huber: 15.2442\n",
"[52]\tvalid_0's poisson: -102.17\tvalid_0's huber: 15.1805\n",
"[53]\tvalid_0's poisson: -102.237\tvalid_0's huber: 15.1262\n",
"[54]\tvalid_0's poisson: -102.205\tvalid_0's huber: 15.0725\n",
"[55]\tvalid_0's poisson: -102.265\tvalid_0's huber: 15.015\n",
"[56]\tvalid_0's poisson: -102.307\tvalid_0's huber: 14.9621\n",
"[57]\tvalid_0's poisson: -102.319\tvalid_0's huber: 14.907\n",
"[58]\tvalid_0's poisson: -102.33\tvalid_0's huber: 14.8583\n",
"[59]\tvalid_0's poisson: -102.427\tvalid_0's huber: 14.8065\n",
"[60]\tvalid_0's poisson: -102.468\tvalid_0's huber: 14.7595\n",
"[61]\tvalid_0's poisson: -102.517\tvalid_0's huber: 14.7147\n",
"[62]\tvalid_0's poisson: -102.579\tvalid_0's huber: 14.6682\n",
"[63]\tvalid_0's poisson: -102.669\tvalid_0's huber: 14.6254\n",
"[64]\tvalid_0's poisson: -102.759\tvalid_0's huber: 14.5862\n",
"[65]\tvalid_0's poisson: -102.768\tvalid_0's huber: 14.5451\n",
"[66]\tvalid_0's poisson: -102.846\tvalid_0's huber: 14.508\n",
"[67]\tvalid_0's poisson: -102.903\tvalid_0's huber: 14.4722\n",
"[68]\tvalid_0's poisson: -102.916\tvalid_0's huber: 14.4386\n",
"[69]\tvalid_0's poisson: -102.969\tvalid_0's huber: 14.4053\n",
"[70]\tvalid_0's poisson: -103.076\tvalid_0's huber: 14.3383\n",
"[71]\tvalid_0's poisson: -103.166\tvalid_0's huber: 14.2772\n",
"[72]\tvalid_0's poisson: -103.275\tvalid_0's huber: 14.2197\n",
"[73]\tvalid_0's poisson: -103.315\tvalid_0's huber: 14.1666\n",
"[74]\tvalid_0's poisson: -103.425\tvalid_0's huber: 14.1149\n",
"[75]\tvalid_0's poisson: -103.434\tvalid_0's huber: 14.0596\n",
"[76]\tvalid_0's poisson: -103.595\tvalid_0's huber: 14.0034\n",
"[77]\tvalid_0's poisson: -103.669\tvalid_0's huber: 13.953\n",
"[78]\tvalid_0's poisson: -103.758\tvalid_0's huber: 13.9038\n",
"[79]\tvalid_0's poisson: -103.796\tvalid_0's huber: 13.8584\n",
"[80]\tvalid_0's poisson: -103.808\tvalid_0's huber: 13.8126\n",
"[81]\tvalid_0's poisson: -103.878\tvalid_0's huber: 13.7716\n",
"[82]\tvalid_0's poisson: -103.946\tvalid_0's huber: 13.7293\n",
"[83]\tvalid_0's poisson: -104.05\tvalid_0's huber: 13.6893\n",
"[84]\tvalid_0's poisson: -104.092\tvalid_0's huber: 13.6506\n",
"[85]\tvalid_0's poisson: -104.107\tvalid_0's huber: 13.609\n",
"[86]\tvalid_0's poisson: -104.175\tvalid_0's huber: 13.5707\n",
"[87]\tvalid_0's poisson: -104.235\tvalid_0's huber: 13.5345\n",
"[88]\tvalid_0's poisson: -104.278\tvalid_0's huber: 13.4965\n",
"[89]\tvalid_0's poisson: -104.305\tvalid_0's huber: 13.4643\n",
"[90]\tvalid_0's poisson: -104.345\tvalid_0's huber: 13.4274\n",
"[91]\tvalid_0's poisson: -104.387\tvalid_0's huber: 13.3936\n",
"[92]\tvalid_0's poisson: -104.427\tvalid_0's huber: 13.3607\n",
"[93]\tvalid_0's poisson: -104.439\tvalid_0's huber: 13.3304\n",
"[94]\tvalid_0's poisson: -104.465\tvalid_0's huber: 13.3012\n",
"[95]\tvalid_0's poisson: -104.5\tvalid_0's huber: 13.2725\n",
"[96]\tvalid_0's poisson: -104.535\tvalid_0's huber: 13.2452\n",
"[97]\tvalid_0's poisson: -104.575\tvalid_0's huber: 13.2148\n",
"[98]\tvalid_0's poisson: -104.611\tvalid_0's huber: 13.1882\n",
"[99]\tvalid_0's poisson: -104.637\tvalid_0's huber: 13.1631\n",
"[100]\tvalid_0's poisson: -104.67\tvalid_0's huber: 13.1376\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7053\tvalid_0's huber: 29.3673\n",
"[2]\tvalid_0's poisson: -88.2286\tvalid_0's huber: 28.8987\n",
"[3]\tvalid_0's poisson: -88.7456\tvalid_0's huber: 28.4377\n",
"[4]\tvalid_0's poisson: -89.2436\tvalid_0's huber: 27.984\n",
"[5]\tvalid_0's poisson: -89.7346\tvalid_0's huber: 27.5386\n",
"[6]\tvalid_0's poisson: -90.2176\tvalid_0's huber: 27.0978\n",
"[7]\tvalid_0's poisson: -90.6848\tvalid_0's huber: 26.6638\n",
"[8]\tvalid_0's poisson: -91.1448\tvalid_0's huber: 26.2382\n",
"[9]\tvalid_0's poisson: -91.5933\tvalid_0's huber: 25.8211\n",
"[10]\tvalid_0's poisson: -92.0357\tvalid_0's huber: 25.3986\n",
"[11]\tvalid_0's poisson: -92.4657\tvalid_0's huber: 24.9838\n",
"[12]\tvalid_0's poisson: -92.9068\tvalid_0's huber: 24.5943\n",
"[13]\tvalid_0's poisson: -93.3369\tvalid_0's huber: 24.1985\n",
"[14]\tvalid_0's poisson: -93.7577\tvalid_0's huber: 23.8094\n",
"[15]\tvalid_0's poisson: -94.1516\tvalid_0's huber: 23.4271\n",
"[16]\tvalid_0's poisson: -94.5511\tvalid_0's huber: 23.0516\n",
"[17]\tvalid_0's poisson: -94.941\tvalid_0's huber: 22.6822\n",
"[18]\tvalid_0's poisson: -95.3254\tvalid_0's huber: 22.3181\n",
"[19]\tvalid_0's poisson: -95.6827\tvalid_0's huber: 21.9567\n",
"[20]\tvalid_0's poisson: -96.0327\tvalid_0's huber: 21.5998\n",
"[21]\tvalid_0's poisson: -96.3968\tvalid_0's huber: 21.2637\n",
"[22]\tvalid_0's poisson: -96.7405\tvalid_0's huber: 20.9274\n",
"[23]\tvalid_0's poisson: -97.073\tvalid_0's huber: 20.6007\n",
"[24]\tvalid_0's poisson: -97.3976\tvalid_0's huber: 20.2713\n",
"[25]\tvalid_0's poisson: -97.7322\tvalid_0's huber: 19.9606\n",
"[26]\tvalid_0's poisson: -98.0439\tvalid_0's huber: 19.6331\n",
"[27]\tvalid_0's poisson: -98.3592\tvalid_0's huber: 19.3388\n",
"[28]\tvalid_0's poisson: -98.6524\tvalid_0's huber: 19.0283\n",
"[29]\tvalid_0's poisson: -98.9362\tvalid_0's huber: 18.7564\n",
"[30]\tvalid_0's poisson: -99.2049\tvalid_0's huber: 18.4891\n",
"[31]\tvalid_0's poisson: -99.4716\tvalid_0's huber: 18.2202\n",
"[32]\tvalid_0's poisson: -99.7252\tvalid_0's huber: 17.9539\n",
"[33]\tvalid_0's poisson: -99.9655\tvalid_0's huber: 17.711\n",
"[34]\tvalid_0's poisson: -100.194\tvalid_0's huber: 17.4754\n",
"[35]\tvalid_0's poisson: -100.401\tvalid_0's huber: 17.2465\n",
"[36]\tvalid_0's poisson: -100.594\tvalid_0's huber: 17.032\n",
"[37]\tvalid_0's poisson: -100.794\tvalid_0's huber: 16.8349\n",
"[38]\tvalid_0's poisson: -100.983\tvalid_0's huber: 16.6493\n",
"[39]\tvalid_0's poisson: -101.151\tvalid_0's huber: 16.4785\n",
"[40]\tvalid_0's poisson: -101.315\tvalid_0's huber: 16.3194\n",
"[41]\tvalid_0's poisson: -101.467\tvalid_0's huber: 16.1666\n",
"[42]\tvalid_0's poisson: -101.596\tvalid_0's huber: 16.032\n",
"[43]\tvalid_0's poisson: -101.707\tvalid_0's huber: 15.9157\n",
"[44]\tvalid_0's poisson: -101.786\tvalid_0's huber: 15.8182\n",
"[45]\tvalid_0's poisson: -101.817\tvalid_0's huber: 15.7213\n",
"[46]\tvalid_0's poisson: -101.901\tvalid_0's huber: 15.6278\n",
"[47]\tvalid_0's poisson: -101.983\tvalid_0's huber: 15.5419\n",
"[48]\tvalid_0's poisson: -102.041\tvalid_0's huber: 15.4624\n",
"[49]\tvalid_0's poisson: -102.092\tvalid_0's huber: 15.3912\n",
"[50]\tvalid_0's poisson: -102.185\tvalid_0's huber: 15.3265\n",
"[51]\tvalid_0's poisson: -102.234\tvalid_0's huber: 15.2521\n",
"[52]\tvalid_0's poisson: -102.278\tvalid_0's huber: 15.1851\n",
"[53]\tvalid_0's poisson: -102.359\tvalid_0's huber: 15.127\n",
"[54]\tvalid_0's poisson: -102.414\tvalid_0's huber: 15.0751\n",
"[55]\tvalid_0's poisson: -102.452\tvalid_0's huber: 15.0149\n",
"[56]\tvalid_0's poisson: -102.508\tvalid_0's huber: 14.956\n",
"[57]\tvalid_0's poisson: -102.547\tvalid_0's huber: 14.9108\n",
"[58]\tvalid_0's poisson: -102.62\tvalid_0's huber: 14.858\n",
"[59]\tvalid_0's poisson: -102.639\tvalid_0's huber: 14.8065\n",
"[60]\tvalid_0's poisson: -102.698\tvalid_0's huber: 14.749\n",
"[61]\tvalid_0's poisson: -102.705\tvalid_0's huber: 14.7059\n",
"[62]\tvalid_0's poisson: -102.746\tvalid_0's huber: 14.6551\n",
"[63]\tvalid_0's poisson: -102.821\tvalid_0's huber: 14.6077\n",
"[64]\tvalid_0's poisson: -102.845\tvalid_0's huber: 14.5677\n",
"[65]\tvalid_0's poisson: -102.897\tvalid_0's huber: 14.5276\n",
"[66]\tvalid_0's poisson: -102.848\tvalid_0's huber: 14.4871\n",
"[67]\tvalid_0's poisson: -102.936\tvalid_0's huber: 14.4525\n",
"[68]\tvalid_0's poisson: -102.948\tvalid_0's huber: 14.4175\n",
"[69]\tvalid_0's poisson: -102.984\tvalid_0's huber: 14.3853\n",
"[70]\tvalid_0's poisson: -103.04\tvalid_0's huber: 14.3509\n",
"[71]\tvalid_0's poisson: -103.092\tvalid_0's huber: 14.3179\n",
"[72]\tvalid_0's poisson: -103.269\tvalid_0's huber: 14.2463\n",
"[73]\tvalid_0's poisson: -103.371\tvalid_0's huber: 14.1848\n",
"[74]\tvalid_0's poisson: -103.424\tvalid_0's huber: 14.1266\n",
"[75]\tvalid_0's poisson: -103.481\tvalid_0's huber: 14.0718\n",
"[76]\tvalid_0's poisson: -103.539\tvalid_0's huber: 14.0204\n",
"[77]\tvalid_0's poisson: -103.615\tvalid_0's huber: 13.9725\n",
"[78]\tvalid_0's poisson: -103.752\tvalid_0's huber: 13.9253\n",
"[79]\tvalid_0's poisson: -103.821\tvalid_0's huber: 13.88\n",
"[80]\tvalid_0's poisson: -103.83\tvalid_0's huber: 13.837\n",
"[81]\tvalid_0's poisson: -103.92\tvalid_0's huber: 13.7961\n",
"[82]\tvalid_0's poisson: -104.013\tvalid_0's huber: 13.757\n",
"[83]\tvalid_0's poisson: -104.033\tvalid_0's huber: 13.7207\n",
"[84]\tvalid_0's poisson: -104.083\tvalid_0's huber: 13.6838\n",
"[85]\tvalid_0's poisson: -104.106\tvalid_0's huber: 13.6477\n",
"[86]\tvalid_0's poisson: -104.158\tvalid_0's huber: 13.6102\n",
"[87]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.5728\n",
"[88]\tvalid_0's poisson: -104.256\tvalid_0's huber: 13.5363\n",
"[89]\tvalid_0's poisson: -104.292\tvalid_0's huber: 13.5014\n",
"[90]\tvalid_0's poisson: -104.336\tvalid_0's huber: 13.4697\n",
"[91]\tvalid_0's poisson: -104.376\tvalid_0's huber: 13.4329\n",
"[92]\tvalid_0's poisson: -104.414\tvalid_0's huber: 13.4009\n",
"[93]\tvalid_0's poisson: -104.424\tvalid_0's huber: 13.3686\n",
"[94]\tvalid_0's poisson: -104.428\tvalid_0's huber: 13.3351\n",
"[95]\tvalid_0's poisson: -104.43\tvalid_0's huber: 13.3052\n",
"[96]\tvalid_0's poisson: -104.467\tvalid_0's huber: 13.2769\n",
"[97]\tvalid_0's poisson: -104.512\tvalid_0's huber: 13.2452\n",
"[98]\tvalid_0's poisson: -104.524\tvalid_0's huber: 13.2189\n",
"[99]\tvalid_0's poisson: -104.568\tvalid_0's huber: 13.1935\n",
"[100]\tvalid_0's poisson: -104.586\tvalid_0's huber: 13.167\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7107\tvalid_0's huber: 29.3203\n",
"[2]\tvalid_0's poisson: -88.2322\tvalid_0's huber: 28.8547\n",
"[3]\tvalid_0's poisson: -88.7462\tvalid_0's huber: 28.3975\n",
"[4]\tvalid_0's poisson: -89.2422\tvalid_0's huber: 27.9468\n",
"[5]\tvalid_0's poisson: -89.7343\tvalid_0's huber: 27.5014\n",
"[6]\tvalid_0's poisson: -90.2105\tvalid_0's huber: 27.0611\n",
"[7]\tvalid_0's poisson: -90.6799\tvalid_0's huber: 26.6295\n",
"[8]\tvalid_0's poisson: -91.1422\tvalid_0's huber: 26.1941\n",
"[9]\tvalid_0's poisson: -91.5875\tvalid_0's huber: 25.7794\n",
"[10]\tvalid_0's poisson: -92.0257\tvalid_0's huber: 25.359\n",
"[11]\tvalid_0's poisson: -92.4508\tvalid_0's huber: 24.952\n",
"[12]\tvalid_0's poisson: -92.8699\tvalid_0's huber: 24.5523\n",
"[13]\tvalid_0's poisson: -93.3023\tvalid_0's huber: 24.1561\n",
"[14]\tvalid_0's poisson: -93.7236\tvalid_0's huber: 23.7671\n",
"[15]\tvalid_0's poisson: -94.1402\tvalid_0's huber: 23.3942\n",
"[16]\tvalid_0's poisson: -94.5233\tvalid_0's huber: 23.0122\n",
"[17]\tvalid_0's poisson: -94.8944\tvalid_0's huber: 22.6424\n",
"[18]\tvalid_0's poisson: -95.2796\tvalid_0's huber: 22.2794\n",
"[19]\tvalid_0's poisson: -95.6366\tvalid_0's huber: 21.9191\n",
"[20]\tvalid_0's poisson: -95.9876\tvalid_0's huber: 21.5625\n",
"[21]\tvalid_0's poisson: -96.3596\tvalid_0's huber: 21.2245\n",
"[22]\tvalid_0's poisson: -96.7057\tvalid_0's huber: 20.8873\n",
"[23]\tvalid_0's poisson: -97.0405\tvalid_0's huber: 20.5598\n",
"[24]\tvalid_0's poisson: -97.3738\tvalid_0's huber: 20.2453\n",
"[25]\tvalid_0's poisson: -97.6884\tvalid_0's huber: 19.9341\n",
"[26]\tvalid_0's poisson: -97.9903\tvalid_0's huber: 19.6336\n",
"[27]\tvalid_0's poisson: -98.2951\tvalid_0's huber: 19.3131\n",
"[28]\tvalid_0's poisson: -98.5949\tvalid_0's huber: 19.0332\n",
"[29]\tvalid_0's poisson: -98.881\tvalid_0's huber: 18.7318\n",
"[30]\tvalid_0's poisson: -99.1699\tvalid_0's huber: 18.4664\n",
"[31]\tvalid_0's poisson: -99.4231\tvalid_0's huber: 18.1945\n",
"[32]\tvalid_0's poisson: -99.6753\tvalid_0's huber: 17.9397\n",
"[33]\tvalid_0's poisson: -99.9144\tvalid_0's huber: 17.6974\n",
"[34]\tvalid_0's poisson: -100.141\tvalid_0's huber: 17.4632\n",
"[35]\tvalid_0's poisson: -100.347\tvalid_0's huber: 17.2333\n",
"[36]\tvalid_0's poisson: -100.54\tvalid_0's huber: 17.0225\n",
"[37]\tvalid_0's poisson: -100.73\tvalid_0's huber: 16.831\n",
"[38]\tvalid_0's poisson: -100.918\tvalid_0's huber: 16.6474\n",
"[39]\tvalid_0's poisson: -101.092\tvalid_0's huber: 16.4788\n",
"[40]\tvalid_0's poisson: -101.251\tvalid_0's huber: 16.3242\n",
"[41]\tvalid_0's poisson: -101.392\tvalid_0's huber: 16.1829\n",
"[42]\tvalid_0's poisson: -101.515\tvalid_0's huber: 16.0537\n",
"[43]\tvalid_0's poisson: -101.533\tvalid_0's huber: 15.9348\n",
"[44]\tvalid_0's poisson: -101.634\tvalid_0's huber: 15.8284\n",
"[45]\tvalid_0's poisson: -101.732\tvalid_0's huber: 15.73\n",
"[46]\tvalid_0's poisson: -101.821\tvalid_0's huber: 15.6351\n",
"[47]\tvalid_0's poisson: -101.905\tvalid_0's huber: 15.5488\n",
"[48]\tvalid_0's poisson: -101.982\tvalid_0's huber: 15.4703\n",
"[49]\tvalid_0's poisson: -102.042\tvalid_0's huber: 15.4032\n",
"[50]\tvalid_0's poisson: -102.115\tvalid_0's huber: 15.3395\n",
"[51]\tvalid_0's poisson: -102.131\tvalid_0's huber: 15.2766\n",
"[52]\tvalid_0's poisson: -102.18\tvalid_0's huber: 15.2191\n",
"[53]\tvalid_0's poisson: -102.242\tvalid_0's huber: 15.1662\n",
"[54]\tvalid_0's poisson: -102.283\tvalid_0's huber: 15.1147\n",
"[55]\tvalid_0's poisson: -102.355\tvalid_0's huber: 15.0595\n",
"[56]\tvalid_0's poisson: -102.413\tvalid_0's huber: 15.0077\n",
"[57]\tvalid_0's poisson: -102.385\tvalid_0's huber: 14.9566\n",
"[58]\tvalid_0's poisson: -102.422\tvalid_0's huber: 14.9009\n",
"[59]\tvalid_0's poisson: -102.476\tvalid_0's huber: 14.8469\n",
"[60]\tvalid_0's poisson: -102.557\tvalid_0's huber: 14.796\n",
"[61]\tvalid_0's poisson: -102.56\tvalid_0's huber: 14.7545\n",
"[62]\tvalid_0's poisson: -102.639\tvalid_0's huber: 14.71\n",
"[63]\tvalid_0's poisson: -102.644\tvalid_0's huber: 14.6685\n",
"[64]\tvalid_0's poisson: -102.725\tvalid_0's huber: 14.6295\n",
"[65]\tvalid_0's poisson: -102.797\tvalid_0's huber: 14.5929\n",
"[66]\tvalid_0's poisson: -102.85\tvalid_0's huber: 14.5266\n",
"[67]\tvalid_0's poisson: -102.931\tvalid_0's huber: 14.4615\n",
"[68]\tvalid_0's poisson: -102.971\tvalid_0's huber: 14.4014\n",
"[69]\tvalid_0's poisson: -103.068\tvalid_0's huber: 14.3485\n",
"[70]\tvalid_0's poisson: -103.137\tvalid_0's huber: 14.2953\n",
"[71]\tvalid_0's poisson: -103.146\tvalid_0's huber: 14.245\n",
"[72]\tvalid_0's poisson: -103.253\tvalid_0's huber: 14.1971\n",
"[73]\tvalid_0's poisson: -103.313\tvalid_0's huber: 14.1464\n",
"[74]\tvalid_0's poisson: -103.372\tvalid_0's huber: 14.102\n",
"[75]\tvalid_0's poisson: -103.448\tvalid_0's huber: 14.0582\n",
"[76]\tvalid_0's poisson: -103.553\tvalid_0's huber: 14.0145\n",
"[77]\tvalid_0's poisson: -103.613\tvalid_0's huber: 13.9714\n",
"[78]\tvalid_0's poisson: -103.634\tvalid_0's huber: 13.9329\n",
"[79]\tvalid_0's poisson: -103.683\tvalid_0's huber: 13.8918\n",
"[80]\tvalid_0's poisson: -103.782\tvalid_0's huber: 13.855\n",
"[81]\tvalid_0's poisson: -103.835\tvalid_0's huber: 13.8085\n",
"[82]\tvalid_0's poisson: -103.877\tvalid_0's huber: 13.7703\n",
"[83]\tvalid_0's poisson: -103.977\tvalid_0's huber: 13.7326\n",
"[84]\tvalid_0's poisson: -104.029\tvalid_0's huber: 13.6922\n",
"[85]\tvalid_0's poisson: -104.094\tvalid_0's huber: 13.652\n",
"[86]\tvalid_0's poisson: -104.139\tvalid_0's huber: 13.6154\n",
"[87]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.582\n",
"[88]\tvalid_0's poisson: -104.242\tvalid_0's huber: 13.547\n",
"[89]\tvalid_0's poisson: -104.279\tvalid_0's huber: 13.5119\n",
"[90]\tvalid_0's poisson: -104.314\tvalid_0's huber: 13.4837\n",
"[91]\tvalid_0's poisson: -104.35\tvalid_0's huber: 13.449\n",
"[92]\tvalid_0's poisson: -104.399\tvalid_0's huber: 13.4163\n",
"[93]\tvalid_0's poisson: -104.41\tvalid_0's huber: 13.38\n",
"[94]\tvalid_0's poisson: -104.492\tvalid_0's huber: 13.348\n",
"[95]\tvalid_0's poisson: -104.543\tvalid_0's huber: 13.316\n",
"[96]\tvalid_0's poisson: -104.547\tvalid_0's huber: 13.2863\n",
"[97]\tvalid_0's poisson: -104.602\tvalid_0's huber: 13.2593\n",
"[98]\tvalid_0's poisson: -104.721\tvalid_0's huber: 13.2132\n",
"[99]\tvalid_0's poisson: -104.742\tvalid_0's huber: 13.1844\n",
"[100]\tvalid_0's poisson: -104.796\tvalid_0's huber: 13.1569\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.704\tvalid_0's huber: 29.4112\n",
"[2]\tvalid_0's poisson: -88.2255\tvalid_0's huber: 28.9435\n",
"[3]\tvalid_0's poisson: -88.741\tvalid_0's huber: 28.4833\n",
"[4]\tvalid_0's poisson: -89.2442\tvalid_0's huber: 28.0308\n",
"[5]\tvalid_0's poisson: -89.7311\tvalid_0's huber: 27.5832\n",
"[6]\tvalid_0's poisson: -90.214\tvalid_0's huber: 27.1413\n",
"[7]\tvalid_0's poisson: -90.6859\tvalid_0's huber: 26.707\n",
"[8]\tvalid_0's poisson: -91.1428\tvalid_0's huber: 26.2772\n",
"[9]\tvalid_0's poisson: -91.587\tvalid_0's huber: 25.8577\n",
"[10]\tvalid_0's poisson: -92.0308\tvalid_0's huber: 25.4336\n",
"[11]\tvalid_0's poisson: -92.4481\tvalid_0's huber: 25.029\n",
"[12]\tvalid_0's poisson: -92.8657\tvalid_0's huber: 24.6292\n",
"[13]\tvalid_0's poisson: -93.2755\tvalid_0's huber: 24.2269\n",
"[14]\tvalid_0's poisson: -93.6986\tvalid_0's huber: 23.8474\n",
"[15]\tvalid_0's poisson: -94.1125\tvalid_0's huber: 23.462\n",
"[16]\tvalid_0's poisson: -94.5158\tvalid_0's huber: 23.0837\n",
"[17]\tvalid_0's poisson: -94.9146\tvalid_0's huber: 22.7204\n",
"[18]\tvalid_0's poisson: -95.2828\tvalid_0's huber: 22.3479\n",
"[19]\tvalid_0's poisson: -95.6501\tvalid_0's huber: 21.9749\n",
"[20]\tvalid_0's poisson: -96.0005\tvalid_0's huber: 21.6183\n",
"[21]\tvalid_0's poisson: -96.3618\tvalid_0's huber: 21.2802\n",
"[22]\tvalid_0's poisson: -96.7092\tvalid_0's huber: 20.9416\n",
"[23]\tvalid_0's poisson: -97.0447\tvalid_0's huber: 20.6115\n",
"[24]\tvalid_0's poisson: -97.3692\tvalid_0's huber: 20.292\n",
"[25]\tvalid_0's poisson: -97.6837\tvalid_0's huber: 19.9791\n",
"[26]\tvalid_0's poisson: -97.9973\tvalid_0's huber: 19.6788\n",
"[27]\tvalid_0's poisson: -98.2986\tvalid_0's huber: 19.3603\n",
"[28]\tvalid_0's poisson: -98.5829\tvalid_0's huber: 19.075\n",
"[29]\tvalid_0's poisson: -98.8709\tvalid_0's huber: 18.8023\n",
"[30]\tvalid_0's poisson: -99.1369\tvalid_0's huber: 18.534\n",
"[31]\tvalid_0's poisson: -99.4023\tvalid_0's huber: 18.2513\n",
"[32]\tvalid_0's poisson: -99.6436\tvalid_0's huber: 17.9886\n",
"[33]\tvalid_0's poisson: -99.8847\tvalid_0's huber: 17.7432\n",
"[34]\tvalid_0's poisson: -100.111\tvalid_0's huber: 17.5073\n",
"[35]\tvalid_0's poisson: -100.316\tvalid_0's huber: 17.2777\n",
"[36]\tvalid_0's poisson: -100.51\tvalid_0's huber: 17.0645\n",
"[37]\tvalid_0's poisson: -100.703\tvalid_0's huber: 16.8701\n",
"[38]\tvalid_0's poisson: -100.895\tvalid_0's huber: 16.6809\n",
"[39]\tvalid_0's poisson: -101.072\tvalid_0's huber: 16.507\n",
"[40]\tvalid_0's poisson: -101.23\tvalid_0's huber: 16.3486\n",
"[41]\tvalid_0's poisson: -101.382\tvalid_0's huber: 16.2011\n",
"[42]\tvalid_0's poisson: -101.513\tvalid_0's huber: 16.0688\n",
"[43]\tvalid_0's poisson: -101.609\tvalid_0's huber: 15.9493\n",
"[44]\tvalid_0's poisson: -101.643\tvalid_0's huber: 15.8439\n",
"[45]\tvalid_0's poisson: -101.733\tvalid_0's huber: 15.7464\n",
"[46]\tvalid_0's poisson: -101.818\tvalid_0's huber: 15.6627\n",
"[47]\tvalid_0's poisson: -101.891\tvalid_0's huber: 15.5795\n",
"[48]\tvalid_0's poisson: -101.964\tvalid_0's huber: 15.504\n",
"[49]\tvalid_0's poisson: -102.031\tvalid_0's huber: 15.4375\n",
"[50]\tvalid_0's poisson: -102.069\tvalid_0's huber: 15.3739\n",
"[51]\tvalid_0's poisson: -102.128\tvalid_0's huber: 15.3172\n",
"[52]\tvalid_0's poisson: -102.209\tvalid_0's huber: 15.2544\n",
"[53]\tvalid_0's poisson: -102.266\tvalid_0's huber: 15.1992\n",
"[54]\tvalid_0's poisson: -102.265\tvalid_0's huber: 15.1495\n",
"[55]\tvalid_0's poisson: -102.331\tvalid_0's huber: 15.0936\n",
"[56]\tvalid_0's poisson: -102.404\tvalid_0's huber: 15.032\n",
"[57]\tvalid_0's poisson: -102.406\tvalid_0's huber: 14.9744\n",
"[58]\tvalid_0's poisson: -102.437\tvalid_0's huber: 14.9234\n",
"[59]\tvalid_0's poisson: -102.481\tvalid_0's huber: 14.873\n",
"[60]\tvalid_0's poisson: -102.511\tvalid_0's huber: 14.8261\n",
"[61]\tvalid_0's poisson: -102.571\tvalid_0's huber: 14.7532\n",
"[62]\tvalid_0's poisson: -102.644\tvalid_0's huber: 14.6863\n",
"[63]\tvalid_0's poisson: -102.739\tvalid_0's huber: 14.624\n",
"[64]\tvalid_0's poisson: -102.744\tvalid_0's huber: 14.5686\n",
"[65]\tvalid_0's poisson: -102.871\tvalid_0's huber: 14.5124\n",
"[66]\tvalid_0's poisson: -102.986\tvalid_0's huber: 14.46\n",
"[67]\tvalid_0's poisson: -103.024\tvalid_0's huber: 14.4082\n",
"[68]\tvalid_0's poisson: -103.122\tvalid_0's huber: 14.3592\n",
"[69]\tvalid_0's poisson: -103.138\tvalid_0's huber: 14.3039\n",
"[70]\tvalid_0's poisson: -103.27\tvalid_0's huber: 14.2501\n",
"[71]\tvalid_0's poisson: -103.355\tvalid_0's huber: 14.1967\n",
"[72]\tvalid_0's poisson: -103.431\tvalid_0's huber: 14.1466\n",
"[73]\tvalid_0's poisson: -103.471\tvalid_0's huber: 14.1009\n",
"[74]\tvalid_0's poisson: -103.523\tvalid_0's huber: 14.0597\n",
"[75]\tvalid_0's poisson: -103.606\tvalid_0's huber: 14.0219\n",
"[76]\tvalid_0's poisson: -103.624\tvalid_0's huber: 13.9789\n",
"[77]\tvalid_0's poisson: -103.64\tvalid_0's huber: 13.9412\n",
"[78]\tvalid_0's poisson: -103.74\tvalid_0's huber: 13.8997\n",
"[79]\tvalid_0's poisson: -103.756\tvalid_0's huber: 13.8597\n",
"[80]\tvalid_0's poisson: -103.818\tvalid_0's huber: 13.8256\n",
"[81]\tvalid_0's poisson: -103.883\tvalid_0's huber: 13.7893\n",
"[82]\tvalid_0's poisson: -103.919\tvalid_0's huber: 13.7532\n",
"[83]\tvalid_0's poisson: -103.97\tvalid_0's huber: 13.7163\n",
"[84]\tvalid_0's poisson: -104.033\tvalid_0's huber: 13.6819\n",
"[85]\tvalid_0's poisson: -104.071\tvalid_0's huber: 13.6457\n",
"[86]\tvalid_0's poisson: -104.112\tvalid_0's huber: 13.6137\n",
"[87]\tvalid_0's poisson: -104.154\tvalid_0's huber: 13.5818\n",
"[88]\tvalid_0's poisson: -104.216\tvalid_0's huber: 13.5523\n",
"[89]\tvalid_0's poisson: -104.262\tvalid_0's huber: 13.5184\n",
"[90]\tvalid_0's poisson: -104.274\tvalid_0's huber: 13.4916\n",
"[91]\tvalid_0's poisson: -104.322\tvalid_0's huber: 13.4595\n",
"[92]\tvalid_0's poisson: -104.368\tvalid_0's huber: 13.4276\n",
"[93]\tvalid_0's poisson: -104.418\tvalid_0's huber: 13.3954\n",
"[94]\tvalid_0's poisson: -104.452\tvalid_0's huber: 13.3678\n",
"[95]\tvalid_0's poisson: -104.494\tvalid_0's huber: 13.3388\n",
"[96]\tvalid_0's poisson: -104.525\tvalid_0's huber: 13.3154\n",
"[97]\tvalid_0's poisson: -104.517\tvalid_0's huber: 13.2864\n",
"[98]\tvalid_0's poisson: -104.543\tvalid_0's huber: 13.2593\n",
"[99]\tvalid_0's poisson: -104.639\tvalid_0's huber: 13.2129\n",
"[100]\tvalid_0's poisson: -104.714\tvalid_0's huber: 13.1689\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7656\tvalid_0's huber: 29.2894\n",
"[2]\tvalid_0's poisson: -88.3451\tvalid_0's huber: 28.7792\n",
"[3]\tvalid_0's poisson: -88.9099\tvalid_0's huber: 28.2785\n",
"[4]\tvalid_0's poisson: -89.4577\tvalid_0's huber: 27.782\n",
"[5]\tvalid_0's poisson: -89.9966\tvalid_0's huber: 27.2941\n",
"[6]\tvalid_0's poisson: -90.5213\tvalid_0's huber: 26.8115\n",
"[7]\tvalid_0's poisson: -91.0691\tvalid_0's huber: 26.3451\n",
"[8]\tvalid_0's poisson: -91.6043\tvalid_0's huber: 25.8865\n",
"[9]\tvalid_0's poisson: -92.1286\tvalid_0's huber: 25.4333\n",
"[10]\tvalid_0's poisson: -92.6377\tvalid_0's huber: 24.9882\n",
"[11]\tvalid_0's poisson: -93.1355\tvalid_0's huber: 24.5466\n",
"[12]\tvalid_0's poisson: -93.6292\tvalid_0's huber: 24.1117\n",
"[13]\tvalid_0's poisson: -94.1171\tvalid_0's huber: 23.6807\n",
"[14]\tvalid_0's poisson: -94.5857\tvalid_0's huber: 23.2538\n",
"[15]\tvalid_0's poisson: -95.0435\tvalid_0's huber: 22.8401\n",
"[16]\tvalid_0's poisson: -95.4964\tvalid_0's huber: 22.4198\n",
"[17]\tvalid_0's poisson: -95.9397\tvalid_0's huber: 22.0092\n",
"[18]\tvalid_0's poisson: -96.3685\tvalid_0's huber: 21.6068\n",
"[19]\tvalid_0's poisson: -96.7783\tvalid_0's huber: 21.2098\n",
"[20]\tvalid_0's poisson: -97.1954\tvalid_0's huber: 20.8111\n",
"[21]\tvalid_0's poisson: -97.5967\tvalid_0's huber: 20.4273\n",
"[22]\tvalid_0's poisson: -97.9882\tvalid_0's huber: 20.0522\n",
"[23]\tvalid_0's poisson: -98.3674\tvalid_0's huber: 19.6867\n",
"[24]\tvalid_0's poisson: -98.7295\tvalid_0's huber: 19.3231\n",
"[25]\tvalid_0's poisson: -99.0969\tvalid_0's huber: 18.9646\n",
"[26]\tvalid_0's poisson: -99.4488\tvalid_0's huber: 18.6239\n",
"[27]\tvalid_0's poisson: -99.7919\tvalid_0's huber: 18.278\n",
"[28]\tvalid_0's poisson: -100.121\tvalid_0's huber: 17.9503\n",
"[29]\tvalid_0's poisson: -100.434\tvalid_0's huber: 17.6273\n",
"[30]\tvalid_0's poisson: -100.751\tvalid_0's huber: 17.3188\n",
"[31]\tvalid_0's poisson: -101.059\tvalid_0's huber: 17.006\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[32]\tvalid_0's poisson: -101.331\tvalid_0's huber: 16.7206\n",
"[33]\tvalid_0's poisson: -101.61\tvalid_0's huber: 16.4351\n",
"[34]\tvalid_0's poisson: -101.875\tvalid_0's huber: 16.1673\n",
"[35]\tvalid_0's poisson: -102.119\tvalid_0's huber: 15.9212\n",
"[36]\tvalid_0's poisson: -102.341\tvalid_0's huber: 15.6955\n",
"[37]\tvalid_0's poisson: -102.548\tvalid_0's huber: 15.4833\n",
"[38]\tvalid_0's poisson: -102.743\tvalid_0's huber: 15.291\n",
"[39]\tvalid_0's poisson: -102.923\tvalid_0's huber: 15.1156\n",
"[40]\tvalid_0's poisson: -103.079\tvalid_0's huber: 14.9627\n",
"[41]\tvalid_0's poisson: -103.218\tvalid_0's huber: 14.828\n",
"[42]\tvalid_0's poisson: -103.315\tvalid_0's huber: 14.7206\n",
"[43]\tvalid_0's poisson: -103.412\tvalid_0's huber: 14.6231\n",
"[44]\tvalid_0's poisson: -103.488\tvalid_0's huber: 14.5323\n",
"[45]\tvalid_0's poisson: -103.539\tvalid_0's huber: 14.4512\n",
"[46]\tvalid_0's poisson: -103.581\tvalid_0's huber: 14.3744\n",
"[47]\tvalid_0's poisson: -103.646\tvalid_0's huber: 14.2948\n",
"[48]\tvalid_0's poisson: -103.717\tvalid_0's huber: 14.2297\n",
"[49]\tvalid_0's poisson: -103.784\tvalid_0's huber: 14.1582\n",
"[50]\tvalid_0's poisson: -103.856\tvalid_0's huber: 14.0816\n",
"[51]\tvalid_0's poisson: -103.915\tvalid_0's huber: 14.0118\n",
"[52]\tvalid_0's poisson: -103.953\tvalid_0's huber: 13.9491\n",
"[53]\tvalid_0's poisson: -104.047\tvalid_0's huber: 13.8852\n",
"[54]\tvalid_0's poisson: -104.095\tvalid_0's huber: 13.8285\n",
"[55]\tvalid_0's poisson: -104.149\tvalid_0's huber: 13.7611\n",
"[56]\tvalid_0's poisson: -104.212\tvalid_0's huber: 13.7018\n",
"[57]\tvalid_0's poisson: -104.246\tvalid_0's huber: 13.6438\n",
"[58]\tvalid_0's poisson: -104.271\tvalid_0's huber: 13.5858\n",
"[59]\tvalid_0's poisson: -104.297\tvalid_0's huber: 13.5417\n",
"[60]\tvalid_0's poisson: -104.366\tvalid_0's huber: 13.4814\n",
"[61]\tvalid_0's poisson: -104.45\tvalid_0's huber: 13.4109\n",
"[62]\tvalid_0's poisson: -104.477\tvalid_0's huber: 13.3465\n",
"[63]\tvalid_0's poisson: -104.488\tvalid_0's huber: 13.2933\n",
"[64]\tvalid_0's poisson: -104.524\tvalid_0's huber: 13.2342\n",
"[65]\tvalid_0's poisson: -104.56\tvalid_0's huber: 13.1798\n",
"[66]\tvalid_0's poisson: -104.618\tvalid_0's huber: 13.1267\n",
"[67]\tvalid_0's poisson: -104.685\tvalid_0's huber: 13.0738\n",
"[68]\tvalid_0's poisson: -104.745\tvalid_0's huber: 13.0225\n",
"[69]\tvalid_0's poisson: -104.833\tvalid_0's huber: 12.967\n",
"[70]\tvalid_0's poisson: -104.887\tvalid_0's huber: 12.9161\n",
"[71]\tvalid_0's poisson: -104.95\tvalid_0's huber: 12.8586\n",
"[72]\tvalid_0's poisson: -104.999\tvalid_0's huber: 12.8045\n",
"[73]\tvalid_0's poisson: -105.037\tvalid_0's huber: 12.7501\n",
"[74]\tvalid_0's poisson: -105.127\tvalid_0's huber: 12.6957\n",
"[75]\tvalid_0's poisson: -105.166\tvalid_0's huber: 12.6439\n",
"[76]\tvalid_0's poisson: -105.199\tvalid_0's huber: 12.5929\n",
"[77]\tvalid_0's poisson: -105.191\tvalid_0's huber: 12.546\n",
"[78]\tvalid_0's poisson: -105.315\tvalid_0's huber: 12.504\n",
"[79]\tvalid_0's poisson: -105.363\tvalid_0's huber: 12.4592\n",
"[80]\tvalid_0's poisson: -105.356\tvalid_0's huber: 12.4151\n",
"[81]\tvalid_0's poisson: -105.433\tvalid_0's huber: 12.3721\n",
"[82]\tvalid_0's poisson: -105.502\tvalid_0's huber: 12.3304\n",
"[83]\tvalid_0's poisson: -105.518\tvalid_0's huber: 12.2897\n",
"[84]\tvalid_0's poisson: -105.574\tvalid_0's huber: 12.2506\n",
"[85]\tvalid_0's poisson: -105.597\tvalid_0's huber: 12.2143\n",
"[86]\tvalid_0's poisson: -105.6\tvalid_0's huber: 12.1774\n",
"[87]\tvalid_0's poisson: -105.698\tvalid_0's huber: 12.1443\n",
"[88]\tvalid_0's poisson: -105.681\tvalid_0's huber: 12.1073\n",
"[89]\tvalid_0's poisson: -105.721\tvalid_0's huber: 12.0709\n",
"[90]\tvalid_0's poisson: -105.769\tvalid_0's huber: 12.0355\n",
"[91]\tvalid_0's poisson: -105.819\tvalid_0's huber: 11.9974\n",
"[92]\tvalid_0's poisson: -105.861\tvalid_0's huber: 11.9556\n",
"[93]\tvalid_0's poisson: -105.95\tvalid_0's huber: 11.9245\n",
"[94]\tvalid_0's poisson: -105.96\tvalid_0's huber: 11.8932\n",
"[95]\tvalid_0's poisson: -106.016\tvalid_0's huber: 11.8582\n",
"[96]\tvalid_0's poisson: -106.063\tvalid_0's huber: 11.8227\n",
"[97]\tvalid_0's poisson: -106.074\tvalid_0's huber: 11.7917\n",
"[98]\tvalid_0's poisson: -106.123\tvalid_0's huber: 11.7589\n",
"[99]\tvalid_0's poisson: -106.159\tvalid_0's huber: 11.73\n",
"[100]\tvalid_0's poisson: -106.22\tvalid_0's huber: 11.695\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7867\tvalid_0's huber: 29.2986\n",
"[2]\tvalid_0's poisson: -88.3849\tvalid_0's huber: 28.7946\n",
"[3]\tvalid_0's poisson: -88.958\tvalid_0's huber: 28.2775\n",
"[4]\tvalid_0's poisson: -89.5214\tvalid_0's huber: 27.769\n",
"[5]\tvalid_0's poisson: -90.0673\tvalid_0's huber: 27.2672\n",
"[6]\tvalid_0's poisson: -90.6039\tvalid_0's huber: 26.7726\n",
"[7]\tvalid_0's poisson: -91.1272\tvalid_0's huber: 26.2883\n",
"[8]\tvalid_0's poisson: -91.6333\tvalid_0's huber: 25.8147\n",
"[9]\tvalid_0's poisson: -92.1634\tvalid_0's huber: 25.3575\n",
"[10]\tvalid_0's poisson: -92.6512\tvalid_0's huber: 24.8947\n",
"[11]\tvalid_0's poisson: -93.155\tvalid_0's huber: 24.4535\n",
"[12]\tvalid_0's poisson: -93.6458\tvalid_0's huber: 24.011\n",
"[13]\tvalid_0's poisson: -94.1331\tvalid_0's huber: 23.5781\n",
"[14]\tvalid_0's poisson: -94.6064\tvalid_0's huber: 23.1549\n",
"[15]\tvalid_0's poisson: -95.0646\tvalid_0's huber: 22.7353\n",
"[16]\tvalid_0's poisson: -95.509\tvalid_0's huber: 22.3238\n",
"[17]\tvalid_0's poisson: -95.9405\tvalid_0's huber: 21.9193\n",
"[18]\tvalid_0's poisson: -96.3743\tvalid_0's huber: 21.5136\n",
"[19]\tvalid_0's poisson: -96.7901\tvalid_0's huber: 21.121\n",
"[20]\tvalid_0's poisson: -97.1935\tvalid_0's huber: 20.733\n",
"[21]\tvalid_0's poisson: -97.5854\tvalid_0's huber: 20.3541\n",
"[22]\tvalid_0's poisson: -97.9781\tvalid_0's huber: 19.9835\n",
"[23]\tvalid_0's poisson: -98.3759\tvalid_0's huber: 19.5913\n",
"[24]\tvalid_0's poisson: -98.749\tvalid_0's huber: 19.2302\n",
"[25]\tvalid_0's poisson: -99.1079\tvalid_0's huber: 18.8721\n",
"[26]\tvalid_0's poisson: -99.4568\tvalid_0's huber: 18.53\n",
"[27]\tvalid_0's poisson: -99.7913\tvalid_0's huber: 18.1911\n",
"[28]\tvalid_0's poisson: -100.116\tvalid_0's huber: 17.8645\n",
"[29]\tvalid_0's poisson: -100.426\tvalid_0's huber: 17.544\n",
"[30]\tvalid_0's poisson: -100.745\tvalid_0's huber: 17.2217\n",
"[31]\tvalid_0's poisson: -101.039\tvalid_0's huber: 16.9305\n",
"[32]\tvalid_0's poisson: -101.338\tvalid_0's huber: 16.634\n",
"[33]\tvalid_0's poisson: -101.594\tvalid_0's huber: 16.3674\n",
"[34]\tvalid_0's poisson: -101.86\tvalid_0's huber: 16.0988\n",
"[35]\tvalid_0's poisson: -102.109\tvalid_0's huber: 15.8489\n",
"[36]\tvalid_0's poisson: -102.332\tvalid_0's huber: 15.619\n",
"[37]\tvalid_0's poisson: -102.543\tvalid_0's huber: 15.4064\n",
"[38]\tvalid_0's poisson: -102.74\tvalid_0's huber: 15.2102\n",
"[39]\tvalid_0's poisson: -102.913\tvalid_0's huber: 15.0357\n",
"[40]\tvalid_0's poisson: -103.076\tvalid_0's huber: 14.8802\n",
"[41]\tvalid_0's poisson: -103.208\tvalid_0's huber: 14.7523\n",
"[42]\tvalid_0's poisson: -103.305\tvalid_0's huber: 14.6415\n",
"[43]\tvalid_0's poisson: -103.396\tvalid_0's huber: 14.5457\n",
"[44]\tvalid_0's poisson: -103.459\tvalid_0's huber: 14.4584\n",
"[45]\tvalid_0's poisson: -103.52\tvalid_0's huber: 14.3802\n",
"[46]\tvalid_0's poisson: -103.596\tvalid_0's huber: 14.308\n",
"[47]\tvalid_0's poisson: -103.642\tvalid_0's huber: 14.2296\n",
"[48]\tvalid_0's poisson: -103.742\tvalid_0's huber: 14.1565\n",
"[49]\tvalid_0's poisson: -103.775\tvalid_0's huber: 14.0887\n",
"[50]\tvalid_0's poisson: -103.803\tvalid_0's huber: 14.0171\n",
"[51]\tvalid_0's poisson: -103.875\tvalid_0's huber: 13.9508\n",
"[52]\tvalid_0's poisson: -103.977\tvalid_0's huber: 13.8842\n",
"[53]\tvalid_0's poisson: -104.01\tvalid_0's huber: 13.8214\n",
"[54]\tvalid_0's poisson: -104.076\tvalid_0's huber: 13.761\n",
"[55]\tvalid_0's poisson: -104.121\tvalid_0's huber: 13.7084\n",
"[56]\tvalid_0's poisson: -104.187\tvalid_0's huber: 13.6496\n",
"[57]\tvalid_0's poisson: -104.229\tvalid_0's huber: 13.5945\n",
"[58]\tvalid_0's poisson: -104.292\tvalid_0's huber: 13.5406\n",
"[59]\tvalid_0's poisson: -104.372\tvalid_0's huber: 13.4862\n",
"[60]\tvalid_0's poisson: -104.413\tvalid_0's huber: 13.4334\n",
"[61]\tvalid_0's poisson: -104.442\tvalid_0's huber: 13.3864\n",
"[62]\tvalid_0's poisson: -104.488\tvalid_0's huber: 13.3409\n",
"[63]\tvalid_0's poisson: -104.546\tvalid_0's huber: 13.2921\n",
"[64]\tvalid_0's poisson: -104.585\tvalid_0's huber: 13.2449\n",
"[65]\tvalid_0's poisson: -104.584\tvalid_0's huber: 13.1955\n",
"[66]\tvalid_0's poisson: -104.65\tvalid_0's huber: 13.1481\n",
"[67]\tvalid_0's poisson: -104.621\tvalid_0's huber: 13.1016\n",
"[68]\tvalid_0's poisson: -104.713\tvalid_0's huber: 13.0578\n",
"[69]\tvalid_0's poisson: -104.732\tvalid_0's huber: 13.0124\n",
"[70]\tvalid_0's poisson: -104.779\tvalid_0's huber: 12.9697\n",
"[71]\tvalid_0's poisson: -104.8\tvalid_0's huber: 12.9285\n",
"[72]\tvalid_0's poisson: -104.847\tvalid_0's huber: 12.8914\n",
"[73]\tvalid_0's poisson: -104.887\tvalid_0's huber: 12.8535\n",
"[74]\tvalid_0's poisson: -104.933\tvalid_0's huber: 12.8172\n",
"[75]\tvalid_0's poisson: -104.976\tvalid_0's huber: 12.7801\n",
"[76]\tvalid_0's poisson: -105.029\tvalid_0's huber: 12.7476\n",
"[77]\tvalid_0's poisson: -105.089\tvalid_0's huber: 12.7114\n",
"[78]\tvalid_0's poisson: -105.146\tvalid_0's huber: 12.6769\n",
"[79]\tvalid_0's poisson: -105.185\tvalid_0's huber: 12.6427\n",
"[80]\tvalid_0's poisson: -105.213\tvalid_0's huber: 12.6088\n",
"[81]\tvalid_0's poisson: -105.256\tvalid_0's huber: 12.5752\n",
"[82]\tvalid_0's poisson: -105.284\tvalid_0's huber: 12.5429\n",
"[83]\tvalid_0's poisson: -105.322\tvalid_0's huber: 12.5124\n",
"[84]\tvalid_0's poisson: -105.349\tvalid_0's huber: 12.4803\n",
"[85]\tvalid_0's poisson: -105.355\tvalid_0's huber: 12.4507\n",
"[86]\tvalid_0's poisson: -105.382\tvalid_0's huber: 12.4177\n",
"[87]\tvalid_0's poisson: -105.414\tvalid_0's huber: 12.3882\n",
"[88]\tvalid_0's poisson: -105.457\tvalid_0's huber: 12.3603\n",
"[89]\tvalid_0's poisson: -105.459\tvalid_0's huber: 12.3271\n",
"[90]\tvalid_0's poisson: -105.51\tvalid_0's huber: 12.2965\n",
"[91]\tvalid_0's poisson: -105.575\tvalid_0's huber: 12.2668\n",
"[92]\tvalid_0's poisson: -105.578\tvalid_0's huber: 12.2374\n",
"[93]\tvalid_0's poisson: -105.63\tvalid_0's huber: 12.2085\n",
"[94]\tvalid_0's poisson: -105.653\tvalid_0's huber: 12.1819\n",
"[95]\tvalid_0's poisson: -105.655\tvalid_0's huber: 12.1524\n",
"[96]\tvalid_0's poisson: -105.666\tvalid_0's huber: 12.1238\n",
"[97]\tvalid_0's poisson: -105.757\tvalid_0's huber: 12.0617\n",
"[98]\tvalid_0's poisson: -105.812\tvalid_0's huber: 12.0083\n",
"[99]\tvalid_0's poisson: -105.872\tvalid_0's huber: 11.9514\n",
"[100]\tvalid_0's poisson: -105.961\tvalid_0's huber: 11.8995\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7646\tvalid_0's huber: 29.317\n",
"[2]\tvalid_0's poisson: -88.3449\tvalid_0's huber: 28.799\n",
"[3]\tvalid_0's poisson: -88.9173\tvalid_0's huber: 28.2886\n",
"[4]\tvalid_0's poisson: -89.4699\tvalid_0's huber: 27.7856\n",
"[5]\tvalid_0's poisson: -90.015\tvalid_0's huber: 27.2899\n",
"[6]\tvalid_0's poisson: -90.5782\tvalid_0's huber: 26.8105\n",
"[7]\tvalid_0's poisson: -91.1248\tvalid_0's huber: 26.3403\n",
"[8]\tvalid_0's poisson: -91.6631\tvalid_0's huber: 25.8786\n",
"[9]\tvalid_0's poisson: -92.189\tvalid_0's huber: 25.4254\n",
"[10]\tvalid_0's poisson: -92.705\tvalid_0's huber: 24.9754\n",
"[11]\tvalid_0's poisson: -93.204\tvalid_0's huber: 24.5331\n",
"[12]\tvalid_0's poisson: -93.6934\tvalid_0's huber: 24.0861\n",
"[13]\tvalid_0's poisson: -94.1797\tvalid_0's huber: 23.6527\n",
"[14]\tvalid_0's poisson: -94.6437\tvalid_0's huber: 23.2231\n",
"[15]\tvalid_0's poisson: -95.1036\tvalid_0's huber: 22.8079\n",
"[16]\tvalid_0's poisson: -95.5477\tvalid_0's huber: 22.3921\n",
"[17]\tvalid_0's poisson: -96.0004\tvalid_0's huber: 21.9772\n",
"[18]\tvalid_0's poisson: -96.43\tvalid_0's huber: 21.5729\n",
"[19]\tvalid_0's poisson: -96.847\tvalid_0's huber: 21.1754\n",
"[20]\tvalid_0's poisson: -97.2499\tvalid_0's huber: 20.7836\n",
"[21]\tvalid_0's poisson: -97.6577\tvalid_0's huber: 20.391\n",
"[22]\tvalid_0's poisson: -98.0435\tvalid_0's huber: 20.016\n",
"[23]\tvalid_0's poisson: -98.4243\tvalid_0's huber: 19.6477\n",
"[24]\tvalid_0's poisson: -98.8073\tvalid_0's huber: 19.2677\n",
"[25]\tvalid_0's poisson: -99.1738\tvalid_0's huber: 18.914\n",
"[26]\tvalid_0's poisson: -99.5211\tvalid_0's huber: 18.5782\n",
"[27]\tvalid_0's poisson: -99.8746\tvalid_0's huber: 18.2215\n",
"[28]\tvalid_0's poisson: -100.199\tvalid_0's huber: 17.8939\n",
"[29]\tvalid_0's poisson: -100.514\tvalid_0's huber: 17.569\n",
"[30]\tvalid_0's poisson: -100.828\tvalid_0's huber: 17.2673\n",
"[31]\tvalid_0's poisson: -101.113\tvalid_0's huber: 16.9694\n",
"[32]\tvalid_0's poisson: -101.41\tvalid_0's huber: 16.6713\n",
"[33]\tvalid_0's poisson: -101.69\tvalid_0's huber: 16.3883\n",
"[34]\tvalid_0's poisson: -101.966\tvalid_0's huber: 16.1101\n",
"[35]\tvalid_0's poisson: -102.215\tvalid_0's huber: 15.856\n",
"[36]\tvalid_0's poisson: -102.442\tvalid_0's huber: 15.6258\n",
"[37]\tvalid_0's poisson: -102.652\tvalid_0's huber: 15.4118\n",
"[38]\tvalid_0's poisson: -102.851\tvalid_0's huber: 15.2149\n",
"[39]\tvalid_0's poisson: -103.029\tvalid_0's huber: 15.0396\n",
"[40]\tvalid_0's poisson: -103.184\tvalid_0's huber: 14.8846\n",
"[41]\tvalid_0's poisson: -103.323\tvalid_0's huber: 14.75\n",
"[42]\tvalid_0's poisson: -103.42\tvalid_0's huber: 14.6388\n",
"[43]\tvalid_0's poisson: -103.505\tvalid_0's huber: 14.5482\n",
"[44]\tvalid_0's poisson: -103.591\tvalid_0's huber: 14.4593\n",
"[45]\tvalid_0's poisson: -103.674\tvalid_0's huber: 14.3691\n",
"[46]\tvalid_0's poisson: -103.715\tvalid_0's huber: 14.2876\n",
"[47]\tvalid_0's poisson: -103.724\tvalid_0's huber: 14.2074\n",
"[48]\tvalid_0's poisson: -103.816\tvalid_0's huber: 14.1316\n",
"[49]\tvalid_0's poisson: -103.832\tvalid_0's huber: 14.0546\n",
"[50]\tvalid_0's poisson: -103.916\tvalid_0's huber: 13.9915\n",
"[51]\tvalid_0's poisson: -103.934\tvalid_0's huber: 13.9251\n",
"[52]\tvalid_0's poisson: -103.984\tvalid_0's huber: 13.8637\n",
"[53]\tvalid_0's poisson: -104.11\tvalid_0's huber: 13.801\n",
"[54]\tvalid_0's poisson: -104.121\tvalid_0's huber: 13.7409\n",
"[55]\tvalid_0's poisson: -104.174\tvalid_0's huber: 13.6841\n",
"[56]\tvalid_0's poisson: -104.232\tvalid_0's huber: 13.6318\n",
"[57]\tvalid_0's poisson: -104.24\tvalid_0's huber: 13.5751\n",
"[58]\tvalid_0's poisson: -104.304\tvalid_0's huber: 13.5242\n",
"[59]\tvalid_0's poisson: -104.345\tvalid_0's huber: 13.4721\n",
"[60]\tvalid_0's poisson: -104.385\tvalid_0's huber: 13.4237\n",
"[61]\tvalid_0's poisson: -104.481\tvalid_0's huber: 13.376\n",
"[62]\tvalid_0's poisson: -104.549\tvalid_0's huber: 13.3355\n",
"[63]\tvalid_0's poisson: -104.598\tvalid_0's huber: 13.2816\n",
"[64]\tvalid_0's poisson: -104.601\tvalid_0's huber: 13.2345\n",
"[65]\tvalid_0's poisson: -104.699\tvalid_0's huber: 13.1866\n",
"[66]\tvalid_0's poisson: -104.742\tvalid_0's huber: 13.1441\n",
"[67]\tvalid_0's poisson: -104.784\tvalid_0's huber: 13.1038\n",
"[68]\tvalid_0's poisson: -104.821\tvalid_0's huber: 13.0646\n",
"[69]\tvalid_0's poisson: -104.845\tvalid_0's huber: 13.026\n",
"[70]\tvalid_0's poisson: -104.9\tvalid_0's huber: 12.9883\n",
"[71]\tvalid_0's poisson: -104.97\tvalid_0's huber: 12.953\n",
"[72]\tvalid_0's poisson: -104.999\tvalid_0's huber: 12.9157\n",
"[73]\tvalid_0's poisson: -105.003\tvalid_0's huber: 12.8797\n",
"[74]\tvalid_0's poisson: -105.071\tvalid_0's huber: 12.8441\n",
"[75]\tvalid_0's poisson: -105.107\tvalid_0's huber: 12.8074\n",
"[76]\tvalid_0's poisson: -105.154\tvalid_0's huber: 12.7719\n",
"[77]\tvalid_0's poisson: -105.184\tvalid_0's huber: 12.7377\n",
"[78]\tvalid_0's poisson: -105.203\tvalid_0's huber: 12.6998\n",
"[79]\tvalid_0's poisson: -105.259\tvalid_0's huber: 12.6658\n",
"[80]\tvalid_0's poisson: -105.296\tvalid_0's huber: 12.634\n",
"[81]\tvalid_0's poisson: -105.326\tvalid_0's huber: 12.5991\n",
"[82]\tvalid_0's poisson: -105.37\tvalid_0's huber: 12.5618\n",
"[83]\tvalid_0's poisson: -105.392\tvalid_0's huber: 12.5277\n",
"[84]\tvalid_0's poisson: -105.441\tvalid_0's huber: 12.4947\n",
"[85]\tvalid_0's poisson: -105.471\tvalid_0's huber: 12.463\n",
"[86]\tvalid_0's poisson: -105.467\tvalid_0's huber: 12.4325\n",
"[87]\tvalid_0's poisson: -105.504\tvalid_0's huber: 12.4022\n",
"[88]\tvalid_0's poisson: -105.525\tvalid_0's huber: 12.3761\n",
"[89]\tvalid_0's poisson: -105.532\tvalid_0's huber: 12.3487\n",
"[90]\tvalid_0's poisson: -105.544\tvalid_0's huber: 12.3182\n",
"[91]\tvalid_0's poisson: -105.672\tvalid_0's huber: 12.2555\n",
"[92]\tvalid_0's poisson: -105.733\tvalid_0's huber: 12.1959\n",
"[93]\tvalid_0's poisson: -105.837\tvalid_0's huber: 12.1423\n",
"[94]\tvalid_0's poisson: -105.802\tvalid_0's huber: 12.0888\n",
"[95]\tvalid_0's poisson: -105.827\tvalid_0's huber: 12.0386\n",
"[96]\tvalid_0's poisson: -105.87\tvalid_0's huber: 11.9899\n",
"[97]\tvalid_0's poisson: -105.874\tvalid_0's huber: 11.9441\n",
"[98]\tvalid_0's poisson: -105.899\tvalid_0's huber: 11.9\n",
"[99]\tvalid_0's poisson: -105.879\tvalid_0's huber: 11.8598\n",
"[100]\tvalid_0's poisson: -105.938\tvalid_0's huber: 11.8247\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7719\tvalid_0's huber: 29.2692\n",
"[2]\tvalid_0's poisson: -88.3528\tvalid_0's huber: 28.7529\n",
"[3]\tvalid_0's poisson: -88.922\tvalid_0's huber: 28.2475\n",
"[4]\tvalid_0's poisson: -89.47\tvalid_0's huber: 27.7505\n",
"[5]\tvalid_0's poisson: -90.0147\tvalid_0's huber: 27.2562\n",
"[6]\tvalid_0's poisson: -90.5776\tvalid_0's huber: 26.7811\n",
"[7]\tvalid_0's poisson: -91.1266\tvalid_0's huber: 26.3101\n",
"[8]\tvalid_0's poisson: -91.6655\tvalid_0's huber: 25.8498\n",
"[9]\tvalid_0's poisson: -92.1636\tvalid_0's huber: 25.3846\n",
"[10]\tvalid_0's poisson: -92.6808\tvalid_0's huber: 24.9361\n",
"[11]\tvalid_0's poisson: -93.1916\tvalid_0's huber: 24.4898\n",
"[12]\tvalid_0's poisson: -93.6818\tvalid_0's huber: 24.0501\n",
"[13]\tvalid_0's poisson: -94.1667\tvalid_0's huber: 23.6194\n",
"[14]\tvalid_0's poisson: -94.6346\tvalid_0's huber: 23.191\n",
"[15]\tvalid_0's poisson: -95.0926\tvalid_0's huber: 22.7675\n",
"[16]\tvalid_0's poisson: -95.5495\tvalid_0's huber: 22.3534\n",
"[17]\tvalid_0's poisson: -95.9842\tvalid_0's huber: 21.9422\n",
"[18]\tvalid_0's poisson: -96.4081\tvalid_0's huber: 21.5405\n",
"[19]\tvalid_0's poisson: -96.8285\tvalid_0's huber: 21.1392\n",
"[20]\tvalid_0's poisson: -97.2377\tvalid_0's huber: 20.7495\n",
"[21]\tvalid_0's poisson: -97.6355\tvalid_0's huber: 20.3684\n",
"[22]\tvalid_0's poisson: -98.0152\tvalid_0's huber: 19.9941\n",
"[23]\tvalid_0's poisson: -98.4044\tvalid_0's huber: 19.6113\n",
"[24]\tvalid_0's poisson: -98.7821\tvalid_0's huber: 19.2475\n",
"[25]\tvalid_0's poisson: -99.1501\tvalid_0's huber: 18.8813\n",
"[26]\tvalid_0's poisson: -99.5029\tvalid_0's huber: 18.5412\n",
"[27]\tvalid_0's poisson: -99.8376\tvalid_0's huber: 18.2073\n",
"[28]\tvalid_0's poisson: -100.161\tvalid_0's huber: 17.8731\n",
"[29]\tvalid_0's poisson: -100.477\tvalid_0's huber: 17.5658\n",
"[30]\tvalid_0's poisson: -100.793\tvalid_0's huber: 17.2614\n",
"[31]\tvalid_0's poisson: -101.081\tvalid_0's huber: 16.9618\n",
"[32]\tvalid_0's poisson: -101.384\tvalid_0's huber: 16.6607\n",
"[33]\tvalid_0's poisson: -101.664\tvalid_0's huber: 16.3724\n",
"[34]\tvalid_0's poisson: -101.942\tvalid_0's huber: 16.1013\n",
"[35]\tvalid_0's poisson: -102.182\tvalid_0's huber: 15.8586\n",
"[36]\tvalid_0's poisson: -102.407\tvalid_0's huber: 15.6272\n",
"[37]\tvalid_0's poisson: -102.613\tvalid_0's huber: 15.4147\n",
"[38]\tvalid_0's poisson: -102.801\tvalid_0's huber: 15.2219\n",
"[39]\tvalid_0's poisson: -102.976\tvalid_0's huber: 15.0478\n",
"[40]\tvalid_0's poisson: -103.126\tvalid_0's huber: 14.8989\n",
"[41]\tvalid_0's poisson: -103.247\tvalid_0's huber: 14.765\n",
"[42]\tvalid_0's poisson: -103.363\tvalid_0's huber: 14.6542\n",
"[43]\tvalid_0's poisson: -103.434\tvalid_0's huber: 14.5603\n",
"[44]\tvalid_0's poisson: -103.519\tvalid_0's huber: 14.4764\n",
"[45]\tvalid_0's poisson: -103.561\tvalid_0's huber: 14.3946\n",
"[46]\tvalid_0's poisson: -103.642\tvalid_0's huber: 14.3147\n",
"[47]\tvalid_0's poisson: -103.728\tvalid_0's huber: 14.2413\n",
"[48]\tvalid_0's poisson: -103.769\tvalid_0's huber: 14.1744\n",
"[49]\tvalid_0's poisson: -103.809\tvalid_0's huber: 14.1003\n",
"[50]\tvalid_0's poisson: -103.816\tvalid_0's huber: 14.0383\n",
"[51]\tvalid_0's poisson: -103.92\tvalid_0's huber: 13.9722\n",
"[52]\tvalid_0's poisson: -103.955\tvalid_0's huber: 13.9051\n",
"[53]\tvalid_0's poisson: -103.955\tvalid_0's huber: 13.847\n",
"[54]\tvalid_0's poisson: -104.024\tvalid_0's huber: 13.7882\n",
"[55]\tvalid_0's poisson: -104.188\tvalid_0's huber: 13.7258\n",
"[56]\tvalid_0's poisson: -104.242\tvalid_0's huber: 13.6673\n",
"[57]\tvalid_0's poisson: -104.244\tvalid_0's huber: 13.614\n",
"[58]\tvalid_0's poisson: -104.334\tvalid_0's huber: 13.5561\n",
"[59]\tvalid_0's poisson: -104.388\tvalid_0's huber: 13.5103\n",
"[60]\tvalid_0's poisson: -104.409\tvalid_0's huber: 13.4599\n",
"[61]\tvalid_0's poisson: -104.457\tvalid_0's huber: 13.4061\n",
"[62]\tvalid_0's poisson: -104.49\tvalid_0's huber: 13.358\n",
"[63]\tvalid_0's poisson: -104.547\tvalid_0's huber: 13.3084\n",
"[64]\tvalid_0's poisson: -104.528\tvalid_0's huber: 13.2645\n",
"[65]\tvalid_0's poisson: -104.572\tvalid_0's huber: 13.2212\n",
"[66]\tvalid_0's poisson: -104.633\tvalid_0's huber: 13.1763\n",
"[67]\tvalid_0's poisson: -104.596\tvalid_0's huber: 13.1369\n",
"[68]\tvalid_0's poisson: -104.658\tvalid_0's huber: 13.0949\n",
"[69]\tvalid_0's poisson: -104.739\tvalid_0's huber: 13.0468\n",
"[70]\tvalid_0's poisson: -104.806\tvalid_0's huber: 12.9873\n",
"[71]\tvalid_0's poisson: -104.835\tvalid_0's huber: 12.9297\n",
"[72]\tvalid_0's poisson: -104.941\tvalid_0's huber: 12.8715\n",
"[73]\tvalid_0's poisson: -104.974\tvalid_0's huber: 12.8106\n",
"[74]\tvalid_0's poisson: -105.041\tvalid_0's huber: 12.7498\n",
"[75]\tvalid_0's poisson: -105.091\tvalid_0's huber: 12.6988\n",
"[76]\tvalid_0's poisson: -105.179\tvalid_0's huber: 12.6427\n",
"[77]\tvalid_0's poisson: -105.182\tvalid_0's huber: 12.5895\n",
"[78]\tvalid_0's poisson: -105.242\tvalid_0's huber: 12.5402\n",
"[79]\tvalid_0's poisson: -105.313\tvalid_0's huber: 12.4931\n",
"[80]\tvalid_0's poisson: -105.35\tvalid_0's huber: 12.4455\n",
"[81]\tvalid_0's poisson: -105.4\tvalid_0's huber: 12.4014\n",
"[82]\tvalid_0's poisson: -105.423\tvalid_0's huber: 12.3587\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[83]\tvalid_0's poisson: -105.441\tvalid_0's huber: 12.3198\n",
"[84]\tvalid_0's poisson: -105.509\tvalid_0's huber: 12.2803\n",
"[85]\tvalid_0's poisson: -105.58\tvalid_0's huber: 12.243\n",
"[86]\tvalid_0's poisson: -105.615\tvalid_0's huber: 12.2007\n",
"[87]\tvalid_0's poisson: -105.647\tvalid_0's huber: 12.1601\n",
"[88]\tvalid_0's poisson: -105.655\tvalid_0's huber: 12.125\n",
"[89]\tvalid_0's poisson: -105.734\tvalid_0's huber: 12.086\n",
"[90]\tvalid_0's poisson: -105.791\tvalid_0's huber: 12.0462\n",
"[91]\tvalid_0's poisson: -105.814\tvalid_0's huber: 12.0113\n",
"[92]\tvalid_0's poisson: -105.896\tvalid_0's huber: 11.9749\n",
"[93]\tvalid_0's poisson: -105.915\tvalid_0's huber: 11.9372\n",
"[94]\tvalid_0's poisson: -105.953\tvalid_0's huber: 11.8966\n",
"[95]\tvalid_0's poisson: -106.013\tvalid_0's huber: 11.8597\n",
"[96]\tvalid_0's poisson: -105.99\tvalid_0's huber: 11.8228\n",
"[97]\tvalid_0's poisson: -106.048\tvalid_0's huber: 11.7884\n",
"[98]\tvalid_0's poisson: -106.075\tvalid_0's huber: 11.7527\n",
"[99]\tvalid_0's poisson: -106.11\tvalid_0's huber: 11.7221\n",
"[100]\tvalid_0's poisson: -106.126\tvalid_0's huber: 11.6939\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7561\tvalid_0's huber: 29.3692\n",
"[2]\tvalid_0's poisson: -88.3316\tvalid_0's huber: 28.8553\n",
"[3]\tvalid_0's poisson: -88.9023\tvalid_0's huber: 28.3458\n",
"[4]\tvalid_0's poisson: -89.4549\tvalid_0's huber: 27.8416\n",
"[5]\tvalid_0's poisson: -90.0015\tvalid_0's huber: 27.3435\n",
"[6]\tvalid_0's poisson: -90.5621\tvalid_0's huber: 26.867\n",
"[7]\tvalid_0's poisson: -91.1123\tvalid_0's huber: 26.3972\n",
"[8]\tvalid_0's poisson: -91.6433\tvalid_0's huber: 25.934\n",
"[9]\tvalid_0's poisson: -92.1677\tvalid_0's huber: 25.4798\n",
"[10]\tvalid_0's poisson: -92.6819\tvalid_0's huber: 25.0313\n",
"[11]\tvalid_0's poisson: -93.1814\tvalid_0's huber: 24.5905\n",
"[12]\tvalid_0's poisson: -93.6491\tvalid_0's huber: 24.141\n",
"[13]\tvalid_0's poisson: -94.1268\tvalid_0's huber: 23.7073\n",
"[14]\tvalid_0's poisson: -94.602\tvalid_0's huber: 23.2794\n",
"[15]\tvalid_0's poisson: -95.0352\tvalid_0's huber: 22.8565\n",
"[16]\tvalid_0's poisson: -95.4917\tvalid_0's huber: 22.4431\n",
"[17]\tvalid_0's poisson: -95.9357\tvalid_0's huber: 22.0309\n",
"[18]\tvalid_0's poisson: -96.3671\tvalid_0's huber: 21.6234\n",
"[19]\tvalid_0's poisson: -96.7898\tvalid_0's huber: 21.2249\n",
"[20]\tvalid_0's poisson: -97.1966\tvalid_0's huber: 20.8361\n",
"[21]\tvalid_0's poisson: -97.596\tvalid_0's huber: 20.4551\n",
"[22]\tvalid_0's poisson: -97.9761\tvalid_0's huber: 20.0817\n",
"[23]\tvalid_0's poisson: -98.369\tvalid_0's huber: 19.6938\n",
"[24]\tvalid_0's poisson: -98.7475\tvalid_0's huber: 19.3269\n",
"[25]\tvalid_0's poisson: -99.1044\tvalid_0's huber: 18.9734\n",
"[26]\tvalid_0's poisson: -99.4658\tvalid_0's huber: 18.6086\n",
"[27]\tvalid_0's poisson: -99.8051\tvalid_0's huber: 18.2739\n",
"[28]\tvalid_0's poisson: -100.129\tvalid_0's huber: 17.9472\n",
"[29]\tvalid_0's poisson: -100.441\tvalid_0's huber: 17.6275\n",
"[30]\tvalid_0's poisson: -100.738\tvalid_0's huber: 17.3194\n",
"[31]\tvalid_0's poisson: -101.041\tvalid_0's huber: 17.0208\n",
"[32]\tvalid_0's poisson: -101.317\tvalid_0's huber: 16.7333\n",
"[33]\tvalid_0's poisson: -101.61\tvalid_0's huber: 16.4415\n",
"[34]\tvalid_0's poisson: -101.869\tvalid_0's huber: 16.1856\n",
"[35]\tvalid_0's poisson: -102.119\tvalid_0's huber: 15.9284\n",
"[36]\tvalid_0's poisson: -102.345\tvalid_0's huber: 15.6935\n",
"[37]\tvalid_0's poisson: -102.556\tvalid_0's huber: 15.478\n",
"[38]\tvalid_0's poisson: -102.753\tvalid_0's huber: 15.2764\n",
"[39]\tvalid_0's poisson: -102.926\tvalid_0's huber: 15.1031\n",
"[40]\tvalid_0's poisson: -103.087\tvalid_0's huber: 14.9457\n",
"[41]\tvalid_0's poisson: -103.23\tvalid_0's huber: 14.8072\n",
"[42]\tvalid_0's poisson: -103.343\tvalid_0's huber: 14.6933\n",
"[43]\tvalid_0's poisson: -103.43\tvalid_0's huber: 14.5892\n",
"[44]\tvalid_0's poisson: -103.488\tvalid_0's huber: 14.4948\n",
"[45]\tvalid_0's poisson: -103.545\tvalid_0's huber: 14.4092\n",
"[46]\tvalid_0's poisson: -103.59\tvalid_0's huber: 14.3308\n",
"[47]\tvalid_0's poisson: -103.623\tvalid_0's huber: 14.2588\n",
"[48]\tvalid_0's poisson: -103.691\tvalid_0's huber: 14.1836\n",
"[49]\tvalid_0's poisson: -103.761\tvalid_0's huber: 14.1137\n",
"[50]\tvalid_0's poisson: -103.807\tvalid_0's huber: 14.0483\n",
"[51]\tvalid_0's poisson: -103.874\tvalid_0's huber: 13.9847\n",
"[52]\tvalid_0's poisson: -103.912\tvalid_0's huber: 13.9238\n",
"[53]\tvalid_0's poisson: -104.001\tvalid_0's huber: 13.8565\n",
"[54]\tvalid_0's poisson: -104.058\tvalid_0's huber: 13.7959\n",
"[55]\tvalid_0's poisson: -104.14\tvalid_0's huber: 13.7376\n",
"[56]\tvalid_0's poisson: -104.209\tvalid_0's huber: 13.6784\n",
"[57]\tvalid_0's poisson: -104.311\tvalid_0's huber: 13.6223\n",
"[58]\tvalid_0's poisson: -104.363\tvalid_0's huber: 13.5705\n",
"[59]\tvalid_0's poisson: -104.353\tvalid_0's huber: 13.5205\n",
"[60]\tvalid_0's poisson: -104.468\tvalid_0's huber: 13.4677\n",
"[61]\tvalid_0's poisson: -104.502\tvalid_0's huber: 13.4168\n",
"[62]\tvalid_0's poisson: -104.546\tvalid_0's huber: 13.3667\n",
"[63]\tvalid_0's poisson: -104.647\tvalid_0's huber: 13.3111\n",
"[64]\tvalid_0's poisson: -104.669\tvalid_0's huber: 13.2679\n",
"[65]\tvalid_0's poisson: -104.662\tvalid_0's huber: 13.2205\n",
"[66]\tvalid_0's poisson: -104.72\tvalid_0's huber: 13.1738\n",
"[67]\tvalid_0's poisson: -104.766\tvalid_0's huber: 13.1311\n",
"[68]\tvalid_0's poisson: -104.82\tvalid_0's huber: 13.0858\n",
"[69]\tvalid_0's poisson: -104.826\tvalid_0's huber: 13.0454\n",
"[70]\tvalid_0's poisson: -104.879\tvalid_0's huber: 13.0044\n",
"[71]\tvalid_0's poisson: -104.924\tvalid_0's huber: 12.9638\n",
"[72]\tvalid_0's poisson: -104.946\tvalid_0's huber: 12.9271\n",
"[73]\tvalid_0's poisson: -105.002\tvalid_0's huber: 12.8898\n",
"[74]\tvalid_0's poisson: -105.056\tvalid_0's huber: 12.8519\n",
"[75]\tvalid_0's poisson: -105.092\tvalid_0's huber: 12.8124\n",
"[76]\tvalid_0's poisson: -105.108\tvalid_0's huber: 12.7805\n",
"[77]\tvalid_0's poisson: -105.15\tvalid_0's huber: 12.743\n",
"[78]\tvalid_0's poisson: -105.24\tvalid_0's huber: 12.6854\n",
"[79]\tvalid_0's poisson: -105.28\tvalid_0's huber: 12.6172\n",
"[80]\tvalid_0's poisson: -105.416\tvalid_0's huber: 12.5549\n",
"[81]\tvalid_0's poisson: -105.489\tvalid_0's huber: 12.4953\n",
"[82]\tvalid_0's poisson: -105.533\tvalid_0's huber: 12.4437\n",
"[83]\tvalid_0's poisson: -105.558\tvalid_0's huber: 12.3933\n",
"[84]\tvalid_0's poisson: -105.59\tvalid_0's huber: 12.34\n",
"[85]\tvalid_0's poisson: -105.618\tvalid_0's huber: 12.2951\n",
"[86]\tvalid_0's poisson: -105.648\tvalid_0's huber: 12.2504\n",
"[87]\tvalid_0's poisson: -105.679\tvalid_0's huber: 12.2062\n",
"[88]\tvalid_0's poisson: -105.691\tvalid_0's huber: 12.1623\n",
"[89]\tvalid_0's poisson: -105.722\tvalid_0's huber: 12.1173\n",
"[90]\tvalid_0's poisson: -105.744\tvalid_0's huber: 12.0754\n",
"[91]\tvalid_0's poisson: -105.771\tvalid_0's huber: 12.0324\n",
"[92]\tvalid_0's poisson: -105.853\tvalid_0's huber: 11.9896\n",
"[93]\tvalid_0's poisson: -105.898\tvalid_0's huber: 11.9458\n",
"[94]\tvalid_0's poisson: -105.943\tvalid_0's huber: 11.9028\n",
"[95]\tvalid_0's poisson: -106\tvalid_0's huber: 11.8621\n",
"[96]\tvalid_0's poisson: -106.018\tvalid_0's huber: 11.8262\n",
"[97]\tvalid_0's poisson: -105.931\tvalid_0's huber: 11.792\n",
"[98]\tvalid_0's poisson: -106.016\tvalid_0's huber: 11.7481\n",
"[99]\tvalid_0's poisson: -106.051\tvalid_0's huber: 11.7147\n",
"[100]\tvalid_0's poisson: -106.088\tvalid_0's huber: 11.682\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3424\tvalid_0's huber: 29.6717\n",
"[2]\tvalid_0's poisson: -87.5118\tvalid_0's huber: 29.5314\n",
"[3]\tvalid_0's poisson: -87.6804\tvalid_0's huber: 29.3915\n",
"[4]\tvalid_0's poisson: -87.848\tvalid_0's huber: 29.2521\n",
"[5]\tvalid_0's poisson: -88.0149\tvalid_0's huber: 29.1129\n",
"[6]\tvalid_0's poisson: -88.1808\tvalid_0's huber: 28.9742\n",
"[7]\tvalid_0's poisson: -88.346\tvalid_0's huber: 28.8358\n",
"[8]\tvalid_0's poisson: -88.5094\tvalid_0's huber: 28.6987\n",
"[9]\tvalid_0's poisson: -88.6718\tvalid_0's huber: 28.5621\n",
"[10]\tvalid_0's poisson: -88.8332\tvalid_0's huber: 28.426\n",
"[11]\tvalid_0's poisson: -88.9943\tvalid_0's huber: 28.2896\n",
"[12]\tvalid_0's poisson: -89.1544\tvalid_0's huber: 28.1537\n",
"[13]\tvalid_0's poisson: -89.313\tvalid_0's huber: 28.0186\n",
"[14]\tvalid_0's poisson: -89.4713\tvalid_0's huber: 27.8837\n",
"[15]\tvalid_0's poisson: -89.6287\tvalid_0's huber: 27.7492\n",
"[16]\tvalid_0's poisson: -89.7854\tvalid_0's huber: 27.6146\n",
"[17]\tvalid_0's poisson: -89.9412\tvalid_0's huber: 27.4803\n",
"[18]\tvalid_0's poisson: -90.0959\tvalid_0's huber: 27.3468\n",
"[19]\tvalid_0's poisson: -90.2497\tvalid_0's huber: 27.2132\n",
"[20]\tvalid_0's poisson: -90.4024\tvalid_0's huber: 27.0801\n",
"[21]\tvalid_0's poisson: -90.5545\tvalid_0's huber: 26.9474\n",
"[22]\tvalid_0's poisson: -90.7057\tvalid_0's huber: 26.8151\n",
"[23]\tvalid_0's poisson: -90.8559\tvalid_0's huber: 26.6833\n",
"[24]\tvalid_0's poisson: -91.005\tvalid_0's huber: 26.5523\n",
"[25]\tvalid_0's poisson: -91.1532\tvalid_0's huber: 26.4218\n",
"[26]\tvalid_0's poisson: -91.3006\tvalid_0's huber: 26.2921\n",
"[27]\tvalid_0's poisson: -91.4467\tvalid_0's huber: 26.1629\n",
"[28]\tvalid_0's poisson: -91.5922\tvalid_0's huber: 26.0343\n",
"[29]\tvalid_0's poisson: -91.7375\tvalid_0's huber: 25.9059\n",
"[30]\tvalid_0's poisson: -91.8821\tvalid_0's huber: 25.7778\n",
"[31]\tvalid_0's poisson: -92.0258\tvalid_0's huber: 25.6501\n",
"[32]\tvalid_0's poisson: -92.168\tvalid_0's huber: 25.5236\n",
"[33]\tvalid_0's poisson: -92.3102\tvalid_0's huber: 25.397\n",
"[34]\tvalid_0's poisson: -92.451\tvalid_0's huber: 25.2717\n",
"[35]\tvalid_0's poisson: -92.5915\tvalid_0's huber: 25.1462\n",
"[36]\tvalid_0's poisson: -92.7316\tvalid_0's huber: 25.0207\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -92.8702\tvalid_0's huber: 24.8966\n",
"[38]\tvalid_0's poisson: -93.0087\tvalid_0's huber: 24.772\n",
"[39]\tvalid_0's poisson: -93.1449\tvalid_0's huber: 24.6492\n",
"[40]\tvalid_0's poisson: -93.282\tvalid_0's huber: 24.5253\n",
"[41]\tvalid_0's poisson: -93.4182\tvalid_0's huber: 24.4018\n",
"[42]\tvalid_0's poisson: -93.5525\tvalid_0's huber: 24.2801\n",
"[43]\tvalid_0's poisson: -93.687\tvalid_0's huber: 24.1577\n",
"[44]\tvalid_0's poisson: -93.8198\tvalid_0's huber: 24.0373\n",
"[45]\tvalid_0's poisson: -93.9518\tvalid_0's huber: 23.9171\n",
"[46]\tvalid_0's poisson: -94.0839\tvalid_0's huber: 23.796\n",
"[47]\tvalid_0's poisson: -94.2147\tvalid_0's huber: 23.6764\n",
"[48]\tvalid_0's poisson: -94.3444\tvalid_0's huber: 23.557\n",
"[49]\tvalid_0's poisson: -94.4742\tvalid_0's huber: 23.4373\n",
"[50]\tvalid_0's poisson: -94.6027\tvalid_0's huber: 23.3189\n",
"[51]\tvalid_0's poisson: -94.7309\tvalid_0's huber: 23.1998\n",
"[52]\tvalid_0's poisson: -94.8577\tvalid_0's huber: 23.0825\n",
"[53]\tvalid_0's poisson: -94.9836\tvalid_0's huber: 22.9656\n",
"[54]\tvalid_0's poisson: -95.1093\tvalid_0's huber: 22.8485\n",
"[55]\tvalid_0's poisson: -95.2341\tvalid_0's huber: 22.7322\n",
"[56]\tvalid_0's poisson: -95.3581\tvalid_0's huber: 22.6162\n",
"[57]\tvalid_0's poisson: -95.4811\tvalid_0's huber: 22.5008\n",
"[58]\tvalid_0's poisson: -95.6035\tvalid_0's huber: 22.386\n",
"[59]\tvalid_0's poisson: -95.7253\tvalid_0's huber: 22.2718\n",
"[60]\tvalid_0's poisson: -95.8465\tvalid_0's huber: 22.1574\n",
"[61]\tvalid_0's poisson: -95.9661\tvalid_0's huber: 22.045\n",
"[62]\tvalid_0's poisson: -96.0853\tvalid_0's huber: 21.9332\n",
"[63]\tvalid_0's poisson: -96.2046\tvalid_0's huber: 21.8205\n",
"[64]\tvalid_0's poisson: -96.3228\tvalid_0's huber: 21.7087\n",
"[65]\tvalid_0's poisson: -96.4404\tvalid_0's huber: 21.5979\n",
"[66]\tvalid_0's poisson: -96.5578\tvalid_0's huber: 21.4864\n",
"[67]\tvalid_0's poisson: -96.6728\tvalid_0's huber: 21.3764\n",
"[68]\tvalid_0's poisson: -96.787\tvalid_0's huber: 21.2671\n",
"[69]\tvalid_0's poisson: -96.9013\tvalid_0's huber: 21.1587\n",
"[70]\tvalid_0's poisson: -97.0143\tvalid_0's huber: 21.0511\n",
"[71]\tvalid_0's poisson: -97.1262\tvalid_0's huber: 20.9436\n",
"[72]\tvalid_0's poisson: -97.2387\tvalid_0's huber: 20.8351\n",
"[73]\tvalid_0's poisson: -97.3492\tvalid_0's huber: 20.7291\n",
"[74]\tvalid_0's poisson: -97.4601\tvalid_0's huber: 20.6217\n",
"[75]\tvalid_0's poisson: -97.5716\tvalid_0's huber: 20.5135\n",
"[76]\tvalid_0's poisson: -97.6808\tvalid_0's huber: 20.4082\n",
"[77]\tvalid_0's poisson: -97.7922\tvalid_0's huber: 20.2999\n",
"[78]\tvalid_0's poisson: -97.8997\tvalid_0's huber: 20.1949\n",
"[79]\tvalid_0's poisson: -98.0096\tvalid_0's huber: 20.0879\n",
"[80]\tvalid_0's poisson: -98.1191\tvalid_0's huber: 19.981\n",
"[81]\tvalid_0's poisson: -98.2275\tvalid_0's huber: 19.8753\n",
"[82]\tvalid_0's poisson: -98.3343\tvalid_0's huber: 19.7708\n",
"[83]\tvalid_0's poisson: -98.4421\tvalid_0's huber: 19.6652\n",
"[84]\tvalid_0's poisson: -98.5473\tvalid_0's huber: 19.5613\n",
"[85]\tvalid_0's poisson: -98.6512\tvalid_0's huber: 19.4582\n",
"[86]\tvalid_0's poisson: -98.7552\tvalid_0's huber: 19.3548\n",
"[87]\tvalid_0's poisson: -98.8585\tvalid_0's huber: 19.2522\n",
"[88]\tvalid_0's poisson: -98.9605\tvalid_0's huber: 19.1506\n",
"[89]\tvalid_0's poisson: -99.0615\tvalid_0's huber: 19.0496\n",
"[90]\tvalid_0's poisson: -99.1639\tvalid_0's huber: 18.9485\n",
"[91]\tvalid_0's poisson: -99.2638\tvalid_0's huber: 18.8486\n",
"[92]\tvalid_0's poisson: -99.3647\tvalid_0's huber: 18.7475\n",
"[93]\tvalid_0's poisson: -99.4649\tvalid_0's huber: 18.6488\n",
"[94]\tvalid_0's poisson: -99.5644\tvalid_0's huber: 18.5488\n",
"[95]\tvalid_0's poisson: -99.663\tvalid_0's huber: 18.4508\n",
"[96]\tvalid_0's poisson: -99.7601\tvalid_0's huber: 18.3544\n",
"[97]\tvalid_0's poisson: -99.857\tvalid_0's huber: 18.2569\n",
"[98]\tvalid_0's poisson: -99.9526\tvalid_0's huber: 18.1619\n",
"[99]\tvalid_0's poisson: -100.048\tvalid_0's huber: 18.0666\n",
"[100]\tvalid_0's poisson: -100.142\tvalid_0's huber: 17.9726\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3426\tvalid_0's huber: 29.6707\n",
"[2]\tvalid_0's poisson: -87.5102\tvalid_0's huber: 29.5322\n",
"[3]\tvalid_0's poisson: -87.677\tvalid_0's huber: 29.3941\n",
"[4]\tvalid_0's poisson: -87.843\tvalid_0's huber: 29.2565\n",
"[5]\tvalid_0's poisson: -88.0083\tvalid_0's huber: 29.118\n",
"[6]\tvalid_0's poisson: -88.1723\tvalid_0's huber: 28.9813\n",
"[7]\tvalid_0's poisson: -88.3356\tvalid_0's huber: 28.8436\n",
"[8]\tvalid_0's poisson: -88.4977\tvalid_0's huber: 28.7077\n",
"[9]\tvalid_0's poisson: -88.659\tvalid_0's huber: 28.5711\n",
"[10]\tvalid_0's poisson: -88.819\tvalid_0's huber: 28.4362\n",
"[11]\tvalid_0's poisson: -88.9784\tvalid_0's huber: 28.3004\n",
"[12]\tvalid_0's poisson: -89.1375\tvalid_0's huber: 28.1642\n",
"[13]\tvalid_0's poisson: -89.2964\tvalid_0's huber: 28.0284\n",
"[14]\tvalid_0's poisson: -89.4543\tvalid_0's huber: 27.8929\n",
"[15]\tvalid_0's poisson: -89.6112\tvalid_0's huber: 27.7581\n",
"[16]\tvalid_0's poisson: -89.7678\tvalid_0's huber: 27.6229\n",
"[17]\tvalid_0's poisson: -89.9235\tvalid_0's huber: 27.4881\n",
"[18]\tvalid_0's poisson: -90.0783\tvalid_0's huber: 27.3538\n",
"[19]\tvalid_0's poisson: -90.2321\tvalid_0's huber: 27.2199\n",
"[20]\tvalid_0's poisson: -90.3859\tvalid_0's huber: 27.0858\n",
"[21]\tvalid_0's poisson: -90.5378\tvalid_0's huber: 26.9528\n",
"[22]\tvalid_0's poisson: -90.6896\tvalid_0's huber: 26.8198\n",
"[23]\tvalid_0's poisson: -90.8409\tvalid_0's huber: 26.687\n",
"[24]\tvalid_0's poisson: -90.991\tvalid_0's huber: 26.5549\n",
"[25]\tvalid_0's poisson: -91.1393\tvalid_0's huber: 26.4242\n",
"[26]\tvalid_0's poisson: -91.2878\tvalid_0's huber: 26.2932\n",
"[27]\tvalid_0's poisson: -91.4357\tvalid_0's huber: 26.1625\n",
"[28]\tvalid_0's poisson: -91.5826\tvalid_0's huber: 26.0321\n",
"[29]\tvalid_0's poisson: -91.7288\tvalid_0's huber: 25.9024\n",
"[30]\tvalid_0's poisson: -91.8737\tvalid_0's huber: 25.7735\n",
"[31]\tvalid_0's poisson: -92.0181\tvalid_0's huber: 25.645\n",
"[32]\tvalid_0's poisson: -92.1617\tvalid_0's huber: 25.5169\n",
"[33]\tvalid_0's poisson: -92.3047\tvalid_0's huber: 25.3893\n",
"[34]\tvalid_0's poisson: -92.4466\tvalid_0's huber: 25.2624\n",
"[35]\tvalid_0's poisson: -92.5873\tvalid_0's huber: 25.1367\n",
"[36]\tvalid_0's poisson: -92.7279\tvalid_0's huber: 25.0104\n",
"[37]\tvalid_0's poisson: -92.8667\tvalid_0's huber: 24.8858\n",
"[38]\tvalid_0's poisson: -93.0043\tvalid_0's huber: 24.7612\n",
"[39]\tvalid_0's poisson: -93.1421\tvalid_0's huber: 24.6369\n",
"[40]\tvalid_0's poisson: -93.2781\tvalid_0's huber: 24.5137\n",
"[41]\tvalid_0's poisson: -93.4142\tvalid_0's huber: 24.39\n",
"[42]\tvalid_0's poisson: -93.5495\tvalid_0's huber: 24.2668\n",
"[43]\tvalid_0's poisson: -93.6834\tvalid_0's huber: 24.145\n",
"[44]\tvalid_0's poisson: -93.8172\tvalid_0's huber: 24.0225\n",
"[45]\tvalid_0's poisson: -93.9506\tvalid_0's huber: 23.9006\n",
"[46]\tvalid_0's poisson: -94.0831\tvalid_0's huber: 23.7791\n",
"[47]\tvalid_0's poisson: -94.2152\tvalid_0's huber: 23.6577\n",
"[48]\tvalid_0's poisson: -94.3456\tvalid_0's huber: 23.5375\n",
"[49]\tvalid_0's poisson: -94.475\tvalid_0's huber: 23.4177\n",
"[50]\tvalid_0's poisson: -94.6036\tvalid_0's huber: 23.2986\n",
"[51]\tvalid_0's poisson: -94.7318\tvalid_0's huber: 23.1802\n",
"[52]\tvalid_0's poisson: -94.8583\tvalid_0's huber: 23.063\n",
"[53]\tvalid_0's poisson: -94.9853\tvalid_0's huber: 22.945\n",
"[54]\tvalid_0's poisson: -95.1105\tvalid_0's huber: 22.8282\n",
"[55]\tvalid_0's poisson: -95.2357\tvalid_0's huber: 22.7114\n",
"[56]\tvalid_0's poisson: -95.3598\tvalid_0's huber: 22.5953\n",
"[57]\tvalid_0's poisson: -95.4825\tvalid_0's huber: 22.4801\n",
"[58]\tvalid_0's poisson: -95.605\tvalid_0's huber: 22.3649\n",
"[59]\tvalid_0's poisson: -95.7268\tvalid_0's huber: 22.2508\n",
"[60]\tvalid_0's poisson: -95.8473\tvalid_0's huber: 22.1363\n",
"[61]\tvalid_0's poisson: -95.9685\tvalid_0's huber: 22.0232\n",
"[62]\tvalid_0's poisson: -96.0876\tvalid_0's huber: 21.9108\n",
"[63]\tvalid_0's poisson: -96.2061\tvalid_0's huber: 21.7991\n",
"[64]\tvalid_0's poisson: -96.3244\tvalid_0's huber: 21.6869\n",
"[65]\tvalid_0's poisson: -96.4416\tvalid_0's huber: 21.576\n",
"[66]\tvalid_0's poisson: -96.5588\tvalid_0's huber: 21.4646\n",
"[67]\tvalid_0's poisson: -96.6752\tvalid_0's huber: 21.3543\n",
"[68]\tvalid_0's poisson: -96.7907\tvalid_0's huber: 21.2445\n",
"[69]\tvalid_0's poisson: -96.9061\tvalid_0's huber: 21.1338\n",
"[70]\tvalid_0's poisson: -97.0199\tvalid_0's huber: 21.0254\n",
"[71]\tvalid_0's poisson: -97.1338\tvalid_0's huber: 20.9167\n",
"[72]\tvalid_0's poisson: -97.2469\tvalid_0's huber: 20.8075\n",
"[73]\tvalid_0's poisson: -97.3588\tvalid_0's huber: 20.6999\n",
"[74]\tvalid_0's poisson: -97.4696\tvalid_0's huber: 20.593\n",
"[75]\tvalid_0's poisson: -97.5798\tvalid_0's huber: 20.4864\n",
"[76]\tvalid_0's poisson: -97.6895\tvalid_0's huber: 20.3803\n",
"[77]\tvalid_0's poisson: -97.7987\tvalid_0's huber: 20.2738\n",
"[78]\tvalid_0's poisson: -97.9087\tvalid_0's huber: 20.1672\n",
"[79]\tvalid_0's poisson: -98.0169\tvalid_0's huber: 20.0618\n",
"[80]\tvalid_0's poisson: -98.1241\tvalid_0's huber: 19.9562\n",
"[81]\tvalid_0's poisson: -98.2315\tvalid_0's huber: 19.8516\n",
"[82]\tvalid_0's poisson: -98.3387\tvalid_0's huber: 19.7461\n",
"[83]\tvalid_0's poisson: -98.4456\tvalid_0's huber: 19.6414\n",
"[84]\tvalid_0's poisson: -98.5514\tvalid_0's huber: 19.5372\n",
"[85]\tvalid_0's poisson: -98.6574\tvalid_0's huber: 19.4336\n",
"[86]\tvalid_0's poisson: -98.7618\tvalid_0's huber: 19.3303\n",
"[87]\tvalid_0's poisson: -98.8664\tvalid_0's huber: 19.2277\n",
"[88]\tvalid_0's poisson: -98.9691\tvalid_0's huber: 19.1258\n",
"[89]\tvalid_0's poisson: -99.0719\tvalid_0's huber: 19.0245\n",
"[90]\tvalid_0's poisson: -99.1739\tvalid_0's huber: 18.923\n",
"[91]\tvalid_0's poisson: -99.2743\tvalid_0's huber: 18.8232\n",
"[92]\tvalid_0's poisson: -99.3739\tvalid_0's huber: 18.7231\n",
"[93]\tvalid_0's poisson: -99.4726\tvalid_0's huber: 18.6236\n",
"[94]\tvalid_0's poisson: -99.5715\tvalid_0's huber: 18.5253\n",
"[95]\tvalid_0's poisson: -99.6703\tvalid_0's huber: 18.4268\n",
"[96]\tvalid_0's poisson: -99.7674\tvalid_0's huber: 18.3284\n",
"[97]\tvalid_0's poisson: -99.8638\tvalid_0's huber: 18.2321\n",
"[98]\tvalid_0's poisson: -99.9609\tvalid_0's huber: 18.1354\n",
"[99]\tvalid_0's poisson: -100.057\tvalid_0's huber: 18.0398\n",
"[100]\tvalid_0's poisson: -100.151\tvalid_0's huber: 17.9455\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.7016\n",
"[2]\tvalid_0's poisson: -87.5074\tvalid_0's huber: 29.5608\n",
"[3]\tvalid_0's poisson: -87.6748\tvalid_0's huber: 29.4205\n",
"[4]\tvalid_0's poisson: -87.8411\tvalid_0's huber: 29.2806\n",
"[5]\tvalid_0's poisson: -88.0065\tvalid_0's huber: 29.1413\n",
"[6]\tvalid_0's poisson: -88.1709\tvalid_0's huber: 29.0024\n",
"[7]\tvalid_0's poisson: -88.3344\tvalid_0's huber: 28.864\n",
"[8]\tvalid_0's poisson: -88.4968\tvalid_0's huber: 28.726\n",
"[9]\tvalid_0's poisson: -88.6592\tvalid_0's huber: 28.5882\n",
"[10]\tvalid_0's poisson: -88.8208\tvalid_0's huber: 28.4508\n",
"[11]\tvalid_0's poisson: -88.9823\tvalid_0's huber: 28.3133\n",
"[12]\tvalid_0's poisson: -89.1432\tvalid_0's huber: 28.1758\n",
"[13]\tvalid_0's poisson: -89.3032\tvalid_0's huber: 28.0388\n",
"[14]\tvalid_0's poisson: -89.4616\tvalid_0's huber: 27.9025\n",
"[15]\tvalid_0's poisson: -89.62\tvalid_0's huber: 27.7662\n",
"[16]\tvalid_0's poisson: -89.7772\tvalid_0's huber: 27.6305\n",
"[17]\tvalid_0's poisson: -89.9336\tvalid_0's huber: 27.495\n",
"[18]\tvalid_0's poisson: -90.0888\tvalid_0's huber: 27.3603\n",
"[19]\tvalid_0's poisson: -90.243\tvalid_0's huber: 27.2262\n",
"[20]\tvalid_0's poisson: -90.3959\tvalid_0's huber: 27.0928\n",
"[21]\tvalid_0's poisson: -90.5479\tvalid_0's huber: 26.9599\n",
"[22]\tvalid_0's poisson: -90.699\tvalid_0's huber: 26.8274\n",
"[23]\tvalid_0's poisson: -90.8482\tvalid_0's huber: 26.6958\n",
"[24]\tvalid_0's poisson: -90.9966\tvalid_0's huber: 26.5647\n",
"[25]\tvalid_0's poisson: -91.144\tvalid_0's huber: 26.4342\n",
"[26]\tvalid_0's poisson: -91.2904\tvalid_0's huber: 26.3044\n",
"[27]\tvalid_0's poisson: -91.4361\tvalid_0's huber: 26.1754\n",
"[28]\tvalid_0's poisson: -91.5813\tvalid_0's huber: 26.0466\n",
"[29]\tvalid_0's poisson: -91.7261\tvalid_0's huber: 25.9182\n",
"[30]\tvalid_0's poisson: -91.8693\tvalid_0's huber: 25.7908\n",
"[31]\tvalid_0's poisson: -92.0123\tvalid_0's huber: 25.6633\n",
"[32]\tvalid_0's poisson: -92.154\tvalid_0's huber: 25.5367\n",
"[33]\tvalid_0's poisson: -92.2951\tvalid_0's huber: 25.4107\n",
"[34]\tvalid_0's poisson: -92.4348\tvalid_0's huber: 25.2853\n",
"[35]\tvalid_0's poisson: -92.5734\tvalid_0's huber: 25.1607\n",
"[36]\tvalid_0's poisson: -92.7128\tvalid_0's huber: 25.0355\n",
"[37]\tvalid_0's poisson: -92.8515\tvalid_0's huber: 24.9109\n",
"[38]\tvalid_0's poisson: -92.9893\tvalid_0's huber: 24.7867\n",
"[39]\tvalid_0's poisson: -93.1264\tvalid_0's huber: 24.6632\n",
"[40]\tvalid_0's poisson: -93.262\tvalid_0's huber: 24.5407\n",
"[41]\tvalid_0's poisson: -93.3974\tvalid_0's huber: 24.4182\n",
"[42]\tvalid_0's poisson: -93.5317\tvalid_0's huber: 24.2968\n",
"[43]\tvalid_0's poisson: -93.6647\tvalid_0's huber: 24.1759\n",
"[44]\tvalid_0's poisson: -93.7974\tvalid_0's huber: 24.0552\n",
"[45]\tvalid_0's poisson: -93.929\tvalid_0's huber: 23.9353\n",
"[46]\tvalid_0's poisson: -94.0594\tvalid_0's huber: 23.816\n",
"[47]\tvalid_0's poisson: -94.1892\tvalid_0's huber: 23.6966\n",
"[48]\tvalid_0's poisson: -94.319\tvalid_0's huber: 23.5776\n",
"[49]\tvalid_0's poisson: -94.4473\tvalid_0's huber: 23.4592\n",
"[50]\tvalid_0's poisson: -94.5747\tvalid_0's huber: 23.3418\n",
"[51]\tvalid_0's poisson: -94.7017\tvalid_0's huber: 23.2245\n",
"[52]\tvalid_0's poisson: -94.8277\tvalid_0's huber: 23.1079\n",
"[53]\tvalid_0's poisson: -94.953\tvalid_0's huber: 22.9916\n",
"[54]\tvalid_0's poisson: -95.0772\tvalid_0's huber: 22.8765\n",
"[55]\tvalid_0's poisson: -95.2008\tvalid_0's huber: 22.7611\n",
"[56]\tvalid_0's poisson: -95.3235\tvalid_0's huber: 22.6467\n",
"[57]\tvalid_0's poisson: -95.4454\tvalid_0's huber: 22.5322\n",
"[58]\tvalid_0's poisson: -95.5672\tvalid_0's huber: 22.4188\n",
"[59]\tvalid_0's poisson: -95.6891\tvalid_0's huber: 22.305\n",
"[60]\tvalid_0's poisson: -95.8103\tvalid_0's huber: 22.1911\n",
"[61]\tvalid_0's poisson: -95.9306\tvalid_0's huber: 22.0784\n",
"[62]\tvalid_0's poisson: -96.0501\tvalid_0's huber: 21.9658\n",
"[63]\tvalid_0's poisson: -96.1701\tvalid_0's huber: 21.8542\n",
"[64]\tvalid_0's poisson: -96.2903\tvalid_0's huber: 21.7417\n",
"[65]\tvalid_0's poisson: -96.4099\tvalid_0's huber: 21.6292\n",
"[66]\tvalid_0's poisson: -96.5273\tvalid_0's huber: 21.5188\n",
"[67]\tvalid_0's poisson: -96.6445\tvalid_0's huber: 21.4086\n",
"[68]\tvalid_0's poisson: -96.7609\tvalid_0's huber: 21.2988\n",
"[69]\tvalid_0's poisson: -96.8773\tvalid_0's huber: 21.1878\n",
"[70]\tvalid_0's poisson: -96.9933\tvalid_0's huber: 21.0771\n",
"[71]\tvalid_0's poisson: -97.1093\tvalid_0's huber: 20.9659\n",
"[72]\tvalid_0's poisson: -97.2244\tvalid_0's huber: 20.8554\n",
"[73]\tvalid_0's poisson: -97.3381\tvalid_0's huber: 20.7463\n",
"[74]\tvalid_0's poisson: -97.4519\tvalid_0's huber: 20.6365\n",
"[75]\tvalid_0's poisson: -97.5645\tvalid_0's huber: 20.5278\n",
"[76]\tvalid_0's poisson: -97.6775\tvalid_0's huber: 20.4184\n",
"[77]\tvalid_0's poisson: -97.7892\tvalid_0's huber: 20.3098\n",
"[78]\tvalid_0's poisson: -97.899\tvalid_0's huber: 20.203\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -98.0081\tvalid_0's huber: 20.097\n",
"[80]\tvalid_0's poisson: -98.1185\tvalid_0's huber: 19.9895\n",
"[81]\tvalid_0's poisson: -98.2266\tvalid_0's huber: 19.884\n",
"[82]\tvalid_0's poisson: -98.3346\tvalid_0's huber: 19.7784\n",
"[83]\tvalid_0's poisson: -98.4409\tvalid_0's huber: 19.6747\n",
"[84]\tvalid_0's poisson: -98.548\tvalid_0's huber: 19.5701\n",
"[85]\tvalid_0's poisson: -98.654\tvalid_0's huber: 19.4671\n",
"[86]\tvalid_0's poisson: -98.7597\tvalid_0's huber: 19.3633\n",
"[87]\tvalid_0's poisson: -98.8649\tvalid_0's huber: 19.2604\n",
"[88]\tvalid_0's poisson: -98.968\tvalid_0's huber: 19.1595\n",
"[89]\tvalid_0's poisson: -99.0707\tvalid_0's huber: 19.059\n",
"[90]\tvalid_0's poisson: -99.1727\tvalid_0's huber: 18.959\n",
"[91]\tvalid_0's poisson: -99.2755\tvalid_0's huber: 18.8567\n",
"[92]\tvalid_0's poisson: -99.3766\tvalid_0's huber: 18.7578\n",
"[93]\tvalid_0's poisson: -99.477\tvalid_0's huber: 18.6583\n",
"[94]\tvalid_0's poisson: -99.5767\tvalid_0's huber: 18.5593\n",
"[95]\tvalid_0's poisson: -99.6757\tvalid_0's huber: 18.4607\n",
"[96]\tvalid_0's poisson: -99.7738\tvalid_0's huber: 18.3627\n",
"[97]\tvalid_0's poisson: -99.8709\tvalid_0's huber: 18.2661\n",
"[98]\tvalid_0's poisson: -99.9668\tvalid_0's huber: 18.1695\n",
"[99]\tvalid_0's poisson: -100.062\tvalid_0's huber: 18.0734\n",
"[100]\tvalid_0's poisson: -100.156\tvalid_0's huber: 17.979\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3457\tvalid_0's huber: 29.6531\n",
"[2]\tvalid_0's poisson: -87.5144\tvalid_0's huber: 29.513\n",
"[3]\tvalid_0's poisson: -87.682\tvalid_0's huber: 29.3733\n",
"[4]\tvalid_0's poisson: -87.8486\tvalid_0's huber: 29.2343\n",
"[5]\tvalid_0's poisson: -88.0142\tvalid_0's huber: 29.0957\n",
"[6]\tvalid_0's poisson: -88.1787\tvalid_0's huber: 28.9575\n",
"[7]\tvalid_0's poisson: -88.3422\tvalid_0's huber: 28.8201\n",
"[8]\tvalid_0's poisson: -88.5046\tvalid_0's huber: 28.6831\n",
"[9]\tvalid_0's poisson: -88.6673\tvalid_0's huber: 28.5458\n",
"[10]\tvalid_0's poisson: -88.8286\tvalid_0's huber: 28.4087\n",
"[11]\tvalid_0's poisson: -88.99\tvalid_0's huber: 28.2714\n",
"[12]\tvalid_0's poisson: -89.1511\tvalid_0's huber: 28.1344\n",
"[13]\tvalid_0's poisson: -89.3111\tvalid_0's huber: 27.9979\n",
"[14]\tvalid_0's poisson: -89.4698\tvalid_0's huber: 27.8619\n",
"[15]\tvalid_0's poisson: -89.6278\tvalid_0's huber: 27.7262\n",
"[16]\tvalid_0's poisson: -89.7849\tvalid_0's huber: 27.5909\n",
"[17]\tvalid_0's poisson: -89.9411\tvalid_0's huber: 27.4561\n",
"[18]\tvalid_0's poisson: -90.0963\tvalid_0's huber: 27.3217\n",
"[19]\tvalid_0's poisson: -90.2503\tvalid_0's huber: 27.1878\n",
"[20]\tvalid_0's poisson: -90.4038\tvalid_0's huber: 27.0542\n",
"[21]\tvalid_0's poisson: -90.5561\tvalid_0's huber: 26.921\n",
"[22]\tvalid_0's poisson: -90.7075\tvalid_0's huber: 26.7889\n",
"[23]\tvalid_0's poisson: -90.8581\tvalid_0's huber: 26.6567\n",
"[24]\tvalid_0's poisson: -91.0079\tvalid_0's huber: 26.5247\n",
"[25]\tvalid_0's poisson: -91.1564\tvalid_0's huber: 26.3936\n",
"[26]\tvalid_0's poisson: -91.3035\tvalid_0's huber: 26.2635\n",
"[27]\tvalid_0's poisson: -91.45\tvalid_0's huber: 26.134\n",
"[28]\tvalid_0's poisson: -91.5958\tvalid_0's huber: 26.0049\n",
"[29]\tvalid_0's poisson: -91.7403\tvalid_0's huber: 25.8763\n",
"[30]\tvalid_0's poisson: -91.8843\tvalid_0's huber: 25.7481\n",
"[31]\tvalid_0's poisson: -92.027\tvalid_0's huber: 25.6211\n",
"[32]\tvalid_0's poisson: -92.1696\tvalid_0's huber: 25.4941\n",
"[33]\tvalid_0's poisson: -92.311\tvalid_0's huber: 25.368\n",
"[34]\tvalid_0's poisson: -92.4524\tvalid_0's huber: 25.2419\n",
"[35]\tvalid_0's poisson: -92.592\tvalid_0's huber: 25.1168\n",
"[36]\tvalid_0's poisson: -92.7315\tvalid_0's huber: 24.9918\n",
"[37]\tvalid_0's poisson: -92.8705\tvalid_0's huber: 24.8673\n",
"[38]\tvalid_0's poisson: -93.0086\tvalid_0's huber: 24.7429\n",
"[39]\tvalid_0's poisson: -93.1456\tvalid_0's huber: 24.6194\n",
"[40]\tvalid_0's poisson: -93.282\tvalid_0's huber: 24.4961\n",
"[41]\tvalid_0's poisson: -93.4172\tvalid_0's huber: 24.3736\n",
"[42]\tvalid_0's poisson: -93.5517\tvalid_0's huber: 24.2515\n",
"[43]\tvalid_0's poisson: -93.685\tvalid_0's huber: 24.1304\n",
"[44]\tvalid_0's poisson: -93.8169\tvalid_0's huber: 24.0101\n",
"[45]\tvalid_0's poisson: -93.9487\tvalid_0's huber: 23.8899\n",
"[46]\tvalid_0's poisson: -94.0798\tvalid_0's huber: 23.7702\n",
"[47]\tvalid_0's poisson: -94.21\tvalid_0's huber: 23.6506\n",
"[48]\tvalid_0's poisson: -94.3394\tvalid_0's huber: 23.5319\n",
"[49]\tvalid_0's poisson: -94.4679\tvalid_0's huber: 23.4135\n",
"[50]\tvalid_0's poisson: -94.5957\tvalid_0's huber: 23.2953\n",
"[51]\tvalid_0's poisson: -94.723\tvalid_0's huber: 23.1777\n",
"[52]\tvalid_0's poisson: -94.8495\tvalid_0's huber: 23.0605\n",
"[53]\tvalid_0's poisson: -94.9752\tvalid_0's huber: 22.9438\n",
"[54]\tvalid_0's poisson: -95.1005\tvalid_0's huber: 22.8275\n",
"[55]\tvalid_0's poisson: -95.2249\tvalid_0's huber: 22.7116\n",
"[56]\tvalid_0's poisson: -95.348\tvalid_0's huber: 22.5962\n",
"[57]\tvalid_0's poisson: -95.4707\tvalid_0's huber: 22.4817\n",
"[58]\tvalid_0's poisson: -95.5927\tvalid_0's huber: 22.3679\n",
"[59]\tvalid_0's poisson: -95.7148\tvalid_0's huber: 22.2533\n",
"[60]\tvalid_0's poisson: -95.8372\tvalid_0's huber: 22.1382\n",
"[61]\tvalid_0's poisson: -95.9586\tvalid_0's huber: 22.0247\n",
"[62]\tvalid_0's poisson: -96.0789\tvalid_0's huber: 21.9115\n",
"[63]\tvalid_0's poisson: -96.1999\tvalid_0's huber: 21.7983\n",
"[64]\tvalid_0's poisson: -96.3196\tvalid_0's huber: 21.6857\n",
"[65]\tvalid_0's poisson: -96.4388\tvalid_0's huber: 21.5729\n",
"[66]\tvalid_0's poisson: -96.5571\tvalid_0's huber: 21.461\n",
"[67]\tvalid_0's poisson: -96.6743\tvalid_0's huber: 21.3494\n",
"[68]\tvalid_0's poisson: -96.7907\tvalid_0's huber: 21.2384\n",
"[69]\tvalid_0's poisson: -96.9068\tvalid_0's huber: 21.1277\n",
"[70]\tvalid_0's poisson: -97.0228\tvalid_0's huber: 21.0168\n",
"[71]\tvalid_0's poisson: -97.1386\tvalid_0's huber: 20.9062\n",
"[72]\tvalid_0's poisson: -97.2521\tvalid_0's huber: 20.7971\n",
"[73]\tvalid_0's poisson: -97.3645\tvalid_0's huber: 20.6885\n",
"[74]\tvalid_0's poisson: -97.4783\tvalid_0's huber: 20.5789\n",
"[75]\tvalid_0's poisson: -97.5897\tvalid_0's huber: 20.4713\n",
"[76]\tvalid_0's poisson: -97.7015\tvalid_0's huber: 20.3636\n",
"[77]\tvalid_0's poisson: -97.8127\tvalid_0's huber: 20.2561\n",
"[78]\tvalid_0's poisson: -97.9222\tvalid_0's huber: 20.1494\n",
"[79]\tvalid_0's poisson: -98.0308\tvalid_0's huber: 20.0439\n",
"[80]\tvalid_0's poisson: -98.1398\tvalid_0's huber: 19.938\n",
"[81]\tvalid_0's poisson: -98.2483\tvalid_0's huber: 19.8323\n",
"[82]\tvalid_0's poisson: -98.3561\tvalid_0's huber: 19.7271\n",
"[83]\tvalid_0's poisson: -98.4629\tvalid_0's huber: 19.623\n",
"[84]\tvalid_0's poisson: -98.5694\tvalid_0's huber: 19.5183\n",
"[85]\tvalid_0's poisson: -98.6749\tvalid_0's huber: 19.4151\n",
"[86]\tvalid_0's poisson: -98.7797\tvalid_0's huber: 19.3127\n",
"[87]\tvalid_0's poisson: -98.8832\tvalid_0's huber: 19.2115\n",
"[88]\tvalid_0's poisson: -98.987\tvalid_0's huber: 19.1093\n",
"[89]\tvalid_0's poisson: -99.0894\tvalid_0's huber: 19.0086\n",
"[90]\tvalid_0's poisson: -99.1908\tvalid_0's huber: 18.9084\n",
"[91]\tvalid_0's poisson: -99.2911\tvalid_0's huber: 18.8093\n",
"[92]\tvalid_0's poisson: -99.3905\tvalid_0's huber: 18.7106\n",
"[93]\tvalid_0's poisson: -99.4894\tvalid_0's huber: 18.6122\n",
"[94]\tvalid_0's poisson: -99.5884\tvalid_0's huber: 18.513\n",
"[95]\tvalid_0's poisson: -99.6871\tvalid_0's huber: 18.4143\n",
"[96]\tvalid_0's poisson: -99.7836\tvalid_0's huber: 18.3179\n",
"[97]\tvalid_0's poisson: -99.8807\tvalid_0's huber: 18.2206\n",
"[98]\tvalid_0's poisson: -99.9766\tvalid_0's huber: 18.1245\n",
"[99]\tvalid_0's poisson: -100.071\tvalid_0's huber: 18.0301\n",
"[100]\tvalid_0's poisson: -100.165\tvalid_0's huber: 17.9354\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3336\tvalid_0's huber: 29.744\n",
"[2]\tvalid_0's poisson: -87.5025\tvalid_0's huber: 29.6032\n",
"[3]\tvalid_0's poisson: -87.6703\tvalid_0's huber: 29.4628\n",
"[4]\tvalid_0's poisson: -87.837\tvalid_0's huber: 29.3232\n",
"[5]\tvalid_0's poisson: -88.0027\tvalid_0's huber: 29.1839\n",
"[6]\tvalid_0's poisson: -88.1673\tvalid_0's huber: 29.0453\n",
"[7]\tvalid_0's poisson: -88.3315\tvalid_0's huber: 28.9064\n",
"[8]\tvalid_0's poisson: -88.4942\tvalid_0's huber: 28.7687\n",
"[9]\tvalid_0's poisson: -88.656\tvalid_0's huber: 28.6314\n",
"[10]\tvalid_0's poisson: -88.818\tvalid_0's huber: 28.4939\n",
"[11]\tvalid_0's poisson: -88.9793\tvalid_0's huber: 28.3561\n",
"[12]\tvalid_0's poisson: -89.1401\tvalid_0's huber: 28.2189\n",
"[13]\tvalid_0's poisson: -89.2998\tvalid_0's huber: 28.0819\n",
"[14]\tvalid_0's poisson: -89.4582\tvalid_0's huber: 27.9457\n",
"[15]\tvalid_0's poisson: -89.6159\tvalid_0's huber: 27.8098\n",
"[16]\tvalid_0's poisson: -89.7731\tvalid_0's huber: 27.6742\n",
"[17]\tvalid_0's poisson: -89.9294\tvalid_0's huber: 27.5392\n",
"[18]\tvalid_0's poisson: -90.0849\tvalid_0's huber: 27.4042\n",
"[19]\tvalid_0's poisson: -90.239\tvalid_0's huber: 27.2697\n",
"[20]\tvalid_0's poisson: -90.3927\tvalid_0's huber: 27.1355\n",
"[21]\tvalid_0's poisson: -90.5455\tvalid_0's huber: 27.002\n",
"[22]\tvalid_0's poisson: -90.6967\tvalid_0's huber: 26.8694\n",
"[23]\tvalid_0's poisson: -90.8477\tvalid_0's huber: 26.7368\n",
"[24]\tvalid_0's poisson: -90.9962\tvalid_0's huber: 26.6052\n",
"[25]\tvalid_0's poisson: -91.1438\tvalid_0's huber: 26.4743\n",
"[26]\tvalid_0's poisson: -91.2903\tvalid_0's huber: 26.3441\n",
"[27]\tvalid_0's poisson: -91.4369\tvalid_0's huber: 26.2136\n",
"[28]\tvalid_0's poisson: -91.5826\tvalid_0's huber: 26.0839\n",
"[29]\tvalid_0's poisson: -91.7262\tvalid_0's huber: 25.9552\n",
"[30]\tvalid_0's poisson: -91.87\tvalid_0's huber: 25.8269\n",
"[31]\tvalid_0's poisson: -92.0125\tvalid_0's huber: 25.699\n",
"[32]\tvalid_0's poisson: -92.155\tvalid_0's huber: 25.5716\n",
"[33]\tvalid_0's poisson: -92.296\tvalid_0's huber: 25.445\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[34]\tvalid_0's poisson: -92.4365\tvalid_0's huber: 25.3186\n",
"[35]\tvalid_0's poisson: -92.5762\tvalid_0's huber: 25.1927\n",
"[36]\tvalid_0's poisson: -92.7145\tvalid_0's huber: 25.0675\n",
"[37]\tvalid_0's poisson: -92.8536\tvalid_0's huber: 24.9425\n",
"[38]\tvalid_0's poisson: -92.9911\tvalid_0's huber: 24.8183\n",
"[39]\tvalid_0's poisson: -93.1281\tvalid_0's huber: 24.6944\n",
"[40]\tvalid_0's poisson: -93.2638\tvalid_0's huber: 24.5711\n",
"[41]\tvalid_0's poisson: -93.3988\tvalid_0's huber: 24.449\n",
"[42]\tvalid_0's poisson: -93.533\tvalid_0's huber: 24.3281\n",
"[43]\tvalid_0's poisson: -93.6662\tvalid_0's huber: 24.2077\n",
"[44]\tvalid_0's poisson: -93.7992\tvalid_0's huber: 24.0866\n",
"[45]\tvalid_0's poisson: -93.9304\tvalid_0's huber: 23.9667\n",
"[46]\tvalid_0's poisson: -94.0617\tvalid_0's huber: 23.8465\n",
"[47]\tvalid_0's poisson: -94.1917\tvalid_0's huber: 23.7273\n",
"[48]\tvalid_0's poisson: -94.3213\tvalid_0's huber: 23.6082\n",
"[49]\tvalid_0's poisson: -94.4502\tvalid_0's huber: 23.4898\n",
"[50]\tvalid_0's poisson: -94.5784\tvalid_0's huber: 23.3716\n",
"[51]\tvalid_0's poisson: -94.7053\tvalid_0's huber: 23.2549\n",
"[52]\tvalid_0's poisson: -94.8328\tvalid_0's huber: 23.1369\n",
"[53]\tvalid_0's poisson: -94.9591\tvalid_0's huber: 23.0203\n",
"[54]\tvalid_0's poisson: -95.0838\tvalid_0's huber: 22.9042\n",
"[55]\tvalid_0's poisson: -95.2079\tvalid_0's huber: 22.7884\n",
"[56]\tvalid_0's poisson: -95.3318\tvalid_0's huber: 22.6728\n",
"[57]\tvalid_0's poisson: -95.4547\tvalid_0's huber: 22.5582\n",
"[58]\tvalid_0's poisson: -95.5771\tvalid_0's huber: 22.4436\n",
"[59]\tvalid_0's poisson: -95.6982\tvalid_0's huber: 22.3302\n",
"[60]\tvalid_0's poisson: -95.8198\tvalid_0's huber: 22.2165\n",
"[61]\tvalid_0's poisson: -95.94\tvalid_0's huber: 22.1031\n",
"[62]\tvalid_0's poisson: -96.0601\tvalid_0's huber: 21.9904\n",
"[63]\tvalid_0's poisson: -96.1801\tvalid_0's huber: 21.8772\n",
"[64]\tvalid_0's poisson: -96.2994\tvalid_0's huber: 21.765\n",
"[65]\tvalid_0's poisson: -96.4177\tvalid_0's huber: 21.6531\n",
"[66]\tvalid_0's poisson: -96.5357\tvalid_0's huber: 21.5413\n",
"[67]\tvalid_0's poisson: -96.6527\tvalid_0's huber: 21.43\n",
"[68]\tvalid_0's poisson: -96.7693\tvalid_0's huber: 21.3192\n",
"[69]\tvalid_0's poisson: -96.8848\tvalid_0's huber: 21.2089\n",
"[70]\tvalid_0's poisson: -96.9995\tvalid_0's huber: 21.0991\n",
"[71]\tvalid_0's poisson: -97.1143\tvalid_0's huber: 20.9893\n",
"[72]\tvalid_0's poisson: -97.2292\tvalid_0's huber: 20.8793\n",
"[73]\tvalid_0's poisson: -97.3429\tvalid_0's huber: 20.7701\n",
"[74]\tvalid_0's poisson: -97.4558\tvalid_0's huber: 20.6619\n",
"[75]\tvalid_0's poisson: -97.5676\tvalid_0's huber: 20.5537\n",
"[76]\tvalid_0's poisson: -97.6787\tvalid_0's huber: 20.4461\n",
"[77]\tvalid_0's poisson: -97.789\tvalid_0's huber: 20.3394\n",
"[78]\tvalid_0's poisson: -97.8991\tvalid_0's huber: 20.2324\n",
"[79]\tvalid_0's poisson: -98.0084\tvalid_0's huber: 20.1265\n",
"[80]\tvalid_0's poisson: -98.1173\tvalid_0's huber: 20.0207\n",
"[81]\tvalid_0's poisson: -98.2251\tvalid_0's huber: 19.9152\n",
"[82]\tvalid_0's poisson: -98.3341\tvalid_0's huber: 19.809\n",
"[83]\tvalid_0's poisson: -98.442\tvalid_0's huber: 19.7034\n",
"[84]\tvalid_0's poisson: -98.5501\tvalid_0's huber: 19.5977\n",
"[85]\tvalid_0's poisson: -98.6567\tvalid_0's huber: 19.4932\n",
"[86]\tvalid_0's poisson: -98.7632\tvalid_0's huber: 19.389\n",
"[87]\tvalid_0's poisson: -98.8684\tvalid_0's huber: 19.2857\n",
"[88]\tvalid_0's poisson: -98.9721\tvalid_0's huber: 19.1825\n",
"[89]\tvalid_0's poisson: -99.0748\tvalid_0's huber: 19.0804\n",
"[90]\tvalid_0's poisson: -99.1783\tvalid_0's huber: 18.9784\n",
"[91]\tvalid_0's poisson: -99.2799\tvalid_0's huber: 18.8769\n",
"[92]\tvalid_0's poisson: -99.3817\tvalid_0's huber: 18.7761\n",
"[93]\tvalid_0's poisson: -99.4828\tvalid_0's huber: 18.6759\n",
"[94]\tvalid_0's poisson: -99.5826\tvalid_0's huber: 18.5762\n",
"[95]\tvalid_0's poisson: -99.6808\tvalid_0's huber: 18.4773\n",
"[96]\tvalid_0's poisson: -99.7797\tvalid_0's huber: 18.3789\n",
"[97]\tvalid_0's poisson: -99.8772\tvalid_0's huber: 18.2814\n",
"[98]\tvalid_0's poisson: -99.9746\tvalid_0's huber: 18.1842\n",
"[99]\tvalid_0's poisson: -100.071\tvalid_0's huber: 18.0879\n",
"[100]\tvalid_0's poisson: -100.167\tvalid_0's huber: 17.9917\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=10, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1758\tvalid_0's huber: 29.8099\n",
"[2]\tvalid_0's poisson: -87.1779\tvalid_0's huber: 29.808\n",
"[3]\tvalid_0's poisson: -87.18\tvalid_0's huber: 29.8062\n",
"[4]\tvalid_0's poisson: -87.1821\tvalid_0's huber: 29.8043\n",
"[5]\tvalid_0's poisson: -87.1842\tvalid_0's huber: 29.8025\n",
"[6]\tvalid_0's poisson: -87.1863\tvalid_0's huber: 29.8006\n",
"[7]\tvalid_0's poisson: -87.1884\tvalid_0's huber: 29.7987\n",
"[8]\tvalid_0's poisson: -87.1905\tvalid_0's huber: 29.7969\n",
"[9]\tvalid_0's poisson: -87.1926\tvalid_0's huber: 29.795\n",
"[10]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7932\n",
"[11]\tvalid_0's poisson: -87.1968\tvalid_0's huber: 29.7913\n",
"[12]\tvalid_0's poisson: -87.1989\tvalid_0's huber: 29.7895\n",
"[13]\tvalid_0's poisson: -87.201\tvalid_0's huber: 29.7876\n",
"[14]\tvalid_0's poisson: -87.2031\tvalid_0's huber: 29.7858\n",
"[15]\tvalid_0's poisson: -87.2052\tvalid_0's huber: 29.7839\n",
"[16]\tvalid_0's poisson: -87.2072\tvalid_0's huber: 29.7821\n",
"[17]\tvalid_0's poisson: -87.2093\tvalid_0's huber: 29.7802\n",
"[18]\tvalid_0's poisson: -87.2114\tvalid_0's huber: 29.7783\n",
"[19]\tvalid_0's poisson: -87.2135\tvalid_0's huber: 29.7765\n",
"[20]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7746\n",
"[21]\tvalid_0's poisson: -87.2177\tvalid_0's huber: 29.7728\n",
"[22]\tvalid_0's poisson: -87.2198\tvalid_0's huber: 29.7709\n",
"[23]\tvalid_0's poisson: -87.2219\tvalid_0's huber: 29.7691\n",
"[24]\tvalid_0's poisson: -87.224\tvalid_0's huber: 29.7672\n",
"[25]\tvalid_0's poisson: -87.2261\tvalid_0's huber: 29.7654\n",
"[26]\tvalid_0's poisson: -87.2282\tvalid_0's huber: 29.7635\n",
"[27]\tvalid_0's poisson: -87.2303\tvalid_0's huber: 29.7617\n",
"[28]\tvalid_0's poisson: -87.2324\tvalid_0's huber: 29.7598\n",
"[29]\tvalid_0's poisson: -87.2345\tvalid_0's huber: 29.758\n",
"[30]\tvalid_0's poisson: -87.2366\tvalid_0's huber: 29.7561\n",
"[31]\tvalid_0's poisson: -87.2387\tvalid_0's huber: 29.7542\n",
"[32]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.7524\n",
"[33]\tvalid_0's poisson: -87.2428\tvalid_0's huber: 29.7505\n",
"[34]\tvalid_0's poisson: -87.2449\tvalid_0's huber: 29.7487\n",
"[35]\tvalid_0's poisson: -87.247\tvalid_0's huber: 29.7468\n",
"[36]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.745\n",
"[37]\tvalid_0's poisson: -87.2512\tvalid_0's huber: 29.7431\n",
"[38]\tvalid_0's poisson: -87.2533\tvalid_0's huber: 29.7413\n",
"[39]\tvalid_0's poisson: -87.2554\tvalid_0's huber: 29.7394\n",
"[40]\tvalid_0's poisson: -87.2575\tvalid_0's huber: 29.7376\n",
"[41]\tvalid_0's poisson: -87.2596\tvalid_0's huber: 29.7357\n",
"[42]\tvalid_0's poisson: -87.2617\tvalid_0's huber: 29.7339\n",
"[43]\tvalid_0's poisson: -87.2638\tvalid_0's huber: 29.732\n",
"[44]\tvalid_0's poisson: -87.2658\tvalid_0's huber: 29.7302\n",
"[45]\tvalid_0's poisson: -87.2679\tvalid_0's huber: 29.7283\n",
"[46]\tvalid_0's poisson: -87.27\tvalid_0's huber: 29.7265\n",
"[47]\tvalid_0's poisson: -87.2721\tvalid_0's huber: 29.7246\n",
"[48]\tvalid_0's poisson: -87.2742\tvalid_0's huber: 29.7228\n",
"[49]\tvalid_0's poisson: -87.2763\tvalid_0's huber: 29.7209\n",
"[50]\tvalid_0's poisson: -87.2784\tvalid_0's huber: 29.7191\n",
"[51]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7172\n",
"[52]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7154\n",
"[53]\tvalid_0's poisson: -87.2846\tvalid_0's huber: 29.7135\n",
"[54]\tvalid_0's poisson: -87.2867\tvalid_0's huber: 29.7117\n",
"[55]\tvalid_0's poisson: -87.2888\tvalid_0's huber: 29.7098\n",
"[56]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.708\n",
"[57]\tvalid_0's poisson: -87.293\tvalid_0's huber: 29.7061\n",
"[58]\tvalid_0's poisson: -87.2951\tvalid_0's huber: 29.7042\n",
"[59]\tvalid_0's poisson: -87.2972\tvalid_0's huber: 29.7024\n",
"[60]\tvalid_0's poisson: -87.2993\tvalid_0's huber: 29.7005\n",
"[61]\tvalid_0's poisson: -87.3014\tvalid_0's huber: 29.6987\n",
"[62]\tvalid_0's poisson: -87.3034\tvalid_0's huber: 29.6968\n",
"[63]\tvalid_0's poisson: -87.3055\tvalid_0's huber: 29.695\n",
"[64]\tvalid_0's poisson: -87.3076\tvalid_0's huber: 29.6931\n",
"[65]\tvalid_0's poisson: -87.3097\tvalid_0's huber: 29.6913\n",
"[66]\tvalid_0's poisson: -87.3118\tvalid_0's huber: 29.6894\n",
"[67]\tvalid_0's poisson: -87.3139\tvalid_0's huber: 29.6876\n",
"[68]\tvalid_0's poisson: -87.316\tvalid_0's huber: 29.6857\n",
"[69]\tvalid_0's poisson: -87.318\tvalid_0's huber: 29.6839\n",
"[70]\tvalid_0's poisson: -87.3201\tvalid_0's huber: 29.682\n",
"[71]\tvalid_0's poisson: -87.3222\tvalid_0's huber: 29.6802\n",
"[72]\tvalid_0's poisson: -87.3243\tvalid_0's huber: 29.6783\n",
"[73]\tvalid_0's poisson: -87.3264\tvalid_0's huber: 29.6765\n",
"[74]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.6747\n",
"[75]\tvalid_0's poisson: -87.3306\tvalid_0's huber: 29.6728\n",
"[76]\tvalid_0's poisson: -87.3326\tvalid_0's huber: 29.671\n",
"[77]\tvalid_0's poisson: -87.3347\tvalid_0's huber: 29.6691\n",
"[78]\tvalid_0's poisson: -87.3368\tvalid_0's huber: 29.6673\n",
"[79]\tvalid_0's poisson: -87.3389\tvalid_0's huber: 29.6654\n",
"[80]\tvalid_0's poisson: -87.341\tvalid_0's huber: 29.6636\n",
"[81]\tvalid_0's poisson: -87.3431\tvalid_0's huber: 29.6617\n",
"[82]\tvalid_0's poisson: -87.3451\tvalid_0's huber: 29.6599\n",
"[83]\tvalid_0's poisson: -87.3472\tvalid_0's huber: 29.658\n",
"[84]\tvalid_0's poisson: -87.3493\tvalid_0's huber: 29.6562\n",
"[85]\tvalid_0's poisson: -87.3514\tvalid_0's huber: 29.6543\n",
"[86]\tvalid_0's poisson: -87.3535\tvalid_0's huber: 29.6525\n",
"[87]\tvalid_0's poisson: -87.3556\tvalid_0's huber: 29.6506\n",
"[88]\tvalid_0's poisson: -87.3576\tvalid_0's huber: 29.6488\n",
"[89]\tvalid_0's poisson: -87.3597\tvalid_0's huber: 29.6469\n",
"[90]\tvalid_0's poisson: -87.3618\tvalid_0's huber: 29.6451\n",
"[91]\tvalid_0's poisson: -87.3639\tvalid_0's huber: 29.6432\n",
"[92]\tvalid_0's poisson: -87.366\tvalid_0's huber: 29.6414\n",
"[93]\tvalid_0's poisson: -87.3681\tvalid_0's huber: 29.6395\n",
"[94]\tvalid_0's poisson: -87.3702\tvalid_0's huber: 29.6377\n",
"[95]\tvalid_0's poisson: -87.3723\tvalid_0's huber: 29.6359\n",
"[96]\tvalid_0's poisson: -87.3744\tvalid_0's huber: 29.634\n",
"[97]\tvalid_0's poisson: -87.3765\tvalid_0's huber: 29.6322\n",
"[98]\tvalid_0's poisson: -87.3786\tvalid_0's huber: 29.6303\n",
"[99]\tvalid_0's poisson: -87.3807\tvalid_0's huber: 29.6285\n",
"[100]\tvalid_0's poisson: -87.3828\tvalid_0's huber: 29.6266\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1761\tvalid_0's huber: 29.8078\n",
"[2]\tvalid_0's poisson: -87.1782\tvalid_0's huber: 29.8059\n",
"[3]\tvalid_0's poisson: -87.1804\tvalid_0's huber: 29.8041\n",
"[4]\tvalid_0's poisson: -87.1825\tvalid_0's huber: 29.8022\n",
"[5]\tvalid_0's poisson: -87.1846\tvalid_0's huber: 29.8003\n",
"[6]\tvalid_0's poisson: -87.1868\tvalid_0's huber: 29.7984\n",
"[7]\tvalid_0's poisson: -87.1889\tvalid_0's huber: 29.7965\n",
"[8]\tvalid_0's poisson: -87.191\tvalid_0's huber: 29.7947\n",
"[9]\tvalid_0's poisson: -87.1932\tvalid_0's huber: 29.7928\n",
"[10]\tvalid_0's poisson: -87.1953\tvalid_0's huber: 29.7909\n",
"[11]\tvalid_0's poisson: -87.1974\tvalid_0's huber: 29.789\n",
"[12]\tvalid_0's poisson: -87.1996\tvalid_0's huber: 29.7872\n",
"[13]\tvalid_0's poisson: -87.2017\tvalid_0's huber: 29.7853\n",
"[14]\tvalid_0's poisson: -87.2038\tvalid_0's huber: 29.7834\n",
"[15]\tvalid_0's poisson: -87.206\tvalid_0's huber: 29.7815\n",
"[16]\tvalid_0's poisson: -87.2081\tvalid_0's huber: 29.7797\n",
"[17]\tvalid_0's poisson: -87.2102\tvalid_0's huber: 29.7778\n",
"[18]\tvalid_0's poisson: -87.2124\tvalid_0's huber: 29.7759\n",
"[19]\tvalid_0's poisson: -87.2145\tvalid_0's huber: 29.774\n",
"[20]\tvalid_0's poisson: -87.2166\tvalid_0's huber: 29.7722\n",
"[21]\tvalid_0's poisson: -87.2188\tvalid_0's huber: 29.7703\n",
"[22]\tvalid_0's poisson: -87.2209\tvalid_0's huber: 29.7684\n",
"[23]\tvalid_0's poisson: -87.223\tvalid_0's huber: 29.7665\n",
"[24]\tvalid_0's poisson: -87.2251\tvalid_0's huber: 29.7647\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[25]\tvalid_0's poisson: -87.2273\tvalid_0's huber: 29.7628\n",
"[26]\tvalid_0's poisson: -87.2294\tvalid_0's huber: 29.7609\n",
"[27]\tvalid_0's poisson: -87.2315\tvalid_0's huber: 29.759\n",
"[28]\tvalid_0's poisson: -87.2337\tvalid_0's huber: 29.7572\n",
"[29]\tvalid_0's poisson: -87.2358\tvalid_0's huber: 29.7553\n",
"[30]\tvalid_0's poisson: -87.2379\tvalid_0's huber: 29.7534\n",
"[31]\tvalid_0's poisson: -87.2401\tvalid_0's huber: 29.7515\n",
"[32]\tvalid_0's poisson: -87.2422\tvalid_0's huber: 29.7497\n",
"[33]\tvalid_0's poisson: -87.2443\tvalid_0's huber: 29.7478\n",
"[34]\tvalid_0's poisson: -87.2464\tvalid_0's huber: 29.7459\n",
"[35]\tvalid_0's poisson: -87.2486\tvalid_0's huber: 29.744\n",
"[36]\tvalid_0's poisson: -87.2507\tvalid_0's huber: 29.7422\n",
"[37]\tvalid_0's poisson: -87.2528\tvalid_0's huber: 29.7403\n",
"[38]\tvalid_0's poisson: -87.2549\tvalid_0's huber: 29.7384\n",
"[39]\tvalid_0's poisson: -87.2571\tvalid_0's huber: 29.7365\n",
"[40]\tvalid_0's poisson: -87.2592\tvalid_0's huber: 29.7347\n",
"[41]\tvalid_0's poisson: -87.2613\tvalid_0's huber: 29.7328\n",
"[42]\tvalid_0's poisson: -87.2635\tvalid_0's huber: 29.7309\n",
"[43]\tvalid_0's poisson: -87.2656\tvalid_0's huber: 29.729\n",
"[44]\tvalid_0's poisson: -87.2677\tvalid_0's huber: 29.7272\n",
"[45]\tvalid_0's poisson: -87.2698\tvalid_0's huber: 29.7253\n",
"[46]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7234\n",
"[47]\tvalid_0's poisson: -87.2741\tvalid_0's huber: 29.7215\n",
"[48]\tvalid_0's poisson: -87.2762\tvalid_0's huber: 29.7197\n",
"[49]\tvalid_0's poisson: -87.2783\tvalid_0's huber: 29.7178\n",
"[50]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7159\n",
"[51]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7141\n",
"[52]\tvalid_0's poisson: -87.2847\tvalid_0's huber: 29.7122\n",
"[53]\tvalid_0's poisson: -87.2868\tvalid_0's huber: 29.7103\n",
"[54]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7084\n",
"[55]\tvalid_0's poisson: -87.2911\tvalid_0's huber: 29.7066\n",
"[56]\tvalid_0's poisson: -87.2932\tvalid_0's huber: 29.7047\n",
"[57]\tvalid_0's poisson: -87.2953\tvalid_0's huber: 29.7028\n",
"[58]\tvalid_0's poisson: -87.2975\tvalid_0's huber: 29.7009\n",
"[59]\tvalid_0's poisson: -87.2996\tvalid_0's huber: 29.6991\n",
"[60]\tvalid_0's poisson: -87.3017\tvalid_0's huber: 29.6972\n",
"[61]\tvalid_0's poisson: -87.3038\tvalid_0's huber: 29.6953\n",
"[62]\tvalid_0's poisson: -87.306\tvalid_0's huber: 29.6935\n",
"[63]\tvalid_0's poisson: -87.3081\tvalid_0's huber: 29.6916\n",
"[64]\tvalid_0's poisson: -87.3102\tvalid_0's huber: 29.6897\n",
"[65]\tvalid_0's poisson: -87.3123\tvalid_0's huber: 29.6878\n",
"[66]\tvalid_0's poisson: -87.3144\tvalid_0's huber: 29.686\n",
"[67]\tvalid_0's poisson: -87.3166\tvalid_0's huber: 29.6841\n",
"[68]\tvalid_0's poisson: -87.3187\tvalid_0's huber: 29.6822\n",
"[69]\tvalid_0's poisson: -87.3208\tvalid_0's huber: 29.6804\n",
"[70]\tvalid_0's poisson: -87.3229\tvalid_0's huber: 29.6785\n",
"[71]\tvalid_0's poisson: -87.325\tvalid_0's huber: 29.6766\n",
"[72]\tvalid_0's poisson: -87.3272\tvalid_0's huber: 29.6747\n",
"[73]\tvalid_0's poisson: -87.3293\tvalid_0's huber: 29.6729\n",
"[74]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.671\n",
"[75]\tvalid_0's poisson: -87.3335\tvalid_0's huber: 29.6691\n",
"[76]\tvalid_0's poisson: -87.3356\tvalid_0's huber: 29.6673\n",
"[77]\tvalid_0's poisson: -87.3378\tvalid_0's huber: 29.6654\n",
"[78]\tvalid_0's poisson: -87.3399\tvalid_0's huber: 29.6635\n",
"[79]\tvalid_0's poisson: -87.342\tvalid_0's huber: 29.6616\n",
"[80]\tvalid_0's poisson: -87.3441\tvalid_0's huber: 29.6598\n",
"[81]\tvalid_0's poisson: -87.3462\tvalid_0's huber: 29.6579\n",
"[82]\tvalid_0's poisson: -87.3484\tvalid_0's huber: 29.656\n",
"[83]\tvalid_0's poisson: -87.3505\tvalid_0's huber: 29.6542\n",
"[84]\tvalid_0's poisson: -87.3526\tvalid_0's huber: 29.6523\n",
"[85]\tvalid_0's poisson: -87.3547\tvalid_0's huber: 29.6504\n",
"[86]\tvalid_0's poisson: -87.3568\tvalid_0's huber: 29.6486\n",
"[87]\tvalid_0's poisson: -87.3589\tvalid_0's huber: 29.6467\n",
"[88]\tvalid_0's poisson: -87.3611\tvalid_0's huber: 29.6448\n",
"[89]\tvalid_0's poisson: -87.3632\tvalid_0's huber: 29.643\n",
"[90]\tvalid_0's poisson: -87.3653\tvalid_0's huber: 29.6411\n",
"[91]\tvalid_0's poisson: -87.3674\tvalid_0's huber: 29.6392\n",
"[92]\tvalid_0's poisson: -87.3695\tvalid_0's huber: 29.6374\n",
"[93]\tvalid_0's poisson: -87.3716\tvalid_0's huber: 29.6355\n",
"[94]\tvalid_0's poisson: -87.3738\tvalid_0's huber: 29.6336\n",
"[95]\tvalid_0's poisson: -87.3759\tvalid_0's huber: 29.6317\n",
"[96]\tvalid_0's poisson: -87.378\tvalid_0's huber: 29.6299\n",
"[97]\tvalid_0's poisson: -87.3801\tvalid_0's huber: 29.628\n",
"[98]\tvalid_0's poisson: -87.3822\tvalid_0's huber: 29.6261\n",
"[99]\tvalid_0's poisson: -87.3843\tvalid_0's huber: 29.6243\n",
"[100]\tvalid_0's poisson: -87.3864\tvalid_0's huber: 29.6224\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1717\tvalid_0's huber: 29.841\n",
"[2]\tvalid_0's poisson: -87.1738\tvalid_0's huber: 29.8391\n",
"[3]\tvalid_0's poisson: -87.1759\tvalid_0's huber: 29.8372\n",
"[4]\tvalid_0's poisson: -87.178\tvalid_0's huber: 29.8354\n",
"[5]\tvalid_0's poisson: -87.1801\tvalid_0's huber: 29.8335\n",
"[6]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.8316\n",
"[7]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.8298\n",
"[8]\tvalid_0's poisson: -87.1865\tvalid_0's huber: 29.8279\n",
"[9]\tvalid_0's poisson: -87.1886\tvalid_0's huber: 29.826\n",
"[10]\tvalid_0's poisson: -87.1907\tvalid_0's huber: 29.8242\n",
"[11]\tvalid_0's poisson: -87.1928\tvalid_0's huber: 29.8223\n",
"[12]\tvalid_0's poisson: -87.1949\tvalid_0's huber: 29.8204\n",
"[13]\tvalid_0's poisson: -87.197\tvalid_0's huber: 29.8186\n",
"[14]\tvalid_0's poisson: -87.1991\tvalid_0's huber: 29.8167\n",
"[15]\tvalid_0's poisson: -87.2013\tvalid_0's huber: 29.8148\n",
"[16]\tvalid_0's poisson: -87.2034\tvalid_0's huber: 29.813\n",
"[17]\tvalid_0's poisson: -87.2055\tvalid_0's huber: 29.8111\n",
"[18]\tvalid_0's poisson: -87.2076\tvalid_0's huber: 29.8092\n",
"[19]\tvalid_0's poisson: -87.2097\tvalid_0's huber: 29.8074\n",
"[20]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8055\n",
"[21]\tvalid_0's poisson: -87.2139\tvalid_0's huber: 29.8036\n",
"[22]\tvalid_0's poisson: -87.216\tvalid_0's huber: 29.8017\n",
"[23]\tvalid_0's poisson: -87.2181\tvalid_0's huber: 29.7999\n",
"[24]\tvalid_0's poisson: -87.2202\tvalid_0's huber: 29.798\n",
"[25]\tvalid_0's poisson: -87.2224\tvalid_0's huber: 29.7961\n",
"[26]\tvalid_0's poisson: -87.2245\tvalid_0's huber: 29.7943\n",
"[27]\tvalid_0's poisson: -87.2266\tvalid_0's huber: 29.7924\n",
"[28]\tvalid_0's poisson: -87.2287\tvalid_0's huber: 29.7905\n",
"[29]\tvalid_0's poisson: -87.2308\tvalid_0's huber: 29.7887\n",
"[30]\tvalid_0's poisson: -87.2329\tvalid_0's huber: 29.7868\n",
"[31]\tvalid_0's poisson: -87.235\tvalid_0's huber: 29.7849\n",
"[32]\tvalid_0's poisson: -87.2371\tvalid_0's huber: 29.7831\n",
"[33]\tvalid_0's poisson: -87.2392\tvalid_0's huber: 29.7812\n",
"[34]\tvalid_0's poisson: -87.2413\tvalid_0's huber: 29.7793\n",
"[35]\tvalid_0's poisson: -87.2434\tvalid_0's huber: 29.7775\n",
"[36]\tvalid_0's poisson: -87.2455\tvalid_0's huber: 29.7756\n",
"[37]\tvalid_0's poisson: -87.2476\tvalid_0's huber: 29.7737\n",
"[38]\tvalid_0's poisson: -87.2498\tvalid_0's huber: 29.7719\n",
"[39]\tvalid_0's poisson: -87.2519\tvalid_0's huber: 29.77\n",
"[40]\tvalid_0's poisson: -87.254\tvalid_0's huber: 29.7681\n",
"[41]\tvalid_0's poisson: -87.2561\tvalid_0's huber: 29.7663\n",
"[42]\tvalid_0's poisson: -87.2582\tvalid_0's huber: 29.7644\n",
"[43]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7625\n",
"[44]\tvalid_0's poisson: -87.2624\tvalid_0's huber: 29.7607\n",
"[45]\tvalid_0's poisson: -87.2645\tvalid_0's huber: 29.7588\n",
"[46]\tvalid_0's poisson: -87.2666\tvalid_0's huber: 29.7569\n",
"[47]\tvalid_0's poisson: -87.2687\tvalid_0's huber: 29.7551\n",
"[48]\tvalid_0's poisson: -87.2708\tvalid_0's huber: 29.7532\n",
"[49]\tvalid_0's poisson: -87.2729\tvalid_0's huber: 29.7513\n",
"[50]\tvalid_0's poisson: -87.275\tvalid_0's huber: 29.7495\n",
"[51]\tvalid_0's poisson: -87.2771\tvalid_0's huber: 29.7476\n",
"[52]\tvalid_0's poisson: -87.2792\tvalid_0's huber: 29.7457\n",
"[53]\tvalid_0's poisson: -87.2813\tvalid_0's huber: 29.7439\n",
"[54]\tvalid_0's poisson: -87.2834\tvalid_0's huber: 29.742\n",
"[55]\tvalid_0's poisson: -87.2855\tvalid_0's huber: 29.7402\n",
"[56]\tvalid_0's poisson: -87.2876\tvalid_0's huber: 29.7383\n",
"[57]\tvalid_0's poisson: -87.2897\tvalid_0's huber: 29.7364\n",
"[58]\tvalid_0's poisson: -87.2918\tvalid_0's huber: 29.7346\n",
"[59]\tvalid_0's poisson: -87.2939\tvalid_0's huber: 29.7327\n",
"[60]\tvalid_0's poisson: -87.2961\tvalid_0's huber: 29.7308\n",
"[61]\tvalid_0's poisson: -87.2982\tvalid_0's huber: 29.729\n",
"[62]\tvalid_0's poisson: -87.3003\tvalid_0's huber: 29.7271\n",
"[63]\tvalid_0's poisson: -87.3024\tvalid_0's huber: 29.7252\n",
"[64]\tvalid_0's poisson: -87.3045\tvalid_0's huber: 29.7234\n",
"[65]\tvalid_0's poisson: -87.3066\tvalid_0's huber: 29.7215\n",
"[66]\tvalid_0's poisson: -87.3087\tvalid_0's huber: 29.7196\n",
"[67]\tvalid_0's poisson: -87.3108\tvalid_0's huber: 29.7178\n",
"[68]\tvalid_0's poisson: -87.3129\tvalid_0's huber: 29.7159\n",
"[69]\tvalid_0's poisson: -87.315\tvalid_0's huber: 29.7141\n",
"[70]\tvalid_0's poisson: -87.3171\tvalid_0's huber: 29.7122\n",
"[71]\tvalid_0's poisson: -87.3192\tvalid_0's huber: 29.7103\n",
"[72]\tvalid_0's poisson: -87.3213\tvalid_0's huber: 29.7085\n",
"[73]\tvalid_0's poisson: -87.3234\tvalid_0's huber: 29.7066\n",
"[74]\tvalid_0's poisson: -87.3255\tvalid_0's huber: 29.7047\n",
"[75]\tvalid_0's poisson: -87.3276\tvalid_0's huber: 29.7029\n",
"[76]\tvalid_0's poisson: -87.3297\tvalid_0's huber: 29.701\n",
"[77]\tvalid_0's poisson: -87.3318\tvalid_0's huber: 29.6991\n",
"[78]\tvalid_0's poisson: -87.3339\tvalid_0's huber: 29.6973\n",
"[79]\tvalid_0's poisson: -87.336\tvalid_0's huber: 29.6954\n",
"[80]\tvalid_0's poisson: -87.3381\tvalid_0's huber: 29.6936\n",
"[81]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.6917\n",
"[82]\tvalid_0's poisson: -87.3422\tvalid_0's huber: 29.6898\n",
"[83]\tvalid_0's poisson: -87.3443\tvalid_0's huber: 29.688\n",
"[84]\tvalid_0's poisson: -87.3464\tvalid_0's huber: 29.6861\n",
"[85]\tvalid_0's poisson: -87.3485\tvalid_0's huber: 29.6843\n",
"[86]\tvalid_0's poisson: -87.3506\tvalid_0's huber: 29.6824\n",
"[87]\tvalid_0's poisson: -87.3527\tvalid_0's huber: 29.6805\n",
"[88]\tvalid_0's poisson: -87.3548\tvalid_0's huber: 29.6787\n",
"[89]\tvalid_0's poisson: -87.3569\tvalid_0's huber: 29.6768\n",
"[90]\tvalid_0's poisson: -87.359\tvalid_0's huber: 29.6749\n",
"[91]\tvalid_0's poisson: -87.3611\tvalid_0's huber: 29.6731\n",
"[92]\tvalid_0's poisson: -87.3632\tvalid_0's huber: 29.6712\n",
"[93]\tvalid_0's poisson: -87.3653\tvalid_0's huber: 29.6694\n",
"[94]\tvalid_0's poisson: -87.3674\tvalid_0's huber: 29.6675\n",
"[95]\tvalid_0's poisson: -87.3695\tvalid_0's huber: 29.6656\n",
"[96]\tvalid_0's poisson: -87.3716\tvalid_0's huber: 29.6638\n",
"[97]\tvalid_0's poisson: -87.3737\tvalid_0's huber: 29.6619\n",
"[98]\tvalid_0's poisson: -87.3758\tvalid_0's huber: 29.6601\n",
"[99]\tvalid_0's poisson: -87.3779\tvalid_0's huber: 29.6582\n",
"[100]\tvalid_0's poisson: -87.38\tvalid_0's huber: 29.6563\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1781\tvalid_0's huber: 29.7917\n",
"[2]\tvalid_0's poisson: -87.1802\tvalid_0's huber: 29.7899\n",
"[3]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.788\n",
"[4]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.7862\n",
"[5]\tvalid_0's poisson: -87.1865\tvalid_0's huber: 29.7843\n",
"[6]\tvalid_0's poisson: -87.1887\tvalid_0's huber: 29.7824\n",
"[7]\tvalid_0's poisson: -87.1908\tvalid_0's huber: 29.7806\n",
"[8]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.7787\n",
"[9]\tvalid_0's poisson: -87.195\tvalid_0's huber: 29.7769\n",
"[10]\tvalid_0's poisson: -87.1971\tvalid_0's huber: 29.775\n",
"[11]\tvalid_0's poisson: -87.1992\tvalid_0's huber: 29.7732\n",
"[12]\tvalid_0's poisson: -87.2013\tvalid_0's huber: 29.7713\n",
"[13]\tvalid_0's poisson: -87.2034\tvalid_0's huber: 29.7694\n",
"[14]\tvalid_0's poisson: -87.2055\tvalid_0's huber: 29.7676\n",
"[15]\tvalid_0's poisson: -87.2076\tvalid_0's huber: 29.7657\n",
"[16]\tvalid_0's poisson: -87.2097\tvalid_0's huber: 29.7639\n",
"[17]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.762\n",
"[18]\tvalid_0's poisson: -87.2139\tvalid_0's huber: 29.7602\n",
"[19]\tvalid_0's poisson: -87.216\tvalid_0's huber: 29.7583\n",
"[20]\tvalid_0's poisson: -87.2181\tvalid_0's huber: 29.7565\n",
"[21]\tvalid_0's poisson: -87.2202\tvalid_0's huber: 29.7546\n",
"[22]\tvalid_0's poisson: -87.2223\tvalid_0's huber: 29.7527\n",
"[23]\tvalid_0's poisson: -87.2244\tvalid_0's huber: 29.7509\n",
"[24]\tvalid_0's poisson: -87.2265\tvalid_0's huber: 29.749\n",
"[25]\tvalid_0's poisson: -87.2286\tvalid_0's huber: 29.7472\n",
"[26]\tvalid_0's poisson: -87.2307\tvalid_0's huber: 29.7453\n",
"[27]\tvalid_0's poisson: -87.2328\tvalid_0's huber: 29.7435\n",
"[28]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.7416\n",
"[29]\tvalid_0's poisson: -87.237\tvalid_0's huber: 29.7397\n",
"[30]\tvalid_0's poisson: -87.2391\tvalid_0's huber: 29.7379\n",
"[31]\tvalid_0's poisson: -87.2412\tvalid_0's huber: 29.736\n",
"[32]\tvalid_0's poisson: -87.2433\tvalid_0's huber: 29.7342\n",
"[33]\tvalid_0's poisson: -87.2454\tvalid_0's huber: 29.7323\n",
"[34]\tvalid_0's poisson: -87.2476\tvalid_0's huber: 29.7305\n",
"[35]\tvalid_0's poisson: -87.2497\tvalid_0's huber: 29.7286\n",
"[36]\tvalid_0's poisson: -87.2518\tvalid_0's huber: 29.7268\n",
"[37]\tvalid_0's poisson: -87.2539\tvalid_0's huber: 29.7249\n",
"[38]\tvalid_0's poisson: -87.256\tvalid_0's huber: 29.7231\n",
"[39]\tvalid_0's poisson: -87.2581\tvalid_0's huber: 29.7212\n",
"[40]\tvalid_0's poisson: -87.2602\tvalid_0's huber: 29.7193\n",
"[41]\tvalid_0's poisson: -87.2623\tvalid_0's huber: 29.7175\n",
"[42]\tvalid_0's poisson: -87.2644\tvalid_0's huber: 29.7156\n",
"[43]\tvalid_0's poisson: -87.2665\tvalid_0's huber: 29.7138\n",
"[44]\tvalid_0's poisson: -87.2686\tvalid_0's huber: 29.7119\n",
"[45]\tvalid_0's poisson: -87.2706\tvalid_0's huber: 29.7101\n",
"[46]\tvalid_0's poisson: -87.2727\tvalid_0's huber: 29.7082\n",
"[47]\tvalid_0's poisson: -87.2748\tvalid_0's huber: 29.7064\n",
"[48]\tvalid_0's poisson: -87.2769\tvalid_0's huber: 29.7045\n",
"[49]\tvalid_0's poisson: -87.279\tvalid_0's huber: 29.7027\n",
"[50]\tvalid_0's poisson: -87.2811\tvalid_0's huber: 29.7008\n",
"[51]\tvalid_0's poisson: -87.2832\tvalid_0's huber: 29.699\n",
"[52]\tvalid_0's poisson: -87.2853\tvalid_0's huber: 29.6971\n",
"[53]\tvalid_0's poisson: -87.2874\tvalid_0's huber: 29.6952\n",
"[54]\tvalid_0's poisson: -87.2895\tvalid_0's huber: 29.6934\n",
"[55]\tvalid_0's poisson: -87.2916\tvalid_0's huber: 29.6915\n",
"[56]\tvalid_0's poisson: -87.2937\tvalid_0's huber: 29.6897\n",
"[57]\tvalid_0's poisson: -87.2958\tvalid_0's huber: 29.6878\n",
"[58]\tvalid_0's poisson: -87.2979\tvalid_0's huber: 29.686\n",
"[59]\tvalid_0's poisson: -87.3\tvalid_0's huber: 29.6841\n",
"[60]\tvalid_0's poisson: -87.3021\tvalid_0's huber: 29.6823\n",
"[61]\tvalid_0's poisson: -87.3042\tvalid_0's huber: 29.6804\n",
"[62]\tvalid_0's poisson: -87.3063\tvalid_0's huber: 29.6786\n",
"[63]\tvalid_0's poisson: -87.3084\tvalid_0's huber: 29.6767\n",
"[64]\tvalid_0's poisson: -87.3105\tvalid_0's huber: 29.6749\n",
"[65]\tvalid_0's poisson: -87.3126\tvalid_0's huber: 29.673\n",
"[66]\tvalid_0's poisson: -87.3147\tvalid_0's huber: 29.6712\n",
"[67]\tvalid_0's poisson: -87.3168\tvalid_0's huber: 29.6693\n",
"[68]\tvalid_0's poisson: -87.3189\tvalid_0's huber: 29.6675\n",
"[69]\tvalid_0's poisson: -87.321\tvalid_0's huber: 29.6656\n",
"[70]\tvalid_0's poisson: -87.3231\tvalid_0's huber: 29.6638\n",
"[71]\tvalid_0's poisson: -87.3252\tvalid_0's huber: 29.6619\n",
"[72]\tvalid_0's poisson: -87.3273\tvalid_0's huber: 29.6601\n",
"[73]\tvalid_0's poisson: -87.3293\tvalid_0's huber: 29.6582\n",
"[74]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.6563\n",
"[75]\tvalid_0's poisson: -87.3335\tvalid_0's huber: 29.6545\n",
"[76]\tvalid_0's poisson: -87.3356\tvalid_0's huber: 29.6526\n",
"[77]\tvalid_0's poisson: -87.3377\tvalid_0's huber: 29.6508\n",
"[78]\tvalid_0's poisson: -87.3398\tvalid_0's huber: 29.6489\n",
"[79]\tvalid_0's poisson: -87.3419\tvalid_0's huber: 29.6471\n",
"[80]\tvalid_0's poisson: -87.344\tvalid_0's huber: 29.6452\n",
"[81]\tvalid_0's poisson: -87.3461\tvalid_0's huber: 29.6434\n",
"[82]\tvalid_0's poisson: -87.3482\tvalid_0's huber: 29.6415\n",
"[83]\tvalid_0's poisson: -87.3503\tvalid_0's huber: 29.6397\n",
"[84]\tvalid_0's poisson: -87.3524\tvalid_0's huber: 29.6378\n",
"[85]\tvalid_0's poisson: -87.3545\tvalid_0's huber: 29.636\n",
"[86]\tvalid_0's poisson: -87.3566\tvalid_0's huber: 29.6341\n",
"[87]\tvalid_0's poisson: -87.3586\tvalid_0's huber: 29.6323\n",
"[88]\tvalid_0's poisson: -87.3607\tvalid_0's huber: 29.6304\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[89]\tvalid_0's poisson: -87.3628\tvalid_0's huber: 29.6286\n",
"[90]\tvalid_0's poisson: -87.3649\tvalid_0's huber: 29.6267\n",
"[91]\tvalid_0's poisson: -87.367\tvalid_0's huber: 29.6249\n",
"[92]\tvalid_0's poisson: -87.3691\tvalid_0's huber: 29.623\n",
"[93]\tvalid_0's poisson: -87.3712\tvalid_0's huber: 29.6212\n",
"[94]\tvalid_0's poisson: -87.3733\tvalid_0's huber: 29.6193\n",
"[95]\tvalid_0's poisson: -87.3754\tvalid_0's huber: 29.6175\n",
"[96]\tvalid_0's poisson: -87.3775\tvalid_0's huber: 29.6156\n",
"[97]\tvalid_0's poisson: -87.3795\tvalid_0's huber: 29.6138\n",
"[98]\tvalid_0's poisson: -87.3816\tvalid_0's huber: 29.6119\n",
"[99]\tvalid_0's poisson: -87.3837\tvalid_0's huber: 29.6101\n",
"[100]\tvalid_0's poisson: -87.3858\tvalid_0's huber: 29.6082\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1658\tvalid_0's huber: 29.8834\n",
"[2]\tvalid_0's poisson: -87.1679\tvalid_0's huber: 29.8815\n",
"[3]\tvalid_0's poisson: -87.17\tvalid_0's huber: 29.8797\n",
"[4]\tvalid_0's poisson: -87.1721\tvalid_0's huber: 29.8778\n",
"[5]\tvalid_0's poisson: -87.1743\tvalid_0's huber: 29.8759\n",
"[6]\tvalid_0's poisson: -87.1764\tvalid_0's huber: 29.8741\n",
"[7]\tvalid_0's poisson: -87.1785\tvalid_0's huber: 29.8722\n",
"[8]\tvalid_0's poisson: -87.1807\tvalid_0's huber: 29.8704\n",
"[9]\tvalid_0's poisson: -87.1828\tvalid_0's huber: 29.8685\n",
"[10]\tvalid_0's poisson: -87.1849\tvalid_0's huber: 29.8666\n",
"[11]\tvalid_0's poisson: -87.187\tvalid_0's huber: 29.8648\n",
"[12]\tvalid_0's poisson: -87.1892\tvalid_0's huber: 29.8629\n",
"[13]\tvalid_0's poisson: -87.1913\tvalid_0's huber: 29.8611\n",
"[14]\tvalid_0's poisson: -87.1934\tvalid_0's huber: 29.8592\n",
"[15]\tvalid_0's poisson: -87.1955\tvalid_0's huber: 29.8573\n",
"[16]\tvalid_0's poisson: -87.1977\tvalid_0's huber: 29.8555\n",
"[17]\tvalid_0's poisson: -87.1998\tvalid_0's huber: 29.8536\n",
"[18]\tvalid_0's poisson: -87.2019\tvalid_0's huber: 29.8518\n",
"[19]\tvalid_0's poisson: -87.204\tvalid_0's huber: 29.8499\n",
"[20]\tvalid_0's poisson: -87.2062\tvalid_0's huber: 29.848\n",
"[21]\tvalid_0's poisson: -87.2083\tvalid_0's huber: 29.8462\n",
"[22]\tvalid_0's poisson: -87.2104\tvalid_0's huber: 29.8443\n",
"[23]\tvalid_0's poisson: -87.2125\tvalid_0's huber: 29.8425\n",
"[24]\tvalid_0's poisson: -87.2147\tvalid_0's huber: 29.8406\n",
"[25]\tvalid_0's poisson: -87.2168\tvalid_0's huber: 29.8387\n",
"[26]\tvalid_0's poisson: -87.2189\tvalid_0's huber: 29.8369\n",
"[27]\tvalid_0's poisson: -87.221\tvalid_0's huber: 29.835\n",
"[28]\tvalid_0's poisson: -87.2232\tvalid_0's huber: 29.8332\n",
"[29]\tvalid_0's poisson: -87.2253\tvalid_0's huber: 29.8313\n",
"[30]\tvalid_0's poisson: -87.2274\tvalid_0's huber: 29.8295\n",
"[31]\tvalid_0's poisson: -87.2295\tvalid_0's huber: 29.8276\n",
"[32]\tvalid_0's poisson: -87.2317\tvalid_0's huber: 29.8257\n",
"[33]\tvalid_0's poisson: -87.2338\tvalid_0's huber: 29.8239\n",
"[34]\tvalid_0's poisson: -87.2359\tvalid_0's huber: 29.822\n",
"[35]\tvalid_0's poisson: -87.238\tvalid_0's huber: 29.8202\n",
"[36]\tvalid_0's poisson: -87.2402\tvalid_0's huber: 29.8183\n",
"[37]\tvalid_0's poisson: -87.2423\tvalid_0's huber: 29.8164\n",
"[38]\tvalid_0's poisson: -87.2444\tvalid_0's huber: 29.8146\n",
"[39]\tvalid_0's poisson: -87.2465\tvalid_0's huber: 29.8127\n",
"[40]\tvalid_0's poisson: -87.2486\tvalid_0's huber: 29.8109\n",
"[41]\tvalid_0's poisson: -87.2508\tvalid_0's huber: 29.809\n",
"[42]\tvalid_0's poisson: -87.2529\tvalid_0's huber: 29.8072\n",
"[43]\tvalid_0's poisson: -87.255\tvalid_0's huber: 29.8053\n",
"[44]\tvalid_0's poisson: -87.2571\tvalid_0's huber: 29.8034\n",
"[45]\tvalid_0's poisson: -87.2592\tvalid_0's huber: 29.8016\n",
"[46]\tvalid_0's poisson: -87.2614\tvalid_0's huber: 29.7997\n",
"[47]\tvalid_0's poisson: -87.2635\tvalid_0's huber: 29.7979\n",
"[48]\tvalid_0's poisson: -87.2656\tvalid_0's huber: 29.796\n",
"[49]\tvalid_0's poisson: -87.2677\tvalid_0's huber: 29.7942\n",
"[50]\tvalid_0's poisson: -87.2698\tvalid_0's huber: 29.7923\n",
"[51]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7905\n",
"[52]\tvalid_0's poisson: -87.2741\tvalid_0's huber: 29.7886\n",
"[53]\tvalid_0's poisson: -87.2762\tvalid_0's huber: 29.7867\n",
"[54]\tvalid_0's poisson: -87.2783\tvalid_0's huber: 29.7849\n",
"[55]\tvalid_0's poisson: -87.2804\tvalid_0's huber: 29.783\n",
"[56]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7812\n",
"[57]\tvalid_0's poisson: -87.2847\tvalid_0's huber: 29.7793\n",
"[58]\tvalid_0's poisson: -87.2868\tvalid_0's huber: 29.7775\n",
"[59]\tvalid_0's poisson: -87.2889\tvalid_0's huber: 29.7756\n",
"[60]\tvalid_0's poisson: -87.291\tvalid_0's huber: 29.7737\n",
"[61]\tvalid_0's poisson: -87.2931\tvalid_0's huber: 29.7719\n",
"[62]\tvalid_0's poisson: -87.2953\tvalid_0's huber: 29.77\n",
"[63]\tvalid_0's poisson: -87.2974\tvalid_0's huber: 29.7682\n",
"[64]\tvalid_0's poisson: -87.2995\tvalid_0's huber: 29.7663\n",
"[65]\tvalid_0's poisson: -87.3016\tvalid_0's huber: 29.7645\n",
"[66]\tvalid_0's poisson: -87.3037\tvalid_0's huber: 29.7626\n",
"[67]\tvalid_0's poisson: -87.3059\tvalid_0's huber: 29.7608\n",
"[68]\tvalid_0's poisson: -87.308\tvalid_0's huber: 29.7589\n",
"[69]\tvalid_0's poisson: -87.3101\tvalid_0's huber: 29.7571\n",
"[70]\tvalid_0's poisson: -87.3122\tvalid_0's huber: 29.7552\n",
"[71]\tvalid_0's poisson: -87.3143\tvalid_0's huber: 29.7533\n",
"[72]\tvalid_0's poisson: -87.3164\tvalid_0's huber: 29.7515\n",
"[73]\tvalid_0's poisson: -87.3185\tvalid_0's huber: 29.7496\n",
"[74]\tvalid_0's poisson: -87.3207\tvalid_0's huber: 29.7478\n",
"[75]\tvalid_0's poisson: -87.3228\tvalid_0's huber: 29.7459\n",
"[76]\tvalid_0's poisson: -87.3249\tvalid_0's huber: 29.7441\n",
"[77]\tvalid_0's poisson: -87.327\tvalid_0's huber: 29.7422\n",
"[78]\tvalid_0's poisson: -87.3291\tvalid_0's huber: 29.7404\n",
"[79]\tvalid_0's poisson: -87.3312\tvalid_0's huber: 29.7385\n",
"[80]\tvalid_0's poisson: -87.3333\tvalid_0's huber: 29.7367\n",
"[81]\tvalid_0's poisson: -87.3355\tvalid_0's huber: 29.7348\n",
"[82]\tvalid_0's poisson: -87.3376\tvalid_0's huber: 29.733\n",
"[83]\tvalid_0's poisson: -87.3397\tvalid_0's huber: 29.7311\n",
"[84]\tvalid_0's poisson: -87.3418\tvalid_0's huber: 29.7292\n",
"[85]\tvalid_0's poisson: -87.3439\tvalid_0's huber: 29.7274\n",
"[86]\tvalid_0's poisson: -87.346\tvalid_0's huber: 29.7255\n",
"[87]\tvalid_0's poisson: -87.3481\tvalid_0's huber: 29.7237\n",
"[88]\tvalid_0's poisson: -87.3502\tvalid_0's huber: 29.7218\n",
"[89]\tvalid_0's poisson: -87.3523\tvalid_0's huber: 29.72\n",
"[90]\tvalid_0's poisson: -87.3544\tvalid_0's huber: 29.7181\n",
"[91]\tvalid_0's poisson: -87.3565\tvalid_0's huber: 29.7163\n",
"[92]\tvalid_0's poisson: -87.3586\tvalid_0's huber: 29.7144\n",
"[93]\tvalid_0's poisson: -87.3607\tvalid_0's huber: 29.7126\n",
"[94]\tvalid_0's poisson: -87.3628\tvalid_0's huber: 29.7107\n",
"[95]\tvalid_0's poisson: -87.3649\tvalid_0's huber: 29.7089\n",
"[96]\tvalid_0's poisson: -87.367\tvalid_0's huber: 29.707\n",
"[97]\tvalid_0's poisson: -87.3691\tvalid_0's huber: 29.7051\n",
"[98]\tvalid_0's poisson: -87.3712\tvalid_0's huber: 29.7033\n",
"[99]\tvalid_0's poisson: -87.3733\tvalid_0's huber: 29.7014\n",
"[100]\tvalid_0's poisson: -87.3754\tvalid_0's huber: 29.6996\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3409\tvalid_0's huber: 29.6737\n",
"[2]\tvalid_0's poisson: -87.5072\tvalid_0's huber: 29.536\n",
"[3]\tvalid_0's poisson: -87.673\tvalid_0's huber: 29.399\n",
"[4]\tvalid_0's poisson: -87.8379\tvalid_0's huber: 29.2624\n",
"[5]\tvalid_0's poisson: -88.0017\tvalid_0's huber: 29.1262\n",
"[6]\tvalid_0's poisson: -88.1646\tvalid_0's huber: 28.9905\n",
"[7]\tvalid_0's poisson: -88.3265\tvalid_0's huber: 28.8554\n",
"[8]\tvalid_0's poisson: -88.4875\tvalid_0's huber: 28.7209\n",
"[9]\tvalid_0's poisson: -88.6468\tvalid_0's huber: 28.5877\n",
"[10]\tvalid_0's poisson: -88.8051\tvalid_0's huber: 28.455\n",
"[11]\tvalid_0's poisson: -88.9628\tvalid_0's huber: 28.3225\n",
"[12]\tvalid_0's poisson: -89.1195\tvalid_0's huber: 28.1905\n",
"[13]\tvalid_0's poisson: -89.2753\tvalid_0's huber: 28.059\n",
"[14]\tvalid_0's poisson: -89.4301\tvalid_0's huber: 27.928\n",
"[15]\tvalid_0's poisson: -89.5841\tvalid_0's huber: 27.7973\n",
"[16]\tvalid_0's poisson: -89.7372\tvalid_0's huber: 27.6672\n",
"[17]\tvalid_0's poisson: -89.8894\tvalid_0's huber: 27.5373\n",
"[18]\tvalid_0's poisson: -90.0406\tvalid_0's huber: 27.4081\n",
"[19]\tvalid_0's poisson: -90.1911\tvalid_0's huber: 27.2791\n",
"[20]\tvalid_0's poisson: -90.3406\tvalid_0's huber: 27.1506\n",
"[21]\tvalid_0's poisson: -90.489\tvalid_0's huber: 27.0229\n",
"[22]\tvalid_0's poisson: -90.6369\tvalid_0's huber: 26.8949\n",
"[23]\tvalid_0's poisson: -90.7839\tvalid_0's huber: 26.7674\n",
"[24]\tvalid_0's poisson: -90.9304\tvalid_0's huber: 26.6398\n",
"[25]\tvalid_0's poisson: -91.0753\tvalid_0's huber: 26.5136\n",
"[26]\tvalid_0's poisson: -91.2198\tvalid_0's huber: 26.3876\n",
"[27]\tvalid_0's poisson: -91.3631\tvalid_0's huber: 26.2617\n",
"[28]\tvalid_0's poisson: -91.5056\tvalid_0's huber: 26.1367\n",
"[29]\tvalid_0's poisson: -91.6481\tvalid_0's huber: 26.0119\n",
"[30]\tvalid_0's poisson: -91.7894\tvalid_0's huber: 25.8874\n",
"[31]\tvalid_0's poisson: -91.9298\tvalid_0's huber: 25.7641\n",
"[32]\tvalid_0's poisson: -92.0712\tvalid_0's huber: 25.6396\n",
"[33]\tvalid_0's poisson: -92.2113\tvalid_0's huber: 25.5153\n",
"[34]\tvalid_0's poisson: -92.3509\tvalid_0's huber: 25.3912\n",
"[35]\tvalid_0's poisson: -92.4895\tvalid_0's huber: 25.2677\n",
"[36]\tvalid_0's poisson: -92.6274\tvalid_0's huber: 25.1449\n",
"[37]\tvalid_0's poisson: -92.7641\tvalid_0's huber: 25.0229\n",
"[38]\tvalid_0's poisson: -92.8999\tvalid_0's huber: 24.9017\n",
"[39]\tvalid_0's poisson: -93.0343\tvalid_0's huber: 24.7822\n",
"[40]\tvalid_0's poisson: -93.1684\tvalid_0's huber: 24.662\n",
"[41]\tvalid_0's poisson: -93.3018\tvalid_0's huber: 24.5422\n",
"[42]\tvalid_0's poisson: -93.4336\tvalid_0's huber: 24.4246\n",
"[43]\tvalid_0's poisson: -93.5667\tvalid_0's huber: 24.3047\n",
"[44]\tvalid_0's poisson: -93.6977\tvalid_0's huber: 24.1862\n",
"[45]\tvalid_0's poisson: -93.8271\tvalid_0's huber: 24.0701\n",
"[46]\tvalid_0's poisson: -93.9577\tvalid_0's huber: 23.9518\n",
"[47]\tvalid_0's poisson: -94.0855\tvalid_0's huber: 23.8366\n",
"[48]\tvalid_0's poisson: -94.2149\tvalid_0's huber: 23.7187\n",
"[49]\tvalid_0's poisson: -94.3416\tvalid_0's huber: 23.6037\n",
"[50]\tvalid_0's poisson: -94.4693\tvalid_0's huber: 23.4869\n",
"[51]\tvalid_0's poisson: -94.5954\tvalid_0's huber: 23.3708\n",
"[52]\tvalid_0's poisson: -94.7214\tvalid_0's huber: 23.255\n",
"[53]\tvalid_0's poisson: -94.8466\tvalid_0's huber: 23.1406\n",
"[54]\tvalid_0's poisson: -94.9704\tvalid_0's huber: 23.0263\n",
"[55]\tvalid_0's poisson: -95.0955\tvalid_0's huber: 22.9113\n",
"[56]\tvalid_0's poisson: -95.2184\tvalid_0's huber: 22.798\n",
"[57]\tvalid_0's poisson: -95.3423\tvalid_0's huber: 22.6828\n",
"[58]\tvalid_0's poisson: -95.4657\tvalid_0's huber: 22.5683\n",
"[59]\tvalid_0's poisson: -95.588\tvalid_0's huber: 22.4541\n",
"[60]\tvalid_0's poisson: -95.7084\tvalid_0's huber: 22.3426\n",
"[61]\tvalid_0's poisson: -95.8296\tvalid_0's huber: 22.2295\n",
"[62]\tvalid_0's poisson: -95.949\tvalid_0's huber: 22.1185\n",
"[63]\tvalid_0's poisson: -96.0688\tvalid_0's huber: 22.0061\n",
"[64]\tvalid_0's poisson: -96.1864\tvalid_0's huber: 21.8961\n",
"[65]\tvalid_0's poisson: -96.3047\tvalid_0's huber: 21.7849\n",
"[66]\tvalid_0's poisson: -96.4192\tvalid_0's huber: 21.6754\n",
"[67]\tvalid_0's poisson: -96.5351\tvalid_0's huber: 21.5663\n",
"[68]\tvalid_0's poisson: -96.6483\tvalid_0's huber: 21.4575\n",
"[69]\tvalid_0's poisson: -96.7627\tvalid_0's huber: 21.3492\n",
"[70]\tvalid_0's poisson: -96.878\tvalid_0's huber: 21.2395\n",
"[71]\tvalid_0's poisson: -96.991\tvalid_0's huber: 21.1322\n",
"[72]\tvalid_0's poisson: -97.1016\tvalid_0's huber: 21.0253\n",
"[73]\tvalid_0's poisson: -97.2147\tvalid_0's huber: 20.9171\n",
"[74]\tvalid_0's poisson: -97.327\tvalid_0's huber: 20.8096\n",
"[75]\tvalid_0's poisson: -97.4357\tvalid_0's huber: 20.7039\n",
"[76]\tvalid_0's poisson: -97.5455\tvalid_0's huber: 20.5986\n",
"[77]\tvalid_0's poisson: -97.6529\tvalid_0's huber: 20.4938\n",
"[78]\tvalid_0's poisson: -97.7611\tvalid_0's huber: 20.3896\n",
"[79]\tvalid_0's poisson: -97.8672\tvalid_0's huber: 20.2859\n",
"[80]\tvalid_0's poisson: -97.9755\tvalid_0's huber: 20.1817\n",
"[81]\tvalid_0's poisson: -98.0804\tvalid_0's huber: 20.0791\n",
"[82]\tvalid_0's poisson: -98.1862\tvalid_0's huber: 19.9763\n",
"[83]\tvalid_0's poisson: -98.2912\tvalid_0's huber: 19.8742\n",
"[84]\tvalid_0's poisson: -98.3949\tvalid_0's huber: 19.7731\n",
"[85]\tvalid_0's poisson: -98.4983\tvalid_0's huber: 19.6723\n",
"[86]\tvalid_0's poisson: -98.6006\tvalid_0's huber: 19.5724\n",
"[87]\tvalid_0's poisson: -98.7026\tvalid_0's huber: 19.4725\n",
"[88]\tvalid_0's poisson: -98.8027\tvalid_0's huber: 19.3734\n",
"[89]\tvalid_0's poisson: -98.9034\tvalid_0's huber: 19.2749\n",
"[90]\tvalid_0's poisson: -99.0037\tvalid_0's huber: 19.1768\n",
"[91]\tvalid_0's poisson: -99.1017\tvalid_0's huber: 19.0793\n",
"[92]\tvalid_0's poisson: -99.2018\tvalid_0's huber: 18.9808\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -99.2995\tvalid_0's huber: 18.8846\n",
"[94]\tvalid_0's poisson: -99.3967\tvalid_0's huber: 18.788\n",
"[95]\tvalid_0's poisson: -99.4928\tvalid_0's huber: 18.6933\n",
"[96]\tvalid_0's poisson: -99.588\tvalid_0's huber: 18.5986\n",
"[97]\tvalid_0's poisson: -99.6837\tvalid_0's huber: 18.5038\n",
"[98]\tvalid_0's poisson: -99.7777\tvalid_0's huber: 18.4095\n",
"[99]\tvalid_0's poisson: -99.8719\tvalid_0's huber: 18.3156\n",
"[100]\tvalid_0's poisson: -99.9653\tvalid_0's huber: 18.2223\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.6746\n",
"[2]\tvalid_0's poisson: -87.5033\tvalid_0's huber: 29.5391\n",
"[3]\tvalid_0's poisson: -87.6664\tvalid_0's huber: 29.4049\n",
"[4]\tvalid_0's poisson: -87.8284\tvalid_0's huber: 29.2711\n",
"[5]\tvalid_0's poisson: -87.9897\tvalid_0's huber: 29.1369\n",
"[6]\tvalid_0's poisson: -88.1498\tvalid_0's huber: 29.004\n",
"[7]\tvalid_0's poisson: -88.3091\tvalid_0's huber: 28.8706\n",
"[8]\tvalid_0's poisson: -88.4679\tvalid_0's huber: 28.7381\n",
"[9]\tvalid_0's poisson: -88.6259\tvalid_0's huber: 28.6051\n",
"[10]\tvalid_0's poisson: -88.7858\tvalid_0's huber: 28.4698\n",
"[11]\tvalid_0's poisson: -88.9447\tvalid_0's huber: 28.3349\n",
"[12]\tvalid_0's poisson: -89.1025\tvalid_0's huber: 28.2006\n",
"[13]\tvalid_0's poisson: -89.2604\tvalid_0's huber: 28.0666\n",
"[14]\tvalid_0's poisson: -89.4174\tvalid_0's huber: 27.9329\n",
"[15]\tvalid_0's poisson: -89.5735\tvalid_0's huber: 27.7997\n",
"[16]\tvalid_0's poisson: -89.7292\tvalid_0's huber: 27.6663\n",
"[17]\tvalid_0's poisson: -89.8843\tvalid_0's huber: 27.5332\n",
"[18]\tvalid_0's poisson: -90.0379\tvalid_0's huber: 27.4011\n",
"[19]\tvalid_0's poisson: -90.1908\tvalid_0's huber: 27.2691\n",
"[20]\tvalid_0's poisson: -90.3425\tvalid_0's huber: 27.1378\n",
"[21]\tvalid_0's poisson: -90.4937\tvalid_0's huber: 27.0065\n",
"[22]\tvalid_0's poisson: -90.6441\tvalid_0's huber: 26.8756\n",
"[23]\tvalid_0's poisson: -90.793\tvalid_0's huber: 26.7457\n",
"[24]\tvalid_0's poisson: -90.9413\tvalid_0's huber: 26.6161\n",
"[25]\tvalid_0's poisson: -91.0887\tvalid_0's huber: 26.4872\n",
"[26]\tvalid_0's poisson: -91.2345\tvalid_0's huber: 26.3599\n",
"[27]\tvalid_0's poisson: -91.3799\tvalid_0's huber: 26.2329\n",
"[28]\tvalid_0's poisson: -91.5239\tvalid_0's huber: 26.1065\n",
"[29]\tvalid_0's poisson: -91.6677\tvalid_0's huber: 25.98\n",
"[30]\tvalid_0's poisson: -91.8113\tvalid_0's huber: 25.8534\n",
"[31]\tvalid_0's poisson: -91.9535\tvalid_0's huber: 25.7276\n",
"[32]\tvalid_0's poisson: -92.0943\tvalid_0's huber: 25.6027\n",
"[33]\tvalid_0's poisson: -92.2351\tvalid_0's huber: 25.4779\n",
"[34]\tvalid_0's poisson: -92.3745\tvalid_0's huber: 25.354\n",
"[35]\tvalid_0's poisson: -92.5142\tvalid_0's huber: 25.2299\n",
"[36]\tvalid_0's poisson: -92.6527\tvalid_0's huber: 25.1065\n",
"[37]\tvalid_0's poisson: -92.7898\tvalid_0's huber: 24.984\n",
"[38]\tvalid_0's poisson: -92.9263\tvalid_0's huber: 24.8614\n",
"[39]\tvalid_0's poisson: -93.0614\tvalid_0's huber: 24.74\n",
"[40]\tvalid_0's poisson: -93.1964\tvalid_0's huber: 24.6184\n",
"[41]\tvalid_0's poisson: -93.3311\tvalid_0's huber: 24.4975\n",
"[42]\tvalid_0's poisson: -93.4643\tvalid_0's huber: 24.3771\n",
"[43]\tvalid_0's poisson: -93.5971\tvalid_0's huber: 24.257\n",
"[44]\tvalid_0's poisson: -93.7293\tvalid_0's huber: 24.1377\n",
"[45]\tvalid_0's poisson: -93.8597\tvalid_0's huber: 24.0192\n",
"[46]\tvalid_0's poisson: -93.9901\tvalid_0's huber: 23.9003\n",
"[47]\tvalid_0's poisson: -94.1188\tvalid_0's huber: 23.7828\n",
"[48]\tvalid_0's poisson: -94.2476\tvalid_0's huber: 23.6653\n",
"[49]\tvalid_0's poisson: -94.3751\tvalid_0's huber: 23.5484\n",
"[50]\tvalid_0's poisson: -94.5024\tvalid_0's huber: 23.4319\n",
"[51]\tvalid_0's poisson: -94.6287\tvalid_0's huber: 23.3158\n",
"[52]\tvalid_0's poisson: -94.7548\tvalid_0's huber: 23.2001\n",
"[53]\tvalid_0's poisson: -94.8794\tvalid_0's huber: 23.0853\n",
"[54]\tvalid_0's poisson: -95.0043\tvalid_0's huber: 22.9699\n",
"[55]\tvalid_0's poisson: -95.1288\tvalid_0's huber: 22.8548\n",
"[56]\tvalid_0's poisson: -95.2525\tvalid_0's huber: 22.7405\n",
"[57]\tvalid_0's poisson: -95.3753\tvalid_0's huber: 22.6269\n",
"[58]\tvalid_0's poisson: -95.4982\tvalid_0's huber: 22.5137\n",
"[59]\tvalid_0's poisson: -95.6201\tvalid_0's huber: 22.4015\n",
"[60]\tvalid_0's poisson: -95.7413\tvalid_0's huber: 22.2897\n",
"[61]\tvalid_0's poisson: -95.8593\tvalid_0's huber: 22.1786\n",
"[62]\tvalid_0's poisson: -95.979\tvalid_0's huber: 22.0662\n",
"[63]\tvalid_0's poisson: -96.0956\tvalid_0's huber: 21.9563\n",
"[64]\tvalid_0's poisson: -96.2116\tvalid_0's huber: 21.8471\n",
"[65]\tvalid_0's poisson: -96.3265\tvalid_0's huber: 21.738\n",
"[66]\tvalid_0's poisson: -96.4428\tvalid_0's huber: 21.6291\n",
"[67]\tvalid_0's poisson: -96.5572\tvalid_0's huber: 21.5208\n",
"[68]\tvalid_0's poisson: -96.6699\tvalid_0's huber: 21.4135\n",
"[69]\tvalid_0's poisson: -96.7852\tvalid_0's huber: 21.3055\n",
"[70]\tvalid_0's poisson: -96.8972\tvalid_0's huber: 21.1982\n",
"[71]\tvalid_0's poisson: -97.0087\tvalid_0's huber: 21.0915\n",
"[72]\tvalid_0's poisson: -97.1193\tvalid_0's huber: 20.9861\n",
"[73]\tvalid_0's poisson: -97.2296\tvalid_0's huber: 20.8802\n",
"[74]\tvalid_0's poisson: -97.3409\tvalid_0's huber: 20.7746\n",
"[75]\tvalid_0's poisson: -97.4501\tvalid_0's huber: 20.669\n",
"[76]\tvalid_0's poisson: -97.5584\tvalid_0's huber: 20.5639\n",
"[77]\tvalid_0's poisson: -97.6659\tvalid_0's huber: 20.4593\n",
"[78]\tvalid_0's poisson: -97.773\tvalid_0's huber: 20.3552\n",
"[79]\tvalid_0's poisson: -97.8788\tvalid_0's huber: 20.252\n",
"[80]\tvalid_0's poisson: -97.9861\tvalid_0's huber: 20.1485\n",
"[81]\tvalid_0's poisson: -98.091\tvalid_0's huber: 20.046\n",
"[82]\tvalid_0's poisson: -98.1952\tvalid_0's huber: 19.9443\n",
"[83]\tvalid_0's poisson: -98.2986\tvalid_0's huber: 19.8425\n",
"[84]\tvalid_0's poisson: -98.4035\tvalid_0's huber: 19.7406\n",
"[85]\tvalid_0's poisson: -98.5057\tvalid_0's huber: 19.6406\n",
"[86]\tvalid_0's poisson: -98.6068\tvalid_0's huber: 19.5406\n",
"[87]\tvalid_0's poisson: -98.7091\tvalid_0's huber: 19.4405\n",
"[88]\tvalid_0's poisson: -98.81\tvalid_0's huber: 19.3409\n",
"[89]\tvalid_0's poisson: -98.9108\tvalid_0's huber: 19.2419\n",
"[90]\tvalid_0's poisson: -99.0109\tvalid_0's huber: 19.1434\n",
"[91]\tvalid_0's poisson: -99.1088\tvalid_0's huber: 19.046\n",
"[92]\tvalid_0's poisson: -99.2055\tvalid_0's huber: 18.9491\n",
"[93]\tvalid_0's poisson: -99.3027\tvalid_0's huber: 18.852\n",
"[94]\tvalid_0's poisson: -99.3998\tvalid_0's huber: 18.7557\n",
"[95]\tvalid_0's poisson: -99.4958\tvalid_0's huber: 18.6594\n",
"[96]\tvalid_0's poisson: -99.5903\tvalid_0's huber: 18.5647\n",
"[97]\tvalid_0's poisson: -99.6835\tvalid_0's huber: 18.4703\n",
"[98]\tvalid_0's poisson: -99.7771\tvalid_0's huber: 18.3758\n",
"[99]\tvalid_0's poisson: -99.8707\tvalid_0's huber: 18.2825\n",
"[100]\tvalid_0's poisson: -99.963\tvalid_0's huber: 18.1885\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3377\tvalid_0's huber: 29.7033\n",
"[2]\tvalid_0's poisson: -87.5048\tvalid_0's huber: 29.5641\n",
"[3]\tvalid_0's poisson: -87.671\tvalid_0's huber: 29.4254\n",
"[4]\tvalid_0's poisson: -87.8361\tvalid_0's huber: 29.2872\n",
"[5]\tvalid_0's poisson: -88.0002\tvalid_0's huber: 29.1493\n",
"[6]\tvalid_0's poisson: -88.1634\tvalid_0's huber: 29.012\n",
"[7]\tvalid_0's poisson: -88.3256\tvalid_0's huber: 28.8752\n",
"[8]\tvalid_0's poisson: -88.4876\tvalid_0's huber: 28.739\n",
"[9]\tvalid_0's poisson: -88.6487\tvalid_0's huber: 28.6032\n",
"[10]\tvalid_0's poisson: -88.8089\tvalid_0's huber: 28.4678\n",
"[11]\tvalid_0's poisson: -88.9679\tvalid_0's huber: 28.3329\n",
"[12]\tvalid_0's poisson: -89.1262\tvalid_0's huber: 28.1985\n",
"[13]\tvalid_0's poisson: -89.2833\tvalid_0's huber: 28.0645\n",
"[14]\tvalid_0's poisson: -89.4397\tvalid_0's huber: 27.9311\n",
"[15]\tvalid_0's poisson: -89.5949\tvalid_0's huber: 27.7981\n",
"[16]\tvalid_0's poisson: -89.7485\tvalid_0's huber: 27.6665\n",
"[17]\tvalid_0's poisson: -89.9021\tvalid_0's huber: 27.5342\n",
"[18]\tvalid_0's poisson: -90.054\tvalid_0's huber: 27.4034\n",
"[19]\tvalid_0's poisson: -90.2061\tvalid_0's huber: 27.2721\n",
"[20]\tvalid_0's poisson: -90.356\tvalid_0's huber: 27.142\n",
"[21]\tvalid_0's poisson: -90.5049\tvalid_0's huber: 27.0124\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[22]\tvalid_0's poisson: -90.6538\tvalid_0's huber: 26.8827\n",
"[23]\tvalid_0's poisson: -90.8008\tvalid_0's huber: 26.7536\n",
"[24]\tvalid_0's poisson: -90.9484\tvalid_0's huber: 26.6241\n",
"[25]\tvalid_0's poisson: -91.0938\tvalid_0's huber: 26.4965\n",
"[26]\tvalid_0's poisson: -91.2398\tvalid_0's huber: 26.368\n",
"[27]\tvalid_0's poisson: -91.3836\tvalid_0's huber: 26.2413\n",
"[28]\tvalid_0's poisson: -91.5275\tvalid_0's huber: 26.1143\n",
"[29]\tvalid_0's poisson: -91.6702\tvalid_0's huber: 25.9882\n",
"[30]\tvalid_0's poisson: -91.8117\tvalid_0's huber: 25.8631\n",
"[31]\tvalid_0's poisson: -91.9531\tvalid_0's huber: 25.7377\n",
"[32]\tvalid_0's poisson: -92.0928\tvalid_0's huber: 25.6135\n",
"[33]\tvalid_0's poisson: -92.2326\tvalid_0's huber: 25.4893\n",
"[34]\tvalid_0's poisson: -92.3717\tvalid_0's huber: 25.3662\n",
"[35]\tvalid_0's poisson: -92.5092\tvalid_0's huber: 25.2441\n",
"[36]\tvalid_0's poisson: -92.6468\tvalid_0's huber: 25.1216\n",
"[37]\tvalid_0's poisson: -92.7828\tvalid_0's huber: 25.0001\n",
"[38]\tvalid_0's poisson: -92.9188\tvalid_0's huber: 24.8785\n",
"[39]\tvalid_0's poisson: -93.0531\tvalid_0's huber: 24.7583\n",
"[40]\tvalid_0's poisson: -93.1875\tvalid_0's huber: 24.6379\n",
"[41]\tvalid_0's poisson: -93.3204\tvalid_0's huber: 24.5184\n",
"[42]\tvalid_0's poisson: -93.4538\tvalid_0's huber: 24.3991\n",
"[43]\tvalid_0's poisson: -93.5852\tvalid_0's huber: 24.2813\n",
"[44]\tvalid_0's poisson: -93.7171\tvalid_0's huber: 24.1626\n",
"[45]\tvalid_0's poisson: -93.847\tvalid_0's huber: 24.0458\n",
"[46]\tvalid_0's poisson: -93.9767\tvalid_0's huber: 23.9287\n",
"[47]\tvalid_0's poisson: -94.1051\tvalid_0's huber: 23.8117\n",
"[48]\tvalid_0's poisson: -94.2332\tvalid_0's huber: 23.6959\n",
"[49]\tvalid_0's poisson: -94.361\tvalid_0's huber: 23.5802\n",
"[50]\tvalid_0's poisson: -94.489\tvalid_0's huber: 23.4632\n",
"[51]\tvalid_0's poisson: -94.6162\tvalid_0's huber: 23.3475\n",
"[52]\tvalid_0's poisson: -94.7423\tvalid_0's huber: 23.2321\n",
"[53]\tvalid_0's poisson: -94.8663\tvalid_0's huber: 23.1187\n",
"[54]\tvalid_0's poisson: -94.9916\tvalid_0's huber: 23.0033\n",
"[55]\tvalid_0's poisson: -95.1158\tvalid_0's huber: 22.8888\n",
"[56]\tvalid_0's poisson: -95.2387\tvalid_0's huber: 22.7748\n",
"[57]\tvalid_0's poisson: -95.3616\tvalid_0's huber: 22.6611\n",
"[58]\tvalid_0's poisson: -95.4837\tvalid_0's huber: 22.5479\n",
"[59]\tvalid_0's poisson: -95.6049\tvalid_0's huber: 22.4355\n",
"[60]\tvalid_0's poisson: -95.7251\tvalid_0's huber: 22.3238\n",
"[61]\tvalid_0's poisson: -95.8449\tvalid_0's huber: 22.2123\n",
"[62]\tvalid_0's poisson: -95.9641\tvalid_0's huber: 22.1009\n",
"[63]\tvalid_0's poisson: -96.0826\tvalid_0's huber: 21.99\n",
"[64]\tvalid_0's poisson: -96.2012\tvalid_0's huber: 21.8789\n",
"[65]\tvalid_0's poisson: -96.3186\tvalid_0's huber: 21.7689\n",
"[66]\tvalid_0's poisson: -96.4356\tvalid_0's huber: 21.6592\n",
"[67]\tvalid_0's poisson: -96.5515\tvalid_0's huber: 21.5498\n",
"[68]\tvalid_0's poisson: -96.6676\tvalid_0's huber: 21.4403\n",
"[69]\tvalid_0's poisson: -96.7818\tvalid_0's huber: 21.3317\n",
"[70]\tvalid_0's poisson: -96.8952\tvalid_0's huber: 21.2235\n",
"[71]\tvalid_0's poisson: -97.0089\tvalid_0's huber: 21.1157\n",
"[72]\tvalid_0's poisson: -97.1213\tvalid_0's huber: 21.0079\n",
"[73]\tvalid_0's poisson: -97.2325\tvalid_0's huber: 20.9013\n",
"[74]\tvalid_0's poisson: -97.3433\tvalid_0's huber: 20.7952\n",
"[75]\tvalid_0's poisson: -97.4539\tvalid_0's huber: 20.6889\n",
"[76]\tvalid_0's poisson: -97.5631\tvalid_0's huber: 20.584\n",
"[77]\tvalid_0's poisson: -97.6715\tvalid_0's huber: 20.4798\n",
"[78]\tvalid_0's poisson: -97.7797\tvalid_0's huber: 20.3756\n",
"[79]\tvalid_0's poisson: -97.8865\tvalid_0's huber: 20.2725\n",
"[80]\tvalid_0's poisson: -97.992\tvalid_0's huber: 20.168\n",
"[81]\tvalid_0's poisson: -98.0978\tvalid_0's huber: 20.0644\n",
"[82]\tvalid_0's poisson: -98.2018\tvalid_0's huber: 19.9616\n",
"[83]\tvalid_0's poisson: -98.3094\tvalid_0's huber: 19.8582\n",
"[84]\tvalid_0's poisson: -98.4132\tvalid_0's huber: 19.7568\n",
"[85]\tvalid_0's poisson: -98.5197\tvalid_0's huber: 19.6516\n",
"[86]\tvalid_0's poisson: -98.6209\tvalid_0's huber: 19.5505\n",
"[87]\tvalid_0's poisson: -98.7228\tvalid_0's huber: 19.4503\n",
"[88]\tvalid_0's poisson: -98.8255\tvalid_0's huber: 19.3491\n",
"[89]\tvalid_0's poisson: -98.9299\tvalid_0's huber: 19.2451\n",
"[90]\tvalid_0's poisson: -99.0294\tvalid_0's huber: 19.1467\n",
"[91]\tvalid_0's poisson: -99.128\tvalid_0's huber: 19.0485\n",
"[92]\tvalid_0's poisson: -99.2246\tvalid_0's huber: 18.9513\n",
"[93]\tvalid_0's poisson: -99.3261\tvalid_0's huber: 18.8496\n",
"[94]\tvalid_0's poisson: -99.4234\tvalid_0's huber: 18.7523\n",
"[95]\tvalid_0's poisson: -99.5207\tvalid_0's huber: 18.6557\n",
"[96]\tvalid_0's poisson: -99.6168\tvalid_0's huber: 18.5609\n",
"[97]\tvalid_0's poisson: -99.7158\tvalid_0's huber: 18.4612\n",
"[98]\tvalid_0's poisson: -99.81\tvalid_0's huber: 18.3669\n",
"[99]\tvalid_0's poisson: -99.9046\tvalid_0's huber: 18.2734\n",
"[100]\tvalid_0's poisson: -99.9977\tvalid_0's huber: 18.1814\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3446\tvalid_0's huber: 29.6547\n",
"[2]\tvalid_0's poisson: -87.5122\tvalid_0's huber: 29.516\n",
"[3]\tvalid_0's poisson: -87.6788\tvalid_0's huber: 29.3778\n",
"[4]\tvalid_0's poisson: -87.8444\tvalid_0's huber: 29.24\n",
"[5]\tvalid_0's poisson: -88.0089\tvalid_0's huber: 29.1028\n",
"[6]\tvalid_0's poisson: -88.1724\tvalid_0's huber: 28.966\n",
"[7]\tvalid_0's poisson: -88.3349\tvalid_0's huber: 28.8298\n",
"[8]\tvalid_0's poisson: -88.4976\tvalid_0's huber: 28.6934\n",
"[9]\tvalid_0's poisson: -88.6593\tvalid_0's huber: 28.5573\n",
"[10]\tvalid_0's poisson: -88.818\tvalid_0's huber: 28.4231\n",
"[11]\tvalid_0's poisson: -88.9776\tvalid_0's huber: 28.2882\n",
"[12]\tvalid_0's poisson: -89.1344\tvalid_0's huber: 28.1548\n",
"[13]\tvalid_0's poisson: -89.2922\tvalid_0's huber: 28.0207\n",
"[14]\tvalid_0's poisson: -89.449\tvalid_0's huber: 27.8872\n",
"[15]\tvalid_0's poisson: -89.6052\tvalid_0's huber: 27.7538\n",
"[16]\tvalid_0's poisson: -89.7605\tvalid_0's huber: 27.6208\n",
"[17]\tvalid_0's poisson: -89.9146\tvalid_0's huber: 27.4887\n",
"[18]\tvalid_0's poisson: -90.0681\tvalid_0's huber: 27.3567\n",
"[19]\tvalid_0's poisson: -90.219\tvalid_0's huber: 27.226\n",
"[20]\tvalid_0's poisson: -90.3705\tvalid_0's huber: 27.0952\n",
"[21]\tvalid_0's poisson: -90.5209\tvalid_0's huber: 26.9649\n",
"[22]\tvalid_0's poisson: -90.671\tvalid_0's huber: 26.8346\n",
"[23]\tvalid_0's poisson: -90.8195\tvalid_0's huber: 26.7054\n",
"[24]\tvalid_0's poisson: -90.9667\tvalid_0's huber: 26.577\n",
"[25]\tvalid_0's poisson: -91.114\tvalid_0's huber: 26.4483\n",
"[26]\tvalid_0's poisson: -91.2595\tvalid_0's huber: 26.3209\n",
"[27]\tvalid_0's poisson: -91.4052\tvalid_0's huber: 26.1933\n",
"[28]\tvalid_0's poisson: -91.5489\tvalid_0's huber: 26.0669\n",
"[29]\tvalid_0's poisson: -91.6915\tvalid_0's huber: 25.9402\n",
"[30]\tvalid_0's poisson: -91.8345\tvalid_0's huber: 25.8147\n",
"[31]\tvalid_0's poisson: -91.9763\tvalid_0's huber: 25.6896\n",
"[32]\tvalid_0's poisson: -92.1176\tvalid_0's huber: 25.5649\n",
"[33]\tvalid_0's poisson: -92.2578\tvalid_0's huber: 25.4411\n",
"[34]\tvalid_0's poisson: -92.3962\tvalid_0's huber: 25.3189\n",
"[35]\tvalid_0's poisson: -92.5347\tvalid_0's huber: 25.1967\n",
"[36]\tvalid_0's poisson: -92.6721\tvalid_0's huber: 25.0754\n",
"[37]\tvalid_0's poisson: -92.8089\tvalid_0's huber: 24.9533\n",
"[38]\tvalid_0's poisson: -92.9438\tvalid_0's huber: 24.833\n",
"[39]\tvalid_0's poisson: -93.0801\tvalid_0's huber: 24.7116\n",
"[40]\tvalid_0's poisson: -93.2145\tvalid_0's huber: 24.5909\n",
"[41]\tvalid_0's poisson: -93.349\tvalid_0's huber: 24.4709\n",
"[42]\tvalid_0's poisson: -93.4818\tvalid_0's huber: 24.352\n",
"[43]\tvalid_0's poisson: -93.6133\tvalid_0's huber: 24.2333\n",
"[44]\tvalid_0's poisson: -93.7446\tvalid_0's huber: 24.1154\n",
"[45]\tvalid_0's poisson: -93.8762\tvalid_0's huber: 23.9963\n",
"[46]\tvalid_0's poisson: -94.0068\tvalid_0's huber: 23.8778\n",
"[47]\tvalid_0's poisson: -94.1364\tvalid_0's huber: 23.7604\n",
"[48]\tvalid_0's poisson: -94.2659\tvalid_0's huber: 23.6426\n",
"[49]\tvalid_0's poisson: -94.3942\tvalid_0's huber: 23.526\n",
"[50]\tvalid_0's poisson: -94.5232\tvalid_0's huber: 23.4087\n",
"[51]\tvalid_0's poisson: -94.6501\tvalid_0's huber: 23.293\n",
"[52]\tvalid_0's poisson: -94.7762\tvalid_0's huber: 23.1777\n",
"[53]\tvalid_0's poisson: -94.9028\tvalid_0's huber: 23.0619\n",
"[54]\tvalid_0's poisson: -95.0276\tvalid_0's huber: 22.9474\n",
"[55]\tvalid_0's poisson: -95.1518\tvalid_0's huber: 22.8332\n",
"[56]\tvalid_0's poisson: -95.2748\tvalid_0's huber: 22.7196\n",
"[57]\tvalid_0's poisson: -95.3978\tvalid_0's huber: 22.6065\n",
"[58]\tvalid_0's poisson: -95.5199\tvalid_0's huber: 22.4931\n",
"[59]\tvalid_0's poisson: -95.6413\tvalid_0's huber: 22.3814\n",
"[60]\tvalid_0's poisson: -95.7621\tvalid_0's huber: 22.2698\n",
"[61]\tvalid_0's poisson: -95.8821\tvalid_0's huber: 22.1587\n",
"[62]\tvalid_0's poisson: -96.0014\tvalid_0's huber: 22.0481\n",
"[63]\tvalid_0's poisson: -96.12\tvalid_0's huber: 21.9379\n",
"[64]\tvalid_0's poisson: -96.2381\tvalid_0's huber: 21.8271\n",
"[65]\tvalid_0's poisson: -96.3551\tvalid_0's huber: 21.7171\n",
"[66]\tvalid_0's poisson: -96.4712\tvalid_0's huber: 21.6083\n",
"[67]\tvalid_0's poisson: -96.5869\tvalid_0's huber: 21.499\n",
"[68]\tvalid_0's poisson: -96.7021\tvalid_0's huber: 21.39\n",
"[69]\tvalid_0's poisson: -96.8163\tvalid_0's huber: 21.2818\n",
"[70]\tvalid_0's poisson: -96.9303\tvalid_0's huber: 21.1739\n",
"[71]\tvalid_0's poisson: -97.0438\tvalid_0's huber: 21.0654\n",
"[72]\tvalid_0's poisson: -97.1541\tvalid_0's huber: 20.9596\n",
"[73]\tvalid_0's poisson: -97.2649\tvalid_0's huber: 20.8536\n",
"[74]\tvalid_0's poisson: -97.3766\tvalid_0's huber: 20.7471\n",
"[75]\tvalid_0's poisson: -97.4857\tvalid_0's huber: 20.6427\n",
"[76]\tvalid_0's poisson: -97.5927\tvalid_0's huber: 20.5381\n",
"[77]\tvalid_0's poisson: -97.7003\tvalid_0's huber: 20.4337\n",
"[78]\tvalid_0's poisson: -97.8057\tvalid_0's huber: 20.3303\n",
"[79]\tvalid_0's poisson: -97.9134\tvalid_0's huber: 20.2264\n",
"[80]\tvalid_0's poisson: -98.0198\tvalid_0's huber: 20.1227\n",
"[81]\tvalid_0's poisson: -98.1255\tvalid_0's huber: 20.0191\n",
"[82]\tvalid_0's poisson: -98.2313\tvalid_0's huber: 19.9162\n",
"[83]\tvalid_0's poisson: -98.3356\tvalid_0's huber: 19.8142\n",
"[84]\tvalid_0's poisson: -98.4409\tvalid_0's huber: 19.7121\n",
"[85]\tvalid_0's poisson: -98.5438\tvalid_0's huber: 19.6111\n",
"[86]\tvalid_0's poisson: -98.646\tvalid_0's huber: 19.5109\n",
"[87]\tvalid_0's poisson: -98.7491\tvalid_0's huber: 19.4104\n",
"[88]\tvalid_0's poisson: -98.8491\tvalid_0's huber: 19.3112\n",
"[89]\tvalid_0's poisson: -98.9489\tvalid_0's huber: 19.2128\n",
"[90]\tvalid_0's poisson: -99.0485\tvalid_0's huber: 19.1153\n",
"[91]\tvalid_0's poisson: -99.1462\tvalid_0's huber: 19.0181\n",
"[92]\tvalid_0's poisson: -99.2445\tvalid_0's huber: 18.9212\n",
"[93]\tvalid_0's poisson: -99.3417\tvalid_0's huber: 18.8255\n",
"[94]\tvalid_0's poisson: -99.4377\tvalid_0's huber: 18.7302\n",
"[95]\tvalid_0's poisson: -99.5377\tvalid_0's huber: 18.6304\n",
"[96]\tvalid_0's poisson: -99.6335\tvalid_0's huber: 18.5359\n",
"[97]\tvalid_0's poisson: -99.7283\tvalid_0's huber: 18.4423\n",
"[98]\tvalid_0's poisson: -99.8223\tvalid_0's huber: 18.3493\n",
"[99]\tvalid_0's poisson: -99.9158\tvalid_0's huber: 18.2568\n",
"[100]\tvalid_0's poisson: -100.008\tvalid_0's huber: 18.1648\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.7468\n",
"[2]\tvalid_0's poisson: -87.4935\tvalid_0's huber: 29.6092\n",
"[3]\tvalid_0's poisson: -87.6544\tvalid_0's huber: 29.4721\n",
"[4]\tvalid_0's poisson: -87.8192\tvalid_0's huber: 29.335\n",
"[5]\tvalid_0's poisson: -87.9823\tvalid_0's huber: 29.1993\n",
"[6]\tvalid_0's poisson: -88.1455\tvalid_0's huber: 29.0627\n",
"[7]\tvalid_0's poisson: -88.3065\tvalid_0's huber: 28.9281\n",
"[8]\tvalid_0's poisson: -88.4659\tvalid_0's huber: 28.7935\n",
"[9]\tvalid_0's poisson: -88.6262\tvalid_0's huber: 28.6584\n",
"[10]\tvalid_0's poisson: -88.7843\tvalid_0's huber: 28.5253\n",
"[11]\tvalid_0's poisson: -88.9427\tvalid_0's huber: 28.3911\n",
"[12]\tvalid_0's poisson: -89.1001\tvalid_0's huber: 28.2577\n",
"[13]\tvalid_0's poisson: -89.2553\tvalid_0's huber: 28.125\n",
"[14]\tvalid_0's poisson: -89.412\tvalid_0's huber: 27.991\n",
"[15]\tvalid_0's poisson: -89.5674\tvalid_0's huber: 27.8582\n",
"[16]\tvalid_0's poisson: -89.7224\tvalid_0's huber: 27.725\n",
"[17]\tvalid_0's poisson: -89.876\tvalid_0's huber: 27.5931\n",
"[18]\tvalid_0's poisson: -90.0275\tvalid_0's huber: 27.4628\n",
"[19]\tvalid_0's poisson: -90.1799\tvalid_0's huber: 27.3309\n",
"[20]\tvalid_0's poisson: -90.3317\tvalid_0's huber: 27.1989\n",
"[21]\tvalid_0's poisson: -90.482\tvalid_0's huber: 27.0688\n",
"[22]\tvalid_0's poisson: -90.6306\tvalid_0's huber: 26.9397\n",
"[23]\tvalid_0's poisson: -90.7776\tvalid_0's huber: 26.8109\n",
"[24]\tvalid_0's poisson: -90.9252\tvalid_0's huber: 26.6813\n",
"[25]\tvalid_0's poisson: -91.0719\tvalid_0's huber: 26.5521\n",
"[26]\tvalid_0's poisson: -91.2175\tvalid_0's huber: 26.4238\n",
"[27]\tvalid_0's poisson: -91.363\tvalid_0's huber: 26.2959\n",
"[28]\tvalid_0's poisson: -91.5072\tvalid_0's huber: 26.1691\n",
"[29]\tvalid_0's poisson: -91.6509\tvalid_0's huber: 26.0423\n",
"[30]\tvalid_0's poisson: -91.7934\tvalid_0's huber: 25.9165\n",
"[31]\tvalid_0's poisson: -91.9355\tvalid_0's huber: 25.7909\n",
"[32]\tvalid_0's poisson: -92.0754\tvalid_0's huber: 25.6662\n",
"[33]\tvalid_0's poisson: -92.2153\tvalid_0's huber: 25.5423\n",
"[34]\tvalid_0's poisson: -92.3543\tvalid_0's huber: 25.419\n",
"[35]\tvalid_0's poisson: -92.4928\tvalid_0's huber: 25.2957\n",
"[36]\tvalid_0's poisson: -92.6301\tvalid_0's huber: 25.1736\n",
"[37]\tvalid_0's poisson: -92.7669\tvalid_0's huber: 25.052\n",
"[38]\tvalid_0's poisson: -92.9018\tvalid_0's huber: 24.9306\n",
"[39]\tvalid_0's poisson: -93.0376\tvalid_0's huber: 24.8093\n",
"[40]\tvalid_0's poisson: -93.1711\tvalid_0's huber: 24.6896\n",
"[41]\tvalid_0's poisson: -93.3048\tvalid_0's huber: 24.5695\n",
"[42]\tvalid_0's poisson: -93.4369\tvalid_0's huber: 24.4509\n",
"[43]\tvalid_0's poisson: -93.5696\tvalid_0's huber: 24.3316\n",
"[44]\tvalid_0's poisson: -93.7005\tvalid_0's huber: 24.2136\n",
"[45]\tvalid_0's poisson: -93.831\tvalid_0's huber: 24.0955\n",
"[46]\tvalid_0's poisson: -93.961\tvalid_0's huber: 23.978\n",
"[47]\tvalid_0's poisson: -94.091\tvalid_0's huber: 23.8604\n",
"[48]\tvalid_0's poisson: -94.2188\tvalid_0's huber: 23.744\n",
"[49]\tvalid_0's poisson: -94.347\tvalid_0's huber: 23.6273\n",
"[50]\tvalid_0's poisson: -94.4737\tvalid_0's huber: 23.5107\n",
"[51]\tvalid_0's poisson: -94.6\tvalid_0's huber: 23.3949\n",
"[52]\tvalid_0's poisson: -94.7257\tvalid_0's huber: 23.2794\n",
"[53]\tvalid_0's poisson: -94.8505\tvalid_0's huber: 23.1643\n",
"[54]\tvalid_0's poisson: -94.9744\tvalid_0's huber: 23.0495\n",
"[55]\tvalid_0's poisson: -95.0986\tvalid_0's huber: 22.9346\n",
"[56]\tvalid_0's poisson: -95.2223\tvalid_0's huber: 22.8203\n",
"[57]\tvalid_0's poisson: -95.345\tvalid_0's huber: 22.7067\n",
"[58]\tvalid_0's poisson: -95.467\tvalid_0's huber: 22.5931\n",
"[59]\tvalid_0's poisson: -95.5884\tvalid_0's huber: 22.4803\n",
"[60]\tvalid_0's poisson: -95.7083\tvalid_0's huber: 22.3679\n",
"[61]\tvalid_0's poisson: -95.8282\tvalid_0's huber: 22.2565\n",
"[62]\tvalid_0's poisson: -95.9473\tvalid_0's huber: 22.1456\n",
"[63]\tvalid_0's poisson: -96.0648\tvalid_0's huber: 22.0348\n",
"[64]\tvalid_0's poisson: -96.1825\tvalid_0's huber: 21.9246\n",
"[65]\tvalid_0's poisson: -96.2996\tvalid_0's huber: 21.8142\n",
"[66]\tvalid_0's poisson: -96.4158\tvalid_0's huber: 21.7049\n",
"[67]\tvalid_0's poisson: -96.5319\tvalid_0's huber: 21.595\n",
"[68]\tvalid_0's poisson: -96.6468\tvalid_0's huber: 21.4859\n",
"[69]\tvalid_0's poisson: -96.7612\tvalid_0's huber: 21.3775\n",
"[70]\tvalid_0's poisson: -96.8749\tvalid_0's huber: 21.2692\n",
"[71]\tvalid_0's poisson: -96.9882\tvalid_0's huber: 21.1614\n",
"[72]\tvalid_0's poisson: -97.0994\tvalid_0's huber: 21.055\n",
"[73]\tvalid_0's poisson: -97.2116\tvalid_0's huber: 20.9482\n",
"[74]\tvalid_0's poisson: -97.323\tvalid_0's huber: 20.842\n",
"[75]\tvalid_0's poisson: -97.434\tvalid_0's huber: 20.7355\n",
"[76]\tvalid_0's poisson: -97.5463\tvalid_0's huber: 20.6269\n",
"[77]\tvalid_0's poisson: -97.6548\tvalid_0's huber: 20.5224\n",
"[78]\tvalid_0's poisson: -97.7635\tvalid_0's huber: 20.418\n",
"[79]\tvalid_0's poisson: -97.8714\tvalid_0's huber: 20.3128\n",
"[80]\tvalid_0's poisson: -97.9785\tvalid_0's huber: 20.2095\n",
"[81]\tvalid_0's poisson: -98.0856\tvalid_0's huber: 20.1054\n",
"[82]\tvalid_0's poisson: -98.1911\tvalid_0's huber: 20.0028\n",
"[83]\tvalid_0's poisson: -98.2959\tvalid_0's huber: 19.9002\n",
"[84]\tvalid_0's poisson: -98.4003\tvalid_0's huber: 19.7985\n",
"[85]\tvalid_0's poisson: -98.5042\tvalid_0's huber: 19.6971\n",
"[86]\tvalid_0's poisson: -98.6067\tvalid_0's huber: 19.5957\n",
"[87]\tvalid_0's poisson: -98.7083\tvalid_0's huber: 19.4949\n",
"[88]\tvalid_0's poisson: -98.8095\tvalid_0's huber: 19.3949\n",
"[89]\tvalid_0's poisson: -98.9113\tvalid_0's huber: 19.2953\n",
"[90]\tvalid_0's poisson: -99.0117\tvalid_0's huber: 19.1961\n",
"[91]\tvalid_0's poisson: -99.1147\tvalid_0's huber: 19.0941\n",
"[92]\tvalid_0's poisson: -99.2139\tvalid_0's huber: 18.9962\n",
"[93]\tvalid_0's poisson: -99.3123\tvalid_0's huber: 18.8994\n",
"[94]\tvalid_0's poisson: -99.4132\tvalid_0's huber: 18.7991\n",
"[95]\tvalid_0's poisson: -99.5098\tvalid_0's huber: 18.7031\n",
"[96]\tvalid_0's poisson: -99.6093\tvalid_0's huber: 18.604\n",
"[97]\tvalid_0's poisson: -99.7043\tvalid_0's huber: 18.5102\n",
"[98]\tvalid_0's poisson: -99.7989\tvalid_0's huber: 18.416\n",
"[99]\tvalid_0's poisson: -99.8966\tvalid_0's huber: 18.3181\n",
"[100]\tvalid_0's poisson: -99.9895\tvalid_0's huber: 18.2258\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.8032\n",
"[2]\tvalid_0's poisson: -87.1944\tvalid_0's huber: 29.7947\n",
"[3]\tvalid_0's poisson: -87.2047\tvalid_0's huber: 29.7862\n",
"[4]\tvalid_0's poisson: -87.2151\tvalid_0's huber: 29.7776\n",
"[5]\tvalid_0's poisson: -87.2254\tvalid_0's huber: 29.7691\n",
"[6]\tvalid_0's poisson: -87.2357\tvalid_0's huber: 29.7606\n",
"[7]\tvalid_0's poisson: -87.246\tvalid_0's huber: 29.7521\n",
"[8]\tvalid_0's poisson: -87.2564\tvalid_0's huber: 29.7436\n",
"[9]\tvalid_0's poisson: -87.2667\tvalid_0's huber: 29.735\n",
"[10]\tvalid_0's poisson: -87.277\tvalid_0's huber: 29.7265\n",
"[11]\tvalid_0's poisson: -87.2873\tvalid_0's huber: 29.718\n",
"[12]\tvalid_0's poisson: -87.2976\tvalid_0's huber: 29.7095\n",
"[13]\tvalid_0's poisson: -87.3079\tvalid_0's huber: 29.701\n",
"[14]\tvalid_0's poisson: -87.3182\tvalid_0's huber: 29.6925\n",
"[15]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.684\n",
"[16]\tvalid_0's poisson: -87.3388\tvalid_0's huber: 29.6755\n",
"[17]\tvalid_0's poisson: -87.3491\tvalid_0's huber: 29.667\n",
"[18]\tvalid_0's poisson: -87.3595\tvalid_0's huber: 29.6585\n",
"[19]\tvalid_0's poisson: -87.3698\tvalid_0's huber: 29.65\n",
"[20]\tvalid_0's poisson: -87.3801\tvalid_0's huber: 29.6415\n",
"[21]\tvalid_0's poisson: -87.3904\tvalid_0's huber: 29.633\n",
"[22]\tvalid_0's poisson: -87.4007\tvalid_0's huber: 29.6246\n",
"[23]\tvalid_0's poisson: -87.411\tvalid_0's huber: 29.6161\n",
"[24]\tvalid_0's poisson: -87.4212\tvalid_0's huber: 29.6076\n",
"[25]\tvalid_0's poisson: -87.4315\tvalid_0's huber: 29.5991\n",
"[26]\tvalid_0's poisson: -87.4418\tvalid_0's huber: 29.5906\n",
"[27]\tvalid_0's poisson: -87.4521\tvalid_0's huber: 29.5822\n",
"[28]\tvalid_0's poisson: -87.4624\tvalid_0's huber: 29.5737\n",
"[29]\tvalid_0's poisson: -87.4726\tvalid_0's huber: 29.5652\n",
"[30]\tvalid_0's poisson: -87.4829\tvalid_0's huber: 29.5567\n",
"[31]\tvalid_0's poisson: -87.4932\tvalid_0's huber: 29.5483\n",
"[32]\tvalid_0's poisson: -87.5034\tvalid_0's huber: 29.5398\n",
"[33]\tvalid_0's poisson: -87.5137\tvalid_0's huber: 29.5313\n",
"[34]\tvalid_0's poisson: -87.5239\tvalid_0's huber: 29.5229\n",
"[35]\tvalid_0's poisson: -87.5342\tvalid_0's huber: 29.5144\n",
"[36]\tvalid_0's poisson: -87.5444\tvalid_0's huber: 29.506\n",
"[37]\tvalid_0's poisson: -87.5546\tvalid_0's huber: 29.4975\n",
"[38]\tvalid_0's poisson: -87.5649\tvalid_0's huber: 29.4891\n",
"[39]\tvalid_0's poisson: -87.5751\tvalid_0's huber: 29.4806\n",
"[40]\tvalid_0's poisson: -87.5853\tvalid_0's huber: 29.4722\n",
"[41]\tvalid_0's poisson: -87.5955\tvalid_0's huber: 29.4637\n",
"[42]\tvalid_0's poisson: -87.6058\tvalid_0's huber: 29.4553\n",
"[43]\tvalid_0's poisson: -87.616\tvalid_0's huber: 29.4468\n",
"[44]\tvalid_0's poisson: -87.6262\tvalid_0's huber: 29.4384\n",
"[45]\tvalid_0's poisson: -87.6364\tvalid_0's huber: 29.4299\n",
"[46]\tvalid_0's poisson: -87.6466\tvalid_0's huber: 29.4215\n",
"[47]\tvalid_0's poisson: -87.6568\tvalid_0's huber: 29.4131\n",
"[48]\tvalid_0's poisson: -87.667\tvalid_0's huber: 29.4046\n",
"[49]\tvalid_0's poisson: -87.6772\tvalid_0's huber: 29.3962\n",
"[50]\tvalid_0's poisson: -87.6874\tvalid_0's huber: 29.3878\n",
"[51]\tvalid_0's poisson: -87.6975\tvalid_0's huber: 29.3793\n",
"[52]\tvalid_0's poisson: -87.7077\tvalid_0's huber: 29.3709\n",
"[53]\tvalid_0's poisson: -87.7179\tvalid_0's huber: 29.3625\n",
"[54]\tvalid_0's poisson: -87.7281\tvalid_0's huber: 29.3541\n",
"[55]\tvalid_0's poisson: -87.7382\tvalid_0's huber: 29.3457\n",
"[56]\tvalid_0's poisson: -87.7484\tvalid_0's huber: 29.3372\n",
"[57]\tvalid_0's poisson: -87.7586\tvalid_0's huber: 29.3288\n",
"[58]\tvalid_0's poisson: -87.7687\tvalid_0's huber: 29.3204\n",
"[59]\tvalid_0's poisson: -87.7789\tvalid_0's huber: 29.312\n",
"[60]\tvalid_0's poisson: -87.789\tvalid_0's huber: 29.3036\n",
"[61]\tvalid_0's poisson: -87.7992\tvalid_0's huber: 29.2952\n",
"[62]\tvalid_0's poisson: -87.8093\tvalid_0's huber: 29.2868\n",
"[63]\tvalid_0's poisson: -87.8195\tvalid_0's huber: 29.2784\n",
"[64]\tvalid_0's poisson: -87.8296\tvalid_0's huber: 29.27\n",
"[65]\tvalid_0's poisson: -87.8397\tvalid_0's huber: 29.2616\n",
"[66]\tvalid_0's poisson: -87.8499\tvalid_0's huber: 29.2532\n",
"[67]\tvalid_0's poisson: -87.86\tvalid_0's huber: 29.2448\n",
"[68]\tvalid_0's poisson: -87.8701\tvalid_0's huber: 29.2364\n",
"[69]\tvalid_0's poisson: -87.8802\tvalid_0's huber: 29.228\n",
"[70]\tvalid_0's poisson: -87.8903\tvalid_0's huber: 29.2196\n",
"[71]\tvalid_0's poisson: -87.9004\tvalid_0's huber: 29.2113\n",
"[72]\tvalid_0's poisson: -87.9106\tvalid_0's huber: 29.2028\n",
"[73]\tvalid_0's poisson: -87.9207\tvalid_0's huber: 29.1944\n",
"[74]\tvalid_0's poisson: -87.9309\tvalid_0's huber: 29.186\n",
"[75]\tvalid_0's poisson: -87.941\tvalid_0's huber: 29.1776\n",
"[76]\tvalid_0's poisson: -87.9511\tvalid_0's huber: 29.1691\n",
"[77]\tvalid_0's poisson: -87.9613\tvalid_0's huber: 29.1607\n",
"[78]\tvalid_0's poisson: -87.9714\tvalid_0's huber: 29.1523\n",
"[79]\tvalid_0's poisson: -87.9815\tvalid_0's huber: 29.1439\n",
"[80]\tvalid_0's poisson: -87.9916\tvalid_0's huber: 29.1355\n",
"[81]\tvalid_0's poisson: -88.0017\tvalid_0's huber: 29.1271\n",
"[82]\tvalid_0's poisson: -88.0118\tvalid_0's huber: 29.1187\n",
"[83]\tvalid_0's poisson: -88.0219\tvalid_0's huber: 29.1102\n",
"[84]\tvalid_0's poisson: -88.032\tvalid_0's huber: 29.1018\n",
"[85]\tvalid_0's poisson: -88.0421\tvalid_0's huber: 29.0934\n",
"[86]\tvalid_0's poisson: -88.0522\tvalid_0's huber: 29.085\n",
"[87]\tvalid_0's poisson: -88.0623\tvalid_0's huber: 29.0766\n",
"[88]\tvalid_0's poisson: -88.0724\tvalid_0's huber: 29.0682\n",
"[89]\tvalid_0's poisson: -88.0825\tvalid_0's huber: 29.0598\n",
"[90]\tvalid_0's poisson: -88.0925\tvalid_0's huber: 29.0514\n",
"[91]\tvalid_0's poisson: -88.1026\tvalid_0's huber: 29.0431\n",
"[92]\tvalid_0's poisson: -88.1127\tvalid_0's huber: 29.0347\n",
"[93]\tvalid_0's poisson: -88.1228\tvalid_0's huber: 29.0263\n",
"[94]\tvalid_0's poisson: -88.1328\tvalid_0's huber: 29.0179\n",
"[95]\tvalid_0's poisson: -88.1429\tvalid_0's huber: 29.0095\n",
"[96]\tvalid_0's poisson: -88.1529\tvalid_0's huber: 29.0011\n",
"[97]\tvalid_0's poisson: -88.163\tvalid_0's huber: 28.9928\n",
"[98]\tvalid_0's poisson: -88.173\tvalid_0's huber: 28.9844\n",
"[99]\tvalid_0's poisson: -88.1831\tvalid_0's huber: 28.976\n",
"[100]\tvalid_0's poisson: -88.1931\tvalid_0's huber: 28.9677\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1842\tvalid_0's huber: 29.8013\n",
"[2]\tvalid_0's poisson: -87.1944\tvalid_0's huber: 29.793\n",
"[3]\tvalid_0's poisson: -87.2047\tvalid_0's huber: 29.7846\n",
"[4]\tvalid_0's poisson: -87.2149\tvalid_0's huber: 29.7763\n",
"[5]\tvalid_0's poisson: -87.2251\tvalid_0's huber: 29.7679\n",
"[6]\tvalid_0's poisson: -87.2353\tvalid_0's huber: 29.7596\n",
"[7]\tvalid_0's poisson: -87.2455\tvalid_0's huber: 29.7512\n",
"[8]\tvalid_0's poisson: -87.2557\tvalid_0's huber: 29.7429\n",
"[9]\tvalid_0's poisson: -87.2659\tvalid_0's huber: 29.7345\n",
"[10]\tvalid_0's poisson: -87.2761\tvalid_0's huber: 29.7262\n",
"[11]\tvalid_0's poisson: -87.2863\tvalid_0's huber: 29.7178\n",
"[12]\tvalid_0's poisson: -87.2965\tvalid_0's huber: 29.7095\n",
"[13]\tvalid_0's poisson: -87.3067\tvalid_0's huber: 29.7012\n",
"[14]\tvalid_0's poisson: -87.3169\tvalid_0's huber: 29.6928\n",
"[15]\tvalid_0's poisson: -87.327\tvalid_0's huber: 29.6845\n",
"[16]\tvalid_0's poisson: -87.3372\tvalid_0's huber: 29.6761\n",
"[17]\tvalid_0's poisson: -87.3474\tvalid_0's huber: 29.6678\n",
"[18]\tvalid_0's poisson: -87.3576\tvalid_0's huber: 29.6595\n",
"[19]\tvalid_0's poisson: -87.3677\tvalid_0's huber: 29.6512\n",
"[20]\tvalid_0's poisson: -87.3779\tvalid_0's huber: 29.6428\n",
"[21]\tvalid_0's poisson: -87.388\tvalid_0's huber: 29.6345\n",
"[22]\tvalid_0's poisson: -87.3982\tvalid_0's huber: 29.6262\n",
"[23]\tvalid_0's poisson: -87.4083\tvalid_0's huber: 29.6178\n",
"[24]\tvalid_0's poisson: -87.4185\tvalid_0's huber: 29.6095\n",
"[25]\tvalid_0's poisson: -87.4286\tvalid_0's huber: 29.6012\n",
"[26]\tvalid_0's poisson: -87.4387\tvalid_0's huber: 29.5929\n",
"[27]\tvalid_0's poisson: -87.4489\tvalid_0's huber: 29.5846\n",
"[28]\tvalid_0's poisson: -87.459\tvalid_0's huber: 29.5763\n",
"[29]\tvalid_0's poisson: -87.4691\tvalid_0's huber: 29.5679\n",
"[30]\tvalid_0's poisson: -87.4792\tvalid_0's huber: 29.5596\n",
"[31]\tvalid_0's poisson: -87.4894\tvalid_0's huber: 29.5513\n",
"[32]\tvalid_0's poisson: -87.4995\tvalid_0's huber: 29.543\n",
"[33]\tvalid_0's poisson: -87.5096\tvalid_0's huber: 29.5347\n",
"[34]\tvalid_0's poisson: -87.5197\tvalid_0's huber: 29.5264\n",
"[35]\tvalid_0's poisson: -87.5298\tvalid_0's huber: 29.5181\n",
"[36]\tvalid_0's poisson: -87.5399\tvalid_0's huber: 29.5098\n",
"[37]\tvalid_0's poisson: -87.55\tvalid_0's huber: 29.5015\n",
"[38]\tvalid_0's poisson: -87.5601\tvalid_0's huber: 29.4932\n",
"[39]\tvalid_0's poisson: -87.5701\tvalid_0's huber: 29.4849\n",
"[40]\tvalid_0's poisson: -87.5802\tvalid_0's huber: 29.4766\n",
"[41]\tvalid_0's poisson: -87.5903\tvalid_0's huber: 29.4683\n",
"[42]\tvalid_0's poisson: -87.6004\tvalid_0's huber: 29.46\n",
"[43]\tvalid_0's poisson: -87.6104\tvalid_0's huber: 29.4517\n",
"[44]\tvalid_0's poisson: -87.6205\tvalid_0's huber: 29.4435\n",
"[45]\tvalid_0's poisson: -87.6306\tvalid_0's huber: 29.4352\n",
"[46]\tvalid_0's poisson: -87.6406\tvalid_0's huber: 29.4269\n",
"[47]\tvalid_0's poisson: -87.6507\tvalid_0's huber: 29.4186\n",
"[48]\tvalid_0's poisson: -87.6607\tvalid_0's huber: 29.4103\n",
"[49]\tvalid_0's poisson: -87.6708\tvalid_0's huber: 29.4021\n",
"[50]\tvalid_0's poisson: -87.6808\tvalid_0's huber: 29.3938\n",
"[51]\tvalid_0's poisson: -87.6909\tvalid_0's huber: 29.3855\n",
"[52]\tvalid_0's poisson: -87.7009\tvalid_0's huber: 29.3772\n",
"[53]\tvalid_0's poisson: -87.7109\tvalid_0's huber: 29.369\n",
"[54]\tvalid_0's poisson: -87.7209\tvalid_0's huber: 29.3607\n",
"[55]\tvalid_0's poisson: -87.731\tvalid_0's huber: 29.3524\n",
"[56]\tvalid_0's poisson: -87.741\tvalid_0's huber: 29.3441\n",
"[57]\tvalid_0's poisson: -87.751\tvalid_0's huber: 29.3358\n",
"[58]\tvalid_0's poisson: -87.761\tvalid_0's huber: 29.3275\n",
"[59]\tvalid_0's poisson: -87.771\tvalid_0's huber: 29.3192\n",
"[60]\tvalid_0's poisson: -87.781\tvalid_0's huber: 29.311\n",
"[61]\tvalid_0's poisson: -87.7911\tvalid_0's huber: 29.3027\n",
"[62]\tvalid_0's poisson: -87.8011\tvalid_0's huber: 29.2944\n",
"[63]\tvalid_0's poisson: -87.8111\tvalid_0's huber: 29.2861\n",
"[64]\tvalid_0's poisson: -87.821\tvalid_0's huber: 29.2778\n",
"[65]\tvalid_0's poisson: -87.831\tvalid_0's huber: 29.2695\n",
"[66]\tvalid_0's poisson: -87.841\tvalid_0's huber: 29.2613\n",
"[67]\tvalid_0's poisson: -87.851\tvalid_0's huber: 29.253\n",
"[68]\tvalid_0's poisson: -87.861\tvalid_0's huber: 29.2447\n",
"[69]\tvalid_0's poisson: -87.871\tvalid_0's huber: 29.2365\n",
"[70]\tvalid_0's poisson: -87.8809\tvalid_0's huber: 29.2282\n",
"[71]\tvalid_0's poisson: -87.8909\tvalid_0's huber: 29.2199\n",
"[72]\tvalid_0's poisson: -87.9009\tvalid_0's huber: 29.2117\n",
"[73]\tvalid_0's poisson: -87.9108\tvalid_0's huber: 29.2034\n",
"[74]\tvalid_0's poisson: -87.9208\tvalid_0's huber: 29.1952\n",
"[75]\tvalid_0's poisson: -87.9307\tvalid_0's huber: 29.1869\n",
"[76]\tvalid_0's poisson: -87.9407\tvalid_0's huber: 29.1786\n",
"[77]\tvalid_0's poisson: -87.9506\tvalid_0's huber: 29.1704\n",
"[78]\tvalid_0's poisson: -87.9606\tvalid_0's huber: 29.1621\n",
"[79]\tvalid_0's poisson: -87.9705\tvalid_0's huber: 29.1538\n",
"[80]\tvalid_0's poisson: -87.9804\tvalid_0's huber: 29.1456\n",
"[81]\tvalid_0's poisson: -87.9903\tvalid_0's huber: 29.1374\n",
"[82]\tvalid_0's poisson: -88.0003\tvalid_0's huber: 29.1291\n",
"[83]\tvalid_0's poisson: -88.0102\tvalid_0's huber: 29.1209\n",
"[84]\tvalid_0's poisson: -88.0201\tvalid_0's huber: 29.1126\n",
"[85]\tvalid_0's poisson: -88.03\tvalid_0's huber: 29.1044\n",
"[86]\tvalid_0's poisson: -88.0399\tvalid_0's huber: 29.0961\n",
"[87]\tvalid_0's poisson: -88.0498\tvalid_0's huber: 29.0879\n",
"[88]\tvalid_0's poisson: -88.0598\tvalid_0's huber: 29.0797\n",
"[89]\tvalid_0's poisson: -88.0697\tvalid_0's huber: 29.0714\n",
"[90]\tvalid_0's poisson: -88.0796\tvalid_0's huber: 29.0632\n",
"[91]\tvalid_0's poisson: -88.0894\tvalid_0's huber: 29.055\n",
"[92]\tvalid_0's poisson: -88.0993\tvalid_0's huber: 29.0467\n",
"[93]\tvalid_0's poisson: -88.1092\tvalid_0's huber: 29.0385\n",
"[94]\tvalid_0's poisson: -88.1191\tvalid_0's huber: 29.0303\n",
"[95]\tvalid_0's poisson: -88.129\tvalid_0's huber: 29.0221\n",
"[96]\tvalid_0's poisson: -88.1388\tvalid_0's huber: 29.0138\n",
"[97]\tvalid_0's poisson: -88.1487\tvalid_0's huber: 29.0056\n",
"[98]\tvalid_0's poisson: -88.1586\tvalid_0's huber: 28.9974\n",
"[99]\tvalid_0's poisson: -88.1684\tvalid_0's huber: 28.9892\n",
"[100]\tvalid_0's poisson: -88.1783\tvalid_0's huber: 28.9809\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.18\tvalid_0's huber: 29.8343\n",
"[2]\tvalid_0's poisson: -87.1903\tvalid_0's huber: 29.8257\n",
"[3]\tvalid_0's poisson: -87.2007\tvalid_0's huber: 29.8171\n",
"[4]\tvalid_0's poisson: -87.2111\tvalid_0's huber: 29.8085\n",
"[5]\tvalid_0's poisson: -87.2215\tvalid_0's huber: 29.7999\n",
"[6]\tvalid_0's poisson: -87.2318\tvalid_0's huber: 29.7913\n",
"[7]\tvalid_0's poisson: -87.2422\tvalid_0's huber: 29.7827\n",
"[8]\tvalid_0's poisson: -87.2525\tvalid_0's huber: 29.7741\n",
"[9]\tvalid_0's poisson: -87.2629\tvalid_0's huber: 29.7655\n",
"[10]\tvalid_0's poisson: -87.2733\tvalid_0's huber: 29.757\n",
"[11]\tvalid_0's poisson: -87.2836\tvalid_0's huber: 29.7484\n",
"[12]\tvalid_0's poisson: -87.2939\tvalid_0's huber: 29.7398\n",
"[13]\tvalid_0's poisson: -87.3043\tvalid_0's huber: 29.7312\n",
"[14]\tvalid_0's poisson: -87.3146\tvalid_0's huber: 29.7226\n",
"[15]\tvalid_0's poisson: -87.3249\tvalid_0's huber: 29.7141\n",
"[16]\tvalid_0's poisson: -87.3353\tvalid_0's huber: 29.7055\n",
"[17]\tvalid_0's poisson: -87.3456\tvalid_0's huber: 29.6969\n",
"[18]\tvalid_0's poisson: -87.3559\tvalid_0's huber: 29.6884\n",
"[19]\tvalid_0's poisson: -87.3662\tvalid_0's huber: 29.6798\n",
"[20]\tvalid_0's poisson: -87.3765\tvalid_0's huber: 29.6712\n",
"[21]\tvalid_0's poisson: -87.3868\tvalid_0's huber: 29.6627\n",
"[22]\tvalid_0's poisson: -87.3971\tvalid_0's huber: 29.6541\n",
"[23]\tvalid_0's poisson: -87.4074\tvalid_0's huber: 29.6455\n",
"[24]\tvalid_0's poisson: -87.4177\tvalid_0's huber: 29.637\n",
"[25]\tvalid_0's poisson: -87.428\tvalid_0's huber: 29.6284\n",
"[26]\tvalid_0's poisson: -87.4383\tvalid_0's huber: 29.6199\n",
"[27]\tvalid_0's poisson: -87.4486\tvalid_0's huber: 29.6113\n",
"[28]\tvalid_0's poisson: -87.4589\tvalid_0's huber: 29.6028\n",
"[29]\tvalid_0's poisson: -87.4691\tvalid_0's huber: 29.5942\n",
"[30]\tvalid_0's poisson: -87.4794\tvalid_0's huber: 29.5857\n",
"[31]\tvalid_0's poisson: -87.4897\tvalid_0's huber: 29.5771\n",
"[32]\tvalid_0's poisson: -87.4999\tvalid_0's huber: 29.5686\n",
"[33]\tvalid_0's poisson: -87.5102\tvalid_0's huber: 29.5601\n",
"[34]\tvalid_0's poisson: -87.5205\tvalid_0's huber: 29.5515\n",
"[35]\tvalid_0's poisson: -87.5307\tvalid_0's huber: 29.543\n",
"[36]\tvalid_0's poisson: -87.541\tvalid_0's huber: 29.5344\n",
"[37]\tvalid_0's poisson: -87.5512\tvalid_0's huber: 29.5259\n",
"[38]\tvalid_0's poisson: -87.5614\tvalid_0's huber: 29.5174\n",
"[39]\tvalid_0's poisson: -87.5717\tvalid_0's huber: 29.5088\n",
"[40]\tvalid_0's poisson: -87.5819\tvalid_0's huber: 29.5003\n",
"[41]\tvalid_0's poisson: -87.5921\tvalid_0's huber: 29.4918\n",
"[42]\tvalid_0's poisson: -87.6024\tvalid_0's huber: 29.4833\n",
"[43]\tvalid_0's poisson: -87.6126\tvalid_0's huber: 29.4747\n",
"[44]\tvalid_0's poisson: -87.6228\tvalid_0's huber: 29.4662\n",
"[45]\tvalid_0's poisson: -87.633\tvalid_0's huber: 29.4577\n",
"[46]\tvalid_0's poisson: -87.6432\tvalid_0's huber: 29.4492\n",
"[47]\tvalid_0's poisson: -87.6534\tvalid_0's huber: 29.4407\n",
"[48]\tvalid_0's poisson: -87.6636\tvalid_0's huber: 29.4322\n",
"[49]\tvalid_0's poisson: -87.6738\tvalid_0's huber: 29.4236\n",
"[50]\tvalid_0's poisson: -87.684\tvalid_0's huber: 29.4151\n",
"[51]\tvalid_0's poisson: -87.6942\tvalid_0's huber: 29.4066\n",
"[52]\tvalid_0's poisson: -87.7044\tvalid_0's huber: 29.3981\n",
"[53]\tvalid_0's poisson: -87.7146\tvalid_0's huber: 29.3896\n",
"[54]\tvalid_0's poisson: -87.7247\tvalid_0's huber: 29.3811\n",
"[55]\tvalid_0's poisson: -87.7349\tvalid_0's huber: 29.3726\n",
"[56]\tvalid_0's poisson: -87.7451\tvalid_0's huber: 29.3641\n",
"[57]\tvalid_0's poisson: -87.7552\tvalid_0's huber: 29.3556\n",
"[58]\tvalid_0's poisson: -87.7654\tvalid_0's huber: 29.3471\n",
"[59]\tvalid_0's poisson: -87.7756\tvalid_0's huber: 29.3386\n",
"[60]\tvalid_0's poisson: -87.7857\tvalid_0's huber: 29.3301\n",
"[61]\tvalid_0's poisson: -87.7959\tvalid_0's huber: 29.3217\n",
"[62]\tvalid_0's poisson: -87.806\tvalid_0's huber: 29.3132\n",
"[63]\tvalid_0's poisson: -87.8162\tvalid_0's huber: 29.3047\n",
"[64]\tvalid_0's poisson: -87.8263\tvalid_0's huber: 29.2962\n",
"[65]\tvalid_0's poisson: -87.8364\tvalid_0's huber: 29.2877\n",
"[66]\tvalid_0's poisson: -87.8466\tvalid_0's huber: 29.2792\n",
"[67]\tvalid_0's poisson: -87.8567\tvalid_0's huber: 29.2708\n",
"[68]\tvalid_0's poisson: -87.8668\tvalid_0's huber: 29.2623\n",
"[69]\tvalid_0's poisson: -87.8769\tvalid_0's huber: 29.2538\n",
"[70]\tvalid_0's poisson: -87.887\tvalid_0's huber: 29.2453\n",
"[71]\tvalid_0's poisson: -87.8972\tvalid_0's huber: 29.2369\n",
"[72]\tvalid_0's poisson: -87.9073\tvalid_0's huber: 29.2284\n",
"[73]\tvalid_0's poisson: -87.9174\tvalid_0's huber: 29.2199\n",
"[74]\tvalid_0's poisson: -87.9275\tvalid_0's huber: 29.2115\n",
"[75]\tvalid_0's poisson: -87.9376\tvalid_0's huber: 29.203\n",
"[76]\tvalid_0's poisson: -87.9477\tvalid_0's huber: 29.1945\n",
"[77]\tvalid_0's poisson: -87.9577\tvalid_0's huber: 29.1861\n",
"[78]\tvalid_0's poisson: -87.9678\tvalid_0's huber: 29.1776\n",
"[79]\tvalid_0's poisson: -87.9779\tvalid_0's huber: 29.1692\n",
"[80]\tvalid_0's poisson: -87.988\tvalid_0's huber: 29.1607\n",
"[81]\tvalid_0's poisson: -87.9981\tvalid_0's huber: 29.1522\n",
"[82]\tvalid_0's poisson: -88.0081\tvalid_0's huber: 29.1438\n",
"[83]\tvalid_0's poisson: -88.0182\tvalid_0's huber: 29.1353\n",
"[84]\tvalid_0's poisson: -88.0283\tvalid_0's huber: 29.1269\n",
"[85]\tvalid_0's poisson: -88.0383\tvalid_0's huber: 29.1184\n",
"[86]\tvalid_0's poisson: -88.0484\tvalid_0's huber: 29.11\n",
"[87]\tvalid_0's poisson: -88.0584\tvalid_0's huber: 29.1016\n",
"[88]\tvalid_0's poisson: -88.0685\tvalid_0's huber: 29.0931\n",
"[89]\tvalid_0's poisson: -88.0785\tvalid_0's huber: 29.0847\n",
"[90]\tvalid_0's poisson: -88.0886\tvalid_0's huber: 29.0762\n",
"[91]\tvalid_0's poisson: -88.0986\tvalid_0's huber: 29.0678\n",
"[92]\tvalid_0's poisson: -88.1086\tvalid_0's huber: 29.0594\n",
"[93]\tvalid_0's poisson: -88.1187\tvalid_0's huber: 29.0509\n",
"[94]\tvalid_0's poisson: -88.1287\tvalid_0's huber: 29.0425\n",
"[95]\tvalid_0's poisson: -88.1387\tvalid_0's huber: 29.0341\n",
"[96]\tvalid_0's poisson: -88.1487\tvalid_0's huber: 29.0256\n",
"[97]\tvalid_0's poisson: -88.1587\tvalid_0's huber: 29.0172\n",
"[98]\tvalid_0's poisson: -88.1687\tvalid_0's huber: 29.0088\n",
"[99]\tvalid_0's poisson: -88.1788\tvalid_0's huber: 29.0004\n",
"[100]\tvalid_0's poisson: -88.1888\tvalid_0's huber: 28.992\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1864\tvalid_0's huber: 29.785\n",
"[2]\tvalid_0's poisson: -87.1968\tvalid_0's huber: 29.7765\n",
"[3]\tvalid_0's poisson: -87.2072\tvalid_0's huber: 29.7679\n",
"[4]\tvalid_0's poisson: -87.2176\tvalid_0's huber: 29.7594\n",
"[5]\tvalid_0's poisson: -87.228\tvalid_0's huber: 29.7508\n",
"[6]\tvalid_0's poisson: -87.2384\tvalid_0's huber: 29.7423\n",
"[7]\tvalid_0's poisson: -87.2488\tvalid_0's huber: 29.7337\n",
"[8]\tvalid_0's poisson: -87.2592\tvalid_0's huber: 29.7252\n",
"[9]\tvalid_0's poisson: -87.2696\tvalid_0's huber: 29.7167\n",
"[10]\tvalid_0's poisson: -87.2799\tvalid_0's huber: 29.7081\n",
"[11]\tvalid_0's poisson: -87.2903\tvalid_0's huber: 29.6996\n",
"[12]\tvalid_0's poisson: -87.3007\tvalid_0's huber: 29.691\n",
"[13]\tvalid_0's poisson: -87.3111\tvalid_0's huber: 29.6825\n",
"[14]\tvalid_0's poisson: -87.3214\tvalid_0's huber: 29.674\n",
"[15]\tvalid_0's poisson: -87.3318\tvalid_0's huber: 29.6654\n",
"[16]\tvalid_0's poisson: -87.3421\tvalid_0's huber: 29.6569\n",
"[17]\tvalid_0's poisson: -87.3525\tvalid_0's huber: 29.6484\n",
"[18]\tvalid_0's poisson: -87.3628\tvalid_0's huber: 29.6398\n",
"[19]\tvalid_0's poisson: -87.3732\tvalid_0's huber: 29.6313\n",
"[20]\tvalid_0's poisson: -87.3835\tvalid_0's huber: 29.6228\n",
"[21]\tvalid_0's poisson: -87.3938\tvalid_0's huber: 29.6143\n",
"[22]\tvalid_0's poisson: -87.4042\tvalid_0's huber: 29.6057\n",
"[23]\tvalid_0's poisson: -87.4145\tvalid_0's huber: 29.5972\n",
"[24]\tvalid_0's poisson: -87.4248\tvalid_0's huber: 29.5887\n",
"[25]\tvalid_0's poisson: -87.4351\tvalid_0's huber: 29.5802\n",
"[26]\tvalid_0's poisson: -87.4454\tvalid_0's huber: 29.5717\n",
"[27]\tvalid_0's poisson: -87.4558\tvalid_0's huber: 29.5632\n",
"[28]\tvalid_0's poisson: -87.4661\tvalid_0's huber: 29.5546\n",
"[29]\tvalid_0's poisson: -87.4764\tvalid_0's huber: 29.5461\n",
"[30]\tvalid_0's poisson: -87.4867\tvalid_0's huber: 29.5376\n",
"[31]\tvalid_0's poisson: -87.497\tvalid_0's huber: 29.5291\n",
"[32]\tvalid_0's poisson: -87.5072\tvalid_0's huber: 29.5206\n",
"[33]\tvalid_0's poisson: -87.5175\tvalid_0's huber: 29.5121\n",
"[34]\tvalid_0's poisson: -87.5278\tvalid_0's huber: 29.5036\n",
"[35]\tvalid_0's poisson: -87.5381\tvalid_0's huber: 29.4951\n",
"[36]\tvalid_0's poisson: -87.5484\tvalid_0's huber: 29.4866\n",
"[37]\tvalid_0's poisson: -87.5586\tvalid_0's huber: 29.4781\n",
"[38]\tvalid_0's poisson: -87.5689\tvalid_0's huber: 29.4696\n",
"[39]\tvalid_0's poisson: -87.5792\tvalid_0's huber: 29.4611\n",
"[40]\tvalid_0's poisson: -87.5894\tvalid_0's huber: 29.4526\n",
"[41]\tvalid_0's poisson: -87.5997\tvalid_0's huber: 29.4442\n",
"[42]\tvalid_0's poisson: -87.6099\tvalid_0's huber: 29.4357\n",
"[43]\tvalid_0's poisson: -87.6202\tvalid_0's huber: 29.4272\n",
"[44]\tvalid_0's poisson: -87.6304\tvalid_0's huber: 29.4187\n",
"[45]\tvalid_0's poisson: -87.6406\tvalid_0's huber: 29.4102\n",
"[46]\tvalid_0's poisson: -87.6509\tvalid_0's huber: 29.4018\n",
"[47]\tvalid_0's poisson: -87.6611\tvalid_0's huber: 29.3933\n",
"[48]\tvalid_0's poisson: -87.6713\tvalid_0's huber: 29.3848\n",
"[49]\tvalid_0's poisson: -87.6815\tvalid_0's huber: 29.3763\n",
"[50]\tvalid_0's poisson: -87.6918\tvalid_0's huber: 29.3679\n",
"[51]\tvalid_0's poisson: -87.702\tvalid_0's huber: 29.3594\n",
"[52]\tvalid_0's poisson: -87.7122\tvalid_0's huber: 29.3509\n",
"[53]\tvalid_0's poisson: -87.7224\tvalid_0's huber: 29.3425\n",
"[54]\tvalid_0's poisson: -87.7326\tvalid_0's huber: 29.334\n",
"[55]\tvalid_0's poisson: -87.7428\tvalid_0's huber: 29.3255\n",
"[56]\tvalid_0's poisson: -87.753\tvalid_0's huber: 29.3171\n",
"[57]\tvalid_0's poisson: -87.7632\tvalid_0's huber: 29.3086\n",
"[58]\tvalid_0's poisson: -87.7733\tvalid_0's huber: 29.3002\n",
"[59]\tvalid_0's poisson: -87.7835\tvalid_0's huber: 29.2917\n",
"[60]\tvalid_0's poisson: -87.7937\tvalid_0's huber: 29.2833\n",
"[61]\tvalid_0's poisson: -87.8039\tvalid_0's huber: 29.2748\n",
"[62]\tvalid_0's poisson: -87.814\tvalid_0's huber: 29.2664\n",
"[63]\tvalid_0's poisson: -87.8242\tvalid_0's huber: 29.2579\n",
"[64]\tvalid_0's poisson: -87.8343\tvalid_0's huber: 29.2495\n",
"[65]\tvalid_0's poisson: -87.8445\tvalid_0's huber: 29.2411\n",
"[66]\tvalid_0's poisson: -87.8546\tvalid_0's huber: 29.2326\n",
"[67]\tvalid_0's poisson: -87.8648\tvalid_0's huber: 29.2242\n",
"[68]\tvalid_0's poisson: -87.8749\tvalid_0's huber: 29.2157\n",
"[69]\tvalid_0's poisson: -87.8851\tvalid_0's huber: 29.2073\n",
"[70]\tvalid_0's poisson: -87.8952\tvalid_0's huber: 29.1989\n",
"[71]\tvalid_0's poisson: -87.9053\tvalid_0's huber: 29.1904\n",
"[72]\tvalid_0's poisson: -87.9155\tvalid_0's huber: 29.182\n",
"[73]\tvalid_0's poisson: -87.9256\tvalid_0's huber: 29.1736\n",
"[74]\tvalid_0's poisson: -87.9357\tvalid_0's huber: 29.1652\n",
"[75]\tvalid_0's poisson: -87.9458\tvalid_0's huber: 29.1567\n",
"[76]\tvalid_0's poisson: -87.9559\tvalid_0's huber: 29.1483\n",
"[77]\tvalid_0's poisson: -87.966\tvalid_0's huber: 29.1399\n",
"[78]\tvalid_0's poisson: -87.9761\tvalid_0's huber: 29.1315\n",
"[79]\tvalid_0's poisson: -87.9862\tvalid_0's huber: 29.1231\n",
"[80]\tvalid_0's poisson: -87.9963\tvalid_0's huber: 29.1147\n",
"[81]\tvalid_0's poisson: -88.0065\tvalid_0's huber: 29.1062\n",
"[82]\tvalid_0's poisson: -88.0166\tvalid_0's huber: 29.0977\n",
"[83]\tvalid_0's poisson: -88.0267\tvalid_0's huber: 29.0893\n",
"[84]\tvalid_0's poisson: -88.0368\tvalid_0's huber: 29.0809\n",
"[85]\tvalid_0's poisson: -88.047\tvalid_0's huber: 29.0724\n",
"[86]\tvalid_0's poisson: -88.0571\tvalid_0's huber: 29.064\n",
"[87]\tvalid_0's poisson: -88.0672\tvalid_0's huber: 29.0555\n",
"[88]\tvalid_0's poisson: -88.0773\tvalid_0's huber: 29.0471\n",
"[89]\tvalid_0's poisson: -88.0874\tvalid_0's huber: 29.0386\n",
"[90]\tvalid_0's poisson: -88.0975\tvalid_0's huber: 29.0302\n",
"[91]\tvalid_0's poisson: -88.1076\tvalid_0's huber: 29.0218\n",
"[92]\tvalid_0's poisson: -88.1177\tvalid_0's huber: 29.0133\n",
"[93]\tvalid_0's poisson: -88.1277\tvalid_0's huber: 29.0049\n",
"[94]\tvalid_0's poisson: -88.1378\tvalid_0's huber: 28.9965\n",
"[95]\tvalid_0's poisson: -88.1479\tvalid_0's huber: 28.9881\n",
"[96]\tvalid_0's poisson: -88.158\tvalid_0's huber: 28.9796\n",
"[97]\tvalid_0's poisson: -88.168\tvalid_0's huber: 28.9712\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[98]\tvalid_0's poisson: -88.1781\tvalid_0's huber: 28.9628\n",
"[99]\tvalid_0's poisson: -88.1882\tvalid_0's huber: 28.9544\n",
"[100]\tvalid_0's poisson: -88.1982\tvalid_0's huber: 28.946\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.174\tvalid_0's huber: 29.8767\n",
"[2]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.8682\n",
"[3]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.8596\n",
"[4]\tvalid_0's poisson: -87.2051\tvalid_0's huber: 29.8511\n",
"[5]\tvalid_0's poisson: -87.2154\tvalid_0's huber: 29.8426\n",
"[6]\tvalid_0's poisson: -87.2258\tvalid_0's huber: 29.834\n",
"[7]\tvalid_0's poisson: -87.2361\tvalid_0's huber: 29.8255\n",
"[8]\tvalid_0's poisson: -87.2465\tvalid_0's huber: 29.817\n",
"[9]\tvalid_0's poisson: -87.2568\tvalid_0's huber: 29.8084\n",
"[10]\tvalid_0's poisson: -87.2672\tvalid_0's huber: 29.7999\n",
"[11]\tvalid_0's poisson: -87.2775\tvalid_0's huber: 29.7914\n",
"[12]\tvalid_0's poisson: -87.2875\tvalid_0's huber: 29.7829\n",
"[13]\tvalid_0's poisson: -87.2979\tvalid_0's huber: 29.7744\n",
"[14]\tvalid_0's poisson: -87.3079\tvalid_0's huber: 29.7659\n",
"[15]\tvalid_0's poisson: -87.3182\tvalid_0's huber: 29.7574\n",
"[16]\tvalid_0's poisson: -87.3282\tvalid_0's huber: 29.7489\n",
"[17]\tvalid_0's poisson: -87.3383\tvalid_0's huber: 29.7404\n",
"[18]\tvalid_0's poisson: -87.3486\tvalid_0's huber: 29.7319\n",
"[19]\tvalid_0's poisson: -87.3586\tvalid_0's huber: 29.7234\n",
"[20]\tvalid_0's poisson: -87.3689\tvalid_0's huber: 29.7149\n",
"[21]\tvalid_0's poisson: -87.3789\tvalid_0's huber: 29.7064\n",
"[22]\tvalid_0's poisson: -87.3892\tvalid_0's huber: 29.6979\n",
"[23]\tvalid_0's poisson: -87.3992\tvalid_0's huber: 29.6894\n",
"[24]\tvalid_0's poisson: -87.4094\tvalid_0's huber: 29.6809\n",
"[25]\tvalid_0's poisson: -87.4194\tvalid_0's huber: 29.6724\n",
"[26]\tvalid_0's poisson: -87.4294\tvalid_0's huber: 29.6639\n",
"[27]\tvalid_0's poisson: -87.4397\tvalid_0's huber: 29.6554\n",
"[28]\tvalid_0's poisson: -87.4497\tvalid_0's huber: 29.647\n",
"[29]\tvalid_0's poisson: -87.4599\tvalid_0's huber: 29.6385\n",
"[30]\tvalid_0's poisson: -87.4699\tvalid_0's huber: 29.63\n",
"[31]\tvalid_0's poisson: -87.4802\tvalid_0's huber: 29.6215\n",
"[32]\tvalid_0's poisson: -87.4901\tvalid_0's huber: 29.613\n",
"[33]\tvalid_0's poisson: -87.5004\tvalid_0's huber: 29.6045\n",
"[34]\tvalid_0's poisson: -87.5103\tvalid_0's huber: 29.5961\n",
"[35]\tvalid_0's poisson: -87.5203\tvalid_0's huber: 29.5876\n",
"[36]\tvalid_0's poisson: -87.5305\tvalid_0's huber: 29.5791\n",
"[37]\tvalid_0's poisson: -87.5405\tvalid_0's huber: 29.5707\n",
"[38]\tvalid_0's poisson: -87.5507\tvalid_0's huber: 29.5622\n",
"[39]\tvalid_0's poisson: -87.5606\tvalid_0's huber: 29.5538\n",
"[40]\tvalid_0's poisson: -87.5708\tvalid_0's huber: 29.5453\n",
"[41]\tvalid_0's poisson: -87.5808\tvalid_0's huber: 29.5368\n",
"[42]\tvalid_0's poisson: -87.591\tvalid_0's huber: 29.5284\n",
"[43]\tvalid_0's poisson: -87.6009\tvalid_0's huber: 29.5199\n",
"[44]\tvalid_0's poisson: -87.6108\tvalid_0's huber: 29.5115\n",
"[45]\tvalid_0's poisson: -87.621\tvalid_0's huber: 29.503\n",
"[46]\tvalid_0's poisson: -87.6309\tvalid_0's huber: 29.4946\n",
"[47]\tvalid_0's poisson: -87.6411\tvalid_0's huber: 29.4861\n",
"[48]\tvalid_0's poisson: -87.651\tvalid_0's huber: 29.4777\n",
"[49]\tvalid_0's poisson: -87.6612\tvalid_0's huber: 29.4692\n",
"[50]\tvalid_0's poisson: -87.6711\tvalid_0's huber: 29.4608\n",
"[51]\tvalid_0's poisson: -87.681\tvalid_0's huber: 29.4524\n",
"[52]\tvalid_0's poisson: -87.6911\tvalid_0's huber: 29.4439\n",
"[53]\tvalid_0's poisson: -87.701\tvalid_0's huber: 29.4355\n",
"[54]\tvalid_0's poisson: -87.7112\tvalid_0's huber: 29.4271\n",
"[55]\tvalid_0's poisson: -87.721\tvalid_0's huber: 29.4186\n",
"[56]\tvalid_0's poisson: -87.7312\tvalid_0's huber: 29.4102\n",
"[57]\tvalid_0's poisson: -87.7411\tvalid_0's huber: 29.4018\n",
"[58]\tvalid_0's poisson: -87.7512\tvalid_0's huber: 29.3933\n",
"[59]\tvalid_0's poisson: -87.7611\tvalid_0's huber: 29.3849\n",
"[60]\tvalid_0's poisson: -87.7709\tvalid_0's huber: 29.3765\n",
"[61]\tvalid_0's poisson: -87.7811\tvalid_0's huber: 29.3681\n",
"[62]\tvalid_0's poisson: -87.7909\tvalid_0's huber: 29.3597\n",
"[63]\tvalid_0's poisson: -87.801\tvalid_0's huber: 29.3512\n",
"[64]\tvalid_0's poisson: -87.8109\tvalid_0's huber: 29.3428\n",
"[65]\tvalid_0's poisson: -87.821\tvalid_0's huber: 29.3344\n",
"[66]\tvalid_0's poisson: -87.8308\tvalid_0's huber: 29.326\n",
"[67]\tvalid_0's poisson: -87.8409\tvalid_0's huber: 29.3176\n",
"[68]\tvalid_0's poisson: -87.8508\tvalid_0's huber: 29.3092\n",
"[69]\tvalid_0's poisson: -87.8609\tvalid_0's huber: 29.3007\n",
"[70]\tvalid_0's poisson: -87.8707\tvalid_0's huber: 29.2923\n",
"[71]\tvalid_0's poisson: -87.8808\tvalid_0's huber: 29.2839\n",
"[72]\tvalid_0's poisson: -87.8906\tvalid_0's huber: 29.2755\n",
"[73]\tvalid_0's poisson: -87.9007\tvalid_0's huber: 29.2671\n",
"[74]\tvalid_0's poisson: -87.9105\tvalid_0's huber: 29.2587\n",
"[75]\tvalid_0's poisson: -87.9206\tvalid_0's huber: 29.2503\n",
"[76]\tvalid_0's poisson: -87.9304\tvalid_0's huber: 29.2419\n",
"[77]\tvalid_0's poisson: -87.9405\tvalid_0's huber: 29.2335\n",
"[78]\tvalid_0's poisson: -87.9503\tvalid_0's huber: 29.2251\n",
"[79]\tvalid_0's poisson: -87.9601\tvalid_0's huber: 29.2167\n",
"[80]\tvalid_0's poisson: -87.9702\tvalid_0's huber: 29.2083\n",
"[81]\tvalid_0's poisson: -87.98\tvalid_0's huber: 29.1999\n",
"[82]\tvalid_0's poisson: -87.99\tvalid_0's huber: 29.1915\n",
"[83]\tvalid_0's poisson: -87.9998\tvalid_0's huber: 29.1831\n",
"[84]\tvalid_0's poisson: -88.0096\tvalid_0's huber: 29.1747\n",
"[85]\tvalid_0's poisson: -88.0193\tvalid_0's huber: 29.1664\n",
"[86]\tvalid_0's poisson: -88.0294\tvalid_0's huber: 29.158\n",
"[87]\tvalid_0's poisson: -88.0391\tvalid_0's huber: 29.1496\n",
"[88]\tvalid_0's poisson: -88.0489\tvalid_0's huber: 29.1412\n",
"[89]\tvalid_0's poisson: -88.0589\tvalid_0's huber: 29.1328\n",
"[90]\tvalid_0's poisson: -88.0687\tvalid_0's huber: 29.1244\n",
"[91]\tvalid_0's poisson: -88.0784\tvalid_0's huber: 29.1161\n",
"[92]\tvalid_0's poisson: -88.0885\tvalid_0's huber: 29.1077\n",
"[93]\tvalid_0's poisson: -88.0982\tvalid_0's huber: 29.0993\n",
"[94]\tvalid_0's poisson: -88.108\tvalid_0's huber: 29.0909\n",
"[95]\tvalid_0's poisson: -88.118\tvalid_0's huber: 29.0825\n",
"[96]\tvalid_0's poisson: -88.1278\tvalid_0's huber: 29.0741\n",
"[97]\tvalid_0's poisson: -88.1376\tvalid_0's huber: 29.0657\n",
"[98]\tvalid_0's poisson: -88.1476\tvalid_0's huber: 29.0572\n",
"[99]\tvalid_0's poisson: -88.1574\tvalid_0's huber: 29.0488\n",
"[100]\tvalid_0's poisson: -88.1674\tvalid_0's huber: 29.0404\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.183\tvalid_0's huber: 29.8036\n",
"[2]\tvalid_0's poisson: -87.1923\tvalid_0's huber: 29.7954\n",
"[3]\tvalid_0's poisson: -87.2016\tvalid_0's huber: 29.7872\n",
"[4]\tvalid_0's poisson: -87.2109\tvalid_0's huber: 29.779\n",
"[5]\tvalid_0's poisson: -87.2202\tvalid_0's huber: 29.7709\n",
"[6]\tvalid_0's poisson: -87.2295\tvalid_0's huber: 29.7627\n",
"[7]\tvalid_0's poisson: -87.2388\tvalid_0's huber: 29.7545\n",
"[8]\tvalid_0's poisson: -87.2481\tvalid_0's huber: 29.7463\n",
"[9]\tvalid_0's poisson: -87.2574\tvalid_0's huber: 29.7382\n",
"[10]\tvalid_0's poisson: -87.2666\tvalid_0's huber: 29.73\n",
"[11]\tvalid_0's poisson: -87.2759\tvalid_0's huber: 29.7219\n",
"[12]\tvalid_0's poisson: -87.2852\tvalid_0's huber: 29.7137\n",
"[13]\tvalid_0's poisson: -87.2945\tvalid_0's huber: 29.7055\n",
"[14]\tvalid_0's poisson: -87.3037\tvalid_0's huber: 29.6974\n",
"[15]\tvalid_0's poisson: -87.313\tvalid_0's huber: 29.6892\n",
"[16]\tvalid_0's poisson: -87.3222\tvalid_0's huber: 29.6811\n",
"[17]\tvalid_0's poisson: -87.3315\tvalid_0's huber: 29.6729\n",
"[18]\tvalid_0's poisson: -87.3408\tvalid_0's huber: 29.6647\n",
"[19]\tvalid_0's poisson: -87.35\tvalid_0's huber: 29.6566\n",
"[20]\tvalid_0's poisson: -87.3592\tvalid_0's huber: 29.6485\n",
"[21]\tvalid_0's poisson: -87.3685\tvalid_0's huber: 29.6404\n",
"[22]\tvalid_0's poisson: -87.3778\tvalid_0's huber: 29.6323\n",
"[23]\tvalid_0's poisson: -87.3871\tvalid_0's huber: 29.6241\n",
"[24]\tvalid_0's poisson: -87.3963\tvalid_0's huber: 29.616\n",
"[25]\tvalid_0's poisson: -87.4056\tvalid_0's huber: 29.6079\n",
"[26]\tvalid_0's poisson: -87.4148\tvalid_0's huber: 29.5998\n",
"[27]\tvalid_0's poisson: -87.4241\tvalid_0's huber: 29.5917\n",
"[28]\tvalid_0's poisson: -87.4333\tvalid_0's huber: 29.5836\n",
"[29]\tvalid_0's poisson: -87.4426\tvalid_0's huber: 29.5755\n",
"[30]\tvalid_0's poisson: -87.4518\tvalid_0's huber: 29.5674\n",
"[31]\tvalid_0's poisson: -87.461\tvalid_0's huber: 29.5593\n",
"[32]\tvalid_0's poisson: -87.4703\tvalid_0's huber: 29.5512\n",
"[33]\tvalid_0's poisson: -87.4795\tvalid_0's huber: 29.5431\n",
"[34]\tvalid_0's poisson: -87.4887\tvalid_0's huber: 29.535\n",
"[35]\tvalid_0's poisson: -87.498\tvalid_0's huber: 29.527\n",
"[36]\tvalid_0's poisson: -87.5071\tvalid_0's huber: 29.5189\n",
"[37]\tvalid_0's poisson: -87.5163\tvalid_0's huber: 29.5108\n",
"[38]\tvalid_0's poisson: -87.5256\tvalid_0's huber: 29.5028\n",
"[39]\tvalid_0's poisson: -87.5347\tvalid_0's huber: 29.4947\n",
"[40]\tvalid_0's poisson: -87.5439\tvalid_0's huber: 29.4866\n",
"[41]\tvalid_0's poisson: -87.5531\tvalid_0's huber: 29.4785\n",
"[42]\tvalid_0's poisson: -87.5623\tvalid_0's huber: 29.4705\n",
"[43]\tvalid_0's poisson: -87.5715\tvalid_0's huber: 29.4625\n",
"[44]\tvalid_0's poisson: -87.5806\tvalid_0's huber: 29.4544\n",
"[45]\tvalid_0's poisson: -87.5898\tvalid_0's huber: 29.4463\n",
"[46]\tvalid_0's poisson: -87.599\tvalid_0's huber: 29.4383\n",
"[47]\tvalid_0's poisson: -87.6081\tvalid_0's huber: 29.4302\n",
"[48]\tvalid_0's poisson: -87.6173\tvalid_0's huber: 29.4222\n",
"[49]\tvalid_0's poisson: -87.6264\tvalid_0's huber: 29.4141\n",
"[50]\tvalid_0's poisson: -87.6356\tvalid_0's huber: 29.4061\n",
"[51]\tvalid_0's poisson: -87.6448\tvalid_0's huber: 29.398\n",
"[52]\tvalid_0's poisson: -87.6539\tvalid_0's huber: 29.39\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -87.6631\tvalid_0's huber: 29.3819\n",
"[54]\tvalid_0's poisson: -87.6722\tvalid_0's huber: 29.3739\n",
"[55]\tvalid_0's poisson: -87.6813\tvalid_0's huber: 29.3658\n",
"[56]\tvalid_0's poisson: -87.6905\tvalid_0's huber: 29.3578\n",
"[57]\tvalid_0's poisson: -87.6996\tvalid_0's huber: 29.3497\n",
"[58]\tvalid_0's poisson: -87.7087\tvalid_0's huber: 29.3417\n",
"[59]\tvalid_0's poisson: -87.7178\tvalid_0's huber: 29.3337\n",
"[60]\tvalid_0's poisson: -87.7269\tvalid_0's huber: 29.3257\n",
"[61]\tvalid_0's poisson: -87.7361\tvalid_0's huber: 29.3177\n",
"[62]\tvalid_0's poisson: -87.7452\tvalid_0's huber: 29.3096\n",
"[63]\tvalid_0's poisson: -87.7543\tvalid_0's huber: 29.3016\n",
"[64]\tvalid_0's poisson: -87.7634\tvalid_0's huber: 29.2935\n",
"[65]\tvalid_0's poisson: -87.7725\tvalid_0's huber: 29.2855\n",
"[66]\tvalid_0's poisson: -87.7816\tvalid_0's huber: 29.2775\n",
"[67]\tvalid_0's poisson: -87.7907\tvalid_0's huber: 29.2695\n",
"[68]\tvalid_0's poisson: -87.7998\tvalid_0's huber: 29.2615\n",
"[69]\tvalid_0's poisson: -87.8088\tvalid_0's huber: 29.2534\n",
"[70]\tvalid_0's poisson: -87.8179\tvalid_0's huber: 29.2454\n",
"[71]\tvalid_0's poisson: -87.827\tvalid_0's huber: 29.2374\n",
"[72]\tvalid_0's poisson: -87.8361\tvalid_0's huber: 29.2294\n",
"[73]\tvalid_0's poisson: -87.8452\tvalid_0's huber: 29.2214\n",
"[74]\tvalid_0's poisson: -87.8542\tvalid_0's huber: 29.2134\n",
"[75]\tvalid_0's poisson: -87.8633\tvalid_0's huber: 29.2054\n",
"[76]\tvalid_0's poisson: -87.8723\tvalid_0's huber: 29.1974\n",
"[77]\tvalid_0's poisson: -87.8814\tvalid_0's huber: 29.1894\n",
"[78]\tvalid_0's poisson: -87.8905\tvalid_0's huber: 29.1814\n",
"[79]\tvalid_0's poisson: -87.8995\tvalid_0's huber: 29.1734\n",
"[80]\tvalid_0's poisson: -87.9086\tvalid_0's huber: 29.1654\n",
"[81]\tvalid_0's poisson: -87.9176\tvalid_0's huber: 29.1574\n",
"[82]\tvalid_0's poisson: -87.9267\tvalid_0's huber: 29.1494\n",
"[83]\tvalid_0's poisson: -87.9357\tvalid_0's huber: 29.1415\n",
"[84]\tvalid_0's poisson: -87.9447\tvalid_0's huber: 29.1334\n",
"[85]\tvalid_0's poisson: -87.9538\tvalid_0's huber: 29.1255\n",
"[86]\tvalid_0's poisson: -87.9628\tvalid_0's huber: 29.1175\n",
"[87]\tvalid_0's poisson: -87.9718\tvalid_0's huber: 29.1095\n",
"[88]\tvalid_0's poisson: -87.9809\tvalid_0's huber: 29.1015\n",
"[89]\tvalid_0's poisson: -87.9898\tvalid_0's huber: 29.0935\n",
"[90]\tvalid_0's poisson: -87.9989\tvalid_0's huber: 29.0856\n",
"[91]\tvalid_0's poisson: -88.0078\tvalid_0's huber: 29.0776\n",
"[92]\tvalid_0's poisson: -88.0169\tvalid_0's huber: 29.0696\n",
"[93]\tvalid_0's poisson: -88.0259\tvalid_0's huber: 29.0617\n",
"[94]\tvalid_0's poisson: -88.0349\tvalid_0's huber: 29.0537\n",
"[95]\tvalid_0's poisson: -88.0439\tvalid_0's huber: 29.0458\n",
"[96]\tvalid_0's poisson: -88.0528\tvalid_0's huber: 29.0378\n",
"[97]\tvalid_0's poisson: -88.0619\tvalid_0's huber: 29.0298\n",
"[98]\tvalid_0's poisson: -88.0709\tvalid_0's huber: 29.0219\n",
"[99]\tvalid_0's poisson: -88.0798\tvalid_0's huber: 29.0139\n",
"[100]\tvalid_0's poisson: -88.0888\tvalid_0's huber: 29.006\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1836\tvalid_0's huber: 29.8017\n",
"[2]\tvalid_0's poisson: -87.1932\tvalid_0's huber: 29.7937\n",
"[3]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7857\n",
"[4]\tvalid_0's poisson: -87.2125\tvalid_0's huber: 29.7777\n",
"[5]\tvalid_0's poisson: -87.2221\tvalid_0's huber: 29.7698\n",
"[6]\tvalid_0's poisson: -87.2317\tvalid_0's huber: 29.7618\n",
"[7]\tvalid_0's poisson: -87.2413\tvalid_0's huber: 29.7538\n",
"[8]\tvalid_0's poisson: -87.2509\tvalid_0's huber: 29.7458\n",
"[9]\tvalid_0's poisson: -87.2605\tvalid_0's huber: 29.7378\n",
"[10]\tvalid_0's poisson: -87.2701\tvalid_0's huber: 29.7299\n",
"[11]\tvalid_0's poisson: -87.2797\tvalid_0's huber: 29.7219\n",
"[12]\tvalid_0's poisson: -87.2893\tvalid_0's huber: 29.7139\n",
"[13]\tvalid_0's poisson: -87.2989\tvalid_0's huber: 29.7059\n",
"[14]\tvalid_0's poisson: -87.3085\tvalid_0's huber: 29.698\n",
"[15]\tvalid_0's poisson: -87.3181\tvalid_0's huber: 29.69\n",
"[16]\tvalid_0's poisson: -87.3276\tvalid_0's huber: 29.682\n",
"[17]\tvalid_0's poisson: -87.3372\tvalid_0's huber: 29.6741\n",
"[18]\tvalid_0's poisson: -87.3468\tvalid_0's huber: 29.6661\n",
"[19]\tvalid_0's poisson: -87.3563\tvalid_0's huber: 29.6581\n",
"[20]\tvalid_0's poisson: -87.3659\tvalid_0's huber: 29.6502\n",
"[21]\tvalid_0's poisson: -87.3755\tvalid_0's huber: 29.6422\n",
"[22]\tvalid_0's poisson: -87.385\tvalid_0's huber: 29.6343\n",
"[23]\tvalid_0's poisson: -87.3946\tvalid_0's huber: 29.6263\n",
"[24]\tvalid_0's poisson: -87.4041\tvalid_0's huber: 29.6184\n",
"[25]\tvalid_0's poisson: -87.4137\tvalid_0's huber: 29.6104\n",
"[26]\tvalid_0's poisson: -87.4232\tvalid_0's huber: 29.6025\n",
"[27]\tvalid_0's poisson: -87.4327\tvalid_0's huber: 29.5945\n",
"[28]\tvalid_0's poisson: -87.4423\tvalid_0's huber: 29.5866\n",
"[29]\tvalid_0's poisson: -87.4518\tvalid_0's huber: 29.5786\n",
"[30]\tvalid_0's poisson: -87.4613\tvalid_0's huber: 29.5707\n",
"[31]\tvalid_0's poisson: -87.4709\tvalid_0's huber: 29.5627\n",
"[32]\tvalid_0's poisson: -87.4804\tvalid_0's huber: 29.5548\n",
"[33]\tvalid_0's poisson: -87.4899\tvalid_0's huber: 29.5469\n",
"[34]\tvalid_0's poisson: -87.4994\tvalid_0's huber: 29.5389\n",
"[35]\tvalid_0's poisson: -87.5089\tvalid_0's huber: 29.531\n",
"[36]\tvalid_0's poisson: -87.5184\tvalid_0's huber: 29.5231\n",
"[37]\tvalid_0's poisson: -87.5279\tvalid_0's huber: 29.5151\n",
"[38]\tvalid_0's poisson: -87.5374\tvalid_0's huber: 29.5072\n",
"[39]\tvalid_0's poisson: -87.5469\tvalid_0's huber: 29.4993\n",
"[40]\tvalid_0's poisson: -87.5564\tvalid_0's huber: 29.4914\n",
"[41]\tvalid_0's poisson: -87.5659\tvalid_0's huber: 29.4834\n",
"[42]\tvalid_0's poisson: -87.5754\tvalid_0's huber: 29.4755\n",
"[43]\tvalid_0's poisson: -87.5848\tvalid_0's huber: 29.4676\n",
"[44]\tvalid_0's poisson: -87.5943\tvalid_0's huber: 29.4597\n",
"[45]\tvalid_0's poisson: -87.6038\tvalid_0's huber: 29.4518\n",
"[46]\tvalid_0's poisson: -87.6132\tvalid_0's huber: 29.4439\n",
"[47]\tvalid_0's poisson: -87.6227\tvalid_0's huber: 29.436\n",
"[48]\tvalid_0's poisson: -87.6322\tvalid_0's huber: 29.428\n",
"[49]\tvalid_0's poisson: -87.6416\tvalid_0's huber: 29.4201\n",
"[50]\tvalid_0's poisson: -87.6511\tvalid_0's huber: 29.4122\n",
"[51]\tvalid_0's poisson: -87.6605\tvalid_0's huber: 29.4043\n",
"[52]\tvalid_0's poisson: -87.67\tvalid_0's huber: 29.3964\n",
"[53]\tvalid_0's poisson: -87.6794\tvalid_0's huber: 29.3885\n",
"[54]\tvalid_0's poisson: -87.6888\tvalid_0's huber: 29.3806\n",
"[55]\tvalid_0's poisson: -87.6983\tvalid_0's huber: 29.3727\n",
"[56]\tvalid_0's poisson: -87.7077\tvalid_0's huber: 29.3648\n",
"[57]\tvalid_0's poisson: -87.7171\tvalid_0's huber: 29.357\n",
"[58]\tvalid_0's poisson: -87.7266\tvalid_0's huber: 29.3491\n",
"[59]\tvalid_0's poisson: -87.736\tvalid_0's huber: 29.3412\n",
"[60]\tvalid_0's poisson: -87.7454\tvalid_0's huber: 29.3333\n",
"[61]\tvalid_0's poisson: -87.7548\tvalid_0's huber: 29.3254\n",
"[62]\tvalid_0's poisson: -87.7642\tvalid_0's huber: 29.3175\n",
"[63]\tvalid_0's poisson: -87.7736\tvalid_0's huber: 29.3096\n",
"[64]\tvalid_0's poisson: -87.783\tvalid_0's huber: 29.3018\n",
"[65]\tvalid_0's poisson: -87.7924\tvalid_0's huber: 29.2939\n",
"[66]\tvalid_0's poisson: -87.8018\tvalid_0's huber: 29.286\n",
"[67]\tvalid_0's poisson: -87.8112\tvalid_0's huber: 29.2781\n",
"[68]\tvalid_0's poisson: -87.8206\tvalid_0's huber: 29.2703\n",
"[69]\tvalid_0's poisson: -87.83\tvalid_0's huber: 29.2624\n",
"[70]\tvalid_0's poisson: -87.8393\tvalid_0's huber: 29.2545\n",
"[71]\tvalid_0's poisson: -87.8487\tvalid_0's huber: 29.2466\n",
"[72]\tvalid_0's poisson: -87.8581\tvalid_0's huber: 29.2388\n",
"[73]\tvalid_0's poisson: -87.8675\tvalid_0's huber: 29.2309\n",
"[74]\tvalid_0's poisson: -87.8769\tvalid_0's huber: 29.223\n",
"[75]\tvalid_0's poisson: -87.8863\tvalid_0's huber: 29.2151\n",
"[76]\tvalid_0's poisson: -87.8956\tvalid_0's huber: 29.2072\n",
"[77]\tvalid_0's poisson: -87.905\tvalid_0's huber: 29.1994\n",
"[78]\tvalid_0's poisson: -87.9144\tvalid_0's huber: 29.1915\n",
"[79]\tvalid_0's poisson: -87.9238\tvalid_0's huber: 29.1836\n",
"[80]\tvalid_0's poisson: -87.9331\tvalid_0's huber: 29.1758\n",
"[81]\tvalid_0's poisson: -87.9425\tvalid_0's huber: 29.1679\n",
"[82]\tvalid_0's poisson: -87.9518\tvalid_0's huber: 29.16\n",
"[83]\tvalid_0's poisson: -87.9612\tvalid_0's huber: 29.1522\n",
"[84]\tvalid_0's poisson: -87.9705\tvalid_0's huber: 29.1443\n",
"[85]\tvalid_0's poisson: -87.9799\tvalid_0's huber: 29.1364\n",
"[86]\tvalid_0's poisson: -87.9892\tvalid_0's huber: 29.1286\n",
"[87]\tvalid_0's poisson: -87.9986\tvalid_0's huber: 29.1207\n",
"[88]\tvalid_0's poisson: -88.0079\tvalid_0's huber: 29.1129\n",
"[89]\tvalid_0's poisson: -88.0172\tvalid_0's huber: 29.105\n",
"[90]\tvalid_0's poisson: -88.0265\tvalid_0's huber: 29.0972\n",
"[91]\tvalid_0's poisson: -88.0359\tvalid_0's huber: 29.0893\n",
"[92]\tvalid_0's poisson: -88.0452\tvalid_0's huber: 29.0815\n",
"[93]\tvalid_0's poisson: -88.0545\tvalid_0's huber: 29.0736\n",
"[94]\tvalid_0's poisson: -88.0638\tvalid_0's huber: 29.0658\n",
"[95]\tvalid_0's poisson: -88.0731\tvalid_0's huber: 29.0579\n",
"[96]\tvalid_0's poisson: -88.0824\tvalid_0's huber: 29.0501\n",
"[97]\tvalid_0's poisson: -88.0917\tvalid_0's huber: 29.0423\n",
"[98]\tvalid_0's poisson: -88.101\tvalid_0's huber: 29.0344\n",
"[99]\tvalid_0's poisson: -88.1103\tvalid_0's huber: 29.0266\n",
"[100]\tvalid_0's poisson: -88.1196\tvalid_0's huber: 29.0188\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1789\tvalid_0's huber: 29.8346\n",
"[2]\tvalid_0's poisson: -87.1883\tvalid_0's huber: 29.8264\n",
"[3]\tvalid_0's poisson: -87.1976\tvalid_0's huber: 29.8182\n",
"[4]\tvalid_0's poisson: -87.207\tvalid_0's huber: 29.81\n",
"[5]\tvalid_0's poisson: -87.2163\tvalid_0's huber: 29.8018\n",
"[6]\tvalid_0's poisson: -87.2256\tvalid_0's huber: 29.7935\n",
"[7]\tvalid_0's poisson: -87.235\tvalid_0's huber: 29.7853\n",
"[8]\tvalid_0's poisson: -87.2443\tvalid_0's huber: 29.7771\n",
"[9]\tvalid_0's poisson: -87.2536\tvalid_0's huber: 29.7689\n",
"[10]\tvalid_0's poisson: -87.2629\tvalid_0's huber: 29.7607\n",
"[11]\tvalid_0's poisson: -87.2722\tvalid_0's huber: 29.7525\n",
"[12]\tvalid_0's poisson: -87.2816\tvalid_0's huber: 29.7443\n",
"[13]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.7361\n",
"[14]\tvalid_0's poisson: -87.3002\tvalid_0's huber: 29.7279\n",
"[15]\tvalid_0's poisson: -87.3095\tvalid_0's huber: 29.7197\n",
"[16]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.7115\n",
"[17]\tvalid_0's poisson: -87.3281\tvalid_0's huber: 29.7033\n",
"[18]\tvalid_0's poisson: -87.3374\tvalid_0's huber: 29.6951\n",
"[19]\tvalid_0's poisson: -87.3466\tvalid_0's huber: 29.6869\n",
"[20]\tvalid_0's poisson: -87.3559\tvalid_0's huber: 29.6787\n",
"[21]\tvalid_0's poisson: -87.3652\tvalid_0's huber: 29.6705\n",
"[22]\tvalid_0's poisson: -87.3745\tvalid_0's huber: 29.6623\n",
"[23]\tvalid_0's poisson: -87.3838\tvalid_0's huber: 29.6541\n",
"[24]\tvalid_0's poisson: -87.393\tvalid_0's huber: 29.6459\n",
"[25]\tvalid_0's poisson: -87.4023\tvalid_0's huber: 29.6378\n",
"[26]\tvalid_0's poisson: -87.4116\tvalid_0's huber: 29.6296\n",
"[27]\tvalid_0's poisson: -87.4208\tvalid_0's huber: 29.6214\n",
"[28]\tvalid_0's poisson: -87.4301\tvalid_0's huber: 29.6132\n",
"[29]\tvalid_0's poisson: -87.4393\tvalid_0's huber: 29.6051\n",
"[30]\tvalid_0's poisson: -87.4486\tvalid_0's huber: 29.5969\n",
"[31]\tvalid_0's poisson: -87.4578\tvalid_0's huber: 29.5887\n",
"[32]\tvalid_0's poisson: -87.467\tvalid_0's huber: 29.5805\n",
"[33]\tvalid_0's poisson: -87.4763\tvalid_0's huber: 29.5724\n",
"[34]\tvalid_0's poisson: -87.4855\tvalid_0's huber: 29.5642\n",
"[35]\tvalid_0's poisson: -87.4947\tvalid_0's huber: 29.5561\n",
"[36]\tvalid_0's poisson: -87.504\tvalid_0's huber: 29.5479\n",
"[37]\tvalid_0's poisson: -87.5132\tvalid_0's huber: 29.5397\n",
"[38]\tvalid_0's poisson: -87.5224\tvalid_0's huber: 29.5316\n",
"[39]\tvalid_0's poisson: -87.5316\tvalid_0's huber: 29.5234\n",
"[40]\tvalid_0's poisson: -87.5408\tvalid_0's huber: 29.5153\n",
"[41]\tvalid_0's poisson: -87.55\tvalid_0's huber: 29.5071\n",
"[42]\tvalid_0's poisson: -87.5592\tvalid_0's huber: 29.499\n",
"[43]\tvalid_0's poisson: -87.5684\tvalid_0's huber: 29.4909\n",
"[44]\tvalid_0's poisson: -87.5776\tvalid_0's huber: 29.4827\n",
"[45]\tvalid_0's poisson: -87.5868\tvalid_0's huber: 29.4746\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -87.596\tvalid_0's huber: 29.4664\n",
"[47]\tvalid_0's poisson: -87.6052\tvalid_0's huber: 29.4583\n",
"[48]\tvalid_0's poisson: -87.6144\tvalid_0's huber: 29.4502\n",
"[49]\tvalid_0's poisson: -87.6235\tvalid_0's huber: 29.442\n",
"[50]\tvalid_0's poisson: -87.6327\tvalid_0's huber: 29.4339\n",
"[51]\tvalid_0's poisson: -87.6419\tvalid_0's huber: 29.4258\n",
"[52]\tvalid_0's poisson: -87.6511\tvalid_0's huber: 29.4177\n",
"[53]\tvalid_0's poisson: -87.6602\tvalid_0's huber: 29.4095\n",
"[54]\tvalid_0's poisson: -87.6694\tvalid_0's huber: 29.4014\n",
"[55]\tvalid_0's poisson: -87.6785\tvalid_0's huber: 29.3933\n",
"[56]\tvalid_0's poisson: -87.6877\tvalid_0's huber: 29.3852\n",
"[57]\tvalid_0's poisson: -87.6968\tvalid_0's huber: 29.3771\n",
"[58]\tvalid_0's poisson: -87.706\tvalid_0's huber: 29.369\n",
"[59]\tvalid_0's poisson: -87.7151\tvalid_0's huber: 29.3609\n",
"[60]\tvalid_0's poisson: -87.7242\tvalid_0's huber: 29.3528\n",
"[61]\tvalid_0's poisson: -87.7334\tvalid_0's huber: 29.3446\n",
"[62]\tvalid_0's poisson: -87.7425\tvalid_0's huber: 29.3365\n",
"[63]\tvalid_0's poisson: -87.7516\tvalid_0's huber: 29.3284\n",
"[64]\tvalid_0's poisson: -87.7608\tvalid_0's huber: 29.3203\n",
"[65]\tvalid_0's poisson: -87.7699\tvalid_0's huber: 29.3122\n",
"[66]\tvalid_0's poisson: -87.779\tvalid_0's huber: 29.3042\n",
"[67]\tvalid_0's poisson: -87.7881\tvalid_0's huber: 29.2961\n",
"[68]\tvalid_0's poisson: -87.7972\tvalid_0's huber: 29.288\n",
"[69]\tvalid_0's poisson: -87.8063\tvalid_0's huber: 29.2799\n",
"[70]\tvalid_0's poisson: -87.8154\tvalid_0's huber: 29.2718\n",
"[71]\tvalid_0's poisson: -87.8245\tvalid_0's huber: 29.2637\n",
"[72]\tvalid_0's poisson: -87.8336\tvalid_0's huber: 29.2556\n",
"[73]\tvalid_0's poisson: -87.8427\tvalid_0's huber: 29.2475\n",
"[74]\tvalid_0's poisson: -87.8518\tvalid_0's huber: 29.2395\n",
"[75]\tvalid_0's poisson: -87.8609\tvalid_0's huber: 29.2314\n",
"[76]\tvalid_0's poisson: -87.8699\tvalid_0's huber: 29.2233\n",
"[77]\tvalid_0's poisson: -87.879\tvalid_0's huber: 29.2152\n",
"[78]\tvalid_0's poisson: -87.8881\tvalid_0's huber: 29.2072\n",
"[79]\tvalid_0's poisson: -87.8972\tvalid_0's huber: 29.1991\n",
"[80]\tvalid_0's poisson: -87.9062\tvalid_0's huber: 29.191\n",
"[81]\tvalid_0's poisson: -87.9153\tvalid_0's huber: 29.183\n",
"[82]\tvalid_0's poisson: -87.9243\tvalid_0's huber: 29.1749\n",
"[83]\tvalid_0's poisson: -87.9334\tvalid_0's huber: 29.1669\n",
"[84]\tvalid_0's poisson: -87.9425\tvalid_0's huber: 29.1588\n",
"[85]\tvalid_0's poisson: -87.9515\tvalid_0's huber: 29.1507\n",
"[86]\tvalid_0's poisson: -87.9605\tvalid_0's huber: 29.1427\n",
"[87]\tvalid_0's poisson: -87.9696\tvalid_0's huber: 29.1346\n",
"[88]\tvalid_0's poisson: -87.9786\tvalid_0's huber: 29.1266\n",
"[89]\tvalid_0's poisson: -87.9876\tvalid_0's huber: 29.1185\n",
"[90]\tvalid_0's poisson: -87.9967\tvalid_0's huber: 29.1105\n",
"[91]\tvalid_0's poisson: -88.0057\tvalid_0's huber: 29.1024\n",
"[92]\tvalid_0's poisson: -88.0147\tvalid_0's huber: 29.0944\n",
"[93]\tvalid_0's poisson: -88.0237\tvalid_0's huber: 29.0864\n",
"[94]\tvalid_0's poisson: -88.0328\tvalid_0's huber: 29.0783\n",
"[95]\tvalid_0's poisson: -88.0418\tvalid_0's huber: 29.0703\n",
"[96]\tvalid_0's poisson: -88.0508\tvalid_0's huber: 29.0622\n",
"[97]\tvalid_0's poisson: -88.0598\tvalid_0's huber: 29.0542\n",
"[98]\tvalid_0's poisson: -88.0688\tvalid_0's huber: 29.0462\n",
"[99]\tvalid_0's poisson: -88.0778\tvalid_0's huber: 29.0382\n",
"[100]\tvalid_0's poisson: -88.0868\tvalid_0's huber: 29.0301\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1854\tvalid_0's huber: 29.7854\n",
"[2]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7772\n",
"[3]\tvalid_0's poisson: -87.2041\tvalid_0's huber: 29.769\n",
"[4]\tvalid_0's poisson: -87.2134\tvalid_0's huber: 29.7608\n",
"[5]\tvalid_0's poisson: -87.2228\tvalid_0's huber: 29.7526\n",
"[6]\tvalid_0's poisson: -87.2321\tvalid_0's huber: 29.7444\n",
"[7]\tvalid_0's poisson: -87.2415\tvalid_0's huber: 29.7362\n",
"[8]\tvalid_0's poisson: -87.2508\tvalid_0's huber: 29.728\n",
"[9]\tvalid_0's poisson: -87.2602\tvalid_0's huber: 29.7198\n",
"[10]\tvalid_0's poisson: -87.2695\tvalid_0's huber: 29.7116\n",
"[11]\tvalid_0's poisson: -87.2788\tvalid_0's huber: 29.7034\n",
"[12]\tvalid_0's poisson: -87.2882\tvalid_0's huber: 29.6953\n",
"[13]\tvalid_0's poisson: -87.2975\tvalid_0's huber: 29.6871\n",
"[14]\tvalid_0's poisson: -87.3068\tvalid_0's huber: 29.6789\n",
"[15]\tvalid_0's poisson: -87.3161\tvalid_0's huber: 29.6707\n",
"[16]\tvalid_0's poisson: -87.3254\tvalid_0's huber: 29.6625\n",
"[17]\tvalid_0's poisson: -87.3347\tvalid_0's huber: 29.6544\n",
"[18]\tvalid_0's poisson: -87.344\tvalid_0's huber: 29.6462\n",
"[19]\tvalid_0's poisson: -87.3533\tvalid_0's huber: 29.638\n",
"[20]\tvalid_0's poisson: -87.3626\tvalid_0's huber: 29.6298\n",
"[21]\tvalid_0's poisson: -87.3719\tvalid_0's huber: 29.6217\n",
"[22]\tvalid_0's poisson: -87.3812\tvalid_0's huber: 29.6135\n",
"[23]\tvalid_0's poisson: -87.3905\tvalid_0's huber: 29.6053\n",
"[24]\tvalid_0's poisson: -87.3998\tvalid_0's huber: 29.5972\n",
"[25]\tvalid_0's poisson: -87.4091\tvalid_0's huber: 29.589\n",
"[26]\tvalid_0's poisson: -87.4184\tvalid_0's huber: 29.5808\n",
"[27]\tvalid_0's poisson: -87.4276\tvalid_0's huber: 29.5727\n",
"[28]\tvalid_0's poisson: -87.4369\tvalid_0's huber: 29.5645\n",
"[29]\tvalid_0's poisson: -87.4462\tvalid_0's huber: 29.5564\n",
"[30]\tvalid_0's poisson: -87.4554\tvalid_0's huber: 29.5482\n",
"[31]\tvalid_0's poisson: -87.4647\tvalid_0's huber: 29.5401\n",
"[32]\tvalid_0's poisson: -87.4739\tvalid_0's huber: 29.5319\n",
"[33]\tvalid_0's poisson: -87.4832\tvalid_0's huber: 29.5238\n",
"[34]\tvalid_0's poisson: -87.4924\tvalid_0's huber: 29.5156\n",
"[35]\tvalid_0's poisson: -87.5017\tvalid_0's huber: 29.5075\n",
"[36]\tvalid_0's poisson: -87.5109\tvalid_0's huber: 29.4994\n",
"[37]\tvalid_0's poisson: -87.5201\tvalid_0's huber: 29.4912\n",
"[38]\tvalid_0's poisson: -87.5294\tvalid_0's huber: 29.4831\n",
"[39]\tvalid_0's poisson: -87.5386\tvalid_0's huber: 29.475\n",
"[40]\tvalid_0's poisson: -87.5478\tvalid_0's huber: 29.4668\n",
"[41]\tvalid_0's poisson: -87.557\tvalid_0's huber: 29.4587\n",
"[42]\tvalid_0's poisson: -87.5662\tvalid_0's huber: 29.4506\n",
"[43]\tvalid_0's poisson: -87.5755\tvalid_0's huber: 29.4425\n",
"[44]\tvalid_0's poisson: -87.5847\tvalid_0's huber: 29.4343\n",
"[45]\tvalid_0's poisson: -87.5939\tvalid_0's huber: 29.4262\n",
"[46]\tvalid_0's poisson: -87.6031\tvalid_0's huber: 29.4181\n",
"[47]\tvalid_0's poisson: -87.6123\tvalid_0's huber: 29.41\n",
"[48]\tvalid_0's poisson: -87.6214\tvalid_0's huber: 29.4019\n",
"[49]\tvalid_0's poisson: -87.6306\tvalid_0's huber: 29.3938\n",
"[50]\tvalid_0's poisson: -87.6398\tvalid_0's huber: 29.3857\n",
"[51]\tvalid_0's poisson: -87.649\tvalid_0's huber: 29.3776\n",
"[52]\tvalid_0's poisson: -87.6582\tvalid_0's huber: 29.3695\n",
"[53]\tvalid_0's poisson: -87.6673\tvalid_0's huber: 29.3614\n",
"[54]\tvalid_0's poisson: -87.6765\tvalid_0's huber: 29.3533\n",
"[55]\tvalid_0's poisson: -87.6857\tvalid_0's huber: 29.3452\n",
"[56]\tvalid_0's poisson: -87.6948\tvalid_0's huber: 29.3371\n",
"[57]\tvalid_0's poisson: -87.704\tvalid_0's huber: 29.329\n",
"[58]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3209\n",
"[59]\tvalid_0's poisson: -87.7223\tvalid_0's huber: 29.3128\n",
"[60]\tvalid_0's poisson: -87.7314\tvalid_0's huber: 29.3048\n",
"[61]\tvalid_0's poisson: -87.7406\tvalid_0's huber: 29.2967\n",
"[62]\tvalid_0's poisson: -87.7497\tvalid_0's huber: 29.2886\n",
"[63]\tvalid_0's poisson: -87.7588\tvalid_0's huber: 29.2805\n",
"[64]\tvalid_0's poisson: -87.768\tvalid_0's huber: 29.2724\n",
"[65]\tvalid_0's poisson: -87.7771\tvalid_0's huber: 29.2644\n",
"[66]\tvalid_0's poisson: -87.7862\tvalid_0's huber: 29.2563\n",
"[67]\tvalid_0's poisson: -87.7953\tvalid_0's huber: 29.2482\n",
"[68]\tvalid_0's poisson: -87.8044\tvalid_0's huber: 29.2402\n",
"[69]\tvalid_0's poisson: -87.8135\tvalid_0's huber: 29.2321\n",
"[70]\tvalid_0's poisson: -87.8226\tvalid_0's huber: 29.224\n",
"[71]\tvalid_0's poisson: -87.8317\tvalid_0's huber: 29.216\n",
"[72]\tvalid_0's poisson: -87.8408\tvalid_0's huber: 29.2079\n",
"[73]\tvalid_0's poisson: -87.8499\tvalid_0's huber: 29.1999\n",
"[74]\tvalid_0's poisson: -87.859\tvalid_0's huber: 29.1918\n",
"[75]\tvalid_0's poisson: -87.8681\tvalid_0's huber: 29.1838\n",
"[76]\tvalid_0's poisson: -87.8772\tvalid_0's huber: 29.1757\n",
"[77]\tvalid_0's poisson: -87.8863\tvalid_0's huber: 29.1677\n",
"[78]\tvalid_0's poisson: -87.8953\tvalid_0's huber: 29.1596\n",
"[79]\tvalid_0's poisson: -87.9044\tvalid_0's huber: 29.1516\n",
"[80]\tvalid_0's poisson: -87.9135\tvalid_0's huber: 29.1435\n",
"[81]\tvalid_0's poisson: -87.9225\tvalid_0's huber: 29.1355\n",
"[82]\tvalid_0's poisson: -87.9316\tvalid_0's huber: 29.1274\n",
"[83]\tvalid_0's poisson: -87.9407\tvalid_0's huber: 29.1194\n",
"[84]\tvalid_0's poisson: -87.9497\tvalid_0's huber: 29.1114\n",
"[85]\tvalid_0's poisson: -87.9588\tvalid_0's huber: 29.1034\n",
"[86]\tvalid_0's poisson: -87.9678\tvalid_0's huber: 29.0953\n",
"[87]\tvalid_0's poisson: -87.9768\tvalid_0's huber: 29.0873\n",
"[88]\tvalid_0's poisson: -87.9859\tvalid_0's huber: 29.0793\n",
"[89]\tvalid_0's poisson: -87.9949\tvalid_0's huber: 29.0713\n",
"[90]\tvalid_0's poisson: -88.0039\tvalid_0's huber: 29.0632\n",
"[91]\tvalid_0's poisson: -88.013\tvalid_0's huber: 29.0552\n",
"[92]\tvalid_0's poisson: -88.022\tvalid_0's huber: 29.0472\n",
"[93]\tvalid_0's poisson: -88.031\tvalid_0's huber: 29.0392\n",
"[94]\tvalid_0's poisson: -88.04\tvalid_0's huber: 29.0312\n",
"[95]\tvalid_0's poisson: -88.049\tvalid_0's huber: 29.0232\n",
"[96]\tvalid_0's poisson: -88.058\tvalid_0's huber: 29.0152\n",
"[97]\tvalid_0's poisson: -88.067\tvalid_0's huber: 29.0072\n",
"[98]\tvalid_0's poisson: -88.076\tvalid_0's huber: 28.9992\n",
"[99]\tvalid_0's poisson: -88.085\tvalid_0's huber: 28.9912\n",
"[100]\tvalid_0's poisson: -88.094\tvalid_0's huber: 28.9832\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.173\tvalid_0's huber: 29.8771\n",
"[2]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.869\n",
"[3]\tvalid_0's poisson: -87.1917\tvalid_0's huber: 29.8608\n",
"[4]\tvalid_0's poisson: -87.201\tvalid_0's huber: 29.8528\n",
"[5]\tvalid_0's poisson: -87.2104\tvalid_0's huber: 29.8446\n",
"[6]\tvalid_0's poisson: -87.2196\tvalid_0's huber: 29.8366\n",
"[7]\tvalid_0's poisson: -87.2289\tvalid_0's huber: 29.8285\n",
"[8]\tvalid_0's poisson: -87.2383\tvalid_0's huber: 29.8204\n",
"[9]\tvalid_0's poisson: -87.2476\tvalid_0's huber: 29.8123\n",
"[10]\tvalid_0's poisson: -87.2569\tvalid_0's huber: 29.8042\n",
"[11]\tvalid_0's poisson: -87.2662\tvalid_0's huber: 29.7961\n",
"[12]\tvalid_0's poisson: -87.2755\tvalid_0's huber: 29.788\n",
"[13]\tvalid_0's poisson: -87.2848\tvalid_0's huber: 29.7799\n",
"[14]\tvalid_0's poisson: -87.294\tvalid_0's huber: 29.7719\n",
"[15]\tvalid_0's poisson: -87.3034\tvalid_0's huber: 29.7637\n",
"[16]\tvalid_0's poisson: -87.3126\tvalid_0's huber: 29.7557\n",
"[17]\tvalid_0's poisson: -87.322\tvalid_0's huber: 29.7475\n",
"[18]\tvalid_0's poisson: -87.3312\tvalid_0's huber: 29.7395\n",
"[19]\tvalid_0's poisson: -87.3404\tvalid_0's huber: 29.7315\n",
"[20]\tvalid_0's poisson: -87.3498\tvalid_0's huber: 29.7233\n",
"[21]\tvalid_0's poisson: -87.359\tvalid_0's huber: 29.7153\n",
"[22]\tvalid_0's poisson: -87.3683\tvalid_0's huber: 29.7071\n",
"[23]\tvalid_0's poisson: -87.3775\tvalid_0's huber: 29.6991\n",
"[24]\tvalid_0's poisson: -87.3867\tvalid_0's huber: 29.691\n",
"[25]\tvalid_0's poisson: -87.396\tvalid_0's huber: 29.6828\n",
"[26]\tvalid_0's poisson: -87.4051\tvalid_0's huber: 29.6747\n",
"[27]\tvalid_0's poisson: -87.4144\tvalid_0's huber: 29.6666\n",
"[28]\tvalid_0's poisson: -87.4236\tvalid_0's huber: 29.6585\n",
"[29]\tvalid_0's poisson: -87.4328\tvalid_0's huber: 29.6504\n",
"[30]\tvalid_0's poisson: -87.4421\tvalid_0's huber: 29.6423\n",
"[31]\tvalid_0's poisson: -87.4512\tvalid_0's huber: 29.6342\n",
"[32]\tvalid_0's poisson: -87.4604\tvalid_0's huber: 29.6261\n",
"[33]\tvalid_0's poisson: -87.4696\tvalid_0's huber: 29.618\n",
"[34]\tvalid_0's poisson: -87.4788\tvalid_0's huber: 29.6099\n",
"[35]\tvalid_0's poisson: -87.4879\tvalid_0's huber: 29.6018\n",
"[36]\tvalid_0's poisson: -87.4972\tvalid_0's huber: 29.5937\n",
"[37]\tvalid_0's poisson: -87.5063\tvalid_0's huber: 29.5856\n",
"[38]\tvalid_0's poisson: -87.5156\tvalid_0's huber: 29.5775\n",
"[39]\tvalid_0's poisson: -87.5247\tvalid_0's huber: 29.5695\n",
"[40]\tvalid_0's poisson: -87.534\tvalid_0's huber: 29.5613\n",
"[41]\tvalid_0's poisson: -87.5431\tvalid_0's huber: 29.5533\n",
"[42]\tvalid_0's poisson: -87.5523\tvalid_0's huber: 29.5452\n",
"[43]\tvalid_0's poisson: -87.5616\tvalid_0's huber: 29.5371\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -87.5707\tvalid_0's huber: 29.529\n",
"[45]\tvalid_0's poisson: -87.5799\tvalid_0's huber: 29.5209\n",
"[46]\tvalid_0's poisson: -87.589\tvalid_0's huber: 29.5128\n",
"[47]\tvalid_0's poisson: -87.5982\tvalid_0's huber: 29.5047\n",
"[48]\tvalid_0's poisson: -87.6074\tvalid_0's huber: 29.4967\n",
"[49]\tvalid_0's poisson: -87.6165\tvalid_0's huber: 29.4887\n",
"[50]\tvalid_0's poisson: -87.6257\tvalid_0's huber: 29.4806\n",
"[51]\tvalid_0's poisson: -87.6348\tvalid_0's huber: 29.4726\n",
"[52]\tvalid_0's poisson: -87.6439\tvalid_0's huber: 29.4645\n",
"[53]\tvalid_0's poisson: -87.6531\tvalid_0's huber: 29.4565\n",
"[54]\tvalid_0's poisson: -87.6622\tvalid_0's huber: 29.4484\n",
"[55]\tvalid_0's poisson: -87.6714\tvalid_0's huber: 29.4403\n",
"[56]\tvalid_0's poisson: -87.6806\tvalid_0's huber: 29.4322\n",
"[57]\tvalid_0's poisson: -87.6896\tvalid_0's huber: 29.4242\n",
"[58]\tvalid_0's poisson: -87.6987\tvalid_0's huber: 29.4162\n",
"[59]\tvalid_0's poisson: -87.7079\tvalid_0's huber: 29.4082\n",
"[60]\tvalid_0's poisson: -87.717\tvalid_0's huber: 29.4001\n",
"[61]\tvalid_0's poisson: -87.7262\tvalid_0's huber: 29.3921\n",
"[62]\tvalid_0's poisson: -87.7352\tvalid_0's huber: 29.384\n",
"[63]\tvalid_0's poisson: -87.7444\tvalid_0's huber: 29.3759\n",
"[64]\tvalid_0's poisson: -87.7535\tvalid_0's huber: 29.368\n",
"[65]\tvalid_0's poisson: -87.7625\tvalid_0's huber: 29.36\n",
"[66]\tvalid_0's poisson: -87.7717\tvalid_0's huber: 29.3519\n",
"[67]\tvalid_0's poisson: -87.7807\tvalid_0's huber: 29.3439\n",
"[68]\tvalid_0's poisson: -87.7898\tvalid_0's huber: 29.3358\n",
"[69]\tvalid_0's poisson: -87.7989\tvalid_0's huber: 29.3279\n",
"[70]\tvalid_0's poisson: -87.8079\tvalid_0's huber: 29.3198\n",
"[71]\tvalid_0's poisson: -87.8171\tvalid_0's huber: 29.3118\n",
"[72]\tvalid_0's poisson: -87.8261\tvalid_0's huber: 29.3038\n",
"[73]\tvalid_0's poisson: -87.8351\tvalid_0's huber: 29.2958\n",
"[74]\tvalid_0's poisson: -87.8443\tvalid_0's huber: 29.2878\n",
"[75]\tvalid_0's poisson: -87.8533\tvalid_0's huber: 29.2798\n",
"[76]\tvalid_0's poisson: -87.8623\tvalid_0's huber: 29.2718\n",
"[77]\tvalid_0's poisson: -87.8714\tvalid_0's huber: 29.2638\n",
"[78]\tvalid_0's poisson: -87.8805\tvalid_0's huber: 29.2558\n",
"[79]\tvalid_0's poisson: -87.8895\tvalid_0's huber: 29.2478\n",
"[80]\tvalid_0's poisson: -87.8985\tvalid_0's huber: 29.2399\n",
"[81]\tvalid_0's poisson: -87.9076\tvalid_0's huber: 29.2319\n",
"[82]\tvalid_0's poisson: -87.9166\tvalid_0's huber: 29.2239\n",
"[83]\tvalid_0's poisson: -87.9256\tvalid_0's huber: 29.2159\n",
"[84]\tvalid_0's poisson: -87.9346\tvalid_0's huber: 29.208\n",
"[85]\tvalid_0's poisson: -87.9437\tvalid_0's huber: 29.2\n",
"[86]\tvalid_0's poisson: -87.9527\tvalid_0's huber: 29.192\n",
"[87]\tvalid_0's poisson: -87.9617\tvalid_0's huber: 29.184\n",
"[88]\tvalid_0's poisson: -87.9707\tvalid_0's huber: 29.1761\n",
"[89]\tvalid_0's poisson: -87.9797\tvalid_0's huber: 29.168\n",
"[90]\tvalid_0's poisson: -87.9887\tvalid_0's huber: 29.1601\n",
"[91]\tvalid_0's poisson: -87.9977\tvalid_0's huber: 29.1521\n",
"[92]\tvalid_0's poisson: -88.0068\tvalid_0's huber: 29.1441\n",
"[93]\tvalid_0's poisson: -88.0157\tvalid_0's huber: 29.1362\n",
"[94]\tvalid_0's poisson: -88.0247\tvalid_0's huber: 29.1282\n",
"[95]\tvalid_0's poisson: -88.0338\tvalid_0's huber: 29.1202\n",
"[96]\tvalid_0's poisson: -88.0427\tvalid_0's huber: 29.1122\n",
"[97]\tvalid_0's poisson: -88.0518\tvalid_0's huber: 29.1042\n",
"[98]\tvalid_0's poisson: -88.0607\tvalid_0's huber: 29.0962\n",
"[99]\tvalid_0's poisson: -88.0697\tvalid_0's huber: 29.0882\n",
"[100]\tvalid_0's poisson: -88.0788\tvalid_0's huber: 29.0802\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.211\tvalid_0's huber: 29.779\n",
"[2]\tvalid_0's poisson: -87.2482\tvalid_0's huber: 29.7462\n",
"[3]\tvalid_0's poisson: -87.2854\tvalid_0's huber: 29.7135\n",
"[4]\tvalid_0's poisson: -87.3225\tvalid_0's huber: 29.6808\n",
"[5]\tvalid_0's poisson: -87.3596\tvalid_0's huber: 29.6482\n",
"[6]\tvalid_0's poisson: -87.3966\tvalid_0's huber: 29.6155\n",
"[7]\tvalid_0's poisson: -87.4337\tvalid_0's huber: 29.5831\n",
"[8]\tvalid_0's poisson: -87.4706\tvalid_0's huber: 29.5506\n",
"[9]\tvalid_0's poisson: -87.5077\tvalid_0's huber: 29.5183\n",
"[10]\tvalid_0's poisson: -87.5445\tvalid_0's huber: 29.4861\n",
"[11]\tvalid_0's poisson: -87.5813\tvalid_0's huber: 29.4536\n",
"[12]\tvalid_0's poisson: -87.618\tvalid_0's huber: 29.4214\n",
"[13]\tvalid_0's poisson: -87.6547\tvalid_0's huber: 29.3893\n",
"[14]\tvalid_0's poisson: -87.6913\tvalid_0's huber: 29.357\n",
"[15]\tvalid_0's poisson: -87.7279\tvalid_0's huber: 29.3249\n",
"[16]\tvalid_0's poisson: -87.7643\tvalid_0's huber: 29.2926\n",
"[17]\tvalid_0's poisson: -87.8008\tvalid_0's huber: 29.2606\n",
"[18]\tvalid_0's poisson: -87.8373\tvalid_0's huber: 29.2285\n",
"[19]\tvalid_0's poisson: -87.8735\tvalid_0's huber: 29.1964\n",
"[20]\tvalid_0's poisson: -87.9099\tvalid_0's huber: 29.1644\n",
"[21]\tvalid_0's poisson: -87.946\tvalid_0's huber: 29.1323\n",
"[22]\tvalid_0's poisson: -87.9823\tvalid_0's huber: 29.1004\n",
"[23]\tvalid_0's poisson: -88.0182\tvalid_0's huber: 29.0684\n",
"[24]\tvalid_0's poisson: -88.0544\tvalid_0's huber: 29.0365\n",
"[25]\tvalid_0's poisson: -88.0905\tvalid_0's huber: 29.0048\n",
"[26]\tvalid_0's poisson: -88.1262\tvalid_0's huber: 28.9729\n",
"[27]\tvalid_0's poisson: -88.1621\tvalid_0's huber: 28.9414\n",
"[28]\tvalid_0's poisson: -88.1979\tvalid_0's huber: 28.9098\n",
"[29]\tvalid_0's poisson: -88.2335\tvalid_0's huber: 28.8781\n",
"[30]\tvalid_0's poisson: -88.2693\tvalid_0's huber: 28.8466\n",
"[31]\tvalid_0's poisson: -88.3049\tvalid_0's huber: 28.8151\n",
"[32]\tvalid_0's poisson: -88.3404\tvalid_0's huber: 28.7835\n",
"[33]\tvalid_0's poisson: -88.376\tvalid_0's huber: 28.7521\n",
"[34]\tvalid_0's poisson: -88.4113\tvalid_0's huber: 28.7205\n",
"[35]\tvalid_0's poisson: -88.4467\tvalid_0's huber: 28.6891\n",
"[36]\tvalid_0's poisson: -88.4819\tvalid_0's huber: 28.6576\n",
"[37]\tvalid_0's poisson: -88.5171\tvalid_0's huber: 28.6261\n",
"[38]\tvalid_0's poisson: -88.5524\tvalid_0's huber: 28.5949\n",
"[39]\tvalid_0's poisson: -88.5874\tvalid_0's huber: 28.5634\n",
"[40]\tvalid_0's poisson: -88.6226\tvalid_0's huber: 28.5322\n",
"[41]\tvalid_0's poisson: -88.6575\tvalid_0's huber: 28.5009\n",
"[42]\tvalid_0's poisson: -88.6926\tvalid_0's huber: 28.4697\n",
"[43]\tvalid_0's poisson: -88.7274\tvalid_0's huber: 28.4384\n",
"[44]\tvalid_0's poisson: -88.7623\tvalid_0's huber: 28.4074\n",
"[45]\tvalid_0's poisson: -88.7972\tvalid_0's huber: 28.3764\n",
"[46]\tvalid_0's poisson: -88.8318\tvalid_0's huber: 28.3452\n",
"[47]\tvalid_0's poisson: -88.8666\tvalid_0's huber: 28.3142\n",
"[48]\tvalid_0's poisson: -88.9013\tvalid_0's huber: 28.2833\n",
"[49]\tvalid_0's poisson: -88.9358\tvalid_0's huber: 28.2522\n",
"[50]\tvalid_0's poisson: -88.9704\tvalid_0's huber: 28.2213\n",
"[51]\tvalid_0's poisson: -89.0049\tvalid_0's huber: 28.1905\n",
"[52]\tvalid_0's poisson: -89.0392\tvalid_0's huber: 28.1594\n",
"[53]\tvalid_0's poisson: -89.0737\tvalid_0's huber: 28.1287\n",
"[54]\tvalid_0's poisson: -89.1081\tvalid_0's huber: 28.0978\n",
"[55]\tvalid_0's poisson: -89.1425\tvalid_0's huber: 28.067\n",
"[56]\tvalid_0's poisson: -89.1769\tvalid_0's huber: 28.0362\n",
"[57]\tvalid_0's poisson: -89.2111\tvalid_0's huber: 28.0052\n",
"[58]\tvalid_0's poisson: -89.2454\tvalid_0's huber: 27.9744\n",
"[59]\tvalid_0's poisson: -89.2797\tvalid_0's huber: 27.9437\n",
"[60]\tvalid_0's poisson: -89.3137\tvalid_0's huber: 27.9127\n",
"[61]\tvalid_0's poisson: -89.3479\tvalid_0's huber: 27.882\n",
"[62]\tvalid_0's poisson: -89.382\tvalid_0's huber: 27.8514\n",
"[63]\tvalid_0's poisson: -89.4158\tvalid_0's huber: 27.8205\n",
"[64]\tvalid_0's poisson: -89.4498\tvalid_0's huber: 27.7899\n",
"[65]\tvalid_0's poisson: -89.4839\tvalid_0's huber: 27.7592\n",
"[66]\tvalid_0's poisson: -89.5176\tvalid_0's huber: 27.7284\n",
"[67]\tvalid_0's poisson: -89.5534\tvalid_0's huber: 27.6984\n",
"[68]\tvalid_0's poisson: -89.5891\tvalid_0's huber: 27.6685\n",
"[69]\tvalid_0's poisson: -89.6228\tvalid_0's huber: 27.6379\n",
"[70]\tvalid_0's poisson: -89.6585\tvalid_0's huber: 27.6079\n",
"[71]\tvalid_0's poisson: -89.6942\tvalid_0's huber: 27.578\n",
"[72]\tvalid_0's poisson: -89.7277\tvalid_0's huber: 27.5475\n",
"[73]\tvalid_0's poisson: -89.7631\tvalid_0's huber: 27.5177\n",
"[74]\tvalid_0's poisson: -89.7965\tvalid_0's huber: 27.4872\n",
"[75]\tvalid_0's poisson: -89.832\tvalid_0's huber: 27.4573\n",
"[76]\tvalid_0's poisson: -89.8653\tvalid_0's huber: 27.4269\n",
"[77]\tvalid_0's poisson: -89.9007\tvalid_0's huber: 27.3971\n",
"[78]\tvalid_0's poisson: -89.936\tvalid_0's huber: 27.3674\n",
"[79]\tvalid_0's poisson: -89.9691\tvalid_0's huber: 27.337\n",
"[80]\tvalid_0's poisson: -90.0044\tvalid_0's huber: 27.3073\n",
"[81]\tvalid_0's poisson: -90.0375\tvalid_0's huber: 27.2769\n",
"[82]\tvalid_0's poisson: -90.0725\tvalid_0's huber: 27.2474\n",
"[83]\tvalid_0's poisson: -90.1076\tvalid_0's huber: 27.2177\n",
"[84]\tvalid_0's poisson: -90.1427\tvalid_0's huber: 27.1881\n",
"[85]\tvalid_0's poisson: -90.1755\tvalid_0's huber: 27.1579\n",
"[86]\tvalid_0's poisson: -90.2105\tvalid_0's huber: 27.1283\n",
"[87]\tvalid_0's poisson: -90.2453\tvalid_0's huber: 27.0989\n",
"[88]\tvalid_0's poisson: -90.2802\tvalid_0's huber: 27.0693\n",
"[89]\tvalid_0's poisson: -90.3149\tvalid_0's huber: 27.0399\n",
"[90]\tvalid_0's poisson: -90.3476\tvalid_0's huber: 27.0098\n",
"[91]\tvalid_0's poisson: -90.3823\tvalid_0's huber: 26.9804\n",
"[92]\tvalid_0's poisson: -90.417\tvalid_0's huber: 26.951\n",
"[93]\tvalid_0's poisson: -90.4514\tvalid_0's huber: 26.9215\n",
"[94]\tvalid_0's poisson: -90.4859\tvalid_0's huber: 26.8922\n",
"[95]\tvalid_0's poisson: -90.5204\tvalid_0's huber: 26.863\n",
"[96]\tvalid_0's poisson: -90.5548\tvalid_0's huber: 26.8337\n",
"[97]\tvalid_0's poisson: -90.589\tvalid_0's huber: 26.8044\n",
"[98]\tvalid_0's poisson: -90.6234\tvalid_0's huber: 26.7751\n",
"[99]\tvalid_0's poisson: -90.6577\tvalid_0's huber: 26.7459\n",
"[100]\tvalid_0's poisson: -90.6919\tvalid_0's huber: 26.7168\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2126\tvalid_0's huber: 29.7776\n",
"[2]\tvalid_0's poisson: -87.2512\tvalid_0's huber: 29.7456\n",
"[3]\tvalid_0's poisson: -87.2897\tvalid_0's huber: 29.7136\n",
"[4]\tvalid_0's poisson: -87.3282\tvalid_0's huber: 29.6816\n",
"[5]\tvalid_0's poisson: -87.3666\tvalid_0's huber: 29.6497\n",
"[6]\tvalid_0's poisson: -87.4049\tvalid_0's huber: 29.6177\n",
"[7]\tvalid_0's poisson: -87.4432\tvalid_0's huber: 29.5858\n",
"[8]\tvalid_0's poisson: -87.4815\tvalid_0's huber: 29.5539\n",
"[9]\tvalid_0's poisson: -87.5197\tvalid_0's huber: 29.5221\n",
"[10]\tvalid_0's poisson: -87.5578\tvalid_0's huber: 29.4903\n",
"[11]\tvalid_0's poisson: -87.5959\tvalid_0's huber: 29.4585\n",
"[12]\tvalid_0's poisson: -87.6339\tvalid_0's huber: 29.4267\n",
"[13]\tvalid_0's poisson: -87.6718\tvalid_0's huber: 29.395\n",
"[14]\tvalid_0's poisson: -87.7097\tvalid_0's huber: 29.3633\n",
"[15]\tvalid_0's poisson: -87.7476\tvalid_0's huber: 29.3316\n",
"[16]\tvalid_0's poisson: -87.7853\tvalid_0's huber: 29.3\n",
"[17]\tvalid_0's poisson: -87.8231\tvalid_0's huber: 29.2684\n",
"[18]\tvalid_0's poisson: -87.8607\tvalid_0's huber: 29.2368\n",
"[19]\tvalid_0's poisson: -87.8983\tvalid_0's huber: 29.2052\n",
"[20]\tvalid_0's poisson: -87.9359\tvalid_0's huber: 29.1737\n",
"[21]\tvalid_0's poisson: -87.9734\tvalid_0's huber: 29.1422\n",
"[22]\tvalid_0's poisson: -88.0108\tvalid_0's huber: 29.1107\n",
"[23]\tvalid_0's poisson: -88.0482\tvalid_0's huber: 29.0793\n",
"[24]\tvalid_0's poisson: -88.0855\tvalid_0's huber: 29.0479\n",
"[25]\tvalid_0's poisson: -88.1228\tvalid_0's huber: 29.0166\n",
"[26]\tvalid_0's poisson: -88.16\tvalid_0's huber: 28.9852\n",
"[27]\tvalid_0's poisson: -88.1972\tvalid_0's huber: 28.9539\n",
"[28]\tvalid_0's poisson: -88.2343\tvalid_0's huber: 28.9226\n",
"[29]\tvalid_0's poisson: -88.2705\tvalid_0's huber: 28.8901\n",
"[30]\tvalid_0's poisson: -88.3068\tvalid_0's huber: 28.8576\n",
"[31]\tvalid_0's poisson: -88.3437\tvalid_0's huber: 28.8264\n",
"[32]\tvalid_0's poisson: -88.3799\tvalid_0's huber: 28.794\n",
"[33]\tvalid_0's poisson: -88.4159\tvalid_0's huber: 28.7616\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[34]\tvalid_0's poisson: -88.4519\tvalid_0's huber: 28.7292\n",
"[35]\tvalid_0's poisson: -88.4878\tvalid_0's huber: 28.6969\n",
"[36]\tvalid_0's poisson: -88.5236\tvalid_0's huber: 28.6646\n",
"[37]\tvalid_0's poisson: -88.5594\tvalid_0's huber: 28.6323\n",
"[38]\tvalid_0's poisson: -88.5951\tvalid_0's huber: 28.6001\n",
"[39]\tvalid_0's poisson: -88.6308\tvalid_0's huber: 28.5679\n",
"[40]\tvalid_0's poisson: -88.6664\tvalid_0's huber: 28.5358\n",
"[41]\tvalid_0's poisson: -88.702\tvalid_0's huber: 28.5036\n",
"[42]\tvalid_0's poisson: -88.7378\tvalid_0's huber: 28.4716\n",
"[43]\tvalid_0's poisson: -88.7736\tvalid_0's huber: 28.4396\n",
"[44]\tvalid_0's poisson: -88.8089\tvalid_0's huber: 28.4075\n",
"[45]\tvalid_0's poisson: -88.8447\tvalid_0's huber: 28.3755\n",
"[46]\tvalid_0's poisson: -88.8803\tvalid_0's huber: 28.3436\n",
"[47]\tvalid_0's poisson: -88.9155\tvalid_0's huber: 28.3116\n",
"[48]\tvalid_0's poisson: -88.951\tvalid_0's huber: 28.2798\n",
"[49]\tvalid_0's poisson: -88.9864\tvalid_0's huber: 28.2479\n",
"[50]\tvalid_0's poisson: -89.0215\tvalid_0's huber: 28.216\n",
"[51]\tvalid_0's poisson: -89.0569\tvalid_0's huber: 28.1842\n",
"[52]\tvalid_0's poisson: -89.0921\tvalid_0's huber: 28.1525\n",
"[53]\tvalid_0's poisson: -89.1271\tvalid_0's huber: 28.1208\n",
"[54]\tvalid_0's poisson: -89.1623\tvalid_0's huber: 28.0891\n",
"[55]\tvalid_0's poisson: -89.1975\tvalid_0's huber: 28.0573\n",
"[56]\tvalid_0's poisson: -89.2326\tvalid_0's huber: 28.0256\n",
"[57]\tvalid_0's poisson: -89.2674\tvalid_0's huber: 27.994\n",
"[58]\tvalid_0's poisson: -89.3024\tvalid_0's huber: 27.9623\n",
"[59]\tvalid_0's poisson: -89.3374\tvalid_0's huber: 27.9307\n",
"[60]\tvalid_0's poisson: -89.372\tvalid_0's huber: 27.8991\n",
"[61]\tvalid_0's poisson: -89.4069\tvalid_0's huber: 27.8676\n",
"[62]\tvalid_0's poisson: -89.4416\tvalid_0's huber: 27.836\n",
"[63]\tvalid_0's poisson: -89.4761\tvalid_0's huber: 27.8045\n",
"[64]\tvalid_0's poisson: -89.5108\tvalid_0's huber: 27.7731\n",
"[65]\tvalid_0's poisson: -89.5454\tvalid_0's huber: 27.7416\n",
"[66]\tvalid_0's poisson: -89.5797\tvalid_0's huber: 27.7102\n",
"[67]\tvalid_0's poisson: -89.6142\tvalid_0's huber: 27.6788\n",
"[68]\tvalid_0's poisson: -89.6487\tvalid_0's huber: 27.6474\n",
"[69]\tvalid_0's poisson: -89.6828\tvalid_0's huber: 27.6161\n",
"[70]\tvalid_0's poisson: -89.7172\tvalid_0's huber: 27.5848\n",
"[71]\tvalid_0's poisson: -89.7515\tvalid_0's huber: 27.5535\n",
"[72]\tvalid_0's poisson: -89.7855\tvalid_0's huber: 27.5222\n",
"[73]\tvalid_0's poisson: -89.8197\tvalid_0's huber: 27.491\n",
"[74]\tvalid_0's poisson: -89.8539\tvalid_0's huber: 27.4598\n",
"[75]\tvalid_0's poisson: -89.8877\tvalid_0's huber: 27.4286\n",
"[76]\tvalid_0's poisson: -89.9217\tvalid_0's huber: 27.3974\n",
"[77]\tvalid_0's poisson: -89.9555\tvalid_0's huber: 27.3663\n",
"[78]\tvalid_0's poisson: -89.9894\tvalid_0's huber: 27.3352\n",
"[79]\tvalid_0's poisson: -90.0233\tvalid_0's huber: 27.3041\n",
"[80]\tvalid_0's poisson: -90.0568\tvalid_0's huber: 27.2731\n",
"[81]\tvalid_0's poisson: -90.0906\tvalid_0's huber: 27.2421\n",
"[82]\tvalid_0's poisson: -90.1243\tvalid_0's huber: 27.2112\n",
"[83]\tvalid_0's poisson: -90.1578\tvalid_0's huber: 27.1803\n",
"[84]\tvalid_0's poisson: -90.1914\tvalid_0's huber: 27.1494\n",
"[85]\tvalid_0's poisson: -90.2249\tvalid_0's huber: 27.1187\n",
"[86]\tvalid_0's poisson: -90.2581\tvalid_0's huber: 27.088\n",
"[87]\tvalid_0's poisson: -90.2916\tvalid_0's huber: 27.0572\n",
"[88]\tvalid_0's poisson: -90.325\tvalid_0's huber: 27.0266\n",
"[89]\tvalid_0's poisson: -90.358\tvalid_0's huber: 26.996\n",
"[90]\tvalid_0's poisson: -90.3913\tvalid_0's huber: 26.9654\n",
"[91]\tvalid_0's poisson: -90.4245\tvalid_0's huber: 26.9348\n",
"[92]\tvalid_0's poisson: -90.4574\tvalid_0's huber: 26.9043\n",
"[93]\tvalid_0's poisson: -90.4905\tvalid_0's huber: 26.8738\n",
"[94]\tvalid_0's poisson: -90.5234\tvalid_0's huber: 26.8433\n",
"[95]\tvalid_0's poisson: -90.5564\tvalid_0's huber: 26.8129\n",
"[96]\tvalid_0's poisson: -90.5894\tvalid_0's huber: 26.7825\n",
"[97]\tvalid_0's poisson: -90.6221\tvalid_0's huber: 26.7521\n",
"[98]\tvalid_0's poisson: -90.655\tvalid_0's huber: 26.7218\n",
"[99]\tvalid_0's poisson: -90.6878\tvalid_0's huber: 26.6915\n",
"[100]\tvalid_0's poisson: -90.7203\tvalid_0's huber: 26.6612\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2071\tvalid_0's huber: 29.8099\n",
"[2]\tvalid_0's poisson: -87.2445\tvalid_0's huber: 29.7769\n",
"[3]\tvalid_0's poisson: -87.2818\tvalid_0's huber: 29.7439\n",
"[4]\tvalid_0's poisson: -87.3192\tvalid_0's huber: 29.711\n",
"[5]\tvalid_0's poisson: -87.3564\tvalid_0's huber: 29.6781\n",
"[6]\tvalid_0's poisson: -87.3936\tvalid_0's huber: 29.6453\n",
"[7]\tvalid_0's poisson: -87.4307\tvalid_0's huber: 29.6125\n",
"[8]\tvalid_0's poisson: -87.4678\tvalid_0's huber: 29.5797\n",
"[9]\tvalid_0's poisson: -87.5048\tvalid_0's huber: 29.5469\n",
"[10]\tvalid_0's poisson: -87.5418\tvalid_0's huber: 29.5142\n",
"[11]\tvalid_0's poisson: -87.5787\tvalid_0's huber: 29.4815\n",
"[12]\tvalid_0's poisson: -87.6155\tvalid_0's huber: 29.4488\n",
"[13]\tvalid_0's poisson: -87.6523\tvalid_0's huber: 29.4162\n",
"[14]\tvalid_0's poisson: -87.689\tvalid_0's huber: 29.3836\n",
"[15]\tvalid_0's poisson: -87.7257\tvalid_0's huber: 29.3511\n",
"[16]\tvalid_0's poisson: -87.7623\tvalid_0's huber: 29.3185\n",
"[17]\tvalid_0's poisson: -87.7989\tvalid_0's huber: 29.286\n",
"[18]\tvalid_0's poisson: -87.8354\tvalid_0's huber: 29.2536\n",
"[19]\tvalid_0's poisson: -87.8718\tvalid_0's huber: 29.2211\n",
"[20]\tvalid_0's poisson: -87.9082\tvalid_0's huber: 29.1887\n",
"[21]\tvalid_0's poisson: -87.9445\tvalid_0's huber: 29.1564\n",
"[22]\tvalid_0's poisson: -87.9808\tvalid_0's huber: 29.124\n",
"[23]\tvalid_0's poisson: -88.017\tvalid_0's huber: 29.0917\n",
"[24]\tvalid_0's poisson: -88.0531\tvalid_0's huber: 29.0594\n",
"[25]\tvalid_0's poisson: -88.0892\tvalid_0's huber: 29.0272\n",
"[26]\tvalid_0's poisson: -88.1253\tvalid_0's huber: 28.9949\n",
"[27]\tvalid_0's poisson: -88.1613\tvalid_0's huber: 28.9627\n",
"[28]\tvalid_0's poisson: -88.1973\tvalid_0's huber: 28.9305\n",
"[29]\tvalid_0's poisson: -88.2335\tvalid_0's huber: 28.8984\n",
"[30]\tvalid_0's poisson: -88.2694\tvalid_0's huber: 28.8663\n",
"[31]\tvalid_0's poisson: -88.3055\tvalid_0's huber: 28.8342\n",
"[32]\tvalid_0's poisson: -88.3413\tvalid_0's huber: 28.8021\n",
"[33]\tvalid_0's poisson: -88.3773\tvalid_0's huber: 28.7701\n",
"[34]\tvalid_0's poisson: -88.4132\tvalid_0's huber: 28.7382\n",
"[35]\tvalid_0's poisson: -88.4489\tvalid_0's huber: 28.7061\n",
"[36]\tvalid_0's poisson: -88.4848\tvalid_0's huber: 28.6742\n",
"[37]\tvalid_0's poisson: -88.5202\tvalid_0's huber: 28.6423\n",
"[38]\tvalid_0's poisson: -88.556\tvalid_0's huber: 28.6104\n",
"[39]\tvalid_0's poisson: -88.5917\tvalid_0's huber: 28.5786\n",
"[40]\tvalid_0's poisson: -88.627\tvalid_0's huber: 28.5468\n",
"[41]\tvalid_0's poisson: -88.6626\tvalid_0's huber: 28.515\n",
"[42]\tvalid_0's poisson: -88.6979\tvalid_0's huber: 28.4831\n",
"[43]\tvalid_0's poisson: -88.7332\tvalid_0's huber: 28.4515\n",
"[44]\tvalid_0's poisson: -88.7687\tvalid_0's huber: 28.4199\n",
"[45]\tvalid_0's poisson: -88.8038\tvalid_0's huber: 28.3881\n",
"[46]\tvalid_0's poisson: -88.839\tvalid_0's huber: 28.3566\n",
"[47]\tvalid_0's poisson: -88.874\tvalid_0's huber: 28.3249\n",
"[48]\tvalid_0's poisson: -88.9091\tvalid_0's huber: 28.2935\n",
"[49]\tvalid_0's poisson: -88.9442\tvalid_0's huber: 28.262\n",
"[50]\tvalid_0's poisson: -88.9791\tvalid_0's huber: 28.2303\n",
"[51]\tvalid_0's poisson: -89.014\tvalid_0's huber: 28.199\n",
"[52]\tvalid_0's poisson: -89.049\tvalid_0's huber: 28.1676\n",
"[53]\tvalid_0's poisson: -89.084\tvalid_0's huber: 28.1361\n",
"[54]\tvalid_0's poisson: -89.1185\tvalid_0's huber: 28.1047\n",
"[55]\tvalid_0's poisson: -89.1534\tvalid_0's huber: 28.0734\n",
"[56]\tvalid_0's poisson: -89.188\tvalid_0's huber: 28.0422\n",
"[57]\tvalid_0's poisson: -89.2226\tvalid_0's huber: 28.0107\n",
"[58]\tvalid_0's poisson: -89.2572\tvalid_0's huber: 27.9794\n",
"[59]\tvalid_0's poisson: -89.2916\tvalid_0's huber: 27.9482\n",
"[60]\tvalid_0's poisson: -89.3261\tvalid_0's huber: 27.9169\n",
"[61]\tvalid_0's poisson: -89.3603\tvalid_0's huber: 27.8857\n",
"[62]\tvalid_0's poisson: -89.3948\tvalid_0's huber: 27.8545\n",
"[63]\tvalid_0's poisson: -89.429\tvalid_0's huber: 27.8233\n",
"[64]\tvalid_0's poisson: -89.4633\tvalid_0's huber: 27.7922\n",
"[65]\tvalid_0's poisson: -89.4972\tvalid_0's huber: 27.7612\n",
"[66]\tvalid_0's poisson: -89.5314\tvalid_0's huber: 27.7302\n",
"[67]\tvalid_0's poisson: -89.5675\tvalid_0's huber: 27.6998\n",
"[68]\tvalid_0's poisson: -89.6013\tvalid_0's huber: 27.6688\n",
"[69]\tvalid_0's poisson: -89.6372\tvalid_0's huber: 27.6386\n",
"[70]\tvalid_0's poisson: -89.6709\tvalid_0's huber: 27.6077\n",
"[71]\tvalid_0's poisson: -89.7068\tvalid_0's huber: 27.5773\n",
"[72]\tvalid_0's poisson: -89.7426\tvalid_0's huber: 27.5472\n",
"[73]\tvalid_0's poisson: -89.7763\tvalid_0's huber: 27.5162\n",
"[74]\tvalid_0's poisson: -89.8119\tvalid_0's huber: 27.486\n",
"[75]\tvalid_0's poisson: -89.8477\tvalid_0's huber: 27.4558\n",
"[76]\tvalid_0's poisson: -89.8833\tvalid_0's huber: 27.4256\n",
"[77]\tvalid_0's poisson: -89.9169\tvalid_0's huber: 27.3947\n",
"[78]\tvalid_0's poisson: -89.9523\tvalid_0's huber: 27.3647\n",
"[79]\tvalid_0's poisson: -89.9879\tvalid_0's huber: 27.3345\n",
"[80]\tvalid_0's poisson: -90.0233\tvalid_0's huber: 27.3044\n",
"[81]\tvalid_0's poisson: -90.0588\tvalid_0's huber: 27.2744\n",
"[82]\tvalid_0's poisson: -90.0918\tvalid_0's huber: 27.2439\n",
"[83]\tvalid_0's poisson: -90.1272\tvalid_0's huber: 27.2138\n",
"[84]\tvalid_0's poisson: -90.1624\tvalid_0's huber: 27.184\n",
"[85]\tvalid_0's poisson: -90.1976\tvalid_0's huber: 27.1542\n",
"[86]\tvalid_0's poisson: -90.2328\tvalid_0's huber: 27.1244\n",
"[87]\tvalid_0's poisson: -90.2679\tvalid_0's huber: 27.0947\n",
"[88]\tvalid_0's poisson: -90.3029\tvalid_0's huber: 27.065\n",
"[89]\tvalid_0's poisson: -90.3358\tvalid_0's huber: 27.0346\n",
"[90]\tvalid_0's poisson: -90.3708\tvalid_0's huber: 27.0049\n",
"[91]\tvalid_0's poisson: -90.4058\tvalid_0's huber: 26.9752\n",
"[92]\tvalid_0's poisson: -90.4406\tvalid_0's huber: 26.9456\n",
"[93]\tvalid_0's poisson: -90.4754\tvalid_0's huber: 26.916\n",
"[94]\tvalid_0's poisson: -90.5102\tvalid_0's huber: 26.8865\n",
"[95]\tvalid_0's poisson: -90.5447\tvalid_0's huber: 26.8569\n",
"[96]\tvalid_0's poisson: -90.5794\tvalid_0's huber: 26.8274\n",
"[97]\tvalid_0's poisson: -90.6141\tvalid_0's huber: 26.7979\n",
"[98]\tvalid_0's poisson: -90.6487\tvalid_0's huber: 26.7684\n",
"[99]\tvalid_0's poisson: -90.6831\tvalid_0's huber: 26.7388\n",
"[100]\tvalid_0's poisson: -90.7176\tvalid_0's huber: 26.7094\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2135\tvalid_0's huber: 29.7607\n",
"[2]\tvalid_0's poisson: -87.251\tvalid_0's huber: 29.7278\n",
"[3]\tvalid_0's poisson: -87.2884\tvalid_0's huber: 29.695\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -87.3258\tvalid_0's huber: 29.6622\n",
"[5]\tvalid_0's poisson: -87.3631\tvalid_0's huber: 29.6294\n",
"[6]\tvalid_0's poisson: -87.4004\tvalid_0's huber: 29.5966\n",
"[7]\tvalid_0's poisson: -87.4376\tvalid_0's huber: 29.5639\n",
"[8]\tvalid_0's poisson: -87.4747\tvalid_0's huber: 29.5312\n",
"[9]\tvalid_0's poisson: -87.5118\tvalid_0's huber: 29.4986\n",
"[10]\tvalid_0's poisson: -87.5488\tvalid_0's huber: 29.466\n",
"[11]\tvalid_0's poisson: -87.5858\tvalid_0's huber: 29.4334\n",
"[12]\tvalid_0's poisson: -87.6227\tvalid_0's huber: 29.4009\n",
"[13]\tvalid_0's poisson: -87.6595\tvalid_0's huber: 29.3683\n",
"[14]\tvalid_0's poisson: -87.6963\tvalid_0's huber: 29.3358\n",
"[15]\tvalid_0's poisson: -87.733\tvalid_0's huber: 29.3034\n",
"[16]\tvalid_0's poisson: -87.7696\tvalid_0's huber: 29.2709\n",
"[17]\tvalid_0's poisson: -87.8062\tvalid_0's huber: 29.2385\n",
"[18]\tvalid_0's poisson: -87.8428\tvalid_0's huber: 29.2062\n",
"[19]\tvalid_0's poisson: -87.8792\tvalid_0's huber: 29.1738\n",
"[20]\tvalid_0's poisson: -87.9156\tvalid_0's huber: 29.1415\n",
"[21]\tvalid_0's poisson: -87.952\tvalid_0's huber: 29.1093\n",
"[22]\tvalid_0's poisson: -87.9883\tvalid_0's huber: 29.077\n",
"[23]\tvalid_0's poisson: -88.0245\tvalid_0's huber: 29.0448\n",
"[24]\tvalid_0's poisson: -88.0607\tvalid_0's huber: 29.0127\n",
"[25]\tvalid_0's poisson: -88.0968\tvalid_0's huber: 28.9806\n",
"[26]\tvalid_0's poisson: -88.1328\tvalid_0's huber: 28.9485\n",
"[27]\tvalid_0's poisson: -88.1685\tvalid_0's huber: 28.9167\n",
"[28]\tvalid_0's poisson: -88.2044\tvalid_0's huber: 28.8847\n",
"[29]\tvalid_0's poisson: -88.2402\tvalid_0's huber: 28.8528\n",
"[30]\tvalid_0's poisson: -88.2757\tvalid_0's huber: 28.8211\n",
"[31]\tvalid_0's poisson: -88.3117\tvalid_0's huber: 28.7893\n",
"[32]\tvalid_0's poisson: -88.3476\tvalid_0's huber: 28.7576\n",
"[33]\tvalid_0's poisson: -88.3833\tvalid_0's huber: 28.7257\n",
"[34]\tvalid_0's poisson: -88.4191\tvalid_0's huber: 28.694\n",
"[35]\tvalid_0's poisson: -88.4543\tvalid_0's huber: 28.6625\n",
"[36]\tvalid_0's poisson: -88.49\tvalid_0's huber: 28.6309\n",
"[37]\tvalid_0's poisson: -88.5256\tvalid_0's huber: 28.5993\n",
"[38]\tvalid_0's poisson: -88.5612\tvalid_0's huber: 28.5677\n",
"[39]\tvalid_0's poisson: -88.5963\tvalid_0's huber: 28.5363\n",
"[40]\tvalid_0's poisson: -88.6317\tvalid_0's huber: 28.5048\n",
"[41]\tvalid_0's poisson: -88.6671\tvalid_0's huber: 28.4733\n",
"[42]\tvalid_0's poisson: -88.7022\tvalid_0's huber: 28.4417\n",
"[43]\tvalid_0's poisson: -88.7375\tvalid_0's huber: 28.4103\n",
"[44]\tvalid_0's poisson: -88.7727\tvalid_0's huber: 28.379\n",
"[45]\tvalid_0's poisson: -88.8074\tvalid_0's huber: 28.3477\n",
"[46]\tvalid_0's poisson: -88.8425\tvalid_0's huber: 28.3164\n",
"[47]\tvalid_0's poisson: -88.8775\tvalid_0's huber: 28.2852\n",
"[48]\tvalid_0's poisson: -88.9126\tvalid_0's huber: 28.2538\n",
"[49]\tvalid_0's poisson: -88.9471\tvalid_0's huber: 28.2227\n",
"[50]\tvalid_0's poisson: -88.982\tvalid_0's huber: 28.1915\n",
"[51]\tvalid_0's poisson: -89.0168\tvalid_0's huber: 28.1603\n",
"[52]\tvalid_0's poisson: -89.0514\tvalid_0's huber: 28.129\n",
"[53]\tvalid_0's poisson: -89.0861\tvalid_0's huber: 28.0979\n",
"[54]\tvalid_0's poisson: -89.1208\tvalid_0's huber: 28.0668\n",
"[55]\tvalid_0's poisson: -89.1556\tvalid_0's huber: 28.0356\n",
"[56]\tvalid_0's poisson: -89.1899\tvalid_0's huber: 28.0045\n",
"[57]\tvalid_0's poisson: -89.2246\tvalid_0's huber: 27.9733\n",
"[58]\tvalid_0's poisson: -89.2591\tvalid_0's huber: 27.9423\n",
"[59]\tvalid_0's poisson: -89.2936\tvalid_0's huber: 27.9112\n",
"[60]\tvalid_0's poisson: -89.3278\tvalid_0's huber: 27.8801\n",
"[61]\tvalid_0's poisson: -89.3621\tvalid_0's huber: 27.8492\n",
"[62]\tvalid_0's poisson: -89.3966\tvalid_0's huber: 27.818\n",
"[63]\tvalid_0's poisson: -89.4306\tvalid_0's huber: 27.787\n",
"[64]\tvalid_0's poisson: -89.4648\tvalid_0's huber: 27.7562\n",
"[65]\tvalid_0's poisson: -89.4991\tvalid_0's huber: 27.7252\n",
"[66]\tvalid_0's poisson: -89.5331\tvalid_0's huber: 27.6941\n",
"[67]\tvalid_0's poisson: -89.5673\tvalid_0's huber: 27.6632\n",
"[68]\tvalid_0's poisson: -89.6012\tvalid_0's huber: 27.6324\n",
"[69]\tvalid_0's poisson: -89.6354\tvalid_0's huber: 27.6015\n",
"[70]\tvalid_0's poisson: -89.669\tvalid_0's huber: 27.5707\n",
"[71]\tvalid_0's poisson: -89.7028\tvalid_0's huber: 27.5401\n",
"[72]\tvalid_0's poisson: -89.7367\tvalid_0's huber: 27.5093\n",
"[73]\tvalid_0's poisson: -89.7701\tvalid_0's huber: 27.4786\n",
"[74]\tvalid_0's poisson: -89.8039\tvalid_0's huber: 27.4479\n",
"[75]\tvalid_0's poisson: -89.8396\tvalid_0's huber: 27.4178\n",
"[76]\tvalid_0's poisson: -89.8754\tvalid_0's huber: 27.3877\n",
"[77]\tvalid_0's poisson: -89.9086\tvalid_0's huber: 27.3572\n",
"[78]\tvalid_0's poisson: -89.9442\tvalid_0's huber: 27.3272\n",
"[79]\tvalid_0's poisson: -89.9796\tvalid_0's huber: 27.2973\n",
"[80]\tvalid_0's poisson: -90.0153\tvalid_0's huber: 27.2673\n",
"[81]\tvalid_0's poisson: -90.0485\tvalid_0's huber: 27.2366\n",
"[82]\tvalid_0's poisson: -90.0838\tvalid_0's huber: 27.2068\n",
"[83]\tvalid_0's poisson: -90.1192\tvalid_0's huber: 27.1771\n",
"[84]\tvalid_0's poisson: -90.152\tvalid_0's huber: 27.1468\n",
"[85]\tvalid_0's poisson: -90.1873\tvalid_0's huber: 27.1171\n",
"[86]\tvalid_0's poisson: -90.2225\tvalid_0's huber: 27.0874\n",
"[87]\tvalid_0's poisson: -90.2578\tvalid_0's huber: 27.0577\n",
"[88]\tvalid_0's poisson: -90.2904\tvalid_0's huber: 27.0275\n",
"[89]\tvalid_0's poisson: -90.3255\tvalid_0's huber: 26.9979\n",
"[90]\tvalid_0's poisson: -90.3607\tvalid_0's huber: 26.9682\n",
"[91]\tvalid_0's poisson: -90.3955\tvalid_0's huber: 26.9385\n",
"[92]\tvalid_0's poisson: -90.4306\tvalid_0's huber: 26.9089\n",
"[93]\tvalid_0's poisson: -90.4656\tvalid_0's huber: 26.8793\n",
"[94]\tvalid_0's poisson: -90.5005\tvalid_0's huber: 26.8497\n",
"[95]\tvalid_0's poisson: -90.5352\tvalid_0's huber: 26.8201\n",
"[96]\tvalid_0's poisson: -90.5701\tvalid_0's huber: 26.7906\n",
"[97]\tvalid_0's poisson: -90.6049\tvalid_0's huber: 26.7612\n",
"[98]\tvalid_0's poisson: -90.6396\tvalid_0's huber: 26.7317\n",
"[99]\tvalid_0's poisson: -90.6741\tvalid_0's huber: 26.7022\n",
"[100]\tvalid_0's poisson: -90.7087\tvalid_0's huber: 26.6728\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2009\tvalid_0's huber: 29.8529\n",
"[2]\tvalid_0's poisson: -87.2385\tvalid_0's huber: 29.8201\n",
"[3]\tvalid_0's poisson: -87.2757\tvalid_0's huber: 29.7878\n",
"[4]\tvalid_0's poisson: -87.3129\tvalid_0's huber: 29.7555\n",
"[5]\tvalid_0's poisson: -87.3503\tvalid_0's huber: 29.7228\n",
"[6]\tvalid_0's poisson: -87.3872\tvalid_0's huber: 29.6903\n",
"[7]\tvalid_0's poisson: -87.424\tvalid_0's huber: 29.6578\n",
"[8]\tvalid_0's poisson: -87.4613\tvalid_0's huber: 29.6252\n",
"[9]\tvalid_0's poisson: -87.498\tvalid_0's huber: 29.5927\n",
"[10]\tvalid_0's poisson: -87.5351\tvalid_0's huber: 29.5601\n",
"[11]\tvalid_0's poisson: -87.5717\tvalid_0's huber: 29.5277\n",
"[12]\tvalid_0's poisson: -87.6087\tvalid_0's huber: 29.4952\n",
"[13]\tvalid_0's poisson: -87.6452\tvalid_0's huber: 29.4629\n",
"[14]\tvalid_0's poisson: -87.6822\tvalid_0's huber: 29.4304\n",
"[15]\tvalid_0's poisson: -87.7187\tvalid_0's huber: 29.3985\n",
"[16]\tvalid_0's poisson: -87.755\tvalid_0's huber: 29.3662\n",
"[17]\tvalid_0's poisson: -87.7918\tvalid_0's huber: 29.3338\n",
"[18]\tvalid_0's poisson: -87.8281\tvalid_0's huber: 29.3019\n",
"[19]\tvalid_0's poisson: -87.8643\tvalid_0's huber: 29.2698\n",
"[20]\tvalid_0's poisson: -87.9009\tvalid_0's huber: 29.2375\n",
"[21]\tvalid_0's poisson: -87.9371\tvalid_0's huber: 29.2057\n",
"[22]\tvalid_0's poisson: -87.9731\tvalid_0's huber: 29.1736\n",
"[23]\tvalid_0's poisson: -88.0095\tvalid_0's huber: 29.1414\n",
"[24]\tvalid_0's poisson: -88.0456\tvalid_0's huber: 29.1097\n",
"[25]\tvalid_0's poisson: -88.0814\tvalid_0's huber: 29.0777\n",
"[26]\tvalid_0's poisson: -88.1177\tvalid_0's huber: 29.0456\n",
"[27]\tvalid_0's poisson: -88.1534\tvalid_0's huber: 29.0136\n",
"[28]\tvalid_0's poisson: -88.1896\tvalid_0's huber: 28.9816\n",
"[29]\tvalid_0's poisson: -88.2252\tvalid_0's huber: 28.9497\n",
"[30]\tvalid_0's poisson: -88.2613\tvalid_0's huber: 28.9177\n",
"[31]\tvalid_0's poisson: -88.2973\tvalid_0's huber: 28.8857\n",
"[32]\tvalid_0's poisson: -88.3327\tvalid_0's huber: 28.8539\n",
"[33]\tvalid_0's poisson: -88.3686\tvalid_0's huber: 28.822\n",
"[34]\tvalid_0's poisson: -88.404\tvalid_0's huber: 28.7903\n",
"[35]\tvalid_0's poisson: -88.4397\tvalid_0's huber: 28.7584\n",
"[36]\tvalid_0's poisson: -88.4755\tvalid_0's huber: 28.7266\n",
"[37]\tvalid_0's poisson: -88.5107\tvalid_0's huber: 28.6949\n",
"[38]\tvalid_0's poisson: -88.5464\tvalid_0's huber: 28.663\n",
"[39]\tvalid_0's poisson: -88.582\tvalid_0's huber: 28.6313\n",
"[40]\tvalid_0's poisson: -88.617\tvalid_0's huber: 28.5997\n",
"[41]\tvalid_0's poisson: -88.6525\tvalid_0's huber: 28.568\n",
"[42]\tvalid_0's poisson: -88.6874\tvalid_0's huber: 28.5364\n",
"[43]\tvalid_0's poisson: -88.7229\tvalid_0's huber: 28.5046\n",
"[44]\tvalid_0's poisson: -88.7581\tvalid_0's huber: 28.4731\n",
"[45]\tvalid_0's poisson: -88.7929\tvalid_0's huber: 28.4416\n",
"[46]\tvalid_0's poisson: -88.8283\tvalid_0's huber: 28.4099\n",
"[47]\tvalid_0's poisson: -88.8635\tvalid_0's huber: 28.3783\n",
"[48]\tvalid_0's poisson: -88.8986\tvalid_0's huber: 28.3467\n",
"[49]\tvalid_0's poisson: -88.9332\tvalid_0's huber: 28.3153\n",
"[50]\tvalid_0's poisson: -88.9683\tvalid_0's huber: 28.2838\n",
"[51]\tvalid_0's poisson: -89.0028\tvalid_0's huber: 28.2524\n",
"[52]\tvalid_0's poisson: -89.0378\tvalid_0's huber: 28.2209\n",
"[53]\tvalid_0's poisson: -89.0728\tvalid_0's huber: 28.1894\n",
"[54]\tvalid_0's poisson: -89.107\tvalid_0's huber: 28.1582\n",
"[55]\tvalid_0's poisson: -89.1419\tvalid_0's huber: 28.1268\n",
"[56]\tvalid_0's poisson: -89.1761\tvalid_0's huber: 28.0956\n",
"[57]\tvalid_0's poisson: -89.2108\tvalid_0's huber: 28.0642\n",
"[58]\tvalid_0's poisson: -89.2454\tvalid_0's huber: 28.033\n",
"[59]\tvalid_0's poisson: -89.2794\tvalid_0's huber: 28.0019\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[60]\tvalid_0's poisson: -89.3139\tvalid_0's huber: 27.9707\n",
"[61]\tvalid_0's poisson: -89.3484\tvalid_0's huber: 27.9395\n",
"[62]\tvalid_0's poisson: -89.3822\tvalid_0's huber: 27.9085\n",
"[63]\tvalid_0's poisson: -89.4167\tvalid_0's huber: 27.8772\n",
"[64]\tvalid_0's poisson: -89.4505\tvalid_0's huber: 27.8463\n",
"[65]\tvalid_0's poisson: -89.4847\tvalid_0's huber: 27.8152\n",
"[66]\tvalid_0's poisson: -89.519\tvalid_0's huber: 27.7841\n",
"[67]\tvalid_0's poisson: -89.5527\tvalid_0's huber: 27.7531\n",
"[68]\tvalid_0's poisson: -89.5868\tvalid_0's huber: 27.7221\n",
"[69]\tvalid_0's poisson: -89.6209\tvalid_0's huber: 27.691\n",
"[70]\tvalid_0's poisson: -89.6549\tvalid_0's huber: 27.66\n",
"[71]\tvalid_0's poisson: -89.6884\tvalid_0's huber: 27.6292\n",
"[72]\tvalid_0's poisson: -89.7223\tvalid_0's huber: 27.5982\n",
"[73]\tvalid_0's poisson: -89.7563\tvalid_0's huber: 27.5673\n",
"[74]\tvalid_0's poisson: -89.7901\tvalid_0's huber: 27.5365\n",
"[75]\tvalid_0's poisson: -89.8236\tvalid_0's huber: 27.5056\n",
"[76]\tvalid_0's poisson: -89.8593\tvalid_0's huber: 27.4755\n",
"[77]\tvalid_0's poisson: -89.8928\tvalid_0's huber: 27.4447\n",
"[78]\tvalid_0's poisson: -89.9284\tvalid_0's huber: 27.4146\n",
"[79]\tvalid_0's poisson: -89.9614\tvalid_0's huber: 27.3841\n",
"[80]\tvalid_0's poisson: -89.9947\tvalid_0's huber: 27.3534\n",
"[81]\tvalid_0's poisson: -90.0301\tvalid_0's huber: 27.3234\n",
"[82]\tvalid_0's poisson: -90.0656\tvalid_0's huber: 27.2935\n",
"[83]\tvalid_0's poisson: -90.0987\tvalid_0's huber: 27.2629\n",
"[84]\tvalid_0's poisson: -90.134\tvalid_0's huber: 27.233\n",
"[85]\tvalid_0's poisson: -90.1692\tvalid_0's huber: 27.2033\n",
"[86]\tvalid_0's poisson: -90.2021\tvalid_0's huber: 27.1727\n",
"[87]\tvalid_0's poisson: -90.2373\tvalid_0's huber: 27.143\n",
"[88]\tvalid_0's poisson: -90.2701\tvalid_0's huber: 27.1125\n",
"[89]\tvalid_0's poisson: -90.3052\tvalid_0's huber: 27.0828\n",
"[90]\tvalid_0's poisson: -90.338\tvalid_0's huber: 27.0524\n",
"[91]\tvalid_0's poisson: -90.3729\tvalid_0's huber: 27.0228\n",
"[92]\tvalid_0's poisson: -90.4078\tvalid_0's huber: 26.9932\n",
"[93]\tvalid_0's poisson: -90.4425\tvalid_0's huber: 26.9637\n",
"[94]\tvalid_0's poisson: -90.4774\tvalid_0's huber: 26.9341\n",
"[95]\tvalid_0's poisson: -90.5118\tvalid_0's huber: 26.9045\n",
"[96]\tvalid_0's poisson: -90.5465\tvalid_0's huber: 26.875\n",
"[97]\tvalid_0's poisson: -90.5812\tvalid_0's huber: 26.8455\n",
"[98]\tvalid_0's poisson: -90.6155\tvalid_0's huber: 26.816\n",
"[99]\tvalid_0's poisson: -90.6501\tvalid_0's huber: 26.7866\n",
"[100]\tvalid_0's poisson: -90.6845\tvalid_0's huber: 26.7573\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2157\tvalid_0's huber: 29.7771\n",
"[2]\tvalid_0's poisson: -87.2577\tvalid_0's huber: 29.7424\n",
"[3]\tvalid_0's poisson: -87.2996\tvalid_0's huber: 29.7078\n",
"[4]\tvalid_0's poisson: -87.3414\tvalid_0's huber: 29.6732\n",
"[5]\tvalid_0's poisson: -87.3832\tvalid_0's huber: 29.6386\n",
"[6]\tvalid_0's poisson: -87.425\tvalid_0's huber: 29.6041\n",
"[7]\tvalid_0's poisson: -87.4668\tvalid_0's huber: 29.5697\n",
"[8]\tvalid_0's poisson: -87.5085\tvalid_0's huber: 29.5353\n",
"[9]\tvalid_0's poisson: -87.5502\tvalid_0's huber: 29.5009\n",
"[10]\tvalid_0's poisson: -87.5918\tvalid_0's huber: 29.4665\n",
"[11]\tvalid_0's poisson: -87.6333\tvalid_0's huber: 29.4322\n",
"[12]\tvalid_0's poisson: -87.6748\tvalid_0's huber: 29.3979\n",
"[13]\tvalid_0's poisson: -87.7162\tvalid_0's huber: 29.3636\n",
"[14]\tvalid_0's poisson: -87.7575\tvalid_0's huber: 29.3293\n",
"[15]\tvalid_0's poisson: -87.7988\tvalid_0's huber: 29.2951\n",
"[16]\tvalid_0's poisson: -87.84\tvalid_0's huber: 29.2609\n",
"[17]\tvalid_0's poisson: -87.8812\tvalid_0's huber: 29.2268\n",
"[18]\tvalid_0's poisson: -87.9223\tvalid_0's huber: 29.1926\n",
"[19]\tvalid_0's poisson: -87.9633\tvalid_0's huber: 29.1585\n",
"[20]\tvalid_0's poisson: -88.0043\tvalid_0's huber: 29.1245\n",
"[21]\tvalid_0's poisson: -88.0452\tvalid_0's huber: 29.0904\n",
"[22]\tvalid_0's poisson: -88.0861\tvalid_0's huber: 29.0564\n",
"[23]\tvalid_0's poisson: -88.1268\tvalid_0's huber: 29.0224\n",
"[24]\tvalid_0's poisson: -88.1676\tvalid_0's huber: 28.9884\n",
"[25]\tvalid_0's poisson: -88.2082\tvalid_0's huber: 28.9545\n",
"[26]\tvalid_0's poisson: -88.2489\tvalid_0's huber: 28.9206\n",
"[27]\tvalid_0's poisson: -88.2894\tvalid_0's huber: 28.8868\n",
"[28]\tvalid_0's poisson: -88.3299\tvalid_0's huber: 28.853\n",
"[29]\tvalid_0's poisson: -88.3703\tvalid_0's huber: 28.8192\n",
"[30]\tvalid_0's poisson: -88.4105\tvalid_0's huber: 28.7857\n",
"[31]\tvalid_0's poisson: -88.4506\tvalid_0's huber: 28.7522\n",
"[32]\tvalid_0's poisson: -88.4907\tvalid_0's huber: 28.7188\n",
"[33]\tvalid_0's poisson: -88.5307\tvalid_0's huber: 28.6853\n",
"[34]\tvalid_0's poisson: -88.5707\tvalid_0's huber: 28.6519\n",
"[35]\tvalid_0's poisson: -88.6106\tvalid_0's huber: 28.6186\n",
"[36]\tvalid_0's poisson: -88.6505\tvalid_0's huber: 28.5852\n",
"[37]\tvalid_0's poisson: -88.6903\tvalid_0's huber: 28.5518\n",
"[38]\tvalid_0's poisson: -88.7301\tvalid_0's huber: 28.5184\n",
"[39]\tvalid_0's poisson: -88.7699\tvalid_0's huber: 28.4851\n",
"[40]\tvalid_0's poisson: -88.8095\tvalid_0's huber: 28.4517\n",
"[41]\tvalid_0's poisson: -88.8492\tvalid_0's huber: 28.4185\n",
"[42]\tvalid_0's poisson: -88.8887\tvalid_0's huber: 28.3852\n",
"[43]\tvalid_0's poisson: -88.9282\tvalid_0's huber: 28.352\n",
"[44]\tvalid_0's poisson: -88.9677\tvalid_0's huber: 28.3188\n",
"[45]\tvalid_0's poisson: -89.0071\tvalid_0's huber: 28.2856\n",
"[46]\tvalid_0's poisson: -89.0464\tvalid_0's huber: 28.2524\n",
"[47]\tvalid_0's poisson: -89.0857\tvalid_0's huber: 28.2193\n",
"[48]\tvalid_0's poisson: -89.1249\tvalid_0's huber: 28.1862\n",
"[49]\tvalid_0's poisson: -89.164\tvalid_0's huber: 28.1533\n",
"[50]\tvalid_0's poisson: -89.2031\tvalid_0's huber: 28.1202\n",
"[51]\tvalid_0's poisson: -89.2422\tvalid_0's huber: 28.0872\n",
"[52]\tvalid_0's poisson: -89.2812\tvalid_0's huber: 28.0543\n",
"[53]\tvalid_0's poisson: -89.3201\tvalid_0's huber: 28.0213\n",
"[54]\tvalid_0's poisson: -89.359\tvalid_0's huber: 27.9884\n",
"[55]\tvalid_0's poisson: -89.3978\tvalid_0's huber: 27.9555\n",
"[56]\tvalid_0's poisson: -89.4366\tvalid_0's huber: 27.9227\n",
"[57]\tvalid_0's poisson: -89.4753\tvalid_0's huber: 27.8898\n",
"[58]\tvalid_0's poisson: -89.514\tvalid_0's huber: 27.857\n",
"[59]\tvalid_0's poisson: -89.5526\tvalid_0's huber: 27.8243\n",
"[60]\tvalid_0's poisson: -89.5911\tvalid_0's huber: 27.7915\n",
"[61]\tvalid_0's poisson: -89.6297\tvalid_0's huber: 27.7588\n",
"[62]\tvalid_0's poisson: -89.6681\tvalid_0's huber: 27.726\n",
"[63]\tvalid_0's poisson: -89.7065\tvalid_0's huber: 27.6934\n",
"[64]\tvalid_0's poisson: -89.7448\tvalid_0's huber: 27.6607\n",
"[65]\tvalid_0's poisson: -89.7831\tvalid_0's huber: 27.628\n",
"[66]\tvalid_0's poisson: -89.8213\tvalid_0's huber: 27.5954\n",
"[67]\tvalid_0's poisson: -89.8595\tvalid_0's huber: 27.5628\n",
"[68]\tvalid_0's poisson: -89.8976\tvalid_0's huber: 27.5302\n",
"[69]\tvalid_0's poisson: -89.9357\tvalid_0's huber: 27.4976\n",
"[70]\tvalid_0's poisson: -89.9737\tvalid_0's huber: 27.4652\n",
"[71]\tvalid_0's poisson: -90.0117\tvalid_0's huber: 27.4327\n",
"[72]\tvalid_0's poisson: -90.0496\tvalid_0's huber: 27.4002\n",
"[73]\tvalid_0's poisson: -90.0874\tvalid_0's huber: 27.3678\n",
"[74]\tvalid_0's poisson: -90.1252\tvalid_0's huber: 27.3353\n",
"[75]\tvalid_0's poisson: -90.163\tvalid_0's huber: 27.3029\n",
"[76]\tvalid_0's poisson: -90.2007\tvalid_0's huber: 27.2706\n",
"[77]\tvalid_0's poisson: -90.2382\tvalid_0's huber: 27.2383\n",
"[78]\tvalid_0's poisson: -90.2758\tvalid_0's huber: 27.206\n",
"[79]\tvalid_0's poisson: -90.3133\tvalid_0's huber: 27.1737\n",
"[80]\tvalid_0's poisson: -90.3508\tvalid_0's huber: 27.1414\n",
"[81]\tvalid_0's poisson: -90.3881\tvalid_0's huber: 27.1093\n",
"[82]\tvalid_0's poisson: -90.4255\tvalid_0's huber: 27.0771\n",
"[83]\tvalid_0's poisson: -90.4627\tvalid_0's huber: 27.045\n",
"[84]\tvalid_0's poisson: -90.5\tvalid_0's huber: 27.0128\n",
"[85]\tvalid_0's poisson: -90.5371\tvalid_0's huber: 26.9807\n",
"[86]\tvalid_0's poisson: -90.5742\tvalid_0's huber: 26.9487\n",
"[87]\tvalid_0's poisson: -90.6113\tvalid_0's huber: 26.9166\n",
"[88]\tvalid_0's poisson: -90.6483\tvalid_0's huber: 26.8846\n",
"[89]\tvalid_0's poisson: -90.6854\tvalid_0's huber: 26.8524\n",
"[90]\tvalid_0's poisson: -90.7223\tvalid_0's huber: 26.8205\n",
"[91]\tvalid_0's poisson: -90.7591\tvalid_0's huber: 26.7886\n",
"[92]\tvalid_0's poisson: -90.7958\tvalid_0's huber: 26.7568\n",
"[93]\tvalid_0's poisson: -90.8328\tvalid_0's huber: 26.7246\n",
"[94]\tvalid_0's poisson: -90.8695\tvalid_0's huber: 26.6927\n",
"[95]\tvalid_0's poisson: -90.9062\tvalid_0's huber: 26.6609\n",
"[96]\tvalid_0's poisson: -90.943\tvalid_0's huber: 26.6288\n",
"[97]\tvalid_0's poisson: -90.9795\tvalid_0's huber: 26.597\n",
"[98]\tvalid_0's poisson: -91.016\tvalid_0's huber: 26.5653\n",
"[99]\tvalid_0's poisson: -91.0527\tvalid_0's huber: 26.5334\n",
"[100]\tvalid_0's poisson: -91.0891\tvalid_0's huber: 26.5016\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7757\n",
"[2]\tvalid_0's poisson: -87.2571\tvalid_0's huber: 29.7416\n",
"[3]\tvalid_0's poisson: -87.2986\tvalid_0's huber: 29.7077\n",
"[4]\tvalid_0's poisson: -87.34\tvalid_0's huber: 29.6738\n",
"[5]\tvalid_0's poisson: -87.3814\tvalid_0's huber: 29.6397\n",
"[6]\tvalid_0's poisson: -87.4227\tvalid_0's huber: 29.6058\n",
"[7]\tvalid_0's poisson: -87.464\tvalid_0's huber: 29.5718\n",
"[8]\tvalid_0's poisson: -87.5052\tvalid_0's huber: 29.538\n",
"[9]\tvalid_0's poisson: -87.5464\tvalid_0's huber: 29.504\n",
"[10]\tvalid_0's poisson: -87.5874\tvalid_0's huber: 29.4703\n",
"[11]\tvalid_0's poisson: -87.6284\tvalid_0's huber: 29.4364\n",
"[12]\tvalid_0's poisson: -87.6693\tvalid_0's huber: 29.4027\n",
"[13]\tvalid_0's poisson: -87.7102\tvalid_0's huber: 29.3689\n",
"[14]\tvalid_0's poisson: -87.7509\tvalid_0's huber: 29.3353\n",
"[15]\tvalid_0's poisson: -87.7916\tvalid_0's huber: 29.3015\n",
"[16]\tvalid_0's poisson: -87.8323\tvalid_0's huber: 29.268\n",
"[17]\tvalid_0's poisson: -87.8729\tvalid_0's huber: 29.2342\n",
"[18]\tvalid_0's poisson: -87.9134\tvalid_0's huber: 29.2007\n",
"[19]\tvalid_0's poisson: -87.9538\tvalid_0's huber: 29.1671\n",
"[20]\tvalid_0's poisson: -87.9942\tvalid_0's huber: 29.1336\n",
"[21]\tvalid_0's poisson: -88.0346\tvalid_0's huber: 29.1\n",
"[22]\tvalid_0's poisson: -88.0748\tvalid_0's huber: 29.0666\n",
"[23]\tvalid_0's poisson: -88.1151\tvalid_0's huber: 29.033\n",
"[24]\tvalid_0's poisson: -88.1552\tvalid_0's huber: 28.9998\n",
"[25]\tvalid_0's poisson: -88.1952\tvalid_0's huber: 28.9665\n",
"[26]\tvalid_0's poisson: -88.2353\tvalid_0's huber: 28.933\n",
"[27]\tvalid_0's poisson: -88.2752\tvalid_0's huber: 28.8998\n",
"[28]\tvalid_0's poisson: -88.3152\tvalid_0's huber: 28.8663\n",
"[29]\tvalid_0's poisson: -88.355\tvalid_0's huber: 28.8332\n",
"[30]\tvalid_0's poisson: -88.3948\tvalid_0's huber: 28.7998\n",
"[31]\tvalid_0's poisson: -88.4353\tvalid_0's huber: 28.7656\n",
"[32]\tvalid_0's poisson: -88.4758\tvalid_0's huber: 28.7314\n",
"[33]\tvalid_0's poisson: -88.5161\tvalid_0's huber: 28.6973\n",
"[34]\tvalid_0's poisson: -88.5565\tvalid_0's huber: 28.6632\n",
"[35]\tvalid_0's poisson: -88.5967\tvalid_0's huber: 28.6291\n",
"[36]\tvalid_0's poisson: -88.637\tvalid_0's huber: 28.595\n",
"[37]\tvalid_0's poisson: -88.6771\tvalid_0's huber: 28.561\n",
"[38]\tvalid_0's poisson: -88.7172\tvalid_0's huber: 28.527\n",
"[39]\tvalid_0's poisson: -88.7572\tvalid_0's huber: 28.493\n",
"[40]\tvalid_0's poisson: -88.7972\tvalid_0's huber: 28.4591\n",
"[41]\tvalid_0's poisson: -88.8371\tvalid_0's huber: 28.4252\n",
"[42]\tvalid_0's poisson: -88.877\tvalid_0's huber: 28.3913\n",
"[43]\tvalid_0's poisson: -88.9168\tvalid_0's huber: 28.3575\n",
"[44]\tvalid_0's poisson: -88.9565\tvalid_0's huber: 28.3236\n",
"[45]\tvalid_0's poisson: -88.9962\tvalid_0's huber: 28.2899\n",
"[46]\tvalid_0's poisson: -89.0361\tvalid_0's huber: 28.256\n",
"[47]\tvalid_0's poisson: -89.0758\tvalid_0's huber: 28.2223\n",
"[48]\tvalid_0's poisson: -89.1156\tvalid_0's huber: 28.1885\n",
"[49]\tvalid_0's poisson: -89.1553\tvalid_0's huber: 28.1548\n",
"[50]\tvalid_0's poisson: -89.195\tvalid_0's huber: 28.121\n",
"[51]\tvalid_0's poisson: -89.2347\tvalid_0's huber: 28.0872\n",
"[52]\tvalid_0's poisson: -89.2742\tvalid_0's huber: 28.0535\n",
"[53]\tvalid_0's poisson: -89.3138\tvalid_0's huber: 28.0198\n",
"[54]\tvalid_0's poisson: -89.3533\tvalid_0's huber: 27.986\n",
"[55]\tvalid_0's poisson: -89.3926\tvalid_0's huber: 27.9525\n",
"[56]\tvalid_0's poisson: -89.432\tvalid_0's huber: 27.9188\n",
"[57]\tvalid_0's poisson: -89.4713\tvalid_0's huber: 27.8853\n",
"[58]\tvalid_0's poisson: -89.5106\tvalid_0's huber: 27.8516\n",
"[59]\tvalid_0's poisson: -89.5498\tvalid_0's huber: 27.818\n",
"[60]\tvalid_0's poisson: -89.5889\tvalid_0's huber: 27.7845\n",
"[61]\tvalid_0's poisson: -89.6281\tvalid_0's huber: 27.7509\n",
"[62]\tvalid_0's poisson: -89.6671\tvalid_0's huber: 27.7175\n",
"[63]\tvalid_0's poisson: -89.7061\tvalid_0's huber: 27.6839\n",
"[64]\tvalid_0's poisson: -89.7452\tvalid_0's huber: 27.6503\n",
"[65]\tvalid_0's poisson: -89.7839\tvalid_0's huber: 27.617\n",
"[66]\tvalid_0's poisson: -89.8229\tvalid_0's huber: 27.5835\n",
"[67]\tvalid_0's poisson: -89.8616\tvalid_0's huber: 27.5502\n",
"[68]\tvalid_0's poisson: -89.9004\tvalid_0's huber: 27.5168\n",
"[69]\tvalid_0's poisson: -89.9391\tvalid_0's huber: 27.4833\n",
"[70]\tvalid_0's poisson: -89.9777\tvalid_0's huber: 27.4501\n",
"[71]\tvalid_0's poisson: -90.0164\tvalid_0's huber: 27.4167\n",
"[72]\tvalid_0's poisson: -90.0548\tvalid_0's huber: 27.3834\n",
"[73]\tvalid_0's poisson: -90.0934\tvalid_0's huber: 27.3501\n",
"[74]\tvalid_0's poisson: -90.1318\tvalid_0's huber: 27.3168\n",
"[75]\tvalid_0's poisson: -90.1701\tvalid_0's huber: 27.2837\n",
"[76]\tvalid_0's poisson: -90.2085\tvalid_0's huber: 27.2504\n",
"[77]\tvalid_0's poisson: -90.2467\tvalid_0's huber: 27.2173\n",
"[78]\tvalid_0's poisson: -90.2849\tvalid_0's huber: 27.1842\n",
"[79]\tvalid_0's poisson: -90.323\tvalid_0's huber: 27.1511\n",
"[80]\tvalid_0's poisson: -90.3611\tvalid_0's huber: 27.118\n",
"[81]\tvalid_0's poisson: -90.3992\tvalid_0's huber: 27.0849\n",
"[82]\tvalid_0's poisson: -90.4371\tvalid_0's huber: 27.052\n",
"[83]\tvalid_0's poisson: -90.475\tvalid_0's huber: 27.019\n",
"[84]\tvalid_0's poisson: -90.513\tvalid_0's huber: 26.986\n",
"[85]\tvalid_0's poisson: -90.5507\tvalid_0's huber: 26.9531\n",
"[86]\tvalid_0's poisson: -90.5885\tvalid_0's huber: 26.9202\n",
"[87]\tvalid_0's poisson: -90.6261\tvalid_0's huber: 26.8874\n",
"[88]\tvalid_0's poisson: -90.6638\tvalid_0's huber: 26.8546\n",
"[89]\tvalid_0's poisson: -90.7012\tvalid_0's huber: 26.8218\n",
"[90]\tvalid_0's poisson: -90.7388\tvalid_0's huber: 26.7891\n",
"[91]\tvalid_0's poisson: -90.7761\tvalid_0's huber: 26.7565\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[92]\tvalid_0's poisson: -90.8136\tvalid_0's huber: 26.7238\n",
"[93]\tvalid_0's poisson: -90.851\tvalid_0's huber: 26.6911\n",
"[94]\tvalid_0's poisson: -90.8883\tvalid_0's huber: 26.6585\n",
"[95]\tvalid_0's poisson: -90.9255\tvalid_0's huber: 26.626\n",
"[96]\tvalid_0's poisson: -90.9627\tvalid_0's huber: 26.5934\n",
"[97]\tvalid_0's poisson: -90.9998\tvalid_0's huber: 26.5609\n",
"[98]\tvalid_0's poisson: -91.0368\tvalid_0's huber: 26.5285\n",
"[99]\tvalid_0's poisson: -91.0738\tvalid_0's huber: 26.4962\n",
"[100]\tvalid_0's poisson: -91.1106\tvalid_0's huber: 26.464\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8078\n",
"[2]\tvalid_0's poisson: -87.254\tvalid_0's huber: 29.7727\n",
"[3]\tvalid_0's poisson: -87.2961\tvalid_0's huber: 29.7377\n",
"[4]\tvalid_0's poisson: -87.3382\tvalid_0's huber: 29.7027\n",
"[5]\tvalid_0's poisson: -87.3801\tvalid_0's huber: 29.6678\n",
"[6]\tvalid_0's poisson: -87.4221\tvalid_0's huber: 29.6329\n",
"[7]\tvalid_0's poisson: -87.4639\tvalid_0's huber: 29.598\n",
"[8]\tvalid_0's poisson: -87.5057\tvalid_0's huber: 29.5631\n",
"[9]\tvalid_0's poisson: -87.5475\tvalid_0's huber: 29.5283\n",
"[10]\tvalid_0's poisson: -87.5891\tvalid_0's huber: 29.4935\n",
"[11]\tvalid_0's poisson: -87.6307\tvalid_0's huber: 29.4587\n",
"[12]\tvalid_0's poisson: -87.6723\tvalid_0's huber: 29.4239\n",
"[13]\tvalid_0's poisson: -87.7138\tvalid_0's huber: 29.3892\n",
"[14]\tvalid_0's poisson: -87.7552\tvalid_0's huber: 29.3545\n",
"[15]\tvalid_0's poisson: -87.7965\tvalid_0's huber: 29.3199\n",
"[16]\tvalid_0's poisson: -87.8378\tvalid_0's huber: 29.2852\n",
"[17]\tvalid_0's poisson: -87.8791\tvalid_0's huber: 29.2506\n",
"[18]\tvalid_0's poisson: -87.9202\tvalid_0's huber: 29.216\n",
"[19]\tvalid_0's poisson: -87.9613\tvalid_0's huber: 29.1814\n",
"[20]\tvalid_0's poisson: -88.0024\tvalid_0's huber: 29.1469\n",
"[21]\tvalid_0's poisson: -88.0434\tvalid_0's huber: 29.1124\n",
"[22]\tvalid_0's poisson: -88.0843\tvalid_0's huber: 29.0779\n",
"[23]\tvalid_0's poisson: -88.1252\tvalid_0's huber: 29.0435\n",
"[24]\tvalid_0's poisson: -88.166\tvalid_0's huber: 29.009\n",
"[25]\tvalid_0's poisson: -88.2068\tvalid_0's huber: 28.9746\n",
"[26]\tvalid_0's poisson: -88.2474\tvalid_0's huber: 28.9403\n",
"[27]\tvalid_0's poisson: -88.2881\tvalid_0's huber: 28.906\n",
"[28]\tvalid_0's poisson: -88.3286\tvalid_0's huber: 28.8717\n",
"[29]\tvalid_0's poisson: -88.3692\tvalid_0's huber: 28.8374\n",
"[30]\tvalid_0's poisson: -88.4098\tvalid_0's huber: 28.8032\n",
"[31]\tvalid_0's poisson: -88.4504\tvalid_0's huber: 28.769\n",
"[32]\tvalid_0's poisson: -88.491\tvalid_0's huber: 28.7348\n",
"[33]\tvalid_0's poisson: -88.5315\tvalid_0's huber: 28.7006\n",
"[34]\tvalid_0's poisson: -88.5719\tvalid_0's huber: 28.6665\n",
"[35]\tvalid_0's poisson: -88.6123\tvalid_0's huber: 28.6324\n",
"[36]\tvalid_0's poisson: -88.6526\tvalid_0's huber: 28.5983\n",
"[37]\tvalid_0's poisson: -88.6928\tvalid_0's huber: 28.5642\n",
"[38]\tvalid_0's poisson: -88.733\tvalid_0's huber: 28.5302\n",
"[39]\tvalid_0's poisson: -88.7731\tvalid_0's huber: 28.4962\n",
"[40]\tvalid_0's poisson: -88.8132\tvalid_0's huber: 28.4622\n",
"[41]\tvalid_0's poisson: -88.8532\tvalid_0's huber: 28.4282\n",
"[42]\tvalid_0's poisson: -88.8931\tvalid_0's huber: 28.3943\n",
"[43]\tvalid_0's poisson: -88.933\tvalid_0's huber: 28.3604\n",
"[44]\tvalid_0's poisson: -88.9728\tvalid_0's huber: 28.3265\n",
"[45]\tvalid_0's poisson: -89.0126\tvalid_0's huber: 28.2927\n",
"[46]\tvalid_0's poisson: -89.0523\tvalid_0's huber: 28.2589\n",
"[47]\tvalid_0's poisson: -89.0919\tvalid_0's huber: 28.2251\n",
"[48]\tvalid_0's poisson: -89.1315\tvalid_0's huber: 28.1914\n",
"[49]\tvalid_0's poisson: -89.171\tvalid_0's huber: 28.1577\n",
"[50]\tvalid_0's poisson: -89.2105\tvalid_0's huber: 28.124\n",
"[51]\tvalid_0's poisson: -89.2499\tvalid_0's huber: 28.0903\n",
"[52]\tvalid_0's poisson: -89.2892\tvalid_0's huber: 28.0567\n",
"[53]\tvalid_0's poisson: -89.3285\tvalid_0's huber: 28.0231\n",
"[54]\tvalid_0's poisson: -89.3677\tvalid_0's huber: 27.9896\n",
"[55]\tvalid_0's poisson: -89.4069\tvalid_0's huber: 27.9561\n",
"[56]\tvalid_0's poisson: -89.446\tvalid_0's huber: 27.9225\n",
"[57]\tvalid_0's poisson: -89.4851\tvalid_0's huber: 27.8891\n",
"[58]\tvalid_0's poisson: -89.5238\tvalid_0's huber: 27.8559\n",
"[59]\tvalid_0's poisson: -89.5628\tvalid_0's huber: 27.8225\n",
"[60]\tvalid_0's poisson: -89.6015\tvalid_0's huber: 27.7893\n",
"[61]\tvalid_0's poisson: -89.6404\tvalid_0's huber: 27.7559\n",
"[62]\tvalid_0's poisson: -89.679\tvalid_0's huber: 27.7228\n",
"[63]\tvalid_0's poisson: -89.7175\tvalid_0's huber: 27.6897\n",
"[64]\tvalid_0's poisson: -89.7562\tvalid_0's huber: 27.6564\n",
"[65]\tvalid_0's poisson: -89.7947\tvalid_0's huber: 27.6233\n",
"[66]\tvalid_0's poisson: -89.8333\tvalid_0's huber: 27.59\n",
"[67]\tvalid_0's poisson: -89.8718\tvalid_0's huber: 27.5568\n",
"[68]\tvalid_0's poisson: -89.9101\tvalid_0's huber: 27.5239\n",
"[69]\tvalid_0's poisson: -89.9486\tvalid_0's huber: 27.4907\n",
"[70]\tvalid_0's poisson: -89.987\tvalid_0's huber: 27.4576\n",
"[71]\tvalid_0's poisson: -90.0251\tvalid_0's huber: 27.4247\n",
"[72]\tvalid_0's poisson: -90.0634\tvalid_0's huber: 27.3917\n",
"[73]\tvalid_0's poisson: -90.1014\tvalid_0's huber: 27.3589\n",
"[74]\tvalid_0's poisson: -90.1396\tvalid_0's huber: 27.3259\n",
"[75]\tvalid_0's poisson: -90.1776\tvalid_0's huber: 27.2931\n",
"[76]\tvalid_0's poisson: -90.2156\tvalid_0's huber: 27.2601\n",
"[77]\tvalid_0's poisson: -90.2535\tvalid_0's huber: 27.2274\n",
"[78]\tvalid_0's poisson: -90.2911\tvalid_0's huber: 27.1947\n",
"[79]\tvalid_0's poisson: -90.3286\tvalid_0's huber: 27.162\n",
"[80]\tvalid_0's poisson: -90.3662\tvalid_0's huber: 27.1293\n",
"[81]\tvalid_0's poisson: -90.4039\tvalid_0's huber: 27.0965\n",
"[82]\tvalid_0's poisson: -90.4412\tvalid_0's huber: 27.0639\n",
"[83]\tvalid_0's poisson: -90.4788\tvalid_0's huber: 27.0312\n",
"[84]\tvalid_0's poisson: -90.5161\tvalid_0's huber: 26.9987\n",
"[85]\tvalid_0's poisson: -90.5535\tvalid_0's huber: 26.966\n",
"[86]\tvalid_0's poisson: -90.5908\tvalid_0's huber: 26.9335\n",
"[87]\tvalid_0's poisson: -90.6282\tvalid_0's huber: 26.9007\n",
"[88]\tvalid_0's poisson: -90.6653\tvalid_0's huber: 26.8683\n",
"[89]\tvalid_0's poisson: -90.7025\tvalid_0's huber: 26.8357\n",
"[90]\tvalid_0's poisson: -90.7395\tvalid_0's huber: 26.8032\n",
"[91]\tvalid_0's poisson: -90.7766\tvalid_0's huber: 26.7708\n",
"[92]\tvalid_0's poisson: -90.8135\tvalid_0's huber: 26.7384\n",
"[93]\tvalid_0's poisson: -90.8505\tvalid_0's huber: 26.706\n",
"[94]\tvalid_0's poisson: -90.8874\tvalid_0's huber: 26.6737\n",
"[95]\tvalid_0's poisson: -90.924\tvalid_0's huber: 26.6416\n",
"[96]\tvalid_0's poisson: -90.9609\tvalid_0's huber: 26.6092\n",
"[97]\tvalid_0's poisson: -90.9977\tvalid_0's huber: 26.577\n",
"[98]\tvalid_0's poisson: -91.0342\tvalid_0's huber: 26.5449\n",
"[99]\tvalid_0's poisson: -91.071\tvalid_0's huber: 26.5126\n",
"[100]\tvalid_0's poisson: -91.1074\tvalid_0's huber: 26.4806\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2184\tvalid_0's huber: 29.7587\n",
"[2]\tvalid_0's poisson: -87.2607\tvalid_0's huber: 29.7239\n",
"[3]\tvalid_0's poisson: -87.303\tvalid_0's huber: 29.689\n",
"[4]\tvalid_0's poisson: -87.3452\tvalid_0's huber: 29.6542\n",
"[5]\tvalid_0's poisson: -87.3874\tvalid_0's huber: 29.6194\n",
"[6]\tvalid_0's poisson: -87.4294\tvalid_0's huber: 29.5846\n",
"[7]\tvalid_0's poisson: -87.4715\tvalid_0's huber: 29.5499\n",
"[8]\tvalid_0's poisson: -87.5134\tvalid_0's huber: 29.5152\n",
"[9]\tvalid_0's poisson: -87.5553\tvalid_0's huber: 29.4805\n",
"[10]\tvalid_0's poisson: -87.5971\tvalid_0's huber: 29.4458\n",
"[11]\tvalid_0's poisson: -87.6389\tvalid_0's huber: 29.4112\n",
"[12]\tvalid_0's poisson: -87.6805\tvalid_0's huber: 29.3766\n",
"[13]\tvalid_0's poisson: -87.7221\tvalid_0's huber: 29.342\n",
"[14]\tvalid_0's poisson: -87.7637\tvalid_0's huber: 29.3075\n",
"[15]\tvalid_0's poisson: -87.8051\tvalid_0's huber: 29.273\n",
"[16]\tvalid_0's poisson: -87.8465\tvalid_0's huber: 29.2385\n",
"[17]\tvalid_0's poisson: -87.8879\tvalid_0's huber: 29.2041\n",
"[18]\tvalid_0's poisson: -87.9292\tvalid_0's huber: 29.1696\n",
"[19]\tvalid_0's poisson: -87.9704\tvalid_0's huber: 29.1352\n",
"[20]\tvalid_0's poisson: -88.0115\tvalid_0's huber: 29.1009\n",
"[21]\tvalid_0's poisson: -88.0526\tvalid_0's huber: 29.0666\n",
"[22]\tvalid_0's poisson: -88.0936\tvalid_0's huber: 29.0323\n",
"[23]\tvalid_0's poisson: -88.1345\tvalid_0's huber: 28.998\n",
"[24]\tvalid_0's poisson: -88.1754\tvalid_0's huber: 28.9638\n",
"[25]\tvalid_0's poisson: -88.2162\tvalid_0's huber: 28.9296\n",
"[26]\tvalid_0's poisson: -88.257\tvalid_0's huber: 28.8954\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -88.2977\tvalid_0's huber: 28.8612\n",
"[28]\tvalid_0's poisson: -88.3387\tvalid_0's huber: 28.8269\n",
"[29]\tvalid_0's poisson: -88.3796\tvalid_0's huber: 28.7926\n",
"[30]\tvalid_0's poisson: -88.4199\tvalid_0's huber: 28.7587\n",
"[31]\tvalid_0's poisson: -88.4606\tvalid_0's huber: 28.7245\n",
"[32]\tvalid_0's poisson: -88.5014\tvalid_0's huber: 28.6902\n",
"[33]\tvalid_0's poisson: -88.5415\tvalid_0's huber: 28.6564\n",
"[34]\tvalid_0's poisson: -88.5821\tvalid_0's huber: 28.6223\n",
"[35]\tvalid_0's poisson: -88.6226\tvalid_0's huber: 28.5881\n",
"[36]\tvalid_0's poisson: -88.6631\tvalid_0's huber: 28.554\n",
"[37]\tvalid_0's poisson: -88.703\tvalid_0's huber: 28.5203\n",
"[38]\tvalid_0's poisson: -88.7433\tvalid_0's huber: 28.4863\n",
"[39]\tvalid_0's poisson: -88.7831\tvalid_0's huber: 28.4526\n",
"[40]\tvalid_0's poisson: -88.8233\tvalid_0's huber: 28.4187\n",
"[41]\tvalid_0's poisson: -88.863\tvalid_0's huber: 28.3851\n",
"[42]\tvalid_0's poisson: -88.9031\tvalid_0's huber: 28.3512\n",
"[43]\tvalid_0's poisson: -88.9429\tvalid_0's huber: 28.3174\n",
"[44]\tvalid_0's poisson: -88.9829\tvalid_0's huber: 28.2835\n",
"[45]\tvalid_0's poisson: -89.0228\tvalid_0's huber: 28.2497\n",
"[46]\tvalid_0's poisson: -89.0627\tvalid_0's huber: 28.2159\n",
"[47]\tvalid_0's poisson: -89.1021\tvalid_0's huber: 28.1824\n",
"[48]\tvalid_0's poisson: -89.1418\tvalid_0's huber: 28.1487\n",
"[49]\tvalid_0's poisson: -89.1815\tvalid_0's huber: 28.115\n",
"[50]\tvalid_0's poisson: -89.2212\tvalid_0's huber: 28.0813\n",
"[51]\tvalid_0's poisson: -89.2607\tvalid_0's huber: 28.0477\n",
"[52]\tvalid_0's poisson: -89.2998\tvalid_0's huber: 28.0143\n",
"[53]\tvalid_0's poisson: -89.3392\tvalid_0's huber: 27.9808\n",
"[54]\tvalid_0's poisson: -89.3787\tvalid_0's huber: 27.9472\n",
"[55]\tvalid_0's poisson: -89.4181\tvalid_0's huber: 27.9136\n",
"[56]\tvalid_0's poisson: -89.4574\tvalid_0's huber: 27.8801\n",
"[57]\tvalid_0's poisson: -89.4967\tvalid_0's huber: 27.8466\n",
"[58]\tvalid_0's poisson: -89.5358\tvalid_0's huber: 27.8132\n",
"[59]\tvalid_0's poisson: -89.575\tvalid_0's huber: 27.7797\n",
"[60]\tvalid_0's poisson: -89.6141\tvalid_0's huber: 27.7463\n",
"[61]\tvalid_0's poisson: -89.6532\tvalid_0's huber: 27.7128\n",
"[62]\tvalid_0's poisson: -89.6922\tvalid_0's huber: 27.6793\n",
"[63]\tvalid_0's poisson: -89.7307\tvalid_0's huber: 27.6462\n",
"[64]\tvalid_0's poisson: -89.7696\tvalid_0's huber: 27.6129\n",
"[65]\tvalid_0's poisson: -89.8083\tvalid_0's huber: 27.5797\n",
"[66]\tvalid_0's poisson: -89.847\tvalid_0's huber: 27.5465\n",
"[67]\tvalid_0's poisson: -89.8857\tvalid_0's huber: 27.5132\n",
"[68]\tvalid_0's poisson: -89.9243\tvalid_0's huber: 27.4801\n",
"[69]\tvalid_0's poisson: -89.9625\tvalid_0's huber: 27.4471\n",
"[70]\tvalid_0's poisson: -90.001\tvalid_0's huber: 27.414\n",
"[71]\tvalid_0's poisson: -90.0395\tvalid_0's huber: 27.3809\n",
"[72]\tvalid_0's poisson: -90.0778\tvalid_0's huber: 27.3478\n",
"[73]\tvalid_0's poisson: -90.1162\tvalid_0's huber: 27.3147\n",
"[74]\tvalid_0's poisson: -90.1541\tvalid_0's huber: 27.2818\n",
"[75]\tvalid_0's poisson: -90.1924\tvalid_0's huber: 27.2489\n",
"[76]\tvalid_0's poisson: -90.2305\tvalid_0's huber: 27.2159\n",
"[77]\tvalid_0's poisson: -90.2685\tvalid_0's huber: 27.1831\n",
"[78]\tvalid_0's poisson: -90.3066\tvalid_0's huber: 27.1502\n",
"[79]\tvalid_0's poisson: -90.3445\tvalid_0's huber: 27.1175\n",
"[80]\tvalid_0's poisson: -90.3825\tvalid_0's huber: 27.0846\n",
"[81]\tvalid_0's poisson: -90.4203\tvalid_0's huber: 27.0519\n",
"[82]\tvalid_0's poisson: -90.4582\tvalid_0's huber: 27.0191\n",
"[83]\tvalid_0's poisson: -90.4959\tvalid_0's huber: 26.9864\n",
"[84]\tvalid_0's poisson: -90.5336\tvalid_0's huber: 26.9538\n",
"[85]\tvalid_0's poisson: -90.5712\tvalid_0's huber: 26.9212\n",
"[86]\tvalid_0's poisson: -90.6086\tvalid_0's huber: 26.8887\n",
"[87]\tvalid_0's poisson: -90.6458\tvalid_0's huber: 26.8563\n",
"[88]\tvalid_0's poisson: -90.6831\tvalid_0's huber: 26.8239\n",
"[89]\tvalid_0's poisson: -90.7204\tvalid_0's huber: 26.7916\n",
"[90]\tvalid_0's poisson: -90.7575\tvalid_0's huber: 26.7593\n",
"[91]\tvalid_0's poisson: -90.7947\tvalid_0's huber: 26.727\n",
"[92]\tvalid_0's poisson: -90.8318\tvalid_0's huber: 26.6947\n",
"[93]\tvalid_0's poisson: -90.8686\tvalid_0's huber: 26.6623\n",
"[94]\tvalid_0's poisson: -90.9059\tvalid_0's huber: 26.6299\n",
"[95]\tvalid_0's poisson: -90.9427\tvalid_0's huber: 26.5977\n",
"[96]\tvalid_0's poisson: -90.9798\tvalid_0's huber: 26.5654\n",
"[97]\tvalid_0's poisson: -91.0166\tvalid_0's huber: 26.5333\n",
"[98]\tvalid_0's poisson: -91.0533\tvalid_0's huber: 26.5012\n",
"[99]\tvalid_0's poisson: -91.0902\tvalid_0's huber: 26.469\n",
"[100]\tvalid_0's poisson: -91.1269\tvalid_0's huber: 26.4369\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2046\tvalid_0's huber: 29.8506\n",
"[2]\tvalid_0's poisson: -87.2467\tvalid_0's huber: 29.8158\n",
"[3]\tvalid_0's poisson: -87.2876\tvalid_0's huber: 29.7812\n",
"[4]\tvalid_0's poisson: -87.3284\tvalid_0's huber: 29.7466\n",
"[5]\tvalid_0's poisson: -87.3703\tvalid_0's huber: 29.7119\n",
"[6]\tvalid_0's poisson: -87.411\tvalid_0's huber: 29.6773\n",
"[7]\tvalid_0's poisson: -87.4528\tvalid_0's huber: 29.6427\n",
"[8]\tvalid_0's poisson: -87.4933\tvalid_0's huber: 29.6082\n",
"[9]\tvalid_0's poisson: -87.535\tvalid_0's huber: 29.5736\n",
"[10]\tvalid_0's poisson: -87.5764\tvalid_0's huber: 29.5394\n",
"[11]\tvalid_0's poisson: -87.6177\tvalid_0's huber: 29.5052\n",
"[12]\tvalid_0's poisson: -87.6593\tvalid_0's huber: 29.4707\n",
"[13]\tvalid_0's poisson: -87.7005\tvalid_0's huber: 29.4365\n",
"[14]\tvalid_0's poisson: -87.7419\tvalid_0's huber: 29.402\n",
"[15]\tvalid_0's poisson: -87.783\tvalid_0's huber: 29.3679\n",
"[16]\tvalid_0's poisson: -87.8241\tvalid_0's huber: 29.3338\n",
"[17]\tvalid_0's poisson: -87.8654\tvalid_0's huber: 29.2993\n",
"[18]\tvalid_0's poisson: -87.9063\tvalid_0's huber: 29.2653\n",
"[19]\tvalid_0's poisson: -87.9474\tvalid_0's huber: 29.231\n",
"[20]\tvalid_0's poisson: -87.9882\tvalid_0's huber: 29.197\n",
"[21]\tvalid_0's poisson: -88.0289\tvalid_0's huber: 29.1631\n",
"[22]\tvalid_0's poisson: -88.0699\tvalid_0's huber: 29.1288\n",
"[23]\tvalid_0's poisson: -88.1103\tvalid_0's huber: 29.0948\n",
"[24]\tvalid_0's poisson: -88.1509\tvalid_0's huber: 29.061\n",
"[25]\tvalid_0's poisson: -88.1916\tvalid_0's huber: 29.0268\n",
"[26]\tvalid_0's poisson: -88.2319\tvalid_0's huber: 28.9929\n",
"[27]\tvalid_0's poisson: -88.2723\tvalid_0's huber: 28.959\n",
"[28]\tvalid_0's poisson: -88.3125\tvalid_0's huber: 28.9251\n",
"[29]\tvalid_0's poisson: -88.353\tvalid_0's huber: 28.8911\n",
"[30]\tvalid_0's poisson: -88.3935\tvalid_0's huber: 28.857\n",
"[31]\tvalid_0's poisson: -88.4335\tvalid_0's huber: 28.8232\n",
"[32]\tvalid_0's poisson: -88.4738\tvalid_0's huber: 28.7893\n",
"[33]\tvalid_0's poisson: -88.5138\tvalid_0's huber: 28.7557\n",
"[34]\tvalid_0's poisson: -88.5536\tvalid_0's huber: 28.722\n",
"[35]\tvalid_0's poisson: -88.5938\tvalid_0's huber: 28.6882\n",
"[36]\tvalid_0's poisson: -88.6336\tvalid_0's huber: 28.6546\n",
"[37]\tvalid_0's poisson: -88.6736\tvalid_0's huber: 28.6208\n",
"[38]\tvalid_0's poisson: -88.7134\tvalid_0's huber: 28.5873\n",
"[39]\tvalid_0's poisson: -88.7534\tvalid_0's huber: 28.5535\n",
"[40]\tvalid_0's poisson: -88.793\tvalid_0's huber: 28.52\n",
"[41]\tvalid_0's poisson: -88.8329\tvalid_0's huber: 28.4863\n",
"[42]\tvalid_0's poisson: -88.8727\tvalid_0's huber: 28.4525\n",
"[43]\tvalid_0's poisson: -88.912\tvalid_0's huber: 28.419\n",
"[44]\tvalid_0's poisson: -88.9518\tvalid_0's huber: 28.3853\n",
"[45]\tvalid_0's poisson: -88.9911\tvalid_0's huber: 28.352\n",
"[46]\tvalid_0's poisson: -89.0308\tvalid_0's huber: 28.3183\n",
"[47]\tvalid_0's poisson: -89.0701\tvalid_0's huber: 28.285\n",
"[48]\tvalid_0's poisson: -89.1091\tvalid_0's huber: 28.2516\n",
"[49]\tvalid_0's poisson: -89.1488\tvalid_0's huber: 28.2178\n",
"[50]\tvalid_0's poisson: -89.1883\tvalid_0's huber: 28.184\n",
"[51]\tvalid_0's poisson: -89.2275\tvalid_0's huber: 28.1508\n",
"[52]\tvalid_0's poisson: -89.2667\tvalid_0's huber: 28.1174\n",
"[53]\tvalid_0's poisson: -89.3059\tvalid_0's huber: 28.0839\n",
"[54]\tvalid_0's poisson: -89.345\tvalid_0's huber: 28.0505\n",
"[55]\tvalid_0's poisson: -89.3841\tvalid_0's huber: 28.0171\n",
"[56]\tvalid_0's poisson: -89.4234\tvalid_0's huber: 27.9834\n",
"[57]\tvalid_0's poisson: -89.462\tvalid_0's huber: 27.9502\n",
"[58]\tvalid_0's poisson: -89.501\tvalid_0's huber: 27.9169\n",
"[59]\tvalid_0's poisson: -89.5401\tvalid_0's huber: 27.8833\n",
"[60]\tvalid_0's poisson: -89.579\tvalid_0's huber: 27.85\n",
"[61]\tvalid_0's poisson: -89.618\tvalid_0's huber: 27.8164\n",
"[62]\tvalid_0's poisson: -89.6568\tvalid_0's huber: 27.7831\n",
"[63]\tvalid_0's poisson: -89.6955\tvalid_0's huber: 27.7499\n",
"[64]\tvalid_0's poisson: -89.7343\tvalid_0's huber: 27.7164\n",
"[65]\tvalid_0's poisson: -89.7726\tvalid_0's huber: 27.6835\n",
"[66]\tvalid_0's poisson: -89.8113\tvalid_0's huber: 27.6501\n",
"[67]\tvalid_0's poisson: -89.8498\tvalid_0's huber: 27.617\n",
"[68]\tvalid_0's poisson: -89.8879\tvalid_0's huber: 27.584\n",
"[69]\tvalid_0's poisson: -89.9264\tvalid_0's huber: 27.5507\n",
"[70]\tvalid_0's poisson: -89.9649\tvalid_0's huber: 27.5174\n",
"[71]\tvalid_0's poisson: -90.0033\tvalid_0's huber: 27.4842\n",
"[72]\tvalid_0's poisson: -90.0413\tvalid_0's huber: 27.4514\n",
"[73]\tvalid_0's poisson: -90.0797\tvalid_0's huber: 27.4182\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[74]\tvalid_0's poisson: -90.1179\tvalid_0's huber: 27.3851\n",
"[75]\tvalid_0's poisson: -90.1558\tvalid_0's huber: 27.3524\n",
"[76]\tvalid_0's poisson: -90.194\tvalid_0's huber: 27.3192\n",
"[77]\tvalid_0's poisson: -90.232\tvalid_0's huber: 27.2864\n",
"[78]\tvalid_0's poisson: -90.2699\tvalid_0's huber: 27.2536\n",
"[79]\tvalid_0's poisson: -90.3074\tvalid_0's huber: 27.221\n",
"[80]\tvalid_0's poisson: -90.3453\tvalid_0's huber: 27.1882\n",
"[81]\tvalid_0's poisson: -90.383\tvalid_0's huber: 27.1555\n",
"[82]\tvalid_0's poisson: -90.4208\tvalid_0's huber: 27.1226\n",
"[83]\tvalid_0's poisson: -90.4583\tvalid_0's huber: 27.0902\n",
"[84]\tvalid_0's poisson: -90.4958\tvalid_0's huber: 27.0576\n",
"[85]\tvalid_0's poisson: -90.5333\tvalid_0's huber: 27.0251\n",
"[86]\tvalid_0's poisson: -90.5708\tvalid_0's huber: 26.9925\n",
"[87]\tvalid_0's poisson: -90.6081\tvalid_0's huber: 26.9601\n",
"[88]\tvalid_0's poisson: -90.6454\tvalid_0's huber: 26.9276\n",
"[89]\tvalid_0's poisson: -90.6828\tvalid_0's huber: 26.8951\n",
"[90]\tvalid_0's poisson: -90.7202\tvalid_0's huber: 26.8625\n",
"[91]\tvalid_0's poisson: -90.7574\tvalid_0's huber: 26.8301\n",
"[92]\tvalid_0's poisson: -90.7947\tvalid_0's huber: 26.7975\n",
"[93]\tvalid_0's poisson: -90.8318\tvalid_0's huber: 26.7652\n",
"[94]\tvalid_0's poisson: -90.869\tvalid_0's huber: 26.7327\n",
"[95]\tvalid_0's poisson: -90.9059\tvalid_0's huber: 26.7003\n",
"[96]\tvalid_0's poisson: -90.9428\tvalid_0's huber: 26.6681\n",
"[97]\tvalid_0's poisson: -90.9796\tvalid_0's huber: 26.6358\n",
"[98]\tvalid_0's poisson: -91.0165\tvalid_0's huber: 26.6035\n",
"[99]\tvalid_0's poisson: -91.0534\tvalid_0's huber: 26.5712\n",
"[100]\tvalid_0's poisson: -91.0902\tvalid_0's huber: 26.539\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1764\tvalid_0's huber: 29.8095\n",
"[2]\tvalid_0's poisson: -87.1791\tvalid_0's huber: 29.8073\n",
"[3]\tvalid_0's poisson: -87.1818\tvalid_0's huber: 29.805\n",
"[4]\tvalid_0's poisson: -87.1845\tvalid_0's huber: 29.8028\n",
"[5]\tvalid_0's poisson: -87.1872\tvalid_0's huber: 29.8006\n",
"[6]\tvalid_0's poisson: -87.1899\tvalid_0's huber: 29.7983\n",
"[7]\tvalid_0's poisson: -87.1926\tvalid_0's huber: 29.7961\n",
"[8]\tvalid_0's poisson: -87.1952\tvalid_0's huber: 29.7939\n",
"[9]\tvalid_0's poisson: -87.1979\tvalid_0's huber: 29.7916\n",
"[10]\tvalid_0's poisson: -87.2006\tvalid_0's huber: 29.7894\n",
"[11]\tvalid_0's poisson: -87.2033\tvalid_0's huber: 29.7872\n",
"[12]\tvalid_0's poisson: -87.206\tvalid_0's huber: 29.7849\n",
"[13]\tvalid_0's poisson: -87.2087\tvalid_0's huber: 29.7827\n",
"[14]\tvalid_0's poisson: -87.2114\tvalid_0's huber: 29.7804\n",
"[15]\tvalid_0's poisson: -87.2141\tvalid_0's huber: 29.7782\n",
"[16]\tvalid_0's poisson: -87.2168\tvalid_0's huber: 29.776\n",
"[17]\tvalid_0's poisson: -87.2195\tvalid_0's huber: 29.7737\n",
"[18]\tvalid_0's poisson: -87.2221\tvalid_0's huber: 29.7715\n",
"[19]\tvalid_0's poisson: -87.2248\tvalid_0's huber: 29.7693\n",
"[20]\tvalid_0's poisson: -87.2275\tvalid_0's huber: 29.767\n",
"[21]\tvalid_0's poisson: -87.2302\tvalid_0's huber: 29.7648\n",
"[22]\tvalid_0's poisson: -87.2329\tvalid_0's huber: 29.7626\n",
"[23]\tvalid_0's poisson: -87.2356\tvalid_0's huber: 29.7603\n",
"[24]\tvalid_0's poisson: -87.2383\tvalid_0's huber: 29.7581\n",
"[25]\tvalid_0's poisson: -87.241\tvalid_0's huber: 29.7559\n",
"[26]\tvalid_0's poisson: -87.2436\tvalid_0's huber: 29.7536\n",
"[27]\tvalid_0's poisson: -87.2463\tvalid_0's huber: 29.7514\n",
"[28]\tvalid_0's poisson: -87.249\tvalid_0's huber: 29.7492\n",
"[29]\tvalid_0's poisson: -87.2517\tvalid_0's huber: 29.7469\n",
"[30]\tvalid_0's poisson: -87.2544\tvalid_0's huber: 29.7447\n",
"[31]\tvalid_0's poisson: -87.2571\tvalid_0's huber: 29.7425\n",
"[32]\tvalid_0's poisson: -87.2598\tvalid_0's huber: 29.7402\n",
"[33]\tvalid_0's poisson: -87.2624\tvalid_0's huber: 29.738\n",
"[34]\tvalid_0's poisson: -87.2651\tvalid_0's huber: 29.7358\n",
"[35]\tvalid_0's poisson: -87.2678\tvalid_0's huber: 29.7335\n",
"[36]\tvalid_0's poisson: -87.2705\tvalid_0's huber: 29.7313\n",
"[37]\tvalid_0's poisson: -87.2732\tvalid_0's huber: 29.7291\n",
"[38]\tvalid_0's poisson: -87.2759\tvalid_0's huber: 29.7268\n",
"[39]\tvalid_0's poisson: -87.2786\tvalid_0's huber: 29.7246\n",
"[40]\tvalid_0's poisson: -87.2812\tvalid_0's huber: 29.7224\n",
"[41]\tvalid_0's poisson: -87.2839\tvalid_0's huber: 29.7201\n",
"[42]\tvalid_0's poisson: -87.2866\tvalid_0's huber: 29.7179\n",
"[43]\tvalid_0's poisson: -87.2893\tvalid_0's huber: 29.7157\n",
"[44]\tvalid_0's poisson: -87.292\tvalid_0's huber: 29.7134\n",
"[45]\tvalid_0's poisson: -87.2947\tvalid_0's huber: 29.7112\n",
"[46]\tvalid_0's poisson: -87.2973\tvalid_0's huber: 29.709\n",
"[47]\tvalid_0's poisson: -87.3\tvalid_0's huber: 29.7067\n",
"[48]\tvalid_0's poisson: -87.3027\tvalid_0's huber: 29.7045\n",
"[49]\tvalid_0's poisson: -87.3054\tvalid_0's huber: 29.7023\n",
"[50]\tvalid_0's poisson: -87.3081\tvalid_0's huber: 29.7\n",
"[51]\tvalid_0's poisson: -87.3108\tvalid_0's huber: 29.6978\n",
"[52]\tvalid_0's poisson: -87.3134\tvalid_0's huber: 29.6956\n",
"[53]\tvalid_0's poisson: -87.3161\tvalid_0's huber: 29.6933\n",
"[54]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.6911\n",
"[55]\tvalid_0's poisson: -87.3215\tvalid_0's huber: 29.6889\n",
"[56]\tvalid_0's poisson: -87.3242\tvalid_0's huber: 29.6866\n",
"[57]\tvalid_0's poisson: -87.3268\tvalid_0's huber: 29.6844\n",
"[58]\tvalid_0's poisson: -87.3295\tvalid_0's huber: 29.6822\n",
"[59]\tvalid_0's poisson: -87.3322\tvalid_0's huber: 29.6799\n",
"[60]\tvalid_0's poisson: -87.3349\tvalid_0's huber: 29.6777\n",
"[61]\tvalid_0's poisson: -87.3376\tvalid_0's huber: 29.6755\n",
"[62]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.6732\n",
"[63]\tvalid_0's poisson: -87.3429\tvalid_0's huber: 29.671\n",
"[64]\tvalid_0's poisson: -87.3456\tvalid_0's huber: 29.6688\n",
"[65]\tvalid_0's poisson: -87.3483\tvalid_0's huber: 29.6665\n",
"[66]\tvalid_0's poisson: -87.351\tvalid_0's huber: 29.6643\n",
"[67]\tvalid_0's poisson: -87.3536\tvalid_0's huber: 29.6621\n",
"[68]\tvalid_0's poisson: -87.3563\tvalid_0's huber: 29.6598\n",
"[69]\tvalid_0's poisson: -87.359\tvalid_0's huber: 29.6576\n",
"[70]\tvalid_0's poisson: -87.3617\tvalid_0's huber: 29.6554\n",
"[71]\tvalid_0's poisson: -87.3644\tvalid_0's huber: 29.6531\n",
"[72]\tvalid_0's poisson: -87.367\tvalid_0's huber: 29.6509\n",
"[73]\tvalid_0's poisson: -87.3697\tvalid_0's huber: 29.6487\n",
"[74]\tvalid_0's poisson: -87.3724\tvalid_0's huber: 29.6464\n",
"[75]\tvalid_0's poisson: -87.3751\tvalid_0's huber: 29.6442\n",
"[76]\tvalid_0's poisson: -87.3777\tvalid_0's huber: 29.642\n",
"[77]\tvalid_0's poisson: -87.3804\tvalid_0's huber: 29.6398\n",
"[78]\tvalid_0's poisson: -87.3831\tvalid_0's huber: 29.6375\n",
"[79]\tvalid_0's poisson: -87.3858\tvalid_0's huber: 29.6353\n",
"[80]\tvalid_0's poisson: -87.3884\tvalid_0's huber: 29.6331\n",
"[81]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6308\n",
"[82]\tvalid_0's poisson: -87.3938\tvalid_0's huber: 29.6286\n",
"[83]\tvalid_0's poisson: -87.3965\tvalid_0's huber: 29.6264\n",
"[84]\tvalid_0's poisson: -87.3992\tvalid_0's huber: 29.6241\n",
"[85]\tvalid_0's poisson: -87.4019\tvalid_0's huber: 29.6219\n",
"[86]\tvalid_0's poisson: -87.4046\tvalid_0's huber: 29.6196\n",
"[87]\tvalid_0's poisson: -87.4073\tvalid_0's huber: 29.6174\n",
"[88]\tvalid_0's poisson: -87.41\tvalid_0's huber: 29.6151\n",
"[89]\tvalid_0's poisson: -87.4127\tvalid_0's huber: 29.6129\n",
"[90]\tvalid_0's poisson: -87.4154\tvalid_0's huber: 29.6107\n",
"[91]\tvalid_0's poisson: -87.4181\tvalid_0's huber: 29.6084\n",
"[92]\tvalid_0's poisson: -87.4208\tvalid_0's huber: 29.6062\n",
"[93]\tvalid_0's poisson: -87.4235\tvalid_0's huber: 29.6039\n",
"[94]\tvalid_0's poisson: -87.4262\tvalid_0's huber: 29.6017\n",
"[95]\tvalid_0's poisson: -87.4289\tvalid_0's huber: 29.5994\n",
"[96]\tvalid_0's poisson: -87.4316\tvalid_0's huber: 29.5972\n",
"[97]\tvalid_0's poisson: -87.4343\tvalid_0's huber: 29.595\n",
"[98]\tvalid_0's poisson: -87.437\tvalid_0's huber: 29.5927\n",
"[99]\tvalid_0's poisson: -87.4397\tvalid_0's huber: 29.5905\n",
"[100]\tvalid_0's poisson: -87.4424\tvalid_0's huber: 29.5882\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1767\tvalid_0's huber: 29.8075\n",
"[2]\tvalid_0's poisson: -87.1793\tvalid_0's huber: 29.8053\n",
"[3]\tvalid_0's poisson: -87.182\tvalid_0's huber: 29.8031\n",
"[4]\tvalid_0's poisson: -87.1847\tvalid_0's huber: 29.8008\n",
"[5]\tvalid_0's poisson: -87.1874\tvalid_0's huber: 29.7986\n",
"[6]\tvalid_0's poisson: -87.1901\tvalid_0's huber: 29.7964\n",
"[7]\tvalid_0's poisson: -87.1928\tvalid_0's huber: 29.7942\n",
"[8]\tvalid_0's poisson: -87.1955\tvalid_0's huber: 29.792\n",
"[9]\tvalid_0's poisson: -87.1981\tvalid_0's huber: 29.7898\n",
"[10]\tvalid_0's poisson: -87.2008\tvalid_0's huber: 29.7876\n",
"[11]\tvalid_0's poisson: -87.2035\tvalid_0's huber: 29.7854\n",
"[12]\tvalid_0's poisson: -87.2062\tvalid_0's huber: 29.7832\n",
"[13]\tvalid_0's poisson: -87.2089\tvalid_0's huber: 29.781\n",
"[14]\tvalid_0's poisson: -87.2116\tvalid_0's huber: 29.7788\n",
"[15]\tvalid_0's poisson: -87.2143\tvalid_0's huber: 29.7765\n",
"[16]\tvalid_0's poisson: -87.2169\tvalid_0's huber: 29.7743\n",
"[17]\tvalid_0's poisson: -87.2196\tvalid_0's huber: 29.7721\n",
"[18]\tvalid_0's poisson: -87.2223\tvalid_0's huber: 29.7699\n",
"[19]\tvalid_0's poisson: -87.225\tvalid_0's huber: 29.7677\n",
"[20]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.7655\n",
"[21]\tvalid_0's poisson: -87.2304\tvalid_0's huber: 29.7633\n",
"[22]\tvalid_0's poisson: -87.233\tvalid_0's huber: 29.7611\n",
"[23]\tvalid_0's poisson: -87.2357\tvalid_0's huber: 29.7589\n",
"[24]\tvalid_0's poisson: -87.2384\tvalid_0's huber: 29.7567\n",
"[25]\tvalid_0's poisson: -87.2411\tvalid_0's huber: 29.7545\n",
"[26]\tvalid_0's poisson: -87.2438\tvalid_0's huber: 29.7522\n",
"[27]\tvalid_0's poisson: -87.2465\tvalid_0's huber: 29.75\n",
"[28]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.7478\n",
"[29]\tvalid_0's poisson: -87.2518\tvalid_0's huber: 29.7456\n",
"[30]\tvalid_0's poisson: -87.2545\tvalid_0's huber: 29.7434\n",
"[31]\tvalid_0's poisson: -87.2572\tvalid_0's huber: 29.7412\n",
"[32]\tvalid_0's poisson: -87.2599\tvalid_0's huber: 29.739\n",
"[33]\tvalid_0's poisson: -87.2626\tvalid_0's huber: 29.7367\n",
"[34]\tvalid_0's poisson: -87.2652\tvalid_0's huber: 29.7345\n",
"[35]\tvalid_0's poisson: -87.2679\tvalid_0's huber: 29.7323\n",
"[36]\tvalid_0's poisson: -87.2706\tvalid_0's huber: 29.7301\n",
"[37]\tvalid_0's poisson: -87.2733\tvalid_0's huber: 29.7279\n",
"[38]\tvalid_0's poisson: -87.276\tvalid_0's huber: 29.7257\n",
"[39]\tvalid_0's poisson: -87.2786\tvalid_0's huber: 29.7234\n",
"[40]\tvalid_0's poisson: -87.2813\tvalid_0's huber: 29.7212\n",
"[41]\tvalid_0's poisson: -87.284\tvalid_0's huber: 29.719\n",
"[42]\tvalid_0's poisson: -87.2867\tvalid_0's huber: 29.7168\n",
"[43]\tvalid_0's poisson: -87.2894\tvalid_0's huber: 29.7146\n",
"[44]\tvalid_0's poisson: -87.292\tvalid_0's huber: 29.7124\n",
"[45]\tvalid_0's poisson: -87.2947\tvalid_0's huber: 29.7102\n",
"[46]\tvalid_0's poisson: -87.2974\tvalid_0's huber: 29.7079\n",
"[47]\tvalid_0's poisson: -87.3001\tvalid_0's huber: 29.7057\n",
"[48]\tvalid_0's poisson: -87.3028\tvalid_0's huber: 29.7035\n",
"[49]\tvalid_0's poisson: -87.3054\tvalid_0's huber: 29.7013\n",
"[50]\tvalid_0's poisson: -87.3081\tvalid_0's huber: 29.6991\n",
"[51]\tvalid_0's poisson: -87.3108\tvalid_0's huber: 29.6969\n",
"[52]\tvalid_0's poisson: -87.3135\tvalid_0's huber: 29.6947\n",
"[53]\tvalid_0's poisson: -87.3161\tvalid_0's huber: 29.6925\n",
"[54]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.6902\n",
"[55]\tvalid_0's poisson: -87.3215\tvalid_0's huber: 29.688\n",
"[56]\tvalid_0's poisson: -87.3242\tvalid_0's huber: 29.6858\n",
"[57]\tvalid_0's poisson: -87.3269\tvalid_0's huber: 29.6836\n",
"[58]\tvalid_0's poisson: -87.3295\tvalid_0's huber: 29.6814\n",
"[59]\tvalid_0's poisson: -87.3322\tvalid_0's huber: 29.6792\n",
"[60]\tvalid_0's poisson: -87.3349\tvalid_0's huber: 29.677\n",
"[61]\tvalid_0's poisson: -87.3376\tvalid_0's huber: 29.6748\n",
"[62]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.6726\n",
"[63]\tvalid_0's poisson: -87.3429\tvalid_0's huber: 29.6703\n",
"[64]\tvalid_0's poisson: -87.3456\tvalid_0's huber: 29.6681\n",
"[65]\tvalid_0's poisson: -87.3483\tvalid_0's huber: 29.6659\n",
"[66]\tvalid_0's poisson: -87.3509\tvalid_0's huber: 29.6637\n",
"[67]\tvalid_0's poisson: -87.3536\tvalid_0's huber: 29.6615\n",
"[68]\tvalid_0's poisson: -87.3563\tvalid_0's huber: 29.6593\n",
"[69]\tvalid_0's poisson: -87.359\tvalid_0's huber: 29.6571\n",
"[70]\tvalid_0's poisson: -87.3617\tvalid_0's huber: 29.6549\n",
"[71]\tvalid_0's poisson: -87.3643\tvalid_0's huber: 29.6527\n",
"[72]\tvalid_0's poisson: -87.367\tvalid_0's huber: 29.6504\n",
"[73]\tvalid_0's poisson: -87.3697\tvalid_0's huber: 29.6482\n",
"[74]\tvalid_0's poisson: -87.3723\tvalid_0's huber: 29.646\n",
"[75]\tvalid_0's poisson: -87.375\tvalid_0's huber: 29.6438\n",
"[76]\tvalid_0's poisson: -87.3777\tvalid_0's huber: 29.6416\n",
"[77]\tvalid_0's poisson: -87.3804\tvalid_0's huber: 29.6394\n",
"[78]\tvalid_0's poisson: -87.383\tvalid_0's huber: 29.6372\n",
"[79]\tvalid_0's poisson: -87.3857\tvalid_0's huber: 29.635\n",
"[80]\tvalid_0's poisson: -87.3884\tvalid_0's huber: 29.6328\n",
"[81]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6306\n",
"[82]\tvalid_0's poisson: -87.3937\tvalid_0's huber: 29.6284\n",
"[83]\tvalid_0's poisson: -87.3964\tvalid_0's huber: 29.6261\n",
"[84]\tvalid_0's poisson: -87.3991\tvalid_0's huber: 29.6239\n",
"[85]\tvalid_0's poisson: -87.4017\tvalid_0's huber: 29.6217\n",
"[86]\tvalid_0's poisson: -87.4044\tvalid_0's huber: 29.6195\n",
"[87]\tvalid_0's poisson: -87.4071\tvalid_0's huber: 29.6173\n",
"[88]\tvalid_0's poisson: -87.4097\tvalid_0's huber: 29.6151\n",
"[89]\tvalid_0's poisson: -87.4124\tvalid_0's huber: 29.6129\n",
"[90]\tvalid_0's poisson: -87.4151\tvalid_0's huber: 29.6107\n",
"[91]\tvalid_0's poisson: -87.4178\tvalid_0's huber: 29.6085\n",
"[92]\tvalid_0's poisson: -87.4204\tvalid_0's huber: 29.6063\n",
"[93]\tvalid_0's poisson: -87.4231\tvalid_0's huber: 29.6041\n",
"[94]\tvalid_0's poisson: -87.4258\tvalid_0's huber: 29.6018\n",
"[95]\tvalid_0's poisson: -87.4284\tvalid_0's huber: 29.5996\n",
"[96]\tvalid_0's poisson: -87.4311\tvalid_0's huber: 29.5974\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -87.4338\tvalid_0's huber: 29.5952\n",
"[98]\tvalid_0's poisson: -87.4364\tvalid_0's huber: 29.593\n",
"[99]\tvalid_0's poisson: -87.4391\tvalid_0's huber: 29.5908\n",
"[100]\tvalid_0's poisson: -87.4418\tvalid_0's huber: 29.5886\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1723\tvalid_0's huber: 29.8406\n",
"[2]\tvalid_0's poisson: -87.175\tvalid_0's huber: 29.8384\n",
"[3]\tvalid_0's poisson: -87.1777\tvalid_0's huber: 29.8361\n",
"[4]\tvalid_0's poisson: -87.1804\tvalid_0's huber: 29.8339\n",
"[5]\tvalid_0's poisson: -87.1831\tvalid_0's huber: 29.8316\n",
"[6]\tvalid_0's poisson: -87.1858\tvalid_0's huber: 29.8294\n",
"[7]\tvalid_0's poisson: -87.1885\tvalid_0's huber: 29.8271\n",
"[8]\tvalid_0's poisson: -87.1912\tvalid_0's huber: 29.8249\n",
"[9]\tvalid_0's poisson: -87.1939\tvalid_0's huber: 29.8226\n",
"[10]\tvalid_0's poisson: -87.1966\tvalid_0's huber: 29.8204\n",
"[11]\tvalid_0's poisson: -87.1993\tvalid_0's huber: 29.8181\n",
"[12]\tvalid_0's poisson: -87.202\tvalid_0's huber: 29.8159\n",
"[13]\tvalid_0's poisson: -87.2047\tvalid_0's huber: 29.8136\n",
"[14]\tvalid_0's poisson: -87.2074\tvalid_0's huber: 29.8114\n",
"[15]\tvalid_0's poisson: -87.2101\tvalid_0's huber: 29.8091\n",
"[16]\tvalid_0's poisson: -87.2128\tvalid_0's huber: 29.8069\n",
"[17]\tvalid_0's poisson: -87.2155\tvalid_0's huber: 29.8046\n",
"[18]\tvalid_0's poisson: -87.2182\tvalid_0's huber: 29.8024\n",
"[19]\tvalid_0's poisson: -87.2208\tvalid_0's huber: 29.8001\n",
"[20]\tvalid_0's poisson: -87.2235\tvalid_0's huber: 29.7979\n",
"[21]\tvalid_0's poisson: -87.2262\tvalid_0's huber: 29.7956\n",
"[22]\tvalid_0's poisson: -87.2289\tvalid_0's huber: 29.7934\n",
"[23]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.7911\n",
"[24]\tvalid_0's poisson: -87.2343\tvalid_0's huber: 29.7889\n",
"[25]\tvalid_0's poisson: -87.237\tvalid_0's huber: 29.7866\n",
"[26]\tvalid_0's poisson: -87.2397\tvalid_0's huber: 29.7844\n",
"[27]\tvalid_0's poisson: -87.2424\tvalid_0's huber: 29.7821\n",
"[28]\tvalid_0's poisson: -87.2451\tvalid_0's huber: 29.7799\n",
"[29]\tvalid_0's poisson: -87.2478\tvalid_0's huber: 29.7776\n",
"[30]\tvalid_0's poisson: -87.2505\tvalid_0's huber: 29.7754\n",
"[31]\tvalid_0's poisson: -87.2532\tvalid_0's huber: 29.7732\n",
"[32]\tvalid_0's poisson: -87.2559\tvalid_0's huber: 29.7709\n",
"[33]\tvalid_0's poisson: -87.2586\tvalid_0's huber: 29.7687\n",
"[34]\tvalid_0's poisson: -87.2613\tvalid_0's huber: 29.7664\n",
"[35]\tvalid_0's poisson: -87.264\tvalid_0's huber: 29.7642\n",
"[36]\tvalid_0's poisson: -87.2666\tvalid_0's huber: 29.7619\n",
"[37]\tvalid_0's poisson: -87.2693\tvalid_0's huber: 29.7597\n",
"[38]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7574\n",
"[39]\tvalid_0's poisson: -87.2747\tvalid_0's huber: 29.7552\n",
"[40]\tvalid_0's poisson: -87.2774\tvalid_0's huber: 29.7529\n",
"[41]\tvalid_0's poisson: -87.2801\tvalid_0's huber: 29.7507\n",
"[42]\tvalid_0's poisson: -87.2828\tvalid_0's huber: 29.7484\n",
"[43]\tvalid_0's poisson: -87.2855\tvalid_0's huber: 29.7462\n",
"[44]\tvalid_0's poisson: -87.2882\tvalid_0's huber: 29.7439\n",
"[45]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.7417\n",
"[46]\tvalid_0's poisson: -87.2936\tvalid_0's huber: 29.7395\n",
"[47]\tvalid_0's poisson: -87.2962\tvalid_0's huber: 29.7372\n",
"[48]\tvalid_0's poisson: -87.2989\tvalid_0's huber: 29.735\n",
"[49]\tvalid_0's poisson: -87.3016\tvalid_0's huber: 29.7327\n",
"[50]\tvalid_0's poisson: -87.3043\tvalid_0's huber: 29.7305\n",
"[51]\tvalid_0's poisson: -87.307\tvalid_0's huber: 29.7282\n",
"[52]\tvalid_0's poisson: -87.3097\tvalid_0's huber: 29.726\n",
"[53]\tvalid_0's poisson: -87.3124\tvalid_0's huber: 29.7237\n",
"[54]\tvalid_0's poisson: -87.3151\tvalid_0's huber: 29.7215\n",
"[55]\tvalid_0's poisson: -87.3177\tvalid_0's huber: 29.7192\n",
"[56]\tvalid_0's poisson: -87.3204\tvalid_0's huber: 29.717\n",
"[57]\tvalid_0's poisson: -87.3231\tvalid_0's huber: 29.7148\n",
"[58]\tvalid_0's poisson: -87.3258\tvalid_0's huber: 29.7125\n",
"[59]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.7103\n",
"[60]\tvalid_0's poisson: -87.3312\tvalid_0's huber: 29.708\n",
"[61]\tvalid_0's poisson: -87.3339\tvalid_0's huber: 29.7058\n",
"[62]\tvalid_0's poisson: -87.3366\tvalid_0's huber: 29.7035\n",
"[63]\tvalid_0's poisson: -87.3392\tvalid_0's huber: 29.7013\n",
"[64]\tvalid_0's poisson: -87.3419\tvalid_0's huber: 29.699\n",
"[65]\tvalid_0's poisson: -87.3446\tvalid_0's huber: 29.6968\n",
"[66]\tvalid_0's poisson: -87.3473\tvalid_0's huber: 29.6946\n",
"[67]\tvalid_0's poisson: -87.35\tvalid_0's huber: 29.6923\n",
"[68]\tvalid_0's poisson: -87.3527\tvalid_0's huber: 29.6901\n",
"[69]\tvalid_0's poisson: -87.3553\tvalid_0's huber: 29.6878\n",
"[70]\tvalid_0's poisson: -87.358\tvalid_0's huber: 29.6856\n",
"[71]\tvalid_0's poisson: -87.3607\tvalid_0's huber: 29.6833\n",
"[72]\tvalid_0's poisson: -87.3634\tvalid_0's huber: 29.6811\n",
"[73]\tvalid_0's poisson: -87.3661\tvalid_0's huber: 29.6789\n",
"[74]\tvalid_0's poisson: -87.3688\tvalid_0's huber: 29.6766\n",
"[75]\tvalid_0's poisson: -87.3714\tvalid_0's huber: 29.6744\n",
"[76]\tvalid_0's poisson: -87.3741\tvalid_0's huber: 29.6721\n",
"[77]\tvalid_0's poisson: -87.3768\tvalid_0's huber: 29.6699\n",
"[78]\tvalid_0's poisson: -87.3795\tvalid_0's huber: 29.6676\n",
"[79]\tvalid_0's poisson: -87.3822\tvalid_0's huber: 29.6654\n",
"[80]\tvalid_0's poisson: -87.3848\tvalid_0's huber: 29.6632\n",
"[81]\tvalid_0's poisson: -87.3875\tvalid_0's huber: 29.6609\n",
"[82]\tvalid_0's poisson: -87.3902\tvalid_0's huber: 29.6587\n",
"[83]\tvalid_0's poisson: -87.3929\tvalid_0's huber: 29.6564\n",
"[84]\tvalid_0's poisson: -87.3956\tvalid_0's huber: 29.6542\n",
"[85]\tvalid_0's poisson: -87.3982\tvalid_0's huber: 29.652\n",
"[86]\tvalid_0's poisson: -87.4009\tvalid_0's huber: 29.6497\n",
"[87]\tvalid_0's poisson: -87.4036\tvalid_0's huber: 29.6475\n",
"[88]\tvalid_0's poisson: -87.4063\tvalid_0's huber: 29.6452\n",
"[89]\tvalid_0's poisson: -87.409\tvalid_0's huber: 29.643\n",
"[90]\tvalid_0's poisson: -87.4116\tvalid_0's huber: 29.6407\n",
"[91]\tvalid_0's poisson: -87.4143\tvalid_0's huber: 29.6385\n",
"[92]\tvalid_0's poisson: -87.417\tvalid_0's huber: 29.6363\n",
"[93]\tvalid_0's poisson: -87.4197\tvalid_0's huber: 29.634\n",
"[94]\tvalid_0's poisson: -87.4223\tvalid_0's huber: 29.6318\n",
"[95]\tvalid_0's poisson: -87.425\tvalid_0's huber: 29.6295\n",
"[96]\tvalid_0's poisson: -87.4277\tvalid_0's huber: 29.6273\n",
"[97]\tvalid_0's poisson: -87.4304\tvalid_0's huber: 29.6251\n",
"[98]\tvalid_0's poisson: -87.433\tvalid_0's huber: 29.6228\n",
"[99]\tvalid_0's poisson: -87.4357\tvalid_0's huber: 29.6206\n",
"[100]\tvalid_0's poisson: -87.4384\tvalid_0's huber: 29.6183\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1787\tvalid_0's huber: 29.7914\n",
"[2]\tvalid_0's poisson: -87.1814\tvalid_0's huber: 29.7891\n",
"[3]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.7869\n",
"[4]\tvalid_0's poisson: -87.1868\tvalid_0's huber: 29.7846\n",
"[5]\tvalid_0's poisson: -87.1895\tvalid_0's huber: 29.7824\n",
"[6]\tvalid_0's poisson: -87.1922\tvalid_0's huber: 29.7802\n",
"[7]\tvalid_0's poisson: -87.1949\tvalid_0's huber: 29.7779\n",
"[8]\tvalid_0's poisson: -87.1976\tvalid_0's huber: 29.7757\n",
"[9]\tvalid_0's poisson: -87.2004\tvalid_0's huber: 29.7734\n",
"[10]\tvalid_0's poisson: -87.2031\tvalid_0's huber: 29.7712\n",
"[11]\tvalid_0's poisson: -87.2058\tvalid_0's huber: 29.769\n",
"[12]\tvalid_0's poisson: -87.2085\tvalid_0's huber: 29.7667\n",
"[13]\tvalid_0's poisson: -87.2112\tvalid_0's huber: 29.7645\n",
"[14]\tvalid_0's poisson: -87.2139\tvalid_0's huber: 29.7622\n",
"[15]\tvalid_0's poisson: -87.2166\tvalid_0's huber: 29.76\n",
"[16]\tvalid_0's poisson: -87.2193\tvalid_0's huber: 29.7578\n",
"[17]\tvalid_0's poisson: -87.222\tvalid_0's huber: 29.7555\n",
"[18]\tvalid_0's poisson: -87.2247\tvalid_0's huber: 29.7533\n",
"[19]\tvalid_0's poisson: -87.2274\tvalid_0's huber: 29.751\n",
"[20]\tvalid_0's poisson: -87.2301\tvalid_0's huber: 29.7488\n",
"[21]\tvalid_0's poisson: -87.2328\tvalid_0's huber: 29.7466\n",
"[22]\tvalid_0's poisson: -87.2355\tvalid_0's huber: 29.7443\n",
"[23]\tvalid_0's poisson: -87.2382\tvalid_0's huber: 29.7421\n",
"[24]\tvalid_0's poisson: -87.2409\tvalid_0's huber: 29.7398\n",
"[25]\tvalid_0's poisson: -87.2436\tvalid_0's huber: 29.7376\n",
"[26]\tvalid_0's poisson: -87.2463\tvalid_0's huber: 29.7354\n",
"[27]\tvalid_0's poisson: -87.249\tvalid_0's huber: 29.7331\n",
"[28]\tvalid_0's poisson: -87.2517\tvalid_0's huber: 29.7309\n",
"[29]\tvalid_0's poisson: -87.2544\tvalid_0's huber: 29.7286\n",
"[30]\tvalid_0's poisson: -87.2571\tvalid_0's huber: 29.7264\n",
"[31]\tvalid_0's poisson: -87.2598\tvalid_0's huber: 29.7242\n",
"[32]\tvalid_0's poisson: -87.2625\tvalid_0's huber: 29.7219\n",
"[33]\tvalid_0's poisson: -87.2652\tvalid_0's huber: 29.7197\n",
"[34]\tvalid_0's poisson: -87.2679\tvalid_0's huber: 29.7174\n",
"[35]\tvalid_0's poisson: -87.2706\tvalid_0's huber: 29.7152\n",
"[36]\tvalid_0's poisson: -87.2733\tvalid_0's huber: 29.713\n",
"[37]\tvalid_0's poisson: -87.276\tvalid_0's huber: 29.7107\n",
"[38]\tvalid_0's poisson: -87.2787\tvalid_0's huber: 29.7085\n",
"[39]\tvalid_0's poisson: -87.2813\tvalid_0's huber: 29.7062\n",
"[40]\tvalid_0's poisson: -87.284\tvalid_0's huber: 29.704\n",
"[41]\tvalid_0's poisson: -87.2867\tvalid_0's huber: 29.7018\n",
"[42]\tvalid_0's poisson: -87.2894\tvalid_0's huber: 29.6995\n",
"[43]\tvalid_0's poisson: -87.2921\tvalid_0's huber: 29.6973\n",
"[44]\tvalid_0's poisson: -87.2948\tvalid_0's huber: 29.6951\n",
"[45]\tvalid_0's poisson: -87.2975\tvalid_0's huber: 29.6928\n",
"[46]\tvalid_0's poisson: -87.3002\tvalid_0's huber: 29.6906\n",
"[47]\tvalid_0's poisson: -87.3029\tvalid_0's huber: 29.6883\n",
"[48]\tvalid_0's poisson: -87.3056\tvalid_0's huber: 29.6861\n",
"[49]\tvalid_0's poisson: -87.3083\tvalid_0's huber: 29.6839\n",
"[50]\tvalid_0's poisson: -87.311\tvalid_0's huber: 29.6816\n",
"[51]\tvalid_0's poisson: -87.3137\tvalid_0's huber: 29.6794\n",
"[52]\tvalid_0's poisson: -87.3164\tvalid_0's huber: 29.6772\n",
"[53]\tvalid_0's poisson: -87.3191\tvalid_0's huber: 29.6749\n",
"[54]\tvalid_0's poisson: -87.3218\tvalid_0's huber: 29.6727\n",
"[55]\tvalid_0's poisson: -87.3245\tvalid_0's huber: 29.6704\n",
"[56]\tvalid_0's poisson: -87.3271\tvalid_0's huber: 29.6682\n",
"[57]\tvalid_0's poisson: -87.3298\tvalid_0's huber: 29.666\n",
"[58]\tvalid_0's poisson: -87.3325\tvalid_0's huber: 29.6637\n",
"[59]\tvalid_0's poisson: -87.3352\tvalid_0's huber: 29.6615\n",
"[60]\tvalid_0's poisson: -87.3379\tvalid_0's huber: 29.6593\n",
"[61]\tvalid_0's poisson: -87.3406\tvalid_0's huber: 29.657\n",
"[62]\tvalid_0's poisson: -87.3433\tvalid_0's huber: 29.6548\n",
"[63]\tvalid_0's poisson: -87.346\tvalid_0's huber: 29.6526\n",
"[64]\tvalid_0's poisson: -87.3487\tvalid_0's huber: 29.6503\n",
"[65]\tvalid_0's poisson: -87.3514\tvalid_0's huber: 29.6481\n",
"[66]\tvalid_0's poisson: -87.3541\tvalid_0's huber: 29.6458\n",
"[67]\tvalid_0's poisson: -87.3567\tvalid_0's huber: 29.6436\n",
"[68]\tvalid_0's poisson: -87.3594\tvalid_0's huber: 29.6414\n",
"[69]\tvalid_0's poisson: -87.3621\tvalid_0's huber: 29.6391\n",
"[70]\tvalid_0's poisson: -87.3648\tvalid_0's huber: 29.6369\n",
"[71]\tvalid_0's poisson: -87.3675\tvalid_0's huber: 29.6347\n",
"[72]\tvalid_0's poisson: -87.3702\tvalid_0's huber: 29.6324\n",
"[73]\tvalid_0's poisson: -87.3729\tvalid_0's huber: 29.6302\n",
"[74]\tvalid_0's poisson: -87.3756\tvalid_0's huber: 29.628\n",
"[75]\tvalid_0's poisson: -87.3782\tvalid_0's huber: 29.6257\n",
"[76]\tvalid_0's poisson: -87.3809\tvalid_0's huber: 29.6235\n",
"[77]\tvalid_0's poisson: -87.3836\tvalid_0's huber: 29.6213\n",
"[78]\tvalid_0's poisson: -87.3863\tvalid_0's huber: 29.619\n",
"[79]\tvalid_0's poisson: -87.389\tvalid_0's huber: 29.6168\n",
"[80]\tvalid_0's poisson: -87.3917\tvalid_0's huber: 29.6146\n",
"[81]\tvalid_0's poisson: -87.3944\tvalid_0's huber: 29.6123\n",
"[82]\tvalid_0's poisson: -87.3971\tvalid_0's huber: 29.6101\n",
"[83]\tvalid_0's poisson: -87.3997\tvalid_0's huber: 29.6079\n",
"[84]\tvalid_0's poisson: -87.4024\tvalid_0's huber: 29.6056\n",
"[85]\tvalid_0's poisson: -87.4051\tvalid_0's huber: 29.6034\n",
"[86]\tvalid_0's poisson: -87.4078\tvalid_0's huber: 29.6011\n",
"[87]\tvalid_0's poisson: -87.4105\tvalid_0's huber: 29.5989\n",
"[88]\tvalid_0's poisson: -87.4132\tvalid_0's huber: 29.5967\n",
"[89]\tvalid_0's poisson: -87.4158\tvalid_0's huber: 29.5944\n",
"[90]\tvalid_0's poisson: -87.4185\tvalid_0's huber: 29.5922\n",
"[91]\tvalid_0's poisson: -87.4212\tvalid_0's huber: 29.59\n",
"[92]\tvalid_0's poisson: -87.4239\tvalid_0's huber: 29.5877\n",
"[93]\tvalid_0's poisson: -87.4266\tvalid_0's huber: 29.5855\n",
"[94]\tvalid_0's poisson: -87.4293\tvalid_0's huber: 29.5833\n",
"[95]\tvalid_0's poisson: -87.4319\tvalid_0's huber: 29.581\n",
"[96]\tvalid_0's poisson: -87.4346\tvalid_0's huber: 29.5788\n",
"[97]\tvalid_0's poisson: -87.4373\tvalid_0's huber: 29.5766\n",
"[98]\tvalid_0's poisson: -87.44\tvalid_0's huber: 29.5743\n",
"[99]\tvalid_0's poisson: -87.4427\tvalid_0's huber: 29.5721\n",
"[100]\tvalid_0's poisson: -87.4453\tvalid_0's huber: 29.5699\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1663\tvalid_0's huber: 29.883\n",
"[2]\tvalid_0's poisson: -87.1691\tvalid_0's huber: 29.8807\n",
"[3]\tvalid_0's poisson: -87.1718\tvalid_0's huber: 29.8785\n",
"[4]\tvalid_0's poisson: -87.1745\tvalid_0's huber: 29.8762\n",
"[5]\tvalid_0's poisson: -87.1772\tvalid_0's huber: 29.8739\n",
"[6]\tvalid_0's poisson: -87.1799\tvalid_0's huber: 29.8717\n",
"[7]\tvalid_0's poisson: -87.1826\tvalid_0's huber: 29.8694\n",
"[8]\tvalid_0's poisson: -87.1854\tvalid_0's huber: 29.8671\n",
"[9]\tvalid_0's poisson: -87.1881\tvalid_0's huber: 29.8649\n",
"[10]\tvalid_0's poisson: -87.1908\tvalid_0's huber: 29.8626\n",
"[11]\tvalid_0's poisson: -87.1935\tvalid_0's huber: 29.8604\n",
"[12]\tvalid_0's poisson: -87.1962\tvalid_0's huber: 29.8581\n",
"[13]\tvalid_0's poisson: -87.1989\tvalid_0's huber: 29.8558\n",
"[14]\tvalid_0's poisson: -87.2016\tvalid_0's huber: 29.8536\n",
"[15]\tvalid_0's poisson: -87.2043\tvalid_0's huber: 29.8513\n",
"[16]\tvalid_0's poisson: -87.2071\tvalid_0's huber: 29.8491\n",
"[17]\tvalid_0's poisson: -87.2098\tvalid_0's huber: 29.8468\n",
"[18]\tvalid_0's poisson: -87.2125\tvalid_0's huber: 29.8445\n",
"[19]\tvalid_0's poisson: -87.2152\tvalid_0's huber: 29.8423\n",
"[20]\tvalid_0's poisson: -87.2179\tvalid_0's huber: 29.84\n",
"[21]\tvalid_0's poisson: -87.2206\tvalid_0's huber: 29.8378\n",
"[22]\tvalid_0's poisson: -87.2233\tvalid_0's huber: 29.8355\n",
"[23]\tvalid_0's poisson: -87.226\tvalid_0's huber: 29.8332\n",
"[24]\tvalid_0's poisson: -87.2288\tvalid_0's huber: 29.831\n",
"[25]\tvalid_0's poisson: -87.2315\tvalid_0's huber: 29.8287\n",
"[26]\tvalid_0's poisson: -87.2342\tvalid_0's huber: 29.8265\n",
"[27]\tvalid_0's poisson: -87.2369\tvalid_0's huber: 29.8242\n",
"[28]\tvalid_0's poisson: -87.2396\tvalid_0's huber: 29.8219\n",
"[29]\tvalid_0's poisson: -87.2423\tvalid_0's huber: 29.8197\n",
"[30]\tvalid_0's poisson: -87.245\tvalid_0's huber: 29.8174\n",
"[31]\tvalid_0's poisson: -87.2477\tvalid_0's huber: 29.8152\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[32]\tvalid_0's poisson: -87.2504\tvalid_0's huber: 29.8129\n",
"[33]\tvalid_0's poisson: -87.2531\tvalid_0's huber: 29.8106\n",
"[34]\tvalid_0's poisson: -87.2558\tvalid_0's huber: 29.8084\n",
"[35]\tvalid_0's poisson: -87.2585\tvalid_0's huber: 29.8061\n",
"[36]\tvalid_0's poisson: -87.2612\tvalid_0's huber: 29.8039\n",
"[37]\tvalid_0's poisson: -87.2639\tvalid_0's huber: 29.8016\n",
"[38]\tvalid_0's poisson: -87.2666\tvalid_0's huber: 29.7994\n",
"[39]\tvalid_0's poisson: -87.2694\tvalid_0's huber: 29.7971\n",
"[40]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7949\n",
"[41]\tvalid_0's poisson: -87.2748\tvalid_0's huber: 29.7926\n",
"[42]\tvalid_0's poisson: -87.2775\tvalid_0's huber: 29.7903\n",
"[43]\tvalid_0's poisson: -87.2802\tvalid_0's huber: 29.7881\n",
"[44]\tvalid_0's poisson: -87.2829\tvalid_0's huber: 29.7858\n",
"[45]\tvalid_0's poisson: -87.2856\tvalid_0's huber: 29.7836\n",
"[46]\tvalid_0's poisson: -87.2883\tvalid_0's huber: 29.7813\n",
"[47]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.7791\n",
"[48]\tvalid_0's poisson: -87.2937\tvalid_0's huber: 29.7768\n",
"[49]\tvalid_0's poisson: -87.2964\tvalid_0's huber: 29.7746\n",
"[50]\tvalid_0's poisson: -87.299\tvalid_0's huber: 29.7723\n",
"[51]\tvalid_0's poisson: -87.3018\tvalid_0's huber: 29.7701\n",
"[52]\tvalid_0's poisson: -87.3044\tvalid_0's huber: 29.7678\n",
"[53]\tvalid_0's poisson: -87.3071\tvalid_0's huber: 29.7656\n",
"[54]\tvalid_0's poisson: -87.3098\tvalid_0's huber: 29.7633\n",
"[55]\tvalid_0's poisson: -87.3125\tvalid_0's huber: 29.7611\n",
"[56]\tvalid_0's poisson: -87.3152\tvalid_0's huber: 29.7588\n",
"[57]\tvalid_0's poisson: -87.3179\tvalid_0's huber: 29.7566\n",
"[58]\tvalid_0's poisson: -87.3206\tvalid_0's huber: 29.7543\n",
"[59]\tvalid_0's poisson: -87.3233\tvalid_0's huber: 29.752\n",
"[60]\tvalid_0's poisson: -87.326\tvalid_0's huber: 29.7498\n",
"[61]\tvalid_0's poisson: -87.3287\tvalid_0's huber: 29.7475\n",
"[62]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.7453\n",
"[63]\tvalid_0's poisson: -87.3341\tvalid_0's huber: 29.743\n",
"[64]\tvalid_0's poisson: -87.3368\tvalid_0's huber: 29.7408\n",
"[65]\tvalid_0's poisson: -87.3395\tvalid_0's huber: 29.7385\n",
"[66]\tvalid_0's poisson: -87.3422\tvalid_0's huber: 29.7363\n",
"[67]\tvalid_0's poisson: -87.3449\tvalid_0's huber: 29.734\n",
"[68]\tvalid_0's poisson: -87.3476\tvalid_0's huber: 29.7318\n",
"[69]\tvalid_0's poisson: -87.3503\tvalid_0's huber: 29.7295\n",
"[70]\tvalid_0's poisson: -87.353\tvalid_0's huber: 29.7273\n",
"[71]\tvalid_0's poisson: -87.3557\tvalid_0's huber: 29.725\n",
"[72]\tvalid_0's poisson: -87.3584\tvalid_0's huber: 29.7228\n",
"[73]\tvalid_0's poisson: -87.361\tvalid_0's huber: 29.7205\n",
"[74]\tvalid_0's poisson: -87.3637\tvalid_0's huber: 29.7183\n",
"[75]\tvalid_0's poisson: -87.3664\tvalid_0's huber: 29.716\n",
"[76]\tvalid_0's poisson: -87.3691\tvalid_0's huber: 29.7138\n",
"[77]\tvalid_0's poisson: -87.3718\tvalid_0's huber: 29.7115\n",
"[78]\tvalid_0's poisson: -87.3745\tvalid_0's huber: 29.7093\n",
"[79]\tvalid_0's poisson: -87.3772\tvalid_0's huber: 29.707\n",
"[80]\tvalid_0's poisson: -87.3799\tvalid_0's huber: 29.7048\n",
"[81]\tvalid_0's poisson: -87.3826\tvalid_0's huber: 29.7025\n",
"[82]\tvalid_0's poisson: -87.3853\tvalid_0's huber: 29.7003\n",
"[83]\tvalid_0's poisson: -87.3879\tvalid_0's huber: 29.698\n",
"[84]\tvalid_0's poisson: -87.3906\tvalid_0's huber: 29.6958\n",
"[85]\tvalid_0's poisson: -87.3933\tvalid_0's huber: 29.6935\n",
"[86]\tvalid_0's poisson: -87.396\tvalid_0's huber: 29.6913\n",
"[87]\tvalid_0's poisson: -87.3987\tvalid_0's huber: 29.689\n",
"[88]\tvalid_0's poisson: -87.4014\tvalid_0's huber: 29.6868\n",
"[89]\tvalid_0's poisson: -87.4041\tvalid_0's huber: 29.6845\n",
"[90]\tvalid_0's poisson: -87.4068\tvalid_0's huber: 29.6823\n",
"[91]\tvalid_0's poisson: -87.4095\tvalid_0's huber: 29.68\n",
"[92]\tvalid_0's poisson: -87.4122\tvalid_0's huber: 29.6778\n",
"[93]\tvalid_0's poisson: -87.4149\tvalid_0's huber: 29.6755\n",
"[94]\tvalid_0's poisson: -87.4176\tvalid_0's huber: 29.6733\n",
"[95]\tvalid_0's poisson: -87.4202\tvalid_0's huber: 29.671\n",
"[96]\tvalid_0's poisson: -87.4229\tvalid_0's huber: 29.6688\n",
"[97]\tvalid_0's poisson: -87.4256\tvalid_0's huber: 29.6665\n",
"[98]\tvalid_0's poisson: -87.4283\tvalid_0's huber: 29.6643\n",
"[99]\tvalid_0's poisson: -87.431\tvalid_0's huber: 29.662\n",
"[100]\tvalid_0's poisson: -87.4337\tvalid_0's huber: 29.6598\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8401\tvalid_0's huber: 29.2589\n",
"[2]\tvalid_0's poisson: -88.4931\tvalid_0's huber: 28.7139\n",
"[3]\tvalid_0's poisson: -89.128\tvalid_0's huber: 28.1807\n",
"[4]\tvalid_0's poisson: -89.7495\tvalid_0's huber: 27.6533\n",
"[5]\tvalid_0's poisson: -90.3571\tvalid_0's huber: 27.1322\n",
"[6]\tvalid_0's poisson: -90.9509\tvalid_0's huber: 26.618\n",
"[7]\tvalid_0's poisson: -91.5324\tvalid_0's huber: 26.1108\n",
"[8]\tvalid_0's poisson: -92.0971\tvalid_0's huber: 25.6141\n",
"[9]\tvalid_0's poisson: -92.657\tvalid_0's huber: 25.116\n",
"[10]\tvalid_0's poisson: -93.2023\tvalid_0's huber: 24.6277\n",
"[11]\tvalid_0's poisson: -93.7347\tvalid_0's huber: 24.1478\n",
"[12]\tvalid_0's poisson: -94.2599\tvalid_0's huber: 23.67\n",
"[13]\tvalid_0's poisson: -94.7687\tvalid_0's huber: 23.2026\n",
"[14]\tvalid_0's poisson: -95.2659\tvalid_0's huber: 22.745\n",
"[15]\tvalid_0's poisson: -95.7582\tvalid_0's huber: 22.2848\n",
"[16]\tvalid_0's poisson: -96.2325\tvalid_0's huber: 21.8363\n",
"[17]\tvalid_0's poisson: -96.7\tvalid_0's huber: 21.3942\n",
"[18]\tvalid_0's poisson: -97.1549\tvalid_0's huber: 20.9615\n",
"[19]\tvalid_0's poisson: -97.5926\tvalid_0's huber: 20.5351\n",
"[20]\tvalid_0's poisson: -98.0251\tvalid_0's huber: 20.1165\n",
"[21]\tvalid_0's poisson: -98.4469\tvalid_0's huber: 19.7063\n",
"[22]\tvalid_0's poisson: -98.8557\tvalid_0's huber: 19.3058\n",
"[23]\tvalid_0's poisson: -99.2564\tvalid_0's huber: 18.9126\n",
"[24]\tvalid_0's poisson: -99.6449\tvalid_0's huber: 18.5242\n",
"[25]\tvalid_0's poisson: -100.023\tvalid_0's huber: 18.1505\n",
"[26]\tvalid_0's poisson: -100.384\tvalid_0's huber: 17.7852\n",
"[27]\tvalid_0's poisson: -100.741\tvalid_0's huber: 17.424\n",
"[28]\tvalid_0's poisson: -101.088\tvalid_0's huber: 17.0745\n",
"[29]\tvalid_0's poisson: -101.415\tvalid_0's huber: 16.7424\n",
"[30]\tvalid_0's poisson: -101.738\tvalid_0's huber: 16.419\n",
"[31]\tvalid_0's poisson: -102.043\tvalid_0's huber: 16.1156\n",
"[32]\tvalid_0's poisson: -102.351\tvalid_0's huber: 15.7971\n",
"[33]\tvalid_0's poisson: -102.637\tvalid_0's huber: 15.5061\n",
"[34]\tvalid_0's poisson: -102.899\tvalid_0's huber: 15.2447\n",
"[35]\tvalid_0's poisson: -103.158\tvalid_0's huber: 14.9781\n",
"[36]\tvalid_0's poisson: -103.396\tvalid_0's huber: 14.7347\n",
"[37]\tvalid_0's poisson: -103.613\tvalid_0's huber: 14.5153\n",
"[38]\tvalid_0's poisson: -103.811\tvalid_0's huber: 14.32\n",
"[39]\tvalid_0's poisson: -103.978\tvalid_0's huber: 14.1589\n",
"[40]\tvalid_0's poisson: -104.125\tvalid_0's huber: 14.0142\n",
"[41]\tvalid_0's poisson: -104.251\tvalid_0's huber: 13.898\n",
"[42]\tvalid_0's poisson: -104.334\tvalid_0's huber: 13.8046\n",
"[43]\tvalid_0's poisson: -104.399\tvalid_0's huber: 13.7179\n",
"[44]\tvalid_0's poisson: -104.474\tvalid_0's huber: 13.6398\n",
"[45]\tvalid_0's poisson: -104.529\tvalid_0's huber: 13.5646\n",
"[46]\tvalid_0's poisson: -104.549\tvalid_0's huber: 13.4926\n",
"[47]\tvalid_0's poisson: -104.64\tvalid_0's huber: 13.4194\n",
"[48]\tvalid_0's poisson: -104.72\tvalid_0's huber: 13.3488\n",
"[49]\tvalid_0's poisson: -104.848\tvalid_0's huber: 13.2826\n",
"[50]\tvalid_0's poisson: -104.859\tvalid_0's huber: 13.2209\n",
"[51]\tvalid_0's poisson: -104.911\tvalid_0's huber: 13.1568\n",
"[52]\tvalid_0's poisson: -104.971\tvalid_0's huber: 13.0964\n",
"[53]\tvalid_0's poisson: -105.051\tvalid_0's huber: 13.0373\n",
"[54]\tvalid_0's poisson: -105.106\tvalid_0's huber: 12.9776\n",
"[55]\tvalid_0's poisson: -105.171\tvalid_0's huber: 12.9226\n",
"[56]\tvalid_0's poisson: -105.249\tvalid_0's huber: 12.863\n",
"[57]\tvalid_0's poisson: -105.313\tvalid_0's huber: 12.8058\n",
"[58]\tvalid_0's poisson: -105.382\tvalid_0's huber: 12.7465\n",
"[59]\tvalid_0's poisson: -105.426\tvalid_0's huber: 12.6905\n",
"[60]\tvalid_0's poisson: -105.503\tvalid_0's huber: 12.6374\n",
"[61]\tvalid_0's poisson: -105.58\tvalid_0's huber: 12.586\n",
"[62]\tvalid_0's poisson: -105.633\tvalid_0's huber: 12.5366\n",
"[63]\tvalid_0's poisson: -105.672\tvalid_0's huber: 12.4837\n",
"[64]\tvalid_0's poisson: -105.745\tvalid_0's huber: 12.44\n",
"[65]\tvalid_0's poisson: -105.722\tvalid_0's huber: 12.39\n",
"[66]\tvalid_0's poisson: -105.772\tvalid_0's huber: 12.3443\n",
"[67]\tvalid_0's poisson: -105.815\tvalid_0's huber: 12.2979\n",
"[68]\tvalid_0's poisson: -105.864\tvalid_0's huber: 12.2572\n",
"[69]\tvalid_0's poisson: -105.902\tvalid_0's huber: 12.2122\n",
"[70]\tvalid_0's poisson: -105.927\tvalid_0's huber: 12.1719\n",
"[71]\tvalid_0's poisson: -105.962\tvalid_0's huber: 12.119\n",
"[72]\tvalid_0's poisson: -106.031\tvalid_0's huber: 12.0732\n",
"[73]\tvalid_0's poisson: -106.078\tvalid_0's huber: 12.0206\n",
"[74]\tvalid_0's poisson: -106.028\tvalid_0's huber: 11.9756\n",
"[75]\tvalid_0's poisson: -106.1\tvalid_0's huber: 11.9263\n",
"[76]\tvalid_0's poisson: -106.164\tvalid_0's huber: 11.8757\n",
"[77]\tvalid_0's poisson: -106.222\tvalid_0's huber: 11.8217\n",
"[78]\tvalid_0's poisson: -106.256\tvalid_0's huber: 11.7745\n",
"[79]\tvalid_0's poisson: -106.315\tvalid_0's huber: 11.7285\n",
"[80]\tvalid_0's poisson: -106.341\tvalid_0's huber: 11.6858\n",
"[81]\tvalid_0's poisson: -106.381\tvalid_0's huber: 11.6426\n",
"[82]\tvalid_0's poisson: -106.385\tvalid_0's huber: 11.6019\n",
"[83]\tvalid_0's poisson: -106.419\tvalid_0's huber: 11.5594\n",
"[84]\tvalid_0's poisson: -106.433\tvalid_0's huber: 11.5218\n",
"[85]\tvalid_0's poisson: -106.49\tvalid_0's huber: 11.4789\n",
"[86]\tvalid_0's poisson: -106.55\tvalid_0's huber: 11.4397\n",
"[87]\tvalid_0's poisson: -106.56\tvalid_0's huber: 11.3997\n",
"[88]\tvalid_0's poisson: -106.58\tvalid_0's huber: 11.3646\n",
"[89]\tvalid_0's poisson: -106.634\tvalid_0's huber: 11.3217\n",
"[90]\tvalid_0's poisson: -106.689\tvalid_0's huber: 11.2838\n",
"[91]\tvalid_0's poisson: -106.663\tvalid_0's huber: 11.2517\n",
"[92]\tvalid_0's poisson: -106.755\tvalid_0's huber: 11.2105\n",
"[93]\tvalid_0's poisson: -106.791\tvalid_0's huber: 11.1717\n",
"[94]\tvalid_0's poisson: -106.826\tvalid_0's huber: 11.1383\n",
"[95]\tvalid_0's poisson: -106.849\tvalid_0's huber: 11.1063\n",
"[96]\tvalid_0's poisson: -106.847\tvalid_0's huber: 11.076\n",
"[97]\tvalid_0's poisson: -106.843\tvalid_0's huber: 11.0447\n",
"[98]\tvalid_0's poisson: -106.88\tvalid_0's huber: 11.0091\n",
"[99]\tvalid_0's poisson: -106.962\tvalid_0's huber: 10.9771\n",
"[100]\tvalid_0's poisson: -106.988\tvalid_0's huber: 10.9452\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8334\tvalid_0's huber: 29.2681\n",
"[2]\tvalid_0's poisson: -88.4772\tvalid_0's huber: 28.7298\n",
"[3]\tvalid_0's poisson: -89.1182\tvalid_0's huber: 28.1848\n",
"[4]\tvalid_0's poisson: -89.7477\tvalid_0's huber: 27.6464\n",
"[5]\tvalid_0's poisson: -90.3661\tvalid_0's huber: 27.1116\n",
"[6]\tvalid_0's poisson: -90.9708\tvalid_0's huber: 26.5841\n",
"[7]\tvalid_0's poisson: -91.558\tvalid_0's huber: 26.0684\n",
"[8]\tvalid_0's poisson: -92.1288\tvalid_0's huber: 25.5632\n",
"[9]\tvalid_0's poisson: -92.6885\tvalid_0's huber: 25.0641\n",
"[10]\tvalid_0's poisson: -93.2378\tvalid_0's huber: 24.5741\n",
"[11]\tvalid_0's poisson: -93.7725\tvalid_0's huber: 24.0907\n",
"[12]\tvalid_0's poisson: -94.2951\tvalid_0's huber: 23.6143\n",
"[13]\tvalid_0's poisson: -94.8049\tvalid_0's huber: 23.1464\n",
"[14]\tvalid_0's poisson: -95.3062\tvalid_0's huber: 22.6845\n",
"[15]\tvalid_0's poisson: -95.7956\tvalid_0's huber: 22.2304\n",
"[16]\tvalid_0's poisson: -96.2675\tvalid_0's huber: 21.7863\n",
"[17]\tvalid_0's poisson: -96.7282\tvalid_0's huber: 21.3528\n",
"[18]\tvalid_0's poisson: -97.177\tvalid_0's huber: 20.9243\n",
"[19]\tvalid_0's poisson: -97.6139\tvalid_0's huber: 20.5007\n",
"[20]\tvalid_0's poisson: -98.0405\tvalid_0's huber: 20.0832\n",
"[21]\tvalid_0's poisson: -98.4541\tvalid_0's huber: 19.6773\n",
"[22]\tvalid_0's poisson: -98.8639\tvalid_0's huber: 19.2739\n",
"[23]\tvalid_0's poisson: -99.2646\tvalid_0's huber: 18.8781\n",
"[24]\tvalid_0's poisson: -99.6527\tvalid_0's huber: 18.4932\n",
"[25]\tvalid_0's poisson: -100.027\tvalid_0's huber: 18.115\n",
"[26]\tvalid_0's poisson: -100.413\tvalid_0's huber: 17.7189\n",
"[27]\tvalid_0's poisson: -100.766\tvalid_0's huber: 17.3599\n",
"[28]\tvalid_0's poisson: -101.11\tvalid_0's huber: 17.0093\n",
"[29]\tvalid_0's poisson: -101.443\tvalid_0's huber: 16.6621\n",
"[30]\tvalid_0's poisson: -101.758\tvalid_0's huber: 16.3374\n",
"[31]\tvalid_0's poisson: -102.078\tvalid_0's huber: 16.0077\n",
"[32]\tvalid_0's poisson: -102.381\tvalid_0's huber: 15.7019\n",
"[33]\tvalid_0's poisson: -102.651\tvalid_0's huber: 15.4254\n",
"[34]\tvalid_0's poisson: -102.925\tvalid_0's huber: 15.1439\n",
"[35]\tvalid_0's poisson: -103.168\tvalid_0's huber: 14.8967\n",
"[36]\tvalid_0's poisson: -103.405\tvalid_0's huber: 14.6565\n",
"[37]\tvalid_0's poisson: -103.623\tvalid_0's huber: 14.4463\n",
"[38]\tvalid_0's poisson: -103.818\tvalid_0's huber: 14.2526\n",
"[39]\tvalid_0's poisson: -104.003\tvalid_0's huber: 14.0768\n",
"[40]\tvalid_0's poisson: -104.15\tvalid_0's huber: 13.9365\n",
"[41]\tvalid_0's poisson: -104.278\tvalid_0's huber: 13.8168\n",
"[42]\tvalid_0's poisson: -104.363\tvalid_0's huber: 13.7227\n",
"[43]\tvalid_0's poisson: -104.433\tvalid_0's huber: 13.6375\n",
"[44]\tvalid_0's poisson: -104.516\tvalid_0's huber: 13.5581\n",
"[45]\tvalid_0's poisson: -104.571\tvalid_0's huber: 13.4821\n",
"[46]\tvalid_0's poisson: -104.633\tvalid_0's huber: 13.4097\n",
"[47]\tvalid_0's poisson: -104.693\tvalid_0's huber: 13.3377\n",
"[48]\tvalid_0's poisson: -104.722\tvalid_0's huber: 13.2696\n",
"[49]\tvalid_0's poisson: -104.82\tvalid_0's huber: 13.1994\n",
"[50]\tvalid_0's poisson: -104.893\tvalid_0's huber: 13.132\n",
"[51]\tvalid_0's poisson: -104.967\tvalid_0's huber: 13.0676\n",
"[52]\tvalid_0's poisson: -105.006\tvalid_0's huber: 13.0081\n",
"[53]\tvalid_0's poisson: -105.06\tvalid_0's huber: 12.952\n",
"[54]\tvalid_0's poisson: -105.134\tvalid_0's huber: 12.8941\n",
"[55]\tvalid_0's poisson: -105.199\tvalid_0's huber: 12.8369\n",
"[56]\tvalid_0's poisson: -105.252\tvalid_0's huber: 12.7856\n",
"[57]\tvalid_0's poisson: -105.286\tvalid_0's huber: 12.736\n",
"[58]\tvalid_0's poisson: -105.337\tvalid_0's huber: 12.6832\n",
"[59]\tvalid_0's poisson: -105.407\tvalid_0's huber: 12.6316\n",
"[60]\tvalid_0's poisson: -105.458\tvalid_0's huber: 12.5832\n",
"[61]\tvalid_0's poisson: -105.512\tvalid_0's huber: 12.5369\n",
"[62]\tvalid_0's poisson: -105.56\tvalid_0's huber: 12.4893\n",
"[63]\tvalid_0's poisson: -105.568\tvalid_0's huber: 12.4439\n",
"[64]\tvalid_0's poisson: -105.624\tvalid_0's huber: 12.389\n",
"[65]\tvalid_0's poisson: -105.64\tvalid_0's huber: 12.3484\n",
"[66]\tvalid_0's poisson: -105.688\tvalid_0's huber: 12.3009\n",
"[67]\tvalid_0's poisson: -105.749\tvalid_0's huber: 12.2565\n",
"[68]\tvalid_0's poisson: -105.778\tvalid_0's huber: 12.2103\n",
"[69]\tvalid_0's poisson: -105.817\tvalid_0's huber: 12.1687\n",
"[70]\tvalid_0's poisson: -105.859\tvalid_0's huber: 12.1297\n",
"[71]\tvalid_0's poisson: -105.908\tvalid_0's huber: 12.09\n",
"[72]\tvalid_0's poisson: -105.953\tvalid_0's huber: 12.0438\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -105.963\tvalid_0's huber: 12.0024\n",
"[74]\tvalid_0's poisson: -105.987\tvalid_0's huber: 11.9643\n",
"[75]\tvalid_0's poisson: -106.025\tvalid_0's huber: 11.9278\n",
"[76]\tvalid_0's poisson: -106.057\tvalid_0's huber: 11.891\n",
"[77]\tvalid_0's poisson: -106.122\tvalid_0's huber: 11.8522\n",
"[78]\tvalid_0's poisson: -106.197\tvalid_0's huber: 11.8141\n",
"[79]\tvalid_0's poisson: -106.252\tvalid_0's huber: 11.7802\n",
"[80]\tvalid_0's poisson: -106.265\tvalid_0's huber: 11.7444\n",
"[81]\tvalid_0's poisson: -106.263\tvalid_0's huber: 11.7123\n",
"[82]\tvalid_0's poisson: -106.301\tvalid_0's huber: 11.674\n",
"[83]\tvalid_0's poisson: -106.322\tvalid_0's huber: 11.6347\n",
"[84]\tvalid_0's poisson: -106.356\tvalid_0's huber: 11.6003\n",
"[85]\tvalid_0's poisson: -106.402\tvalid_0's huber: 11.5643\n",
"[86]\tvalid_0's poisson: -106.463\tvalid_0's huber: 11.5245\n",
"[87]\tvalid_0's poisson: -106.49\tvalid_0's huber: 11.4906\n",
"[88]\tvalid_0's poisson: -106.529\tvalid_0's huber: 11.4577\n",
"[89]\tvalid_0's poisson: -106.51\tvalid_0's huber: 11.4233\n",
"[90]\tvalid_0's poisson: -106.586\tvalid_0's huber: 11.3831\n",
"[91]\tvalid_0's poisson: -106.612\tvalid_0's huber: 11.3522\n",
"[92]\tvalid_0's poisson: -106.65\tvalid_0's huber: 11.3131\n",
"[93]\tvalid_0's poisson: -106.693\tvalid_0's huber: 11.2796\n",
"[94]\tvalid_0's poisson: -106.729\tvalid_0's huber: 11.2471\n",
"[95]\tvalid_0's poisson: -106.769\tvalid_0's huber: 11.2173\n",
"[96]\tvalid_0's poisson: -106.774\tvalid_0's huber: 11.1902\n",
"[97]\tvalid_0's poisson: -106.801\tvalid_0's huber: 11.1498\n",
"[98]\tvalid_0's poisson: -106.899\tvalid_0's huber: 11.1021\n",
"[99]\tvalid_0's poisson: -106.917\tvalid_0's huber: 11.0579\n",
"[100]\tvalid_0's poisson: -106.889\tvalid_0's huber: 11.0189\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8392\tvalid_0's huber: 29.2838\n",
"[2]\tvalid_0's poisson: -88.4929\tvalid_0's huber: 28.7326\n",
"[3]\tvalid_0's poisson: -89.1352\tvalid_0's huber: 28.1882\n",
"[4]\tvalid_0's poisson: -89.7616\tvalid_0's huber: 27.6506\n",
"[5]\tvalid_0's poisson: -90.3713\tvalid_0's huber: 27.1237\n",
"[6]\tvalid_0's poisson: -90.9685\tvalid_0's huber: 26.6005\n",
"[7]\tvalid_0's poisson: -91.5485\tvalid_0's huber: 26.0894\n",
"[8]\tvalid_0's poisson: -92.1188\tvalid_0's huber: 25.5858\n",
"[9]\tvalid_0's poisson: -92.672\tvalid_0's huber: 25.0939\n",
"[10]\tvalid_0's poisson: -93.216\tvalid_0's huber: 24.6093\n",
"[11]\tvalid_0's poisson: -93.7457\tvalid_0's huber: 24.1315\n",
"[12]\tvalid_0's poisson: -94.2675\tvalid_0's huber: 23.6588\n",
"[13]\tvalid_0's poisson: -94.7758\tvalid_0's huber: 23.1962\n",
"[14]\tvalid_0's poisson: -95.2771\tvalid_0's huber: 22.7334\n",
"[15]\tvalid_0's poisson: -95.7657\tvalid_0's huber: 22.2792\n",
"[16]\tvalid_0's poisson: -96.2421\tvalid_0's huber: 21.8328\n",
"[17]\tvalid_0's poisson: -96.711\tvalid_0's huber: 21.3903\n",
"[18]\tvalid_0's poisson: -97.165\tvalid_0's huber: 20.9562\n",
"[19]\tvalid_0's poisson: -97.6062\tvalid_0's huber: 20.5323\n",
"[20]\tvalid_0's poisson: -98.0356\tvalid_0's huber: 20.1175\n",
"[21]\tvalid_0's poisson: -98.4518\tvalid_0's huber: 19.7038\n",
"[22]\tvalid_0's poisson: -98.8704\tvalid_0's huber: 19.2925\n",
"[23]\tvalid_0's poisson: -99.2823\tvalid_0's huber: 18.88\n",
"[24]\tvalid_0's poisson: -99.6699\tvalid_0's huber: 18.4931\n",
"[25]\tvalid_0's poisson: -100.047\tvalid_0's huber: 18.1167\n",
"[26]\tvalid_0's poisson: -100.415\tvalid_0's huber: 17.7527\n",
"[27]\tvalid_0's poisson: -100.772\tvalid_0's huber: 17.4\n",
"[28]\tvalid_0's poisson: -101.116\tvalid_0's huber: 17.0565\n",
"[29]\tvalid_0's poisson: -101.456\tvalid_0's huber: 16.7178\n",
"[30]\tvalid_0's poisson: -101.775\tvalid_0's huber: 16.3931\n",
"[31]\tvalid_0's poisson: -102.08\tvalid_0's huber: 16.0882\n",
"[32]\tvalid_0's poisson: -102.37\tvalid_0's huber: 15.7979\n",
"[33]\tvalid_0's poisson: -102.661\tvalid_0's huber: 15.4936\n",
"[34]\tvalid_0's poisson: -102.92\tvalid_0's huber: 15.2298\n",
"[35]\tvalid_0's poisson: -103.177\tvalid_0's huber: 14.966\n",
"[36]\tvalid_0's poisson: -103.412\tvalid_0's huber: 14.725\n",
"[37]\tvalid_0's poisson: -103.633\tvalid_0's huber: 14.5079\n",
"[38]\tvalid_0's poisson: -103.841\tvalid_0's huber: 14.3024\n",
"[39]\tvalid_0's poisson: -104.025\tvalid_0's huber: 14.1214\n",
"[40]\tvalid_0's poisson: -104.184\tvalid_0's huber: 13.9684\n",
"[41]\tvalid_0's poisson: -104.311\tvalid_0's huber: 13.8507\n",
"[42]\tvalid_0's poisson: -104.383\tvalid_0's huber: 13.7474\n",
"[43]\tvalid_0's poisson: -104.466\tvalid_0's huber: 13.6624\n",
"[44]\tvalid_0's poisson: -104.497\tvalid_0's huber: 13.5825\n",
"[45]\tvalid_0's poisson: -104.565\tvalid_0's huber: 13.5066\n",
"[46]\tvalid_0's poisson: -104.628\tvalid_0's huber: 13.4345\n",
"[47]\tvalid_0's poisson: -104.684\tvalid_0's huber: 13.3587\n",
"[48]\tvalid_0's poisson: -104.741\tvalid_0's huber: 13.2914\n",
"[49]\tvalid_0's poisson: -104.821\tvalid_0's huber: 13.2185\n",
"[50]\tvalid_0's poisson: -104.913\tvalid_0's huber: 13.1527\n",
"[51]\tvalid_0's poisson: -104.932\tvalid_0's huber: 13.0895\n",
"[52]\tvalid_0's poisson: -104.998\tvalid_0's huber: 13.0336\n",
"[53]\tvalid_0's poisson: -105.029\tvalid_0's huber: 12.9696\n",
"[54]\tvalid_0's poisson: -105.109\tvalid_0's huber: 12.9163\n",
"[55]\tvalid_0's poisson: -105.156\tvalid_0's huber: 12.856\n",
"[56]\tvalid_0's poisson: -105.225\tvalid_0's huber: 12.8059\n",
"[57]\tvalid_0's poisson: -105.297\tvalid_0's huber: 12.7546\n",
"[58]\tvalid_0's poisson: -105.339\tvalid_0's huber: 12.7024\n",
"[59]\tvalid_0's poisson: -105.408\tvalid_0's huber: 12.6522\n",
"[60]\tvalid_0's poisson: -105.417\tvalid_0's huber: 12.6061\n",
"[61]\tvalid_0's poisson: -105.467\tvalid_0's huber: 12.5562\n",
"[62]\tvalid_0's poisson: -105.535\tvalid_0's huber: 12.5052\n",
"[63]\tvalid_0's poisson: -105.541\tvalid_0's huber: 12.4601\n",
"[64]\tvalid_0's poisson: -105.583\tvalid_0's huber: 12.4162\n",
"[65]\tvalid_0's poisson: -105.676\tvalid_0's huber: 12.3683\n",
"[66]\tvalid_0's poisson: -105.664\tvalid_0's huber: 12.326\n",
"[67]\tvalid_0's poisson: -105.741\tvalid_0's huber: 12.2828\n",
"[68]\tvalid_0's poisson: -105.787\tvalid_0's huber: 12.238\n",
"[69]\tvalid_0's poisson: -105.858\tvalid_0's huber: 12.1966\n",
"[70]\tvalid_0's poisson: -105.902\tvalid_0's huber: 12.1575\n",
"[71]\tvalid_0's poisson: -105.913\tvalid_0's huber: 12.1198\n",
"[72]\tvalid_0's poisson: -105.968\tvalid_0's huber: 12.0834\n",
"[73]\tvalid_0's poisson: -105.959\tvalid_0's huber: 12.0484\n",
"[74]\tvalid_0's poisson: -106.049\tvalid_0's huber: 12.0069\n",
"[75]\tvalid_0's poisson: -106.069\tvalid_0's huber: 11.9676\n",
"[76]\tvalid_0's poisson: -106.117\tvalid_0's huber: 11.928\n",
"[77]\tvalid_0's poisson: -106.203\tvalid_0's huber: 11.8905\n",
"[78]\tvalid_0's poisson: -106.23\tvalid_0's huber: 11.8589\n",
"[79]\tvalid_0's poisson: -106.29\tvalid_0's huber: 11.8116\n",
"[80]\tvalid_0's poisson: -106.264\tvalid_0's huber: 11.7767\n",
"[81]\tvalid_0's poisson: -106.277\tvalid_0's huber: 11.7398\n",
"[82]\tvalid_0's poisson: -106.314\tvalid_0's huber: 11.697\n",
"[83]\tvalid_0's poisson: -106.395\tvalid_0's huber: 11.6522\n",
"[84]\tvalid_0's poisson: -106.462\tvalid_0's huber: 11.5984\n",
"[85]\tvalid_0's poisson: -106.478\tvalid_0's huber: 11.557\n",
"[86]\tvalid_0's poisson: -106.435\tvalid_0's huber: 11.5123\n",
"[87]\tvalid_0's poisson: -106.47\tvalid_0's huber: 11.4719\n",
"[88]\tvalid_0's poisson: -106.52\tvalid_0's huber: 11.4315\n",
"[89]\tvalid_0's poisson: -106.557\tvalid_0's huber: 11.3942\n",
"[90]\tvalid_0's poisson: -106.581\tvalid_0's huber: 11.3553\n",
"[91]\tvalid_0's poisson: -106.621\tvalid_0's huber: 11.3162\n",
"[92]\tvalid_0's poisson: -106.677\tvalid_0's huber: 11.2826\n",
"[93]\tvalid_0's poisson: -106.709\tvalid_0's huber: 11.2432\n",
"[94]\tvalid_0's poisson: -106.739\tvalid_0's huber: 11.2101\n",
"[95]\tvalid_0's poisson: -106.769\tvalid_0's huber: 11.1733\n",
"[96]\tvalid_0's poisson: -106.762\tvalid_0's huber: 11.1386\n",
"[97]\tvalid_0's poisson: -106.737\tvalid_0's huber: 11.1081\n",
"[98]\tvalid_0's poisson: -106.777\tvalid_0's huber: 11.0772\n",
"[99]\tvalid_0's poisson: -106.78\tvalid_0's huber: 11.0453\n",
"[100]\tvalid_0's poisson: -106.811\tvalid_0's huber: 11.0153\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8484\tvalid_0's huber: 29.2371\n",
"[2]\tvalid_0's poisson: -88.5038\tvalid_0's huber: 28.6881\n",
"[3]\tvalid_0's poisson: -89.1483\tvalid_0's huber: 28.1432\n",
"[4]\tvalid_0's poisson: -89.7773\tvalid_0's huber: 27.6066\n",
"[5]\tvalid_0's poisson: -90.3866\tvalid_0's huber: 27.0787\n",
"[6]\tvalid_0's poisson: -90.9879\tvalid_0's huber: 26.556\n",
"[7]\tvalid_0's poisson: -91.5714\tvalid_0's huber: 26.0449\n",
"[8]\tvalid_0's poisson: -92.1438\tvalid_0's huber: 25.5402\n",
"[9]\tvalid_0's poisson: -92.7028\tvalid_0's huber: 25.0445\n",
"[10]\tvalid_0's poisson: -93.2484\tvalid_0's huber: 24.556\n",
"[11]\tvalid_0's poisson: -93.7805\tvalid_0's huber: 24.076\n",
"[12]\tvalid_0's poisson: -94.3041\tvalid_0's huber: 23.5994\n",
"[13]\tvalid_0's poisson: -94.8157\tvalid_0's huber: 23.129\n",
"[14]\tvalid_0's poisson: -95.3175\tvalid_0's huber: 22.6688\n",
"[15]\tvalid_0's poisson: -95.8078\tvalid_0's huber: 22.2143\n",
"[16]\tvalid_0's poisson: -96.2857\tvalid_0's huber: 21.7694\n",
"[17]\tvalid_0's poisson: -96.7423\tvalid_0's huber: 21.3361\n",
"[18]\tvalid_0's poisson: -97.1988\tvalid_0's huber: 20.8998\n",
"[19]\tvalid_0's poisson: -97.6451\tvalid_0's huber: 20.4711\n",
"[20]\tvalid_0's poisson: -98.0747\tvalid_0's huber: 20.057\n",
"[21]\tvalid_0's poisson: -98.4978\tvalid_0's huber: 19.6473\n",
"[22]\tvalid_0's poisson: -98.9058\tvalid_0's huber: 19.2437\n",
"[23]\tvalid_0's poisson: -99.3026\tvalid_0's huber: 18.8508\n",
"[24]\tvalid_0's poisson: -99.7025\tvalid_0's huber: 18.4498\n",
"[25]\tvalid_0's poisson: -100.072\tvalid_0's huber: 18.077\n",
"[26]\tvalid_0's poisson: -100.439\tvalid_0's huber: 17.7129\n",
"[27]\tvalid_0's poisson: -100.792\tvalid_0's huber: 17.3601\n",
"[28]\tvalid_0's poisson: -101.135\tvalid_0's huber: 17.0134\n",
"[29]\tvalid_0's poisson: -101.464\tvalid_0's huber: 16.6801\n",
"[30]\tvalid_0's poisson: -101.782\tvalid_0's huber: 16.3529\n",
"[31]\tvalid_0's poisson: -102.086\tvalid_0's huber: 16.0432\n",
"[32]\tvalid_0's poisson: -102.389\tvalid_0's huber: 15.7276\n",
"[33]\tvalid_0's poisson: -102.661\tvalid_0's huber: 15.4494\n",
"[34]\tvalid_0's poisson: -102.934\tvalid_0's huber: 15.1713\n",
"[35]\tvalid_0's poisson: -103.194\tvalid_0's huber: 14.9123\n",
"[36]\tvalid_0's poisson: -103.431\tvalid_0's huber: 14.6703\n",
"[37]\tvalid_0's poisson: -103.649\tvalid_0's huber: 14.4567\n",
"[38]\tvalid_0's poisson: -103.844\tvalid_0's huber: 14.2668\n",
"[39]\tvalid_0's poisson: -104.02\tvalid_0's huber: 14.0933\n",
"[40]\tvalid_0's poisson: -104.165\tvalid_0's huber: 13.955\n",
"[41]\tvalid_0's poisson: -104.272\tvalid_0's huber: 13.8442\n",
"[42]\tvalid_0's poisson: -104.364\tvalid_0's huber: 13.7499\n",
"[43]\tvalid_0's poisson: -104.403\tvalid_0's huber: 13.6617\n",
"[44]\tvalid_0's poisson: -104.448\tvalid_0's huber: 13.5838\n",
"[45]\tvalid_0's poisson: -104.475\tvalid_0's huber: 13.5118\n",
"[46]\tvalid_0's poisson: -104.559\tvalid_0's huber: 13.4329\n",
"[47]\tvalid_0's poisson: -104.643\tvalid_0's huber: 13.3591\n",
"[48]\tvalid_0's poisson: -104.687\tvalid_0's huber: 13.2867\n",
"[49]\tvalid_0's poisson: -104.8\tvalid_0's huber: 13.2206\n",
"[50]\tvalid_0's poisson: -104.853\tvalid_0's huber: 13.156\n",
"[51]\tvalid_0's poisson: -104.92\tvalid_0's huber: 13.0913\n",
"[52]\tvalid_0's poisson: -105.002\tvalid_0's huber: 13.0298\n",
"[53]\tvalid_0's poisson: -105.031\tvalid_0's huber: 12.9689\n",
"[54]\tvalid_0's poisson: -105.077\tvalid_0's huber: 12.9106\n",
"[55]\tvalid_0's poisson: -105.1\tvalid_0's huber: 12.8533\n",
"[56]\tvalid_0's poisson: -105.151\tvalid_0's huber: 12.8005\n",
"[57]\tvalid_0's poisson: -105.165\tvalid_0's huber: 12.7425\n",
"[58]\tvalid_0's poisson: -105.255\tvalid_0's huber: 12.6812\n",
"[59]\tvalid_0's poisson: -105.315\tvalid_0's huber: 12.6235\n",
"[60]\tvalid_0's poisson: -105.427\tvalid_0's huber: 12.5674\n",
"[61]\tvalid_0's poisson: -105.522\tvalid_0's huber: 12.5169\n",
"[62]\tvalid_0's poisson: -105.519\tvalid_0's huber: 12.4524\n",
"[63]\tvalid_0's poisson: -105.64\tvalid_0's huber: 12.3959\n",
"[64]\tvalid_0's poisson: -105.692\tvalid_0's huber: 12.3388\n",
"[65]\tvalid_0's poisson: -105.782\tvalid_0's huber: 12.2857\n",
"[66]\tvalid_0's poisson: -105.829\tvalid_0's huber: 12.2344\n",
"[67]\tvalid_0's poisson: -105.846\tvalid_0's huber: 12.1871\n",
"[68]\tvalid_0's poisson: -105.886\tvalid_0's huber: 12.14\n",
"[69]\tvalid_0's poisson: -105.888\tvalid_0's huber: 12.0941\n",
"[70]\tvalid_0's poisson: -105.948\tvalid_0's huber: 12.049\n",
"[71]\tvalid_0's poisson: -105.991\tvalid_0's huber: 12.009\n",
"[72]\tvalid_0's poisson: -106.038\tvalid_0's huber: 11.9651\n",
"[73]\tvalid_0's poisson: -106.082\tvalid_0's huber: 11.9182\n",
"[74]\tvalid_0's poisson: -106.112\tvalid_0's huber: 11.8651\n",
"[75]\tvalid_0's poisson: -106.191\tvalid_0's huber: 11.8165\n",
"[76]\tvalid_0's poisson: -106.232\tvalid_0's huber: 11.7693\n",
"[77]\tvalid_0's poisson: -106.271\tvalid_0's huber: 11.7247\n",
"[78]\tvalid_0's poisson: -106.326\tvalid_0's huber: 11.6827\n",
"[79]\tvalid_0's poisson: -106.35\tvalid_0's huber: 11.6427\n",
"[80]\tvalid_0's poisson: -106.401\tvalid_0's huber: 11.6032\n",
"[81]\tvalid_0's poisson: -106.463\tvalid_0's huber: 11.5645\n",
"[82]\tvalid_0's poisson: -106.467\tvalid_0's huber: 11.527\n",
"[83]\tvalid_0's poisson: -106.488\tvalid_0's huber: 11.4905\n",
"[84]\tvalid_0's poisson: -106.524\tvalid_0's huber: 11.4539\n",
"[85]\tvalid_0's poisson: -106.554\tvalid_0's huber: 11.417\n",
"[86]\tvalid_0's poisson: -106.589\tvalid_0's huber: 11.3788\n",
"[87]\tvalid_0's poisson: -106.695\tvalid_0's huber: 11.3408\n",
"[88]\tvalid_0's poisson: -106.74\tvalid_0's huber: 11.3029\n",
"[89]\tvalid_0's poisson: -106.772\tvalid_0's huber: 11.2699\n",
"[90]\tvalid_0's poisson: -106.808\tvalid_0's huber: 11.2374\n",
"[91]\tvalid_0's poisson: -106.836\tvalid_0's huber: 11.2005\n",
"[92]\tvalid_0's poisson: -106.863\tvalid_0's huber: 11.1687\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -106.882\tvalid_0's huber: 11.1392\n",
"[94]\tvalid_0's poisson: -106.92\tvalid_0's huber: 11.1066\n",
"[95]\tvalid_0's poisson: -106.972\tvalid_0's huber: 11.0783\n",
"[96]\tvalid_0's poisson: -106.994\tvalid_0's huber: 11.0463\n",
"[97]\tvalid_0's poisson: -107.005\tvalid_0's huber: 11.0183\n",
"[98]\tvalid_0's poisson: -107.05\tvalid_0's huber: 10.9869\n",
"[99]\tvalid_0's poisson: -107.063\tvalid_0's huber: 10.9567\n",
"[100]\tvalid_0's poisson: -107.02\tvalid_0's huber: 10.9307\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8137\tvalid_0's huber: 29.3327\n",
"[2]\tvalid_0's poisson: -88.4688\tvalid_0's huber: 28.7836\n",
"[3]\tvalid_0's poisson: -89.1016\tvalid_0's huber: 28.2449\n",
"[4]\tvalid_0's poisson: -89.7305\tvalid_0's huber: 27.7056\n",
"[5]\tvalid_0's poisson: -90.344\tvalid_0's huber: 27.1753\n",
"[6]\tvalid_0's poisson: -90.9385\tvalid_0's huber: 26.6596\n",
"[7]\tvalid_0's poisson: -91.5258\tvalid_0's huber: 26.144\n",
"[8]\tvalid_0's poisson: -92.0967\tvalid_0's huber: 25.6415\n",
"[9]\tvalid_0's poisson: -92.6545\tvalid_0's huber: 25.1477\n",
"[10]\tvalid_0's poisson: -93.1976\tvalid_0's huber: 24.661\n",
"[11]\tvalid_0's poisson: -93.7336\tvalid_0's huber: 24.1786\n",
"[12]\tvalid_0's poisson: -94.2547\tvalid_0's huber: 23.7065\n",
"[13]\tvalid_0's poisson: -94.7621\tvalid_0's huber: 23.2415\n",
"[14]\tvalid_0's poisson: -95.2608\tvalid_0's huber: 22.7804\n",
"[15]\tvalid_0's poisson: -95.749\tvalid_0's huber: 22.3247\n",
"[16]\tvalid_0's poisson: -96.2259\tvalid_0's huber: 21.8793\n",
"[17]\tvalid_0's poisson: -96.6897\tvalid_0's huber: 21.4386\n",
"[18]\tvalid_0's poisson: -97.1443\tvalid_0's huber: 21.0053\n",
"[19]\tvalid_0's poisson: -97.59\tvalid_0's huber: 20.5791\n",
"[20]\tvalid_0's poisson: -98.0258\tvalid_0's huber: 20.1592\n",
"[21]\tvalid_0's poisson: -98.4453\tvalid_0's huber: 19.7467\n",
"[22]\tvalid_0's poisson: -98.8557\tvalid_0's huber: 19.3429\n",
"[23]\tvalid_0's poisson: -99.2547\tvalid_0's huber: 18.9483\n",
"[24]\tvalid_0's poisson: -99.6592\tvalid_0's huber: 18.5452\n",
"[25]\tvalid_0's poisson: -100.038\tvalid_0's huber: 18.1688\n",
"[26]\tvalid_0's poisson: -100.403\tvalid_0's huber: 17.8032\n",
"[27]\tvalid_0's poisson: -100.758\tvalid_0's huber: 17.446\n",
"[28]\tvalid_0's poisson: -101.1\tvalid_0's huber: 17.0976\n",
"[29]\tvalid_0's poisson: -101.427\tvalid_0's huber: 16.7664\n",
"[30]\tvalid_0's poisson: -101.744\tvalid_0's huber: 16.4388\n",
"[31]\tvalid_0's poisson: -102.046\tvalid_0's huber: 16.1342\n",
"[32]\tvalid_0's poisson: -102.339\tvalid_0's huber: 15.8301\n",
"[33]\tvalid_0's poisson: -102.609\tvalid_0's huber: 15.5492\n",
"[34]\tvalid_0's poisson: -102.886\tvalid_0's huber: 15.266\n",
"[35]\tvalid_0's poisson: -103.151\tvalid_0's huber: 14.9991\n",
"[36]\tvalid_0's poisson: -103.391\tvalid_0's huber: 14.7592\n",
"[37]\tvalid_0's poisson: -103.614\tvalid_0's huber: 14.5336\n",
"[38]\tvalid_0's poisson: -103.821\tvalid_0's huber: 14.3282\n",
"[39]\tvalid_0's poisson: -104.01\tvalid_0's huber: 14.1459\n",
"[40]\tvalid_0's poisson: -104.164\tvalid_0's huber: 13.9971\n",
"[41]\tvalid_0's poisson: -104.29\tvalid_0's huber: 13.8746\n",
"[42]\tvalid_0's poisson: -104.398\tvalid_0's huber: 13.7693\n",
"[43]\tvalid_0's poisson: -104.464\tvalid_0's huber: 13.6844\n",
"[44]\tvalid_0's poisson: -104.532\tvalid_0's huber: 13.6036\n",
"[45]\tvalid_0's poisson: -104.609\tvalid_0's huber: 13.5235\n",
"[46]\tvalid_0's poisson: -104.683\tvalid_0's huber: 13.4466\n",
"[47]\tvalid_0's poisson: -104.715\tvalid_0's huber: 13.3778\n",
"[48]\tvalid_0's poisson: -104.726\tvalid_0's huber: 13.3017\n",
"[49]\tvalid_0's poisson: -104.801\tvalid_0's huber: 13.232\n",
"[50]\tvalid_0's poisson: -104.889\tvalid_0's huber: 13.1656\n",
"[51]\tvalid_0's poisson: -104.954\tvalid_0's huber: 13.0926\n",
"[52]\tvalid_0's poisson: -105.046\tvalid_0's huber: 13.0259\n",
"[53]\tvalid_0's poisson: -105.087\tvalid_0's huber: 12.9635\n",
"[54]\tvalid_0's poisson: -105.143\tvalid_0's huber: 12.9019\n",
"[55]\tvalid_0's poisson: -105.285\tvalid_0's huber: 12.8402\n",
"[56]\tvalid_0's poisson: -105.353\tvalid_0's huber: 12.7866\n",
"[57]\tvalid_0's poisson: -105.391\tvalid_0's huber: 12.7378\n",
"[58]\tvalid_0's poisson: -105.442\tvalid_0's huber: 12.686\n",
"[59]\tvalid_0's poisson: -105.455\tvalid_0's huber: 12.633\n",
"[60]\tvalid_0's poisson: -105.538\tvalid_0's huber: 12.585\n",
"[61]\tvalid_0's poisson: -105.592\tvalid_0's huber: 12.5393\n",
"[62]\tvalid_0's poisson: -105.67\tvalid_0's huber: 12.4906\n",
"[63]\tvalid_0's poisson: -105.696\tvalid_0's huber: 12.4431\n",
"[64]\tvalid_0's poisson: -105.75\tvalid_0's huber: 12.3965\n",
"[65]\tvalid_0's poisson: -105.765\tvalid_0's huber: 12.3549\n",
"[66]\tvalid_0's poisson: -105.795\tvalid_0's huber: 12.3138\n",
"[67]\tvalid_0's poisson: -105.846\tvalid_0's huber: 12.2676\n",
"[68]\tvalid_0's poisson: -105.894\tvalid_0's huber: 12.2264\n",
"[69]\tvalid_0's poisson: -105.938\tvalid_0's huber: 12.1852\n",
"[70]\tvalid_0's poisson: -105.961\tvalid_0's huber: 12.1453\n",
"[71]\tvalid_0's poisson: -105.983\tvalid_0's huber: 12.1061\n",
"[72]\tvalid_0's poisson: -105.995\tvalid_0's huber: 12.0661\n",
"[73]\tvalid_0's poisson: -106.022\tvalid_0's huber: 12.026\n",
"[74]\tvalid_0's poisson: -106.052\tvalid_0's huber: 11.9846\n",
"[75]\tvalid_0's poisson: -106.108\tvalid_0's huber: 11.9472\n",
"[76]\tvalid_0's poisson: -106.146\tvalid_0's huber: 11.9057\n",
"[77]\tvalid_0's poisson: -106.138\tvalid_0's huber: 11.8663\n",
"[78]\tvalid_0's poisson: -106.244\tvalid_0's huber: 11.8291\n",
"[79]\tvalid_0's poisson: -106.224\tvalid_0's huber: 11.7907\n",
"[80]\tvalid_0's poisson: -106.263\tvalid_0's huber: 11.752\n",
"[81]\tvalid_0's poisson: -106.304\tvalid_0's huber: 11.717\n",
"[82]\tvalid_0's poisson: -106.343\tvalid_0's huber: 11.6803\n",
"[83]\tvalid_0's poisson: -106.415\tvalid_0's huber: 11.6446\n",
"[84]\tvalid_0's poisson: -106.442\tvalid_0's huber: 11.6093\n",
"[85]\tvalid_0's poisson: -106.481\tvalid_0's huber: 11.575\n",
"[86]\tvalid_0's poisson: -106.5\tvalid_0's huber: 11.5344\n",
"[87]\tvalid_0's poisson: -106.555\tvalid_0's huber: 11.4923\n",
"[88]\tvalid_0's poisson: -106.602\tvalid_0's huber: 11.4473\n",
"[89]\tvalid_0's poisson: -106.647\tvalid_0's huber: 11.4055\n",
"[90]\tvalid_0's poisson: -106.683\tvalid_0's huber: 11.3692\n",
"[91]\tvalid_0's poisson: -106.733\tvalid_0's huber: 11.3213\n",
"[92]\tvalid_0's poisson: -106.755\tvalid_0's huber: 11.2755\n",
"[93]\tvalid_0's poisson: -106.779\tvalid_0's huber: 11.2326\n",
"[94]\tvalid_0's poisson: -106.889\tvalid_0's huber: 11.1967\n",
"[95]\tvalid_0's poisson: -106.833\tvalid_0's huber: 11.1585\n",
"[96]\tvalid_0's poisson: -106.872\tvalid_0's huber: 11.1243\n",
"[97]\tvalid_0's poisson: -106.932\tvalid_0's huber: 11.0909\n",
"[98]\tvalid_0's poisson: -106.973\tvalid_0's huber: 11.059\n",
"[99]\tvalid_0's poisson: -106.973\tvalid_0's huber: 11.028\n",
"[100]\tvalid_0's poisson: -106.973\tvalid_0's huber: 10.9937\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3226\tvalid_0's huber: 29.6808\n",
"[2]\tvalid_0's poisson: -87.4706\tvalid_0's huber: 29.5502\n",
"[3]\tvalid_0's poisson: -87.6185\tvalid_0's huber: 29.421\n",
"[4]\tvalid_0's poisson: -87.7652\tvalid_0's huber: 29.2927\n",
"[5]\tvalid_0's poisson: -87.9101\tvalid_0's huber: 29.1639\n",
"[6]\tvalid_0's poisson: -88.0553\tvalid_0's huber: 29.0362\n",
"[7]\tvalid_0's poisson: -88.1985\tvalid_0's huber: 28.9084\n",
"[8]\tvalid_0's poisson: -88.3415\tvalid_0's huber: 28.7824\n",
"[9]\tvalid_0's poisson: -88.4835\tvalid_0's huber: 28.6569\n",
"[10]\tvalid_0's poisson: -88.624\tvalid_0's huber: 28.5309\n",
"[11]\tvalid_0's poisson: -88.7635\tvalid_0's huber: 28.4055\n",
"[12]\tvalid_0's poisson: -88.9028\tvalid_0's huber: 28.2815\n",
"[13]\tvalid_0's poisson: -89.0412\tvalid_0's huber: 28.158\n",
"[14]\tvalid_0's poisson: -89.1785\tvalid_0's huber: 28.0338\n",
"[15]\tvalid_0's poisson: -89.3157\tvalid_0's huber: 27.9106\n",
"[16]\tvalid_0's poisson: -89.4521\tvalid_0's huber: 27.7879\n",
"[17]\tvalid_0's poisson: -89.588\tvalid_0's huber: 27.6652\n",
"[18]\tvalid_0's poisson: -89.7224\tvalid_0's huber: 27.5428\n",
"[19]\tvalid_0's poisson: -89.8641\tvalid_0's huber: 27.4236\n",
"[20]\tvalid_0's poisson: -89.9969\tvalid_0's huber: 27.302\n",
"[21]\tvalid_0's poisson: -90.1376\tvalid_0's huber: 27.1834\n",
"[22]\tvalid_0's poisson: -90.2776\tvalid_0's huber: 27.065\n",
"[23]\tvalid_0's poisson: -90.4159\tvalid_0's huber: 26.9468\n",
"[24]\tvalid_0's poisson: -90.5542\tvalid_0's huber: 26.8294\n",
"[25]\tvalid_0's poisson: -90.6913\tvalid_0's huber: 26.7128\n",
"[26]\tvalid_0's poisson: -90.828\tvalid_0's huber: 26.5962\n",
"[27]\tvalid_0's poisson: -90.9631\tvalid_0's huber: 26.4799\n",
"[28]\tvalid_0's poisson: -91.0983\tvalid_0's huber: 26.3641\n",
"[29]\tvalid_0's poisson: -91.2322\tvalid_0's huber: 26.2494\n",
"[30]\tvalid_0's poisson: -91.3666\tvalid_0's huber: 26.1342\n",
"[31]\tvalid_0's poisson: -91.4988\tvalid_0's huber: 26.0194\n",
"[32]\tvalid_0's poisson: -91.6318\tvalid_0's huber: 25.9052\n",
"[33]\tvalid_0's poisson: -91.7632\tvalid_0's huber: 25.7916\n",
"[34]\tvalid_0's poisson: -91.8936\tvalid_0's huber: 25.6788\n",
"[35]\tvalid_0's poisson: -92.0241\tvalid_0's huber: 25.5664\n",
"[36]\tvalid_0's poisson: -92.1464\tvalid_0's huber: 25.4513\n",
"[37]\tvalid_0's poisson: -92.2745\tvalid_0's huber: 25.3402\n",
"[38]\tvalid_0's poisson: -92.3961\tvalid_0's huber: 25.2259\n",
"[39]\tvalid_0's poisson: -92.5241\tvalid_0's huber: 25.1146\n",
"[40]\tvalid_0's poisson: -92.6446\tvalid_0's huber: 25.0006\n",
"[41]\tvalid_0's poisson: -92.7701\tvalid_0's huber: 24.8911\n",
"[42]\tvalid_0's poisson: -92.895\tvalid_0's huber: 24.78\n",
"[43]\tvalid_0's poisson: -93.0193\tvalid_0's huber: 24.6711\n",
"[44]\tvalid_0's poisson: -93.1424\tvalid_0's huber: 24.5616\n",
"[45]\tvalid_0's poisson: -93.2652\tvalid_0's huber: 24.4536\n",
"[46]\tvalid_0's poisson: -93.3883\tvalid_0's huber: 24.3451\n",
"[47]\tvalid_0's poisson: -93.5106\tvalid_0's huber: 24.2352\n",
"[48]\tvalid_0's poisson: -93.6322\tvalid_0's huber: 24.1276\n",
"[49]\tvalid_0's poisson: -93.7526\tvalid_0's huber: 24.0189\n",
"[50]\tvalid_0's poisson: -93.873\tvalid_0's huber: 23.9102\n",
"[51]\tvalid_0's poisson: -93.9945\tvalid_0's huber: 23.8027\n",
"[52]\tvalid_0's poisson: -94.1137\tvalid_0's huber: 23.6965\n",
"[53]\tvalid_0's poisson: -94.2323\tvalid_0's huber: 23.5888\n",
"[54]\tvalid_0's poisson: -94.3504\tvalid_0's huber: 23.4832\n",
"[55]\tvalid_0's poisson: -94.4667\tvalid_0's huber: 23.3777\n",
"[56]\tvalid_0's poisson: -94.5831\tvalid_0's huber: 23.2701\n",
"[57]\tvalid_0's poisson: -94.6993\tvalid_0's huber: 23.164\n",
"[58]\tvalid_0's poisson: -94.8149\tvalid_0's huber: 23.0576\n",
"[59]\tvalid_0's poisson: -94.9299\tvalid_0's huber: 22.9524\n",
"[60]\tvalid_0's poisson: -95.0458\tvalid_0's huber: 22.8483\n",
"[61]\tvalid_0's poisson: -95.1595\tvalid_0's huber: 22.7432\n",
"[62]\tvalid_0's poisson: -95.274\tvalid_0's huber: 22.6399\n",
"[63]\tvalid_0's poisson: -95.3842\tvalid_0's huber: 22.5363\n",
"[64]\tvalid_0's poisson: -95.4937\tvalid_0's huber: 22.4331\n",
"[65]\tvalid_0's poisson: -95.6058\tvalid_0's huber: 22.3311\n",
"[66]\tvalid_0's poisson: -95.7164\tvalid_0's huber: 22.2278\n",
"[67]\tvalid_0's poisson: -95.8266\tvalid_0's huber: 22.1253\n",
"[68]\tvalid_0's poisson: -95.9349\tvalid_0's huber: 22.0225\n",
"[69]\tvalid_0's poisson: -96.0415\tvalid_0's huber: 21.9223\n",
"[70]\tvalid_0's poisson: -96.1489\tvalid_0's huber: 21.8216\n",
"[71]\tvalid_0's poisson: -96.2555\tvalid_0's huber: 21.7196\n",
"[72]\tvalid_0's poisson: -96.3604\tvalid_0's huber: 21.6204\n",
"[73]\tvalid_0's poisson: -96.4662\tvalid_0's huber: 21.5207\n",
"[74]\tvalid_0's poisson: -96.5699\tvalid_0's huber: 21.4222\n",
"[75]\tvalid_0's poisson: -96.6729\tvalid_0's huber: 21.3243\n",
"[76]\tvalid_0's poisson: -96.7768\tvalid_0's huber: 21.2259\n",
"[77]\tvalid_0's poisson: -96.8796\tvalid_0's huber: 21.1283\n",
"[78]\tvalid_0's poisson: -96.9806\tvalid_0's huber: 21.0317\n",
"[79]\tvalid_0's poisson: -97.0824\tvalid_0's huber: 20.9347\n",
"[80]\tvalid_0's poisson: -97.1857\tvalid_0's huber: 20.8356\n",
"[81]\tvalid_0's poisson: -97.2862\tvalid_0's huber: 20.7396\n",
"[82]\tvalid_0's poisson: -97.3829\tvalid_0's huber: 20.6414\n",
"[83]\tvalid_0's poisson: -97.4803\tvalid_0's huber: 20.546\n",
"[84]\tvalid_0's poisson: -97.5796\tvalid_0's huber: 20.4508\n",
"[85]\tvalid_0's poisson: -97.6777\tvalid_0's huber: 20.3568\n",
"[86]\tvalid_0's poisson: -97.7743\tvalid_0's huber: 20.2631\n",
"[87]\tvalid_0's poisson: -97.8715\tvalid_0's huber: 20.1698\n",
"[88]\tvalid_0's poisson: -97.9675\tvalid_0's huber: 20.0775\n",
"[89]\tvalid_0's poisson: -98.0611\tvalid_0's huber: 19.9853\n",
"[90]\tvalid_0's poisson: -98.1571\tvalid_0's huber: 19.891\n",
"[91]\tvalid_0's poisson: -98.2517\tvalid_0's huber: 19.7998\n",
"[92]\tvalid_0's poisson: -98.345\tvalid_0's huber: 19.7076\n",
"[93]\tvalid_0's poisson: -98.4377\tvalid_0's huber: 19.6177\n",
"[94]\tvalid_0's poisson: -98.5328\tvalid_0's huber: 19.5255\n",
"[95]\tvalid_0's poisson: -98.6225\tvalid_0's huber: 19.4354\n",
"[96]\tvalid_0's poisson: -98.7137\tvalid_0's huber: 19.3471\n",
"[97]\tvalid_0's poisson: -98.8067\tvalid_0's huber: 19.2566\n",
"[98]\tvalid_0's poisson: -98.896\tvalid_0's huber: 19.1695\n",
"[99]\tvalid_0's poisson: -98.9877\tvalid_0's huber: 19.08\n",
"[100]\tvalid_0's poisson: -99.0758\tvalid_0's huber: 18.9941\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3282\tvalid_0's huber: 29.6816\n",
"[2]\tvalid_0's poisson: -87.4816\tvalid_0's huber: 29.5538\n",
"[3]\tvalid_0's poisson: -87.634\tvalid_0's huber: 29.4265\n",
"[4]\tvalid_0's poisson: -87.7856\tvalid_0's huber: 29.2997\n",
"[5]\tvalid_0's poisson: -87.9362\tvalid_0's huber: 29.1733\n",
"[6]\tvalid_0's poisson: -88.0859\tvalid_0's huber: 29.0475\n",
"[7]\tvalid_0's poisson: -88.2347\tvalid_0's huber: 28.9221\n",
"[8]\tvalid_0's poisson: -88.3797\tvalid_0's huber: 28.7921\n",
"[9]\tvalid_0's poisson: -88.5236\tvalid_0's huber: 28.6627\n",
"[10]\tvalid_0's poisson: -88.6664\tvalid_0's huber: 28.5338\n",
"[11]\tvalid_0's poisson: -88.8098\tvalid_0's huber: 28.4056\n",
"[12]\tvalid_0's poisson: -88.9508\tvalid_0's huber: 28.2777\n",
"[13]\tvalid_0's poisson: -89.0925\tvalid_0's huber: 28.1504\n",
"[14]\tvalid_0's poisson: -89.233\tvalid_0's huber: 28.0236\n",
"[15]\tvalid_0's poisson: -89.372\tvalid_0's huber: 27.8971\n",
"[16]\tvalid_0's poisson: -89.5111\tvalid_0's huber: 27.7709\n",
"[17]\tvalid_0's poisson: -89.6495\tvalid_0's huber: 27.6452\n",
"[18]\tvalid_0's poisson: -89.7858\tvalid_0's huber: 27.52\n",
"[19]\tvalid_0's poisson: -89.9224\tvalid_0's huber: 27.3951\n",
"[20]\tvalid_0's poisson: -90.0582\tvalid_0's huber: 27.2706\n",
"[21]\tvalid_0's poisson: -90.1919\tvalid_0's huber: 27.1469\n",
"[22]\tvalid_0's poisson: -90.3259\tvalid_0's huber: 27.0239\n",
"[23]\tvalid_0's poisson: -90.459\tvalid_0's huber: 26.9015\n",
"[24]\tvalid_0's poisson: -90.5902\tvalid_0's huber: 26.7798\n",
"[25]\tvalid_0's poisson: -90.7217\tvalid_0's huber: 26.6584\n",
"[26]\tvalid_0's poisson: -90.8513\tvalid_0's huber: 26.5376\n",
"[27]\tvalid_0's poisson: -90.9889\tvalid_0's huber: 26.42\n",
"[28]\tvalid_0's poisson: -91.1253\tvalid_0's huber: 26.303\n",
"[29]\tvalid_0's poisson: -91.2526\tvalid_0's huber: 26.184\n",
"[30]\tvalid_0's poisson: -91.3879\tvalid_0's huber: 26.0677\n",
"[31]\tvalid_0's poisson: -91.5148\tvalid_0's huber: 25.9493\n",
"[32]\tvalid_0's poisson: -91.6486\tvalid_0's huber: 25.834\n",
"[33]\tvalid_0's poisson: -91.7739\tvalid_0's huber: 25.7166\n",
"[34]\tvalid_0's poisson: -91.9063\tvalid_0's huber: 25.6019\n",
"[35]\tvalid_0's poisson: -92.0302\tvalid_0's huber: 25.4856\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[36]\tvalid_0's poisson: -92.1616\tvalid_0's huber: 25.3715\n",
"[37]\tvalid_0's poisson: -92.2833\tvalid_0's huber: 25.2567\n",
"[38]\tvalid_0's poisson: -92.4131\tvalid_0's huber: 25.1435\n",
"[39]\tvalid_0's poisson: -92.5392\tvalid_0's huber: 25.0319\n",
"[40]\tvalid_0's poisson: -92.6675\tvalid_0's huber: 24.92\n",
"[41]\tvalid_0's poisson: -92.7943\tvalid_0's huber: 24.8093\n",
"[42]\tvalid_0's poisson: -92.9195\tvalid_0's huber: 24.6973\n",
"[43]\tvalid_0's poisson: -93.0458\tvalid_0's huber: 24.5865\n",
"[44]\tvalid_0's poisson: -93.1711\tvalid_0's huber: 24.4762\n",
"[45]\tvalid_0's poisson: -93.2951\tvalid_0's huber: 24.3668\n",
"[46]\tvalid_0's poisson: -93.4194\tvalid_0's huber: 24.2569\n",
"[47]\tvalid_0's poisson: -93.5405\tvalid_0's huber: 24.1476\n",
"[48]\tvalid_0's poisson: -93.6637\tvalid_0's huber: 24.038\n",
"[49]\tvalid_0's poisson: -93.7858\tvalid_0's huber: 23.9295\n",
"[50]\tvalid_0's poisson: -93.9061\tvalid_0's huber: 23.8223\n",
"[51]\tvalid_0's poisson: -94.0253\tvalid_0's huber: 23.714\n",
"[52]\tvalid_0's poisson: -94.1448\tvalid_0's huber: 23.6072\n",
"[53]\tvalid_0's poisson: -94.2616\tvalid_0's huber: 23.5008\n",
"[54]\tvalid_0's poisson: -94.3789\tvalid_0's huber: 23.3956\n",
"[55]\tvalid_0's poisson: -94.4966\tvalid_0's huber: 23.2902\n",
"[56]\tvalid_0's poisson: -94.6128\tvalid_0's huber: 23.1839\n",
"[57]\tvalid_0's poisson: -94.7286\tvalid_0's huber: 23.0794\n",
"[58]\tvalid_0's poisson: -94.8436\tvalid_0's huber: 22.974\n",
"[59]\tvalid_0's poisson: -94.9578\tvalid_0's huber: 22.8693\n",
"[60]\tvalid_0's poisson: -95.0715\tvalid_0's huber: 22.7647\n",
"[61]\tvalid_0's poisson: -95.1854\tvalid_0's huber: 22.659\n",
"[62]\tvalid_0's poisson: -95.2965\tvalid_0's huber: 22.5562\n",
"[63]\tvalid_0's poisson: -95.4064\tvalid_0's huber: 22.4538\n",
"[64]\tvalid_0's poisson: -95.5162\tvalid_0's huber: 22.3517\n",
"[65]\tvalid_0's poisson: -95.6247\tvalid_0's huber: 22.2502\n",
"[66]\tvalid_0's poisson: -95.7358\tvalid_0's huber: 22.146\n",
"[67]\tvalid_0's poisson: -95.8432\tvalid_0's huber: 22.0451\n",
"[68]\tvalid_0's poisson: -95.9499\tvalid_0's huber: 21.9446\n",
"[69]\tvalid_0's poisson: -96.0591\tvalid_0's huber: 21.8416\n",
"[70]\tvalid_0's poisson: -96.1647\tvalid_0's huber: 21.7419\n",
"[71]\tvalid_0's poisson: -96.2698\tvalid_0's huber: 21.6417\n",
"[72]\tvalid_0's poisson: -96.3769\tvalid_0's huber: 21.54\n",
"[73]\tvalid_0's poisson: -96.4807\tvalid_0's huber: 21.4414\n",
"[74]\tvalid_0's poisson: -96.5838\tvalid_0's huber: 21.3425\n",
"[75]\tvalid_0's poisson: -96.6871\tvalid_0's huber: 21.2446\n",
"[76]\tvalid_0's poisson: -96.7893\tvalid_0's huber: 21.1466\n",
"[77]\tvalid_0's poisson: -96.8914\tvalid_0's huber: 21.0498\n",
"[78]\tvalid_0's poisson: -96.9916\tvalid_0's huber: 20.9522\n",
"[79]\tvalid_0's poisson: -97.0924\tvalid_0's huber: 20.8562\n",
"[80]\tvalid_0's poisson: -97.1916\tvalid_0's huber: 20.7588\n",
"[81]\tvalid_0's poisson: -97.2906\tvalid_0's huber: 20.6627\n",
"[82]\tvalid_0's poisson: -97.3887\tvalid_0's huber: 20.5675\n",
"[83]\tvalid_0's poisson: -97.4861\tvalid_0's huber: 20.473\n",
"[84]\tvalid_0's poisson: -97.5855\tvalid_0's huber: 20.3786\n",
"[85]\tvalid_0's poisson: -97.6824\tvalid_0's huber: 20.2865\n",
"[86]\tvalid_0's poisson: -97.7834\tvalid_0's huber: 20.1887\n",
"[87]\tvalid_0's poisson: -97.8794\tvalid_0's huber: 20.096\n",
"[88]\tvalid_0's poisson: -97.9733\tvalid_0's huber: 20.0027\n",
"[89]\tvalid_0's poisson: -98.0668\tvalid_0's huber: 19.91\n",
"[90]\tvalid_0's poisson: -98.1608\tvalid_0's huber: 19.8185\n",
"[91]\tvalid_0's poisson: -98.2598\tvalid_0's huber: 19.721\n",
"[92]\tvalid_0's poisson: -98.3544\tvalid_0's huber: 19.6297\n",
"[93]\tvalid_0's poisson: -98.4467\tvalid_0's huber: 19.5399\n",
"[94]\tvalid_0's poisson: -98.538\tvalid_0's huber: 19.4501\n",
"[95]\tvalid_0's poisson: -98.6282\tvalid_0's huber: 19.3596\n",
"[96]\tvalid_0's poisson: -98.7189\tvalid_0's huber: 19.2707\n",
"[97]\tvalid_0's poisson: -98.8118\tvalid_0's huber: 19.1803\n",
"[98]\tvalid_0's poisson: -98.9019\tvalid_0's huber: 19.0904\n",
"[99]\tvalid_0's poisson: -98.9904\tvalid_0's huber: 19.0012\n",
"[100]\tvalid_0's poisson: -99.0797\tvalid_0's huber: 18.9134\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3192\tvalid_0's huber: 29.711\n",
"[2]\tvalid_0's poisson: -87.468\tvalid_0's huber: 29.5795\n",
"[3]\tvalid_0's poisson: -87.6159\tvalid_0's huber: 29.4486\n",
"[4]\tvalid_0's poisson: -87.7628\tvalid_0's huber: 29.3182\n",
"[5]\tvalid_0's poisson: -87.9087\tvalid_0's huber: 29.1884\n",
"[6]\tvalid_0's poisson: -88.0538\tvalid_0's huber: 29.059\n",
"[7]\tvalid_0's poisson: -88.198\tvalid_0's huber: 28.93\n",
"[8]\tvalid_0's poisson: -88.3429\tvalid_0's huber: 28.8016\n",
"[9]\tvalid_0's poisson: -88.4854\tvalid_0's huber: 28.6735\n",
"[10]\tvalid_0's poisson: -88.6285\tvalid_0's huber: 28.546\n",
"[11]\tvalid_0's poisson: -88.7692\tvalid_0's huber: 28.4189\n",
"[12]\tvalid_0's poisson: -88.9105\tvalid_0's huber: 28.2925\n",
"[13]\tvalid_0's poisson: -89.0508\tvalid_0's huber: 28.1665\n",
"[14]\tvalid_0's poisson: -89.189\tvalid_0's huber: 28.0408\n",
"[15]\tvalid_0's poisson: -89.3278\tvalid_0's huber: 27.9157\n",
"[16]\tvalid_0's poisson: -89.4644\tvalid_0's huber: 27.7909\n",
"[17]\tvalid_0's poisson: -89.6015\tvalid_0's huber: 27.6666\n",
"[18]\tvalid_0's poisson: -89.7453\tvalid_0's huber: 27.5452\n",
"[19]\tvalid_0's poisson: -89.8788\tvalid_0's huber: 27.4224\n",
"[20]\tvalid_0's poisson: -90.0212\tvalid_0's huber: 27.3018\n",
"[21]\tvalid_0's poisson: -90.1627\tvalid_0's huber: 27.1816\n",
"[22]\tvalid_0's poisson: -90.3034\tvalid_0's huber: 27.0624\n",
"[23]\tvalid_0's poisson: -90.4431\tvalid_0's huber: 26.9438\n",
"[24]\tvalid_0's poisson: -90.5814\tvalid_0's huber: 26.8253\n",
"[25]\tvalid_0's poisson: -90.7199\tvalid_0's huber: 26.7073\n",
"[26]\tvalid_0's poisson: -90.8577\tvalid_0's huber: 26.5898\n",
"[27]\tvalid_0's poisson: -90.9944\tvalid_0's huber: 26.4728\n",
"[28]\tvalid_0's poisson: -91.1305\tvalid_0's huber: 26.3563\n",
"[29]\tvalid_0's poisson: -91.2656\tvalid_0's huber: 26.2404\n",
"[30]\tvalid_0's poisson: -91.3994\tvalid_0's huber: 26.1248\n",
"[31]\tvalid_0's poisson: -91.5331\tvalid_0's huber: 26.01\n",
"[32]\tvalid_0's poisson: -91.6659\tvalid_0's huber: 25.8957\n",
"[33]\tvalid_0's poisson: -91.7981\tvalid_0's huber: 25.7818\n",
"[34]\tvalid_0's poisson: -91.9295\tvalid_0's huber: 25.6684\n",
"[35]\tvalid_0's poisson: -92.0589\tvalid_0's huber: 25.5554\n",
"[36]\tvalid_0's poisson: -92.1889\tvalid_0's huber: 25.4429\n",
"[37]\tvalid_0's poisson: -92.3188\tvalid_0's huber: 25.33\n",
"[38]\tvalid_0's poisson: -92.4469\tvalid_0's huber: 25.2185\n",
"[39]\tvalid_0's poisson: -92.5753\tvalid_0's huber: 25.1064\n",
"[40]\tvalid_0's poisson: -92.7014\tvalid_0's huber: 24.9953\n",
"[41]\tvalid_0's poisson: -92.8273\tvalid_0's huber: 24.885\n",
"[42]\tvalid_0's poisson: -92.9534\tvalid_0's huber: 24.7747\n",
"[43]\tvalid_0's poisson: -93.0772\tvalid_0's huber: 24.6649\n",
"[44]\tvalid_0's poisson: -93.2016\tvalid_0's huber: 24.5522\n",
"[45]\tvalid_0's poisson: -93.3252\tvalid_0's huber: 24.4401\n",
"[46]\tvalid_0's poisson: -93.4485\tvalid_0's huber: 24.331\n",
"[47]\tvalid_0's poisson: -93.57\tvalid_0's huber: 24.22\n",
"[48]\tvalid_0's poisson: -93.6919\tvalid_0's huber: 24.1117\n",
"[49]\tvalid_0's poisson: -93.8127\tvalid_0's huber: 24.0015\n",
"[50]\tvalid_0's poisson: -93.934\tvalid_0's huber: 23.8936\n",
"[51]\tvalid_0's poisson: -94.0519\tvalid_0's huber: 23.7847\n",
"[52]\tvalid_0's poisson: -94.1719\tvalid_0's huber: 23.6778\n",
"[53]\tvalid_0's poisson: -94.2884\tvalid_0's huber: 23.5701\n",
"[54]\tvalid_0's poisson: -94.4071\tvalid_0's huber: 23.4638\n",
"[55]\tvalid_0's poisson: -94.5223\tvalid_0's huber: 23.357\n",
"[56]\tvalid_0's poisson: -94.6387\tvalid_0's huber: 23.2524\n",
"[57]\tvalid_0's poisson: -94.7528\tvalid_0's huber: 23.1463\n",
"[58]\tvalid_0's poisson: -94.8692\tvalid_0's huber: 23.0418\n",
"[59]\tvalid_0's poisson: -94.9834\tvalid_0's huber: 22.9364\n",
"[60]\tvalid_0's poisson: -95.0985\tvalid_0's huber: 22.8325\n",
"[61]\tvalid_0's poisson: -95.2102\tvalid_0's huber: 22.728\n",
"[62]\tvalid_0's poisson: -95.3241\tvalid_0's huber: 22.6234\n",
"[63]\tvalid_0's poisson: -95.4374\tvalid_0's huber: 22.5205\n",
"[64]\tvalid_0's poisson: -95.5472\tvalid_0's huber: 22.4171\n",
"[65]\tvalid_0's poisson: -95.6576\tvalid_0's huber: 22.3139\n",
"[66]\tvalid_0's poisson: -95.7677\tvalid_0's huber: 22.2107\n",
"[67]\tvalid_0's poisson: -95.8782\tvalid_0's huber: 22.108\n",
"[68]\tvalid_0's poisson: -95.9859\tvalid_0's huber: 22.0061\n",
"[69]\tvalid_0's poisson: -96.0969\tvalid_0's huber: 21.9034\n",
"[70]\tvalid_0's poisson: -96.2035\tvalid_0's huber: 21.8024\n",
"[71]\tvalid_0's poisson: -96.3089\tvalid_0's huber: 21.7018\n",
"[72]\tvalid_0's poisson: -96.4142\tvalid_0's huber: 21.6015\n",
"[73]\tvalid_0's poisson: -96.5188\tvalid_0's huber: 21.5017\n",
"[74]\tvalid_0's poisson: -96.6231\tvalid_0's huber: 21.4022\n",
"[75]\tvalid_0's poisson: -96.7273\tvalid_0's huber: 21.3031\n",
"[76]\tvalid_0's poisson: -96.8291\tvalid_0's huber: 21.2043\n",
"[77]\tvalid_0's poisson: -96.9328\tvalid_0's huber: 21.1056\n",
"[78]\tvalid_0's poisson: -97.0349\tvalid_0's huber: 21.0079\n",
"[79]\tvalid_0's poisson: -97.136\tvalid_0's huber: 20.9099\n",
"[80]\tvalid_0's poisson: -97.2373\tvalid_0's huber: 20.813\n",
"[81]\tvalid_0's poisson: -97.3381\tvalid_0's huber: 20.7163\n",
"[82]\tvalid_0's poisson: -97.4385\tvalid_0's huber: 20.6206\n",
"[83]\tvalid_0's poisson: -97.5359\tvalid_0's huber: 20.5249\n",
"[84]\tvalid_0's poisson: -97.6365\tvalid_0's huber: 20.4276\n",
"[85]\tvalid_0's poisson: -97.7335\tvalid_0's huber: 20.3332\n",
"[86]\tvalid_0's poisson: -97.8299\tvalid_0's huber: 20.2393\n",
"[87]\tvalid_0's poisson: -97.9299\tvalid_0's huber: 20.141\n",
"[88]\tvalid_0's poisson: -98.0273\tvalid_0's huber: 20.0473\n",
"[89]\tvalid_0's poisson: -98.1229\tvalid_0's huber: 19.955\n",
"[90]\tvalid_0's poisson: -98.2187\tvalid_0's huber: 19.8627\n",
"[91]\tvalid_0's poisson: -98.3131\tvalid_0's huber: 19.7714\n",
"[92]\tvalid_0's poisson: -98.4103\tvalid_0's huber: 19.6752\n",
"[93]\tvalid_0's poisson: -98.5066\tvalid_0's huber: 19.5797\n",
"[94]\tvalid_0's poisson: -98.5997\tvalid_0's huber: 19.4896\n",
"[95]\tvalid_0's poisson: -98.6899\tvalid_0's huber: 19.4007\n",
"[96]\tvalid_0's poisson: -98.7845\tvalid_0's huber: 19.3066\n",
"[97]\tvalid_0's poisson: -98.8784\tvalid_0's huber: 19.2129\n",
"[98]\tvalid_0's poisson: -98.9689\tvalid_0's huber: 19.125\n",
"[99]\tvalid_0's poisson: -99.0585\tvalid_0's huber: 19.0379\n",
"[100]\tvalid_0's poisson: -99.1475\tvalid_0's huber: 18.9522\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3259\tvalid_0's huber: 29.6621\n",
"[2]\tvalid_0's poisson: -87.4749\tvalid_0's huber: 29.5311\n",
"[3]\tvalid_0's poisson: -87.623\tvalid_0's huber: 29.4006\n",
"[4]\tvalid_0's poisson: -87.7701\tvalid_0's huber: 29.2706\n",
"[5]\tvalid_0's poisson: -87.9163\tvalid_0's huber: 29.1411\n",
"[6]\tvalid_0's poisson: -88.0614\tvalid_0's huber: 29.0121\n",
"[7]\tvalid_0's poisson: -88.2056\tvalid_0's huber: 28.8837\n",
"[8]\tvalid_0's poisson: -88.3477\tvalid_0's huber: 28.757\n",
"[9]\tvalid_0's poisson: -88.4909\tvalid_0's huber: 28.6302\n",
"[10]\tvalid_0's poisson: -88.6332\tvalid_0's huber: 28.5039\n",
"[11]\tvalid_0's poisson: -88.7738\tvalid_0's huber: 28.3775\n",
"[12]\tvalid_0's poisson: -88.9142\tvalid_0's huber: 28.2522\n",
"[13]\tvalid_0's poisson: -89.0537\tvalid_0's huber: 28.1274\n",
"[14]\tvalid_0's poisson: -89.1907\tvalid_0's huber: 28.0032\n",
"[15]\tvalid_0's poisson: -89.3293\tvalid_0's huber: 27.8785\n",
"[16]\tvalid_0's poisson: -89.4668\tvalid_0's huber: 27.7546\n",
"[17]\tvalid_0's poisson: -89.6037\tvalid_0's huber: 27.6307\n",
"[18]\tvalid_0's poisson: -89.7381\tvalid_0's huber: 27.5075\n",
"[19]\tvalid_0's poisson: -89.8733\tvalid_0's huber: 27.3846\n",
"[20]\tvalid_0's poisson: -90.0156\tvalid_0's huber: 27.2648\n",
"[21]\tvalid_0's poisson: -90.1476\tvalid_0's huber: 27.1428\n",
"[22]\tvalid_0's poisson: -90.2885\tvalid_0's huber: 27.0242\n",
"[23]\tvalid_0's poisson: -90.4289\tvalid_0's huber: 26.9055\n",
"[24]\tvalid_0's poisson: -90.568\tvalid_0's huber: 26.7868\n",
"[25]\tvalid_0's poisson: -90.707\tvalid_0's huber: 26.6691\n",
"[26]\tvalid_0's poisson: -90.8452\tvalid_0's huber: 26.5517\n",
"[27]\tvalid_0's poisson: -90.9826\tvalid_0's huber: 26.435\n",
"[28]\tvalid_0's poisson: -91.119\tvalid_0's huber: 26.3188\n",
"[29]\tvalid_0's poisson: -91.2545\tvalid_0's huber: 26.2032\n",
"[30]\tvalid_0's poisson: -91.3887\tvalid_0's huber: 26.0877\n",
"[31]\tvalid_0's poisson: -91.5227\tvalid_0's huber: 25.9732\n",
"[32]\tvalid_0's poisson: -91.6488\tvalid_0's huber: 25.8558\n",
"[33]\tvalid_0's poisson: -91.7815\tvalid_0's huber: 25.742\n",
"[34]\tvalid_0's poisson: -91.906\tvalid_0's huber: 25.6257\n",
"[35]\tvalid_0's poisson: -92.0375\tvalid_0's huber: 25.5123\n",
"[36]\tvalid_0's poisson: -92.1608\tvalid_0's huber: 25.3964\n",
"[37]\tvalid_0's poisson: -92.2909\tvalid_0's huber: 25.284\n",
"[38]\tvalid_0's poisson: -92.4203\tvalid_0's huber: 25.1718\n",
"[39]\tvalid_0's poisson: -92.5421\tvalid_0's huber: 25.0566\n",
"[40]\tvalid_0's poisson: -92.6714\tvalid_0's huber: 24.9445\n",
"[41]\tvalid_0's poisson: -92.7986\tvalid_0's huber: 24.8337\n",
"[42]\tvalid_0's poisson: -92.9238\tvalid_0's huber: 24.7224\n",
"[43]\tvalid_0's poisson: -93.0511\tvalid_0's huber: 24.6112\n",
"[44]\tvalid_0's poisson: -93.1756\tvalid_0's huber: 24.5018\n",
"[45]\tvalid_0's poisson: -93.2989\tvalid_0's huber: 24.3917\n",
"[46]\tvalid_0's poisson: -93.4217\tvalid_0's huber: 24.2838\n",
"[47]\tvalid_0's poisson: -93.5456\tvalid_0's huber: 24.175\n",
"[48]\tvalid_0's poisson: -93.6679\tvalid_0's huber: 24.066\n",
"[49]\tvalid_0's poisson: -93.7906\tvalid_0's huber: 23.9575\n",
"[50]\tvalid_0's poisson: -93.9106\tvalid_0's huber: 23.8481\n",
"[51]\tvalid_0's poisson: -94.0308\tvalid_0's huber: 23.7402\n",
"[52]\tvalid_0's poisson: -94.1494\tvalid_0's huber: 23.632\n",
"[53]\tvalid_0's poisson: -94.2672\tvalid_0's huber: 23.5243\n",
"[54]\tvalid_0's poisson: -94.3845\tvalid_0's huber: 23.4167\n",
"[55]\tvalid_0's poisson: -94.5035\tvalid_0's huber: 23.3104\n",
"[56]\tvalid_0's poisson: -94.6194\tvalid_0's huber: 23.2039\n",
"[57]\tvalid_0's poisson: -94.7346\tvalid_0's huber: 23.0981\n",
"[58]\tvalid_0's poisson: -94.8515\tvalid_0's huber: 22.993\n",
"[59]\tvalid_0's poisson: -94.9645\tvalid_0's huber: 22.8879\n",
"[60]\tvalid_0's poisson: -95.0797\tvalid_0's huber: 22.7833\n",
"[61]\tvalid_0's poisson: -95.1947\tvalid_0's huber: 22.6794\n",
"[62]\tvalid_0's poisson: -95.3059\tvalid_0's huber: 22.5753\n",
"[63]\tvalid_0's poisson: -95.4165\tvalid_0's huber: 22.4714\n",
"[64]\tvalid_0's poisson: -95.5297\tvalid_0's huber: 22.3685\n",
"[65]\tvalid_0's poisson: -95.6402\tvalid_0's huber: 22.2658\n",
"[66]\tvalid_0's poisson: -95.7512\tvalid_0's huber: 22.1631\n",
"[67]\tvalid_0's poisson: -95.8602\tvalid_0's huber: 22.0612\n",
"[68]\tvalid_0's poisson: -95.9714\tvalid_0's huber: 21.96\n",
"[69]\tvalid_0's poisson: -96.0782\tvalid_0's huber: 21.8585\n",
"[70]\tvalid_0's poisson: -96.1869\tvalid_0's huber: 21.7573\n",
"[71]\tvalid_0's poisson: -96.2935\tvalid_0's huber: 21.6563\n",
"[72]\tvalid_0's poisson: -96.3984\tvalid_0's huber: 21.5569\n",
"[73]\tvalid_0's poisson: -96.5029\tvalid_0's huber: 21.4576\n",
"[74]\tvalid_0's poisson: -96.6078\tvalid_0's huber: 21.3584\n",
"[75]\tvalid_0's poisson: -96.711\tvalid_0's huber: 21.2601\n",
"[76]\tvalid_0's poisson: -96.8129\tvalid_0's huber: 21.1623\n",
"[77]\tvalid_0's poisson: -96.9147\tvalid_0's huber: 21.065\n",
"[78]\tvalid_0's poisson: -97.015\tvalid_0's huber: 20.9673\n",
"[79]\tvalid_0's poisson: -97.1172\tvalid_0's huber: 20.8696\n",
"[80]\tvalid_0's poisson: -97.2184\tvalid_0's huber: 20.7733\n",
"[81]\tvalid_0's poisson: -97.3182\tvalid_0's huber: 20.6779\n",
"[82]\tvalid_0's poisson: -97.4172\tvalid_0's huber: 20.5831\n",
"[83]\tvalid_0's poisson: -97.5192\tvalid_0's huber: 20.4838\n",
"[84]\tvalid_0's poisson: -97.6182\tvalid_0's huber: 20.3896\n",
"[85]\tvalid_0's poisson: -97.7162\tvalid_0's huber: 20.296\n",
"[86]\tvalid_0's poisson: -97.8135\tvalid_0's huber: 20.2029\n",
"[87]\tvalid_0's poisson: -97.9106\tvalid_0's huber: 20.1111\n",
"[88]\tvalid_0's poisson: -98.0097\tvalid_0's huber: 20.0141\n",
"[89]\tvalid_0's poisson: -98.1055\tvalid_0's huber: 19.9233\n",
"[90]\tvalid_0's poisson: -98.1993\tvalid_0's huber: 19.8316\n",
"[91]\tvalid_0's poisson: -98.2965\tvalid_0's huber: 19.7359\n",
"[92]\tvalid_0's poisson: -98.3884\tvalid_0's huber: 19.646\n",
"[93]\tvalid_0's poisson: -98.4841\tvalid_0's huber: 19.5514\n",
"[94]\tvalid_0's poisson: -98.5753\tvalid_0's huber: 19.4618\n",
"[95]\tvalid_0's poisson: -98.6696\tvalid_0's huber: 19.3684\n",
"[96]\tvalid_0's poisson: -98.7632\tvalid_0's huber: 19.2757\n",
"[97]\tvalid_0's poisson: -98.8523\tvalid_0's huber: 19.1878\n",
"[98]\tvalid_0's poisson: -98.9444\tvalid_0's huber: 19.0962\n",
"[99]\tvalid_0's poisson: -99.0347\tvalid_0's huber: 19.0086\n",
"[100]\tvalid_0's poisson: -99.1239\tvalid_0's huber: 18.9228\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3127\tvalid_0's huber: 29.7559\n",
"[2]\tvalid_0's poisson: -87.4621\tvalid_0's huber: 29.6251\n",
"[3]\tvalid_0's poisson: -87.6088\tvalid_0's huber: 29.4954\n",
"[4]\tvalid_0's poisson: -87.7545\tvalid_0's huber: 29.3662\n",
"[5]\tvalid_0's poisson: -87.9013\tvalid_0's huber: 29.2368\n",
"[6]\tvalid_0's poisson: -88.0459\tvalid_0's huber: 29.1096\n",
"[7]\tvalid_0's poisson: -88.189\tvalid_0's huber: 28.9817\n",
"[8]\tvalid_0's poisson: -88.3333\tvalid_0's huber: 28.8537\n",
"[9]\tvalid_0's poisson: -88.4766\tvalid_0's huber: 28.7261\n",
"[10]\tvalid_0's poisson: -88.6172\tvalid_0's huber: 28.5995\n",
"[11]\tvalid_0's poisson: -88.7589\tvalid_0's huber: 28.4727\n",
"[12]\tvalid_0's poisson: -88.8979\tvalid_0's huber: 28.3467\n",
"[13]\tvalid_0's poisson: -89.0385\tvalid_0's huber: 28.2203\n",
"[14]\tvalid_0's poisson: -89.1778\tvalid_0's huber: 28.0947\n",
"[15]\tvalid_0's poisson: -89.314\tvalid_0's huber: 27.9703\n",
"[16]\tvalid_0's poisson: -89.4517\tvalid_0's huber: 27.8456\n",
"[17]\tvalid_0's poisson: -89.589\tvalid_0's huber: 27.7209\n",
"[18]\tvalid_0's poisson: -89.723\tvalid_0's huber: 27.5975\n",
"[19]\tvalid_0's poisson: -89.8584\tvalid_0's huber: 27.4738\n",
"[20]\tvalid_0's poisson: -90.0005\tvalid_0's huber: 27.3539\n",
"[21]\tvalid_0's poisson: -90.1333\tvalid_0's huber: 27.231\n",
"[22]\tvalid_0's poisson: -90.2742\tvalid_0's huber: 27.1117\n",
"[23]\tvalid_0's poisson: -90.4142\tvalid_0's huber: 26.993\n",
"[24]\tvalid_0's poisson: -90.5445\tvalid_0's huber: 26.8717\n",
"[25]\tvalid_0's poisson: -90.683\tvalid_0's huber: 26.7538\n",
"[26]\tvalid_0's poisson: -90.8194\tvalid_0's huber: 26.6363\n",
"[27]\tvalid_0's poisson: -90.9561\tvalid_0's huber: 26.5198\n",
"[28]\tvalid_0's poisson: -91.0917\tvalid_0's huber: 26.4037\n",
"[29]\tvalid_0's poisson: -91.2267\tvalid_0's huber: 26.2878\n",
"[30]\tvalid_0's poisson: -91.3613\tvalid_0's huber: 26.1725\n",
"[31]\tvalid_0's poisson: -91.4942\tvalid_0's huber: 26.0576\n",
"[32]\tvalid_0's poisson: -91.6263\tvalid_0's huber: 25.9432\n",
"[33]\tvalid_0's poisson: -91.7577\tvalid_0's huber: 25.8294\n",
"[34]\tvalid_0's poisson: -91.8882\tvalid_0's huber: 25.716\n",
"[35]\tvalid_0's poisson: -92.0175\tvalid_0's huber: 25.6027\n",
"[36]\tvalid_0's poisson: -92.1481\tvalid_0's huber: 25.4898\n",
"[37]\tvalid_0's poisson: -92.2761\tvalid_0's huber: 25.3774\n",
"[38]\tvalid_0's poisson: -92.404\tvalid_0's huber: 25.2657\n",
"[39]\tvalid_0's poisson: -92.5327\tvalid_0's huber: 25.1538\n",
"[40]\tvalid_0's poisson: -92.6593\tvalid_0's huber: 25.0428\n",
"[41]\tvalid_0's poisson: -92.7851\tvalid_0's huber: 24.9323\n",
"[42]\tvalid_0's poisson: -92.9092\tvalid_0's huber: 24.821\n",
"[43]\tvalid_0's poisson: -93.0338\tvalid_0's huber: 24.7111\n",
"[44]\tvalid_0's poisson: -93.1602\tvalid_0's huber: 24.5995\n",
"[45]\tvalid_0's poisson: -93.2768\tvalid_0's huber: 24.4881\n",
"[46]\tvalid_0's poisson: -93.4012\tvalid_0's huber: 24.378\n",
"[47]\tvalid_0's poisson: -93.5173\tvalid_0's huber: 24.2665\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -93.6381\tvalid_0's huber: 24.1571\n",
"[49]\tvalid_0's poisson: -93.7606\tvalid_0's huber: 24.0479\n",
"[50]\tvalid_0's poisson: -93.8805\tvalid_0's huber: 23.9408\n",
"[51]\tvalid_0's poisson: -93.994\tvalid_0's huber: 23.831\n",
"[52]\tvalid_0's poisson: -94.1063\tvalid_0's huber: 23.7223\n",
"[53]\tvalid_0's poisson: -94.226\tvalid_0's huber: 23.6153\n",
"[54]\tvalid_0's poisson: -94.3432\tvalid_0's huber: 23.5085\n",
"[55]\tvalid_0's poisson: -94.4615\tvalid_0's huber: 23.4015\n",
"[56]\tvalid_0's poisson: -94.5792\tvalid_0's huber: 23.295\n",
"[57]\tvalid_0's poisson: -94.6965\tvalid_0's huber: 23.1897\n",
"[58]\tvalid_0's poisson: -94.8122\tvalid_0's huber: 23.0843\n",
"[59]\tvalid_0's poisson: -94.9283\tvalid_0's huber: 22.9797\n",
"[60]\tvalid_0's poisson: -95.0435\tvalid_0's huber: 22.8747\n",
"[61]\tvalid_0's poisson: -95.1572\tvalid_0's huber: 22.7705\n",
"[62]\tvalid_0's poisson: -95.2709\tvalid_0's huber: 22.6676\n",
"[63]\tvalid_0's poisson: -95.3834\tvalid_0's huber: 22.564\n",
"[64]\tvalid_0's poisson: -95.4952\tvalid_0's huber: 22.4595\n",
"[65]\tvalid_0's poisson: -95.6064\tvalid_0's huber: 22.3566\n",
"[66]\tvalid_0's poisson: -95.7177\tvalid_0's huber: 22.2537\n",
"[67]\tvalid_0's poisson: -95.8275\tvalid_0's huber: 22.1504\n",
"[68]\tvalid_0's poisson: -95.9368\tvalid_0's huber: 22.0485\n",
"[69]\tvalid_0's poisson: -96.0453\tvalid_0's huber: 21.9458\n",
"[70]\tvalid_0's poisson: -96.1534\tvalid_0's huber: 21.8447\n",
"[71]\tvalid_0's poisson: -96.2599\tvalid_0's huber: 21.7435\n",
"[72]\tvalid_0's poisson: -96.3666\tvalid_0's huber: 21.6432\n",
"[73]\tvalid_0's poisson: -96.4712\tvalid_0's huber: 21.5423\n",
"[74]\tvalid_0's poisson: -96.5761\tvalid_0's huber: 21.4425\n",
"[75]\tvalid_0's poisson: -96.6793\tvalid_0's huber: 21.3427\n",
"[76]\tvalid_0's poisson: -96.7851\tvalid_0's huber: 21.2408\n",
"[77]\tvalid_0's poisson: -96.8902\tvalid_0's huber: 21.1395\n",
"[78]\tvalid_0's poisson: -96.992\tvalid_0's huber: 21.0421\n",
"[79]\tvalid_0's poisson: -97.0938\tvalid_0's huber: 20.9451\n",
"[80]\tvalid_0's poisson: -97.1945\tvalid_0's huber: 20.8488\n",
"[81]\tvalid_0's poisson: -97.2954\tvalid_0's huber: 20.7532\n",
"[82]\tvalid_0's poisson: -97.3952\tvalid_0's huber: 20.6581\n",
"[83]\tvalid_0's poisson: -97.494\tvalid_0's huber: 20.5638\n",
"[84]\tvalid_0's poisson: -97.5925\tvalid_0's huber: 20.4698\n",
"[85]\tvalid_0's poisson: -97.6896\tvalid_0's huber: 20.3773\n",
"[86]\tvalid_0's poisson: -97.7875\tvalid_0's huber: 20.2841\n",
"[87]\tvalid_0's poisson: -97.8818\tvalid_0's huber: 20.1907\n",
"[88]\tvalid_0's poisson: -97.981\tvalid_0's huber: 20.0936\n",
"[89]\tvalid_0's poisson: -98.077\tvalid_0's huber: 20.0021\n",
"[90]\tvalid_0's poisson: -98.169\tvalid_0's huber: 19.9107\n",
"[91]\tvalid_0's poisson: -98.2667\tvalid_0's huber: 19.8142\n",
"[92]\tvalid_0's poisson: -98.3614\tvalid_0's huber: 19.7232\n",
"[93]\tvalid_0's poisson: -98.4553\tvalid_0's huber: 19.6329\n",
"[94]\tvalid_0's poisson: -98.5453\tvalid_0's huber: 19.5437\n",
"[95]\tvalid_0's poisson: -98.6405\tvalid_0's huber: 19.449\n",
"[96]\tvalid_0's poisson: -98.7325\tvalid_0's huber: 19.3602\n",
"[97]\tvalid_0's poisson: -98.8221\tvalid_0's huber: 19.2719\n",
"[98]\tvalid_0's poisson: -98.91\tvalid_0's huber: 19.184\n",
"[99]\tvalid_0's poisson: -99.0027\tvalid_0's huber: 19.0911\n",
"[100]\tvalid_0's poisson: -99.0924\tvalid_0's huber: 19.0036\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7853\n",
"[2]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7589\n",
"[3]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7325\n",
"[4]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7061\n",
"[5]\tvalid_0's poisson: -87.3189\tvalid_0's huber: 29.6798\n",
"[6]\tvalid_0's poisson: -87.3478\tvalid_0's huber: 29.6535\n",
"[7]\tvalid_0's poisson: -87.3767\tvalid_0's huber: 29.6272\n",
"[8]\tvalid_0's poisson: -87.4056\tvalid_0's huber: 29.6009\n",
"[9]\tvalid_0's poisson: -87.4344\tvalid_0's huber: 29.5747\n",
"[10]\tvalid_0's poisson: -87.4631\tvalid_0's huber: 29.5485\n",
"[11]\tvalid_0's poisson: -87.4918\tvalid_0's huber: 29.5223\n",
"[12]\tvalid_0's poisson: -87.5205\tvalid_0's huber: 29.4961\n",
"[13]\tvalid_0's poisson: -87.5491\tvalid_0's huber: 29.47\n",
"[14]\tvalid_0's poisson: -87.5777\tvalid_0's huber: 29.4439\n",
"[15]\tvalid_0's poisson: -87.6063\tvalid_0's huber: 29.4178\n",
"[16]\tvalid_0's poisson: -87.6348\tvalid_0's huber: 29.3918\n",
"[17]\tvalid_0's poisson: -87.6632\tvalid_0's huber: 29.3658\n",
"[18]\tvalid_0's poisson: -87.6917\tvalid_0's huber: 29.3398\n",
"[19]\tvalid_0's poisson: -87.72\tvalid_0's huber: 29.3138\n",
"[20]\tvalid_0's poisson: -87.7484\tvalid_0's huber: 29.2879\n",
"[21]\tvalid_0's poisson: -87.7767\tvalid_0's huber: 29.262\n",
"[22]\tvalid_0's poisson: -87.8049\tvalid_0's huber: 29.2361\n",
"[23]\tvalid_0's poisson: -87.8331\tvalid_0's huber: 29.2103\n",
"[24]\tvalid_0's poisson: -87.8613\tvalid_0's huber: 29.1845\n",
"[25]\tvalid_0's poisson: -87.8894\tvalid_0's huber: 29.1587\n",
"[26]\tvalid_0's poisson: -87.9175\tvalid_0's huber: 29.1329\n",
"[27]\tvalid_0's poisson: -87.9455\tvalid_0's huber: 29.1072\n",
"[28]\tvalid_0's poisson: -87.9735\tvalid_0's huber: 29.0815\n",
"[29]\tvalid_0's poisson: -88.0015\tvalid_0's huber: 29.0558\n",
"[30]\tvalid_0's poisson: -88.0294\tvalid_0's huber: 29.0301\n",
"[31]\tvalid_0's poisson: -88.0573\tvalid_0's huber: 29.0045\n",
"[32]\tvalid_0's poisson: -88.0851\tvalid_0's huber: 28.9789\n",
"[33]\tvalid_0's poisson: -88.1129\tvalid_0's huber: 28.9533\n",
"[34]\tvalid_0's poisson: -88.1407\tvalid_0's huber: 28.9278\n",
"[35]\tvalid_0's poisson: -88.1684\tvalid_0's huber: 28.9023\n",
"[36]\tvalid_0's poisson: -88.1961\tvalid_0's huber: 28.8768\n",
"[37]\tvalid_0's poisson: -88.2237\tvalid_0's huber: 28.8513\n",
"[38]\tvalid_0's poisson: -88.2513\tvalid_0's huber: 28.8259\n",
"[39]\tvalid_0's poisson: -88.2789\tvalid_0's huber: 28.8004\n",
"[40]\tvalid_0's poisson: -88.3064\tvalid_0's huber: 28.7751\n",
"[41]\tvalid_0's poisson: -88.3339\tvalid_0's huber: 28.7497\n",
"[42]\tvalid_0's poisson: -88.3614\tvalid_0's huber: 28.7243\n",
"[43]\tvalid_0's poisson: -88.3888\tvalid_0's huber: 28.699\n",
"[44]\tvalid_0's poisson: -88.4161\tvalid_0's huber: 28.6737\n",
"[45]\tvalid_0's poisson: -88.4435\tvalid_0's huber: 28.6485\n",
"[46]\tvalid_0's poisson: -88.4708\tvalid_0's huber: 28.6232\n",
"[47]\tvalid_0's poisson: -88.498\tvalid_0's huber: 28.598\n",
"[48]\tvalid_0's poisson: -88.5252\tvalid_0's huber: 28.5728\n",
"[49]\tvalid_0's poisson: -88.5524\tvalid_0's huber: 28.5477\n",
"[50]\tvalid_0's poisson: -88.5795\tvalid_0's huber: 28.5226\n",
"[51]\tvalid_0's poisson: -88.6066\tvalid_0's huber: 28.4975\n",
"[52]\tvalid_0's poisson: -88.6337\tvalid_0's huber: 28.4724\n",
"[53]\tvalid_0's poisson: -88.6607\tvalid_0's huber: 28.4473\n",
"[54]\tvalid_0's poisson: -88.6876\tvalid_0's huber: 28.4223\n",
"[55]\tvalid_0's poisson: -88.7147\tvalid_0's huber: 28.3973\n",
"[56]\tvalid_0's poisson: -88.7418\tvalid_0's huber: 28.3722\n",
"[57]\tvalid_0's poisson: -88.7686\tvalid_0's huber: 28.3473\n",
"[58]\tvalid_0's poisson: -88.7956\tvalid_0's huber: 28.3223\n",
"[59]\tvalid_0's poisson: -88.8225\tvalid_0's huber: 28.2973\n",
"[60]\tvalid_0's poisson: -88.8492\tvalid_0's huber: 28.2724\n",
"[61]\tvalid_0's poisson: -88.8761\tvalid_0's huber: 28.2474\n",
"[62]\tvalid_0's poisson: -88.9029\tvalid_0's huber: 28.2225\n",
"[63]\tvalid_0's poisson: -88.9295\tvalid_0's huber: 28.1977\n",
"[64]\tvalid_0's poisson: -88.9562\tvalid_0's huber: 28.1729\n",
"[65]\tvalid_0's poisson: -88.9827\tvalid_0's huber: 28.1481\n",
"[66]\tvalid_0's poisson: -89.0094\tvalid_0's huber: 28.1233\n",
"[67]\tvalid_0's poisson: -89.0358\tvalid_0's huber: 28.0986\n",
"[68]\tvalid_0's poisson: -89.0623\tvalid_0's huber: 28.0739\n",
"[69]\tvalid_0's poisson: -89.0888\tvalid_0's huber: 28.0491\n",
"[70]\tvalid_0's poisson: -89.1151\tvalid_0's huber: 28.0245\n",
"[71]\tvalid_0's poisson: -89.1416\tvalid_0's huber: 27.9999\n",
"[72]\tvalid_0's poisson: -89.1678\tvalid_0's huber: 27.9753\n",
"[73]\tvalid_0's poisson: -89.1941\tvalid_0's huber: 27.9507\n",
"[74]\tvalid_0's poisson: -89.2203\tvalid_0's huber: 27.9261\n",
"[75]\tvalid_0's poisson: -89.2465\tvalid_0's huber: 27.9016\n",
"[76]\tvalid_0's poisson: -89.2727\tvalid_0's huber: 27.8771\n",
"[77]\tvalid_0's poisson: -89.2987\tvalid_0's huber: 27.8526\n",
"[78]\tvalid_0's poisson: -89.3249\tvalid_0's huber: 27.8281\n",
"[79]\tvalid_0's poisson: -89.3508\tvalid_0's huber: 27.8037\n",
"[80]\tvalid_0's poisson: -89.3769\tvalid_0's huber: 27.7793\n",
"[81]\tvalid_0's poisson: -89.4027\tvalid_0's huber: 27.755\n",
"[82]\tvalid_0's poisson: -89.4287\tvalid_0's huber: 27.7306\n",
"[83]\tvalid_0's poisson: -89.4546\tvalid_0's huber: 27.7063\n",
"[84]\tvalid_0's poisson: -89.4803\tvalid_0's huber: 27.682\n",
"[85]\tvalid_0's poisson: -89.506\tvalid_0's huber: 27.6578\n",
"[86]\tvalid_0's poisson: -89.5317\tvalid_0's huber: 27.6336\n",
"[87]\tvalid_0's poisson: -89.5574\tvalid_0's huber: 27.6094\n",
"[88]\tvalid_0's poisson: -89.583\tvalid_0's huber: 27.5853\n",
"[89]\tvalid_0's poisson: -89.6086\tvalid_0's huber: 27.5612\n",
"[90]\tvalid_0's poisson: -89.6341\tvalid_0's huber: 27.5371\n",
"[91]\tvalid_0's poisson: -89.6596\tvalid_0's huber: 27.513\n",
"[92]\tvalid_0's poisson: -89.6851\tvalid_0's huber: 27.4889\n",
"[93]\tvalid_0's poisson: -89.7105\tvalid_0's huber: 27.4649\n",
"[94]\tvalid_0's poisson: -89.7359\tvalid_0's huber: 27.4409\n",
"[95]\tvalid_0's poisson: -89.7612\tvalid_0's huber: 27.4169\n",
"[96]\tvalid_0's poisson: -89.7865\tvalid_0's huber: 27.393\n",
"[97]\tvalid_0's poisson: -89.8118\tvalid_0's huber: 27.3691\n",
"[98]\tvalid_0's poisson: -89.837\tvalid_0's huber: 27.3452\n",
"[99]\tvalid_0's poisson: -89.8622\tvalid_0's huber: 27.3213\n",
"[100]\tvalid_0's poisson: -89.8873\tvalid_0's huber: 27.2975\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7832\n",
"[2]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.7567\n",
"[3]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7303\n",
"[4]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7038\n",
"[5]\tvalid_0's poisson: -87.3177\tvalid_0's huber: 29.6774\n",
"[6]\tvalid_0's poisson: -87.3463\tvalid_0's huber: 29.6511\n",
"[7]\tvalid_0's poisson: -87.3748\tvalid_0's huber: 29.6247\n",
"[8]\tvalid_0's poisson: -87.4033\tvalid_0's huber: 29.5984\n",
"[9]\tvalid_0's poisson: -87.4317\tvalid_0's huber: 29.5722\n",
"[10]\tvalid_0's poisson: -87.4601\tvalid_0's huber: 29.5459\n",
"[11]\tvalid_0's poisson: -87.4884\tvalid_0's huber: 29.5197\n",
"[12]\tvalid_0's poisson: -87.5167\tvalid_0's huber: 29.4936\n",
"[13]\tvalid_0's poisson: -87.5449\tvalid_0's huber: 29.4674\n",
"[14]\tvalid_0's poisson: -87.5731\tvalid_0's huber: 29.4413\n",
"[15]\tvalid_0's poisson: -87.6012\tvalid_0's huber: 29.4153\n",
"[16]\tvalid_0's poisson: -87.6292\tvalid_0's huber: 29.3892\n",
"[17]\tvalid_0's poisson: -87.6572\tvalid_0's huber: 29.3632\n",
"[18]\tvalid_0's poisson: -87.6852\tvalid_0's huber: 29.3372\n",
"[19]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3113\n",
"[20]\tvalid_0's poisson: -87.7419\tvalid_0's huber: 29.285\n",
"[21]\tvalid_0's poisson: -87.7708\tvalid_0's huber: 29.2587\n",
"[22]\tvalid_0's poisson: -87.7995\tvalid_0's huber: 29.2324\n",
"[23]\tvalid_0's poisson: -87.8273\tvalid_0's huber: 29.2066\n",
"[24]\tvalid_0's poisson: -87.856\tvalid_0's huber: 29.1804\n",
"[25]\tvalid_0's poisson: -87.8846\tvalid_0's huber: 29.1542\n",
"[26]\tvalid_0's poisson: -87.9132\tvalid_0's huber: 29.1281\n",
"[27]\tvalid_0's poisson: -87.9408\tvalid_0's huber: 29.1023\n",
"[28]\tvalid_0's poisson: -87.9693\tvalid_0's huber: 29.0762\n",
"[29]\tvalid_0's poisson: -87.9978\tvalid_0's huber: 29.0502\n",
"[30]\tvalid_0's poisson: -88.0253\tvalid_0's huber: 29.0245\n",
"[31]\tvalid_0's poisson: -88.0537\tvalid_0's huber: 28.9985\n",
"[32]\tvalid_0's poisson: -88.0811\tvalid_0's huber: 28.9728\n",
"[33]\tvalid_0's poisson: -88.1085\tvalid_0's huber: 28.9472\n",
"[34]\tvalid_0's poisson: -88.1368\tvalid_0's huber: 28.9212\n",
"[35]\tvalid_0's poisson: -88.1641\tvalid_0's huber: 28.8957\n",
"[36]\tvalid_0's poisson: -88.1923\tvalid_0's huber: 28.8697\n",
"[37]\tvalid_0's poisson: -88.2195\tvalid_0's huber: 28.8442\n",
"[38]\tvalid_0's poisson: -88.2477\tvalid_0's huber: 28.8183\n",
"[39]\tvalid_0's poisson: -88.2758\tvalid_0's huber: 28.7925\n",
"[40]\tvalid_0's poisson: -88.3039\tvalid_0's huber: 28.7666\n",
"[41]\tvalid_0's poisson: -88.332\tvalid_0's huber: 28.7408\n",
"[42]\tvalid_0's poisson: -88.36\tvalid_0's huber: 28.7151\n",
"[43]\tvalid_0's poisson: -88.3879\tvalid_0's huber: 28.6893\n",
"[44]\tvalid_0's poisson: -88.4149\tvalid_0's huber: 28.6639\n",
"[45]\tvalid_0's poisson: -88.4428\tvalid_0's huber: 28.6382\n",
"[46]\tvalid_0's poisson: -88.4706\tvalid_0's huber: 28.6126\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -88.4984\tvalid_0's huber: 28.5869\n",
"[48]\tvalid_0's poisson: -88.5262\tvalid_0's huber: 28.5613\n",
"[49]\tvalid_0's poisson: -88.5539\tvalid_0's huber: 28.5357\n",
"[50]\tvalid_0's poisson: -88.5806\tvalid_0's huber: 28.5105\n",
"[51]\tvalid_0's poisson: -88.6082\tvalid_0's huber: 28.485\n",
"[52]\tvalid_0's poisson: -88.6358\tvalid_0's huber: 28.4595\n",
"[53]\tvalid_0's poisson: -88.6633\tvalid_0's huber: 28.434\n",
"[54]\tvalid_0's poisson: -88.6908\tvalid_0's huber: 28.4086\n",
"[55]\tvalid_0's poisson: -88.7183\tvalid_0's huber: 28.3831\n",
"[56]\tvalid_0's poisson: -88.7457\tvalid_0's huber: 28.3577\n",
"[57]\tvalid_0's poisson: -88.7731\tvalid_0's huber: 28.3324\n",
"[58]\tvalid_0's poisson: -88.8004\tvalid_0's huber: 28.307\n",
"[59]\tvalid_0's poisson: -88.8277\tvalid_0's huber: 28.2817\n",
"[60]\tvalid_0's poisson: -88.855\tvalid_0's huber: 28.2564\n",
"[61]\tvalid_0's poisson: -88.8822\tvalid_0's huber: 28.2312\n",
"[62]\tvalid_0's poisson: -88.9093\tvalid_0's huber: 28.2059\n",
"[63]\tvalid_0's poisson: -88.9365\tvalid_0's huber: 28.1807\n",
"[64]\tvalid_0's poisson: -88.9636\tvalid_0's huber: 28.1555\n",
"[65]\tvalid_0's poisson: -88.9896\tvalid_0's huber: 28.1305\n",
"[66]\tvalid_0's poisson: -89.0156\tvalid_0's huber: 28.1055\n",
"[67]\tvalid_0's poisson: -89.0426\tvalid_0's huber: 28.0803\n",
"[68]\tvalid_0's poisson: -89.0685\tvalid_0's huber: 28.0554\n",
"[69]\tvalid_0's poisson: -89.0954\tvalid_0's huber: 28.0302\n",
"[70]\tvalid_0's poisson: -89.1223\tvalid_0's huber: 28.0052\n",
"[71]\tvalid_0's poisson: -89.1492\tvalid_0's huber: 27.9801\n",
"[72]\tvalid_0's poisson: -89.176\tvalid_0's huber: 27.955\n",
"[73]\tvalid_0's poisson: -89.2028\tvalid_0's huber: 27.93\n",
"[74]\tvalid_0's poisson: -89.2295\tvalid_0's huber: 27.9051\n",
"[75]\tvalid_0's poisson: -89.2562\tvalid_0's huber: 27.8801\n",
"[76]\tvalid_0's poisson: -89.2828\tvalid_0's huber: 27.8552\n",
"[77]\tvalid_0's poisson: -89.3094\tvalid_0's huber: 27.8303\n",
"[78]\tvalid_0's poisson: -89.3359\tvalid_0's huber: 27.8054\n",
"[79]\tvalid_0's poisson: -89.3624\tvalid_0's huber: 27.7806\n",
"[80]\tvalid_0's poisson: -89.3889\tvalid_0's huber: 27.7558\n",
"[81]\tvalid_0's poisson: -89.4153\tvalid_0's huber: 27.731\n",
"[82]\tvalid_0's poisson: -89.4417\tvalid_0's huber: 27.7063\n",
"[83]\tvalid_0's poisson: -89.468\tvalid_0's huber: 27.6816\n",
"[84]\tvalid_0's poisson: -89.4943\tvalid_0's huber: 27.6569\n",
"[85]\tvalid_0's poisson: -89.5205\tvalid_0's huber: 27.6323\n",
"[86]\tvalid_0's poisson: -89.5467\tvalid_0's huber: 27.6077\n",
"[87]\tvalid_0's poisson: -89.5729\tvalid_0's huber: 27.5831\n",
"[88]\tvalid_0's poisson: -89.599\tvalid_0's huber: 27.5585\n",
"[89]\tvalid_0's poisson: -89.6251\tvalid_0's huber: 27.534\n",
"[90]\tvalid_0's poisson: -89.6511\tvalid_0's huber: 27.5095\n",
"[91]\tvalid_0's poisson: -89.6771\tvalid_0's huber: 27.4851\n",
"[92]\tvalid_0's poisson: -89.703\tvalid_0's huber: 27.4606\n",
"[93]\tvalid_0's poisson: -89.7289\tvalid_0's huber: 27.4362\n",
"[94]\tvalid_0's poisson: -89.7548\tvalid_0's huber: 27.4118\n",
"[95]\tvalid_0's poisson: -89.7806\tvalid_0's huber: 27.3875\n",
"[96]\tvalid_0's poisson: -89.8063\tvalid_0's huber: 27.3631\n",
"[97]\tvalid_0's poisson: -89.8321\tvalid_0's huber: 27.3388\n",
"[98]\tvalid_0's poisson: -89.8578\tvalid_0's huber: 27.3145\n",
"[99]\tvalid_0's poisson: -89.8834\tvalid_0's huber: 27.2903\n",
"[100]\tvalid_0's poisson: -89.909\tvalid_0's huber: 27.2661\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1987\tvalid_0's huber: 29.8164\n",
"[2]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.79\n",
"[3]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.7636\n",
"[4]\tvalid_0's poisson: -87.2857\tvalid_0's huber: 29.7372\n",
"[5]\tvalid_0's poisson: -87.3146\tvalid_0's huber: 29.7109\n",
"[6]\tvalid_0's poisson: -87.3435\tvalid_0's huber: 29.6846\n",
"[7]\tvalid_0's poisson: -87.3724\tvalid_0's huber: 29.6583\n",
"[8]\tvalid_0's poisson: -87.4012\tvalid_0's huber: 29.632\n",
"[9]\tvalid_0's poisson: -87.43\tvalid_0's huber: 29.6057\n",
"[10]\tvalid_0's poisson: -87.4587\tvalid_0's huber: 29.5795\n",
"[11]\tvalid_0's poisson: -87.4874\tvalid_0's huber: 29.5533\n",
"[12]\tvalid_0's poisson: -87.516\tvalid_0's huber: 29.5272\n",
"[13]\tvalid_0's poisson: -87.5446\tvalid_0's huber: 29.501\n",
"[14]\tvalid_0's poisson: -87.5732\tvalid_0's huber: 29.4749\n",
"[15]\tvalid_0's poisson: -87.6017\tvalid_0's huber: 29.4488\n",
"[16]\tvalid_0's poisson: -87.6302\tvalid_0's huber: 29.4228\n",
"[17]\tvalid_0's poisson: -87.6586\tvalid_0's huber: 29.3967\n",
"[18]\tvalid_0's poisson: -87.687\tvalid_0's huber: 29.3707\n",
"[19]\tvalid_0's poisson: -87.7154\tvalid_0's huber: 29.3447\n",
"[20]\tvalid_0's poisson: -87.7437\tvalid_0's huber: 29.3188\n",
"[21]\tvalid_0's poisson: -87.772\tvalid_0's huber: 29.2929\n",
"[22]\tvalid_0's poisson: -87.8002\tvalid_0's huber: 29.267\n",
"[23]\tvalid_0's poisson: -87.8284\tvalid_0's huber: 29.2411\n",
"[24]\tvalid_0's poisson: -87.8566\tvalid_0's huber: 29.2153\n",
"[25]\tvalid_0's poisson: -87.8847\tvalid_0's huber: 29.1895\n",
"[26]\tvalid_0's poisson: -87.9127\tvalid_0's huber: 29.1637\n",
"[27]\tvalid_0's poisson: -87.9408\tvalid_0's huber: 29.1379\n",
"[28]\tvalid_0's poisson: -87.9688\tvalid_0's huber: 29.1122\n",
"[29]\tvalid_0's poisson: -87.9967\tvalid_0's huber: 29.0865\n",
"[30]\tvalid_0's poisson: -88.0246\tvalid_0's huber: 29.0608\n",
"[31]\tvalid_0's poisson: -88.0525\tvalid_0's huber: 29.0352\n",
"[32]\tvalid_0's poisson: -88.0803\tvalid_0's huber: 29.0095\n",
"[33]\tvalid_0's poisson: -88.1081\tvalid_0's huber: 28.9839\n",
"[34]\tvalid_0's poisson: -88.1358\tvalid_0's huber: 28.9583\n",
"[35]\tvalid_0's poisson: -88.1636\tvalid_0's huber: 28.9328\n",
"[36]\tvalid_0's poisson: -88.1912\tvalid_0's huber: 28.9072\n",
"[37]\tvalid_0's poisson: -88.2189\tvalid_0's huber: 28.8817\n",
"[38]\tvalid_0's poisson: -88.2465\tvalid_0's huber: 28.8562\n",
"[39]\tvalid_0's poisson: -88.2741\tvalid_0's huber: 28.8308\n",
"[40]\tvalid_0's poisson: -88.3016\tvalid_0's huber: 28.8053\n",
"[41]\tvalid_0's poisson: -88.3291\tvalid_0's huber: 28.7799\n",
"[42]\tvalid_0's poisson: -88.3566\tvalid_0's huber: 28.7545\n",
"[43]\tvalid_0's poisson: -88.384\tvalid_0's huber: 28.7292\n",
"[44]\tvalid_0's poisson: -88.4113\tvalid_0's huber: 28.7038\n",
"[45]\tvalid_0's poisson: -88.4387\tvalid_0's huber: 28.6785\n",
"[46]\tvalid_0's poisson: -88.4659\tvalid_0's huber: 28.6533\n",
"[47]\tvalid_0's poisson: -88.4932\tvalid_0's huber: 28.628\n",
"[48]\tvalid_0's poisson: -88.5204\tvalid_0's huber: 28.6028\n",
"[49]\tvalid_0's poisson: -88.5475\tvalid_0's huber: 28.5776\n",
"[50]\tvalid_0's poisson: -88.5746\tvalid_0's huber: 28.5525\n",
"[51]\tvalid_0's poisson: -88.6017\tvalid_0's huber: 28.5274\n",
"[52]\tvalid_0's poisson: -88.6287\tvalid_0's huber: 28.5023\n",
"[53]\tvalid_0's poisson: -88.6557\tvalid_0's huber: 28.4772\n",
"[54]\tvalid_0's poisson: -88.6826\tvalid_0's huber: 28.4522\n",
"[55]\tvalid_0's poisson: -88.7095\tvalid_0's huber: 28.4272\n",
"[56]\tvalid_0's poisson: -88.7364\tvalid_0's huber: 28.4022\n",
"[57]\tvalid_0's poisson: -88.7632\tvalid_0's huber: 28.3772\n",
"[58]\tvalid_0's poisson: -88.79\tvalid_0's huber: 28.3523\n",
"[59]\tvalid_0's poisson: -88.8167\tvalid_0's huber: 28.3273\n",
"[60]\tvalid_0's poisson: -88.8434\tvalid_0's huber: 28.3024\n",
"[61]\tvalid_0's poisson: -88.87\tvalid_0's huber: 28.2776\n",
"[62]\tvalid_0's poisson: -88.8966\tvalid_0's huber: 28.2527\n",
"[63]\tvalid_0's poisson: -88.9232\tvalid_0's huber: 28.2279\n",
"[64]\tvalid_0's poisson: -88.9497\tvalid_0's huber: 28.2031\n",
"[65]\tvalid_0's poisson: -88.9762\tvalid_0's huber: 28.1783\n",
"[66]\tvalid_0's poisson: -89.0026\tvalid_0's huber: 28.1536\n",
"[67]\tvalid_0's poisson: -89.029\tvalid_0's huber: 28.1289\n",
"[68]\tvalid_0's poisson: -89.0554\tvalid_0's huber: 28.1042\n",
"[69]\tvalid_0's poisson: -89.0817\tvalid_0's huber: 28.0795\n",
"[70]\tvalid_0's poisson: -89.1079\tvalid_0's huber: 28.0549\n",
"[71]\tvalid_0's poisson: -89.1341\tvalid_0's huber: 28.0303\n",
"[72]\tvalid_0's poisson: -89.1603\tvalid_0's huber: 28.0057\n",
"[73]\tvalid_0's poisson: -89.1864\tvalid_0's huber: 27.9812\n",
"[74]\tvalid_0's poisson: -89.2125\tvalid_0's huber: 27.9567\n",
"[75]\tvalid_0's poisson: -89.2386\tvalid_0's huber: 27.9322\n",
"[76]\tvalid_0's poisson: -89.2646\tvalid_0's huber: 27.9077\n",
"[77]\tvalid_0's poisson: -89.2906\tvalid_0's huber: 27.8832\n",
"[78]\tvalid_0's poisson: -89.3165\tvalid_0's huber: 27.8588\n",
"[79]\tvalid_0's poisson: -89.3424\tvalid_0's huber: 27.8344\n",
"[80]\tvalid_0's poisson: -89.3683\tvalid_0's huber: 27.81\n",
"[81]\tvalid_0's poisson: -89.3941\tvalid_0's huber: 27.7857\n",
"[82]\tvalid_0's poisson: -89.4199\tvalid_0's huber: 27.7613\n",
"[83]\tvalid_0's poisson: -89.4456\tvalid_0's huber: 27.7371\n",
"[84]\tvalid_0's poisson: -89.4713\tvalid_0's huber: 27.7128\n",
"[85]\tvalid_0's poisson: -89.497\tvalid_0's huber: 27.6885\n",
"[86]\tvalid_0's poisson: -89.5226\tvalid_0's huber: 27.6643\n",
"[87]\tvalid_0's poisson: -89.5482\tvalid_0's huber: 27.6401\n",
"[88]\tvalid_0's poisson: -89.5737\tvalid_0's huber: 27.616\n",
"[89]\tvalid_0's poisson: -89.5992\tvalid_0's huber: 27.5919\n",
"[90]\tvalid_0's poisson: -89.6247\tvalid_0's huber: 27.5677\n",
"[91]\tvalid_0's poisson: -89.6501\tvalid_0's huber: 27.5437\n",
"[92]\tvalid_0's poisson: -89.6754\tvalid_0's huber: 27.5196\n",
"[93]\tvalid_0's poisson: -89.7008\tvalid_0's huber: 27.4955\n",
"[94]\tvalid_0's poisson: -89.7261\tvalid_0's huber: 27.4715\n",
"[95]\tvalid_0's poisson: -89.7513\tvalid_0's huber: 27.4475\n",
"[96]\tvalid_0's poisson: -89.7765\tvalid_0's huber: 27.4236\n",
"[97]\tvalid_0's poisson: -89.8017\tvalid_0's huber: 27.3997\n",
"[98]\tvalid_0's poisson: -89.8268\tvalid_0's huber: 27.3758\n",
"[99]\tvalid_0's poisson: -89.8519\tvalid_0's huber: 27.3519\n",
"[100]\tvalid_0's poisson: -89.8769\tvalid_0's huber: 27.3281\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7671\n",
"[2]\tvalid_0's poisson: -87.2346\tvalid_0's huber: 29.7406\n",
"[3]\tvalid_0's poisson: -87.2638\tvalid_0's huber: 29.7142\n",
"[4]\tvalid_0's poisson: -87.293\tvalid_0's huber: 29.6878\n",
"[5]\tvalid_0's poisson: -87.3221\tvalid_0's huber: 29.6614\n",
"[6]\tvalid_0's poisson: -87.3512\tvalid_0's huber: 29.635\n",
"[7]\tvalid_0's poisson: -87.3803\tvalid_0's huber: 29.6086\n",
"[8]\tvalid_0's poisson: -87.4093\tvalid_0's huber: 29.5823\n",
"[9]\tvalid_0's poisson: -87.4383\tvalid_0's huber: 29.556\n",
"[10]\tvalid_0's poisson: -87.4672\tvalid_0's huber: 29.5297\n",
"[11]\tvalid_0's poisson: -87.4961\tvalid_0's huber: 29.5035\n",
"[12]\tvalid_0's poisson: -87.5249\tvalid_0's huber: 29.4773\n",
"[13]\tvalid_0's poisson: -87.5537\tvalid_0's huber: 29.4511\n",
"[14]\tvalid_0's poisson: -87.5825\tvalid_0's huber: 29.4249\n",
"[15]\tvalid_0's poisson: -87.6112\tvalid_0's huber: 29.3988\n",
"[16]\tvalid_0's poisson: -87.6399\tvalid_0's huber: 29.3727\n",
"[17]\tvalid_0's poisson: -87.6685\tvalid_0's huber: 29.3466\n",
"[18]\tvalid_0's poisson: -87.6971\tvalid_0's huber: 29.3205\n",
"[19]\tvalid_0's poisson: -87.7256\tvalid_0's huber: 29.2945\n",
"[20]\tvalid_0's poisson: -87.7541\tvalid_0's huber: 29.2685\n",
"[21]\tvalid_0's poisson: -87.7826\tvalid_0's huber: 29.2426\n",
"[22]\tvalid_0's poisson: -87.811\tvalid_0's huber: 29.2166\n",
"[23]\tvalid_0's poisson: -87.8393\tvalid_0's huber: 29.1907\n",
"[24]\tvalid_0's poisson: -87.8676\tvalid_0's huber: 29.1649\n",
"[25]\tvalid_0's poisson: -87.8959\tvalid_0's huber: 29.139\n",
"[26]\tvalid_0's poisson: -87.9241\tvalid_0's huber: 29.1132\n",
"[27]\tvalid_0's poisson: -87.9523\tvalid_0's huber: 29.0874\n",
"[28]\tvalid_0's poisson: -87.9804\tvalid_0's huber: 29.0616\n",
"[29]\tvalid_0's poisson: -88.0085\tvalid_0's huber: 29.0359\n",
"[30]\tvalid_0's poisson: -88.0366\tvalid_0's huber: 29.0101\n",
"[31]\tvalid_0's poisson: -88.0646\tvalid_0's huber: 28.9845\n",
"[32]\tvalid_0's poisson: -88.0926\tvalid_0's huber: 28.9588\n",
"[33]\tvalid_0's poisson: -88.1205\tvalid_0's huber: 28.9332\n",
"[34]\tvalid_0's poisson: -88.1483\tvalid_0's huber: 28.9076\n",
"[35]\tvalid_0's poisson: -88.1762\tvalid_0's huber: 28.882\n",
"[36]\tvalid_0's poisson: -88.2039\tvalid_0's huber: 28.8565\n",
"[37]\tvalid_0's poisson: -88.2317\tvalid_0's huber: 28.831\n",
"[38]\tvalid_0's poisson: -88.2594\tvalid_0's huber: 28.8055\n",
"[39]\tvalid_0's poisson: -88.287\tvalid_0's huber: 28.7801\n",
"[40]\tvalid_0's poisson: -88.3146\tvalid_0's huber: 28.7547\n",
"[41]\tvalid_0's poisson: -88.3422\tvalid_0's huber: 28.7293\n",
"[42]\tvalid_0's poisson: -88.3698\tvalid_0's huber: 28.7039\n",
"[43]\tvalid_0's poisson: -88.3973\tvalid_0's huber: 28.6786\n",
"[44]\tvalid_0's poisson: -88.4247\tvalid_0's huber: 28.6533\n",
"[45]\tvalid_0's poisson: -88.4522\tvalid_0's huber: 28.628\n",
"[46]\tvalid_0's poisson: -88.4795\tvalid_0's huber: 28.6027\n",
"[47]\tvalid_0's poisson: -88.5069\tvalid_0's huber: 28.5775\n",
"[48]\tvalid_0's poisson: -88.5342\tvalid_0's huber: 28.5523\n",
"[49]\tvalid_0's poisson: -88.5614\tvalid_0's huber: 28.5271\n",
"[50]\tvalid_0's poisson: -88.5886\tvalid_0's huber: 28.5019\n",
"[51]\tvalid_0's poisson: -88.6158\tvalid_0's huber: 28.4768\n",
"[52]\tvalid_0's poisson: -88.6429\tvalid_0's huber: 28.4517\n",
"[53]\tvalid_0's poisson: -88.67\tvalid_0's huber: 28.4266\n",
"[54]\tvalid_0's poisson: -88.6971\tvalid_0's huber: 28.4016\n",
"[55]\tvalid_0's poisson: -88.7241\tvalid_0's huber: 28.3766\n",
"[56]\tvalid_0's poisson: -88.751\tvalid_0's huber: 28.3516\n",
"[57]\tvalid_0's poisson: -88.7779\tvalid_0's huber: 28.3266\n",
"[58]\tvalid_0's poisson: -88.8048\tvalid_0's huber: 28.3016\n",
"[59]\tvalid_0's poisson: -88.8316\tvalid_0's huber: 28.2767\n",
"[60]\tvalid_0's poisson: -88.8584\tvalid_0's huber: 28.2518\n",
"[61]\tvalid_0's poisson: -88.8851\tvalid_0's huber: 28.2269\n",
"[62]\tvalid_0's poisson: -88.9118\tvalid_0's huber: 28.2021\n",
"[63]\tvalid_0's poisson: -88.9385\tvalid_0's huber: 28.1773\n",
"[64]\tvalid_0's poisson: -88.9651\tvalid_0's huber: 28.1525\n",
"[65]\tvalid_0's poisson: -88.9916\tvalid_0's huber: 28.1277\n",
"[66]\tvalid_0's poisson: -89.0181\tvalid_0's huber: 28.103\n",
"[67]\tvalid_0's poisson: -89.0446\tvalid_0's huber: 28.0783\n",
"[68]\tvalid_0's poisson: -89.071\tvalid_0's huber: 28.0536\n",
"[69]\tvalid_0's poisson: -89.0974\tvalid_0's huber: 28.029\n",
"[70]\tvalid_0's poisson: -89.1237\tvalid_0's huber: 28.0044\n",
"[71]\tvalid_0's poisson: -89.15\tvalid_0's huber: 27.9798\n",
"[72]\tvalid_0's poisson: -89.1762\tvalid_0's huber: 27.9552\n",
"[73]\tvalid_0's poisson: -89.2024\tvalid_0's huber: 27.9307\n",
"[74]\tvalid_0's poisson: -89.2286\tvalid_0's huber: 27.9062\n",
"[75]\tvalid_0's poisson: -89.2547\tvalid_0's huber: 27.8817\n",
"[76]\tvalid_0's poisson: -89.281\tvalid_0's huber: 27.8566\n",
"[77]\tvalid_0's poisson: -89.307\tvalid_0's huber: 27.8322\n",
"[78]\tvalid_0's poisson: -89.3332\tvalid_0's huber: 27.8072\n",
"[79]\tvalid_0's poisson: -89.3591\tvalid_0's huber: 27.7828\n",
"[80]\tvalid_0's poisson: -89.3852\tvalid_0's huber: 27.7578\n",
"[81]\tvalid_0's poisson: -89.4113\tvalid_0's huber: 27.7334\n",
"[82]\tvalid_0's poisson: -89.4374\tvalid_0's huber: 27.7085\n",
"[83]\tvalid_0's poisson: -89.4634\tvalid_0's huber: 27.6836\n",
"[84]\tvalid_0's poisson: -89.4894\tvalid_0's huber: 27.6592\n",
"[85]\tvalid_0's poisson: -89.5154\tvalid_0's huber: 27.6344\n",
"[86]\tvalid_0's poisson: -89.5413\tvalid_0's huber: 27.6101\n",
"[87]\tvalid_0's poisson: -89.5671\tvalid_0's huber: 27.5858\n",
"[88]\tvalid_0's poisson: -89.593\tvalid_0's huber: 27.5611\n",
"[89]\tvalid_0's poisson: -89.6188\tvalid_0's huber: 27.5368\n",
"[90]\tvalid_0's poisson: -89.6446\tvalid_0's huber: 27.5126\n",
"[91]\tvalid_0's poisson: -89.6703\tvalid_0's huber: 27.4879\n",
"[92]\tvalid_0's poisson: -89.696\tvalid_0's huber: 27.4638\n",
"[93]\tvalid_0's poisson: -89.7214\tvalid_0's huber: 27.4397\n",
"[94]\tvalid_0's poisson: -89.7471\tvalid_0's huber: 27.4151\n",
"[95]\tvalid_0's poisson: -89.7727\tvalid_0's huber: 27.391\n",
"[96]\tvalid_0's poisson: -89.7982\tvalid_0's huber: 27.3669\n",
"[97]\tvalid_0's poisson: -89.8237\tvalid_0's huber: 27.3424\n",
"[98]\tvalid_0's poisson: -89.8491\tvalid_0's huber: 27.3184\n",
"[99]\tvalid_0's poisson: -89.8743\tvalid_0's huber: 27.2945\n",
"[100]\tvalid_0's poisson: -89.8998\tvalid_0's huber: 27.2701\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.8587\n",
"[2]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.8321\n",
"[3]\tvalid_0's poisson: -87.2514\tvalid_0's huber: 29.8056\n",
"[4]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7791\n",
"[5]\tvalid_0's poisson: -87.3097\tvalid_0's huber: 29.7526\n",
"[6]\tvalid_0's poisson: -87.3388\tvalid_0's huber: 29.7261\n",
"[7]\tvalid_0's poisson: -87.3678\tvalid_0's huber: 29.6996\n",
"[8]\tvalid_0's poisson: -87.3968\tvalid_0's huber: 29.6732\n",
"[9]\tvalid_0's poisson: -87.4258\tvalid_0's huber: 29.6468\n",
"[10]\tvalid_0's poisson: -87.4547\tvalid_0's huber: 29.6204\n",
"[11]\tvalid_0's poisson: -87.4836\tvalid_0's huber: 29.5941\n",
"[12]\tvalid_0's poisson: -87.5124\tvalid_0's huber: 29.5677\n",
"[13]\tvalid_0's poisson: -87.5412\tvalid_0's huber: 29.5414\n",
"[14]\tvalid_0's poisson: -87.5699\tvalid_0's huber: 29.5152\n",
"[15]\tvalid_0's poisson: -87.5987\tvalid_0's huber: 29.4889\n",
"[16]\tvalid_0's poisson: -87.6273\tvalid_0's huber: 29.4627\n",
"[17]\tvalid_0's poisson: -87.6559\tvalid_0's huber: 29.4365\n",
"[18]\tvalid_0's poisson: -87.6845\tvalid_0's huber: 29.4104\n",
"[19]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3842\n",
"[20]\tvalid_0's poisson: -87.7416\tvalid_0's huber: 29.3581\n",
"[21]\tvalid_0's poisson: -87.77\tvalid_0's huber: 29.3321\n",
"[22]\tvalid_0's poisson: -87.7985\tvalid_0's huber: 29.306\n",
"[23]\tvalid_0's poisson: -87.8268\tvalid_0's huber: 29.28\n",
"[24]\tvalid_0's poisson: -87.8552\tvalid_0's huber: 29.254\n",
"[25]\tvalid_0's poisson: -87.8835\tvalid_0's huber: 29.228\n",
"[26]\tvalid_0's poisson: -87.9117\tvalid_0's huber: 29.2021\n",
"[27]\tvalid_0's poisson: -87.9399\tvalid_0's huber: 29.1762\n",
"[28]\tvalid_0's poisson: -87.9681\tvalid_0's huber: 29.1503\n",
"[29]\tvalid_0's poisson: -87.9962\tvalid_0's huber: 29.1245\n",
"[30]\tvalid_0's poisson: -88.0243\tvalid_0's huber: 29.0987\n",
"[31]\tvalid_0's poisson: -88.0524\tvalid_0's huber: 29.0729\n",
"[32]\tvalid_0's poisson: -88.0804\tvalid_0's huber: 29.0471\n",
"[33]\tvalid_0's poisson: -88.1084\tvalid_0's huber: 29.0213\n",
"[34]\tvalid_0's poisson: -88.1363\tvalid_0's huber: 28.9956\n",
"[35]\tvalid_0's poisson: -88.1642\tvalid_0's huber: 28.9698\n",
"[36]\tvalid_0's poisson: -88.1921\tvalid_0's huber: 28.9441\n",
"[37]\tvalid_0's poisson: -88.22\tvalid_0's huber: 28.9185\n",
"[38]\tvalid_0's poisson: -88.2478\tvalid_0's huber: 28.8928\n",
"[39]\tvalid_0's poisson: -88.2755\tvalid_0's huber: 28.8672\n",
"[40]\tvalid_0's poisson: -88.3032\tvalid_0's huber: 28.8416\n",
"[41]\tvalid_0's poisson: -88.3309\tvalid_0's huber: 28.816\n",
"[42]\tvalid_0's poisson: -88.3586\tvalid_0's huber: 28.7905\n",
"[43]\tvalid_0's poisson: -88.3862\tvalid_0's huber: 28.765\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -88.4137\tvalid_0's huber: 28.7395\n",
"[45]\tvalid_0's poisson: -88.4413\tvalid_0's huber: 28.714\n",
"[46]\tvalid_0's poisson: -88.4687\tvalid_0's huber: 28.6886\n",
"[47]\tvalid_0's poisson: -88.4962\tvalid_0's huber: 28.6632\n",
"[48]\tvalid_0's poisson: -88.5236\tvalid_0's huber: 28.6378\n",
"[49]\tvalid_0's poisson: -88.5509\tvalid_0's huber: 28.6125\n",
"[50]\tvalid_0's poisson: -88.5782\tvalid_0's huber: 28.5872\n",
"[51]\tvalid_0's poisson: -88.6055\tvalid_0's huber: 28.5619\n",
"[52]\tvalid_0's poisson: -88.6327\tvalid_0's huber: 28.5366\n",
"[53]\tvalid_0's poisson: -88.6599\tvalid_0's huber: 28.5114\n",
"[54]\tvalid_0's poisson: -88.6871\tvalid_0's huber: 28.4862\n",
"[55]\tvalid_0's poisson: -88.7142\tvalid_0's huber: 28.461\n",
"[56]\tvalid_0's poisson: -88.7413\tvalid_0's huber: 28.4358\n",
"[57]\tvalid_0's poisson: -88.7683\tvalid_0's huber: 28.4107\n",
"[58]\tvalid_0's poisson: -88.7953\tvalid_0's huber: 28.3856\n",
"[59]\tvalid_0's poisson: -88.8222\tvalid_0's huber: 28.3605\n",
"[60]\tvalid_0's poisson: -88.8491\tvalid_0's huber: 28.3354\n",
"[61]\tvalid_0's poisson: -88.876\tvalid_0's huber: 28.3104\n",
"[62]\tvalid_0's poisson: -88.9029\tvalid_0's huber: 28.2854\n",
"[63]\tvalid_0's poisson: -88.9296\tvalid_0's huber: 28.2604\n",
"[64]\tvalid_0's poisson: -88.9564\tvalid_0's huber: 28.2354\n",
"[65]\tvalid_0's poisson: -88.9831\tvalid_0's huber: 28.2104\n",
"[66]\tvalid_0's poisson: -89.0098\tvalid_0's huber: 28.1855\n",
"[67]\tvalid_0's poisson: -89.0363\tvalid_0's huber: 28.1606\n",
"[68]\tvalid_0's poisson: -89.0629\tvalid_0's huber: 28.1358\n",
"[69]\tvalid_0's poisson: -89.0895\tvalid_0's huber: 28.1109\n",
"[70]\tvalid_0's poisson: -89.1159\tvalid_0's huber: 28.0861\n",
"[71]\tvalid_0's poisson: -89.1423\tvalid_0's huber: 28.0613\n",
"[72]\tvalid_0's poisson: -89.1687\tvalid_0's huber: 28.0366\n",
"[73]\tvalid_0's poisson: -89.1951\tvalid_0's huber: 28.0118\n",
"[74]\tvalid_0's poisson: -89.2214\tvalid_0's huber: 27.9871\n",
"[75]\tvalid_0's poisson: -89.2477\tvalid_0's huber: 27.9624\n",
"[76]\tvalid_0's poisson: -89.2739\tvalid_0's huber: 27.9377\n",
"[77]\tvalid_0's poisson: -89.3001\tvalid_0's huber: 27.9131\n",
"[78]\tvalid_0's poisson: -89.3263\tvalid_0's huber: 27.8884\n",
"[79]\tvalid_0's poisson: -89.3525\tvalid_0's huber: 27.8638\n",
"[80]\tvalid_0's poisson: -89.3785\tvalid_0's huber: 27.8392\n",
"[81]\tvalid_0's poisson: -89.4046\tvalid_0's huber: 27.8147\n",
"[82]\tvalid_0's poisson: -89.4306\tvalid_0's huber: 27.7902\n",
"[83]\tvalid_0's poisson: -89.4566\tvalid_0's huber: 27.7656\n",
"[84]\tvalid_0's poisson: -89.4825\tvalid_0's huber: 27.7412\n",
"[85]\tvalid_0's poisson: -89.5084\tvalid_0's huber: 27.7167\n",
"[86]\tvalid_0's poisson: -89.5343\tvalid_0's huber: 27.6923\n",
"[87]\tvalid_0's poisson: -89.56\tvalid_0's huber: 27.6679\n",
"[88]\tvalid_0's poisson: -89.5858\tvalid_0's huber: 27.6435\n",
"[89]\tvalid_0's poisson: -89.6116\tvalid_0's huber: 27.6192\n",
"[90]\tvalid_0's poisson: -89.6372\tvalid_0's huber: 27.5949\n",
"[91]\tvalid_0's poisson: -89.6629\tvalid_0's huber: 27.5706\n",
"[92]\tvalid_0's poisson: -89.6885\tvalid_0's huber: 27.5463\n",
"[93]\tvalid_0's poisson: -89.714\tvalid_0's huber: 27.5221\n",
"[94]\tvalid_0's poisson: -89.7396\tvalid_0's huber: 27.4978\n",
"[95]\tvalid_0's poisson: -89.765\tvalid_0's huber: 27.4737\n",
"[96]\tvalid_0's poisson: -89.7905\tvalid_0's huber: 27.4495\n",
"[97]\tvalid_0's poisson: -89.8159\tvalid_0's huber: 27.4253\n",
"[98]\tvalid_0's poisson: -89.8412\tvalid_0's huber: 27.4012\n",
"[99]\tvalid_0's poisson: -89.8666\tvalid_0's huber: 27.3771\n",
"[100]\tvalid_0's poisson: -89.8918\tvalid_0's huber: 27.3531\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1842\tvalid_0's huber: 29.8031\n",
"[2]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7944\n",
"[3]\tvalid_0's poisson: -87.2051\tvalid_0's huber: 29.7858\n",
"[4]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7772\n",
"[5]\tvalid_0's poisson: -87.2261\tvalid_0's huber: 29.7685\n",
"[6]\tvalid_0's poisson: -87.2365\tvalid_0's huber: 29.7599\n",
"[7]\tvalid_0's poisson: -87.247\tvalid_0's huber: 29.7512\n",
"[8]\tvalid_0's poisson: -87.2575\tvalid_0's huber: 29.7426\n",
"[9]\tvalid_0's poisson: -87.2679\tvalid_0's huber: 29.734\n",
"[10]\tvalid_0's poisson: -87.2784\tvalid_0's huber: 29.7253\n",
"[11]\tvalid_0's poisson: -87.2888\tvalid_0's huber: 29.7167\n",
"[12]\tvalid_0's poisson: -87.2993\tvalid_0's huber: 29.708\n",
"[13]\tvalid_0's poisson: -87.3097\tvalid_0's huber: 29.6994\n",
"[14]\tvalid_0's poisson: -87.3201\tvalid_0's huber: 29.6908\n",
"[15]\tvalid_0's poisson: -87.3306\tvalid_0's huber: 29.6822\n",
"[16]\tvalid_0's poisson: -87.341\tvalid_0's huber: 29.6735\n",
"[17]\tvalid_0's poisson: -87.3514\tvalid_0's huber: 29.6649\n",
"[18]\tvalid_0's poisson: -87.3618\tvalid_0's huber: 29.6563\n",
"[19]\tvalid_0's poisson: -87.3723\tvalid_0's huber: 29.6477\n",
"[20]\tvalid_0's poisson: -87.3827\tvalid_0's huber: 29.639\n",
"[21]\tvalid_0's poisson: -87.3931\tvalid_0's huber: 29.6304\n",
"[22]\tvalid_0's poisson: -87.4036\tvalid_0's huber: 29.6218\n",
"[23]\tvalid_0's poisson: -87.414\tvalid_0's huber: 29.6132\n",
"[24]\tvalid_0's poisson: -87.4244\tvalid_0's huber: 29.6046\n",
"[25]\tvalid_0's poisson: -87.4349\tvalid_0's huber: 29.596\n",
"[26]\tvalid_0's poisson: -87.4453\tvalid_0's huber: 29.5875\n",
"[27]\tvalid_0's poisson: -87.4557\tvalid_0's huber: 29.5789\n",
"[28]\tvalid_0's poisson: -87.4661\tvalid_0's huber: 29.5703\n",
"[29]\tvalid_0's poisson: -87.4765\tvalid_0's huber: 29.5617\n",
"[30]\tvalid_0's poisson: -87.4869\tvalid_0's huber: 29.5531\n",
"[31]\tvalid_0's poisson: -87.4973\tvalid_0's huber: 29.5445\n",
"[32]\tvalid_0's poisson: -87.5077\tvalid_0's huber: 29.5359\n",
"[33]\tvalid_0's poisson: -87.5181\tvalid_0's huber: 29.5274\n",
"[34]\tvalid_0's poisson: -87.5285\tvalid_0's huber: 29.5188\n",
"[35]\tvalid_0's poisson: -87.5389\tvalid_0's huber: 29.5102\n",
"[36]\tvalid_0's poisson: -87.5493\tvalid_0's huber: 29.5016\n",
"[37]\tvalid_0's poisson: -87.5597\tvalid_0's huber: 29.4931\n",
"[38]\tvalid_0's poisson: -87.57\tvalid_0's huber: 29.4845\n",
"[39]\tvalid_0's poisson: -87.5804\tvalid_0's huber: 29.4759\n",
"[40]\tvalid_0's poisson: -87.5908\tvalid_0's huber: 29.4674\n",
"[41]\tvalid_0's poisson: -87.6011\tvalid_0's huber: 29.4588\n",
"[42]\tvalid_0's poisson: -87.6115\tvalid_0's huber: 29.4502\n",
"[43]\tvalid_0's poisson: -87.6218\tvalid_0's huber: 29.4417\n",
"[44]\tvalid_0's poisson: -87.6322\tvalid_0's huber: 29.4331\n",
"[45]\tvalid_0's poisson: -87.6425\tvalid_0's huber: 29.4246\n",
"[46]\tvalid_0's poisson: -87.6529\tvalid_0's huber: 29.416\n",
"[47]\tvalid_0's poisson: -87.6632\tvalid_0's huber: 29.4075\n",
"[48]\tvalid_0's poisson: -87.6736\tvalid_0's huber: 29.3989\n",
"[49]\tvalid_0's poisson: -87.6839\tvalid_0's huber: 29.3904\n",
"[50]\tvalid_0's poisson: -87.6942\tvalid_0's huber: 29.3818\n",
"[51]\tvalid_0's poisson: -87.7045\tvalid_0's huber: 29.3733\n",
"[52]\tvalid_0's poisson: -87.7149\tvalid_0's huber: 29.3647\n",
"[53]\tvalid_0's poisson: -87.7252\tvalid_0's huber: 29.3562\n",
"[54]\tvalid_0's poisson: -87.7355\tvalid_0's huber: 29.3476\n",
"[55]\tvalid_0's poisson: -87.7458\tvalid_0's huber: 29.3391\n",
"[56]\tvalid_0's poisson: -87.7561\tvalid_0's huber: 29.3306\n",
"[57]\tvalid_0's poisson: -87.7664\tvalid_0's huber: 29.322\n",
"[58]\tvalid_0's poisson: -87.7767\tvalid_0's huber: 29.3135\n",
"[59]\tvalid_0's poisson: -87.787\tvalid_0's huber: 29.305\n",
"[60]\tvalid_0's poisson: -87.7973\tvalid_0's huber: 29.2964\n",
"[61]\tvalid_0's poisson: -87.8076\tvalid_0's huber: 29.2879\n",
"[62]\tvalid_0's poisson: -87.8179\tvalid_0's huber: 29.2794\n",
"[63]\tvalid_0's poisson: -87.8281\tvalid_0's huber: 29.2709\n",
"[64]\tvalid_0's poisson: -87.8384\tvalid_0's huber: 29.2623\n",
"[65]\tvalid_0's poisson: -87.8487\tvalid_0's huber: 29.2538\n",
"[66]\tvalid_0's poisson: -87.8589\tvalid_0's huber: 29.2453\n",
"[67]\tvalid_0's poisson: -87.8692\tvalid_0's huber: 29.2368\n",
"[68]\tvalid_0's poisson: -87.8795\tvalid_0's huber: 29.2283\n",
"[69]\tvalid_0's poisson: -87.8897\tvalid_0's huber: 29.2198\n",
"[70]\tvalid_0's poisson: -87.9\tvalid_0's huber: 29.2113\n",
"[71]\tvalid_0's poisson: -87.9102\tvalid_0's huber: 29.2027\n",
"[72]\tvalid_0's poisson: -87.9205\tvalid_0's huber: 29.1942\n",
"[73]\tvalid_0's poisson: -87.9307\tvalid_0's huber: 29.1857\n",
"[74]\tvalid_0's poisson: -87.9409\tvalid_0's huber: 29.1772\n",
"[75]\tvalid_0's poisson: -87.9512\tvalid_0's huber: 29.1687\n",
"[76]\tvalid_0's poisson: -87.9614\tvalid_0's huber: 29.1602\n",
"[77]\tvalid_0's poisson: -87.9716\tvalid_0's huber: 29.1517\n",
"[78]\tvalid_0's poisson: -87.9818\tvalid_0's huber: 29.1432\n",
"[79]\tvalid_0's poisson: -87.992\tvalid_0's huber: 29.1347\n",
"[80]\tvalid_0's poisson: -88.0023\tvalid_0's huber: 29.1263\n",
"[81]\tvalid_0's poisson: -88.0125\tvalid_0's huber: 29.1178\n",
"[82]\tvalid_0's poisson: -88.0227\tvalid_0's huber: 29.1093\n",
"[83]\tvalid_0's poisson: -88.0329\tvalid_0's huber: 29.1008\n",
"[84]\tvalid_0's poisson: -88.0431\tvalid_0's huber: 29.0923\n",
"[85]\tvalid_0's poisson: -88.0533\tvalid_0's huber: 29.0838\n",
"[86]\tvalid_0's poisson: -88.0634\tvalid_0's huber: 29.0753\n",
"[87]\tvalid_0's poisson: -88.0736\tvalid_0's huber: 29.0669\n",
"[88]\tvalid_0's poisson: -88.0838\tvalid_0's huber: 29.0584\n",
"[89]\tvalid_0's poisson: -88.094\tvalid_0's huber: 29.0499\n",
"[90]\tvalid_0's poisson: -88.1042\tvalid_0's huber: 29.0414\n",
"[91]\tvalid_0's poisson: -88.1143\tvalid_0's huber: 29.033\n",
"[92]\tvalid_0's poisson: -88.1245\tvalid_0's huber: 29.0245\n",
"[93]\tvalid_0's poisson: -88.1346\tvalid_0's huber: 29.016\n",
"[94]\tvalid_0's poisson: -88.1448\tvalid_0's huber: 29.0076\n",
"[95]\tvalid_0's poisson: -88.155\tvalid_0's huber: 28.9991\n",
"[96]\tvalid_0's poisson: -88.1651\tvalid_0's huber: 28.9907\n",
"[97]\tvalid_0's poisson: -88.1752\tvalid_0's huber: 28.9822\n",
"[98]\tvalid_0's poisson: -88.1854\tvalid_0's huber: 28.9738\n",
"[99]\tvalid_0's poisson: -88.1955\tvalid_0's huber: 28.9653\n",
"[100]\tvalid_0's poisson: -88.2057\tvalid_0's huber: 28.9569\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1843\tvalid_0's huber: 29.8012\n",
"[2]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7927\n",
"[3]\tvalid_0's poisson: -87.2051\tvalid_0's huber: 29.7843\n",
"[4]\tvalid_0's poisson: -87.2155\tvalid_0's huber: 29.7758\n",
"[5]\tvalid_0's poisson: -87.2258\tvalid_0's huber: 29.7673\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[6]\tvalid_0's poisson: -87.2362\tvalid_0's huber: 29.7588\n",
"[7]\tvalid_0's poisson: -87.2465\tvalid_0's huber: 29.7504\n",
"[8]\tvalid_0's poisson: -87.2569\tvalid_0's huber: 29.7419\n",
"[9]\tvalid_0's poisson: -87.2672\tvalid_0's huber: 29.7334\n",
"[10]\tvalid_0's poisson: -87.2776\tvalid_0's huber: 29.7249\n",
"[11]\tvalid_0's poisson: -87.2879\tvalid_0's huber: 29.7164\n",
"[12]\tvalid_0's poisson: -87.2983\tvalid_0's huber: 29.7079\n",
"[13]\tvalid_0's poisson: -87.3086\tvalid_0's huber: 29.6995\n",
"[14]\tvalid_0's poisson: -87.3189\tvalid_0's huber: 29.691\n",
"[15]\tvalid_0's poisson: -87.3293\tvalid_0's huber: 29.6825\n",
"[16]\tvalid_0's poisson: -87.3396\tvalid_0's huber: 29.6741\n",
"[17]\tvalid_0's poisson: -87.3499\tvalid_0's huber: 29.6656\n",
"[18]\tvalid_0's poisson: -87.3602\tvalid_0's huber: 29.6571\n",
"[19]\tvalid_0's poisson: -87.3705\tvalid_0's huber: 29.6486\n",
"[20]\tvalid_0's poisson: -87.3808\tvalid_0's huber: 29.6402\n",
"[21]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6317\n",
"[22]\tvalid_0's poisson: -87.4014\tvalid_0's huber: 29.6233\n",
"[23]\tvalid_0's poisson: -87.4117\tvalid_0's huber: 29.6148\n",
"[24]\tvalid_0's poisson: -87.4219\tvalid_0's huber: 29.6064\n",
"[25]\tvalid_0's poisson: -87.4322\tvalid_0's huber: 29.5979\n",
"[26]\tvalid_0's poisson: -87.4425\tvalid_0's huber: 29.5895\n",
"[27]\tvalid_0's poisson: -87.4528\tvalid_0's huber: 29.581\n",
"[28]\tvalid_0's poisson: -87.463\tvalid_0's huber: 29.5726\n",
"[29]\tvalid_0's poisson: -87.4733\tvalid_0's huber: 29.5641\n",
"[30]\tvalid_0's poisson: -87.4835\tvalid_0's huber: 29.5557\n",
"[31]\tvalid_0's poisson: -87.4938\tvalid_0's huber: 29.5472\n",
"[32]\tvalid_0's poisson: -87.504\tvalid_0's huber: 29.5388\n",
"[33]\tvalid_0's poisson: -87.5143\tvalid_0's huber: 29.5303\n",
"[34]\tvalid_0's poisson: -87.5245\tvalid_0's huber: 29.5219\n",
"[35]\tvalid_0's poisson: -87.5348\tvalid_0's huber: 29.5134\n",
"[36]\tvalid_0's poisson: -87.545\tvalid_0's huber: 29.505\n",
"[37]\tvalid_0's poisson: -87.5552\tvalid_0's huber: 29.4966\n",
"[38]\tvalid_0's poisson: -87.5654\tvalid_0's huber: 29.4882\n",
"[39]\tvalid_0's poisson: -87.5757\tvalid_0's huber: 29.4797\n",
"[40]\tvalid_0's poisson: -87.5859\tvalid_0's huber: 29.4713\n",
"[41]\tvalid_0's poisson: -87.5961\tvalid_0's huber: 29.4629\n",
"[42]\tvalid_0's poisson: -87.6063\tvalid_0's huber: 29.4544\n",
"[43]\tvalid_0's poisson: -87.6165\tvalid_0's huber: 29.446\n",
"[44]\tvalid_0's poisson: -87.6267\tvalid_0's huber: 29.4376\n",
"[45]\tvalid_0's poisson: -87.6369\tvalid_0's huber: 29.4292\n",
"[46]\tvalid_0's poisson: -87.6471\tvalid_0's huber: 29.4208\n",
"[47]\tvalid_0's poisson: -87.6573\tvalid_0's huber: 29.4124\n",
"[48]\tvalid_0's poisson: -87.6675\tvalid_0's huber: 29.4039\n",
"[49]\tvalid_0's poisson: -87.6776\tvalid_0's huber: 29.3956\n",
"[50]\tvalid_0's poisson: -87.6878\tvalid_0's huber: 29.3871\n",
"[51]\tvalid_0's poisson: -87.698\tvalid_0's huber: 29.3787\n",
"[52]\tvalid_0's poisson: -87.7082\tvalid_0's huber: 29.3703\n",
"[53]\tvalid_0's poisson: -87.7183\tvalid_0's huber: 29.3619\n",
"[54]\tvalid_0's poisson: -87.7285\tvalid_0's huber: 29.3535\n",
"[55]\tvalid_0's poisson: -87.7387\tvalid_0's huber: 29.3451\n",
"[56]\tvalid_0's poisson: -87.7488\tvalid_0's huber: 29.3367\n",
"[57]\tvalid_0's poisson: -87.759\tvalid_0's huber: 29.3283\n",
"[58]\tvalid_0's poisson: -87.7691\tvalid_0's huber: 29.3199\n",
"[59]\tvalid_0's poisson: -87.7793\tvalid_0's huber: 29.3115\n",
"[60]\tvalid_0's poisson: -87.7894\tvalid_0's huber: 29.3031\n",
"[61]\tvalid_0's poisson: -87.7995\tvalid_0's huber: 29.2947\n",
"[62]\tvalid_0's poisson: -87.8097\tvalid_0's huber: 29.2863\n",
"[63]\tvalid_0's poisson: -87.8198\tvalid_0's huber: 29.2779\n",
"[64]\tvalid_0's poisson: -87.83\tvalid_0's huber: 29.2695\n",
"[65]\tvalid_0's poisson: -87.8401\tvalid_0's huber: 29.2612\n",
"[66]\tvalid_0's poisson: -87.8502\tvalid_0's huber: 29.2527\n",
"[67]\tvalid_0's poisson: -87.8603\tvalid_0's huber: 29.2444\n",
"[68]\tvalid_0's poisson: -87.8704\tvalid_0's huber: 29.236\n",
"[69]\tvalid_0's poisson: -87.8805\tvalid_0's huber: 29.2276\n",
"[70]\tvalid_0's poisson: -87.8906\tvalid_0's huber: 29.2192\n",
"[71]\tvalid_0's poisson: -87.9008\tvalid_0's huber: 29.2108\n",
"[72]\tvalid_0's poisson: -87.9109\tvalid_0's huber: 29.2025\n",
"[73]\tvalid_0's poisson: -87.921\tvalid_0's huber: 29.1941\n",
"[74]\tvalid_0's poisson: -87.931\tvalid_0's huber: 29.1857\n",
"[75]\tvalid_0's poisson: -87.9411\tvalid_0's huber: 29.1773\n",
"[76]\tvalid_0's poisson: -87.9512\tvalid_0's huber: 29.169\n",
"[77]\tvalid_0's poisson: -87.9613\tvalid_0's huber: 29.1606\n",
"[78]\tvalid_0's poisson: -87.9714\tvalid_0's huber: 29.1522\n",
"[79]\tvalid_0's poisson: -87.9815\tvalid_0's huber: 29.1438\n",
"[80]\tvalid_0's poisson: -87.9915\tvalid_0's huber: 29.1355\n",
"[81]\tvalid_0's poisson: -88.0016\tvalid_0's huber: 29.1271\n",
"[82]\tvalid_0's poisson: -88.0116\tvalid_0's huber: 29.1187\n",
"[83]\tvalid_0's poisson: -88.0217\tvalid_0's huber: 29.1103\n",
"[84]\tvalid_0's poisson: -88.0318\tvalid_0's huber: 29.102\n",
"[85]\tvalid_0's poisson: -88.0418\tvalid_0's huber: 29.0936\n",
"[86]\tvalid_0's poisson: -88.0519\tvalid_0's huber: 29.0853\n",
"[87]\tvalid_0's poisson: -88.0619\tvalid_0's huber: 29.0769\n",
"[88]\tvalid_0's poisson: -88.0719\tvalid_0's huber: 29.0686\n",
"[89]\tvalid_0's poisson: -88.082\tvalid_0's huber: 29.0602\n",
"[90]\tvalid_0's poisson: -88.092\tvalid_0's huber: 29.0519\n",
"[91]\tvalid_0's poisson: -88.102\tvalid_0's huber: 29.0435\n",
"[92]\tvalid_0's poisson: -88.1121\tvalid_0's huber: 29.0352\n",
"[93]\tvalid_0's poisson: -88.1221\tvalid_0's huber: 29.0268\n",
"[94]\tvalid_0's poisson: -88.1321\tvalid_0's huber: 29.0185\n",
"[95]\tvalid_0's poisson: -88.1421\tvalid_0's huber: 29.0102\n",
"[96]\tvalid_0's poisson: -88.1521\tvalid_0's huber: 29.0018\n",
"[97]\tvalid_0's poisson: -88.1621\tvalid_0's huber: 28.9935\n",
"[98]\tvalid_0's poisson: -88.1721\tvalid_0's huber: 28.9851\n",
"[99]\tvalid_0's poisson: -88.1821\tvalid_0's huber: 28.9768\n",
"[100]\tvalid_0's poisson: -88.1921\tvalid_0's huber: 28.9684\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1801\tvalid_0's huber: 29.8341\n",
"[2]\tvalid_0's poisson: -87.1906\tvalid_0's huber: 29.8254\n",
"[3]\tvalid_0's poisson: -87.2012\tvalid_0's huber: 29.8167\n",
"[4]\tvalid_0's poisson: -87.2117\tvalid_0's huber: 29.8079\n",
"[5]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.7992\n",
"[6]\tvalid_0's poisson: -87.2327\tvalid_0's huber: 29.7905\n",
"[7]\tvalid_0's poisson: -87.2433\tvalid_0's huber: 29.7817\n",
"[8]\tvalid_0's poisson: -87.2538\tvalid_0's huber: 29.773\n",
"[9]\tvalid_0's poisson: -87.2643\tvalid_0's huber: 29.7643\n",
"[10]\tvalid_0's poisson: -87.2748\tvalid_0's huber: 29.7556\n",
"[11]\tvalid_0's poisson: -87.2853\tvalid_0's huber: 29.7468\n",
"[12]\tvalid_0's poisson: -87.2958\tvalid_0's huber: 29.7381\n",
"[13]\tvalid_0's poisson: -87.3062\tvalid_0's huber: 29.7294\n",
"[14]\tvalid_0's poisson: -87.3167\tvalid_0's huber: 29.7207\n",
"[15]\tvalid_0's poisson: -87.3272\tvalid_0's huber: 29.712\n",
"[16]\tvalid_0's poisson: -87.3377\tvalid_0's huber: 29.7033\n",
"[17]\tvalid_0's poisson: -87.3482\tvalid_0's huber: 29.6945\n",
"[18]\tvalid_0's poisson: -87.3586\tvalid_0's huber: 29.6858\n",
"[19]\tvalid_0's poisson: -87.3691\tvalid_0's huber: 29.6771\n",
"[20]\tvalid_0's poisson: -87.3796\tvalid_0's huber: 29.6684\n",
"[21]\tvalid_0's poisson: -87.39\tvalid_0's huber: 29.6597\n",
"[22]\tvalid_0's poisson: -87.4005\tvalid_0's huber: 29.651\n",
"[23]\tvalid_0's poisson: -87.4109\tvalid_0's huber: 29.6423\n",
"[24]\tvalid_0's poisson: -87.4214\tvalid_0's huber: 29.6336\n",
"[25]\tvalid_0's poisson: -87.4318\tvalid_0's huber: 29.6249\n",
"[26]\tvalid_0's poisson: -87.4422\tvalid_0's huber: 29.6162\n",
"[27]\tvalid_0's poisson: -87.4527\tvalid_0's huber: 29.6075\n",
"[28]\tvalid_0's poisson: -87.4631\tvalid_0's huber: 29.5988\n",
"[29]\tvalid_0's poisson: -87.4735\tvalid_0's huber: 29.5902\n",
"[30]\tvalid_0's poisson: -87.484\tvalid_0's huber: 29.5815\n",
"[31]\tvalid_0's poisson: -87.4944\tvalid_0's huber: 29.5728\n",
"[32]\tvalid_0's poisson: -87.5048\tvalid_0's huber: 29.5641\n",
"[33]\tvalid_0's poisson: -87.5152\tvalid_0's huber: 29.5554\n",
"[34]\tvalid_0's poisson: -87.5256\tvalid_0's huber: 29.5467\n",
"[35]\tvalid_0's poisson: -87.536\tvalid_0's huber: 29.5381\n",
"[36]\tvalid_0's poisson: -87.5464\tvalid_0's huber: 29.5294\n",
"[37]\tvalid_0's poisson: -87.5568\tvalid_0's huber: 29.5207\n",
"[38]\tvalid_0's poisson: -87.5672\tvalid_0's huber: 29.512\n",
"[39]\tvalid_0's poisson: -87.5776\tvalid_0's huber: 29.5034\n",
"[40]\tvalid_0's poisson: -87.5879\tvalid_0's huber: 29.4947\n",
"[41]\tvalid_0's poisson: -87.5983\tvalid_0's huber: 29.486\n",
"[42]\tvalid_0's poisson: -87.6087\tvalid_0's huber: 29.4773\n",
"[43]\tvalid_0's poisson: -87.6191\tvalid_0's huber: 29.4687\n",
"[44]\tvalid_0's poisson: -87.6294\tvalid_0's huber: 29.46\n",
"[45]\tvalid_0's poisson: -87.6398\tvalid_0's huber: 29.4514\n",
"[46]\tvalid_0's poisson: -87.6502\tvalid_0's huber: 29.4427\n",
"[47]\tvalid_0's poisson: -87.6605\tvalid_0's huber: 29.434\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -87.6709\tvalid_0's huber: 29.4254\n",
"[49]\tvalid_0's poisson: -87.6812\tvalid_0's huber: 29.4167\n",
"[50]\tvalid_0's poisson: -87.6916\tvalid_0's huber: 29.4081\n",
"[51]\tvalid_0's poisson: -87.7019\tvalid_0's huber: 29.3994\n",
"[52]\tvalid_0's poisson: -87.7122\tvalid_0's huber: 29.3908\n",
"[53]\tvalid_0's poisson: -87.7226\tvalid_0's huber: 29.3821\n",
"[54]\tvalid_0's poisson: -87.7329\tvalid_0's huber: 29.3735\n",
"[55]\tvalid_0's poisson: -87.7432\tvalid_0's huber: 29.3649\n",
"[56]\tvalid_0's poisson: -87.7535\tvalid_0's huber: 29.3562\n",
"[57]\tvalid_0's poisson: -87.7638\tvalid_0's huber: 29.3476\n",
"[58]\tvalid_0's poisson: -87.7742\tvalid_0's huber: 29.3389\n",
"[59]\tvalid_0's poisson: -87.7845\tvalid_0's huber: 29.3303\n",
"[60]\tvalid_0's poisson: -87.7948\tvalid_0's huber: 29.3217\n",
"[61]\tvalid_0's poisson: -87.8051\tvalid_0's huber: 29.313\n",
"[62]\tvalid_0's poisson: -87.8154\tvalid_0's huber: 29.3044\n",
"[63]\tvalid_0's poisson: -87.8257\tvalid_0's huber: 29.2958\n",
"[64]\tvalid_0's poisson: -87.8359\tvalid_0's huber: 29.2872\n",
"[65]\tvalid_0's poisson: -87.8462\tvalid_0's huber: 29.2785\n",
"[66]\tvalid_0's poisson: -87.8565\tvalid_0's huber: 29.2699\n",
"[67]\tvalid_0's poisson: -87.8668\tvalid_0's huber: 29.2613\n",
"[68]\tvalid_0's poisson: -87.8771\tvalid_0's huber: 29.2527\n",
"[69]\tvalid_0's poisson: -87.8873\tvalid_0's huber: 29.244\n",
"[70]\tvalid_0's poisson: -87.8976\tvalid_0's huber: 29.2354\n",
"[71]\tvalid_0's poisson: -87.9079\tvalid_0's huber: 29.2268\n",
"[72]\tvalid_0's poisson: -87.9181\tvalid_0's huber: 29.2182\n",
"[73]\tvalid_0's poisson: -87.9284\tvalid_0's huber: 29.2096\n",
"[74]\tvalid_0's poisson: -87.9386\tvalid_0's huber: 29.201\n",
"[75]\tvalid_0's poisson: -87.9489\tvalid_0's huber: 29.1924\n",
"[76]\tvalid_0's poisson: -87.9591\tvalid_0's huber: 29.1838\n",
"[77]\tvalid_0's poisson: -87.9694\tvalid_0's huber: 29.1752\n",
"[78]\tvalid_0's poisson: -87.9796\tvalid_0's huber: 29.1666\n",
"[79]\tvalid_0's poisson: -87.9898\tvalid_0's huber: 29.158\n",
"[80]\tvalid_0's poisson: -88\tvalid_0's huber: 29.1494\n",
"[81]\tvalid_0's poisson: -88.0103\tvalid_0's huber: 29.1408\n",
"[82]\tvalid_0's poisson: -88.0205\tvalid_0's huber: 29.1322\n",
"[83]\tvalid_0's poisson: -88.0307\tvalid_0's huber: 29.1236\n",
"[84]\tvalid_0's poisson: -88.0409\tvalid_0's huber: 29.115\n",
"[85]\tvalid_0's poisson: -88.0511\tvalid_0's huber: 29.1064\n",
"[86]\tvalid_0's poisson: -88.0613\tvalid_0's huber: 29.0978\n",
"[87]\tvalid_0's poisson: -88.0715\tvalid_0's huber: 29.0892\n",
"[88]\tvalid_0's poisson: -88.0817\tvalid_0's huber: 29.0806\n",
"[89]\tvalid_0's poisson: -88.0919\tvalid_0's huber: 29.0721\n",
"[90]\tvalid_0's poisson: -88.1021\tvalid_0's huber: 29.0635\n",
"[91]\tvalid_0's poisson: -88.1123\tvalid_0's huber: 29.0549\n",
"[92]\tvalid_0's poisson: -88.1225\tvalid_0's huber: 29.0463\n",
"[93]\tvalid_0's poisson: -88.1327\tvalid_0's huber: 29.0377\n",
"[94]\tvalid_0's poisson: -88.1428\tvalid_0's huber: 29.0292\n",
"[95]\tvalid_0's poisson: -88.153\tvalid_0's huber: 29.0206\n",
"[96]\tvalid_0's poisson: -88.1632\tvalid_0's huber: 29.012\n",
"[97]\tvalid_0's poisson: -88.1734\tvalid_0's huber: 29.0034\n",
"[98]\tvalid_0's poisson: -88.1835\tvalid_0's huber: 28.9949\n",
"[99]\tvalid_0's poisson: -88.1937\tvalid_0's huber: 28.9863\n",
"[100]\tvalid_0's poisson: -88.2038\tvalid_0's huber: 28.9778\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1866\tvalid_0's huber: 29.7849\n",
"[2]\tvalid_0's poisson: -87.1971\tvalid_0's huber: 29.7762\n",
"[3]\tvalid_0's poisson: -87.2077\tvalid_0's huber: 29.7675\n",
"[4]\tvalid_0's poisson: -87.2182\tvalid_0's huber: 29.7588\n",
"[5]\tvalid_0's poisson: -87.2288\tvalid_0's huber: 29.7501\n",
"[6]\tvalid_0's poisson: -87.2393\tvalid_0's huber: 29.7414\n",
"[7]\tvalid_0's poisson: -87.2499\tvalid_0's huber: 29.7327\n",
"[8]\tvalid_0's poisson: -87.2604\tvalid_0's huber: 29.7241\n",
"[9]\tvalid_0's poisson: -87.271\tvalid_0's huber: 29.7154\n",
"[10]\tvalid_0's poisson: -87.2815\tvalid_0's huber: 29.7067\n",
"[11]\tvalid_0's poisson: -87.292\tvalid_0's huber: 29.698\n",
"[12]\tvalid_0's poisson: -87.3026\tvalid_0's huber: 29.6893\n",
"[13]\tvalid_0's poisson: -87.3131\tvalid_0's huber: 29.6806\n",
"[14]\tvalid_0's poisson: -87.3236\tvalid_0's huber: 29.6719\n",
"[15]\tvalid_0's poisson: -87.3341\tvalid_0's huber: 29.6632\n",
"[16]\tvalid_0's poisson: -87.3446\tvalid_0's huber: 29.6545\n",
"[17]\tvalid_0's poisson: -87.3551\tvalid_0's huber: 29.6459\n",
"[18]\tvalid_0's poisson: -87.3656\tvalid_0's huber: 29.6372\n",
"[19]\tvalid_0's poisson: -87.3761\tvalid_0's huber: 29.6285\n",
"[20]\tvalid_0's poisson: -87.3866\tvalid_0's huber: 29.6198\n",
"[21]\tvalid_0's poisson: -87.3971\tvalid_0's huber: 29.6111\n",
"[22]\tvalid_0's poisson: -87.4076\tvalid_0's huber: 29.6025\n",
"[23]\tvalid_0's poisson: -87.4181\tvalid_0's huber: 29.5938\n",
"[24]\tvalid_0's poisson: -87.4286\tvalid_0's huber: 29.5851\n",
"[25]\tvalid_0's poisson: -87.439\tvalid_0's huber: 29.5764\n",
"[26]\tvalid_0's poisson: -87.4495\tvalid_0's huber: 29.5678\n",
"[27]\tvalid_0's poisson: -87.46\tvalid_0's huber: 29.5591\n",
"[28]\tvalid_0's poisson: -87.4704\tvalid_0's huber: 29.5504\n",
"[29]\tvalid_0's poisson: -87.4809\tvalid_0's huber: 29.5418\n",
"[30]\tvalid_0's poisson: -87.4913\tvalid_0's huber: 29.5331\n",
"[31]\tvalid_0's poisson: -87.5018\tvalid_0's huber: 29.5245\n",
"[32]\tvalid_0's poisson: -87.5122\tvalid_0's huber: 29.5158\n",
"[33]\tvalid_0's poisson: -87.5227\tvalid_0's huber: 29.5072\n",
"[34]\tvalid_0's poisson: -87.5331\tvalid_0's huber: 29.4985\n",
"[35]\tvalid_0's poisson: -87.5435\tvalid_0's huber: 29.4899\n",
"[36]\tvalid_0's poisson: -87.554\tvalid_0's huber: 29.4812\n",
"[37]\tvalid_0's poisson: -87.5644\tvalid_0's huber: 29.4726\n",
"[38]\tvalid_0's poisson: -87.5748\tvalid_0's huber: 29.4639\n",
"[39]\tvalid_0's poisson: -87.5852\tvalid_0's huber: 29.4553\n",
"[40]\tvalid_0's poisson: -87.5956\tvalid_0's huber: 29.4466\n",
"[41]\tvalid_0's poisson: -87.606\tvalid_0's huber: 29.438\n",
"[42]\tvalid_0's poisson: -87.6164\tvalid_0's huber: 29.4294\n",
"[43]\tvalid_0's poisson: -87.6268\tvalid_0's huber: 29.4207\n",
"[44]\tvalid_0's poisson: -87.6372\tvalid_0's huber: 29.4121\n",
"[45]\tvalid_0's poisson: -87.6476\tvalid_0's huber: 29.4035\n",
"[46]\tvalid_0's poisson: -87.658\tvalid_0's huber: 29.3949\n",
"[47]\tvalid_0's poisson: -87.6684\tvalid_0's huber: 29.3862\n",
"[48]\tvalid_0's poisson: -87.6788\tvalid_0's huber: 29.3776\n",
"[49]\tvalid_0's poisson: -87.6891\tvalid_0's huber: 29.369\n",
"[50]\tvalid_0's poisson: -87.6995\tvalid_0's huber: 29.3604\n",
"[51]\tvalid_0's poisson: -87.7099\tvalid_0's huber: 29.3518\n",
"[52]\tvalid_0's poisson: -87.7202\tvalid_0's huber: 29.3431\n",
"[53]\tvalid_0's poisson: -87.7306\tvalid_0's huber: 29.3345\n",
"[54]\tvalid_0's poisson: -87.741\tvalid_0's huber: 29.3259\n",
"[55]\tvalid_0's poisson: -87.7513\tvalid_0's huber: 29.3173\n",
"[56]\tvalid_0's poisson: -87.7616\tvalid_0's huber: 29.3087\n",
"[57]\tvalid_0's poisson: -87.772\tvalid_0's huber: 29.3001\n",
"[58]\tvalid_0's poisson: -87.7823\tvalid_0's huber: 29.2915\n",
"[59]\tvalid_0's poisson: -87.7927\tvalid_0's huber: 29.2829\n",
"[60]\tvalid_0's poisson: -87.803\tvalid_0's huber: 29.2743\n",
"[61]\tvalid_0's poisson: -87.8133\tvalid_0's huber: 29.2657\n",
"[62]\tvalid_0's poisson: -87.8236\tvalid_0's huber: 29.2571\n",
"[63]\tvalid_0's poisson: -87.8339\tvalid_0's huber: 29.2485\n",
"[64]\tvalid_0's poisson: -87.8443\tvalid_0's huber: 29.2399\n",
"[65]\tvalid_0's poisson: -87.8546\tvalid_0's huber: 29.2313\n",
"[66]\tvalid_0's poisson: -87.8649\tvalid_0's huber: 29.2227\n",
"[67]\tvalid_0's poisson: -87.8752\tvalid_0's huber: 29.2141\n",
"[68]\tvalid_0's poisson: -87.8855\tvalid_0's huber: 29.2055\n",
"[69]\tvalid_0's poisson: -87.8958\tvalid_0's huber: 29.1969\n",
"[70]\tvalid_0's poisson: -87.9061\tvalid_0's huber: 29.1883\n",
"[71]\tvalid_0's poisson: -87.9164\tvalid_0's huber: 29.1797\n",
"[72]\tvalid_0's poisson: -87.9267\tvalid_0's huber: 29.1712\n",
"[73]\tvalid_0's poisson: -87.9369\tvalid_0's huber: 29.1626\n",
"[74]\tvalid_0's poisson: -87.9472\tvalid_0's huber: 29.154\n",
"[75]\tvalid_0's poisson: -87.9575\tvalid_0's huber: 29.1454\n",
"[76]\tvalid_0's poisson: -87.9678\tvalid_0's huber: 29.1368\n",
"[77]\tvalid_0's poisson: -87.978\tvalid_0's huber: 29.1283\n",
"[78]\tvalid_0's poisson: -87.9883\tvalid_0's huber: 29.1197\n",
"[79]\tvalid_0's poisson: -87.9985\tvalid_0's huber: 29.1111\n",
"[80]\tvalid_0's poisson: -88.0088\tvalid_0's huber: 29.1025\n",
"[81]\tvalid_0's poisson: -88.019\tvalid_0's huber: 29.094\n",
"[82]\tvalid_0's poisson: -88.0293\tvalid_0's huber: 29.0854\n",
"[83]\tvalid_0's poisson: -88.0395\tvalid_0's huber: 29.0768\n",
"[84]\tvalid_0's poisson: -88.0498\tvalid_0's huber: 29.0683\n",
"[85]\tvalid_0's poisson: -88.06\tvalid_0's huber: 29.0597\n",
"[86]\tvalid_0's poisson: -88.0703\tvalid_0's huber: 29.0511\n",
"[87]\tvalid_0's poisson: -88.0805\tvalid_0's huber: 29.0426\n",
"[88]\tvalid_0's poisson: -88.0907\tvalid_0's huber: 29.034\n",
"[89]\tvalid_0's poisson: -88.1009\tvalid_0's huber: 29.0255\n",
"[90]\tvalid_0's poisson: -88.1112\tvalid_0's huber: 29.0169\n",
"[91]\tvalid_0's poisson: -88.1214\tvalid_0's huber: 29.0083\n",
"[92]\tvalid_0's poisson: -88.1316\tvalid_0's huber: 28.9998\n",
"[93]\tvalid_0's poisson: -88.1418\tvalid_0's huber: 28.9912\n",
"[94]\tvalid_0's poisson: -88.152\tvalid_0's huber: 28.9827\n",
"[95]\tvalid_0's poisson: -88.1622\tvalid_0's huber: 28.9742\n",
"[96]\tvalid_0's poisson: -88.1724\tvalid_0's huber: 28.9656\n",
"[97]\tvalid_0's poisson: -88.1826\tvalid_0's huber: 28.9571\n",
"[98]\tvalid_0's poisson: -88.1928\tvalid_0's huber: 28.9485\n",
"[99]\tvalid_0's poisson: -88.203\tvalid_0's huber: 28.94\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -88.2131\tvalid_0's huber: 28.9315\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1738\tvalid_0's huber: 29.8766\n",
"[2]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.868\n",
"[3]\tvalid_0's poisson: -87.1946\tvalid_0's huber: 29.8593\n",
"[4]\tvalid_0's poisson: -87.2048\tvalid_0's huber: 29.8507\n",
"[5]\tvalid_0's poisson: -87.2153\tvalid_0's huber: 29.842\n",
"[6]\tvalid_0's poisson: -87.2255\tvalid_0's huber: 29.8334\n",
"[7]\tvalid_0's poisson: -87.236\tvalid_0's huber: 29.8248\n",
"[8]\tvalid_0's poisson: -87.2462\tvalid_0's huber: 29.8161\n",
"[9]\tvalid_0's poisson: -87.2564\tvalid_0's huber: 29.8075\n",
"[10]\tvalid_0's poisson: -87.2668\tvalid_0's huber: 29.7989\n",
"[11]\tvalid_0's poisson: -87.277\tvalid_0's huber: 29.7902\n",
"[12]\tvalid_0's poisson: -87.2875\tvalid_0's huber: 29.7816\n",
"[13]\tvalid_0's poisson: -87.2977\tvalid_0's huber: 29.773\n",
"[14]\tvalid_0's poisson: -87.3081\tvalid_0's huber: 29.7643\n",
"[15]\tvalid_0's poisson: -87.3183\tvalid_0's huber: 29.7557\n",
"[16]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.7471\n",
"[17]\tvalid_0's poisson: -87.3389\tvalid_0's huber: 29.7385\n",
"[18]\tvalid_0's poisson: -87.3491\tvalid_0's huber: 29.7299\n",
"[19]\tvalid_0's poisson: -87.3595\tvalid_0's huber: 29.7212\n",
"[20]\tvalid_0's poisson: -87.3697\tvalid_0's huber: 29.7126\n",
"[21]\tvalid_0's poisson: -87.3801\tvalid_0's huber: 29.704\n",
"[22]\tvalid_0's poisson: -87.3902\tvalid_0's huber: 29.6954\n",
"[23]\tvalid_0's poisson: -87.4004\tvalid_0's huber: 29.6868\n",
"[24]\tvalid_0's poisson: -87.4108\tvalid_0's huber: 29.6782\n",
"[25]\tvalid_0's poisson: -87.4209\tvalid_0's huber: 29.6696\n",
"[26]\tvalid_0's poisson: -87.4314\tvalid_0's huber: 29.6609\n",
"[27]\tvalid_0's poisson: -87.4415\tvalid_0's huber: 29.6523\n",
"[28]\tvalid_0's poisson: -87.4519\tvalid_0's huber: 29.6437\n",
"[29]\tvalid_0's poisson: -87.462\tvalid_0's huber: 29.6351\n",
"[30]\tvalid_0's poisson: -87.4721\tvalid_0's huber: 29.6265\n",
"[31]\tvalid_0's poisson: -87.4825\tvalid_0's huber: 29.6179\n",
"[32]\tvalid_0's poisson: -87.4926\tvalid_0's huber: 29.6093\n",
"[33]\tvalid_0's poisson: -87.503\tvalid_0's huber: 29.6007\n",
"[34]\tvalid_0's poisson: -87.5131\tvalid_0's huber: 29.5922\n",
"[35]\tvalid_0's poisson: -87.5232\tvalid_0's huber: 29.5836\n",
"[36]\tvalid_0's poisson: -87.5335\tvalid_0's huber: 29.575\n",
"[37]\tvalid_0's poisson: -87.5436\tvalid_0's huber: 29.5664\n",
"[38]\tvalid_0's poisson: -87.554\tvalid_0's huber: 29.5578\n",
"[39]\tvalid_0's poisson: -87.564\tvalid_0's huber: 29.5492\n",
"[40]\tvalid_0's poisson: -87.5744\tvalid_0's huber: 29.5406\n",
"[41]\tvalid_0's poisson: -87.5845\tvalid_0's huber: 29.5321\n",
"[42]\tvalid_0's poisson: -87.5948\tvalid_0's huber: 29.5235\n",
"[43]\tvalid_0's poisson: -87.6049\tvalid_0's huber: 29.5149\n",
"[44]\tvalid_0's poisson: -87.6152\tvalid_0's huber: 29.5064\n",
"[45]\tvalid_0's poisson: -87.6255\tvalid_0's huber: 29.4978\n",
"[46]\tvalid_0's poisson: -87.6358\tvalid_0's huber: 29.4893\n",
"[47]\tvalid_0's poisson: -87.6461\tvalid_0's huber: 29.4808\n",
"[48]\tvalid_0's poisson: -87.6564\tvalid_0's huber: 29.4723\n",
"[49]\tvalid_0's poisson: -87.6667\tvalid_0's huber: 29.4638\n",
"[50]\tvalid_0's poisson: -87.677\tvalid_0's huber: 29.4552\n",
"[51]\tvalid_0's poisson: -87.6873\tvalid_0's huber: 29.4467\n",
"[52]\tvalid_0's poisson: -87.6976\tvalid_0's huber: 29.4381\n",
"[53]\tvalid_0's poisson: -87.7079\tvalid_0's huber: 29.4296\n",
"[54]\tvalid_0's poisson: -87.7181\tvalid_0's huber: 29.4211\n",
"[55]\tvalid_0's poisson: -87.7285\tvalid_0's huber: 29.4125\n",
"[56]\tvalid_0's poisson: -87.7387\tvalid_0's huber: 29.404\n",
"[57]\tvalid_0's poisson: -87.749\tvalid_0's huber: 29.3954\n",
"[58]\tvalid_0's poisson: -87.7593\tvalid_0's huber: 29.3869\n",
"[59]\tvalid_0's poisson: -87.7695\tvalid_0's huber: 29.3784\n",
"[60]\tvalid_0's poisson: -87.7798\tvalid_0's huber: 29.3699\n",
"[61]\tvalid_0's poisson: -87.79\tvalid_0's huber: 29.3614\n",
"[62]\tvalid_0's poisson: -87.8003\tvalid_0's huber: 29.3528\n",
"[63]\tvalid_0's poisson: -87.8106\tvalid_0's huber: 29.3443\n",
"[64]\tvalid_0's poisson: -87.8209\tvalid_0's huber: 29.3357\n",
"[65]\tvalid_0's poisson: -87.8311\tvalid_0's huber: 29.3273\n",
"[66]\tvalid_0's poisson: -87.8414\tvalid_0's huber: 29.3187\n",
"[67]\tvalid_0's poisson: -87.8516\tvalid_0's huber: 29.3102\n",
"[68]\tvalid_0's poisson: -87.8618\tvalid_0's huber: 29.3017\n",
"[69]\tvalid_0's poisson: -87.8721\tvalid_0's huber: 29.2932\n",
"[70]\tvalid_0's poisson: -87.8822\tvalid_0's huber: 29.2847\n",
"[71]\tvalid_0's poisson: -87.8925\tvalid_0's huber: 29.2762\n",
"[72]\tvalid_0's poisson: -87.9027\tvalid_0's huber: 29.2677\n",
"[73]\tvalid_0's poisson: -87.913\tvalid_0's huber: 29.2591\n",
"[74]\tvalid_0's poisson: -87.9232\tvalid_0's huber: 29.2507\n",
"[75]\tvalid_0's poisson: -87.9334\tvalid_0's huber: 29.2421\n",
"[76]\tvalid_0's poisson: -87.9436\tvalid_0's huber: 29.2337\n",
"[77]\tvalid_0's poisson: -87.9537\tvalid_0's huber: 29.2252\n",
"[78]\tvalid_0's poisson: -87.964\tvalid_0's huber: 29.2167\n",
"[79]\tvalid_0's poisson: -87.9741\tvalid_0's huber: 29.2082\n",
"[80]\tvalid_0's poisson: -87.9843\tvalid_0's huber: 29.1998\n",
"[81]\tvalid_0's poisson: -87.9944\tvalid_0's huber: 29.1913\n",
"[82]\tvalid_0's poisson: -88.0046\tvalid_0's huber: 29.1828\n",
"[83]\tvalid_0's poisson: -88.0148\tvalid_0's huber: 29.1744\n",
"[84]\tvalid_0's poisson: -88.0249\tvalid_0's huber: 29.1659\n",
"[85]\tvalid_0's poisson: -88.0351\tvalid_0's huber: 29.1574\n",
"[86]\tvalid_0's poisson: -88.0453\tvalid_0's huber: 29.149\n",
"[87]\tvalid_0's poisson: -88.0554\tvalid_0's huber: 29.1405\n",
"[88]\tvalid_0's poisson: -88.0655\tvalid_0's huber: 29.1321\n",
"[89]\tvalid_0's poisson: -88.0756\tvalid_0's huber: 29.1236\n",
"[90]\tvalid_0's poisson: -88.0858\tvalid_0's huber: 29.1151\n",
"[91]\tvalid_0's poisson: -88.0959\tvalid_0's huber: 29.1067\n",
"[92]\tvalid_0's poisson: -88.106\tvalid_0's huber: 29.0982\n",
"[93]\tvalid_0's poisson: -88.1161\tvalid_0's huber: 29.0898\n",
"[94]\tvalid_0's poisson: -88.1262\tvalid_0's huber: 29.0813\n",
"[95]\tvalid_0's poisson: -88.1363\tvalid_0's huber: 29.0728\n",
"[96]\tvalid_0's poisson: -88.1464\tvalid_0's huber: 29.0644\n",
"[97]\tvalid_0's poisson: -88.1566\tvalid_0's huber: 29.0559\n",
"[98]\tvalid_0's poisson: -88.1667\tvalid_0's huber: 29.0474\n",
"[99]\tvalid_0's poisson: -88.1767\tvalid_0's huber: 29.039\n",
"[100]\tvalid_0's poisson: -88.1869\tvalid_0's huber: 29.0305\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.1755\tvalid_0's huber: 29.8101\n",
"[2]\tvalid_0's poisson: -87.1773\tvalid_0's huber: 29.8084\n",
"[3]\tvalid_0's poisson: -87.1792\tvalid_0's huber: 29.8068\n",
"[4]\tvalid_0's poisson: -87.181\tvalid_0's huber: 29.8051\n",
"[5]\tvalid_0's poisson: -87.1828\tvalid_0's huber: 29.8035\n",
"[6]\tvalid_0's poisson: -87.1846\tvalid_0's huber: 29.8018\n",
"[7]\tvalid_0's poisson: -87.1864\tvalid_0's huber: 29.8002\n",
"[8]\tvalid_0's poisson: -87.1883\tvalid_0's huber: 29.7985\n",
"[9]\tvalid_0's poisson: -87.1901\tvalid_0's huber: 29.7969\n",
"[10]\tvalid_0's poisson: -87.1919\tvalid_0's huber: 29.7952\n",
"[11]\tvalid_0's poisson: -87.1937\tvalid_0's huber: 29.7936\n",
"[12]\tvalid_0's poisson: -87.1955\tvalid_0's huber: 29.7919\n",
"[13]\tvalid_0's poisson: -87.1973\tvalid_0's huber: 29.7903\n",
"[14]\tvalid_0's poisson: -87.1992\tvalid_0's huber: 29.7886\n",
"[15]\tvalid_0's poisson: -87.201\tvalid_0's huber: 29.787\n",
"[16]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7853\n",
"[17]\tvalid_0's poisson: -87.2046\tvalid_0's huber: 29.7837\n",
"[18]\tvalid_0's poisson: -87.2064\tvalid_0's huber: 29.782\n",
"[19]\tvalid_0's poisson: -87.2083\tvalid_0's huber: 29.7804\n",
"[20]\tvalid_0's poisson: -87.2101\tvalid_0's huber: 29.7787\n",
"[21]\tvalid_0's poisson: -87.2119\tvalid_0's huber: 29.7771\n",
"[22]\tvalid_0's poisson: -87.2137\tvalid_0's huber: 29.7754\n",
"[23]\tvalid_0's poisson: -87.2155\tvalid_0's huber: 29.7738\n",
"[24]\tvalid_0's poisson: -87.2173\tvalid_0's huber: 29.7721\n",
"[25]\tvalid_0's poisson: -87.2191\tvalid_0's huber: 29.7705\n",
"[26]\tvalid_0's poisson: -87.221\tvalid_0's huber: 29.7688\n",
"[27]\tvalid_0's poisson: -87.2228\tvalid_0's huber: 29.7672\n",
"[28]\tvalid_0's poisson: -87.2246\tvalid_0's huber: 29.7655\n",
"[29]\tvalid_0's poisson: -87.2264\tvalid_0's huber: 29.7639\n",
"[30]\tvalid_0's poisson: -87.2282\tvalid_0's huber: 29.7622\n",
"[31]\tvalid_0's poisson: -87.23\tvalid_0's huber: 29.7606\n",
"[32]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7589\n",
"[33]\tvalid_0's poisson: -87.2337\tvalid_0's huber: 29.7573\n",
"[34]\tvalid_0's poisson: -87.2355\tvalid_0's huber: 29.7556\n",
"[35]\tvalid_0's poisson: -87.2373\tvalid_0's huber: 29.754\n",
"[36]\tvalid_0's poisson: -87.2391\tvalid_0's huber: 29.7523\n",
"[37]\tvalid_0's poisson: -87.2409\tvalid_0's huber: 29.7507\n",
"[38]\tvalid_0's poisson: -87.2427\tvalid_0's huber: 29.749\n",
"[39]\tvalid_0's poisson: -87.2446\tvalid_0's huber: 29.7474\n",
"[40]\tvalid_0's poisson: -87.2464\tvalid_0's huber: 29.7457\n",
"[41]\tvalid_0's poisson: -87.2482\tvalid_0's huber: 29.7441\n",
"[42]\tvalid_0's poisson: -87.25\tvalid_0's huber: 29.7424\n",
"[43]\tvalid_0's poisson: -87.2518\tvalid_0's huber: 29.7408\n",
"[44]\tvalid_0's poisson: -87.2536\tvalid_0's huber: 29.7391\n",
"[45]\tvalid_0's poisson: -87.2554\tvalid_0's huber: 29.7375\n",
"[46]\tvalid_0's poisson: -87.2572\tvalid_0's huber: 29.7358\n",
"[47]\tvalid_0's poisson: -87.2591\tvalid_0's huber: 29.7342\n",
"[48]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7326\n",
"[49]\tvalid_0's poisson: -87.2627\tvalid_0's huber: 29.7309\n",
"[50]\tvalid_0's poisson: -87.2645\tvalid_0's huber: 29.7293\n",
"[51]\tvalid_0's poisson: -87.2663\tvalid_0's huber: 29.7276\n",
"[52]\tvalid_0's poisson: -87.2681\tvalid_0's huber: 29.726\n",
"[53]\tvalid_0's poisson: -87.2699\tvalid_0's huber: 29.7243\n",
"[54]\tvalid_0's poisson: -87.2717\tvalid_0's huber: 29.7227\n",
"[55]\tvalid_0's poisson: -87.2736\tvalid_0's huber: 29.721\n",
"[56]\tvalid_0's poisson: -87.2754\tvalid_0's huber: 29.7194\n",
"[57]\tvalid_0's poisson: -87.2772\tvalid_0's huber: 29.7177\n",
"[58]\tvalid_0's poisson: -87.279\tvalid_0's huber: 29.7161\n",
"[59]\tvalid_0's poisson: -87.2808\tvalid_0's huber: 29.7144\n",
"[60]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7128\n",
"[61]\tvalid_0's poisson: -87.2844\tvalid_0's huber: 29.7111\n",
"[62]\tvalid_0's poisson: -87.2862\tvalid_0's huber: 29.7095\n",
"[63]\tvalid_0's poisson: -87.288\tvalid_0's huber: 29.7078\n",
"[64]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7062\n",
"[65]\tvalid_0's poisson: -87.2917\tvalid_0's huber: 29.7046\n",
"[66]\tvalid_0's poisson: -87.2935\tvalid_0's huber: 29.7029\n",
"[67]\tvalid_0's poisson: -87.2953\tvalid_0's huber: 29.7013\n",
"[68]\tvalid_0's poisson: -87.2971\tvalid_0's huber: 29.6996\n",
"[69]\tvalid_0's poisson: -87.2989\tvalid_0's huber: 29.698\n",
"[70]\tvalid_0's poisson: -87.3007\tvalid_0's huber: 29.6963\n",
"[71]\tvalid_0's poisson: -87.3025\tvalid_0's huber: 29.6947\n",
"[72]\tvalid_0's poisson: -87.3043\tvalid_0's huber: 29.693\n",
"[73]\tvalid_0's poisson: -87.3061\tvalid_0's huber: 29.6914\n",
"[74]\tvalid_0's poisson: -87.308\tvalid_0's huber: 29.6897\n",
"[75]\tvalid_0's poisson: -87.3098\tvalid_0's huber: 29.6881\n",
"[76]\tvalid_0's poisson: -87.3116\tvalid_0's huber: 29.6865\n",
"[77]\tvalid_0's poisson: -87.3134\tvalid_0's huber: 29.6848\n",
"[78]\tvalid_0's poisson: -87.3152\tvalid_0's huber: 29.6832\n",
"[79]\tvalid_0's poisson: -87.317\tvalid_0's huber: 29.6815\n",
"[80]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.6799\n",
"[81]\tvalid_0's poisson: -87.3206\tvalid_0's huber: 29.6782\n",
"[82]\tvalid_0's poisson: -87.3224\tvalid_0's huber: 29.6766\n",
"[83]\tvalid_0's poisson: -87.3242\tvalid_0's huber: 29.6749\n",
"[84]\tvalid_0's poisson: -87.326\tvalid_0's huber: 29.6733\n",
"[85]\tvalid_0's poisson: -87.3278\tvalid_0's huber: 29.6716\n",
"[86]\tvalid_0's poisson: -87.3297\tvalid_0's huber: 29.67\n",
"[87]\tvalid_0's poisson: -87.3315\tvalid_0's huber: 29.6684\n",
"[88]\tvalid_0's poisson: -87.3333\tvalid_0's huber: 29.6667\n",
"[89]\tvalid_0's poisson: -87.3351\tvalid_0's huber: 29.6651\n",
"[90]\tvalid_0's poisson: -87.3369\tvalid_0's huber: 29.6634\n",
"[91]\tvalid_0's poisson: -87.3387\tvalid_0's huber: 29.6618\n",
"[92]\tvalid_0's poisson: -87.3405\tvalid_0's huber: 29.6601\n",
"[93]\tvalid_0's poisson: -87.3423\tvalid_0's huber: 29.6585\n",
"[94]\tvalid_0's poisson: -87.3441\tvalid_0's huber: 29.6569\n",
"[95]\tvalid_0's poisson: -87.3459\tvalid_0's huber: 29.6552\n",
"[96]\tvalid_0's poisson: -87.3477\tvalid_0's huber: 29.6536\n",
"[97]\tvalid_0's poisson: -87.3495\tvalid_0's huber: 29.6519\n",
"[98]\tvalid_0's poisson: -87.3513\tvalid_0's huber: 29.6503\n",
"[99]\tvalid_0's poisson: -87.3531\tvalid_0's huber: 29.6486\n",
"[100]\tvalid_0's poisson: -87.3549\tvalid_0's huber: 29.647\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.1758\tvalid_0's huber: 29.808\n",
"[2]\tvalid_0's poisson: -87.1776\tvalid_0's huber: 29.8064\n",
"[3]\tvalid_0's poisson: -87.1794\tvalid_0's huber: 29.8047\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -87.1812\tvalid_0's huber: 29.8031\n",
"[5]\tvalid_0's poisson: -87.183\tvalid_0's huber: 29.8014\n",
"[6]\tvalid_0's poisson: -87.1848\tvalid_0's huber: 29.7998\n",
"[7]\tvalid_0's poisson: -87.1866\tvalid_0's huber: 29.7981\n",
"[8]\tvalid_0's poisson: -87.1884\tvalid_0's huber: 29.7964\n",
"[9]\tvalid_0's poisson: -87.1902\tvalid_0's huber: 29.7948\n",
"[10]\tvalid_0's poisson: -87.192\tvalid_0's huber: 29.7931\n",
"[11]\tvalid_0's poisson: -87.1938\tvalid_0's huber: 29.7915\n",
"[12]\tvalid_0's poisson: -87.1956\tvalid_0's huber: 29.7898\n",
"[13]\tvalid_0's poisson: -87.1974\tvalid_0's huber: 29.7882\n",
"[14]\tvalid_0's poisson: -87.1992\tvalid_0's huber: 29.7865\n",
"[15]\tvalid_0's poisson: -87.201\tvalid_0's huber: 29.7849\n",
"[16]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7832\n",
"[17]\tvalid_0's poisson: -87.2046\tvalid_0's huber: 29.7816\n",
"[18]\tvalid_0's poisson: -87.2064\tvalid_0's huber: 29.7799\n",
"[19]\tvalid_0's poisson: -87.2082\tvalid_0's huber: 29.7782\n",
"[20]\tvalid_0's poisson: -87.21\tvalid_0's huber: 29.7766\n",
"[21]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.7749\n",
"[22]\tvalid_0's poisson: -87.2136\tvalid_0's huber: 29.7733\n",
"[23]\tvalid_0's poisson: -87.2154\tvalid_0's huber: 29.7716\n",
"[24]\tvalid_0's poisson: -87.2172\tvalid_0's huber: 29.77\n",
"[25]\tvalid_0's poisson: -87.219\tvalid_0's huber: 29.7683\n",
"[26]\tvalid_0's poisson: -87.2208\tvalid_0's huber: 29.7667\n",
"[27]\tvalid_0's poisson: -87.2226\tvalid_0's huber: 29.765\n",
"[28]\tvalid_0's poisson: -87.2244\tvalid_0's huber: 29.7634\n",
"[29]\tvalid_0's poisson: -87.2262\tvalid_0's huber: 29.7617\n",
"[30]\tvalid_0's poisson: -87.228\tvalid_0's huber: 29.7601\n",
"[31]\tvalid_0's poisson: -87.2298\tvalid_0's huber: 29.7584\n",
"[32]\tvalid_0's poisson: -87.2315\tvalid_0's huber: 29.7567\n",
"[33]\tvalid_0's poisson: -87.2333\tvalid_0's huber: 29.7551\n",
"[34]\tvalid_0's poisson: -87.2351\tvalid_0's huber: 29.7534\n",
"[35]\tvalid_0's poisson: -87.2369\tvalid_0's huber: 29.7518\n",
"[36]\tvalid_0's poisson: -87.2387\tvalid_0's huber: 29.7501\n",
"[37]\tvalid_0's poisson: -87.2405\tvalid_0's huber: 29.7485\n",
"[38]\tvalid_0's poisson: -87.2423\tvalid_0's huber: 29.7468\n",
"[39]\tvalid_0's poisson: -87.2441\tvalid_0's huber: 29.7452\n",
"[40]\tvalid_0's poisson: -87.2459\tvalid_0's huber: 29.7435\n",
"[41]\tvalid_0's poisson: -87.2477\tvalid_0's huber: 29.7419\n",
"[42]\tvalid_0's poisson: -87.2495\tvalid_0's huber: 29.7402\n",
"[43]\tvalid_0's poisson: -87.2513\tvalid_0's huber: 29.7386\n",
"[44]\tvalid_0's poisson: -87.2531\tvalid_0's huber: 29.7369\n",
"[45]\tvalid_0's poisson: -87.2549\tvalid_0's huber: 29.7353\n",
"[46]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.7336\n",
"[47]\tvalid_0's poisson: -87.2585\tvalid_0's huber: 29.732\n",
"[48]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7303\n",
"[49]\tvalid_0's poisson: -87.2621\tvalid_0's huber: 29.7287\n",
"[50]\tvalid_0's poisson: -87.2639\tvalid_0's huber: 29.727\n",
"[51]\tvalid_0's poisson: -87.2656\tvalid_0's huber: 29.7254\n",
"[52]\tvalid_0's poisson: -87.2674\tvalid_0's huber: 29.7237\n",
"[53]\tvalid_0's poisson: -87.2692\tvalid_0's huber: 29.7221\n",
"[54]\tvalid_0's poisson: -87.271\tvalid_0's huber: 29.7204\n",
"[55]\tvalid_0's poisson: -87.2728\tvalid_0's huber: 29.7188\n",
"[56]\tvalid_0's poisson: -87.2746\tvalid_0's huber: 29.7171\n",
"[57]\tvalid_0's poisson: -87.2764\tvalid_0's huber: 29.7155\n",
"[58]\tvalid_0's poisson: -87.2782\tvalid_0's huber: 29.7138\n",
"[59]\tvalid_0's poisson: -87.28\tvalid_0's huber: 29.7122\n",
"[60]\tvalid_0's poisson: -87.2818\tvalid_0's huber: 29.7105\n",
"[61]\tvalid_0's poisson: -87.2836\tvalid_0's huber: 29.7089\n",
"[62]\tvalid_0's poisson: -87.2854\tvalid_0's huber: 29.7072\n",
"[63]\tvalid_0's poisson: -87.2872\tvalid_0's huber: 29.7056\n",
"[64]\tvalid_0's poisson: -87.2889\tvalid_0's huber: 29.7039\n",
"[65]\tvalid_0's poisson: -87.2907\tvalid_0's huber: 29.7023\n",
"[66]\tvalid_0's poisson: -87.2925\tvalid_0's huber: 29.7006\n",
"[67]\tvalid_0's poisson: -87.2943\tvalid_0's huber: 29.699\n",
"[68]\tvalid_0's poisson: -87.2961\tvalid_0's huber: 29.6973\n",
"[69]\tvalid_0's poisson: -87.2979\tvalid_0's huber: 29.6957\n",
"[70]\tvalid_0's poisson: -87.2997\tvalid_0's huber: 29.694\n",
"[71]\tvalid_0's poisson: -87.3015\tvalid_0's huber: 29.6924\n",
"[72]\tvalid_0's poisson: -87.3033\tvalid_0's huber: 29.6907\n",
"[73]\tvalid_0's poisson: -87.3051\tvalid_0's huber: 29.6891\n",
"[74]\tvalid_0's poisson: -87.3068\tvalid_0's huber: 29.6874\n",
"[75]\tvalid_0's poisson: -87.3086\tvalid_0's huber: 29.6858\n",
"[76]\tvalid_0's poisson: -87.3104\tvalid_0's huber: 29.6841\n",
"[77]\tvalid_0's poisson: -87.3122\tvalid_0's huber: 29.6825\n",
"[78]\tvalid_0's poisson: -87.314\tvalid_0's huber: 29.6808\n",
"[79]\tvalid_0's poisson: -87.3158\tvalid_0's huber: 29.6792\n",
"[80]\tvalid_0's poisson: -87.3176\tvalid_0's huber: 29.6775\n",
"[81]\tvalid_0's poisson: -87.3194\tvalid_0's huber: 29.6759\n",
"[82]\tvalid_0's poisson: -87.3211\tvalid_0's huber: 29.6742\n",
"[83]\tvalid_0's poisson: -87.3229\tvalid_0's huber: 29.6726\n",
"[84]\tvalid_0's poisson: -87.3247\tvalid_0's huber: 29.6709\n",
"[85]\tvalid_0's poisson: -87.3265\tvalid_0's huber: 29.6693\n",
"[86]\tvalid_0's poisson: -87.3283\tvalid_0's huber: 29.6676\n",
"[87]\tvalid_0's poisson: -87.3301\tvalid_0's huber: 29.666\n",
"[88]\tvalid_0's poisson: -87.3319\tvalid_0's huber: 29.6644\n",
"[89]\tvalid_0's poisson: -87.3336\tvalid_0's huber: 29.6627\n",
"[90]\tvalid_0's poisson: -87.3354\tvalid_0's huber: 29.6611\n",
"[91]\tvalid_0's poisson: -87.3372\tvalid_0's huber: 29.6594\n",
"[92]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.6578\n",
"[93]\tvalid_0's poisson: -87.3408\tvalid_0's huber: 29.6561\n",
"[94]\tvalid_0's poisson: -87.3426\tvalid_0's huber: 29.6545\n",
"[95]\tvalid_0's poisson: -87.3444\tvalid_0's huber: 29.6528\n",
"[96]\tvalid_0's poisson: -87.3461\tvalid_0's huber: 29.6512\n",
"[97]\tvalid_0's poisson: -87.3479\tvalid_0's huber: 29.6495\n",
"[98]\tvalid_0's poisson: -87.3497\tvalid_0's huber: 29.6479\n",
"[99]\tvalid_0's poisson: -87.3515\tvalid_0's huber: 29.6462\n",
"[100]\tvalid_0's poisson: -87.3533\tvalid_0's huber: 29.6446\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.1714\tvalid_0's huber: 29.8412\n",
"[2]\tvalid_0's poisson: -87.1732\tvalid_0's huber: 29.8396\n",
"[3]\tvalid_0's poisson: -87.175\tvalid_0's huber: 29.8379\n",
"[4]\tvalid_0's poisson: -87.1769\tvalid_0's huber: 29.8363\n",
"[5]\tvalid_0's poisson: -87.1787\tvalid_0's huber: 29.8346\n",
"[6]\tvalid_0's poisson: -87.1805\tvalid_0's huber: 29.833\n",
"[7]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.8313\n",
"[8]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.8297\n",
"[9]\tvalid_0's poisson: -87.1859\tvalid_0's huber: 29.828\n",
"[10]\tvalid_0's poisson: -87.1878\tvalid_0's huber: 29.8263\n",
"[11]\tvalid_0's poisson: -87.1896\tvalid_0's huber: 29.8247\n",
"[12]\tvalid_0's poisson: -87.1914\tvalid_0's huber: 29.823\n",
"[13]\tvalid_0's poisson: -87.1932\tvalid_0's huber: 29.8214\n",
"[14]\tvalid_0's poisson: -87.195\tvalid_0's huber: 29.8197\n",
"[15]\tvalid_0's poisson: -87.1968\tvalid_0's huber: 29.8181\n",
"[16]\tvalid_0's poisson: -87.1986\tvalid_0's huber: 29.8164\n",
"[17]\tvalid_0's poisson: -87.2005\tvalid_0's huber: 29.8148\n",
"[18]\tvalid_0's poisson: -87.2023\tvalid_0's huber: 29.8131\n",
"[19]\tvalid_0's poisson: -87.2041\tvalid_0's huber: 29.8115\n",
"[20]\tvalid_0's poisson: -87.2059\tvalid_0's huber: 29.8098\n",
"[21]\tvalid_0's poisson: -87.2077\tvalid_0's huber: 29.8082\n",
"[22]\tvalid_0's poisson: -87.2095\tvalid_0's huber: 29.8065\n",
"[23]\tvalid_0's poisson: -87.2114\tvalid_0's huber: 29.8049\n",
"[24]\tvalid_0's poisson: -87.2132\tvalid_0's huber: 29.8032\n",
"[25]\tvalid_0's poisson: -87.215\tvalid_0's huber: 29.8016\n",
"[26]\tvalid_0's poisson: -87.2168\tvalid_0's huber: 29.7999\n",
"[27]\tvalid_0's poisson: -87.2186\tvalid_0's huber: 29.7983\n",
"[28]\tvalid_0's poisson: -87.2204\tvalid_0's huber: 29.7966\n",
"[29]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.795\n",
"[30]\tvalid_0's poisson: -87.2241\tvalid_0's huber: 29.7934\n",
"[31]\tvalid_0's poisson: -87.2259\tvalid_0's huber: 29.7917\n",
"[32]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.7901\n",
"[33]\tvalid_0's poisson: -87.2295\tvalid_0's huber: 29.7884\n",
"[34]\tvalid_0's poisson: -87.2313\tvalid_0's huber: 29.7868\n",
"[35]\tvalid_0's poisson: -87.2331\tvalid_0's huber: 29.7851\n",
"[36]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.7835\n",
"[37]\tvalid_0's poisson: -87.2367\tvalid_0's huber: 29.7818\n",
"[38]\tvalid_0's poisson: -87.2386\tvalid_0's huber: 29.7802\n",
"[39]\tvalid_0's poisson: -87.2404\tvalid_0's huber: 29.7785\n",
"[40]\tvalid_0's poisson: -87.2422\tvalid_0's huber: 29.7769\n",
"[41]\tvalid_0's poisson: -87.244\tvalid_0's huber: 29.7752\n",
"[42]\tvalid_0's poisson: -87.2458\tvalid_0's huber: 29.7736\n",
"[43]\tvalid_0's poisson: -87.2476\tvalid_0's huber: 29.7719\n",
"[44]\tvalid_0's poisson: -87.2494\tvalid_0's huber: 29.7703\n",
"[45]\tvalid_0's poisson: -87.2512\tvalid_0's huber: 29.7686\n",
"[46]\tvalid_0's poisson: -87.2531\tvalid_0's huber: 29.767\n",
"[47]\tvalid_0's poisson: -87.2549\tvalid_0's huber: 29.7653\n",
"[48]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.7637\n",
"[49]\tvalid_0's poisson: -87.2585\tvalid_0's huber: 29.762\n",
"[50]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7604\n",
"[51]\tvalid_0's poisson: -87.2621\tvalid_0's huber: 29.7587\n",
"[52]\tvalid_0's poisson: -87.2639\tvalid_0's huber: 29.7571\n",
"[53]\tvalid_0's poisson: -87.2657\tvalid_0's huber: 29.7554\n",
"[54]\tvalid_0's poisson: -87.2675\tvalid_0's huber: 29.7538\n",
"[55]\tvalid_0's poisson: -87.2693\tvalid_0's huber: 29.7521\n",
"[56]\tvalid_0's poisson: -87.2712\tvalid_0's huber: 29.7505\n",
"[57]\tvalid_0's poisson: -87.273\tvalid_0's huber: 29.7488\n",
"[58]\tvalid_0's poisson: -87.2748\tvalid_0's huber: 29.7472\n",
"[59]\tvalid_0's poisson: -87.2766\tvalid_0's huber: 29.7455\n",
"[60]\tvalid_0's poisson: -87.2784\tvalid_0's huber: 29.7439\n",
"[61]\tvalid_0's poisson: -87.2802\tvalid_0's huber: 29.7423\n",
"[62]\tvalid_0's poisson: -87.282\tvalid_0's huber: 29.7406\n",
"[63]\tvalid_0's poisson: -87.2838\tvalid_0's huber: 29.739\n",
"[64]\tvalid_0's poisson: -87.2856\tvalid_0's huber: 29.7373\n",
"[65]\tvalid_0's poisson: -87.2874\tvalid_0's huber: 29.7357\n",
"[66]\tvalid_0's poisson: -87.2892\tvalid_0's huber: 29.734\n",
"[67]\tvalid_0's poisson: -87.2911\tvalid_0's huber: 29.7324\n",
"[68]\tvalid_0's poisson: -87.2929\tvalid_0's huber: 29.7307\n",
"[69]\tvalid_0's poisson: -87.2947\tvalid_0's huber: 29.7291\n",
"[70]\tvalid_0's poisson: -87.2965\tvalid_0's huber: 29.7274\n",
"[71]\tvalid_0's poisson: -87.2983\tvalid_0's huber: 29.7258\n",
"[72]\tvalid_0's poisson: -87.3001\tvalid_0's huber: 29.7241\n",
"[73]\tvalid_0's poisson: -87.3019\tvalid_0's huber: 29.7225\n",
"[74]\tvalid_0's poisson: -87.3037\tvalid_0's huber: 29.7208\n",
"[75]\tvalid_0's poisson: -87.3055\tvalid_0's huber: 29.7192\n",
"[76]\tvalid_0's poisson: -87.3073\tvalid_0's huber: 29.7176\n",
"[77]\tvalid_0's poisson: -87.3091\tvalid_0's huber: 29.7159\n",
"[78]\tvalid_0's poisson: -87.3109\tvalid_0's huber: 29.7143\n",
"[79]\tvalid_0's poisson: -87.3127\tvalid_0's huber: 29.7126\n",
"[80]\tvalid_0's poisson: -87.3145\tvalid_0's huber: 29.711\n",
"[81]\tvalid_0's poisson: -87.3164\tvalid_0's huber: 29.7093\n",
"[82]\tvalid_0's poisson: -87.3182\tvalid_0's huber: 29.7077\n",
"[83]\tvalid_0's poisson: -87.32\tvalid_0's huber: 29.706\n",
"[84]\tvalid_0's poisson: -87.3218\tvalid_0's huber: 29.7044\n",
"[85]\tvalid_0's poisson: -87.3236\tvalid_0's huber: 29.7027\n",
"[86]\tvalid_0's poisson: -87.3254\tvalid_0's huber: 29.7011\n",
"[87]\tvalid_0's poisson: -87.3272\tvalid_0's huber: 29.6995\n",
"[88]\tvalid_0's poisson: -87.329\tvalid_0's huber: 29.6978\n",
"[89]\tvalid_0's poisson: -87.3308\tvalid_0's huber: 29.6962\n",
"[90]\tvalid_0's poisson: -87.3326\tvalid_0's huber: 29.6945\n",
"[91]\tvalid_0's poisson: -87.3344\tvalid_0's huber: 29.6929\n",
"[92]\tvalid_0's poisson: -87.3362\tvalid_0's huber: 29.6912\n",
"[93]\tvalid_0's poisson: -87.338\tvalid_0's huber: 29.6896\n",
"[94]\tvalid_0's poisson: -87.3398\tvalid_0's huber: 29.6879\n",
"[95]\tvalid_0's poisson: -87.3416\tvalid_0's huber: 29.6863\n",
"[96]\tvalid_0's poisson: -87.3434\tvalid_0's huber: 29.6847\n",
"[97]\tvalid_0's poisson: -87.3452\tvalid_0's huber: 29.683\n",
"[98]\tvalid_0's poisson: -87.347\tvalid_0's huber: 29.6814\n",
"[99]\tvalid_0's poisson: -87.3488\tvalid_0's huber: 29.6797\n",
"[100]\tvalid_0's poisson: -87.3506\tvalid_0's huber: 29.6781\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.1778\tvalid_0's huber: 29.7919\n",
"[2]\tvalid_0's poisson: -87.1797\tvalid_0's huber: 29.7903\n",
"[3]\tvalid_0's poisson: -87.1815\tvalid_0's huber: 29.7886\n",
"[4]\tvalid_0's poisson: -87.1833\tvalid_0's huber: 29.787\n",
"[5]\tvalid_0's poisson: -87.1852\tvalid_0's huber: 29.7853\n",
"[6]\tvalid_0's poisson: -87.187\tvalid_0's huber: 29.7837\n",
"[7]\tvalid_0's poisson: -87.1888\tvalid_0's huber: 29.782\n",
"[8]\tvalid_0's poisson: -87.1907\tvalid_0's huber: 29.7804\n",
"[9]\tvalid_0's poisson: -87.1925\tvalid_0's huber: 29.7787\n",
"[10]\tvalid_0's poisson: -87.1943\tvalid_0's huber: 29.777\n",
"[11]\tvalid_0's poisson: -87.1961\tvalid_0's huber: 29.7754\n",
"[12]\tvalid_0's poisson: -87.198\tvalid_0's huber: 29.7737\n",
"[13]\tvalid_0's poisson: -87.1998\tvalid_0's huber: 29.7721\n",
"[14]\tvalid_0's poisson: -87.2016\tvalid_0's huber: 29.7704\n",
"[15]\tvalid_0's poisson: -87.2035\tvalid_0's huber: 29.7688\n",
"[16]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7671\n",
"[17]\tvalid_0's poisson: -87.2071\tvalid_0's huber: 29.7655\n",
"[18]\tvalid_0's poisson: -87.2089\tvalid_0's huber: 29.7638\n",
"[19]\tvalid_0's poisson: -87.2108\tvalid_0's huber: 29.7622\n",
"[20]\tvalid_0's poisson: -87.2126\tvalid_0's huber: 29.7605\n",
"[21]\tvalid_0's poisson: -87.2144\tvalid_0's huber: 29.7589\n",
"[22]\tvalid_0's poisson: -87.2163\tvalid_0's huber: 29.7572\n",
"[23]\tvalid_0's poisson: -87.2181\tvalid_0's huber: 29.7555\n",
"[24]\tvalid_0's poisson: -87.2199\tvalid_0's huber: 29.7539\n",
"[25]\tvalid_0's poisson: -87.2217\tvalid_0's huber: 29.7522\n",
"[26]\tvalid_0's poisson: -87.2236\tvalid_0's huber: 29.7506\n",
"[27]\tvalid_0's poisson: -87.2254\tvalid_0's huber: 29.7489\n",
"[28]\tvalid_0's poisson: -87.2272\tvalid_0's huber: 29.7473\n",
"[29]\tvalid_0's poisson: -87.229\tvalid_0's huber: 29.7456\n",
"[30]\tvalid_0's poisson: -87.2309\tvalid_0's huber: 29.744\n",
"[31]\tvalid_0's poisson: -87.2327\tvalid_0's huber: 29.7423\n",
"[32]\tvalid_0's poisson: -87.2345\tvalid_0's huber: 29.7407\n",
"[33]\tvalid_0's poisson: -87.2364\tvalid_0's huber: 29.739\n",
"[34]\tvalid_0's poisson: -87.2382\tvalid_0's huber: 29.7374\n",
"[35]\tvalid_0's poisson: -87.24\tvalid_0's huber: 29.7357\n",
"[36]\tvalid_0's poisson: -87.2418\tvalid_0's huber: 29.7341\n",
"[37]\tvalid_0's poisson: -87.2437\tvalid_0's huber: 29.7324\n",
"[38]\tvalid_0's poisson: -87.2455\tvalid_0's huber: 29.7308\n",
"[39]\tvalid_0's poisson: -87.2473\tvalid_0's huber: 29.7291\n",
"[40]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.7275\n",
"[41]\tvalid_0's poisson: -87.251\tvalid_0's huber: 29.7258\n",
"[42]\tvalid_0's poisson: -87.2528\tvalid_0's huber: 29.7242\n",
"[43]\tvalid_0's poisson: -87.2546\tvalid_0's huber: 29.7225\n",
"[44]\tvalid_0's poisson: -87.2564\tvalid_0's huber: 29.7209\n",
"[45]\tvalid_0's poisson: -87.2582\tvalid_0's huber: 29.7192\n",
"[46]\tvalid_0's poisson: -87.2601\tvalid_0's huber: 29.7175\n",
"[47]\tvalid_0's poisson: -87.2619\tvalid_0's huber: 29.7159\n",
"[48]\tvalid_0's poisson: -87.2637\tvalid_0's huber: 29.7142\n",
"[49]\tvalid_0's poisson: -87.2655\tvalid_0's huber: 29.7126\n",
"[50]\tvalid_0's poisson: -87.2674\tvalid_0's huber: 29.7109\n",
"[51]\tvalid_0's poisson: -87.2692\tvalid_0's huber: 29.7093\n",
"[52]\tvalid_0's poisson: -87.271\tvalid_0's huber: 29.7076\n",
"[53]\tvalid_0's poisson: -87.2728\tvalid_0's huber: 29.706\n",
"[54]\tvalid_0's poisson: -87.2747\tvalid_0's huber: 29.7043\n",
"[55]\tvalid_0's poisson: -87.2765\tvalid_0's huber: 29.7027\n",
"[56]\tvalid_0's poisson: -87.2783\tvalid_0's huber: 29.701\n",
"[57]\tvalid_0's poisson: -87.2801\tvalid_0's huber: 29.6994\n",
"[58]\tvalid_0's poisson: -87.282\tvalid_0's huber: 29.6977\n",
"[59]\tvalid_0's poisson: -87.2838\tvalid_0's huber: 29.6961\n",
"[60]\tvalid_0's poisson: -87.2856\tvalid_0's huber: 29.6944\n",
"[61]\tvalid_0's poisson: -87.2874\tvalid_0's huber: 29.6928\n",
"[62]\tvalid_0's poisson: -87.2892\tvalid_0's huber: 29.6911\n",
"[63]\tvalid_0's poisson: -87.2911\tvalid_0's huber: 29.6895\n",
"[64]\tvalid_0's poisson: -87.2929\tvalid_0's huber: 29.6878\n",
"[65]\tvalid_0's poisson: -87.2947\tvalid_0's huber: 29.6862\n",
"[66]\tvalid_0's poisson: -87.2965\tvalid_0's huber: 29.6845\n",
"[67]\tvalid_0's poisson: -87.2983\tvalid_0's huber: 29.6829\n",
"[68]\tvalid_0's poisson: -87.3002\tvalid_0's huber: 29.6812\n",
"[69]\tvalid_0's poisson: -87.302\tvalid_0's huber: 29.6796\n",
"[70]\tvalid_0's poisson: -87.3038\tvalid_0's huber: 29.6779\n",
"[71]\tvalid_0's poisson: -87.3056\tvalid_0's huber: 29.6763\n",
"[72]\tvalid_0's poisson: -87.3074\tvalid_0's huber: 29.6746\n",
"[73]\tvalid_0's poisson: -87.3093\tvalid_0's huber: 29.673\n",
"[74]\tvalid_0's poisson: -87.3111\tvalid_0's huber: 29.6713\n",
"[75]\tvalid_0's poisson: -87.3129\tvalid_0's huber: 29.6697\n",
"[76]\tvalid_0's poisson: -87.3147\tvalid_0's huber: 29.6681\n",
"[77]\tvalid_0's poisson: -87.3165\tvalid_0's huber: 29.6664\n",
"[78]\tvalid_0's poisson: -87.3184\tvalid_0's huber: 29.6648\n",
"[79]\tvalid_0's poisson: -87.3202\tvalid_0's huber: 29.6631\n",
"[80]\tvalid_0's poisson: -87.322\tvalid_0's huber: 29.6615\n",
"[81]\tvalid_0's poisson: -87.3238\tvalid_0's huber: 29.6598\n",
"[82]\tvalid_0's poisson: -87.3256\tvalid_0's huber: 29.6582\n",
"[83]\tvalid_0's poisson: -87.3275\tvalid_0's huber: 29.6565\n",
"[84]\tvalid_0's poisson: -87.3293\tvalid_0's huber: 29.6549\n",
"[85]\tvalid_0's poisson: -87.3311\tvalid_0's huber: 29.6532\n",
"[86]\tvalid_0's poisson: -87.3329\tvalid_0's huber: 29.6516\n",
"[87]\tvalid_0's poisson: -87.3347\tvalid_0's huber: 29.6499\n",
"[88]\tvalid_0's poisson: -87.3365\tvalid_0's huber: 29.6483\n",
"[89]\tvalid_0's poisson: -87.3384\tvalid_0's huber: 29.6466\n",
"[90]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.645\n",
"[91]\tvalid_0's poisson: -87.342\tvalid_0's huber: 29.6433\n",
"[92]\tvalid_0's poisson: -87.3438\tvalid_0's huber: 29.6417\n",
"[93]\tvalid_0's poisson: -87.3456\tvalid_0's huber: 29.64\n",
"[94]\tvalid_0's poisson: -87.3475\tvalid_0's huber: 29.6384\n",
"[95]\tvalid_0's poisson: -87.3493\tvalid_0's huber: 29.6367\n",
"[96]\tvalid_0's poisson: -87.3511\tvalid_0's huber: 29.6351\n",
"[97]\tvalid_0's poisson: -87.3529\tvalid_0's huber: 29.6335\n",
"[98]\tvalid_0's poisson: -87.3547\tvalid_0's huber: 29.6318\n",
"[99]\tvalid_0's poisson: -87.3565\tvalid_0's huber: 29.6302\n",
"[100]\tvalid_0's poisson: -87.3583\tvalid_0's huber: 29.6285\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.1655\tvalid_0's huber: 29.8836\n",
"[2]\tvalid_0's poisson: -87.1673\tvalid_0's huber: 29.8819\n",
"[3]\tvalid_0's poisson: -87.1691\tvalid_0's huber: 29.8803\n",
"[4]\tvalid_0's poisson: -87.1709\tvalid_0's huber: 29.8786\n",
"[5]\tvalid_0's poisson: -87.1728\tvalid_0's huber: 29.8769\n",
"[6]\tvalid_0's poisson: -87.1746\tvalid_0's huber: 29.8753\n",
"[7]\tvalid_0's poisson: -87.1764\tvalid_0's huber: 29.8736\n",
"[8]\tvalid_0's poisson: -87.1783\tvalid_0's huber: 29.872\n",
"[9]\tvalid_0's poisson: -87.1801\tvalid_0's huber: 29.8703\n",
"[10]\tvalid_0's poisson: -87.1819\tvalid_0's huber: 29.8686\n",
"[11]\tvalid_0's poisson: -87.1837\tvalid_0's huber: 29.867\n",
"[12]\tvalid_0's poisson: -87.1856\tvalid_0's huber: 29.8653\n",
"[13]\tvalid_0's poisson: -87.1874\tvalid_0's huber: 29.8637\n",
"[14]\tvalid_0's poisson: -87.1892\tvalid_0's huber: 29.862\n",
"[15]\tvalid_0's poisson: -87.1911\tvalid_0's huber: 29.8603\n",
"[16]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.8587\n",
"[17]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.857\n",
"[18]\tvalid_0's poisson: -87.1965\tvalid_0's huber: 29.8554\n",
"[19]\tvalid_0's poisson: -87.1984\tvalid_0's huber: 29.8537\n",
"[20]\tvalid_0's poisson: -87.2002\tvalid_0's huber: 29.852\n",
"[21]\tvalid_0's poisson: -87.202\tvalid_0's huber: 29.8504\n",
"[22]\tvalid_0's poisson: -87.2039\tvalid_0's huber: 29.8487\n",
"[23]\tvalid_0's poisson: -87.2057\tvalid_0's huber: 29.8471\n",
"[24]\tvalid_0's poisson: -87.2075\tvalid_0's huber: 29.8454\n",
"[25]\tvalid_0's poisson: -87.2093\tvalid_0's huber: 29.8438\n",
"[26]\tvalid_0's poisson: -87.2112\tvalid_0's huber: 29.8421\n",
"[27]\tvalid_0's poisson: -87.213\tvalid_0's huber: 29.8404\n",
"[28]\tvalid_0's poisson: -87.2148\tvalid_0's huber: 29.8388\n",
"[29]\tvalid_0's poisson: -87.2166\tvalid_0's huber: 29.8371\n",
"[30]\tvalid_0's poisson: -87.2185\tvalid_0's huber: 29.8355\n",
"[31]\tvalid_0's poisson: -87.2203\tvalid_0's huber: 29.8338\n",
"[32]\tvalid_0's poisson: -87.2221\tvalid_0's huber: 29.8321\n",
"[33]\tvalid_0's poisson: -87.2239\tvalid_0's huber: 29.8305\n",
"[34]\tvalid_0's poisson: -87.2258\tvalid_0's huber: 29.8288\n",
"[35]\tvalid_0's poisson: -87.2276\tvalid_0's huber: 29.8272\n",
"[36]\tvalid_0's poisson: -87.2294\tvalid_0's huber: 29.8255\n",
"[37]\tvalid_0's poisson: -87.2312\tvalid_0's huber: 29.8239\n",
"[38]\tvalid_0's poisson: -87.2331\tvalid_0's huber: 29.8222\n",
"[39]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.8205\n",
"[40]\tvalid_0's poisson: -87.2367\tvalid_0's huber: 29.8189\n",
"[41]\tvalid_0's poisson: -87.2385\tvalid_0's huber: 29.8172\n",
"[42]\tvalid_0's poisson: -87.2404\tvalid_0's huber: 29.8156\n",
"[43]\tvalid_0's poisson: -87.2422\tvalid_0's huber: 29.8139\n",
"[44]\tvalid_0's poisson: -87.244\tvalid_0's huber: 29.8123\n",
"[45]\tvalid_0's poisson: -87.2458\tvalid_0's huber: 29.8106\n",
"[46]\tvalid_0's poisson: -87.2477\tvalid_0's huber: 29.8089\n",
"[47]\tvalid_0's poisson: -87.2495\tvalid_0's huber: 29.8073\n",
"[48]\tvalid_0's poisson: -87.2513\tvalid_0's huber: 29.8056\n",
"[49]\tvalid_0's poisson: -87.2531\tvalid_0's huber: 29.804\n",
"[50]\tvalid_0's poisson: -87.255\tvalid_0's huber: 29.8023\n",
"[51]\tvalid_0's poisson: -87.2568\tvalid_0's huber: 29.8007\n",
"[52]\tvalid_0's poisson: -87.2586\tvalid_0's huber: 29.799\n",
"[53]\tvalid_0's poisson: -87.2604\tvalid_0's huber: 29.7973\n",
"[54]\tvalid_0's poisson: -87.2622\tvalid_0's huber: 29.7957\n",
"[55]\tvalid_0's poisson: -87.2641\tvalid_0's huber: 29.794\n",
"[56]\tvalid_0's poisson: -87.2659\tvalid_0's huber: 29.7924\n",
"[57]\tvalid_0's poisson: -87.2677\tvalid_0's huber: 29.7907\n",
"[58]\tvalid_0's poisson: -87.2695\tvalid_0's huber: 29.7891\n",
"[59]\tvalid_0's poisson: -87.2714\tvalid_0's huber: 29.7874\n",
"[60]\tvalid_0's poisson: -87.2732\tvalid_0's huber: 29.7858\n",
"[61]\tvalid_0's poisson: -87.275\tvalid_0's huber: 29.7841\n",
"[62]\tvalid_0's poisson: -87.2768\tvalid_0's huber: 29.7824\n",
"[63]\tvalid_0's poisson: -87.2786\tvalid_0's huber: 29.7808\n",
"[64]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7791\n",
"[65]\tvalid_0's poisson: -87.2823\tvalid_0's huber: 29.7775\n",
"[66]\tvalid_0's poisson: -87.2841\tvalid_0's huber: 29.7758\n",
"[67]\tvalid_0's poisson: -87.2859\tvalid_0's huber: 29.7742\n",
"[68]\tvalid_0's poisson: -87.2877\tvalid_0's huber: 29.7725\n",
"[69]\tvalid_0's poisson: -87.2896\tvalid_0's huber: 29.7709\n",
"[70]\tvalid_0's poisson: -87.2914\tvalid_0's huber: 29.7692\n",
"[71]\tvalid_0's poisson: -87.2932\tvalid_0's huber: 29.7675\n",
"[72]\tvalid_0's poisson: -87.295\tvalid_0's huber: 29.7659\n",
"[73]\tvalid_0's poisson: -87.2968\tvalid_0's huber: 29.7642\n",
"[74]\tvalid_0's poisson: -87.2987\tvalid_0's huber: 29.7626\n",
"[75]\tvalid_0's poisson: -87.3005\tvalid_0's huber: 29.7609\n",
"[76]\tvalid_0's poisson: -87.3023\tvalid_0's huber: 29.7593\n",
"[77]\tvalid_0's poisson: -87.3041\tvalid_0's huber: 29.7576\n",
"[78]\tvalid_0's poisson: -87.3059\tvalid_0's huber: 29.756\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -87.3077\tvalid_0's huber: 29.7543\n",
"[80]\tvalid_0's poisson: -87.3096\tvalid_0's huber: 29.7526\n",
"[81]\tvalid_0's poisson: -87.3114\tvalid_0's huber: 29.751\n",
"[82]\tvalid_0's poisson: -87.3132\tvalid_0's huber: 29.7493\n",
"[83]\tvalid_0's poisson: -87.315\tvalid_0's huber: 29.7477\n",
"[84]\tvalid_0's poisson: -87.3168\tvalid_0's huber: 29.746\n",
"[85]\tvalid_0's poisson: -87.3187\tvalid_0's huber: 29.7444\n",
"[86]\tvalid_0's poisson: -87.3205\tvalid_0's huber: 29.7427\n",
"[87]\tvalid_0's poisson: -87.3223\tvalid_0's huber: 29.7411\n",
"[88]\tvalid_0's poisson: -87.3241\tvalid_0's huber: 29.7394\n",
"[89]\tvalid_0's poisson: -87.3259\tvalid_0's huber: 29.7378\n",
"[90]\tvalid_0's poisson: -87.3277\tvalid_0's huber: 29.7361\n",
"[91]\tvalid_0's poisson: -87.3296\tvalid_0's huber: 29.7345\n",
"[92]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.7328\n",
"[93]\tvalid_0's poisson: -87.3332\tvalid_0's huber: 29.7311\n",
"[94]\tvalid_0's poisson: -87.335\tvalid_0's huber: 29.7295\n",
"[95]\tvalid_0's poisson: -87.3368\tvalid_0's huber: 29.7278\n",
"[96]\tvalid_0's poisson: -87.3386\tvalid_0's huber: 29.7262\n",
"[97]\tvalid_0's poisson: -87.3404\tvalid_0's huber: 29.7245\n",
"[98]\tvalid_0's poisson: -87.3423\tvalid_0's huber: 29.7229\n",
"[99]\tvalid_0's poisson: -87.3441\tvalid_0's huber: 29.7212\n",
"[100]\tvalid_0's poisson: -87.3459\tvalid_0's huber: 29.7196\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1842\tvalid_0's huber: 29.8031\n",
"[2]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7944\n",
"[3]\tvalid_0's poisson: -87.2052\tvalid_0's huber: 29.7857\n",
"[4]\tvalid_0's poisson: -87.2157\tvalid_0's huber: 29.7771\n",
"[5]\tvalid_0's poisson: -87.2262\tvalid_0's huber: 29.7684\n",
"[6]\tvalid_0's poisson: -87.2367\tvalid_0's huber: 29.7597\n",
"[7]\tvalid_0's poisson: -87.2472\tvalid_0's huber: 29.7511\n",
"[8]\tvalid_0's poisson: -87.2577\tvalid_0's huber: 29.7424\n",
"[9]\tvalid_0's poisson: -87.2682\tvalid_0's huber: 29.7338\n",
"[10]\tvalid_0's poisson: -87.2787\tvalid_0's huber: 29.7251\n",
"[11]\tvalid_0's poisson: -87.2891\tvalid_0's huber: 29.7164\n",
"[12]\tvalid_0's poisson: -87.2996\tvalid_0's huber: 29.7078\n",
"[13]\tvalid_0's poisson: -87.3101\tvalid_0's huber: 29.6991\n",
"[14]\tvalid_0's poisson: -87.3205\tvalid_0's huber: 29.6905\n",
"[15]\tvalid_0's poisson: -87.331\tvalid_0's huber: 29.6818\n",
"[16]\tvalid_0's poisson: -87.3415\tvalid_0's huber: 29.6732\n",
"[17]\tvalid_0's poisson: -87.3519\tvalid_0's huber: 29.6645\n",
"[18]\tvalid_0's poisson: -87.3624\tvalid_0's huber: 29.6559\n",
"[19]\tvalid_0's poisson: -87.3728\tvalid_0's huber: 29.6472\n",
"[20]\tvalid_0's poisson: -87.3832\tvalid_0's huber: 29.6386\n",
"[21]\tvalid_0's poisson: -87.3937\tvalid_0's huber: 29.63\n",
"[22]\tvalid_0's poisson: -87.4041\tvalid_0's huber: 29.6213\n",
"[23]\tvalid_0's poisson: -87.4146\tvalid_0's huber: 29.6127\n",
"[24]\tvalid_0's poisson: -87.4251\tvalid_0's huber: 29.6041\n",
"[25]\tvalid_0's poisson: -87.4355\tvalid_0's huber: 29.5955\n",
"[26]\tvalid_0's poisson: -87.446\tvalid_0's huber: 29.5869\n",
"[27]\tvalid_0's poisson: -87.4564\tvalid_0's huber: 29.5782\n",
"[28]\tvalid_0's poisson: -87.4669\tvalid_0's huber: 29.5696\n",
"[29]\tvalid_0's poisson: -87.4773\tvalid_0's huber: 29.561\n",
"[30]\tvalid_0's poisson: -87.4877\tvalid_0's huber: 29.5524\n",
"[31]\tvalid_0's poisson: -87.4982\tvalid_0's huber: 29.5438\n",
"[32]\tvalid_0's poisson: -87.5086\tvalid_0's huber: 29.5352\n",
"[33]\tvalid_0's poisson: -87.519\tvalid_0's huber: 29.5266\n",
"[34]\tvalid_0's poisson: -87.5294\tvalid_0's huber: 29.518\n",
"[35]\tvalid_0's poisson: -87.5399\tvalid_0's huber: 29.5094\n",
"[36]\tvalid_0's poisson: -87.5503\tvalid_0's huber: 29.5008\n",
"[37]\tvalid_0's poisson: -87.5607\tvalid_0's huber: 29.4922\n",
"[38]\tvalid_0's poisson: -87.5711\tvalid_0's huber: 29.4836\n",
"[39]\tvalid_0's poisson: -87.5815\tvalid_0's huber: 29.475\n",
"[40]\tvalid_0's poisson: -87.5919\tvalid_0's huber: 29.4664\n",
"[41]\tvalid_0's poisson: -87.6023\tvalid_0's huber: 29.4578\n",
"[42]\tvalid_0's poisson: -87.6126\tvalid_0's huber: 29.4492\n",
"[43]\tvalid_0's poisson: -87.623\tvalid_0's huber: 29.4407\n",
"[44]\tvalid_0's poisson: -87.6334\tvalid_0's huber: 29.4321\n",
"[45]\tvalid_0's poisson: -87.6438\tvalid_0's huber: 29.4235\n",
"[46]\tvalid_0's poisson: -87.6542\tvalid_0's huber: 29.4149\n",
"[47]\tvalid_0's poisson: -87.6645\tvalid_0's huber: 29.4063\n",
"[48]\tvalid_0's poisson: -87.6749\tvalid_0's huber: 29.3978\n",
"[49]\tvalid_0's poisson: -87.6853\tvalid_0's huber: 29.3892\n",
"[50]\tvalid_0's poisson: -87.6956\tvalid_0's huber: 29.3806\n",
"[51]\tvalid_0's poisson: -87.706\tvalid_0's huber: 29.3721\n",
"[52]\tvalid_0's poisson: -87.7163\tvalid_0's huber: 29.3635\n",
"[53]\tvalid_0's poisson: -87.7267\tvalid_0's huber: 29.3549\n",
"[54]\tvalid_0's poisson: -87.737\tvalid_0's huber: 29.3464\n",
"[55]\tvalid_0's poisson: -87.7473\tvalid_0's huber: 29.3378\n",
"[56]\tvalid_0's poisson: -87.7577\tvalid_0's huber: 29.3292\n",
"[57]\tvalid_0's poisson: -87.768\tvalid_0's huber: 29.3207\n",
"[58]\tvalid_0's poisson: -87.7783\tvalid_0's huber: 29.3121\n",
"[59]\tvalid_0's poisson: -87.7886\tvalid_0's huber: 29.3036\n",
"[60]\tvalid_0's poisson: -87.799\tvalid_0's huber: 29.295\n",
"[61]\tvalid_0's poisson: -87.8093\tvalid_0's huber: 29.2865\n",
"[62]\tvalid_0's poisson: -87.8196\tvalid_0's huber: 29.2779\n",
"[63]\tvalid_0's poisson: -87.8299\tvalid_0's huber: 29.2694\n",
"[64]\tvalid_0's poisson: -87.8402\tvalid_0's huber: 29.2608\n",
"[65]\tvalid_0's poisson: -87.8505\tvalid_0's huber: 29.2523\n",
"[66]\tvalid_0's poisson: -87.8608\tvalid_0's huber: 29.2437\n",
"[67]\tvalid_0's poisson: -87.8711\tvalid_0's huber: 29.2352\n",
"[68]\tvalid_0's poisson: -87.8814\tvalid_0's huber: 29.2266\n",
"[69]\tvalid_0's poisson: -87.8916\tvalid_0's huber: 29.2181\n",
"[70]\tvalid_0's poisson: -87.9019\tvalid_0's huber: 29.2096\n",
"[71]\tvalid_0's poisson: -87.9122\tvalid_0's huber: 29.201\n",
"[72]\tvalid_0's poisson: -87.9225\tvalid_0's huber: 29.1925\n",
"[73]\tvalid_0's poisson: -87.9327\tvalid_0's huber: 29.184\n",
"[74]\tvalid_0's poisson: -87.943\tvalid_0's huber: 29.1754\n",
"[75]\tvalid_0's poisson: -87.9533\tvalid_0's huber: 29.1669\n",
"[76]\tvalid_0's poisson: -87.9635\tvalid_0's huber: 29.1584\n",
"[77]\tvalid_0's poisson: -87.9738\tvalid_0's huber: 29.1499\n",
"[78]\tvalid_0's poisson: -87.984\tvalid_0's huber: 29.1413\n",
"[79]\tvalid_0's poisson: -87.9943\tvalid_0's huber: 29.1328\n",
"[80]\tvalid_0's poisson: -88.0045\tvalid_0's huber: 29.1243\n",
"[81]\tvalid_0's poisson: -88.0147\tvalid_0's huber: 29.1158\n",
"[82]\tvalid_0's poisson: -88.025\tvalid_0's huber: 29.1073\n",
"[83]\tvalid_0's poisson: -88.0352\tvalid_0's huber: 29.0988\n",
"[84]\tvalid_0's poisson: -88.0454\tvalid_0's huber: 29.0902\n",
"[85]\tvalid_0's poisson: -88.0557\tvalid_0's huber: 29.0817\n",
"[86]\tvalid_0's poisson: -88.0659\tvalid_0's huber: 29.0732\n",
"[87]\tvalid_0's poisson: -88.0761\tvalid_0's huber: 29.0647\n",
"[88]\tvalid_0's poisson: -88.0863\tvalid_0's huber: 29.0562\n",
"[89]\tvalid_0's poisson: -88.0965\tvalid_0's huber: 29.0477\n",
"[90]\tvalid_0's poisson: -88.1067\tvalid_0's huber: 29.0392\n",
"[91]\tvalid_0's poisson: -88.1169\tvalid_0's huber: 29.0307\n",
"[92]\tvalid_0's poisson: -88.1271\tvalid_0's huber: 29.0222\n",
"[93]\tvalid_0's poisson: -88.1373\tvalid_0's huber: 29.0138\n",
"[94]\tvalid_0's poisson: -88.1475\tvalid_0's huber: 29.0053\n",
"[95]\tvalid_0's poisson: -88.1577\tvalid_0's huber: 28.9968\n",
"[96]\tvalid_0's poisson: -88.1678\tvalid_0's huber: 28.9883\n",
"[97]\tvalid_0's poisson: -88.178\tvalid_0's huber: 28.9798\n",
"[98]\tvalid_0's poisson: -88.1882\tvalid_0's huber: 28.9713\n",
"[99]\tvalid_0's poisson: -88.1983\tvalid_0's huber: 28.9629\n",
"[100]\tvalid_0's poisson: -88.2085\tvalid_0's huber: 28.9544\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.8012\n",
"[2]\tvalid_0's poisson: -87.1948\tvalid_0's huber: 29.7926\n",
"[3]\tvalid_0's poisson: -87.2052\tvalid_0's huber: 29.7841\n",
"[4]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7756\n",
"[5]\tvalid_0's poisson: -87.226\tvalid_0's huber: 29.7671\n",
"[6]\tvalid_0's poisson: -87.2364\tvalid_0's huber: 29.7585\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[7]\tvalid_0's poisson: -87.2468\tvalid_0's huber: 29.75\n",
"[8]\tvalid_0's poisson: -87.2572\tvalid_0's huber: 29.7416\n",
"[9]\tvalid_0's poisson: -87.2676\tvalid_0's huber: 29.7331\n",
"[10]\tvalid_0's poisson: -87.2779\tvalid_0's huber: 29.7245\n",
"[11]\tvalid_0's poisson: -87.2883\tvalid_0's huber: 29.716\n",
"[12]\tvalid_0's poisson: -87.2987\tvalid_0's huber: 29.7075\n",
"[13]\tvalid_0's poisson: -87.3091\tvalid_0's huber: 29.699\n",
"[14]\tvalid_0's poisson: -87.3194\tvalid_0's huber: 29.6905\n",
"[15]\tvalid_0's poisson: -87.3298\tvalid_0's huber: 29.682\n",
"[16]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.6735\n",
"[17]\tvalid_0's poisson: -87.3505\tvalid_0's huber: 29.665\n",
"[18]\tvalid_0's poisson: -87.3609\tvalid_0's huber: 29.6565\n",
"[19]\tvalid_0's poisson: -87.3712\tvalid_0's huber: 29.648\n",
"[20]\tvalid_0's poisson: -87.3816\tvalid_0's huber: 29.6395\n",
"[21]\tvalid_0's poisson: -87.3919\tvalid_0's huber: 29.631\n",
"[22]\tvalid_0's poisson: -87.4022\tvalid_0's huber: 29.6225\n",
"[23]\tvalid_0's poisson: -87.4126\tvalid_0's huber: 29.614\n",
"[24]\tvalid_0's poisson: -87.4229\tvalid_0's huber: 29.6055\n",
"[25]\tvalid_0's poisson: -87.4332\tvalid_0's huber: 29.597\n",
"[26]\tvalid_0's poisson: -87.4435\tvalid_0's huber: 29.5886\n",
"[27]\tvalid_0's poisson: -87.4539\tvalid_0's huber: 29.58\n",
"[28]\tvalid_0's poisson: -87.4642\tvalid_0's huber: 29.5716\n",
"[29]\tvalid_0's poisson: -87.4745\tvalid_0's huber: 29.5631\n",
"[30]\tvalid_0's poisson: -87.4848\tvalid_0's huber: 29.5546\n",
"[31]\tvalid_0's poisson: -87.4951\tvalid_0's huber: 29.5461\n",
"[32]\tvalid_0's poisson: -87.5054\tvalid_0's huber: 29.5377\n",
"[33]\tvalid_0's poisson: -87.5157\tvalid_0's huber: 29.5292\n",
"[34]\tvalid_0's poisson: -87.526\tvalid_0's huber: 29.5207\n",
"[35]\tvalid_0's poisson: -87.5363\tvalid_0's huber: 29.5122\n",
"[36]\tvalid_0's poisson: -87.5465\tvalid_0's huber: 29.5038\n",
"[37]\tvalid_0's poisson: -87.5568\tvalid_0's huber: 29.4953\n",
"[38]\tvalid_0's poisson: -87.5671\tvalid_0's huber: 29.4869\n",
"[39]\tvalid_0's poisson: -87.5774\tvalid_0's huber: 29.4784\n",
"[40]\tvalid_0's poisson: -87.5876\tvalid_0's huber: 29.4699\n",
"[41]\tvalid_0's poisson: -87.5979\tvalid_0's huber: 29.4615\n",
"[42]\tvalid_0's poisson: -87.6081\tvalid_0's huber: 29.453\n",
"[43]\tvalid_0's poisson: -87.6184\tvalid_0's huber: 29.4446\n",
"[44]\tvalid_0's poisson: -87.6286\tvalid_0's huber: 29.4361\n",
"[45]\tvalid_0's poisson: -87.6389\tvalid_0's huber: 29.4277\n",
"[46]\tvalid_0's poisson: -87.6491\tvalid_0's huber: 29.4192\n",
"[47]\tvalid_0's poisson: -87.6594\tvalid_0's huber: 29.4107\n",
"[48]\tvalid_0's poisson: -87.6696\tvalid_0's huber: 29.4023\n",
"[49]\tvalid_0's poisson: -87.6798\tvalid_0's huber: 29.3939\n",
"[50]\tvalid_0's poisson: -87.69\tvalid_0's huber: 29.3854\n",
"[51]\tvalid_0's poisson: -87.7002\tvalid_0's huber: 29.377\n",
"[52]\tvalid_0's poisson: -87.7104\tvalid_0's huber: 29.3685\n",
"[53]\tvalid_0's poisson: -87.7206\tvalid_0's huber: 29.3601\n",
"[54]\tvalid_0's poisson: -87.7308\tvalid_0's huber: 29.3517\n",
"[55]\tvalid_0's poisson: -87.741\tvalid_0's huber: 29.3433\n",
"[56]\tvalid_0's poisson: -87.7512\tvalid_0's huber: 29.3348\n",
"[57]\tvalid_0's poisson: -87.7614\tvalid_0's huber: 29.3264\n",
"[58]\tvalid_0's poisson: -87.7716\tvalid_0's huber: 29.318\n",
"[59]\tvalid_0's poisson: -87.7818\tvalid_0's huber: 29.3096\n",
"[60]\tvalid_0's poisson: -87.7919\tvalid_0's huber: 29.3011\n",
"[61]\tvalid_0's poisson: -87.8021\tvalid_0's huber: 29.2927\n",
"[62]\tvalid_0's poisson: -87.8123\tvalid_0's huber: 29.2843\n",
"[63]\tvalid_0's poisson: -87.8224\tvalid_0's huber: 29.2759\n",
"[64]\tvalid_0's poisson: -87.8326\tvalid_0's huber: 29.2675\n",
"[65]\tvalid_0's poisson: -87.8427\tvalid_0's huber: 29.2591\n",
"[66]\tvalid_0's poisson: -87.8529\tvalid_0's huber: 29.2507\n",
"[67]\tvalid_0's poisson: -87.863\tvalid_0's huber: 29.2423\n",
"[68]\tvalid_0's poisson: -87.8732\tvalid_0's huber: 29.2339\n",
"[69]\tvalid_0's poisson: -87.8833\tvalid_0's huber: 29.2255\n",
"[70]\tvalid_0's poisson: -87.8934\tvalid_0's huber: 29.2171\n",
"[71]\tvalid_0's poisson: -87.9036\tvalid_0's huber: 29.2087\n",
"[72]\tvalid_0's poisson: -87.9137\tvalid_0's huber: 29.2003\n",
"[73]\tvalid_0's poisson: -87.9238\tvalid_0's huber: 29.1919\n",
"[74]\tvalid_0's poisson: -87.9339\tvalid_0's huber: 29.1835\n",
"[75]\tvalid_0's poisson: -87.9441\tvalid_0's huber: 29.1751\n",
"[76]\tvalid_0's poisson: -87.9542\tvalid_0's huber: 29.1667\n",
"[77]\tvalid_0's poisson: -87.9643\tvalid_0's huber: 29.1583\n",
"[78]\tvalid_0's poisson: -87.9744\tvalid_0's huber: 29.1499\n",
"[79]\tvalid_0's poisson: -87.9845\tvalid_0's huber: 29.1415\n",
"[80]\tvalid_0's poisson: -87.9946\tvalid_0's huber: 29.1332\n",
"[81]\tvalid_0's poisson: -88.0047\tvalid_0's huber: 29.1247\n",
"[82]\tvalid_0's poisson: -88.0147\tvalid_0's huber: 29.1164\n",
"[83]\tvalid_0's poisson: -88.0248\tvalid_0's huber: 29.108\n",
"[84]\tvalid_0's poisson: -88.0349\tvalid_0's huber: 29.0996\n",
"[85]\tvalid_0's poisson: -88.045\tvalid_0's huber: 29.0913\n",
"[86]\tvalid_0's poisson: -88.0551\tvalid_0's huber: 29.0829\n",
"[87]\tvalid_0's poisson: -88.0651\tvalid_0's huber: 29.0745\n",
"[88]\tvalid_0's poisson: -88.0752\tvalid_0's huber: 29.0661\n",
"[89]\tvalid_0's poisson: -88.0852\tvalid_0's huber: 29.0578\n",
"[90]\tvalid_0's poisson: -88.0953\tvalid_0's huber: 29.0494\n",
"[91]\tvalid_0's poisson: -88.1054\tvalid_0's huber: 29.0411\n",
"[92]\tvalid_0's poisson: -88.1154\tvalid_0's huber: 29.0327\n",
"[93]\tvalid_0's poisson: -88.1254\tvalid_0's huber: 29.0243\n",
"[94]\tvalid_0's poisson: -88.1355\tvalid_0's huber: 29.016\n",
"[95]\tvalid_0's poisson: -88.1455\tvalid_0's huber: 29.0076\n",
"[96]\tvalid_0's poisson: -88.1556\tvalid_0's huber: 28.9993\n",
"[97]\tvalid_0's poisson: -88.1656\tvalid_0's huber: 28.9909\n",
"[98]\tvalid_0's poisson: -88.1756\tvalid_0's huber: 28.9826\n",
"[99]\tvalid_0's poisson: -88.1856\tvalid_0's huber: 28.9742\n",
"[100]\tvalid_0's poisson: -88.1957\tvalid_0's huber: 28.9659\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1802\tvalid_0's huber: 29.8341\n",
"[2]\tvalid_0's poisson: -87.1907\tvalid_0's huber: 29.8253\n",
"[3]\tvalid_0's poisson: -87.2013\tvalid_0's huber: 29.8165\n",
"[4]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8078\n",
"[5]\tvalid_0's poisson: -87.2224\tvalid_0's huber: 29.799\n",
"[6]\tvalid_0's poisson: -87.2329\tvalid_0's huber: 29.7902\n",
"[7]\tvalid_0's poisson: -87.2435\tvalid_0's huber: 29.7815\n",
"[8]\tvalid_0's poisson: -87.254\tvalid_0's huber: 29.7727\n",
"[9]\tvalid_0's poisson: -87.2646\tvalid_0's huber: 29.764\n",
"[10]\tvalid_0's poisson: -87.2751\tvalid_0's huber: 29.7552\n",
"[11]\tvalid_0's poisson: -87.2856\tvalid_0's huber: 29.7464\n",
"[12]\tvalid_0's poisson: -87.2962\tvalid_0's huber: 29.7377\n",
"[13]\tvalid_0's poisson: -87.3067\tvalid_0's huber: 29.729\n",
"[14]\tvalid_0's poisson: -87.3172\tvalid_0's huber: 29.7202\n",
"[15]\tvalid_0's poisson: -87.3277\tvalid_0's huber: 29.7114\n",
"[16]\tvalid_0's poisson: -87.3382\tvalid_0's huber: 29.7027\n",
"[17]\tvalid_0's poisson: -87.3487\tvalid_0's huber: 29.694\n",
"[18]\tvalid_0's poisson: -87.3593\tvalid_0's huber: 29.6852\n",
"[19]\tvalid_0's poisson: -87.3697\tvalid_0's huber: 29.6765\n",
"[20]\tvalid_0's poisson: -87.3802\tvalid_0's huber: 29.6677\n",
"[21]\tvalid_0's poisson: -87.3907\tvalid_0's huber: 29.659\n",
"[22]\tvalid_0's poisson: -87.4012\tvalid_0's huber: 29.6503\n",
"[23]\tvalid_0's poisson: -87.4117\tvalid_0's huber: 29.6415\n",
"[24]\tvalid_0's poisson: -87.4222\tvalid_0's huber: 29.6328\n",
"[25]\tvalid_0's poisson: -87.4327\tvalid_0's huber: 29.6241\n",
"[26]\tvalid_0's poisson: -87.4431\tvalid_0's huber: 29.6154\n",
"[27]\tvalid_0's poisson: -87.4536\tvalid_0's huber: 29.6066\n",
"[28]\tvalid_0's poisson: -87.4641\tvalid_0's huber: 29.5979\n",
"[29]\tvalid_0's poisson: -87.4745\tvalid_0's huber: 29.5892\n",
"[30]\tvalid_0's poisson: -87.485\tvalid_0's huber: 29.5805\n",
"[31]\tvalid_0's poisson: -87.4954\tvalid_0's huber: 29.5717\n",
"[32]\tvalid_0's poisson: -87.5059\tvalid_0's huber: 29.563\n",
"[33]\tvalid_0's poisson: -87.5163\tvalid_0's huber: 29.5543\n",
"[34]\tvalid_0's poisson: -87.5268\tvalid_0's huber: 29.5456\n",
"[35]\tvalid_0's poisson: -87.5372\tvalid_0's huber: 29.5369\n",
"[36]\tvalid_0's poisson: -87.5476\tvalid_0's huber: 29.5282\n",
"[37]\tvalid_0's poisson: -87.5581\tvalid_0's huber: 29.5195\n",
"[38]\tvalid_0's poisson: -87.5685\tvalid_0's huber: 29.5108\n",
"[39]\tvalid_0's poisson: -87.5789\tvalid_0's huber: 29.502\n",
"[40]\tvalid_0's poisson: -87.5893\tvalid_0's huber: 29.4933\n",
"[41]\tvalid_0's poisson: -87.5997\tvalid_0's huber: 29.4846\n",
"[42]\tvalid_0's poisson: -87.6101\tvalid_0's huber: 29.4759\n",
"[43]\tvalid_0's poisson: -87.6205\tvalid_0's huber: 29.4672\n",
"[44]\tvalid_0's poisson: -87.631\tvalid_0's huber: 29.4585\n",
"[45]\tvalid_0's poisson: -87.6413\tvalid_0's huber: 29.4498\n",
"[46]\tvalid_0's poisson: -87.6517\tvalid_0's huber: 29.4411\n",
"[47]\tvalid_0's poisson: -87.6621\tvalid_0's huber: 29.4325\n",
"[48]\tvalid_0's poisson: -87.6725\tvalid_0's huber: 29.4238\n",
"[49]\tvalid_0's poisson: -87.6829\tvalid_0's huber: 29.4151\n",
"[50]\tvalid_0's poisson: -87.6933\tvalid_0's huber: 29.4064\n",
"[51]\tvalid_0's poisson: -87.7036\tvalid_0's huber: 29.3977\n",
"[52]\tvalid_0's poisson: -87.714\tvalid_0's huber: 29.389\n",
"[53]\tvalid_0's poisson: -87.7244\tvalid_0's huber: 29.3804\n",
"[54]\tvalid_0's poisson: -87.7347\tvalid_0's huber: 29.3717\n",
"[55]\tvalid_0's poisson: -87.7451\tvalid_0's huber: 29.363\n",
"[56]\tvalid_0's poisson: -87.7554\tvalid_0's huber: 29.3543\n",
"[57]\tvalid_0's poisson: -87.7658\tvalid_0's huber: 29.3457\n",
"[58]\tvalid_0's poisson: -87.7761\tvalid_0's huber: 29.337\n",
"[59]\tvalid_0's poisson: -87.7865\tvalid_0's huber: 29.3283\n",
"[60]\tvalid_0's poisson: -87.7968\tvalid_0's huber: 29.3197\n",
"[61]\tvalid_0's poisson: -87.8071\tvalid_0's huber: 29.311\n",
"[62]\tvalid_0's poisson: -87.8175\tvalid_0's huber: 29.3023\n",
"[63]\tvalid_0's poisson: -87.8278\tvalid_0's huber: 29.2937\n",
"[64]\tvalid_0's poisson: -87.8381\tvalid_0's huber: 29.285\n",
"[65]\tvalid_0's poisson: -87.8484\tvalid_0's huber: 29.2764\n",
"[66]\tvalid_0's poisson: -87.8587\tvalid_0's huber: 29.2677\n",
"[67]\tvalid_0's poisson: -87.869\tvalid_0's huber: 29.2591\n",
"[68]\tvalid_0's poisson: -87.8794\tvalid_0's huber: 29.2504\n",
"[69]\tvalid_0's poisson: -87.8897\tvalid_0's huber: 29.2417\n",
"[70]\tvalid_0's poisson: -87.9\tvalid_0's huber: 29.2331\n",
"[71]\tvalid_0's poisson: -87.9102\tvalid_0's huber: 29.2245\n",
"[72]\tvalid_0's poisson: -87.9205\tvalid_0's huber: 29.2158\n",
"[73]\tvalid_0's poisson: -87.9308\tvalid_0's huber: 29.2072\n",
"[74]\tvalid_0's poisson: -87.9411\tvalid_0's huber: 29.1985\n",
"[75]\tvalid_0's poisson: -87.9514\tvalid_0's huber: 29.1899\n",
"[76]\tvalid_0's poisson: -87.9617\tvalid_0's huber: 29.1812\n",
"[77]\tvalid_0's poisson: -87.9719\tvalid_0's huber: 29.1726\n",
"[78]\tvalid_0's poisson: -87.9822\tvalid_0's huber: 29.164\n",
"[79]\tvalid_0's poisson: -87.9925\tvalid_0's huber: 29.1553\n",
"[80]\tvalid_0's poisson: -88.0027\tvalid_0's huber: 29.1467\n",
"[81]\tvalid_0's poisson: -88.013\tvalid_0's huber: 29.1381\n",
"[82]\tvalid_0's poisson: -88.0232\tvalid_0's huber: 29.1294\n",
"[83]\tvalid_0's poisson: -88.0335\tvalid_0's huber: 29.1208\n",
"[84]\tvalid_0's poisson: -88.0437\tvalid_0's huber: 29.1122\n",
"[85]\tvalid_0's poisson: -88.054\tvalid_0's huber: 29.1036\n",
"[86]\tvalid_0's poisson: -88.0642\tvalid_0's huber: 29.0949\n",
"[87]\tvalid_0's poisson: -88.0744\tvalid_0's huber: 29.0863\n",
"[88]\tvalid_0's poisson: -88.0847\tvalid_0's huber: 29.0777\n",
"[89]\tvalid_0's poisson: -88.0949\tvalid_0's huber: 29.0691\n",
"[90]\tvalid_0's poisson: -88.1051\tvalid_0's huber: 29.0605\n",
"[91]\tvalid_0's poisson: -88.1153\tvalid_0's huber: 29.0518\n",
"[92]\tvalid_0's poisson: -88.1256\tvalid_0's huber: 29.0432\n",
"[93]\tvalid_0's poisson: -88.1358\tvalid_0's huber: 29.0346\n",
"[94]\tvalid_0's poisson: -88.146\tvalid_0's huber: 29.026\n",
"[95]\tvalid_0's poisson: -88.1562\tvalid_0's huber: 29.0174\n",
"[96]\tvalid_0's poisson: -88.1664\tvalid_0's huber: 29.0088\n",
"[97]\tvalid_0's poisson: -88.1766\tvalid_0's huber: 29.0002\n",
"[98]\tvalid_0's poisson: -88.1868\tvalid_0's huber: 28.9916\n",
"[99]\tvalid_0's poisson: -88.1969\tvalid_0's huber: 28.983\n",
"[100]\tvalid_0's poisson: -88.2071\tvalid_0's huber: 28.9744\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1866\tvalid_0's huber: 29.7849\n",
"[2]\tvalid_0's poisson: -87.1972\tvalid_0's huber: 29.7762\n",
"[3]\tvalid_0's poisson: -87.2078\tvalid_0's huber: 29.7674\n",
"[4]\tvalid_0's poisson: -87.2184\tvalid_0's huber: 29.7587\n",
"[5]\tvalid_0's poisson: -87.229\tvalid_0's huber: 29.75\n",
"[6]\tvalid_0's poisson: -87.2396\tvalid_0's huber: 29.7413\n",
"[7]\tvalid_0's poisson: -87.2502\tvalid_0's huber: 29.7326\n",
"[8]\tvalid_0's poisson: -87.2607\tvalid_0's huber: 29.7238\n",
"[9]\tvalid_0's poisson: -87.2713\tvalid_0's huber: 29.7151\n",
"[10]\tvalid_0's poisson: -87.2819\tvalid_0's huber: 29.7064\n",
"[11]\tvalid_0's poisson: -87.2924\tvalid_0's huber: 29.6977\n",
"[12]\tvalid_0's poisson: -87.303\tvalid_0's huber: 29.689\n",
"[13]\tvalid_0's poisson: -87.3136\tvalid_0's huber: 29.6803\n",
"[14]\tvalid_0's poisson: -87.3241\tvalid_0's huber: 29.6716\n",
"[15]\tvalid_0's poisson: -87.3347\tvalid_0's huber: 29.6629\n",
"[16]\tvalid_0's poisson: -87.3452\tvalid_0's huber: 29.6542\n",
"[17]\tvalid_0's poisson: -87.3558\tvalid_0's huber: 29.6455\n",
"[18]\tvalid_0's poisson: -87.3663\tvalid_0's huber: 29.6368\n",
"[19]\tvalid_0's poisson: -87.3768\tvalid_0's huber: 29.6281\n",
"[20]\tvalid_0's poisson: -87.3874\tvalid_0's huber: 29.6194\n",
"[21]\tvalid_0's poisson: -87.3979\tvalid_0's huber: 29.6107\n",
"[22]\tvalid_0's poisson: -87.4084\tvalid_0's huber: 29.602\n",
"[23]\tvalid_0's poisson: -87.4189\tvalid_0's huber: 29.5933\n",
"[24]\tvalid_0's poisson: -87.4295\tvalid_0's huber: 29.5846\n",
"[25]\tvalid_0's poisson: -87.44\tvalid_0's huber: 29.5759\n",
"[26]\tvalid_0's poisson: -87.4505\tvalid_0's huber: 29.5672\n",
"[27]\tvalid_0's poisson: -87.461\tvalid_0's huber: 29.5586\n",
"[28]\tvalid_0's poisson: -87.4715\tvalid_0's huber: 29.5499\n",
"[29]\tvalid_0's poisson: -87.482\tvalid_0's huber: 29.5412\n",
"[30]\tvalid_0's poisson: -87.4924\tvalid_0's huber: 29.5325\n",
"[31]\tvalid_0's poisson: -87.5029\tvalid_0's huber: 29.5238\n",
"[32]\tvalid_0's poisson: -87.5134\tvalid_0's huber: 29.5152\n",
"[33]\tvalid_0's poisson: -87.5239\tvalid_0's huber: 29.5065\n",
"[34]\tvalid_0's poisson: -87.5344\tvalid_0's huber: 29.4978\n",
"[35]\tvalid_0's poisson: -87.5448\tvalid_0's huber: 29.4891\n",
"[36]\tvalid_0's poisson: -87.5553\tvalid_0's huber: 29.4805\n",
"[37]\tvalid_0's poisson: -87.5657\tvalid_0's huber: 29.4718\n",
"[38]\tvalid_0's poisson: -87.5762\tvalid_0's huber: 29.4631\n",
"[39]\tvalid_0's poisson: -87.5867\tvalid_0's huber: 29.4545\n",
"[40]\tvalid_0's poisson: -87.5971\tvalid_0's huber: 29.4458\n",
"[41]\tvalid_0's poisson: -87.6076\tvalid_0's huber: 29.4371\n",
"[42]\tvalid_0's poisson: -87.618\tvalid_0's huber: 29.4285\n",
"[43]\tvalid_0's poisson: -87.6284\tvalid_0's huber: 29.4198\n",
"[44]\tvalid_0's poisson: -87.6389\tvalid_0's huber: 29.4112\n",
"[45]\tvalid_0's poisson: -87.6493\tvalid_0's huber: 29.4025\n",
"[46]\tvalid_0's poisson: -87.6597\tvalid_0's huber: 29.3939\n",
"[47]\tvalid_0's poisson: -87.6701\tvalid_0's huber: 29.3852\n",
"[48]\tvalid_0's poisson: -87.6805\tvalid_0's huber: 29.3766\n",
"[49]\tvalid_0's poisson: -87.6909\tvalid_0's huber: 29.3679\n",
"[50]\tvalid_0's poisson: -87.7014\tvalid_0's huber: 29.3593\n",
"[51]\tvalid_0's poisson: -87.7118\tvalid_0's huber: 29.3507\n",
"[52]\tvalid_0's poisson: -87.7222\tvalid_0's huber: 29.342\n",
"[53]\tvalid_0's poisson: -87.7326\tvalid_0's huber: 29.3334\n",
"[54]\tvalid_0's poisson: -87.7429\tvalid_0's huber: 29.3247\n",
"[55]\tvalid_0's poisson: -87.7533\tvalid_0's huber: 29.3161\n",
"[56]\tvalid_0's poisson: -87.7637\tvalid_0's huber: 29.3074\n",
"[57]\tvalid_0's poisson: -87.7741\tvalid_0's huber: 29.2988\n",
"[58]\tvalid_0's poisson: -87.7845\tvalid_0's huber: 29.2902\n",
"[59]\tvalid_0's poisson: -87.7948\tvalid_0's huber: 29.2816\n",
"[60]\tvalid_0's poisson: -87.8052\tvalid_0's huber: 29.2729\n",
"[61]\tvalid_0's poisson: -87.8155\tvalid_0's huber: 29.2643\n",
"[62]\tvalid_0's poisson: -87.8259\tvalid_0's huber: 29.2557\n",
"[63]\tvalid_0's poisson: -87.8362\tvalid_0's huber: 29.2471\n",
"[64]\tvalid_0's poisson: -87.8466\tvalid_0's huber: 29.2385\n",
"[65]\tvalid_0's poisson: -87.8569\tvalid_0's huber: 29.2299\n",
"[66]\tvalid_0's poisson: -87.8672\tvalid_0's huber: 29.2213\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[67]\tvalid_0's poisson: -87.8776\tvalid_0's huber: 29.2126\n",
"[68]\tvalid_0's poisson: -87.8879\tvalid_0's huber: 29.204\n",
"[69]\tvalid_0's poisson: -87.8982\tvalid_0's huber: 29.1954\n",
"[70]\tvalid_0's poisson: -87.9086\tvalid_0's huber: 29.1868\n",
"[71]\tvalid_0's poisson: -87.9189\tvalid_0's huber: 29.1782\n",
"[72]\tvalid_0's poisson: -87.9292\tvalid_0's huber: 29.1696\n",
"[73]\tvalid_0's poisson: -87.9395\tvalid_0's huber: 29.161\n",
"[74]\tvalid_0's poisson: -87.9498\tvalid_0's huber: 29.1524\n",
"[75]\tvalid_0's poisson: -87.9601\tvalid_0's huber: 29.1438\n",
"[76]\tvalid_0's poisson: -87.9704\tvalid_0's huber: 29.1352\n",
"[77]\tvalid_0's poisson: -87.9807\tvalid_0's huber: 29.1266\n",
"[78]\tvalid_0's poisson: -87.991\tvalid_0's huber: 29.118\n",
"[79]\tvalid_0's poisson: -88.0013\tvalid_0's huber: 29.1094\n",
"[80]\tvalid_0's poisson: -88.0115\tvalid_0's huber: 29.1008\n",
"[81]\tvalid_0's poisson: -88.0218\tvalid_0's huber: 29.0922\n",
"[82]\tvalid_0's poisson: -88.0321\tvalid_0's huber: 29.0837\n",
"[83]\tvalid_0's poisson: -88.0424\tvalid_0's huber: 29.0751\n",
"[84]\tvalid_0's poisson: -88.0526\tvalid_0's huber: 29.0665\n",
"[85]\tvalid_0's poisson: -88.0629\tvalid_0's huber: 29.0579\n",
"[86]\tvalid_0's poisson: -88.0732\tvalid_0's huber: 29.0493\n",
"[87]\tvalid_0's poisson: -88.0834\tvalid_0's huber: 29.0407\n",
"[88]\tvalid_0's poisson: -88.0937\tvalid_0's huber: 29.0322\n",
"[89]\tvalid_0's poisson: -88.1039\tvalid_0's huber: 29.0236\n",
"[90]\tvalid_0's poisson: -88.1142\tvalid_0's huber: 29.015\n",
"[91]\tvalid_0's poisson: -88.1244\tvalid_0's huber: 29.0064\n",
"[92]\tvalid_0's poisson: -88.1347\tvalid_0's huber: 28.9979\n",
"[93]\tvalid_0's poisson: -88.1449\tvalid_0's huber: 28.9893\n",
"[94]\tvalid_0's poisson: -88.1551\tvalid_0's huber: 28.9807\n",
"[95]\tvalid_0's poisson: -88.1653\tvalid_0's huber: 28.9722\n",
"[96]\tvalid_0's poisson: -88.1756\tvalid_0's huber: 28.9636\n",
"[97]\tvalid_0's poisson: -88.1858\tvalid_0's huber: 28.955\n",
"[98]\tvalid_0's poisson: -88.196\tvalid_0's huber: 28.9465\n",
"[99]\tvalid_0's poisson: -88.2062\tvalid_0's huber: 28.9379\n",
"[100]\tvalid_0's poisson: -88.2164\tvalid_0's huber: 28.9294\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1739\tvalid_0's huber: 29.8766\n",
"[2]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.8679\n",
"[3]\tvalid_0's poisson: -87.1944\tvalid_0's huber: 29.8592\n",
"[4]\tvalid_0's poisson: -87.2046\tvalid_0's huber: 29.8506\n",
"[5]\tvalid_0's poisson: -87.2152\tvalid_0's huber: 29.8419\n",
"[6]\tvalid_0's poisson: -87.2254\tvalid_0's huber: 29.8332\n",
"[7]\tvalid_0's poisson: -87.2359\tvalid_0's huber: 29.8245\n",
"[8]\tvalid_0's poisson: -87.2461\tvalid_0's huber: 29.8159\n",
"[9]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.8072\n",
"[10]\tvalid_0's poisson: -87.2669\tvalid_0's huber: 29.7985\n",
"[11]\tvalid_0's poisson: -87.2771\tvalid_0's huber: 29.7899\n",
"[12]\tvalid_0's poisson: -87.2876\tvalid_0's huber: 29.7812\n",
"[13]\tvalid_0's poisson: -87.2978\tvalid_0's huber: 29.7725\n",
"[14]\tvalid_0's poisson: -87.3083\tvalid_0's huber: 29.7639\n",
"[15]\tvalid_0's poisson: -87.3185\tvalid_0's huber: 29.7552\n",
"[16]\tvalid_0's poisson: -87.3287\tvalid_0's huber: 29.7466\n",
"[17]\tvalid_0's poisson: -87.3392\tvalid_0's huber: 29.7379\n",
"[18]\tvalid_0's poisson: -87.3494\tvalid_0's huber: 29.7292\n",
"[19]\tvalid_0's poisson: -87.3599\tvalid_0's huber: 29.7206\n",
"[20]\tvalid_0's poisson: -87.3701\tvalid_0's huber: 29.7119\n",
"[21]\tvalid_0's poisson: -87.3805\tvalid_0's huber: 29.7033\n",
"[22]\tvalid_0's poisson: -87.3907\tvalid_0's huber: 29.6946\n",
"[23]\tvalid_0's poisson: -87.4009\tvalid_0's huber: 29.686\n",
"[24]\tvalid_0's poisson: -87.4113\tvalid_0's huber: 29.6773\n",
"[25]\tvalid_0's poisson: -87.4215\tvalid_0's huber: 29.6687\n",
"[26]\tvalid_0's poisson: -87.432\tvalid_0's huber: 29.66\n",
"[27]\tvalid_0's poisson: -87.4421\tvalid_0's huber: 29.6514\n",
"[28]\tvalid_0's poisson: -87.4526\tvalid_0's huber: 29.6428\n",
"[29]\tvalid_0's poisson: -87.4627\tvalid_0's huber: 29.6341\n",
"[30]\tvalid_0's poisson: -87.4728\tvalid_0's huber: 29.6255\n",
"[31]\tvalid_0's poisson: -87.4833\tvalid_0's huber: 29.6169\n",
"[32]\tvalid_0's poisson: -87.4934\tvalid_0's huber: 29.6082\n",
"[33]\tvalid_0's poisson: -87.5038\tvalid_0's huber: 29.5996\n",
"[34]\tvalid_0's poisson: -87.5142\tvalid_0's huber: 29.591\n",
"[35]\tvalid_0's poisson: -87.5246\tvalid_0's huber: 29.5824\n",
"[36]\tvalid_0's poisson: -87.535\tvalid_0's huber: 29.5738\n",
"[37]\tvalid_0's poisson: -87.5453\tvalid_0's huber: 29.5653\n",
"[38]\tvalid_0's poisson: -87.5557\tvalid_0's huber: 29.5566\n",
"[39]\tvalid_0's poisson: -87.5661\tvalid_0's huber: 29.5481\n",
"[40]\tvalid_0's poisson: -87.5764\tvalid_0's huber: 29.5395\n",
"[41]\tvalid_0's poisson: -87.5868\tvalid_0's huber: 29.5309\n",
"[42]\tvalid_0's poisson: -87.5972\tvalid_0's huber: 29.5223\n",
"[43]\tvalid_0's poisson: -87.6076\tvalid_0's huber: 29.5137\n",
"[44]\tvalid_0's poisson: -87.6179\tvalid_0's huber: 29.5052\n",
"[45]\tvalid_0's poisson: -87.6282\tvalid_0's huber: 29.4966\n",
"[46]\tvalid_0's poisson: -87.6386\tvalid_0's huber: 29.488\n",
"[47]\tvalid_0's poisson: -87.6489\tvalid_0's huber: 29.4794\n",
"[48]\tvalid_0's poisson: -87.6593\tvalid_0's huber: 29.4708\n",
"[49]\tvalid_0's poisson: -87.6696\tvalid_0's huber: 29.4623\n",
"[50]\tvalid_0's poisson: -87.6799\tvalid_0's huber: 29.4537\n",
"[51]\tvalid_0's poisson: -87.6903\tvalid_0's huber: 29.4451\n",
"[52]\tvalid_0's poisson: -87.7006\tvalid_0's huber: 29.4365\n",
"[53]\tvalid_0's poisson: -87.711\tvalid_0's huber: 29.4279\n",
"[54]\tvalid_0's poisson: -87.7213\tvalid_0's huber: 29.4194\n",
"[55]\tvalid_0's poisson: -87.7316\tvalid_0's huber: 29.4108\n",
"[56]\tvalid_0's poisson: -87.7419\tvalid_0's huber: 29.4022\n",
"[57]\tvalid_0's poisson: -87.7522\tvalid_0's huber: 29.3937\n",
"[58]\tvalid_0's poisson: -87.7626\tvalid_0's huber: 29.3851\n",
"[59]\tvalid_0's poisson: -87.7728\tvalid_0's huber: 29.3765\n",
"[60]\tvalid_0's poisson: -87.7831\tvalid_0's huber: 29.368\n",
"[61]\tvalid_0's poisson: -87.7935\tvalid_0's huber: 29.3594\n",
"[62]\tvalid_0's poisson: -87.8037\tvalid_0's huber: 29.3509\n",
"[63]\tvalid_0's poisson: -87.8141\tvalid_0's huber: 29.3422\n",
"[64]\tvalid_0's poisson: -87.8243\tvalid_0's huber: 29.3337\n",
"[65]\tvalid_0's poisson: -87.8346\tvalid_0's huber: 29.3251\n",
"[66]\tvalid_0's poisson: -87.8449\tvalid_0's huber: 29.3166\n",
"[67]\tvalid_0's poisson: -87.8552\tvalid_0's huber: 29.308\n",
"[68]\tvalid_0's poisson: -87.8654\tvalid_0's huber: 29.2995\n",
"[69]\tvalid_0's poisson: -87.8757\tvalid_0's huber: 29.291\n",
"[70]\tvalid_0's poisson: -87.886\tvalid_0's huber: 29.2824\n",
"[71]\tvalid_0's poisson: -87.8962\tvalid_0's huber: 29.2739\n",
"[72]\tvalid_0's poisson: -87.9065\tvalid_0's huber: 29.2653\n",
"[73]\tvalid_0's poisson: -87.9167\tvalid_0's huber: 29.2568\n",
"[74]\tvalid_0's poisson: -87.927\tvalid_0's huber: 29.2482\n",
"[75]\tvalid_0's poisson: -87.9372\tvalid_0's huber: 29.2397\n",
"[76]\tvalid_0's poisson: -87.9475\tvalid_0's huber: 29.2311\n",
"[77]\tvalid_0's poisson: -87.9577\tvalid_0's huber: 29.2226\n",
"[78]\tvalid_0's poisson: -87.9679\tvalid_0's huber: 29.2142\n",
"[79]\tvalid_0's poisson: -87.9781\tvalid_0's huber: 29.2056\n",
"[80]\tvalid_0's poisson: -87.9883\tvalid_0's huber: 29.1971\n",
"[81]\tvalid_0's poisson: -87.9985\tvalid_0's huber: 29.1886\n",
"[82]\tvalid_0's poisson: -88.0087\tvalid_0's huber: 29.1801\n",
"[83]\tvalid_0's poisson: -88.0188\tvalid_0's huber: 29.1716\n",
"[84]\tvalid_0's poisson: -88.0291\tvalid_0's huber: 29.163\n",
"[85]\tvalid_0's poisson: -88.0393\tvalid_0's huber: 29.1545\n",
"[86]\tvalid_0's poisson: -88.0494\tvalid_0's huber: 29.146\n",
"[87]\tvalid_0's poisson: -88.0596\tvalid_0's huber: 29.1375\n",
"[88]\tvalid_0's poisson: -88.0698\tvalid_0's huber: 29.129\n",
"[89]\tvalid_0's poisson: -88.0799\tvalid_0's huber: 29.1205\n",
"[90]\tvalid_0's poisson: -88.0901\tvalid_0's huber: 29.1119\n",
"[91]\tvalid_0's poisson: -88.1003\tvalid_0's huber: 29.1034\n",
"[92]\tvalid_0's poisson: -88.1104\tvalid_0's huber: 29.095\n",
"[93]\tvalid_0's poisson: -88.1206\tvalid_0's huber: 29.0864\n",
"[94]\tvalid_0's poisson: -88.1308\tvalid_0's huber: 29.0779\n",
"[95]\tvalid_0's poisson: -88.1409\tvalid_0's huber: 29.0695\n",
"[96]\tvalid_0's poisson: -88.151\tvalid_0's huber: 29.061\n",
"[97]\tvalid_0's poisson: -88.1612\tvalid_0's huber: 29.0524\n",
"[98]\tvalid_0's poisson: -88.1713\tvalid_0's huber: 29.044\n",
"[99]\tvalid_0's poisson: -88.1814\tvalid_0's huber: 29.0355\n",
"[100]\tvalid_0's poisson: -88.1916\tvalid_0's huber: 29.0269\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.1758\tvalid_0's huber: 29.8099\n",
"[2]\tvalid_0's poisson: -87.1779\tvalid_0's huber: 29.8081\n",
"[3]\tvalid_0's poisson: -87.1799\tvalid_0's huber: 29.8062\n",
"[4]\tvalid_0's poisson: -87.182\tvalid_0's huber: 29.8044\n",
"[5]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.8025\n",
"[6]\tvalid_0's poisson: -87.1862\tvalid_0's huber: 29.8007\n",
"[7]\tvalid_0's poisson: -87.1883\tvalid_0's huber: 29.7989\n",
"[8]\tvalid_0's poisson: -87.1903\tvalid_0's huber: 29.797\n",
"[9]\tvalid_0's poisson: -87.1924\tvalid_0's huber: 29.7952\n",
"[10]\tvalid_0's poisson: -87.1945\tvalid_0's huber: 29.7933\n",
"[11]\tvalid_0's poisson: -87.1966\tvalid_0's huber: 29.7915\n",
"[12]\tvalid_0's poisson: -87.1987\tvalid_0's huber: 29.7897\n",
"[13]\tvalid_0's poisson: -87.2007\tvalid_0's huber: 29.7878\n",
"[14]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.786\n",
"[15]\tvalid_0's poisson: -87.2049\tvalid_0's huber: 29.7842\n",
"[16]\tvalid_0's poisson: -87.207\tvalid_0's huber: 29.7823\n",
"[17]\tvalid_0's poisson: -87.209\tvalid_0's huber: 29.7805\n",
"[18]\tvalid_0's poisson: -87.2111\tvalid_0's huber: 29.7786\n",
"[19]\tvalid_0's poisson: -87.2132\tvalid_0's huber: 29.7768\n",
"[20]\tvalid_0's poisson: -87.2153\tvalid_0's huber: 29.775\n",
"[21]\tvalid_0's poisson: -87.2174\tvalid_0's huber: 29.7731\n",
"[22]\tvalid_0's poisson: -87.2194\tvalid_0's huber: 29.7713\n",
"[23]\tvalid_0's poisson: -87.2215\tvalid_0's huber: 29.7695\n",
"[24]\tvalid_0's poisson: -87.2236\tvalid_0's huber: 29.7676\n",
"[25]\tvalid_0's poisson: -87.2257\tvalid_0's huber: 29.7658\n",
"[26]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.7639\n",
"[27]\tvalid_0's poisson: -87.2298\tvalid_0's huber: 29.7621\n",
"[28]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7603\n",
"[29]\tvalid_0's poisson: -87.234\tvalid_0's huber: 29.7584\n",
"[30]\tvalid_0's poisson: -87.236\tvalid_0's huber: 29.7566\n",
"[31]\tvalid_0's poisson: -87.2381\tvalid_0's huber: 29.7548\n",
"[32]\tvalid_0's poisson: -87.2402\tvalid_0's huber: 29.7529\n",
"[33]\tvalid_0's poisson: -87.2423\tvalid_0's huber: 29.7511\n",
"[34]\tvalid_0's poisson: -87.2443\tvalid_0's huber: 29.7493\n",
"[35]\tvalid_0's poisson: -87.2464\tvalid_0's huber: 29.7474\n",
"[36]\tvalid_0's poisson: -87.2485\tvalid_0's huber: 29.7456\n",
"[37]\tvalid_0's poisson: -87.2506\tvalid_0's huber: 29.7437\n",
"[38]\tvalid_0's poisson: -87.2526\tvalid_0's huber: 29.7419\n",
"[39]\tvalid_0's poisson: -87.2547\tvalid_0's huber: 29.7401\n",
"[40]\tvalid_0's poisson: -87.2568\tvalid_0's huber: 29.7382\n",
"[41]\tvalid_0's poisson: -87.2589\tvalid_0's huber: 29.7364\n",
"[42]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7346\n",
"[43]\tvalid_0's poisson: -87.263\tvalid_0's huber: 29.7327\n",
"[44]\tvalid_0's poisson: -87.2651\tvalid_0's huber: 29.7309\n",
"[45]\tvalid_0's poisson: -87.2671\tvalid_0's huber: 29.7291\n",
"[46]\tvalid_0's poisson: -87.2692\tvalid_0's huber: 29.7272\n",
"[47]\tvalid_0's poisson: -87.2713\tvalid_0's huber: 29.7254\n",
"[48]\tvalid_0's poisson: -87.2734\tvalid_0's huber: 29.7236\n",
"[49]\tvalid_0's poisson: -87.2754\tvalid_0's huber: 29.7217\n",
"[50]\tvalid_0's poisson: -87.2775\tvalid_0's huber: 29.7199\n",
"[51]\tvalid_0's poisson: -87.2796\tvalid_0's huber: 29.7181\n",
"[52]\tvalid_0's poisson: -87.2816\tvalid_0's huber: 29.7162\n",
"[53]\tvalid_0's poisson: -87.2837\tvalid_0's huber: 29.7144\n",
"[54]\tvalid_0's poisson: -87.2858\tvalid_0's huber: 29.7126\n",
"[55]\tvalid_0's poisson: -87.2879\tvalid_0's huber: 29.7107\n",
"[56]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7089\n",
"[57]\tvalid_0's poisson: -87.292\tvalid_0's huber: 29.7071\n",
"[58]\tvalid_0's poisson: -87.2941\tvalid_0's huber: 29.7052\n",
"[59]\tvalid_0's poisson: -87.2961\tvalid_0's huber: 29.7034\n",
"[60]\tvalid_0's poisson: -87.2982\tvalid_0's huber: 29.7016\n",
"[61]\tvalid_0's poisson: -87.3003\tvalid_0's huber: 29.6997\n",
"[62]\tvalid_0's poisson: -87.3024\tvalid_0's huber: 29.6979\n",
"[63]\tvalid_0's poisson: -87.3044\tvalid_0's huber: 29.6961\n",
"[64]\tvalid_0's poisson: -87.3065\tvalid_0's huber: 29.6942\n",
"[65]\tvalid_0's poisson: -87.3086\tvalid_0's huber: 29.6924\n",
"[66]\tvalid_0's poisson: -87.3107\tvalid_0's huber: 29.6906\n",
"[67]\tvalid_0's poisson: -87.3128\tvalid_0's huber: 29.6887\n",
"[68]\tvalid_0's poisson: -87.3149\tvalid_0's huber: 29.6869\n",
"[69]\tvalid_0's poisson: -87.3169\tvalid_0's huber: 29.6851\n",
"[70]\tvalid_0's poisson: -87.319\tvalid_0's huber: 29.6832\n",
"[71]\tvalid_0's poisson: -87.3211\tvalid_0's huber: 29.6814\n",
"[72]\tvalid_0's poisson: -87.3232\tvalid_0's huber: 29.6796\n",
"[73]\tvalid_0's poisson: -87.3253\tvalid_0's huber: 29.6777\n",
"[74]\tvalid_0's poisson: -87.3274\tvalid_0's huber: 29.6759\n",
"[75]\tvalid_0's poisson: -87.3294\tvalid_0's huber: 29.6741\n",
"[76]\tvalid_0's poisson: -87.3315\tvalid_0's huber: 29.6723\n",
"[77]\tvalid_0's poisson: -87.3336\tvalid_0's huber: 29.6704\n",
"[78]\tvalid_0's poisson: -87.3357\tvalid_0's huber: 29.6686\n",
"[79]\tvalid_0's poisson: -87.3378\tvalid_0's huber: 29.6668\n",
"[80]\tvalid_0's poisson: -87.3398\tvalid_0's huber: 29.6649\n",
"[81]\tvalid_0's poisson: -87.3419\tvalid_0's huber: 29.6631\n",
"[82]\tvalid_0's poisson: -87.344\tvalid_0's huber: 29.6613\n",
"[83]\tvalid_0's poisson: -87.3461\tvalid_0's huber: 29.6594\n",
"[84]\tvalid_0's poisson: -87.3482\tvalid_0's huber: 29.6576\n",
"[85]\tvalid_0's poisson: -87.3502\tvalid_0's huber: 29.6558\n",
"[86]\tvalid_0's poisson: -87.3523\tvalid_0's huber: 29.654\n",
"[87]\tvalid_0's poisson: -87.3544\tvalid_0's huber: 29.6521\n",
"[88]\tvalid_0's poisson: -87.3565\tvalid_0's huber: 29.6503\n",
"[89]\tvalid_0's poisson: -87.3585\tvalid_0's huber: 29.6485\n",
"[90]\tvalid_0's poisson: -87.3606\tvalid_0's huber: 29.6466\n",
"[91]\tvalid_0's poisson: -87.3627\tvalid_0's huber: 29.6448\n",
"[92]\tvalid_0's poisson: -87.3648\tvalid_0's huber: 29.643\n",
"[93]\tvalid_0's poisson: -87.3669\tvalid_0's huber: 29.6412\n",
"[94]\tvalid_0's poisson: -87.3689\tvalid_0's huber: 29.6393\n",
"[95]\tvalid_0's poisson: -87.371\tvalid_0's huber: 29.6375\n",
"[96]\tvalid_0's poisson: -87.3731\tvalid_0's huber: 29.6357\n",
"[97]\tvalid_0's poisson: -87.3752\tvalid_0's huber: 29.6338\n",
"[98]\tvalid_0's poisson: -87.3773\tvalid_0's huber: 29.632\n",
"[99]\tvalid_0's poisson: -87.3793\tvalid_0's huber: 29.6302\n",
"[100]\tvalid_0's poisson: -87.3814\tvalid_0's huber: 29.6284\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1761\tvalid_0's huber: 29.8078\n",
"[2]\tvalid_0's poisson: -87.1782\tvalid_0's huber: 29.8059\n",
"[3]\tvalid_0's poisson: -87.1803\tvalid_0's huber: 29.8041\n",
"[4]\tvalid_0's poisson: -87.1825\tvalid_0's huber: 29.8022\n",
"[5]\tvalid_0's poisson: -87.1846\tvalid_0's huber: 29.8004\n",
"[6]\tvalid_0's poisson: -87.1867\tvalid_0's huber: 29.7985\n",
"[7]\tvalid_0's poisson: -87.1888\tvalid_0's huber: 29.7966\n",
"[8]\tvalid_0's poisson: -87.191\tvalid_0's huber: 29.7948\n",
"[9]\tvalid_0's poisson: -87.1931\tvalid_0's huber: 29.7929\n",
"[10]\tvalid_0's poisson: -87.1952\tvalid_0's huber: 29.791\n",
"[11]\tvalid_0's poisson: -87.1973\tvalid_0's huber: 29.7892\n",
"[12]\tvalid_0's poisson: -87.1994\tvalid_0's huber: 29.7873\n",
"[13]\tvalid_0's poisson: -87.2016\tvalid_0's huber: 29.7854\n",
"[14]\tvalid_0's poisson: -87.2037\tvalid_0's huber: 29.7836\n",
"[15]\tvalid_0's poisson: -87.2058\tvalid_0's huber: 29.7817\n",
"[16]\tvalid_0's poisson: -87.2079\tvalid_0's huber: 29.7798\n",
"[17]\tvalid_0's poisson: -87.21\tvalid_0's huber: 29.778\n",
"[18]\tvalid_0's poisson: -87.2122\tvalid_0's huber: 29.7761\n",
"[19]\tvalid_0's poisson: -87.2143\tvalid_0's huber: 29.7742\n",
"[20]\tvalid_0's poisson: -87.2164\tvalid_0's huber: 29.7724\n",
"[21]\tvalid_0's poisson: -87.2185\tvalid_0's huber: 29.7705\n",
"[22]\tvalid_0's poisson: -87.2206\tvalid_0's huber: 29.7686\n",
"[23]\tvalid_0's poisson: -87.2228\tvalid_0's huber: 29.7668\n",
"[24]\tvalid_0's poisson: -87.2249\tvalid_0's huber: 29.7649\n",
"[25]\tvalid_0's poisson: -87.227\tvalid_0's huber: 29.7631\n",
"[26]\tvalid_0's poisson: -87.2291\tvalid_0's huber: 29.7612\n",
"[27]\tvalid_0's poisson: -87.2312\tvalid_0's huber: 29.7593\n",
"[28]\tvalid_0's poisson: -87.2334\tvalid_0's huber: 29.7575\n",
"[29]\tvalid_0's poisson: -87.2355\tvalid_0's huber: 29.7556\n",
"[30]\tvalid_0's poisson: -87.2376\tvalid_0's huber: 29.7537\n",
"[31]\tvalid_0's poisson: -87.2397\tvalid_0's huber: 29.7519\n",
"[32]\tvalid_0's poisson: -87.2418\tvalid_0's huber: 29.75\n",
"[33]\tvalid_0's poisson: -87.244\tvalid_0's huber: 29.7481\n",
"[34]\tvalid_0's poisson: -87.2461\tvalid_0's huber: 29.7463\n",
"[35]\tvalid_0's poisson: -87.2482\tvalid_0's huber: 29.7444\n",
"[36]\tvalid_0's poisson: -87.2503\tvalid_0's huber: 29.7425\n",
"[37]\tvalid_0's poisson: -87.2524\tvalid_0's huber: 29.7407\n",
"[38]\tvalid_0's poisson: -87.2545\tvalid_0's huber: 29.7388\n",
"[39]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.737\n",
"[40]\tvalid_0's poisson: -87.2588\tvalid_0's huber: 29.7351\n",
"[41]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7332\n",
"[42]\tvalid_0's poisson: -87.263\tvalid_0's huber: 29.7314\n",
"[43]\tvalid_0's poisson: -87.2651\tvalid_0's huber: 29.7295\n",
"[44]\tvalid_0's poisson: -87.2672\tvalid_0's huber: 29.7276\n",
"[45]\tvalid_0's poisson: -87.2693\tvalid_0's huber: 29.7258\n",
"[46]\tvalid_0's poisson: -87.2715\tvalid_0's huber: 29.7239\n",
"[47]\tvalid_0's poisson: -87.2736\tvalid_0's huber: 29.7221\n",
"[48]\tvalid_0's poisson: -87.2757\tvalid_0's huber: 29.7202\n",
"[49]\tvalid_0's poisson: -87.2778\tvalid_0's huber: 29.7183\n",
"[50]\tvalid_0's poisson: -87.2799\tvalid_0's huber: 29.7165\n",
"[51]\tvalid_0's poisson: -87.282\tvalid_0's huber: 29.7146\n",
"[52]\tvalid_0's poisson: -87.2841\tvalid_0's huber: 29.7127\n",
"[53]\tvalid_0's poisson: -87.2863\tvalid_0's huber: 29.7109\n",
"[54]\tvalid_0's poisson: -87.2884\tvalid_0's huber: 29.709\n",
"[55]\tvalid_0's poisson: -87.2905\tvalid_0's huber: 29.7072\n",
"[56]\tvalid_0's poisson: -87.2926\tvalid_0's huber: 29.7053\n",
"[57]\tvalid_0's poisson: -87.2947\tvalid_0's huber: 29.7034\n",
"[58]\tvalid_0's poisson: -87.2968\tvalid_0's huber: 29.7016\n",
"[59]\tvalid_0's poisson: -87.2989\tvalid_0's huber: 29.6997\n",
"[60]\tvalid_0's poisson: -87.3011\tvalid_0's huber: 29.6978\n",
"[61]\tvalid_0's poisson: -87.3032\tvalid_0's huber: 29.696\n",
"[62]\tvalid_0's poisson: -87.3053\tvalid_0's huber: 29.6941\n",
"[63]\tvalid_0's poisson: -87.3074\tvalid_0's huber: 29.6923\n",
"[64]\tvalid_0's poisson: -87.3095\tvalid_0's huber: 29.6904\n",
"[65]\tvalid_0's poisson: -87.3116\tvalid_0's huber: 29.6885\n",
"[66]\tvalid_0's poisson: -87.3137\tvalid_0's huber: 29.6867\n",
"[67]\tvalid_0's poisson: -87.3158\tvalid_0's huber: 29.6848\n",
"[68]\tvalid_0's poisson: -87.3179\tvalid_0's huber: 29.683\n",
"[69]\tvalid_0's poisson: -87.3201\tvalid_0's huber: 29.6811\n",
"[70]\tvalid_0's poisson: -87.3222\tvalid_0's huber: 29.6792\n",
"[71]\tvalid_0's poisson: -87.3243\tvalid_0's huber: 29.6774\n",
"[72]\tvalid_0's poisson: -87.3264\tvalid_0's huber: 29.6755\n",
"[73]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.6737\n",
"[74]\tvalid_0's poisson: -87.3306\tvalid_0's huber: 29.6718\n",
"[75]\tvalid_0's poisson: -87.3327\tvalid_0's huber: 29.6699\n",
"[76]\tvalid_0's poisson: -87.3348\tvalid_0's huber: 29.6681\n",
"[77]\tvalid_0's poisson: -87.3369\tvalid_0's huber: 29.6662\n",
"[78]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.6644\n",
"[79]\tvalid_0's poisson: -87.3411\tvalid_0's huber: 29.6625\n",
"[80]\tvalid_0's poisson: -87.3433\tvalid_0's huber: 29.6606\n",
"[81]\tvalid_0's poisson: -87.3454\tvalid_0's huber: 29.6588\n",
"[82]\tvalid_0's poisson: -87.3475\tvalid_0's huber: 29.6569\n",
"[83]\tvalid_0's poisson: -87.3496\tvalid_0's huber: 29.6551\n",
"[84]\tvalid_0's poisson: -87.3517\tvalid_0's huber: 29.6532\n",
"[85]\tvalid_0's poisson: -87.3538\tvalid_0's huber: 29.6514\n",
"[86]\tvalid_0's poisson: -87.3559\tvalid_0's huber: 29.6495\n",
"[87]\tvalid_0's poisson: -87.358\tvalid_0's huber: 29.6476\n",
"[88]\tvalid_0's poisson: -87.3601\tvalid_0's huber: 29.6458\n",
"[89]\tvalid_0's poisson: -87.3622\tvalid_0's huber: 29.6439\n",
"[90]\tvalid_0's poisson: -87.3643\tvalid_0's huber: 29.6421\n",
"[91]\tvalid_0's poisson: -87.3664\tvalid_0's huber: 29.6402\n",
"[92]\tvalid_0's poisson: -87.3685\tvalid_0's huber: 29.6383\n",
"[93]\tvalid_0's poisson: -87.3706\tvalid_0's huber: 29.6365\n",
"[94]\tvalid_0's poisson: -87.3727\tvalid_0's huber: 29.6346\n",
"[95]\tvalid_0's poisson: -87.3748\tvalid_0's huber: 29.6328\n",
"[96]\tvalid_0's poisson: -87.3769\tvalid_0's huber: 29.6309\n",
"[97]\tvalid_0's poisson: -87.3791\tvalid_0's huber: 29.6291\n",
"[98]\tvalid_0's poisson: -87.3812\tvalid_0's huber: 29.6272\n",
"[99]\tvalid_0's poisson: -87.3833\tvalid_0's huber: 29.6253\n",
"[100]\tvalid_0's poisson: -87.3854\tvalid_0's huber: 29.6235\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1717\tvalid_0's huber: 29.841\n",
"[2]\tvalid_0's poisson: -87.1738\tvalid_0's huber: 29.8392\n",
"[3]\tvalid_0's poisson: -87.1759\tvalid_0's huber: 29.8373\n",
"[4]\tvalid_0's poisson: -87.178\tvalid_0's huber: 29.8355\n",
"[5]\tvalid_0's poisson: -87.1801\tvalid_0's huber: 29.8336\n",
"[6]\tvalid_0's poisson: -87.1821\tvalid_0's huber: 29.8318\n",
"[7]\tvalid_0's poisson: -87.1842\tvalid_0's huber: 29.8299\n",
"[8]\tvalid_0's poisson: -87.1863\tvalid_0's huber: 29.828\n",
"[9]\tvalid_0's poisson: -87.1884\tvalid_0's huber: 29.8262\n",
"[10]\tvalid_0's poisson: -87.1905\tvalid_0's huber: 29.8243\n",
"[11]\tvalid_0's poisson: -87.1926\tvalid_0's huber: 29.8225\n",
"[12]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.8206\n",
"[13]\tvalid_0's poisson: -87.1968\tvalid_0's huber: 29.8188\n",
"[14]\tvalid_0's poisson: -87.1989\tvalid_0's huber: 29.8169\n",
"[15]\tvalid_0's poisson: -87.201\tvalid_0's huber: 29.8151\n",
"[16]\tvalid_0's poisson: -87.2031\tvalid_0's huber: 29.8132\n",
"[17]\tvalid_0's poisson: -87.2052\tvalid_0's huber: 29.8114\n",
"[18]\tvalid_0's poisson: -87.2073\tvalid_0's huber: 29.8095\n",
"[19]\tvalid_0's poisson: -87.2093\tvalid_0's huber: 29.8077\n",
"[20]\tvalid_0's poisson: -87.2114\tvalid_0's huber: 29.8058\n",
"[21]\tvalid_0's poisson: -87.2135\tvalid_0's huber: 29.804\n",
"[22]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.8021\n",
"[23]\tvalid_0's poisson: -87.2177\tvalid_0's huber: 29.8003\n",
"[24]\tvalid_0's poisson: -87.2198\tvalid_0's huber: 29.7984\n",
"[25]\tvalid_0's poisson: -87.2219\tvalid_0's huber: 29.7966\n",
"[26]\tvalid_0's poisson: -87.224\tvalid_0's huber: 29.7947\n",
"[27]\tvalid_0's poisson: -87.2261\tvalid_0's huber: 29.7929\n",
"[28]\tvalid_0's poisson: -87.2282\tvalid_0's huber: 29.791\n",
"[29]\tvalid_0's poisson: -87.2303\tvalid_0's huber: 29.7892\n",
"[30]\tvalid_0's poisson: -87.2323\tvalid_0's huber: 29.7873\n",
"[31]\tvalid_0's poisson: -87.2344\tvalid_0's huber: 29.7855\n",
"[32]\tvalid_0's poisson: -87.2365\tvalid_0's huber: 29.7836\n",
"[33]\tvalid_0's poisson: -87.2386\tvalid_0's huber: 29.7818\n",
"[34]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.78\n",
"[35]\tvalid_0's poisson: -87.2428\tvalid_0's huber: 29.7781\n",
"[36]\tvalid_0's poisson: -87.2449\tvalid_0's huber: 29.7763\n",
"[37]\tvalid_0's poisson: -87.247\tvalid_0's huber: 29.7744\n",
"[38]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.7726\n",
"[39]\tvalid_0's poisson: -87.2511\tvalid_0's huber: 29.7707\n",
"[40]\tvalid_0's poisson: -87.2532\tvalid_0's huber: 29.7689\n",
"[41]\tvalid_0's poisson: -87.2553\tvalid_0's huber: 29.767\n",
"[42]\tvalid_0's poisson: -87.2574\tvalid_0's huber: 29.7652\n",
"[43]\tvalid_0's poisson: -87.2595\tvalid_0's huber: 29.7633\n",
"[44]\tvalid_0's poisson: -87.2616\tvalid_0's huber: 29.7615\n",
"[45]\tvalid_0's poisson: -87.2637\tvalid_0's huber: 29.7596\n",
"[46]\tvalid_0's poisson: -87.2657\tvalid_0's huber: 29.7578\n",
"[47]\tvalid_0's poisson: -87.2678\tvalid_0's huber: 29.7559\n",
"[48]\tvalid_0's poisson: -87.2699\tvalid_0's huber: 29.7541\n",
"[49]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7522\n",
"[50]\tvalid_0's poisson: -87.2741\tvalid_0's huber: 29.7504\n",
"[51]\tvalid_0's poisson: -87.2762\tvalid_0's huber: 29.7485\n",
"[52]\tvalid_0's poisson: -87.2783\tvalid_0's huber: 29.7467\n",
"[53]\tvalid_0's poisson: -87.2803\tvalid_0's huber: 29.7448\n",
"[54]\tvalid_0's poisson: -87.2824\tvalid_0's huber: 29.743\n",
"[55]\tvalid_0's poisson: -87.2845\tvalid_0's huber: 29.7411\n",
"[56]\tvalid_0's poisson: -87.2866\tvalid_0's huber: 29.7393\n",
"[57]\tvalid_0's poisson: -87.2887\tvalid_0's huber: 29.7375\n",
"[58]\tvalid_0's poisson: -87.2908\tvalid_0's huber: 29.7356\n",
"[59]\tvalid_0's poisson: -87.2929\tvalid_0's huber: 29.7338\n",
"[60]\tvalid_0's poisson: -87.2949\tvalid_0's huber: 29.7319\n",
"[61]\tvalid_0's poisson: -87.297\tvalid_0's huber: 29.7301\n",
"[62]\tvalid_0's poisson: -87.2991\tvalid_0's huber: 29.7282\n",
"[63]\tvalid_0's poisson: -87.3012\tvalid_0's huber: 29.7264\n",
"[64]\tvalid_0's poisson: -87.3033\tvalid_0's huber: 29.7245\n",
"[65]\tvalid_0's poisson: -87.3054\tvalid_0's huber: 29.7227\n",
"[66]\tvalid_0's poisson: -87.3074\tvalid_0's huber: 29.7208\n",
"[67]\tvalid_0's poisson: -87.3095\tvalid_0's huber: 29.719\n",
"[68]\tvalid_0's poisson: -87.3116\tvalid_0's huber: 29.7171\n",
"[69]\tvalid_0's poisson: -87.3137\tvalid_0's huber: 29.7153\n",
"[70]\tvalid_0's poisson: -87.3158\tvalid_0's huber: 29.7135\n",
"[71]\tvalid_0's poisson: -87.3178\tvalid_0's huber: 29.7116\n",
"[72]\tvalid_0's poisson: -87.3199\tvalid_0's huber: 29.7098\n",
"[73]\tvalid_0's poisson: -87.322\tvalid_0's huber: 29.7079\n",
"[74]\tvalid_0's poisson: -87.3241\tvalid_0's huber: 29.7061\n",
"[75]\tvalid_0's poisson: -87.3262\tvalid_0's huber: 29.7042\n",
"[76]\tvalid_0's poisson: -87.3282\tvalid_0's huber: 29.7024\n",
"[77]\tvalid_0's poisson: -87.3303\tvalid_0's huber: 29.7005\n",
"[78]\tvalid_0's poisson: -87.3324\tvalid_0's huber: 29.6987\n",
"[79]\tvalid_0's poisson: -87.3345\tvalid_0's huber: 29.6969\n",
"[80]\tvalid_0's poisson: -87.3366\tvalid_0's huber: 29.695\n",
"[81]\tvalid_0's poisson: -87.3386\tvalid_0's huber: 29.6932\n",
"[82]\tvalid_0's poisson: -87.3407\tvalid_0's huber: 29.6913\n",
"[83]\tvalid_0's poisson: -87.3428\tvalid_0's huber: 29.6895\n",
"[84]\tvalid_0's poisson: -87.3449\tvalid_0's huber: 29.6876\n",
"[85]\tvalid_0's poisson: -87.347\tvalid_0's huber: 29.6858\n",
"[86]\tvalid_0's poisson: -87.349\tvalid_0's huber: 29.684\n",
"[87]\tvalid_0's poisson: -87.3511\tvalid_0's huber: 29.6821\n",
"[88]\tvalid_0's poisson: -87.3532\tvalid_0's huber: 29.6803\n",
"[89]\tvalid_0's poisson: -87.3553\tvalid_0's huber: 29.6784\n",
"[90]\tvalid_0's poisson: -87.3573\tvalid_0's huber: 29.6766\n",
"[91]\tvalid_0's poisson: -87.3594\tvalid_0's huber: 29.6747\n",
"[92]\tvalid_0's poisson: -87.3615\tvalid_0's huber: 29.6729\n",
"[93]\tvalid_0's poisson: -87.3636\tvalid_0's huber: 29.6711\n",
"[94]\tvalid_0's poisson: -87.3657\tvalid_0's huber: 29.6692\n",
"[95]\tvalid_0's poisson: -87.3677\tvalid_0's huber: 29.6674\n",
"[96]\tvalid_0's poisson: -87.3698\tvalid_0's huber: 29.6655\n",
"[97]\tvalid_0's poisson: -87.3719\tvalid_0's huber: 29.6637\n",
"[98]\tvalid_0's poisson: -87.374\tvalid_0's huber: 29.6618\n",
"[99]\tvalid_0's poisson: -87.376\tvalid_0's huber: 29.66\n",
"[100]\tvalid_0's poisson: -87.3781\tvalid_0's huber: 29.6582\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1781\tvalid_0's huber: 29.7918\n",
"[2]\tvalid_0's poisson: -87.1802\tvalid_0's huber: 29.7899\n",
"[3]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.7881\n",
"[4]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.7862\n",
"[5]\tvalid_0's poisson: -87.1865\tvalid_0's huber: 29.7844\n",
"[6]\tvalid_0's poisson: -87.1885\tvalid_0's huber: 29.7825\n",
"[7]\tvalid_0's poisson: -87.1906\tvalid_0's huber: 29.7807\n",
"[8]\tvalid_0's poisson: -87.1927\tvalid_0's huber: 29.7789\n",
"[9]\tvalid_0's poisson: -87.1948\tvalid_0's huber: 29.777\n",
"[10]\tvalid_0's poisson: -87.1969\tvalid_0's huber: 29.7752\n",
"[11]\tvalid_0's poisson: -87.199\tvalid_0's huber: 29.7733\n",
"[12]\tvalid_0's poisson: -87.2011\tvalid_0's huber: 29.7715\n",
"[13]\tvalid_0's poisson: -87.2032\tvalid_0's huber: 29.7697\n",
"[14]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7678\n",
"[15]\tvalid_0's poisson: -87.2073\tvalid_0's huber: 29.766\n",
"[16]\tvalid_0's poisson: -87.2094\tvalid_0's huber: 29.7641\n",
"[17]\tvalid_0's poisson: -87.2115\tvalid_0's huber: 29.7623\n",
"[18]\tvalid_0's poisson: -87.2136\tvalid_0's huber: 29.7605\n",
"[19]\tvalid_0's poisson: -87.2157\tvalid_0's huber: 29.7586\n",
"[20]\tvalid_0's poisson: -87.2178\tvalid_0's huber: 29.7568\n",
"[21]\tvalid_0's poisson: -87.2199\tvalid_0's huber: 29.7549\n",
"[22]\tvalid_0's poisson: -87.2219\tvalid_0's huber: 29.7531\n",
"[23]\tvalid_0's poisson: -87.224\tvalid_0's huber: 29.7513\n",
"[24]\tvalid_0's poisson: -87.2261\tvalid_0's huber: 29.7494\n",
"[25]\tvalid_0's poisson: -87.2282\tvalid_0's huber: 29.7476\n",
"[26]\tvalid_0's poisson: -87.2303\tvalid_0's huber: 29.7457\n",
"[27]\tvalid_0's poisson: -87.2324\tvalid_0's huber: 29.7439\n",
"[28]\tvalid_0's poisson: -87.2344\tvalid_0's huber: 29.7421\n",
"[29]\tvalid_0's poisson: -87.2365\tvalid_0's huber: 29.7402\n",
"[30]\tvalid_0's poisson: -87.2386\tvalid_0's huber: 29.7384\n",
"[31]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.7365\n",
"[32]\tvalid_0's poisson: -87.2428\tvalid_0's huber: 29.7347\n",
"[33]\tvalid_0's poisson: -87.2449\tvalid_0's huber: 29.7329\n",
"[34]\tvalid_0's poisson: -87.247\tvalid_0's huber: 29.731\n",
"[35]\tvalid_0's poisson: -87.249\tvalid_0's huber: 29.7292\n",
"[36]\tvalid_0's poisson: -87.2511\tvalid_0's huber: 29.7273\n",
"[37]\tvalid_0's poisson: -87.2532\tvalid_0's huber: 29.7255\n",
"[38]\tvalid_0's poisson: -87.2553\tvalid_0's huber: 29.7237\n",
"[39]\tvalid_0's poisson: -87.2574\tvalid_0's huber: 29.7218\n",
"[40]\tvalid_0's poisson: -87.2594\tvalid_0's huber: 29.72\n",
"[41]\tvalid_0's poisson: -87.2615\tvalid_0's huber: 29.7182\n",
"[42]\tvalid_0's poisson: -87.2636\tvalid_0's huber: 29.7163\n",
"[43]\tvalid_0's poisson: -87.2657\tvalid_0's huber: 29.7145\n",
"[44]\tvalid_0's poisson: -87.2678\tvalid_0's huber: 29.7126\n",
"[45]\tvalid_0's poisson: -87.2699\tvalid_0's huber: 29.7108\n",
"[46]\tvalid_0's poisson: -87.2719\tvalid_0's huber: 29.709\n",
"[47]\tvalid_0's poisson: -87.274\tvalid_0's huber: 29.7071\n",
"[48]\tvalid_0's poisson: -87.2761\tvalid_0's huber: 29.7053\n",
"[49]\tvalid_0's poisson: -87.2782\tvalid_0's huber: 29.7034\n",
"[50]\tvalid_0's poisson: -87.2803\tvalid_0's huber: 29.7016\n",
"[51]\tvalid_0's poisson: -87.2823\tvalid_0's huber: 29.6998\n",
"[52]\tvalid_0's poisson: -87.2844\tvalid_0's huber: 29.6979\n",
"[53]\tvalid_0's poisson: -87.2865\tvalid_0's huber: 29.6961\n",
"[54]\tvalid_0's poisson: -87.2886\tvalid_0's huber: 29.6943\n",
"[55]\tvalid_0's poisson: -87.2907\tvalid_0's huber: 29.6924\n",
"[56]\tvalid_0's poisson: -87.2927\tvalid_0's huber: 29.6906\n",
"[57]\tvalid_0's poisson: -87.2948\tvalid_0's huber: 29.6888\n",
"[58]\tvalid_0's poisson: -87.2969\tvalid_0's huber: 29.6869\n",
"[59]\tvalid_0's poisson: -87.299\tvalid_0's huber: 29.6851\n",
"[60]\tvalid_0's poisson: -87.3011\tvalid_0's huber: 29.6832\n",
"[61]\tvalid_0's poisson: -87.3031\tvalid_0's huber: 29.6814\n",
"[62]\tvalid_0's poisson: -87.3052\tvalid_0's huber: 29.6796\n",
"[63]\tvalid_0's poisson: -87.3073\tvalid_0's huber: 29.6777\n",
"[64]\tvalid_0's poisson: -87.3094\tvalid_0's huber: 29.6759\n",
"[65]\tvalid_0's poisson: -87.3114\tvalid_0's huber: 29.6741\n",
"[66]\tvalid_0's poisson: -87.3135\tvalid_0's huber: 29.6722\n",
"[67]\tvalid_0's poisson: -87.3156\tvalid_0's huber: 29.6704\n",
"[68]\tvalid_0's poisson: -87.3177\tvalid_0's huber: 29.6686\n",
"[69]\tvalid_0's poisson: -87.3198\tvalid_0's huber: 29.6667\n",
"[70]\tvalid_0's poisson: -87.3218\tvalid_0's huber: 29.6649\n",
"[71]\tvalid_0's poisson: -87.3239\tvalid_0's huber: 29.6631\n",
"[72]\tvalid_0's poisson: -87.326\tvalid_0's huber: 29.6612\n",
"[73]\tvalid_0's poisson: -87.3281\tvalid_0's huber: 29.6594\n",
"[74]\tvalid_0's poisson: -87.3301\tvalid_0's huber: 29.6575\n",
"[75]\tvalid_0's poisson: -87.3322\tvalid_0's huber: 29.6557\n",
"[76]\tvalid_0's poisson: -87.3343\tvalid_0's huber: 29.6539\n",
"[77]\tvalid_0's poisson: -87.3364\tvalid_0's huber: 29.652\n",
"[78]\tvalid_0's poisson: -87.3384\tvalid_0's huber: 29.6502\n",
"[79]\tvalid_0's poisson: -87.3405\tvalid_0's huber: 29.6484\n",
"[80]\tvalid_0's poisson: -87.3426\tvalid_0's huber: 29.6465\n",
"[81]\tvalid_0's poisson: -87.3447\tvalid_0's huber: 29.6447\n",
"[82]\tvalid_0's poisson: -87.3467\tvalid_0's huber: 29.6429\n",
"[83]\tvalid_0's poisson: -87.3488\tvalid_0's huber: 29.641\n",
"[84]\tvalid_0's poisson: -87.3509\tvalid_0's huber: 29.6392\n",
"[85]\tvalid_0's poisson: -87.353\tvalid_0's huber: 29.6374\n",
"[86]\tvalid_0's poisson: -87.355\tvalid_0's huber: 29.6355\n",
"[87]\tvalid_0's poisson: -87.3571\tvalid_0's huber: 29.6337\n",
"[88]\tvalid_0's poisson: -87.3592\tvalid_0's huber: 29.6319\n",
"[89]\tvalid_0's poisson: -87.3613\tvalid_0's huber: 29.63\n",
"[90]\tvalid_0's poisson: -87.3633\tvalid_0's huber: 29.6282\n",
"[91]\tvalid_0's poisson: -87.3654\tvalid_0's huber: 29.6264\n",
"[92]\tvalid_0's poisson: -87.3675\tvalid_0's huber: 29.6245\n",
"[93]\tvalid_0's poisson: -87.3695\tvalid_0's huber: 29.6227\n",
"[94]\tvalid_0's poisson: -87.3716\tvalid_0's huber: 29.6209\n",
"[95]\tvalid_0's poisson: -87.3737\tvalid_0's huber: 29.619\n",
"[96]\tvalid_0's poisson: -87.3758\tvalid_0's huber: 29.6172\n",
"[97]\tvalid_0's poisson: -87.3778\tvalid_0's huber: 29.6154\n",
"[98]\tvalid_0's poisson: -87.3799\tvalid_0's huber: 29.6135\n",
"[99]\tvalid_0's poisson: -87.382\tvalid_0's huber: 29.6117\n",
"[100]\tvalid_0's poisson: -87.384\tvalid_0's huber: 29.6099\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.1657\tvalid_0's huber: 29.8834\n",
"[2]\tvalid_0's poisson: -87.1678\tvalid_0's huber: 29.8816\n",
"[3]\tvalid_0's poisson: -87.17\tvalid_0's huber: 29.8797\n",
"[4]\tvalid_0's poisson: -87.1721\tvalid_0's huber: 29.8779\n",
"[5]\tvalid_0's poisson: -87.1742\tvalid_0's huber: 29.876\n",
"[6]\tvalid_0's poisson: -87.1763\tvalid_0's huber: 29.8742\n",
"[7]\tvalid_0's poisson: -87.1784\tvalid_0's huber: 29.8723\n",
"[8]\tvalid_0's poisson: -87.1805\tvalid_0's huber: 29.8705\n",
"[9]\tvalid_0's poisson: -87.1826\tvalid_0's huber: 29.8686\n",
"[10]\tvalid_0's poisson: -87.1847\tvalid_0's huber: 29.8668\n",
"[11]\tvalid_0's poisson: -87.1868\tvalid_0's huber: 29.865\n",
"[12]\tvalid_0's poisson: -87.1889\tvalid_0's huber: 29.8631\n",
"[13]\tvalid_0's poisson: -87.1911\tvalid_0's huber: 29.8613\n",
"[14]\tvalid_0's poisson: -87.1932\tvalid_0's huber: 29.8594\n",
"[15]\tvalid_0's poisson: -87.1953\tvalid_0's huber: 29.8576\n",
"[16]\tvalid_0's poisson: -87.1974\tvalid_0's huber: 29.8557\n",
"[17]\tvalid_0's poisson: -87.1995\tvalid_0's huber: 29.8539\n",
"[18]\tvalid_0's poisson: -87.2016\tvalid_0's huber: 29.8521\n",
"[19]\tvalid_0's poisson: -87.2037\tvalid_0's huber: 29.8502\n",
"[20]\tvalid_0's poisson: -87.2058\tvalid_0's huber: 29.8484\n",
"[21]\tvalid_0's poisson: -87.2079\tvalid_0's huber: 29.8465\n",
"[22]\tvalid_0's poisson: -87.21\tvalid_0's huber: 29.8447\n",
"[23]\tvalid_0's poisson: -87.2121\tvalid_0's huber: 29.8428\n",
"[24]\tvalid_0's poisson: -87.2142\tvalid_0's huber: 29.841\n",
"[25]\tvalid_0's poisson: -87.2163\tvalid_0's huber: 29.8392\n",
"[26]\tvalid_0's poisson: -87.2185\tvalid_0's huber: 29.8373\n",
"[27]\tvalid_0's poisson: -87.2206\tvalid_0's huber: 29.8355\n",
"[28]\tvalid_0's poisson: -87.2227\tvalid_0's huber: 29.8336\n",
"[29]\tvalid_0's poisson: -87.2248\tvalid_0's huber: 29.8318\n",
"[30]\tvalid_0's poisson: -87.2269\tvalid_0's huber: 29.83\n",
"[31]\tvalid_0's poisson: -87.229\tvalid_0's huber: 29.8281\n",
"[32]\tvalid_0's poisson: -87.2311\tvalid_0's huber: 29.8263\n",
"[33]\tvalid_0's poisson: -87.2332\tvalid_0's huber: 29.8244\n",
"[34]\tvalid_0's poisson: -87.2353\tvalid_0's huber: 29.8226\n",
"[35]\tvalid_0's poisson: -87.2374\tvalid_0's huber: 29.8207\n",
"[36]\tvalid_0's poisson: -87.2395\tvalid_0's huber: 29.8189\n",
"[37]\tvalid_0's poisson: -87.2416\tvalid_0's huber: 29.8171\n",
"[38]\tvalid_0's poisson: -87.2437\tvalid_0's huber: 29.8152\n",
"[39]\tvalid_0's poisson: -87.2458\tvalid_0's huber: 29.8134\n",
"[40]\tvalid_0's poisson: -87.2479\tvalid_0's huber: 29.8115\n",
"[41]\tvalid_0's poisson: -87.25\tvalid_0's huber: 29.8097\n",
"[42]\tvalid_0's poisson: -87.2521\tvalid_0's huber: 29.8079\n",
"[43]\tvalid_0's poisson: -87.2542\tvalid_0's huber: 29.806\n",
"[44]\tvalid_0's poisson: -87.2563\tvalid_0's huber: 29.8042\n",
"[45]\tvalid_0's poisson: -87.2584\tvalid_0's huber: 29.8023\n",
"[46]\tvalid_0's poisson: -87.2605\tvalid_0's huber: 29.8005\n",
"[47]\tvalid_0's poisson: -87.2626\tvalid_0's huber: 29.7987\n",
"[48]\tvalid_0's poisson: -87.2647\tvalid_0's huber: 29.7968\n",
"[49]\tvalid_0's poisson: -87.2668\tvalid_0's huber: 29.795\n",
"[50]\tvalid_0's poisson: -87.2689\tvalid_0's huber: 29.7931\n",
"[51]\tvalid_0's poisson: -87.271\tvalid_0's huber: 29.7913\n",
"[52]\tvalid_0's poisson: -87.2731\tvalid_0's huber: 29.7895\n",
"[53]\tvalid_0's poisson: -87.2752\tvalid_0's huber: 29.7876\n",
"[54]\tvalid_0's poisson: -87.2773\tvalid_0's huber: 29.7858\n",
"[55]\tvalid_0's poisson: -87.2794\tvalid_0's huber: 29.7839\n",
"[56]\tvalid_0's poisson: -87.2815\tvalid_0's huber: 29.7821\n",
"[57]\tvalid_0's poisson: -87.2836\tvalid_0's huber: 29.7803\n",
"[58]\tvalid_0's poisson: -87.2857\tvalid_0's huber: 29.7784\n",
"[59]\tvalid_0's poisson: -87.2878\tvalid_0's huber: 29.7766\n",
"[60]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7747\n",
"[61]\tvalid_0's poisson: -87.292\tvalid_0's huber: 29.7729\n",
"[62]\tvalid_0's poisson: -87.2941\tvalid_0's huber: 29.7711\n",
"[63]\tvalid_0's poisson: -87.2962\tvalid_0's huber: 29.7692\n",
"[64]\tvalid_0's poisson: -87.2983\tvalid_0's huber: 29.7674\n",
"[65]\tvalid_0's poisson: -87.3004\tvalid_0's huber: 29.7656\n",
"[66]\tvalid_0's poisson: -87.3025\tvalid_0's huber: 29.7637\n",
"[67]\tvalid_0's poisson: -87.3046\tvalid_0's huber: 29.7619\n",
"[68]\tvalid_0's poisson: -87.3067\tvalid_0's huber: 29.76\n",
"[69]\tvalid_0's poisson: -87.3088\tvalid_0's huber: 29.7582\n",
"[70]\tvalid_0's poisson: -87.3109\tvalid_0's huber: 29.7564\n",
"[71]\tvalid_0's poisson: -87.313\tvalid_0's huber: 29.7545\n",
"[72]\tvalid_0's poisson: -87.3151\tvalid_0's huber: 29.7527\n",
"[73]\tvalid_0's poisson: -87.3172\tvalid_0's huber: 29.7509\n",
"[74]\tvalid_0's poisson: -87.3193\tvalid_0's huber: 29.749\n",
"[75]\tvalid_0's poisson: -87.3214\tvalid_0's huber: 29.7472\n",
"[76]\tvalid_0's poisson: -87.3235\tvalid_0's huber: 29.7453\n",
"[77]\tvalid_0's poisson: -87.3256\tvalid_0's huber: 29.7435\n",
"[78]\tvalid_0's poisson: -87.3277\tvalid_0's huber: 29.7417\n",
"[79]\tvalid_0's poisson: -87.3298\tvalid_0's huber: 29.7398\n",
"[80]\tvalid_0's poisson: -87.3319\tvalid_0's huber: 29.738\n",
"[81]\tvalid_0's poisson: -87.334\tvalid_0's huber: 29.7362\n",
"[82]\tvalid_0's poisson: -87.3361\tvalid_0's huber: 29.7343\n",
"[83]\tvalid_0's poisson: -87.3382\tvalid_0's huber: 29.7325\n",
"[84]\tvalid_0's poisson: -87.3403\tvalid_0's huber: 29.7306\n",
"[85]\tvalid_0's poisson: -87.3424\tvalid_0's huber: 29.7288\n",
"[86]\tvalid_0's poisson: -87.3445\tvalid_0's huber: 29.727\n",
"[87]\tvalid_0's poisson: -87.3466\tvalid_0's huber: 29.7251\n",
"[88]\tvalid_0's poisson: -87.3487\tvalid_0's huber: 29.7233\n",
"[89]\tvalid_0's poisson: -87.3507\tvalid_0's huber: 29.7215\n",
"[90]\tvalid_0's poisson: -87.3528\tvalid_0's huber: 29.7196\n",
"[91]\tvalid_0's poisson: -87.3549\tvalid_0's huber: 29.7178\n",
"[92]\tvalid_0's poisson: -87.357\tvalid_0's huber: 29.716\n",
"[93]\tvalid_0's poisson: -87.3591\tvalid_0's huber: 29.7141\n",
"[94]\tvalid_0's poisson: -87.3612\tvalid_0's huber: 29.7123\n",
"[95]\tvalid_0's poisson: -87.3633\tvalid_0's huber: 29.7105\n",
"[96]\tvalid_0's poisson: -87.3654\tvalid_0's huber: 29.7086\n",
"[97]\tvalid_0's poisson: -87.3675\tvalid_0's huber: 29.7068\n",
"[98]\tvalid_0's poisson: -87.3696\tvalid_0's huber: 29.7049\n",
"[99]\tvalid_0's poisson: -87.3717\tvalid_0's huber: 29.7031\n",
"[100]\tvalid_0's poisson: -87.3738\tvalid_0's huber: 29.7013\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1821\tvalid_0's huber: 29.8043\n",
"[2]\tvalid_0's poisson: -87.1905\tvalid_0's huber: 29.7969\n",
"[3]\tvalid_0's poisson: -87.1988\tvalid_0's huber: 29.7895\n",
"[4]\tvalid_0's poisson: -87.2072\tvalid_0's huber: 29.7821\n",
"[5]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7747\n",
"[6]\tvalid_0's poisson: -87.2239\tvalid_0's huber: 29.7673\n",
"[7]\tvalid_0's poisson: -87.2323\tvalid_0's huber: 29.7599\n",
"[8]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.7525\n",
"[9]\tvalid_0's poisson: -87.249\tvalid_0's huber: 29.7451\n",
"[10]\tvalid_0's poisson: -87.2574\tvalid_0's huber: 29.7377\n",
"[11]\tvalid_0's poisson: -87.2657\tvalid_0's huber: 29.7303\n",
"[12]\tvalid_0's poisson: -87.2741\tvalid_0's huber: 29.7229\n",
"[13]\tvalid_0's poisson: -87.2824\tvalid_0's huber: 29.7155\n",
"[14]\tvalid_0's poisson: -87.2908\tvalid_0's huber: 29.7081\n",
"[15]\tvalid_0's poisson: -87.2991\tvalid_0's huber: 29.7007\n",
"[16]\tvalid_0's poisson: -87.3074\tvalid_0's huber: 29.6933\n",
"[17]\tvalid_0's poisson: -87.3158\tvalid_0's huber: 29.6859\n",
"[18]\tvalid_0's poisson: -87.3241\tvalid_0's huber: 29.6785\n",
"[19]\tvalid_0's poisson: -87.3324\tvalid_0's huber: 29.6711\n",
"[20]\tvalid_0's poisson: -87.3409\tvalid_0's huber: 29.6638\n",
"[21]\tvalid_0's poisson: -87.3492\tvalid_0's huber: 29.6564\n",
"[22]\tvalid_0's poisson: -87.3576\tvalid_0's huber: 29.649\n",
"[23]\tvalid_0's poisson: -87.366\tvalid_0's huber: 29.6416\n",
"[24]\tvalid_0's poisson: -87.3743\tvalid_0's huber: 29.6343\n",
"[25]\tvalid_0's poisson: -87.3827\tvalid_0's huber: 29.6269\n",
"[26]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6195\n",
"[27]\tvalid_0's poisson: -87.3994\tvalid_0's huber: 29.6122\n",
"[28]\tvalid_0's poisson: -87.4078\tvalid_0's huber: 29.6048\n",
"[29]\tvalid_0's poisson: -87.4161\tvalid_0's huber: 29.5974\n",
"[30]\tvalid_0's poisson: -87.4245\tvalid_0's huber: 29.5901\n",
"[31]\tvalid_0's poisson: -87.4329\tvalid_0's huber: 29.5827\n",
"[32]\tvalid_0's poisson: -87.4412\tvalid_0's huber: 29.5754\n",
"[33]\tvalid_0's poisson: -87.4496\tvalid_0's huber: 29.568\n",
"[34]\tvalid_0's poisson: -87.458\tvalid_0's huber: 29.5607\n",
"[35]\tvalid_0's poisson: -87.4662\tvalid_0's huber: 29.5533\n",
"[36]\tvalid_0's poisson: -87.4746\tvalid_0's huber: 29.546\n",
"[37]\tvalid_0's poisson: -87.483\tvalid_0's huber: 29.5386\n",
"[38]\tvalid_0's poisson: -87.4912\tvalid_0's huber: 29.5313\n",
"[39]\tvalid_0's poisson: -87.4996\tvalid_0's huber: 29.524\n",
"[40]\tvalid_0's poisson: -87.508\tvalid_0's huber: 29.5166\n",
"[41]\tvalid_0's poisson: -87.5162\tvalid_0's huber: 29.5093\n",
"[42]\tvalid_0's poisson: -87.5246\tvalid_0's huber: 29.5019\n",
"[43]\tvalid_0's poisson: -87.5329\tvalid_0's huber: 29.4946\n",
"[44]\tvalid_0's poisson: -87.5412\tvalid_0's huber: 29.4873\n",
"[45]\tvalid_0's poisson: -87.5495\tvalid_0's huber: 29.48\n",
"[46]\tvalid_0's poisson: -87.5578\tvalid_0's huber: 29.4726\n",
"[47]\tvalid_0's poisson: -87.5661\tvalid_0's huber: 29.4653\n",
"[48]\tvalid_0's poisson: -87.5744\tvalid_0's huber: 29.458\n",
"[49]\tvalid_0's poisson: -87.5827\tvalid_0's huber: 29.4507\n",
"[50]\tvalid_0's poisson: -87.591\tvalid_0's huber: 29.4433\n",
"[51]\tvalid_0's poisson: -87.5993\tvalid_0's huber: 29.436\n",
"[52]\tvalid_0's poisson: -87.6076\tvalid_0's huber: 29.4287\n",
"[53]\tvalid_0's poisson: -87.6158\tvalid_0's huber: 29.4214\n",
"[54]\tvalid_0's poisson: -87.6242\tvalid_0's huber: 29.4141\n",
"[55]\tvalid_0's poisson: -87.6325\tvalid_0's huber: 29.4068\n",
"[56]\tvalid_0's poisson: -87.6407\tvalid_0's huber: 29.3994\n",
"[57]\tvalid_0's poisson: -87.649\tvalid_0's huber: 29.3921\n",
"[58]\tvalid_0's poisson: -87.6573\tvalid_0's huber: 29.3848\n",
"[59]\tvalid_0's poisson: -87.6655\tvalid_0's huber: 29.3775\n",
"[60]\tvalid_0's poisson: -87.6738\tvalid_0's huber: 29.3702\n",
"[61]\tvalid_0's poisson: -87.6821\tvalid_0's huber: 29.3629\n",
"[62]\tvalid_0's poisson: -87.6903\tvalid_0's huber: 29.3556\n",
"[63]\tvalid_0's poisson: -87.6985\tvalid_0's huber: 29.3483\n",
"[64]\tvalid_0's poisson: -87.7068\tvalid_0's huber: 29.3411\n",
"[65]\tvalid_0's poisson: -87.715\tvalid_0's huber: 29.3338\n",
"[66]\tvalid_0's poisson: -87.7233\tvalid_0's huber: 29.3265\n",
"[67]\tvalid_0's poisson: -87.7315\tvalid_0's huber: 29.3192\n",
"[68]\tvalid_0's poisson: -87.7397\tvalid_0's huber: 29.3119\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[69]\tvalid_0's poisson: -87.748\tvalid_0's huber: 29.3046\n",
"[70]\tvalid_0's poisson: -87.7562\tvalid_0's huber: 29.2973\n",
"[71]\tvalid_0's poisson: -87.7644\tvalid_0's huber: 29.29\n",
"[72]\tvalid_0's poisson: -87.7727\tvalid_0's huber: 29.2828\n",
"[73]\tvalid_0's poisson: -87.7809\tvalid_0's huber: 29.2755\n",
"[74]\tvalid_0's poisson: -87.7891\tvalid_0's huber: 29.2682\n",
"[75]\tvalid_0's poisson: -87.7973\tvalid_0's huber: 29.2609\n",
"[76]\tvalid_0's poisson: -87.8056\tvalid_0's huber: 29.2537\n",
"[77]\tvalid_0's poisson: -87.8137\tvalid_0's huber: 29.2464\n",
"[78]\tvalid_0's poisson: -87.822\tvalid_0's huber: 29.2391\n",
"[79]\tvalid_0's poisson: -87.8303\tvalid_0's huber: 29.2319\n",
"[80]\tvalid_0's poisson: -87.8384\tvalid_0's huber: 29.2246\n",
"[81]\tvalid_0's poisson: -87.8466\tvalid_0's huber: 29.2173\n",
"[82]\tvalid_0's poisson: -87.8549\tvalid_0's huber: 29.2101\n",
"[83]\tvalid_0's poisson: -87.863\tvalid_0's huber: 29.2028\n",
"[84]\tvalid_0's poisson: -87.8712\tvalid_0's huber: 29.1956\n",
"[85]\tvalid_0's poisson: -87.8795\tvalid_0's huber: 29.1883\n",
"[86]\tvalid_0's poisson: -87.8876\tvalid_0's huber: 29.181\n",
"[87]\tvalid_0's poisson: -87.8958\tvalid_0's huber: 29.1738\n",
"[88]\tvalid_0's poisson: -87.904\tvalid_0's huber: 29.1666\n",
"[89]\tvalid_0's poisson: -87.9121\tvalid_0's huber: 29.1593\n",
"[90]\tvalid_0's poisson: -87.9203\tvalid_0's huber: 29.1521\n",
"[91]\tvalid_0's poisson: -87.9286\tvalid_0's huber: 29.1448\n",
"[92]\tvalid_0's poisson: -87.9367\tvalid_0's huber: 29.1376\n",
"[93]\tvalid_0's poisson: -87.9449\tvalid_0's huber: 29.1303\n",
"[94]\tvalid_0's poisson: -87.953\tvalid_0's huber: 29.1231\n",
"[95]\tvalid_0's poisson: -87.9612\tvalid_0's huber: 29.1158\n",
"[96]\tvalid_0's poisson: -87.9693\tvalid_0's huber: 29.1086\n",
"[97]\tvalid_0's poisson: -87.9774\tvalid_0's huber: 29.1014\n",
"[98]\tvalid_0's poisson: -87.9856\tvalid_0's huber: 29.0941\n",
"[99]\tvalid_0's poisson: -87.9938\tvalid_0's huber: 29.0869\n",
"[100]\tvalid_0's poisson: -88.0019\tvalid_0's huber: 29.0797\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1825\tvalid_0's huber: 29.8022\n",
"[2]\tvalid_0's poisson: -87.191\tvalid_0's huber: 29.7947\n",
"[3]\tvalid_0's poisson: -87.1995\tvalid_0's huber: 29.7872\n",
"[4]\tvalid_0's poisson: -87.2081\tvalid_0's huber: 29.7797\n",
"[5]\tvalid_0's poisson: -87.2166\tvalid_0's huber: 29.7722\n",
"[6]\tvalid_0's poisson: -87.2251\tvalid_0's huber: 29.7647\n",
"[7]\tvalid_0's poisson: -87.2336\tvalid_0's huber: 29.7572\n",
"[8]\tvalid_0's poisson: -87.2421\tvalid_0's huber: 29.7497\n",
"[9]\tvalid_0's poisson: -87.2506\tvalid_0's huber: 29.7422\n",
"[10]\tvalid_0's poisson: -87.2591\tvalid_0's huber: 29.7348\n",
"[11]\tvalid_0's poisson: -87.2676\tvalid_0's huber: 29.7273\n",
"[12]\tvalid_0's poisson: -87.2761\tvalid_0's huber: 29.7198\n",
"[13]\tvalid_0's poisson: -87.2846\tvalid_0's huber: 29.7123\n",
"[14]\tvalid_0's poisson: -87.2931\tvalid_0's huber: 29.7048\n",
"[15]\tvalid_0's poisson: -87.3016\tvalid_0's huber: 29.6973\n",
"[16]\tvalid_0's poisson: -87.3101\tvalid_0's huber: 29.6899\n",
"[17]\tvalid_0's poisson: -87.3185\tvalid_0's huber: 29.6824\n",
"[18]\tvalid_0's poisson: -87.327\tvalid_0's huber: 29.6749\n",
"[19]\tvalid_0's poisson: -87.3355\tvalid_0's huber: 29.6674\n",
"[20]\tvalid_0's poisson: -87.3439\tvalid_0's huber: 29.66\n",
"[21]\tvalid_0's poisson: -87.3524\tvalid_0's huber: 29.6525\n",
"[22]\tvalid_0's poisson: -87.3609\tvalid_0's huber: 29.645\n",
"[23]\tvalid_0's poisson: -87.3693\tvalid_0's huber: 29.6376\n",
"[24]\tvalid_0's poisson: -87.3778\tvalid_0's huber: 29.6301\n",
"[25]\tvalid_0's poisson: -87.3862\tvalid_0's huber: 29.6227\n",
"[26]\tvalid_0's poisson: -87.3947\tvalid_0's huber: 29.6152\n",
"[27]\tvalid_0's poisson: -87.4031\tvalid_0's huber: 29.6077\n",
"[28]\tvalid_0's poisson: -87.4115\tvalid_0's huber: 29.6003\n",
"[29]\tvalid_0's poisson: -87.42\tvalid_0's huber: 29.5928\n",
"[30]\tvalid_0's poisson: -87.4284\tvalid_0's huber: 29.5854\n",
"[31]\tvalid_0's poisson: -87.4368\tvalid_0's huber: 29.5779\n",
"[32]\tvalid_0's poisson: -87.4453\tvalid_0's huber: 29.5705\n",
"[33]\tvalid_0's poisson: -87.4537\tvalid_0's huber: 29.563\n",
"[34]\tvalid_0's poisson: -87.4621\tvalid_0's huber: 29.5556\n",
"[35]\tvalid_0's poisson: -87.4705\tvalid_0's huber: 29.5481\n",
"[36]\tvalid_0's poisson: -87.4789\tvalid_0's huber: 29.5407\n",
"[37]\tvalid_0's poisson: -87.4873\tvalid_0's huber: 29.5333\n",
"[38]\tvalid_0's poisson: -87.4957\tvalid_0's huber: 29.5258\n",
"[39]\tvalid_0's poisson: -87.5041\tvalid_0's huber: 29.5184\n",
"[40]\tvalid_0's poisson: -87.5125\tvalid_0's huber: 29.511\n",
"[41]\tvalid_0's poisson: -87.5209\tvalid_0's huber: 29.5035\n",
"[42]\tvalid_0's poisson: -87.5293\tvalid_0's huber: 29.4961\n",
"[43]\tvalid_0's poisson: -87.5377\tvalid_0's huber: 29.4887\n",
"[44]\tvalid_0's poisson: -87.5461\tvalid_0's huber: 29.4812\n",
"[45]\tvalid_0's poisson: -87.5545\tvalid_0's huber: 29.4738\n",
"[46]\tvalid_0's poisson: -87.5628\tvalid_0's huber: 29.4664\n",
"[47]\tvalid_0's poisson: -87.5712\tvalid_0's huber: 29.459\n",
"[48]\tvalid_0's poisson: -87.5796\tvalid_0's huber: 29.4516\n",
"[49]\tvalid_0's poisson: -87.5879\tvalid_0's huber: 29.4441\n",
"[50]\tvalid_0's poisson: -87.5963\tvalid_0's huber: 29.4367\n",
"[51]\tvalid_0's poisson: -87.6046\tvalid_0's huber: 29.4293\n",
"[52]\tvalid_0's poisson: -87.613\tvalid_0's huber: 29.4219\n",
"[53]\tvalid_0's poisson: -87.6214\tvalid_0's huber: 29.4145\n",
"[54]\tvalid_0's poisson: -87.6297\tvalid_0's huber: 29.4071\n",
"[55]\tvalid_0's poisson: -87.638\tvalid_0's huber: 29.3997\n",
"[56]\tvalid_0's poisson: -87.6464\tvalid_0's huber: 29.3923\n",
"[57]\tvalid_0's poisson: -87.6547\tvalid_0's huber: 29.3849\n",
"[58]\tvalid_0's poisson: -87.663\tvalid_0's huber: 29.3775\n",
"[59]\tvalid_0's poisson: -87.6714\tvalid_0's huber: 29.3701\n",
"[60]\tvalid_0's poisson: -87.6797\tvalid_0's huber: 29.3627\n",
"[61]\tvalid_0's poisson: -87.688\tvalid_0's huber: 29.3553\n",
"[62]\tvalid_0's poisson: -87.6963\tvalid_0's huber: 29.3479\n",
"[63]\tvalid_0's poisson: -87.7047\tvalid_0's huber: 29.3405\n",
"[64]\tvalid_0's poisson: -87.713\tvalid_0's huber: 29.3331\n",
"[65]\tvalid_0's poisson: -87.7213\tvalid_0's huber: 29.3257\n",
"[66]\tvalid_0's poisson: -87.7296\tvalid_0's huber: 29.3183\n",
"[67]\tvalid_0's poisson: -87.7379\tvalid_0's huber: 29.3109\n",
"[68]\tvalid_0's poisson: -87.7462\tvalid_0's huber: 29.3035\n",
"[69]\tvalid_0's poisson: -87.7545\tvalid_0's huber: 29.2962\n",
"[70]\tvalid_0's poisson: -87.7628\tvalid_0's huber: 29.2888\n",
"[71]\tvalid_0's poisson: -87.7711\tvalid_0's huber: 29.2814\n",
"[72]\tvalid_0's poisson: -87.7793\tvalid_0's huber: 29.274\n",
"[73]\tvalid_0's poisson: -87.7876\tvalid_0's huber: 29.2667\n",
"[74]\tvalid_0's poisson: -87.7959\tvalid_0's huber: 29.2593\n",
"[75]\tvalid_0's poisson: -87.8042\tvalid_0's huber: 29.2519\n",
"[76]\tvalid_0's poisson: -87.8124\tvalid_0's huber: 29.2445\n",
"[77]\tvalid_0's poisson: -87.8207\tvalid_0's huber: 29.2372\n",
"[78]\tvalid_0's poisson: -87.829\tvalid_0's huber: 29.2298\n",
"[79]\tvalid_0's poisson: -87.8372\tvalid_0's huber: 29.2225\n",
"[80]\tvalid_0's poisson: -87.8455\tvalid_0's huber: 29.2151\n",
"[81]\tvalid_0's poisson: -87.8537\tvalid_0's huber: 29.2077\n",
"[82]\tvalid_0's poisson: -87.862\tvalid_0's huber: 29.2004\n",
"[83]\tvalid_0's poisson: -87.8702\tvalid_0's huber: 29.193\n",
"[84]\tvalid_0's poisson: -87.8785\tvalid_0's huber: 29.1857\n",
"[85]\tvalid_0's poisson: -87.8867\tvalid_0's huber: 29.1783\n",
"[86]\tvalid_0's poisson: -87.895\tvalid_0's huber: 29.1709\n",
"[87]\tvalid_0's poisson: -87.9032\tvalid_0's huber: 29.1636\n",
"[88]\tvalid_0's poisson: -87.9114\tvalid_0's huber: 29.1562\n",
"[89]\tvalid_0's poisson: -87.9196\tvalid_0's huber: 29.1489\n",
"[90]\tvalid_0's poisson: -87.9279\tvalid_0's huber: 29.1416\n",
"[91]\tvalid_0's poisson: -87.9361\tvalid_0's huber: 29.1342\n",
"[92]\tvalid_0's poisson: -87.9443\tvalid_0's huber: 29.1269\n",
"[93]\tvalid_0's poisson: -87.9525\tvalid_0's huber: 29.1195\n",
"[94]\tvalid_0's poisson: -87.9607\tvalid_0's huber: 29.1122\n",
"[95]\tvalid_0's poisson: -87.9689\tvalid_0's huber: 29.1048\n",
"[96]\tvalid_0's poisson: -87.9772\tvalid_0's huber: 29.0975\n",
"[97]\tvalid_0's poisson: -87.9854\tvalid_0's huber: 29.0902\n",
"[98]\tvalid_0's poisson: -87.9936\tvalid_0's huber: 29.0828\n",
"[99]\tvalid_0's poisson: -88.0018\tvalid_0's huber: 29.0755\n",
"[100]\tvalid_0's poisson: -88.0099\tvalid_0's huber: 29.0682\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.178\tvalid_0's huber: 29.8354\n",
"[2]\tvalid_0's poisson: -87.1864\tvalid_0's huber: 29.8279\n",
"[3]\tvalid_0's poisson: -87.1949\tvalid_0's huber: 29.8205\n",
"[4]\tvalid_0's poisson: -87.2033\tvalid_0's huber: 29.813\n",
"[5]\tvalid_0's poisson: -87.2117\tvalid_0's huber: 29.8056\n",
"[6]\tvalid_0's poisson: -87.2201\tvalid_0's huber: 29.7981\n",
"[7]\tvalid_0's poisson: -87.2286\tvalid_0's huber: 29.7907\n",
"[8]\tvalid_0's poisson: -87.237\tvalid_0's huber: 29.7832\n",
"[9]\tvalid_0's poisson: -87.2454\tvalid_0's huber: 29.7758\n",
"[10]\tvalid_0's poisson: -87.2538\tvalid_0's huber: 29.7683\n",
"[11]\tvalid_0's poisson: -87.2622\tvalid_0's huber: 29.7609\n",
"[12]\tvalid_0's poisson: -87.2706\tvalid_0's huber: 29.7534\n",
"[13]\tvalid_0's poisson: -87.279\tvalid_0's huber: 29.7459\n",
"[14]\tvalid_0's poisson: -87.2874\tvalid_0's huber: 29.7385\n",
"[15]\tvalid_0's poisson: -87.2958\tvalid_0's huber: 29.7311\n",
"[16]\tvalid_0's poisson: -87.3042\tvalid_0's huber: 29.7236\n",
"[17]\tvalid_0's poisson: -87.3126\tvalid_0's huber: 29.7162\n",
"[18]\tvalid_0's poisson: -87.321\tvalid_0's huber: 29.7087\n",
"[19]\tvalid_0's poisson: -87.3294\tvalid_0's huber: 29.7013\n",
"[20]\tvalid_0's poisson: -87.3378\tvalid_0's huber: 29.6938\n",
"[21]\tvalid_0's poisson: -87.3461\tvalid_0's huber: 29.6864\n",
"[22]\tvalid_0's poisson: -87.3545\tvalid_0's huber: 29.679\n",
"[23]\tvalid_0's poisson: -87.3629\tvalid_0's huber: 29.6715\n",
"[24]\tvalid_0's poisson: -87.3713\tvalid_0's huber: 29.6641\n",
"[25]\tvalid_0's poisson: -87.3796\tvalid_0's huber: 29.6567\n",
"[26]\tvalid_0's poisson: -87.388\tvalid_0's huber: 29.6493\n",
"[27]\tvalid_0's poisson: -87.3964\tvalid_0's huber: 29.6418\n",
"[28]\tvalid_0's poisson: -87.4047\tvalid_0's huber: 29.6344\n",
"[29]\tvalid_0's poisson: -87.4131\tvalid_0's huber: 29.627\n",
"[30]\tvalid_0's poisson: -87.4214\tvalid_0's huber: 29.6196\n",
"[31]\tvalid_0's poisson: -87.4298\tvalid_0's huber: 29.6121\n",
"[32]\tvalid_0's poisson: -87.4381\tvalid_0's huber: 29.6047\n",
"[33]\tvalid_0's poisson: -87.4464\tvalid_0's huber: 29.5973\n",
"[34]\tvalid_0's poisson: -87.4548\tvalid_0's huber: 29.5899\n",
"[35]\tvalid_0's poisson: -87.4631\tvalid_0's huber: 29.5825\n",
"[36]\tvalid_0's poisson: -87.4714\tvalid_0's huber: 29.5751\n",
"[37]\tvalid_0's poisson: -87.4798\tvalid_0's huber: 29.5677\n",
"[38]\tvalid_0's poisson: -87.4881\tvalid_0's huber: 29.5603\n",
"[39]\tvalid_0's poisson: -87.4964\tvalid_0's huber: 29.5529\n",
"[40]\tvalid_0's poisson: -87.5047\tvalid_0's huber: 29.5455\n",
"[41]\tvalid_0's poisson: -87.513\tvalid_0's huber: 29.5381\n",
"[42]\tvalid_0's poisson: -87.5214\tvalid_0's huber: 29.5307\n",
"[43]\tvalid_0's poisson: -87.5297\tvalid_0's huber: 29.5233\n",
"[44]\tvalid_0's poisson: -87.538\tvalid_0's huber: 29.5159\n",
"[45]\tvalid_0's poisson: -87.5463\tvalid_0's huber: 29.5085\n",
"[46]\tvalid_0's poisson: -87.5546\tvalid_0's huber: 29.5011\n",
"[47]\tvalid_0's poisson: -87.5629\tvalid_0's huber: 29.4937\n",
"[48]\tvalid_0's poisson: -87.5712\tvalid_0's huber: 29.4863\n",
"[49]\tvalid_0's poisson: -87.5794\tvalid_0's huber: 29.479\n",
"[50]\tvalid_0's poisson: -87.5877\tvalid_0's huber: 29.4716\n",
"[51]\tvalid_0's poisson: -87.596\tvalid_0's huber: 29.4642\n",
"[52]\tvalid_0's poisson: -87.6043\tvalid_0's huber: 29.4568\n",
"[53]\tvalid_0's poisson: -87.6126\tvalid_0's huber: 29.4494\n",
"[54]\tvalid_0's poisson: -87.6208\tvalid_0's huber: 29.4421\n",
"[55]\tvalid_0's poisson: -87.6291\tvalid_0's huber: 29.4347\n",
"[56]\tvalid_0's poisson: -87.6374\tvalid_0's huber: 29.4273\n",
"[57]\tvalid_0's poisson: -87.6456\tvalid_0's huber: 29.42\n",
"[58]\tvalid_0's poisson: -87.6539\tvalid_0's huber: 29.4126\n",
"[59]\tvalid_0's poisson: -87.6621\tvalid_0's huber: 29.4052\n",
"[60]\tvalid_0's poisson: -87.6704\tvalid_0's huber: 29.3979\n",
"[61]\tvalid_0's poisson: -87.6786\tvalid_0's huber: 29.3905\n",
"[62]\tvalid_0's poisson: -87.6869\tvalid_0's huber: 29.3832\n",
"[63]\tvalid_0's poisson: -87.6951\tvalid_0's huber: 29.3758\n",
"[64]\tvalid_0's poisson: -87.7034\tvalid_0's huber: 29.3684\n",
"[65]\tvalid_0's poisson: -87.7116\tvalid_0's huber: 29.3611\n",
"[66]\tvalid_0's poisson: -87.7198\tvalid_0's huber: 29.3537\n",
"[67]\tvalid_0's poisson: -87.7281\tvalid_0's huber: 29.3464\n",
"[68]\tvalid_0's poisson: -87.7363\tvalid_0's huber: 29.339\n",
"[69]\tvalid_0's poisson: -87.7445\tvalid_0's huber: 29.3317\n",
"[70]\tvalid_0's poisson: -87.7528\tvalid_0's huber: 29.3244\n",
"[71]\tvalid_0's poisson: -87.761\tvalid_0's huber: 29.317\n",
"[72]\tvalid_0's poisson: -87.7692\tvalid_0's huber: 29.3097\n",
"[73]\tvalid_0's poisson: -87.7774\tvalid_0's huber: 29.3023\n",
"[74]\tvalid_0's poisson: -87.7856\tvalid_0's huber: 29.295\n",
"[75]\tvalid_0's poisson: -87.7938\tvalid_0's huber: 29.2877\n",
"[76]\tvalid_0's poisson: -87.802\tvalid_0's huber: 29.2803\n",
"[77]\tvalid_0's poisson: -87.8102\tvalid_0's huber: 29.273\n",
"[78]\tvalid_0's poisson: -87.8184\tvalid_0's huber: 29.2657\n",
"[79]\tvalid_0's poisson: -87.8266\tvalid_0's huber: 29.2583\n",
"[80]\tvalid_0's poisson: -87.8348\tvalid_0's huber: 29.251\n",
"[81]\tvalid_0's poisson: -87.843\tvalid_0's huber: 29.2437\n",
"[82]\tvalid_0's poisson: -87.8512\tvalid_0's huber: 29.2364\n",
"[83]\tvalid_0's poisson: -87.8593\tvalid_0's huber: 29.2291\n",
"[84]\tvalid_0's poisson: -87.8675\tvalid_0's huber: 29.2217\n",
"[85]\tvalid_0's poisson: -87.8757\tvalid_0's huber: 29.2144\n",
"[86]\tvalid_0's poisson: -87.8839\tvalid_0's huber: 29.2071\n",
"[87]\tvalid_0's poisson: -87.892\tvalid_0's huber: 29.1998\n",
"[88]\tvalid_0's poisson: -87.9002\tvalid_0's huber: 29.1925\n",
"[89]\tvalid_0's poisson: -87.9084\tvalid_0's huber: 29.1852\n",
"[90]\tvalid_0's poisson: -87.9165\tvalid_0's huber: 29.1779\n",
"[91]\tvalid_0's poisson: -87.9247\tvalid_0's huber: 29.1706\n",
"[92]\tvalid_0's poisson: -87.9328\tvalid_0's huber: 29.1633\n",
"[93]\tvalid_0's poisson: -87.941\tvalid_0's huber: 29.156\n",
"[94]\tvalid_0's poisson: -87.9491\tvalid_0's huber: 29.1487\n",
"[95]\tvalid_0's poisson: -87.9573\tvalid_0's huber: 29.1414\n",
"[96]\tvalid_0's poisson: -87.9654\tvalid_0's huber: 29.1341\n",
"[97]\tvalid_0's poisson: -87.9735\tvalid_0's huber: 29.1268\n",
"[98]\tvalid_0's poisson: -87.9817\tvalid_0's huber: 29.1195\n",
"[99]\tvalid_0's poisson: -87.9898\tvalid_0's huber: 29.1122\n",
"[100]\tvalid_0's poisson: -87.9979\tvalid_0's huber: 29.1049\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.7862\n",
"[2]\tvalid_0's poisson: -87.1928\tvalid_0's huber: 29.7788\n",
"[3]\tvalid_0's poisson: -87.2013\tvalid_0's huber: 29.7713\n",
"[4]\tvalid_0's poisson: -87.2097\tvalid_0's huber: 29.7639\n",
"[5]\tvalid_0's poisson: -87.2181\tvalid_0's huber: 29.7565\n",
"[6]\tvalid_0's poisson: -87.2265\tvalid_0's huber: 29.7491\n",
"[7]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.7417\n",
"[8]\tvalid_0's poisson: -87.2433\tvalid_0's huber: 29.7343\n",
"[9]\tvalid_0's poisson: -87.2516\tvalid_0's huber: 29.7269\n",
"[10]\tvalid_0's poisson: -87.26\tvalid_0's huber: 29.7194\n",
"[11]\tvalid_0's poisson: -87.2684\tvalid_0's huber: 29.712\n",
"[12]\tvalid_0's poisson: -87.2768\tvalid_0's huber: 29.7046\n",
"[13]\tvalid_0's poisson: -87.2852\tvalid_0's huber: 29.6972\n",
"[14]\tvalid_0's poisson: -87.2936\tvalid_0's huber: 29.6898\n",
"[15]\tvalid_0's poisson: -87.3019\tvalid_0's huber: 29.6824\n",
"[16]\tvalid_0's poisson: -87.3103\tvalid_0's huber: 29.675\n",
"[17]\tvalid_0's poisson: -87.3187\tvalid_0's huber: 29.6676\n",
"[18]\tvalid_0's poisson: -87.327\tvalid_0's huber: 29.6602\n",
"[19]\tvalid_0's poisson: -87.3354\tvalid_0's huber: 29.6528\n",
"[20]\tvalid_0's poisson: -87.3438\tvalid_0's huber: 29.6455\n",
"[21]\tvalid_0's poisson: -87.3521\tvalid_0's huber: 29.6381\n",
"[22]\tvalid_0's poisson: -87.3605\tvalid_0's huber: 29.6307\n",
"[23]\tvalid_0's poisson: -87.3688\tvalid_0's huber: 29.6233\n",
"[24]\tvalid_0's poisson: -87.3772\tvalid_0's huber: 29.6159\n",
"[25]\tvalid_0's poisson: -87.3855\tvalid_0's huber: 29.6085\n",
"[26]\tvalid_0's poisson: -87.3939\tvalid_0's huber: 29.6011\n",
"[27]\tvalid_0's poisson: -87.4022\tvalid_0's huber: 29.5937\n",
"[28]\tvalid_0's poisson: -87.4105\tvalid_0's huber: 29.5864\n",
"[29]\tvalid_0's poisson: -87.4189\tvalid_0's huber: 29.579\n",
"[30]\tvalid_0's poisson: -87.4272\tvalid_0's huber: 29.5716\n",
"[31]\tvalid_0's poisson: -87.4355\tvalid_0's huber: 29.5642\n",
"[32]\tvalid_0's poisson: -87.4438\tvalid_0's huber: 29.5569\n",
"[33]\tvalid_0's poisson: -87.4522\tvalid_0's huber: 29.5495\n",
"[34]\tvalid_0's poisson: -87.4605\tvalid_0's huber: 29.5421\n",
"[35]\tvalid_0's poisson: -87.4688\tvalid_0's huber: 29.5348\n",
"[36]\tvalid_0's poisson: -87.4771\tvalid_0's huber: 29.5274\n",
"[37]\tvalid_0's poisson: -87.4854\tvalid_0's huber: 29.52\n",
"[38]\tvalid_0's poisson: -87.4937\tvalid_0's huber: 29.5127\n",
"[39]\tvalid_0's poisson: -87.502\tvalid_0's huber: 29.5053\n",
"[40]\tvalid_0's poisson: -87.5103\tvalid_0's huber: 29.498\n",
"[41]\tvalid_0's poisson: -87.5186\tvalid_0's huber: 29.4906\n",
"[42]\tvalid_0's poisson: -87.5269\tvalid_0's huber: 29.4833\n",
"[43]\tvalid_0's poisson: -87.5352\tvalid_0's huber: 29.4759\n",
"[44]\tvalid_0's poisson: -87.5434\tvalid_0's huber: 29.4686\n",
"[45]\tvalid_0's poisson: -87.5517\tvalid_0's huber: 29.4612\n",
"[46]\tvalid_0's poisson: -87.56\tvalid_0's huber: 29.4539\n",
"[47]\tvalid_0's poisson: -87.5683\tvalid_0's huber: 29.4465\n",
"[48]\tvalid_0's poisson: -87.5765\tvalid_0's huber: 29.4392\n",
"[49]\tvalid_0's poisson: -87.5848\tvalid_0's huber: 29.4319\n",
"[50]\tvalid_0's poisson: -87.593\tvalid_0's huber: 29.4245\n",
"[51]\tvalid_0's poisson: -87.6013\tvalid_0's huber: 29.4172\n",
"[52]\tvalid_0's poisson: -87.6096\tvalid_0's huber: 29.4099\n",
"[53]\tvalid_0's poisson: -87.6178\tvalid_0's huber: 29.4025\n",
"[54]\tvalid_0's poisson: -87.6261\tvalid_0's huber: 29.3952\n",
"[55]\tvalid_0's poisson: -87.6343\tvalid_0's huber: 29.3879\n",
"[56]\tvalid_0's poisson: -87.6425\tvalid_0's huber: 29.3805\n",
"[57]\tvalid_0's poisson: -87.6508\tvalid_0's huber: 29.3732\n",
"[58]\tvalid_0's poisson: -87.659\tvalid_0's huber: 29.3659\n",
"[59]\tvalid_0's poisson: -87.6672\tvalid_0's huber: 29.3586\n",
"[60]\tvalid_0's poisson: -87.6755\tvalid_0's huber: 29.3513\n",
"[61]\tvalid_0's poisson: -87.6837\tvalid_0's huber: 29.344\n",
"[62]\tvalid_0's poisson: -87.6919\tvalid_0's huber: 29.3366\n",
"[63]\tvalid_0's poisson: -87.7001\tvalid_0's huber: 29.3293\n",
"[64]\tvalid_0's poisson: -87.7083\tvalid_0's huber: 29.322\n",
"[65]\tvalid_0's poisson: -87.7165\tvalid_0's huber: 29.3147\n",
"[66]\tvalid_0's poisson: -87.7247\tvalid_0's huber: 29.3074\n",
"[67]\tvalid_0's poisson: -87.7329\tvalid_0's huber: 29.3001\n",
"[68]\tvalid_0's poisson: -87.7411\tvalid_0's huber: 29.2928\n",
"[69]\tvalid_0's poisson: -87.7493\tvalid_0's huber: 29.2855\n",
"[70]\tvalid_0's poisson: -87.7575\tvalid_0's huber: 29.2782\n",
"[71]\tvalid_0's poisson: -87.7657\tvalid_0's huber: 29.2709\n",
"[72]\tvalid_0's poisson: -87.7739\tvalid_0's huber: 29.2636\n",
"[73]\tvalid_0's poisson: -87.7821\tvalid_0's huber: 29.2563\n",
"[74]\tvalid_0's poisson: -87.7903\tvalid_0's huber: 29.249\n",
"[75]\tvalid_0's poisson: -87.7984\tvalid_0's huber: 29.2418\n",
"[76]\tvalid_0's poisson: -87.8066\tvalid_0's huber: 29.2345\n",
"[77]\tvalid_0's poisson: -87.8148\tvalid_0's huber: 29.2272\n",
"[78]\tvalid_0's poisson: -87.823\tvalid_0's huber: 29.2199\n",
"[79]\tvalid_0's poisson: -87.8311\tvalid_0's huber: 29.2126\n",
"[80]\tvalid_0's poisson: -87.8393\tvalid_0's huber: 29.2053\n",
"[81]\tvalid_0's poisson: -87.8474\tvalid_0's huber: 29.1981\n",
"[82]\tvalid_0's poisson: -87.8556\tvalid_0's huber: 29.1908\n",
"[83]\tvalid_0's poisson: -87.8637\tvalid_0's huber: 29.1835\n",
"[84]\tvalid_0's poisson: -87.8719\tvalid_0's huber: 29.1762\n",
"[85]\tvalid_0's poisson: -87.88\tvalid_0's huber: 29.169\n",
"[86]\tvalid_0's poisson: -87.8882\tvalid_0's huber: 29.1617\n",
"[87]\tvalid_0's poisson: -87.8963\tvalid_0's huber: 29.1544\n",
"[88]\tvalid_0's poisson: -87.9044\tvalid_0's huber: 29.1472\n",
"[89]\tvalid_0's poisson: -87.9126\tvalid_0's huber: 29.1399\n",
"[90]\tvalid_0's poisson: -87.9207\tvalid_0's huber: 29.1327\n",
"[91]\tvalid_0's poisson: -87.9288\tvalid_0's huber: 29.1254\n",
"[92]\tvalid_0's poisson: -87.9369\tvalid_0's huber: 29.1182\n",
"[93]\tvalid_0's poisson: -87.945\tvalid_0's huber: 29.1109\n",
"[94]\tvalid_0's poisson: -87.9532\tvalid_0's huber: 29.1036\n",
"[95]\tvalid_0's poisson: -87.9613\tvalid_0's huber: 29.0964\n",
"[96]\tvalid_0's poisson: -87.9694\tvalid_0's huber: 29.0892\n",
"[97]\tvalid_0's poisson: -87.9775\tvalid_0's huber: 29.0819\n",
"[98]\tvalid_0's poisson: -87.9856\tvalid_0's huber: 29.0747\n",
"[99]\tvalid_0's poisson: -87.9938\tvalid_0's huber: 29.0674\n",
"[100]\tvalid_0's poisson: -88.0019\tvalid_0's huber: 29.0602\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1721\tvalid_0's huber: 29.8778\n",
"[2]\tvalid_0's poisson: -87.1806\tvalid_0's huber: 29.8704\n",
"[3]\tvalid_0's poisson: -87.1891\tvalid_0's huber: 29.8629\n",
"[4]\tvalid_0's poisson: -87.1976\tvalid_0's huber: 29.8555\n",
"[5]\tvalid_0's poisson: -87.2061\tvalid_0's huber: 29.8481\n",
"[6]\tvalid_0's poisson: -87.2146\tvalid_0's huber: 29.8407\n",
"[7]\tvalid_0's poisson: -87.2231\tvalid_0's huber: 29.8332\n",
"[8]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.8258\n",
"[9]\tvalid_0's poisson: -87.24\tvalid_0's huber: 29.8184\n",
"[10]\tvalid_0's poisson: -87.2485\tvalid_0's huber: 29.811\n",
"[11]\tvalid_0's poisson: -87.257\tvalid_0's huber: 29.8036\n",
"[12]\tvalid_0's poisson: -87.2655\tvalid_0's huber: 29.7961\n",
"[13]\tvalid_0's poisson: -87.2739\tvalid_0's huber: 29.7887\n",
"[14]\tvalid_0's poisson: -87.2824\tvalid_0's huber: 29.7813\n",
"[15]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.7739\n",
"[16]\tvalid_0's poisson: -87.2993\tvalid_0's huber: 29.7665\n",
"[17]\tvalid_0's poisson: -87.3078\tvalid_0's huber: 29.7591\n",
"[18]\tvalid_0's poisson: -87.3162\tvalid_0's huber: 29.7517\n",
"[19]\tvalid_0's poisson: -87.3247\tvalid_0's huber: 29.7443\n",
"[20]\tvalid_0's poisson: -87.3331\tvalid_0's huber: 29.7369\n",
"[21]\tvalid_0's poisson: -87.3415\tvalid_0's huber: 29.7295\n",
"[22]\tvalid_0's poisson: -87.35\tvalid_0's huber: 29.7221\n",
"[23]\tvalid_0's poisson: -87.3584\tvalid_0's huber: 29.7147\n",
"[24]\tvalid_0's poisson: -87.3668\tvalid_0's huber: 29.7073\n",
"[25]\tvalid_0's poisson: -87.3753\tvalid_0's huber: 29.6999\n",
"[26]\tvalid_0's poisson: -87.3837\tvalid_0's huber: 29.6925\n",
"[27]\tvalid_0's poisson: -87.3921\tvalid_0's huber: 29.6851\n",
"[28]\tvalid_0's poisson: -87.4005\tvalid_0's huber: 29.6777\n",
"[29]\tvalid_0's poisson: -87.409\tvalid_0's huber: 29.6703\n",
"[30]\tvalid_0's poisson: -87.4174\tvalid_0's huber: 29.6629\n",
"[31]\tvalid_0's poisson: -87.4257\tvalid_0's huber: 29.6555\n",
"[32]\tvalid_0's poisson: -87.4341\tvalid_0's huber: 29.6481\n",
"[33]\tvalid_0's poisson: -87.4424\tvalid_0's huber: 29.6407\n",
"[34]\tvalid_0's poisson: -87.4508\tvalid_0's huber: 29.6334\n",
"[35]\tvalid_0's poisson: -87.4591\tvalid_0's huber: 29.626\n",
"[36]\tvalid_0's poisson: -87.4675\tvalid_0's huber: 29.6186\n",
"[37]\tvalid_0's poisson: -87.4758\tvalid_0's huber: 29.6112\n",
"[38]\tvalid_0's poisson: -87.4841\tvalid_0's huber: 29.6038\n",
"[39]\tvalid_0's poisson: -87.4924\tvalid_0's huber: 29.5965\n",
"[40]\tvalid_0's poisson: -87.5007\tvalid_0's huber: 29.5891\n",
"[41]\tvalid_0's poisson: -87.5091\tvalid_0's huber: 29.5817\n",
"[42]\tvalid_0's poisson: -87.5174\tvalid_0's huber: 29.5743\n",
"[43]\tvalid_0's poisson: -87.5257\tvalid_0's huber: 29.567\n",
"[44]\tvalid_0's poisson: -87.5341\tvalid_0's huber: 29.5596\n",
"[45]\tvalid_0's poisson: -87.5424\tvalid_0's huber: 29.5522\n",
"[46]\tvalid_0's poisson: -87.5507\tvalid_0's huber: 29.5449\n",
"[47]\tvalid_0's poisson: -87.559\tvalid_0's huber: 29.5375\n",
"[48]\tvalid_0's poisson: -87.5674\tvalid_0's huber: 29.5302\n",
"[49]\tvalid_0's poisson: -87.5756\tvalid_0's huber: 29.5228\n",
"[50]\tvalid_0's poisson: -87.584\tvalid_0's huber: 29.5154\n",
"[51]\tvalid_0's poisson: -87.5923\tvalid_0's huber: 29.5081\n",
"[52]\tvalid_0's poisson: -87.6005\tvalid_0's huber: 29.5007\n",
"[53]\tvalid_0's poisson: -87.6089\tvalid_0's huber: 29.4934\n",
"[54]\tvalid_0's poisson: -87.6171\tvalid_0's huber: 29.486\n",
"[55]\tvalid_0's poisson: -87.6255\tvalid_0's huber: 29.4787\n",
"[56]\tvalid_0's poisson: -87.6337\tvalid_0's huber: 29.4713\n",
"[57]\tvalid_0's poisson: -87.642\tvalid_0's huber: 29.464\n",
"[58]\tvalid_0's poisson: -87.6503\tvalid_0's huber: 29.4567\n",
"[59]\tvalid_0's poisson: -87.6586\tvalid_0's huber: 29.4493\n",
"[60]\tvalid_0's poisson: -87.6669\tvalid_0's huber: 29.442\n",
"[61]\tvalid_0's poisson: -87.6751\tvalid_0's huber: 29.4346\n",
"[62]\tvalid_0's poisson: -87.6834\tvalid_0's huber: 29.4273\n",
"[63]\tvalid_0's poisson: -87.6916\tvalid_0's huber: 29.42\n",
"[64]\tvalid_0's poisson: -87.6999\tvalid_0's huber: 29.4127\n",
"[65]\tvalid_0's poisson: -87.7082\tvalid_0's huber: 29.4053\n",
"[66]\tvalid_0's poisson: -87.7164\tvalid_0's huber: 29.398\n",
"[67]\tvalid_0's poisson: -87.7247\tvalid_0's huber: 29.3907\n",
"[68]\tvalid_0's poisson: -87.7329\tvalid_0's huber: 29.3833\n",
"[69]\tvalid_0's poisson: -87.7412\tvalid_0's huber: 29.376\n",
"[70]\tvalid_0's poisson: -87.7495\tvalid_0's huber: 29.3687\n",
"[71]\tvalid_0's poisson: -87.7577\tvalid_0's huber: 29.3614\n",
"[72]\tvalid_0's poisson: -87.766\tvalid_0's huber: 29.3541\n",
"[73]\tvalid_0's poisson: -87.7742\tvalid_0's huber: 29.3468\n",
"[74]\tvalid_0's poisson: -87.7824\tvalid_0's huber: 29.3394\n",
"[75]\tvalid_0's poisson: -87.7907\tvalid_0's huber: 29.3321\n",
"[76]\tvalid_0's poisson: -87.7989\tvalid_0's huber: 29.3248\n",
"[77]\tvalid_0's poisson: -87.8072\tvalid_0's huber: 29.3175\n",
"[78]\tvalid_0's poisson: -87.8154\tvalid_0's huber: 29.3102\n",
"[79]\tvalid_0's poisson: -87.8236\tvalid_0's huber: 29.3029\n",
"[80]\tvalid_0's poisson: -87.8319\tvalid_0's huber: 29.2956\n",
"[81]\tvalid_0's poisson: -87.84\tvalid_0's huber: 29.2883\n",
"[82]\tvalid_0's poisson: -87.8483\tvalid_0's huber: 29.281\n",
"[83]\tvalid_0's poisson: -87.8565\tvalid_0's huber: 29.2737\n",
"[84]\tvalid_0's poisson: -87.8647\tvalid_0's huber: 29.2664\n",
"[85]\tvalid_0's poisson: -87.8729\tvalid_0's huber: 29.2592\n",
"[86]\tvalid_0's poisson: -87.8812\tvalid_0's huber: 29.2519\n",
"[87]\tvalid_0's poisson: -87.8893\tvalid_0's huber: 29.2446\n",
"[88]\tvalid_0's poisson: -87.8975\tvalid_0's huber: 29.2373\n",
"[89]\tvalid_0's poisson: -87.9058\tvalid_0's huber: 29.23\n",
"[90]\tvalid_0's poisson: -87.914\tvalid_0's huber: 29.2227\n",
"[91]\tvalid_0's poisson: -87.9222\tvalid_0's huber: 29.2154\n",
"[92]\tvalid_0's poisson: -87.9303\tvalid_0's huber: 29.2082\n",
"[93]\tvalid_0's poisson: -87.9385\tvalid_0's huber: 29.2009\n",
"[94]\tvalid_0's poisson: -87.9468\tvalid_0's huber: 29.1936\n",
"[95]\tvalid_0's poisson: -87.955\tvalid_0's huber: 29.1863\n",
"[96]\tvalid_0's poisson: -87.9632\tvalid_0's huber: 29.1791\n",
"[97]\tvalid_0's poisson: -87.9713\tvalid_0's huber: 29.1718\n",
"[98]\tvalid_0's poisson: -87.9795\tvalid_0's huber: 29.1645\n",
"[99]\tvalid_0's poisson: -87.9877\tvalid_0's huber: 29.1572\n",
"[100]\tvalid_0's poisson: -87.9959\tvalid_0's huber: 29.15\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2159\tvalid_0's huber: 29.7767\n",
"[2]\tvalid_0's poisson: -87.2581\tvalid_0's huber: 29.7417\n",
"[3]\tvalid_0's poisson: -87.3003\tvalid_0's huber: 29.7067\n",
"[4]\tvalid_0's poisson: -87.3428\tvalid_0's huber: 29.6716\n",
"[5]\tvalid_0's poisson: -87.3852\tvalid_0's huber: 29.6365\n",
"[6]\tvalid_0's poisson: -87.4276\tvalid_0's huber: 29.6014\n",
"[7]\tvalid_0's poisson: -87.4699\tvalid_0's huber: 29.5664\n",
"[8]\tvalid_0's poisson: -87.5122\tvalid_0's huber: 29.5313\n",
"[9]\tvalid_0's poisson: -87.5544\tvalid_0's huber: 29.4963\n",
"[10]\tvalid_0's poisson: -87.5966\tvalid_0's huber: 29.4614\n",
"[11]\tvalid_0's poisson: -87.6387\tvalid_0's huber: 29.4264\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[12]\tvalid_0's poisson: -87.6807\tvalid_0's huber: 29.3915\n",
"[13]\tvalid_0's poisson: -87.7227\tvalid_0's huber: 29.3566\n",
"[14]\tvalid_0's poisson: -87.7646\tvalid_0's huber: 29.3218\n",
"[15]\tvalid_0's poisson: -87.8064\tvalid_0's huber: 29.287\n",
"[16]\tvalid_0's poisson: -87.8483\tvalid_0's huber: 29.2522\n",
"[17]\tvalid_0's poisson: -87.8901\tvalid_0's huber: 29.2174\n",
"[18]\tvalid_0's poisson: -87.9318\tvalid_0's huber: 29.1826\n",
"[19]\tvalid_0's poisson: -87.9735\tvalid_0's huber: 29.1478\n",
"[20]\tvalid_0's poisson: -88.0151\tvalid_0's huber: 29.1131\n",
"[21]\tvalid_0's poisson: -88.0567\tvalid_0's huber: 29.0784\n",
"[22]\tvalid_0's poisson: -88.0982\tvalid_0's huber: 29.0437\n",
"[23]\tvalid_0's poisson: -88.1397\tvalid_0's huber: 29.009\n",
"[24]\tvalid_0's poisson: -88.1811\tvalid_0's huber: 28.9743\n",
"[25]\tvalid_0's poisson: -88.2225\tvalid_0's huber: 28.9397\n",
"[26]\tvalid_0's poisson: -88.2638\tvalid_0's huber: 28.9051\n",
"[27]\tvalid_0's poisson: -88.305\tvalid_0's huber: 28.8705\n",
"[28]\tvalid_0's poisson: -88.3462\tvalid_0's huber: 28.8359\n",
"[29]\tvalid_0's poisson: -88.3871\tvalid_0's huber: 28.8017\n",
"[30]\tvalid_0's poisson: -88.4279\tvalid_0's huber: 28.7674\n",
"[31]\tvalid_0's poisson: -88.4687\tvalid_0's huber: 28.7332\n",
"[32]\tvalid_0's poisson: -88.5094\tvalid_0's huber: 28.699\n",
"[33]\tvalid_0's poisson: -88.5501\tvalid_0's huber: 28.6648\n",
"[34]\tvalid_0's poisson: -88.5907\tvalid_0's huber: 28.6306\n",
"[35]\tvalid_0's poisson: -88.6313\tvalid_0's huber: 28.5965\n",
"[36]\tvalid_0's poisson: -88.6718\tvalid_0's huber: 28.5624\n",
"[37]\tvalid_0's poisson: -88.7122\tvalid_0's huber: 28.5284\n",
"[38]\tvalid_0's poisson: -88.7525\tvalid_0's huber: 28.4944\n",
"[39]\tvalid_0's poisson: -88.793\tvalid_0's huber: 28.4602\n",
"[40]\tvalid_0's poisson: -88.8333\tvalid_0's huber: 28.4261\n",
"[41]\tvalid_0's poisson: -88.8736\tvalid_0's huber: 28.3919\n",
"[42]\tvalid_0's poisson: -88.9139\tvalid_0's huber: 28.3578\n",
"[43]\tvalid_0's poisson: -88.9541\tvalid_0's huber: 28.3238\n",
"[44]\tvalid_0's poisson: -88.9943\tvalid_0's huber: 28.2897\n",
"[45]\tvalid_0's poisson: -89.0344\tvalid_0's huber: 28.2557\n",
"[46]\tvalid_0's poisson: -89.0745\tvalid_0's huber: 28.2218\n",
"[47]\tvalid_0's poisson: -89.1143\tvalid_0's huber: 28.1879\n",
"[48]\tvalid_0's poisson: -89.1542\tvalid_0's huber: 28.154\n",
"[49]\tvalid_0's poisson: -89.1941\tvalid_0's huber: 28.1202\n",
"[50]\tvalid_0's poisson: -89.2339\tvalid_0's huber: 28.0864\n",
"[51]\tvalid_0's poisson: -89.2737\tvalid_0's huber: 28.0526\n",
"[52]\tvalid_0's poisson: -89.3134\tvalid_0's huber: 28.0188\n",
"[53]\tvalid_0's poisson: -89.353\tvalid_0's huber: 27.9851\n",
"[54]\tvalid_0's poisson: -89.3924\tvalid_0's huber: 27.9514\n",
"[55]\tvalid_0's poisson: -89.432\tvalid_0's huber: 27.9177\n",
"[56]\tvalid_0's poisson: -89.4714\tvalid_0's huber: 27.884\n",
"[57]\tvalid_0's poisson: -89.5108\tvalid_0's huber: 27.8504\n",
"[58]\tvalid_0's poisson: -89.5502\tvalid_0's huber: 27.8168\n",
"[59]\tvalid_0's poisson: -89.5893\tvalid_0's huber: 27.7832\n",
"[60]\tvalid_0's poisson: -89.6287\tvalid_0's huber: 27.7495\n",
"[61]\tvalid_0's poisson: -89.6679\tvalid_0's huber: 27.7158\n",
"[62]\tvalid_0's poisson: -89.7071\tvalid_0's huber: 27.6822\n",
"[63]\tvalid_0's poisson: -89.7462\tvalid_0's huber: 27.6486\n",
"[64]\tvalid_0's poisson: -89.7853\tvalid_0's huber: 27.615\n",
"[65]\tvalid_0's poisson: -89.8243\tvalid_0's huber: 27.5814\n",
"[66]\tvalid_0's poisson: -89.8633\tvalid_0's huber: 27.5479\n",
"[67]\tvalid_0's poisson: -89.9022\tvalid_0's huber: 27.5144\n",
"[68]\tvalid_0's poisson: -89.9409\tvalid_0's huber: 27.481\n",
"[69]\tvalid_0's poisson: -89.9796\tvalid_0's huber: 27.4476\n",
"[70]\tvalid_0's poisson: -90.0184\tvalid_0's huber: 27.4141\n",
"[71]\tvalid_0's poisson: -90.057\tvalid_0's huber: 27.3807\n",
"[72]\tvalid_0's poisson: -90.0955\tvalid_0's huber: 27.3472\n",
"[73]\tvalid_0's poisson: -90.1341\tvalid_0's huber: 27.3139\n",
"[74]\tvalid_0's poisson: -90.1725\tvalid_0's huber: 27.2805\n",
"[75]\tvalid_0's poisson: -90.2109\tvalid_0's huber: 27.2472\n",
"[76]\tvalid_0's poisson: -90.2492\tvalid_0's huber: 27.2138\n",
"[77]\tvalid_0's poisson: -90.2876\tvalid_0's huber: 27.1806\n",
"[78]\tvalid_0's poisson: -90.3259\tvalid_0's huber: 27.1472\n",
"[79]\tvalid_0's poisson: -90.3641\tvalid_0's huber: 27.1139\n",
"[80]\tvalid_0's poisson: -90.4022\tvalid_0's huber: 27.0807\n",
"[81]\tvalid_0's poisson: -90.4403\tvalid_0's huber: 27.0475\n",
"[82]\tvalid_0's poisson: -90.4783\tvalid_0's huber: 27.0143\n",
"[83]\tvalid_0's poisson: -90.5163\tvalid_0's huber: 26.9811\n",
"[84]\tvalid_0's poisson: -90.5542\tvalid_0's huber: 26.948\n",
"[85]\tvalid_0's poisson: -90.5921\tvalid_0's huber: 26.9149\n",
"[86]\tvalid_0's poisson: -90.6299\tvalid_0's huber: 26.8819\n",
"[87]\tvalid_0's poisson: -90.6676\tvalid_0's huber: 26.8488\n",
"[88]\tvalid_0's poisson: -90.7053\tvalid_0's huber: 26.8158\n",
"[89]\tvalid_0's poisson: -90.7429\tvalid_0's huber: 26.7828\n",
"[90]\tvalid_0's poisson: -90.7805\tvalid_0's huber: 26.7498\n",
"[91]\tvalid_0's poisson: -90.818\tvalid_0's huber: 26.7169\n",
"[92]\tvalid_0's poisson: -90.8555\tvalid_0's huber: 26.684\n",
"[93]\tvalid_0's poisson: -90.8928\tvalid_0's huber: 26.6512\n",
"[94]\tvalid_0's poisson: -90.9301\tvalid_0's huber: 26.6184\n",
"[95]\tvalid_0's poisson: -90.9674\tvalid_0's huber: 26.5857\n",
"[96]\tvalid_0's poisson: -91.0046\tvalid_0's huber: 26.553\n",
"[97]\tvalid_0's poisson: -91.0417\tvalid_0's huber: 26.5204\n",
"[98]\tvalid_0's poisson: -91.0787\tvalid_0's huber: 26.4878\n",
"[99]\tvalid_0's poisson: -91.1157\tvalid_0's huber: 26.4552\n",
"[100]\tvalid_0's poisson: -91.1526\tvalid_0's huber: 26.4227\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2162\tvalid_0's huber: 29.7749\n",
"[2]\tvalid_0's poisson: -87.2584\tvalid_0's huber: 29.7402\n",
"[3]\tvalid_0's poisson: -87.3005\tvalid_0's huber: 29.7055\n",
"[4]\tvalid_0's poisson: -87.3425\tvalid_0's huber: 29.6708\n",
"[5]\tvalid_0's poisson: -87.3845\tvalid_0's huber: 29.6361\n",
"[6]\tvalid_0's poisson: -87.4265\tvalid_0's huber: 29.6015\n",
"[7]\tvalid_0's poisson: -87.4684\tvalid_0's huber: 29.5669\n",
"[8]\tvalid_0's poisson: -87.5103\tvalid_0's huber: 29.5323\n",
"[9]\tvalid_0's poisson: -87.5521\tvalid_0's huber: 29.4977\n",
"[10]\tvalid_0's poisson: -87.5938\tvalid_0's huber: 29.4632\n",
"[11]\tvalid_0's poisson: -87.6354\tvalid_0's huber: 29.4287\n",
"[12]\tvalid_0's poisson: -87.6771\tvalid_0's huber: 29.3942\n",
"[13]\tvalid_0's poisson: -87.7187\tvalid_0's huber: 29.3598\n",
"[14]\tvalid_0's poisson: -87.7602\tvalid_0's huber: 29.3254\n",
"[15]\tvalid_0's poisson: -87.8016\tvalid_0's huber: 29.291\n",
"[16]\tvalid_0's poisson: -87.843\tvalid_0's huber: 29.2567\n",
"[17]\tvalid_0's poisson: -87.8844\tvalid_0's huber: 29.2221\n",
"[18]\tvalid_0's poisson: -87.9256\tvalid_0's huber: 29.1878\n",
"[19]\tvalid_0's poisson: -87.9669\tvalid_0's huber: 29.1532\n",
"[20]\tvalid_0's poisson: -88.008\tvalid_0's huber: 29.119\n",
"[21]\tvalid_0's poisson: -88.0492\tvalid_0's huber: 29.0844\n",
"[22]\tvalid_0's poisson: -88.0902\tvalid_0's huber: 29.0503\n",
"[23]\tvalid_0's poisson: -88.1312\tvalid_0's huber: 29.0158\n",
"[24]\tvalid_0's poisson: -88.1722\tvalid_0's huber: 28.9813\n",
"[25]\tvalid_0's poisson: -88.213\tvalid_0's huber: 28.9473\n",
"[26]\tvalid_0's poisson: -88.2538\tvalid_0's huber: 28.9129\n",
"[27]\tvalid_0's poisson: -88.2945\tvalid_0's huber: 28.8788\n",
"[28]\tvalid_0's poisson: -88.3353\tvalid_0's huber: 28.8445\n",
"[29]\tvalid_0's poisson: -88.3758\tvalid_0's huber: 28.8105\n",
"[30]\tvalid_0's poisson: -88.4164\tvalid_0's huber: 28.7762\n",
"[31]\tvalid_0's poisson: -88.4569\tvalid_0's huber: 28.7423\n",
"[32]\tvalid_0's poisson: -88.4973\tvalid_0's huber: 28.7084\n",
"[33]\tvalid_0's poisson: -88.5377\tvalid_0's huber: 28.6742\n",
"[34]\tvalid_0's poisson: -88.578\tvalid_0's huber: 28.6404\n",
"[35]\tvalid_0's poisson: -88.6182\tvalid_0's huber: 28.6062\n",
"[36]\tvalid_0's poisson: -88.6584\tvalid_0's huber: 28.5724\n",
"[37]\tvalid_0's poisson: -88.6985\tvalid_0's huber: 28.5387\n",
"[38]\tvalid_0's poisson: -88.7386\tvalid_0's huber: 28.5047\n",
"[39]\tvalid_0's poisson: -88.7786\tvalid_0's huber: 28.4706\n",
"[40]\tvalid_0's poisson: -88.8185\tvalid_0's huber: 28.437\n",
"[41]\tvalid_0's poisson: -88.8584\tvalid_0's huber: 28.403\n",
"[42]\tvalid_0's poisson: -88.8982\tvalid_0's huber: 28.3694\n",
"[43]\tvalid_0's poisson: -88.938\tvalid_0's huber: 28.3356\n",
"[44]\tvalid_0's poisson: -88.9776\tvalid_0's huber: 28.3022\n",
"[45]\tvalid_0's poisson: -89.0175\tvalid_0's huber: 28.2681\n",
"[46]\tvalid_0's poisson: -89.0572\tvalid_0's huber: 28.234\n",
"[47]\tvalid_0's poisson: -89.0969\tvalid_0's huber: 28.2\n",
"[48]\tvalid_0's poisson: -89.1368\tvalid_0's huber: 28.166\n",
"[49]\tvalid_0's poisson: -89.1766\tvalid_0's huber: 28.132\n",
"[50]\tvalid_0's poisson: -89.2164\tvalid_0's huber: 28.098\n",
"[51]\tvalid_0's poisson: -89.2561\tvalid_0's huber: 28.0641\n",
"[52]\tvalid_0's poisson: -89.2957\tvalid_0's huber: 28.0301\n",
"[53]\tvalid_0's poisson: -89.3352\tvalid_0's huber: 27.9962\n",
"[54]\tvalid_0's poisson: -89.3747\tvalid_0's huber: 27.9624\n",
"[55]\tvalid_0's poisson: -89.4142\tvalid_0's huber: 27.9285\n",
"[56]\tvalid_0's poisson: -89.4535\tvalid_0's huber: 27.8948\n",
"[57]\tvalid_0's poisson: -89.4928\tvalid_0's huber: 27.861\n",
"[58]\tvalid_0's poisson: -89.532\tvalid_0's huber: 27.8273\n",
"[59]\tvalid_0's poisson: -89.5714\tvalid_0's huber: 27.7934\n",
"[60]\tvalid_0's poisson: -89.6107\tvalid_0's huber: 27.7596\n",
"[61]\tvalid_0's poisson: -89.6499\tvalid_0's huber: 27.7258\n",
"[62]\tvalid_0's poisson: -89.689\tvalid_0's huber: 27.692\n",
"[63]\tvalid_0's poisson: -89.7281\tvalid_0's huber: 27.6583\n",
"[64]\tvalid_0's poisson: -89.7671\tvalid_0's huber: 27.6246\n",
"[65]\tvalid_0's poisson: -89.8061\tvalid_0's huber: 27.5909\n",
"[66]\tvalid_0's poisson: -89.845\tvalid_0's huber: 27.5573\n",
"[67]\tvalid_0's poisson: -89.8839\tvalid_0's huber: 27.5236\n",
"[68]\tvalid_0's poisson: -89.9227\tvalid_0's huber: 27.49\n",
"[69]\tvalid_0's poisson: -89.9615\tvalid_0's huber: 27.4564\n",
"[70]\tvalid_0's poisson: -90.0002\tvalid_0's huber: 27.4228\n",
"[71]\tvalid_0's poisson: -90.0388\tvalid_0's huber: 27.3893\n",
"[72]\tvalid_0's poisson: -90.0774\tvalid_0's huber: 27.3558\n",
"[73]\tvalid_0's poisson: -90.1159\tvalid_0's huber: 27.3223\n",
"[74]\tvalid_0's poisson: -90.1544\tvalid_0's huber: 27.2888\n",
"[75]\tvalid_0's poisson: -90.193\tvalid_0's huber: 27.2552\n",
"[76]\tvalid_0's poisson: -90.2314\tvalid_0's huber: 27.2218\n",
"[77]\tvalid_0's poisson: -90.2699\tvalid_0's huber: 27.1882\n",
"[78]\tvalid_0's poisson: -90.3081\tvalid_0's huber: 27.1549\n",
"[79]\tvalid_0's poisson: -90.3465\tvalid_0's huber: 27.1214\n",
"[80]\tvalid_0's poisson: -90.3846\tvalid_0's huber: 27.0881\n",
"[81]\tvalid_0's poisson: -90.4228\tvalid_0's huber: 27.0547\n",
"[82]\tvalid_0's poisson: -90.461\tvalid_0's huber: 27.0213\n",
"[83]\tvalid_0's poisson: -90.4989\tvalid_0's huber: 26.988\n",
"[84]\tvalid_0's poisson: -90.537\tvalid_0's huber: 26.9547\n",
"[85]\tvalid_0's poisson: -90.5748\tvalid_0's huber: 26.9216\n",
"[86]\tvalid_0's poisson: -90.6128\tvalid_0's huber: 26.8884\n",
"[87]\tvalid_0's poisson: -90.6507\tvalid_0's huber: 26.8551\n",
"[88]\tvalid_0's poisson: -90.6883\tvalid_0's huber: 26.8221\n",
"[89]\tvalid_0's poisson: -90.7262\tvalid_0's huber: 26.7889\n",
"[90]\tvalid_0's poisson: -90.764\tvalid_0's huber: 26.7558\n",
"[91]\tvalid_0's poisson: -90.8018\tvalid_0's huber: 26.7226\n",
"[92]\tvalid_0's poisson: -90.8394\tvalid_0's huber: 26.6896\n",
"[93]\tvalid_0's poisson: -90.8768\tvalid_0's huber: 26.6567\n",
"[94]\tvalid_0's poisson: -90.9144\tvalid_0's huber: 26.6237\n",
"[95]\tvalid_0's poisson: -90.952\tvalid_0's huber: 26.5907\n",
"[96]\tvalid_0's poisson: -90.9894\tvalid_0's huber: 26.5578\n",
"[97]\tvalid_0's poisson: -91.0268\tvalid_0's huber: 26.5248\n",
"[98]\tvalid_0's poisson: -91.0642\tvalid_0's huber: 26.4919\n",
"[99]\tvalid_0's poisson: -91.1015\tvalid_0's huber: 26.459\n",
"[100]\tvalid_0's poisson: -91.1384\tvalid_0's huber: 26.4265\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.212\tvalid_0's huber: 29.8075\n",
"[2]\tvalid_0's poisson: -87.2544\tvalid_0's huber: 29.7722\n",
"[3]\tvalid_0's poisson: -87.2967\tvalid_0's huber: 29.737\n",
"[4]\tvalid_0's poisson: -87.3389\tvalid_0's huber: 29.7017\n",
"[5]\tvalid_0's poisson: -87.3811\tvalid_0's huber: 29.6665\n",
"[6]\tvalid_0's poisson: -87.4232\tvalid_0's huber: 29.6313\n",
"[7]\tvalid_0's poisson: -87.4653\tvalid_0's huber: 29.5961\n",
"[8]\tvalid_0's poisson: -87.5072\tvalid_0's huber: 29.561\n",
"[9]\tvalid_0's poisson: -87.5492\tvalid_0's huber: 29.5259\n",
"[10]\tvalid_0's poisson: -87.591\tvalid_0's huber: 29.4908\n",
"[11]\tvalid_0's poisson: -87.6328\tvalid_0's huber: 29.4557\n",
"[12]\tvalid_0's poisson: -87.6745\tvalid_0's huber: 29.4207\n",
"[13]\tvalid_0's poisson: -87.7162\tvalid_0's huber: 29.3857\n",
"[14]\tvalid_0's poisson: -87.7578\tvalid_0's huber: 29.3508\n",
"[15]\tvalid_0's poisson: -87.7994\tvalid_0's huber: 29.3159\n",
"[16]\tvalid_0's poisson: -87.8408\tvalid_0's huber: 29.281\n",
"[17]\tvalid_0's poisson: -87.8822\tvalid_0's huber: 29.2461\n",
"[18]\tvalid_0's poisson: -87.9236\tvalid_0's huber: 29.2113\n",
"[19]\tvalid_0's poisson: -87.9649\tvalid_0's huber: 29.1765\n",
"[20]\tvalid_0's poisson: -88.0061\tvalid_0's huber: 29.1417\n",
"[21]\tvalid_0's poisson: -88.0473\tvalid_0's huber: 29.107\n",
"[22]\tvalid_0's poisson: -88.0884\tvalid_0's huber: 29.0723\n",
"[23]\tvalid_0's poisson: -88.1295\tvalid_0's huber: 29.0376\n",
"[24]\tvalid_0's poisson: -88.1704\tvalid_0's huber: 29.0029\n",
"[25]\tvalid_0's poisson: -88.2114\tvalid_0's huber: 28.9683\n",
"[26]\tvalid_0's poisson: -88.2522\tvalid_0's huber: 28.9337\n",
"[27]\tvalid_0's poisson: -88.293\tvalid_0's huber: 28.8991\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -88.3338\tvalid_0's huber: 28.8646\n",
"[29]\tvalid_0's poisson: -88.3745\tvalid_0's huber: 28.83\n",
"[30]\tvalid_0's poisson: -88.4151\tvalid_0's huber: 28.7955\n",
"[31]\tvalid_0's poisson: -88.4556\tvalid_0's huber: 28.7611\n",
"[32]\tvalid_0's poisson: -88.4962\tvalid_0's huber: 28.7266\n",
"[33]\tvalid_0's poisson: -88.5368\tvalid_0's huber: 28.6922\n",
"[34]\tvalid_0's poisson: -88.5774\tvalid_0's huber: 28.6577\n",
"[35]\tvalid_0's poisson: -88.618\tvalid_0's huber: 28.6233\n",
"[36]\tvalid_0's poisson: -88.6586\tvalid_0's huber: 28.5889\n",
"[37]\tvalid_0's poisson: -88.699\tvalid_0's huber: 28.5545\n",
"[38]\tvalid_0's poisson: -88.7394\tvalid_0's huber: 28.5202\n",
"[39]\tvalid_0's poisson: -88.78\tvalid_0's huber: 28.4857\n",
"[40]\tvalid_0's poisson: -88.8205\tvalid_0's huber: 28.4513\n",
"[41]\tvalid_0's poisson: -88.8607\tvalid_0's huber: 28.4171\n",
"[42]\tvalid_0's poisson: -88.901\tvalid_0's huber: 28.3827\n",
"[43]\tvalid_0's poisson: -88.9415\tvalid_0's huber: 28.3482\n",
"[44]\tvalid_0's poisson: -88.9819\tvalid_0's huber: 28.3138\n",
"[45]\tvalid_0's poisson: -89.0223\tvalid_0's huber: 28.2794\n",
"[46]\tvalid_0's poisson: -89.0624\tvalid_0's huber: 28.2451\n",
"[47]\tvalid_0's poisson: -89.1026\tvalid_0's huber: 28.2107\n",
"[48]\tvalid_0's poisson: -89.1428\tvalid_0's huber: 28.1764\n",
"[49]\tvalid_0's poisson: -89.1828\tvalid_0's huber: 28.1421\n",
"[50]\tvalid_0's poisson: -89.2229\tvalid_0's huber: 28.1078\n",
"[51]\tvalid_0's poisson: -89.2629\tvalid_0's huber: 28.0735\n",
"[52]\tvalid_0's poisson: -89.3026\tvalid_0's huber: 28.0395\n",
"[53]\tvalid_0's poisson: -89.3425\tvalid_0's huber: 28.0053\n",
"[54]\tvalid_0's poisson: -89.3822\tvalid_0's huber: 27.9711\n",
"[55]\tvalid_0's poisson: -89.422\tvalid_0's huber: 27.937\n",
"[56]\tvalid_0's poisson: -89.4614\tvalid_0's huber: 27.903\n",
"[57]\tvalid_0's poisson: -89.5011\tvalid_0's huber: 27.8689\n",
"[58]\tvalid_0's poisson: -89.5407\tvalid_0's huber: 27.8348\n",
"[59]\tvalid_0's poisson: -89.5801\tvalid_0's huber: 27.8008\n",
"[60]\tvalid_0's poisson: -89.6196\tvalid_0's huber: 27.7669\n",
"[61]\tvalid_0's poisson: -89.659\tvalid_0's huber: 27.7329\n",
"[62]\tvalid_0's poisson: -89.6983\tvalid_0's huber: 27.6989\n",
"[63]\tvalid_0's poisson: -89.7375\tvalid_0's huber: 27.665\n",
"[64]\tvalid_0's poisson: -89.7767\tvalid_0's huber: 27.6312\n",
"[65]\tvalid_0's poisson: -89.8159\tvalid_0's huber: 27.5973\n",
"[66]\tvalid_0's poisson: -89.855\tvalid_0's huber: 27.5635\n",
"[67]\tvalid_0's poisson: -89.894\tvalid_0's huber: 27.5297\n",
"[68]\tvalid_0's poisson: -89.933\tvalid_0's huber: 27.4959\n",
"[69]\tvalid_0's poisson: -89.9718\tvalid_0's huber: 27.4622\n",
"[70]\tvalid_0's poisson: -90.0107\tvalid_0's huber: 27.4285\n",
"[71]\tvalid_0's poisson: -90.0492\tvalid_0's huber: 27.3951\n",
"[72]\tvalid_0's poisson: -90.0878\tvalid_0's huber: 27.3615\n",
"[73]\tvalid_0's poisson: -90.1265\tvalid_0's huber: 27.3279\n",
"[74]\tvalid_0's poisson: -90.165\tvalid_0's huber: 27.2944\n",
"[75]\tvalid_0's poisson: -90.2033\tvalid_0's huber: 27.2611\n",
"[76]\tvalid_0's poisson: -90.2417\tvalid_0's huber: 27.2276\n",
"[77]\tvalid_0's poisson: -90.28\tvalid_0's huber: 27.1943\n",
"[78]\tvalid_0's poisson: -90.3181\tvalid_0's huber: 27.161\n",
"[79]\tvalid_0's poisson: -90.3564\tvalid_0's huber: 27.1276\n",
"[80]\tvalid_0's poisson: -90.3946\tvalid_0's huber: 27.0942\n",
"[81]\tvalid_0's poisson: -90.4327\tvalid_0's huber: 27.061\n",
"[82]\tvalid_0's poisson: -90.4708\tvalid_0's huber: 27.0277\n",
"[83]\tvalid_0's poisson: -90.5086\tvalid_0's huber: 26.9946\n",
"[84]\tvalid_0's poisson: -90.5466\tvalid_0's huber: 26.9614\n",
"[85]\tvalid_0's poisson: -90.5845\tvalid_0's huber: 26.9282\n",
"[86]\tvalid_0's poisson: -90.6223\tvalid_0's huber: 26.8951\n",
"[87]\tvalid_0's poisson: -90.6598\tvalid_0's huber: 26.8621\n",
"[88]\tvalid_0's poisson: -90.6973\tvalid_0's huber: 26.8291\n",
"[89]\tvalid_0's poisson: -90.7347\tvalid_0's huber: 26.7961\n",
"[90]\tvalid_0's poisson: -90.7719\tvalid_0's huber: 26.7632\n",
"[91]\tvalid_0's poisson: -90.8093\tvalid_0's huber: 26.7303\n",
"[92]\tvalid_0's poisson: -90.8465\tvalid_0's huber: 26.6975\n",
"[93]\tvalid_0's poisson: -90.8837\tvalid_0's huber: 26.6646\n",
"[94]\tvalid_0's poisson: -90.9207\tvalid_0's huber: 26.6319\n",
"[95]\tvalid_0's poisson: -90.9578\tvalid_0's huber: 26.5991\n",
"[96]\tvalid_0's poisson: -90.9947\tvalid_0's huber: 26.5665\n",
"[97]\tvalid_0's poisson: -91.0317\tvalid_0's huber: 26.5338\n",
"[98]\tvalid_0's poisson: -91.0686\tvalid_0's huber: 26.5012\n",
"[99]\tvalid_0's poisson: -91.1053\tvalid_0's huber: 26.4686\n",
"[100]\tvalid_0's poisson: -91.1421\tvalid_0's huber: 26.4361\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2185\tvalid_0's huber: 29.7585\n",
"[2]\tvalid_0's poisson: -87.261\tvalid_0's huber: 29.7233\n",
"[3]\tvalid_0's poisson: -87.3033\tvalid_0's huber: 29.6882\n",
"[4]\tvalid_0's poisson: -87.3456\tvalid_0's huber: 29.6532\n",
"[5]\tvalid_0's poisson: -87.3879\tvalid_0's huber: 29.6181\n",
"[6]\tvalid_0's poisson: -87.4301\tvalid_0's huber: 29.5831\n",
"[7]\tvalid_0's poisson: -87.4722\tvalid_0's huber: 29.5481\n",
"[8]\tvalid_0's poisson: -87.5142\tvalid_0's huber: 29.5131\n",
"[9]\tvalid_0's poisson: -87.5562\tvalid_0's huber: 29.4782\n",
"[10]\tvalid_0's poisson: -87.5981\tvalid_0's huber: 29.4433\n",
"[11]\tvalid_0's poisson: -87.64\tvalid_0's huber: 29.4084\n",
"[12]\tvalid_0's poisson: -87.6817\tvalid_0's huber: 29.3736\n",
"[13]\tvalid_0's poisson: -87.7235\tvalid_0's huber: 29.3388\n",
"[14]\tvalid_0's poisson: -87.7651\tvalid_0's huber: 29.304\n",
"[15]\tvalid_0's poisson: -87.8067\tvalid_0's huber: 29.2693\n",
"[16]\tvalid_0's poisson: -87.8482\tvalid_0's huber: 29.2346\n",
"[17]\tvalid_0's poisson: -87.8897\tvalid_0's huber: 29.1999\n",
"[18]\tvalid_0's poisson: -87.9311\tvalid_0's huber: 29.1653\n",
"[19]\tvalid_0's poisson: -87.9724\tvalid_0's huber: 29.1307\n",
"[20]\tvalid_0's poisson: -88.0137\tvalid_0's huber: 29.0961\n",
"[21]\tvalid_0's poisson: -88.0549\tvalid_0's huber: 29.0615\n",
"[22]\tvalid_0's poisson: -88.096\tvalid_0's huber: 29.027\n",
"[23]\tvalid_0's poisson: -88.1371\tvalid_0's huber: 28.9925\n",
"[24]\tvalid_0's poisson: -88.1781\tvalid_0's huber: 28.9581\n",
"[25]\tvalid_0's poisson: -88.219\tvalid_0's huber: 28.9237\n",
"[26]\tvalid_0's poisson: -88.2599\tvalid_0's huber: 28.8893\n",
"[27]\tvalid_0's poisson: -88.3007\tvalid_0's huber: 28.8549\n",
"[28]\tvalid_0's poisson: -88.3415\tvalid_0's huber: 28.8206\n",
"[29]\tvalid_0's poisson: -88.3822\tvalid_0's huber: 28.7863\n",
"[30]\tvalid_0's poisson: -88.4228\tvalid_0's huber: 28.752\n",
"[31]\tvalid_0's poisson: -88.4634\tvalid_0's huber: 28.7178\n",
"[32]\tvalid_0's poisson: -88.5039\tvalid_0's huber: 28.6836\n",
"[33]\tvalid_0's poisson: -88.5447\tvalid_0's huber: 28.6492\n",
"[34]\tvalid_0's poisson: -88.5854\tvalid_0's huber: 28.6148\n",
"[35]\tvalid_0's poisson: -88.6257\tvalid_0's huber: 28.5807\n",
"[36]\tvalid_0's poisson: -88.6664\tvalid_0's huber: 28.5462\n",
"[37]\tvalid_0's poisson: -88.707\tvalid_0's huber: 28.5118\n",
"[38]\tvalid_0's poisson: -88.7476\tvalid_0's huber: 28.4774\n",
"[39]\tvalid_0's poisson: -88.7882\tvalid_0's huber: 28.4429\n",
"[40]\tvalid_0's poisson: -88.8287\tvalid_0's huber: 28.4086\n",
"[41]\tvalid_0's poisson: -88.8691\tvalid_0's huber: 28.3743\n",
"[42]\tvalid_0's poisson: -88.9092\tvalid_0's huber: 28.3402\n",
"[43]\tvalid_0's poisson: -88.9497\tvalid_0's huber: 28.3058\n",
"[44]\tvalid_0's poisson: -88.99\tvalid_0's huber: 28.2716\n",
"[45]\tvalid_0's poisson: -89.0302\tvalid_0's huber: 28.2373\n",
"[46]\tvalid_0's poisson: -89.0705\tvalid_0's huber: 28.2031\n",
"[47]\tvalid_0's poisson: -89.1106\tvalid_0's huber: 28.1689\n",
"[48]\tvalid_0's poisson: -89.1506\tvalid_0's huber: 28.1348\n",
"[49]\tvalid_0's poisson: -89.1907\tvalid_0's huber: 28.1006\n",
"[50]\tvalid_0's poisson: -89.2307\tvalid_0's huber: 28.0665\n",
"[51]\tvalid_0's poisson: -89.2705\tvalid_0's huber: 28.0324\n",
"[52]\tvalid_0's poisson: -89.3104\tvalid_0's huber: 27.9983\n",
"[53]\tvalid_0's poisson: -89.3503\tvalid_0's huber: 27.9643\n",
"[54]\tvalid_0's poisson: -89.39\tvalid_0's huber: 27.9302\n",
"[55]\tvalid_0's poisson: -89.4296\tvalid_0's huber: 27.8963\n",
"[56]\tvalid_0's poisson: -89.4693\tvalid_0's huber: 27.8623\n",
"[57]\tvalid_0's poisson: -89.5088\tvalid_0's huber: 27.8284\n",
"[58]\tvalid_0's poisson: -89.5484\tvalid_0's huber: 27.7944\n",
"[59]\tvalid_0's poisson: -89.5879\tvalid_0's huber: 27.7605\n",
"[60]\tvalid_0's poisson: -89.6272\tvalid_0's huber: 27.7267\n",
"[61]\tvalid_0's poisson: -89.6665\tvalid_0's huber: 27.6929\n",
"[62]\tvalid_0's poisson: -89.7058\tvalid_0's huber: 27.659\n",
"[63]\tvalid_0's poisson: -89.7451\tvalid_0's huber: 27.6252\n",
"[64]\tvalid_0's poisson: -89.7842\tvalid_0's huber: 27.5915\n",
"[65]\tvalid_0's poisson: -89.8233\tvalid_0's huber: 27.5578\n",
"[66]\tvalid_0's poisson: -89.8623\tvalid_0's huber: 27.5241\n",
"[67]\tvalid_0's poisson: -89.9013\tvalid_0's huber: 27.4904\n",
"[68]\tvalid_0's poisson: -89.9401\tvalid_0's huber: 27.4568\n",
"[69]\tvalid_0's poisson: -89.979\tvalid_0's huber: 27.4232\n",
"[70]\tvalid_0's poisson: -90.0178\tvalid_0's huber: 27.3896\n",
"[71]\tvalid_0's poisson: -90.0566\tvalid_0's huber: 27.356\n",
"[72]\tvalid_0's poisson: -90.0952\tvalid_0's huber: 27.3226\n",
"[73]\tvalid_0's poisson: -90.1338\tvalid_0's huber: 27.2891\n",
"[74]\tvalid_0's poisson: -90.1724\tvalid_0's huber: 27.2556\n",
"[75]\tvalid_0's poisson: -90.2108\tvalid_0's huber: 27.2222\n",
"[76]\tvalid_0's poisson: -90.2493\tvalid_0's huber: 27.1887\n",
"[77]\tvalid_0's poisson: -90.2877\tvalid_0's huber: 27.1553\n",
"[78]\tvalid_0's poisson: -90.3261\tvalid_0's huber: 27.122\n",
"[79]\tvalid_0's poisson: -90.3643\tvalid_0's huber: 27.0886\n",
"[80]\tvalid_0's poisson: -90.4026\tvalid_0's huber: 27.0553\n",
"[81]\tvalid_0's poisson: -90.4407\tvalid_0's huber: 27.022\n",
"[82]\tvalid_0's poisson: -90.4788\tvalid_0's huber: 26.9888\n",
"[83]\tvalid_0's poisson: -90.5168\tvalid_0's huber: 26.9556\n",
"[84]\tvalid_0's poisson: -90.5549\tvalid_0's huber: 26.9224\n",
"[85]\tvalid_0's poisson: -90.5927\tvalid_0's huber: 26.8894\n",
"[86]\tvalid_0's poisson: -90.6306\tvalid_0's huber: 26.8562\n",
"[87]\tvalid_0's poisson: -90.6685\tvalid_0's huber: 26.8232\n",
"[88]\tvalid_0's poisson: -90.7063\tvalid_0's huber: 26.7901\n",
"[89]\tvalid_0's poisson: -90.744\tvalid_0's huber: 26.757\n",
"[90]\tvalid_0's poisson: -90.7817\tvalid_0's huber: 26.724\n",
"[91]\tvalid_0's poisson: -90.8193\tvalid_0's huber: 26.691\n",
"[92]\tvalid_0's poisson: -90.8568\tvalid_0's huber: 26.658\n",
"[93]\tvalid_0's poisson: -90.8943\tvalid_0's huber: 26.625\n",
"[94]\tvalid_0's poisson: -90.9317\tvalid_0's huber: 26.5922\n",
"[95]\tvalid_0's poisson: -90.9689\tvalid_0's huber: 26.5594\n",
"[96]\tvalid_0's poisson: -91.0061\tvalid_0's huber: 26.5266\n",
"[97]\tvalid_0's poisson: -91.0433\tvalid_0's huber: 26.4938\n",
"[98]\tvalid_0's poisson: -91.0803\tvalid_0's huber: 26.4612\n",
"[99]\tvalid_0's poisson: -91.1173\tvalid_0's huber: 26.4285\n",
"[100]\tvalid_0's poisson: -91.1543\tvalid_0's huber: 26.3958\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2062\tvalid_0's huber: 29.8499\n",
"[2]\tvalid_0's poisson: -87.2487\tvalid_0's huber: 29.8146\n",
"[3]\tvalid_0's poisson: -87.2911\tvalid_0's huber: 29.7793\n",
"[4]\tvalid_0's poisson: -87.3335\tvalid_0's huber: 29.7441\n",
"[5]\tvalid_0's poisson: -87.3758\tvalid_0's huber: 29.7088\n",
"[6]\tvalid_0's poisson: -87.418\tvalid_0's huber: 29.6736\n",
"[7]\tvalid_0's poisson: -87.4602\tvalid_0's huber: 29.6384\n",
"[8]\tvalid_0's poisson: -87.5023\tvalid_0's huber: 29.6033\n",
"[9]\tvalid_0's poisson: -87.5443\tvalid_0's huber: 29.5682\n",
"[10]\tvalid_0's poisson: -87.5863\tvalid_0's huber: 29.5331\n",
"[11]\tvalid_0's poisson: -87.6282\tvalid_0's huber: 29.498\n",
"[12]\tvalid_0's poisson: -87.67\tvalid_0's huber: 29.463\n",
"[13]\tvalid_0's poisson: -87.7117\tvalid_0's huber: 29.4281\n",
"[14]\tvalid_0's poisson: -87.7534\tvalid_0's huber: 29.3932\n",
"[15]\tvalid_0's poisson: -87.7951\tvalid_0's huber: 29.3583\n",
"[16]\tvalid_0's poisson: -87.8366\tvalid_0's huber: 29.3235\n",
"[17]\tvalid_0's poisson: -87.8781\tvalid_0's huber: 29.2887\n",
"[18]\tvalid_0's poisson: -87.9195\tvalid_0's huber: 29.2539\n",
"[19]\tvalid_0's poisson: -87.9609\tvalid_0's huber: 29.2191\n",
"[20]\tvalid_0's poisson: -88.0022\tvalid_0's huber: 29.1844\n",
"[21]\tvalid_0's poisson: -88.0434\tvalid_0's huber: 29.1498\n",
"[22]\tvalid_0's poisson: -88.0846\tvalid_0's huber: 29.1151\n",
"[23]\tvalid_0's poisson: -88.1257\tvalid_0's huber: 29.0805\n",
"[24]\tvalid_0's poisson: -88.1668\tvalid_0's huber: 29.0457\n",
"[25]\tvalid_0's poisson: -88.2079\tvalid_0's huber: 29.011\n",
"[26]\tvalid_0's poisson: -88.249\tvalid_0's huber: 28.9763\n",
"[27]\tvalid_0's poisson: -88.2899\tvalid_0's huber: 28.9417\n",
"[28]\tvalid_0's poisson: -88.3308\tvalid_0's huber: 28.9071\n",
"[29]\tvalid_0's poisson: -88.3716\tvalid_0's huber: 28.8726\n",
"[30]\tvalid_0's poisson: -88.4123\tvalid_0's huber: 28.8381\n",
"[31]\tvalid_0's poisson: -88.453\tvalid_0's huber: 28.8037\n",
"[32]\tvalid_0's poisson: -88.4935\tvalid_0's huber: 28.7693\n",
"[33]\tvalid_0's poisson: -88.5341\tvalid_0's huber: 28.7349\n",
"[34]\tvalid_0's poisson: -88.5745\tvalid_0's huber: 28.7006\n",
"[35]\tvalid_0's poisson: -88.6152\tvalid_0's huber: 28.6661\n",
"[36]\tvalid_0's poisson: -88.6557\tvalid_0's huber: 28.6317\n",
"[37]\tvalid_0's poisson: -88.6962\tvalid_0's huber: 28.5973\n",
"[38]\tvalid_0's poisson: -88.7367\tvalid_0's huber: 28.5629\n",
"[39]\tvalid_0's poisson: -88.7771\tvalid_0's huber: 28.5284\n",
"[40]\tvalid_0's poisson: -88.8177\tvalid_0's huber: 28.4938\n",
"[41]\tvalid_0's poisson: -88.8582\tvalid_0's huber: 28.4594\n",
"[42]\tvalid_0's poisson: -88.8986\tvalid_0's huber: 28.425\n",
"[43]\tvalid_0's poisson: -88.9389\tvalid_0's huber: 28.3905\n",
"[44]\tvalid_0's poisson: -88.9792\tvalid_0's huber: 28.3562\n",
"[45]\tvalid_0's poisson: -89.0194\tvalid_0's huber: 28.3218\n",
"[46]\tvalid_0's poisson: -89.0596\tvalid_0's huber: 28.2875\n",
"[47]\tvalid_0's poisson: -89.0997\tvalid_0's huber: 28.2532\n",
"[48]\tvalid_0's poisson: -89.1397\tvalid_0's huber: 28.2189\n",
"[49]\tvalid_0's poisson: -89.1797\tvalid_0's huber: 28.1847\n",
"[50]\tvalid_0's poisson: -89.2196\tvalid_0's huber: 28.1504\n",
"[51]\tvalid_0's poisson: -89.2594\tvalid_0's huber: 28.1163\n",
"[52]\tvalid_0's poisson: -89.2992\tvalid_0's huber: 28.0821\n",
"[53]\tvalid_0's poisson: -89.3389\tvalid_0's huber: 28.048\n",
"[54]\tvalid_0's poisson: -89.3786\tvalid_0's huber: 28.0138\n",
"[55]\tvalid_0's poisson: -89.4183\tvalid_0's huber: 27.9798\n",
"[56]\tvalid_0's poisson: -89.4579\tvalid_0's huber: 27.9458\n",
"[57]\tvalid_0's poisson: -89.4975\tvalid_0's huber: 27.9117\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[58]\tvalid_0's poisson: -89.5369\tvalid_0's huber: 27.8778\n",
"[59]\tvalid_0's poisson: -89.5764\tvalid_0's huber: 27.8438\n",
"[60]\tvalid_0's poisson: -89.6158\tvalid_0's huber: 27.8099\n",
"[61]\tvalid_0's poisson: -89.6552\tvalid_0's huber: 27.776\n",
"[62]\tvalid_0's poisson: -89.6944\tvalid_0's huber: 27.7422\n",
"[63]\tvalid_0's poisson: -89.7337\tvalid_0's huber: 27.7084\n",
"[64]\tvalid_0's poisson: -89.7729\tvalid_0's huber: 27.6745\n",
"[65]\tvalid_0's poisson: -89.812\tvalid_0's huber: 27.6408\n",
"[66]\tvalid_0's poisson: -89.8511\tvalid_0's huber: 27.6071\n",
"[67]\tvalid_0's poisson: -89.8901\tvalid_0's huber: 27.5733\n",
"[68]\tvalid_0's poisson: -89.929\tvalid_0's huber: 27.5395\n",
"[69]\tvalid_0's poisson: -89.9679\tvalid_0's huber: 27.5058\n",
"[70]\tvalid_0's poisson: -90.0068\tvalid_0's huber: 27.472\n",
"[71]\tvalid_0's poisson: -90.0455\tvalid_0's huber: 27.4383\n",
"[72]\tvalid_0's poisson: -90.0843\tvalid_0's huber: 27.4046\n",
"[73]\tvalid_0's poisson: -90.1229\tvalid_0's huber: 27.3709\n",
"[74]\tvalid_0's poisson: -90.1615\tvalid_0's huber: 27.3373\n",
"[75]\tvalid_0's poisson: -90.2001\tvalid_0's huber: 27.3037\n",
"[76]\tvalid_0's poisson: -90.2385\tvalid_0's huber: 27.2701\n",
"[77]\tvalid_0's poisson: -90.2769\tvalid_0's huber: 27.2366\n",
"[78]\tvalid_0's poisson: -90.3153\tvalid_0's huber: 27.2031\n",
"[79]\tvalid_0's poisson: -90.3536\tvalid_0's huber: 27.1696\n",
"[80]\tvalid_0's poisson: -90.3919\tvalid_0's huber: 27.1361\n",
"[81]\tvalid_0's poisson: -90.4301\tvalid_0's huber: 27.1027\n",
"[82]\tvalid_0's poisson: -90.4682\tvalid_0's huber: 27.0694\n",
"[83]\tvalid_0's poisson: -90.5063\tvalid_0's huber: 27.036\n",
"[84]\tvalid_0's poisson: -90.5443\tvalid_0's huber: 27.0027\n",
"[85]\tvalid_0's poisson: -90.5823\tvalid_0's huber: 26.9694\n",
"[86]\tvalid_0's poisson: -90.6201\tvalid_0's huber: 26.9363\n",
"[87]\tvalid_0's poisson: -90.6581\tvalid_0's huber: 26.903\n",
"[88]\tvalid_0's poisson: -90.6959\tvalid_0's huber: 26.8699\n",
"[89]\tvalid_0's poisson: -90.7337\tvalid_0's huber: 26.8367\n",
"[90]\tvalid_0's poisson: -90.7715\tvalid_0's huber: 26.8036\n",
"[91]\tvalid_0's poisson: -90.8091\tvalid_0's huber: 26.7706\n",
"[92]\tvalid_0's poisson: -90.8464\tvalid_0's huber: 26.7376\n",
"[93]\tvalid_0's poisson: -90.8836\tvalid_0's huber: 26.7047\n",
"[94]\tvalid_0's poisson: -90.9207\tvalid_0's huber: 26.6719\n",
"[95]\tvalid_0's poisson: -90.9578\tvalid_0's huber: 26.6391\n",
"[96]\tvalid_0's poisson: -90.9949\tvalid_0's huber: 26.6063\n",
"[97]\tvalid_0's poisson: -91.0318\tvalid_0's huber: 26.5736\n",
"[98]\tvalid_0's poisson: -91.0687\tvalid_0's huber: 26.5409\n",
"[99]\tvalid_0's poisson: -91.1055\tvalid_0's huber: 26.5082\n",
"[100]\tvalid_0's poisson: -91.1422\tvalid_0's huber: 26.4756\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2157\tvalid_0's huber: 29.777\n",
"[2]\tvalid_0's poisson: -87.2577\tvalid_0's huber: 29.7424\n",
"[3]\tvalid_0's poisson: -87.2996\tvalid_0's huber: 29.7078\n",
"[4]\tvalid_0's poisson: -87.3415\tvalid_0's huber: 29.6732\n",
"[5]\tvalid_0's poisson: -87.3833\tvalid_0's huber: 29.6386\n",
"[6]\tvalid_0's poisson: -87.425\tvalid_0's huber: 29.604\n",
"[7]\tvalid_0's poisson: -87.4668\tvalid_0's huber: 29.5695\n",
"[8]\tvalid_0's poisson: -87.5085\tvalid_0's huber: 29.5351\n",
"[9]\tvalid_0's poisson: -87.5502\tvalid_0's huber: 29.5007\n",
"[10]\tvalid_0's poisson: -87.5918\tvalid_0's huber: 29.4663\n",
"[11]\tvalid_0's poisson: -87.6334\tvalid_0's huber: 29.432\n",
"[12]\tvalid_0's poisson: -87.6749\tvalid_0's huber: 29.3976\n",
"[13]\tvalid_0's poisson: -87.7163\tvalid_0's huber: 29.3634\n",
"[14]\tvalid_0's poisson: -87.7577\tvalid_0's huber: 29.3291\n",
"[15]\tvalid_0's poisson: -87.799\tvalid_0's huber: 29.2949\n",
"[16]\tvalid_0's poisson: -87.8402\tvalid_0's huber: 29.2607\n",
"[17]\tvalid_0's poisson: -87.8814\tvalid_0's huber: 29.2265\n",
"[18]\tvalid_0's poisson: -87.9225\tvalid_0's huber: 29.1923\n",
"[19]\tvalid_0's poisson: -87.9635\tvalid_0's huber: 29.1582\n",
"[20]\tvalid_0's poisson: -88.0045\tvalid_0's huber: 29.1241\n",
"[21]\tvalid_0's poisson: -88.0455\tvalid_0's huber: 29.0901\n",
"[22]\tvalid_0's poisson: -88.0863\tvalid_0's huber: 29.0561\n",
"[23]\tvalid_0's poisson: -88.1271\tvalid_0's huber: 29.0221\n",
"[24]\tvalid_0's poisson: -88.1679\tvalid_0's huber: 28.9881\n",
"[25]\tvalid_0's poisson: -88.2086\tvalid_0's huber: 28.9542\n",
"[26]\tvalid_0's poisson: -88.2492\tvalid_0's huber: 28.9203\n",
"[27]\tvalid_0's poisson: -88.2898\tvalid_0's huber: 28.8864\n",
"[28]\tvalid_0's poisson: -88.3303\tvalid_0's huber: 28.8526\n",
"[29]\tvalid_0's poisson: -88.3707\tvalid_0's huber: 28.8188\n",
"[30]\tvalid_0's poisson: -88.4109\tvalid_0's huber: 28.7853\n",
"[31]\tvalid_0's poisson: -88.4511\tvalid_0's huber: 28.7518\n",
"[32]\tvalid_0's poisson: -88.4911\tvalid_0's huber: 28.7184\n",
"[33]\tvalid_0's poisson: -88.5312\tvalid_0's huber: 28.6849\n",
"[34]\tvalid_0's poisson: -88.5711\tvalid_0's huber: 28.6515\n",
"[35]\tvalid_0's poisson: -88.611\tvalid_0's huber: 28.6182\n",
"[36]\tvalid_0's poisson: -88.6509\tvalid_0's huber: 28.5848\n",
"[37]\tvalid_0's poisson: -88.6908\tvalid_0's huber: 28.5514\n",
"[38]\tvalid_0's poisson: -88.7306\tvalid_0's huber: 28.518\n",
"[39]\tvalid_0's poisson: -88.7703\tvalid_0's huber: 28.4847\n",
"[40]\tvalid_0's poisson: -88.81\tvalid_0's huber: 28.4514\n",
"[41]\tvalid_0's poisson: -88.8496\tvalid_0's huber: 28.4181\n",
"[42]\tvalid_0's poisson: -88.8892\tvalid_0's huber: 28.3849\n",
"[43]\tvalid_0's poisson: -88.9287\tvalid_0's huber: 28.3517\n",
"[44]\tvalid_0's poisson: -88.9682\tvalid_0's huber: 28.3185\n",
"[45]\tvalid_0's poisson: -89.0076\tvalid_0's huber: 28.2853\n",
"[46]\tvalid_0's poisson: -89.0469\tvalid_0's huber: 28.2522\n",
"[47]\tvalid_0's poisson: -89.0862\tvalid_0's huber: 28.2191\n",
"[48]\tvalid_0's poisson: -89.1254\tvalid_0's huber: 28.186\n",
"[49]\tvalid_0's poisson: -89.1646\tvalid_0's huber: 28.1529\n",
"[50]\tvalid_0's poisson: -89.2037\tvalid_0's huber: 28.1199\n",
"[51]\tvalid_0's poisson: -89.2428\tvalid_0's huber: 28.0869\n",
"[52]\tvalid_0's poisson: -89.2818\tvalid_0's huber: 28.054\n",
"[53]\tvalid_0's poisson: -89.3207\tvalid_0's huber: 28.0211\n",
"[54]\tvalid_0's poisson: -89.3596\tvalid_0's huber: 27.9882\n",
"[55]\tvalid_0's poisson: -89.3985\tvalid_0's huber: 27.9553\n",
"[56]\tvalid_0's poisson: -89.4373\tvalid_0's huber: 27.9224\n",
"[57]\tvalid_0's poisson: -89.476\tvalid_0's huber: 27.8896\n",
"[58]\tvalid_0's poisson: -89.5147\tvalid_0's huber: 27.8568\n",
"[59]\tvalid_0's poisson: -89.5533\tvalid_0's huber: 27.824\n",
"[60]\tvalid_0's poisson: -89.5918\tvalid_0's huber: 27.7913\n",
"[61]\tvalid_0's poisson: -89.6304\tvalid_0's huber: 27.7585\n",
"[62]\tvalid_0's poisson: -89.6688\tvalid_0's huber: 27.7258\n",
"[63]\tvalid_0's poisson: -89.7072\tvalid_0's huber: 27.6932\n",
"[64]\tvalid_0's poisson: -89.7455\tvalid_0's huber: 27.6605\n",
"[65]\tvalid_0's poisson: -89.7838\tvalid_0's huber: 27.6279\n",
"[66]\tvalid_0's poisson: -89.8221\tvalid_0's huber: 27.5952\n",
"[67]\tvalid_0's poisson: -89.8602\tvalid_0's huber: 27.5627\n",
"[68]\tvalid_0's poisson: -89.8984\tvalid_0's huber: 27.5301\n",
"[69]\tvalid_0's poisson: -89.9365\tvalid_0's huber: 27.4975\n",
"[70]\tvalid_0's poisson: -89.9744\tvalid_0's huber: 27.4651\n",
"[71]\tvalid_0's poisson: -90.0124\tvalid_0's huber: 27.4325\n",
"[72]\tvalid_0's poisson: -90.0504\tvalid_0's huber: 27.4001\n",
"[73]\tvalid_0's poisson: -90.0882\tvalid_0's huber: 27.3676\n",
"[74]\tvalid_0's poisson: -90.126\tvalid_0's huber: 27.3352\n",
"[75]\tvalid_0's poisson: -90.1638\tvalid_0's huber: 27.3028\n",
"[76]\tvalid_0's poisson: -90.2015\tvalid_0's huber: 27.2705\n",
"[77]\tvalid_0's poisson: -90.2391\tvalid_0's huber: 27.2381\n",
"[78]\tvalid_0's poisson: -90.2766\tvalid_0's huber: 27.2059\n",
"[79]\tvalid_0's poisson: -90.3142\tvalid_0's huber: 27.1736\n",
"[80]\tvalid_0's poisson: -90.3517\tvalid_0's huber: 27.1413\n",
"[81]\tvalid_0's poisson: -90.389\tvalid_0's huber: 27.1092\n",
"[82]\tvalid_0's poisson: -90.4264\tvalid_0's huber: 27.0769\n",
"[83]\tvalid_0's poisson: -90.4637\tvalid_0's huber: 27.0448\n",
"[84]\tvalid_0's poisson: -90.5009\tvalid_0's huber: 27.0127\n",
"[85]\tvalid_0's poisson: -90.5381\tvalid_0's huber: 26.9806\n",
"[86]\tvalid_0's poisson: -90.5752\tvalid_0's huber: 26.9486\n",
"[87]\tvalid_0's poisson: -90.6123\tvalid_0's huber: 26.9165\n",
"[88]\tvalid_0's poisson: -90.6493\tvalid_0's huber: 26.8845\n",
"[89]\tvalid_0's poisson: -90.6862\tvalid_0's huber: 26.8525\n",
"[90]\tvalid_0's poisson: -90.7233\tvalid_0's huber: 26.8203\n",
"[91]\tvalid_0's poisson: -90.7601\tvalid_0's huber: 26.7885\n",
"[92]\tvalid_0's poisson: -90.7968\tvalid_0's huber: 26.7566\n",
"[93]\tvalid_0's poisson: -90.8338\tvalid_0's huber: 26.7244\n",
"[94]\tvalid_0's poisson: -90.8705\tvalid_0's huber: 26.6926\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[95]\tvalid_0's poisson: -90.9073\tvalid_0's huber: 26.6607\n",
"[96]\tvalid_0's poisson: -90.9439\tvalid_0's huber: 26.6288\n",
"[97]\tvalid_0's poisson: -90.9806\tvalid_0's huber: 26.5968\n",
"[98]\tvalid_0's poisson: -91.0172\tvalid_0's huber: 26.5651\n",
"[99]\tvalid_0's poisson: -91.0537\tvalid_0's huber: 26.5333\n",
"[100]\tvalid_0's poisson: -91.0901\tvalid_0's huber: 26.5016\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7757\n",
"[2]\tvalid_0's poisson: -87.2572\tvalid_0's huber: 29.7415\n",
"[3]\tvalid_0's poisson: -87.2987\tvalid_0's huber: 29.7075\n",
"[4]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.6734\n",
"[5]\tvalid_0's poisson: -87.3816\tvalid_0's huber: 29.6395\n",
"[6]\tvalid_0's poisson: -87.4229\tvalid_0's huber: 29.6054\n",
"[7]\tvalid_0's poisson: -87.4642\tvalid_0's huber: 29.5715\n",
"[8]\tvalid_0's poisson: -87.5054\tvalid_0's huber: 29.5375\n",
"[9]\tvalid_0's poisson: -87.5466\tvalid_0's huber: 29.5037\n",
"[10]\tvalid_0's poisson: -87.5877\tvalid_0's huber: 29.4698\n",
"[11]\tvalid_0's poisson: -87.6287\tvalid_0's huber: 29.436\n",
"[12]\tvalid_0's poisson: -87.6696\tvalid_0's huber: 29.4023\n",
"[13]\tvalid_0's poisson: -87.7106\tvalid_0's huber: 29.3684\n",
"[14]\tvalid_0's poisson: -87.7513\tvalid_0's huber: 29.3348\n",
"[15]\tvalid_0's poisson: -87.7921\tvalid_0's huber: 29.301\n",
"[16]\tvalid_0's poisson: -87.8327\tvalid_0's huber: 29.2675\n",
"[17]\tvalid_0's poisson: -87.8733\tvalid_0's huber: 29.2337\n",
"[18]\tvalid_0's poisson: -87.9138\tvalid_0's huber: 29.2002\n",
"[19]\tvalid_0's poisson: -87.9543\tvalid_0's huber: 29.1665\n",
"[20]\tvalid_0's poisson: -87.9947\tvalid_0's huber: 29.133\n",
"[21]\tvalid_0's poisson: -88.0351\tvalid_0's huber: 29.0994\n",
"[22]\tvalid_0's poisson: -88.0754\tvalid_0's huber: 29.066\n",
"[23]\tvalid_0's poisson: -88.1156\tvalid_0's huber: 29.0324\n",
"[24]\tvalid_0's poisson: -88.1557\tvalid_0's huber: 28.9991\n",
"[25]\tvalid_0's poisson: -88.1959\tvalid_0's huber: 28.9656\n",
"[26]\tvalid_0's poisson: -88.2359\tvalid_0's huber: 28.9323\n",
"[27]\tvalid_0's poisson: -88.2759\tvalid_0's huber: 28.8988\n",
"[28]\tvalid_0's poisson: -88.3158\tvalid_0's huber: 28.8655\n",
"[29]\tvalid_0's poisson: -88.3557\tvalid_0's huber: 28.8321\n",
"[30]\tvalid_0's poisson: -88.3963\tvalid_0's huber: 28.7979\n",
"[31]\tvalid_0's poisson: -88.4368\tvalid_0's huber: 28.7637\n",
"[32]\tvalid_0's poisson: -88.4773\tvalid_0's huber: 28.7295\n",
"[33]\tvalid_0's poisson: -88.5177\tvalid_0's huber: 28.6953\n",
"[34]\tvalid_0's poisson: -88.5581\tvalid_0's huber: 28.6612\n",
"[35]\tvalid_0's poisson: -88.5983\tvalid_0's huber: 28.6271\n",
"[36]\tvalid_0's poisson: -88.6386\tvalid_0's huber: 28.593\n",
"[37]\tvalid_0's poisson: -88.6788\tvalid_0's huber: 28.559\n",
"[38]\tvalid_0's poisson: -88.7189\tvalid_0's huber: 28.525\n",
"[39]\tvalid_0's poisson: -88.7589\tvalid_0's huber: 28.491\n",
"[40]\tvalid_0's poisson: -88.7989\tvalid_0's huber: 28.457\n",
"[41]\tvalid_0's poisson: -88.8388\tvalid_0's huber: 28.4231\n",
"[42]\tvalid_0's poisson: -88.8787\tvalid_0's huber: 28.3892\n",
"[43]\tvalid_0's poisson: -88.9185\tvalid_0's huber: 28.3553\n",
"[44]\tvalid_0's poisson: -88.9583\tvalid_0's huber: 28.3215\n",
"[45]\tvalid_0's poisson: -88.998\tvalid_0's huber: 28.2877\n",
"[46]\tvalid_0's poisson: -89.0378\tvalid_0's huber: 28.2539\n",
"[47]\tvalid_0's poisson: -89.0776\tvalid_0's huber: 28.2201\n",
"[48]\tvalid_0's poisson: -89.1174\tvalid_0's huber: 28.1863\n",
"[49]\tvalid_0's poisson: -89.1572\tvalid_0's huber: 28.1524\n",
"[50]\tvalid_0's poisson: -89.197\tvalid_0's huber: 28.1186\n",
"[51]\tvalid_0's poisson: -89.2366\tvalid_0's huber: 28.0849\n",
"[52]\tvalid_0's poisson: -89.2762\tvalid_0's huber: 28.0511\n",
"[53]\tvalid_0's poisson: -89.3157\tvalid_0's huber: 28.0175\n",
"[54]\tvalid_0's poisson: -89.3552\tvalid_0's huber: 27.9837\n",
"[55]\tvalid_0's poisson: -89.3947\tvalid_0's huber: 27.95\n",
"[56]\tvalid_0's poisson: -89.434\tvalid_0's huber: 27.9165\n",
"[57]\tvalid_0's poisson: -89.4733\tvalid_0's huber: 27.8828\n",
"[58]\tvalid_0's poisson: -89.5125\tvalid_0's huber: 27.8493\n",
"[59]\tvalid_0's poisson: -89.5518\tvalid_0's huber: 27.8156\n",
"[60]\tvalid_0's poisson: -89.591\tvalid_0's huber: 27.782\n",
"[61]\tvalid_0's poisson: -89.63\tvalid_0's huber: 27.7485\n",
"[62]\tvalid_0's poisson: -89.6692\tvalid_0's huber: 27.7149\n",
"[63]\tvalid_0's poisson: -89.7082\tvalid_0's huber: 27.6815\n",
"[64]\tvalid_0's poisson: -89.7472\tvalid_0's huber: 27.6479\n",
"[65]\tvalid_0's poisson: -89.7861\tvalid_0's huber: 27.6144\n",
"[66]\tvalid_0's poisson: -89.8249\tvalid_0's huber: 27.581\n",
"[67]\tvalid_0's poisson: -89.8638\tvalid_0's huber: 27.5475\n",
"[68]\tvalid_0's poisson: -89.9027\tvalid_0's huber: 27.514\n",
"[69]\tvalid_0's poisson: -89.9412\tvalid_0's huber: 27.4808\n",
"[70]\tvalid_0's poisson: -89.9799\tvalid_0's huber: 27.4474\n",
"[71]\tvalid_0's poisson: -90.0185\tvalid_0's huber: 27.4141\n",
"[72]\tvalid_0's poisson: -90.0571\tvalid_0's huber: 27.3808\n",
"[73]\tvalid_0's poisson: -90.0956\tvalid_0's huber: 27.3474\n",
"[74]\tvalid_0's poisson: -90.1339\tvalid_0's huber: 27.3143\n",
"[75]\tvalid_0's poisson: -90.1724\tvalid_0's huber: 27.281\n",
"[76]\tvalid_0's poisson: -90.2106\tvalid_0's huber: 27.2479\n",
"[77]\tvalid_0's poisson: -90.2489\tvalid_0's huber: 27.2147\n",
"[78]\tvalid_0's poisson: -90.2871\tvalid_0's huber: 27.1816\n",
"[79]\tvalid_0's poisson: -90.3252\tvalid_0's huber: 27.1485\n",
"[80]\tvalid_0's poisson: -90.3633\tvalid_0's huber: 27.1154\n",
"[81]\tvalid_0's poisson: -90.4013\tvalid_0's huber: 27.0825\n",
"[82]\tvalid_0's poisson: -90.4393\tvalid_0's huber: 27.0495\n",
"[83]\tvalid_0's poisson: -90.4773\tvalid_0's huber: 27.0165\n",
"[84]\tvalid_0's poisson: -90.5151\tvalid_0's huber: 26.9836\n",
"[85]\tvalid_0's poisson: -90.553\tvalid_0's huber: 26.9506\n",
"[86]\tvalid_0's poisson: -90.5906\tvalid_0's huber: 26.9178\n",
"[87]\tvalid_0's poisson: -90.6284\tvalid_0's huber: 26.885\n",
"[88]\tvalid_0's poisson: -90.6659\tvalid_0's huber: 26.8523\n",
"[89]\tvalid_0's poisson: -90.7035\tvalid_0's huber: 26.8194\n",
"[90]\tvalid_0's poisson: -90.741\tvalid_0's huber: 26.7867\n",
"[91]\tvalid_0's poisson: -90.7785\tvalid_0's huber: 26.754\n",
"[92]\tvalid_0's poisson: -90.8159\tvalid_0's huber: 26.7213\n",
"[93]\tvalid_0's poisson: -90.8532\tvalid_0's huber: 26.6887\n",
"[94]\tvalid_0's poisson: -90.8905\tvalid_0's huber: 26.6561\n",
"[95]\tvalid_0's poisson: -90.9278\tvalid_0's huber: 26.6235\n",
"[96]\tvalid_0's poisson: -90.9649\tvalid_0's huber: 26.5911\n",
"[97]\tvalid_0's poisson: -91.002\tvalid_0's huber: 26.5586\n",
"[98]\tvalid_0's poisson: -91.0391\tvalid_0's huber: 26.5261\n",
"[99]\tvalid_0's poisson: -91.076\tvalid_0's huber: 26.4939\n",
"[100]\tvalid_0's poisson: -91.1129\tvalid_0's huber: 26.4616\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8078\n",
"[2]\tvalid_0's poisson: -87.2541\tvalid_0's huber: 29.7727\n",
"[3]\tvalid_0's poisson: -87.2962\tvalid_0's huber: 29.7377\n",
"[4]\tvalid_0's poisson: -87.3383\tvalid_0's huber: 29.7027\n",
"[5]\tvalid_0's poisson: -87.3803\tvalid_0's huber: 29.6677\n",
"[6]\tvalid_0's poisson: -87.4222\tvalid_0's huber: 29.6328\n",
"[7]\tvalid_0's poisson: -87.4641\tvalid_0's huber: 29.5979\n",
"[8]\tvalid_0's poisson: -87.5059\tvalid_0's huber: 29.563\n",
"[9]\tvalid_0's poisson: -87.5477\tvalid_0's huber: 29.5281\n",
"[10]\tvalid_0's poisson: -87.5894\tvalid_0's huber: 29.4933\n",
"[11]\tvalid_0's poisson: -87.631\tvalid_0's huber: 29.4585\n",
"[12]\tvalid_0's poisson: -87.6726\tvalid_0's huber: 29.4237\n",
"[13]\tvalid_0's poisson: -87.7141\tvalid_0's huber: 29.389\n",
"[14]\tvalid_0's poisson: -87.7555\tvalid_0's huber: 29.3542\n",
"[15]\tvalid_0's poisson: -87.7969\tvalid_0's huber: 29.3196\n",
"[16]\tvalid_0's poisson: -87.8382\tvalid_0's huber: 29.2849\n",
"[17]\tvalid_0's poisson: -87.8795\tvalid_0's huber: 29.2503\n",
"[18]\tvalid_0's poisson: -87.9207\tvalid_0's huber: 29.2157\n",
"[19]\tvalid_0's poisson: -87.9618\tvalid_0's huber: 29.1812\n",
"[20]\tvalid_0's poisson: -88.0029\tvalid_0's huber: 29.1466\n",
"[21]\tvalid_0's poisson: -88.0439\tvalid_0's huber: 29.1121\n",
"[22]\tvalid_0's poisson: -88.0848\tvalid_0's huber: 29.0776\n",
"[23]\tvalid_0's poisson: -88.1257\tvalid_0's huber: 29.0431\n",
"[24]\tvalid_0's poisson: -88.1665\tvalid_0's huber: 29.0087\n",
"[25]\tvalid_0's poisson: -88.2073\tvalid_0's huber: 28.9743\n",
"[26]\tvalid_0's poisson: -88.248\tvalid_0's huber: 28.9399\n",
"[27]\tvalid_0's poisson: -88.2886\tvalid_0's huber: 28.9056\n",
"[28]\tvalid_0's poisson: -88.3292\tvalid_0's huber: 28.8713\n",
"[29]\tvalid_0's poisson: -88.3697\tvalid_0's huber: 28.837\n",
"[30]\tvalid_0's poisson: -88.4104\tvalid_0's huber: 28.8028\n",
"[31]\tvalid_0's poisson: -88.451\tvalid_0's huber: 28.7686\n",
"[32]\tvalid_0's poisson: -88.4916\tvalid_0's huber: 28.7344\n",
"[33]\tvalid_0's poisson: -88.5321\tvalid_0's huber: 28.7002\n",
"[34]\tvalid_0's poisson: -88.5726\tvalid_0's huber: 28.6661\n",
"[35]\tvalid_0's poisson: -88.613\tvalid_0's huber: 28.6319\n",
"[36]\tvalid_0's poisson: -88.6533\tvalid_0's huber: 28.5979\n",
"[37]\tvalid_0's poisson: -88.6935\tvalid_0's huber: 28.5637\n",
"[38]\tvalid_0's poisson: -88.7338\tvalid_0's huber: 28.5297\n",
"[39]\tvalid_0's poisson: -88.7739\tvalid_0's huber: 28.4957\n",
"[40]\tvalid_0's poisson: -88.814\tvalid_0's huber: 28.4617\n",
"[41]\tvalid_0's poisson: -88.8539\tvalid_0's huber: 28.4277\n",
"[42]\tvalid_0's poisson: -88.8939\tvalid_0's huber: 28.3938\n",
"[43]\tvalid_0's poisson: -88.9338\tvalid_0's huber: 28.3599\n",
"[44]\tvalid_0's poisson: -88.9737\tvalid_0's huber: 28.326\n",
"[45]\tvalid_0's poisson: -89.0134\tvalid_0's huber: 28.2922\n",
"[46]\tvalid_0's poisson: -89.0532\tvalid_0's huber: 28.2584\n",
"[47]\tvalid_0's poisson: -89.0928\tvalid_0's huber: 28.2246\n",
"[48]\tvalid_0's poisson: -89.1325\tvalid_0's huber: 28.1908\n",
"[49]\tvalid_0's poisson: -89.172\tvalid_0's huber: 28.1571\n",
"[50]\tvalid_0's poisson: -89.2114\tvalid_0's huber: 28.1234\n",
"[51]\tvalid_0's poisson: -89.2509\tvalid_0's huber: 28.0898\n",
"[52]\tvalid_0's poisson: -89.2902\tvalid_0's huber: 28.0561\n",
"[53]\tvalid_0's poisson: -89.3296\tvalid_0's huber: 28.0226\n",
"[54]\tvalid_0's poisson: -89.3688\tvalid_0's huber: 27.989\n",
"[55]\tvalid_0's poisson: -89.408\tvalid_0's huber: 27.9555\n",
"[56]\tvalid_0's poisson: -89.4471\tvalid_0's huber: 27.9219\n",
"[57]\tvalid_0's poisson: -89.4862\tvalid_0's huber: 27.8885\n",
"[58]\tvalid_0's poisson: -89.525\tvalid_0's huber: 27.8552\n",
"[59]\tvalid_0's poisson: -89.564\tvalid_0's huber: 27.8218\n",
"[60]\tvalid_0's poisson: -89.6027\tvalid_0's huber: 27.7886\n",
"[61]\tvalid_0's poisson: -89.6413\tvalid_0's huber: 27.7555\n",
"[62]\tvalid_0's poisson: -89.6802\tvalid_0's huber: 27.7221\n",
"[63]\tvalid_0's poisson: -89.7187\tvalid_0's huber: 27.689\n",
"[64]\tvalid_0's poisson: -89.7574\tvalid_0's huber: 27.6557\n",
"[65]\tvalid_0's poisson: -89.7959\tvalid_0's huber: 27.6227\n",
"[66]\tvalid_0's poisson: -89.8345\tvalid_0's huber: 27.5894\n",
"[67]\tvalid_0's poisson: -89.8728\tvalid_0's huber: 27.5564\n",
"[68]\tvalid_0's poisson: -89.9113\tvalid_0's huber: 27.5232\n",
"[69]\tvalid_0's poisson: -89.9498\tvalid_0's huber: 27.49\n",
"[70]\tvalid_0's poisson: -89.9879\tvalid_0's huber: 27.4571\n",
"[71]\tvalid_0's poisson: -90.0263\tvalid_0's huber: 27.424\n",
"[72]\tvalid_0's poisson: -90.0646\tvalid_0's huber: 27.3909\n",
"[73]\tvalid_0's poisson: -90.1027\tvalid_0's huber: 27.3581\n",
"[74]\tvalid_0's poisson: -90.141\tvalid_0's huber: 27.3251\n",
"[75]\tvalid_0's poisson: -90.1789\tvalid_0's huber: 27.2923\n",
"[76]\tvalid_0's poisson: -90.2168\tvalid_0's huber: 27.2595\n",
"[77]\tvalid_0's poisson: -90.2549\tvalid_0's huber: 27.2265\n",
"[78]\tvalid_0's poisson: -90.2926\tvalid_0's huber: 27.1938\n",
"[79]\tvalid_0's poisson: -90.3301\tvalid_0's huber: 27.1611\n",
"[80]\tvalid_0's poisson: -90.3677\tvalid_0's huber: 27.1285\n",
"[81]\tvalid_0's poisson: -90.4054\tvalid_0's huber: 27.0957\n",
"[82]\tvalid_0's poisson: -90.4428\tvalid_0's huber: 27.063\n",
"[83]\tvalid_0's poisson: -90.4803\tvalid_0's huber: 27.0303\n",
"[84]\tvalid_0's poisson: -90.5177\tvalid_0's huber: 26.9978\n",
"[85]\tvalid_0's poisson: -90.5551\tvalid_0's huber: 26.9651\n",
"[86]\tvalid_0's poisson: -90.5924\tvalid_0's huber: 26.9325\n",
"[87]\tvalid_0's poisson: -90.6297\tvalid_0's huber: 26.8997\n",
"[88]\tvalid_0's poisson: -90.6668\tvalid_0's huber: 26.8673\n",
"[89]\tvalid_0's poisson: -90.7041\tvalid_0's huber: 26.8347\n",
"[90]\tvalid_0's poisson: -90.7411\tvalid_0's huber: 26.8022\n",
"[91]\tvalid_0's poisson: -90.7782\tvalid_0's huber: 26.7698\n",
"[92]\tvalid_0's poisson: -90.8151\tvalid_0's huber: 26.7374\n",
"[93]\tvalid_0's poisson: -90.8521\tvalid_0's huber: 26.705\n",
"[94]\tvalid_0's poisson: -90.889\tvalid_0's huber: 26.6727\n",
"[95]\tvalid_0's poisson: -90.9256\tvalid_0's huber: 26.6406\n",
"[96]\tvalid_0's poisson: -90.9625\tvalid_0's huber: 26.6082\n",
"[97]\tvalid_0's poisson: -90.9993\tvalid_0's huber: 26.5759\n",
"[98]\tvalid_0's poisson: -91.0359\tvalid_0's huber: 26.5438\n",
"[99]\tvalid_0's poisson: -91.0726\tvalid_0's huber: 26.5115\n",
"[100]\tvalid_0's poisson: -91.1091\tvalid_0's huber: 26.4795\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2184\tvalid_0's huber: 29.7587\n",
"[2]\tvalid_0's poisson: -87.2608\tvalid_0's huber: 29.7238\n",
"[3]\tvalid_0's poisson: -87.303\tvalid_0's huber: 29.689\n",
"[4]\tvalid_0's poisson: -87.3453\tvalid_0's huber: 29.6542\n",
"[5]\tvalid_0's poisson: -87.3874\tvalid_0's huber: 29.6194\n",
"[6]\tvalid_0's poisson: -87.4295\tvalid_0's huber: 29.5846\n",
"[7]\tvalid_0's poisson: -87.4715\tvalid_0's huber: 29.5498\n",
"[8]\tvalid_0's poisson: -87.5135\tvalid_0's huber: 29.5151\n",
"[9]\tvalid_0's poisson: -87.5554\tvalid_0's huber: 29.4804\n",
"[10]\tvalid_0's poisson: -87.5972\tvalid_0's huber: 29.4458\n",
"[11]\tvalid_0's poisson: -87.6389\tvalid_0's huber: 29.4111\n",
"[12]\tvalid_0's poisson: -87.6806\tvalid_0's huber: 29.3765\n",
"[13]\tvalid_0's poisson: -87.7223\tvalid_0's huber: 29.3419\n",
"[14]\tvalid_0's poisson: -87.7638\tvalid_0's huber: 29.3074\n",
"[15]\tvalid_0's poisson: -87.8053\tvalid_0's huber: 29.2728\n",
"[16]\tvalid_0's poisson: -87.8467\tvalid_0's huber: 29.2384\n",
"[17]\tvalid_0's poisson: -87.888\tvalid_0's huber: 29.2039\n",
"[18]\tvalid_0's poisson: -87.9293\tvalid_0's huber: 29.1695\n",
"[19]\tvalid_0's poisson: -87.9705\tvalid_0's huber: 29.1351\n",
"[20]\tvalid_0's poisson: -88.0117\tvalid_0's huber: 29.1007\n",
"[21]\tvalid_0's poisson: -88.0528\tvalid_0's huber: 29.0664\n",
"[22]\tvalid_0's poisson: -88.0938\tvalid_0's huber: 29.0321\n",
"[23]\tvalid_0's poisson: -88.1348\tvalid_0's huber: 28.9978\n",
"[24]\tvalid_0's poisson: -88.1757\tvalid_0's huber: 28.9635\n",
"[25]\tvalid_0's poisson: -88.2166\tvalid_0's huber: 28.9292\n",
"[26]\tvalid_0's poisson: -88.2574\tvalid_0's huber: 28.895\n",
"[27]\tvalid_0's poisson: -88.2981\tvalid_0's huber: 28.8609\n",
"[28]\tvalid_0's poisson: -88.3391\tvalid_0's huber: 28.8265\n",
"[29]\tvalid_0's poisson: -88.38\tvalid_0's huber: 28.7922\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -88.4203\tvalid_0's huber: 28.7583\n",
"[31]\tvalid_0's poisson: -88.4611\tvalid_0's huber: 28.7241\n",
"[32]\tvalid_0's poisson: -88.5018\tvalid_0's huber: 28.6898\n",
"[33]\tvalid_0's poisson: -88.5419\tvalid_0's huber: 28.656\n",
"[34]\tvalid_0's poisson: -88.5825\tvalid_0's huber: 28.6218\n",
"[35]\tvalid_0's poisson: -88.6231\tvalid_0's huber: 28.5877\n",
"[36]\tvalid_0's poisson: -88.6636\tvalid_0's huber: 28.5535\n",
"[37]\tvalid_0's poisson: -88.7035\tvalid_0's huber: 28.5198\n",
"[38]\tvalid_0's poisson: -88.7438\tvalid_0's huber: 28.4858\n",
"[39]\tvalid_0's poisson: -88.7836\tvalid_0's huber: 28.4521\n",
"[40]\tvalid_0's poisson: -88.8234\tvalid_0's huber: 28.4185\n",
"[41]\tvalid_0's poisson: -88.8635\tvalid_0's huber: 28.3846\n",
"[42]\tvalid_0's poisson: -88.9036\tvalid_0's huber: 28.3506\n",
"[43]\tvalid_0's poisson: -88.9434\tvalid_0's huber: 28.3168\n",
"[44]\tvalid_0's poisson: -88.9834\tvalid_0's huber: 28.283\n",
"[45]\tvalid_0's poisson: -89.0234\tvalid_0's huber: 28.2492\n",
"[46]\tvalid_0's poisson: -89.063\tvalid_0's huber: 28.2155\n",
"[47]\tvalid_0's poisson: -89.1029\tvalid_0's huber: 28.1817\n",
"[48]\tvalid_0's poisson: -89.1427\tvalid_0's huber: 28.148\n",
"[49]\tvalid_0's poisson: -89.1824\tvalid_0's huber: 28.1142\n",
"[50]\tvalid_0's poisson: -89.2221\tvalid_0's huber: 28.0805\n",
"[51]\tvalid_0's poisson: -89.2617\tvalid_0's huber: 28.0468\n",
"[52]\tvalid_0's poisson: -89.3012\tvalid_0's huber: 28.0132\n",
"[53]\tvalid_0's poisson: -89.3402\tvalid_0's huber: 27.9799\n",
"[54]\tvalid_0's poisson: -89.3796\tvalid_0's huber: 27.9464\n",
"[55]\tvalid_0's poisson: -89.419\tvalid_0's huber: 27.9128\n",
"[56]\tvalid_0's poisson: -89.4583\tvalid_0's huber: 27.8793\n",
"[57]\tvalid_0's poisson: -89.4976\tvalid_0's huber: 27.8458\n",
"[58]\tvalid_0's poisson: -89.5368\tvalid_0's huber: 27.8123\n",
"[59]\tvalid_0's poisson: -89.5761\tvalid_0's huber: 27.7787\n",
"[60]\tvalid_0's poisson: -89.6152\tvalid_0's huber: 27.7452\n",
"[61]\tvalid_0's poisson: -89.6543\tvalid_0's huber: 27.7118\n",
"[62]\tvalid_0's poisson: -89.6933\tvalid_0's huber: 27.6783\n",
"[63]\tvalid_0's poisson: -89.7323\tvalid_0's huber: 27.645\n",
"[64]\tvalid_0's poisson: -89.7707\tvalid_0's huber: 27.6119\n",
"[65]\tvalid_0's poisson: -89.8095\tvalid_0's huber: 27.5787\n",
"[66]\tvalid_0's poisson: -89.8482\tvalid_0's huber: 27.5455\n",
"[67]\tvalid_0's poisson: -89.8869\tvalid_0's huber: 27.5122\n",
"[68]\tvalid_0's poisson: -89.9255\tvalid_0's huber: 27.4791\n",
"[69]\tvalid_0's poisson: -89.9638\tvalid_0's huber: 27.446\n",
"[70]\tvalid_0's poisson: -90.0023\tvalid_0's huber: 27.4129\n",
"[71]\tvalid_0's poisson: -90.0408\tvalid_0's huber: 27.3798\n",
"[72]\tvalid_0's poisson: -90.0792\tvalid_0's huber: 27.3467\n",
"[73]\tvalid_0's poisson: -90.1176\tvalid_0's huber: 27.3137\n",
"[74]\tvalid_0's poisson: -90.1555\tvalid_0's huber: 27.2808\n",
"[75]\tvalid_0's poisson: -90.1938\tvalid_0's huber: 27.2478\n",
"[76]\tvalid_0's poisson: -90.2319\tvalid_0's huber: 27.2149\n",
"[77]\tvalid_0's poisson: -90.2699\tvalid_0's huber: 27.1821\n",
"[78]\tvalid_0's poisson: -90.308\tvalid_0's huber: 27.1492\n",
"[79]\tvalid_0's poisson: -90.3459\tvalid_0's huber: 27.1164\n",
"[80]\tvalid_0's poisson: -90.3839\tvalid_0's huber: 27.0836\n",
"[81]\tvalid_0's poisson: -90.4214\tvalid_0's huber: 27.0509\n",
"[82]\tvalid_0's poisson: -90.4592\tvalid_0's huber: 27.0182\n",
"[83]\tvalid_0's poisson: -90.497\tvalid_0's huber: 26.9856\n",
"[84]\tvalid_0's poisson: -90.5347\tvalid_0's huber: 26.9528\n",
"[85]\tvalid_0's poisson: -90.5723\tvalid_0's huber: 26.9203\n",
"[86]\tvalid_0's poisson: -90.6097\tvalid_0's huber: 26.8878\n",
"[87]\tvalid_0's poisson: -90.6471\tvalid_0's huber: 26.8554\n",
"[88]\tvalid_0's poisson: -90.6844\tvalid_0's huber: 26.8231\n",
"[89]\tvalid_0's poisson: -90.7215\tvalid_0's huber: 26.7907\n",
"[90]\tvalid_0's poisson: -90.7587\tvalid_0's huber: 26.7583\n",
"[91]\tvalid_0's poisson: -90.7959\tvalid_0's huber: 26.726\n",
"[92]\tvalid_0's poisson: -90.8329\tvalid_0's huber: 26.6937\n",
"[93]\tvalid_0's poisson: -90.87\tvalid_0's huber: 26.6614\n",
"[94]\tvalid_0's poisson: -90.9072\tvalid_0's huber: 26.629\n",
"[95]\tvalid_0's poisson: -90.9441\tvalid_0's huber: 26.5968\n",
"[96]\tvalid_0's poisson: -90.9811\tvalid_0's huber: 26.5645\n",
"[97]\tvalid_0's poisson: -91.0179\tvalid_0's huber: 26.5324\n",
"[98]\tvalid_0's poisson: -91.0547\tvalid_0's huber: 26.5003\n",
"[99]\tvalid_0's poisson: -91.0916\tvalid_0's huber: 26.468\n",
"[100]\tvalid_0's poisson: -91.1281\tvalid_0's huber: 26.436\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2046\tvalid_0's huber: 29.8506\n",
"[2]\tvalid_0's poisson: -87.2468\tvalid_0's huber: 29.8158\n",
"[3]\tvalid_0's poisson: -87.2876\tvalid_0's huber: 29.7812\n",
"[4]\tvalid_0's poisson: -87.3284\tvalid_0's huber: 29.7466\n",
"[5]\tvalid_0's poisson: -87.3704\tvalid_0's huber: 29.7119\n",
"[6]\tvalid_0's poisson: -87.4111\tvalid_0's huber: 29.6773\n",
"[7]\tvalid_0's poisson: -87.4529\tvalid_0's huber: 29.6427\n",
"[8]\tvalid_0's poisson: -87.4935\tvalid_0's huber: 29.6082\n",
"[9]\tvalid_0's poisson: -87.5352\tvalid_0's huber: 29.5736\n",
"[10]\tvalid_0's poisson: -87.5766\tvalid_0's huber: 29.5394\n",
"[11]\tvalid_0's poisson: -87.6179\tvalid_0's huber: 29.5052\n",
"[12]\tvalid_0's poisson: -87.6594\tvalid_0's huber: 29.4707\n",
"[13]\tvalid_0's poisson: -87.7007\tvalid_0's huber: 29.4365\n",
"[14]\tvalid_0's poisson: -87.7422\tvalid_0's huber: 29.402\n",
"[15]\tvalid_0's poisson: -87.7833\tvalid_0's huber: 29.3679\n",
"[16]\tvalid_0's poisson: -87.8243\tvalid_0's huber: 29.3337\n",
"[17]\tvalid_0's poisson: -87.8656\tvalid_0's huber: 29.2993\n",
"[18]\tvalid_0's poisson: -87.9065\tvalid_0's huber: 29.2653\n",
"[19]\tvalid_0's poisson: -87.9477\tvalid_0's huber: 29.2309\n",
"[20]\tvalid_0's poisson: -87.9885\tvalid_0's huber: 29.197\n",
"[21]\tvalid_0's poisson: -88.0292\tvalid_0's huber: 29.163\n",
"[22]\tvalid_0's poisson: -88.0702\tvalid_0's huber: 29.1287\n",
"[23]\tvalid_0's poisson: -88.1106\tvalid_0's huber: 29.0947\n",
"[24]\tvalid_0's poisson: -88.1512\tvalid_0's huber: 29.0609\n",
"[25]\tvalid_0's poisson: -88.1915\tvalid_0's huber: 29.0269\n",
"[26]\tvalid_0's poisson: -88.2323\tvalid_0's huber: 28.9927\n",
"[27]\tvalid_0's poisson: -88.2727\tvalid_0's huber: 28.9589\n",
"[28]\tvalid_0's poisson: -88.3129\tvalid_0's huber: 28.9251\n",
"[29]\tvalid_0's poisson: -88.3534\tvalid_0's huber: 28.8911\n",
"[30]\tvalid_0's poisson: -88.3939\tvalid_0's huber: 28.857\n",
"[31]\tvalid_0's poisson: -88.4339\tvalid_0's huber: 28.8232\n",
"[32]\tvalid_0's poisson: -88.4743\tvalid_0's huber: 28.7892\n",
"[33]\tvalid_0's poisson: -88.5143\tvalid_0's huber: 28.7556\n",
"[34]\tvalid_0's poisson: -88.5543\tvalid_0's huber: 28.7221\n",
"[35]\tvalid_0's poisson: -88.594\tvalid_0's huber: 28.6884\n",
"[36]\tvalid_0's poisson: -88.6342\tvalid_0's huber: 28.6545\n",
"[37]\tvalid_0's poisson: -88.6742\tvalid_0's huber: 28.6206\n",
"[38]\tvalid_0's poisson: -88.714\tvalid_0's huber: 28.5871\n",
"[39]\tvalid_0's poisson: -88.754\tvalid_0's huber: 28.5533\n",
"[40]\tvalid_0's poisson: -88.7937\tvalid_0's huber: 28.5198\n",
"[41]\tvalid_0's poisson: -88.8331\tvalid_0's huber: 28.4862\n",
"[42]\tvalid_0's poisson: -88.873\tvalid_0's huber: 28.4524\n",
"[43]\tvalid_0's poisson: -88.9127\tvalid_0's huber: 28.4187\n",
"[44]\tvalid_0's poisson: -88.9524\tvalid_0's huber: 28.385\n",
"[45]\tvalid_0's poisson: -88.9918\tvalid_0's huber: 28.3517\n",
"[46]\tvalid_0's poisson: -89.0315\tvalid_0's huber: 28.318\n",
"[47]\tvalid_0's poisson: -89.0706\tvalid_0's huber: 28.2845\n",
"[48]\tvalid_0's poisson: -89.1103\tvalid_0's huber: 28.2507\n",
"[49]\tvalid_0's poisson: -89.1495\tvalid_0's huber: 28.2174\n",
"[50]\tvalid_0's poisson: -89.1891\tvalid_0's huber: 28.1836\n",
"[51]\tvalid_0's poisson: -89.2283\tvalid_0's huber: 28.1504\n",
"[52]\tvalid_0's poisson: -89.2675\tvalid_0's huber: 28.1169\n",
"[53]\tvalid_0's poisson: -89.3067\tvalid_0's huber: 28.0834\n",
"[54]\tvalid_0's poisson: -89.3458\tvalid_0's huber: 28.05\n",
"[55]\tvalid_0's poisson: -89.385\tvalid_0's huber: 28.0166\n",
"[56]\tvalid_0's poisson: -89.4242\tvalid_0's huber: 27.9829\n",
"[57]\tvalid_0's poisson: -89.4629\tvalid_0's huber: 27.9497\n",
"[58]\tvalid_0's poisson: -89.5018\tvalid_0's huber: 27.9163\n",
"[59]\tvalid_0's poisson: -89.541\tvalid_0's huber: 27.8827\n",
"[60]\tvalid_0's poisson: -89.5798\tvalid_0's huber: 27.8494\n",
"[61]\tvalid_0's poisson: -89.6188\tvalid_0's huber: 27.8159\n",
"[62]\tvalid_0's poisson: -89.6576\tvalid_0's huber: 27.7826\n",
"[63]\tvalid_0's poisson: -89.6965\tvalid_0's huber: 27.7491\n",
"[64]\tvalid_0's poisson: -89.7352\tvalid_0's huber: 27.7158\n",
"[65]\tvalid_0's poisson: -89.7736\tvalid_0's huber: 27.6829\n",
"[66]\tvalid_0's poisson: -89.8123\tvalid_0's huber: 27.6495\n",
"[67]\tvalid_0's poisson: -89.8508\tvalid_0's huber: 27.6163\n",
"[68]\tvalid_0's poisson: -89.8889\tvalid_0's huber: 27.5833\n",
"[69]\tvalid_0's poisson: -89.9274\tvalid_0's huber: 27.55\n",
"[70]\tvalid_0's poisson: -89.9659\tvalid_0's huber: 27.5167\n",
"[71]\tvalid_0's poisson: -90.0041\tvalid_0's huber: 27.4838\n",
"[72]\tvalid_0's poisson: -90.0424\tvalid_0's huber: 27.4507\n",
"[73]\tvalid_0's poisson: -90.0807\tvalid_0's huber: 27.4176\n",
"[74]\tvalid_0's poisson: -90.119\tvalid_0's huber: 27.3844\n",
"[75]\tvalid_0's poisson: -90.1569\tvalid_0's huber: 27.3517\n",
"[76]\tvalid_0's poisson: -90.195\tvalid_0's huber: 27.3187\n",
"[77]\tvalid_0's poisson: -90.2326\tvalid_0's huber: 27.286\n",
"[78]\tvalid_0's poisson: -90.2706\tvalid_0's huber: 27.2531\n",
"[79]\tvalid_0's poisson: -90.3086\tvalid_0's huber: 27.2201\n",
"[80]\tvalid_0's poisson: -90.3465\tvalid_0's huber: 27.1874\n",
"[81]\tvalid_0's poisson: -90.3842\tvalid_0's huber: 27.1547\n",
"[82]\tvalid_0's poisson: -90.422\tvalid_0's huber: 27.1218\n",
"[83]\tvalid_0's poisson: -90.4595\tvalid_0's huber: 27.0894\n",
"[84]\tvalid_0's poisson: -90.4972\tvalid_0's huber: 27.0566\n",
"[85]\tvalid_0's poisson: -90.5345\tvalid_0's huber: 27.0243\n",
"[86]\tvalid_0's poisson: -90.572\tvalid_0's huber: 26.9917\n",
"[87]\tvalid_0's poisson: -90.6093\tvalid_0's huber: 26.9593\n",
"[88]\tvalid_0's poisson: -90.6467\tvalid_0's huber: 26.9268\n",
"[89]\tvalid_0's poisson: -90.684\tvalid_0's huber: 26.8943\n",
"[90]\tvalid_0's poisson: -90.7214\tvalid_0's huber: 26.8617\n",
"[91]\tvalid_0's poisson: -90.7587\tvalid_0's huber: 26.8292\n",
"[92]\tvalid_0's poisson: -90.7959\tvalid_0's huber: 26.7967\n",
"[93]\tvalid_0's poisson: -90.8331\tvalid_0's huber: 26.7643\n",
"[94]\tvalid_0's poisson: -90.8702\tvalid_0's huber: 26.7318\n",
"[95]\tvalid_0's poisson: -90.9071\tvalid_0's huber: 26.6995\n",
"[96]\tvalid_0's poisson: -90.9441\tvalid_0's huber: 26.6672\n",
"[97]\tvalid_0's poisson: -90.9809\tvalid_0's huber: 26.6349\n",
"[98]\tvalid_0's poisson: -91.0179\tvalid_0's huber: 26.6025\n",
"[99]\tvalid_0's poisson: -91.0547\tvalid_0's huber: 26.5703\n",
"[100]\tvalid_0's poisson: -91.0915\tvalid_0's huber: 26.538\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.01, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3409\tvalid_0's huber: 29.6737\n",
"[2]\tvalid_0's poisson: -87.5073\tvalid_0's huber: 29.536\n",
"[3]\tvalid_0's poisson: -87.6731\tvalid_0's huber: 29.3988\n",
"[4]\tvalid_0's poisson: -87.838\tvalid_0's huber: 29.2622\n",
"[5]\tvalid_0's poisson: -88.0018\tvalid_0's huber: 29.126\n",
"[6]\tvalid_0's poisson: -88.1648\tvalid_0's huber: 28.9903\n",
"[7]\tvalid_0's poisson: -88.3267\tvalid_0's huber: 28.8551\n",
"[8]\tvalid_0's poisson: -88.4877\tvalid_0's huber: 28.7207\n",
"[9]\tvalid_0's poisson: -88.647\tvalid_0's huber: 28.5874\n",
"[10]\tvalid_0's poisson: -88.8053\tvalid_0's huber: 28.4547\n",
"[11]\tvalid_0's poisson: -88.963\tvalid_0's huber: 28.3222\n",
"[12]\tvalid_0's poisson: -89.1198\tvalid_0's huber: 28.1902\n",
"[13]\tvalid_0's poisson: -89.2755\tvalid_0's huber: 28.0587\n",
"[14]\tvalid_0's poisson: -89.4304\tvalid_0's huber: 27.9277\n",
"[15]\tvalid_0's poisson: -89.5844\tvalid_0's huber: 27.797\n",
"[16]\tvalid_0's poisson: -89.7375\tvalid_0's huber: 27.6669\n",
"[17]\tvalid_0's poisson: -89.8898\tvalid_0's huber: 27.537\n",
"[18]\tvalid_0's poisson: -90.041\tvalid_0's huber: 27.4078\n",
"[19]\tvalid_0's poisson: -90.1915\tvalid_0's huber: 27.2788\n",
"[20]\tvalid_0's poisson: -90.341\tvalid_0's huber: 27.1502\n",
"[21]\tvalid_0's poisson: -90.4896\tvalid_0's huber: 27.0223\n",
"[22]\tvalid_0's poisson: -90.6375\tvalid_0's huber: 26.8943\n",
"[23]\tvalid_0's poisson: -90.7845\tvalid_0's huber: 26.7668\n",
"[24]\tvalid_0's poisson: -90.931\tvalid_0's huber: 26.6392\n",
"[25]\tvalid_0's poisson: -91.076\tvalid_0's huber: 26.5129\n",
"[26]\tvalid_0's poisson: -91.2204\tvalid_0's huber: 26.3869\n",
"[27]\tvalid_0's poisson: -91.3638\tvalid_0's huber: 26.261\n",
"[28]\tvalid_0's poisson: -91.5063\tvalid_0's huber: 26.1361\n",
"[29]\tvalid_0's poisson: -91.6489\tvalid_0's huber: 26.0112\n",
"[30]\tvalid_0's poisson: -91.7901\tvalid_0's huber: 25.8868\n",
"[31]\tvalid_0's poisson: -91.9305\tvalid_0's huber: 25.7634\n",
"[32]\tvalid_0's poisson: -92.0719\tvalid_0's huber: 25.6389\n",
"[33]\tvalid_0's poisson: -92.212\tvalid_0's huber: 25.5145\n",
"[34]\tvalid_0's poisson: -92.3516\tvalid_0's huber: 25.3904\n",
"[35]\tvalid_0's poisson: -92.4904\tvalid_0's huber: 25.267\n",
"[36]\tvalid_0's poisson: -92.628\tvalid_0's huber: 25.1446\n",
"[37]\tvalid_0's poisson: -92.7646\tvalid_0's huber: 25.0226\n",
"[38]\tvalid_0's poisson: -92.9004\tvalid_0's huber: 24.9014\n",
"[39]\tvalid_0's poisson: -93.0348\tvalid_0's huber: 24.7819\n",
"[40]\tvalid_0's poisson: -93.169\tvalid_0's huber: 24.6617\n",
"[41]\tvalid_0's poisson: -93.3024\tvalid_0's huber: 24.5419\n",
"[42]\tvalid_0's poisson: -93.4342\tvalid_0's huber: 24.4244\n",
"[43]\tvalid_0's poisson: -93.5671\tvalid_0's huber: 24.3048\n",
"[44]\tvalid_0's poisson: -93.6981\tvalid_0's huber: 24.186\n",
"[45]\tvalid_0's poisson: -93.8275\tvalid_0's huber: 24.0698\n",
"[46]\tvalid_0's poisson: -93.9581\tvalid_0's huber: 23.9516\n",
"[47]\tvalid_0's poisson: -94.0864\tvalid_0's huber: 23.8359\n",
"[48]\tvalid_0's poisson: -94.2157\tvalid_0's huber: 23.718\n",
"[49]\tvalid_0's poisson: -94.3425\tvalid_0's huber: 23.603\n",
"[50]\tvalid_0's poisson: -94.4704\tvalid_0's huber: 23.4859\n",
"[51]\tvalid_0's poisson: -94.5967\tvalid_0's huber: 23.3695\n",
"[52]\tvalid_0's poisson: -94.7227\tvalid_0's huber: 23.2546\n",
"[53]\tvalid_0's poisson: -94.8474\tvalid_0's huber: 23.1395\n",
"[54]\tvalid_0's poisson: -94.9719\tvalid_0's huber: 23.0247\n",
"[55]\tvalid_0's poisson: -95.0965\tvalid_0's huber: 22.9104\n",
"[56]\tvalid_0's poisson: -95.2209\tvalid_0's huber: 22.7959\n",
"[57]\tvalid_0's poisson: -95.3448\tvalid_0's huber: 22.6806\n",
"[58]\tvalid_0's poisson: -95.4682\tvalid_0's huber: 22.566\n",
"[59]\tvalid_0's poisson: -95.5893\tvalid_0's huber: 22.4538\n",
"[60]\tvalid_0's poisson: -95.7113\tvalid_0's huber: 22.3402\n",
"[61]\tvalid_0's poisson: -95.8315\tvalid_0's huber: 22.2285\n",
"[62]\tvalid_0's poisson: -95.9518\tvalid_0's huber: 22.1157\n",
"[63]\tvalid_0's poisson: -96.0701\tvalid_0's huber: 22.0052\n",
"[64]\tvalid_0's poisson: -96.1892\tvalid_0's huber: 21.8932\n",
"[65]\tvalid_0's poisson: -96.3076\tvalid_0's huber: 21.782\n",
"[66]\tvalid_0's poisson: -96.4221\tvalid_0's huber: 21.6724\n",
"[67]\tvalid_0's poisson: -96.538\tvalid_0's huber: 21.5633\n",
"[68]\tvalid_0's poisson: -96.6512\tvalid_0's huber: 21.4545\n",
"[69]\tvalid_0's poisson: -96.7654\tvalid_0's huber: 21.3463\n",
"[70]\tvalid_0's poisson: -96.8807\tvalid_0's huber: 21.2367\n",
"[71]\tvalid_0's poisson: -96.9919\tvalid_0's huber: 21.1294\n",
"[72]\tvalid_0's poisson: -97.1043\tvalid_0's huber: 21.0223\n",
"[73]\tvalid_0's poisson: -97.2175\tvalid_0's huber: 20.9141\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[74]\tvalid_0's poisson: -97.3268\tvalid_0's huber: 20.8081\n",
"[75]\tvalid_0's poisson: -97.4372\tvalid_0's huber: 20.7023\n",
"[76]\tvalid_0's poisson: -97.5452\tvalid_0's huber: 20.5971\n",
"[77]\tvalid_0's poisson: -97.6541\tvalid_0's huber: 20.4923\n",
"[78]\tvalid_0's poisson: -97.763\tvalid_0's huber: 20.386\n",
"[79]\tvalid_0's poisson: -97.8691\tvalid_0's huber: 20.2823\n",
"[80]\tvalid_0's poisson: -97.9765\tvalid_0's huber: 20.1782\n",
"[81]\tvalid_0's poisson: -98.0814\tvalid_0's huber: 20.0756\n",
"[82]\tvalid_0's poisson: -98.1869\tvalid_0's huber: 19.9732\n",
"[83]\tvalid_0's poisson: -98.2912\tvalid_0's huber: 19.8713\n",
"[84]\tvalid_0's poisson: -98.3939\tvalid_0's huber: 19.7704\n",
"[85]\tvalid_0's poisson: -98.4991\tvalid_0's huber: 19.6688\n",
"[86]\tvalid_0's poisson: -98.6018\tvalid_0's huber: 19.5685\n",
"[87]\tvalid_0's poisson: -98.7035\tvalid_0's huber: 19.469\n",
"[88]\tvalid_0's poisson: -98.8047\tvalid_0's huber: 19.3698\n",
"[89]\tvalid_0's poisson: -98.904\tvalid_0's huber: 19.2712\n",
"[90]\tvalid_0's poisson: -99.0034\tvalid_0's huber: 19.1734\n",
"[91]\tvalid_0's poisson: -99.1015\tvalid_0's huber: 19.0767\n",
"[92]\tvalid_0's poisson: -99.2016\tvalid_0's huber: 18.9782\n",
"[93]\tvalid_0's poisson: -99.2997\tvalid_0's huber: 18.8817\n",
"[94]\tvalid_0's poisson: -99.3966\tvalid_0's huber: 18.7862\n",
"[95]\tvalid_0's poisson: -99.4927\tvalid_0's huber: 18.6906\n",
"[96]\tvalid_0's poisson: -99.5881\tvalid_0's huber: 18.5964\n",
"[97]\tvalid_0's poisson: -99.683\tvalid_0's huber: 18.5017\n",
"[98]\tvalid_0's poisson: -99.7781\tvalid_0's huber: 18.4076\n",
"[99]\tvalid_0's poisson: -99.8716\tvalid_0's huber: 18.3138\n",
"[100]\tvalid_0's poisson: -99.9652\tvalid_0's huber: 18.2203\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.6746\n",
"[2]\tvalid_0's poisson: -87.5033\tvalid_0's huber: 29.5391\n",
"[3]\tvalid_0's poisson: -87.6664\tvalid_0's huber: 29.4048\n",
"[4]\tvalid_0's poisson: -87.8285\tvalid_0's huber: 29.271\n",
"[5]\tvalid_0's poisson: -87.9898\tvalid_0's huber: 29.1368\n",
"[6]\tvalid_0's poisson: -88.1502\tvalid_0's huber: 29.0036\n",
"[7]\tvalid_0's poisson: -88.3099\tvalid_0's huber: 28.87\n",
"[8]\tvalid_0's poisson: -88.4687\tvalid_0's huber: 28.7374\n",
"[9]\tvalid_0's poisson: -88.6267\tvalid_0's huber: 28.6044\n",
"[10]\tvalid_0's poisson: -88.7867\tvalid_0's huber: 28.469\n",
"[11]\tvalid_0's poisson: -88.9456\tvalid_0's huber: 28.3342\n",
"[12]\tvalid_0's poisson: -89.1034\tvalid_0's huber: 28.1999\n",
"[13]\tvalid_0's poisson: -89.2613\tvalid_0's huber: 28.0658\n",
"[14]\tvalid_0's poisson: -89.4184\tvalid_0's huber: 27.9321\n",
"[15]\tvalid_0's poisson: -89.5745\tvalid_0's huber: 27.7989\n",
"[16]\tvalid_0's poisson: -89.7302\tvalid_0's huber: 27.6654\n",
"[17]\tvalid_0's poisson: -89.8853\tvalid_0's huber: 27.5322\n",
"[18]\tvalid_0's poisson: -90.0389\tvalid_0's huber: 27.4\n",
"[19]\tvalid_0's poisson: -90.1918\tvalid_0's huber: 27.2679\n",
"[20]\tvalid_0's poisson: -90.3435\tvalid_0's huber: 27.1367\n",
"[21]\tvalid_0's poisson: -90.4948\tvalid_0's huber: 27.0053\n",
"[22]\tvalid_0's poisson: -90.6452\tvalid_0's huber: 26.8746\n",
"[23]\tvalid_0's poisson: -90.794\tvalid_0's huber: 26.7447\n",
"[24]\tvalid_0's poisson: -90.9426\tvalid_0's huber: 26.6149\n",
"[25]\tvalid_0's poisson: -91.09\tvalid_0's huber: 26.486\n",
"[26]\tvalid_0's poisson: -91.2358\tvalid_0's huber: 26.3586\n",
"[27]\tvalid_0's poisson: -91.3811\tvalid_0's huber: 26.2314\n",
"[28]\tvalid_0's poisson: -91.5252\tvalid_0's huber: 26.1051\n",
"[29]\tvalid_0's poisson: -91.6697\tvalid_0's huber: 25.9779\n",
"[30]\tvalid_0's poisson: -91.8132\tvalid_0's huber: 25.8512\n",
"[31]\tvalid_0's poisson: -91.9554\tvalid_0's huber: 25.7253\n",
"[32]\tvalid_0's poisson: -92.0962\tvalid_0's huber: 25.6004\n",
"[33]\tvalid_0's poisson: -92.237\tvalid_0's huber: 25.4756\n",
"[34]\tvalid_0's poisson: -92.3764\tvalid_0's huber: 25.3517\n",
"[35]\tvalid_0's poisson: -92.5161\tvalid_0's huber: 25.2276\n",
"[36]\tvalid_0's poisson: -92.6548\tvalid_0's huber: 25.1041\n",
"[37]\tvalid_0's poisson: -92.792\tvalid_0's huber: 24.9814\n",
"[38]\tvalid_0's poisson: -92.9284\tvalid_0's huber: 24.8588\n",
"[39]\tvalid_0's poisson: -93.0635\tvalid_0's huber: 24.7377\n",
"[40]\tvalid_0's poisson: -93.1984\tvalid_0's huber: 24.616\n",
"[41]\tvalid_0's poisson: -93.3333\tvalid_0's huber: 24.495\n",
"[42]\tvalid_0's poisson: -93.4664\tvalid_0's huber: 24.3745\n",
"[43]\tvalid_0's poisson: -93.5993\tvalid_0's huber: 24.2544\n",
"[44]\tvalid_0's poisson: -93.7319\tvalid_0's huber: 24.135\n",
"[45]\tvalid_0's poisson: -93.8622\tvalid_0's huber: 24.0164\n",
"[46]\tvalid_0's poisson: -93.9927\tvalid_0's huber: 23.8976\n",
"[47]\tvalid_0's poisson: -94.1213\tvalid_0's huber: 23.7801\n",
"[48]\tvalid_0's poisson: -94.2502\tvalid_0's huber: 23.6627\n",
"[49]\tvalid_0's poisson: -94.3778\tvalid_0's huber: 23.5457\n",
"[50]\tvalid_0's poisson: -94.5053\tvalid_0's huber: 23.4291\n",
"[51]\tvalid_0's poisson: -94.6318\tvalid_0's huber: 23.3129\n",
"[52]\tvalid_0's poisson: -94.7579\tvalid_0's huber: 23.1972\n",
"[53]\tvalid_0's poisson: -94.8825\tvalid_0's huber: 23.0824\n",
"[54]\tvalid_0's poisson: -95.0074\tvalid_0's huber: 22.9671\n",
"[55]\tvalid_0's poisson: -95.132\tvalid_0's huber: 22.8519\n",
"[56]\tvalid_0's poisson: -95.2556\tvalid_0's huber: 22.7377\n",
"[57]\tvalid_0's poisson: -95.3785\tvalid_0's huber: 22.6241\n",
"[58]\tvalid_0's poisson: -95.5014\tvalid_0's huber: 22.5108\n",
"[59]\tvalid_0's poisson: -95.6233\tvalid_0's huber: 22.3987\n",
"[60]\tvalid_0's poisson: -95.7446\tvalid_0's huber: 22.2868\n",
"[61]\tvalid_0's poisson: -95.8625\tvalid_0's huber: 22.1758\n",
"[62]\tvalid_0's poisson: -95.9797\tvalid_0's huber: 22.0657\n",
"[63]\tvalid_0's poisson: -96.0963\tvalid_0's huber: 21.9561\n",
"[64]\tvalid_0's poisson: -96.2142\tvalid_0's huber: 21.8448\n",
"[65]\tvalid_0's poisson: -96.329\tvalid_0's huber: 21.7358\n",
"[66]\tvalid_0's poisson: -96.444\tvalid_0's huber: 21.6271\n",
"[67]\tvalid_0's poisson: -96.5598\tvalid_0's huber: 21.5185\n",
"[68]\tvalid_0's poisson: -96.6724\tvalid_0's huber: 21.4111\n",
"[69]\tvalid_0's poisson: -96.7851\tvalid_0's huber: 21.3034\n",
"[70]\tvalid_0's poisson: -96.8992\tvalid_0's huber: 21.196\n",
"[71]\tvalid_0's poisson: -97.0107\tvalid_0's huber: 21.0892\n",
"[72]\tvalid_0's poisson: -97.1216\tvalid_0's huber: 20.9825\n",
"[73]\tvalid_0's poisson: -97.2316\tvalid_0's huber: 20.8774\n",
"[74]\tvalid_0's poisson: -97.3415\tvalid_0's huber: 20.7713\n",
"[75]\tvalid_0's poisson: -97.4505\tvalid_0's huber: 20.6657\n",
"[76]\tvalid_0's poisson: -97.5587\tvalid_0's huber: 20.5607\n",
"[77]\tvalid_0's poisson: -97.6664\tvalid_0's huber: 20.4565\n",
"[78]\tvalid_0's poisson: -97.7731\tvalid_0's huber: 20.3525\n",
"[79]\tvalid_0's poisson: -97.8795\tvalid_0's huber: 20.2492\n",
"[80]\tvalid_0's poisson: -97.9847\tvalid_0's huber: 20.1459\n",
"[81]\tvalid_0's poisson: -98.0911\tvalid_0's huber: 20.0431\n",
"[82]\tvalid_0's poisson: -98.1955\tvalid_0's huber: 19.9415\n",
"[83]\tvalid_0's poisson: -98.2988\tvalid_0's huber: 19.8399\n",
"[84]\tvalid_0's poisson: -98.4015\tvalid_0's huber: 19.7393\n",
"[85]\tvalid_0's poisson: -98.5033\tvalid_0's huber: 19.6388\n",
"[86]\tvalid_0's poisson: -98.6065\tvalid_0's huber: 19.538\n",
"[87]\tvalid_0's poisson: -98.7081\tvalid_0's huber: 19.438\n",
"[88]\tvalid_0's poisson: -98.8098\tvalid_0's huber: 19.3383\n",
"[89]\tvalid_0's poisson: -98.9107\tvalid_0's huber: 19.2393\n",
"[90]\tvalid_0's poisson: -99.0094\tvalid_0's huber: 19.1415\n",
"[91]\tvalid_0's poisson: -99.1072\tvalid_0's huber: 19.0439\n",
"[92]\tvalid_0's poisson: -99.2059\tvalid_0's huber: 18.9464\n",
"[93]\tvalid_0's poisson: -99.3032\tvalid_0's huber: 18.8493\n",
"[94]\tvalid_0's poisson: -99.4002\tvalid_0's huber: 18.753\n",
"[95]\tvalid_0's poisson: -99.4953\tvalid_0's huber: 18.6578\n",
"[96]\tvalid_0's poisson: -99.5906\tvalid_0's huber: 18.5623\n",
"[97]\tvalid_0's poisson: -99.684\tvalid_0's huber: 18.4678\n",
"[98]\tvalid_0's poisson: -99.7775\tvalid_0's huber: 18.3734\n",
"[99]\tvalid_0's poisson: -99.8703\tvalid_0's huber: 18.2797\n",
"[100]\tvalid_0's poisson: -99.9627\tvalid_0's huber: 18.1861\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3377\tvalid_0's huber: 29.7032\n",
"[2]\tvalid_0's poisson: -87.5049\tvalid_0's huber: 29.5641\n",
"[3]\tvalid_0's poisson: -87.671\tvalid_0's huber: 29.4253\n",
"[4]\tvalid_0's poisson: -87.8362\tvalid_0's huber: 29.287\n",
"[5]\tvalid_0's poisson: -88.0003\tvalid_0's huber: 29.1492\n",
"[6]\tvalid_0's poisson: -88.1635\tvalid_0's huber: 29.0119\n",
"[7]\tvalid_0's poisson: -88.3257\tvalid_0's huber: 28.875\n",
"[8]\tvalid_0's poisson: -88.4878\tvalid_0's huber: 28.7388\n",
"[9]\tvalid_0's poisson: -88.6489\tvalid_0's huber: 28.603\n",
"[10]\tvalid_0's poisson: -88.8091\tvalid_0's huber: 28.4676\n",
"[11]\tvalid_0's poisson: -88.9681\tvalid_0's huber: 28.3326\n",
"[12]\tvalid_0's poisson: -89.1264\tvalid_0's huber: 28.1983\n",
"[13]\tvalid_0's poisson: -89.2835\tvalid_0's huber: 28.0642\n",
"[14]\tvalid_0's poisson: -89.44\tvalid_0's huber: 27.9309\n",
"[15]\tvalid_0's poisson: -89.5952\tvalid_0's huber: 27.7978\n",
"[16]\tvalid_0's poisson: -89.7488\tvalid_0's huber: 27.6662\n",
"[17]\tvalid_0's poisson: -89.9024\tvalid_0's huber: 27.5338\n",
"[18]\tvalid_0's poisson: -90.0544\tvalid_0's huber: 27.403\n",
"[19]\tvalid_0's poisson: -90.2064\tvalid_0's huber: 27.2717\n",
"[20]\tvalid_0's poisson: -90.3564\tvalid_0's huber: 27.1416\n",
"[21]\tvalid_0's poisson: -90.5053\tvalid_0's huber: 27.012\n",
"[22]\tvalid_0's poisson: -90.6541\tvalid_0's huber: 26.8823\n",
"[23]\tvalid_0's poisson: -90.8017\tvalid_0's huber: 26.7526\n",
"[24]\tvalid_0's poisson: -90.9493\tvalid_0's huber: 26.623\n",
"[25]\tvalid_0's poisson: -91.0948\tvalid_0's huber: 26.4954\n",
"[26]\tvalid_0's poisson: -91.2408\tvalid_0's huber: 26.3669\n",
"[27]\tvalid_0's poisson: -91.3846\tvalid_0's huber: 26.2402\n",
"[28]\tvalid_0's poisson: -91.5284\tvalid_0's huber: 26.1132\n",
"[29]\tvalid_0's poisson: -91.6713\tvalid_0's huber: 25.9871\n",
"[30]\tvalid_0's poisson: -91.8132\tvalid_0's huber: 25.8613\n",
"[31]\tvalid_0's poisson: -91.9543\tvalid_0's huber: 25.7364\n",
"[32]\tvalid_0's poisson: -92.0943\tvalid_0's huber: 25.6118\n",
"[33]\tvalid_0's poisson: -92.2336\tvalid_0's huber: 25.4882\n",
"[34]\tvalid_0's poisson: -92.3727\tvalid_0's huber: 25.3651\n",
"[35]\tvalid_0's poisson: -92.5102\tvalid_0's huber: 25.243\n",
"[36]\tvalid_0's poisson: -92.6478\tvalid_0's huber: 25.1205\n",
"[37]\tvalid_0's poisson: -92.784\tvalid_0's huber: 24.9989\n",
"[38]\tvalid_0's poisson: -92.92\tvalid_0's huber: 24.8773\n",
"[39]\tvalid_0's poisson: -93.0543\tvalid_0's huber: 24.757\n",
"[40]\tvalid_0's poisson: -93.1888\tvalid_0's huber: 24.6365\n",
"[41]\tvalid_0's poisson: -93.3217\tvalid_0's huber: 24.5171\n",
"[42]\tvalid_0's poisson: -93.4551\tvalid_0's huber: 24.3977\n",
"[43]\tvalid_0's poisson: -93.5865\tvalid_0's huber: 24.2799\n",
"[44]\tvalid_0's poisson: -93.7184\tvalid_0's huber: 24.1612\n",
"[45]\tvalid_0's poisson: -93.8482\tvalid_0's huber: 24.0443\n",
"[46]\tvalid_0's poisson: -93.9781\tvalid_0's huber: 23.9273\n",
"[47]\tvalid_0's poisson: -94.1063\tvalid_0's huber: 23.8104\n",
"[48]\tvalid_0's poisson: -94.2345\tvalid_0's huber: 23.6944\n",
"[49]\tvalid_0's poisson: -94.3623\tvalid_0's huber: 23.5787\n",
"[50]\tvalid_0's poisson: -94.4904\tvalid_0's huber: 23.4616\n",
"[51]\tvalid_0's poisson: -94.6176\tvalid_0's huber: 23.3459\n",
"[52]\tvalid_0's poisson: -94.7437\tvalid_0's huber: 23.2305\n",
"[53]\tvalid_0's poisson: -94.8677\tvalid_0's huber: 23.1171\n",
"[54]\tvalid_0's poisson: -94.993\tvalid_0's huber: 23.0017\n",
"[55]\tvalid_0's poisson: -95.1173\tvalid_0's huber: 22.8872\n",
"[56]\tvalid_0's poisson: -95.2402\tvalid_0's huber: 22.7731\n",
"[57]\tvalid_0's poisson: -95.363\tvalid_0's huber: 22.6595\n",
"[58]\tvalid_0's poisson: -95.4852\tvalid_0's huber: 22.5462\n",
"[59]\tvalid_0's poisson: -95.6064\tvalid_0's huber: 22.4337\n",
"[60]\tvalid_0's poisson: -95.7269\tvalid_0's huber: 22.3217\n",
"[61]\tvalid_0's poisson: -95.8466\tvalid_0's huber: 22.2102\n",
"[62]\tvalid_0's poisson: -95.9658\tvalid_0's huber: 22.0988\n",
"[63]\tvalid_0's poisson: -96.0844\tvalid_0's huber: 21.9879\n",
"[64]\tvalid_0's poisson: -96.2029\tvalid_0's huber: 21.877\n",
"[65]\tvalid_0's poisson: -96.3203\tvalid_0's huber: 21.7671\n",
"[66]\tvalid_0's poisson: -96.4373\tvalid_0's huber: 21.6574\n",
"[67]\tvalid_0's poisson: -96.5531\tvalid_0's huber: 21.548\n",
"[68]\tvalid_0's poisson: -96.6691\tvalid_0's huber: 21.4387\n",
"[69]\tvalid_0's poisson: -96.7833\tvalid_0's huber: 21.33\n",
"[70]\tvalid_0's poisson: -96.897\tvalid_0's huber: 21.2215\n",
"[71]\tvalid_0's poisson: -97.0105\tvalid_0's huber: 21.1134\n",
"[72]\tvalid_0's poisson: -97.1233\tvalid_0's huber: 21.0051\n",
"[73]\tvalid_0's poisson: -97.2346\tvalid_0's huber: 20.8984\n",
"[74]\tvalid_0's poisson: -97.3459\tvalid_0's huber: 20.7916\n",
"[75]\tvalid_0's poisson: -97.4558\tvalid_0's huber: 20.6862\n",
"[76]\tvalid_0's poisson: -97.565\tvalid_0's huber: 20.5813\n",
"[77]\tvalid_0's poisson: -97.6734\tvalid_0's huber: 20.4771\n",
"[78]\tvalid_0's poisson: -97.7816\tvalid_0's huber: 20.3729\n",
"[79]\tvalid_0's poisson: -97.8884\tvalid_0's huber: 20.2698\n",
"[80]\tvalid_0's poisson: -97.9939\tvalid_0's huber: 20.1653\n",
"[81]\tvalid_0's poisson: -98.0995\tvalid_0's huber: 20.0621\n",
"[82]\tvalid_0's poisson: -98.2034\tvalid_0's huber: 19.9593\n",
"[83]\tvalid_0's poisson: -98.3111\tvalid_0's huber: 19.8558\n",
"[84]\tvalid_0's poisson: -98.4149\tvalid_0's huber: 19.7544\n",
"[85]\tvalid_0's poisson: -98.5213\tvalid_0's huber: 19.6492\n",
"[86]\tvalid_0's poisson: -98.6225\tvalid_0's huber: 19.548\n",
"[87]\tvalid_0's poisson: -98.7244\tvalid_0's huber: 19.4478\n",
"[88]\tvalid_0's poisson: -98.8274\tvalid_0's huber: 19.3463\n",
"[89]\tvalid_0's poisson: -98.9318\tvalid_0's huber: 19.2423\n",
"[90]\tvalid_0's poisson: -99.0313\tvalid_0's huber: 19.1439\n",
"[91]\tvalid_0's poisson: -99.1286\tvalid_0's huber: 19.0459\n",
"[92]\tvalid_0's poisson: -99.2308\tvalid_0's huber: 18.9438\n",
"[93]\tvalid_0's poisson: -99.3268\tvalid_0's huber: 18.8469\n",
"[94]\tvalid_0's poisson: -99.4275\tvalid_0's huber: 18.7457\n",
"[95]\tvalid_0's poisson: -99.5242\tvalid_0's huber: 18.6493\n",
"[96]\tvalid_0's poisson: -99.6207\tvalid_0's huber: 18.553\n",
"[97]\tvalid_0's poisson: -99.7168\tvalid_0's huber: 18.4583\n",
"[98]\tvalid_0's poisson: -99.811\tvalid_0's huber: 18.3641\n",
"[99]\tvalid_0's poisson: -99.9049\tvalid_0's huber: 18.2714\n",
"[100]\tvalid_0's poisson: -99.9981\tvalid_0's huber: 18.1794\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3446\tvalid_0's huber: 29.6547\n",
"[2]\tvalid_0's poisson: -87.5123\tvalid_0's huber: 29.516\n",
"[3]\tvalid_0's poisson: -87.6789\tvalid_0's huber: 29.3777\n",
"[4]\tvalid_0's poisson: -87.8444\tvalid_0's huber: 29.2399\n",
"[5]\tvalid_0's poisson: -88.009\tvalid_0's huber: 29.1027\n",
"[6]\tvalid_0's poisson: -88.1725\tvalid_0's huber: 28.9659\n",
"[7]\tvalid_0's poisson: -88.335\tvalid_0's huber: 28.8297\n",
"[8]\tvalid_0's poisson: -88.4978\tvalid_0's huber: 28.6932\n",
"[9]\tvalid_0's poisson: -88.6595\tvalid_0's huber: 28.5571\n",
"[10]\tvalid_0's poisson: -88.8182\tvalid_0's huber: 28.4228\n",
"[11]\tvalid_0's poisson: -88.9778\tvalid_0's huber: 28.2879\n",
"[12]\tvalid_0's poisson: -89.1347\tvalid_0's huber: 28.1545\n",
"[13]\tvalid_0's poisson: -89.2925\tvalid_0's huber: 28.0205\n",
"[14]\tvalid_0's poisson: -89.4493\tvalid_0's huber: 27.8869\n",
"[15]\tvalid_0's poisson: -89.6056\tvalid_0's huber: 27.7534\n",
"[16]\tvalid_0's poisson: -89.7609\tvalid_0's huber: 27.6204\n",
"[17]\tvalid_0's poisson: -89.915\tvalid_0's huber: 27.4883\n",
"[18]\tvalid_0's poisson: -90.0685\tvalid_0's huber: 27.3563\n",
"[19]\tvalid_0's poisson: -90.2195\tvalid_0's huber: 27.2255\n",
"[20]\tvalid_0's poisson: -90.371\tvalid_0's huber: 27.0947\n",
"[21]\tvalid_0's poisson: -90.5214\tvalid_0's huber: 26.9644\n",
"[22]\tvalid_0's poisson: -90.6715\tvalid_0's huber: 26.834\n",
"[23]\tvalid_0's poisson: -90.82\tvalid_0's huber: 26.7049\n",
"[24]\tvalid_0's poisson: -90.9672\tvalid_0's huber: 26.5764\n",
"[25]\tvalid_0's poisson: -91.1146\tvalid_0's huber: 26.4475\n",
"[26]\tvalid_0's poisson: -91.2602\tvalid_0's huber: 26.32\n",
"[27]\tvalid_0's poisson: -91.4059\tvalid_0's huber: 26.1923\n",
"[28]\tvalid_0's poisson: -91.5495\tvalid_0's huber: 26.066\n",
"[29]\tvalid_0's poisson: -91.6921\tvalid_0's huber: 25.9395\n",
"[30]\tvalid_0's poisson: -91.8351\tvalid_0's huber: 25.8139\n",
"[31]\tvalid_0's poisson: -91.9769\tvalid_0's huber: 25.6888\n",
"[32]\tvalid_0's poisson: -92.1182\tvalid_0's huber: 25.5642\n",
"[33]\tvalid_0's poisson: -92.2584\tvalid_0's huber: 25.4403\n",
"[34]\tvalid_0's poisson: -92.3968\tvalid_0's huber: 25.3181\n",
"[35]\tvalid_0's poisson: -92.5355\tvalid_0's huber: 25.1957\n",
"[36]\tvalid_0's poisson: -92.673\tvalid_0's huber: 25.0743\n",
"[37]\tvalid_0's poisson: -92.8086\tvalid_0's huber: 24.9544\n",
"[38]\tvalid_0's poisson: -92.9447\tvalid_0's huber: 24.8327\n",
"[39]\tvalid_0's poisson: -93.0798\tvalid_0's huber: 24.7114\n",
"[40]\tvalid_0's poisson: -93.2151\tvalid_0's huber: 24.59\n",
"[41]\tvalid_0's poisson: -93.3498\tvalid_0's huber: 24.4697\n",
"[42]\tvalid_0's poisson: -93.4827\tvalid_0's huber: 24.3508\n",
"[43]\tvalid_0's poisson: -93.6141\tvalid_0's huber: 24.2321\n",
"[44]\tvalid_0's poisson: -93.7456\tvalid_0's huber: 24.1141\n",
"[45]\tvalid_0's poisson: -93.8771\tvalid_0's huber: 23.995\n",
"[46]\tvalid_0's poisson: -94.0078\tvalid_0's huber: 23.8764\n",
"[47]\tvalid_0's poisson: -94.1374\tvalid_0's huber: 23.759\n",
"[48]\tvalid_0's poisson: -94.267\tvalid_0's huber: 23.641\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -94.3953\tvalid_0's huber: 23.5243\n",
"[50]\tvalid_0's poisson: -94.5243\tvalid_0's huber: 23.407\n",
"[51]\tvalid_0's poisson: -94.6513\tvalid_0's huber: 23.2916\n",
"[52]\tvalid_0's poisson: -94.7774\tvalid_0's huber: 23.1759\n",
"[53]\tvalid_0's poisson: -94.904\tvalid_0's huber: 23.0601\n",
"[54]\tvalid_0's poisson: -95.0288\tvalid_0's huber: 22.9455\n",
"[55]\tvalid_0's poisson: -95.1531\tvalid_0's huber: 22.8312\n",
"[56]\tvalid_0's poisson: -95.2763\tvalid_0's huber: 22.7177\n",
"[57]\tvalid_0's poisson: -95.3991\tvalid_0's huber: 22.6045\n",
"[58]\tvalid_0's poisson: -95.5214\tvalid_0's huber: 22.4912\n",
"[59]\tvalid_0's poisson: -95.6426\tvalid_0's huber: 22.3794\n",
"[60]\tvalid_0's poisson: -95.7633\tvalid_0's huber: 22.2679\n",
"[61]\tvalid_0's poisson: -95.8834\tvalid_0's huber: 22.1571\n",
"[62]\tvalid_0's poisson: -96.0026\tvalid_0's huber: 22.0462\n",
"[63]\tvalid_0's poisson: -96.1213\tvalid_0's huber: 21.9358\n",
"[64]\tvalid_0's poisson: -96.2396\tvalid_0's huber: 21.825\n",
"[65]\tvalid_0's poisson: -96.3566\tvalid_0's huber: 21.715\n",
"[66]\tvalid_0's poisson: -96.4726\tvalid_0's huber: 21.6063\n",
"[67]\tvalid_0's poisson: -96.5883\tvalid_0's huber: 21.497\n",
"[68]\tvalid_0's poisson: -96.7035\tvalid_0's huber: 21.3879\n",
"[69]\tvalid_0's poisson: -96.8173\tvalid_0's huber: 21.2795\n",
"[70]\tvalid_0's poisson: -96.9312\tvalid_0's huber: 21.1717\n",
"[71]\tvalid_0's poisson: -97.0448\tvalid_0's huber: 21.0634\n",
"[72]\tvalid_0's poisson: -97.1552\tvalid_0's huber: 20.9576\n",
"[73]\tvalid_0's poisson: -97.266\tvalid_0's huber: 20.8517\n",
"[74]\tvalid_0's poisson: -97.3776\tvalid_0's huber: 20.7451\n",
"[75]\tvalid_0's poisson: -97.4867\tvalid_0's huber: 20.6403\n",
"[76]\tvalid_0's poisson: -97.5967\tvalid_0's huber: 20.5343\n",
"[77]\tvalid_0's poisson: -97.7045\tvalid_0's huber: 20.4303\n",
"[78]\tvalid_0's poisson: -97.8121\tvalid_0's huber: 20.326\n",
"[79]\tvalid_0's poisson: -97.9188\tvalid_0's huber: 20.2221\n",
"[80]\tvalid_0's poisson: -98.0234\tvalid_0's huber: 20.1193\n",
"[81]\tvalid_0's poisson: -98.1286\tvalid_0's huber: 20.0155\n",
"[82]\tvalid_0's poisson: -98.2351\tvalid_0's huber: 19.9125\n",
"[83]\tvalid_0's poisson: -98.3395\tvalid_0's huber: 19.8099\n",
"[84]\tvalid_0's poisson: -98.4432\tvalid_0's huber: 19.709\n",
"[85]\tvalid_0's poisson: -98.5483\tvalid_0's huber: 19.6067\n",
"[86]\tvalid_0's poisson: -98.6506\tvalid_0's huber: 19.5064\n",
"[87]\tvalid_0's poisson: -98.752\tvalid_0's huber: 19.4067\n",
"[88]\tvalid_0's poisson: -98.8537\tvalid_0's huber: 19.3072\n",
"[89]\tvalid_0's poisson: -98.953\tvalid_0's huber: 19.2086\n",
"[90]\tvalid_0's poisson: -99.0525\tvalid_0's huber: 19.1111\n",
"[91]\tvalid_0's poisson: -99.1507\tvalid_0's huber: 19.0139\n",
"[92]\tvalid_0's poisson: -99.249\tvalid_0's huber: 18.9172\n",
"[93]\tvalid_0's poisson: -99.35\tvalid_0's huber: 18.8165\n",
"[94]\tvalid_0's poisson: -99.4452\tvalid_0's huber: 18.7205\n",
"[95]\tvalid_0's poisson: -99.5415\tvalid_0's huber: 18.6252\n",
"[96]\tvalid_0's poisson: -99.6368\tvalid_0's huber: 18.531\n",
"[97]\tvalid_0's poisson: -99.7309\tvalid_0's huber: 18.4372\n",
"[98]\tvalid_0's poisson: -99.8288\tvalid_0's huber: 18.3392\n",
"[99]\tvalid_0's poisson: -99.9219\tvalid_0's huber: 18.2471\n",
"[100]\tvalid_0's poisson: -100.014\tvalid_0's huber: 18.1549\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.7468\n",
"[2]\tvalid_0's poisson: -87.4935\tvalid_0's huber: 29.6092\n",
"[3]\tvalid_0's poisson: -87.6544\tvalid_0's huber: 29.4721\n",
"[4]\tvalid_0's poisson: -87.8193\tvalid_0's huber: 29.3349\n",
"[5]\tvalid_0's poisson: -87.9824\tvalid_0's huber: 29.1992\n",
"[6]\tvalid_0's poisson: -88.1456\tvalid_0's huber: 29.0626\n",
"[7]\tvalid_0's poisson: -88.3066\tvalid_0's huber: 28.928\n",
"[8]\tvalid_0's poisson: -88.466\tvalid_0's huber: 28.7934\n",
"[9]\tvalid_0's poisson: -88.6264\tvalid_0's huber: 28.6583\n",
"[10]\tvalid_0's poisson: -88.7846\tvalid_0's huber: 28.5251\n",
"[11]\tvalid_0's poisson: -88.943\tvalid_0's huber: 28.391\n",
"[12]\tvalid_0's poisson: -89.1003\tvalid_0's huber: 28.2575\n",
"[13]\tvalid_0's poisson: -89.2556\tvalid_0's huber: 28.1248\n",
"[14]\tvalid_0's poisson: -89.4123\tvalid_0's huber: 27.9907\n",
"[15]\tvalid_0's poisson: -89.5678\tvalid_0's huber: 27.858\n",
"[16]\tvalid_0's poisson: -89.7228\tvalid_0's huber: 27.7248\n",
"[17]\tvalid_0's poisson: -89.8764\tvalid_0's huber: 27.5928\n",
"[18]\tvalid_0's poisson: -90.0279\tvalid_0's huber: 27.4625\n",
"[19]\tvalid_0's poisson: -90.1806\tvalid_0's huber: 27.3302\n",
"[20]\tvalid_0's poisson: -90.3325\tvalid_0's huber: 27.1982\n",
"[21]\tvalid_0's poisson: -90.4829\tvalid_0's huber: 27.0678\n",
"[22]\tvalid_0's poisson: -90.6315\tvalid_0's huber: 26.9387\n",
"[23]\tvalid_0's poisson: -90.7786\tvalid_0's huber: 26.8098\n",
"[24]\tvalid_0's poisson: -90.9262\tvalid_0's huber: 26.6802\n",
"[25]\tvalid_0's poisson: -91.0729\tvalid_0's huber: 26.551\n",
"[26]\tvalid_0's poisson: -91.2186\tvalid_0's huber: 26.4227\n",
"[27]\tvalid_0's poisson: -91.3641\tvalid_0's huber: 26.2947\n",
"[28]\tvalid_0's poisson: -91.5082\tvalid_0's huber: 26.1679\n",
"[29]\tvalid_0's poisson: -91.6516\tvalid_0's huber: 26.0416\n",
"[30]\tvalid_0's poisson: -91.7945\tvalid_0's huber: 25.9154\n",
"[31]\tvalid_0's poisson: -91.9366\tvalid_0's huber: 25.7897\n",
"[32]\tvalid_0's poisson: -92.0765\tvalid_0's huber: 25.665\n",
"[33]\tvalid_0's poisson: -92.2164\tvalid_0's huber: 25.5411\n",
"[34]\tvalid_0's poisson: -92.3554\tvalid_0's huber: 25.4178\n",
"[35]\tvalid_0's poisson: -92.4935\tvalid_0's huber: 25.2951\n",
"[36]\tvalid_0's poisson: -92.6313\tvalid_0's huber: 25.1724\n",
"[37]\tvalid_0's poisson: -92.7675\tvalid_0's huber: 25.0504\n",
"[38]\tvalid_0's poisson: -92.9032\tvalid_0's huber: 24.9293\n",
"[39]\tvalid_0's poisson: -93.0384\tvalid_0's huber: 24.8087\n",
"[40]\tvalid_0's poisson: -93.172\tvalid_0's huber: 24.689\n",
"[41]\tvalid_0's poisson: -93.3064\tvalid_0's huber: 24.5684\n",
"[42]\tvalid_0's poisson: -93.4384\tvalid_0's huber: 24.4499\n",
"[43]\tvalid_0's poisson: -93.5712\tvalid_0's huber: 24.3305\n",
"[44]\tvalid_0's poisson: -93.7021\tvalid_0's huber: 24.212\n",
"[45]\tvalid_0's poisson: -93.8336\tvalid_0's huber: 24.0934\n",
"[46]\tvalid_0's poisson: -93.9626\tvalid_0's huber: 23.9767\n",
"[47]\tvalid_0's poisson: -94.0921\tvalid_0's huber: 23.8597\n",
"[48]\tvalid_0's poisson: -94.2205\tvalid_0's huber: 23.7428\n",
"[49]\tvalid_0's poisson: -94.3486\tvalid_0's huber: 23.626\n",
"[50]\tvalid_0's poisson: -94.4754\tvalid_0's huber: 23.5093\n",
"[51]\tvalid_0's poisson: -94.6018\tvalid_0's huber: 23.3934\n",
"[52]\tvalid_0's poisson: -94.7274\tvalid_0's huber: 23.2779\n",
"[53]\tvalid_0's poisson: -94.8524\tvalid_0's huber: 23.1627\n",
"[54]\tvalid_0's poisson: -94.9763\tvalid_0's huber: 23.0479\n",
"[55]\tvalid_0's poisson: -95.1004\tvalid_0's huber: 22.9331\n",
"[56]\tvalid_0's poisson: -95.2239\tvalid_0's huber: 22.8186\n",
"[57]\tvalid_0's poisson: -95.3467\tvalid_0's huber: 22.7049\n",
"[58]\tvalid_0's poisson: -95.4689\tvalid_0's huber: 22.5916\n",
"[59]\tvalid_0's poisson: -95.5903\tvalid_0's huber: 22.4786\n",
"[60]\tvalid_0's poisson: -95.7103\tvalid_0's huber: 22.3664\n",
"[61]\tvalid_0's poisson: -95.8302\tvalid_0's huber: 22.2548\n",
"[62]\tvalid_0's poisson: -95.9494\tvalid_0's huber: 22.1436\n",
"[63]\tvalid_0's poisson: -96.067\tvalid_0's huber: 22.0328\n",
"[64]\tvalid_0's poisson: -96.1848\tvalid_0's huber: 21.9225\n",
"[65]\tvalid_0's poisson: -96.3019\tvalid_0's huber: 21.8122\n",
"[66]\tvalid_0's poisson: -96.4181\tvalid_0's huber: 21.7028\n",
"[67]\tvalid_0's poisson: -96.5342\tvalid_0's huber: 21.5928\n",
"[68]\tvalid_0's poisson: -96.6489\tvalid_0's huber: 21.484\n",
"[69]\tvalid_0's poisson: -96.7635\tvalid_0's huber: 21.3753\n",
"[70]\tvalid_0's poisson: -96.8772\tvalid_0's huber: 21.2672\n",
"[71]\tvalid_0's poisson: -96.9901\tvalid_0's huber: 21.1597\n",
"[72]\tvalid_0's poisson: -97.1028\tvalid_0's huber: 21.0526\n",
"[73]\tvalid_0's poisson: -97.2147\tvalid_0's huber: 20.9449\n",
"[74]\tvalid_0's poisson: -97.326\tvalid_0's huber: 20.839\n",
"[75]\tvalid_0's poisson: -97.437\tvalid_0's huber: 20.7319\n",
"[76]\tvalid_0's poisson: -97.5493\tvalid_0's huber: 20.6233\n",
"[77]\tvalid_0's poisson: -97.6582\tvalid_0's huber: 20.5177\n",
"[78]\tvalid_0's poisson: -97.7654\tvalid_0's huber: 20.4136\n",
"[79]\tvalid_0's poisson: -97.8741\tvalid_0's huber: 20.3084\n",
"[80]\tvalid_0's poisson: -97.9811\tvalid_0's huber: 20.2052\n",
"[81]\tvalid_0's poisson: -98.0873\tvalid_0's huber: 20.1016\n",
"[82]\tvalid_0's poisson: -98.1928\tvalid_0's huber: 19.9987\n",
"[83]\tvalid_0's poisson: -98.2985\tvalid_0's huber: 19.8957\n",
"[84]\tvalid_0's poisson: -98.403\tvalid_0's huber: 19.794\n",
"[85]\tvalid_0's poisson: -98.5067\tvalid_0's huber: 19.6931\n",
"[86]\tvalid_0's poisson: -98.6091\tvalid_0's huber: 19.5918\n",
"[87]\tvalid_0's poisson: -98.7105\tvalid_0's huber: 19.4911\n",
"[88]\tvalid_0's poisson: -98.8116\tvalid_0's huber: 19.3912\n",
"[89]\tvalid_0's poisson: -98.9127\tvalid_0's huber: 19.2915\n",
"[90]\tvalid_0's poisson: -99.0138\tvalid_0's huber: 19.1924\n",
"[91]\tvalid_0's poisson: -99.1132\tvalid_0's huber: 19.0944\n",
"[92]\tvalid_0's poisson: -99.211\tvalid_0's huber: 18.9972\n",
"[93]\tvalid_0's poisson: -99.3084\tvalid_0's huber: 18.9005\n",
"[94]\tvalid_0's poisson: -99.4096\tvalid_0's huber: 18.8\n",
"[95]\tvalid_0's poisson: -99.5098\tvalid_0's huber: 18.7003\n",
"[96]\tvalid_0's poisson: -99.6055\tvalid_0's huber: 18.6058\n",
"[97]\tvalid_0's poisson: -99.7002\tvalid_0's huber: 18.512\n",
"[98]\tvalid_0's poisson: -99.7947\tvalid_0's huber: 18.4179\n",
"[99]\tvalid_0's poisson: -99.8925\tvalid_0's huber: 18.3199\n",
"[100]\tvalid_0's poisson: -99.9853\tvalid_0's huber: 18.2274\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.181\tvalid_0's huber: 29.8051\n",
"[2]\tvalid_0's poisson: -87.1883\tvalid_0's huber: 29.7985\n",
"[3]\tvalid_0's poisson: -87.1955\tvalid_0's huber: 29.7919\n",
"[4]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7853\n",
"[5]\tvalid_0's poisson: -87.2101\tvalid_0's huber: 29.7787\n",
"[6]\tvalid_0's poisson: -87.2173\tvalid_0's huber: 29.7721\n",
"[7]\tvalid_0's poisson: -87.2246\tvalid_0's huber: 29.7655\n",
"[8]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7589\n",
"[9]\tvalid_0's poisson: -87.2391\tvalid_0's huber: 29.7523\n",
"[10]\tvalid_0's poisson: -87.2464\tvalid_0's huber: 29.7457\n",
"[11]\tvalid_0's poisson: -87.2536\tvalid_0's huber: 29.7391\n",
"[12]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7325\n",
"[13]\tvalid_0's poisson: -87.2681\tvalid_0's huber: 29.7259\n",
"[14]\tvalid_0's poisson: -87.2754\tvalid_0's huber: 29.7194\n",
"[15]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7128\n",
"[16]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7062\n",
"[17]\tvalid_0's poisson: -87.2971\tvalid_0's huber: 29.6996\n",
"[18]\tvalid_0's poisson: -87.3044\tvalid_0's huber: 29.693\n",
"[19]\tvalid_0's poisson: -87.3116\tvalid_0's huber: 29.6864\n",
"[20]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.6798\n",
"[21]\tvalid_0's poisson: -87.3261\tvalid_0's huber: 29.6733\n",
"[22]\tvalid_0's poisson: -87.3333\tvalid_0's huber: 29.6667\n",
"[23]\tvalid_0's poisson: -87.3405\tvalid_0's huber: 29.6601\n",
"[24]\tvalid_0's poisson: -87.3478\tvalid_0's huber: 29.6535\n",
"[25]\tvalid_0's poisson: -87.355\tvalid_0's huber: 29.647\n",
"[26]\tvalid_0's poisson: -87.3622\tvalid_0's huber: 29.6404\n",
"[27]\tvalid_0's poisson: -87.3694\tvalid_0's huber: 29.6338\n",
"[28]\tvalid_0's poisson: -87.3766\tvalid_0's huber: 29.6273\n",
"[29]\tvalid_0's poisson: -87.3838\tvalid_0's huber: 29.6207\n",
"[30]\tvalid_0's poisson: -87.391\tvalid_0's huber: 29.6141\n",
"[31]\tvalid_0's poisson: -87.3983\tvalid_0's huber: 29.6076\n",
"[32]\tvalid_0's poisson: -87.4055\tvalid_0's huber: 29.601\n",
"[33]\tvalid_0's poisson: -87.4127\tvalid_0's huber: 29.5944\n",
"[34]\tvalid_0's poisson: -87.4199\tvalid_0's huber: 29.5879\n",
"[35]\tvalid_0's poisson: -87.4271\tvalid_0's huber: 29.5813\n",
"[36]\tvalid_0's poisson: -87.4342\tvalid_0's huber: 29.5748\n",
"[37]\tvalid_0's poisson: -87.4414\tvalid_0's huber: 29.5682\n",
"[38]\tvalid_0's poisson: -87.4486\tvalid_0's huber: 29.5617\n",
"[39]\tvalid_0's poisson: -87.4558\tvalid_0's huber: 29.5551\n",
"[40]\tvalid_0's poisson: -87.463\tvalid_0's huber: 29.5486\n",
"[41]\tvalid_0's poisson: -87.4702\tvalid_0's huber: 29.542\n",
"[42]\tvalid_0's poisson: -87.4773\tvalid_0's huber: 29.5355\n",
"[43]\tvalid_0's poisson: -87.4845\tvalid_0's huber: 29.5289\n",
"[44]\tvalid_0's poisson: -87.4917\tvalid_0's huber: 29.5224\n",
"[45]\tvalid_0's poisson: -87.4989\tvalid_0's huber: 29.5159\n",
"[46]\tvalid_0's poisson: -87.506\tvalid_0's huber: 29.5093\n",
"[47]\tvalid_0's poisson: -87.5132\tvalid_0's huber: 29.5028\n",
"[48]\tvalid_0's poisson: -87.5204\tvalid_0's huber: 29.4963\n",
"[49]\tvalid_0's poisson: -87.5275\tvalid_0's huber: 29.4897\n",
"[50]\tvalid_0's poisson: -87.5347\tvalid_0's huber: 29.4832\n",
"[51]\tvalid_0's poisson: -87.5418\tvalid_0's huber: 29.4767\n",
"[52]\tvalid_0's poisson: -87.549\tvalid_0's huber: 29.4702\n",
"[53]\tvalid_0's poisson: -87.5561\tvalid_0's huber: 29.4636\n",
"[54]\tvalid_0's poisson: -87.5633\tvalid_0's huber: 29.4571\n",
"[55]\tvalid_0's poisson: -87.5704\tvalid_0's huber: 29.4506\n",
"[56]\tvalid_0's poisson: -87.5775\tvalid_0's huber: 29.4441\n",
"[57]\tvalid_0's poisson: -87.5847\tvalid_0's huber: 29.4375\n",
"[58]\tvalid_0's poisson: -87.5918\tvalid_0's huber: 29.431\n",
"[59]\tvalid_0's poisson: -87.5989\tvalid_0's huber: 29.4245\n",
"[60]\tvalid_0's poisson: -87.6061\tvalid_0's huber: 29.418\n",
"[61]\tvalid_0's poisson: -87.6132\tvalid_0's huber: 29.4115\n",
"[62]\tvalid_0's poisson: -87.6203\tvalid_0's huber: 29.405\n",
"[63]\tvalid_0's poisson: -87.6274\tvalid_0's huber: 29.3985\n",
"[64]\tvalid_0's poisson: -87.6346\tvalid_0's huber: 29.392\n",
"[65]\tvalid_0's poisson: -87.6417\tvalid_0's huber: 29.3855\n",
"[66]\tvalid_0's poisson: -87.6488\tvalid_0's huber: 29.379\n",
"[67]\tvalid_0's poisson: -87.6559\tvalid_0's huber: 29.3725\n",
"[68]\tvalid_0's poisson: -87.663\tvalid_0's huber: 29.366\n",
"[69]\tvalid_0's poisson: -87.6701\tvalid_0's huber: 29.3595\n",
"[70]\tvalid_0's poisson: -87.6772\tvalid_0's huber: 29.353\n",
"[71]\tvalid_0's poisson: -87.6843\tvalid_0's huber: 29.3465\n",
"[72]\tvalid_0's poisson: -87.6914\tvalid_0's huber: 29.34\n",
"[73]\tvalid_0's poisson: -87.6985\tvalid_0's huber: 29.3335\n",
"[74]\tvalid_0's poisson: -87.7056\tvalid_0's huber: 29.327\n",
"[75]\tvalid_0's poisson: -87.7127\tvalid_0's huber: 29.3205\n",
"[76]\tvalid_0's poisson: -87.7198\tvalid_0's huber: 29.3141\n",
"[77]\tvalid_0's poisson: -87.7269\tvalid_0's huber: 29.3076\n",
"[78]\tvalid_0's poisson: -87.7339\tvalid_0's huber: 29.3011\n",
"[79]\tvalid_0's poisson: -87.741\tvalid_0's huber: 29.2946\n",
"[80]\tvalid_0's poisson: -87.7481\tvalid_0's huber: 29.2881\n",
"[81]\tvalid_0's poisson: -87.7552\tvalid_0's huber: 29.2817\n",
"[82]\tvalid_0's poisson: -87.7622\tvalid_0's huber: 29.2752\n",
"[83]\tvalid_0's poisson: -87.7693\tvalid_0's huber: 29.2687\n",
"[84]\tvalid_0's poisson: -87.7764\tvalid_0's huber: 29.2623\n",
"[85]\tvalid_0's poisson: -87.7834\tvalid_0's huber: 29.2558\n",
"[86]\tvalid_0's poisson: -87.7905\tvalid_0's huber: 29.2493\n",
"[87]\tvalid_0's poisson: -87.7976\tvalid_0's huber: 29.2429\n",
"[88]\tvalid_0's poisson: -87.8046\tvalid_0's huber: 29.2364\n",
"[89]\tvalid_0's poisson: -87.8117\tvalid_0's huber: 29.2299\n",
"[90]\tvalid_0's poisson: -87.8187\tvalid_0's huber: 29.2235\n",
"[91]\tvalid_0's poisson: -87.8258\tvalid_0's huber: 29.217\n",
"[92]\tvalid_0's poisson: -87.8328\tvalid_0's huber: 29.2106\n",
"[93]\tvalid_0's poisson: -87.8399\tvalid_0's huber: 29.2041\n",
"[94]\tvalid_0's poisson: -87.8469\tvalid_0's huber: 29.1977\n",
"[95]\tvalid_0's poisson: -87.8539\tvalid_0's huber: 29.1912\n",
"[96]\tvalid_0's poisson: -87.861\tvalid_0's huber: 29.1848\n",
"[97]\tvalid_0's poisson: -87.868\tvalid_0's huber: 29.1783\n",
"[98]\tvalid_0's poisson: -87.875\tvalid_0's huber: 29.1719\n",
"[99]\tvalid_0's poisson: -87.8821\tvalid_0's huber: 29.1654\n",
"[100]\tvalid_0's poisson: -87.8891\tvalid_0's huber: 29.159\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1812\tvalid_0's huber: 29.8031\n",
"[2]\tvalid_0's poisson: -87.1884\tvalid_0's huber: 29.7964\n",
"[3]\tvalid_0's poisson: -87.1956\tvalid_0's huber: 29.7898\n",
"[4]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7832\n",
"[5]\tvalid_0's poisson: -87.21\tvalid_0's huber: 29.7766\n",
"[6]\tvalid_0's poisson: -87.2172\tvalid_0's huber: 29.77\n",
"[7]\tvalid_0's poisson: -87.2244\tvalid_0's huber: 29.7634\n",
"[8]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.7567\n",
"[9]\tvalid_0's poisson: -87.2387\tvalid_0's huber: 29.7501\n",
"[10]\tvalid_0's poisson: -87.2459\tvalid_0's huber: 29.7435\n",
"[11]\tvalid_0's poisson: -87.2531\tvalid_0's huber: 29.7369\n",
"[12]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7303\n",
"[13]\tvalid_0's poisson: -87.2675\tvalid_0's huber: 29.7237\n",
"[14]\tvalid_0's poisson: -87.2746\tvalid_0's huber: 29.7171\n",
"[15]\tvalid_0's poisson: -87.2818\tvalid_0's huber: 29.7105\n",
"[16]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7039\n",
"[17]\tvalid_0's poisson: -87.2961\tvalid_0's huber: 29.6973\n",
"[18]\tvalid_0's poisson: -87.3033\tvalid_0's huber: 29.6907\n",
"[19]\tvalid_0's poisson: -87.3104\tvalid_0's huber: 29.6841\n",
"[20]\tvalid_0's poisson: -87.3176\tvalid_0's huber: 29.6775\n",
"[21]\tvalid_0's poisson: -87.3247\tvalid_0's huber: 29.6709\n",
"[22]\tvalid_0's poisson: -87.3319\tvalid_0's huber: 29.6643\n",
"[23]\tvalid_0's poisson: -87.339\tvalid_0's huber: 29.6577\n",
"[24]\tvalid_0's poisson: -87.3462\tvalid_0's huber: 29.6512\n",
"[25]\tvalid_0's poisson: -87.3533\tvalid_0's huber: 29.6446\n",
"[26]\tvalid_0's poisson: -87.3604\tvalid_0's huber: 29.638\n",
"[27]\tvalid_0's poisson: -87.3676\tvalid_0's huber: 29.6314\n",
"[28]\tvalid_0's poisson: -87.3747\tvalid_0's huber: 29.6248\n",
"[29]\tvalid_0's poisson: -87.3818\tvalid_0's huber: 29.6183\n",
"[30]\tvalid_0's poisson: -87.3889\tvalid_0's huber: 29.6117\n",
"[31]\tvalid_0's poisson: -87.396\tvalid_0's huber: 29.6051\n",
"[32]\tvalid_0's poisson: -87.4032\tvalid_0's huber: 29.5986\n",
"[33]\tvalid_0's poisson: -87.4103\tvalid_0's huber: 29.592\n",
"[34]\tvalid_0's poisson: -87.4174\tvalid_0's huber: 29.5854\n",
"[35]\tvalid_0's poisson: -87.4245\tvalid_0's huber: 29.5789\n",
"[36]\tvalid_0's poisson: -87.4316\tvalid_0's huber: 29.5723\n",
"[37]\tvalid_0's poisson: -87.4387\tvalid_0's huber: 29.5657\n",
"[38]\tvalid_0's poisson: -87.4458\tvalid_0's huber: 29.5592\n",
"[39]\tvalid_0's poisson: -87.4528\tvalid_0's huber: 29.5526\n",
"[40]\tvalid_0's poisson: -87.4599\tvalid_0's huber: 29.5461\n",
"[41]\tvalid_0's poisson: -87.467\tvalid_0's huber: 29.5395\n",
"[42]\tvalid_0's poisson: -87.4741\tvalid_0's huber: 29.533\n",
"[43]\tvalid_0's poisson: -87.4812\tvalid_0's huber: 29.5264\n",
"[44]\tvalid_0's poisson: -87.4882\tvalid_0's huber: 29.5199\n",
"[45]\tvalid_0's poisson: -87.4953\tvalid_0's huber: 29.5134\n",
"[46]\tvalid_0's poisson: -87.5024\tvalid_0's huber: 29.5068\n",
"[47]\tvalid_0's poisson: -87.5094\tvalid_0's huber: 29.5003\n",
"[48]\tvalid_0's poisson: -87.5165\tvalid_0's huber: 29.4937\n",
"[49]\tvalid_0's poisson: -87.5235\tvalid_0's huber: 29.4872\n",
"[50]\tvalid_0's poisson: -87.5306\tvalid_0's huber: 29.4807\n",
"[51]\tvalid_0's poisson: -87.5376\tvalid_0's huber: 29.4741\n",
"[52]\tvalid_0's poisson: -87.5447\tvalid_0's huber: 29.4676\n",
"[53]\tvalid_0's poisson: -87.5517\tvalid_0's huber: 29.4611\n",
"[54]\tvalid_0's poisson: -87.5588\tvalid_0's huber: 29.4546\n",
"[55]\tvalid_0's poisson: -87.5658\tvalid_0's huber: 29.4481\n",
"[56]\tvalid_0's poisson: -87.5728\tvalid_0's huber: 29.4415\n",
"[57]\tvalid_0's poisson: -87.5799\tvalid_0's huber: 29.435\n",
"[58]\tvalid_0's poisson: -87.5869\tvalid_0's huber: 29.4285\n",
"[59]\tvalid_0's poisson: -87.5939\tvalid_0's huber: 29.422\n",
"[60]\tvalid_0's poisson: -87.6009\tvalid_0's huber: 29.4155\n",
"[61]\tvalid_0's poisson: -87.6079\tvalid_0's huber: 29.409\n",
"[62]\tvalid_0's poisson: -87.615\tvalid_0's huber: 29.4025\n",
"[63]\tvalid_0's poisson: -87.622\tvalid_0's huber: 29.396\n",
"[64]\tvalid_0's poisson: -87.629\tvalid_0's huber: 29.3895\n",
"[65]\tvalid_0's poisson: -87.636\tvalid_0's huber: 29.383\n",
"[66]\tvalid_0's poisson: -87.643\tvalid_0's huber: 29.3765\n",
"[67]\tvalid_0's poisson: -87.65\tvalid_0's huber: 29.37\n",
"[68]\tvalid_0's poisson: -87.657\tvalid_0's huber: 29.3635\n",
"[69]\tvalid_0's poisson: -87.6639\tvalid_0's huber: 29.357\n",
"[70]\tvalid_0's poisson: -87.6709\tvalid_0's huber: 29.3505\n",
"[71]\tvalid_0's poisson: -87.6779\tvalid_0's huber: 29.344\n",
"[72]\tvalid_0's poisson: -87.6849\tvalid_0's huber: 29.3375\n",
"[73]\tvalid_0's poisson: -87.6919\tvalid_0's huber: 29.331\n",
"[74]\tvalid_0's poisson: -87.6988\tvalid_0's huber: 29.3245\n",
"[75]\tvalid_0's poisson: -87.7058\tvalid_0's huber: 29.318\n",
"[76]\tvalid_0's poisson: -87.7128\tvalid_0's huber: 29.3116\n",
"[77]\tvalid_0's poisson: -87.7197\tvalid_0's huber: 29.3051\n",
"[78]\tvalid_0's poisson: -87.727\tvalid_0's huber: 29.2985\n",
"[79]\tvalid_0's poisson: -87.7342\tvalid_0's huber: 29.2919\n",
"[80]\tvalid_0's poisson: -87.7414\tvalid_0's huber: 29.2854\n",
"[81]\tvalid_0's poisson: -87.7486\tvalid_0's huber: 29.2788\n",
"[82]\tvalid_0's poisson: -87.7558\tvalid_0's huber: 29.2722\n",
"[83]\tvalid_0's poisson: -87.763\tvalid_0's huber: 29.2657\n",
"[84]\tvalid_0's poisson: -87.7702\tvalid_0's huber: 29.2591\n",
"[85]\tvalid_0's poisson: -87.7774\tvalid_0's huber: 29.2525\n",
"[86]\tvalid_0's poisson: -87.7845\tvalid_0's huber: 29.246\n",
"[87]\tvalid_0's poisson: -87.7917\tvalid_0's huber: 29.2394\n",
"[88]\tvalid_0's poisson: -87.7989\tvalid_0's huber: 29.2328\n",
"[89]\tvalid_0's poisson: -87.8061\tvalid_0's huber: 29.2263\n",
"[90]\tvalid_0's poisson: -87.8133\tvalid_0's huber: 29.2197\n",
"[91]\tvalid_0's poisson: -87.8202\tvalid_0's huber: 29.2133\n",
"[92]\tvalid_0's poisson: -87.8274\tvalid_0's huber: 29.2067\n",
"[93]\tvalid_0's poisson: -87.8346\tvalid_0's huber: 29.2002\n",
"[94]\tvalid_0's poisson: -87.8415\tvalid_0's huber: 29.1937\n",
"[95]\tvalid_0's poisson: -87.8486\tvalid_0's huber: 29.1872\n",
"[96]\tvalid_0's poisson: -87.8558\tvalid_0's huber: 29.1806\n",
"[97]\tvalid_0's poisson: -87.863\tvalid_0's huber: 29.1741\n",
"[98]\tvalid_0's poisson: -87.8699\tvalid_0's huber: 29.1676\n",
"[99]\tvalid_0's poisson: -87.877\tvalid_0's huber: 29.1611\n",
"[100]\tvalid_0's poisson: -87.8842\tvalid_0's huber: 29.1546\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1769\tvalid_0's huber: 29.8363\n",
"[2]\tvalid_0's poisson: -87.1841\tvalid_0's huber: 29.8296\n",
"[3]\tvalid_0's poisson: -87.1914\tvalid_0's huber: 29.823\n",
"[4]\tvalid_0's poisson: -87.1987\tvalid_0's huber: 29.8164\n",
"[5]\tvalid_0's poisson: -87.2059\tvalid_0's huber: 29.8098\n",
"[6]\tvalid_0's poisson: -87.2132\tvalid_0's huber: 29.8032\n",
"[7]\tvalid_0's poisson: -87.2204\tvalid_0's huber: 29.7966\n",
"[8]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.79\n",
"[9]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.7834\n",
"[10]\tvalid_0's poisson: -87.2422\tvalid_0's huber: 29.7768\n",
"[11]\tvalid_0's poisson: -87.2494\tvalid_0's huber: 29.7703\n",
"[12]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.7637\n",
"[13]\tvalid_0's poisson: -87.2639\tvalid_0's huber: 29.7571\n",
"[14]\tvalid_0's poisson: -87.2712\tvalid_0's huber: 29.7505\n",
"[15]\tvalid_0's poisson: -87.2784\tvalid_0's huber: 29.7439\n",
"[16]\tvalid_0's poisson: -87.2857\tvalid_0's huber: 29.7373\n",
"[17]\tvalid_0's poisson: -87.2929\tvalid_0's huber: 29.7307\n",
"[18]\tvalid_0's poisson: -87.3001\tvalid_0's huber: 29.7241\n",
"[19]\tvalid_0's poisson: -87.3074\tvalid_0's huber: 29.7175\n",
"[20]\tvalid_0's poisson: -87.3146\tvalid_0's huber: 29.7109\n",
"[21]\tvalid_0's poisson: -87.3218\tvalid_0's huber: 29.7044\n",
"[22]\tvalid_0's poisson: -87.329\tvalid_0's huber: 29.6978\n",
"[23]\tvalid_0's poisson: -87.3362\tvalid_0's huber: 29.6912\n",
"[24]\tvalid_0's poisson: -87.3435\tvalid_0's huber: 29.6846\n",
"[25]\tvalid_0's poisson: -87.3507\tvalid_0's huber: 29.6781\n",
"[26]\tvalid_0's poisson: -87.3579\tvalid_0's huber: 29.6715\n",
"[27]\tvalid_0's poisson: -87.3651\tvalid_0's huber: 29.6649\n",
"[28]\tvalid_0's poisson: -87.3723\tvalid_0's huber: 29.6583\n",
"[29]\tvalid_0's poisson: -87.3795\tvalid_0's huber: 29.6518\n",
"[30]\tvalid_0's poisson: -87.3867\tvalid_0's huber: 29.6452\n",
"[31]\tvalid_0's poisson: -87.3939\tvalid_0's huber: 29.6386\n",
"[32]\tvalid_0's poisson: -87.4011\tvalid_0's huber: 29.6321\n",
"[33]\tvalid_0's poisson: -87.4083\tvalid_0's huber: 29.6255\n",
"[34]\tvalid_0's poisson: -87.4155\tvalid_0's huber: 29.619\n",
"[35]\tvalid_0's poisson: -87.4227\tvalid_0's huber: 29.6124\n",
"[36]\tvalid_0's poisson: -87.4299\tvalid_0's huber: 29.6058\n",
"[37]\tvalid_0's poisson: -87.437\tvalid_0's huber: 29.5993\n",
"[38]\tvalid_0's poisson: -87.4442\tvalid_0's huber: 29.5927\n",
"[39]\tvalid_0's poisson: -87.4514\tvalid_0's huber: 29.5862\n",
"[40]\tvalid_0's poisson: -87.4586\tvalid_0's huber: 29.5796\n",
"[41]\tvalid_0's poisson: -87.4657\tvalid_0's huber: 29.5731\n",
"[42]\tvalid_0's poisson: -87.4729\tvalid_0's huber: 29.5665\n",
"[43]\tvalid_0's poisson: -87.4801\tvalid_0's huber: 29.56\n",
"[44]\tvalid_0's poisson: -87.4872\tvalid_0's huber: 29.5535\n",
"[45]\tvalid_0's poisson: -87.4944\tvalid_0's huber: 29.5469\n",
"[46]\tvalid_0's poisson: -87.5016\tvalid_0's huber: 29.5404\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -87.5087\tvalid_0's huber: 29.5338\n",
"[48]\tvalid_0's poisson: -87.5159\tvalid_0's huber: 29.5273\n",
"[49]\tvalid_0's poisson: -87.523\tvalid_0's huber: 29.5208\n",
"[50]\tvalid_0's poisson: -87.5302\tvalid_0's huber: 29.5142\n",
"[51]\tvalid_0's poisson: -87.5373\tvalid_0's huber: 29.5077\n",
"[52]\tvalid_0's poisson: -87.5445\tvalid_0's huber: 29.5012\n",
"[53]\tvalid_0's poisson: -87.5516\tvalid_0's huber: 29.4946\n",
"[54]\tvalid_0's poisson: -87.5587\tvalid_0's huber: 29.4881\n",
"[55]\tvalid_0's poisson: -87.5659\tvalid_0's huber: 29.4816\n",
"[56]\tvalid_0's poisson: -87.573\tvalid_0's huber: 29.4751\n",
"[57]\tvalid_0's poisson: -87.5801\tvalid_0's huber: 29.4686\n",
"[58]\tvalid_0's poisson: -87.5873\tvalid_0's huber: 29.462\n",
"[59]\tvalid_0's poisson: -87.5944\tvalid_0's huber: 29.4555\n",
"[60]\tvalid_0's poisson: -87.6015\tvalid_0's huber: 29.449\n",
"[61]\tvalid_0's poisson: -87.6086\tvalid_0's huber: 29.4425\n",
"[62]\tvalid_0's poisson: -87.6158\tvalid_0's huber: 29.436\n",
"[63]\tvalid_0's poisson: -87.6229\tvalid_0's huber: 29.4295\n",
"[64]\tvalid_0's poisson: -87.63\tvalid_0's huber: 29.423\n",
"[65]\tvalid_0's poisson: -87.6371\tvalid_0's huber: 29.4164\n",
"[66]\tvalid_0's poisson: -87.6442\tvalid_0's huber: 29.4099\n",
"[67]\tvalid_0's poisson: -87.6513\tvalid_0's huber: 29.4034\n",
"[68]\tvalid_0's poisson: -87.6584\tvalid_0's huber: 29.3969\n",
"[69]\tvalid_0's poisson: -87.6655\tvalid_0's huber: 29.3904\n",
"[70]\tvalid_0's poisson: -87.6726\tvalid_0's huber: 29.3839\n",
"[71]\tvalid_0's poisson: -87.6797\tvalid_0's huber: 29.3774\n",
"[72]\tvalid_0's poisson: -87.6868\tvalid_0's huber: 29.3709\n",
"[73]\tvalid_0's poisson: -87.6939\tvalid_0's huber: 29.3644\n",
"[74]\tvalid_0's poisson: -87.701\tvalid_0's huber: 29.3579\n",
"[75]\tvalid_0's poisson: -87.7081\tvalid_0's huber: 29.3515\n",
"[76]\tvalid_0's poisson: -87.7151\tvalid_0's huber: 29.345\n",
"[77]\tvalid_0's poisson: -87.7222\tvalid_0's huber: 29.3385\n",
"[78]\tvalid_0's poisson: -87.7293\tvalid_0's huber: 29.332\n",
"[79]\tvalid_0's poisson: -87.7364\tvalid_0's huber: 29.3255\n",
"[80]\tvalid_0's poisson: -87.7434\tvalid_0's huber: 29.319\n",
"[81]\tvalid_0's poisson: -87.7505\tvalid_0's huber: 29.3125\n",
"[82]\tvalid_0's poisson: -87.7576\tvalid_0's huber: 29.3061\n",
"[83]\tvalid_0's poisson: -87.7646\tvalid_0's huber: 29.2996\n",
"[84]\tvalid_0's poisson: -87.7717\tvalid_0's huber: 29.2931\n",
"[85]\tvalid_0's poisson: -87.7788\tvalid_0's huber: 29.2866\n",
"[86]\tvalid_0's poisson: -87.7858\tvalid_0's huber: 29.2802\n",
"[87]\tvalid_0's poisson: -87.7929\tvalid_0's huber: 29.2737\n",
"[88]\tvalid_0's poisson: -87.7999\tvalid_0's huber: 29.2672\n",
"[89]\tvalid_0's poisson: -87.807\tvalid_0's huber: 29.2608\n",
"[90]\tvalid_0's poisson: -87.814\tvalid_0's huber: 29.2543\n",
"[91]\tvalid_0's poisson: -87.8211\tvalid_0's huber: 29.2478\n",
"[92]\tvalid_0's poisson: -87.8281\tvalid_0's huber: 29.2414\n",
"[93]\tvalid_0's poisson: -87.8351\tvalid_0's huber: 29.2349\n",
"[94]\tvalid_0's poisson: -87.8422\tvalid_0's huber: 29.2285\n",
"[95]\tvalid_0's poisson: -87.8492\tvalid_0's huber: 29.222\n",
"[96]\tvalid_0's poisson: -87.8562\tvalid_0's huber: 29.2155\n",
"[97]\tvalid_0's poisson: -87.8633\tvalid_0's huber: 29.2091\n",
"[98]\tvalid_0's poisson: -87.8703\tvalid_0's huber: 29.2026\n",
"[99]\tvalid_0's poisson: -87.8773\tvalid_0's huber: 29.1962\n",
"[100]\tvalid_0's poisson: -87.8843\tvalid_0's huber: 29.1897\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1833\tvalid_0's huber: 29.787\n",
"[2]\tvalid_0's poisson: -87.1907\tvalid_0's huber: 29.7804\n",
"[3]\tvalid_0's poisson: -87.198\tvalid_0's huber: 29.7737\n",
"[4]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7671\n",
"[5]\tvalid_0's poisson: -87.2126\tvalid_0's huber: 29.7605\n",
"[6]\tvalid_0's poisson: -87.2199\tvalid_0's huber: 29.7539\n",
"[7]\tvalid_0's poisson: -87.2272\tvalid_0's huber: 29.7473\n",
"[8]\tvalid_0's poisson: -87.2345\tvalid_0's huber: 29.7407\n",
"[9]\tvalid_0's poisson: -87.2418\tvalid_0's huber: 29.7341\n",
"[10]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.7274\n",
"[11]\tvalid_0's poisson: -87.2564\tvalid_0's huber: 29.7208\n",
"[12]\tvalid_0's poisson: -87.2637\tvalid_0's huber: 29.7142\n",
"[13]\tvalid_0's poisson: -87.271\tvalid_0's huber: 29.7076\n",
"[14]\tvalid_0's poisson: -87.2783\tvalid_0's huber: 29.701\n",
"[15]\tvalid_0's poisson: -87.2856\tvalid_0's huber: 29.6944\n",
"[16]\tvalid_0's poisson: -87.2929\tvalid_0's huber: 29.6878\n",
"[17]\tvalid_0's poisson: -87.3002\tvalid_0's huber: 29.6812\n",
"[18]\tvalid_0's poisson: -87.3075\tvalid_0's huber: 29.6746\n",
"[19]\tvalid_0's poisson: -87.3148\tvalid_0's huber: 29.668\n",
"[20]\tvalid_0's poisson: -87.322\tvalid_0's huber: 29.6614\n",
"[21]\tvalid_0's poisson: -87.3293\tvalid_0's huber: 29.6548\n",
"[22]\tvalid_0's poisson: -87.3366\tvalid_0's huber: 29.6482\n",
"[23]\tvalid_0's poisson: -87.3439\tvalid_0's huber: 29.6417\n",
"[24]\tvalid_0's poisson: -87.3511\tvalid_0's huber: 29.6351\n",
"[25]\tvalid_0's poisson: -87.3584\tvalid_0's huber: 29.6285\n",
"[26]\tvalid_0's poisson: -87.3657\tvalid_0's huber: 29.6219\n",
"[27]\tvalid_0's poisson: -87.3729\tvalid_0's huber: 29.6153\n",
"[28]\tvalid_0's poisson: -87.3802\tvalid_0's huber: 29.6087\n",
"[29]\tvalid_0's poisson: -87.3874\tvalid_0's huber: 29.6021\n",
"[30]\tvalid_0's poisson: -87.3947\tvalid_0's huber: 29.5956\n",
"[31]\tvalid_0's poisson: -87.4019\tvalid_0's huber: 29.589\n",
"[32]\tvalid_0's poisson: -87.4092\tvalid_0's huber: 29.5824\n",
"[33]\tvalid_0's poisson: -87.4164\tvalid_0's huber: 29.5758\n",
"[34]\tvalid_0's poisson: -87.4237\tvalid_0's huber: 29.5693\n",
"[35]\tvalid_0's poisson: -87.4309\tvalid_0's huber: 29.5627\n",
"[36]\tvalid_0's poisson: -87.4382\tvalid_0's huber: 29.5561\n",
"[37]\tvalid_0's poisson: -87.4454\tvalid_0's huber: 29.5495\n",
"[38]\tvalid_0's poisson: -87.4526\tvalid_0's huber: 29.543\n",
"[39]\tvalid_0's poisson: -87.4598\tvalid_0's huber: 29.5364\n",
"[40]\tvalid_0's poisson: -87.4671\tvalid_0's huber: 29.5299\n",
"[41]\tvalid_0's poisson: -87.4743\tvalid_0's huber: 29.5233\n",
"[42]\tvalid_0's poisson: -87.4815\tvalid_0's huber: 29.5167\n",
"[43]\tvalid_0's poisson: -87.4887\tvalid_0's huber: 29.5102\n",
"[44]\tvalid_0's poisson: -87.496\tvalid_0's huber: 29.5036\n",
"[45]\tvalid_0's poisson: -87.5032\tvalid_0's huber: 29.4971\n",
"[46]\tvalid_0's poisson: -87.5104\tvalid_0's huber: 29.4905\n",
"[47]\tvalid_0's poisson: -87.5176\tvalid_0's huber: 29.484\n",
"[48]\tvalid_0's poisson: -87.5248\tvalid_0's huber: 29.4774\n",
"[49]\tvalid_0's poisson: -87.532\tvalid_0's huber: 29.4709\n",
"[50]\tvalid_0's poisson: -87.5392\tvalid_0's huber: 29.4643\n",
"[51]\tvalid_0's poisson: -87.5464\tvalid_0's huber: 29.4578\n",
"[52]\tvalid_0's poisson: -87.5536\tvalid_0's huber: 29.4512\n",
"[53]\tvalid_0's poisson: -87.5608\tvalid_0's huber: 29.4447\n",
"[54]\tvalid_0's poisson: -87.5679\tvalid_0's huber: 29.4382\n",
"[55]\tvalid_0's poisson: -87.5751\tvalid_0's huber: 29.4316\n",
"[56]\tvalid_0's poisson: -87.5823\tvalid_0's huber: 29.4251\n",
"[57]\tvalid_0's poisson: -87.5895\tvalid_0's huber: 29.4185\n",
"[58]\tvalid_0's poisson: -87.5967\tvalid_0's huber: 29.412\n",
"[59]\tvalid_0's poisson: -87.6038\tvalid_0's huber: 29.4055\n",
"[60]\tvalid_0's poisson: -87.611\tvalid_0's huber: 29.399\n",
"[61]\tvalid_0's poisson: -87.6182\tvalid_0's huber: 29.3924\n",
"[62]\tvalid_0's poisson: -87.6253\tvalid_0's huber: 29.3859\n",
"[63]\tvalid_0's poisson: -87.6325\tvalid_0's huber: 29.3794\n",
"[64]\tvalid_0's poisson: -87.6397\tvalid_0's huber: 29.3729\n",
"[65]\tvalid_0's poisson: -87.6468\tvalid_0's huber: 29.3663\n",
"[66]\tvalid_0's poisson: -87.654\tvalid_0's huber: 29.3598\n",
"[67]\tvalid_0's poisson: -87.6611\tvalid_0's huber: 29.3533\n",
"[68]\tvalid_0's poisson: -87.6683\tvalid_0's huber: 29.3468\n",
"[69]\tvalid_0's poisson: -87.6754\tvalid_0's huber: 29.3403\n",
"[70]\tvalid_0's poisson: -87.6826\tvalid_0's huber: 29.3338\n",
"[71]\tvalid_0's poisson: -87.6897\tvalid_0's huber: 29.3273\n",
"[72]\tvalid_0's poisson: -87.6968\tvalid_0's huber: 29.3208\n",
"[73]\tvalid_0's poisson: -87.704\tvalid_0's huber: 29.3142\n",
"[74]\tvalid_0's poisson: -87.7111\tvalid_0's huber: 29.3077\n",
"[75]\tvalid_0's poisson: -87.7182\tvalid_0's huber: 29.3012\n",
"[76]\tvalid_0's poisson: -87.7254\tvalid_0's huber: 29.2947\n",
"[77]\tvalid_0's poisson: -87.7325\tvalid_0's huber: 29.2882\n",
"[78]\tvalid_0's poisson: -87.7396\tvalid_0's huber: 29.2817\n",
"[79]\tvalid_0's poisson: -87.7467\tvalid_0's huber: 29.2753\n",
"[80]\tvalid_0's poisson: -87.7538\tvalid_0's huber: 29.2688\n",
"[81]\tvalid_0's poisson: -87.761\tvalid_0's huber: 29.2623\n",
"[82]\tvalid_0's poisson: -87.7681\tvalid_0's huber: 29.2558\n",
"[83]\tvalid_0's poisson: -87.7752\tvalid_0's huber: 29.2493\n",
"[84]\tvalid_0's poisson: -87.7823\tvalid_0's huber: 29.2428\n",
"[85]\tvalid_0's poisson: -87.7894\tvalid_0's huber: 29.2363\n",
"[86]\tvalid_0's poisson: -87.7965\tvalid_0's huber: 29.2298\n",
"[87]\tvalid_0's poisson: -87.8036\tvalid_0's huber: 29.2234\n",
"[88]\tvalid_0's poisson: -87.8107\tvalid_0's huber: 29.2169\n",
"[89]\tvalid_0's poisson: -87.8177\tvalid_0's huber: 29.2104\n",
"[90]\tvalid_0's poisson: -87.8248\tvalid_0's huber: 29.2039\n",
"[91]\tvalid_0's poisson: -87.8319\tvalid_0's huber: 29.1975\n",
"[92]\tvalid_0's poisson: -87.839\tvalid_0's huber: 29.191\n",
"[93]\tvalid_0's poisson: -87.8461\tvalid_0's huber: 29.1845\n",
"[94]\tvalid_0's poisson: -87.8532\tvalid_0's huber: 29.1781\n",
"[95]\tvalid_0's poisson: -87.8602\tvalid_0's huber: 29.1716\n",
"[96]\tvalid_0's poisson: -87.8673\tvalid_0's huber: 29.1651\n",
"[97]\tvalid_0's poisson: -87.8744\tvalid_0's huber: 29.1587\n",
"[98]\tvalid_0's poisson: -87.8814\tvalid_0's huber: 29.1522\n",
"[99]\tvalid_0's poisson: -87.8885\tvalid_0's huber: 29.1458\n",
"[100]\tvalid_0's poisson: -87.8956\tvalid_0's huber: 29.1393\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1709\tvalid_0's huber: 29.8786\n",
"[2]\tvalid_0's poisson: -87.1783\tvalid_0's huber: 29.872\n",
"[3]\tvalid_0's poisson: -87.1856\tvalid_0's huber: 29.8653\n",
"[4]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.8587\n",
"[5]\tvalid_0's poisson: -87.2002\tvalid_0's huber: 29.852\n",
"[6]\tvalid_0's poisson: -87.2075\tvalid_0's huber: 29.8454\n",
"[7]\tvalid_0's poisson: -87.2148\tvalid_0's huber: 29.8388\n",
"[8]\tvalid_0's poisson: -87.2221\tvalid_0's huber: 29.8321\n",
"[9]\tvalid_0's poisson: -87.2294\tvalid_0's huber: 29.8255\n",
"[10]\tvalid_0's poisson: -87.2367\tvalid_0's huber: 29.8189\n",
"[11]\tvalid_0's poisson: -87.244\tvalid_0's huber: 29.8122\n",
"[12]\tvalid_0's poisson: -87.2513\tvalid_0's huber: 29.8056\n",
"[13]\tvalid_0's poisson: -87.2586\tvalid_0's huber: 29.799\n",
"[14]\tvalid_0's poisson: -87.2659\tvalid_0's huber: 29.7924\n",
"[15]\tvalid_0's poisson: -87.2732\tvalid_0's huber: 29.7857\n",
"[16]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7791\n",
"[17]\tvalid_0's poisson: -87.2878\tvalid_0's huber: 29.7725\n",
"[18]\tvalid_0's poisson: -87.295\tvalid_0's huber: 29.7659\n",
"[19]\tvalid_0's poisson: -87.3023\tvalid_0's huber: 29.7592\n",
"[20]\tvalid_0's poisson: -87.3096\tvalid_0's huber: 29.7526\n",
"[21]\tvalid_0's poisson: -87.3169\tvalid_0's huber: 29.746\n",
"[22]\tvalid_0's poisson: -87.3241\tvalid_0's huber: 29.7394\n",
"[23]\tvalid_0's poisson: -87.3314\tvalid_0's huber: 29.7328\n",
"[24]\tvalid_0's poisson: -87.3387\tvalid_0's huber: 29.7262\n",
"[25]\tvalid_0's poisson: -87.3459\tvalid_0's huber: 29.7195\n",
"[26]\tvalid_0's poisson: -87.3532\tvalid_0's huber: 29.7129\n",
"[27]\tvalid_0's poisson: -87.3604\tvalid_0's huber: 29.7063\n",
"[28]\tvalid_0's poisson: -87.3677\tvalid_0's huber: 29.6997\n",
"[29]\tvalid_0's poisson: -87.375\tvalid_0's huber: 29.6931\n",
"[30]\tvalid_0's poisson: -87.3822\tvalid_0's huber: 29.6865\n",
"[31]\tvalid_0's poisson: -87.3894\tvalid_0's huber: 29.6799\n",
"[32]\tvalid_0's poisson: -87.3967\tvalid_0's huber: 29.6733\n",
"[33]\tvalid_0's poisson: -87.4039\tvalid_0's huber: 29.6667\n",
"[34]\tvalid_0's poisson: -87.4112\tvalid_0's huber: 29.6601\n",
"[35]\tvalid_0's poisson: -87.4184\tvalid_0's huber: 29.6535\n",
"[36]\tvalid_0's poisson: -87.4256\tvalid_0's huber: 29.6469\n",
"[37]\tvalid_0's poisson: -87.4329\tvalid_0's huber: 29.6403\n",
"[38]\tvalid_0's poisson: -87.4401\tvalid_0's huber: 29.6337\n",
"[39]\tvalid_0's poisson: -87.4473\tvalid_0's huber: 29.6271\n",
"[40]\tvalid_0's poisson: -87.4545\tvalid_0's huber: 29.6205\n",
"[41]\tvalid_0's poisson: -87.4618\tvalid_0's huber: 29.6139\n",
"[42]\tvalid_0's poisson: -87.469\tvalid_0's huber: 29.6073\n",
"[43]\tvalid_0's poisson: -87.4762\tvalid_0's huber: 29.6008\n",
"[44]\tvalid_0's poisson: -87.4834\tvalid_0's huber: 29.5942\n",
"[45]\tvalid_0's poisson: -87.4906\tvalid_0's huber: 29.5876\n",
"[46]\tvalid_0's poisson: -87.4978\tvalid_0's huber: 29.581\n",
"[47]\tvalid_0's poisson: -87.505\tvalid_0's huber: 29.5744\n",
"[48]\tvalid_0's poisson: -87.5122\tvalid_0's huber: 29.5679\n",
"[49]\tvalid_0's poisson: -87.5194\tvalid_0's huber: 29.5613\n",
"[50]\tvalid_0's poisson: -87.5266\tvalid_0's huber: 29.5547\n",
"[51]\tvalid_0's poisson: -87.5338\tvalid_0's huber: 29.5482\n",
"[52]\tvalid_0's poisson: -87.541\tvalid_0's huber: 29.5416\n",
"[53]\tvalid_0's poisson: -87.5482\tvalid_0's huber: 29.535\n",
"[54]\tvalid_0's poisson: -87.5554\tvalid_0's huber: 29.5285\n",
"[55]\tvalid_0's poisson: -87.5626\tvalid_0's huber: 29.5219\n",
"[56]\tvalid_0's poisson: -87.5697\tvalid_0's huber: 29.5153\n",
"[57]\tvalid_0's poisson: -87.5769\tvalid_0's huber: 29.5088\n",
"[58]\tvalid_0's poisson: -87.5841\tvalid_0's huber: 29.5022\n",
"[59]\tvalid_0's poisson: -87.5913\tvalid_0's huber: 29.4957\n",
"[60]\tvalid_0's poisson: -87.5984\tvalid_0's huber: 29.4891\n",
"[61]\tvalid_0's poisson: -87.6056\tvalid_0's huber: 29.4826\n",
"[62]\tvalid_0's poisson: -87.6128\tvalid_0's huber: 29.476\n",
"[63]\tvalid_0's poisson: -87.6199\tvalid_0's huber: 29.4695\n",
"[64]\tvalid_0's poisson: -87.6271\tvalid_0's huber: 29.4629\n",
"[65]\tvalid_0's poisson: -87.6343\tvalid_0's huber: 29.4564\n",
"[66]\tvalid_0's poisson: -87.6414\tvalid_0's huber: 29.4498\n",
"[67]\tvalid_0's poisson: -87.6486\tvalid_0's huber: 29.4433\n",
"[68]\tvalid_0's poisson: -87.6557\tvalid_0's huber: 29.4367\n",
"[69]\tvalid_0's poisson: -87.6629\tvalid_0's huber: 29.4302\n",
"[70]\tvalid_0's poisson: -87.67\tvalid_0's huber: 29.4237\n",
"[71]\tvalid_0's poisson: -87.6771\tvalid_0's huber: 29.4171\n",
"[72]\tvalid_0's poisson: -87.6843\tvalid_0's huber: 29.4106\n",
"[73]\tvalid_0's poisson: -87.6914\tvalid_0's huber: 29.4041\n",
"[74]\tvalid_0's poisson: -87.6985\tvalid_0's huber: 29.3975\n",
"[75]\tvalid_0's poisson: -87.7057\tvalid_0's huber: 29.391\n",
"[76]\tvalid_0's poisson: -87.7128\tvalid_0's huber: 29.3845\n",
"[77]\tvalid_0's poisson: -87.7199\tvalid_0's huber: 29.3779\n",
"[78]\tvalid_0's poisson: -87.7271\tvalid_0's huber: 29.3714\n",
"[79]\tvalid_0's poisson: -87.7342\tvalid_0's huber: 29.3649\n",
"[80]\tvalid_0's poisson: -87.7413\tvalid_0's huber: 29.3584\n",
"[81]\tvalid_0's poisson: -87.7484\tvalid_0's huber: 29.3519\n",
"[82]\tvalid_0's poisson: -87.7555\tvalid_0's huber: 29.3453\n",
"[83]\tvalid_0's poisson: -87.7626\tvalid_0's huber: 29.3388\n",
"[84]\tvalid_0's poisson: -87.7697\tvalid_0's huber: 29.3323\n",
"[85]\tvalid_0's poisson: -87.7768\tvalid_0's huber: 29.3258\n",
"[86]\tvalid_0's poisson: -87.7839\tvalid_0's huber: 29.3193\n",
"[87]\tvalid_0's poisson: -87.791\tvalid_0's huber: 29.3128\n",
"[88]\tvalid_0's poisson: -87.7981\tvalid_0's huber: 29.3063\n",
"[89]\tvalid_0's poisson: -87.8052\tvalid_0's huber: 29.2998\n",
"[90]\tvalid_0's poisson: -87.8123\tvalid_0's huber: 29.2933\n",
"[91]\tvalid_0's poisson: -87.8194\tvalid_0's huber: 29.2868\n",
"[92]\tvalid_0's poisson: -87.8265\tvalid_0's huber: 29.2803\n",
"[93]\tvalid_0's poisson: -87.8336\tvalid_0's huber: 29.2738\n",
"[94]\tvalid_0's poisson: -87.8407\tvalid_0's huber: 29.2673\n",
"[95]\tvalid_0's poisson: -87.8478\tvalid_0's huber: 29.2608\n",
"[96]\tvalid_0's poisson: -87.8548\tvalid_0's huber: 29.2543\n",
"[97]\tvalid_0's poisson: -87.8619\tvalid_0's huber: 29.2478\n",
"[98]\tvalid_0's poisson: -87.869\tvalid_0's huber: 29.2413\n",
"[99]\tvalid_0's poisson: -87.876\tvalid_0's huber: 29.2348\n",
"[100]\tvalid_0's poisson: -87.8831\tvalid_0's huber: 29.2283\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.843\tvalid_0's huber: 29.2575\n",
"[2]\tvalid_0's poisson: -88.4965\tvalid_0's huber: 28.7106\n",
"[3]\tvalid_0's poisson: -89.1345\tvalid_0's huber: 28.1711\n",
"[4]\tvalid_0's poisson: -89.757\tvalid_0's huber: 27.6391\n",
"[5]\tvalid_0's poisson: -90.3667\tvalid_0's huber: 27.1122\n",
"[6]\tvalid_0's poisson: -90.9636\tvalid_0's huber: 26.5915\n",
"[7]\tvalid_0's poisson: -91.5466\tvalid_0's huber: 26.0797\n",
"[8]\tvalid_0's poisson: -92.1205\tvalid_0's huber: 25.5734\n",
"[9]\tvalid_0's poisson: -92.6801\tvalid_0's huber: 25.074\n",
"[10]\tvalid_0's poisson: -93.2253\tvalid_0's huber: 24.5828\n",
"[11]\tvalid_0's poisson: -93.7586\tvalid_0's huber: 24.1003\n",
"[12]\tvalid_0's poisson: -94.2829\tvalid_0's huber: 23.6203\n",
"[13]\tvalid_0's poisson: -94.7939\tvalid_0's huber: 23.1491\n",
"[14]\tvalid_0's poisson: -95.2923\tvalid_0's huber: 22.6859\n",
"[15]\tvalid_0's poisson: -95.7787\tvalid_0's huber: 22.231\n",
"[16]\tvalid_0's poisson: -96.2482\tvalid_0's huber: 21.7869\n",
"[17]\tvalid_0's poisson: -96.7083\tvalid_0's huber: 21.3479\n",
"[18]\tvalid_0's poisson: -97.1535\tvalid_0's huber: 20.9212\n",
"[19]\tvalid_0's poisson: -97.5937\tvalid_0's huber: 20.5017\n",
"[20]\tvalid_0's poisson: -98.023\tvalid_0's huber: 20.0853\n",
"[21]\tvalid_0's poisson: -98.4391\tvalid_0's huber: 19.6806\n",
"[22]\tvalid_0's poisson: -98.8492\tvalid_0's huber: 19.2813\n",
"[23]\tvalid_0's poisson: -99.2608\tvalid_0's huber: 18.8747\n",
"[24]\tvalid_0's poisson: -99.6603\tvalid_0's huber: 18.4761\n",
"[25]\tvalid_0's poisson: -100.041\tvalid_0's huber: 18.0947\n",
"[26]\tvalid_0's poisson: -100.412\tvalid_0's huber: 17.7211\n",
"[27]\tvalid_0's poisson: -100.774\tvalid_0's huber: 17.3581\n",
"[28]\tvalid_0's poisson: -101.118\tvalid_0's huber: 17.0114\n",
"[29]\tvalid_0's poisson: -101.458\tvalid_0's huber: 16.6657\n",
"[30]\tvalid_0's poisson: -101.783\tvalid_0's huber: 16.339\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[31]\tvalid_0's poisson: -102.092\tvalid_0's huber: 16.0267\n",
"[32]\tvalid_0's poisson: -102.393\tvalid_0's huber: 15.7239\n",
"[33]\tvalid_0's poisson: -102.679\tvalid_0's huber: 15.4353\n",
"[34]\tvalid_0's poisson: -102.947\tvalid_0's huber: 15.1678\n",
"[35]\tvalid_0's poisson: -103.201\tvalid_0's huber: 14.9121\n",
"[36]\tvalid_0's poisson: -103.451\tvalid_0's huber: 14.6612\n",
"[37]\tvalid_0's poisson: -103.688\tvalid_0's huber: 14.4259\n",
"[38]\tvalid_0's poisson: -103.904\tvalid_0's huber: 14.2061\n",
"[39]\tvalid_0's poisson: -104.104\tvalid_0's huber: 14.0046\n",
"[40]\tvalid_0's poisson: -104.285\tvalid_0's huber: 13.824\n",
"[41]\tvalid_0's poisson: -104.444\tvalid_0's huber: 13.6698\n",
"[42]\tvalid_0's poisson: -104.58\tvalid_0's huber: 13.5386\n",
"[43]\tvalid_0's poisson: -104.7\tvalid_0's huber: 13.4256\n",
"[44]\tvalid_0's poisson: -104.804\tvalid_0's huber: 13.3314\n",
"[45]\tvalid_0's poisson: -104.886\tvalid_0's huber: 13.2479\n",
"[46]\tvalid_0's poisson: -104.962\tvalid_0's huber: 13.1742\n",
"[47]\tvalid_0's poisson: -105.001\tvalid_0's huber: 13.0997\n",
"[48]\tvalid_0's poisson: -105.041\tvalid_0's huber: 13.0307\n",
"[49]\tvalid_0's poisson: -105.123\tvalid_0's huber: 12.9593\n",
"[50]\tvalid_0's poisson: -105.175\tvalid_0's huber: 12.8891\n",
"[51]\tvalid_0's poisson: -105.251\tvalid_0's huber: 12.8235\n",
"[52]\tvalid_0's poisson: -105.333\tvalid_0's huber: 12.7625\n",
"[53]\tvalid_0's poisson: -105.397\tvalid_0's huber: 12.7012\n",
"[54]\tvalid_0's poisson: -105.465\tvalid_0's huber: 12.6413\n",
"[55]\tvalid_0's poisson: -105.546\tvalid_0's huber: 12.5816\n",
"[56]\tvalid_0's poisson: -105.597\tvalid_0's huber: 12.5224\n",
"[57]\tvalid_0's poisson: -105.69\tvalid_0's huber: 12.4654\n",
"[58]\tvalid_0's poisson: -105.756\tvalid_0's huber: 12.409\n",
"[59]\tvalid_0's poisson: -105.788\tvalid_0's huber: 12.3583\n",
"[60]\tvalid_0's poisson: -105.829\tvalid_0's huber: 12.3062\n",
"[61]\tvalid_0's poisson: -105.891\tvalid_0's huber: 12.2528\n",
"[62]\tvalid_0's poisson: -105.94\tvalid_0's huber: 12.2019\n",
"[63]\tvalid_0's poisson: -105.989\tvalid_0's huber: 12.1573\n",
"[64]\tvalid_0's poisson: -106.072\tvalid_0's huber: 12.1141\n",
"[65]\tvalid_0's poisson: -106.127\tvalid_0's huber: 12.0682\n",
"[66]\tvalid_0's poisson: -106.178\tvalid_0's huber: 12.0231\n",
"[67]\tvalid_0's poisson: -106.234\tvalid_0's huber: 11.9773\n",
"[68]\tvalid_0's poisson: -106.281\tvalid_0's huber: 11.9354\n",
"[69]\tvalid_0's poisson: -106.323\tvalid_0's huber: 11.8922\n",
"[70]\tvalid_0's poisson: -106.344\tvalid_0's huber: 11.8524\n",
"[71]\tvalid_0's poisson: -106.401\tvalid_0's huber: 11.81\n",
"[72]\tvalid_0's poisson: -106.448\tvalid_0's huber: 11.7641\n",
"[73]\tvalid_0's poisson: -106.485\tvalid_0's huber: 11.7242\n",
"[74]\tvalid_0's poisson: -106.52\tvalid_0's huber: 11.6841\n",
"[75]\tvalid_0's poisson: -106.56\tvalid_0's huber: 11.6453\n",
"[76]\tvalid_0's poisson: -106.606\tvalid_0's huber: 11.602\n",
"[77]\tvalid_0's poisson: -106.644\tvalid_0's huber: 11.5608\n",
"[78]\tvalid_0's poisson: -106.661\tvalid_0's huber: 11.5178\n",
"[79]\tvalid_0's poisson: -106.701\tvalid_0's huber: 11.4818\n",
"[80]\tvalid_0's poisson: -106.749\tvalid_0's huber: 11.4449\n",
"[81]\tvalid_0's poisson: -106.787\tvalid_0's huber: 11.4089\n",
"[82]\tvalid_0's poisson: -106.803\tvalid_0's huber: 11.3779\n",
"[83]\tvalid_0's poisson: -106.823\tvalid_0's huber: 11.3431\n",
"[84]\tvalid_0's poisson: -106.848\tvalid_0's huber: 11.3081\n",
"[85]\tvalid_0's poisson: -106.89\tvalid_0's huber: 11.2789\n",
"[86]\tvalid_0's poisson: -106.902\tvalid_0's huber: 11.2479\n",
"[87]\tvalid_0's poisson: -106.949\tvalid_0's huber: 11.2174\n",
"[88]\tvalid_0's poisson: -106.98\tvalid_0's huber: 11.1858\n",
"[89]\tvalid_0's poisson: -107.009\tvalid_0's huber: 11.1551\n",
"[90]\tvalid_0's poisson: -107.032\tvalid_0's huber: 11.1251\n",
"[91]\tvalid_0's poisson: -107.067\tvalid_0's huber: 11.0945\n",
"[92]\tvalid_0's poisson: -107.094\tvalid_0's huber: 11.0643\n",
"[93]\tvalid_0's poisson: -107.115\tvalid_0's huber: 11.0357\n",
"[94]\tvalid_0's poisson: -107.141\tvalid_0's huber: 11.007\n",
"[95]\tvalid_0's poisson: -107.148\tvalid_0's huber: 10.9774\n",
"[96]\tvalid_0's poisson: -107.167\tvalid_0's huber: 10.952\n",
"[97]\tvalid_0's poisson: -107.195\tvalid_0's huber: 10.9216\n",
"[98]\tvalid_0's poisson: -107.219\tvalid_0's huber: 10.8953\n",
"[99]\tvalid_0's poisson: -107.223\tvalid_0's huber: 10.8662\n",
"[100]\tvalid_0's poisson: -107.247\tvalid_0's huber: 10.8405\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8383\tvalid_0's huber: 29.2601\n",
"[2]\tvalid_0's poisson: -88.4877\tvalid_0's huber: 28.7168\n",
"[3]\tvalid_0's poisson: -89.1208\tvalid_0's huber: 28.181\n",
"[4]\tvalid_0's poisson: -89.7473\tvalid_0's huber: 27.6424\n",
"[5]\tvalid_0's poisson: -90.3572\tvalid_0's huber: 27.1119\n",
"[6]\tvalid_0's poisson: -90.9561\tvalid_0's huber: 26.5873\n",
"[7]\tvalid_0's poisson: -91.5399\tvalid_0's huber: 26.0727\n",
"[8]\tvalid_0's poisson: -92.1151\tvalid_0's huber: 25.5609\n",
"[9]\tvalid_0's poisson: -92.669\tvalid_0's huber: 25.0646\n",
"[10]\tvalid_0's poisson: -93.2175\tvalid_0's huber: 24.57\n",
"[11]\tvalid_0's poisson: -93.7523\tvalid_0's huber: 24.0845\n",
"[12]\tvalid_0's poisson: -94.2787\tvalid_0's huber: 23.6017\n",
"[13]\tvalid_0's poisson: -94.7889\tvalid_0's huber: 23.1289\n",
"[14]\tvalid_0's poisson: -95.288\tvalid_0's huber: 22.664\n",
"[15]\tvalid_0's poisson: -95.7699\tvalid_0's huber: 22.2109\n",
"[16]\tvalid_0's poisson: -96.2413\tvalid_0's huber: 21.7656\n",
"[17]\tvalid_0's poisson: -96.701\tvalid_0's huber: 21.3245\n",
"[18]\tvalid_0's poisson: -97.1504\tvalid_0's huber: 20.8935\n",
"[19]\tvalid_0's poisson: -97.5914\tvalid_0's huber: 20.4698\n",
"[20]\tvalid_0's poisson: -98.02\tvalid_0's huber: 20.0565\n",
"[21]\tvalid_0's poisson: -98.4365\tvalid_0's huber: 19.6526\n",
"[22]\tvalid_0's poisson: -98.8509\tvalid_0's huber: 19.2462\n",
"[23]\tvalid_0's poisson: -99.2556\tvalid_0's huber: 18.8431\n",
"[24]\tvalid_0's poisson: -99.6512\tvalid_0's huber: 18.444\n",
"[25]\tvalid_0's poisson: -100.033\tvalid_0's huber: 18.0578\n",
"[26]\tvalid_0's poisson: -100.406\tvalid_0's huber: 17.6841\n",
"[27]\tvalid_0's poisson: -100.761\tvalid_0's huber: 17.3229\n",
"[28]\tvalid_0's poisson: -101.11\tvalid_0's huber: 16.9695\n",
"[29]\tvalid_0's poisson: -101.444\tvalid_0's huber: 16.6288\n",
"[30]\tvalid_0's poisson: -101.771\tvalid_0's huber: 16.2965\n",
"[31]\tvalid_0's poisson: -102.082\tvalid_0's huber: 15.9816\n",
"[32]\tvalid_0's poisson: -102.379\tvalid_0's huber: 15.6774\n",
"[33]\tvalid_0's poisson: -102.66\tvalid_0's huber: 15.3948\n",
"[34]\tvalid_0's poisson: -102.929\tvalid_0's huber: 15.1257\n",
"[35]\tvalid_0's poisson: -103.179\tvalid_0's huber: 14.8735\n",
"[36]\tvalid_0's poisson: -103.42\tvalid_0's huber: 14.6224\n",
"[37]\tvalid_0's poisson: -103.662\tvalid_0's huber: 14.3768\n",
"[38]\tvalid_0's poisson: -103.885\tvalid_0's huber: 14.1535\n",
"[39]\tvalid_0's poisson: -104.087\tvalid_0's huber: 13.9505\n",
"[40]\tvalid_0's poisson: -104.268\tvalid_0's huber: 13.7725\n",
"[41]\tvalid_0's poisson: -104.422\tvalid_0's huber: 13.6206\n",
"[42]\tvalid_0's poisson: -104.55\tvalid_0's huber: 13.5003\n",
"[43]\tvalid_0's poisson: -104.664\tvalid_0's huber: 13.396\n",
"[44]\tvalid_0's poisson: -104.763\tvalid_0's huber: 13.3029\n",
"[45]\tvalid_0's poisson: -104.799\tvalid_0's huber: 13.2226\n",
"[46]\tvalid_0's poisson: -104.826\tvalid_0's huber: 13.1442\n",
"[47]\tvalid_0's poisson: -104.906\tvalid_0's huber: 13.0714\n",
"[48]\tvalid_0's poisson: -104.986\tvalid_0's huber: 13.0029\n",
"[49]\tvalid_0's poisson: -105.025\tvalid_0's huber: 12.9371\n",
"[50]\tvalid_0's poisson: -105.116\tvalid_0's huber: 12.87\n",
"[51]\tvalid_0's poisson: -105.212\tvalid_0's huber: 12.8061\n",
"[52]\tvalid_0's poisson: -105.284\tvalid_0's huber: 12.7449\n",
"[53]\tvalid_0's poisson: -105.36\tvalid_0's huber: 12.6847\n",
"[54]\tvalid_0's poisson: -105.416\tvalid_0's huber: 12.6281\n",
"[55]\tvalid_0's poisson: -105.5\tvalid_0's huber: 12.5688\n",
"[56]\tvalid_0's poisson: -105.567\tvalid_0's huber: 12.5168\n",
"[57]\tvalid_0's poisson: -105.629\tvalid_0's huber: 12.4609\n",
"[58]\tvalid_0's poisson: -105.677\tvalid_0's huber: 12.4058\n",
"[59]\tvalid_0's poisson: -105.734\tvalid_0's huber: 12.3544\n",
"[60]\tvalid_0's poisson: -105.754\tvalid_0's huber: 12.3075\n",
"[61]\tvalid_0's poisson: -105.825\tvalid_0's huber: 12.2612\n",
"[62]\tvalid_0's poisson: -105.881\tvalid_0's huber: 12.2184\n",
"[63]\tvalid_0's poisson: -105.926\tvalid_0's huber: 12.1759\n",
"[64]\tvalid_0's poisson: -105.956\tvalid_0's huber: 12.1259\n",
"[65]\tvalid_0's poisson: -106\tvalid_0's huber: 12.0826\n",
"[66]\tvalid_0's poisson: -106.049\tvalid_0's huber: 12.0401\n",
"[67]\tvalid_0's poisson: -106.106\tvalid_0's huber: 11.9987\n",
"[68]\tvalid_0's poisson: -106.163\tvalid_0's huber: 11.9541\n",
"[69]\tvalid_0's poisson: -106.2\tvalid_0's huber: 11.9112\n",
"[70]\tvalid_0's poisson: -106.245\tvalid_0's huber: 11.8727\n",
"[71]\tvalid_0's poisson: -106.282\tvalid_0's huber: 11.8363\n",
"[72]\tvalid_0's poisson: -106.307\tvalid_0's huber: 11.7954\n",
"[73]\tvalid_0's poisson: -106.352\tvalid_0's huber: 11.7552\n",
"[74]\tvalid_0's poisson: -106.399\tvalid_0's huber: 11.7172\n",
"[75]\tvalid_0's poisson: -106.441\tvalid_0's huber: 11.6789\n",
"[76]\tvalid_0's poisson: -106.482\tvalid_0's huber: 11.6365\n",
"[77]\tvalid_0's poisson: -106.527\tvalid_0's huber: 11.5954\n",
"[78]\tvalid_0's poisson: -106.575\tvalid_0's huber: 11.5597\n",
"[79]\tvalid_0's poisson: -106.614\tvalid_0's huber: 11.5215\n",
"[80]\tvalid_0's poisson: -106.65\tvalid_0's huber: 11.4864\n",
"[81]\tvalid_0's poisson: -106.686\tvalid_0's huber: 11.4503\n",
"[82]\tvalid_0's poisson: -106.721\tvalid_0's huber: 11.4167\n",
"[83]\tvalid_0's poisson: -106.773\tvalid_0's huber: 11.386\n",
"[84]\tvalid_0's poisson: -106.803\tvalid_0's huber: 11.3564\n",
"[85]\tvalid_0's poisson: -106.835\tvalid_0's huber: 11.3249\n",
"[86]\tvalid_0's poisson: -106.865\tvalid_0's huber: 11.2953\n",
"[87]\tvalid_0's poisson: -106.896\tvalid_0's huber: 11.264\n",
"[88]\tvalid_0's poisson: -106.938\tvalid_0's huber: 11.2247\n",
"[89]\tvalid_0's poisson: -106.982\tvalid_0's huber: 11.1871\n",
"[90]\tvalid_0's poisson: -107.023\tvalid_0's huber: 11.1511\n",
"[91]\tvalid_0's poisson: -107.05\tvalid_0's huber: 11.1139\n",
"[92]\tvalid_0's poisson: -107.083\tvalid_0's huber: 11.0747\n",
"[93]\tvalid_0's poisson: -107.116\tvalid_0's huber: 11.0409\n",
"[94]\tvalid_0's poisson: -107.159\tvalid_0's huber: 11.0003\n",
"[95]\tvalid_0's poisson: -107.204\tvalid_0's huber: 10.9603\n",
"[96]\tvalid_0's poisson: -107.228\tvalid_0's huber: 10.9251\n",
"[97]\tvalid_0's poisson: -107.26\tvalid_0's huber: 10.8932\n",
"[98]\tvalid_0's poisson: -107.285\tvalid_0's huber: 10.8658\n",
"[99]\tvalid_0's poisson: -107.316\tvalid_0's huber: 10.833\n",
"[100]\tvalid_0's poisson: -107.348\tvalid_0's huber: 10.8022\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8374\tvalid_0's huber: 29.285\n",
"[2]\tvalid_0's poisson: -88.4892\tvalid_0's huber: 28.7337\n",
"[3]\tvalid_0's poisson: -89.1295\tvalid_0's huber: 28.1881\n",
"[4]\tvalid_0's poisson: -89.7572\tvalid_0's huber: 27.6484\n",
"[5]\tvalid_0's poisson: -90.3697\tvalid_0's huber: 27.1165\n",
"[6]\tvalid_0's poisson: -90.9676\tvalid_0's huber: 26.5937\n",
"[7]\tvalid_0's poisson: -91.5445\tvalid_0's huber: 26.0818\n",
"[8]\tvalid_0's poisson: -92.1145\tvalid_0's huber: 25.5754\n",
"[9]\tvalid_0's poisson: -92.6696\tvalid_0's huber: 25.0775\n",
"[10]\tvalid_0's poisson: -93.2115\tvalid_0's huber: 24.5902\n",
"[11]\tvalid_0's poisson: -93.7442\tvalid_0's huber: 24.1066\n",
"[12]\tvalid_0's poisson: -94.2603\tvalid_0's huber: 23.6334\n",
"[13]\tvalid_0's poisson: -94.763\tvalid_0's huber: 23.169\n",
"[14]\tvalid_0's poisson: -95.2571\tvalid_0's huber: 22.7095\n",
"[15]\tvalid_0's poisson: -95.7373\tvalid_0's huber: 22.2578\n",
"[16]\tvalid_0's poisson: -96.2045\tvalid_0's huber: 21.8152\n",
"[17]\tvalid_0's poisson: -96.6633\tvalid_0's huber: 21.3812\n",
"[18]\tvalid_0's poisson: -97.1084\tvalid_0's huber: 20.9546\n",
"[19]\tvalid_0's poisson: -97.549\tvalid_0's huber: 20.5301\n",
"[20]\tvalid_0's poisson: -97.9732\tvalid_0's huber: 20.1191\n",
"[21]\tvalid_0's poisson: -98.3908\tvalid_0's huber: 19.7143\n",
"[22]\tvalid_0's poisson: -98.8111\tvalid_0's huber: 19.3028\n",
"[23]\tvalid_0's poisson: -99.2208\tvalid_0's huber: 18.9\n",
"[24]\tvalid_0's poisson: -99.6124\tvalid_0's huber: 18.5107\n",
"[25]\tvalid_0's poisson: -100.001\tvalid_0's huber: 18.1217\n",
"[26]\tvalid_0's poisson: -100.371\tvalid_0's huber: 17.7548\n",
"[27]\tvalid_0's poisson: -100.73\tvalid_0's huber: 17.391\n",
"[28]\tvalid_0's poisson: -101.075\tvalid_0's huber: 17.0407\n",
"[29]\tvalid_0's poisson: -101.417\tvalid_0's huber: 16.6972\n",
"[30]\tvalid_0's poisson: -101.742\tvalid_0's huber: 16.3706\n",
"[31]\tvalid_0's poisson: -102.059\tvalid_0's huber: 16.0487\n",
"[32]\tvalid_0's poisson: -102.364\tvalid_0's huber: 15.738\n",
"[33]\tvalid_0's poisson: -102.668\tvalid_0's huber: 15.4307\n",
"[34]\tvalid_0's poisson: -102.949\tvalid_0's huber: 15.1472\n",
"[35]\tvalid_0's poisson: -103.216\tvalid_0's huber: 14.8781\n",
"[36]\tvalid_0's poisson: -103.468\tvalid_0's huber: 14.6213\n",
"[37]\tvalid_0's poisson: -103.7\tvalid_0's huber: 14.3871\n",
"[38]\tvalid_0's poisson: -103.921\tvalid_0's huber: 14.1659\n",
"[39]\tvalid_0's poisson: -104.123\tvalid_0's huber: 13.965\n",
"[40]\tvalid_0's poisson: -104.305\tvalid_0's huber: 13.792\n",
"[41]\tvalid_0's poisson: -104.461\tvalid_0's huber: 13.6436\n",
"[42]\tvalid_0's poisson: -104.596\tvalid_0's huber: 13.515\n",
"[43]\tvalid_0's poisson: -104.712\tvalid_0's huber: 13.4083\n",
"[44]\tvalid_0's poisson: -104.814\tvalid_0's huber: 13.3146\n",
"[45]\tvalid_0's poisson: -104.881\tvalid_0's huber: 13.2304\n",
"[46]\tvalid_0's poisson: -104.965\tvalid_0's huber: 13.1541\n",
"[47]\tvalid_0's poisson: -105.012\tvalid_0's huber: 13.0803\n",
"[48]\tvalid_0's poisson: -105.073\tvalid_0's huber: 13.0142\n",
"[49]\tvalid_0's poisson: -105.128\tvalid_0's huber: 12.9481\n",
"[50]\tvalid_0's poisson: -105.223\tvalid_0's huber: 12.8837\n",
"[51]\tvalid_0's poisson: -105.292\tvalid_0's huber: 12.8251\n",
"[52]\tvalid_0's poisson: -105.354\tvalid_0's huber: 12.7656\n",
"[53]\tvalid_0's poisson: -105.428\tvalid_0's huber: 12.6993\n",
"[54]\tvalid_0's poisson: -105.512\tvalid_0's huber: 12.6378\n",
"[55]\tvalid_0's poisson: -105.574\tvalid_0's huber: 12.5765\n",
"[56]\tvalid_0's poisson: -105.654\tvalid_0's huber: 12.5227\n",
"[57]\tvalid_0's poisson: -105.719\tvalid_0's huber: 12.4651\n",
"[58]\tvalid_0's poisson: -105.776\tvalid_0's huber: 12.4109\n",
"[59]\tvalid_0's poisson: -105.826\tvalid_0's huber: 12.3576\n",
"[60]\tvalid_0's poisson: -105.881\tvalid_0's huber: 12.3066\n",
"[61]\tvalid_0's poisson: -105.939\tvalid_0's huber: 12.2592\n",
"[62]\tvalid_0's poisson: -105.953\tvalid_0's huber: 12.2097\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -106.014\tvalid_0's huber: 12.1626\n",
"[64]\tvalid_0's poisson: -106.054\tvalid_0's huber: 12.1198\n",
"[65]\tvalid_0's poisson: -106.08\tvalid_0's huber: 12.0739\n",
"[66]\tvalid_0's poisson: -106.131\tvalid_0's huber: 12.0321\n",
"[67]\tvalid_0's poisson: -106.207\tvalid_0's huber: 11.9891\n",
"[68]\tvalid_0's poisson: -106.216\tvalid_0's huber: 11.9432\n",
"[69]\tvalid_0's poisson: -106.255\tvalid_0's huber: 11.9035\n",
"[70]\tvalid_0's poisson: -106.299\tvalid_0's huber: 11.8617\n",
"[71]\tvalid_0's poisson: -106.346\tvalid_0's huber: 11.8209\n",
"[72]\tvalid_0's poisson: -106.382\tvalid_0's huber: 11.7749\n",
"[73]\tvalid_0's poisson: -106.422\tvalid_0's huber: 11.7381\n",
"[74]\tvalid_0's poisson: -106.469\tvalid_0's huber: 11.6969\n",
"[75]\tvalid_0's poisson: -106.509\tvalid_0's huber: 11.6618\n",
"[76]\tvalid_0's poisson: -106.546\tvalid_0's huber: 11.6262\n",
"[77]\tvalid_0's poisson: -106.584\tvalid_0's huber: 11.5913\n",
"[78]\tvalid_0's poisson: -106.596\tvalid_0's huber: 11.559\n",
"[79]\tvalid_0's poisson: -106.628\tvalid_0's huber: 11.5235\n",
"[80]\tvalid_0's poisson: -106.667\tvalid_0's huber: 11.4856\n",
"[81]\tvalid_0's poisson: -106.708\tvalid_0's huber: 11.4506\n",
"[82]\tvalid_0's poisson: -106.749\tvalid_0's huber: 11.4116\n",
"[83]\tvalid_0's poisson: -106.785\tvalid_0's huber: 11.3769\n",
"[84]\tvalid_0's poisson: -106.819\tvalid_0's huber: 11.3435\n",
"[85]\tvalid_0's poisson: -106.839\tvalid_0's huber: 11.3114\n",
"[86]\tvalid_0's poisson: -106.874\tvalid_0's huber: 11.2772\n",
"[87]\tvalid_0's poisson: -106.908\tvalid_0's huber: 11.2436\n",
"[88]\tvalid_0's poisson: -106.942\tvalid_0's huber: 11.2116\n",
"[89]\tvalid_0's poisson: -106.974\tvalid_0's huber: 11.178\n",
"[90]\tvalid_0's poisson: -107.006\tvalid_0's huber: 11.1452\n",
"[91]\tvalid_0's poisson: -107.036\tvalid_0's huber: 11.1141\n",
"[92]\tvalid_0's poisson: -107.068\tvalid_0's huber: 11.0818\n",
"[93]\tvalid_0's poisson: -107.087\tvalid_0's huber: 11.0532\n",
"[94]\tvalid_0's poisson: -107.123\tvalid_0's huber: 11.0264\n",
"[95]\tvalid_0's poisson: -107.112\tvalid_0's huber: 10.9897\n",
"[96]\tvalid_0's poisson: -107.142\tvalid_0's huber: 10.9558\n",
"[97]\tvalid_0's poisson: -107.183\tvalid_0's huber: 10.9227\n",
"[98]\tvalid_0's poisson: -107.219\tvalid_0's huber: 10.8926\n",
"[99]\tvalid_0's poisson: -107.242\tvalid_0's huber: 10.8623\n",
"[100]\tvalid_0's poisson: -107.272\tvalid_0's huber: 10.8318\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8436\tvalid_0's huber: 29.2391\n",
"[2]\tvalid_0's poisson: -88.4951\tvalid_0's huber: 28.6923\n",
"[3]\tvalid_0's poisson: -89.1366\tvalid_0's huber: 28.1485\n",
"[4]\tvalid_0's poisson: -89.7588\tvalid_0's huber: 27.6167\n",
"[5]\tvalid_0's poisson: -90.3731\tvalid_0's huber: 27.0858\n",
"[6]\tvalid_0's poisson: -90.9718\tvalid_0's huber: 26.5631\n",
"[7]\tvalid_0's poisson: -91.5559\tvalid_0's huber: 26.0489\n",
"[8]\tvalid_0's poisson: -92.129\tvalid_0's huber: 25.5407\n",
"[9]\tvalid_0's poisson: -92.6921\tvalid_0's huber: 25.0383\n",
"[10]\tvalid_0's poisson: -93.2375\tvalid_0's huber: 24.5463\n",
"[11]\tvalid_0's poisson: -93.7706\tvalid_0's huber: 24.0614\n",
"[12]\tvalid_0's poisson: -94.292\tvalid_0's huber: 23.5859\n",
"[13]\tvalid_0's poisson: -94.7992\tvalid_0's huber: 23.1193\n",
"[14]\tvalid_0's poisson: -95.2974\tvalid_0's huber: 22.6555\n",
"[15]\tvalid_0's poisson: -95.7809\tvalid_0's huber: 22.1992\n",
"[16]\tvalid_0's poisson: -96.254\tvalid_0's huber: 21.7515\n",
"[17]\tvalid_0's poisson: -96.7114\tvalid_0's huber: 21.317\n",
"[18]\tvalid_0's poisson: -97.1586\tvalid_0's huber: 20.8893\n",
"[19]\tvalid_0's poisson: -97.6006\tvalid_0's huber: 20.4665\n",
"[20]\tvalid_0's poisson: -98.0283\tvalid_0's huber: 20.0516\n",
"[21]\tvalid_0's poisson: -98.4555\tvalid_0's huber: 19.6363\n",
"[22]\tvalid_0's poisson: -98.8725\tvalid_0's huber: 19.2286\n",
"[23]\tvalid_0's poisson: -99.2789\tvalid_0's huber: 18.8262\n",
"[24]\tvalid_0's poisson: -99.6731\tvalid_0's huber: 18.4362\n",
"[25]\tvalid_0's poisson: -100.053\tvalid_0's huber: 18.0571\n",
"[26]\tvalid_0's poisson: -100.423\tvalid_0's huber: 17.6854\n",
"[27]\tvalid_0's poisson: -100.78\tvalid_0's huber: 17.3298\n",
"[28]\tvalid_0's poisson: -101.126\tvalid_0's huber: 16.9829\n",
"[29]\tvalid_0's poisson: -101.456\tvalid_0's huber: 16.6491\n",
"[30]\tvalid_0's poisson: -101.775\tvalid_0's huber: 16.3225\n",
"[31]\tvalid_0's poisson: -102.093\tvalid_0's huber: 15.9985\n",
"[32]\tvalid_0's poisson: -102.389\tvalid_0's huber: 15.7028\n",
"[33]\tvalid_0's poisson: -102.675\tvalid_0's huber: 15.4135\n",
"[34]\tvalid_0's poisson: -102.945\tvalid_0's huber: 15.144\n",
"[35]\tvalid_0's poisson: -103.216\tvalid_0's huber: 14.8669\n",
"[36]\tvalid_0's poisson: -103.472\tvalid_0's huber: 14.6058\n",
"[37]\tvalid_0's poisson: -103.709\tvalid_0's huber: 14.3662\n",
"[38]\tvalid_0's poisson: -103.931\tvalid_0's huber: 14.146\n",
"[39]\tvalid_0's poisson: -104.134\tvalid_0's huber: 13.9444\n",
"[40]\tvalid_0's poisson: -104.314\tvalid_0's huber: 13.7701\n",
"[41]\tvalid_0's poisson: -104.473\tvalid_0's huber: 13.6155\n",
"[42]\tvalid_0's poisson: -104.607\tvalid_0's huber: 13.4856\n",
"[43]\tvalid_0's poisson: -104.716\tvalid_0's huber: 13.3802\n",
"[44]\tvalid_0's poisson: -104.806\tvalid_0's huber: 13.286\n",
"[45]\tvalid_0's poisson: -104.894\tvalid_0's huber: 13.2078\n",
"[46]\tvalid_0's poisson: -104.968\tvalid_0's huber: 13.1304\n",
"[47]\tvalid_0's poisson: -105.042\tvalid_0's huber: 13.0584\n",
"[48]\tvalid_0's poisson: -105.118\tvalid_0's huber: 12.9914\n",
"[49]\tvalid_0's poisson: -105.206\tvalid_0's huber: 12.9257\n",
"[50]\tvalid_0's poisson: -105.284\tvalid_0's huber: 12.8594\n",
"[51]\tvalid_0's poisson: -105.32\tvalid_0's huber: 12.7966\n",
"[52]\tvalid_0's poisson: -105.384\tvalid_0's huber: 12.7352\n",
"[53]\tvalid_0's poisson: -105.456\tvalid_0's huber: 12.674\n",
"[54]\tvalid_0's poisson: -105.506\tvalid_0's huber: 12.6162\n",
"[55]\tvalid_0's poisson: -105.577\tvalid_0's huber: 12.5556\n",
"[56]\tvalid_0's poisson: -105.638\tvalid_0's huber: 12.5033\n",
"[57]\tvalid_0's poisson: -105.677\tvalid_0's huber: 12.4449\n",
"[58]\tvalid_0's poisson: -105.742\tvalid_0's huber: 12.3903\n",
"[59]\tvalid_0's poisson: -105.812\tvalid_0's huber: 12.3356\n",
"[60]\tvalid_0's poisson: -105.874\tvalid_0's huber: 12.2829\n",
"[61]\tvalid_0's poisson: -105.93\tvalid_0's huber: 12.2351\n",
"[62]\tvalid_0's poisson: -105.989\tvalid_0's huber: 12.1841\n",
"[63]\tvalid_0's poisson: -106.037\tvalid_0's huber: 12.1341\n",
"[64]\tvalid_0's poisson: -106.092\tvalid_0's huber: 12.0873\n",
"[65]\tvalid_0's poisson: -106.126\tvalid_0's huber: 12.0421\n",
"[66]\tvalid_0's poisson: -106.17\tvalid_0's huber: 11.9984\n",
"[67]\tvalid_0's poisson: -106.209\tvalid_0's huber: 11.9537\n",
"[68]\tvalid_0's poisson: -106.259\tvalid_0's huber: 11.9092\n",
"[69]\tvalid_0's poisson: -106.316\tvalid_0's huber: 11.8644\n",
"[70]\tvalid_0's poisson: -106.363\tvalid_0's huber: 11.8242\n",
"[71]\tvalid_0's poisson: -106.427\tvalid_0's huber: 11.78\n",
"[72]\tvalid_0's poisson: -106.462\tvalid_0's huber: 11.7413\n",
"[73]\tvalid_0's poisson: -106.469\tvalid_0's huber: 11.7032\n",
"[74]\tvalid_0's poisson: -106.506\tvalid_0's huber: 11.6657\n",
"[75]\tvalid_0's poisson: -106.553\tvalid_0's huber: 11.624\n",
"[76]\tvalid_0's poisson: -106.596\tvalid_0's huber: 11.5844\n",
"[77]\tvalid_0's poisson: -106.634\tvalid_0's huber: 11.5494\n",
"[78]\tvalid_0's poisson: -106.675\tvalid_0's huber: 11.5129\n",
"[79]\tvalid_0's poisson: -106.712\tvalid_0's huber: 11.4771\n",
"[80]\tvalid_0's poisson: -106.724\tvalid_0's huber: 11.4415\n",
"[81]\tvalid_0's poisson: -106.757\tvalid_0's huber: 11.4107\n",
"[82]\tvalid_0's poisson: -106.796\tvalid_0's huber: 11.3785\n",
"[83]\tvalid_0's poisson: -106.822\tvalid_0's huber: 11.3462\n",
"[84]\tvalid_0's poisson: -106.807\tvalid_0's huber: 11.3142\n",
"[85]\tvalid_0's poisson: -106.84\tvalid_0's huber: 11.2818\n",
"[86]\tvalid_0's poisson: -106.873\tvalid_0's huber: 11.2478\n",
"[87]\tvalid_0's poisson: -106.916\tvalid_0's huber: 11.2102\n",
"[88]\tvalid_0's poisson: -106.951\tvalid_0's huber: 11.1765\n",
"[89]\tvalid_0's poisson: -106.984\tvalid_0's huber: 11.142\n",
"[90]\tvalid_0's poisson: -107.011\tvalid_0's huber: 11.1091\n",
"[91]\tvalid_0's poisson: -107.037\tvalid_0's huber: 11.0761\n",
"[92]\tvalid_0's poisson: -107.07\tvalid_0's huber: 11.0446\n",
"[93]\tvalid_0's poisson: -107.1\tvalid_0's huber: 11.0129\n",
"[94]\tvalid_0's poisson: -107.168\tvalid_0's huber: 10.9818\n",
"[95]\tvalid_0's poisson: -107.201\tvalid_0's huber: 10.9465\n",
"[96]\tvalid_0's poisson: -107.24\tvalid_0's huber: 10.9175\n",
"[97]\tvalid_0's poisson: -107.268\tvalid_0's huber: 10.8899\n",
"[98]\tvalid_0's poisson: -107.291\tvalid_0's huber: 10.863\n",
"[99]\tvalid_0's poisson: -107.318\tvalid_0's huber: 10.8355\n",
"[100]\tvalid_0's poisson: -107.348\tvalid_0's huber: 10.8059\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8327\tvalid_0's huber: 29.328\n",
"[2]\tvalid_0's poisson: -88.4853\tvalid_0's huber: 28.7786\n",
"[3]\tvalid_0's poisson: -89.1265\tvalid_0's huber: 28.2344\n",
"[4]\tvalid_0's poisson: -89.7515\tvalid_0's huber: 27.6979\n",
"[5]\tvalid_0's poisson: -90.3643\tvalid_0's huber: 27.1668\n",
"[6]\tvalid_0's poisson: -90.9664\tvalid_0's huber: 26.6393\n",
"[7]\tvalid_0's poisson: -91.547\tvalid_0's huber: 26.124\n",
"[8]\tvalid_0's poisson: -92.1139\tvalid_0's huber: 25.6188\n",
"[9]\tvalid_0's poisson: -92.6718\tvalid_0's huber: 25.1178\n",
"[10]\tvalid_0's poisson: -93.2154\tvalid_0's huber: 24.6241\n",
"[11]\tvalid_0's poisson: -93.7515\tvalid_0's huber: 24.1376\n",
"[12]\tvalid_0's poisson: -94.2712\tvalid_0's huber: 23.6608\n",
"[13]\tvalid_0's poisson: -94.78\tvalid_0's huber: 23.1928\n",
"[14]\tvalid_0's poisson: -95.2767\tvalid_0's huber: 22.7308\n",
"[15]\tvalid_0's poisson: -95.761\tvalid_0's huber: 22.2759\n",
"[16]\tvalid_0's poisson: -96.2344\tvalid_0's huber: 21.8292\n",
"[17]\tvalid_0's poisson: -96.697\tvalid_0's huber: 21.3908\n",
"[18]\tvalid_0's poisson: -97.1479\tvalid_0's huber: 20.9627\n",
"[19]\tvalid_0's poisson: -97.5872\tvalid_0's huber: 20.5422\n",
"[20]\tvalid_0's poisson: -98.0194\tvalid_0's huber: 20.1223\n",
"[21]\tvalid_0's poisson: -98.4407\tvalid_0's huber: 19.7124\n",
"[22]\tvalid_0's poisson: -98.8539\tvalid_0's huber: 19.3088\n",
"[23]\tvalid_0's poisson: -99.2655\tvalid_0's huber: 18.9053\n",
"[24]\tvalid_0's poisson: -99.6665\tvalid_0's huber: 18.5086\n",
"[25]\tvalid_0's poisson: -100.054\tvalid_0's huber: 18.1199\n",
"[26]\tvalid_0's poisson: -100.428\tvalid_0's huber: 17.7469\n",
"[27]\tvalid_0's poisson: -100.789\tvalid_0's huber: 17.3822\n",
"[28]\tvalid_0's poisson: -101.14\tvalid_0's huber: 17.0265\n",
"[29]\tvalid_0's poisson: -101.479\tvalid_0's huber: 16.6816\n",
"[30]\tvalid_0's poisson: -101.805\tvalid_0's huber: 16.3487\n",
"[31]\tvalid_0's poisson: -102.129\tvalid_0's huber: 16.0184\n",
"[32]\tvalid_0's poisson: -102.426\tvalid_0's huber: 15.7179\n",
"[33]\tvalid_0's poisson: -102.712\tvalid_0's huber: 15.4266\n",
"[34]\tvalid_0's poisson: -102.996\tvalid_0's huber: 15.1386\n",
"[35]\tvalid_0's poisson: -103.257\tvalid_0's huber: 14.875\n",
"[36]\tvalid_0's poisson: -103.511\tvalid_0's huber: 14.6154\n",
"[37]\tvalid_0's poisson: -103.748\tvalid_0's huber: 14.3771\n",
"[38]\tvalid_0's poisson: -103.968\tvalid_0's huber: 14.1567\n",
"[39]\tvalid_0's poisson: -104.172\tvalid_0's huber: 13.9503\n",
"[40]\tvalid_0's poisson: -104.36\tvalid_0's huber: 13.7668\n",
"[41]\tvalid_0's poisson: -104.517\tvalid_0's huber: 13.6135\n",
"[42]\tvalid_0's poisson: -104.656\tvalid_0's huber: 13.4842\n",
"[43]\tvalid_0's poisson: -104.775\tvalid_0's huber: 13.3711\n",
"[44]\tvalid_0's poisson: -104.877\tvalid_0's huber: 13.2738\n",
"[45]\tvalid_0's poisson: -104.956\tvalid_0's huber: 13.188\n",
"[46]\tvalid_0's poisson: -105.034\tvalid_0's huber: 13.1106\n",
"[47]\tvalid_0's poisson: -105.099\tvalid_0's huber: 13.0372\n",
"[48]\tvalid_0's poisson: -105.173\tvalid_0's huber: 12.9678\n",
"[49]\tvalid_0's poisson: -105.247\tvalid_0's huber: 12.8981\n",
"[50]\tvalid_0's poisson: -105.314\tvalid_0's huber: 12.8313\n",
"[51]\tvalid_0's poisson: -105.363\tvalid_0's huber: 12.7675\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[52]\tvalid_0's poisson: -105.406\tvalid_0's huber: 12.7048\n",
"[53]\tvalid_0's poisson: -105.506\tvalid_0's huber: 12.6482\n",
"[54]\tvalid_0's poisson: -105.572\tvalid_0's huber: 12.591\n",
"[55]\tvalid_0's poisson: -105.618\tvalid_0's huber: 12.5352\n",
"[56]\tvalid_0's poisson: -105.661\tvalid_0's huber: 12.4783\n",
"[57]\tvalid_0's poisson: -105.696\tvalid_0's huber: 12.4297\n",
"[58]\tvalid_0's poisson: -105.749\tvalid_0's huber: 12.3791\n",
"[59]\tvalid_0's poisson: -105.805\tvalid_0's huber: 12.3246\n",
"[60]\tvalid_0's poisson: -105.861\tvalid_0's huber: 12.2696\n",
"[61]\tvalid_0's poisson: -105.931\tvalid_0's huber: 12.223\n",
"[62]\tvalid_0's poisson: -105.981\tvalid_0's huber: 12.1759\n",
"[63]\tvalid_0's poisson: -106.034\tvalid_0's huber: 12.1278\n",
"[64]\tvalid_0's poisson: -106.084\tvalid_0's huber: 12.0796\n",
"[65]\tvalid_0's poisson: -106.136\tvalid_0's huber: 12.0331\n",
"[66]\tvalid_0's poisson: -106.192\tvalid_0's huber: 11.9886\n",
"[67]\tvalid_0's poisson: -106.238\tvalid_0's huber: 11.9459\n",
"[68]\tvalid_0's poisson: -106.293\tvalid_0's huber: 11.8968\n",
"[69]\tvalid_0's poisson: -106.307\tvalid_0's huber: 11.852\n",
"[70]\tvalid_0's poisson: -106.359\tvalid_0's huber: 11.8118\n",
"[71]\tvalid_0's poisson: -106.399\tvalid_0's huber: 11.7699\n",
"[72]\tvalid_0's poisson: -106.424\tvalid_0's huber: 11.7305\n",
"[73]\tvalid_0's poisson: -106.473\tvalid_0's huber: 11.6906\n",
"[74]\tvalid_0's poisson: -106.511\tvalid_0's huber: 11.6509\n",
"[75]\tvalid_0's poisson: -106.559\tvalid_0's huber: 11.6099\n",
"[76]\tvalid_0's poisson: -106.58\tvalid_0's huber: 11.5745\n",
"[77]\tvalid_0's poisson: -106.623\tvalid_0's huber: 11.5372\n",
"[78]\tvalid_0's poisson: -106.668\tvalid_0's huber: 11.4939\n",
"[79]\tvalid_0's poisson: -106.704\tvalid_0's huber: 11.4589\n",
"[80]\tvalid_0's poisson: -106.741\tvalid_0's huber: 11.4238\n",
"[81]\tvalid_0's poisson: -106.781\tvalid_0's huber: 11.3847\n",
"[82]\tvalid_0's poisson: -106.821\tvalid_0's huber: 11.3466\n",
"[83]\tvalid_0's poisson: -106.86\tvalid_0's huber: 11.3103\n",
"[84]\tvalid_0's poisson: -106.893\tvalid_0's huber: 11.2733\n",
"[85]\tvalid_0's poisson: -106.919\tvalid_0's huber: 11.2444\n",
"[86]\tvalid_0's poisson: -106.946\tvalid_0's huber: 11.2082\n",
"[87]\tvalid_0's poisson: -106.989\tvalid_0's huber: 11.1706\n",
"[88]\tvalid_0's poisson: -107.028\tvalid_0's huber: 11.1344\n",
"[89]\tvalid_0's poisson: -107.066\tvalid_0's huber: 11.0971\n",
"[90]\tvalid_0's poisson: -107.053\tvalid_0's huber: 11.0608\n",
"[91]\tvalid_0's poisson: -107.094\tvalid_0's huber: 11.0249\n",
"[92]\tvalid_0's poisson: -107.13\tvalid_0's huber: 10.9895\n",
"[93]\tvalid_0's poisson: -107.164\tvalid_0's huber: 10.9546\n",
"[94]\tvalid_0's poisson: -107.195\tvalid_0's huber: 10.9233\n",
"[95]\tvalid_0's poisson: -107.22\tvalid_0's huber: 10.8904\n",
"[96]\tvalid_0's poisson: -107.255\tvalid_0's huber: 10.8594\n",
"[97]\tvalid_0's poisson: -107.282\tvalid_0's huber: 10.8266\n",
"[98]\tvalid_0's poisson: -107.302\tvalid_0's huber: 10.7972\n",
"[99]\tvalid_0's poisson: -107.33\tvalid_0's huber: 10.7693\n",
"[100]\tvalid_0's poisson: -107.343\tvalid_0's huber: 10.7403\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=1, learning_rate=1.0, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8386\tvalid_0's huber: 29.2599\n",
"[2]\tvalid_0's poisson: -88.4902\tvalid_0's huber: 28.7164\n",
"[3]\tvalid_0's poisson: -89.1233\tvalid_0's huber: 28.1847\n",
"[4]\tvalid_0's poisson: -89.7426\tvalid_0's huber: 27.6597\n",
"[5]\tvalid_0's poisson: -90.3485\tvalid_0's huber: 27.1404\n",
"[6]\tvalid_0's poisson: -90.9407\tvalid_0's huber: 26.6272\n",
"[7]\tvalid_0's poisson: -91.5208\tvalid_0's huber: 26.1214\n",
"[8]\tvalid_0's poisson: -92.0845\tvalid_0's huber: 25.6254\n",
"[9]\tvalid_0's poisson: -92.6433\tvalid_0's huber: 25.1287\n",
"[10]\tvalid_0's poisson: -93.1889\tvalid_0's huber: 24.6439\n",
"[11]\tvalid_0's poisson: -93.721\tvalid_0's huber: 24.1638\n",
"[12]\tvalid_0's poisson: -94.2441\tvalid_0's huber: 23.6889\n",
"[13]\tvalid_0's poisson: -94.7526\tvalid_0's huber: 23.222\n",
"[14]\tvalid_0's poisson: -95.2462\tvalid_0's huber: 22.765\n",
"[15]\tvalid_0's poisson: -95.7381\tvalid_0's huber: 22.3056\n",
"[16]\tvalid_0's poisson: -96.2145\tvalid_0's huber: 21.8611\n",
"[17]\tvalid_0's poisson: -96.6843\tvalid_0's huber: 21.4175\n",
"[18]\tvalid_0's poisson: -97.1312\tvalid_0's huber: 20.9856\n",
"[19]\tvalid_0's poisson: -97.5737\tvalid_0's huber: 20.5613\n",
"[20]\tvalid_0's poisson: -98.0002\tvalid_0's huber: 20.1461\n",
"[21]\tvalid_0's poisson: -98.4268\tvalid_0's huber: 19.7334\n",
"[22]\tvalid_0's poisson: -98.8376\tvalid_0's huber: 19.3315\n",
"[23]\tvalid_0's poisson: -99.2386\tvalid_0's huber: 18.938\n",
"[24]\tvalid_0's poisson: -99.6256\tvalid_0's huber: 18.5528\n",
"[25]\tvalid_0's poisson: -100.004\tvalid_0's huber: 18.1764\n",
"[26]\tvalid_0's poisson: -100.371\tvalid_0's huber: 17.8072\n",
"[27]\tvalid_0's poisson: -100.732\tvalid_0's huber: 17.4437\n",
"[28]\tvalid_0's poisson: -101.075\tvalid_0's huber: 17.0955\n",
"[29]\tvalid_0's poisson: -101.401\tvalid_0's huber: 16.7639\n",
"[30]\tvalid_0's poisson: -101.722\tvalid_0's huber: 16.4419\n",
"[31]\tvalid_0's poisson: -102.026\tvalid_0's huber: 16.1377\n",
"[32]\tvalid_0's poisson: -102.32\tvalid_0's huber: 15.841\n",
"[33]\tvalid_0's poisson: -102.607\tvalid_0's huber: 15.5476\n",
"[34]\tvalid_0's poisson: -102.886\tvalid_0's huber: 15.2594\n",
"[35]\tvalid_0's poisson: -103.14\tvalid_0's huber: 14.9973\n",
"[36]\tvalid_0's poisson: -103.384\tvalid_0's huber: 14.753\n",
"[37]\tvalid_0's poisson: -103.61\tvalid_0's huber: 14.5249\n",
"[38]\tvalid_0's poisson: -103.817\tvalid_0's huber: 14.3195\n",
"[39]\tvalid_0's poisson: -103.995\tvalid_0's huber: 14.1463\n",
"[40]\tvalid_0's poisson: -104.147\tvalid_0's huber: 13.9982\n",
"[41]\tvalid_0's poisson: -104.273\tvalid_0's huber: 13.8831\n",
"[42]\tvalid_0's poisson: -104.36\tvalid_0's huber: 13.7921\n",
"[43]\tvalid_0's poisson: -104.43\tvalid_0's huber: 13.7063\n",
"[44]\tvalid_0's poisson: -104.47\tvalid_0's huber: 13.6232\n",
"[45]\tvalid_0's poisson: -104.536\tvalid_0's huber: 13.547\n",
"[46]\tvalid_0's poisson: -104.583\tvalid_0's huber: 13.4757\n",
"[47]\tvalid_0's poisson: -104.634\tvalid_0's huber: 13.4024\n",
"[48]\tvalid_0's poisson: -104.702\tvalid_0's huber: 13.3311\n",
"[49]\tvalid_0's poisson: -104.82\tvalid_0's huber: 13.2604\n",
"[50]\tvalid_0's poisson: -104.873\tvalid_0's huber: 13.1966\n",
"[51]\tvalid_0's poisson: -104.893\tvalid_0's huber: 13.1351\n",
"[52]\tvalid_0's poisson: -104.962\tvalid_0's huber: 13.0753\n",
"[53]\tvalid_0's poisson: -105.015\tvalid_0's huber: 13.0154\n",
"[54]\tvalid_0's poisson: -105.109\tvalid_0's huber: 12.9532\n",
"[55]\tvalid_0's poisson: -105.169\tvalid_0's huber: 12.8958\n",
"[56]\tvalid_0's poisson: -105.218\tvalid_0's huber: 12.8404\n",
"[57]\tvalid_0's poisson: -105.309\tvalid_0's huber: 12.7806\n",
"[58]\tvalid_0's poisson: -105.363\tvalid_0's huber: 12.7236\n",
"[59]\tvalid_0's poisson: -105.419\tvalid_0's huber: 12.6674\n",
"[60]\tvalid_0's poisson: -105.466\tvalid_0's huber: 12.6151\n",
"[61]\tvalid_0's poisson: -105.522\tvalid_0's huber: 12.5628\n",
"[62]\tvalid_0's poisson: -105.586\tvalid_0's huber: 12.5134\n",
"[63]\tvalid_0's poisson: -105.634\tvalid_0's huber: 12.462\n",
"[64]\tvalid_0's poisson: -105.67\tvalid_0's huber: 12.4135\n",
"[65]\tvalid_0's poisson: -105.714\tvalid_0's huber: 12.3684\n",
"[66]\tvalid_0's poisson: -105.765\tvalid_0's huber: 12.3199\n",
"[67]\tvalid_0's poisson: -105.792\tvalid_0's huber: 12.2763\n",
"[68]\tvalid_0's poisson: -105.827\tvalid_0's huber: 12.2318\n",
"[69]\tvalid_0's poisson: -105.87\tvalid_0's huber: 12.1906\n",
"[70]\tvalid_0's poisson: -105.925\tvalid_0's huber: 12.1479\n",
"[71]\tvalid_0's poisson: -105.936\tvalid_0's huber: 12.1067\n",
"[72]\tvalid_0's poisson: -105.965\tvalid_0's huber: 12.068\n",
"[73]\tvalid_0's poisson: -106.025\tvalid_0's huber: 12.0279\n",
"[74]\tvalid_0's poisson: -106.001\tvalid_0's huber: 11.989\n",
"[75]\tvalid_0's poisson: -106.046\tvalid_0's huber: 11.9509\n",
"[76]\tvalid_0's poisson: -106.105\tvalid_0's huber: 11.9073\n",
"[77]\tvalid_0's poisson: -106.149\tvalid_0's huber: 11.8587\n",
"[78]\tvalid_0's poisson: -106.162\tvalid_0's huber: 11.8116\n",
"[79]\tvalid_0's poisson: -106.21\tvalid_0's huber: 11.753\n",
"[80]\tvalid_0's poisson: -106.218\tvalid_0's huber: 11.7033\n",
"[81]\tvalid_0's poisson: -106.263\tvalid_0's huber: 11.6587\n",
"[82]\tvalid_0's poisson: -106.311\tvalid_0's huber: 11.6141\n",
"[83]\tvalid_0's poisson: -106.358\tvalid_0's huber: 11.5705\n",
"[84]\tvalid_0's poisson: -106.408\tvalid_0's huber: 11.5208\n",
"[85]\tvalid_0's poisson: -106.453\tvalid_0's huber: 11.4738\n",
"[86]\tvalid_0's poisson: -106.504\tvalid_0's huber: 11.4295\n",
"[87]\tvalid_0's poisson: -106.537\tvalid_0's huber: 11.3869\n",
"[88]\tvalid_0's poisson: -106.589\tvalid_0's huber: 11.3492\n",
"[89]\tvalid_0's poisson: -106.637\tvalid_0's huber: 11.3083\n",
"[90]\tvalid_0's poisson: -106.675\tvalid_0's huber: 11.2723\n",
"[91]\tvalid_0's poisson: -106.699\tvalid_0's huber: 11.2346\n",
"[92]\tvalid_0's poisson: -106.698\tvalid_0's huber: 11.2009\n",
"[93]\tvalid_0's poisson: -106.758\tvalid_0's huber: 11.1664\n",
"[94]\tvalid_0's poisson: -106.756\tvalid_0's huber: 11.133\n",
"[95]\tvalid_0's poisson: -106.776\tvalid_0's huber: 11.1011\n",
"[96]\tvalid_0's poisson: -106.83\tvalid_0's huber: 11.07\n",
"[97]\tvalid_0's poisson: -106.848\tvalid_0's huber: 11.0417\n",
"[98]\tvalid_0's poisson: -106.881\tvalid_0's huber: 11.012\n",
"[99]\tvalid_0's poisson: -106.906\tvalid_0's huber: 10.9827\n",
"[100]\tvalid_0's poisson: -106.94\tvalid_0's huber: 10.9534\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8317\tvalid_0's huber: 29.2689\n",
"[2]\tvalid_0's poisson: -88.4742\tvalid_0's huber: 28.7316\n",
"[3]\tvalid_0's poisson: -89.1133\tvalid_0's huber: 28.1888\n",
"[4]\tvalid_0's poisson: -89.7409\tvalid_0's huber: 27.6528\n",
"[5]\tvalid_0's poisson: -90.3572\tvalid_0's huber: 27.1203\n",
"[6]\tvalid_0's poisson: -90.9596\tvalid_0's huber: 26.5945\n",
"[7]\tvalid_0's poisson: -91.5456\tvalid_0's huber: 26.079\n",
"[8]\tvalid_0's poisson: -92.1144\tvalid_0's huber: 25.5757\n",
"[9]\tvalid_0's poisson: -92.6723\tvalid_0's huber: 25.0778\n",
"[10]\tvalid_0's poisson: -93.221\tvalid_0's huber: 24.588\n",
"[11]\tvalid_0's poisson: -93.755\tvalid_0's huber: 24.1056\n",
"[12]\tvalid_0's poisson: -94.2769\tvalid_0's huber: 23.6303\n",
"[13]\tvalid_0's poisson: -94.7846\tvalid_0's huber: 23.1649\n",
"[14]\tvalid_0's poisson: -95.2846\tvalid_0's huber: 22.7043\n",
"[15]\tvalid_0's poisson: -95.7734\tvalid_0's huber: 22.2514\n",
"[16]\tvalid_0's poisson: -96.2402\tvalid_0's huber: 21.8094\n",
"[17]\tvalid_0's poisson: -96.6967\tvalid_0's huber: 21.3747\n",
"[18]\tvalid_0's poisson: -97.1438\tvalid_0's huber: 20.948\n",
"[19]\tvalid_0's poisson: -97.5829\tvalid_0's huber: 20.5247\n",
"[20]\tvalid_0's poisson: -98.0091\tvalid_0's huber: 20.1094\n",
"[21]\tvalid_0's poisson: -98.425\tvalid_0's huber: 19.7015\n",
"[22]\tvalid_0's poisson: -98.8324\tvalid_0's huber: 19.3009\n",
"[23]\tvalid_0's poisson: -99.2322\tvalid_0's huber: 18.9065\n",
"[24]\tvalid_0's poisson: -99.6137\tvalid_0's huber: 18.5223\n",
"[25]\tvalid_0's poisson: -99.9916\tvalid_0's huber: 18.1461\n",
"[26]\tvalid_0's poisson: -100.355\tvalid_0's huber: 17.7785\n",
"[27]\tvalid_0's poisson: -100.708\tvalid_0's huber: 17.4159\n",
"[28]\tvalid_0's poisson: -101.073\tvalid_0's huber: 17.0388\n",
"[29]\tvalid_0's poisson: -101.401\tvalid_0's huber: 16.7067\n",
"[30]\tvalid_0's poisson: -101.72\tvalid_0's huber: 16.378\n",
"[31]\tvalid_0's poisson: -102.02\tvalid_0's huber: 16.0714\n",
"[32]\tvalid_0's poisson: -102.328\tvalid_0's huber: 15.7553\n",
"[33]\tvalid_0's poisson: -102.599\tvalid_0's huber: 15.472\n",
"[34]\tvalid_0's poisson: -102.871\tvalid_0's huber: 15.1898\n",
"[35]\tvalid_0's poisson: -103.126\tvalid_0's huber: 14.9343\n",
"[36]\tvalid_0's poisson: -103.361\tvalid_0's huber: 14.6991\n",
"[37]\tvalid_0's poisson: -103.584\tvalid_0's huber: 14.4832\n",
"[38]\tvalid_0's poisson: -103.779\tvalid_0's huber: 14.2881\n",
"[39]\tvalid_0's poisson: -103.957\tvalid_0's huber: 14.1174\n",
"[40]\tvalid_0's poisson: -104.106\tvalid_0's huber: 13.9755\n",
"[41]\tvalid_0's poisson: -104.232\tvalid_0's huber: 13.8569\n",
"[42]\tvalid_0's poisson: -104.332\tvalid_0's huber: 13.7632\n",
"[43]\tvalid_0's poisson: -104.373\tvalid_0's huber: 13.676\n",
"[44]\tvalid_0's poisson: -104.453\tvalid_0's huber: 13.5909\n",
"[45]\tvalid_0's poisson: -104.516\tvalid_0's huber: 13.5157\n",
"[46]\tvalid_0's poisson: -104.597\tvalid_0's huber: 13.4394\n",
"[47]\tvalid_0's poisson: -104.675\tvalid_0's huber: 13.3624\n",
"[48]\tvalid_0's poisson: -104.733\tvalid_0's huber: 13.2918\n",
"[49]\tvalid_0's poisson: -104.831\tvalid_0's huber: 13.2227\n",
"[50]\tvalid_0's poisson: -104.92\tvalid_0's huber: 13.1526\n",
"[51]\tvalid_0's poisson: -104.948\tvalid_0's huber: 13.0857\n",
"[52]\tvalid_0's poisson: -105.039\tvalid_0's huber: 13.0251\n",
"[53]\tvalid_0's poisson: -105.108\tvalid_0's huber: 12.9637\n",
"[54]\tvalid_0's poisson: -105.19\tvalid_0's huber: 12.9031\n",
"[55]\tvalid_0's poisson: -105.212\tvalid_0's huber: 12.838\n",
"[56]\tvalid_0's poisson: -105.263\tvalid_0's huber: 12.7789\n",
"[57]\tvalid_0's poisson: -105.298\tvalid_0's huber: 12.7313\n",
"[58]\tvalid_0's poisson: -105.37\tvalid_0's huber: 12.6788\n",
"[59]\tvalid_0's poisson: -105.414\tvalid_0's huber: 12.6283\n",
"[60]\tvalid_0's poisson: -105.486\tvalid_0's huber: 12.5749\n",
"[61]\tvalid_0's poisson: -105.556\tvalid_0's huber: 12.5261\n",
"[62]\tvalid_0's poisson: -105.622\tvalid_0's huber: 12.4733\n",
"[63]\tvalid_0's poisson: -105.636\tvalid_0's huber: 12.4293\n",
"[64]\tvalid_0's poisson: -105.719\tvalid_0's huber: 12.3753\n",
"[65]\tvalid_0's poisson: -105.777\tvalid_0's huber: 12.3265\n",
"[66]\tvalid_0's poisson: -105.812\tvalid_0's huber: 12.2838\n",
"[67]\tvalid_0's poisson: -105.846\tvalid_0's huber: 12.2417\n",
"[68]\tvalid_0's poisson: -105.904\tvalid_0's huber: 12.1971\n",
"[69]\tvalid_0's poisson: -105.95\tvalid_0's huber: 12.1571\n",
"[70]\tvalid_0's poisson: -105.99\tvalid_0's huber: 12.1187\n",
"[71]\tvalid_0's poisson: -106.032\tvalid_0's huber: 12.0804\n",
"[72]\tvalid_0's poisson: -106.076\tvalid_0's huber: 12.0402\n",
"[73]\tvalid_0's poisson: -106.11\tvalid_0's huber: 11.9971\n",
"[74]\tvalid_0's poisson: -106.15\tvalid_0's huber: 11.9566\n",
"[75]\tvalid_0's poisson: -106.186\tvalid_0's huber: 11.9222\n",
"[76]\tvalid_0's poisson: -106.232\tvalid_0's huber: 11.8837\n",
"[77]\tvalid_0's poisson: -106.255\tvalid_0's huber: 11.8467\n",
"[78]\tvalid_0's poisson: -106.281\tvalid_0's huber: 11.8081\n",
"[79]\tvalid_0's poisson: -106.308\tvalid_0's huber: 11.7717\n",
"[80]\tvalid_0's poisson: -106.354\tvalid_0's huber: 11.7349\n",
"[81]\tvalid_0's poisson: -106.392\tvalid_0's huber: 11.698\n",
"[82]\tvalid_0's poisson: -106.406\tvalid_0's huber: 11.6504\n",
"[83]\tvalid_0's poisson: -106.446\tvalid_0's huber: 11.6133\n",
"[84]\tvalid_0's poisson: -106.518\tvalid_0's huber: 11.5742\n",
"[85]\tvalid_0's poisson: -106.552\tvalid_0's huber: 11.5333\n",
"[86]\tvalid_0's poisson: -106.588\tvalid_0's huber: 11.4938\n",
"[87]\tvalid_0's poisson: -106.617\tvalid_0's huber: 11.4589\n",
"[88]\tvalid_0's poisson: -106.646\tvalid_0's huber: 11.4181\n",
"[89]\tvalid_0's poisson: -106.66\tvalid_0's huber: 11.3749\n",
"[90]\tvalid_0's poisson: -106.683\tvalid_0's huber: 11.3325\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[91]\tvalid_0's poisson: -106.746\tvalid_0's huber: 11.286\n",
"[92]\tvalid_0's poisson: -106.802\tvalid_0's huber: 11.2415\n",
"[93]\tvalid_0's poisson: -106.827\tvalid_0's huber: 11.2029\n",
"[94]\tvalid_0's poisson: -106.884\tvalid_0's huber: 11.1671\n",
"[95]\tvalid_0's poisson: -106.924\tvalid_0's huber: 11.1343\n",
"[96]\tvalid_0's poisson: -106.956\tvalid_0's huber: 11.0978\n",
"[97]\tvalid_0's poisson: -106.904\tvalid_0's huber: 11.062\n",
"[98]\tvalid_0's poisson: -106.918\tvalid_0's huber: 11.0285\n",
"[99]\tvalid_0's poisson: -106.962\tvalid_0's huber: 10.9948\n",
"[100]\tvalid_0's poisson: -106.997\tvalid_0's huber: 10.9579\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8378\tvalid_0's huber: 29.2855\n",
"[2]\tvalid_0's poisson: -88.49\tvalid_0's huber: 28.7357\n",
"[3]\tvalid_0's poisson: -89.1307\tvalid_0's huber: 28.1931\n",
"[4]\tvalid_0's poisson: -89.7556\tvalid_0's huber: 27.6573\n",
"[5]\tvalid_0's poisson: -90.3642\tvalid_0's huber: 27.1313\n",
"[6]\tvalid_0's poisson: -90.9603\tvalid_0's huber: 26.608\n",
"[7]\tvalid_0's poisson: -91.5394\tvalid_0's huber: 26.0975\n",
"[8]\tvalid_0's poisson: -92.1086\tvalid_0's huber: 25.5948\n",
"[9]\tvalid_0's poisson: -92.6614\tvalid_0's huber: 25.1033\n",
"[10]\tvalid_0's poisson: -93.2048\tvalid_0's huber: 24.6193\n",
"[11]\tvalid_0's poisson: -93.7339\tvalid_0's huber: 24.142\n",
"[12]\tvalid_0's poisson: -94.2548\tvalid_0's huber: 23.6699\n",
"[13]\tvalid_0's poisson: -94.7622\tvalid_0's huber: 23.2079\n",
"[14]\tvalid_0's poisson: -95.2627\tvalid_0's huber: 22.7461\n",
"[15]\tvalid_0's poisson: -95.7508\tvalid_0's huber: 22.2928\n",
"[16]\tvalid_0's poisson: -96.2262\tvalid_0's huber: 21.8478\n",
"[17]\tvalid_0's poisson: -96.6944\tvalid_0's huber: 21.406\n",
"[18]\tvalid_0's poisson: -97.1472\tvalid_0's huber: 20.9736\n",
"[19]\tvalid_0's poisson: -97.5882\tvalid_0's huber: 20.5508\n",
"[20]\tvalid_0's poisson: -98.0179\tvalid_0's huber: 20.1366\n",
"[21]\tvalid_0's poisson: -98.4337\tvalid_0's huber: 19.7232\n",
"[22]\tvalid_0's poisson: -98.8552\tvalid_0's huber: 19.3104\n",
"[23]\tvalid_0's poisson: -99.2673\tvalid_0's huber: 18.8979\n",
"[24]\tvalid_0's poisson: -99.6541\tvalid_0's huber: 18.5119\n",
"[25]\tvalid_0's poisson: -100.035\tvalid_0's huber: 18.1366\n",
"[26]\tvalid_0's poisson: -100.402\tvalid_0's huber: 17.7699\n",
"[27]\tvalid_0's poisson: -100.76\tvalid_0's huber: 17.4145\n",
"[28]\tvalid_0's poisson: -101.097\tvalid_0's huber: 17.0682\n",
"[29]\tvalid_0's poisson: -101.431\tvalid_0's huber: 16.7354\n",
"[30]\tvalid_0's poisson: -101.75\tvalid_0's huber: 16.4103\n",
"[31]\tvalid_0's poisson: -102.073\tvalid_0's huber: 16.0836\n",
"[32]\tvalid_0's poisson: -102.362\tvalid_0's huber: 15.7902\n",
"[33]\tvalid_0's poisson: -102.653\tvalid_0's huber: 15.491\n",
"[34]\tvalid_0's poisson: -102.925\tvalid_0's huber: 15.208\n",
"[35]\tvalid_0's poisson: -103.176\tvalid_0's huber: 14.9487\n",
"[36]\tvalid_0's poisson: -103.417\tvalid_0's huber: 14.7105\n",
"[37]\tvalid_0's poisson: -103.637\tvalid_0's huber: 14.4899\n",
"[38]\tvalid_0's poisson: -103.84\tvalid_0's huber: 14.2878\n",
"[39]\tvalid_0's poisson: -104.027\tvalid_0's huber: 14.1072\n",
"[40]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.9565\n",
"[41]\tvalid_0's poisson: -104.314\tvalid_0's huber: 13.8351\n",
"[42]\tvalid_0's poisson: -104.411\tvalid_0's huber: 13.7323\n",
"[43]\tvalid_0's poisson: -104.474\tvalid_0's huber: 13.6472\n",
"[44]\tvalid_0's poisson: -104.499\tvalid_0's huber: 13.5672\n",
"[45]\tvalid_0's poisson: -104.552\tvalid_0's huber: 13.4929\n",
"[46]\tvalid_0's poisson: -104.62\tvalid_0's huber: 13.414\n",
"[47]\tvalid_0's poisson: -104.685\tvalid_0's huber: 13.3412\n",
"[48]\tvalid_0's poisson: -104.712\tvalid_0's huber: 13.2677\n",
"[49]\tvalid_0's poisson: -104.824\tvalid_0's huber: 13.1942\n",
"[50]\tvalid_0's poisson: -104.864\tvalid_0's huber: 13.1306\n",
"[51]\tvalid_0's poisson: -104.932\tvalid_0's huber: 13.072\n",
"[52]\tvalid_0's poisson: -105.007\tvalid_0's huber: 13.0109\n",
"[53]\tvalid_0's poisson: -105.058\tvalid_0's huber: 12.9531\n",
"[54]\tvalid_0's poisson: -105.141\tvalid_0's huber: 12.9008\n",
"[55]\tvalid_0's poisson: -105.163\tvalid_0's huber: 12.8469\n",
"[56]\tvalid_0's poisson: -105.252\tvalid_0's huber: 12.7964\n",
"[57]\tvalid_0's poisson: -105.276\tvalid_0's huber: 12.7476\n",
"[58]\tvalid_0's poisson: -105.339\tvalid_0's huber: 12.6977\n",
"[59]\tvalid_0's poisson: -105.405\tvalid_0's huber: 12.6422\n",
"[60]\tvalid_0's poisson: -105.466\tvalid_0's huber: 12.5927\n",
"[61]\tvalid_0's poisson: -105.509\tvalid_0's huber: 12.5431\n",
"[62]\tvalid_0's poisson: -105.549\tvalid_0's huber: 12.4964\n",
"[63]\tvalid_0's poisson: -105.604\tvalid_0's huber: 12.4496\n",
"[64]\tvalid_0's poisson: -105.667\tvalid_0's huber: 12.4061\n",
"[65]\tvalid_0's poisson: -105.702\tvalid_0's huber: 12.3645\n",
"[66]\tvalid_0's poisson: -105.781\tvalid_0's huber: 12.3185\n",
"[67]\tvalid_0's poisson: -105.818\tvalid_0's huber: 12.2733\n",
"[68]\tvalid_0's poisson: -105.846\tvalid_0's huber: 12.2353\n",
"[69]\tvalid_0's poisson: -105.931\tvalid_0's huber: 12.192\n",
"[70]\tvalid_0's poisson: -105.955\tvalid_0's huber: 12.1523\n",
"[71]\tvalid_0's poisson: -105.983\tvalid_0's huber: 12.1112\n",
"[72]\tvalid_0's poisson: -106.085\tvalid_0's huber: 12.0713\n",
"[73]\tvalid_0's poisson: -106.102\tvalid_0's huber: 12.0294\n",
"[74]\tvalid_0's poisson: -106.122\tvalid_0's huber: 11.9932\n",
"[75]\tvalid_0's poisson: -106.158\tvalid_0's huber: 11.9578\n",
"[76]\tvalid_0's poisson: -106.19\tvalid_0's huber: 11.9255\n",
"[77]\tvalid_0's poisson: -106.226\tvalid_0's huber: 11.8909\n",
"[78]\tvalid_0's poisson: -106.265\tvalid_0's huber: 11.8531\n",
"[79]\tvalid_0's poisson: -106.301\tvalid_0's huber: 11.8199\n",
"[80]\tvalid_0's poisson: -106.325\tvalid_0's huber: 11.7859\n",
"[81]\tvalid_0's poisson: -106.372\tvalid_0's huber: 11.7544\n",
"[82]\tvalid_0's poisson: -106.37\tvalid_0's huber: 11.7238\n",
"[83]\tvalid_0's poisson: -106.4\tvalid_0's huber: 11.6952\n",
"[84]\tvalid_0's poisson: -106.415\tvalid_0's huber: 11.6643\n",
"[85]\tvalid_0's poisson: -106.45\tvalid_0's huber: 11.6312\n",
"[86]\tvalid_0's poisson: -106.455\tvalid_0's huber: 11.5957\n",
"[87]\tvalid_0's poisson: -106.503\tvalid_0's huber: 11.5622\n",
"[88]\tvalid_0's poisson: -106.528\tvalid_0's huber: 11.5328\n",
"[89]\tvalid_0's poisson: -106.545\tvalid_0's huber: 11.5003\n",
"[90]\tvalid_0's poisson: -106.588\tvalid_0's huber: 11.4733\n",
"[91]\tvalid_0's poisson: -106.621\tvalid_0's huber: 11.4384\n",
"[92]\tvalid_0's poisson: -106.648\tvalid_0's huber: 11.4082\n",
"[93]\tvalid_0's poisson: -106.679\tvalid_0's huber: 11.3779\n",
"[94]\tvalid_0's poisson: -106.688\tvalid_0's huber: 11.3485\n",
"[95]\tvalid_0's poisson: -106.712\tvalid_0's huber: 11.3225\n",
"[96]\tvalid_0's poisson: -106.763\tvalid_0's huber: 11.2938\n",
"[97]\tvalid_0's poisson: -106.744\tvalid_0's huber: 11.2657\n",
"[98]\tvalid_0's poisson: -106.773\tvalid_0's huber: 11.2386\n",
"[99]\tvalid_0's poisson: -106.742\tvalid_0's huber: 11.2114\n",
"[100]\tvalid_0's poisson: -106.786\tvalid_0's huber: 11.1696\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8459\tvalid_0's huber: 29.2387\n",
"[2]\tvalid_0's poisson: -88.5\tvalid_0's huber: 28.6906\n",
"[3]\tvalid_0's poisson: -89.1439\tvalid_0's huber: 28.1459\n",
"[4]\tvalid_0's poisson: -89.7715\tvalid_0's huber: 27.6109\n",
"[5]\tvalid_0's poisson: -90.379\tvalid_0's huber: 27.0845\n",
"[6]\tvalid_0's poisson: -90.9787\tvalid_0's huber: 26.5634\n",
"[7]\tvalid_0's poisson: -91.5609\tvalid_0's huber: 26.0531\n",
"[8]\tvalid_0's poisson: -92.1318\tvalid_0's huber: 25.55\n",
"[9]\tvalid_0's poisson: -92.6898\tvalid_0's huber: 25.055\n",
"[10]\tvalid_0's poisson: -93.2345\tvalid_0's huber: 24.5675\n",
"[11]\tvalid_0's poisson: -93.7667\tvalid_0's huber: 24.089\n",
"[12]\tvalid_0's poisson: -94.2888\tvalid_0's huber: 23.6146\n",
"[13]\tvalid_0's poisson: -94.7982\tvalid_0's huber: 23.1496\n",
"[14]\tvalid_0's poisson: -95.3016\tvalid_0's huber: 22.6877\n",
"[15]\tvalid_0's poisson: -95.7903\tvalid_0's huber: 22.2371\n",
"[16]\tvalid_0's poisson: -96.2666\tvalid_0's huber: 21.7945\n",
"[17]\tvalid_0's poisson: -96.7306\tvalid_0's huber: 21.3578\n",
"[18]\tvalid_0's poisson: -97.1797\tvalid_0's huber: 20.932\n",
"[19]\tvalid_0's poisson: -97.6202\tvalid_0's huber: 20.5082\n",
"[20]\tvalid_0's poisson: -98.0484\tvalid_0's huber: 20.0934\n",
"[21]\tvalid_0's poisson: -98.4725\tvalid_0's huber: 19.6805\n",
"[22]\tvalid_0's poisson: -98.88\tvalid_0's huber: 19.2766\n",
"[23]\tvalid_0's poisson: -99.2834\tvalid_0's huber: 18.8779\n",
"[24]\tvalid_0's poisson: -99.6696\tvalid_0's huber: 18.4961\n",
"[25]\tvalid_0's poisson: -100.045\tvalid_0's huber: 18.1239\n",
"[26]\tvalid_0's poisson: -100.41\tvalid_0's huber: 17.7594\n",
"[27]\tvalid_0's poisson: -100.764\tvalid_0's huber: 17.4004\n",
"[28]\tvalid_0's poisson: -101.101\tvalid_0's huber: 17.0584\n",
"[29]\tvalid_0's poisson: -101.428\tvalid_0's huber: 16.729\n",
"[30]\tvalid_0's poisson: -101.76\tvalid_0's huber: 16.3809\n",
"[31]\tvalid_0's poisson: -102.059\tvalid_0's huber: 16.0774\n",
"[32]\tvalid_0's poisson: -102.351\tvalid_0's huber: 15.7764\n",
"[33]\tvalid_0's poisson: -102.642\tvalid_0's huber: 15.4762\n",
"[34]\tvalid_0's poisson: -102.911\tvalid_0's huber: 15.2047\n",
"[35]\tvalid_0's poisson: -103.166\tvalid_0's huber: 14.946\n",
"[36]\tvalid_0's poisson: -103.401\tvalid_0's huber: 14.7081\n",
"[37]\tvalid_0's poisson: -103.608\tvalid_0's huber: 14.4984\n",
"[38]\tvalid_0's poisson: -103.817\tvalid_0's huber: 14.2953\n",
"[39]\tvalid_0's poisson: -103.998\tvalid_0's huber: 14.1159\n",
"[40]\tvalid_0's poisson: -104.148\tvalid_0's huber: 13.9731\n",
"[41]\tvalid_0's poisson: -104.266\tvalid_0's huber: 13.8594\n",
"[42]\tvalid_0's poisson: -104.351\tvalid_0's huber: 13.7592\n",
"[43]\tvalid_0's poisson: -104.399\tvalid_0's huber: 13.6765\n",
"[44]\tvalid_0's poisson: -104.458\tvalid_0's huber: 13.5933\n",
"[45]\tvalid_0's poisson: -104.465\tvalid_0's huber: 13.5113\n",
"[46]\tvalid_0's poisson: -104.578\tvalid_0's huber: 13.4313\n",
"[47]\tvalid_0's poisson: -104.636\tvalid_0's huber: 13.3575\n",
"[48]\tvalid_0's poisson: -104.681\tvalid_0's huber: 13.2875\n",
"[49]\tvalid_0's poisson: -104.791\tvalid_0's huber: 13.2171\n",
"[50]\tvalid_0's poisson: -104.86\tvalid_0's huber: 13.1516\n",
"[51]\tvalid_0's poisson: -104.926\tvalid_0's huber: 13.0901\n",
"[52]\tvalid_0's poisson: -105.002\tvalid_0's huber: 13.0252\n",
"[53]\tvalid_0's poisson: -105.013\tvalid_0's huber: 12.9635\n",
"[54]\tvalid_0's poisson: -105.085\tvalid_0's huber: 12.9011\n",
"[55]\tvalid_0's poisson: -105.13\tvalid_0's huber: 12.8441\n",
"[56]\tvalid_0's poisson: -105.234\tvalid_0's huber: 12.7803\n",
"[57]\tvalid_0's poisson: -105.287\tvalid_0's huber: 12.7286\n",
"[58]\tvalid_0's poisson: -105.362\tvalid_0's huber: 12.6708\n",
"[59]\tvalid_0's poisson: -105.411\tvalid_0's huber: 12.6186\n",
"[60]\tvalid_0's poisson: -105.475\tvalid_0's huber: 12.5624\n",
"[61]\tvalid_0's poisson: -105.535\tvalid_0's huber: 12.5108\n",
"[62]\tvalid_0's poisson: -105.562\tvalid_0's huber: 12.4564\n",
"[63]\tvalid_0's poisson: -105.619\tvalid_0's huber: 12.4062\n",
"[64]\tvalid_0's poisson: -105.652\tvalid_0's huber: 12.3601\n",
"[65]\tvalid_0's poisson: -105.708\tvalid_0's huber: 12.3119\n",
"[66]\tvalid_0's poisson: -105.794\tvalid_0's huber: 12.2645\n",
"[67]\tvalid_0's poisson: -105.817\tvalid_0's huber: 12.224\n",
"[68]\tvalid_0's poisson: -105.854\tvalid_0's huber: 12.1849\n",
"[69]\tvalid_0's poisson: -105.921\tvalid_0's huber: 12.1381\n",
"[70]\tvalid_0's poisson: -105.967\tvalid_0's huber: 12.0948\n",
"[71]\tvalid_0's poisson: -105.998\tvalid_0's huber: 12.0584\n",
"[72]\tvalid_0's poisson: -105.969\tvalid_0's huber: 12.0178\n",
"[73]\tvalid_0's poisson: -106.019\tvalid_0's huber: 11.9825\n",
"[74]\tvalid_0's poisson: -106.039\tvalid_0's huber: 11.945\n",
"[75]\tvalid_0's poisson: -106.082\tvalid_0's huber: 11.903\n",
"[76]\tvalid_0's poisson: -106.124\tvalid_0's huber: 11.8632\n",
"[77]\tvalid_0's poisson: -106.19\tvalid_0's huber: 11.8243\n",
"[78]\tvalid_0's poisson: -106.206\tvalid_0's huber: 11.7849\n",
"[79]\tvalid_0's poisson: -106.262\tvalid_0's huber: 11.7463\n",
"[80]\tvalid_0's poisson: -106.304\tvalid_0's huber: 11.7075\n",
"[81]\tvalid_0's poisson: -106.352\tvalid_0's huber: 11.6671\n",
"[82]\tvalid_0's poisson: -106.412\tvalid_0's huber: 11.6257\n",
"[83]\tvalid_0's poisson: -106.437\tvalid_0's huber: 11.5886\n",
"[84]\tvalid_0's poisson: -106.454\tvalid_0's huber: 11.5587\n",
"[85]\tvalid_0's poisson: -106.48\tvalid_0's huber: 11.5296\n",
"[86]\tvalid_0's poisson: -106.533\tvalid_0's huber: 11.4828\n",
"[87]\tvalid_0's poisson: -106.582\tvalid_0's huber: 11.4355\n",
"[88]\tvalid_0's poisson: -106.612\tvalid_0's huber: 11.3876\n",
"[89]\tvalid_0's poisson: -106.662\tvalid_0's huber: 11.3438\n",
"[90]\tvalid_0's poisson: -106.693\tvalid_0's huber: 11.3025\n",
"[91]\tvalid_0's poisson: -106.733\tvalid_0's huber: 11.261\n",
"[92]\tvalid_0's poisson: -106.77\tvalid_0's huber: 11.2244\n",
"[93]\tvalid_0's poisson: -106.816\tvalid_0's huber: 11.1859\n",
"[94]\tvalid_0's poisson: -106.862\tvalid_0's huber: 11.1499\n",
"[95]\tvalid_0's poisson: -106.883\tvalid_0's huber: 11.1137\n",
"[96]\tvalid_0's poisson: -106.925\tvalid_0's huber: 11.079\n",
"[97]\tvalid_0's poisson: -106.95\tvalid_0's huber: 11.0443\n",
"[98]\tvalid_0's poisson: -106.962\tvalid_0's huber: 11.0137\n",
"[99]\tvalid_0's poisson: -106.991\tvalid_0's huber: 10.9846\n",
"[100]\tvalid_0's poisson: -107.023\tvalid_0's huber: 10.9524\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.812\tvalid_0's huber: 29.3346\n",
"[2]\tvalid_0's poisson: -88.4651\tvalid_0's huber: 28.7877\n",
"[3]\tvalid_0's poisson: -89.0955\tvalid_0's huber: 28.2521\n",
"[4]\tvalid_0's poisson: -89.7231\tvalid_0's huber: 27.7144\n",
"[5]\tvalid_0's poisson: -90.3356\tvalid_0's huber: 27.185\n",
"[6]\tvalid_0's poisson: -90.9287\tvalid_0's huber: 26.6696\n",
"[7]\tvalid_0's poisson: -91.5148\tvalid_0's huber: 26.1542\n",
"[8]\tvalid_0's poisson: -92.0849\tvalid_0's huber: 25.6518\n",
"[9]\tvalid_0's poisson: -92.6429\tvalid_0's huber: 25.1569\n",
"[10]\tvalid_0's poisson: -93.1851\tvalid_0's huber: 24.6716\n",
"[11]\tvalid_0's poisson: -93.7182\tvalid_0's huber: 24.1932\n",
"[12]\tvalid_0's poisson: -94.2382\tvalid_0's huber: 23.7226\n",
"[13]\tvalid_0's poisson: -94.7458\tvalid_0's huber: 23.2567\n",
"[14]\tvalid_0's poisson: -95.2414\tvalid_0's huber: 22.7997\n",
"[15]\tvalid_0's poisson: -95.729\tvalid_0's huber: 22.3448\n",
"[16]\tvalid_0's poisson: -96.2059\tvalid_0's huber: 21.8986\n",
"[17]\tvalid_0's poisson: -96.6662\tvalid_0's huber: 21.4619\n",
"[18]\tvalid_0's poisson: -97.1218\tvalid_0's huber: 21.0275\n",
"[19]\tvalid_0's poisson: -97.5612\tvalid_0's huber: 20.6038\n",
"[20]\tvalid_0's poisson: -97.9969\tvalid_0's huber: 20.182\n",
"[21]\tvalid_0's poisson: -98.423\tvalid_0's huber: 19.7704\n",
"[22]\tvalid_0's poisson: -98.8319\tvalid_0's huber: 19.3647\n",
"[23]\tvalid_0's poisson: -99.2253\tvalid_0's huber: 18.9716\n",
"[24]\tvalid_0's poisson: -99.6288\tvalid_0's huber: 18.5695\n",
"[25]\tvalid_0's poisson: -100.005\tvalid_0's huber: 18.194\n",
"[26]\tvalid_0's poisson: -100.387\tvalid_0's huber: 17.8053\n",
"[27]\tvalid_0's poisson: -100.743\tvalid_0's huber: 17.4462\n",
"[28]\tvalid_0's poisson: -101.085\tvalid_0's huber: 17.1006\n",
"[29]\tvalid_0's poisson: -101.414\tvalid_0's huber: 16.77\n",
"[30]\tvalid_0's poisson: -101.731\tvalid_0's huber: 16.4504\n",
"[31]\tvalid_0's poisson: -102.031\tvalid_0's huber: 16.1469\n",
"[32]\tvalid_0's poisson: -102.323\tvalid_0's huber: 15.8435\n",
"[33]\tvalid_0's poisson: -102.595\tvalid_0's huber: 15.5699\n",
"[34]\tvalid_0's poisson: -102.86\tvalid_0's huber: 15.3001\n",
"[35]\tvalid_0's poisson: -103.12\tvalid_0's huber: 15.034\n",
"[36]\tvalid_0's poisson: -103.367\tvalid_0's huber: 14.7833\n",
"[37]\tvalid_0's poisson: -103.589\tvalid_0's huber: 14.5618\n",
"[38]\tvalid_0's poisson: -103.796\tvalid_0's huber: 14.3526\n",
"[39]\tvalid_0's poisson: -103.979\tvalid_0's huber: 14.1741\n",
"[40]\tvalid_0's poisson: -104.133\tvalid_0's huber: 14.0262\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -104.264\tvalid_0's huber: 13.9008\n",
"[42]\tvalid_0's poisson: -104.357\tvalid_0's huber: 13.7993\n",
"[43]\tvalid_0's poisson: -104.423\tvalid_0's huber: 13.7126\n",
"[44]\tvalid_0's poisson: -104.503\tvalid_0's huber: 13.6272\n",
"[45]\tvalid_0's poisson: -104.567\tvalid_0's huber: 13.5445\n",
"[46]\tvalid_0's poisson: -104.604\tvalid_0's huber: 13.4763\n",
"[47]\tvalid_0's poisson: -104.655\tvalid_0's huber: 13.4018\n",
"[48]\tvalid_0's poisson: -104.725\tvalid_0's huber: 13.3336\n",
"[49]\tvalid_0's poisson: -104.75\tvalid_0's huber: 13.2664\n",
"[50]\tvalid_0's poisson: -104.807\tvalid_0's huber: 13.2006\n",
"[51]\tvalid_0's poisson: -104.866\tvalid_0's huber: 13.1371\n",
"[52]\tvalid_0's poisson: -104.923\tvalid_0's huber: 13.0766\n",
"[53]\tvalid_0's poisson: -105.007\tvalid_0's huber: 13.0129\n",
"[54]\tvalid_0's poisson: -105.029\tvalid_0's huber: 12.9536\n",
"[55]\tvalid_0's poisson: -105.129\tvalid_0's huber: 12.8987\n",
"[56]\tvalid_0's poisson: -105.191\tvalid_0's huber: 12.8486\n",
"[57]\tvalid_0's poisson: -105.26\tvalid_0's huber: 12.7997\n",
"[58]\tvalid_0's poisson: -105.312\tvalid_0's huber: 12.7469\n",
"[59]\tvalid_0's poisson: -105.349\tvalid_0's huber: 12.6943\n",
"[60]\tvalid_0's poisson: -105.406\tvalid_0's huber: 12.6481\n",
"[61]\tvalid_0's poisson: -105.449\tvalid_0's huber: 12.5957\n",
"[62]\tvalid_0's poisson: -105.522\tvalid_0's huber: 12.5472\n",
"[63]\tvalid_0's poisson: -105.6\tvalid_0's huber: 12.4993\n",
"[64]\tvalid_0's poisson: -105.654\tvalid_0's huber: 12.4528\n",
"[65]\tvalid_0's poisson: -105.688\tvalid_0's huber: 12.4109\n",
"[66]\tvalid_0's poisson: -105.744\tvalid_0's huber: 12.3664\n",
"[67]\tvalid_0's poisson: -105.774\tvalid_0's huber: 12.3232\n",
"[68]\tvalid_0's poisson: -105.851\tvalid_0's huber: 12.2783\n",
"[69]\tvalid_0's poisson: -105.9\tvalid_0's huber: 12.2402\n",
"[70]\tvalid_0's poisson: -105.939\tvalid_0's huber: 12.2005\n",
"[71]\tvalid_0's poisson: -106\tvalid_0's huber: 12.1565\n",
"[72]\tvalid_0's poisson: -106.021\tvalid_0's huber: 12.115\n",
"[73]\tvalid_0's poisson: -106.056\tvalid_0's huber: 12.0752\n",
"[74]\tvalid_0's poisson: -106.091\tvalid_0's huber: 12.0367\n",
"[75]\tvalid_0's poisson: -106.115\tvalid_0's huber: 12.0006\n",
"[76]\tvalid_0's poisson: -106.176\tvalid_0's huber: 11.9566\n",
"[77]\tvalid_0's poisson: -106.21\tvalid_0's huber: 11.9174\n",
"[78]\tvalid_0's poisson: -106.255\tvalid_0's huber: 11.8764\n",
"[79]\tvalid_0's poisson: -106.28\tvalid_0's huber: 11.8368\n",
"[80]\tvalid_0's poisson: -106.328\tvalid_0's huber: 11.8003\n",
"[81]\tvalid_0's poisson: -106.363\tvalid_0's huber: 11.7645\n",
"[82]\tvalid_0's poisson: -106.401\tvalid_0's huber: 11.7291\n",
"[83]\tvalid_0's poisson: -106.435\tvalid_0's huber: 11.6939\n",
"[84]\tvalid_0's poisson: -106.363\tvalid_0's huber: 11.6571\n",
"[85]\tvalid_0's poisson: -106.371\tvalid_0's huber: 11.6236\n",
"[86]\tvalid_0's poisson: -106.404\tvalid_0's huber: 11.5909\n",
"[87]\tvalid_0's poisson: -106.42\tvalid_0's huber: 11.5578\n",
"[88]\tvalid_0's poisson: -106.451\tvalid_0's huber: 11.5263\n",
"[89]\tvalid_0's poisson: -106.489\tvalid_0's huber: 11.4956\n",
"[90]\tvalid_0's poisson: -106.515\tvalid_0's huber: 11.4649\n",
"[91]\tvalid_0's poisson: -106.538\tvalid_0's huber: 11.4355\n",
"[92]\tvalid_0's poisson: -106.57\tvalid_0's huber: 11.4035\n",
"[93]\tvalid_0's poisson: -106.609\tvalid_0's huber: 11.3635\n",
"[94]\tvalid_0's poisson: -106.719\tvalid_0's huber: 11.3179\n",
"[95]\tvalid_0's poisson: -106.756\tvalid_0's huber: 11.2687\n",
"[96]\tvalid_0's poisson: -106.793\tvalid_0's huber: 11.2273\n",
"[97]\tvalid_0's poisson: -106.854\tvalid_0's huber: 11.1847\n",
"[98]\tvalid_0's poisson: -106.899\tvalid_0's huber: 11.145\n",
"[99]\tvalid_0's poisson: -106.962\tvalid_0's huber: 11.1055\n",
"[100]\tvalid_0's poisson: -107.004\tvalid_0's huber: 11.069\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2157\tvalid_0's huber: 29.777\n",
"[2]\tvalid_0's poisson: -87.2577\tvalid_0's huber: 29.7424\n",
"[3]\tvalid_0's poisson: -87.2996\tvalid_0's huber: 29.7078\n",
"[4]\tvalid_0's poisson: -87.3415\tvalid_0's huber: 29.6732\n",
"[5]\tvalid_0's poisson: -87.3833\tvalid_0's huber: 29.6386\n",
"[6]\tvalid_0's poisson: -87.425\tvalid_0's huber: 29.604\n",
"[7]\tvalid_0's poisson: -87.4668\tvalid_0's huber: 29.5695\n",
"[8]\tvalid_0's poisson: -87.5085\tvalid_0's huber: 29.5351\n",
"[9]\tvalid_0's poisson: -87.5502\tvalid_0's huber: 29.5007\n",
"[10]\tvalid_0's poisson: -87.5918\tvalid_0's huber: 29.4663\n",
"[11]\tvalid_0's poisson: -87.6334\tvalid_0's huber: 29.432\n",
"[12]\tvalid_0's poisson: -87.6749\tvalid_0's huber: 29.3976\n",
"[13]\tvalid_0's poisson: -87.7163\tvalid_0's huber: 29.3634\n",
"[14]\tvalid_0's poisson: -87.7576\tvalid_0's huber: 29.3291\n",
"[15]\tvalid_0's poisson: -87.7989\tvalid_0's huber: 29.2949\n",
"[16]\tvalid_0's poisson: -87.8402\tvalid_0's huber: 29.2607\n",
"[17]\tvalid_0's poisson: -87.8814\tvalid_0's huber: 29.2265\n",
"[18]\tvalid_0's poisson: -87.9225\tvalid_0's huber: 29.1924\n",
"[19]\tvalid_0's poisson: -87.9635\tvalid_0's huber: 29.1582\n",
"[20]\tvalid_0's poisson: -88.0045\tvalid_0's huber: 29.1241\n",
"[21]\tvalid_0's poisson: -88.0455\tvalid_0's huber: 29.0901\n",
"[22]\tvalid_0's poisson: -88.0863\tvalid_0's huber: 29.0561\n",
"[23]\tvalid_0's poisson: -88.1271\tvalid_0's huber: 29.0221\n",
"[24]\tvalid_0's poisson: -88.1679\tvalid_0's huber: 28.9881\n",
"[25]\tvalid_0's poisson: -88.2086\tvalid_0's huber: 28.9542\n",
"[26]\tvalid_0's poisson: -88.2492\tvalid_0's huber: 28.9203\n",
"[27]\tvalid_0's poisson: -88.2897\tvalid_0's huber: 28.8864\n",
"[28]\tvalid_0's poisson: -88.3303\tvalid_0's huber: 28.8526\n",
"[29]\tvalid_0's poisson: -88.3707\tvalid_0's huber: 28.8188\n",
"[30]\tvalid_0's poisson: -88.4109\tvalid_0's huber: 28.7853\n",
"[31]\tvalid_0's poisson: -88.451\tvalid_0's huber: 28.7518\n",
"[32]\tvalid_0's poisson: -88.4911\tvalid_0's huber: 28.7184\n",
"[33]\tvalid_0's poisson: -88.5312\tvalid_0's huber: 28.6849\n",
"[34]\tvalid_0's poisson: -88.5711\tvalid_0's huber: 28.6515\n",
"[35]\tvalid_0's poisson: -88.611\tvalid_0's huber: 28.6182\n",
"[36]\tvalid_0's poisson: -88.6509\tvalid_0's huber: 28.5848\n",
"[37]\tvalid_0's poisson: -88.6908\tvalid_0's huber: 28.5514\n",
"[38]\tvalid_0's poisson: -88.7306\tvalid_0's huber: 28.5181\n",
"[39]\tvalid_0's poisson: -88.7703\tvalid_0's huber: 28.4847\n",
"[40]\tvalid_0's poisson: -88.81\tvalid_0's huber: 28.4514\n",
"[41]\tvalid_0's poisson: -88.8496\tvalid_0's huber: 28.4182\n",
"[42]\tvalid_0's poisson: -88.8892\tvalid_0's huber: 28.3849\n",
"[43]\tvalid_0's poisson: -88.9287\tvalid_0's huber: 28.3517\n",
"[44]\tvalid_0's poisson: -88.9682\tvalid_0's huber: 28.3185\n",
"[45]\tvalid_0's poisson: -89.0076\tvalid_0's huber: 28.2853\n",
"[46]\tvalid_0's poisson: -89.0469\tvalid_0's huber: 28.2522\n",
"[47]\tvalid_0's poisson: -89.0862\tvalid_0's huber: 28.2191\n",
"[48]\tvalid_0's poisson: -89.1254\tvalid_0's huber: 28.186\n",
"[49]\tvalid_0's poisson: -89.1646\tvalid_0's huber: 28.1529\n",
"[50]\tvalid_0's poisson: -89.2037\tvalid_0's huber: 28.1199\n",
"[51]\tvalid_0's poisson: -89.2428\tvalid_0's huber: 28.0869\n",
"[52]\tvalid_0's poisson: -89.2818\tvalid_0's huber: 28.054\n",
"[53]\tvalid_0's poisson: -89.3207\tvalid_0's huber: 28.0211\n",
"[54]\tvalid_0's poisson: -89.3596\tvalid_0's huber: 27.9882\n",
"[55]\tvalid_0's poisson: -89.3985\tvalid_0's huber: 27.9553\n",
"[56]\tvalid_0's poisson: -89.4373\tvalid_0's huber: 27.9224\n",
"[57]\tvalid_0's poisson: -89.476\tvalid_0's huber: 27.8896\n",
"[58]\tvalid_0's poisson: -89.5147\tvalid_0's huber: 27.8568\n",
"[59]\tvalid_0's poisson: -89.5533\tvalid_0's huber: 27.824\n",
"[60]\tvalid_0's poisson: -89.5918\tvalid_0's huber: 27.7913\n",
"[61]\tvalid_0's poisson: -89.6303\tvalid_0's huber: 27.7586\n",
"[62]\tvalid_0's poisson: -89.6688\tvalid_0's huber: 27.7259\n",
"[63]\tvalid_0's poisson: -89.7072\tvalid_0's huber: 27.6932\n",
"[64]\tvalid_0's poisson: -89.7455\tvalid_0's huber: 27.6605\n",
"[65]\tvalid_0's poisson: -89.7838\tvalid_0's huber: 27.6279\n",
"[66]\tvalid_0's poisson: -89.8221\tvalid_0's huber: 27.5953\n",
"[67]\tvalid_0's poisson: -89.8602\tvalid_0's huber: 27.5627\n",
"[68]\tvalid_0's poisson: -89.8983\tvalid_0's huber: 27.5301\n",
"[69]\tvalid_0's poisson: -89.9364\tvalid_0's huber: 27.4976\n",
"[70]\tvalid_0's poisson: -89.9744\tvalid_0's huber: 27.4651\n",
"[71]\tvalid_0's poisson: -90.0124\tvalid_0's huber: 27.4326\n",
"[72]\tvalid_0's poisson: -90.0503\tvalid_0's huber: 27.4001\n",
"[73]\tvalid_0's poisson: -90.0882\tvalid_0's huber: 27.3676\n",
"[74]\tvalid_0's poisson: -90.126\tvalid_0's huber: 27.3353\n",
"[75]\tvalid_0's poisson: -90.1637\tvalid_0's huber: 27.3029\n",
"[76]\tvalid_0's poisson: -90.2014\tvalid_0's huber: 27.2705\n",
"[77]\tvalid_0's poisson: -90.239\tvalid_0's huber: 27.2382\n",
"[78]\tvalid_0's poisson: -90.2766\tvalid_0's huber: 27.2059\n",
"[79]\tvalid_0's poisson: -90.3142\tvalid_0's huber: 27.1736\n",
"[80]\tvalid_0's poisson: -90.3516\tvalid_0's huber: 27.1414\n",
"[81]\tvalid_0's poisson: -90.389\tvalid_0's huber: 27.1092\n",
"[82]\tvalid_0's poisson: -90.4264\tvalid_0's huber: 27.077\n",
"[83]\tvalid_0's poisson: -90.4637\tvalid_0's huber: 27.0448\n",
"[84]\tvalid_0's poisson: -90.5009\tvalid_0's huber: 27.0127\n",
"[85]\tvalid_0's poisson: -90.5381\tvalid_0's huber: 26.9806\n",
"[86]\tvalid_0's poisson: -90.5752\tvalid_0's huber: 26.9486\n",
"[87]\tvalid_0's poisson: -90.6122\tvalid_0's huber: 26.9165\n",
"[88]\tvalid_0's poisson: -90.6493\tvalid_0's huber: 26.8845\n",
"[89]\tvalid_0's poisson: -90.6862\tvalid_0's huber: 26.8525\n",
"[90]\tvalid_0's poisson: -90.7232\tvalid_0's huber: 26.8204\n",
"[91]\tvalid_0's poisson: -90.76\tvalid_0's huber: 26.7885\n",
"[92]\tvalid_0's poisson: -90.7968\tvalid_0's huber: 26.7566\n",
"[93]\tvalid_0's poisson: -90.8338\tvalid_0's huber: 26.7244\n",
"[94]\tvalid_0's poisson: -90.8705\tvalid_0's huber: 26.6926\n",
"[95]\tvalid_0's poisson: -90.9072\tvalid_0's huber: 26.6607\n",
"[96]\tvalid_0's poisson: -90.9438\tvalid_0's huber: 26.6289\n",
"[97]\tvalid_0's poisson: -90.9806\tvalid_0's huber: 26.5968\n",
"[98]\tvalid_0's poisson: -91.0171\tvalid_0's huber: 26.5651\n",
"[99]\tvalid_0's poisson: -91.0536\tvalid_0's huber: 26.5333\n",
"[100]\tvalid_0's poisson: -91.0901\tvalid_0's huber: 26.5016\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7757\n",
"[2]\tvalid_0's poisson: -87.2572\tvalid_0's huber: 29.7415\n",
"[3]\tvalid_0's poisson: -87.2987\tvalid_0's huber: 29.7075\n",
"[4]\tvalid_0's poisson: -87.3402\tvalid_0's huber: 29.6734\n",
"[5]\tvalid_0's poisson: -87.3816\tvalid_0's huber: 29.6395\n",
"[6]\tvalid_0's poisson: -87.4229\tvalid_0's huber: 29.6054\n",
"[7]\tvalid_0's poisson: -87.4642\tvalid_0's huber: 29.5715\n",
"[8]\tvalid_0's poisson: -87.5054\tvalid_0's huber: 29.5375\n",
"[9]\tvalid_0's poisson: -87.5466\tvalid_0's huber: 29.5037\n",
"[10]\tvalid_0's poisson: -87.5877\tvalid_0's huber: 29.4698\n",
"[11]\tvalid_0's poisson: -87.6287\tvalid_0's huber: 29.436\n",
"[12]\tvalid_0's poisson: -87.6696\tvalid_0's huber: 29.4023\n",
"[13]\tvalid_0's poisson: -87.7105\tvalid_0's huber: 29.3685\n",
"[14]\tvalid_0's poisson: -87.7513\tvalid_0's huber: 29.3348\n",
"[15]\tvalid_0's poisson: -87.792\tvalid_0's huber: 29.3011\n",
"[16]\tvalid_0's poisson: -87.8326\tvalid_0's huber: 29.2675\n",
"[17]\tvalid_0's poisson: -87.8733\tvalid_0's huber: 29.2338\n",
"[18]\tvalid_0's poisson: -87.9138\tvalid_0's huber: 29.2003\n",
"[19]\tvalid_0's poisson: -87.9543\tvalid_0's huber: 29.1666\n",
"[20]\tvalid_0's poisson: -87.9946\tvalid_0's huber: 29.1331\n",
"[21]\tvalid_0's poisson: -88.035\tvalid_0's huber: 29.0995\n",
"[22]\tvalid_0's poisson: -88.0753\tvalid_0's huber: 29.066\n",
"[23]\tvalid_0's poisson: -88.1155\tvalid_0's huber: 29.0325\n",
"[24]\tvalid_0's poisson: -88.1557\tvalid_0's huber: 28.9992\n",
"[25]\tvalid_0's poisson: -88.1958\tvalid_0's huber: 28.9656\n",
"[26]\tvalid_0's poisson: -88.2358\tvalid_0's huber: 28.9323\n",
"[27]\tvalid_0's poisson: -88.2758\tvalid_0's huber: 28.8989\n",
"[28]\tvalid_0's poisson: -88.3158\tvalid_0's huber: 28.8656\n",
"[29]\tvalid_0's poisson: -88.3557\tvalid_0's huber: 28.8322\n",
"[30]\tvalid_0's poisson: -88.3962\tvalid_0's huber: 28.7979\n",
"[31]\tvalid_0's poisson: -88.4368\tvalid_0's huber: 28.7637\n",
"[32]\tvalid_0's poisson: -88.4772\tvalid_0's huber: 28.7295\n",
"[33]\tvalid_0's poisson: -88.5176\tvalid_0's huber: 28.6954\n",
"[34]\tvalid_0's poisson: -88.558\tvalid_0's huber: 28.6612\n",
"[35]\tvalid_0's poisson: -88.5983\tvalid_0's huber: 28.6271\n",
"[36]\tvalid_0's poisson: -88.6385\tvalid_0's huber: 28.5931\n",
"[37]\tvalid_0's poisson: -88.6787\tvalid_0's huber: 28.559\n",
"[38]\tvalid_0's poisson: -88.7188\tvalid_0's huber: 28.525\n",
"[39]\tvalid_0's poisson: -88.7588\tvalid_0's huber: 28.491\n",
"[40]\tvalid_0's poisson: -88.7988\tvalid_0's huber: 28.4571\n",
"[41]\tvalid_0's poisson: -88.8387\tvalid_0's huber: 28.4232\n",
"[42]\tvalid_0's poisson: -88.8786\tvalid_0's huber: 28.3892\n",
"[43]\tvalid_0's poisson: -88.9184\tvalid_0's huber: 28.3554\n",
"[44]\tvalid_0's poisson: -88.9582\tvalid_0's huber: 28.3215\n",
"[45]\tvalid_0's poisson: -88.9979\tvalid_0's huber: 28.2877\n",
"[46]\tvalid_0's poisson: -89.0378\tvalid_0's huber: 28.2539\n",
"[47]\tvalid_0's poisson: -89.0776\tvalid_0's huber: 28.2201\n",
"[48]\tvalid_0's poisson: -89.1173\tvalid_0's huber: 28.1864\n",
"[49]\tvalid_0's poisson: -89.1571\tvalid_0's huber: 28.1525\n",
"[50]\tvalid_0's poisson: -89.1969\tvalid_0's huber: 28.1186\n",
"[51]\tvalid_0's poisson: -89.2365\tvalid_0's huber: 28.085\n",
"[52]\tvalid_0's poisson: -89.2761\tvalid_0's huber: 28.0512\n",
"[53]\tvalid_0's poisson: -89.3156\tvalid_0's huber: 28.0175\n",
"[54]\tvalid_0's poisson: -89.3551\tvalid_0's huber: 27.9838\n",
"[55]\tvalid_0's poisson: -89.3946\tvalid_0's huber: 27.9501\n",
"[56]\tvalid_0's poisson: -89.4339\tvalid_0's huber: 27.9165\n",
"[57]\tvalid_0's poisson: -89.4732\tvalid_0's huber: 27.8828\n",
"[58]\tvalid_0's poisson: -89.5124\tvalid_0's huber: 27.8493\n",
"[59]\tvalid_0's poisson: -89.5517\tvalid_0's huber: 27.8157\n",
"[60]\tvalid_0's poisson: -89.5909\tvalid_0's huber: 27.7821\n",
"[61]\tvalid_0's poisson: -89.63\tvalid_0's huber: 27.7486\n",
"[62]\tvalid_0's poisson: -89.6691\tvalid_0's huber: 27.715\n",
"[63]\tvalid_0's poisson: -89.7081\tvalid_0's huber: 27.6815\n",
"[64]\tvalid_0's poisson: -89.7471\tvalid_0's huber: 27.648\n",
"[65]\tvalid_0's poisson: -89.7861\tvalid_0's huber: 27.6145\n",
"[66]\tvalid_0's poisson: -89.8249\tvalid_0's huber: 27.5811\n",
"[67]\tvalid_0's poisson: -89.8638\tvalid_0's huber: 27.5476\n",
"[68]\tvalid_0's poisson: -89.9026\tvalid_0's huber: 27.5141\n",
"[69]\tvalid_0's poisson: -89.9411\tvalid_0's huber: 27.4809\n",
"[70]\tvalid_0's poisson: -89.9799\tvalid_0's huber: 27.4475\n",
"[71]\tvalid_0's poisson: -90.0184\tvalid_0's huber: 27.4142\n",
"[72]\tvalid_0's poisson: -90.057\tvalid_0's huber: 27.3808\n",
"[73]\tvalid_0's poisson: -90.0955\tvalid_0's huber: 27.3475\n",
"[74]\tvalid_0's poisson: -90.1338\tvalid_0's huber: 27.3144\n",
"[75]\tvalid_0's poisson: -90.1723\tvalid_0's huber: 27.2811\n",
"[76]\tvalid_0's poisson: -90.2105\tvalid_0's huber: 27.248\n",
"[77]\tvalid_0's poisson: -90.2488\tvalid_0's huber: 27.2148\n",
"[78]\tvalid_0's poisson: -90.287\tvalid_0's huber: 27.1816\n",
"[79]\tvalid_0's poisson: -90.3251\tvalid_0's huber: 27.1486\n",
"[80]\tvalid_0's poisson: -90.3633\tvalid_0's huber: 27.1155\n",
"[81]\tvalid_0's poisson: -90.4012\tvalid_0's huber: 27.0826\n",
"[82]\tvalid_0's poisson: -90.4392\tvalid_0's huber: 27.0495\n",
"[83]\tvalid_0's poisson: -90.4772\tvalid_0's huber: 27.0165\n",
"[84]\tvalid_0's poisson: -90.515\tvalid_0's huber: 26.9837\n",
"[85]\tvalid_0's poisson: -90.5529\tvalid_0's huber: 26.9507\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[86]\tvalid_0's poisson: -90.5906\tvalid_0's huber: 26.9179\n",
"[87]\tvalid_0's poisson: -90.6283\tvalid_0's huber: 26.8851\n",
"[88]\tvalid_0's poisson: -90.6658\tvalid_0's huber: 26.8523\n",
"[89]\tvalid_0's poisson: -90.7034\tvalid_0's huber: 26.8195\n",
"[90]\tvalid_0's poisson: -90.741\tvalid_0's huber: 26.7867\n",
"[91]\tvalid_0's poisson: -90.7784\tvalid_0's huber: 26.7541\n",
"[92]\tvalid_0's poisson: -90.8158\tvalid_0's huber: 26.7214\n",
"[93]\tvalid_0's poisson: -90.8531\tvalid_0's huber: 26.6888\n",
"[94]\tvalid_0's poisson: -90.8904\tvalid_0's huber: 26.6562\n",
"[95]\tvalid_0's poisson: -90.9277\tvalid_0's huber: 26.6236\n",
"[96]\tvalid_0's poisson: -90.9648\tvalid_0's huber: 26.5912\n",
"[97]\tvalid_0's poisson: -91.0019\tvalid_0's huber: 26.5586\n",
"[98]\tvalid_0's poisson: -91.039\tvalid_0's huber: 26.5261\n",
"[99]\tvalid_0's poisson: -91.0759\tvalid_0's huber: 26.4939\n",
"[100]\tvalid_0's poisson: -91.1129\tvalid_0's huber: 26.4617\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8078\n",
"[2]\tvalid_0's poisson: -87.2541\tvalid_0's huber: 29.7727\n",
"[3]\tvalid_0's poisson: -87.2962\tvalid_0's huber: 29.7377\n",
"[4]\tvalid_0's poisson: -87.3383\tvalid_0's huber: 29.7027\n",
"[5]\tvalid_0's poisson: -87.3803\tvalid_0's huber: 29.6677\n",
"[6]\tvalid_0's poisson: -87.4222\tvalid_0's huber: 29.6328\n",
"[7]\tvalid_0's poisson: -87.4641\tvalid_0's huber: 29.5979\n",
"[8]\tvalid_0's poisson: -87.5059\tvalid_0's huber: 29.563\n",
"[9]\tvalid_0's poisson: -87.5477\tvalid_0's huber: 29.5281\n",
"[10]\tvalid_0's poisson: -87.5894\tvalid_0's huber: 29.4933\n",
"[11]\tvalid_0's poisson: -87.631\tvalid_0's huber: 29.4585\n",
"[12]\tvalid_0's poisson: -87.6726\tvalid_0's huber: 29.4237\n",
"[13]\tvalid_0's poisson: -87.7141\tvalid_0's huber: 29.389\n",
"[14]\tvalid_0's poisson: -87.7555\tvalid_0's huber: 29.3542\n",
"[15]\tvalid_0's poisson: -87.7969\tvalid_0's huber: 29.3196\n",
"[16]\tvalid_0's poisson: -87.8382\tvalid_0's huber: 29.2849\n",
"[17]\tvalid_0's poisson: -87.8795\tvalid_0's huber: 29.2503\n",
"[18]\tvalid_0's poisson: -87.9206\tvalid_0's huber: 29.2157\n",
"[19]\tvalid_0's poisson: -87.9618\tvalid_0's huber: 29.1812\n",
"[20]\tvalid_0's poisson: -88.0028\tvalid_0's huber: 29.1466\n",
"[21]\tvalid_0's poisson: -88.0438\tvalid_0's huber: 29.1121\n",
"[22]\tvalid_0's poisson: -88.0848\tvalid_0's huber: 29.0776\n",
"[23]\tvalid_0's poisson: -88.1257\tvalid_0's huber: 29.0431\n",
"[24]\tvalid_0's poisson: -88.1665\tvalid_0's huber: 29.0087\n",
"[25]\tvalid_0's poisson: -88.2073\tvalid_0's huber: 28.9743\n",
"[26]\tvalid_0's poisson: -88.248\tvalid_0's huber: 28.9399\n",
"[27]\tvalid_0's poisson: -88.2886\tvalid_0's huber: 28.9056\n",
"[28]\tvalid_0's poisson: -88.3292\tvalid_0's huber: 28.8713\n",
"[29]\tvalid_0's poisson: -88.3697\tvalid_0's huber: 28.837\n",
"[30]\tvalid_0's poisson: -88.4104\tvalid_0's huber: 28.8028\n",
"[31]\tvalid_0's poisson: -88.451\tvalid_0's huber: 28.7686\n",
"[32]\tvalid_0's poisson: -88.4916\tvalid_0's huber: 28.7344\n",
"[33]\tvalid_0's poisson: -88.5321\tvalid_0's huber: 28.7002\n",
"[34]\tvalid_0's poisson: -88.5726\tvalid_0's huber: 28.666\n",
"[35]\tvalid_0's poisson: -88.613\tvalid_0's huber: 28.6319\n",
"[36]\tvalid_0's poisson: -88.6533\tvalid_0's huber: 28.5978\n",
"[37]\tvalid_0's poisson: -88.6935\tvalid_0's huber: 28.5637\n",
"[38]\tvalid_0's poisson: -88.7337\tvalid_0's huber: 28.5297\n",
"[39]\tvalid_0's poisson: -88.7738\tvalid_0's huber: 28.4957\n",
"[40]\tvalid_0's poisson: -88.8139\tvalid_0's huber: 28.4617\n",
"[41]\tvalid_0's poisson: -88.8539\tvalid_0's huber: 28.4277\n",
"[42]\tvalid_0's poisson: -88.8939\tvalid_0's huber: 28.3938\n",
"[43]\tvalid_0's poisson: -88.9338\tvalid_0's huber: 28.3599\n",
"[44]\tvalid_0's poisson: -88.9737\tvalid_0's huber: 28.326\n",
"[45]\tvalid_0's poisson: -89.0134\tvalid_0's huber: 28.2922\n",
"[46]\tvalid_0's poisson: -89.0532\tvalid_0's huber: 28.2584\n",
"[47]\tvalid_0's poisson: -89.0928\tvalid_0's huber: 28.2246\n",
"[48]\tvalid_0's poisson: -89.1324\tvalid_0's huber: 28.1908\n",
"[49]\tvalid_0's poisson: -89.1719\tvalid_0's huber: 28.1571\n",
"[50]\tvalid_0's poisson: -89.2114\tvalid_0's huber: 28.1234\n",
"[51]\tvalid_0's poisson: -89.2509\tvalid_0's huber: 28.0898\n",
"[52]\tvalid_0's poisson: -89.2902\tvalid_0's huber: 28.0561\n",
"[53]\tvalid_0's poisson: -89.3295\tvalid_0's huber: 28.0226\n",
"[54]\tvalid_0's poisson: -89.3688\tvalid_0's huber: 27.989\n",
"[55]\tvalid_0's poisson: -89.408\tvalid_0's huber: 27.9554\n",
"[56]\tvalid_0's poisson: -89.4471\tvalid_0's huber: 27.9219\n",
"[57]\tvalid_0's poisson: -89.4862\tvalid_0's huber: 27.8885\n",
"[58]\tvalid_0's poisson: -89.525\tvalid_0's huber: 27.8552\n",
"[59]\tvalid_0's poisson: -89.564\tvalid_0's huber: 27.8218\n",
"[60]\tvalid_0's poisson: -89.6026\tvalid_0's huber: 27.7886\n",
"[61]\tvalid_0's poisson: -89.6413\tvalid_0's huber: 27.7555\n",
"[62]\tvalid_0's poisson: -89.6801\tvalid_0's huber: 27.7221\n",
"[63]\tvalid_0's poisson: -89.7186\tvalid_0's huber: 27.689\n",
"[64]\tvalid_0's poisson: -89.7574\tvalid_0's huber: 27.6557\n",
"[65]\tvalid_0's poisson: -89.7958\tvalid_0's huber: 27.6227\n",
"[66]\tvalid_0's poisson: -89.8344\tvalid_0's huber: 27.5894\n",
"[67]\tvalid_0's poisson: -89.8728\tvalid_0's huber: 27.5564\n",
"[68]\tvalid_0's poisson: -89.9113\tvalid_0's huber: 27.5232\n",
"[69]\tvalid_0's poisson: -89.9497\tvalid_0's huber: 27.49\n",
"[70]\tvalid_0's poisson: -89.9879\tvalid_0's huber: 27.4571\n",
"[71]\tvalid_0's poisson: -90.0263\tvalid_0's huber: 27.424\n",
"[72]\tvalid_0's poisson: -90.0646\tvalid_0's huber: 27.3909\n",
"[73]\tvalid_0's poisson: -90.1027\tvalid_0's huber: 27.3581\n",
"[74]\tvalid_0's poisson: -90.1409\tvalid_0's huber: 27.3251\n",
"[75]\tvalid_0's poisson: -90.1789\tvalid_0's huber: 27.2923\n",
"[76]\tvalid_0's poisson: -90.2168\tvalid_0's huber: 27.2595\n",
"[77]\tvalid_0's poisson: -90.2549\tvalid_0's huber: 27.2265\n",
"[78]\tvalid_0's poisson: -90.2926\tvalid_0's huber: 27.1938\n",
"[79]\tvalid_0's poisson: -90.3301\tvalid_0's huber: 27.1611\n",
"[80]\tvalid_0's poisson: -90.3676\tvalid_0's huber: 27.1285\n",
"[81]\tvalid_0's poisson: -90.4054\tvalid_0's huber: 27.0957\n",
"[82]\tvalid_0's poisson: -90.4427\tvalid_0's huber: 27.063\n",
"[83]\tvalid_0's poisson: -90.4803\tvalid_0's huber: 27.0303\n",
"[84]\tvalid_0's poisson: -90.5176\tvalid_0's huber: 26.9978\n",
"[85]\tvalid_0's poisson: -90.5551\tvalid_0's huber: 26.965\n",
"[86]\tvalid_0's poisson: -90.5923\tvalid_0's huber: 26.9325\n",
"[87]\tvalid_0's poisson: -90.6297\tvalid_0's huber: 26.8997\n",
"[88]\tvalid_0's poisson: -90.6668\tvalid_0's huber: 26.8674\n",
"[89]\tvalid_0's poisson: -90.7041\tvalid_0's huber: 26.8347\n",
"[90]\tvalid_0's poisson: -90.7411\tvalid_0's huber: 26.8022\n",
"[91]\tvalid_0's poisson: -90.7782\tvalid_0's huber: 26.7698\n",
"[92]\tvalid_0's poisson: -90.8151\tvalid_0's huber: 26.7374\n",
"[93]\tvalid_0's poisson: -90.8521\tvalid_0's huber: 26.705\n",
"[94]\tvalid_0's poisson: -90.8889\tvalid_0's huber: 26.6727\n",
"[95]\tvalid_0's poisson: -90.9255\tvalid_0's huber: 26.6406\n",
"[96]\tvalid_0's poisson: -90.9625\tvalid_0's huber: 26.6082\n",
"[97]\tvalid_0's poisson: -90.9993\tvalid_0's huber: 26.5759\n",
"[98]\tvalid_0's poisson: -91.0358\tvalid_0's huber: 26.5438\n",
"[99]\tvalid_0's poisson: -91.0726\tvalid_0's huber: 26.5116\n",
"[100]\tvalid_0's poisson: -91.109\tvalid_0's huber: 26.4795\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2184\tvalid_0's huber: 29.7587\n",
"[2]\tvalid_0's poisson: -87.2607\tvalid_0's huber: 29.7238\n",
"[3]\tvalid_0's poisson: -87.303\tvalid_0's huber: 29.689\n",
"[4]\tvalid_0's poisson: -87.3452\tvalid_0's huber: 29.6542\n",
"[5]\tvalid_0's poisson: -87.3874\tvalid_0's huber: 29.6194\n",
"[6]\tvalid_0's poisson: -87.4295\tvalid_0's huber: 29.5846\n",
"[7]\tvalid_0's poisson: -87.4715\tvalid_0's huber: 29.5498\n",
"[8]\tvalid_0's poisson: -87.5135\tvalid_0's huber: 29.5151\n",
"[9]\tvalid_0's poisson: -87.5553\tvalid_0's huber: 29.4804\n",
"[10]\tvalid_0's poisson: -87.5972\tvalid_0's huber: 29.4458\n",
"[11]\tvalid_0's poisson: -87.6389\tvalid_0's huber: 29.4111\n",
"[12]\tvalid_0's poisson: -87.6806\tvalid_0's huber: 29.3765\n",
"[13]\tvalid_0's poisson: -87.7222\tvalid_0's huber: 29.3419\n",
"[14]\tvalid_0's poisson: -87.7638\tvalid_0's huber: 29.3074\n",
"[15]\tvalid_0's poisson: -87.8053\tvalid_0's huber: 29.2728\n",
"[16]\tvalid_0's poisson: -87.8467\tvalid_0's huber: 29.2384\n",
"[17]\tvalid_0's poisson: -87.888\tvalid_0's huber: 29.2039\n",
"[18]\tvalid_0's poisson: -87.9293\tvalid_0's huber: 29.1695\n",
"[19]\tvalid_0's poisson: -87.9705\tvalid_0's huber: 29.1351\n",
"[20]\tvalid_0's poisson: -88.0117\tvalid_0's huber: 29.1008\n",
"[21]\tvalid_0's poisson: -88.0528\tvalid_0's huber: 29.0664\n",
"[22]\tvalid_0's poisson: -88.0938\tvalid_0's huber: 29.0321\n",
"[23]\tvalid_0's poisson: -88.1348\tvalid_0's huber: 28.9978\n",
"[24]\tvalid_0's poisson: -88.1757\tvalid_0's huber: 28.9635\n",
"[25]\tvalid_0's poisson: -88.2166\tvalid_0's huber: 28.9293\n",
"[26]\tvalid_0's poisson: -88.2573\tvalid_0's huber: 28.8951\n",
"[27]\tvalid_0's poisson: -88.2981\tvalid_0's huber: 28.8609\n",
"[28]\tvalid_0's poisson: -88.339\tvalid_0's huber: 28.8265\n",
"[29]\tvalid_0's poisson: -88.38\tvalid_0's huber: 28.7922\n",
"[30]\tvalid_0's poisson: -88.4202\tvalid_0's huber: 28.7583\n",
"[31]\tvalid_0's poisson: -88.461\tvalid_0's huber: 28.7241\n",
"[32]\tvalid_0's poisson: -88.5018\tvalid_0's huber: 28.6898\n",
"[33]\tvalid_0's poisson: -88.5419\tvalid_0's huber: 28.656\n",
"[34]\tvalid_0's poisson: -88.5825\tvalid_0's huber: 28.6218\n",
"[35]\tvalid_0's poisson: -88.6231\tvalid_0's huber: 28.5877\n",
"[36]\tvalid_0's poisson: -88.6636\tvalid_0's huber: 28.5535\n",
"[37]\tvalid_0's poisson: -88.7035\tvalid_0's huber: 28.5198\n",
"[38]\tvalid_0's poisson: -88.7438\tvalid_0's huber: 28.4858\n",
"[39]\tvalid_0's poisson: -88.7836\tvalid_0's huber: 28.4521\n",
"[40]\tvalid_0's poisson: -88.8233\tvalid_0's huber: 28.4185\n",
"[41]\tvalid_0's poisson: -88.8635\tvalid_0's huber: 28.3846\n",
"[42]\tvalid_0's poisson: -88.9036\tvalid_0's huber: 28.3507\n",
"[43]\tvalid_0's poisson: -88.9434\tvalid_0's huber: 28.3169\n",
"[44]\tvalid_0's poisson: -88.9834\tvalid_0's huber: 28.283\n",
"[45]\tvalid_0's poisson: -89.0233\tvalid_0's huber: 28.2492\n",
"[46]\tvalid_0's poisson: -89.063\tvalid_0's huber: 28.2155\n",
"[47]\tvalid_0's poisson: -89.1029\tvalid_0's huber: 28.1817\n",
"[48]\tvalid_0's poisson: -89.1426\tvalid_0's huber: 28.148\n",
"[49]\tvalid_0's poisson: -89.1824\tvalid_0's huber: 28.1142\n",
"[50]\tvalid_0's poisson: -89.222\tvalid_0's huber: 28.0805\n",
"[51]\tvalid_0's poisson: -89.2617\tvalid_0's huber: 28.0468\n",
"[52]\tvalid_0's poisson: -89.3012\tvalid_0's huber: 28.0132\n",
"[53]\tvalid_0's poisson: -89.3402\tvalid_0's huber: 27.9799\n",
"[54]\tvalid_0's poisson: -89.3796\tvalid_0's huber: 27.9464\n",
"[55]\tvalid_0's poisson: -89.419\tvalid_0's huber: 27.9128\n",
"[56]\tvalid_0's poisson: -89.4582\tvalid_0's huber: 27.8793\n",
"[57]\tvalid_0's poisson: -89.4975\tvalid_0's huber: 27.8458\n",
"[58]\tvalid_0's poisson: -89.5367\tvalid_0's huber: 27.8123\n",
"[59]\tvalid_0's poisson: -89.576\tvalid_0's huber: 27.7788\n",
"[60]\tvalid_0's poisson: -89.6151\tvalid_0's huber: 27.7453\n",
"[61]\tvalid_0's poisson: -89.6542\tvalid_0's huber: 27.7119\n",
"[62]\tvalid_0's poisson: -89.6932\tvalid_0's huber: 27.6784\n",
"[63]\tvalid_0's poisson: -89.7322\tvalid_0's huber: 27.6451\n",
"[64]\tvalid_0's poisson: -89.7706\tvalid_0's huber: 27.6119\n",
"[65]\tvalid_0's poisson: -89.8094\tvalid_0's huber: 27.5787\n",
"[66]\tvalid_0's poisson: -89.8482\tvalid_0's huber: 27.5454\n",
"[67]\tvalid_0's poisson: -89.8868\tvalid_0's huber: 27.5123\n",
"[68]\tvalid_0's poisson: -89.9254\tvalid_0's huber: 27.4791\n",
"[69]\tvalid_0's poisson: -89.9637\tvalid_0's huber: 27.4461\n",
"[70]\tvalid_0's poisson: -90.0022\tvalid_0's huber: 27.413\n",
"[71]\tvalid_0's poisson: -90.0407\tvalid_0's huber: 27.3799\n",
"[72]\tvalid_0's poisson: -90.0791\tvalid_0's huber: 27.3468\n",
"[73]\tvalid_0's poisson: -90.1175\tvalid_0's huber: 27.3137\n",
"[74]\tvalid_0's poisson: -90.1554\tvalid_0's huber: 27.2808\n",
"[75]\tvalid_0's poisson: -90.1937\tvalid_0's huber: 27.2478\n",
"[76]\tvalid_0's poisson: -90.2318\tvalid_0's huber: 27.2149\n",
"[77]\tvalid_0's poisson: -90.2699\tvalid_0's huber: 27.1821\n",
"[78]\tvalid_0's poisson: -90.3079\tvalid_0's huber: 27.1492\n",
"[79]\tvalid_0's poisson: -90.3459\tvalid_0's huber: 27.1164\n",
"[80]\tvalid_0's poisson: -90.3839\tvalid_0's huber: 27.0835\n",
"[81]\tvalid_0's poisson: -90.4214\tvalid_0's huber: 27.0509\n",
"[82]\tvalid_0's poisson: -90.4592\tvalid_0's huber: 27.0182\n",
"[83]\tvalid_0's poisson: -90.4969\tvalid_0's huber: 26.9856\n",
"[84]\tvalid_0's poisson: -90.5347\tvalid_0's huber: 26.9528\n",
"[85]\tvalid_0's poisson: -90.5723\tvalid_0's huber: 26.9203\n",
"[86]\tvalid_0's poisson: -90.6097\tvalid_0's huber: 26.8878\n",
"[87]\tvalid_0's poisson: -90.647\tvalid_0's huber: 26.8554\n",
"[88]\tvalid_0's poisson: -90.6844\tvalid_0's huber: 26.8231\n",
"[89]\tvalid_0's poisson: -90.7214\tvalid_0's huber: 26.7907\n",
"[90]\tvalid_0's poisson: -90.7586\tvalid_0's huber: 26.7584\n",
"[91]\tvalid_0's poisson: -90.7958\tvalid_0's huber: 26.726\n",
"[92]\tvalid_0's poisson: -90.8328\tvalid_0's huber: 26.6937\n",
"[93]\tvalid_0's poisson: -90.8699\tvalid_0's huber: 26.6614\n",
"[94]\tvalid_0's poisson: -90.9071\tvalid_0's huber: 26.629\n",
"[95]\tvalid_0's poisson: -90.944\tvalid_0's huber: 26.5968\n",
"[96]\tvalid_0's poisson: -90.981\tvalid_0's huber: 26.5646\n",
"[97]\tvalid_0's poisson: -91.0179\tvalid_0's huber: 26.5324\n",
"[98]\tvalid_0's poisson: -91.0546\tvalid_0's huber: 26.5003\n",
"[99]\tvalid_0's poisson: -91.0915\tvalid_0's huber: 26.4681\n",
"[100]\tvalid_0's poisson: -91.128\tvalid_0's huber: 26.436\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2046\tvalid_0's huber: 29.8506\n",
"[2]\tvalid_0's poisson: -87.2468\tvalid_0's huber: 29.8158\n",
"[3]\tvalid_0's poisson: -87.2876\tvalid_0's huber: 29.7812\n",
"[4]\tvalid_0's poisson: -87.3284\tvalid_0's huber: 29.7466\n",
"[5]\tvalid_0's poisson: -87.3704\tvalid_0's huber: 29.7119\n",
"[6]\tvalid_0's poisson: -87.4111\tvalid_0's huber: 29.6773\n",
"[7]\tvalid_0's poisson: -87.4529\tvalid_0's huber: 29.6427\n",
"[8]\tvalid_0's poisson: -87.4935\tvalid_0's huber: 29.6082\n",
"[9]\tvalid_0's poisson: -87.5352\tvalid_0's huber: 29.5736\n",
"[10]\tvalid_0's poisson: -87.5766\tvalid_0's huber: 29.5394\n",
"[11]\tvalid_0's poisson: -87.6179\tvalid_0's huber: 29.5052\n",
"[12]\tvalid_0's poisson: -87.6594\tvalid_0's huber: 29.4707\n",
"[13]\tvalid_0's poisson: -87.7007\tvalid_0's huber: 29.4365\n",
"[14]\tvalid_0's poisson: -87.7422\tvalid_0's huber: 29.402\n",
"[15]\tvalid_0's poisson: -87.7833\tvalid_0's huber: 29.3679\n",
"[16]\tvalid_0's poisson: -87.8243\tvalid_0's huber: 29.3338\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -87.8656\tvalid_0's huber: 29.2993\n",
"[18]\tvalid_0's poisson: -87.9065\tvalid_0's huber: 29.2653\n",
"[19]\tvalid_0's poisson: -87.9477\tvalid_0's huber: 29.2309\n",
"[20]\tvalid_0's poisson: -87.9885\tvalid_0's huber: 29.197\n",
"[21]\tvalid_0's poisson: -88.0292\tvalid_0's huber: 29.163\n",
"[22]\tvalid_0's poisson: -88.0702\tvalid_0's huber: 29.1287\n",
"[23]\tvalid_0's poisson: -88.1106\tvalid_0's huber: 29.0947\n",
"[24]\tvalid_0's poisson: -88.1512\tvalid_0's huber: 29.0609\n",
"[25]\tvalid_0's poisson: -88.1915\tvalid_0's huber: 29.027\n",
"[26]\tvalid_0's poisson: -88.2323\tvalid_0's huber: 28.9927\n",
"[27]\tvalid_0's poisson: -88.2727\tvalid_0's huber: 28.9589\n",
"[28]\tvalid_0's poisson: -88.3129\tvalid_0's huber: 28.9251\n",
"[29]\tvalid_0's poisson: -88.3534\tvalid_0's huber: 28.8911\n",
"[30]\tvalid_0's poisson: -88.3939\tvalid_0's huber: 28.857\n",
"[31]\tvalid_0's poisson: -88.4339\tvalid_0's huber: 28.8232\n",
"[32]\tvalid_0's poisson: -88.4743\tvalid_0's huber: 28.7893\n",
"[33]\tvalid_0's poisson: -88.5143\tvalid_0's huber: 28.7556\n",
"[34]\tvalid_0's poisson: -88.5543\tvalid_0's huber: 28.7221\n",
"[35]\tvalid_0's poisson: -88.594\tvalid_0's huber: 28.6884\n",
"[36]\tvalid_0's poisson: -88.6341\tvalid_0's huber: 28.6545\n",
"[37]\tvalid_0's poisson: -88.6742\tvalid_0's huber: 28.6206\n",
"[38]\tvalid_0's poisson: -88.714\tvalid_0's huber: 28.5871\n",
"[39]\tvalid_0's poisson: -88.754\tvalid_0's huber: 28.5533\n",
"[40]\tvalid_0's poisson: -88.7937\tvalid_0's huber: 28.5198\n",
"[41]\tvalid_0's poisson: -88.8331\tvalid_0's huber: 28.4863\n",
"[42]\tvalid_0's poisson: -88.8729\tvalid_0's huber: 28.4525\n",
"[43]\tvalid_0's poisson: -88.9127\tvalid_0's huber: 28.4188\n",
"[44]\tvalid_0's poisson: -88.9524\tvalid_0's huber: 28.3851\n",
"[45]\tvalid_0's poisson: -88.9918\tvalid_0's huber: 28.3518\n",
"[46]\tvalid_0's poisson: -89.0315\tvalid_0's huber: 28.318\n",
"[47]\tvalid_0's poisson: -89.0706\tvalid_0's huber: 28.2846\n",
"[48]\tvalid_0's poisson: -89.1103\tvalid_0's huber: 28.2507\n",
"[49]\tvalid_0's poisson: -89.1495\tvalid_0's huber: 28.2175\n",
"[50]\tvalid_0's poisson: -89.1891\tvalid_0's huber: 28.1837\n",
"[51]\tvalid_0's poisson: -89.2282\tvalid_0's huber: 28.1504\n",
"[52]\tvalid_0's poisson: -89.2675\tvalid_0's huber: 28.117\n",
"[53]\tvalid_0's poisson: -89.3067\tvalid_0's huber: 28.0835\n",
"[54]\tvalid_0's poisson: -89.3458\tvalid_0's huber: 28.0501\n",
"[55]\tvalid_0's poisson: -89.3849\tvalid_0's huber: 28.0167\n",
"[56]\tvalid_0's poisson: -89.4242\tvalid_0's huber: 27.983\n",
"[57]\tvalid_0's poisson: -89.4629\tvalid_0's huber: 27.9498\n",
"[58]\tvalid_0's poisson: -89.5018\tvalid_0's huber: 27.9164\n",
"[59]\tvalid_0's poisson: -89.5409\tvalid_0's huber: 27.8828\n",
"[60]\tvalid_0's poisson: -89.5798\tvalid_0's huber: 27.8495\n",
"[61]\tvalid_0's poisson: -89.6188\tvalid_0's huber: 27.8159\n",
"[62]\tvalid_0's poisson: -89.6576\tvalid_0's huber: 27.7826\n",
"[63]\tvalid_0's poisson: -89.6965\tvalid_0's huber: 27.7491\n",
"[64]\tvalid_0's poisson: -89.7352\tvalid_0's huber: 27.7158\n",
"[65]\tvalid_0's poisson: -89.7735\tvalid_0's huber: 27.683\n",
"[66]\tvalid_0's poisson: -89.8123\tvalid_0's huber: 27.6495\n",
"[67]\tvalid_0's poisson: -89.8508\tvalid_0's huber: 27.6164\n",
"[68]\tvalid_0's poisson: -89.8888\tvalid_0's huber: 27.5834\n",
"[69]\tvalid_0's poisson: -89.9274\tvalid_0's huber: 27.55\n",
"[70]\tvalid_0's poisson: -89.9659\tvalid_0's huber: 27.5167\n",
"[71]\tvalid_0's poisson: -90.004\tvalid_0's huber: 27.4839\n",
"[72]\tvalid_0's poisson: -90.0424\tvalid_0's huber: 27.4508\n",
"[73]\tvalid_0's poisson: -90.0806\tvalid_0's huber: 27.4177\n",
"[74]\tvalid_0's poisson: -90.119\tvalid_0's huber: 27.3845\n",
"[75]\tvalid_0's poisson: -90.1569\tvalid_0's huber: 27.3517\n",
"[76]\tvalid_0's poisson: -90.195\tvalid_0's huber: 27.3187\n",
"[77]\tvalid_0's poisson: -90.2326\tvalid_0's huber: 27.2861\n",
"[78]\tvalid_0's poisson: -90.2706\tvalid_0's huber: 27.2531\n",
"[79]\tvalid_0's poisson: -90.3086\tvalid_0's huber: 27.2202\n",
"[80]\tvalid_0's poisson: -90.3464\tvalid_0's huber: 27.1874\n",
"[81]\tvalid_0's poisson: -90.3842\tvalid_0's huber: 27.1547\n",
"[82]\tvalid_0's poisson: -90.422\tvalid_0's huber: 27.1219\n",
"[83]\tvalid_0's poisson: -90.4594\tvalid_0's huber: 27.0895\n",
"[84]\tvalid_0's poisson: -90.497\tvalid_0's huber: 27.0569\n",
"[85]\tvalid_0's poisson: -90.5345\tvalid_0's huber: 27.0244\n",
"[86]\tvalid_0's poisson: -90.572\tvalid_0's huber: 26.9918\n",
"[87]\tvalid_0's poisson: -90.6093\tvalid_0's huber: 26.9594\n",
"[88]\tvalid_0's poisson: -90.6467\tvalid_0's huber: 26.9268\n",
"[89]\tvalid_0's poisson: -90.684\tvalid_0's huber: 26.8944\n",
"[90]\tvalid_0's poisson: -90.7214\tvalid_0's huber: 26.8617\n",
"[91]\tvalid_0's poisson: -90.7586\tvalid_0's huber: 26.8293\n",
"[92]\tvalid_0's poisson: -90.7959\tvalid_0's huber: 26.7967\n",
"[93]\tvalid_0's poisson: -90.833\tvalid_0's huber: 26.7644\n",
"[94]\tvalid_0's poisson: -90.8702\tvalid_0's huber: 26.7319\n",
"[95]\tvalid_0's poisson: -90.9071\tvalid_0's huber: 26.6995\n",
"[96]\tvalid_0's poisson: -90.9441\tvalid_0's huber: 26.6673\n",
"[97]\tvalid_0's poisson: -90.9809\tvalid_0's huber: 26.635\n",
"[98]\tvalid_0's poisson: -91.0178\tvalid_0's huber: 26.6026\n",
"[99]\tvalid_0's poisson: -91.0547\tvalid_0's huber: 26.5703\n",
"[100]\tvalid_0's poisson: -91.0915\tvalid_0's huber: 26.5381\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8563\tvalid_0's huber: 29.242\n",
"[2]\tvalid_0's poisson: -88.5309\tvalid_0's huber: 28.6747\n",
"[3]\tvalid_0's poisson: -89.1878\tvalid_0's huber: 28.1188\n",
"[4]\tvalid_0's poisson: -89.8291\tvalid_0's huber: 27.5706\n",
"[5]\tvalid_0's poisson: -90.4569\tvalid_0's huber: 27.0273\n",
"[6]\tvalid_0's poisson: -91.0678\tvalid_0's huber: 26.4921\n",
"[7]\tvalid_0's poisson: -91.664\tvalid_0's huber: 25.9665\n",
"[8]\tvalid_0's poisson: -92.2503\tvalid_0's huber: 25.4466\n",
"[9]\tvalid_0's poisson: -92.8186\tvalid_0's huber: 24.9396\n",
"[10]\tvalid_0's poisson: -93.3767\tvalid_0's huber: 24.4361\n",
"[11]\tvalid_0's poisson: -93.9225\tvalid_0's huber: 23.9382\n",
"[12]\tvalid_0's poisson: -94.4531\tvalid_0's huber: 23.4524\n",
"[13]\tvalid_0's poisson: -94.9741\tvalid_0's huber: 22.9672\n",
"[14]\tvalid_0's poisson: -95.4816\tvalid_0's huber: 22.4937\n",
"[15]\tvalid_0's poisson: -95.9755\tvalid_0's huber: 22.0298\n",
"[16]\tvalid_0's poisson: -96.4622\tvalid_0's huber: 21.5663\n",
"[17]\tvalid_0's poisson: -96.9335\tvalid_0's huber: 21.1156\n",
"[18]\tvalid_0's poisson: -97.3969\tvalid_0's huber: 20.6688\n",
"[19]\tvalid_0's poisson: -97.8439\tvalid_0's huber: 20.2335\n",
"[20]\tvalid_0's poisson: -98.2872\tvalid_0's huber: 19.8023\n",
"[21]\tvalid_0's poisson: -98.7159\tvalid_0's huber: 19.382\n",
"[22]\tvalid_0's poisson: -99.1402\tvalid_0's huber: 18.9621\n",
"[23]\tvalid_0's poisson: -99.5518\tvalid_0's huber: 18.5519\n",
"[24]\tvalid_0's poisson: -99.9495\tvalid_0's huber: 18.1561\n",
"[25]\tvalid_0's poisson: -100.334\tvalid_0's huber: 17.7657\n",
"[26]\tvalid_0's poisson: -100.704\tvalid_0's huber: 17.3932\n",
"[27]\tvalid_0's poisson: -101.064\tvalid_0's huber: 17.0286\n",
"[28]\tvalid_0's poisson: -101.407\tvalid_0's huber: 16.6796\n",
"[29]\tvalid_0's poisson: -101.742\tvalid_0's huber: 16.3435\n",
"[30]\tvalid_0's poisson: -102.067\tvalid_0's huber: 16.0148\n",
"[31]\tvalid_0's poisson: -102.373\tvalid_0's huber: 15.7077\n",
"[32]\tvalid_0's poisson: -102.666\tvalid_0's huber: 15.4134\n",
"[33]\tvalid_0's poisson: -102.947\tvalid_0's huber: 15.1346\n",
"[34]\tvalid_0's poisson: -103.212\tvalid_0's huber: 14.8663\n",
"[35]\tvalid_0's poisson: -103.462\tvalid_0's huber: 14.6176\n",
"[36]\tvalid_0's poisson: -103.696\tvalid_0's huber: 14.3843\n",
"[37]\tvalid_0's poisson: -103.927\tvalid_0's huber: 14.1498\n",
"[38]\tvalid_0's poisson: -104.136\tvalid_0's huber: 13.9415\n",
"[39]\tvalid_0's poisson: -104.328\tvalid_0's huber: 13.7572\n",
"[40]\tvalid_0's poisson: -104.49\tvalid_0's huber: 13.6012\n",
"[41]\tvalid_0's poisson: -104.627\tvalid_0's huber: 13.4744\n",
"[42]\tvalid_0's poisson: -104.753\tvalid_0's huber: 13.3604\n",
"[43]\tvalid_0's poisson: -104.856\tvalid_0's huber: 13.2628\n",
"[44]\tvalid_0's poisson: -104.936\tvalid_0's huber: 13.1835\n",
"[45]\tvalid_0's poisson: -105.024\tvalid_0's huber: 13.1016\n",
"[46]\tvalid_0's poisson: -105.086\tvalid_0's huber: 13.0296\n",
"[47]\tvalid_0's poisson: -105.144\tvalid_0's huber: 12.9617\n",
"[48]\tvalid_0's poisson: -105.183\tvalid_0's huber: 12.8887\n",
"[49]\tvalid_0's poisson: -105.265\tvalid_0's huber: 12.8196\n",
"[50]\tvalid_0's poisson: -105.371\tvalid_0's huber: 12.7559\n",
"[51]\tvalid_0's poisson: -105.442\tvalid_0's huber: 12.6902\n",
"[52]\tvalid_0's poisson: -105.513\tvalid_0's huber: 12.6298\n",
"[53]\tvalid_0's poisson: -105.578\tvalid_0's huber: 12.5705\n",
"[54]\tvalid_0's poisson: -105.622\tvalid_0's huber: 12.5157\n",
"[55]\tvalid_0's poisson: -105.68\tvalid_0's huber: 12.4608\n",
"[56]\tvalid_0's poisson: -105.707\tvalid_0's huber: 12.4082\n",
"[57]\tvalid_0's poisson: -105.773\tvalid_0's huber: 12.3593\n",
"[58]\tvalid_0's poisson: -105.816\tvalid_0's huber: 12.3052\n",
"[59]\tvalid_0's poisson: -105.871\tvalid_0's huber: 12.253\n",
"[60]\tvalid_0's poisson: -105.941\tvalid_0's huber: 12.2029\n",
"[61]\tvalid_0's poisson: -105.989\tvalid_0's huber: 12.1561\n",
"[62]\tvalid_0's poisson: -106.042\tvalid_0's huber: 12.1101\n",
"[63]\tvalid_0's poisson: -106.11\tvalid_0's huber: 12.0595\n",
"[64]\tvalid_0's poisson: -106.16\tvalid_0's huber: 12.0161\n",
"[65]\tvalid_0's poisson: -106.207\tvalid_0's huber: 11.9698\n",
"[66]\tvalid_0's poisson: -106.257\tvalid_0's huber: 11.9269\n",
"[67]\tvalid_0's poisson: -106.307\tvalid_0's huber: 11.8877\n",
"[68]\tvalid_0's poisson: -106.322\tvalid_0's huber: 11.8468\n",
"[69]\tvalid_0's poisson: -106.375\tvalid_0's huber: 11.8103\n",
"[70]\tvalid_0's poisson: -106.415\tvalid_0's huber: 11.7719\n",
"[71]\tvalid_0's poisson: -106.457\tvalid_0's huber: 11.7315\n",
"[72]\tvalid_0's poisson: -106.498\tvalid_0's huber: 11.695\n",
"[73]\tvalid_0's poisson: -106.526\tvalid_0's huber: 11.6575\n",
"[74]\tvalid_0's poisson: -106.587\tvalid_0's huber: 11.61\n",
"[75]\tvalid_0's poisson: -106.651\tvalid_0's huber: 11.5662\n",
"[76]\tvalid_0's poisson: -106.694\tvalid_0's huber: 11.5257\n",
"[77]\tvalid_0's poisson: -106.722\tvalid_0's huber: 11.4901\n",
"[78]\tvalid_0's poisson: -106.758\tvalid_0's huber: 11.4547\n",
"[79]\tvalid_0's poisson: -106.784\tvalid_0's huber: 11.4165\n",
"[80]\tvalid_0's poisson: -106.839\tvalid_0's huber: 11.3813\n",
"[81]\tvalid_0's poisson: -106.866\tvalid_0's huber: 11.3393\n",
"[82]\tvalid_0's poisson: -106.923\tvalid_0's huber: 11.2958\n",
"[83]\tvalid_0's poisson: -106.962\tvalid_0's huber: 11.255\n",
"[84]\tvalid_0's poisson: -106.989\tvalid_0's huber: 11.2156\n",
"[85]\tvalid_0's poisson: -107.034\tvalid_0's huber: 11.182\n",
"[86]\tvalid_0's poisson: -107.064\tvalid_0's huber: 11.1521\n",
"[87]\tvalid_0's poisson: -107.086\tvalid_0's huber: 11.1157\n",
"[88]\tvalid_0's poisson: -107.114\tvalid_0's huber: 11.0831\n",
"[89]\tvalid_0's poisson: -107.097\tvalid_0's huber: 11.0494\n",
"[90]\tvalid_0's poisson: -107.123\tvalid_0's huber: 11.013\n",
"[91]\tvalid_0's poisson: -107.145\tvalid_0's huber: 10.978\n",
"[92]\tvalid_0's poisson: -107.241\tvalid_0's huber: 10.9407\n",
"[93]\tvalid_0's poisson: -107.267\tvalid_0's huber: 10.9014\n",
"[94]\tvalid_0's poisson: -107.285\tvalid_0's huber: 10.868\n",
"[95]\tvalid_0's poisson: -107.363\tvalid_0's huber: 10.8323\n",
"[96]\tvalid_0's poisson: -107.386\tvalid_0's huber: 10.8023\n",
"[97]\tvalid_0's poisson: -107.417\tvalid_0's huber: 10.7705\n",
"[98]\tvalid_0's poisson: -107.439\tvalid_0's huber: 10.7375\n",
"[99]\tvalid_0's poisson: -107.45\tvalid_0's huber: 10.7081\n",
"[100]\tvalid_0's poisson: -107.482\tvalid_0's huber: 10.6786\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8549\tvalid_0's huber: 29.2467\n",
"[2]\tvalid_0's poisson: -88.52\tvalid_0's huber: 28.6871\n",
"[3]\tvalid_0's poisson: -89.1687\tvalid_0's huber: 28.1379\n",
"[4]\tvalid_0's poisson: -89.8057\tvalid_0's huber: 27.5868\n",
"[5]\tvalid_0's poisson: -90.4333\tvalid_0's huber: 27.0393\n",
"[6]\tvalid_0's poisson: -91.0481\tvalid_0's huber: 26.4979\n",
"[7]\tvalid_0's poisson: -91.6491\tvalid_0's huber: 25.9654\n",
"[8]\tvalid_0's poisson: -92.2383\tvalid_0's huber: 25.4411\n",
"[9]\tvalid_0's poisson: -92.8103\tvalid_0's huber: 24.9266\n",
"[10]\tvalid_0's poisson: -93.3682\tvalid_0's huber: 24.4227\n",
"[11]\tvalid_0's poisson: -93.9134\tvalid_0's huber: 23.9229\n",
"[12]\tvalid_0's poisson: -94.449\tvalid_0's huber: 23.4272\n",
"[13]\tvalid_0's poisson: -94.9719\tvalid_0's huber: 22.9403\n",
"[14]\tvalid_0's poisson: -95.4784\tvalid_0's huber: 22.4676\n",
"[15]\tvalid_0's poisson: -95.9801\tvalid_0's huber: 21.9949\n",
"[16]\tvalid_0's poisson: -96.4686\tvalid_0's huber: 21.5337\n",
"[17]\tvalid_0's poisson: -96.9458\tvalid_0's huber: 21.0797\n",
"[18]\tvalid_0's poisson: -97.4104\tvalid_0's huber: 20.6335\n",
"[19]\tvalid_0's poisson: -97.8606\tvalid_0's huber: 20.1952\n",
"[20]\tvalid_0's poisson: -98.2995\tvalid_0's huber: 19.767\n",
"[21]\tvalid_0's poisson: -98.7306\tvalid_0's huber: 19.3438\n",
"[22]\tvalid_0's poisson: -99.1509\tvalid_0's huber: 18.9252\n",
"[23]\tvalid_0's poisson: -99.5592\tvalid_0's huber: 18.514\n",
"[24]\tvalid_0's poisson: -99.9505\tvalid_0's huber: 18.1195\n",
"[25]\tvalid_0's poisson: -100.334\tvalid_0's huber: 17.7358\n",
"[26]\tvalid_0's poisson: -100.705\tvalid_0's huber: 17.3604\n",
"[27]\tvalid_0's poisson: -101.061\tvalid_0's huber: 16.9991\n",
"[28]\tvalid_0's poisson: -101.408\tvalid_0's huber: 16.6475\n",
"[29]\tvalid_0's poisson: -101.742\tvalid_0's huber: 16.3073\n",
"[30]\tvalid_0's poisson: -102.064\tvalid_0's huber: 15.983\n",
"[31]\tvalid_0's poisson: -102.376\tvalid_0's huber: 15.672\n",
"[32]\tvalid_0's poisson: -102.675\tvalid_0's huber: 15.3764\n",
"[33]\tvalid_0's poisson: -102.952\tvalid_0's huber: 15.1021\n",
"[34]\tvalid_0's poisson: -103.216\tvalid_0's huber: 14.8402\n",
"[35]\tvalid_0's poisson: -103.464\tvalid_0's huber: 14.5856\n",
"[36]\tvalid_0's poisson: -103.702\tvalid_0's huber: 14.3403\n",
"[37]\tvalid_0's poisson: -103.92\tvalid_0's huber: 14.1153\n",
"[38]\tvalid_0's poisson: -104.129\tvalid_0's huber: 13.9069\n",
"[39]\tvalid_0's poisson: -104.318\tvalid_0's huber: 13.7225\n",
"[40]\tvalid_0's poisson: -104.485\tvalid_0's huber: 13.5603\n",
"[41]\tvalid_0's poisson: -104.62\tvalid_0's huber: 13.4334\n",
"[42]\tvalid_0's poisson: -104.734\tvalid_0's huber: 13.3288\n",
"[43]\tvalid_0's poisson: -104.822\tvalid_0's huber: 13.2384\n",
"[44]\tvalid_0's poisson: -104.821\tvalid_0's huber: 13.1598\n",
"[45]\tvalid_0's poisson: -104.929\tvalid_0's huber: 13.0774\n",
"[46]\tvalid_0's poisson: -104.942\tvalid_0's huber: 13.0055\n",
"[47]\tvalid_0's poisson: -105.029\tvalid_0's huber: 12.9359\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -105.133\tvalid_0's huber: 12.8679\n",
"[49]\tvalid_0's poisson: -105.21\tvalid_0's huber: 12.7985\n",
"[50]\tvalid_0's poisson: -105.247\tvalid_0's huber: 12.7311\n",
"[51]\tvalid_0's poisson: -105.329\tvalid_0's huber: 12.6641\n",
"[52]\tvalid_0's poisson: -105.423\tvalid_0's huber: 12.5985\n",
"[53]\tvalid_0's poisson: -105.5\tvalid_0's huber: 12.5308\n",
"[54]\tvalid_0's poisson: -105.576\tvalid_0's huber: 12.4718\n",
"[55]\tvalid_0's poisson: -105.642\tvalid_0's huber: 12.4122\n",
"[56]\tvalid_0's poisson: -105.709\tvalid_0's huber: 12.3557\n",
"[57]\tvalid_0's poisson: -105.761\tvalid_0's huber: 12.2998\n",
"[58]\tvalid_0's poisson: -105.79\tvalid_0's huber: 12.248\n",
"[59]\tvalid_0's poisson: -105.833\tvalid_0's huber: 12.1951\n",
"[60]\tvalid_0's poisson: -105.895\tvalid_0's huber: 12.1487\n",
"[61]\tvalid_0's poisson: -105.96\tvalid_0's huber: 12.0987\n",
"[62]\tvalid_0's poisson: -106.012\tvalid_0's huber: 12.0505\n",
"[63]\tvalid_0's poisson: -106.086\tvalid_0's huber: 12.0042\n",
"[64]\tvalid_0's poisson: -106.145\tvalid_0's huber: 11.9565\n",
"[65]\tvalid_0's poisson: -106.185\tvalid_0's huber: 11.9107\n",
"[66]\tvalid_0's poisson: -106.248\tvalid_0's huber: 11.8666\n",
"[67]\tvalid_0's poisson: -106.296\tvalid_0's huber: 11.8221\n",
"[68]\tvalid_0's poisson: -106.329\tvalid_0's huber: 11.7835\n",
"[69]\tvalid_0's poisson: -106.398\tvalid_0's huber: 11.7393\n",
"[70]\tvalid_0's poisson: -106.42\tvalid_0's huber: 11.6995\n",
"[71]\tvalid_0's poisson: -106.464\tvalid_0's huber: 11.661\n",
"[72]\tvalid_0's poisson: -106.494\tvalid_0's huber: 11.6196\n",
"[73]\tvalid_0's poisson: -106.523\tvalid_0's huber: 11.5767\n",
"[74]\tvalid_0's poisson: -106.563\tvalid_0's huber: 11.5395\n",
"[75]\tvalid_0's poisson: -106.602\tvalid_0's huber: 11.5012\n",
"[76]\tvalid_0's poisson: -106.64\tvalid_0's huber: 11.4618\n",
"[77]\tvalid_0's poisson: -106.676\tvalid_0's huber: 11.4263\n",
"[78]\tvalid_0's poisson: -106.722\tvalid_0's huber: 11.3818\n",
"[79]\tvalid_0's poisson: -106.765\tvalid_0's huber: 11.3386\n",
"[80]\tvalid_0's poisson: -106.813\tvalid_0's huber: 11.3041\n",
"[81]\tvalid_0's poisson: -106.839\tvalid_0's huber: 11.2666\n",
"[82]\tvalid_0's poisson: -106.855\tvalid_0's huber: 11.2313\n",
"[83]\tvalid_0's poisson: -106.89\tvalid_0's huber: 11.1966\n",
"[84]\tvalid_0's poisson: -106.922\tvalid_0's huber: 11.1627\n",
"[85]\tvalid_0's poisson: -106.965\tvalid_0's huber: 11.1284\n",
"[86]\tvalid_0's poisson: -106.996\tvalid_0's huber: 11.0965\n",
"[87]\tvalid_0's poisson: -107.022\tvalid_0's huber: 11.0618\n",
"[88]\tvalid_0's poisson: -107.05\tvalid_0's huber: 11.0296\n",
"[89]\tvalid_0's poisson: -107.081\tvalid_0's huber: 10.9978\n",
"[90]\tvalid_0's poisson: -107.117\tvalid_0's huber: 10.9605\n",
"[91]\tvalid_0's poisson: -107.145\tvalid_0's huber: 10.9263\n",
"[92]\tvalid_0's poisson: -107.179\tvalid_0's huber: 10.8877\n",
"[93]\tvalid_0's poisson: -107.229\tvalid_0's huber: 10.855\n",
"[94]\tvalid_0's poisson: -107.265\tvalid_0's huber: 10.8198\n",
"[95]\tvalid_0's poisson: -107.267\tvalid_0's huber: 10.7878\n",
"[96]\tvalid_0's poisson: -107.316\tvalid_0's huber: 10.7553\n",
"[97]\tvalid_0's poisson: -107.359\tvalid_0's huber: 10.7215\n",
"[98]\tvalid_0's poisson: -107.381\tvalid_0's huber: 10.6922\n",
"[99]\tvalid_0's poisson: -107.39\tvalid_0's huber: 10.6639\n",
"[100]\tvalid_0's poisson: -107.427\tvalid_0's huber: 10.6306\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8535\tvalid_0's huber: 29.2698\n",
"[2]\tvalid_0's poisson: -88.5208\tvalid_0's huber: 28.7036\n",
"[3]\tvalid_0's poisson: -89.1776\tvalid_0's huber: 28.1433\n",
"[4]\tvalid_0's poisson: -89.8208\tvalid_0's huber: 27.5894\n",
"[5]\tvalid_0's poisson: -90.4488\tvalid_0's huber: 27.0433\n",
"[6]\tvalid_0's poisson: -91.0575\tvalid_0's huber: 26.5051\n",
"[7]\tvalid_0's poisson: -91.6517\tvalid_0's huber: 25.9775\n",
"[8]\tvalid_0's poisson: -92.2307\tvalid_0's huber: 25.46\n",
"[9]\tvalid_0's poisson: -92.7962\tvalid_0's huber: 24.9515\n",
"[10]\tvalid_0's poisson: -93.3539\tvalid_0's huber: 24.4482\n",
"[11]\tvalid_0's poisson: -93.8983\tvalid_0's huber: 23.9522\n",
"[12]\tvalid_0's poisson: -94.4305\tvalid_0's huber: 23.4626\n",
"[13]\tvalid_0's poisson: -94.9462\tvalid_0's huber: 22.9854\n",
"[14]\tvalid_0's poisson: -95.4512\tvalid_0's huber: 22.5158\n",
"[15]\tvalid_0's poisson: -95.9516\tvalid_0's huber: 22.0448\n",
"[16]\tvalid_0's poisson: -96.4413\tvalid_0's huber: 21.5829\n",
"[17]\tvalid_0's poisson: -96.9178\tvalid_0's huber: 21.1301\n",
"[18]\tvalid_0's poisson: -97.3844\tvalid_0's huber: 20.6817\n",
"[19]\tvalid_0's poisson: -97.8434\tvalid_0's huber: 20.2364\n",
"[20]\tvalid_0's poisson: -98.2851\tvalid_0's huber: 19.8049\n",
"[21]\tvalid_0's poisson: -98.7201\tvalid_0's huber: 19.3807\n",
"[22]\tvalid_0's poisson: -99.1403\tvalid_0's huber: 18.9688\n",
"[23]\tvalid_0's poisson: -99.5537\tvalid_0's huber: 18.557\n",
"[24]\tvalid_0's poisson: -99.9486\tvalid_0's huber: 18.1639\n",
"[25]\tvalid_0's poisson: -100.333\tvalid_0's huber: 17.7759\n",
"[26]\tvalid_0's poisson: -100.706\tvalid_0's huber: 17.4025\n",
"[27]\tvalid_0's poisson: -101.067\tvalid_0's huber: 17.0373\n",
"[28]\tvalid_0's poisson: -101.415\tvalid_0's huber: 16.6854\n",
"[29]\tvalid_0's poisson: -101.754\tvalid_0's huber: 16.347\n",
"[30]\tvalid_0's poisson: -102.077\tvalid_0's huber: 16.0225\n",
"[31]\tvalid_0's poisson: -102.387\tvalid_0's huber: 15.712\n",
"[32]\tvalid_0's poisson: -102.683\tvalid_0's huber: 15.4115\n",
"[33]\tvalid_0's poisson: -102.963\tvalid_0's huber: 15.1354\n",
"[34]\tvalid_0's poisson: -103.231\tvalid_0's huber: 14.8667\n",
"[35]\tvalid_0's poisson: -103.498\tvalid_0's huber: 14.5989\n",
"[36]\tvalid_0's poisson: -103.742\tvalid_0's huber: 14.3513\n",
"[37]\tvalid_0's poisson: -103.971\tvalid_0's huber: 14.1216\n",
"[38]\tvalid_0's poisson: -104.185\tvalid_0's huber: 13.9139\n",
"[39]\tvalid_0's poisson: -104.376\tvalid_0's huber: 13.7275\n",
"[40]\tvalid_0's poisson: -104.546\tvalid_0's huber: 13.5647\n",
"[41]\tvalid_0's poisson: -104.677\tvalid_0's huber: 13.44\n",
"[42]\tvalid_0's poisson: -104.792\tvalid_0's huber: 13.337\n",
"[43]\tvalid_0's poisson: -104.871\tvalid_0's huber: 13.2547\n",
"[44]\tvalid_0's poisson: -104.95\tvalid_0's huber: 13.171\n",
"[45]\tvalid_0's poisson: -105.034\tvalid_0's huber: 13.0949\n",
"[46]\tvalid_0's poisson: -105.09\tvalid_0's huber: 13.028\n",
"[47]\tvalid_0's poisson: -105.12\tvalid_0's huber: 12.9568\n",
"[48]\tvalid_0's poisson: -105.215\tvalid_0's huber: 12.885\n",
"[49]\tvalid_0's poisson: -105.263\tvalid_0's huber: 12.8248\n",
"[50]\tvalid_0's poisson: -105.332\tvalid_0's huber: 12.7601\n",
"[51]\tvalid_0's poisson: -105.4\tvalid_0's huber: 12.7033\n",
"[52]\tvalid_0's poisson: -105.447\tvalid_0's huber: 12.6377\n",
"[53]\tvalid_0's poisson: -105.514\tvalid_0's huber: 12.5748\n",
"[54]\tvalid_0's poisson: -105.58\tvalid_0's huber: 12.5188\n",
"[55]\tvalid_0's poisson: -105.644\tvalid_0's huber: 12.4656\n",
"[56]\tvalid_0's poisson: -105.749\tvalid_0's huber: 12.4099\n",
"[57]\tvalid_0's poisson: -105.785\tvalid_0's huber: 12.3512\n",
"[58]\tvalid_0's poisson: -105.838\tvalid_0's huber: 12.3044\n",
"[59]\tvalid_0's poisson: -105.889\tvalid_0's huber: 12.2527\n",
"[60]\tvalid_0's poisson: -105.945\tvalid_0's huber: 12.2007\n",
"[61]\tvalid_0's poisson: -106.012\tvalid_0's huber: 12.1426\n",
"[62]\tvalid_0's poisson: -106.068\tvalid_0's huber: 12.0937\n",
"[63]\tvalid_0's poisson: -106.098\tvalid_0's huber: 12.0491\n",
"[64]\tvalid_0's poisson: -106.152\tvalid_0's huber: 12.0049\n",
"[65]\tvalid_0's poisson: -106.198\tvalid_0's huber: 11.9636\n",
"[66]\tvalid_0's poisson: -106.243\tvalid_0's huber: 11.9196\n",
"[67]\tvalid_0's poisson: -106.288\tvalid_0's huber: 11.8778\n",
"[68]\tvalid_0's poisson: -106.334\tvalid_0's huber: 11.838\n",
"[69]\tvalid_0's poisson: -106.378\tvalid_0's huber: 11.8004\n",
"[70]\tvalid_0's poisson: -106.42\tvalid_0's huber: 11.7613\n",
"[71]\tvalid_0's poisson: -106.461\tvalid_0's huber: 11.7216\n",
"[72]\tvalid_0's poisson: -106.507\tvalid_0's huber: 11.6771\n",
"[73]\tvalid_0's poisson: -106.531\tvalid_0's huber: 11.6401\n",
"[74]\tvalid_0's poisson: -106.591\tvalid_0's huber: 11.6036\n",
"[75]\tvalid_0's poisson: -106.61\tvalid_0's huber: 11.5692\n",
"[76]\tvalid_0's poisson: -106.655\tvalid_0's huber: 11.5344\n",
"[77]\tvalid_0's poisson: -106.691\tvalid_0's huber: 11.5009\n",
"[78]\tvalid_0's poisson: -106.726\tvalid_0's huber: 11.4674\n",
"[79]\tvalid_0's poisson: -106.76\tvalid_0's huber: 11.4331\n",
"[80]\tvalid_0's poisson: -106.795\tvalid_0's huber: 11.4012\n",
"[81]\tvalid_0's poisson: -106.832\tvalid_0's huber: 11.3621\n",
"[82]\tvalid_0's poisson: -106.871\tvalid_0's huber: 11.3216\n",
"[83]\tvalid_0's poisson: -106.903\tvalid_0's huber: 11.2898\n",
"[84]\tvalid_0's poisson: -106.938\tvalid_0's huber: 11.2564\n",
"[85]\tvalid_0's poisson: -106.968\tvalid_0's huber: 11.2266\n",
"[86]\tvalid_0's poisson: -107.014\tvalid_0's huber: 11.1939\n",
"[87]\tvalid_0's poisson: -107.047\tvalid_0's huber: 11.1616\n",
"[88]\tvalid_0's poisson: -107.088\tvalid_0's huber: 11.1282\n",
"[89]\tvalid_0's poisson: -107.073\tvalid_0's huber: 11.0972\n",
"[90]\tvalid_0's poisson: -107.073\tvalid_0's huber: 11.0662\n",
"[91]\tvalid_0's poisson: -107.103\tvalid_0's huber: 11.0286\n",
"[92]\tvalid_0's poisson: -107.16\tvalid_0's huber: 10.9903\n",
"[93]\tvalid_0's poisson: -107.134\tvalid_0's huber: 10.9575\n",
"[94]\tvalid_0's poisson: -107.152\tvalid_0's huber: 10.9226\n",
"[95]\tvalid_0's poisson: -107.181\tvalid_0's huber: 10.886\n",
"[96]\tvalid_0's poisson: -107.221\tvalid_0's huber: 10.8554\n",
"[97]\tvalid_0's poisson: -107.252\tvalid_0's huber: 10.8251\n",
"[98]\tvalid_0's poisson: -107.277\tvalid_0's huber: 10.7958\n",
"[99]\tvalid_0's poisson: -107.306\tvalid_0's huber: 10.7654\n",
"[100]\tvalid_0's poisson: -107.335\tvalid_0's huber: 10.7369\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8618\tvalid_0's huber: 29.222\n",
"[2]\tvalid_0's poisson: -88.531\tvalid_0's huber: 28.6582\n",
"[3]\tvalid_0's poisson: -89.1881\tvalid_0's huber: 28.0992\n",
"[4]\tvalid_0's poisson: -89.8259\tvalid_0's huber: 27.5495\n",
"[5]\tvalid_0's poisson: -90.4541\tvalid_0's huber: 27.0055\n",
"[6]\tvalid_0's poisson: -91.0671\tvalid_0's huber: 26.467\n",
"[7]\tvalid_0's poisson: -91.6635\tvalid_0's huber: 25.9373\n",
"[8]\tvalid_0's poisson: -92.2476\tvalid_0's huber: 25.4185\n",
"[9]\tvalid_0's poisson: -92.8158\tvalid_0's huber: 24.9079\n",
"[10]\tvalid_0's poisson: -93.3726\tvalid_0's huber: 24.4046\n",
"[11]\tvalid_0's poisson: -93.9169\tvalid_0's huber: 23.9082\n",
"[12]\tvalid_0's poisson: -94.4515\tvalid_0's huber: 23.4176\n",
"[13]\tvalid_0's poisson: -94.9701\tvalid_0's huber: 22.938\n",
"[14]\tvalid_0's poisson: -95.479\tvalid_0's huber: 22.4662\n",
"[15]\tvalid_0's poisson: -95.9775\tvalid_0's huber: 21.998\n",
"[16]\tvalid_0's poisson: -96.4676\tvalid_0's huber: 21.5357\n",
"[17]\tvalid_0's poisson: -96.9436\tvalid_0's huber: 21.0851\n",
"[18]\tvalid_0's poisson: -97.405\tvalid_0's huber: 20.6414\n",
"[19]\tvalid_0's poisson: -97.8569\tvalid_0's huber: 20.2036\n",
"[20]\tvalid_0's poisson: -98.3036\tvalid_0's huber: 19.7674\n",
"[21]\tvalid_0's poisson: -98.733\tvalid_0's huber: 19.3466\n",
"[22]\tvalid_0's poisson: -99.1512\tvalid_0's huber: 18.9358\n",
"[23]\tvalid_0's poisson: -99.5606\tvalid_0's huber: 18.5271\n",
"[24]\tvalid_0's poisson: -99.9565\tvalid_0's huber: 18.1291\n",
"[25]\tvalid_0's poisson: -100.339\tvalid_0's huber: 17.7457\n",
"[26]\tvalid_0's poisson: -100.712\tvalid_0's huber: 17.3721\n",
"[27]\tvalid_0's poisson: -101.07\tvalid_0's huber: 17.0122\n",
"[28]\tvalid_0's poisson: -101.415\tvalid_0's huber: 16.6652\n",
"[29]\tvalid_0's poisson: -101.747\tvalid_0's huber: 16.3285\n",
"[30]\tvalid_0's poisson: -102.067\tvalid_0's huber: 16.0032\n",
"[31]\tvalid_0's poisson: -102.375\tvalid_0's huber: 15.693\n",
"[32]\tvalid_0's poisson: -102.666\tvalid_0's huber: 15.4007\n",
"[33]\tvalid_0's poisson: -102.952\tvalid_0's huber: 15.1137\n",
"[34]\tvalid_0's poisson: -103.223\tvalid_0's huber: 14.8335\n",
"[35]\tvalid_0's poisson: -103.473\tvalid_0's huber: 14.5833\n",
"[36]\tvalid_0's poisson: -103.708\tvalid_0's huber: 14.3446\n",
"[37]\tvalid_0's poisson: -103.938\tvalid_0's huber: 14.114\n",
"[38]\tvalid_0's poisson: -104.149\tvalid_0's huber: 13.909\n",
"[39]\tvalid_0's poisson: -104.337\tvalid_0's huber: 13.7275\n",
"[40]\tvalid_0's poisson: -104.497\tvalid_0's huber: 13.5765\n",
"[41]\tvalid_0's poisson: -104.629\tvalid_0's huber: 13.4495\n",
"[42]\tvalid_0's poisson: -104.744\tvalid_0's huber: 13.3464\n",
"[43]\tvalid_0's poisson: -104.814\tvalid_0's huber: 13.2594\n",
"[44]\tvalid_0's poisson: -104.881\tvalid_0's huber: 13.1816\n",
"[45]\tvalid_0's poisson: -104.901\tvalid_0's huber: 13.1091\n",
"[46]\tvalid_0's poisson: -104.989\tvalid_0's huber: 13.0314\n",
"[47]\tvalid_0's poisson: -105.097\tvalid_0's huber: 12.9591\n",
"[48]\tvalid_0's poisson: -105.16\tvalid_0's huber: 12.8855\n",
"[49]\tvalid_0's poisson: -105.268\tvalid_0's huber: 12.8189\n",
"[50]\tvalid_0's poisson: -105.304\tvalid_0's huber: 12.755\n",
"[51]\tvalid_0's poisson: -105.362\tvalid_0's huber: 12.6868\n",
"[52]\tvalid_0's poisson: -105.432\tvalid_0's huber: 12.6217\n",
"[53]\tvalid_0's poisson: -105.523\tvalid_0's huber: 12.5563\n",
"[54]\tvalid_0's poisson: -105.603\tvalid_0's huber: 12.4913\n",
"[55]\tvalid_0's poisson: -105.682\tvalid_0's huber: 12.4338\n",
"[56]\tvalid_0's poisson: -105.726\tvalid_0's huber: 12.3793\n",
"[57]\tvalid_0's poisson: -105.799\tvalid_0's huber: 12.3193\n",
"[58]\tvalid_0's poisson: -105.858\tvalid_0's huber: 12.263\n",
"[59]\tvalid_0's poisson: -105.923\tvalid_0's huber: 12.208\n",
"[60]\tvalid_0's poisson: -105.99\tvalid_0's huber: 12.1495\n",
"[61]\tvalid_0's poisson: -106.061\tvalid_0's huber: 12.0953\n",
"[62]\tvalid_0's poisson: -106.118\tvalid_0's huber: 12.0455\n",
"[63]\tvalid_0's poisson: -106.185\tvalid_0's huber: 11.9943\n",
"[64]\tvalid_0's poisson: -106.235\tvalid_0's huber: 11.947\n",
"[65]\tvalid_0's poisson: -106.286\tvalid_0's huber: 11.9\n",
"[66]\tvalid_0's poisson: -106.335\tvalid_0's huber: 11.8555\n",
"[67]\tvalid_0's poisson: -106.389\tvalid_0's huber: 11.8056\n",
"[68]\tvalid_0's poisson: -106.43\tvalid_0's huber: 11.7641\n",
"[69]\tvalid_0's poisson: -106.45\tvalid_0's huber: 11.7147\n",
"[70]\tvalid_0's poisson: -106.484\tvalid_0's huber: 11.6748\n",
"[71]\tvalid_0's poisson: -106.528\tvalid_0's huber: 11.6345\n",
"[72]\tvalid_0's poisson: -106.572\tvalid_0's huber: 11.5958\n",
"[73]\tvalid_0's poisson: -106.649\tvalid_0's huber: 11.5581\n",
"[74]\tvalid_0's poisson: -106.689\tvalid_0's huber: 11.5242\n",
"[75]\tvalid_0's poisson: -106.727\tvalid_0's huber: 11.4842\n",
"[76]\tvalid_0's poisson: -106.723\tvalid_0's huber: 11.4497\n",
"[77]\tvalid_0's poisson: -106.76\tvalid_0's huber: 11.4128\n",
"[78]\tvalid_0's poisson: -106.797\tvalid_0's huber: 11.3771\n",
"[79]\tvalid_0's poisson: -106.848\tvalid_0's huber: 11.3363\n",
"[80]\tvalid_0's poisson: -106.857\tvalid_0's huber: 11.2946\n",
"[81]\tvalid_0's poisson: -106.877\tvalid_0's huber: 11.2597\n",
"[82]\tvalid_0's poisson: -106.917\tvalid_0's huber: 11.22\n",
"[83]\tvalid_0's poisson: -106.95\tvalid_0's huber: 11.1868\n",
"[84]\tvalid_0's poisson: -106.97\tvalid_0's huber: 11.1559\n",
"[85]\tvalid_0's poisson: -107.003\tvalid_0's huber: 11.122\n",
"[86]\tvalid_0's poisson: -107.071\tvalid_0's huber: 11.0855\n",
"[87]\tvalid_0's poisson: -107.087\tvalid_0's huber: 11.0537\n",
"[88]\tvalid_0's poisson: -107.117\tvalid_0's huber: 11.022\n",
"[89]\tvalid_0's poisson: -107.143\tvalid_0's huber: 10.9904\n",
"[90]\tvalid_0's poisson: -107.191\tvalid_0's huber: 10.96\n",
"[91]\tvalid_0's poisson: -107.218\tvalid_0's huber: 10.9314\n",
"[92]\tvalid_0's poisson: -107.234\tvalid_0's huber: 10.9034\n",
"[93]\tvalid_0's poisson: -107.255\tvalid_0's huber: 10.8752\n",
"[94]\tvalid_0's poisson: -107.264\tvalid_0's huber: 10.8412\n",
"[95]\tvalid_0's poisson: -107.294\tvalid_0's huber: 10.8103\n",
"[96]\tvalid_0's poisson: -107.326\tvalid_0's huber: 10.7754\n",
"[97]\tvalid_0's poisson: -107.357\tvalid_0's huber: 10.743\n",
"[98]\tvalid_0's poisson: -107.389\tvalid_0's huber: 10.7119\n",
"[99]\tvalid_0's poisson: -107.398\tvalid_0's huber: 10.6841\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -107.456\tvalid_0's huber: 10.6577\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.849\tvalid_0's huber: 29.3109\n",
"[2]\tvalid_0's poisson: -88.5207\tvalid_0's huber: 28.7421\n",
"[3]\tvalid_0's poisson: -89.1761\tvalid_0's huber: 28.1818\n",
"[4]\tvalid_0's poisson: -89.818\tvalid_0's huber: 27.6276\n",
"[5]\tvalid_0's poisson: -90.4443\tvalid_0's huber: 27.0805\n",
"[6]\tvalid_0's poisson: -91.0599\tvalid_0's huber: 26.5398\n",
"[7]\tvalid_0's poisson: -91.6549\tvalid_0's huber: 26.0103\n",
"[8]\tvalid_0's poisson: -92.2388\tvalid_0's huber: 25.4867\n",
"[9]\tvalid_0's poisson: -92.8091\tvalid_0's huber: 24.9711\n",
"[10]\tvalid_0's poisson: -93.3684\tvalid_0's huber: 24.4646\n",
"[11]\tvalid_0's poisson: -93.9106\tvalid_0's huber: 23.9728\n",
"[12]\tvalid_0's poisson: -94.4437\tvalid_0's huber: 23.4822\n",
"[13]\tvalid_0's poisson: -94.9614\tvalid_0's huber: 23.0041\n",
"[14]\tvalid_0's poisson: -95.4713\tvalid_0's huber: 22.5279\n",
"[15]\tvalid_0's poisson: -95.9683\tvalid_0's huber: 22.0627\n",
"[16]\tvalid_0's poisson: -96.4564\tvalid_0's huber: 21.6024\n",
"[17]\tvalid_0's poisson: -96.9322\tvalid_0's huber: 21.1495\n",
"[18]\tvalid_0's poisson: -97.3968\tvalid_0's huber: 20.702\n",
"[19]\tvalid_0's poisson: -97.8516\tvalid_0's huber: 20.2585\n",
"[20]\tvalid_0's poisson: -98.295\tvalid_0's huber: 19.8241\n",
"[21]\tvalid_0's poisson: -98.7264\tvalid_0's huber: 19.3988\n",
"[22]\tvalid_0's poisson: -99.1498\tvalid_0's huber: 18.9834\n",
"[23]\tvalid_0's poisson: -99.5613\tvalid_0's huber: 18.5735\n",
"[24]\tvalid_0's poisson: -99.9614\tvalid_0's huber: 18.1752\n",
"[25]\tvalid_0's poisson: -100.346\tvalid_0's huber: 17.7872\n",
"[26]\tvalid_0's poisson: -100.715\tvalid_0's huber: 17.4136\n",
"[27]\tvalid_0's poisson: -101.076\tvalid_0's huber: 17.051\n",
"[28]\tvalid_0's poisson: -101.427\tvalid_0's huber: 16.6984\n",
"[29]\tvalid_0's poisson: -101.768\tvalid_0's huber: 16.353\n",
"[30]\tvalid_0's poisson: -102.093\tvalid_0's huber: 16.0262\n",
"[31]\tvalid_0's poisson: -102.407\tvalid_0's huber: 15.7088\n",
"[32]\tvalid_0's poisson: -102.702\tvalid_0's huber: 15.4125\n",
"[33]\tvalid_0's poisson: -102.993\tvalid_0's huber: 15.1176\n",
"[34]\tvalid_0's poisson: -103.261\tvalid_0's huber: 14.8511\n",
"[35]\tvalid_0's poisson: -103.525\tvalid_0's huber: 14.5803\n",
"[36]\tvalid_0's poisson: -103.766\tvalid_0's huber: 14.3366\n",
"[37]\tvalid_0's poisson: -103.999\tvalid_0's huber: 14.1039\n",
"[38]\tvalid_0's poisson: -104.202\tvalid_0's huber: 13.8966\n",
"[39]\tvalid_0's poisson: -104.391\tvalid_0's huber: 13.7108\n",
"[40]\tvalid_0's poisson: -104.564\tvalid_0's huber: 13.5474\n",
"[41]\tvalid_0's poisson: -104.699\tvalid_0's huber: 13.4183\n",
"[42]\tvalid_0's poisson: -104.818\tvalid_0's huber: 13.3032\n",
"[43]\tvalid_0's poisson: -104.907\tvalid_0's huber: 13.2081\n",
"[44]\tvalid_0's poisson: -104.931\tvalid_0's huber: 13.1325\n",
"[45]\tvalid_0's poisson: -104.964\tvalid_0's huber: 13.0523\n",
"[46]\tvalid_0's poisson: -105.008\tvalid_0's huber: 12.9806\n",
"[47]\tvalid_0's poisson: -105.088\tvalid_0's huber: 12.909\n",
"[48]\tvalid_0's poisson: -105.16\tvalid_0's huber: 12.8382\n",
"[49]\tvalid_0's poisson: -105.251\tvalid_0's huber: 12.771\n",
"[50]\tvalid_0's poisson: -105.325\tvalid_0's huber: 12.7088\n",
"[51]\tvalid_0's poisson: -105.402\tvalid_0's huber: 12.6481\n",
"[52]\tvalid_0's poisson: -105.446\tvalid_0's huber: 12.589\n",
"[53]\tvalid_0's poisson: -105.52\tvalid_0's huber: 12.5273\n",
"[54]\tvalid_0's poisson: -105.603\tvalid_0's huber: 12.4705\n",
"[55]\tvalid_0's poisson: -105.655\tvalid_0's huber: 12.4182\n",
"[56]\tvalid_0's poisson: -105.718\tvalid_0's huber: 12.3665\n",
"[57]\tvalid_0's poisson: -105.774\tvalid_0's huber: 12.3128\n",
"[58]\tvalid_0's poisson: -105.818\tvalid_0's huber: 12.2608\n",
"[59]\tvalid_0's poisson: -105.872\tvalid_0's huber: 12.2101\n",
"[60]\tvalid_0's poisson: -105.919\tvalid_0's huber: 12.1626\n",
"[61]\tvalid_0's poisson: -105.964\tvalid_0's huber: 12.1144\n",
"[62]\tvalid_0's poisson: -106.023\tvalid_0's huber: 12.067\n",
"[63]\tvalid_0's poisson: -106.068\tvalid_0's huber: 12.0203\n",
"[64]\tvalid_0's poisson: -106.075\tvalid_0's huber: 11.9766\n",
"[65]\tvalid_0's poisson: -106.141\tvalid_0's huber: 11.9334\n",
"[66]\tvalid_0's poisson: -106.224\tvalid_0's huber: 11.8829\n",
"[67]\tvalid_0's poisson: -106.265\tvalid_0's huber: 11.8454\n",
"[68]\tvalid_0's poisson: -106.313\tvalid_0's huber: 11.8015\n",
"[69]\tvalid_0's poisson: -106.374\tvalid_0's huber: 11.7574\n",
"[70]\tvalid_0's poisson: -106.43\tvalid_0's huber: 11.7155\n",
"[71]\tvalid_0's poisson: -106.468\tvalid_0's huber: 11.6758\n",
"[72]\tvalid_0's poisson: -106.511\tvalid_0's huber: 11.6371\n",
"[73]\tvalid_0's poisson: -106.553\tvalid_0's huber: 11.5932\n",
"[74]\tvalid_0's poisson: -106.581\tvalid_0's huber: 11.5535\n",
"[75]\tvalid_0's poisson: -106.615\tvalid_0's huber: 11.5147\n",
"[76]\tvalid_0's poisson: -106.638\tvalid_0's huber: 11.4752\n",
"[77]\tvalid_0's poisson: -106.696\tvalid_0's huber: 11.4349\n",
"[78]\tvalid_0's poisson: -106.739\tvalid_0's huber: 11.3943\n",
"[79]\tvalid_0's poisson: -106.782\tvalid_0's huber: 11.3588\n",
"[80]\tvalid_0's poisson: -106.816\tvalid_0's huber: 11.3225\n",
"[81]\tvalid_0's poisson: -106.819\tvalid_0's huber: 11.2845\n",
"[82]\tvalid_0's poisson: -106.876\tvalid_0's huber: 11.2427\n",
"[83]\tvalid_0's poisson: -106.918\tvalid_0's huber: 11.2047\n",
"[84]\tvalid_0's poisson: -106.953\tvalid_0's huber: 11.1687\n",
"[85]\tvalid_0's poisson: -106.984\tvalid_0's huber: 11.1354\n",
"[86]\tvalid_0's poisson: -107.02\tvalid_0's huber: 11.0947\n",
"[87]\tvalid_0's poisson: -107.061\tvalid_0's huber: 11.0591\n",
"[88]\tvalid_0's poisson: -107.102\tvalid_0's huber: 11.0268\n",
"[89]\tvalid_0's poisson: -107.121\tvalid_0's huber: 10.9959\n",
"[90]\tvalid_0's poisson: -107.137\tvalid_0's huber: 10.9632\n",
"[91]\tvalid_0's poisson: -107.179\tvalid_0's huber: 10.9199\n",
"[92]\tvalid_0's poisson: -107.229\tvalid_0's huber: 10.8828\n",
"[93]\tvalid_0's poisson: -107.291\tvalid_0's huber: 10.8478\n",
"[94]\tvalid_0's poisson: -107.326\tvalid_0's huber: 10.8123\n",
"[95]\tvalid_0's poisson: -107.34\tvalid_0's huber: 10.7784\n",
"[96]\tvalid_0's poisson: -107.37\tvalid_0's huber: 10.7446\n",
"[97]\tvalid_0's poisson: -107.396\tvalid_0's huber: 10.714\n",
"[98]\tvalid_0's poisson: -107.427\tvalid_0's huber: 10.6811\n",
"[99]\tvalid_0's poisson: -107.438\tvalid_0's huber: 10.6556\n",
"[100]\tvalid_0's poisson: -107.458\tvalid_0's huber: 10.6285\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1821\tvalid_0's huber: 29.8043\n",
"[2]\tvalid_0's poisson: -87.1905\tvalid_0's huber: 29.7969\n",
"[3]\tvalid_0's poisson: -87.1989\tvalid_0's huber: 29.7895\n",
"[4]\tvalid_0's poisson: -87.2072\tvalid_0's huber: 29.7821\n",
"[5]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7747\n",
"[6]\tvalid_0's poisson: -87.224\tvalid_0's huber: 29.7672\n",
"[7]\tvalid_0's poisson: -87.2324\tvalid_0's huber: 29.7598\n",
"[8]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.7524\n",
"[9]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.745\n",
"[10]\tvalid_0's poisson: -87.2574\tvalid_0's huber: 29.7376\n",
"[11]\tvalid_0's poisson: -87.2658\tvalid_0's huber: 29.7302\n",
"[12]\tvalid_0's poisson: -87.2742\tvalid_0's huber: 29.7228\n",
"[13]\tvalid_0's poisson: -87.2825\tvalid_0's huber: 29.7154\n",
"[14]\tvalid_0's poisson: -87.2909\tvalid_0's huber: 29.708\n",
"[15]\tvalid_0's poisson: -87.2992\tvalid_0's huber: 29.7006\n",
"[16]\tvalid_0's poisson: -87.3076\tvalid_0's huber: 29.6932\n",
"[17]\tvalid_0's poisson: -87.3159\tvalid_0's huber: 29.6858\n",
"[18]\tvalid_0's poisson: -87.3242\tvalid_0's huber: 29.6784\n",
"[19]\tvalid_0's poisson: -87.3326\tvalid_0's huber: 29.671\n",
"[20]\tvalid_0's poisson: -87.3409\tvalid_0's huber: 29.6636\n",
"[21]\tvalid_0's poisson: -87.3492\tvalid_0's huber: 29.6562\n",
"[22]\tvalid_0's poisson: -87.3576\tvalid_0's huber: 29.6489\n",
"[23]\tvalid_0's poisson: -87.366\tvalid_0's huber: 29.6415\n",
"[24]\tvalid_0's poisson: -87.3743\tvalid_0's huber: 29.6341\n",
"[25]\tvalid_0's poisson: -87.3827\tvalid_0's huber: 29.6267\n",
"[26]\tvalid_0's poisson: -87.3911\tvalid_0's huber: 29.6194\n",
"[27]\tvalid_0's poisson: -87.3994\tvalid_0's huber: 29.612\n",
"[28]\tvalid_0's poisson: -87.4078\tvalid_0's huber: 29.6046\n",
"[29]\tvalid_0's poisson: -87.4162\tvalid_0's huber: 29.5973\n",
"[30]\tvalid_0's poisson: -87.4245\tvalid_0's huber: 29.5899\n",
"[31]\tvalid_0's poisson: -87.4329\tvalid_0's huber: 29.5825\n",
"[32]\tvalid_0's poisson: -87.4413\tvalid_0's huber: 29.5752\n",
"[33]\tvalid_0's poisson: -87.4496\tvalid_0's huber: 29.5678\n",
"[34]\tvalid_0's poisson: -87.458\tvalid_0's huber: 29.5605\n",
"[35]\tvalid_0's poisson: -87.4664\tvalid_0's huber: 29.5531\n",
"[36]\tvalid_0's poisson: -87.4747\tvalid_0's huber: 29.5458\n",
"[37]\tvalid_0's poisson: -87.4831\tvalid_0's huber: 29.5384\n",
"[38]\tvalid_0's poisson: -87.4914\tvalid_0's huber: 29.5311\n",
"[39]\tvalid_0's poisson: -87.4997\tvalid_0's huber: 29.5237\n",
"[40]\tvalid_0's poisson: -87.5081\tvalid_0's huber: 29.5164\n",
"[41]\tvalid_0's poisson: -87.5164\tvalid_0's huber: 29.509\n",
"[42]\tvalid_0's poisson: -87.5247\tvalid_0's huber: 29.5017\n",
"[43]\tvalid_0's poisson: -87.533\tvalid_0's huber: 29.4943\n",
"[44]\tvalid_0's poisson: -87.5414\tvalid_0's huber: 29.487\n",
"[45]\tvalid_0's poisson: -87.5496\tvalid_0's huber: 29.4797\n",
"[46]\tvalid_0's poisson: -87.558\tvalid_0's huber: 29.4723\n",
"[47]\tvalid_0's poisson: -87.5663\tvalid_0's huber: 29.465\n",
"[48]\tvalid_0's poisson: -87.5746\tvalid_0's huber: 29.4577\n",
"[49]\tvalid_0's poisson: -87.5829\tvalid_0's huber: 29.4503\n",
"[50]\tvalid_0's poisson: -87.5913\tvalid_0's huber: 29.443\n",
"[51]\tvalid_0's poisson: -87.5995\tvalid_0's huber: 29.4357\n",
"[52]\tvalid_0's poisson: -87.6078\tvalid_0's huber: 29.4284\n",
"[53]\tvalid_0's poisson: -87.6161\tvalid_0's huber: 29.4211\n",
"[54]\tvalid_0's poisson: -87.6244\tvalid_0's huber: 29.4137\n",
"[55]\tvalid_0's poisson: -87.6327\tvalid_0's huber: 29.4064\n",
"[56]\tvalid_0's poisson: -87.641\tvalid_0's huber: 29.3991\n",
"[57]\tvalid_0's poisson: -87.6492\tvalid_0's huber: 29.3918\n",
"[58]\tvalid_0's poisson: -87.6575\tvalid_0's huber: 29.3845\n",
"[59]\tvalid_0's poisson: -87.6658\tvalid_0's huber: 29.3772\n",
"[60]\tvalid_0's poisson: -87.674\tvalid_0's huber: 29.3699\n",
"[61]\tvalid_0's poisson: -87.6823\tvalid_0's huber: 29.3626\n",
"[62]\tvalid_0's poisson: -87.6906\tvalid_0's huber: 29.3553\n",
"[63]\tvalid_0's poisson: -87.6988\tvalid_0's huber: 29.348\n",
"[64]\tvalid_0's poisson: -87.7071\tvalid_0's huber: 29.3407\n",
"[65]\tvalid_0's poisson: -87.7154\tvalid_0's huber: 29.3334\n",
"[66]\tvalid_0's poisson: -87.7236\tvalid_0's huber: 29.3261\n",
"[67]\tvalid_0's poisson: -87.7319\tvalid_0's huber: 29.3188\n",
"[68]\tvalid_0's poisson: -87.7401\tvalid_0's huber: 29.3115\n",
"[69]\tvalid_0's poisson: -87.7483\tvalid_0's huber: 29.3042\n",
"[70]\tvalid_0's poisson: -87.7566\tvalid_0's huber: 29.2969\n",
"[71]\tvalid_0's poisson: -87.7648\tvalid_0's huber: 29.2896\n",
"[72]\tvalid_0's poisson: -87.773\tvalid_0's huber: 29.2823\n",
"[73]\tvalid_0's poisson: -87.7813\tvalid_0's huber: 29.275\n",
"[74]\tvalid_0's poisson: -87.7895\tvalid_0's huber: 29.2678\n",
"[75]\tvalid_0's poisson: -87.7977\tvalid_0's huber: 29.2605\n",
"[76]\tvalid_0's poisson: -87.806\tvalid_0's huber: 29.2532\n",
"[77]\tvalid_0's poisson: -87.8142\tvalid_0's huber: 29.2459\n",
"[78]\tvalid_0's poisson: -87.8224\tvalid_0's huber: 29.2387\n",
"[79]\tvalid_0's poisson: -87.8307\tvalid_0's huber: 29.2314\n",
"[80]\tvalid_0's poisson: -87.8388\tvalid_0's huber: 29.2241\n",
"[81]\tvalid_0's poisson: -87.8471\tvalid_0's huber: 29.2168\n",
"[82]\tvalid_0's poisson: -87.8553\tvalid_0's huber: 29.2096\n",
"[83]\tvalid_0's poisson: -87.8635\tvalid_0's huber: 29.2023\n",
"[84]\tvalid_0's poisson: -87.8717\tvalid_0's huber: 29.195\n",
"[85]\tvalid_0's poisson: -87.8799\tvalid_0's huber: 29.1878\n",
"[86]\tvalid_0's poisson: -87.8881\tvalid_0's huber: 29.1805\n",
"[87]\tvalid_0's poisson: -87.8963\tvalid_0's huber: 29.1733\n",
"[88]\tvalid_0's poisson: -87.9045\tvalid_0's huber: 29.166\n",
"[89]\tvalid_0's poisson: -87.9126\tvalid_0's huber: 29.1588\n",
"[90]\tvalid_0's poisson: -87.9208\tvalid_0's huber: 29.1515\n",
"[91]\tvalid_0's poisson: -87.9291\tvalid_0's huber: 29.1443\n",
"[92]\tvalid_0's poisson: -87.9372\tvalid_0's huber: 29.137\n",
"[93]\tvalid_0's poisson: -87.9454\tvalid_0's huber: 29.1298\n",
"[94]\tvalid_0's poisson: -87.9536\tvalid_0's huber: 29.1225\n",
"[95]\tvalid_0's poisson: -87.9617\tvalid_0's huber: 29.1153\n",
"[96]\tvalid_0's poisson: -87.9699\tvalid_0's huber: 29.108\n",
"[97]\tvalid_0's poisson: -87.9781\tvalid_0's huber: 29.1008\n",
"[98]\tvalid_0's poisson: -87.9862\tvalid_0's huber: 29.0935\n",
"[99]\tvalid_0's poisson: -87.9944\tvalid_0's huber: 29.0863\n",
"[100]\tvalid_0's poisson: -88.0026\tvalid_0's huber: 29.0791\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1825\tvalid_0's huber: 29.8022\n",
"[2]\tvalid_0's poisson: -87.191\tvalid_0's huber: 29.7947\n",
"[3]\tvalid_0's poisson: -87.1996\tvalid_0's huber: 29.7872\n",
"[4]\tvalid_0's poisson: -87.2081\tvalid_0's huber: 29.7797\n",
"[5]\tvalid_0's poisson: -87.2166\tvalid_0's huber: 29.7722\n",
"[6]\tvalid_0's poisson: -87.2251\tvalid_0's huber: 29.7647\n",
"[7]\tvalid_0's poisson: -87.2336\tvalid_0's huber: 29.7572\n",
"[8]\tvalid_0's poisson: -87.2422\tvalid_0's huber: 29.7497\n",
"[9]\tvalid_0's poisson: -87.2507\tvalid_0's huber: 29.7422\n",
"[10]\tvalid_0's poisson: -87.2592\tvalid_0's huber: 29.7347\n",
"[11]\tvalid_0's poisson: -87.2677\tvalid_0's huber: 29.7272\n",
"[12]\tvalid_0's poisson: -87.2762\tvalid_0's huber: 29.7197\n",
"[13]\tvalid_0's poisson: -87.2847\tvalid_0's huber: 29.7122\n",
"[14]\tvalid_0's poisson: -87.2932\tvalid_0's huber: 29.7047\n",
"[15]\tvalid_0's poisson: -87.3016\tvalid_0's huber: 29.6973\n",
"[16]\tvalid_0's poisson: -87.3101\tvalid_0's huber: 29.6898\n",
"[17]\tvalid_0's poisson: -87.3186\tvalid_0's huber: 29.6823\n",
"[18]\tvalid_0's poisson: -87.3271\tvalid_0's huber: 29.6748\n",
"[19]\tvalid_0's poisson: -87.3356\tvalid_0's huber: 29.6673\n",
"[20]\tvalid_0's poisson: -87.344\tvalid_0's huber: 29.6599\n",
"[21]\tvalid_0's poisson: -87.3525\tvalid_0's huber: 29.6524\n",
"[22]\tvalid_0's poisson: -87.361\tvalid_0's huber: 29.6449\n",
"[23]\tvalid_0's poisson: -87.3694\tvalid_0's huber: 29.6374\n",
"[24]\tvalid_0's poisson: -87.3779\tvalid_0's huber: 29.63\n",
"[25]\tvalid_0's poisson: -87.3864\tvalid_0's huber: 29.6225\n",
"[26]\tvalid_0's poisson: -87.3948\tvalid_0's huber: 29.615\n",
"[27]\tvalid_0's poisson: -87.4033\tvalid_0's huber: 29.6076\n",
"[28]\tvalid_0's poisson: -87.4117\tvalid_0's huber: 29.6001\n",
"[29]\tvalid_0's poisson: -87.4201\tvalid_0's huber: 29.5926\n",
"[30]\tvalid_0's poisson: -87.4286\tvalid_0's huber: 29.5852\n",
"[31]\tvalid_0's poisson: -87.437\tvalid_0's huber: 29.5777\n",
"[32]\tvalid_0's poisson: -87.4454\tvalid_0's huber: 29.5703\n",
"[33]\tvalid_0's poisson: -87.4539\tvalid_0's huber: 29.5628\n",
"[34]\tvalid_0's poisson: -87.4623\tvalid_0's huber: 29.5554\n",
"[35]\tvalid_0's poisson: -87.4707\tvalid_0's huber: 29.5479\n",
"[36]\tvalid_0's poisson: -87.4791\tvalid_0's huber: 29.5405\n",
"[37]\tvalid_0's poisson: -87.4875\tvalid_0's huber: 29.533\n",
"[38]\tvalid_0's poisson: -87.4959\tvalid_0's huber: 29.5256\n",
"[39]\tvalid_0's poisson: -87.5043\tvalid_0's huber: 29.5181\n",
"[40]\tvalid_0's poisson: -87.5127\tvalid_0's huber: 29.5107\n",
"[41]\tvalid_0's poisson: -87.5211\tvalid_0's huber: 29.5033\n",
"[42]\tvalid_0's poisson: -87.5295\tvalid_0's huber: 29.4958\n",
"[43]\tvalid_0's poisson: -87.5379\tvalid_0's huber: 29.4884\n",
"[44]\tvalid_0's poisson: -87.5463\tvalid_0's huber: 29.481\n",
"[45]\tvalid_0's poisson: -87.5547\tvalid_0's huber: 29.4735\n",
"[46]\tvalid_0's poisson: -87.5631\tvalid_0's huber: 29.4661\n",
"[47]\tvalid_0's poisson: -87.5715\tvalid_0's huber: 29.4587\n",
"[48]\tvalid_0's poisson: -87.5798\tvalid_0's huber: 29.4513\n",
"[49]\tvalid_0's poisson: -87.5882\tvalid_0's huber: 29.4438\n",
"[50]\tvalid_0's poisson: -87.5966\tvalid_0's huber: 29.4364\n",
"[51]\tvalid_0's poisson: -87.6049\tvalid_0's huber: 29.429\n",
"[52]\tvalid_0's poisson: -87.6133\tvalid_0's huber: 29.4216\n",
"[53]\tvalid_0's poisson: -87.6216\tvalid_0's huber: 29.4142\n",
"[54]\tvalid_0's poisson: -87.63\tvalid_0's huber: 29.4067\n",
"[55]\tvalid_0's poisson: -87.6383\tvalid_0's huber: 29.3993\n",
"[56]\tvalid_0's poisson: -87.6467\tvalid_0's huber: 29.3919\n",
"[57]\tvalid_0's poisson: -87.655\tvalid_0's huber: 29.3845\n",
"[58]\tvalid_0's poisson: -87.6634\tvalid_0's huber: 29.3771\n",
"[59]\tvalid_0's poisson: -87.6717\tvalid_0's huber: 29.3697\n",
"[60]\tvalid_0's poisson: -87.68\tvalid_0's huber: 29.3623\n",
"[61]\tvalid_0's poisson: -87.6883\tvalid_0's huber: 29.3549\n",
"[62]\tvalid_0's poisson: -87.6967\tvalid_0's huber: 29.3475\n",
"[63]\tvalid_0's poisson: -87.705\tvalid_0's huber: 29.3401\n",
"[64]\tvalid_0's poisson: -87.7133\tvalid_0's huber: 29.3327\n",
"[65]\tvalid_0's poisson: -87.7216\tvalid_0's huber: 29.3253\n",
"[66]\tvalid_0's poisson: -87.7299\tvalid_0's huber: 29.3179\n",
"[67]\tvalid_0's poisson: -87.7382\tvalid_0's huber: 29.3105\n",
"[68]\tvalid_0's poisson: -87.7465\tvalid_0's huber: 29.3031\n",
"[69]\tvalid_0's poisson: -87.7548\tvalid_0's huber: 29.2957\n",
"[70]\tvalid_0's poisson: -87.7631\tvalid_0's huber: 29.2884\n",
"[71]\tvalid_0's poisson: -87.7714\tvalid_0's huber: 29.281\n",
"[72]\tvalid_0's poisson: -87.7797\tvalid_0's huber: 29.2736\n",
"[73]\tvalid_0's poisson: -87.788\tvalid_0's huber: 29.2662\n",
"[74]\tvalid_0's poisson: -87.7963\tvalid_0's huber: 29.2588\n",
"[75]\tvalid_0's poisson: -87.8046\tvalid_0's huber: 29.2515\n",
"[76]\tvalid_0's poisson: -87.8128\tvalid_0's huber: 29.2441\n",
"[77]\tvalid_0's poisson: -87.8211\tvalid_0's huber: 29.2367\n",
"[78]\tvalid_0's poisson: -87.8294\tvalid_0's huber: 29.2293\n",
"[79]\tvalid_0's poisson: -87.8376\tvalid_0's huber: 29.222\n",
"[80]\tvalid_0's poisson: -87.8459\tvalid_0's huber: 29.2146\n",
"[81]\tvalid_0's poisson: -87.8542\tvalid_0's huber: 29.2072\n",
"[82]\tvalid_0's poisson: -87.8624\tvalid_0's huber: 29.1999\n",
"[83]\tvalid_0's poisson: -87.8707\tvalid_0's huber: 29.1925\n",
"[84]\tvalid_0's poisson: -87.8789\tvalid_0's huber: 29.1851\n",
"[85]\tvalid_0's poisson: -87.8872\tvalid_0's huber: 29.1778\n",
"[86]\tvalid_0's poisson: -87.8954\tvalid_0's huber: 29.1704\n",
"[87]\tvalid_0's poisson: -87.9036\tvalid_0's huber: 29.1631\n",
"[88]\tvalid_0's poisson: -87.9119\tvalid_0's huber: 29.1557\n",
"[89]\tvalid_0's poisson: -87.9201\tvalid_0's huber: 29.1484\n",
"[90]\tvalid_0's poisson: -87.9283\tvalid_0's huber: 29.141\n",
"[91]\tvalid_0's poisson: -87.9366\tvalid_0's huber: 29.1337\n",
"[92]\tvalid_0's poisson: -87.9448\tvalid_0's huber: 29.1263\n",
"[93]\tvalid_0's poisson: -87.953\tvalid_0's huber: 29.119\n",
"[94]\tvalid_0's poisson: -87.9612\tvalid_0's huber: 29.1116\n",
"[95]\tvalid_0's poisson: -87.9694\tvalid_0's huber: 29.1043\n",
"[96]\tvalid_0's poisson: -87.9777\tvalid_0's huber: 29.0969\n",
"[97]\tvalid_0's poisson: -87.9859\tvalid_0's huber: 29.0896\n",
"[98]\tvalid_0's poisson: -87.9941\tvalid_0's huber: 29.0822\n",
"[99]\tvalid_0's poisson: -88.0023\tvalid_0's huber: 29.0749\n",
"[100]\tvalid_0's poisson: -88.0105\tvalid_0's huber: 29.0675\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.178\tvalid_0's huber: 29.8354\n",
"[2]\tvalid_0's poisson: -87.1865\tvalid_0's huber: 29.8279\n",
"[3]\tvalid_0's poisson: -87.1949\tvalid_0's huber: 29.8204\n",
"[4]\tvalid_0's poisson: -87.2033\tvalid_0's huber: 29.813\n",
"[5]\tvalid_0's poisson: -87.2118\tvalid_0's huber: 29.8055\n",
"[6]\tvalid_0's poisson: -87.2202\tvalid_0's huber: 29.798\n",
"[7]\tvalid_0's poisson: -87.2286\tvalid_0's huber: 29.7906\n",
"[8]\tvalid_0's poisson: -87.2371\tvalid_0's huber: 29.7831\n",
"[9]\tvalid_0's poisson: -87.2455\tvalid_0's huber: 29.7757\n",
"[10]\tvalid_0's poisson: -87.2539\tvalid_0's huber: 29.7682\n",
"[11]\tvalid_0's poisson: -87.2623\tvalid_0's huber: 29.7607\n",
"[12]\tvalid_0's poisson: -87.2707\tvalid_0's huber: 29.7533\n",
"[13]\tvalid_0's poisson: -87.2791\tvalid_0's huber: 29.7458\n",
"[14]\tvalid_0's poisson: -87.2875\tvalid_0's huber: 29.7384\n",
"[15]\tvalid_0's poisson: -87.2959\tvalid_0's huber: 29.7309\n",
"[16]\tvalid_0's poisson: -87.3043\tvalid_0's huber: 29.7235\n",
"[17]\tvalid_0's poisson: -87.3127\tvalid_0's huber: 29.716\n",
"[18]\tvalid_0's poisson: -87.3211\tvalid_0's huber: 29.7086\n",
"[19]\tvalid_0's poisson: -87.3295\tvalid_0's huber: 29.7011\n",
"[20]\tvalid_0's poisson: -87.3379\tvalid_0's huber: 29.6937\n",
"[21]\tvalid_0's poisson: -87.3463\tvalid_0's huber: 29.6862\n",
"[22]\tvalid_0's poisson: -87.3547\tvalid_0's huber: 29.6788\n",
"[23]\tvalid_0's poisson: -87.3631\tvalid_0's huber: 29.6714\n",
"[24]\tvalid_0's poisson: -87.3714\tvalid_0's huber: 29.6639\n",
"[25]\tvalid_0's poisson: -87.3798\tvalid_0's huber: 29.6565\n",
"[26]\tvalid_0's poisson: -87.3882\tvalid_0's huber: 29.649\n",
"[27]\tvalid_0's poisson: -87.3965\tvalid_0's huber: 29.6416\n",
"[28]\tvalid_0's poisson: -87.4049\tvalid_0's huber: 29.6342\n",
"[29]\tvalid_0's poisson: -87.4132\tvalid_0's huber: 29.6268\n",
"[30]\tvalid_0's poisson: -87.4216\tvalid_0's huber: 29.6193\n",
"[31]\tvalid_0's poisson: -87.43\tvalid_0's huber: 29.6119\n",
"[32]\tvalid_0's poisson: -87.4383\tvalid_0's huber: 29.6045\n",
"[33]\tvalid_0's poisson: -87.4466\tvalid_0's huber: 29.5971\n",
"[34]\tvalid_0's poisson: -87.455\tvalid_0's huber: 29.5897\n",
"[35]\tvalid_0's poisson: -87.4633\tvalid_0's huber: 29.5822\n",
"[36]\tvalid_0's poisson: -87.4717\tvalid_0's huber: 29.5748\n",
"[37]\tvalid_0's poisson: -87.48\tvalid_0's huber: 29.5674\n",
"[38]\tvalid_0's poisson: -87.4883\tvalid_0's huber: 29.56\n",
"[39]\tvalid_0's poisson: -87.4967\tvalid_0's huber: 29.5526\n",
"[40]\tvalid_0's poisson: -87.505\tvalid_0's huber: 29.5452\n",
"[41]\tvalid_0's poisson: -87.5133\tvalid_0's huber: 29.5378\n",
"[42]\tvalid_0's poisson: -87.5216\tvalid_0's huber: 29.5304\n",
"[43]\tvalid_0's poisson: -87.5299\tvalid_0's huber: 29.523\n",
"[44]\tvalid_0's poisson: -87.5383\tvalid_0's huber: 29.5156\n",
"[45]\tvalid_0's poisson: -87.5466\tvalid_0's huber: 29.5082\n",
"[46]\tvalid_0's poisson: -87.5549\tvalid_0's huber: 29.5008\n",
"[47]\tvalid_0's poisson: -87.5632\tvalid_0's huber: 29.4934\n",
"[48]\tvalid_0's poisson: -87.5715\tvalid_0's huber: 29.486\n",
"[49]\tvalid_0's poisson: -87.5798\tvalid_0's huber: 29.4786\n",
"[50]\tvalid_0's poisson: -87.5881\tvalid_0's huber: 29.4712\n",
"[51]\tvalid_0's poisson: -87.5964\tvalid_0's huber: 29.4638\n",
"[52]\tvalid_0's poisson: -87.6046\tvalid_0's huber: 29.4564\n",
"[53]\tvalid_0's poisson: -87.6129\tvalid_0's huber: 29.4491\n",
"[54]\tvalid_0's poisson: -87.6212\tvalid_0's huber: 29.4417\n",
"[55]\tvalid_0's poisson: -87.6295\tvalid_0's huber: 29.4343\n",
"[56]\tvalid_0's poisson: -87.6378\tvalid_0's huber: 29.4269\n",
"[57]\tvalid_0's poisson: -87.646\tvalid_0's huber: 29.4196\n",
"[58]\tvalid_0's poisson: -87.6543\tvalid_0's huber: 29.4122\n",
"[59]\tvalid_0's poisson: -87.6626\tvalid_0's huber: 29.4048\n",
"[60]\tvalid_0's poisson: -87.6708\tvalid_0's huber: 29.3974\n",
"[61]\tvalid_0's poisson: -87.6791\tvalid_0's huber: 29.3901\n",
"[62]\tvalid_0's poisson: -87.6873\tvalid_0's huber: 29.3827\n",
"[63]\tvalid_0's poisson: -87.6956\tvalid_0's huber: 29.3753\n",
"[64]\tvalid_0's poisson: -87.7038\tvalid_0's huber: 29.368\n",
"[65]\tvalid_0's poisson: -87.7121\tvalid_0's huber: 29.3606\n",
"[66]\tvalid_0's poisson: -87.7203\tvalid_0's huber: 29.3533\n",
"[67]\tvalid_0's poisson: -87.7286\tvalid_0's huber: 29.3459\n",
"[68]\tvalid_0's poisson: -87.7368\tvalid_0's huber: 29.3385\n",
"[69]\tvalid_0's poisson: -87.745\tvalid_0's huber: 29.3312\n",
"[70]\tvalid_0's poisson: -87.7533\tvalid_0's huber: 29.3238\n",
"[71]\tvalid_0's poisson: -87.7615\tvalid_0's huber: 29.3165\n",
"[72]\tvalid_0's poisson: -87.7697\tvalid_0's huber: 29.3092\n",
"[73]\tvalid_0's poisson: -87.7779\tvalid_0's huber: 29.3018\n",
"[74]\tvalid_0's poisson: -87.7862\tvalid_0's huber: 29.2945\n",
"[75]\tvalid_0's poisson: -87.7944\tvalid_0's huber: 29.2871\n",
"[76]\tvalid_0's poisson: -87.8026\tvalid_0's huber: 29.2798\n",
"[77]\tvalid_0's poisson: -87.8108\tvalid_0's huber: 29.2724\n",
"[78]\tvalid_0's poisson: -87.819\tvalid_0's huber: 29.2651\n",
"[79]\tvalid_0's poisson: -87.8272\tvalid_0's huber: 29.2578\n",
"[80]\tvalid_0's poisson: -87.8354\tvalid_0's huber: 29.2504\n",
"[81]\tvalid_0's poisson: -87.8436\tvalid_0's huber: 29.2431\n",
"[82]\tvalid_0's poisson: -87.8518\tvalid_0's huber: 29.2358\n",
"[83]\tvalid_0's poisson: -87.86\tvalid_0's huber: 29.2285\n",
"[84]\tvalid_0's poisson: -87.8682\tvalid_0's huber: 29.2211\n",
"[85]\tvalid_0's poisson: -87.8763\tvalid_0's huber: 29.2138\n",
"[86]\tvalid_0's poisson: -87.8845\tvalid_0's huber: 29.2065\n",
"[87]\tvalid_0's poisson: -87.8927\tvalid_0's huber: 29.1992\n",
"[88]\tvalid_0's poisson: -87.9009\tvalid_0's huber: 29.1919\n",
"[89]\tvalid_0's poisson: -87.909\tvalid_0's huber: 29.1845\n",
"[90]\tvalid_0's poisson: -87.9172\tvalid_0's huber: 29.1772\n",
"[91]\tvalid_0's poisson: -87.9254\tvalid_0's huber: 29.1699\n",
"[92]\tvalid_0's poisson: -87.9335\tvalid_0's huber: 29.1626\n",
"[93]\tvalid_0's poisson: -87.9417\tvalid_0's huber: 29.1553\n",
"[94]\tvalid_0's poisson: -87.9498\tvalid_0's huber: 29.148\n",
"[95]\tvalid_0's poisson: -87.958\tvalid_0's huber: 29.1407\n",
"[96]\tvalid_0's poisson: -87.9661\tvalid_0's huber: 29.1334\n",
"[97]\tvalid_0's poisson: -87.9743\tvalid_0's huber: 29.1261\n",
"[98]\tvalid_0's poisson: -87.9824\tvalid_0's huber: 29.1188\n",
"[99]\tvalid_0's poisson: -87.9906\tvalid_0's huber: 29.1115\n",
"[100]\tvalid_0's poisson: -87.9987\tvalid_0's huber: 29.1042\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1844\tvalid_0's huber: 29.7862\n",
"[2]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.7787\n",
"[3]\tvalid_0's poisson: -87.2013\tvalid_0's huber: 29.7713\n",
"[4]\tvalid_0's poisson: -87.2097\tvalid_0's huber: 29.7639\n",
"[5]\tvalid_0's poisson: -87.2181\tvalid_0's huber: 29.7565\n",
"[6]\tvalid_0's poisson: -87.2265\tvalid_0's huber: 29.7491\n",
"[7]\tvalid_0's poisson: -87.2349\tvalid_0's huber: 29.7416\n",
"[8]\tvalid_0's poisson: -87.2433\tvalid_0's huber: 29.7342\n",
"[9]\tvalid_0's poisson: -87.2517\tvalid_0's huber: 29.7268\n",
"[10]\tvalid_0's poisson: -87.2601\tvalid_0's huber: 29.7194\n",
"[11]\tvalid_0's poisson: -87.2685\tvalid_0's huber: 29.712\n",
"[12]\tvalid_0's poisson: -87.2769\tvalid_0's huber: 29.7046\n",
"[13]\tvalid_0's poisson: -87.2853\tvalid_0's huber: 29.6971\n",
"[14]\tvalid_0's poisson: -87.2937\tvalid_0's huber: 29.6897\n",
"[15]\tvalid_0's poisson: -87.3021\tvalid_0's huber: 29.6823\n",
"[16]\tvalid_0's poisson: -87.3104\tvalid_0's huber: 29.6749\n",
"[17]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.6675\n",
"[18]\tvalid_0's poisson: -87.3272\tvalid_0's huber: 29.6601\n",
"[19]\tvalid_0's poisson: -87.3356\tvalid_0's huber: 29.6527\n",
"[20]\tvalid_0's poisson: -87.3439\tvalid_0's huber: 29.6453\n",
"[21]\tvalid_0's poisson: -87.3523\tvalid_0's huber: 29.6379\n",
"[22]\tvalid_0's poisson: -87.3607\tvalid_0's huber: 29.6305\n",
"[23]\tvalid_0's poisson: -87.369\tvalid_0's huber: 29.6231\n",
"[24]\tvalid_0's poisson: -87.3774\tvalid_0's huber: 29.6157\n",
"[25]\tvalid_0's poisson: -87.3857\tvalid_0's huber: 29.6083\n",
"[26]\tvalid_0's poisson: -87.3941\tvalid_0's huber: 29.601\n",
"[27]\tvalid_0's poisson: -87.4024\tvalid_0's huber: 29.5936\n",
"[28]\tvalid_0's poisson: -87.4108\tvalid_0's huber: 29.5862\n",
"[29]\tvalid_0's poisson: -87.4191\tvalid_0's huber: 29.5788\n",
"[30]\tvalid_0's poisson: -87.4274\tvalid_0's huber: 29.5714\n",
"[31]\tvalid_0's poisson: -87.4358\tvalid_0's huber: 29.564\n",
"[32]\tvalid_0's poisson: -87.4441\tvalid_0's huber: 29.5567\n",
"[33]\tvalid_0's poisson: -87.4524\tvalid_0's huber: 29.5493\n",
"[34]\tvalid_0's poisson: -87.4607\tvalid_0's huber: 29.5419\n",
"[35]\tvalid_0's poisson: -87.4691\tvalid_0's huber: 29.5345\n",
"[36]\tvalid_0's poisson: -87.4774\tvalid_0's huber: 29.5272\n",
"[37]\tvalid_0's poisson: -87.4857\tvalid_0's huber: 29.5198\n",
"[38]\tvalid_0's poisson: -87.494\tvalid_0's huber: 29.5124\n",
"[39]\tvalid_0's poisson: -87.5023\tvalid_0's huber: 29.5051\n",
"[40]\tvalid_0's poisson: -87.5106\tvalid_0's huber: 29.4977\n",
"[41]\tvalid_0's poisson: -87.5189\tvalid_0's huber: 29.4903\n",
"[42]\tvalid_0's poisson: -87.5272\tvalid_0's huber: 29.483\n",
"[43]\tvalid_0's poisson: -87.5355\tvalid_0's huber: 29.4756\n",
"[44]\tvalid_0's poisson: -87.5438\tvalid_0's huber: 29.4683\n",
"[45]\tvalid_0's poisson: -87.5521\tvalid_0's huber: 29.4609\n",
"[46]\tvalid_0's poisson: -87.5603\tvalid_0's huber: 29.4536\n",
"[47]\tvalid_0's poisson: -87.5686\tvalid_0's huber: 29.4462\n",
"[48]\tvalid_0's poisson: -87.5769\tvalid_0's huber: 29.4389\n",
"[49]\tvalid_0's poisson: -87.5852\tvalid_0's huber: 29.4315\n",
"[50]\tvalid_0's poisson: -87.5934\tvalid_0's huber: 29.4242\n",
"[51]\tvalid_0's poisson: -87.6017\tvalid_0's huber: 29.4169\n",
"[52]\tvalid_0's poisson: -87.61\tvalid_0's huber: 29.4095\n",
"[53]\tvalid_0's poisson: -87.6182\tvalid_0's huber: 29.4022\n",
"[54]\tvalid_0's poisson: -87.6265\tvalid_0's huber: 29.3948\n",
"[55]\tvalid_0's poisson: -87.6347\tvalid_0's huber: 29.3875\n",
"[56]\tvalid_0's poisson: -87.643\tvalid_0's huber: 29.3802\n",
"[57]\tvalid_0's poisson: -87.6512\tvalid_0's huber: 29.3729\n",
"[58]\tvalid_0's poisson: -87.6595\tvalid_0's huber: 29.3655\n",
"[59]\tvalid_0's poisson: -87.6677\tvalid_0's huber: 29.3582\n",
"[60]\tvalid_0's poisson: -87.6759\tvalid_0's huber: 29.3509\n",
"[61]\tvalid_0's poisson: -87.6842\tvalid_0's huber: 29.3436\n",
"[62]\tvalid_0's poisson: -87.6924\tvalid_0's huber: 29.3362\n",
"[63]\tvalid_0's poisson: -87.7006\tvalid_0's huber: 29.3289\n",
"[64]\tvalid_0's poisson: -87.7088\tvalid_0's huber: 29.3216\n",
"[65]\tvalid_0's poisson: -87.717\tvalid_0's huber: 29.3143\n",
"[66]\tvalid_0's poisson: -87.7253\tvalid_0's huber: 29.307\n",
"[67]\tvalid_0's poisson: -87.7335\tvalid_0's huber: 29.2997\n",
"[68]\tvalid_0's poisson: -87.7417\tvalid_0's huber: 29.2924\n",
"[69]\tvalid_0's poisson: -87.7499\tvalid_0's huber: 29.2851\n",
"[70]\tvalid_0's poisson: -87.7581\tvalid_0's huber: 29.2778\n",
"[71]\tvalid_0's poisson: -87.7663\tvalid_0's huber: 29.2705\n",
"[72]\tvalid_0's poisson: -87.7745\tvalid_0's huber: 29.2632\n",
"[73]\tvalid_0's poisson: -87.7827\tvalid_0's huber: 29.2559\n",
"[74]\tvalid_0's poisson: -87.7908\tvalid_0's huber: 29.2486\n",
"[75]\tvalid_0's poisson: -87.799\tvalid_0's huber: 29.2413\n",
"[76]\tvalid_0's poisson: -87.8072\tvalid_0's huber: 29.234\n",
"[77]\tvalid_0's poisson: -87.8154\tvalid_0's huber: 29.2267\n",
"[78]\tvalid_0's poisson: -87.8236\tvalid_0's huber: 29.2194\n",
"[79]\tvalid_0's poisson: -87.8317\tvalid_0's huber: 29.2121\n",
"[80]\tvalid_0's poisson: -87.8399\tvalid_0's huber: 29.2048\n",
"[81]\tvalid_0's poisson: -87.8481\tvalid_0's huber: 29.1975\n",
"[82]\tvalid_0's poisson: -87.8562\tvalid_0's huber: 29.1903\n",
"[83]\tvalid_0's poisson: -87.8644\tvalid_0's huber: 29.183\n",
"[84]\tvalid_0's poisson: -87.8725\tvalid_0's huber: 29.1757\n",
"[85]\tvalid_0's poisson: -87.8807\tvalid_0's huber: 29.1684\n",
"[86]\tvalid_0's poisson: -87.8888\tvalid_0's huber: 29.1612\n",
"[87]\tvalid_0's poisson: -87.897\tvalid_0's huber: 29.1539\n",
"[88]\tvalid_0's poisson: -87.9051\tvalid_0's huber: 29.1466\n",
"[89]\tvalid_0's poisson: -87.9133\tvalid_0's huber: 29.1393\n",
"[90]\tvalid_0's poisson: -87.9214\tvalid_0's huber: 29.1321\n",
"[91]\tvalid_0's poisson: -87.9295\tvalid_0's huber: 29.1248\n",
"[92]\tvalid_0's poisson: -87.9376\tvalid_0's huber: 29.1176\n",
"[93]\tvalid_0's poisson: -87.9458\tvalid_0's huber: 29.1103\n",
"[94]\tvalid_0's poisson: -87.9539\tvalid_0's huber: 29.103\n",
"[95]\tvalid_0's poisson: -87.962\tvalid_0's huber: 29.0958\n",
"[96]\tvalid_0's poisson: -87.9701\tvalid_0's huber: 29.0885\n",
"[97]\tvalid_0's poisson: -87.9782\tvalid_0's huber: 29.0813\n",
"[98]\tvalid_0's poisson: -87.9863\tvalid_0's huber: 29.074\n",
"[99]\tvalid_0's poisson: -87.9944\tvalid_0's huber: 29.0668\n",
"[100]\tvalid_0's poisson: -88.0025\tvalid_0's huber: 29.0596\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.1721\tvalid_0's huber: 29.8778\n",
"[2]\tvalid_0's poisson: -87.1806\tvalid_0's huber: 29.8704\n",
"[3]\tvalid_0's poisson: -87.1892\tvalid_0's huber: 29.8629\n",
"[4]\tvalid_0's poisson: -87.1977\tvalid_0's huber: 29.8555\n",
"[5]\tvalid_0's poisson: -87.2062\tvalid_0's huber: 29.8481\n",
"[6]\tvalid_0's poisson: -87.2147\tvalid_0's huber: 29.8406\n",
"[7]\tvalid_0's poisson: -87.2231\tvalid_0's huber: 29.8332\n",
"[8]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.8258\n",
"[9]\tvalid_0's poisson: -87.2401\tvalid_0's huber: 29.8183\n",
"[10]\tvalid_0's poisson: -87.2486\tvalid_0's huber: 29.8109\n",
"[11]\tvalid_0's poisson: -87.2571\tvalid_0's huber: 29.8035\n",
"[12]\tvalid_0's poisson: -87.2656\tvalid_0's huber: 29.7961\n",
"[13]\tvalid_0's poisson: -87.274\tvalid_0's huber: 29.7886\n",
"[14]\tvalid_0's poisson: -87.2825\tvalid_0's huber: 29.7812\n",
"[15]\tvalid_0's poisson: -87.291\tvalid_0's huber: 29.7738\n",
"[16]\tvalid_0's poisson: -87.2994\tvalid_0's huber: 29.7664\n",
"[17]\tvalid_0's poisson: -87.3079\tvalid_0's huber: 29.759\n",
"[18]\tvalid_0's poisson: -87.3164\tvalid_0's huber: 29.7516\n",
"[19]\tvalid_0's poisson: -87.3248\tvalid_0's huber: 29.7441\n",
"[20]\tvalid_0's poisson: -87.3333\tvalid_0's huber: 29.7367\n",
"[21]\tvalid_0's poisson: -87.3417\tvalid_0's huber: 29.7293\n",
"[22]\tvalid_0's poisson: -87.3502\tvalid_0's huber: 29.7219\n",
"[23]\tvalid_0's poisson: -87.3586\tvalid_0's huber: 29.7145\n",
"[24]\tvalid_0's poisson: -87.367\tvalid_0's huber: 29.7071\n",
"[25]\tvalid_0's poisson: -87.3754\tvalid_0's huber: 29.6997\n",
"[26]\tvalid_0's poisson: -87.3837\tvalid_0's huber: 29.6923\n",
"[27]\tvalid_0's poisson: -87.3922\tvalid_0's huber: 29.6849\n",
"[28]\tvalid_0's poisson: -87.4005\tvalid_0's huber: 29.6775\n",
"[29]\tvalid_0's poisson: -87.4089\tvalid_0's huber: 29.6701\n",
"[30]\tvalid_0's poisson: -87.4172\tvalid_0's huber: 29.6627\n",
"[31]\tvalid_0's poisson: -87.4256\tvalid_0's huber: 29.6553\n",
"[32]\tvalid_0's poisson: -87.4341\tvalid_0's huber: 29.6479\n",
"[33]\tvalid_0's poisson: -87.4424\tvalid_0's huber: 29.6405\n",
"[34]\tvalid_0's poisson: -87.4508\tvalid_0's huber: 29.6331\n",
"[35]\tvalid_0's poisson: -87.4591\tvalid_0's huber: 29.6257\n",
"[36]\tvalid_0's poisson: -87.4675\tvalid_0's huber: 29.6183\n",
"[37]\tvalid_0's poisson: -87.4759\tvalid_0's huber: 29.6109\n",
"[38]\tvalid_0's poisson: -87.4842\tvalid_0's huber: 29.6036\n",
"[39]\tvalid_0's poisson: -87.4926\tvalid_0's huber: 29.5962\n",
"[40]\tvalid_0's poisson: -87.5009\tvalid_0's huber: 29.5888\n",
"[41]\tvalid_0's poisson: -87.5093\tvalid_0's huber: 29.5814\n",
"[42]\tvalid_0's poisson: -87.5175\tvalid_0's huber: 29.574\n",
"[43]\tvalid_0's poisson: -87.5259\tvalid_0's huber: 29.5667\n",
"[44]\tvalid_0's poisson: -87.5343\tvalid_0's huber: 29.5593\n",
"[45]\tvalid_0's poisson: -87.5426\tvalid_0's huber: 29.5519\n",
"[46]\tvalid_0's poisson: -87.5509\tvalid_0's huber: 29.5446\n",
"[47]\tvalid_0's poisson: -87.5592\tvalid_0's huber: 29.5372\n",
"[48]\tvalid_0's poisson: -87.5676\tvalid_0's huber: 29.5298\n",
"[49]\tvalid_0's poisson: -87.5758\tvalid_0's huber: 29.5224\n",
"[50]\tvalid_0's poisson: -87.5842\tvalid_0's huber: 29.5151\n",
"[51]\tvalid_0's poisson: -87.5926\tvalid_0's huber: 29.5077\n",
"[52]\tvalid_0's poisson: -87.6008\tvalid_0's huber: 29.5004\n",
"[53]\tvalid_0's poisson: -87.6092\tvalid_0's huber: 29.493\n",
"[54]\tvalid_0's poisson: -87.6174\tvalid_0's huber: 29.4857\n",
"[55]\tvalid_0's poisson: -87.6257\tvalid_0's huber: 29.4783\n",
"[56]\tvalid_0's poisson: -87.634\tvalid_0's huber: 29.4709\n",
"[57]\tvalid_0's poisson: -87.6423\tvalid_0's huber: 29.4636\n",
"[58]\tvalid_0's poisson: -87.6507\tvalid_0's huber: 29.4563\n",
"[59]\tvalid_0's poisson: -87.6589\tvalid_0's huber: 29.4489\n",
"[60]\tvalid_0's poisson: -87.6672\tvalid_0's huber: 29.4416\n",
"[61]\tvalid_0's poisson: -87.6754\tvalid_0's huber: 29.4342\n",
"[62]\tvalid_0's poisson: -87.6838\tvalid_0's huber: 29.4269\n",
"[63]\tvalid_0's poisson: -87.692\tvalid_0's huber: 29.4195\n",
"[64]\tvalid_0's poisson: -87.7003\tvalid_0's huber: 29.4122\n",
"[65]\tvalid_0's poisson: -87.7086\tvalid_0's huber: 29.4049\n",
"[66]\tvalid_0's poisson: -87.7168\tvalid_0's huber: 29.3975\n",
"[67]\tvalid_0's poisson: -87.7251\tvalid_0's huber: 29.3902\n",
"[68]\tvalid_0's poisson: -87.7333\tvalid_0's huber: 29.3829\n",
"[69]\tvalid_0's poisson: -87.7416\tvalid_0's huber: 29.3755\n",
"[70]\tvalid_0's poisson: -87.7499\tvalid_0's huber: 29.3682\n",
"[71]\tvalid_0's poisson: -87.7582\tvalid_0's huber: 29.3609\n",
"[72]\tvalid_0's poisson: -87.7664\tvalid_0's huber: 29.3536\n",
"[73]\tvalid_0's poisson: -87.7747\tvalid_0's huber: 29.3463\n",
"[74]\tvalid_0's poisson: -87.783\tvalid_0's huber: 29.3389\n",
"[75]\tvalid_0's poisson: -87.7911\tvalid_0's huber: 29.3316\n",
"[76]\tvalid_0's poisson: -87.7994\tvalid_0's huber: 29.3243\n",
"[77]\tvalid_0's poisson: -87.8077\tvalid_0's huber: 29.317\n",
"[78]\tvalid_0's poisson: -87.8159\tvalid_0's huber: 29.3097\n",
"[79]\tvalid_0's poisson: -87.8241\tvalid_0's huber: 29.3024\n",
"[80]\tvalid_0's poisson: -87.8324\tvalid_0's huber: 29.2951\n",
"[81]\tvalid_0's poisson: -87.8406\tvalid_0's huber: 29.2878\n",
"[82]\tvalid_0's poisson: -87.8488\tvalid_0's huber: 29.2804\n",
"[83]\tvalid_0's poisson: -87.8571\tvalid_0's huber: 29.2732\n",
"[84]\tvalid_0's poisson: -87.8652\tvalid_0's huber: 29.2658\n",
"[85]\tvalid_0's poisson: -87.8735\tvalid_0's huber: 29.2585\n",
"[86]\tvalid_0's poisson: -87.8817\tvalid_0's huber: 29.2513\n",
"[87]\tvalid_0's poisson: -87.8899\tvalid_0's huber: 29.244\n",
"[88]\tvalid_0's poisson: -87.8981\tvalid_0's huber: 29.2367\n",
"[89]\tvalid_0's poisson: -87.9064\tvalid_0's huber: 29.2294\n",
"[90]\tvalid_0's poisson: -87.9146\tvalid_0's huber: 29.2221\n",
"[91]\tvalid_0's poisson: -87.9228\tvalid_0's huber: 29.2148\n",
"[92]\tvalid_0's poisson: -87.931\tvalid_0's huber: 29.2075\n",
"[93]\tvalid_0's poisson: -87.9392\tvalid_0's huber: 29.2002\n",
"[94]\tvalid_0's poisson: -87.9474\tvalid_0's huber: 29.1929\n",
"[95]\tvalid_0's poisson: -87.9556\tvalid_0's huber: 29.1857\n",
"[96]\tvalid_0's poisson: -87.9638\tvalid_0's huber: 29.1784\n",
"[97]\tvalid_0's poisson: -87.972\tvalid_0's huber: 29.1711\n",
"[98]\tvalid_0's poisson: -87.9802\tvalid_0's huber: 29.1638\n",
"[99]\tvalid_0's poisson: -87.9884\tvalid_0's huber: 29.1565\n",
"[100]\tvalid_0's poisson: -87.9966\tvalid_0's huber: 29.1493\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.176\tvalid_0's huber: 29.8097\n",
"[2]\tvalid_0's poisson: -87.1784\tvalid_0's huber: 29.8076\n",
"[3]\tvalid_0's poisson: -87.1807\tvalid_0's huber: 29.8056\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -87.183\tvalid_0's huber: 29.8035\n",
"[5]\tvalid_0's poisson: -87.1854\tvalid_0's huber: 29.8015\n",
"[6]\tvalid_0's poisson: -87.1877\tvalid_0's huber: 29.7994\n",
"[7]\tvalid_0's poisson: -87.19\tvalid_0's huber: 29.7974\n",
"[8]\tvalid_0's poisson: -87.1923\tvalid_0's huber: 29.7954\n",
"[9]\tvalid_0's poisson: -87.1947\tvalid_0's huber: 29.7933\n",
"[10]\tvalid_0's poisson: -87.197\tvalid_0's huber: 29.7913\n",
"[11]\tvalid_0's poisson: -87.1993\tvalid_0's huber: 29.7892\n",
"[12]\tvalid_0's poisson: -87.2017\tvalid_0's huber: 29.7872\n",
"[13]\tvalid_0's poisson: -87.204\tvalid_0's huber: 29.7851\n",
"[14]\tvalid_0's poisson: -87.2063\tvalid_0's huber: 29.7831\n",
"[15]\tvalid_0's poisson: -87.2086\tvalid_0's huber: 29.781\n",
"[16]\tvalid_0's poisson: -87.211\tvalid_0's huber: 29.779\n",
"[17]\tvalid_0's poisson: -87.2133\tvalid_0's huber: 29.7769\n",
"[18]\tvalid_0's poisson: -87.2156\tvalid_0's huber: 29.7749\n",
"[19]\tvalid_0's poisson: -87.218\tvalid_0's huber: 29.7728\n",
"[20]\tvalid_0's poisson: -87.2203\tvalid_0's huber: 29.7708\n",
"[21]\tvalid_0's poisson: -87.2226\tvalid_0's huber: 29.7688\n",
"[22]\tvalid_0's poisson: -87.2249\tvalid_0's huber: 29.7667\n",
"[23]\tvalid_0's poisson: -87.2273\tvalid_0's huber: 29.7647\n",
"[24]\tvalid_0's poisson: -87.2296\tvalid_0's huber: 29.7626\n",
"[25]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7606\n",
"[26]\tvalid_0's poisson: -87.2342\tvalid_0's huber: 29.7585\n",
"[27]\tvalid_0's poisson: -87.2366\tvalid_0's huber: 29.7565\n",
"[28]\tvalid_0's poisson: -87.2389\tvalid_0's huber: 29.7544\n",
"[29]\tvalid_0's poisson: -87.2412\tvalid_0's huber: 29.7524\n",
"[30]\tvalid_0's poisson: -87.2435\tvalid_0's huber: 29.7503\n",
"[31]\tvalid_0's poisson: -87.2459\tvalid_0's huber: 29.7483\n",
"[32]\tvalid_0's poisson: -87.2482\tvalid_0's huber: 29.7462\n",
"[33]\tvalid_0's poisson: -87.2505\tvalid_0's huber: 29.7442\n",
"[34]\tvalid_0's poisson: -87.2528\tvalid_0's huber: 29.7422\n",
"[35]\tvalid_0's poisson: -87.2552\tvalid_0's huber: 29.7401\n",
"[36]\tvalid_0's poisson: -87.2575\tvalid_0's huber: 29.7381\n",
"[37]\tvalid_0's poisson: -87.2598\tvalid_0's huber: 29.736\n",
"[38]\tvalid_0's poisson: -87.2621\tvalid_0's huber: 29.734\n",
"[39]\tvalid_0's poisson: -87.2645\tvalid_0's huber: 29.7319\n",
"[40]\tvalid_0's poisson: -87.2668\tvalid_0's huber: 29.7299\n",
"[41]\tvalid_0's poisson: -87.2691\tvalid_0's huber: 29.7278\n",
"[42]\tvalid_0's poisson: -87.2714\tvalid_0's huber: 29.7258\n",
"[43]\tvalid_0's poisson: -87.2737\tvalid_0's huber: 29.7238\n",
"[44]\tvalid_0's poisson: -87.2761\tvalid_0's huber: 29.7217\n",
"[45]\tvalid_0's poisson: -87.2784\tvalid_0's huber: 29.7197\n",
"[46]\tvalid_0's poisson: -87.2807\tvalid_0's huber: 29.7176\n",
"[47]\tvalid_0's poisson: -87.283\tvalid_0's huber: 29.7156\n",
"[48]\tvalid_0's poisson: -87.2854\tvalid_0's huber: 29.7135\n",
"[49]\tvalid_0's poisson: -87.2877\tvalid_0's huber: 29.7115\n",
"[50]\tvalid_0's poisson: -87.29\tvalid_0's huber: 29.7095\n",
"[51]\tvalid_0's poisson: -87.2923\tvalid_0's huber: 29.7074\n",
"[52]\tvalid_0's poisson: -87.2946\tvalid_0's huber: 29.7054\n",
"[53]\tvalid_0's poisson: -87.297\tvalid_0's huber: 29.7033\n",
"[54]\tvalid_0's poisson: -87.2993\tvalid_0's huber: 29.7013\n",
"[55]\tvalid_0's poisson: -87.3016\tvalid_0's huber: 29.6992\n",
"[56]\tvalid_0's poisson: -87.3039\tvalid_0's huber: 29.6972\n",
"[57]\tvalid_0's poisson: -87.3062\tvalid_0's huber: 29.6952\n",
"[58]\tvalid_0's poisson: -87.3086\tvalid_0's huber: 29.6931\n",
"[59]\tvalid_0's poisson: -87.3109\tvalid_0's huber: 29.6911\n",
"[60]\tvalid_0's poisson: -87.3132\tvalid_0's huber: 29.689\n",
"[61]\tvalid_0's poisson: -87.3155\tvalid_0's huber: 29.687\n",
"[62]\tvalid_0's poisson: -87.3178\tvalid_0's huber: 29.6849\n",
"[63]\tvalid_0's poisson: -87.3202\tvalid_0's huber: 29.6829\n",
"[64]\tvalid_0's poisson: -87.3225\tvalid_0's huber: 29.6809\n",
"[65]\tvalid_0's poisson: -87.3248\tvalid_0's huber: 29.6788\n",
"[66]\tvalid_0's poisson: -87.3271\tvalid_0's huber: 29.6768\n",
"[67]\tvalid_0's poisson: -87.3294\tvalid_0's huber: 29.6747\n",
"[68]\tvalid_0's poisson: -87.3317\tvalid_0's huber: 29.6727\n",
"[69]\tvalid_0's poisson: -87.3341\tvalid_0's huber: 29.6707\n",
"[70]\tvalid_0's poisson: -87.3364\tvalid_0's huber: 29.6686\n",
"[71]\tvalid_0's poisson: -87.3387\tvalid_0's huber: 29.6666\n",
"[72]\tvalid_0's poisson: -87.341\tvalid_0's huber: 29.6645\n",
"[73]\tvalid_0's poisson: -87.3433\tvalid_0's huber: 29.6625\n",
"[74]\tvalid_0's poisson: -87.3456\tvalid_0's huber: 29.6604\n",
"[75]\tvalid_0's poisson: -87.348\tvalid_0's huber: 29.6584\n",
"[76]\tvalid_0's poisson: -87.3503\tvalid_0's huber: 29.6564\n",
"[77]\tvalid_0's poisson: -87.3526\tvalid_0's huber: 29.6543\n",
"[78]\tvalid_0's poisson: -87.3549\tvalid_0's huber: 29.6523\n",
"[79]\tvalid_0's poisson: -87.3572\tvalid_0's huber: 29.6502\n",
"[80]\tvalid_0's poisson: -87.3595\tvalid_0's huber: 29.6482\n",
"[81]\tvalid_0's poisson: -87.3618\tvalid_0's huber: 29.6462\n",
"[82]\tvalid_0's poisson: -87.3642\tvalid_0's huber: 29.6441\n",
"[83]\tvalid_0's poisson: -87.3665\tvalid_0's huber: 29.6421\n",
"[84]\tvalid_0's poisson: -87.3688\tvalid_0's huber: 29.64\n",
"[85]\tvalid_0's poisson: -87.3711\tvalid_0's huber: 29.638\n",
"[86]\tvalid_0's poisson: -87.3734\tvalid_0's huber: 29.636\n",
"[87]\tvalid_0's poisson: -87.3757\tvalid_0's huber: 29.6339\n",
"[88]\tvalid_0's poisson: -87.378\tvalid_0's huber: 29.6319\n",
"[89]\tvalid_0's poisson: -87.3804\tvalid_0's huber: 29.6299\n",
"[90]\tvalid_0's poisson: -87.3827\tvalid_0's huber: 29.6278\n",
"[91]\tvalid_0's poisson: -87.385\tvalid_0's huber: 29.6258\n",
"[92]\tvalid_0's poisson: -87.3873\tvalid_0's huber: 29.6238\n",
"[93]\tvalid_0's poisson: -87.3896\tvalid_0's huber: 29.6217\n",
"[94]\tvalid_0's poisson: -87.392\tvalid_0's huber: 29.6197\n",
"[95]\tvalid_0's poisson: -87.3943\tvalid_0's huber: 29.6177\n",
"[96]\tvalid_0's poisson: -87.3966\tvalid_0's huber: 29.6157\n",
"[97]\tvalid_0's poisson: -87.3989\tvalid_0's huber: 29.6136\n",
"[98]\tvalid_0's poisson: -87.4012\tvalid_0's huber: 29.6116\n",
"[99]\tvalid_0's poisson: -87.4035\tvalid_0's huber: 29.6096\n",
"[100]\tvalid_0's poisson: -87.4059\tvalid_0's huber: 29.6075\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1764\tvalid_0's huber: 29.8077\n",
"[2]\tvalid_0's poisson: -87.1788\tvalid_0's huber: 29.8057\n",
"[3]\tvalid_0's poisson: -87.1812\tvalid_0's huber: 29.8037\n",
"[4]\tvalid_0's poisson: -87.1836\tvalid_0's huber: 29.8017\n",
"[5]\tvalid_0's poisson: -87.186\tvalid_0's huber: 29.7997\n",
"[6]\tvalid_0's poisson: -87.1885\tvalid_0's huber: 29.7977\n",
"[7]\tvalid_0's poisson: -87.1909\tvalid_0's huber: 29.7957\n",
"[8]\tvalid_0's poisson: -87.1933\tvalid_0's huber: 29.7937\n",
"[9]\tvalid_0's poisson: -87.1957\tvalid_0's huber: 29.7917\n",
"[10]\tvalid_0's poisson: -87.1981\tvalid_0's huber: 29.7897\n",
"[11]\tvalid_0's poisson: -87.2005\tvalid_0's huber: 29.7877\n",
"[12]\tvalid_0's poisson: -87.2029\tvalid_0's huber: 29.7857\n",
"[13]\tvalid_0's poisson: -87.2054\tvalid_0's huber: 29.7836\n",
"[14]\tvalid_0's poisson: -87.2078\tvalid_0's huber: 29.7816\n",
"[15]\tvalid_0's poisson: -87.2102\tvalid_0's huber: 29.7796\n",
"[16]\tvalid_0's poisson: -87.2126\tvalid_0's huber: 29.7776\n",
"[17]\tvalid_0's poisson: -87.215\tvalid_0's huber: 29.7756\n",
"[18]\tvalid_0's poisson: -87.2174\tvalid_0's huber: 29.7736\n",
"[19]\tvalid_0's poisson: -87.2198\tvalid_0's huber: 29.7716\n",
"[20]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.7696\n",
"[21]\tvalid_0's poisson: -87.2247\tvalid_0's huber: 29.7676\n",
"[22]\tvalid_0's poisson: -87.2271\tvalid_0's huber: 29.7656\n",
"[23]\tvalid_0's poisson: -87.2295\tvalid_0's huber: 29.7636\n",
"[24]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7616\n",
"[25]\tvalid_0's poisson: -87.2343\tvalid_0's huber: 29.7596\n",
"[26]\tvalid_0's poisson: -87.2367\tvalid_0's huber: 29.7576\n",
"[27]\tvalid_0's poisson: -87.2391\tvalid_0's huber: 29.7556\n",
"[28]\tvalid_0's poisson: -87.2415\tvalid_0's huber: 29.7536\n",
"[29]\tvalid_0's poisson: -87.2439\tvalid_0's huber: 29.7516\n",
"[30]\tvalid_0's poisson: -87.2463\tvalid_0's huber: 29.7496\n",
"[31]\tvalid_0's poisson: -87.2488\tvalid_0's huber: 29.7476\n",
"[32]\tvalid_0's poisson: -87.2512\tvalid_0's huber: 29.7456\n",
"[33]\tvalid_0's poisson: -87.2536\tvalid_0's huber: 29.7436\n",
"[34]\tvalid_0's poisson: -87.256\tvalid_0's huber: 29.7416\n",
"[35]\tvalid_0's poisson: -87.2584\tvalid_0's huber: 29.7396\n",
"[36]\tvalid_0's poisson: -87.2608\tvalid_0's huber: 29.7376\n",
"[37]\tvalid_0's poisson: -87.2632\tvalid_0's huber: 29.7356\n",
"[38]\tvalid_0's poisson: -87.2656\tvalid_0's huber: 29.7336\n",
"[39]\tvalid_0's poisson: -87.268\tvalid_0's huber: 29.7316\n",
"[40]\tvalid_0's poisson: -87.2704\tvalid_0's huber: 29.7296\n",
"[41]\tvalid_0's poisson: -87.2728\tvalid_0's huber: 29.7276\n",
"[42]\tvalid_0's poisson: -87.2752\tvalid_0's huber: 29.7256\n",
"[43]\tvalid_0's poisson: -87.2776\tvalid_0's huber: 29.7236\n",
"[44]\tvalid_0's poisson: -87.2801\tvalid_0's huber: 29.7216\n",
"[45]\tvalid_0's poisson: -87.2825\tvalid_0's huber: 29.7196\n",
"[46]\tvalid_0's poisson: -87.2849\tvalid_0's huber: 29.7176\n",
"[47]\tvalid_0's poisson: -87.2873\tvalid_0's huber: 29.7156\n",
"[48]\tvalid_0's poisson: -87.2897\tvalid_0's huber: 29.7136\n",
"[49]\tvalid_0's poisson: -87.2921\tvalid_0's huber: 29.7116\n",
"[50]\tvalid_0's poisson: -87.2945\tvalid_0's huber: 29.7096\n",
"[51]\tvalid_0's poisson: -87.2969\tvalid_0's huber: 29.7076\n",
"[52]\tvalid_0's poisson: -87.2993\tvalid_0's huber: 29.7056\n",
"[53]\tvalid_0's poisson: -87.3017\tvalid_0's huber: 29.7036\n",
"[54]\tvalid_0's poisson: -87.3041\tvalid_0's huber: 29.7016\n",
"[55]\tvalid_0's poisson: -87.3065\tvalid_0's huber: 29.6996\n",
"[56]\tvalid_0's poisson: -87.3089\tvalid_0's huber: 29.6976\n",
"[57]\tvalid_0's poisson: -87.3113\tvalid_0's huber: 29.6956\n",
"[58]\tvalid_0's poisson: -87.3137\tvalid_0's huber: 29.6936\n",
"[59]\tvalid_0's poisson: -87.3161\tvalid_0's huber: 29.6916\n",
"[60]\tvalid_0's poisson: -87.3185\tvalid_0's huber: 29.6896\n",
"[61]\tvalid_0's poisson: -87.3209\tvalid_0's huber: 29.6876\n",
"[62]\tvalid_0's poisson: -87.3233\tvalid_0's huber: 29.6856\n",
"[63]\tvalid_0's poisson: -87.3257\tvalid_0's huber: 29.6836\n",
"[64]\tvalid_0's poisson: -87.3281\tvalid_0's huber: 29.6816\n",
"[65]\tvalid_0's poisson: -87.3305\tvalid_0's huber: 29.6796\n",
"[66]\tvalid_0's poisson: -87.3329\tvalid_0's huber: 29.6777\n",
"[67]\tvalid_0's poisson: -87.3353\tvalid_0's huber: 29.6757\n",
"[68]\tvalid_0's poisson: -87.3377\tvalid_0's huber: 29.6737\n",
"[69]\tvalid_0's poisson: -87.3401\tvalid_0's huber: 29.6717\n",
"[70]\tvalid_0's poisson: -87.3425\tvalid_0's huber: 29.6697\n",
"[71]\tvalid_0's poisson: -87.3449\tvalid_0's huber: 29.6677\n",
"[72]\tvalid_0's poisson: -87.3473\tvalid_0's huber: 29.6657\n",
"[73]\tvalid_0's poisson: -87.3497\tvalid_0's huber: 29.6637\n",
"[74]\tvalid_0's poisson: -87.3521\tvalid_0's huber: 29.6617\n",
"[75]\tvalid_0's poisson: -87.3545\tvalid_0's huber: 29.6597\n",
"[76]\tvalid_0's poisson: -87.3569\tvalid_0's huber: 29.6577\n",
"[77]\tvalid_0's poisson: -87.3593\tvalid_0's huber: 29.6557\n",
"[78]\tvalid_0's poisson: -87.3617\tvalid_0's huber: 29.6537\n",
"[79]\tvalid_0's poisson: -87.3641\tvalid_0's huber: 29.6517\n",
"[80]\tvalid_0's poisson: -87.3665\tvalid_0's huber: 29.6497\n",
"[81]\tvalid_0's poisson: -87.3689\tvalid_0's huber: 29.6477\n",
"[82]\tvalid_0's poisson: -87.3713\tvalid_0's huber: 29.6457\n",
"[83]\tvalid_0's poisson: -87.3737\tvalid_0's huber: 29.6437\n",
"[84]\tvalid_0's poisson: -87.3761\tvalid_0's huber: 29.6417\n",
"[85]\tvalid_0's poisson: -87.3785\tvalid_0's huber: 29.6397\n",
"[86]\tvalid_0's poisson: -87.3809\tvalid_0's huber: 29.6377\n",
"[87]\tvalid_0's poisson: -87.3833\tvalid_0's huber: 29.6357\n",
"[88]\tvalid_0's poisson: -87.3857\tvalid_0's huber: 29.6337\n",
"[89]\tvalid_0's poisson: -87.3881\tvalid_0's huber: 29.6317\n",
"[90]\tvalid_0's poisson: -87.3905\tvalid_0's huber: 29.6297\n",
"[91]\tvalid_0's poisson: -87.3929\tvalid_0's huber: 29.6277\n",
"[92]\tvalid_0's poisson: -87.3953\tvalid_0's huber: 29.6258\n",
"[93]\tvalid_0's poisson: -87.3977\tvalid_0's huber: 29.6238\n",
"[94]\tvalid_0's poisson: -87.4001\tvalid_0's huber: 29.6218\n",
"[95]\tvalid_0's poisson: -87.4025\tvalid_0's huber: 29.6198\n",
"[96]\tvalid_0's poisson: -87.4049\tvalid_0's huber: 29.6178\n",
"[97]\tvalid_0's poisson: -87.4073\tvalid_0's huber: 29.6158\n",
"[98]\tvalid_0's poisson: -87.4097\tvalid_0's huber: 29.6138\n",
"[99]\tvalid_0's poisson: -87.4121\tvalid_0's huber: 29.6118\n",
"[100]\tvalid_0's poisson: -87.4145\tvalid_0's huber: 29.6098\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1719\tvalid_0's huber: 29.8408\n",
"[2]\tvalid_0's poisson: -87.1743\tvalid_0's huber: 29.8387\n",
"[3]\tvalid_0's poisson: -87.1766\tvalid_0's huber: 29.8367\n",
"[4]\tvalid_0's poisson: -87.179\tvalid_0's huber: 29.8346\n",
"[5]\tvalid_0's poisson: -87.1813\tvalid_0's huber: 29.8325\n",
"[6]\tvalid_0's poisson: -87.1836\tvalid_0's huber: 29.8305\n",
"[7]\tvalid_0's poisson: -87.186\tvalid_0's huber: 29.8284\n",
"[8]\tvalid_0's poisson: -87.1883\tvalid_0's huber: 29.8264\n",
"[9]\tvalid_0's poisson: -87.1907\tvalid_0's huber: 29.8243\n",
"[10]\tvalid_0's poisson: -87.193\tvalid_0's huber: 29.8222\n",
"[11]\tvalid_0's poisson: -87.1953\tvalid_0's huber: 29.8202\n",
"[12]\tvalid_0's poisson: -87.1977\tvalid_0's huber: 29.8181\n",
"[13]\tvalid_0's poisson: -87.2\tvalid_0's huber: 29.8161\n",
"[14]\tvalid_0's poisson: -87.2024\tvalid_0's huber: 29.814\n",
"[15]\tvalid_0's poisson: -87.2047\tvalid_0's huber: 29.8119\n",
"[16]\tvalid_0's poisson: -87.207\tvalid_0's huber: 29.8099\n",
"[17]\tvalid_0's poisson: -87.2094\tvalid_0's huber: 29.8078\n",
"[18]\tvalid_0's poisson: -87.2117\tvalid_0's huber: 29.8058\n",
"[19]\tvalid_0's poisson: -87.2141\tvalid_0's huber: 29.8037\n",
"[20]\tvalid_0's poisson: -87.2164\tvalid_0's huber: 29.8016\n",
"[21]\tvalid_0's poisson: -87.2187\tvalid_0's huber: 29.7996\n",
"[22]\tvalid_0's poisson: -87.2211\tvalid_0's huber: 29.7975\n",
"[23]\tvalid_0's poisson: -87.2234\tvalid_0's huber: 29.7954\n",
"[24]\tvalid_0's poisson: -87.2258\tvalid_0's huber: 29.7934\n",
"[25]\tvalid_0's poisson: -87.2281\tvalid_0's huber: 29.7913\n",
"[26]\tvalid_0's poisson: -87.2304\tvalid_0's huber: 29.7893\n",
"[27]\tvalid_0's poisson: -87.2328\tvalid_0's huber: 29.7872\n",
"[28]\tvalid_0's poisson: -87.2351\tvalid_0's huber: 29.7851\n",
"[29]\tvalid_0's poisson: -87.2374\tvalid_0's huber: 29.7831\n",
"[30]\tvalid_0's poisson: -87.2398\tvalid_0's huber: 29.781\n",
"[31]\tvalid_0's poisson: -87.2421\tvalid_0's huber: 29.779\n",
"[32]\tvalid_0's poisson: -87.2445\tvalid_0's huber: 29.7769\n",
"[33]\tvalid_0's poisson: -87.2468\tvalid_0's huber: 29.7749\n",
"[34]\tvalid_0's poisson: -87.2491\tvalid_0's huber: 29.7728\n",
"[35]\tvalid_0's poisson: -87.2515\tvalid_0's huber: 29.7707\n",
"[36]\tvalid_0's poisson: -87.2538\tvalid_0's huber: 29.7687\n",
"[37]\tvalid_0's poisson: -87.2561\tvalid_0's huber: 29.7666\n",
"[38]\tvalid_0's poisson: -87.2585\tvalid_0's huber: 29.7646\n",
"[39]\tvalid_0's poisson: -87.2608\tvalid_0's huber: 29.7625\n",
"[40]\tvalid_0's poisson: -87.2631\tvalid_0's huber: 29.7604\n",
"[41]\tvalid_0's poisson: -87.2655\tvalid_0's huber: 29.7584\n",
"[42]\tvalid_0's poisson: -87.2678\tvalid_0's huber: 29.7563\n",
"[43]\tvalid_0's poisson: -87.2701\tvalid_0's huber: 29.7543\n",
"[44]\tvalid_0's poisson: -87.2725\tvalid_0's huber: 29.7522\n",
"[45]\tvalid_0's poisson: -87.2748\tvalid_0's huber: 29.7501\n",
"[46]\tvalid_0's poisson: -87.2771\tvalid_0's huber: 29.7481\n",
"[47]\tvalid_0's poisson: -87.2795\tvalid_0's huber: 29.746\n",
"[48]\tvalid_0's poisson: -87.2818\tvalid_0's huber: 29.744\n",
"[49]\tvalid_0's poisson: -87.2841\tvalid_0's huber: 29.7419\n",
"[50]\tvalid_0's poisson: -87.2865\tvalid_0's huber: 29.7399\n",
"[51]\tvalid_0's poisson: -87.2888\tvalid_0's huber: 29.7378\n",
"[52]\tvalid_0's poisson: -87.2911\tvalid_0's huber: 29.7357\n",
"[53]\tvalid_0's poisson: -87.2935\tvalid_0's huber: 29.7337\n",
"[54]\tvalid_0's poisson: -87.2958\tvalid_0's huber: 29.7316\n",
"[55]\tvalid_0's poisson: -87.2981\tvalid_0's huber: 29.7296\n",
"[56]\tvalid_0's poisson: -87.3005\tvalid_0's huber: 29.7275\n",
"[57]\tvalid_0's poisson: -87.3028\tvalid_0's huber: 29.7255\n",
"[58]\tvalid_0's poisson: -87.3051\tvalid_0's huber: 29.7234\n",
"[59]\tvalid_0's poisson: -87.3075\tvalid_0's huber: 29.7213\n",
"[60]\tvalid_0's poisson: -87.3098\tvalid_0's huber: 29.7193\n",
"[61]\tvalid_0's poisson: -87.3121\tvalid_0's huber: 29.7172\n",
"[62]\tvalid_0's poisson: -87.3145\tvalid_0's huber: 29.7152\n",
"[63]\tvalid_0's poisson: -87.3168\tvalid_0's huber: 29.7131\n",
"[64]\tvalid_0's poisson: -87.3191\tvalid_0's huber: 29.7111\n",
"[65]\tvalid_0's poisson: -87.3214\tvalid_0's huber: 29.709\n",
"[66]\tvalid_0's poisson: -87.3238\tvalid_0's huber: 29.7069\n",
"[67]\tvalid_0's poisson: -87.3261\tvalid_0's huber: 29.7049\n",
"[68]\tvalid_0's poisson: -87.3284\tvalid_0's huber: 29.7028\n",
"[69]\tvalid_0's poisson: -87.3308\tvalid_0's huber: 29.7008\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[70]\tvalid_0's poisson: -87.3331\tvalid_0's huber: 29.6987\n",
"[71]\tvalid_0's poisson: -87.3354\tvalid_0's huber: 29.6967\n",
"[72]\tvalid_0's poisson: -87.3377\tvalid_0's huber: 29.6946\n",
"[73]\tvalid_0's poisson: -87.3401\tvalid_0's huber: 29.6926\n",
"[74]\tvalid_0's poisson: -87.3424\tvalid_0's huber: 29.6905\n",
"[75]\tvalid_0's poisson: -87.3447\tvalid_0's huber: 29.6885\n",
"[76]\tvalid_0's poisson: -87.347\tvalid_0's huber: 29.6864\n",
"[77]\tvalid_0's poisson: -87.3494\tvalid_0's huber: 29.6843\n",
"[78]\tvalid_0's poisson: -87.3517\tvalid_0's huber: 29.6823\n",
"[79]\tvalid_0's poisson: -87.354\tvalid_0's huber: 29.6802\n",
"[80]\tvalid_0's poisson: -87.3564\tvalid_0's huber: 29.6782\n",
"[81]\tvalid_0's poisson: -87.3587\tvalid_0's huber: 29.6761\n",
"[82]\tvalid_0's poisson: -87.361\tvalid_0's huber: 29.6741\n",
"[83]\tvalid_0's poisson: -87.3633\tvalid_0's huber: 29.672\n",
"[84]\tvalid_0's poisson: -87.3657\tvalid_0's huber: 29.67\n",
"[85]\tvalid_0's poisson: -87.368\tvalid_0's huber: 29.6679\n",
"[86]\tvalid_0's poisson: -87.3703\tvalid_0's huber: 29.6659\n",
"[87]\tvalid_0's poisson: -87.3726\tvalid_0's huber: 29.6638\n",
"[88]\tvalid_0's poisson: -87.3749\tvalid_0's huber: 29.6618\n",
"[89]\tvalid_0's poisson: -87.3773\tvalid_0's huber: 29.6597\n",
"[90]\tvalid_0's poisson: -87.3796\tvalid_0's huber: 29.6577\n",
"[91]\tvalid_0's poisson: -87.3819\tvalid_0's huber: 29.6556\n",
"[92]\tvalid_0's poisson: -87.3842\tvalid_0's huber: 29.6535\n",
"[93]\tvalid_0's poisson: -87.3866\tvalid_0's huber: 29.6515\n",
"[94]\tvalid_0's poisson: -87.3889\tvalid_0's huber: 29.6494\n",
"[95]\tvalid_0's poisson: -87.3912\tvalid_0's huber: 29.6474\n",
"[96]\tvalid_0's poisson: -87.3935\tvalid_0's huber: 29.6453\n",
"[97]\tvalid_0's poisson: -87.3959\tvalid_0's huber: 29.6433\n",
"[98]\tvalid_0's poisson: -87.3982\tvalid_0's huber: 29.6412\n",
"[99]\tvalid_0's poisson: -87.4005\tvalid_0's huber: 29.6392\n",
"[100]\tvalid_0's poisson: -87.4028\tvalid_0's huber: 29.6371\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1784\tvalid_0's huber: 29.7915\n",
"[2]\tvalid_0's poisson: -87.1807\tvalid_0's huber: 29.7895\n",
"[3]\tvalid_0's poisson: -87.1831\tvalid_0's huber: 29.7874\n",
"[4]\tvalid_0's poisson: -87.1854\tvalid_0's huber: 29.7854\n",
"[5]\tvalid_0's poisson: -87.1877\tvalid_0's huber: 29.7833\n",
"[6]\tvalid_0's poisson: -87.1901\tvalid_0's huber: 29.7813\n",
"[7]\tvalid_0's poisson: -87.1924\tvalid_0's huber: 29.7792\n",
"[8]\tvalid_0's poisson: -87.1948\tvalid_0's huber: 29.7772\n",
"[9]\tvalid_0's poisson: -87.1971\tvalid_0's huber: 29.7751\n",
"[10]\tvalid_0's poisson: -87.1995\tvalid_0's huber: 29.773\n",
"[11]\tvalid_0's poisson: -87.2018\tvalid_0's huber: 29.771\n",
"[12]\tvalid_0's poisson: -87.2042\tvalid_0's huber: 29.7689\n",
"[13]\tvalid_0's poisson: -87.2065\tvalid_0's huber: 29.7669\n",
"[14]\tvalid_0's poisson: -87.2088\tvalid_0's huber: 29.7648\n",
"[15]\tvalid_0's poisson: -87.2112\tvalid_0's huber: 29.7628\n",
"[16]\tvalid_0's poisson: -87.2135\tvalid_0's huber: 29.7607\n",
"[17]\tvalid_0's poisson: -87.2159\tvalid_0's huber: 29.7587\n",
"[18]\tvalid_0's poisson: -87.2182\tvalid_0's huber: 29.7566\n",
"[19]\tvalid_0's poisson: -87.2206\tvalid_0's huber: 29.7546\n",
"[20]\tvalid_0's poisson: -87.2229\tvalid_0's huber: 29.7525\n",
"[21]\tvalid_0's poisson: -87.2252\tvalid_0's huber: 29.7504\n",
"[22]\tvalid_0's poisson: -87.2276\tvalid_0's huber: 29.7484\n",
"[23]\tvalid_0's poisson: -87.2299\tvalid_0's huber: 29.7463\n",
"[24]\tvalid_0's poisson: -87.2323\tvalid_0's huber: 29.7443\n",
"[25]\tvalid_0's poisson: -87.2346\tvalid_0's huber: 29.7422\n",
"[26]\tvalid_0's poisson: -87.237\tvalid_0's huber: 29.7402\n",
"[27]\tvalid_0's poisson: -87.2393\tvalid_0's huber: 29.7381\n",
"[28]\tvalid_0's poisson: -87.2416\tvalid_0's huber: 29.7361\n",
"[29]\tvalid_0's poisson: -87.244\tvalid_0's huber: 29.734\n",
"[30]\tvalid_0's poisson: -87.2463\tvalid_0's huber: 29.732\n",
"[31]\tvalid_0's poisson: -87.2487\tvalid_0's huber: 29.7299\n",
"[32]\tvalid_0's poisson: -87.251\tvalid_0's huber: 29.7279\n",
"[33]\tvalid_0's poisson: -87.2533\tvalid_0's huber: 29.7258\n",
"[34]\tvalid_0's poisson: -87.2557\tvalid_0's huber: 29.7238\n",
"[35]\tvalid_0's poisson: -87.258\tvalid_0's huber: 29.7217\n",
"[36]\tvalid_0's poisson: -87.2604\tvalid_0's huber: 29.7196\n",
"[37]\tvalid_0's poisson: -87.2627\tvalid_0's huber: 29.7176\n",
"[38]\tvalid_0's poisson: -87.265\tvalid_0's huber: 29.7155\n",
"[39]\tvalid_0's poisson: -87.2674\tvalid_0's huber: 29.7135\n",
"[40]\tvalid_0's poisson: -87.2697\tvalid_0's huber: 29.7114\n",
"[41]\tvalid_0's poisson: -87.272\tvalid_0's huber: 29.7094\n",
"[42]\tvalid_0's poisson: -87.2744\tvalid_0's huber: 29.7073\n",
"[43]\tvalid_0's poisson: -87.2767\tvalid_0's huber: 29.7053\n",
"[44]\tvalid_0's poisson: -87.2791\tvalid_0's huber: 29.7032\n",
"[45]\tvalid_0's poisson: -87.2814\tvalid_0's huber: 29.7012\n",
"[46]\tvalid_0's poisson: -87.2837\tvalid_0's huber: 29.6991\n",
"[47]\tvalid_0's poisson: -87.2861\tvalid_0's huber: 29.6971\n",
"[48]\tvalid_0's poisson: -87.2884\tvalid_0's huber: 29.695\n",
"[49]\tvalid_0's poisson: -87.2907\tvalid_0's huber: 29.693\n",
"[50]\tvalid_0's poisson: -87.2931\tvalid_0's huber: 29.6909\n",
"[51]\tvalid_0's poisson: -87.2954\tvalid_0's huber: 29.6889\n",
"[52]\tvalid_0's poisson: -87.2978\tvalid_0's huber: 29.6868\n",
"[53]\tvalid_0's poisson: -87.3001\tvalid_0's huber: 29.6848\n",
"[54]\tvalid_0's poisson: -87.3024\tvalid_0's huber: 29.6827\n",
"[55]\tvalid_0's poisson: -87.3048\tvalid_0's huber: 29.6807\n",
"[56]\tvalid_0's poisson: -87.3071\tvalid_0's huber: 29.6786\n",
"[57]\tvalid_0's poisson: -87.3094\tvalid_0's huber: 29.6766\n",
"[58]\tvalid_0's poisson: -87.3118\tvalid_0's huber: 29.6745\n",
"[59]\tvalid_0's poisson: -87.3141\tvalid_0's huber: 29.6725\n",
"[60]\tvalid_0's poisson: -87.3164\tvalid_0's huber: 29.6704\n",
"[61]\tvalid_0's poisson: -87.3188\tvalid_0's huber: 29.6684\n",
"[62]\tvalid_0's poisson: -87.3211\tvalid_0's huber: 29.6663\n",
"[63]\tvalid_0's poisson: -87.3234\tvalid_0's huber: 29.6643\n",
"[64]\tvalid_0's poisson: -87.3258\tvalid_0's huber: 29.6622\n",
"[65]\tvalid_0's poisson: -87.3281\tvalid_0's huber: 29.6602\n",
"[66]\tvalid_0's poisson: -87.3304\tvalid_0's huber: 29.6581\n",
"[67]\tvalid_0's poisson: -87.3328\tvalid_0's huber: 29.6561\n",
"[68]\tvalid_0's poisson: -87.3351\tvalid_0's huber: 29.654\n",
"[69]\tvalid_0's poisson: -87.3374\tvalid_0's huber: 29.652\n",
"[70]\tvalid_0's poisson: -87.3398\tvalid_0's huber: 29.6499\n",
"[71]\tvalid_0's poisson: -87.3421\tvalid_0's huber: 29.6479\n",
"[72]\tvalid_0's poisson: -87.3444\tvalid_0's huber: 29.6458\n",
"[73]\tvalid_0's poisson: -87.3468\tvalid_0's huber: 29.6438\n",
"[74]\tvalid_0's poisson: -87.3491\tvalid_0's huber: 29.6417\n",
"[75]\tvalid_0's poisson: -87.3514\tvalid_0's huber: 29.6397\n",
"[76]\tvalid_0's poisson: -87.3538\tvalid_0's huber: 29.6376\n",
"[77]\tvalid_0's poisson: -87.3561\tvalid_0's huber: 29.6356\n",
"[78]\tvalid_0's poisson: -87.3584\tvalid_0's huber: 29.6335\n",
"[79]\tvalid_0's poisson: -87.3607\tvalid_0's huber: 29.6315\n",
"[80]\tvalid_0's poisson: -87.3631\tvalid_0's huber: 29.6294\n",
"[81]\tvalid_0's poisson: -87.3654\tvalid_0's huber: 29.6274\n",
"[82]\tvalid_0's poisson: -87.3677\tvalid_0's huber: 29.6253\n",
"[83]\tvalid_0's poisson: -87.3701\tvalid_0's huber: 29.6233\n",
"[84]\tvalid_0's poisson: -87.3724\tvalid_0's huber: 29.6213\n",
"[85]\tvalid_0's poisson: -87.3747\tvalid_0's huber: 29.6192\n",
"[86]\tvalid_0's poisson: -87.377\tvalid_0's huber: 29.6172\n",
"[87]\tvalid_0's poisson: -87.3794\tvalid_0's huber: 29.6151\n",
"[88]\tvalid_0's poisson: -87.3817\tvalid_0's huber: 29.6131\n",
"[89]\tvalid_0's poisson: -87.384\tvalid_0's huber: 29.611\n",
"[90]\tvalid_0's poisson: -87.3864\tvalid_0's huber: 29.609\n",
"[91]\tvalid_0's poisson: -87.3887\tvalid_0's huber: 29.6069\n",
"[92]\tvalid_0's poisson: -87.391\tvalid_0's huber: 29.6049\n",
"[93]\tvalid_0's poisson: -87.3933\tvalid_0's huber: 29.6028\n",
"[94]\tvalid_0's poisson: -87.3957\tvalid_0's huber: 29.6008\n",
"[95]\tvalid_0's poisson: -87.398\tvalid_0's huber: 29.5987\n",
"[96]\tvalid_0's poisson: -87.4003\tvalid_0's huber: 29.5967\n",
"[97]\tvalid_0's poisson: -87.4026\tvalid_0's huber: 29.5947\n",
"[98]\tvalid_0's poisson: -87.405\tvalid_0's huber: 29.5926\n",
"[99]\tvalid_0's poisson: -87.4073\tvalid_0's huber: 29.5906\n",
"[100]\tvalid_0's poisson: -87.4096\tvalid_0's huber: 29.5885\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.166\tvalid_0's huber: 29.8832\n",
"[2]\tvalid_0's poisson: -87.1683\tvalid_0's huber: 29.8812\n",
"[3]\tvalid_0's poisson: -87.1706\tvalid_0's huber: 29.8792\n",
"[4]\tvalid_0's poisson: -87.173\tvalid_0's huber: 29.8772\n",
"[5]\tvalid_0's poisson: -87.1753\tvalid_0's huber: 29.8751\n",
"[6]\tvalid_0's poisson: -87.1776\tvalid_0's huber: 29.8731\n",
"[7]\tvalid_0's poisson: -87.1799\tvalid_0's huber: 29.8711\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[8]\tvalid_0's poisson: -87.1823\tvalid_0's huber: 29.8691\n",
"[9]\tvalid_0's poisson: -87.1846\tvalid_0's huber: 29.867\n",
"[10]\tvalid_0's poisson: -87.1869\tvalid_0's huber: 29.865\n",
"[11]\tvalid_0's poisson: -87.1893\tvalid_0's huber: 29.863\n",
"[12]\tvalid_0's poisson: -87.1916\tvalid_0's huber: 29.861\n",
"[13]\tvalid_0's poisson: -87.1939\tvalid_0's huber: 29.859\n",
"[14]\tvalid_0's poisson: -87.1963\tvalid_0's huber: 29.8569\n",
"[15]\tvalid_0's poisson: -87.1986\tvalid_0's huber: 29.8549\n",
"[16]\tvalid_0's poisson: -87.2009\tvalid_0's huber: 29.8529\n",
"[17]\tvalid_0's poisson: -87.2033\tvalid_0's huber: 29.8508\n",
"[18]\tvalid_0's poisson: -87.2056\tvalid_0's huber: 29.8488\n",
"[19]\tvalid_0's poisson: -87.208\tvalid_0's huber: 29.8468\n",
"[20]\tvalid_0's poisson: -87.2103\tvalid_0's huber: 29.8447\n",
"[21]\tvalid_0's poisson: -87.2126\tvalid_0's huber: 29.8427\n",
"[22]\tvalid_0's poisson: -87.215\tvalid_0's huber: 29.8407\n",
"[23]\tvalid_0's poisson: -87.2173\tvalid_0's huber: 29.8386\n",
"[24]\tvalid_0's poisson: -87.2196\tvalid_0's huber: 29.8366\n",
"[25]\tvalid_0's poisson: -87.222\tvalid_0's huber: 29.8346\n",
"[26]\tvalid_0's poisson: -87.2243\tvalid_0's huber: 29.8325\n",
"[27]\tvalid_0's poisson: -87.2266\tvalid_0's huber: 29.8305\n",
"[28]\tvalid_0's poisson: -87.229\tvalid_0's huber: 29.8285\n",
"[29]\tvalid_0's poisson: -87.2313\tvalid_0's huber: 29.8265\n",
"[30]\tvalid_0's poisson: -87.2336\tvalid_0's huber: 29.8244\n",
"[31]\tvalid_0's poisson: -87.236\tvalid_0's huber: 29.8224\n",
"[32]\tvalid_0's poisson: -87.2383\tvalid_0's huber: 29.8204\n",
"[33]\tvalid_0's poisson: -87.2407\tvalid_0's huber: 29.8183\n",
"[34]\tvalid_0's poisson: -87.243\tvalid_0's huber: 29.8163\n",
"[35]\tvalid_0's poisson: -87.2453\tvalid_0's huber: 29.8143\n",
"[36]\tvalid_0's poisson: -87.2477\tvalid_0's huber: 29.8122\n",
"[37]\tvalid_0's poisson: -87.25\tvalid_0's huber: 29.8102\n",
"[38]\tvalid_0's poisson: -87.2523\tvalid_0's huber: 29.8082\n",
"[39]\tvalid_0's poisson: -87.2547\tvalid_0's huber: 29.8062\n",
"[40]\tvalid_0's poisson: -87.257\tvalid_0's huber: 29.8041\n",
"[41]\tvalid_0's poisson: -87.2593\tvalid_0's huber: 29.8021\n",
"[42]\tvalid_0's poisson: -87.2617\tvalid_0's huber: 29.8001\n",
"[43]\tvalid_0's poisson: -87.264\tvalid_0's huber: 29.798\n",
"[44]\tvalid_0's poisson: -87.2663\tvalid_0's huber: 29.796\n",
"[45]\tvalid_0's poisson: -87.2687\tvalid_0's huber: 29.794\n",
"[46]\tvalid_0's poisson: -87.271\tvalid_0's huber: 29.7919\n",
"[47]\tvalid_0's poisson: -87.2733\tvalid_0's huber: 29.7899\n",
"[48]\tvalid_0's poisson: -87.2757\tvalid_0's huber: 29.7879\n",
"[49]\tvalid_0's poisson: -87.278\tvalid_0's huber: 29.7859\n",
"[50]\tvalid_0's poisson: -87.2803\tvalid_0's huber: 29.7838\n",
"[51]\tvalid_0's poisson: -87.2826\tvalid_0's huber: 29.7818\n",
"[52]\tvalid_0's poisson: -87.285\tvalid_0's huber: 29.7797\n",
"[53]\tvalid_0's poisson: -87.2873\tvalid_0's huber: 29.7777\n",
"[54]\tvalid_0's poisson: -87.2896\tvalid_0's huber: 29.7757\n",
"[55]\tvalid_0's poisson: -87.292\tvalid_0's huber: 29.7737\n",
"[56]\tvalid_0's poisson: -87.2943\tvalid_0's huber: 29.7717\n",
"[57]\tvalid_0's poisson: -87.2966\tvalid_0's huber: 29.7696\n",
"[58]\tvalid_0's poisson: -87.299\tvalid_0's huber: 29.7676\n",
"[59]\tvalid_0's poisson: -87.3013\tvalid_0's huber: 29.7655\n",
"[60]\tvalid_0's poisson: -87.3036\tvalid_0's huber: 29.7635\n",
"[61]\tvalid_0's poisson: -87.3059\tvalid_0's huber: 29.7615\n",
"[62]\tvalid_0's poisson: -87.3083\tvalid_0's huber: 29.7595\n",
"[63]\tvalid_0's poisson: -87.3106\tvalid_0's huber: 29.7574\n",
"[64]\tvalid_0's poisson: -87.3129\tvalid_0's huber: 29.7554\n",
"[65]\tvalid_0's poisson: -87.3153\tvalid_0's huber: 29.7534\n",
"[66]\tvalid_0's poisson: -87.3176\tvalid_0's huber: 29.7514\n",
"[67]\tvalid_0's poisson: -87.3199\tvalid_0's huber: 29.7493\n",
"[68]\tvalid_0's poisson: -87.3222\tvalid_0's huber: 29.7473\n",
"[69]\tvalid_0's poisson: -87.3245\tvalid_0's huber: 29.7452\n",
"[70]\tvalid_0's poisson: -87.3269\tvalid_0's huber: 29.7432\n",
"[71]\tvalid_0's poisson: -87.3292\tvalid_0's huber: 29.7412\n",
"[72]\tvalid_0's poisson: -87.3315\tvalid_0's huber: 29.7391\n",
"[73]\tvalid_0's poisson: -87.3338\tvalid_0's huber: 29.7371\n",
"[74]\tvalid_0's poisson: -87.3361\tvalid_0's huber: 29.7351\n",
"[75]\tvalid_0's poisson: -87.3385\tvalid_0's huber: 29.733\n",
"[76]\tvalid_0's poisson: -87.3408\tvalid_0's huber: 29.731\n",
"[77]\tvalid_0's poisson: -87.3431\tvalid_0's huber: 29.7289\n",
"[78]\tvalid_0's poisson: -87.3454\tvalid_0's huber: 29.7269\n",
"[79]\tvalid_0's poisson: -87.3477\tvalid_0's huber: 29.7249\n",
"[80]\tvalid_0's poisson: -87.35\tvalid_0's huber: 29.7228\n",
"[81]\tvalid_0's poisson: -87.3524\tvalid_0's huber: 29.7208\n",
"[82]\tvalid_0's poisson: -87.3547\tvalid_0's huber: 29.7188\n",
"[83]\tvalid_0's poisson: -87.357\tvalid_0's huber: 29.7167\n",
"[84]\tvalid_0's poisson: -87.3593\tvalid_0's huber: 29.7147\n",
"[85]\tvalid_0's poisson: -87.3616\tvalid_0's huber: 29.7127\n",
"[86]\tvalid_0's poisson: -87.3639\tvalid_0's huber: 29.7106\n",
"[87]\tvalid_0's poisson: -87.3662\tvalid_0's huber: 29.7086\n",
"[88]\tvalid_0's poisson: -87.3685\tvalid_0's huber: 29.7065\n",
"[89]\tvalid_0's poisson: -87.3709\tvalid_0's huber: 29.7045\n",
"[90]\tvalid_0's poisson: -87.3732\tvalid_0's huber: 29.7025\n",
"[91]\tvalid_0's poisson: -87.3755\tvalid_0's huber: 29.7004\n",
"[92]\tvalid_0's poisson: -87.3778\tvalid_0's huber: 29.6984\n",
"[93]\tvalid_0's poisson: -87.3801\tvalid_0's huber: 29.6964\n",
"[94]\tvalid_0's poisson: -87.3825\tvalid_0's huber: 29.6943\n",
"[95]\tvalid_0's poisson: -87.3848\tvalid_0's huber: 29.6923\n",
"[96]\tvalid_0's poisson: -87.3871\tvalid_0's huber: 29.6903\n",
"[97]\tvalid_0's poisson: -87.3894\tvalid_0's huber: 29.6882\n",
"[98]\tvalid_0's poisson: -87.3917\tvalid_0's huber: 29.6862\n",
"[99]\tvalid_0's poisson: -87.394\tvalid_0's huber: 29.6842\n",
"[100]\tvalid_0's poisson: -87.3963\tvalid_0's huber: 29.6821\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7066\tvalid_0's huber: 29.3387\n",
"[2]\tvalid_0's poisson: -88.2331\tvalid_0's huber: 28.8736\n",
"[3]\tvalid_0's poisson: -88.7489\tvalid_0's huber: 28.4158\n",
"[4]\tvalid_0's poisson: -89.247\tvalid_0's huber: 27.9638\n",
"[5]\tvalid_0's poisson: -89.7387\tvalid_0's huber: 27.5186\n",
"[6]\tvalid_0's poisson: -90.2178\tvalid_0's huber: 27.0804\n",
"[7]\tvalid_0's poisson: -90.6852\tvalid_0's huber: 26.6437\n",
"[8]\tvalid_0's poisson: -91.1378\tvalid_0's huber: 26.2192\n",
"[9]\tvalid_0's poisson: -91.5859\tvalid_0's huber: 25.8021\n",
"[10]\tvalid_0's poisson: -92.022\tvalid_0's huber: 25.386\n",
"[11]\tvalid_0's poisson: -92.4515\tvalid_0's huber: 24.9719\n",
"[12]\tvalid_0's poisson: -92.8668\tvalid_0's huber: 24.5748\n",
"[13]\tvalid_0's poisson: -93.275\tvalid_0's huber: 24.175\n",
"[14]\tvalid_0's poisson: -93.6741\tvalid_0's huber: 23.7841\n",
"[15]\tvalid_0's poisson: -94.0658\tvalid_0's huber: 23.3973\n",
"[16]\tvalid_0's poisson: -94.4463\tvalid_0's huber: 23.0186\n",
"[17]\tvalid_0's poisson: -94.8179\tvalid_0's huber: 22.6464\n",
"[18]\tvalid_0's poisson: -95.2094\tvalid_0's huber: 22.2901\n",
"[19]\tvalid_0's poisson: -95.5912\tvalid_0's huber: 21.9298\n",
"[20]\tvalid_0's poisson: -95.9576\tvalid_0's huber: 21.5774\n",
"[21]\tvalid_0's poisson: -96.3284\tvalid_0's huber: 21.2381\n",
"[22]\tvalid_0's poisson: -96.6862\tvalid_0's huber: 20.8936\n",
"[23]\tvalid_0's poisson: -97.0298\tvalid_0's huber: 20.5698\n",
"[24]\tvalid_0's poisson: -97.3611\tvalid_0's huber: 20.2445\n",
"[25]\tvalid_0's poisson: -97.6934\tvalid_0's huber: 19.9357\n",
"[26]\tvalid_0's poisson: -98.0129\tvalid_0's huber: 19.622\n",
"[27]\tvalid_0's poisson: -98.3141\tvalid_0's huber: 19.3238\n",
"[28]\tvalid_0's poisson: -98.6023\tvalid_0's huber: 19.037\n",
"[29]\tvalid_0's poisson: -98.8962\tvalid_0's huber: 18.7639\n",
"[30]\tvalid_0's poisson: -99.1764\tvalid_0's huber: 18.4696\n",
"[31]\tvalid_0's poisson: -99.4445\tvalid_0's huber: 18.2014\n",
"[32]\tvalid_0's poisson: -99.6976\tvalid_0's huber: 17.948\n",
"[33]\tvalid_0's poisson: -99.9377\tvalid_0's huber: 17.7025\n",
"[34]\tvalid_0's poisson: -100.158\tvalid_0's huber: 17.465\n",
"[35]\tvalid_0's poisson: -100.363\tvalid_0's huber: 17.2377\n",
"[36]\tvalid_0's poisson: -100.551\tvalid_0's huber: 17.0287\n",
"[37]\tvalid_0's poisson: -100.755\tvalid_0's huber: 16.8311\n",
"[38]\tvalid_0's poisson: -100.943\tvalid_0's huber: 16.6487\n",
"[39]\tvalid_0's poisson: -101.116\tvalid_0's huber: 16.4809\n",
"[40]\tvalid_0's poisson: -101.277\tvalid_0's huber: 16.3174\n",
"[41]\tvalid_0's poisson: -101.429\tvalid_0's huber: 16.173\n",
"[42]\tvalid_0's poisson: -101.554\tvalid_0's huber: 16.0419\n",
"[43]\tvalid_0's poisson: -101.66\tvalid_0's huber: 15.9191\n",
"[44]\tvalid_0's poisson: -101.755\tvalid_0's huber: 15.8198\n",
"[45]\tvalid_0's poisson: -101.856\tvalid_0's huber: 15.721\n",
"[46]\tvalid_0's poisson: -101.952\tvalid_0's huber: 15.6282\n",
"[47]\tvalid_0's poisson: -102.023\tvalid_0's huber: 15.5446\n",
"[48]\tvalid_0's poisson: -102.099\tvalid_0's huber: 15.4735\n",
"[49]\tvalid_0's poisson: -102.031\tvalid_0's huber: 15.405\n",
"[50]\tvalid_0's poisson: -102.141\tvalid_0's huber: 15.3424\n",
"[51]\tvalid_0's poisson: -102.174\tvalid_0's huber: 15.2803\n",
"[52]\tvalid_0's poisson: -102.174\tvalid_0's huber: 15.2234\n",
"[53]\tvalid_0's poisson: -102.226\tvalid_0's huber: 15.1726\n",
"[54]\tvalid_0's poisson: -102.307\tvalid_0's huber: 15.1126\n",
"[55]\tvalid_0's poisson: -102.305\tvalid_0's huber: 15.0591\n",
"[56]\tvalid_0's poisson: -102.333\tvalid_0's huber: 15.0031\n",
"[57]\tvalid_0's poisson: -102.386\tvalid_0's huber: 14.9521\n",
"[58]\tvalid_0's poisson: -102.435\tvalid_0's huber: 14.9027\n",
"[59]\tvalid_0's poisson: -102.517\tvalid_0's huber: 14.8602\n",
"[60]\tvalid_0's poisson: -102.491\tvalid_0's huber: 14.8133\n",
"[61]\tvalid_0's poisson: -102.535\tvalid_0's huber: 14.7709\n",
"[62]\tvalid_0's poisson: -102.596\tvalid_0's huber: 14.7282\n",
"[63]\tvalid_0's poisson: -102.643\tvalid_0's huber: 14.6829\n",
"[64]\tvalid_0's poisson: -102.708\tvalid_0's huber: 14.6395\n",
"[65]\tvalid_0's poisson: -102.781\tvalid_0's huber: 14.5678\n",
"[66]\tvalid_0's poisson: -102.864\tvalid_0's huber: 14.5044\n",
"[67]\tvalid_0's poisson: -102.917\tvalid_0's huber: 14.4443\n",
"[68]\tvalid_0's poisson: -103.094\tvalid_0's huber: 14.3811\n",
"[69]\tvalid_0's poisson: -103.223\tvalid_0's huber: 14.3207\n",
"[70]\tvalid_0's poisson: -103.312\tvalid_0's huber: 14.2668\n",
"[71]\tvalid_0's poisson: -103.378\tvalid_0's huber: 14.2155\n",
"[72]\tvalid_0's poisson: -103.464\tvalid_0's huber: 14.1655\n",
"[73]\tvalid_0's poisson: -103.473\tvalid_0's huber: 14.1118\n",
"[74]\tvalid_0's poisson: -103.573\tvalid_0's huber: 14.0604\n",
"[75]\tvalid_0's poisson: -103.638\tvalid_0's huber: 14.0119\n",
"[76]\tvalid_0's poisson: -103.7\tvalid_0's huber: 13.9652\n",
"[77]\tvalid_0's poisson: -103.785\tvalid_0's huber: 13.9216\n",
"[78]\tvalid_0's poisson: -103.851\tvalid_0's huber: 13.8774\n",
"[79]\tvalid_0's poisson: -103.912\tvalid_0's huber: 13.8359\n",
"[80]\tvalid_0's poisson: -103.964\tvalid_0's huber: 13.7958\n",
"[81]\tvalid_0's poisson: -104.021\tvalid_0's huber: 13.754\n",
"[82]\tvalid_0's poisson: -104.062\tvalid_0's huber: 13.7171\n",
"[83]\tvalid_0's poisson: -104.106\tvalid_0's huber: 13.6807\n",
"[84]\tvalid_0's poisson: -104.134\tvalid_0's huber: 13.6422\n",
"[85]\tvalid_0's poisson: -104.127\tvalid_0's huber: 13.6074\n",
"[86]\tvalid_0's poisson: -104.221\tvalid_0's huber: 13.5723\n",
"[87]\tvalid_0's poisson: -104.251\tvalid_0's huber: 13.5383\n",
"[88]\tvalid_0's poisson: -104.28\tvalid_0's huber: 13.5034\n",
"[89]\tvalid_0's poisson: -104.359\tvalid_0's huber: 13.469\n",
"[90]\tvalid_0's poisson: -104.421\tvalid_0's huber: 13.4368\n",
"[91]\tvalid_0's poisson: -104.429\tvalid_0's huber: 13.401\n",
"[92]\tvalid_0's poisson: -104.467\tvalid_0's huber: 13.3679\n",
"[93]\tvalid_0's poisson: -104.449\tvalid_0's huber: 13.338\n",
"[94]\tvalid_0's poisson: -104.513\tvalid_0's huber: 13.3097\n",
"[95]\tvalid_0's poisson: -104.547\tvalid_0's huber: 13.2812\n",
"[96]\tvalid_0's poisson: -104.574\tvalid_0's huber: 13.2534\n",
"[97]\tvalid_0's poisson: -104.539\tvalid_0's huber: 13.2242\n",
"[98]\tvalid_0's poisson: -104.57\tvalid_0's huber: 13.1996\n",
"[99]\tvalid_0's poisson: -104.582\tvalid_0's huber: 13.1683\n",
"[100]\tvalid_0's poisson: -104.584\tvalid_0's huber: 13.139\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7156\tvalid_0's huber: 29.331\n",
"[2]\tvalid_0's poisson: -88.2432\tvalid_0's huber: 28.8593\n",
"[3]\tvalid_0's poisson: -88.7572\tvalid_0's huber: 28.3946\n",
"[4]\tvalid_0's poisson: -89.2685\tvalid_0's huber: 27.9332\n",
"[5]\tvalid_0's poisson: -89.761\tvalid_0's huber: 27.4793\n",
"[6]\tvalid_0's poisson: -90.2411\tvalid_0's huber: 27.032\n",
"[7]\tvalid_0's poisson: -90.7154\tvalid_0's huber: 26.5938\n",
"[8]\tvalid_0's poisson: -91.1791\tvalid_0's huber: 26.1645\n",
"[9]\tvalid_0's poisson: -91.6266\tvalid_0's huber: 25.7416\n",
"[10]\tvalid_0's poisson: -92.0671\tvalid_0's huber: 25.3274\n",
"[11]\tvalid_0's poisson: -92.4936\tvalid_0's huber: 24.9173\n",
"[12]\tvalid_0's poisson: -92.9136\tvalid_0's huber: 24.5158\n",
"[13]\tvalid_0's poisson: -93.3197\tvalid_0's huber: 24.1206\n",
"[14]\tvalid_0's poisson: -93.7186\tvalid_0's huber: 23.7254\n",
"[15]\tvalid_0's poisson: -94.1281\tvalid_0's huber: 23.3429\n",
"[16]\tvalid_0's poisson: -94.5078\tvalid_0's huber: 22.9648\n",
"[17]\tvalid_0's poisson: -94.8774\tvalid_0's huber: 22.5943\n",
"[18]\tvalid_0's poisson: -95.2595\tvalid_0's huber: 22.2325\n",
"[19]\tvalid_0's poisson: -95.6395\tvalid_0's huber: 21.8856\n",
"[20]\tvalid_0's poisson: -96.004\tvalid_0's huber: 21.536\n",
"[21]\tvalid_0's poisson: -96.3487\tvalid_0's huber: 21.1845\n",
"[22]\tvalid_0's poisson: -96.7022\tvalid_0's huber: 20.8444\n",
"[23]\tvalid_0's poisson: -97.0361\tvalid_0's huber: 20.5168\n",
"[24]\tvalid_0's poisson: -97.3587\tvalid_0's huber: 20.1988\n",
"[25]\tvalid_0's poisson: -97.6903\tvalid_0's huber: 19.8921\n",
"[26]\tvalid_0's poisson: -98.0053\tvalid_0's huber: 19.5632\n",
"[27]\tvalid_0's poisson: -98.3107\tvalid_0's huber: 19.2752\n",
"[28]\tvalid_0's poisson: -98.6073\tvalid_0's huber: 18.9651\n",
"[29]\tvalid_0's poisson: -98.8902\tvalid_0's huber: 18.6796\n",
"[30]\tvalid_0's poisson: -99.1615\tvalid_0's huber: 18.4057\n",
"[31]\tvalid_0's poisson: -99.4172\tvalid_0's huber: 18.1348\n",
"[32]\tvalid_0's poisson: -99.6654\tvalid_0's huber: 17.8842\n",
"[33]\tvalid_0's poisson: -99.9013\tvalid_0's huber: 17.6414\n",
"[34]\tvalid_0's poisson: -100.117\tvalid_0's huber: 17.4018\n",
"[35]\tvalid_0's poisson: -100.32\tvalid_0's huber: 17.1799\n",
"[36]\tvalid_0's poisson: -100.509\tvalid_0's huber: 16.972\n",
"[37]\tvalid_0's poisson: -100.696\tvalid_0's huber: 16.7806\n",
"[38]\tvalid_0's poisson: -100.887\tvalid_0's huber: 16.594\n",
"[39]\tvalid_0's poisson: -101.062\tvalid_0's huber: 16.4226\n",
"[40]\tvalid_0's poisson: -101.223\tvalid_0's huber: 16.2674\n",
"[41]\tvalid_0's poisson: -101.372\tvalid_0's huber: 16.1202\n",
"[42]\tvalid_0's poisson: -101.514\tvalid_0's huber: 15.9845\n",
"[43]\tvalid_0's poisson: -101.615\tvalid_0's huber: 15.8697\n",
"[44]\tvalid_0's poisson: -101.71\tvalid_0's huber: 15.7677\n",
"[45]\tvalid_0's poisson: -101.795\tvalid_0's huber: 15.6733\n",
"[46]\tvalid_0's poisson: -101.871\tvalid_0's huber: 15.5895\n",
"[47]\tvalid_0's poisson: -101.956\tvalid_0's huber: 15.5099\n",
"[48]\tvalid_0's poisson: -101.896\tvalid_0's huber: 15.4385\n",
"[49]\tvalid_0's poisson: -101.929\tvalid_0's huber: 15.3703\n",
"[50]\tvalid_0's poisson: -102.016\tvalid_0's huber: 15.3064\n",
"[51]\tvalid_0's poisson: -102.02\tvalid_0's huber: 15.2498\n",
"[52]\tvalid_0's poisson: -102.108\tvalid_0's huber: 15.1929\n",
"[53]\tvalid_0's poisson: -102.112\tvalid_0's huber: 15.1337\n",
"[54]\tvalid_0's poisson: -102.176\tvalid_0's huber: 15.0764\n",
"[55]\tvalid_0's poisson: -102.243\tvalid_0's huber: 15.0197\n",
"[56]\tvalid_0's poisson: -102.259\tvalid_0's huber: 14.9629\n",
"[57]\tvalid_0's poisson: -102.322\tvalid_0's huber: 14.9155\n",
"[58]\tvalid_0's poisson: -102.373\tvalid_0's huber: 14.8657\n",
"[59]\tvalid_0's poisson: -102.464\tvalid_0's huber: 14.8194\n",
"[60]\tvalid_0's poisson: -102.51\tvalid_0's huber: 14.7766\n",
"[61]\tvalid_0's poisson: -102.55\tvalid_0's huber: 14.7378\n",
"[62]\tvalid_0's poisson: -102.588\tvalid_0's huber: 14.6963\n",
"[63]\tvalid_0's poisson: -102.675\tvalid_0's huber: 14.6574\n",
"[64]\tvalid_0's poisson: -102.713\tvalid_0's huber: 14.6118\n",
"[65]\tvalid_0's poisson: -102.717\tvalid_0's huber: 14.5702\n",
"[66]\tvalid_0's poisson: -102.747\tvalid_0's huber: 14.536\n",
"[67]\tvalid_0's poisson: -102.764\tvalid_0's huber: 14.5022\n",
"[68]\tvalid_0's poisson: -102.831\tvalid_0's huber: 14.4484\n",
"[69]\tvalid_0's poisson: -102.883\tvalid_0's huber: 14.4169\n",
"[70]\tvalid_0's poisson: -102.919\tvalid_0's huber: 14.3875\n",
"[71]\tvalid_0's poisson: -102.953\tvalid_0's huber: 14.3579\n",
"[72]\tvalid_0's poisson: -103.056\tvalid_0's huber: 14.3084\n",
"[73]\tvalid_0's poisson: -103.106\tvalid_0's huber: 14.265\n",
"[74]\tvalid_0's poisson: -103.143\tvalid_0's huber: 14.234\n",
"[75]\tvalid_0's poisson: -103.114\tvalid_0's huber: 14.1941\n",
"[76]\tvalid_0's poisson: -103.229\tvalid_0's huber: 14.1578\n",
"[77]\tvalid_0's poisson: -103.235\tvalid_0's huber: 14.1215\n",
"[78]\tvalid_0's poisson: -103.292\tvalid_0's huber: 14.081\n",
"[79]\tvalid_0's poisson: -103.39\tvalid_0's huber: 14.0399\n",
"[80]\tvalid_0's poisson: -103.39\tvalid_0's huber: 14.0047\n",
"[81]\tvalid_0's poisson: -103.445\tvalid_0's huber: 13.9533\n",
"[82]\tvalid_0's poisson: -103.51\tvalid_0's huber: 13.9032\n",
"[83]\tvalid_0's poisson: -103.543\tvalid_0's huber: 13.8681\n",
"[84]\tvalid_0's poisson: -103.588\tvalid_0's huber: 13.8318\n",
"[85]\tvalid_0's poisson: -103.673\tvalid_0's huber: 13.7792\n",
"[86]\tvalid_0's poisson: -103.708\tvalid_0's huber: 13.7503\n",
"[87]\tvalid_0's poisson: -103.752\tvalid_0's huber: 13.7156\n",
"[88]\tvalid_0's poisson: -103.79\tvalid_0's huber: 13.6844\n",
"[89]\tvalid_0's poisson: -103.844\tvalid_0's huber: 13.6513\n",
"[90]\tvalid_0's poisson: -103.936\tvalid_0's huber: 13.596\n",
"[91]\tvalid_0's poisson: -104.041\tvalid_0's huber: 13.5424\n",
"[92]\tvalid_0's poisson: -104.09\tvalid_0's huber: 13.4914\n",
"[93]\tvalid_0's poisson: -104.183\tvalid_0's huber: 13.4421\n",
"[94]\tvalid_0's poisson: -104.291\tvalid_0's huber: 13.3971\n",
"[95]\tvalid_0's poisson: -104.345\tvalid_0's huber: 13.3541\n",
"[96]\tvalid_0's poisson: -104.398\tvalid_0's huber: 13.3125\n",
"[97]\tvalid_0's poisson: -104.463\tvalid_0's huber: 13.2732\n",
"[98]\tvalid_0's poisson: -104.487\tvalid_0's huber: 13.2387\n",
"[99]\tvalid_0's poisson: -104.519\tvalid_0's huber: 13.2076\n",
"[100]\tvalid_0's poisson: -104.577\tvalid_0's huber: 13.1771\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7063\tvalid_0's huber: 29.3663\n",
"[2]\tvalid_0's poisson: -88.2302\tvalid_0's huber: 28.8971\n",
"[3]\tvalid_0's poisson: -88.7478\tvalid_0's huber: 28.4356\n",
"[4]\tvalid_0's poisson: -89.2464\tvalid_0's huber: 27.9814\n",
"[5]\tvalid_0's poisson: -89.7382\tvalid_0's huber: 27.5354\n",
"[6]\tvalid_0's poisson: -90.2217\tvalid_0's huber: 27.094\n",
"[7]\tvalid_0's poisson: -90.6893\tvalid_0's huber: 26.6594\n",
"[8]\tvalid_0's poisson: -91.1497\tvalid_0's huber: 26.2333\n",
"[9]\tvalid_0's poisson: -91.5985\tvalid_0's huber: 25.8159\n",
"[10]\tvalid_0's poisson: -92.0412\tvalid_0's huber: 25.3931\n",
"[11]\tvalid_0's poisson: -92.4715\tvalid_0's huber: 24.9779\n",
"[12]\tvalid_0's poisson: -92.913\tvalid_0's huber: 24.5881\n",
"[13]\tvalid_0's poisson: -93.3435\tvalid_0's huber: 24.1921\n",
"[14]\tvalid_0's poisson: -93.7648\tvalid_0's huber: 23.8029\n",
"[15]\tvalid_0's poisson: -94.159\tvalid_0's huber: 23.4202\n",
"[16]\tvalid_0's poisson: -94.5589\tvalid_0's huber: 23.0442\n",
"[17]\tvalid_0's poisson: -94.9493\tvalid_0's huber: 22.6744\n",
"[18]\tvalid_0's poisson: -95.3114\tvalid_0's huber: 22.3087\n",
"[19]\tvalid_0's poisson: -95.6673\tvalid_0's huber: 21.9474\n",
"[20]\tvalid_0's poisson: -96.0397\tvalid_0's huber: 21.6055\n",
"[21]\tvalid_0's poisson: -96.4016\tvalid_0's huber: 21.2571\n",
"[22]\tvalid_0's poisson: -96.7455\tvalid_0's huber: 20.9206\n",
"[23]\tvalid_0's poisson: -97.0713\tvalid_0's huber: 20.59\n",
"[24]\tvalid_0's poisson: -97.4057\tvalid_0's huber: 20.2621\n",
"[25]\tvalid_0's poisson: -97.7235\tvalid_0's huber: 19.9293\n",
"[26]\tvalid_0's poisson: -98.0524\tvalid_0's huber: 19.6234\n",
"[27]\tvalid_0's poisson: -98.3635\tvalid_0's huber: 19.3063\n",
"[28]\tvalid_0's poisson: -98.6604\tvalid_0's huber: 19.0232\n",
"[29]\tvalid_0's poisson: -98.9396\tvalid_0's huber: 18.7434\n",
"[30]\tvalid_0's poisson: -99.2081\tvalid_0's huber: 18.4758\n",
"[31]\tvalid_0's poisson: -99.4749\tvalid_0's huber: 18.2064\n",
"[32]\tvalid_0's poisson: -99.7284\tvalid_0's huber: 17.9497\n",
"[33]\tvalid_0's poisson: -99.968\tvalid_0's huber: 17.6958\n",
"[34]\tvalid_0's poisson: -100.198\tvalid_0's huber: 17.4621\n",
"[35]\tvalid_0's poisson: -100.414\tvalid_0's huber: 17.2379\n",
"[36]\tvalid_0's poisson: -100.608\tvalid_0's huber: 17.0217\n",
"[37]\tvalid_0's poisson: -100.8\tvalid_0's huber: 16.8298\n",
"[38]\tvalid_0's poisson: -100.992\tvalid_0's huber: 16.6413\n",
"[39]\tvalid_0's poisson: -101.169\tvalid_0's huber: 16.4685\n",
"[40]\tvalid_0's poisson: -101.332\tvalid_0's huber: 16.3036\n",
"[41]\tvalid_0's poisson: -101.472\tvalid_0's huber: 16.1541\n",
"[42]\tvalid_0's poisson: -101.598\tvalid_0's huber: 16.0259\n",
"[43]\tvalid_0's poisson: -101.659\tvalid_0's huber: 15.9083\n",
"[44]\tvalid_0's poisson: -101.759\tvalid_0's huber: 15.8064\n",
"[45]\tvalid_0's poisson: -101.829\tvalid_0's huber: 15.7097\n",
"[46]\tvalid_0's poisson: -101.899\tvalid_0's huber: 15.6262\n",
"[47]\tvalid_0's poisson: -101.969\tvalid_0's huber: 15.5417\n",
"[48]\tvalid_0's poisson: -102.045\tvalid_0's huber: 15.4644\n",
"[49]\tvalid_0's poisson: -102.075\tvalid_0's huber: 15.3944\n",
"[50]\tvalid_0's poisson: -102.114\tvalid_0's huber: 15.3311\n",
"[51]\tvalid_0's poisson: -102.174\tvalid_0's huber: 15.2717\n",
"[52]\tvalid_0's poisson: -102.237\tvalid_0's huber: 15.2204\n",
"[53]\tvalid_0's poisson: -102.282\tvalid_0's huber: 15.1675\n",
"[54]\tvalid_0's poisson: -102.328\tvalid_0's huber: 15.1186\n",
"[55]\tvalid_0's poisson: -102.375\tvalid_0's huber: 15.0727\n",
"[56]\tvalid_0's poisson: -102.437\tvalid_0's huber: 15.0185\n",
"[57]\tvalid_0's poisson: -102.398\tvalid_0's huber: 14.9645\n",
"[58]\tvalid_0's poisson: -102.431\tvalid_0's huber: 14.9162\n",
"[59]\tvalid_0's poisson: -102.547\tvalid_0's huber: 14.8565\n",
"[60]\tvalid_0's poisson: -102.617\tvalid_0's huber: 14.8032\n",
"[61]\tvalid_0's poisson: -102.667\tvalid_0's huber: 14.7541\n",
"[62]\tvalid_0's poisson: -102.702\tvalid_0's huber: 14.7042\n",
"[63]\tvalid_0's poisson: -102.805\tvalid_0's huber: 14.6594\n",
"[64]\tvalid_0's poisson: -102.849\tvalid_0's huber: 14.6158\n",
"[65]\tvalid_0's poisson: -102.907\tvalid_0's huber: 14.5737\n",
"[66]\tvalid_0's poisson: -102.916\tvalid_0's huber: 14.5032\n",
"[67]\tvalid_0's poisson: -102.988\tvalid_0's huber: 14.4328\n",
"[68]\tvalid_0's poisson: -103.138\tvalid_0's huber: 14.3712\n",
"[69]\tvalid_0's poisson: -103.164\tvalid_0's huber: 14.3129\n",
"[70]\tvalid_0's poisson: -103.231\tvalid_0's huber: 14.2577\n",
"[71]\tvalid_0's poisson: -103.301\tvalid_0's huber: 14.2032\n",
"[72]\tvalid_0's poisson: -103.344\tvalid_0's huber: 14.1494\n",
"[73]\tvalid_0's poisson: -103.409\tvalid_0's huber: 14.1011\n",
"[74]\tvalid_0's poisson: -103.494\tvalid_0's huber: 14.0549\n",
"[75]\tvalid_0's poisson: -103.534\tvalid_0's huber: 14.0062\n",
"[76]\tvalid_0's poisson: -103.631\tvalid_0's huber: 13.9617\n",
"[77]\tvalid_0's poisson: -103.592\tvalid_0's huber: 13.9203\n",
"[78]\tvalid_0's poisson: -103.669\tvalid_0's huber: 13.8777\n",
"[79]\tvalid_0's poisson: -103.693\tvalid_0's huber: 13.8383\n",
"[80]\tvalid_0's poisson: -103.748\tvalid_0's huber: 13.8018\n",
"[81]\tvalid_0's poisson: -103.822\tvalid_0's huber: 13.7542\n",
"[82]\tvalid_0's poisson: -103.874\tvalid_0's huber: 13.7111\n",
"[83]\tvalid_0's poisson: -103.878\tvalid_0's huber: 13.6709\n",
"[84]\tvalid_0's poisson: -103.936\tvalid_0's huber: 13.6297\n",
"[85]\tvalid_0's poisson: -103.973\tvalid_0's huber: 13.5938\n",
"[86]\tvalid_0's poisson: -104.005\tvalid_0's huber: 13.5593\n",
"[87]\tvalid_0's poisson: -104.052\tvalid_0's huber: 13.5213\n",
"[88]\tvalid_0's poisson: -104.06\tvalid_0's huber: 13.4893\n",
"[89]\tvalid_0's poisson: -104.14\tvalid_0's huber: 13.4543\n",
"[90]\tvalid_0's poisson: -104.189\tvalid_0's huber: 13.4199\n",
"[91]\tvalid_0's poisson: -104.212\tvalid_0's huber: 13.3841\n",
"[92]\tvalid_0's poisson: -104.208\tvalid_0's huber: 13.3533\n",
"[93]\tvalid_0's poisson: -104.177\tvalid_0's huber: 13.3246\n",
"[94]\tvalid_0's poisson: -104.21\tvalid_0's huber: 13.297\n",
"[95]\tvalid_0's poisson: -104.287\tvalid_0's huber: 13.2656\n",
"[96]\tvalid_0's poisson: -104.266\tvalid_0's huber: 13.2348\n",
"[97]\tvalid_0's poisson: -104.317\tvalid_0's huber: 13.2095\n",
"[98]\tvalid_0's poisson: -104.351\tvalid_0's huber: 13.1851\n",
"[99]\tvalid_0's poisson: -104.404\tvalid_0's huber: 13.156\n",
"[100]\tvalid_0's poisson: -104.383\tvalid_0's huber: 13.1281\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.7112\tvalid_0's huber: 29.3198\n",
"[2]\tvalid_0's poisson: -88.2333\tvalid_0's huber: 28.8538\n",
"[3]\tvalid_0's poisson: -88.7485\tvalid_0's huber: 28.3953\n",
"[4]\tvalid_0's poisson: -89.2447\tvalid_0's huber: 27.9445\n",
"[5]\tvalid_0's poisson: -89.7373\tvalid_0's huber: 27.4987\n",
"[6]\tvalid_0's poisson: -90.214\tvalid_0's huber: 27.0576\n",
"[7]\tvalid_0's poisson: -90.6857\tvalid_0's huber: 26.6244\n",
"[8]\tvalid_0's poisson: -91.1486\tvalid_0's huber: 26.1884\n",
"[9]\tvalid_0's poisson: -91.5943\tvalid_0's huber: 25.7732\n",
"[10]\tvalid_0's poisson: -92.0308\tvalid_0's huber: 25.3536\n",
"[11]\tvalid_0's poisson: -92.4561\tvalid_0's huber: 24.9463\n",
"[12]\tvalid_0's poisson: -92.8753\tvalid_0's huber: 24.5462\n",
"[13]\tvalid_0's poisson: -93.3082\tvalid_0's huber: 24.1496\n",
"[14]\tvalid_0's poisson: -93.73\tvalid_0's huber: 23.7602\n",
"[15]\tvalid_0's poisson: -94.1207\tvalid_0's huber: 23.3722\n",
"[16]\tvalid_0's poisson: -94.5299\tvalid_0's huber: 23.0047\n",
"[17]\tvalid_0's poisson: -94.9012\tvalid_0's huber: 22.6344\n",
"[18]\tvalid_0's poisson: -95.2869\tvalid_0's huber: 22.2708\n",
"[19]\tvalid_0's poisson: -95.6591\tvalid_0's huber: 21.9132\n",
"[20]\tvalid_0's poisson: -96.0181\tvalid_0's huber: 21.5577\n",
"[21]\tvalid_0's poisson: -96.3899\tvalid_0's huber: 21.2183\n",
"[22]\tvalid_0's poisson: -96.7368\tvalid_0's huber: 20.88\n",
"[23]\tvalid_0's poisson: -97.0724\tvalid_0's huber: 20.5512\n",
"[24]\tvalid_0's poisson: -97.3975\tvalid_0's huber: 20.2299\n",
"[25]\tvalid_0's poisson: -97.7204\tvalid_0's huber: 19.9248\n",
"[26]\tvalid_0's poisson: -98.0334\tvalid_0's huber: 19.5966\n",
"[27]\tvalid_0's poisson: -98.3484\tvalid_0's huber: 19.3052\n",
"[28]\tvalid_0's poisson: -98.6434\tvalid_0's huber: 18.9935\n",
"[29]\tvalid_0's poisson: -98.9365\tvalid_0's huber: 18.7208\n",
"[30]\tvalid_0's poisson: -99.2\tvalid_0's huber: 18.4382\n",
"[31]\tvalid_0's poisson: -99.4636\tvalid_0's huber: 18.1724\n",
"[32]\tvalid_0's poisson: -99.7137\tvalid_0's huber: 17.9198\n",
"[33]\tvalid_0's poisson: -99.951\tvalid_0's huber: 17.6787\n",
"[34]\tvalid_0's poisson: -100.176\tvalid_0's huber: 17.4439\n",
"[35]\tvalid_0's poisson: -100.383\tvalid_0's huber: 17.2129\n",
"[36]\tvalid_0's poisson: -100.572\tvalid_0's huber: 17.0013\n",
"[37]\tvalid_0's poisson: -100.763\tvalid_0's huber: 16.8085\n",
"[38]\tvalid_0's poisson: -100.951\tvalid_0's huber: 16.6249\n",
"[39]\tvalid_0's poisson: -101.125\tvalid_0's huber: 16.4547\n",
"[40]\tvalid_0's poisson: -101.284\tvalid_0's huber: 16.3015\n",
"[41]\tvalid_0's poisson: -101.423\tvalid_0's huber: 16.1489\n",
"[42]\tvalid_0's poisson: -101.551\tvalid_0's huber: 16.0193\n",
"[43]\tvalid_0's poisson: -101.645\tvalid_0's huber: 15.9025\n",
"[44]\tvalid_0's poisson: -101.74\tvalid_0's huber: 15.803\n",
"[45]\tvalid_0's poisson: -101.835\tvalid_0's huber: 15.7084\n",
"[46]\tvalid_0's poisson: -101.921\tvalid_0's huber: 15.6175\n",
"[47]\tvalid_0's poisson: -101.995\tvalid_0's huber: 15.5423\n",
"[48]\tvalid_0's poisson: -102.071\tvalid_0's huber: 15.4665\n",
"[49]\tvalid_0's poisson: -102.069\tvalid_0's huber: 15.3998\n",
"[50]\tvalid_0's poisson: -102.093\tvalid_0's huber: 15.3354\n",
"[51]\tvalid_0's poisson: -102.056\tvalid_0's huber: 15.2795\n",
"[52]\tvalid_0's poisson: -102.188\tvalid_0's huber: 15.2248\n",
"[53]\tvalid_0's poisson: -102.156\tvalid_0's huber: 15.176\n",
"[54]\tvalid_0's poisson: -102.219\tvalid_0's huber: 15.1185\n",
"[55]\tvalid_0's poisson: -102.271\tvalid_0's huber: 15.0551\n",
"[56]\tvalid_0's poisson: -102.347\tvalid_0's huber: 14.9993\n",
"[57]\tvalid_0's poisson: -102.336\tvalid_0's huber: 14.9492\n",
"[58]\tvalid_0's poisson: -102.407\tvalid_0's huber: 14.8971\n",
"[59]\tvalid_0's poisson: -102.381\tvalid_0's huber: 14.8517\n",
"[60]\tvalid_0's poisson: -102.428\tvalid_0's huber: 14.8078\n",
"[61]\tvalid_0's poisson: -102.469\tvalid_0's huber: 14.7651\n",
"[62]\tvalid_0's poisson: -102.5\tvalid_0's huber: 14.7294\n",
"[63]\tvalid_0's poisson: -102.572\tvalid_0's huber: 14.6881\n",
"[64]\tvalid_0's poisson: -102.573\tvalid_0's huber: 14.6489\n",
"[65]\tvalid_0's poisson: -102.647\tvalid_0's huber: 14.6099\n",
"[66]\tvalid_0's poisson: -102.698\tvalid_0's huber: 14.5583\n",
"[67]\tvalid_0's poisson: -102.834\tvalid_0's huber: 14.4929\n",
"[68]\tvalid_0's poisson: -102.914\tvalid_0's huber: 14.4334\n",
"[69]\tvalid_0's poisson: -102.987\tvalid_0's huber: 14.3765\n",
"[70]\tvalid_0's poisson: -103.07\tvalid_0's huber: 14.3227\n",
"[71]\tvalid_0's poisson: -103.181\tvalid_0's huber: 14.2728\n",
"[72]\tvalid_0's poisson: -103.222\tvalid_0's huber: 14.2165\n",
"[73]\tvalid_0's poisson: -103.23\tvalid_0's huber: 14.1667\n",
"[74]\tvalid_0's poisson: -103.353\tvalid_0's huber: 14.1165\n",
"[75]\tvalid_0's poisson: -103.444\tvalid_0's huber: 14.0705\n",
"[76]\tvalid_0's poisson: -103.497\tvalid_0's huber: 14.0264\n",
"[77]\tvalid_0's poisson: -103.572\tvalid_0's huber: 13.9864\n",
"[78]\tvalid_0's poisson: -103.617\tvalid_0's huber: 13.9403\n",
"[79]\tvalid_0's poisson: -103.676\tvalid_0's huber: 13.8963\n",
"[80]\tvalid_0's poisson: -103.745\tvalid_0's huber: 13.8572\n",
"[81]\tvalid_0's poisson: -103.796\tvalid_0's huber: 13.8154\n",
"[82]\tvalid_0's poisson: -103.867\tvalid_0's huber: 13.7788\n",
"[83]\tvalid_0's poisson: -103.913\tvalid_0's huber: 13.737\n",
"[84]\tvalid_0's poisson: -103.962\tvalid_0's huber: 13.6997\n",
"[85]\tvalid_0's poisson: -104.015\tvalid_0's huber: 13.6575\n",
"[86]\tvalid_0's poisson: -104.057\tvalid_0's huber: 13.6259\n",
"[87]\tvalid_0's poisson: -104.115\tvalid_0's huber: 13.5919\n",
"[88]\tvalid_0's poisson: -104.156\tvalid_0's huber: 13.5578\n",
"[89]\tvalid_0's poisson: -104.202\tvalid_0's huber: 13.5223\n",
"[90]\tvalid_0's poisson: -104.239\tvalid_0's huber: 13.4913\n",
"[91]\tvalid_0's poisson: -104.269\tvalid_0's huber: 13.461\n",
"[92]\tvalid_0's poisson: -104.308\tvalid_0's huber: 13.4279\n",
"[93]\tvalid_0's poisson: -104.353\tvalid_0's huber: 13.3973\n",
"[94]\tvalid_0's poisson: -104.387\tvalid_0's huber: 13.3655\n",
"[95]\tvalid_0's poisson: -104.432\tvalid_0's huber: 13.3362\n",
"[96]\tvalid_0's poisson: -104.427\tvalid_0's huber: 13.31\n",
"[97]\tvalid_0's poisson: -104.47\tvalid_0's huber: 13.2812\n",
"[98]\tvalid_0's poisson: -104.53\tvalid_0's huber: 13.2529\n",
"[99]\tvalid_0's poisson: -104.634\tvalid_0's huber: 13.2118\n",
"[100]\tvalid_0's poisson: -104.725\tvalid_0's huber: 13.1768\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.7046\tvalid_0's huber: 29.4107\n",
"[2]\tvalid_0's poisson: -88.2267\tvalid_0's huber: 28.9425\n",
"[3]\tvalid_0's poisson: -88.7429\tvalid_0's huber: 28.4818\n",
"[4]\tvalid_0's poisson: -89.2468\tvalid_0's huber: 28.0281\n",
"[5]\tvalid_0's poisson: -89.7341\tvalid_0's huber: 27.5801\n",
"[6]\tvalid_0's poisson: -90.2173\tvalid_0's huber: 27.1379\n",
"[7]\tvalid_0's poisson: -90.6803\tvalid_0's huber: 26.7026\n",
"[8]\tvalid_0's poisson: -91.1418\tvalid_0's huber: 26.2746\n",
"[9]\tvalid_0's poisson: -91.5864\tvalid_0's huber: 25.8548\n",
"[10]\tvalid_0's poisson: -92.022\tvalid_0's huber: 25.4391\n",
"[11]\tvalid_0's poisson: -92.4391\tvalid_0's huber: 25.0346\n",
"[12]\tvalid_0's poisson: -92.857\tvalid_0's huber: 24.6344\n",
"[13]\tvalid_0's poisson: -93.2695\tvalid_0's huber: 24.2306\n",
"[14]\tvalid_0's poisson: -93.6923\tvalid_0's huber: 23.8512\n",
"[15]\tvalid_0's poisson: -94.0866\tvalid_0's huber: 23.4601\n",
"[16]\tvalid_0's poisson: -94.4912\tvalid_0's huber: 23.0819\n",
"[17]\tvalid_0's poisson: -94.8909\tvalid_0's huber: 22.7173\n",
"[18]\tvalid_0's poisson: -95.2665\tvalid_0's huber: 22.3432\n",
"[19]\tvalid_0's poisson: -95.6443\tvalid_0's huber: 21.9834\n",
"[20]\tvalid_0's poisson: -96.0092\tvalid_0's huber: 21.6308\n",
"[21]\tvalid_0's poisson: -96.3633\tvalid_0's huber: 21.2854\n",
"[22]\tvalid_0's poisson: -96.6987\tvalid_0's huber: 20.9417\n",
"[23]\tvalid_0's poisson: -97.0159\tvalid_0's huber: 20.6093\n",
"[24]\tvalid_0's poisson: -97.3404\tvalid_0's huber: 20.2895\n",
"[25]\tvalid_0's poisson: -97.6648\tvalid_0's huber: 19.9799\n",
"[26]\tvalid_0's poisson: -97.9705\tvalid_0's huber: 19.6751\n",
"[27]\tvalid_0's poisson: -98.2721\tvalid_0's huber: 19.3562\n",
"[28]\tvalid_0's poisson: -98.5709\tvalid_0's huber: 19.0741\n",
"[29]\tvalid_0's poisson: -98.8448\tvalid_0's huber: 18.7986\n",
"[30]\tvalid_0's poisson: -99.1116\tvalid_0's huber: 18.5298\n",
"[31]\tvalid_0's poisson: -99.3767\tvalid_0's huber: 18.2472\n",
"[32]\tvalid_0's poisson: -99.6299\tvalid_0's huber: 17.9891\n",
"[33]\tvalid_0's poisson: -99.8705\tvalid_0's huber: 17.7438\n",
"[34]\tvalid_0's poisson: -100.097\tvalid_0's huber: 17.5082\n",
"[35]\tvalid_0's poisson: -100.322\tvalid_0's huber: 17.2679\n",
"[36]\tvalid_0's poisson: -100.516\tvalid_0's huber: 17.0505\n",
"[37]\tvalid_0's poisson: -100.708\tvalid_0's huber: 16.8571\n",
"[38]\tvalid_0's poisson: -100.896\tvalid_0's huber: 16.6723\n",
"[39]\tvalid_0's poisson: -101.065\tvalid_0's huber: 16.5026\n",
"[40]\tvalid_0's poisson: -101.229\tvalid_0's huber: 16.3431\n",
"[41]\tvalid_0's poisson: -101.369\tvalid_0's huber: 16.2007\n",
"[42]\tvalid_0's poisson: -101.502\tvalid_0's huber: 16.0716\n",
"[43]\tvalid_0's poisson: -101.562\tvalid_0's huber: 15.9541\n",
"[44]\tvalid_0's poisson: -101.656\tvalid_0's huber: 15.8522\n",
"[45]\tvalid_0's poisson: -101.751\tvalid_0's huber: 15.7582\n",
"[46]\tvalid_0's poisson: -101.793\tvalid_0's huber: 15.6751\n",
"[47]\tvalid_0's poisson: -101.864\tvalid_0's huber: 15.593\n",
"[48]\tvalid_0's poisson: -101.938\tvalid_0's huber: 15.5184\n",
"[49]\tvalid_0's poisson: -101.989\tvalid_0's huber: 15.4523\n",
"[50]\tvalid_0's poisson: -102.02\tvalid_0's huber: 15.3879\n",
"[51]\tvalid_0's poisson: -102.071\tvalid_0's huber: 15.3304\n",
"[52]\tvalid_0's poisson: -102.117\tvalid_0's huber: 15.277\n",
"[53]\tvalid_0's poisson: -102.196\tvalid_0's huber: 15.2092\n",
"[54]\tvalid_0's poisson: -102.23\tvalid_0's huber: 15.1673\n",
"[55]\tvalid_0's poisson: -102.232\tvalid_0's huber: 15.1082\n",
"[56]\tvalid_0's poisson: -102.314\tvalid_0's huber: 15.053\n",
"[57]\tvalid_0's poisson: -102.375\tvalid_0's huber: 14.9905\n",
"[58]\tvalid_0's poisson: -102.418\tvalid_0's huber: 14.9345\n",
"[59]\tvalid_0's poisson: -102.46\tvalid_0's huber: 14.8816\n",
"[60]\tvalid_0's poisson: -102.512\tvalid_0's huber: 14.8339\n",
"[61]\tvalid_0's poisson: -102.548\tvalid_0's huber: 14.7878\n",
"[62]\tvalid_0's poisson: -102.612\tvalid_0's huber: 14.7382\n",
"[63]\tvalid_0's poisson: -102.679\tvalid_0's huber: 14.6962\n",
"[64]\tvalid_0's poisson: -102.7\tvalid_0's huber: 14.6554\n",
"[65]\tvalid_0's poisson: -102.763\tvalid_0's huber: 14.6142\n",
"[66]\tvalid_0's poisson: -102.81\tvalid_0's huber: 14.5762\n",
"[67]\tvalid_0's poisson: -102.857\tvalid_0's huber: 14.5413\n",
"[68]\tvalid_0's poisson: -102.903\tvalid_0's huber: 14.5075\n",
"[69]\tvalid_0's poisson: -102.949\tvalid_0's huber: 14.473\n",
"[70]\tvalid_0's poisson: -103.085\tvalid_0's huber: 14.4055\n",
"[71]\tvalid_0's poisson: -103.175\tvalid_0's huber: 14.3435\n",
"[72]\tvalid_0's poisson: -103.22\tvalid_0's huber: 14.2839\n",
"[73]\tvalid_0's poisson: -103.353\tvalid_0's huber: 14.2284\n",
"[74]\tvalid_0's poisson: -103.448\tvalid_0's huber: 14.175\n",
"[75]\tvalid_0's poisson: -103.464\tvalid_0's huber: 14.1256\n",
"[76]\tvalid_0's poisson: -103.473\tvalid_0's huber: 14.0747\n",
"[77]\tvalid_0's poisson: -103.574\tvalid_0's huber: 14.0281\n",
"[78]\tvalid_0's poisson: -103.653\tvalid_0's huber: 13.9761\n",
"[79]\tvalid_0's poisson: -103.739\tvalid_0's huber: 13.9312\n",
"[80]\tvalid_0's poisson: -103.803\tvalid_0's huber: 13.8863\n",
"[81]\tvalid_0's poisson: -103.824\tvalid_0's huber: 13.8427\n",
"[82]\tvalid_0's poisson: -103.892\tvalid_0's huber: 13.8009\n",
"[83]\tvalid_0's poisson: -103.963\tvalid_0's huber: 13.7611\n",
"[84]\tvalid_0's poisson: -104.008\tvalid_0's huber: 13.7218\n",
"[85]\tvalid_0's poisson: -104.013\tvalid_0's huber: 13.6825\n",
"[86]\tvalid_0's poisson: -104.081\tvalid_0's huber: 13.6439\n",
"[87]\tvalid_0's poisson: -104.121\tvalid_0's huber: 13.6058\n",
"[88]\tvalid_0's poisson: -104.154\tvalid_0's huber: 13.5715\n",
"[89]\tvalid_0's poisson: -104.199\tvalid_0's huber: 13.5354\n",
"[90]\tvalid_0's poisson: -104.241\tvalid_0's huber: 13.5019\n",
"[91]\tvalid_0's poisson: -104.29\tvalid_0's huber: 13.4696\n",
"[92]\tvalid_0's poisson: -104.331\tvalid_0's huber: 13.4338\n",
"[93]\tvalid_0's poisson: -104.409\tvalid_0's huber: 13.4011\n",
"[94]\tvalid_0's poisson: -104.409\tvalid_0's huber: 13.3645\n",
"[95]\tvalid_0's poisson: -104.447\tvalid_0's huber: 13.3343\n",
"[96]\tvalid_0's poisson: -104.462\tvalid_0's huber: 13.3035\n",
"[97]\tvalid_0's poisson: -104.504\tvalid_0's huber: 13.2727\n",
"[98]\tvalid_0's poisson: -104.537\tvalid_0's huber: 13.245\n",
"[99]\tvalid_0's poisson: -104.566\tvalid_0's huber: 13.2186\n",
"[100]\tvalid_0's poisson: -104.583\tvalid_0's huber: 13.1855\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2107\tvalid_0's huber: 29.7797\n",
"[2]\tvalid_0's poisson: -87.2476\tvalid_0's huber: 29.7476\n",
"[3]\tvalid_0's poisson: -87.2845\tvalid_0's huber: 29.7156\n",
"[4]\tvalid_0's poisson: -87.3213\tvalid_0's huber: 29.6836\n",
"[5]\tvalid_0's poisson: -87.3581\tvalid_0's huber: 29.6516\n",
"[6]\tvalid_0's poisson: -87.3948\tvalid_0's huber: 29.6197\n",
"[7]\tvalid_0's poisson: -87.4314\tvalid_0's huber: 29.5878\n",
"[8]\tvalid_0's poisson: -87.468\tvalid_0's huber: 29.5559\n",
"[9]\tvalid_0's poisson: -87.5046\tvalid_0's huber: 29.5241\n",
"[10]\tvalid_0's poisson: -87.5409\tvalid_0's huber: 29.4924\n",
"[11]\tvalid_0's poisson: -87.5771\tvalid_0's huber: 29.4604\n",
"[12]\tvalid_0's poisson: -87.6135\tvalid_0's huber: 29.4287\n",
"[13]\tvalid_0's poisson: -87.6495\tvalid_0's huber: 29.3968\n",
"[14]\tvalid_0's poisson: -87.6857\tvalid_0's huber: 29.3651\n",
"[15]\tvalid_0's poisson: -87.7218\tvalid_0's huber: 29.3336\n",
"[16]\tvalid_0's poisson: -87.7578\tvalid_0's huber: 29.3017\n",
"[17]\tvalid_0's poisson: -87.7937\tvalid_0's huber: 29.2702\n",
"[18]\tvalid_0's poisson: -87.8296\tvalid_0's huber: 29.2384\n",
"[19]\tvalid_0's poisson: -87.8654\tvalid_0's huber: 29.207\n",
"[20]\tvalid_0's poisson: -87.9013\tvalid_0's huber: 29.1755\n",
"[21]\tvalid_0's poisson: -87.9369\tvalid_0's huber: 29.1438\n",
"[22]\tvalid_0's poisson: -87.9727\tvalid_0's huber: 29.1124\n",
"[23]\tvalid_0's poisson: -88.0082\tvalid_0's huber: 29.0809\n",
"[24]\tvalid_0's poisson: -88.0438\tvalid_0's huber: 29.0496\n",
"[25]\tvalid_0's poisson: -88.0794\tvalid_0's huber: 29.0182\n",
"[26]\tvalid_0's poisson: -88.1147\tvalid_0's huber: 28.9868\n",
"[27]\tvalid_0's poisson: -88.1502\tvalid_0's huber: 28.9555\n",
"[28]\tvalid_0's poisson: -88.1855\tvalid_0's huber: 28.9243\n",
"[29]\tvalid_0's poisson: -88.2209\tvalid_0's huber: 28.8931\n",
"[30]\tvalid_0's poisson: -88.256\tvalid_0's huber: 28.8618\n",
"[31]\tvalid_0's poisson: -88.2912\tvalid_0's huber: 28.8309\n",
"[32]\tvalid_0's poisson: -88.3263\tvalid_0's huber: 28.7999\n",
"[33]\tvalid_0's poisson: -88.3612\tvalid_0's huber: 28.7688\n",
"[34]\tvalid_0's poisson: -88.3962\tvalid_0's huber: 28.7379\n",
"[35]\tvalid_0's poisson: -88.431\tvalid_0's huber: 28.7068\n",
"[36]\tvalid_0's poisson: -88.4659\tvalid_0's huber: 28.676\n",
"[37]\tvalid_0's poisson: -88.5006\tvalid_0's huber: 28.645\n",
"[38]\tvalid_0's poisson: -88.5353\tvalid_0's huber: 28.6142\n",
"[39]\tvalid_0's poisson: -88.5699\tvalid_0's huber: 28.5833\n",
"[40]\tvalid_0's poisson: -88.6045\tvalid_0's huber: 28.5526\n",
"[41]\tvalid_0's poisson: -88.639\tvalid_0's huber: 28.5217\n",
"[42]\tvalid_0's poisson: -88.6734\tvalid_0's huber: 28.4908\n",
"[43]\tvalid_0's poisson: -88.7079\tvalid_0's huber: 28.4602\n",
"[44]\tvalid_0's poisson: -88.7423\tvalid_0's huber: 28.4297\n",
"[45]\tvalid_0's poisson: -88.7765\tvalid_0's huber: 28.3989\n",
"[46]\tvalid_0's poisson: -88.8108\tvalid_0's huber: 28.3684\n",
"[47]\tvalid_0's poisson: -88.8449\tvalid_0's huber: 28.3377\n",
"[48]\tvalid_0's poisson: -88.879\tvalid_0's huber: 28.3071\n",
"[49]\tvalid_0's poisson: -88.9131\tvalid_0's huber: 28.2767\n",
"[50]\tvalid_0's poisson: -88.9471\tvalid_0's huber: 28.2461\n",
"[51]\tvalid_0's poisson: -88.9811\tvalid_0's huber: 28.2158\n",
"[52]\tvalid_0's poisson: -89.0149\tvalid_0's huber: 28.1853\n",
"[53]\tvalid_0's poisson: -89.0488\tvalid_0's huber: 28.155\n",
"[54]\tvalid_0's poisson: -89.0827\tvalid_0's huber: 28.1248\n",
"[55]\tvalid_0's poisson: -89.1165\tvalid_0's huber: 28.0945\n",
"[56]\tvalid_0's poisson: -89.1503\tvalid_0's huber: 28.0643\n",
"[57]\tvalid_0's poisson: -89.184\tvalid_0's huber: 28.0342\n",
"[58]\tvalid_0's poisson: -89.2176\tvalid_0's huber: 28.0038\n",
"[59]\tvalid_0's poisson: -89.2512\tvalid_0's huber: 27.9737\n",
"[60]\tvalid_0's poisson: -89.2848\tvalid_0's huber: 27.9436\n",
"[61]\tvalid_0's poisson: -89.3182\tvalid_0's huber: 27.9136\n",
"[62]\tvalid_0's poisson: -89.3516\tvalid_0's huber: 27.8834\n",
"[63]\tvalid_0's poisson: -89.385\tvalid_0's huber: 27.8534\n",
"[64]\tvalid_0's poisson: -89.4183\tvalid_0's huber: 27.8233\n",
"[65]\tvalid_0's poisson: -89.4516\tvalid_0's huber: 27.7934\n",
"[66]\tvalid_0's poisson: -89.4849\tvalid_0's huber: 27.7635\n",
"[67]\tvalid_0's poisson: -89.518\tvalid_0's huber: 27.7335\n",
"[68]\tvalid_0's poisson: -89.5513\tvalid_0's huber: 27.7035\n",
"[69]\tvalid_0's poisson: -89.5844\tvalid_0's huber: 27.6735\n",
"[70]\tvalid_0's poisson: -89.6174\tvalid_0's huber: 27.6435\n",
"[71]\tvalid_0's poisson: -89.6505\tvalid_0's huber: 27.6136\n",
"[72]\tvalid_0's poisson: -89.6834\tvalid_0's huber: 27.5837\n",
"[73]\tvalid_0's poisson: -89.7164\tvalid_0's huber: 27.5539\n",
"[74]\tvalid_0's poisson: -89.7492\tvalid_0's huber: 27.5241\n",
"[75]\tvalid_0's poisson: -89.782\tvalid_0's huber: 27.4942\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -89.8148\tvalid_0's huber: 27.4645\n",
"[77]\tvalid_0's poisson: -89.8474\tvalid_0's huber: 27.4347\n",
"[78]\tvalid_0's poisson: -89.8802\tvalid_0's huber: 27.4051\n",
"[79]\tvalid_0's poisson: -89.9127\tvalid_0's huber: 27.3754\n",
"[80]\tvalid_0's poisson: -89.9454\tvalid_0's huber: 27.3458\n",
"[81]\tvalid_0's poisson: -89.978\tvalid_0's huber: 27.3162\n",
"[82]\tvalid_0's poisson: -90.0104\tvalid_0's huber: 27.2866\n",
"[83]\tvalid_0's poisson: -90.0429\tvalid_0's huber: 27.2571\n",
"[84]\tvalid_0's poisson: -90.0753\tvalid_0's huber: 27.2277\n",
"[85]\tvalid_0's poisson: -90.1096\tvalid_0's huber: 27.1989\n",
"[86]\tvalid_0's poisson: -90.1417\tvalid_0's huber: 27.1693\n",
"[87]\tvalid_0's poisson: -90.1739\tvalid_0's huber: 27.1399\n",
"[88]\tvalid_0's poisson: -90.208\tvalid_0's huber: 27.111\n",
"[89]\tvalid_0's poisson: -90.2421\tvalid_0's huber: 27.0823\n",
"[90]\tvalid_0's poisson: -90.274\tvalid_0's huber: 27.0529\n",
"[91]\tvalid_0's poisson: -90.3081\tvalid_0's huber: 27.0242\n",
"[92]\tvalid_0's poisson: -90.3399\tvalid_0's huber: 26.9949\n",
"[93]\tvalid_0's poisson: -90.3738\tvalid_0's huber: 26.9662\n",
"[94]\tvalid_0's poisson: -90.4076\tvalid_0's huber: 26.9376\n",
"[95]\tvalid_0's poisson: -90.4393\tvalid_0's huber: 26.9084\n",
"[96]\tvalid_0's poisson: -90.4731\tvalid_0's huber: 26.8799\n",
"[97]\tvalid_0's poisson: -90.5068\tvalid_0's huber: 26.8513\n",
"[98]\tvalid_0's poisson: -90.5404\tvalid_0's huber: 26.8227\n",
"[99]\tvalid_0's poisson: -90.574\tvalid_0's huber: 26.7942\n",
"[100]\tvalid_0's poisson: -90.6075\tvalid_0's huber: 26.7659\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.211\tvalid_0's huber: 29.7779\n",
"[2]\tvalid_0's poisson: -87.2479\tvalid_0's huber: 29.7462\n",
"[3]\tvalid_0's poisson: -87.2848\tvalid_0's huber: 29.7144\n",
"[4]\tvalid_0's poisson: -87.3216\tvalid_0's huber: 29.6827\n",
"[5]\tvalid_0's poisson: -87.3584\tvalid_0's huber: 29.6511\n",
"[6]\tvalid_0's poisson: -87.3951\tvalid_0's huber: 29.6194\n",
"[7]\tvalid_0's poisson: -87.4317\tvalid_0's huber: 29.5878\n",
"[8]\tvalid_0's poisson: -87.4683\tvalid_0's huber: 29.5562\n",
"[9]\tvalid_0's poisson: -87.5059\tvalid_0's huber: 29.5249\n",
"[10]\tvalid_0's poisson: -87.5433\tvalid_0's huber: 29.4936\n",
"[11]\tvalid_0's poisson: -87.5808\tvalid_0's huber: 29.4623\n",
"[12]\tvalid_0's poisson: -87.6182\tvalid_0's huber: 29.431\n",
"[13]\tvalid_0's poisson: -87.6555\tvalid_0's huber: 29.3998\n",
"[14]\tvalid_0's poisson: -87.6927\tvalid_0's huber: 29.3686\n",
"[15]\tvalid_0's poisson: -87.73\tvalid_0's huber: 29.3374\n",
"[16]\tvalid_0's poisson: -87.7671\tvalid_0's huber: 29.3063\n",
"[17]\tvalid_0's poisson: -87.8042\tvalid_0's huber: 29.2752\n",
"[18]\tvalid_0's poisson: -87.8412\tvalid_0's huber: 29.2441\n",
"[19]\tvalid_0's poisson: -87.8782\tvalid_0's huber: 29.213\n",
"[20]\tvalid_0's poisson: -87.9151\tvalid_0's huber: 29.182\n",
"[21]\tvalid_0's poisson: -87.952\tvalid_0's huber: 29.151\n",
"[22]\tvalid_0's poisson: -87.9888\tvalid_0's huber: 29.12\n",
"[23]\tvalid_0's poisson: -88.0255\tvalid_0's huber: 29.0891\n",
"[24]\tvalid_0's poisson: -88.0622\tvalid_0's huber: 29.0582\n",
"[25]\tvalid_0's poisson: -88.0988\tvalid_0's huber: 29.0273\n",
"[26]\tvalid_0's poisson: -88.1354\tvalid_0's huber: 28.9964\n",
"[27]\tvalid_0's poisson: -88.1719\tvalid_0's huber: 28.9656\n",
"[28]\tvalid_0's poisson: -88.2084\tvalid_0's huber: 28.9348\n",
"[29]\tvalid_0's poisson: -88.2448\tvalid_0's huber: 28.904\n",
"[30]\tvalid_0's poisson: -88.2812\tvalid_0's huber: 28.8733\n",
"[31]\tvalid_0's poisson: -88.3175\tvalid_0's huber: 28.8426\n",
"[32]\tvalid_0's poisson: -88.3531\tvalid_0's huber: 28.8108\n",
"[33]\tvalid_0's poisson: -88.3886\tvalid_0's huber: 28.7791\n",
"[34]\tvalid_0's poisson: -88.4248\tvalid_0's huber: 28.7484\n",
"[35]\tvalid_0's poisson: -88.4602\tvalid_0's huber: 28.7168\n",
"[36]\tvalid_0's poisson: -88.4956\tvalid_0's huber: 28.6851\n",
"[37]\tvalid_0's poisson: -88.5309\tvalid_0's huber: 28.6535\n",
"[38]\tvalid_0's poisson: -88.5664\tvalid_0's huber: 28.622\n",
"[39]\tvalid_0's poisson: -88.6016\tvalid_0's huber: 28.5904\n",
"[40]\tvalid_0's poisson: -88.637\tvalid_0's huber: 28.5589\n",
"[41]\tvalid_0's poisson: -88.6724\tvalid_0's huber: 28.5274\n",
"[42]\tvalid_0's poisson: -88.7074\tvalid_0's huber: 28.496\n",
"[43]\tvalid_0's poisson: -88.7427\tvalid_0's huber: 28.4646\n",
"[44]\tvalid_0's poisson: -88.7775\tvalid_0's huber: 28.4332\n",
"[45]\tvalid_0's poisson: -88.8132\tvalid_0's huber: 28.4028\n",
"[46]\tvalid_0's poisson: -88.8483\tvalid_0's huber: 28.3715\n",
"[47]\tvalid_0's poisson: -88.8833\tvalid_0's huber: 28.3402\n",
"[48]\tvalid_0's poisson: -88.9179\tvalid_0's huber: 28.309\n",
"[49]\tvalid_0's poisson: -88.9528\tvalid_0's huber: 28.2778\n",
"[50]\tvalid_0's poisson: -88.9877\tvalid_0's huber: 28.2466\n",
"[51]\tvalid_0's poisson: -89.0222\tvalid_0's huber: 28.2154\n",
"[52]\tvalid_0's poisson: -89.0569\tvalid_0's huber: 28.1843\n",
"[53]\tvalid_0's poisson: -89.0916\tvalid_0's huber: 28.1532\n",
"[54]\tvalid_0's poisson: -89.1259\tvalid_0's huber: 28.1221\n",
"[55]\tvalid_0's poisson: -89.1605\tvalid_0's huber: 28.0911\n",
"[56]\tvalid_0's poisson: -89.1951\tvalid_0's huber: 28.06\n",
"[57]\tvalid_0's poisson: -89.2295\tvalid_0's huber: 28.029\n",
"[58]\tvalid_0's poisson: -89.2636\tvalid_0's huber: 27.9981\n",
"[59]\tvalid_0's poisson: -89.298\tvalid_0's huber: 27.9671\n",
"[60]\tvalid_0's poisson: -89.3323\tvalid_0's huber: 27.9362\n",
"[61]\tvalid_0's poisson: -89.3663\tvalid_0's huber: 27.9053\n",
"[62]\tvalid_0's poisson: -89.4004\tvalid_0's huber: 27.8745\n",
"[63]\tvalid_0's poisson: -89.4346\tvalid_0's huber: 27.8437\n",
"[64]\tvalid_0's poisson: -89.4683\tvalid_0's huber: 27.8129\n",
"[65]\tvalid_0's poisson: -89.5024\tvalid_0's huber: 27.7821\n",
"[66]\tvalid_0's poisson: -89.5363\tvalid_0's huber: 27.7514\n",
"[67]\tvalid_0's poisson: -89.5699\tvalid_0's huber: 27.7207\n",
"[68]\tvalid_0's poisson: -89.6038\tvalid_0's huber: 27.6901\n",
"[69]\tvalid_0's poisson: -89.6376\tvalid_0's huber: 27.6594\n",
"[70]\tvalid_0's poisson: -89.671\tvalid_0's huber: 27.6289\n",
"[71]\tvalid_0's poisson: -89.7047\tvalid_0's huber: 27.5983\n",
"[72]\tvalid_0's poisson: -89.7382\tvalid_0's huber: 27.5678\n",
"[73]\tvalid_0's poisson: -89.7716\tvalid_0's huber: 27.5373\n",
"[74]\tvalid_0's poisson: -89.805\tvalid_0's huber: 27.5068\n",
"[75]\tvalid_0's poisson: -89.8385\tvalid_0's huber: 27.4764\n",
"[76]\tvalid_0's poisson: -89.8716\tvalid_0's huber: 27.446\n",
"[77]\tvalid_0's poisson: -89.905\tvalid_0's huber: 27.4156\n",
"[78]\tvalid_0's poisson: -89.9383\tvalid_0's huber: 27.3852\n",
"[79]\tvalid_0's poisson: -89.9712\tvalid_0's huber: 27.3549\n",
"[80]\tvalid_0's poisson: -90.0044\tvalid_0's huber: 27.3245\n",
"[81]\tvalid_0's poisson: -90.0376\tvalid_0's huber: 27.2942\n",
"[82]\tvalid_0's poisson: -90.0704\tvalid_0's huber: 27.264\n",
"[83]\tvalid_0's poisson: -90.1035\tvalid_0's huber: 27.2338\n",
"[84]\tvalid_0's poisson: -90.1365\tvalid_0's huber: 27.2036\n",
"[85]\tvalid_0's poisson: -90.1691\tvalid_0's huber: 27.1735\n",
"[86]\tvalid_0's poisson: -90.202\tvalid_0's huber: 27.1433\n",
"[87]\tvalid_0's poisson: -90.2345\tvalid_0's huber: 27.1133\n",
"[88]\tvalid_0's poisson: -90.2673\tvalid_0's huber: 27.0832\n",
"[89]\tvalid_0's poisson: -90.2999\tvalid_0's huber: 27.0533\n",
"[90]\tvalid_0's poisson: -90.3323\tvalid_0's huber: 27.0234\n",
"[91]\tvalid_0's poisson: -90.3649\tvalid_0's huber: 26.9935\n",
"[92]\tvalid_0's poisson: -90.3974\tvalid_0's huber: 26.9637\n",
"[93]\tvalid_0's poisson: -90.4297\tvalid_0's huber: 26.9339\n",
"[94]\tvalid_0's poisson: -90.4621\tvalid_0's huber: 26.9042\n",
"[95]\tvalid_0's poisson: -90.4945\tvalid_0's huber: 26.8745\n",
"[96]\tvalid_0's poisson: -90.5265\tvalid_0's huber: 26.8449\n",
"[97]\tvalid_0's poisson: -90.5588\tvalid_0's huber: 26.8153\n",
"[98]\tvalid_0's poisson: -90.5907\tvalid_0's huber: 26.7857\n",
"[99]\tvalid_0's poisson: -90.6228\tvalid_0's huber: 26.7562\n",
"[100]\tvalid_0's poisson: -90.6548\tvalid_0's huber: 26.7267\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2065\tvalid_0's huber: 29.8104\n",
"[2]\tvalid_0's poisson: -87.2434\tvalid_0's huber: 29.778\n",
"[3]\tvalid_0's poisson: -87.2802\tvalid_0's huber: 29.7456\n",
"[4]\tvalid_0's poisson: -87.317\tvalid_0's huber: 29.7133\n",
"[5]\tvalid_0's poisson: -87.3537\tvalid_0's huber: 29.6809\n",
"[6]\tvalid_0's poisson: -87.3904\tvalid_0's huber: 29.6486\n",
"[7]\tvalid_0's poisson: -87.427\tvalid_0's huber: 29.6164\n",
"[8]\tvalid_0's poisson: -87.4635\tvalid_0's huber: 29.5841\n",
"[9]\tvalid_0's poisson: -87.5\tvalid_0's huber: 29.5519\n",
"[10]\tvalid_0's poisson: -87.5364\tvalid_0's huber: 29.5198\n",
"[11]\tvalid_0's poisson: -87.5727\tvalid_0's huber: 29.4877\n",
"[12]\tvalid_0's poisson: -87.609\tvalid_0's huber: 29.4556\n",
"[13]\tvalid_0's poisson: -87.6453\tvalid_0's huber: 29.4235\n",
"[14]\tvalid_0's poisson: -87.6815\tvalid_0's huber: 29.3915\n",
"[15]\tvalid_0's poisson: -87.7176\tvalid_0's huber: 29.3595\n",
"[16]\tvalid_0's poisson: -87.7537\tvalid_0's huber: 29.3276\n",
"[17]\tvalid_0's poisson: -87.7897\tvalid_0's huber: 29.2957\n",
"[18]\tvalid_0's poisson: -87.8256\tvalid_0's huber: 29.2638\n",
"[19]\tvalid_0's poisson: -87.8615\tvalid_0's huber: 29.2319\n",
"[20]\tvalid_0's poisson: -87.8976\tvalid_0's huber: 29.2003\n",
"[21]\tvalid_0's poisson: -87.9333\tvalid_0's huber: 29.1685\n",
"[22]\tvalid_0's poisson: -87.9693\tvalid_0's huber: 29.1369\n",
"[23]\tvalid_0's poisson: -88.005\tvalid_0's huber: 29.1052\n",
"[24]\tvalid_0's poisson: -88.0408\tvalid_0's huber: 29.0736\n",
"[25]\tvalid_0's poisson: -88.0766\tvalid_0's huber: 29.0421\n",
"[26]\tvalid_0's poisson: -88.1123\tvalid_0's huber: 29.0106\n",
"[27]\tvalid_0's poisson: -88.1478\tvalid_0's huber: 28.979\n",
"[28]\tvalid_0's poisson: -88.1834\tvalid_0's huber: 28.9476\n",
"[29]\tvalid_0's poisson: -88.2188\tvalid_0's huber: 28.916\n",
"[30]\tvalid_0's poisson: -88.2543\tvalid_0's huber: 28.8846\n",
"[31]\tvalid_0's poisson: -88.2897\tvalid_0's huber: 28.853\n",
"[32]\tvalid_0's poisson: -88.3251\tvalid_0's huber: 28.8217\n",
"[33]\tvalid_0's poisson: -88.3604\tvalid_0's huber: 28.7901\n",
"[34]\tvalid_0's poisson: -88.3957\tvalid_0's huber: 28.7589\n",
"[35]\tvalid_0's poisson: -88.4308\tvalid_0's huber: 28.7274\n",
"[36]\tvalid_0's poisson: -88.4661\tvalid_0's huber: 28.6961\n",
"[37]\tvalid_0's poisson: -88.501\tvalid_0's huber: 28.6648\n",
"[38]\tvalid_0's poisson: -88.5362\tvalid_0's huber: 28.6335\n",
"[39]\tvalid_0's poisson: -88.5714\tvalid_0's huber: 28.6023\n",
"[40]\tvalid_0's poisson: -88.6061\tvalid_0's huber: 28.5711\n",
"[41]\tvalid_0's poisson: -88.6412\tvalid_0's huber: 28.5399\n",
"[42]\tvalid_0's poisson: -88.6761\tvalid_0's huber: 28.5088\n",
"[43]\tvalid_0's poisson: -88.7107\tvalid_0's huber: 28.4777\n",
"[44]\tvalid_0's poisson: -88.7456\tvalid_0's huber: 28.4467\n",
"[45]\tvalid_0's poisson: -88.7802\tvalid_0's huber: 28.4155\n",
"[46]\tvalid_0's poisson: -88.8148\tvalid_0's huber: 28.3846\n",
"[47]\tvalid_0's poisson: -88.8494\tvalid_0's huber: 28.3537\n",
"[48]\tvalid_0's poisson: -88.8838\tvalid_0's huber: 28.3227\n",
"[49]\tvalid_0's poisson: -88.9183\tvalid_0's huber: 28.2919\n",
"[50]\tvalid_0's poisson: -88.9528\tvalid_0's huber: 28.261\n",
"[51]\tvalid_0's poisson: -88.987\tvalid_0's huber: 28.2302\n",
"[52]\tvalid_0's poisson: -89.0214\tvalid_0's huber: 28.1994\n",
"[53]\tvalid_0's poisson: -89.0557\tvalid_0's huber: 28.1686\n",
"[54]\tvalid_0's poisson: -89.0897\tvalid_0's huber: 28.1379\n",
"[55]\tvalid_0's poisson: -89.124\tvalid_0's huber: 28.1072\n",
"[56]\tvalid_0's poisson: -89.1581\tvalid_0's huber: 28.0766\n",
"[57]\tvalid_0's poisson: -89.1921\tvalid_0's huber: 28.0458\n",
"[58]\tvalid_0's poisson: -89.2262\tvalid_0's huber: 28.0152\n",
"[59]\tvalid_0's poisson: -89.2601\tvalid_0's huber: 27.9847\n",
"[60]\tvalid_0's poisson: -89.2939\tvalid_0's huber: 27.954\n",
"[61]\tvalid_0's poisson: -89.3277\tvalid_0's huber: 27.9236\n",
"[62]\tvalid_0's poisson: -89.3614\tvalid_0's huber: 27.8929\n",
"[63]\tvalid_0's poisson: -89.3952\tvalid_0's huber: 27.8625\n",
"[64]\tvalid_0's poisson: -89.4288\tvalid_0's huber: 27.8322\n",
"[65]\tvalid_0's poisson: -89.4623\tvalid_0's huber: 27.8016\n",
"[66]\tvalid_0's poisson: -89.4959\tvalid_0's huber: 27.7712\n",
"[67]\tvalid_0's poisson: -89.5292\tvalid_0's huber: 27.7409\n",
"[68]\tvalid_0's poisson: -89.5627\tvalid_0's huber: 27.7106\n",
"[69]\tvalid_0's poisson: -89.5959\tvalid_0's huber: 27.6803\n",
"[70]\tvalid_0's poisson: -89.6293\tvalid_0's huber: 27.65\n",
"[71]\tvalid_0's poisson: -89.6624\tvalid_0's huber: 27.6197\n",
"[72]\tvalid_0's poisson: -89.6956\tvalid_0's huber: 27.5896\n",
"[73]\tvalid_0's poisson: -89.7289\tvalid_0's huber: 27.5595\n",
"[74]\tvalid_0's poisson: -89.7618\tvalid_0's huber: 27.5293\n",
"[75]\tvalid_0's poisson: -89.7949\tvalid_0's huber: 27.4992\n",
"[76]\tvalid_0's poisson: -89.8276\tvalid_0's huber: 27.4691\n",
"[77]\tvalid_0's poisson: -89.8605\tvalid_0's huber: 27.4392\n",
"[78]\tvalid_0's poisson: -89.8935\tvalid_0's huber: 27.4093\n",
"[79]\tvalid_0's poisson: -89.9264\tvalid_0's huber: 27.3793\n",
"[80]\tvalid_0's poisson: -89.959\tvalid_0's huber: 27.3493\n",
"[81]\tvalid_0's poisson: -89.9918\tvalid_0's huber: 27.3194\n",
"[82]\tvalid_0's poisson: -90.0245\tvalid_0's huber: 27.2896\n",
"[83]\tvalid_0's poisson: -90.0569\tvalid_0's huber: 27.2597\n",
"[84]\tvalid_0's poisson: -90.0915\tvalid_0's huber: 27.2305\n",
"[85]\tvalid_0's poisson: -90.1238\tvalid_0's huber: 27.2006\n",
"[86]\tvalid_0's poisson: -90.1583\tvalid_0's huber: 27.1714\n",
"[87]\tvalid_0's poisson: -90.1926\tvalid_0's huber: 27.1424\n",
"[88]\tvalid_0's poisson: -90.2247\tvalid_0's huber: 27.1127\n",
"[89]\tvalid_0's poisson: -90.259\tvalid_0's huber: 27.0838\n",
"[90]\tvalid_0's poisson: -90.2932\tvalid_0's huber: 27.0549\n",
"[91]\tvalid_0's poisson: -90.3253\tvalid_0's huber: 27.0253\n",
"[92]\tvalid_0's poisson: -90.3594\tvalid_0's huber: 26.9965\n",
"[93]\tvalid_0's poisson: -90.3934\tvalid_0's huber: 26.9677\n",
"[94]\tvalid_0's poisson: -90.4252\tvalid_0's huber: 26.9383\n",
"[95]\tvalid_0's poisson: -90.4592\tvalid_0's huber: 26.9096\n",
"[96]\tvalid_0's poisson: -90.4931\tvalid_0's huber: 26.8809\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -90.5268\tvalid_0's huber: 26.8521\n",
"[98]\tvalid_0's poisson: -90.5607\tvalid_0's huber: 26.8234\n",
"[99]\tvalid_0's poisson: -90.5947\tvalid_0's huber: 26.7945\n",
"[100]\tvalid_0's poisson: -90.6287\tvalid_0's huber: 26.7657\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.213\tvalid_0's huber: 29.7613\n",
"[2]\tvalid_0's poisson: -87.2499\tvalid_0's huber: 29.729\n",
"[3]\tvalid_0's poisson: -87.2867\tvalid_0's huber: 29.6967\n",
"[4]\tvalid_0's poisson: -87.3235\tvalid_0's huber: 29.6644\n",
"[5]\tvalid_0's poisson: -87.3603\tvalid_0's huber: 29.6322\n",
"[6]\tvalid_0's poisson: -87.397\tvalid_0's huber: 29.6\n",
"[7]\tvalid_0's poisson: -87.4337\tvalid_0's huber: 29.5678\n",
"[8]\tvalid_0's poisson: -87.4702\tvalid_0's huber: 29.5357\n",
"[9]\tvalid_0's poisson: -87.5068\tvalid_0's huber: 29.5036\n",
"[10]\tvalid_0's poisson: -87.5432\tvalid_0's huber: 29.4715\n",
"[11]\tvalid_0's poisson: -87.5796\tvalid_0's huber: 29.4395\n",
"[12]\tvalid_0's poisson: -87.6159\tvalid_0's huber: 29.4075\n",
"[13]\tvalid_0's poisson: -87.6522\tvalid_0's huber: 29.3756\n",
"[14]\tvalid_0's poisson: -87.6884\tvalid_0's huber: 29.3437\n",
"[15]\tvalid_0's poisson: -87.7245\tvalid_0's huber: 29.3118\n",
"[16]\tvalid_0's poisson: -87.7606\tvalid_0's huber: 29.2799\n",
"[17]\tvalid_0's poisson: -87.7966\tvalid_0's huber: 29.2481\n",
"[18]\tvalid_0's poisson: -87.8326\tvalid_0's huber: 29.2163\n",
"[19]\tvalid_0's poisson: -87.8685\tvalid_0's huber: 29.1846\n",
"[20]\tvalid_0's poisson: -87.9043\tvalid_0's huber: 29.1529\n",
"[21]\tvalid_0's poisson: -87.9401\tvalid_0's huber: 29.1212\n",
"[22]\tvalid_0's poisson: -87.9761\tvalid_0's huber: 29.0897\n",
"[23]\tvalid_0's poisson: -88.0118\tvalid_0's huber: 29.0581\n",
"[24]\tvalid_0's poisson: -88.0476\tvalid_0's huber: 29.0266\n",
"[25]\tvalid_0's poisson: -88.0832\tvalid_0's huber: 28.9951\n",
"[26]\tvalid_0's poisson: -88.1189\tvalid_0's huber: 28.9637\n",
"[27]\tvalid_0's poisson: -88.1546\tvalid_0's huber: 28.9323\n",
"[28]\tvalid_0's poisson: -88.19\tvalid_0's huber: 28.9009\n",
"[29]\tvalid_0's poisson: -88.2256\tvalid_0's huber: 28.8696\n",
"[30]\tvalid_0's poisson: -88.2611\tvalid_0's huber: 28.8383\n",
"[31]\tvalid_0's poisson: -88.2963\tvalid_0's huber: 28.8069\n",
"[32]\tvalid_0's poisson: -88.3317\tvalid_0's huber: 28.7757\n",
"[33]\tvalid_0's poisson: -88.367\tvalid_0's huber: 28.7446\n",
"[34]\tvalid_0's poisson: -88.4021\tvalid_0's huber: 28.7133\n",
"[35]\tvalid_0's poisson: -88.4372\tvalid_0's huber: 28.6823\n",
"[36]\tvalid_0's poisson: -88.4722\tvalid_0's huber: 28.6511\n",
"[37]\tvalid_0's poisson: -88.5072\tvalid_0's huber: 28.6201\n",
"[38]\tvalid_0's poisson: -88.542\tvalid_0's huber: 28.5889\n",
"[39]\tvalid_0's poisson: -88.577\tvalid_0's huber: 28.558\n",
"[40]\tvalid_0's poisson: -88.6117\tvalid_0's huber: 28.5269\n",
"[41]\tvalid_0's poisson: -88.6465\tvalid_0's huber: 28.4961\n",
"[42]\tvalid_0's poisson: -88.6811\tvalid_0's huber: 28.4651\n",
"[43]\tvalid_0's poisson: -88.7158\tvalid_0's huber: 28.4343\n",
"[44]\tvalid_0's poisson: -88.75\tvalid_0's huber: 28.4036\n",
"[45]\tvalid_0's poisson: -88.7845\tvalid_0's huber: 28.3728\n",
"[46]\tvalid_0's poisson: -88.8191\tvalid_0's huber: 28.3421\n",
"[47]\tvalid_0's poisson: -88.8533\tvalid_0's huber: 28.3113\n",
"[48]\tvalid_0's poisson: -88.8878\tvalid_0's huber: 28.2807\n",
"[49]\tvalid_0's poisson: -88.9221\tvalid_0's huber: 28.2501\n",
"[50]\tvalid_0's poisson: -88.9564\tvalid_0's huber: 28.2196\n",
"[51]\tvalid_0's poisson: -88.9902\tvalid_0's huber: 28.1891\n",
"[52]\tvalid_0's poisson: -89.0243\tvalid_0's huber: 28.1586\n",
"[53]\tvalid_0's poisson: -89.0585\tvalid_0's huber: 28.1281\n",
"[54]\tvalid_0's poisson: -89.0921\tvalid_0's huber: 28.0977\n",
"[55]\tvalid_0's poisson: -89.1261\tvalid_0's huber: 28.0673\n",
"[56]\tvalid_0's poisson: -89.1601\tvalid_0's huber: 28.0369\n",
"[57]\tvalid_0's poisson: -89.194\tvalid_0's huber: 28.0066\n",
"[58]\tvalid_0's poisson: -89.2276\tvalid_0's huber: 27.9761\n",
"[59]\tvalid_0's poisson: -89.2614\tvalid_0's huber: 27.9458\n",
"[60]\tvalid_0's poisson: -89.2953\tvalid_0's huber: 27.9153\n",
"[61]\tvalid_0's poisson: -89.3292\tvalid_0's huber: 27.8849\n",
"[62]\tvalid_0's poisson: -89.3627\tvalid_0's huber: 27.8545\n",
"[63]\tvalid_0's poisson: -89.3965\tvalid_0's huber: 27.8241\n",
"[64]\tvalid_0's poisson: -89.43\tvalid_0's huber: 27.7939\n",
"[65]\tvalid_0's poisson: -89.4633\tvalid_0's huber: 27.7636\n",
"[66]\tvalid_0's poisson: -89.4968\tvalid_0's huber: 27.7333\n",
"[67]\tvalid_0's poisson: -89.5304\tvalid_0's huber: 27.7031\n",
"[68]\tvalid_0's poisson: -89.5633\tvalid_0's huber: 27.673\n",
"[69]\tvalid_0's poisson: -89.5967\tvalid_0's huber: 27.6428\n",
"[70]\tvalid_0's poisson: -89.6301\tvalid_0's huber: 27.6127\n",
"[71]\tvalid_0's poisson: -89.663\tvalid_0's huber: 27.5826\n",
"[72]\tvalid_0's poisson: -89.6961\tvalid_0's huber: 27.5526\n",
"[73]\tvalid_0's poisson: -89.7293\tvalid_0's huber: 27.5226\n",
"[74]\tvalid_0's poisson: -89.7621\tvalid_0's huber: 27.4925\n",
"[75]\tvalid_0's poisson: -89.795\tvalid_0's huber: 27.4626\n",
"[76]\tvalid_0's poisson: -89.8281\tvalid_0's huber: 27.4327\n",
"[77]\tvalid_0's poisson: -89.8607\tvalid_0's huber: 27.4027\n",
"[78]\tvalid_0's poisson: -89.8934\tvalid_0's huber: 27.373\n",
"[79]\tvalid_0's poisson: -89.9263\tvalid_0's huber: 27.3431\n",
"[80]\tvalid_0's poisson: -89.9587\tvalid_0's huber: 27.3132\n",
"[81]\tvalid_0's poisson: -89.9914\tvalid_0's huber: 27.2836\n",
"[82]\tvalid_0's poisson: -90.0241\tvalid_0's huber: 27.2538\n",
"[83]\tvalid_0's poisson: -90.0566\tvalid_0's huber: 27.2242\n",
"[84]\tvalid_0's poisson: -90.0888\tvalid_0's huber: 27.1944\n",
"[85]\tvalid_0's poisson: -90.1214\tvalid_0's huber: 27.1648\n",
"[86]\tvalid_0's poisson: -90.1538\tvalid_0's huber: 27.1353\n",
"[87]\tvalid_0's poisson: -90.1857\tvalid_0's huber: 27.1058\n",
"[88]\tvalid_0's poisson: -90.2201\tvalid_0's huber: 27.077\n",
"[89]\tvalid_0's poisson: -90.2545\tvalid_0's huber: 27.0481\n",
"[90]\tvalid_0's poisson: -90.2863\tvalid_0's huber: 27.0188\n",
"[91]\tvalid_0's poisson: -90.3206\tvalid_0's huber: 26.99\n",
"[92]\tvalid_0's poisson: -90.3547\tvalid_0's huber: 26.9613\n",
"[93]\tvalid_0's poisson: -90.3864\tvalid_0's huber: 26.9321\n",
"[94]\tvalid_0's poisson: -90.4205\tvalid_0's huber: 26.9034\n",
"[95]\tvalid_0's poisson: -90.4545\tvalid_0's huber: 26.8748\n",
"[96]\tvalid_0's poisson: -90.4884\tvalid_0's huber: 26.846\n",
"[97]\tvalid_0's poisson: -90.5224\tvalid_0's huber: 26.8173\n",
"[98]\tvalid_0's poisson: -90.5563\tvalid_0's huber: 26.7887\n",
"[99]\tvalid_0's poisson: -90.5901\tvalid_0's huber: 26.76\n",
"[100]\tvalid_0's poisson: -90.6239\tvalid_0's huber: 26.7315\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2007\tvalid_0's huber: 29.853\n",
"[2]\tvalid_0's poisson: -87.2378\tvalid_0's huber: 29.8208\n",
"[3]\tvalid_0's poisson: -87.2747\tvalid_0's huber: 29.7886\n",
"[4]\tvalid_0's poisson: -87.3117\tvalid_0's huber: 29.7564\n",
"[5]\tvalid_0's poisson: -87.3485\tvalid_0's huber: 29.7243\n",
"[6]\tvalid_0's poisson: -87.3853\tvalid_0's huber: 29.6922\n",
"[7]\tvalid_0's poisson: -87.4221\tvalid_0's huber: 29.6601\n",
"[8]\tvalid_0's poisson: -87.4588\tvalid_0's huber: 29.6281\n",
"[9]\tvalid_0's poisson: -87.4954\tvalid_0's huber: 29.596\n",
"[10]\tvalid_0's poisson: -87.5316\tvalid_0's huber: 29.5645\n",
"[11]\tvalid_0's poisson: -87.5682\tvalid_0's huber: 29.5325\n",
"[12]\tvalid_0's poisson: -87.6043\tvalid_0's huber: 29.501\n",
"[13]\tvalid_0's poisson: -87.6407\tvalid_0's huber: 29.4691\n",
"[14]\tvalid_0's poisson: -87.6767\tvalid_0's huber: 29.4376\n",
"[15]\tvalid_0's poisson: -87.713\tvalid_0's huber: 29.4058\n",
"[16]\tvalid_0's poisson: -87.7488\tvalid_0's huber: 29.3744\n",
"[17]\tvalid_0's poisson: -87.7847\tvalid_0's huber: 29.343\n",
"[18]\tvalid_0's poisson: -87.8203\tvalid_0's huber: 29.3114\n",
"[19]\tvalid_0's poisson: -87.8564\tvalid_0's huber: 29.2797\n",
"[20]\tvalid_0's poisson: -87.892\tvalid_0's huber: 29.2484\n",
"[21]\tvalid_0's poisson: -87.9275\tvalid_0's huber: 29.2168\n",
"[22]\tvalid_0's poisson: -87.9634\tvalid_0's huber: 29.1852\n",
"[23]\tvalid_0's poisson: -87.9989\tvalid_0's huber: 29.1539\n",
"[24]\tvalid_0's poisson: -88.0343\tvalid_0's huber: 29.1225\n",
"[25]\tvalid_0's poisson: -88.07\tvalid_0's huber: 29.0909\n",
"[26]\tvalid_0's poisson: -88.1054\tvalid_0's huber: 29.0598\n",
"[27]\tvalid_0's poisson: -88.1405\tvalid_0's huber: 29.0284\n",
"[28]\tvalid_0's poisson: -88.1761\tvalid_0's huber: 28.9969\n",
"[29]\tvalid_0's poisson: -88.2112\tvalid_0's huber: 28.9656\n",
"[30]\tvalid_0's poisson: -88.2466\tvalid_0's huber: 28.9342\n",
"[31]\tvalid_0's poisson: -88.2821\tvalid_0's huber: 28.9028\n",
"[32]\tvalid_0's poisson: -88.317\tvalid_0's huber: 28.8715\n",
"[33]\tvalid_0's poisson: -88.3523\tvalid_0's huber: 28.8402\n",
"[34]\tvalid_0's poisson: -88.3871\tvalid_0's huber: 28.809\n",
"[35]\tvalid_0's poisson: -88.4223\tvalid_0's huber: 28.7778\n",
"[36]\tvalid_0's poisson: -88.4575\tvalid_0's huber: 28.7465\n",
"[37]\tvalid_0's poisson: -88.4921\tvalid_0's huber: 28.7154\n",
"[38]\tvalid_0's poisson: -88.5273\tvalid_0's huber: 28.6842\n",
"[39]\tvalid_0's poisson: -88.5618\tvalid_0's huber: 28.6531\n",
"[40]\tvalid_0's poisson: -88.5968\tvalid_0's huber: 28.622\n",
"[41]\tvalid_0's poisson: -88.6317\tvalid_0's huber: 28.5909\n",
"[42]\tvalid_0's poisson: -88.666\tvalid_0's huber: 28.5599\n",
"[43]\tvalid_0's poisson: -88.7009\tvalid_0's huber: 28.5289\n",
"[44]\tvalid_0's poisson: -88.7352\tvalid_0's huber: 28.498\n",
"[45]\tvalid_0's poisson: -88.7699\tvalid_0's huber: 28.4669\n",
"[46]\tvalid_0's poisson: -88.804\tvalid_0's huber: 28.4361\n",
"[47]\tvalid_0's poisson: -88.8387\tvalid_0's huber: 28.4052\n",
"[48]\tvalid_0's poisson: -88.8727\tvalid_0's huber: 28.3744\n",
"[49]\tvalid_0's poisson: -88.9072\tvalid_0's huber: 28.3435\n",
"[50]\tvalid_0's poisson: -88.9412\tvalid_0's huber: 28.3127\n",
"[51]\tvalid_0's poisson: -88.9757\tvalid_0's huber: 28.2819\n",
"[52]\tvalid_0's poisson: -89.0095\tvalid_0's huber: 28.2512\n",
"[53]\tvalid_0's poisson: -89.0438\tvalid_0's huber: 28.2205\n",
"[54]\tvalid_0's poisson: -89.0781\tvalid_0's huber: 28.1897\n",
"[55]\tvalid_0's poisson: -89.1118\tvalid_0's huber: 28.1591\n",
"[56]\tvalid_0's poisson: -89.146\tvalid_0's huber: 28.1284\n",
"[57]\tvalid_0's poisson: -89.1795\tvalid_0's huber: 28.0979\n",
"[58]\tvalid_0's poisson: -89.2135\tvalid_0's huber: 28.0673\n",
"[59]\tvalid_0's poisson: -89.2475\tvalid_0's huber: 28.0368\n",
"[60]\tvalid_0's poisson: -89.2808\tvalid_0's huber: 28.0064\n",
"[61]\tvalid_0's poisson: -89.3147\tvalid_0's huber: 27.9759\n",
"[62]\tvalid_0's poisson: -89.348\tvalid_0's huber: 27.9454\n",
"[63]\tvalid_0's poisson: -89.3817\tvalid_0's huber: 27.915\n",
"[64]\tvalid_0's poisson: -89.4153\tvalid_0's huber: 27.8846\n",
"[65]\tvalid_0's poisson: -89.4484\tvalid_0's huber: 27.8544\n",
"[66]\tvalid_0's poisson: -89.482\tvalid_0's huber: 27.824\n",
"[67]\tvalid_0's poisson: -89.5156\tvalid_0's huber: 27.7936\n",
"[68]\tvalid_0's poisson: -89.5486\tvalid_0's huber: 27.7634\n",
"[69]\tvalid_0's poisson: -89.582\tvalid_0's huber: 27.7331\n",
"[70]\tvalid_0's poisson: -89.6155\tvalid_0's huber: 27.7027\n",
"[71]\tvalid_0's poisson: -89.6486\tvalid_0's huber: 27.6723\n",
"[72]\tvalid_0's poisson: -89.6819\tvalid_0's huber: 27.6421\n",
"[73]\tvalid_0's poisson: -89.7151\tvalid_0's huber: 27.6119\n",
"[74]\tvalid_0's poisson: -89.7479\tvalid_0's huber: 27.5818\n",
"[75]\tvalid_0's poisson: -89.7807\tvalid_0's huber: 27.5517\n",
"[76]\tvalid_0's poisson: -89.8138\tvalid_0's huber: 27.5216\n",
"[77]\tvalid_0's poisson: -89.8466\tvalid_0's huber: 27.4915\n",
"[78]\tvalid_0's poisson: -89.8798\tvalid_0's huber: 27.4612\n",
"[79]\tvalid_0's poisson: -89.9127\tvalid_0's huber: 27.4312\n",
"[80]\tvalid_0's poisson: -89.9456\tvalid_0's huber: 27.401\n",
"[81]\tvalid_0's poisson: -89.9786\tvalid_0's huber: 27.3709\n",
"[82]\tvalid_0's poisson: -90.0113\tvalid_0's huber: 27.3407\n",
"[83]\tvalid_0's poisson: -90.0442\tvalid_0's huber: 27.3107\n",
"[84]\tvalid_0's poisson: -90.0768\tvalid_0's huber: 27.2805\n",
"[85]\tvalid_0's poisson: -90.1116\tvalid_0's huber: 27.2512\n",
"[86]\tvalid_0's poisson: -90.1463\tvalid_0's huber: 27.2219\n",
"[87]\tvalid_0's poisson: -90.1785\tvalid_0's huber: 27.1921\n",
"[88]\tvalid_0's poisson: -90.2131\tvalid_0's huber: 27.1628\n",
"[89]\tvalid_0's poisson: -90.2455\tvalid_0's huber: 27.1329\n",
"[90]\tvalid_0's poisson: -90.28\tvalid_0's huber: 27.1037\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[91]\tvalid_0's poisson: -90.3144\tvalid_0's huber: 27.0745\n",
"[92]\tvalid_0's poisson: -90.3466\tvalid_0's huber: 27.0447\n",
"[93]\tvalid_0's poisson: -90.381\tvalid_0's huber: 27.0156\n",
"[94]\tvalid_0's poisson: -90.4131\tvalid_0's huber: 26.9858\n",
"[95]\tvalid_0's poisson: -90.4473\tvalid_0's huber: 26.9568\n",
"[96]\tvalid_0's poisson: -90.4813\tvalid_0's huber: 26.928\n",
"[97]\tvalid_0's poisson: -90.5154\tvalid_0's huber: 26.8991\n",
"[98]\tvalid_0's poisson: -90.5495\tvalid_0's huber: 26.8701\n",
"[99]\tvalid_0's poisson: -90.5833\tvalid_0's huber: 26.8411\n",
"[100]\tvalid_0's poisson: -90.6173\tvalid_0's huber: 26.8122\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7853\n",
"[2]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7589\n",
"[3]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7325\n",
"[4]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7061\n",
"[5]\tvalid_0's poisson: -87.3189\tvalid_0's huber: 29.6798\n",
"[6]\tvalid_0's poisson: -87.3478\tvalid_0's huber: 29.6535\n",
"[7]\tvalid_0's poisson: -87.3767\tvalid_0's huber: 29.6272\n",
"[8]\tvalid_0's poisson: -87.4056\tvalid_0's huber: 29.6009\n",
"[9]\tvalid_0's poisson: -87.4344\tvalid_0's huber: 29.5747\n",
"[10]\tvalid_0's poisson: -87.4631\tvalid_0's huber: 29.5485\n",
"[11]\tvalid_0's poisson: -87.4918\tvalid_0's huber: 29.5223\n",
"[12]\tvalid_0's poisson: -87.5205\tvalid_0's huber: 29.4961\n",
"[13]\tvalid_0's poisson: -87.5491\tvalid_0's huber: 29.47\n",
"[14]\tvalid_0's poisson: -87.5777\tvalid_0's huber: 29.4439\n",
"[15]\tvalid_0's poisson: -87.6063\tvalid_0's huber: 29.4178\n",
"[16]\tvalid_0's poisson: -87.6348\tvalid_0's huber: 29.3918\n",
"[17]\tvalid_0's poisson: -87.6632\tvalid_0's huber: 29.3658\n",
"[18]\tvalid_0's poisson: -87.6917\tvalid_0's huber: 29.3398\n",
"[19]\tvalid_0's poisson: -87.72\tvalid_0's huber: 29.3138\n",
"[20]\tvalid_0's poisson: -87.7484\tvalid_0's huber: 29.2879\n",
"[21]\tvalid_0's poisson: -87.7767\tvalid_0's huber: 29.262\n",
"[22]\tvalid_0's poisson: -87.8049\tvalid_0's huber: 29.2361\n",
"[23]\tvalid_0's poisson: -87.8331\tvalid_0's huber: 29.2103\n",
"[24]\tvalid_0's poisson: -87.8613\tvalid_0's huber: 29.1845\n",
"[25]\tvalid_0's poisson: -87.8894\tvalid_0's huber: 29.1587\n",
"[26]\tvalid_0's poisson: -87.9175\tvalid_0's huber: 29.1329\n",
"[27]\tvalid_0's poisson: -87.9455\tvalid_0's huber: 29.1072\n",
"[28]\tvalid_0's poisson: -87.9735\tvalid_0's huber: 29.0815\n",
"[29]\tvalid_0's poisson: -88.0015\tvalid_0's huber: 29.0558\n",
"[30]\tvalid_0's poisson: -88.0294\tvalid_0's huber: 29.0301\n",
"[31]\tvalid_0's poisson: -88.0573\tvalid_0's huber: 29.0045\n",
"[32]\tvalid_0's poisson: -88.0851\tvalid_0's huber: 28.9789\n",
"[33]\tvalid_0's poisson: -88.1129\tvalid_0's huber: 28.9533\n",
"[34]\tvalid_0's poisson: -88.1407\tvalid_0's huber: 28.9278\n",
"[35]\tvalid_0's poisson: -88.1684\tvalid_0's huber: 28.9023\n",
"[36]\tvalid_0's poisson: -88.1961\tvalid_0's huber: 28.8768\n",
"[37]\tvalid_0's poisson: -88.2237\tvalid_0's huber: 28.8513\n",
"[38]\tvalid_0's poisson: -88.2513\tvalid_0's huber: 28.8259\n",
"[39]\tvalid_0's poisson: -88.2789\tvalid_0's huber: 28.8004\n",
"[40]\tvalid_0's poisson: -88.3064\tvalid_0's huber: 28.7751\n",
"[41]\tvalid_0's poisson: -88.3339\tvalid_0's huber: 28.7497\n",
"[42]\tvalid_0's poisson: -88.3614\tvalid_0's huber: 28.7243\n",
"[43]\tvalid_0's poisson: -88.3888\tvalid_0's huber: 28.699\n",
"[44]\tvalid_0's poisson: -88.4161\tvalid_0's huber: 28.6737\n",
"[45]\tvalid_0's poisson: -88.4435\tvalid_0's huber: 28.6485\n",
"[46]\tvalid_0's poisson: -88.4708\tvalid_0's huber: 28.6232\n",
"[47]\tvalid_0's poisson: -88.498\tvalid_0's huber: 28.598\n",
"[48]\tvalid_0's poisson: -88.5252\tvalid_0's huber: 28.5728\n",
"[49]\tvalid_0's poisson: -88.5524\tvalid_0's huber: 28.5477\n",
"[50]\tvalid_0's poisson: -88.5795\tvalid_0's huber: 28.5226\n",
"[51]\tvalid_0's poisson: -88.6066\tvalid_0's huber: 28.4975\n",
"[52]\tvalid_0's poisson: -88.6337\tvalid_0's huber: 28.4724\n",
"[53]\tvalid_0's poisson: -88.6607\tvalid_0's huber: 28.4473\n",
"[54]\tvalid_0's poisson: -88.6876\tvalid_0's huber: 28.4223\n",
"[55]\tvalid_0's poisson: -88.7147\tvalid_0's huber: 28.3973\n",
"[56]\tvalid_0's poisson: -88.7418\tvalid_0's huber: 28.3722\n",
"[57]\tvalid_0's poisson: -88.7686\tvalid_0's huber: 28.3473\n",
"[58]\tvalid_0's poisson: -88.7956\tvalid_0's huber: 28.3223\n",
"[59]\tvalid_0's poisson: -88.8225\tvalid_0's huber: 28.2973\n",
"[60]\tvalid_0's poisson: -88.8492\tvalid_0's huber: 28.2724\n",
"[61]\tvalid_0's poisson: -88.8761\tvalid_0's huber: 28.2474\n",
"[62]\tvalid_0's poisson: -88.9029\tvalid_0's huber: 28.2225\n",
"[63]\tvalid_0's poisson: -88.9295\tvalid_0's huber: 28.1977\n",
"[64]\tvalid_0's poisson: -88.9562\tvalid_0's huber: 28.1729\n",
"[65]\tvalid_0's poisson: -88.9827\tvalid_0's huber: 28.1481\n",
"[66]\tvalid_0's poisson: -89.0094\tvalid_0's huber: 28.1233\n",
"[67]\tvalid_0's poisson: -89.0358\tvalid_0's huber: 28.0986\n",
"[68]\tvalid_0's poisson: -89.0623\tvalid_0's huber: 28.0739\n",
"[69]\tvalid_0's poisson: -89.0888\tvalid_0's huber: 28.0491\n",
"[70]\tvalid_0's poisson: -89.1151\tvalid_0's huber: 28.0245\n",
"[71]\tvalid_0's poisson: -89.1416\tvalid_0's huber: 27.9999\n",
"[72]\tvalid_0's poisson: -89.1678\tvalid_0's huber: 27.9753\n",
"[73]\tvalid_0's poisson: -89.1941\tvalid_0's huber: 27.9507\n",
"[74]\tvalid_0's poisson: -89.2203\tvalid_0's huber: 27.9261\n",
"[75]\tvalid_0's poisson: -89.2465\tvalid_0's huber: 27.9016\n",
"[76]\tvalid_0's poisson: -89.2727\tvalid_0's huber: 27.8771\n",
"[77]\tvalid_0's poisson: -89.2987\tvalid_0's huber: 27.8526\n",
"[78]\tvalid_0's poisson: -89.3249\tvalid_0's huber: 27.8281\n",
"[79]\tvalid_0's poisson: -89.3508\tvalid_0's huber: 27.8037\n",
"[80]\tvalid_0's poisson: -89.3769\tvalid_0's huber: 27.7793\n",
"[81]\tvalid_0's poisson: -89.4027\tvalid_0's huber: 27.755\n",
"[82]\tvalid_0's poisson: -89.4287\tvalid_0's huber: 27.7306\n",
"[83]\tvalid_0's poisson: -89.4546\tvalid_0's huber: 27.7063\n",
"[84]\tvalid_0's poisson: -89.4803\tvalid_0's huber: 27.682\n",
"[85]\tvalid_0's poisson: -89.506\tvalid_0's huber: 27.6578\n",
"[86]\tvalid_0's poisson: -89.5317\tvalid_0's huber: 27.6336\n",
"[87]\tvalid_0's poisson: -89.5574\tvalid_0's huber: 27.6094\n",
"[88]\tvalid_0's poisson: -89.583\tvalid_0's huber: 27.5853\n",
"[89]\tvalid_0's poisson: -89.6086\tvalid_0's huber: 27.5612\n",
"[90]\tvalid_0's poisson: -89.6341\tvalid_0's huber: 27.5371\n",
"[91]\tvalid_0's poisson: -89.6596\tvalid_0's huber: 27.513\n",
"[92]\tvalid_0's poisson: -89.6851\tvalid_0's huber: 27.4889\n",
"[93]\tvalid_0's poisson: -89.7105\tvalid_0's huber: 27.4649\n",
"[94]\tvalid_0's poisson: -89.7359\tvalid_0's huber: 27.4409\n",
"[95]\tvalid_0's poisson: -89.7612\tvalid_0's huber: 27.4169\n",
"[96]\tvalid_0's poisson: -89.7865\tvalid_0's huber: 27.393\n",
"[97]\tvalid_0's poisson: -89.8118\tvalid_0's huber: 27.3691\n",
"[98]\tvalid_0's poisson: -89.837\tvalid_0's huber: 27.3452\n",
"[99]\tvalid_0's poisson: -89.8622\tvalid_0's huber: 27.3213\n",
"[100]\tvalid_0's poisson: -89.8873\tvalid_0's huber: 27.2975\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7832\n",
"[2]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.7567\n",
"[3]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7303\n",
"[4]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7038\n",
"[5]\tvalid_0's poisson: -87.3177\tvalid_0's huber: 29.6774\n",
"[6]\tvalid_0's poisson: -87.3463\tvalid_0's huber: 29.6511\n",
"[7]\tvalid_0's poisson: -87.3748\tvalid_0's huber: 29.6247\n",
"[8]\tvalid_0's poisson: -87.4033\tvalid_0's huber: 29.5984\n",
"[9]\tvalid_0's poisson: -87.4317\tvalid_0's huber: 29.5722\n",
"[10]\tvalid_0's poisson: -87.4601\tvalid_0's huber: 29.5459\n",
"[11]\tvalid_0's poisson: -87.4884\tvalid_0's huber: 29.5197\n",
"[12]\tvalid_0's poisson: -87.5167\tvalid_0's huber: 29.4936\n",
"[13]\tvalid_0's poisson: -87.5449\tvalid_0's huber: 29.4674\n",
"[14]\tvalid_0's poisson: -87.5731\tvalid_0's huber: 29.4413\n",
"[15]\tvalid_0's poisson: -87.6012\tvalid_0's huber: 29.4153\n",
"[16]\tvalid_0's poisson: -87.6292\tvalid_0's huber: 29.3892\n",
"[17]\tvalid_0's poisson: -87.6572\tvalid_0's huber: 29.3632\n",
"[18]\tvalid_0's poisson: -87.6852\tvalid_0's huber: 29.3372\n",
"[19]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3113\n",
"[20]\tvalid_0's poisson: -87.7419\tvalid_0's huber: 29.285\n",
"[21]\tvalid_0's poisson: -87.7708\tvalid_0's huber: 29.2587\n",
"[22]\tvalid_0's poisson: -87.7995\tvalid_0's huber: 29.2324\n",
"[23]\tvalid_0's poisson: -87.8273\tvalid_0's huber: 29.2066\n",
"[24]\tvalid_0's poisson: -87.856\tvalid_0's huber: 29.1804\n",
"[25]\tvalid_0's poisson: -87.8846\tvalid_0's huber: 29.1542\n",
"[26]\tvalid_0's poisson: -87.9132\tvalid_0's huber: 29.1281\n",
"[27]\tvalid_0's poisson: -87.9408\tvalid_0's huber: 29.1023\n",
"[28]\tvalid_0's poisson: -87.9693\tvalid_0's huber: 29.0762\n",
"[29]\tvalid_0's poisson: -87.9978\tvalid_0's huber: 29.0502\n",
"[30]\tvalid_0's poisson: -88.0253\tvalid_0's huber: 29.0245\n",
"[31]\tvalid_0's poisson: -88.0537\tvalid_0's huber: 28.9985\n",
"[32]\tvalid_0's poisson: -88.0811\tvalid_0's huber: 28.9728\n",
"[33]\tvalid_0's poisson: -88.1085\tvalid_0's huber: 28.9472\n",
"[34]\tvalid_0's poisson: -88.1368\tvalid_0's huber: 28.9212\n",
"[35]\tvalid_0's poisson: -88.1641\tvalid_0's huber: 28.8957\n",
"[36]\tvalid_0's poisson: -88.1923\tvalid_0's huber: 28.8697\n",
"[37]\tvalid_0's poisson: -88.2195\tvalid_0's huber: 28.8442\n",
"[38]\tvalid_0's poisson: -88.2477\tvalid_0's huber: 28.8183\n",
"[39]\tvalid_0's poisson: -88.2758\tvalid_0's huber: 28.7925\n",
"[40]\tvalid_0's poisson: -88.3039\tvalid_0's huber: 28.7666\n",
"[41]\tvalid_0's poisson: -88.332\tvalid_0's huber: 28.7408\n",
"[42]\tvalid_0's poisson: -88.36\tvalid_0's huber: 28.7151\n",
"[43]\tvalid_0's poisson: -88.3879\tvalid_0's huber: 28.6893\n",
"[44]\tvalid_0's poisson: -88.4149\tvalid_0's huber: 28.6639\n",
"[45]\tvalid_0's poisson: -88.4428\tvalid_0's huber: 28.6382\n",
"[46]\tvalid_0's poisson: -88.4706\tvalid_0's huber: 28.6126\n",
"[47]\tvalid_0's poisson: -88.4984\tvalid_0's huber: 28.5869\n",
"[48]\tvalid_0's poisson: -88.5262\tvalid_0's huber: 28.5613\n",
"[49]\tvalid_0's poisson: -88.5539\tvalid_0's huber: 28.5357\n",
"[50]\tvalid_0's poisson: -88.5806\tvalid_0's huber: 28.5105\n",
"[51]\tvalid_0's poisson: -88.6082\tvalid_0's huber: 28.485\n",
"[52]\tvalid_0's poisson: -88.6358\tvalid_0's huber: 28.4595\n",
"[53]\tvalid_0's poisson: -88.6633\tvalid_0's huber: 28.434\n",
"[54]\tvalid_0's poisson: -88.6908\tvalid_0's huber: 28.4086\n",
"[55]\tvalid_0's poisson: -88.7183\tvalid_0's huber: 28.3831\n",
"[56]\tvalid_0's poisson: -88.7457\tvalid_0's huber: 28.3577\n",
"[57]\tvalid_0's poisson: -88.7731\tvalid_0's huber: 28.3324\n",
"[58]\tvalid_0's poisson: -88.8004\tvalid_0's huber: 28.307\n",
"[59]\tvalid_0's poisson: -88.8277\tvalid_0's huber: 28.2817\n",
"[60]\tvalid_0's poisson: -88.855\tvalid_0's huber: 28.2564\n",
"[61]\tvalid_0's poisson: -88.8822\tvalid_0's huber: 28.2312\n",
"[62]\tvalid_0's poisson: -88.9093\tvalid_0's huber: 28.2059\n",
"[63]\tvalid_0's poisson: -88.9365\tvalid_0's huber: 28.1807\n",
"[64]\tvalid_0's poisson: -88.9636\tvalid_0's huber: 28.1555\n",
"[65]\tvalid_0's poisson: -88.9896\tvalid_0's huber: 28.1305\n",
"[66]\tvalid_0's poisson: -89.0156\tvalid_0's huber: 28.1055\n",
"[67]\tvalid_0's poisson: -89.0426\tvalid_0's huber: 28.0803\n",
"[68]\tvalid_0's poisson: -89.0685\tvalid_0's huber: 28.0554\n",
"[69]\tvalid_0's poisson: -89.0954\tvalid_0's huber: 28.0302\n",
"[70]\tvalid_0's poisson: -89.1223\tvalid_0's huber: 28.0052\n",
"[71]\tvalid_0's poisson: -89.1492\tvalid_0's huber: 27.9801\n",
"[72]\tvalid_0's poisson: -89.176\tvalid_0's huber: 27.955\n",
"[73]\tvalid_0's poisson: -89.2028\tvalid_0's huber: 27.93\n",
"[74]\tvalid_0's poisson: -89.2295\tvalid_0's huber: 27.9051\n",
"[75]\tvalid_0's poisson: -89.2562\tvalid_0's huber: 27.8801\n",
"[76]\tvalid_0's poisson: -89.2828\tvalid_0's huber: 27.8552\n",
"[77]\tvalid_0's poisson: -89.3094\tvalid_0's huber: 27.8303\n",
"[78]\tvalid_0's poisson: -89.3359\tvalid_0's huber: 27.8054\n",
"[79]\tvalid_0's poisson: -89.3624\tvalid_0's huber: 27.7806\n",
"[80]\tvalid_0's poisson: -89.3889\tvalid_0's huber: 27.7558\n",
"[81]\tvalid_0's poisson: -89.4153\tvalid_0's huber: 27.731\n",
"[82]\tvalid_0's poisson: -89.4417\tvalid_0's huber: 27.7063\n",
"[83]\tvalid_0's poisson: -89.468\tvalid_0's huber: 27.6816\n",
"[84]\tvalid_0's poisson: -89.4943\tvalid_0's huber: 27.6569\n",
"[85]\tvalid_0's poisson: -89.5205\tvalid_0's huber: 27.6323\n",
"[86]\tvalid_0's poisson: -89.5467\tvalid_0's huber: 27.6077\n",
"[87]\tvalid_0's poisson: -89.5729\tvalid_0's huber: 27.5831\n",
"[88]\tvalid_0's poisson: -89.599\tvalid_0's huber: 27.5585\n",
"[89]\tvalid_0's poisson: -89.6251\tvalid_0's huber: 27.534\n",
"[90]\tvalid_0's poisson: -89.6511\tvalid_0's huber: 27.5095\n",
"[91]\tvalid_0's poisson: -89.6771\tvalid_0's huber: 27.4851\n",
"[92]\tvalid_0's poisson: -89.703\tvalid_0's huber: 27.4606\n",
"[93]\tvalid_0's poisson: -89.7289\tvalid_0's huber: 27.4362\n",
"[94]\tvalid_0's poisson: -89.7548\tvalid_0's huber: 27.4118\n",
"[95]\tvalid_0's poisson: -89.7806\tvalid_0's huber: 27.3875\n",
"[96]\tvalid_0's poisson: -89.8063\tvalid_0's huber: 27.3631\n",
"[97]\tvalid_0's poisson: -89.8321\tvalid_0's huber: 27.3388\n",
"[98]\tvalid_0's poisson: -89.8578\tvalid_0's huber: 27.3145\n",
"[99]\tvalid_0's poisson: -89.8834\tvalid_0's huber: 27.2903\n",
"[100]\tvalid_0's poisson: -89.909\tvalid_0's huber: 27.2661\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1987\tvalid_0's huber: 29.8164\n",
"[2]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.79\n",
"[3]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.7636\n",
"[4]\tvalid_0's poisson: -87.2857\tvalid_0's huber: 29.7372\n",
"[5]\tvalid_0's poisson: -87.3146\tvalid_0's huber: 29.7109\n",
"[6]\tvalid_0's poisson: -87.3435\tvalid_0's huber: 29.6846\n",
"[7]\tvalid_0's poisson: -87.3724\tvalid_0's huber: 29.6583\n",
"[8]\tvalid_0's poisson: -87.4012\tvalid_0's huber: 29.632\n",
"[9]\tvalid_0's poisson: -87.43\tvalid_0's huber: 29.6057\n",
"[10]\tvalid_0's poisson: -87.4587\tvalid_0's huber: 29.5795\n",
"[11]\tvalid_0's poisson: -87.4874\tvalid_0's huber: 29.5533\n",
"[12]\tvalid_0's poisson: -87.516\tvalid_0's huber: 29.5272\n",
"[13]\tvalid_0's poisson: -87.5446\tvalid_0's huber: 29.501\n",
"[14]\tvalid_0's poisson: -87.5732\tvalid_0's huber: 29.4749\n",
"[15]\tvalid_0's poisson: -87.6017\tvalid_0's huber: 29.4488\n",
"[16]\tvalid_0's poisson: -87.6302\tvalid_0's huber: 29.4228\n",
"[17]\tvalid_0's poisson: -87.6586\tvalid_0's huber: 29.3967\n",
"[18]\tvalid_0's poisson: -87.687\tvalid_0's huber: 29.3707\n",
"[19]\tvalid_0's poisson: -87.7154\tvalid_0's huber: 29.3447\n",
"[20]\tvalid_0's poisson: -87.7437\tvalid_0's huber: 29.3188\n",
"[21]\tvalid_0's poisson: -87.772\tvalid_0's huber: 29.2929\n",
"[22]\tvalid_0's poisson: -87.8002\tvalid_0's huber: 29.267\n",
"[23]\tvalid_0's poisson: -87.8284\tvalid_0's huber: 29.2411\n",
"[24]\tvalid_0's poisson: -87.8566\tvalid_0's huber: 29.2153\n",
"[25]\tvalid_0's poisson: -87.8847\tvalid_0's huber: 29.1895\n",
"[26]\tvalid_0's poisson: -87.9127\tvalid_0's huber: 29.1637\n",
"[27]\tvalid_0's poisson: -87.9408\tvalid_0's huber: 29.1379\n",
"[28]\tvalid_0's poisson: -87.9688\tvalid_0's huber: 29.1122\n",
"[29]\tvalid_0's poisson: -87.9967\tvalid_0's huber: 29.0865\n",
"[30]\tvalid_0's poisson: -88.0246\tvalid_0's huber: 29.0608\n",
"[31]\tvalid_0's poisson: -88.0525\tvalid_0's huber: 29.0352\n",
"[32]\tvalid_0's poisson: -88.0803\tvalid_0's huber: 29.0095\n",
"[33]\tvalid_0's poisson: -88.1081\tvalid_0's huber: 28.9839\n",
"[34]\tvalid_0's poisson: -88.1358\tvalid_0's huber: 28.9583\n",
"[35]\tvalid_0's poisson: -88.1636\tvalid_0's huber: 28.9328\n",
"[36]\tvalid_0's poisson: -88.1912\tvalid_0's huber: 28.9072\n",
"[37]\tvalid_0's poisson: -88.2189\tvalid_0's huber: 28.8817\n",
"[38]\tvalid_0's poisson: -88.2465\tvalid_0's huber: 28.8562\n",
"[39]\tvalid_0's poisson: -88.2741\tvalid_0's huber: 28.8308\n",
"[40]\tvalid_0's poisson: -88.3016\tvalid_0's huber: 28.8053\n",
"[41]\tvalid_0's poisson: -88.3291\tvalid_0's huber: 28.7799\n",
"[42]\tvalid_0's poisson: -88.3566\tvalid_0's huber: 28.7545\n",
"[43]\tvalid_0's poisson: -88.384\tvalid_0's huber: 28.7292\n",
"[44]\tvalid_0's poisson: -88.4113\tvalid_0's huber: 28.7038\n",
"[45]\tvalid_0's poisson: -88.4387\tvalid_0's huber: 28.6785\n",
"[46]\tvalid_0's poisson: -88.4659\tvalid_0's huber: 28.6533\n",
"[47]\tvalid_0's poisson: -88.4932\tvalid_0's huber: 28.628\n",
"[48]\tvalid_0's poisson: -88.5204\tvalid_0's huber: 28.6028\n",
"[49]\tvalid_0's poisson: -88.5475\tvalid_0's huber: 28.5776\n",
"[50]\tvalid_0's poisson: -88.5746\tvalid_0's huber: 28.5525\n",
"[51]\tvalid_0's poisson: -88.6017\tvalid_0's huber: 28.5274\n",
"[52]\tvalid_0's poisson: -88.6287\tvalid_0's huber: 28.5023\n",
"[53]\tvalid_0's poisson: -88.6557\tvalid_0's huber: 28.4772\n",
"[54]\tvalid_0's poisson: -88.6826\tvalid_0's huber: 28.4522\n",
"[55]\tvalid_0's poisson: -88.7095\tvalid_0's huber: 28.4272\n",
"[56]\tvalid_0's poisson: -88.7364\tvalid_0's huber: 28.4022\n",
"[57]\tvalid_0's poisson: -88.7632\tvalid_0's huber: 28.3772\n",
"[58]\tvalid_0's poisson: -88.79\tvalid_0's huber: 28.3523\n",
"[59]\tvalid_0's poisson: -88.8167\tvalid_0's huber: 28.3273\n",
"[60]\tvalid_0's poisson: -88.8434\tvalid_0's huber: 28.3024\n",
"[61]\tvalid_0's poisson: -88.87\tvalid_0's huber: 28.2776\n",
"[62]\tvalid_0's poisson: -88.8966\tvalid_0's huber: 28.2527\n",
"[63]\tvalid_0's poisson: -88.9232\tvalid_0's huber: 28.2279\n",
"[64]\tvalid_0's poisson: -88.9497\tvalid_0's huber: 28.2031\n",
"[65]\tvalid_0's poisson: -88.9762\tvalid_0's huber: 28.1783\n",
"[66]\tvalid_0's poisson: -89.0026\tvalid_0's huber: 28.1536\n",
"[67]\tvalid_0's poisson: -89.029\tvalid_0's huber: 28.1289\n",
"[68]\tvalid_0's poisson: -89.0554\tvalid_0's huber: 28.1042\n",
"[69]\tvalid_0's poisson: -89.0817\tvalid_0's huber: 28.0795\n",
"[70]\tvalid_0's poisson: -89.1079\tvalid_0's huber: 28.0549\n",
"[71]\tvalid_0's poisson: -89.1341\tvalid_0's huber: 28.0303\n",
"[72]\tvalid_0's poisson: -89.1603\tvalid_0's huber: 28.0057\n",
"[73]\tvalid_0's poisson: -89.1864\tvalid_0's huber: 27.9812\n",
"[74]\tvalid_0's poisson: -89.2125\tvalid_0's huber: 27.9567\n",
"[75]\tvalid_0's poisson: -89.2386\tvalid_0's huber: 27.9322\n",
"[76]\tvalid_0's poisson: -89.2646\tvalid_0's huber: 27.9077\n",
"[77]\tvalid_0's poisson: -89.2906\tvalid_0's huber: 27.8832\n",
"[78]\tvalid_0's poisson: -89.3165\tvalid_0's huber: 27.8588\n",
"[79]\tvalid_0's poisson: -89.3424\tvalid_0's huber: 27.8344\n",
"[80]\tvalid_0's poisson: -89.3683\tvalid_0's huber: 27.81\n",
"[81]\tvalid_0's poisson: -89.3941\tvalid_0's huber: 27.7857\n",
"[82]\tvalid_0's poisson: -89.4199\tvalid_0's huber: 27.7613\n",
"[83]\tvalid_0's poisson: -89.4456\tvalid_0's huber: 27.7371\n",
"[84]\tvalid_0's poisson: -89.4713\tvalid_0's huber: 27.7128\n",
"[85]\tvalid_0's poisson: -89.497\tvalid_0's huber: 27.6885\n",
"[86]\tvalid_0's poisson: -89.5226\tvalid_0's huber: 27.6643\n",
"[87]\tvalid_0's poisson: -89.5482\tvalid_0's huber: 27.6401\n",
"[88]\tvalid_0's poisson: -89.5737\tvalid_0's huber: 27.616\n",
"[89]\tvalid_0's poisson: -89.5992\tvalid_0's huber: 27.5919\n",
"[90]\tvalid_0's poisson: -89.6247\tvalid_0's huber: 27.5677\n",
"[91]\tvalid_0's poisson: -89.6501\tvalid_0's huber: 27.5437\n",
"[92]\tvalid_0's poisson: -89.6754\tvalid_0's huber: 27.5196\n",
"[93]\tvalid_0's poisson: -89.7008\tvalid_0's huber: 27.4955\n",
"[94]\tvalid_0's poisson: -89.7261\tvalid_0's huber: 27.4715\n",
"[95]\tvalid_0's poisson: -89.7513\tvalid_0's huber: 27.4475\n",
"[96]\tvalid_0's poisson: -89.7765\tvalid_0's huber: 27.4236\n",
"[97]\tvalid_0's poisson: -89.8017\tvalid_0's huber: 27.3997\n",
"[98]\tvalid_0's poisson: -89.8268\tvalid_0's huber: 27.3758\n",
"[99]\tvalid_0's poisson: -89.8519\tvalid_0's huber: 27.3519\n",
"[100]\tvalid_0's poisson: -89.8769\tvalid_0's huber: 27.3281\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7671\n",
"[2]\tvalid_0's poisson: -87.2346\tvalid_0's huber: 29.7406\n",
"[3]\tvalid_0's poisson: -87.2638\tvalid_0's huber: 29.7142\n",
"[4]\tvalid_0's poisson: -87.293\tvalid_0's huber: 29.6878\n",
"[5]\tvalid_0's poisson: -87.3221\tvalid_0's huber: 29.6614\n",
"[6]\tvalid_0's poisson: -87.3512\tvalid_0's huber: 29.635\n",
"[7]\tvalid_0's poisson: -87.3803\tvalid_0's huber: 29.6086\n",
"[8]\tvalid_0's poisson: -87.4093\tvalid_0's huber: 29.5823\n",
"[9]\tvalid_0's poisson: -87.4383\tvalid_0's huber: 29.556\n",
"[10]\tvalid_0's poisson: -87.4672\tvalid_0's huber: 29.5297\n",
"[11]\tvalid_0's poisson: -87.4961\tvalid_0's huber: 29.5035\n",
"[12]\tvalid_0's poisson: -87.5249\tvalid_0's huber: 29.4773\n",
"[13]\tvalid_0's poisson: -87.5537\tvalid_0's huber: 29.4511\n",
"[14]\tvalid_0's poisson: -87.5825\tvalid_0's huber: 29.4249\n",
"[15]\tvalid_0's poisson: -87.6112\tvalid_0's huber: 29.3988\n",
"[16]\tvalid_0's poisson: -87.6399\tvalid_0's huber: 29.3727\n",
"[17]\tvalid_0's poisson: -87.6685\tvalid_0's huber: 29.3466\n",
"[18]\tvalid_0's poisson: -87.6971\tvalid_0's huber: 29.3205\n",
"[19]\tvalid_0's poisson: -87.7256\tvalid_0's huber: 29.2945\n",
"[20]\tvalid_0's poisson: -87.7541\tvalid_0's huber: 29.2685\n",
"[21]\tvalid_0's poisson: -87.7826\tvalid_0's huber: 29.2426\n",
"[22]\tvalid_0's poisson: -87.811\tvalid_0's huber: 29.2166\n",
"[23]\tvalid_0's poisson: -87.8393\tvalid_0's huber: 29.1907\n",
"[24]\tvalid_0's poisson: -87.8676\tvalid_0's huber: 29.1649\n",
"[25]\tvalid_0's poisson: -87.8959\tvalid_0's huber: 29.139\n",
"[26]\tvalid_0's poisson: -87.9241\tvalid_0's huber: 29.1132\n",
"[27]\tvalid_0's poisson: -87.9523\tvalid_0's huber: 29.0874\n",
"[28]\tvalid_0's poisson: -87.9804\tvalid_0's huber: 29.0616\n",
"[29]\tvalid_0's poisson: -88.0085\tvalid_0's huber: 29.0359\n",
"[30]\tvalid_0's poisson: -88.0366\tvalid_0's huber: 29.0101\n",
"[31]\tvalid_0's poisson: -88.0646\tvalid_0's huber: 28.9845\n",
"[32]\tvalid_0's poisson: -88.0926\tvalid_0's huber: 28.9588\n",
"[33]\tvalid_0's poisson: -88.1205\tvalid_0's huber: 28.9332\n",
"[34]\tvalid_0's poisson: -88.1483\tvalid_0's huber: 28.9076\n",
"[35]\tvalid_0's poisson: -88.1762\tvalid_0's huber: 28.882\n",
"[36]\tvalid_0's poisson: -88.2039\tvalid_0's huber: 28.8565\n",
"[37]\tvalid_0's poisson: -88.2317\tvalid_0's huber: 28.831\n",
"[38]\tvalid_0's poisson: -88.2594\tvalid_0's huber: 28.8055\n",
"[39]\tvalid_0's poisson: -88.287\tvalid_0's huber: 28.7801\n",
"[40]\tvalid_0's poisson: -88.3146\tvalid_0's huber: 28.7547\n",
"[41]\tvalid_0's poisson: -88.3422\tvalid_0's huber: 28.7293\n",
"[42]\tvalid_0's poisson: -88.3698\tvalid_0's huber: 28.7039\n",
"[43]\tvalid_0's poisson: -88.3973\tvalid_0's huber: 28.6786\n",
"[44]\tvalid_0's poisson: -88.4247\tvalid_0's huber: 28.6533\n",
"[45]\tvalid_0's poisson: -88.4522\tvalid_0's huber: 28.628\n",
"[46]\tvalid_0's poisson: -88.4795\tvalid_0's huber: 28.6027\n",
"[47]\tvalid_0's poisson: -88.5069\tvalid_0's huber: 28.5775\n",
"[48]\tvalid_0's poisson: -88.5342\tvalid_0's huber: 28.5523\n",
"[49]\tvalid_0's poisson: -88.5614\tvalid_0's huber: 28.5271\n",
"[50]\tvalid_0's poisson: -88.5886\tvalid_0's huber: 28.5019\n",
"[51]\tvalid_0's poisson: -88.6158\tvalid_0's huber: 28.4768\n",
"[52]\tvalid_0's poisson: -88.6429\tvalid_0's huber: 28.4517\n",
"[53]\tvalid_0's poisson: -88.67\tvalid_0's huber: 28.4266\n",
"[54]\tvalid_0's poisson: -88.6971\tvalid_0's huber: 28.4016\n",
"[55]\tvalid_0's poisson: -88.7241\tvalid_0's huber: 28.3766\n",
"[56]\tvalid_0's poisson: -88.751\tvalid_0's huber: 28.3516\n",
"[57]\tvalid_0's poisson: -88.7779\tvalid_0's huber: 28.3266\n",
"[58]\tvalid_0's poisson: -88.8048\tvalid_0's huber: 28.3016\n",
"[59]\tvalid_0's poisson: -88.8316\tvalid_0's huber: 28.2767\n",
"[60]\tvalid_0's poisson: -88.8584\tvalid_0's huber: 28.2518\n",
"[61]\tvalid_0's poisson: -88.8851\tvalid_0's huber: 28.2269\n",
"[62]\tvalid_0's poisson: -88.9118\tvalid_0's huber: 28.2021\n",
"[63]\tvalid_0's poisson: -88.9385\tvalid_0's huber: 28.1773\n",
"[64]\tvalid_0's poisson: -88.9651\tvalid_0's huber: 28.1525\n",
"[65]\tvalid_0's poisson: -88.9916\tvalid_0's huber: 28.1277\n",
"[66]\tvalid_0's poisson: -89.0181\tvalid_0's huber: 28.103\n",
"[67]\tvalid_0's poisson: -89.0446\tvalid_0's huber: 28.0783\n",
"[68]\tvalid_0's poisson: -89.071\tvalid_0's huber: 28.0536\n",
"[69]\tvalid_0's poisson: -89.0974\tvalid_0's huber: 28.029\n",
"[70]\tvalid_0's poisson: -89.1237\tvalid_0's huber: 28.0044\n",
"[71]\tvalid_0's poisson: -89.15\tvalid_0's huber: 27.9798\n",
"[72]\tvalid_0's poisson: -89.1762\tvalid_0's huber: 27.9552\n",
"[73]\tvalid_0's poisson: -89.2024\tvalid_0's huber: 27.9307\n",
"[74]\tvalid_0's poisson: -89.2286\tvalid_0's huber: 27.9062\n",
"[75]\tvalid_0's poisson: -89.2547\tvalid_0's huber: 27.8817\n",
"[76]\tvalid_0's poisson: -89.281\tvalid_0's huber: 27.8566\n",
"[77]\tvalid_0's poisson: -89.307\tvalid_0's huber: 27.8322\n",
"[78]\tvalid_0's poisson: -89.3332\tvalid_0's huber: 27.8072\n",
"[79]\tvalid_0's poisson: -89.3591\tvalid_0's huber: 27.7828\n",
"[80]\tvalid_0's poisson: -89.3852\tvalid_0's huber: 27.7578\n",
"[81]\tvalid_0's poisson: -89.4113\tvalid_0's huber: 27.7334\n",
"[82]\tvalid_0's poisson: -89.4374\tvalid_0's huber: 27.7085\n",
"[83]\tvalid_0's poisson: -89.4634\tvalid_0's huber: 27.6836\n",
"[84]\tvalid_0's poisson: -89.4894\tvalid_0's huber: 27.6592\n",
"[85]\tvalid_0's poisson: -89.5154\tvalid_0's huber: 27.6344\n",
"[86]\tvalid_0's poisson: -89.5413\tvalid_0's huber: 27.6101\n",
"[87]\tvalid_0's poisson: -89.5671\tvalid_0's huber: 27.5858\n",
"[88]\tvalid_0's poisson: -89.593\tvalid_0's huber: 27.5611\n",
"[89]\tvalid_0's poisson: -89.6188\tvalid_0's huber: 27.5368\n",
"[90]\tvalid_0's poisson: -89.6446\tvalid_0's huber: 27.5126\n",
"[91]\tvalid_0's poisson: -89.6703\tvalid_0's huber: 27.4879\n",
"[92]\tvalid_0's poisson: -89.696\tvalid_0's huber: 27.4638\n",
"[93]\tvalid_0's poisson: -89.7214\tvalid_0's huber: 27.4397\n",
"[94]\tvalid_0's poisson: -89.7471\tvalid_0's huber: 27.4151\n",
"[95]\tvalid_0's poisson: -89.7727\tvalid_0's huber: 27.391\n",
"[96]\tvalid_0's poisson: -89.7982\tvalid_0's huber: 27.3669\n",
"[97]\tvalid_0's poisson: -89.8237\tvalid_0's huber: 27.3424\n",
"[98]\tvalid_0's poisson: -89.8491\tvalid_0's huber: 27.3184\n",
"[99]\tvalid_0's poisson: -89.8743\tvalid_0's huber: 27.2945\n",
"[100]\tvalid_0's poisson: -89.8998\tvalid_0's huber: 27.2701\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.8587\n",
"[2]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.8321\n",
"[3]\tvalid_0's poisson: -87.2514\tvalid_0's huber: 29.8056\n",
"[4]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7791\n",
"[5]\tvalid_0's poisson: -87.3097\tvalid_0's huber: 29.7526\n",
"[6]\tvalid_0's poisson: -87.3388\tvalid_0's huber: 29.7261\n",
"[7]\tvalid_0's poisson: -87.3678\tvalid_0's huber: 29.6996\n",
"[8]\tvalid_0's poisson: -87.3968\tvalid_0's huber: 29.6732\n",
"[9]\tvalid_0's poisson: -87.4258\tvalid_0's huber: 29.6468\n",
"[10]\tvalid_0's poisson: -87.4547\tvalid_0's huber: 29.6204\n",
"[11]\tvalid_0's poisson: -87.4836\tvalid_0's huber: 29.5941\n",
"[12]\tvalid_0's poisson: -87.5124\tvalid_0's huber: 29.5677\n",
"[13]\tvalid_0's poisson: -87.5412\tvalid_0's huber: 29.5414\n",
"[14]\tvalid_0's poisson: -87.5699\tvalid_0's huber: 29.5152\n",
"[15]\tvalid_0's poisson: -87.5987\tvalid_0's huber: 29.4889\n",
"[16]\tvalid_0's poisson: -87.6273\tvalid_0's huber: 29.4627\n",
"[17]\tvalid_0's poisson: -87.6559\tvalid_0's huber: 29.4365\n",
"[18]\tvalid_0's poisson: -87.6845\tvalid_0's huber: 29.4104\n",
"[19]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3842\n",
"[20]\tvalid_0's poisson: -87.7416\tvalid_0's huber: 29.3581\n",
"[21]\tvalid_0's poisson: -87.77\tvalid_0's huber: 29.3321\n",
"[22]\tvalid_0's poisson: -87.7985\tvalid_0's huber: 29.306\n",
"[23]\tvalid_0's poisson: -87.8268\tvalid_0's huber: 29.28\n",
"[24]\tvalid_0's poisson: -87.8552\tvalid_0's huber: 29.254\n",
"[25]\tvalid_0's poisson: -87.8835\tvalid_0's huber: 29.228\n",
"[26]\tvalid_0's poisson: -87.9117\tvalid_0's huber: 29.2021\n",
"[27]\tvalid_0's poisson: -87.9399\tvalid_0's huber: 29.1762\n",
"[28]\tvalid_0's poisson: -87.9681\tvalid_0's huber: 29.1503\n",
"[29]\tvalid_0's poisson: -87.9962\tvalid_0's huber: 29.1245\n",
"[30]\tvalid_0's poisson: -88.0243\tvalid_0's huber: 29.0987\n",
"[31]\tvalid_0's poisson: -88.0524\tvalid_0's huber: 29.0729\n",
"[32]\tvalid_0's poisson: -88.0804\tvalid_0's huber: 29.0471\n",
"[33]\tvalid_0's poisson: -88.1084\tvalid_0's huber: 29.0213\n",
"[34]\tvalid_0's poisson: -88.1363\tvalid_0's huber: 28.9956\n",
"[35]\tvalid_0's poisson: -88.1642\tvalid_0's huber: 28.9698\n",
"[36]\tvalid_0's poisson: -88.1921\tvalid_0's huber: 28.9441\n",
"[37]\tvalid_0's poisson: -88.22\tvalid_0's huber: 28.9185\n",
"[38]\tvalid_0's poisson: -88.2478\tvalid_0's huber: 28.8928\n",
"[39]\tvalid_0's poisson: -88.2755\tvalid_0's huber: 28.8672\n",
"[40]\tvalid_0's poisson: -88.3032\tvalid_0's huber: 28.8416\n",
"[41]\tvalid_0's poisson: -88.3309\tvalid_0's huber: 28.816\n",
"[42]\tvalid_0's poisson: -88.3586\tvalid_0's huber: 28.7905\n",
"[43]\tvalid_0's poisson: -88.3862\tvalid_0's huber: 28.765\n",
"[44]\tvalid_0's poisson: -88.4137\tvalid_0's huber: 28.7395\n",
"[45]\tvalid_0's poisson: -88.4413\tvalid_0's huber: 28.714\n",
"[46]\tvalid_0's poisson: -88.4687\tvalid_0's huber: 28.6886\n",
"[47]\tvalid_0's poisson: -88.4962\tvalid_0's huber: 28.6632\n",
"[48]\tvalid_0's poisson: -88.5236\tvalid_0's huber: 28.6378\n",
"[49]\tvalid_0's poisson: -88.5509\tvalid_0's huber: 28.6125\n",
"[50]\tvalid_0's poisson: -88.5782\tvalid_0's huber: 28.5872\n",
"[51]\tvalid_0's poisson: -88.6055\tvalid_0's huber: 28.5619\n",
"[52]\tvalid_0's poisson: -88.6327\tvalid_0's huber: 28.5366\n",
"[53]\tvalid_0's poisson: -88.6599\tvalid_0's huber: 28.5114\n",
"[54]\tvalid_0's poisson: -88.6871\tvalid_0's huber: 28.4862\n",
"[55]\tvalid_0's poisson: -88.7142\tvalid_0's huber: 28.461\n",
"[56]\tvalid_0's poisson: -88.7413\tvalid_0's huber: 28.4358\n",
"[57]\tvalid_0's poisson: -88.7683\tvalid_0's huber: 28.4107\n",
"[58]\tvalid_0's poisson: -88.7953\tvalid_0's huber: 28.3856\n",
"[59]\tvalid_0's poisson: -88.8222\tvalid_0's huber: 28.3605\n",
"[60]\tvalid_0's poisson: -88.8491\tvalid_0's huber: 28.3354\n",
"[61]\tvalid_0's poisson: -88.876\tvalid_0's huber: 28.3104\n",
"[62]\tvalid_0's poisson: -88.9029\tvalid_0's huber: 28.2854\n",
"[63]\tvalid_0's poisson: -88.9296\tvalid_0's huber: 28.2604\n",
"[64]\tvalid_0's poisson: -88.9564\tvalid_0's huber: 28.2354\n",
"[65]\tvalid_0's poisson: -88.9831\tvalid_0's huber: 28.2104\n",
"[66]\tvalid_0's poisson: -89.0098\tvalid_0's huber: 28.1855\n",
"[67]\tvalid_0's poisson: -89.0363\tvalid_0's huber: 28.1606\n",
"[68]\tvalid_0's poisson: -89.0629\tvalid_0's huber: 28.1358\n",
"[69]\tvalid_0's poisson: -89.0895\tvalid_0's huber: 28.1109\n",
"[70]\tvalid_0's poisson: -89.1159\tvalid_0's huber: 28.0861\n",
"[71]\tvalid_0's poisson: -89.1423\tvalid_0's huber: 28.0613\n",
"[72]\tvalid_0's poisson: -89.1687\tvalid_0's huber: 28.0366\n",
"[73]\tvalid_0's poisson: -89.1951\tvalid_0's huber: 28.0118\n",
"[74]\tvalid_0's poisson: -89.2214\tvalid_0's huber: 27.9871\n",
"[75]\tvalid_0's poisson: -89.2477\tvalid_0's huber: 27.9624\n",
"[76]\tvalid_0's poisson: -89.2739\tvalid_0's huber: 27.9377\n",
"[77]\tvalid_0's poisson: -89.3001\tvalid_0's huber: 27.9131\n",
"[78]\tvalid_0's poisson: -89.3263\tvalid_0's huber: 27.8884\n",
"[79]\tvalid_0's poisson: -89.3525\tvalid_0's huber: 27.8638\n",
"[80]\tvalid_0's poisson: -89.3785\tvalid_0's huber: 27.8392\n",
"[81]\tvalid_0's poisson: -89.4046\tvalid_0's huber: 27.8147\n",
"[82]\tvalid_0's poisson: -89.4306\tvalid_0's huber: 27.7902\n",
"[83]\tvalid_0's poisson: -89.4566\tvalid_0's huber: 27.7656\n",
"[84]\tvalid_0's poisson: -89.4825\tvalid_0's huber: 27.7412\n",
"[85]\tvalid_0's poisson: -89.5084\tvalid_0's huber: 27.7167\n",
"[86]\tvalid_0's poisson: -89.5343\tvalid_0's huber: 27.6923\n",
"[87]\tvalid_0's poisson: -89.56\tvalid_0's huber: 27.6679\n",
"[88]\tvalid_0's poisson: -89.5858\tvalid_0's huber: 27.6435\n",
"[89]\tvalid_0's poisson: -89.6116\tvalid_0's huber: 27.6192\n",
"[90]\tvalid_0's poisson: -89.6372\tvalid_0's huber: 27.5949\n",
"[91]\tvalid_0's poisson: -89.6629\tvalid_0's huber: 27.5706\n",
"[92]\tvalid_0's poisson: -89.6885\tvalid_0's huber: 27.5463\n",
"[93]\tvalid_0's poisson: -89.714\tvalid_0's huber: 27.5221\n",
"[94]\tvalid_0's poisson: -89.7396\tvalid_0's huber: 27.4978\n",
"[95]\tvalid_0's poisson: -89.765\tvalid_0's huber: 27.4737\n",
"[96]\tvalid_0's poisson: -89.7905\tvalid_0's huber: 27.4495\n",
"[97]\tvalid_0's poisson: -89.8159\tvalid_0's huber: 27.4253\n",
"[98]\tvalid_0's poisson: -89.8412\tvalid_0's huber: 27.4012\n",
"[99]\tvalid_0's poisson: -89.8666\tvalid_0's huber: 27.3771\n",
"[100]\tvalid_0's poisson: -89.8918\tvalid_0's huber: 27.3531\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8438\tvalid_0's huber: 29.2568\n",
"[2]\tvalid_0's poisson: -88.4979\tvalid_0's huber: 28.7094\n",
"[3]\tvalid_0's poisson: -89.1366\tvalid_0's huber: 28.1693\n",
"[4]\tvalid_0's poisson: -89.7594\tvalid_0's huber: 27.6373\n",
"[5]\tvalid_0's poisson: -90.3689\tvalid_0's huber: 27.1108\n",
"[6]\tvalid_0's poisson: -90.9663\tvalid_0's huber: 26.5895\n",
"[7]\tvalid_0's poisson: -91.5497\tvalid_0's huber: 26.0772\n",
"[8]\tvalid_0's poisson: -92.124\tvalid_0's huber: 25.5703\n",
"[9]\tvalid_0's poisson: -92.684\tvalid_0's huber: 25.0703\n",
"[10]\tvalid_0's poisson: -93.2293\tvalid_0's huber: 24.579\n",
"[11]\tvalid_0's poisson: -93.763\tvalid_0's huber: 24.0959\n",
"[12]\tvalid_0's poisson: -94.2877\tvalid_0's huber: 23.6156\n",
"[13]\tvalid_0's poisson: -94.799\tvalid_0's huber: 23.1443\n",
"[14]\tvalid_0's poisson: -95.2978\tvalid_0's huber: 22.6804\n",
"[15]\tvalid_0's poisson: -95.7844\tvalid_0's huber: 22.2254\n",
"[16]\tvalid_0's poisson: -96.2541\tvalid_0's huber: 21.7809\n",
"[17]\tvalid_0's poisson: -96.7144\tvalid_0's huber: 21.3417\n",
"[18]\tvalid_0's poisson: -97.1591\tvalid_0's huber: 20.9149\n",
"[19]\tvalid_0's poisson: -97.6012\tvalid_0's huber: 20.4919\n",
"[20]\tvalid_0's poisson: -98.0304\tvalid_0's huber: 20.0755\n",
"[21]\tvalid_0's poisson: -98.4531\tvalid_0's huber: 19.6645\n",
"[22]\tvalid_0's poisson: -98.8653\tvalid_0's huber: 19.2595\n",
"[23]\tvalid_0's poisson: -99.2658\tvalid_0's huber: 18.8656\n",
"[24]\tvalid_0's poisson: -99.6564\tvalid_0's huber: 18.4734\n",
"[25]\tvalid_0's poisson: -100.044\tvalid_0's huber: 18.0853\n",
"[26]\tvalid_0's poisson: -100.414\tvalid_0's huber: 17.7141\n",
"[27]\tvalid_0's poisson: -100.771\tvalid_0's huber: 17.3535\n",
"[28]\tvalid_0's poisson: -101.126\tvalid_0's huber: 16.9932\n",
"[29]\tvalid_0's poisson: -101.462\tvalid_0's huber: 16.6537\n",
"[30]\tvalid_0's poisson: -101.788\tvalid_0's huber: 16.3233\n",
"[31]\tvalid_0's poisson: -102.097\tvalid_0's huber: 16.0113\n",
"[32]\tvalid_0's poisson: -102.399\tvalid_0's huber: 15.707\n",
"[33]\tvalid_0's poisson: -102.685\tvalid_0's huber: 15.4191\n",
"[34]\tvalid_0's poisson: -102.952\tvalid_0's huber: 15.1538\n",
"[35]\tvalid_0's poisson: -103.209\tvalid_0's huber: 14.8977\n",
"[36]\tvalid_0's poisson: -103.459\tvalid_0's huber: 14.6452\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -103.695\tvalid_0's huber: 14.4102\n",
"[38]\tvalid_0's poisson: -103.913\tvalid_0's huber: 14.1874\n",
"[39]\tvalid_0's poisson: -104.112\tvalid_0's huber: 13.9887\n",
"[40]\tvalid_0's poisson: -104.291\tvalid_0's huber: 13.8107\n",
"[41]\tvalid_0's poisson: -104.441\tvalid_0's huber: 13.6636\n",
"[42]\tvalid_0's poisson: -104.579\tvalid_0's huber: 13.5354\n",
"[43]\tvalid_0's poisson: -104.696\tvalid_0's huber: 13.4294\n",
"[44]\tvalid_0's poisson: -104.799\tvalid_0's huber: 13.3364\n",
"[45]\tvalid_0's poisson: -104.875\tvalid_0's huber: 13.2539\n",
"[46]\tvalid_0's poisson: -104.927\tvalid_0's huber: 13.1813\n",
"[47]\tvalid_0's poisson: -104.989\tvalid_0's huber: 13.112\n",
"[48]\tvalid_0's poisson: -105.074\tvalid_0's huber: 13.0411\n",
"[49]\tvalid_0's poisson: -105.146\tvalid_0's huber: 12.9718\n",
"[50]\tvalid_0's poisson: -105.217\tvalid_0's huber: 12.9043\n",
"[51]\tvalid_0's poisson: -105.285\tvalid_0's huber: 12.8391\n",
"[52]\tvalid_0's poisson: -105.352\tvalid_0's huber: 12.7845\n",
"[53]\tvalid_0's poisson: -105.421\tvalid_0's huber: 12.7219\n",
"[54]\tvalid_0's poisson: -105.487\tvalid_0's huber: 12.6602\n",
"[55]\tvalid_0's poisson: -105.563\tvalid_0's huber: 12.6017\n",
"[56]\tvalid_0's poisson: -105.623\tvalid_0's huber: 12.548\n",
"[57]\tvalid_0's poisson: -105.712\tvalid_0's huber: 12.4924\n",
"[58]\tvalid_0's poisson: -105.731\tvalid_0's huber: 12.4408\n",
"[59]\tvalid_0's poisson: -105.782\tvalid_0's huber: 12.3895\n",
"[60]\tvalid_0's poisson: -105.848\tvalid_0's huber: 12.3331\n",
"[61]\tvalid_0's poisson: -105.911\tvalid_0's huber: 12.2774\n",
"[62]\tvalid_0's poisson: -105.978\tvalid_0's huber: 12.2278\n",
"[63]\tvalid_0's poisson: -106.037\tvalid_0's huber: 12.1757\n",
"[64]\tvalid_0's poisson: -106.09\tvalid_0's huber: 12.1332\n",
"[65]\tvalid_0's poisson: -106.146\tvalid_0's huber: 12.083\n",
"[66]\tvalid_0's poisson: -106.221\tvalid_0's huber: 12.0364\n",
"[67]\tvalid_0's poisson: -106.265\tvalid_0's huber: 11.9904\n",
"[68]\tvalid_0's poisson: -106.317\tvalid_0's huber: 11.9438\n",
"[69]\tvalid_0's poisson: -106.339\tvalid_0's huber: 11.8979\n",
"[70]\tvalid_0's poisson: -106.39\tvalid_0's huber: 11.8505\n",
"[71]\tvalid_0's poisson: -106.449\tvalid_0's huber: 11.8045\n",
"[72]\tvalid_0's poisson: -106.493\tvalid_0's huber: 11.764\n",
"[73]\tvalid_0's poisson: -106.538\tvalid_0's huber: 11.721\n",
"[74]\tvalid_0's poisson: -106.535\tvalid_0's huber: 11.6813\n",
"[75]\tvalid_0's poisson: -106.582\tvalid_0's huber: 11.6409\n",
"[76]\tvalid_0's poisson: -106.625\tvalid_0's huber: 11.5961\n",
"[77]\tvalid_0's poisson: -106.67\tvalid_0's huber: 11.5539\n",
"[78]\tvalid_0's poisson: -106.708\tvalid_0's huber: 11.5186\n",
"[79]\tvalid_0's poisson: -106.746\tvalid_0's huber: 11.4819\n",
"[80]\tvalid_0's poisson: -106.792\tvalid_0's huber: 11.4478\n",
"[81]\tvalid_0's poisson: -106.831\tvalid_0's huber: 11.4092\n",
"[82]\tvalid_0's poisson: -106.867\tvalid_0's huber: 11.3746\n",
"[83]\tvalid_0's poisson: -106.896\tvalid_0's huber: 11.3407\n",
"[84]\tvalid_0's poisson: -106.922\tvalid_0's huber: 11.307\n",
"[85]\tvalid_0's poisson: -106.942\tvalid_0's huber: 11.2715\n",
"[86]\tvalid_0's poisson: -106.975\tvalid_0's huber: 11.2378\n",
"[87]\tvalid_0's poisson: -107.015\tvalid_0's huber: 11.2064\n",
"[88]\tvalid_0's poisson: -107.047\tvalid_0's huber: 11.1748\n",
"[89]\tvalid_0's poisson: -107.081\tvalid_0's huber: 11.143\n",
"[90]\tvalid_0's poisson: -107.109\tvalid_0's huber: 11.1077\n",
"[91]\tvalid_0's poisson: -107.148\tvalid_0's huber: 11.0788\n",
"[92]\tvalid_0's poisson: -107.178\tvalid_0's huber: 11.0484\n",
"[93]\tvalid_0's poisson: -107.207\tvalid_0's huber: 11.0188\n",
"[94]\tvalid_0's poisson: -107.253\tvalid_0's huber: 10.9897\n",
"[95]\tvalid_0's poisson: -107.279\tvalid_0's huber: 10.9639\n",
"[96]\tvalid_0's poisson: -107.308\tvalid_0's huber: 10.9332\n",
"[97]\tvalid_0's poisson: -107.332\tvalid_0's huber: 10.8986\n",
"[98]\tvalid_0's poisson: -107.349\tvalid_0's huber: 10.8651\n",
"[99]\tvalid_0's poisson: -107.361\tvalid_0's huber: 10.8331\n",
"[100]\tvalid_0's poisson: -107.388\tvalid_0's huber: 10.8044\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.839\tvalid_0's huber: 29.2595\n",
"[2]\tvalid_0's poisson: -88.489\tvalid_0's huber: 28.7157\n",
"[3]\tvalid_0's poisson: -89.1227\tvalid_0's huber: 28.1794\n",
"[4]\tvalid_0's poisson: -89.7501\tvalid_0's huber: 27.6399\n",
"[5]\tvalid_0's poisson: -90.3602\tvalid_0's huber: 27.1093\n",
"[6]\tvalid_0's poisson: -90.9596\tvalid_0's huber: 26.5842\n",
"[7]\tvalid_0's poisson: -91.5461\tvalid_0's huber: 26.0654\n",
"[8]\tvalid_0's poisson: -92.121\tvalid_0's huber: 25.5548\n",
"[9]\tvalid_0's poisson: -92.6796\tvalid_0's huber: 25.0535\n",
"[10]\tvalid_0's poisson: -93.2254\tvalid_0's huber: 24.5616\n",
"[11]\tvalid_0's poisson: -93.7591\tvalid_0's huber: 24.0744\n",
"[12]\tvalid_0's poisson: -94.2838\tvalid_0's huber: 23.5922\n",
"[13]\tvalid_0's poisson: -94.797\tvalid_0's huber: 23.1175\n",
"[14]\tvalid_0's poisson: -95.2951\tvalid_0's huber: 22.6535\n",
"[15]\tvalid_0's poisson: -95.7776\tvalid_0's huber: 22.1998\n",
"[16]\tvalid_0's poisson: -96.2528\tvalid_0's huber: 21.7513\n",
"[17]\tvalid_0's poisson: -96.7119\tvalid_0's huber: 21.3109\n",
"[18]\tvalid_0's poisson: -97.1657\tvalid_0's huber: 20.8777\n",
"[19]\tvalid_0's poisson: -97.6069\tvalid_0's huber: 20.455\n",
"[20]\tvalid_0's poisson: -98.0335\tvalid_0's huber: 20.0434\n",
"[21]\tvalid_0's poisson: -98.4487\tvalid_0's huber: 19.6383\n",
"[22]\tvalid_0's poisson: -98.8635\tvalid_0's huber: 19.2283\n",
"[23]\tvalid_0's poisson: -99.2689\tvalid_0's huber: 18.8241\n",
"[24]\tvalid_0's poisson: -99.6635\tvalid_0's huber: 18.4308\n",
"[25]\tvalid_0's poisson: -100.049\tvalid_0's huber: 18.046\n",
"[26]\tvalid_0's poisson: -100.419\tvalid_0's huber: 17.6726\n",
"[27]\tvalid_0's poisson: -100.776\tvalid_0's huber: 17.3105\n",
"[28]\tvalid_0's poisson: -101.124\tvalid_0's huber: 16.9565\n",
"[29]\tvalid_0's poisson: -101.458\tvalid_0's huber: 16.6171\n",
"[30]\tvalid_0's poisson: -101.782\tvalid_0's huber: 16.289\n",
"[31]\tvalid_0's poisson: -102.091\tvalid_0's huber: 15.9721\n",
"[32]\tvalid_0's poisson: -102.4\tvalid_0's huber: 15.6579\n",
"[33]\tvalid_0's poisson: -102.693\tvalid_0's huber: 15.3585\n",
"[34]\tvalid_0's poisson: -102.964\tvalid_0's huber: 15.0859\n",
"[35]\tvalid_0's poisson: -103.215\tvalid_0's huber: 14.8354\n",
"[36]\tvalid_0's poisson: -103.462\tvalid_0's huber: 14.5911\n",
"[37]\tvalid_0's poisson: -103.7\tvalid_0's huber: 14.3493\n",
"[38]\tvalid_0's poisson: -103.91\tvalid_0's huber: 14.1347\n",
"[39]\tvalid_0's poisson: -104.114\tvalid_0's huber: 13.9301\n",
"[40]\tvalid_0's poisson: -104.293\tvalid_0's huber: 13.754\n",
"[41]\tvalid_0's poisson: -104.451\tvalid_0's huber: 13.6035\n",
"[42]\tvalid_0's poisson: -104.577\tvalid_0's huber: 13.4795\n",
"[43]\tvalid_0's poisson: -104.693\tvalid_0's huber: 13.3724\n",
"[44]\tvalid_0's poisson: -104.793\tvalid_0's huber: 13.2855\n",
"[45]\tvalid_0's poisson: -104.875\tvalid_0's huber: 13.1991\n",
"[46]\tvalid_0's poisson: -104.848\tvalid_0's huber: 13.1256\n",
"[47]\tvalid_0's poisson: -104.965\tvalid_0's huber: 13.0538\n",
"[48]\tvalid_0's poisson: -105.042\tvalid_0's huber: 12.9857\n",
"[49]\tvalid_0's poisson: -105.088\tvalid_0's huber: 12.9147\n",
"[50]\tvalid_0's poisson: -105.162\tvalid_0's huber: 12.8471\n",
"[51]\tvalid_0's poisson: -105.25\tvalid_0's huber: 12.7779\n",
"[52]\tvalid_0's poisson: -105.319\tvalid_0's huber: 12.7205\n",
"[53]\tvalid_0's poisson: -105.382\tvalid_0's huber: 12.6609\n",
"[54]\tvalid_0's poisson: -105.435\tvalid_0's huber: 12.6075\n",
"[55]\tvalid_0's poisson: -105.499\tvalid_0's huber: 12.5503\n",
"[56]\tvalid_0's poisson: -105.569\tvalid_0's huber: 12.4978\n",
"[57]\tvalid_0's poisson: -105.622\tvalid_0's huber: 12.4465\n",
"[58]\tvalid_0's poisson: -105.688\tvalid_0's huber: 12.3925\n",
"[59]\tvalid_0's poisson: -105.744\tvalid_0's huber: 12.3442\n",
"[60]\tvalid_0's poisson: -105.76\tvalid_0's huber: 12.2905\n",
"[61]\tvalid_0's poisson: -105.832\tvalid_0's huber: 12.2346\n",
"[62]\tvalid_0's poisson: -105.891\tvalid_0's huber: 12.1826\n",
"[63]\tvalid_0's poisson: -105.953\tvalid_0's huber: 12.1282\n",
"[64]\tvalid_0's poisson: -106.005\tvalid_0's huber: 12.0837\n",
"[65]\tvalid_0's poisson: -106.057\tvalid_0's huber: 12.0408\n",
"[66]\tvalid_0's poisson: -106.111\tvalid_0's huber: 11.9981\n",
"[67]\tvalid_0's poisson: -106.169\tvalid_0's huber: 11.9538\n",
"[68]\tvalid_0's poisson: -106.203\tvalid_0's huber: 11.9133\n",
"[69]\tvalid_0's poisson: -106.24\tvalid_0's huber: 11.8688\n",
"[70]\tvalid_0's poisson: -106.27\tvalid_0's huber: 11.8246\n",
"[71]\tvalid_0's poisson: -106.328\tvalid_0's huber: 11.7813\n",
"[72]\tvalid_0's poisson: -106.371\tvalid_0's huber: 11.7412\n",
"[73]\tvalid_0's poisson: -106.398\tvalid_0's huber: 11.7023\n",
"[74]\tvalid_0's poisson: -106.459\tvalid_0's huber: 11.6651\n",
"[75]\tvalid_0's poisson: -106.505\tvalid_0's huber: 11.6289\n",
"[76]\tvalid_0's poisson: -106.527\tvalid_0's huber: 11.5947\n",
"[77]\tvalid_0's poisson: -106.576\tvalid_0's huber: 11.5566\n",
"[78]\tvalid_0's poisson: -106.606\tvalid_0's huber: 11.5172\n",
"[79]\tvalid_0's poisson: -106.627\tvalid_0's huber: 11.4869\n",
"[80]\tvalid_0's poisson: -106.663\tvalid_0's huber: 11.4515\n",
"[81]\tvalid_0's poisson: -106.695\tvalid_0's huber: 11.4188\n",
"[82]\tvalid_0's poisson: -106.697\tvalid_0's huber: 11.3857\n",
"[83]\tvalid_0's poisson: -106.737\tvalid_0's huber: 11.3495\n",
"[84]\tvalid_0's poisson: -106.778\tvalid_0's huber: 11.3122\n",
"[85]\tvalid_0's poisson: -106.817\tvalid_0's huber: 11.276\n",
"[86]\tvalid_0's poisson: -106.879\tvalid_0's huber: 11.2409\n",
"[87]\tvalid_0's poisson: -106.901\tvalid_0's huber: 11.2086\n",
"[88]\tvalid_0's poisson: -106.931\tvalid_0's huber: 11.1773\n",
"[89]\tvalid_0's poisson: -106.97\tvalid_0's huber: 11.1404\n",
"[90]\tvalid_0's poisson: -107.004\tvalid_0's huber: 11.1058\n",
"[91]\tvalid_0's poisson: -107.041\tvalid_0's huber: 11.0708\n",
"[92]\tvalid_0's poisson: -107.058\tvalid_0's huber: 11.0383\n",
"[93]\tvalid_0's poisson: -107.114\tvalid_0's huber: 10.9979\n",
"[94]\tvalid_0's poisson: -107.183\tvalid_0's huber: 10.9643\n",
"[95]\tvalid_0's poisson: -107.197\tvalid_0's huber: 10.9278\n",
"[96]\tvalid_0's poisson: -107.239\tvalid_0's huber: 10.8921\n",
"[97]\tvalid_0's poisson: -107.254\tvalid_0's huber: 10.8592\n",
"[98]\tvalid_0's poisson: -107.286\tvalid_0's huber: 10.8265\n",
"[99]\tvalid_0's poisson: -107.311\tvalid_0's huber: 10.797\n",
"[100]\tvalid_0's poisson: -107.342\tvalid_0's huber: 10.7657\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8383\tvalid_0's huber: 29.284\n",
"[2]\tvalid_0's poisson: -88.4907\tvalid_0's huber: 28.7323\n",
"[3]\tvalid_0's poisson: -89.1315\tvalid_0's huber: 28.1862\n",
"[4]\tvalid_0's poisson: -89.7598\tvalid_0's huber: 27.6459\n",
"[5]\tvalid_0's poisson: -90.3734\tvalid_0's huber: 27.1136\n",
"[6]\tvalid_0's poisson: -90.9717\tvalid_0's huber: 26.5901\n",
"[7]\tvalid_0's poisson: -91.5492\tvalid_0's huber: 26.078\n",
"[8]\tvalid_0's poisson: -92.1195\tvalid_0's huber: 25.5712\n",
"[9]\tvalid_0's poisson: -92.6752\tvalid_0's huber: 25.0724\n",
"[10]\tvalid_0's poisson: -93.2186\tvalid_0's huber: 24.5822\n",
"[11]\tvalid_0's poisson: -93.7507\tvalid_0's huber: 24.1003\n",
"[12]\tvalid_0's poisson: -94.2675\tvalid_0's huber: 23.6265\n",
"[13]\tvalid_0's poisson: -94.7725\tvalid_0's huber: 23.1601\n",
"[14]\tvalid_0's poisson: -95.2672\tvalid_0's huber: 22.7006\n",
"[15]\tvalid_0's poisson: -95.7476\tvalid_0's huber: 22.2487\n",
"[16]\tvalid_0's poisson: -96.216\tvalid_0's huber: 21.8048\n",
"[17]\tvalid_0's poisson: -96.6754\tvalid_0's huber: 21.3704\n",
"[18]\tvalid_0's poisson: -97.1258\tvalid_0's huber: 20.9384\n",
"[19]\tvalid_0's poisson: -97.5663\tvalid_0's huber: 20.5154\n",
"[20]\tvalid_0's poisson: -97.9914\tvalid_0's huber: 20.103\n",
"[21]\tvalid_0's poisson: -98.4119\tvalid_0's huber: 19.6949\n",
"[22]\tvalid_0's poisson: -98.8241\tvalid_0's huber: 19.2911\n",
"[23]\tvalid_0's poisson: -99.2347\tvalid_0's huber: 18.8874\n",
"[24]\tvalid_0's poisson: -99.6326\tvalid_0's huber: 18.4913\n",
"[25]\tvalid_0's poisson: -100.016\tvalid_0's huber: 18.1103\n",
"[26]\tvalid_0's poisson: -100.388\tvalid_0's huber: 17.7432\n",
"[27]\tvalid_0's poisson: -100.748\tvalid_0's huber: 17.3809\n",
"[28]\tvalid_0's poisson: -101.099\tvalid_0's huber: 17.0258\n",
"[29]\tvalid_0's poisson: -101.437\tvalid_0's huber: 16.683\n",
"[30]\tvalid_0's poisson: -101.762\tvalid_0's huber: 16.3553\n",
"[31]\tvalid_0's poisson: -102.078\tvalid_0's huber: 16.0325\n",
"[32]\tvalid_0's poisson: -102.386\tvalid_0's huber: 15.7198\n",
"[33]\tvalid_0's poisson: -102.688\tvalid_0's huber: 15.4125\n",
"[34]\tvalid_0's poisson: -102.969\tvalid_0's huber: 15.1311\n",
"[35]\tvalid_0's poisson: -103.235\tvalid_0's huber: 14.8644\n",
"[36]\tvalid_0's poisson: -103.487\tvalid_0's huber: 14.6119\n",
"[37]\tvalid_0's poisson: -103.715\tvalid_0's huber: 14.3805\n",
"[38]\tvalid_0's poisson: -103.936\tvalid_0's huber: 14.1581\n",
"[39]\tvalid_0's poisson: -104.138\tvalid_0's huber: 13.9572\n",
"[40]\tvalid_0's poisson: -104.322\tvalid_0's huber: 13.7751\n",
"[41]\tvalid_0's poisson: -104.478\tvalid_0's huber: 13.6236\n",
"[42]\tvalid_0's poisson: -104.613\tvalid_0's huber: 13.4952\n",
"[43]\tvalid_0's poisson: -104.737\tvalid_0's huber: 13.3803\n",
"[44]\tvalid_0's poisson: -104.83\tvalid_0's huber: 13.2907\n",
"[45]\tvalid_0's poisson: -104.909\tvalid_0's huber: 13.206\n",
"[46]\tvalid_0's poisson: -104.938\tvalid_0's huber: 13.1323\n",
"[47]\tvalid_0's poisson: -105.016\tvalid_0's huber: 13.0598\n",
"[48]\tvalid_0's poisson: -105.075\tvalid_0's huber: 12.992\n",
"[49]\tvalid_0's poisson: -105.136\tvalid_0's huber: 12.9268\n",
"[50]\tvalid_0's poisson: -105.226\tvalid_0's huber: 12.867\n",
"[51]\tvalid_0's poisson: -105.306\tvalid_0's huber: 12.8037\n",
"[52]\tvalid_0's poisson: -105.371\tvalid_0's huber: 12.7411\n",
"[53]\tvalid_0's poisson: -105.424\tvalid_0's huber: 12.6818\n",
"[54]\tvalid_0's poisson: -105.495\tvalid_0's huber: 12.6241\n",
"[55]\tvalid_0's poisson: -105.561\tvalid_0's huber: 12.568\n",
"[56]\tvalid_0's poisson: -105.626\tvalid_0's huber: 12.5132\n",
"[57]\tvalid_0's poisson: -105.694\tvalid_0's huber: 12.454\n",
"[58]\tvalid_0's poisson: -105.758\tvalid_0's huber: 12.3987\n",
"[59]\tvalid_0's poisson: -105.81\tvalid_0's huber: 12.3476\n",
"[60]\tvalid_0's poisson: -105.866\tvalid_0's huber: 12.2973\n",
"[61]\tvalid_0's poisson: -105.9\tvalid_0's huber: 12.2466\n",
"[62]\tvalid_0's poisson: -105.958\tvalid_0's huber: 12.1969\n",
"[63]\tvalid_0's poisson: -106.014\tvalid_0's huber: 12.1474\n",
"[64]\tvalid_0's poisson: -106.067\tvalid_0's huber: 12.101\n",
"[65]\tvalid_0's poisson: -106.099\tvalid_0's huber: 12.0579\n",
"[66]\tvalid_0's poisson: -106.147\tvalid_0's huber: 12.015\n",
"[67]\tvalid_0's poisson: -106.204\tvalid_0's huber: 11.9745\n",
"[68]\tvalid_0's poisson: -106.247\tvalid_0's huber: 11.9376\n",
"[69]\tvalid_0's poisson: -106.305\tvalid_0's huber: 11.8973\n",
"[70]\tvalid_0's poisson: -106.357\tvalid_0's huber: 11.8591\n",
"[71]\tvalid_0's poisson: -106.363\tvalid_0's huber: 11.8219\n",
"[72]\tvalid_0's poisson: -106.432\tvalid_0's huber: 11.7817\n",
"[73]\tvalid_0's poisson: -106.456\tvalid_0's huber: 11.7437\n",
"[74]\tvalid_0's poisson: -106.463\tvalid_0's huber: 11.7051\n",
"[75]\tvalid_0's poisson: -106.504\tvalid_0's huber: 11.6687\n",
"[76]\tvalid_0's poisson: -106.547\tvalid_0's huber: 11.633\n",
"[77]\tvalid_0's poisson: -106.558\tvalid_0's huber: 11.5939\n",
"[78]\tvalid_0's poisson: -106.595\tvalid_0's huber: 11.5576\n",
"[79]\tvalid_0's poisson: -106.629\tvalid_0's huber: 11.52\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[80]\tvalid_0's poisson: -106.681\tvalid_0's huber: 11.4847\n",
"[81]\tvalid_0's poisson: -106.723\tvalid_0's huber: 11.4447\n",
"[82]\tvalid_0's poisson: -106.766\tvalid_0's huber: 11.4083\n",
"[83]\tvalid_0's poisson: -106.797\tvalid_0's huber: 11.3757\n",
"[84]\tvalid_0's poisson: -106.831\tvalid_0's huber: 11.3415\n",
"[85]\tvalid_0's poisson: -106.861\tvalid_0's huber: 11.3075\n",
"[86]\tvalid_0's poisson: -106.877\tvalid_0's huber: 11.2713\n",
"[87]\tvalid_0's poisson: -106.904\tvalid_0's huber: 11.239\n",
"[88]\tvalid_0's poisson: -106.931\tvalid_0's huber: 11.2073\n",
"[89]\tvalid_0's poisson: -106.973\tvalid_0's huber: 11.1724\n",
"[90]\tvalid_0's poisson: -107.018\tvalid_0's huber: 11.1408\n",
"[91]\tvalid_0's poisson: -107.047\tvalid_0's huber: 11.1076\n",
"[92]\tvalid_0's poisson: -107.078\tvalid_0's huber: 11.0749\n",
"[93]\tvalid_0's poisson: -107.14\tvalid_0's huber: 11.0461\n",
"[94]\tvalid_0's poisson: -107.159\tvalid_0's huber: 11.0158\n",
"[95]\tvalid_0's poisson: -107.189\tvalid_0's huber: 10.983\n",
"[96]\tvalid_0's poisson: -107.218\tvalid_0's huber: 10.952\n",
"[97]\tvalid_0's poisson: -107.226\tvalid_0's huber: 10.9237\n",
"[98]\tvalid_0's poisson: -107.235\tvalid_0's huber: 10.8931\n",
"[99]\tvalid_0's poisson: -107.258\tvalid_0's huber: 10.8668\n",
"[100]\tvalid_0's poisson: -107.328\tvalid_0's huber: 10.8386\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8442\tvalid_0's huber: 29.2386\n",
"[2]\tvalid_0's poisson: -88.4963\tvalid_0's huber: 28.6912\n",
"[3]\tvalid_0's poisson: -89.1391\tvalid_0's huber: 28.1464\n",
"[4]\tvalid_0's poisson: -89.7618\tvalid_0's huber: 27.6141\n",
"[5]\tvalid_0's poisson: -90.3767\tvalid_0's huber: 27.0827\n",
"[6]\tvalid_0's poisson: -90.9758\tvalid_0's huber: 26.5594\n",
"[7]\tvalid_0's poisson: -91.5605\tvalid_0's huber: 26.0447\n",
"[8]\tvalid_0's poisson: -92.134\tvalid_0's huber: 25.5358\n",
"[9]\tvalid_0's poisson: -92.6976\tvalid_0's huber: 25.0328\n",
"[10]\tvalid_0's poisson: -93.2435\tvalid_0's huber: 24.5402\n",
"[11]\tvalid_0's poisson: -93.778\tvalid_0's huber: 24.0553\n",
"[12]\tvalid_0's poisson: -94.2997\tvalid_0's huber: 23.5794\n",
"[13]\tvalid_0's poisson: -94.8071\tvalid_0's huber: 23.1127\n",
"[14]\tvalid_0's poisson: -95.3037\tvalid_0's huber: 22.6495\n",
"[15]\tvalid_0's poisson: -95.7873\tvalid_0's huber: 22.1947\n",
"[16]\tvalid_0's poisson: -96.2575\tvalid_0's huber: 21.7498\n",
"[17]\tvalid_0's poisson: -96.7186\tvalid_0's huber: 21.3127\n",
"[18]\tvalid_0's poisson: -97.1661\tvalid_0's huber: 20.8841\n",
"[19]\tvalid_0's poisson: -97.6081\tvalid_0's huber: 20.4612\n",
"[20]\tvalid_0's poisson: -98.0402\tvalid_0's huber: 20.0448\n",
"[21]\tvalid_0's poisson: -98.4675\tvalid_0's huber: 19.6291\n",
"[22]\tvalid_0's poisson: -98.8846\tvalid_0's huber: 19.2212\n",
"[23]\tvalid_0's poisson: -99.2908\tvalid_0's huber: 18.8175\n",
"[24]\tvalid_0's poisson: -99.6843\tvalid_0's huber: 18.428\n",
"[25]\tvalid_0's poisson: -100.064\tvalid_0's huber: 18.0483\n",
"[26]\tvalid_0's poisson: -100.434\tvalid_0's huber: 17.6772\n",
"[27]\tvalid_0's poisson: -100.79\tvalid_0's huber: 17.3214\n",
"[28]\tvalid_0's poisson: -101.138\tvalid_0's huber: 16.9724\n",
"[29]\tvalid_0's poisson: -101.47\tvalid_0's huber: 16.6323\n",
"[30]\tvalid_0's poisson: -101.791\tvalid_0's huber: 16.3103\n",
"[31]\tvalid_0's poisson: -102.102\tvalid_0's huber: 15.9949\n",
"[32]\tvalid_0's poisson: -102.403\tvalid_0's huber: 15.6939\n",
"[33]\tvalid_0's poisson: -102.686\tvalid_0's huber: 15.4126\n",
"[34]\tvalid_0's poisson: -102.97\tvalid_0's huber: 15.1215\n",
"[35]\tvalid_0's poisson: -103.23\tvalid_0's huber: 14.8626\n",
"[36]\tvalid_0's poisson: -103.473\tvalid_0's huber: 14.6115\n",
"[37]\tvalid_0's poisson: -103.713\tvalid_0's huber: 14.3674\n",
"[38]\tvalid_0's poisson: -103.934\tvalid_0's huber: 14.1434\n",
"[39]\tvalid_0's poisson: -104.138\tvalid_0's huber: 13.9443\n",
"[40]\tvalid_0's poisson: -104.316\tvalid_0's huber: 13.7703\n",
"[41]\tvalid_0's poisson: -104.473\tvalid_0's huber: 13.618\n",
"[42]\tvalid_0's poisson: -104.603\tvalid_0's huber: 13.4945\n",
"[43]\tvalid_0's poisson: -104.716\tvalid_0's huber: 13.3866\n",
"[44]\tvalid_0's poisson: -104.808\tvalid_0's huber: 13.2954\n",
"[45]\tvalid_0's poisson: -104.859\tvalid_0's huber: 13.2131\n",
"[46]\tvalid_0's poisson: -104.928\tvalid_0's huber: 13.137\n",
"[47]\tvalid_0's poisson: -105.044\tvalid_0's huber: 13.0656\n",
"[48]\tvalid_0's poisson: -105.129\tvalid_0's huber: 12.9937\n",
"[49]\tvalid_0's poisson: -105.187\tvalid_0's huber: 12.9249\n",
"[50]\tvalid_0's poisson: -105.252\tvalid_0's huber: 12.8633\n",
"[51]\tvalid_0's poisson: -105.318\tvalid_0's huber: 12.7986\n",
"[52]\tvalid_0's poisson: -105.394\tvalid_0's huber: 12.7352\n",
"[53]\tvalid_0's poisson: -105.461\tvalid_0's huber: 12.6744\n",
"[54]\tvalid_0's poisson: -105.521\tvalid_0's huber: 12.6122\n",
"[55]\tvalid_0's poisson: -105.589\tvalid_0's huber: 12.5548\n",
"[56]\tvalid_0's poisson: -105.654\tvalid_0's huber: 12.5025\n",
"[57]\tvalid_0's poisson: -105.709\tvalid_0's huber: 12.4468\n",
"[58]\tvalid_0's poisson: -105.775\tvalid_0's huber: 12.3918\n",
"[59]\tvalid_0's poisson: -105.843\tvalid_0's huber: 12.3377\n",
"[60]\tvalid_0's poisson: -105.894\tvalid_0's huber: 12.2849\n",
"[61]\tvalid_0's poisson: -105.955\tvalid_0's huber: 12.2361\n",
"[62]\tvalid_0's poisson: -106.014\tvalid_0's huber: 12.1854\n",
"[63]\tvalid_0's poisson: -106.08\tvalid_0's huber: 12.1373\n",
"[64]\tvalid_0's poisson: -106.135\tvalid_0's huber: 12.0888\n",
"[65]\tvalid_0's poisson: -106.189\tvalid_0's huber: 12.0425\n",
"[66]\tvalid_0's poisson: -106.253\tvalid_0's huber: 11.9964\n",
"[67]\tvalid_0's poisson: -106.3\tvalid_0's huber: 11.9544\n",
"[68]\tvalid_0's poisson: -106.357\tvalid_0's huber: 11.9116\n",
"[69]\tvalid_0's poisson: -106.401\tvalid_0's huber: 11.8704\n",
"[70]\tvalid_0's poisson: -106.421\tvalid_0's huber: 11.8318\n",
"[71]\tvalid_0's poisson: -106.485\tvalid_0's huber: 11.7893\n",
"[72]\tvalid_0's poisson: -106.531\tvalid_0's huber: 11.7486\n",
"[73]\tvalid_0's poisson: -106.57\tvalid_0's huber: 11.7134\n",
"[74]\tvalid_0's poisson: -106.611\tvalid_0's huber: 11.675\n",
"[75]\tvalid_0's poisson: -106.653\tvalid_0's huber: 11.6381\n",
"[76]\tvalid_0's poisson: -106.696\tvalid_0's huber: 11.5982\n",
"[77]\tvalid_0's poisson: -106.71\tvalid_0's huber: 11.5573\n",
"[78]\tvalid_0's poisson: -106.752\tvalid_0's huber: 11.518\n",
"[79]\tvalid_0's poisson: -106.795\tvalid_0's huber: 11.4779\n",
"[80]\tvalid_0's poisson: -106.835\tvalid_0's huber: 11.4406\n",
"[81]\tvalid_0's poisson: -106.879\tvalid_0's huber: 11.4038\n",
"[82]\tvalid_0's poisson: -106.913\tvalid_0's huber: 11.3697\n",
"[83]\tvalid_0's poisson: -106.951\tvalid_0's huber: 11.3337\n",
"[84]\tvalid_0's poisson: -106.987\tvalid_0's huber: 11.2992\n",
"[85]\tvalid_0's poisson: -107.023\tvalid_0's huber: 11.2649\n",
"[86]\tvalid_0's poisson: -107.038\tvalid_0's huber: 11.2325\n",
"[87]\tvalid_0's poisson: -107.069\tvalid_0's huber: 11.2008\n",
"[88]\tvalid_0's poisson: -107.097\tvalid_0's huber: 11.169\n",
"[89]\tvalid_0's poisson: -107.127\tvalid_0's huber: 11.1382\n",
"[90]\tvalid_0's poisson: -107.162\tvalid_0's huber: 11.1083\n",
"[91]\tvalid_0's poisson: -107.185\tvalid_0's huber: 11.0813\n",
"[92]\tvalid_0's poisson: -107.224\tvalid_0's huber: 11.0474\n",
"[93]\tvalid_0's poisson: -107.256\tvalid_0's huber: 11.0157\n",
"[94]\tvalid_0's poisson: -107.242\tvalid_0's huber: 10.9883\n",
"[95]\tvalid_0's poisson: -107.264\tvalid_0's huber: 10.9594\n",
"[96]\tvalid_0's poisson: -107.298\tvalid_0's huber: 10.9317\n",
"[97]\tvalid_0's poisson: -107.328\tvalid_0's huber: 10.9025\n",
"[98]\tvalid_0's poisson: -107.342\tvalid_0's huber: 10.8763\n",
"[99]\tvalid_0's poisson: -107.376\tvalid_0's huber: 10.8514\n",
"[100]\tvalid_0's poisson: -107.382\tvalid_0's huber: 10.826\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8334\tvalid_0's huber: 29.3274\n",
"[2]\tvalid_0's poisson: -88.4868\tvalid_0's huber: 28.7774\n",
"[3]\tvalid_0's poisson: -89.1286\tvalid_0's huber: 28.2327\n",
"[4]\tvalid_0's poisson: -89.7543\tvalid_0's huber: 27.6955\n",
"[5]\tvalid_0's poisson: -90.3676\tvalid_0's huber: 27.164\n",
"[6]\tvalid_0's poisson: -90.9703\tvalid_0's huber: 26.6359\n",
"[7]\tvalid_0's poisson: -91.5513\tvalid_0's huber: 26.1201\n",
"[8]\tvalid_0's poisson: -92.1224\tvalid_0's huber: 25.6105\n",
"[9]\tvalid_0's poisson: -92.6808\tvalid_0's huber: 25.1089\n",
"[10]\tvalid_0's poisson: -93.2253\tvalid_0's huber: 24.614\n",
"[11]\tvalid_0's poisson: -93.7629\tvalid_0's huber: 24.1261\n",
"[12]\tvalid_0's poisson: -94.283\tvalid_0's huber: 23.6482\n",
"[13]\tvalid_0's poisson: -94.7916\tvalid_0's huber: 23.1797\n",
"[14]\tvalid_0's poisson: -95.2884\tvalid_0's huber: 22.7174\n",
"[15]\tvalid_0's poisson: -95.7728\tvalid_0's huber: 22.2624\n",
"[16]\tvalid_0's poisson: -96.2468\tvalid_0's huber: 21.8167\n",
"[17]\tvalid_0's poisson: -96.7098\tvalid_0's huber: 21.3781\n",
"[18]\tvalid_0's poisson: -97.1618\tvalid_0's huber: 20.9479\n",
"[19]\tvalid_0's poisson: -97.6038\tvalid_0's huber: 20.5243\n",
"[20]\tvalid_0's poisson: -98.036\tvalid_0's huber: 20.1043\n",
"[21]\tvalid_0's poisson: -98.4569\tvalid_0's huber: 19.6951\n",
"[22]\tvalid_0's poisson: -98.8702\tvalid_0's huber: 19.2908\n",
"[23]\tvalid_0's poisson: -99.2821\tvalid_0's huber: 18.8868\n",
"[24]\tvalid_0's poisson: -99.6792\tvalid_0's huber: 18.4911\n",
"[25]\tvalid_0's poisson: -100.065\tvalid_0's huber: 18.1027\n",
"[26]\tvalid_0's poisson: -100.442\tvalid_0's huber: 17.7254\n",
"[27]\tvalid_0's poisson: -100.802\tvalid_0's huber: 17.3598\n",
"[28]\tvalid_0's poisson: -101.155\tvalid_0's huber: 17.0051\n",
"[29]\tvalid_0's poisson: -101.502\tvalid_0's huber: 16.6523\n",
"[30]\tvalid_0's poisson: -101.829\tvalid_0's huber: 16.3188\n",
"[31]\tvalid_0's poisson: -102.142\tvalid_0's huber: 15.9989\n",
"[32]\tvalid_0's poisson: -102.451\tvalid_0's huber: 15.682\n",
"[33]\tvalid_0's poisson: -102.735\tvalid_0's huber: 15.3945\n",
"[34]\tvalid_0's poisson: -103.01\tvalid_0's huber: 15.1163\n",
"[35]\tvalid_0's poisson: -103.269\tvalid_0's huber: 14.8553\n",
"[36]\tvalid_0's poisson: -103.511\tvalid_0's huber: 14.6129\n",
"[37]\tvalid_0's poisson: -103.747\tvalid_0's huber: 14.3721\n",
"[38]\tvalid_0's poisson: -103.97\tvalid_0's huber: 14.1479\n",
"[39]\tvalid_0's poisson: -104.179\tvalid_0's huber: 13.9426\n",
"[40]\tvalid_0's poisson: -104.358\tvalid_0's huber: 13.7644\n",
"[41]\tvalid_0's poisson: -104.522\tvalid_0's huber: 13.6066\n",
"[42]\tvalid_0's poisson: -104.661\tvalid_0's huber: 13.4748\n",
"[43]\tvalid_0's poisson: -104.774\tvalid_0's huber: 13.3678\n",
"[44]\tvalid_0's poisson: -104.881\tvalid_0's huber: 13.2688\n",
"[45]\tvalid_0's poisson: -104.964\tvalid_0's huber: 13.1867\n",
"[46]\tvalid_0's poisson: -105.001\tvalid_0's huber: 13.1105\n",
"[47]\tvalid_0's poisson: -105.049\tvalid_0's huber: 13.0385\n",
"[48]\tvalid_0's poisson: -105.116\tvalid_0's huber: 12.9633\n",
"[49]\tvalid_0's poisson: -105.194\tvalid_0's huber: 12.895\n",
"[50]\tvalid_0's poisson: -105.258\tvalid_0's huber: 12.8275\n",
"[51]\tvalid_0's poisson: -105.336\tvalid_0's huber: 12.7648\n",
"[52]\tvalid_0's poisson: -105.357\tvalid_0's huber: 12.7037\n",
"[53]\tvalid_0's poisson: -105.416\tvalid_0's huber: 12.6432\n",
"[54]\tvalid_0's poisson: -105.521\tvalid_0's huber: 12.5845\n",
"[55]\tvalid_0's poisson: -105.59\tvalid_0's huber: 12.5251\n",
"[56]\tvalid_0's poisson: -105.639\tvalid_0's huber: 12.4689\n",
"[57]\tvalid_0's poisson: -105.681\tvalid_0's huber: 12.42\n",
"[58]\tvalid_0's poisson: -105.727\tvalid_0's huber: 12.368\n",
"[59]\tvalid_0's poisson: -105.748\tvalid_0's huber: 12.3162\n",
"[60]\tvalid_0's poisson: -105.805\tvalid_0's huber: 12.2651\n",
"[61]\tvalid_0's poisson: -105.862\tvalid_0's huber: 12.215\n",
"[62]\tvalid_0's poisson: -105.923\tvalid_0's huber: 12.1651\n",
"[63]\tvalid_0's poisson: -105.975\tvalid_0's huber: 12.1209\n",
"[64]\tvalid_0's poisson: -106.025\tvalid_0's huber: 12.0747\n",
"[65]\tvalid_0's poisson: -106.058\tvalid_0's huber: 12.031\n",
"[66]\tvalid_0's poisson: -106.098\tvalid_0's huber: 11.9856\n",
"[67]\tvalid_0's poisson: -106.14\tvalid_0's huber: 11.9407\n",
"[68]\tvalid_0's poisson: -106.179\tvalid_0's huber: 11.8977\n",
"[69]\tvalid_0's poisson: -106.226\tvalid_0's huber: 11.8522\n",
"[70]\tvalid_0's poisson: -106.271\tvalid_0's huber: 11.8104\n",
"[71]\tvalid_0's poisson: -106.301\tvalid_0's huber: 11.7682\n",
"[72]\tvalid_0's poisson: -106.359\tvalid_0's huber: 11.7214\n",
"[73]\tvalid_0's poisson: -106.392\tvalid_0's huber: 11.6809\n",
"[74]\tvalid_0's poisson: -106.425\tvalid_0's huber: 11.6373\n",
"[75]\tvalid_0's poisson: -106.474\tvalid_0's huber: 11.5934\n",
"[76]\tvalid_0's poisson: -106.56\tvalid_0's huber: 11.557\n",
"[77]\tvalid_0's poisson: -106.59\tvalid_0's huber: 11.5144\n",
"[78]\tvalid_0's poisson: -106.606\tvalid_0's huber: 11.4743\n",
"[79]\tvalid_0's poisson: -106.642\tvalid_0's huber: 11.4344\n",
"[80]\tvalid_0's poisson: -106.683\tvalid_0's huber: 11.3933\n",
"[81]\tvalid_0's poisson: -106.719\tvalid_0's huber: 11.3565\n",
"[82]\tvalid_0's poisson: -106.758\tvalid_0's huber: 11.3197\n",
"[83]\tvalid_0's poisson: -106.807\tvalid_0's huber: 11.2799\n",
"[84]\tvalid_0's poisson: -106.839\tvalid_0's huber: 11.2415\n",
"[85]\tvalid_0's poisson: -106.904\tvalid_0's huber: 11.2047\n",
"[86]\tvalid_0's poisson: -106.937\tvalid_0's huber: 11.1667\n",
"[87]\tvalid_0's poisson: -106.957\tvalid_0's huber: 11.1272\n",
"[88]\tvalid_0's poisson: -106.992\tvalid_0's huber: 11.0904\n",
"[89]\tvalid_0's poisson: -107.039\tvalid_0's huber: 11.0544\n",
"[90]\tvalid_0's poisson: -107.059\tvalid_0's huber: 11.0236\n",
"[91]\tvalid_0's poisson: -107.061\tvalid_0's huber: 10.9896\n",
"[92]\tvalid_0's poisson: -107.103\tvalid_0's huber: 10.9551\n",
"[93]\tvalid_0's poisson: -107.091\tvalid_0's huber: 10.9235\n",
"[94]\tvalid_0's poisson: -107.125\tvalid_0's huber: 10.8926\n",
"[95]\tvalid_0's poisson: -107.153\tvalid_0's huber: 10.863\n",
"[96]\tvalid_0's poisson: -107.176\tvalid_0's huber: 10.8315\n",
"[97]\tvalid_0's poisson: -107.243\tvalid_0's huber: 10.8009\n",
"[98]\tvalid_0's poisson: -107.255\tvalid_0's huber: 10.7708\n",
"[99]\tvalid_0's poisson: -107.283\tvalid_0's huber: 10.739\n",
"[100]\tvalid_0's poisson: -107.303\tvalid_0's huber: 10.7115\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8277\tvalid_0's huber: 29.2721\n",
"[2]\tvalid_0's poisson: -88.4661\tvalid_0's huber: 28.74\n",
"[3]\tvalid_0's poisson: -89.0866\tvalid_0's huber: 28.2209\n",
"[4]\tvalid_0's poisson: -89.6924\tvalid_0's huber: 27.7093\n",
"[5]\tvalid_0's poisson: -90.2878\tvalid_0's huber: 27.1993\n",
"[6]\tvalid_0's poisson: -90.8677\tvalid_0's huber: 26.6993\n",
"[7]\tvalid_0's poisson: -91.4356\tvalid_0's huber: 26.2042\n",
"[8]\tvalid_0's poisson: -91.9912\tvalid_0's huber: 25.7163\n",
"[9]\tvalid_0's poisson: -92.5368\tvalid_0's huber: 25.2366\n",
"[10]\tvalid_0's poisson: -93.0697\tvalid_0's huber: 24.7589\n",
"[11]\tvalid_0's poisson: -93.5907\tvalid_0's huber: 24.2896\n",
"[12]\tvalid_0's poisson: -94.0996\tvalid_0's huber: 23.8279\n",
"[13]\tvalid_0's poisson: -94.5927\tvalid_0's huber: 23.3813\n",
"[14]\tvalid_0's poisson: -95.0802\tvalid_0's huber: 22.934\n",
"[15]\tvalid_0's poisson: -95.5541\tvalid_0's huber: 22.4957\n",
"[16]\tvalid_0's poisson: -96.0157\tvalid_0's huber: 22.065\n",
"[17]\tvalid_0's poisson: -96.4713\tvalid_0's huber: 21.6352\n",
"[18]\tvalid_0's poisson: -96.901\tvalid_0's huber: 21.224\n",
"[19]\tvalid_0's poisson: -97.3268\tvalid_0's huber: 20.8156\n",
"[20]\tvalid_0's poisson: -97.7498\tvalid_0's huber: 20.4127\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -98.1568\tvalid_0's huber: 20.0167\n",
"[22]\tvalid_0's poisson: -98.5565\tvalid_0's huber: 19.6318\n",
"[23]\tvalid_0's poisson: -98.9521\tvalid_0's huber: 19.2422\n",
"[24]\tvalid_0's poisson: -99.3377\tvalid_0's huber: 18.8619\n",
"[25]\tvalid_0's poisson: -99.7177\tvalid_0's huber: 18.4875\n",
"[26]\tvalid_0's poisson: -100.08\tvalid_0's huber: 18.1255\n",
"[27]\tvalid_0's poisson: -100.432\tvalid_0's huber: 17.7702\n",
"[28]\tvalid_0's poisson: -100.772\tvalid_0's huber: 17.4283\n",
"[29]\tvalid_0's poisson: -101.1\tvalid_0's huber: 17.0955\n",
"[30]\tvalid_0's poisson: -101.416\tvalid_0's huber: 16.7775\n",
"[31]\tvalid_0's poisson: -101.725\tvalid_0's huber: 16.4644\n",
"[32]\tvalid_0's poisson: -102.032\tvalid_0's huber: 16.1527\n",
"[33]\tvalid_0's poisson: -102.319\tvalid_0's huber: 15.8608\n",
"[34]\tvalid_0's poisson: -102.597\tvalid_0's huber: 15.58\n",
"[35]\tvalid_0's poisson: -102.853\tvalid_0's huber: 15.3158\n",
"[36]\tvalid_0's poisson: -103.091\tvalid_0's huber: 15.0734\n",
"[37]\tvalid_0's poisson: -103.321\tvalid_0's huber: 14.8456\n",
"[38]\tvalid_0's poisson: -103.534\tvalid_0's huber: 14.6306\n",
"[39]\tvalid_0's poisson: -103.729\tvalid_0's huber: 14.4365\n",
"[40]\tvalid_0's poisson: -103.903\tvalid_0's huber: 14.2634\n",
"[41]\tvalid_0's poisson: -104.057\tvalid_0's huber: 14.1129\n",
"[42]\tvalid_0's poisson: -104.193\tvalid_0's huber: 13.9821\n",
"[43]\tvalid_0's poisson: -104.311\tvalid_0's huber: 13.8718\n",
"[44]\tvalid_0's poisson: -104.407\tvalid_0's huber: 13.7772\n",
"[45]\tvalid_0's poisson: -104.463\tvalid_0's huber: 13.6931\n",
"[46]\tvalid_0's poisson: -104.514\tvalid_0's huber: 13.6166\n",
"[47]\tvalid_0's poisson: -104.601\tvalid_0's huber: 13.5398\n",
"[48]\tvalid_0's poisson: -104.657\tvalid_0's huber: 13.4671\n",
"[49]\tvalid_0's poisson: -104.737\tvalid_0's huber: 13.3949\n",
"[50]\tvalid_0's poisson: -104.812\tvalid_0's huber: 13.3259\n",
"[51]\tvalid_0's poisson: -104.861\tvalid_0's huber: 13.2642\n",
"[52]\tvalid_0's poisson: -104.916\tvalid_0's huber: 13.2023\n",
"[53]\tvalid_0's poisson: -104.992\tvalid_0's huber: 13.1421\n",
"[54]\tvalid_0's poisson: -105.027\tvalid_0's huber: 13.0834\n",
"[55]\tvalid_0's poisson: -105.107\tvalid_0's huber: 13.0238\n",
"[56]\tvalid_0's poisson: -105.15\tvalid_0's huber: 12.9714\n",
"[57]\tvalid_0's poisson: -105.225\tvalid_0's huber: 12.912\n",
"[58]\tvalid_0's poisson: -105.287\tvalid_0's huber: 12.8623\n",
"[59]\tvalid_0's poisson: -105.346\tvalid_0's huber: 12.8118\n",
"[60]\tvalid_0's poisson: -105.402\tvalid_0's huber: 12.7613\n",
"[61]\tvalid_0's poisson: -105.46\tvalid_0's huber: 12.7157\n",
"[62]\tvalid_0's poisson: -105.524\tvalid_0's huber: 12.6604\n",
"[63]\tvalid_0's poisson: -105.575\tvalid_0's huber: 12.611\n",
"[64]\tvalid_0's poisson: -105.604\tvalid_0's huber: 12.5662\n",
"[65]\tvalid_0's poisson: -105.665\tvalid_0's huber: 12.5159\n",
"[66]\tvalid_0's poisson: -105.725\tvalid_0's huber: 12.4752\n",
"[67]\tvalid_0's poisson: -105.755\tvalid_0's huber: 12.4339\n",
"[68]\tvalid_0's poisson: -105.826\tvalid_0's huber: 12.3839\n",
"[69]\tvalid_0's poisson: -105.872\tvalid_0's huber: 12.3406\n",
"[70]\tvalid_0's poisson: -105.912\tvalid_0's huber: 12.2983\n",
"[71]\tvalid_0's poisson: -105.967\tvalid_0's huber: 12.2572\n",
"[72]\tvalid_0's poisson: -106.006\tvalid_0's huber: 12.2187\n",
"[73]\tvalid_0's poisson: -106.05\tvalid_0's huber: 12.1831\n",
"[74]\tvalid_0's poisson: -106.091\tvalid_0's huber: 12.1459\n",
"[75]\tvalid_0's poisson: -106.119\tvalid_0's huber: 12.1076\n",
"[76]\tvalid_0's poisson: -106.17\tvalid_0's huber: 12.0691\n",
"[77]\tvalid_0's poisson: -106.206\tvalid_0's huber: 12.035\n",
"[78]\tvalid_0's poisson: -106.236\tvalid_0's huber: 11.9957\n",
"[79]\tvalid_0's poisson: -106.248\tvalid_0's huber: 11.9563\n",
"[80]\tvalid_0's poisson: -106.282\tvalid_0's huber: 11.9242\n",
"[81]\tvalid_0's poisson: -106.265\tvalid_0's huber: 11.8773\n",
"[82]\tvalid_0's poisson: -106.357\tvalid_0's huber: 11.8364\n",
"[83]\tvalid_0's poisson: -106.335\tvalid_0's huber: 11.7978\n",
"[84]\tvalid_0's poisson: -106.357\tvalid_0's huber: 11.7586\n",
"[85]\tvalid_0's poisson: -106.401\tvalid_0's huber: 11.7208\n",
"[86]\tvalid_0's poisson: -106.46\tvalid_0's huber: 11.6762\n",
"[87]\tvalid_0's poisson: -106.537\tvalid_0's huber: 11.6264\n",
"[88]\tvalid_0's poisson: -106.559\tvalid_0's huber: 11.5802\n",
"[89]\tvalid_0's poisson: -106.604\tvalid_0's huber: 11.5357\n",
"[90]\tvalid_0's poisson: -106.648\tvalid_0's huber: 11.4943\n",
"[91]\tvalid_0's poisson: -106.699\tvalid_0's huber: 11.456\n",
"[92]\tvalid_0's poisson: -106.746\tvalid_0's huber: 11.415\n",
"[93]\tvalid_0's poisson: -106.765\tvalid_0's huber: 11.3805\n",
"[94]\tvalid_0's poisson: -106.765\tvalid_0's huber: 11.3409\n",
"[95]\tvalid_0's poisson: -106.797\tvalid_0's huber: 11.3002\n",
"[96]\tvalid_0's poisson: -106.827\tvalid_0's huber: 11.2686\n",
"[97]\tvalid_0's poisson: -106.836\tvalid_0's huber: 11.2362\n",
"[98]\tvalid_0's poisson: -106.872\tvalid_0's huber: 11.2034\n",
"[99]\tvalid_0's poisson: -106.908\tvalid_0's huber: 11.171\n",
"[100]\tvalid_0's poisson: -106.926\tvalid_0's huber: 11.1384\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8026\tvalid_0's huber: 29.2767\n",
"[2]\tvalid_0's poisson: -88.4313\tvalid_0's huber: 28.7532\n",
"[3]\tvalid_0's poisson: -89.0444\tvalid_0's huber: 28.2365\n",
"[4]\tvalid_0's poisson: -89.6618\tvalid_0's huber: 27.7107\n",
"[5]\tvalid_0's poisson: -90.2649\tvalid_0's huber: 27.1924\n",
"[6]\tvalid_0's poisson: -90.8553\tvalid_0's huber: 26.6797\n",
"[7]\tvalid_0's poisson: -91.4287\tvalid_0's huber: 26.1785\n",
"[8]\tvalid_0's poisson: -91.9891\tvalid_0's huber: 25.6865\n",
"[9]\tvalid_0's poisson: -92.5312\tvalid_0's huber: 25.2045\n",
"[10]\tvalid_0's poisson: -93.0665\tvalid_0's huber: 24.7268\n",
"[11]\tvalid_0's poisson: -93.5917\tvalid_0's huber: 24.2533\n",
"[12]\tvalid_0's poisson: -94.1025\tvalid_0's huber: 23.7901\n",
"[13]\tvalid_0's poisson: -94.5991\tvalid_0's huber: 23.3347\n",
"[14]\tvalid_0's poisson: -95.086\tvalid_0's huber: 22.8869\n",
"[15]\tvalid_0's poisson: -95.5515\tvalid_0's huber: 22.4523\n",
"[16]\tvalid_0's poisson: -96.0177\tvalid_0's huber: 22.0198\n",
"[17]\tvalid_0's poisson: -96.4637\tvalid_0's huber: 21.5975\n",
"[18]\tvalid_0's poisson: -96.9073\tvalid_0's huber: 21.1804\n",
"[19]\tvalid_0's poisson: -97.3331\tvalid_0's huber: 20.7757\n",
"[20]\tvalid_0's poisson: -97.7632\tvalid_0's huber: 20.3602\n",
"[21]\tvalid_0's poisson: -98.1724\tvalid_0's huber: 19.9647\n",
"[22]\tvalid_0's poisson: -98.5817\tvalid_0's huber: 19.5658\n",
"[23]\tvalid_0's poisson: -98.9771\tvalid_0's huber: 19.1772\n",
"[24]\tvalid_0's poisson: -99.3627\tvalid_0's huber: 18.7943\n",
"[25]\tvalid_0's poisson: -99.739\tvalid_0's huber: 18.4207\n",
"[26]\tvalid_0's poisson: -100.097\tvalid_0's huber: 18.0558\n",
"[27]\tvalid_0's poisson: -100.451\tvalid_0's huber: 17.6997\n",
"[28]\tvalid_0's poisson: -100.793\tvalid_0's huber: 17.3577\n",
"[29]\tvalid_0's poisson: -101.113\tvalid_0's huber: 17.0326\n",
"[30]\tvalid_0's poisson: -101.45\tvalid_0's huber: 16.6868\n",
"[31]\tvalid_0's poisson: -101.751\tvalid_0's huber: 16.3713\n",
"[32]\tvalid_0's poisson: -102.058\tvalid_0's huber: 16.0566\n",
"[33]\tvalid_0's poisson: -102.348\tvalid_0's huber: 15.7613\n",
"[34]\tvalid_0's poisson: -102.622\tvalid_0's huber: 15.482\n",
"[35]\tvalid_0's poisson: -102.872\tvalid_0's huber: 15.2314\n",
"[36]\tvalid_0's poisson: -103.099\tvalid_0's huber: 14.9979\n",
"[37]\tvalid_0's poisson: -103.331\tvalid_0's huber: 14.7602\n",
"[38]\tvalid_0's poisson: -103.546\tvalid_0's huber: 14.547\n",
"[39]\tvalid_0's poisson: -103.746\tvalid_0's huber: 14.3511\n",
"[40]\tvalid_0's poisson: -103.918\tvalid_0's huber: 14.183\n",
"[41]\tvalid_0's poisson: -104.069\tvalid_0's huber: 14.0316\n",
"[42]\tvalid_0's poisson: -104.201\tvalid_0's huber: 13.905\n",
"[43]\tvalid_0's poisson: -104.312\tvalid_0's huber: 13.799\n",
"[44]\tvalid_0's poisson: -104.4\tvalid_0's huber: 13.7093\n",
"[45]\tvalid_0's poisson: -104.432\tvalid_0's huber: 13.6335\n",
"[46]\tvalid_0's poisson: -104.517\tvalid_0's huber: 13.5543\n",
"[47]\tvalid_0's poisson: -104.604\tvalid_0's huber: 13.4817\n",
"[48]\tvalid_0's poisson: -104.662\tvalid_0's huber: 13.4102\n",
"[49]\tvalid_0's poisson: -104.704\tvalid_0's huber: 13.3417\n",
"[50]\tvalid_0's poisson: -104.727\tvalid_0's huber: 13.2771\n",
"[51]\tvalid_0's poisson: -104.842\tvalid_0's huber: 13.2116\n",
"[52]\tvalid_0's poisson: -104.916\tvalid_0's huber: 13.1489\n",
"[53]\tvalid_0's poisson: -104.992\tvalid_0's huber: 13.0871\n",
"[54]\tvalid_0's poisson: -105.063\tvalid_0's huber: 13.0264\n",
"[55]\tvalid_0's poisson: -105.128\tvalid_0's huber: 12.9718\n",
"[56]\tvalid_0's poisson: -105.182\tvalid_0's huber: 12.915\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -105.214\tvalid_0's huber: 12.8611\n",
"[58]\tvalid_0's poisson: -105.284\tvalid_0's huber: 12.8088\n",
"[59]\tvalid_0's poisson: -105.362\tvalid_0's huber: 12.7564\n",
"[60]\tvalid_0's poisson: -105.419\tvalid_0's huber: 12.7078\n",
"[61]\tvalid_0's poisson: -105.478\tvalid_0's huber: 12.6577\n",
"[62]\tvalid_0's poisson: -105.522\tvalid_0's huber: 12.6094\n",
"[63]\tvalid_0's poisson: -105.525\tvalid_0's huber: 12.5605\n",
"[64]\tvalid_0's poisson: -105.587\tvalid_0's huber: 12.5102\n",
"[65]\tvalid_0's poisson: -105.637\tvalid_0's huber: 12.4615\n",
"[66]\tvalid_0's poisson: -105.689\tvalid_0's huber: 12.4171\n",
"[67]\tvalid_0's poisson: -105.731\tvalid_0's huber: 12.3738\n",
"[68]\tvalid_0's poisson: -105.669\tvalid_0's huber: 12.3294\n",
"[69]\tvalid_0's poisson: -105.724\tvalid_0's huber: 12.2845\n",
"[70]\tvalid_0's poisson: -105.764\tvalid_0's huber: 12.2435\n",
"[71]\tvalid_0's poisson: -105.804\tvalid_0's huber: 12.2035\n",
"[72]\tvalid_0's poisson: -105.851\tvalid_0's huber: 12.1652\n",
"[73]\tvalid_0's poisson: -105.876\tvalid_0's huber: 12.1267\n",
"[74]\tvalid_0's poisson: -105.917\tvalid_0's huber: 12.0896\n",
"[75]\tvalid_0's poisson: -105.95\tvalid_0's huber: 12.0528\n",
"[76]\tvalid_0's poisson: -105.983\tvalid_0's huber: 12.0161\n",
"[77]\tvalid_0's poisson: -106.023\tvalid_0's huber: 11.9807\n",
"[78]\tvalid_0's poisson: -106.091\tvalid_0's huber: 11.9364\n",
"[79]\tvalid_0's poisson: -106.135\tvalid_0's huber: 11.9016\n",
"[80]\tvalid_0's poisson: -106.255\tvalid_0's huber: 11.8677\n",
"[81]\tvalid_0's poisson: -106.289\tvalid_0's huber: 11.8358\n",
"[82]\tvalid_0's poisson: -106.292\tvalid_0's huber: 11.8022\n",
"[83]\tvalid_0's poisson: -106.325\tvalid_0's huber: 11.7716\n",
"[84]\tvalid_0's poisson: -106.356\tvalid_0's huber: 11.7399\n",
"[85]\tvalid_0's poisson: -106.39\tvalid_0's huber: 11.7075\n",
"[86]\tvalid_0's poisson: -106.42\tvalid_0's huber: 11.6756\n",
"[87]\tvalid_0's poisson: -106.451\tvalid_0's huber: 11.6443\n",
"[88]\tvalid_0's poisson: -106.487\tvalid_0's huber: 11.6114\n",
"[89]\tvalid_0's poisson: -106.506\tvalid_0's huber: 11.5782\n",
"[90]\tvalid_0's poisson: -106.536\tvalid_0's huber: 11.5477\n",
"[91]\tvalid_0's poisson: -106.562\tvalid_0's huber: 11.5177\n",
"[92]\tvalid_0's poisson: -106.579\tvalid_0's huber: 11.4876\n",
"[93]\tvalid_0's poisson: -106.601\tvalid_0's huber: 11.4576\n",
"[94]\tvalid_0's poisson: -106.624\tvalid_0's huber: 11.4302\n",
"[95]\tvalid_0's poisson: -106.652\tvalid_0's huber: 11.4001\n",
"[96]\tvalid_0's poisson: -106.672\tvalid_0's huber: 11.3739\n",
"[97]\tvalid_0's poisson: -106.696\tvalid_0's huber: 11.349\n",
"[98]\tvalid_0's poisson: -106.733\tvalid_0's huber: 11.3199\n",
"[99]\tvalid_0's poisson: -106.765\tvalid_0's huber: 11.2918\n",
"[100]\tvalid_0's poisson: -106.785\tvalid_0's huber: 11.2639\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8244\tvalid_0's huber: 29.2987\n",
"[2]\tvalid_0's poisson: -88.4636\tvalid_0's huber: 28.7617\n",
"[3]\tvalid_0's poisson: -89.092\tvalid_0's huber: 28.2309\n",
"[4]\tvalid_0's poisson: -89.7053\tvalid_0's huber: 27.7084\n",
"[5]\tvalid_0's poisson: -90.3033\tvalid_0's huber: 27.1926\n",
"[6]\tvalid_0's poisson: -90.867\tvalid_0's huber: 26.686\n",
"[7]\tvalid_0's poisson: -91.4335\tvalid_0's huber: 26.1882\n",
"[8]\tvalid_0's poisson: -91.9913\tvalid_0's huber: 25.697\n",
"[9]\tvalid_0's poisson: -92.5353\tvalid_0's huber: 25.215\n",
"[10]\tvalid_0's poisson: -93.0657\tvalid_0's huber: 24.743\n",
"[11]\tvalid_0's poisson: -93.585\tvalid_0's huber: 24.2781\n",
"[12]\tvalid_0's poisson: -94.0867\tvalid_0's huber: 23.8239\n",
"[13]\tvalid_0's poisson: -94.5829\tvalid_0's huber: 23.3721\n",
"[14]\tvalid_0's poisson: -95.0624\tvalid_0's huber: 22.9309\n",
"[15]\tvalid_0's poisson: -95.5333\tvalid_0's huber: 22.4944\n",
"[16]\tvalid_0's poisson: -95.9918\tvalid_0's huber: 22.063\n",
"[17]\tvalid_0's poisson: -96.4327\tvalid_0's huber: 21.645\n",
"[18]\tvalid_0's poisson: -96.8741\tvalid_0's huber: 21.227\n",
"[19]\tvalid_0's poisson: -97.3066\tvalid_0's huber: 20.8141\n",
"[20]\tvalid_0's poisson: -97.7239\tvalid_0's huber: 20.4149\n",
"[21]\tvalid_0's poisson: -98.1431\tvalid_0's huber: 20.005\n",
"[22]\tvalid_0's poisson: -98.5457\tvalid_0's huber: 19.6149\n",
"[23]\tvalid_0's poisson: -98.9496\tvalid_0's huber: 19.2197\n",
"[24]\tvalid_0's poisson: -99.3352\tvalid_0's huber: 18.8382\n",
"[25]\tvalid_0's poisson: -99.7127\tvalid_0's huber: 18.4653\n",
"[26]\tvalid_0's poisson: -100.082\tvalid_0's huber: 18.1005\n",
"[27]\tvalid_0's poisson: -100.437\tvalid_0's huber: 17.7435\n",
"[28]\tvalid_0's poisson: -100.783\tvalid_0's huber: 17.3975\n",
"[29]\tvalid_0's poisson: -101.109\tvalid_0's huber: 17.0673\n",
"[30]\tvalid_0's poisson: -101.422\tvalid_0's huber: 16.7458\n",
"[31]\tvalid_0's poisson: -101.746\tvalid_0's huber: 16.4096\n",
"[32]\tvalid_0's poisson: -102.041\tvalid_0's huber: 16.1133\n",
"[33]\tvalid_0's poisson: -102.324\tvalid_0's huber: 15.8315\n",
"[34]\tvalid_0's poisson: -102.606\tvalid_0's huber: 15.5397\n",
"[35]\tvalid_0's poisson: -102.871\tvalid_0's huber: 15.2693\n",
"[36]\tvalid_0's poisson: -103.121\tvalid_0's huber: 15.0108\n",
"[37]\tvalid_0's poisson: -103.345\tvalid_0's huber: 14.7811\n",
"[38]\tvalid_0's poisson: -103.563\tvalid_0's huber: 14.5609\n",
"[39]\tvalid_0's poisson: -103.767\tvalid_0's huber: 14.3593\n",
"[40]\tvalid_0's poisson: -103.949\tvalid_0's huber: 14.1781\n",
"[41]\tvalid_0's poisson: -104.107\tvalid_0's huber: 14.0251\n",
"[42]\tvalid_0's poisson: -104.241\tvalid_0's huber: 13.8954\n",
"[43]\tvalid_0's poisson: -104.354\tvalid_0's huber: 13.7902\n",
"[44]\tvalid_0's poisson: -104.441\tvalid_0's huber: 13.6983\n",
"[45]\tvalid_0's poisson: -104.518\tvalid_0's huber: 13.6162\n",
"[46]\tvalid_0's poisson: -104.573\tvalid_0's huber: 13.5401\n",
"[47]\tvalid_0's poisson: -104.657\tvalid_0's huber: 13.464\n",
"[48]\tvalid_0's poisson: -104.731\tvalid_0's huber: 13.3932\n",
"[49]\tvalid_0's poisson: -104.802\tvalid_0's huber: 13.3276\n",
"[50]\tvalid_0's poisson: -104.881\tvalid_0's huber: 13.2633\n",
"[51]\tvalid_0's poisson: -104.954\tvalid_0's huber: 13.2026\n",
"[52]\tvalid_0's poisson: -105.008\tvalid_0's huber: 13.1429\n",
"[53]\tvalid_0's poisson: -105.083\tvalid_0's huber: 13.0828\n",
"[54]\tvalid_0's poisson: -105.144\tvalid_0's huber: 13.0259\n",
"[55]\tvalid_0's poisson: -105.213\tvalid_0's huber: 12.9663\n",
"[56]\tvalid_0's poisson: -105.275\tvalid_0's huber: 12.9115\n",
"[57]\tvalid_0's poisson: -105.288\tvalid_0's huber: 12.8583\n",
"[58]\tvalid_0's poisson: -105.387\tvalid_0's huber: 12.8051\n",
"[59]\tvalid_0's poisson: -105.402\tvalid_0's huber: 12.7576\n",
"[60]\tvalid_0's poisson: -105.401\tvalid_0's huber: 12.7044\n",
"[61]\tvalid_0's poisson: -105.462\tvalid_0's huber: 12.6573\n",
"[62]\tvalid_0's poisson: -105.521\tvalid_0's huber: 12.6082\n",
"[63]\tvalid_0's poisson: -105.557\tvalid_0's huber: 12.5622\n",
"[64]\tvalid_0's poisson: -105.607\tvalid_0's huber: 12.5187\n",
"[65]\tvalid_0's poisson: -105.603\tvalid_0's huber: 12.4775\n",
"[66]\tvalid_0's poisson: -105.641\tvalid_0's huber: 12.4379\n",
"[67]\tvalid_0's poisson: -105.694\tvalid_0's huber: 12.4001\n",
"[68]\tvalid_0's poisson: -105.776\tvalid_0's huber: 12.3564\n",
"[69]\tvalid_0's poisson: -105.822\tvalid_0's huber: 12.3151\n",
"[70]\tvalid_0's poisson: -105.871\tvalid_0's huber: 12.2739\n",
"[71]\tvalid_0's poisson: -105.9\tvalid_0's huber: 12.2366\n",
"[72]\tvalid_0's poisson: -105.977\tvalid_0's huber: 12.2007\n",
"[73]\tvalid_0's poisson: -106.007\tvalid_0's huber: 12.1615\n",
"[74]\tvalid_0's poisson: -106.046\tvalid_0's huber: 12.1229\n",
"[75]\tvalid_0's poisson: -106.086\tvalid_0's huber: 12.0866\n",
"[76]\tvalid_0's poisson: -106.127\tvalid_0's huber: 12.0506\n",
"[77]\tvalid_0's poisson: -106.164\tvalid_0's huber: 12.0154\n",
"[78]\tvalid_0's poisson: -106.203\tvalid_0's huber: 11.98\n",
"[79]\tvalid_0's poisson: -106.187\tvalid_0's huber: 11.9478\n",
"[80]\tvalid_0's poisson: -106.229\tvalid_0's huber: 11.9129\n",
"[81]\tvalid_0's poisson: -106.264\tvalid_0's huber: 11.8795\n",
"[82]\tvalid_0's poisson: -106.285\tvalid_0's huber: 11.8473\n",
"[83]\tvalid_0's poisson: -106.346\tvalid_0's huber: 11.8138\n",
"[84]\tvalid_0's poisson: -106.404\tvalid_0's huber: 11.7825\n",
"[85]\tvalid_0's poisson: -106.446\tvalid_0's huber: 11.7344\n",
"[86]\tvalid_0's poisson: -106.474\tvalid_0's huber: 11.6901\n",
"[87]\tvalid_0's poisson: -106.504\tvalid_0's huber: 11.6418\n",
"[88]\tvalid_0's poisson: -106.497\tvalid_0's huber: 11.5962\n",
"[89]\tvalid_0's poisson: -106.516\tvalid_0's huber: 11.5531\n",
"[90]\tvalid_0's poisson: -106.497\tvalid_0's huber: 11.5122\n",
"[91]\tvalid_0's poisson: -106.542\tvalid_0's huber: 11.4725\n",
"[92]\tvalid_0's poisson: -106.603\tvalid_0's huber: 11.4321\n",
"[93]\tvalid_0's poisson: -106.623\tvalid_0's huber: 11.3965\n",
"[94]\tvalid_0's poisson: -106.668\tvalid_0's huber: 11.3616\n",
"[95]\tvalid_0's poisson: -106.7\tvalid_0's huber: 11.3265\n",
"[96]\tvalid_0's poisson: -106.735\tvalid_0's huber: 11.2927\n",
"[97]\tvalid_0's poisson: -106.771\tvalid_0's huber: 11.2594\n",
"[98]\tvalid_0's poisson: -106.797\tvalid_0's huber: 11.2279\n",
"[99]\tvalid_0's poisson: -106.819\tvalid_0's huber: 11.1955\n",
"[100]\tvalid_0's poisson: -106.851\tvalid_0's huber: 11.1616\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8332\tvalid_0's huber: 29.2507\n",
"[2]\tvalid_0's poisson: -88.4745\tvalid_0's huber: 28.7156\n",
"[3]\tvalid_0's poisson: -89.1043\tvalid_0's huber: 28.185\n",
"[4]\tvalid_0's poisson: -89.7179\tvalid_0's huber: 27.6637\n",
"[5]\tvalid_0's poisson: -90.2932\tvalid_0's huber: 27.1493\n",
"[6]\tvalid_0's poisson: -90.8782\tvalid_0's huber: 26.6431\n",
"[7]\tvalid_0's poisson: -91.4496\tvalid_0's huber: 26.1454\n",
"[8]\tvalid_0's poisson: -92.0084\tvalid_0's huber: 25.6549\n",
"[9]\tvalid_0's poisson: -92.5566\tvalid_0's huber: 25.172\n",
"[10]\tvalid_0's poisson: -93.0874\tvalid_0's huber: 24.7025\n",
"[11]\tvalid_0's poisson: -93.6132\tvalid_0's huber: 24.2306\n",
"[12]\tvalid_0's poisson: -94.1215\tvalid_0's huber: 23.7713\n",
"[13]\tvalid_0's poisson: -94.6194\tvalid_0's huber: 23.3197\n",
"[14]\tvalid_0's poisson: -95.1069\tvalid_0's huber: 22.8706\n",
"[15]\tvalid_0's poisson: -95.5806\tvalid_0's huber: 22.433\n",
"[16]\tvalid_0's poisson: -96.045\tvalid_0's huber: 22.0002\n",
"[17]\tvalid_0's poisson: -96.4954\tvalid_0's huber: 21.5777\n",
"[18]\tvalid_0's poisson: -96.9255\tvalid_0's huber: 21.1681\n",
"[19]\tvalid_0's poisson: -97.3562\tvalid_0's huber: 20.7607\n",
"[20]\tvalid_0's poisson: -97.7812\tvalid_0's huber: 20.3519\n",
"[21]\tvalid_0's poisson: -98.1965\tvalid_0's huber: 19.9522\n",
"[22]\tvalid_0's poisson: -98.6068\tvalid_0's huber: 19.5531\n",
"[23]\tvalid_0's poisson: -99.0024\tvalid_0's huber: 19.1611\n",
"[24]\tvalid_0's poisson: -99.3857\tvalid_0's huber: 18.7806\n",
"[25]\tvalid_0's poisson: -99.7599\tvalid_0's huber: 18.411\n",
"[26]\tvalid_0's poisson: -100.12\tvalid_0's huber: 18.0502\n",
"[27]\tvalid_0's poisson: -100.485\tvalid_0's huber: 17.6794\n",
"[28]\tvalid_0's poisson: -100.829\tvalid_0's huber: 17.3374\n",
"[29]\tvalid_0's poisson: -101.162\tvalid_0's huber: 17.0032\n",
"[30]\tvalid_0's poisson: -101.476\tvalid_0's huber: 16.6875\n",
"[31]\tvalid_0's poisson: -101.785\tvalid_0's huber: 16.3766\n",
"[32]\tvalid_0's poisson: -102.075\tvalid_0's huber: 16.0801\n",
"[33]\tvalid_0's poisson: -102.367\tvalid_0's huber: 15.7753\n",
"[34]\tvalid_0's poisson: -102.641\tvalid_0's huber: 15.4956\n",
"[35]\tvalid_0's poisson: -102.906\tvalid_0's huber: 15.2258\n",
"[36]\tvalid_0's poisson: -103.144\tvalid_0's huber: 14.9898\n",
"[37]\tvalid_0's poisson: -103.374\tvalid_0's huber: 14.7517\n",
"[38]\tvalid_0's poisson: -103.594\tvalid_0's huber: 14.535\n",
"[39]\tvalid_0's poisson: -103.79\tvalid_0's huber: 14.3391\n",
"[40]\tvalid_0's poisson: -103.961\tvalid_0's huber: 14.1748\n",
"[41]\tvalid_0's poisson: -104.113\tvalid_0's huber: 14.0242\n",
"[42]\tvalid_0's poisson: -104.244\tvalid_0's huber: 13.9002\n",
"[43]\tvalid_0's poisson: -104.355\tvalid_0's huber: 13.7936\n",
"[44]\tvalid_0's poisson: -104.443\tvalid_0's huber: 13.705\n",
"[45]\tvalid_0's poisson: -104.532\tvalid_0's huber: 13.6203\n",
"[46]\tvalid_0's poisson: -104.575\tvalid_0's huber: 13.547\n",
"[47]\tvalid_0's poisson: -104.654\tvalid_0's huber: 13.4769\n",
"[48]\tvalid_0's poisson: -104.708\tvalid_0's huber: 13.4041\n",
"[49]\tvalid_0's poisson: -104.782\tvalid_0's huber: 13.3377\n",
"[50]\tvalid_0's poisson: -104.833\tvalid_0's huber: 13.2699\n",
"[51]\tvalid_0's poisson: -104.886\tvalid_0's huber: 13.2051\n",
"[52]\tvalid_0's poisson: -104.98\tvalid_0's huber: 13.1435\n",
"[53]\tvalid_0's poisson: -105.048\tvalid_0's huber: 13.0874\n",
"[54]\tvalid_0's poisson: -105.14\tvalid_0's huber: 13.0277\n",
"[55]\tvalid_0's poisson: -105.197\tvalid_0's huber: 12.969\n",
"[56]\tvalid_0's poisson: -105.254\tvalid_0's huber: 12.9153\n",
"[57]\tvalid_0's poisson: -105.314\tvalid_0's huber: 12.8642\n",
"[58]\tvalid_0's poisson: -105.374\tvalid_0's huber: 12.8115\n",
"[59]\tvalid_0's poisson: -105.419\tvalid_0's huber: 12.7582\n",
"[60]\tvalid_0's poisson: -105.466\tvalid_0's huber: 12.7088\n",
"[61]\tvalid_0's poisson: -105.514\tvalid_0's huber: 12.662\n",
"[62]\tvalid_0's poisson: -105.55\tvalid_0's huber: 12.615\n",
"[63]\tvalid_0's poisson: -105.527\tvalid_0's huber: 12.569\n",
"[64]\tvalid_0's poisson: -105.611\tvalid_0's huber: 12.5115\n",
"[65]\tvalid_0's poisson: -105.678\tvalid_0's huber: 12.4594\n",
"[66]\tvalid_0's poisson: -105.757\tvalid_0's huber: 12.4115\n",
"[67]\tvalid_0's poisson: -105.811\tvalid_0's huber: 12.3672\n",
"[68]\tvalid_0's poisson: -105.877\tvalid_0's huber: 12.323\n",
"[69]\tvalid_0's poisson: -105.923\tvalid_0's huber: 12.2818\n",
"[70]\tvalid_0's poisson: -105.966\tvalid_0's huber: 12.2394\n",
"[71]\tvalid_0's poisson: -106.013\tvalid_0's huber: 12.1981\n",
"[72]\tvalid_0's poisson: -106.056\tvalid_0's huber: 12.1591\n",
"[73]\tvalid_0's poisson: -106.098\tvalid_0's huber: 12.121\n",
"[74]\tvalid_0's poisson: -106.073\tvalid_0's huber: 12.0827\n",
"[75]\tvalid_0's poisson: -106.108\tvalid_0's huber: 12.0467\n",
"[76]\tvalid_0's poisson: -106.185\tvalid_0's huber: 12.01\n",
"[77]\tvalid_0's poisson: -106.183\tvalid_0's huber: 11.9738\n",
"[78]\tvalid_0's poisson: -106.222\tvalid_0's huber: 11.9377\n",
"[79]\tvalid_0's poisson: -106.258\tvalid_0's huber: 11.9044\n",
"[80]\tvalid_0's poisson: -106.319\tvalid_0's huber: 11.871\n",
"[81]\tvalid_0's poisson: -106.339\tvalid_0's huber: 11.8358\n",
"[82]\tvalid_0's poisson: -106.366\tvalid_0's huber: 11.7957\n",
"[83]\tvalid_0's poisson: -106.394\tvalid_0's huber: 11.7558\n",
"[84]\tvalid_0's poisson: -106.477\tvalid_0's huber: 11.726\n",
"[85]\tvalid_0's poisson: -106.495\tvalid_0's huber: 11.6823\n",
"[86]\tvalid_0's poisson: -106.542\tvalid_0's huber: 11.6479\n",
"[87]\tvalid_0's poisson: -106.582\tvalid_0's huber: 11.6049\n",
"[88]\tvalid_0's poisson: -106.623\tvalid_0's huber: 11.5613\n",
"[89]\tvalid_0's poisson: -106.674\tvalid_0's huber: 11.5176\n",
"[90]\tvalid_0's poisson: -106.72\tvalid_0's huber: 11.475\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[91]\tvalid_0's poisson: -106.808\tvalid_0's huber: 11.433\n",
"[92]\tvalid_0's poisson: -106.813\tvalid_0's huber: 11.3936\n",
"[93]\tvalid_0's poisson: -106.836\tvalid_0's huber: 11.357\n",
"[94]\tvalid_0's poisson: -106.859\tvalid_0's huber: 11.3209\n",
"[95]\tvalid_0's poisson: -106.885\tvalid_0's huber: 11.2862\n",
"[96]\tvalid_0's poisson: -106.919\tvalid_0's huber: 11.2526\n",
"[97]\tvalid_0's poisson: -106.965\tvalid_0's huber: 11.2174\n",
"[98]\tvalid_0's poisson: -106.999\tvalid_0's huber: 11.1837\n",
"[99]\tvalid_0's poisson: -107.03\tvalid_0's huber: 11.1525\n",
"[100]\tvalid_0's poisson: -107.064\tvalid_0's huber: 11.1198\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8187\tvalid_0's huber: 29.3434\n",
"[2]\tvalid_0's poisson: -88.4401\tvalid_0's huber: 28.8098\n",
"[3]\tvalid_0's poisson: -89.0689\tvalid_0's huber: 28.2787\n",
"[4]\tvalid_0's poisson: -89.66\tvalid_0's huber: 27.7596\n",
"[5]\tvalid_0's poisson: -90.2616\tvalid_0's huber: 27.2419\n",
"[6]\tvalid_0's poisson: -90.8525\tvalid_0's huber: 26.7279\n",
"[7]\tvalid_0's poisson: -91.4262\tvalid_0's huber: 26.2272\n",
"[8]\tvalid_0's poisson: -91.9842\tvalid_0's huber: 25.7352\n",
"[9]\tvalid_0's poisson: -92.5252\tvalid_0's huber: 25.2545\n",
"[10]\tvalid_0's poisson: -93.0571\tvalid_0's huber: 24.7788\n",
"[11]\tvalid_0's poisson: -93.5759\tvalid_0's huber: 24.3123\n",
"[12]\tvalid_0's poisson: -94.0841\tvalid_0's huber: 23.8531\n",
"[13]\tvalid_0's poisson: -94.5791\tvalid_0's huber: 23.4005\n",
"[14]\tvalid_0's poisson: -95.0614\tvalid_0's huber: 22.9554\n",
"[15]\tvalid_0's poisson: -95.5326\tvalid_0's huber: 22.5179\n",
"[16]\tvalid_0's poisson: -95.9977\tvalid_0's huber: 22.0856\n",
"[17]\tvalid_0's poisson: -96.4532\tvalid_0's huber: 21.6605\n",
"[18]\tvalid_0's poisson: -96.898\tvalid_0's huber: 21.2426\n",
"[19]\tvalid_0's poisson: -97.3326\tvalid_0's huber: 20.8337\n",
"[20]\tvalid_0's poisson: -97.7551\tvalid_0's huber: 20.427\n",
"[21]\tvalid_0's poisson: -98.1751\tvalid_0's huber: 20.0203\n",
"[22]\tvalid_0's poisson: -98.5806\tvalid_0's huber: 19.6268\n",
"[23]\tvalid_0's poisson: -98.9832\tvalid_0's huber: 19.2334\n",
"[24]\tvalid_0's poisson: -99.3739\tvalid_0's huber: 18.8456\n",
"[25]\tvalid_0's poisson: -99.7549\tvalid_0's huber: 18.4697\n",
"[26]\tvalid_0's poisson: -100.121\tvalid_0's huber: 18.1074\n",
"[27]\tvalid_0's poisson: -100.474\tvalid_0's huber: 17.7525\n",
"[28]\tvalid_0's poisson: -100.816\tvalid_0's huber: 17.4099\n",
"[29]\tvalid_0's poisson: -101.151\tvalid_0's huber: 17.0691\n",
"[30]\tvalid_0's poisson: -101.467\tvalid_0's huber: 16.7499\n",
"[31]\tvalid_0's poisson: -101.77\tvalid_0's huber: 16.4425\n",
"[32]\tvalid_0's poisson: -102.082\tvalid_0's huber: 16.1186\n",
"[33]\tvalid_0's poisson: -102.363\tvalid_0's huber: 15.8384\n",
"[34]\tvalid_0's poisson: -102.631\tvalid_0's huber: 15.5706\n",
"[35]\tvalid_0's poisson: -102.899\tvalid_0's huber: 15.2948\n",
"[36]\tvalid_0's poisson: -103.138\tvalid_0's huber: 15.0463\n",
"[37]\tvalid_0's poisson: -103.375\tvalid_0's huber: 14.8039\n",
"[38]\tvalid_0's poisson: -103.593\tvalid_0's huber: 14.5836\n",
"[39]\tvalid_0's poisson: -103.798\tvalid_0's huber: 14.3835\n",
"[40]\tvalid_0's poisson: -103.97\tvalid_0's huber: 14.2093\n",
"[41]\tvalid_0's poisson: -104.124\tvalid_0's huber: 14.0625\n",
"[42]\tvalid_0's poisson: -104.253\tvalid_0's huber: 13.9344\n",
"[43]\tvalid_0's poisson: -104.373\tvalid_0's huber: 13.8197\n",
"[44]\tvalid_0's poisson: -104.469\tvalid_0's huber: 13.7242\n",
"[45]\tvalid_0's poisson: -104.55\tvalid_0's huber: 13.6442\n",
"[46]\tvalid_0's poisson: -104.616\tvalid_0's huber: 13.5611\n",
"[47]\tvalid_0's poisson: -104.66\tvalid_0's huber: 13.4863\n",
"[48]\tvalid_0's poisson: -104.686\tvalid_0's huber: 13.412\n",
"[49]\tvalid_0's poisson: -104.768\tvalid_0's huber: 13.3394\n",
"[50]\tvalid_0's poisson: -104.884\tvalid_0's huber: 13.2688\n",
"[51]\tvalid_0's poisson: -104.921\tvalid_0's huber: 13.2018\n",
"[52]\tvalid_0's poisson: -105.008\tvalid_0's huber: 13.1398\n",
"[53]\tvalid_0's poisson: -105.065\tvalid_0's huber: 13.0765\n",
"[54]\tvalid_0's poisson: -105.139\tvalid_0's huber: 13.0208\n",
"[55]\tvalid_0's poisson: -105.197\tvalid_0's huber: 12.9621\n",
"[56]\tvalid_0's poisson: -105.283\tvalid_0's huber: 12.9044\n",
"[57]\tvalid_0's poisson: -105.276\tvalid_0's huber: 12.8506\n",
"[58]\tvalid_0's poisson: -105.344\tvalid_0's huber: 12.7985\n",
"[59]\tvalid_0's poisson: -105.378\tvalid_0's huber: 12.7448\n",
"[60]\tvalid_0's poisson: -105.428\tvalid_0's huber: 12.6926\n",
"[61]\tvalid_0's poisson: -105.506\tvalid_0's huber: 12.6428\n",
"[62]\tvalid_0's poisson: -105.554\tvalid_0's huber: 12.598\n",
"[63]\tvalid_0's poisson: -105.562\tvalid_0's huber: 12.5484\n",
"[64]\tvalid_0's poisson: -105.617\tvalid_0's huber: 12.5006\n",
"[65]\tvalid_0's poisson: -105.658\tvalid_0's huber: 12.4542\n",
"[66]\tvalid_0's poisson: -105.703\tvalid_0's huber: 12.41\n",
"[67]\tvalid_0's poisson: -105.755\tvalid_0's huber: 12.3682\n",
"[68]\tvalid_0's poisson: -105.818\tvalid_0's huber: 12.3283\n",
"[69]\tvalid_0's poisson: -105.856\tvalid_0's huber: 12.2887\n",
"[70]\tvalid_0's poisson: -105.901\tvalid_0's huber: 12.2494\n",
"[71]\tvalid_0's poisson: -105.946\tvalid_0's huber: 12.2085\n",
"[72]\tvalid_0's poisson: -105.984\tvalid_0's huber: 12.1685\n",
"[73]\tvalid_0's poisson: -106.033\tvalid_0's huber: 12.1303\n",
"[74]\tvalid_0's poisson: -106.074\tvalid_0's huber: 12.0917\n",
"[75]\tvalid_0's poisson: -106.11\tvalid_0's huber: 12.0544\n",
"[76]\tvalid_0's poisson: -106.13\tvalid_0's huber: 12.0173\n",
"[77]\tvalid_0's poisson: -106.189\tvalid_0's huber: 11.9803\n",
"[78]\tvalid_0's poisson: -106.227\tvalid_0's huber: 11.9449\n",
"[79]\tvalid_0's poisson: -106.3\tvalid_0's huber: 11.9111\n",
"[80]\tvalid_0's poisson: -106.355\tvalid_0's huber: 11.8738\n",
"[81]\tvalid_0's poisson: -106.374\tvalid_0's huber: 11.8377\n",
"[82]\tvalid_0's poisson: -106.407\tvalid_0's huber: 11.8047\n",
"[83]\tvalid_0's poisson: -106.439\tvalid_0's huber: 11.7757\n",
"[84]\tvalid_0's poisson: -106.463\tvalid_0's huber: 11.7445\n",
"[85]\tvalid_0's poisson: -106.502\tvalid_0's huber: 11.712\n",
"[86]\tvalid_0's poisson: -106.49\tvalid_0's huber: 11.6787\n",
"[87]\tvalid_0's poisson: -106.528\tvalid_0's huber: 11.6499\n",
"[88]\tvalid_0's poisson: -106.563\tvalid_0's huber: 11.6185\n",
"[89]\tvalid_0's poisson: -106.581\tvalid_0's huber: 11.5872\n",
"[90]\tvalid_0's poisson: -106.611\tvalid_0's huber: 11.5565\n",
"[91]\tvalid_0's poisson: -106.642\tvalid_0's huber: 11.5259\n",
"[92]\tvalid_0's poisson: -106.671\tvalid_0's huber: 11.4975\n",
"[93]\tvalid_0's poisson: -106.713\tvalid_0's huber: 11.4455\n",
"[94]\tvalid_0's poisson: -106.688\tvalid_0's huber: 11.4013\n",
"[95]\tvalid_0's poisson: -106.747\tvalid_0's huber: 11.3546\n",
"[96]\tvalid_0's poisson: -106.772\tvalid_0's huber: 11.3116\n",
"[97]\tvalid_0's poisson: -106.781\tvalid_0's huber: 11.27\n",
"[98]\tvalid_0's poisson: -106.819\tvalid_0's huber: 11.2295\n",
"[99]\tvalid_0's poisson: -106.82\tvalid_0's huber: 11.1925\n",
"[100]\tvalid_0's poisson: -106.865\tvalid_0's huber: 11.1554\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6362\tvalid_0's huber: 29.3908\n",
"[2]\tvalid_0's poisson: -88.0883\tvalid_0's huber: 28.9767\n",
"[3]\tvalid_0's poisson: -88.5298\tvalid_0's huber: 28.5696\n",
"[4]\tvalid_0's poisson: -88.9613\tvalid_0's huber: 28.1689\n",
"[5]\tvalid_0's poisson: -89.3851\tvalid_0's huber: 27.7733\n",
"[6]\tvalid_0's poisson: -89.7956\tvalid_0's huber: 27.3853\n",
"[7]\tvalid_0's poisson: -90.1972\tvalid_0's huber: 27.0048\n",
"[8]\tvalid_0's poisson: -90.5889\tvalid_0's huber: 26.6313\n",
"[9]\tvalid_0's poisson: -90.9714\tvalid_0's huber: 26.2634\n",
"[10]\tvalid_0's poisson: -91.3493\tvalid_0's huber: 25.9\n",
"[11]\tvalid_0's poisson: -91.7174\tvalid_0's huber: 25.5403\n",
"[12]\tvalid_0's poisson: -92.0806\tvalid_0's huber: 25.1774\n",
"[13]\tvalid_0's poisson: -92.4335\tvalid_0's huber: 24.8281\n",
"[14]\tvalid_0's poisson: -92.7736\tvalid_0's huber: 24.4868\n",
"[15]\tvalid_0's poisson: -93.1145\tvalid_0's huber: 24.1413\n",
"[16]\tvalid_0's poisson: -93.4446\tvalid_0's huber: 23.8098\n",
"[17]\tvalid_0's poisson: -93.7661\tvalid_0's huber: 23.4849\n",
"[18]\tvalid_0's poisson: -94.0831\tvalid_0's huber: 23.1591\n",
"[19]\tvalid_0's poisson: -94.3898\tvalid_0's huber: 22.8458\n",
"[20]\tvalid_0's poisson: -94.6865\tvalid_0's huber: 22.5305\n",
"[21]\tvalid_0's poisson: -94.9767\tvalid_0's huber: 22.2298\n",
"[22]\tvalid_0's poisson: -95.2608\tvalid_0's huber: 21.9306\n",
"[23]\tvalid_0's poisson: -95.536\tvalid_0's huber: 21.6471\n",
"[24]\tvalid_0's poisson: -95.8009\tvalid_0's huber: 21.3635\n",
"[25]\tvalid_0's poisson: -96.0558\tvalid_0's huber: 21.0914\n",
"[26]\tvalid_0's poisson: -96.3025\tvalid_0's huber: 20.8323\n",
"[27]\tvalid_0's poisson: -96.5369\tvalid_0's huber: 20.583\n",
"[28]\tvalid_0's poisson: -96.7737\tvalid_0's huber: 20.3289\n",
"[29]\tvalid_0's poisson: -96.9926\tvalid_0's huber: 20.0898\n",
"[30]\tvalid_0's poisson: -97.1998\tvalid_0's huber: 19.8551\n",
"[31]\tvalid_0's poisson: -97.3957\tvalid_0's huber: 19.6341\n",
"[32]\tvalid_0's poisson: -97.5783\tvalid_0's huber: 19.423\n",
"[33]\tvalid_0's poisson: -97.7519\tvalid_0's huber: 19.2232\n",
"[34]\tvalid_0's poisson: -97.9157\tvalid_0's huber: 19.034\n",
"[35]\tvalid_0's poisson: -98.0661\tvalid_0's huber: 18.8509\n",
"[36]\tvalid_0's poisson: -98.2122\tvalid_0's huber: 18.6778\n",
"[37]\tvalid_0's poisson: -98.3523\tvalid_0's huber: 18.5139\n",
"[38]\tvalid_0's poisson: -98.4756\tvalid_0's huber: 18.3581\n",
"[39]\tvalid_0's poisson: -98.6324\tvalid_0's huber: 18.211\n",
"[40]\tvalid_0's poisson: -98.7721\tvalid_0's huber: 18.0633\n",
"[41]\tvalid_0's poisson: -98.9141\tvalid_0's huber: 17.9338\n",
"[42]\tvalid_0's poisson: -99.0457\tvalid_0's huber: 17.7993\n",
"[43]\tvalid_0's poisson: -99.1717\tvalid_0's huber: 17.6865\n",
"[44]\tvalid_0's poisson: -99.2677\tvalid_0's huber: 17.5808\n",
"[45]\tvalid_0's poisson: -99.376\tvalid_0's huber: 17.4887\n",
"[46]\tvalid_0's poisson: -99.4466\tvalid_0's huber: 17.4006\n",
"[47]\tvalid_0's poisson: -99.5493\tvalid_0's huber: 17.2995\n",
"[48]\tvalid_0's poisson: -99.6148\tvalid_0's huber: 17.2102\n",
"[49]\tvalid_0's poisson: -99.3339\tvalid_0's huber: 17.1298\n",
"[50]\tvalid_0's poisson: -99.4073\tvalid_0's huber: 17.0537\n",
"[51]\tvalid_0's poisson: -99.4877\tvalid_0's huber: 16.9847\n",
"[52]\tvalid_0's poisson: -99.5522\tvalid_0's huber: 16.9205\n",
"[53]\tvalid_0's poisson: -99.6454\tvalid_0's huber: 16.8634\n",
"[54]\tvalid_0's poisson: -99.8582\tvalid_0's huber: 16.8025\n",
"[55]\tvalid_0's poisson: -99.7863\tvalid_0's huber: 16.7518\n",
"[56]\tvalid_0's poisson: -99.8402\tvalid_0's huber: 16.6968\n",
"[57]\tvalid_0's poisson: -99.8496\tvalid_0's huber: 16.6439\n",
"[58]\tvalid_0's poisson: -99.9085\tvalid_0's huber: 16.5965\n",
"[59]\tvalid_0's poisson: -99.9728\tvalid_0's huber: 16.5413\n",
"[60]\tvalid_0's poisson: -100.147\tvalid_0's huber: 16.4741\n",
"[61]\tvalid_0's poisson: -100.216\tvalid_0's huber: 16.4143\n",
"[62]\tvalid_0's poisson: -100.318\tvalid_0's huber: 16.355\n",
"[63]\tvalid_0's poisson: -100.38\tvalid_0's huber: 16.3017\n",
"[64]\tvalid_0's poisson: -100.463\tvalid_0's huber: 16.2486\n",
"[65]\tvalid_0's poisson: -100.524\tvalid_0's huber: 16.2073\n",
"[66]\tvalid_0's poisson: -100.612\tvalid_0's huber: 16.159\n",
"[67]\tvalid_0's poisson: -100.696\tvalid_0's huber: 16.1123\n",
"[68]\tvalid_0's poisson: -100.77\tvalid_0's huber: 16.0792\n",
"[69]\tvalid_0's poisson: -100.829\tvalid_0's huber: 16.0298\n",
"[70]\tvalid_0's poisson: -100.863\tvalid_0's huber: 15.9918\n",
"[71]\tvalid_0's poisson: -100.889\tvalid_0's huber: 15.9457\n",
"[72]\tvalid_0's poisson: -100.907\tvalid_0's huber: 15.9137\n",
"[73]\tvalid_0's poisson: -100.978\tvalid_0's huber: 15.8741\n",
"[74]\tvalid_0's poisson: -101.039\tvalid_0's huber: 15.837\n",
"[75]\tvalid_0's poisson: -101.099\tvalid_0's huber: 15.8113\n",
"[76]\tvalid_0's poisson: -101.223\tvalid_0's huber: 15.7714\n",
"[77]\tvalid_0's poisson: -101.257\tvalid_0's huber: 15.7375\n",
"[78]\tvalid_0's poisson: -101.262\tvalid_0's huber: 15.7061\n",
"[79]\tvalid_0's poisson: -101.281\tvalid_0's huber: 15.6712\n",
"[80]\tvalid_0's poisson: -101.261\tvalid_0's huber: 15.6417\n",
"[81]\tvalid_0's poisson: -101.278\tvalid_0's huber: 15.6156\n",
"[82]\tvalid_0's poisson: -101.319\tvalid_0's huber: 15.5859\n",
"[83]\tvalid_0's poisson: -101.32\tvalid_0's huber: 15.5536\n",
"[84]\tvalid_0's poisson: -101.344\tvalid_0's huber: 15.5233\n",
"[85]\tvalid_0's poisson: -101.35\tvalid_0's huber: 15.4848\n",
"[86]\tvalid_0's poisson: -101.39\tvalid_0's huber: 15.458\n",
"[87]\tvalid_0's poisson: -101.412\tvalid_0's huber: 15.4234\n",
"[88]\tvalid_0's poisson: -101.483\tvalid_0's huber: 15.4023\n",
"[89]\tvalid_0's poisson: -101.577\tvalid_0's huber: 15.3771\n",
"[90]\tvalid_0's poisson: -101.579\tvalid_0's huber: 15.3506\n",
"[91]\tvalid_0's poisson: -101.503\tvalid_0's huber: 15.3239\n",
"[92]\tvalid_0's poisson: -101.502\tvalid_0's huber: 15.3013\n",
"[93]\tvalid_0's poisson: -101.539\tvalid_0's huber: 15.2794\n",
"[94]\tvalid_0's poisson: -101.532\tvalid_0's huber: 15.2519\n",
"[95]\tvalid_0's poisson: -101.577\tvalid_0's huber: 15.2259\n",
"[96]\tvalid_0's poisson: -101.652\tvalid_0's huber: 15.1963\n",
"[97]\tvalid_0's poisson: -101.723\tvalid_0's huber: 15.1783\n",
"[98]\tvalid_0's poisson: -101.74\tvalid_0's huber: 15.157\n",
"[99]\tvalid_0's poisson: -101.773\tvalid_0's huber: 15.122\n",
"[100]\tvalid_0's poisson: -101.783\tvalid_0's huber: 15.0917\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.631\tvalid_0's huber: 29.3878\n",
"[2]\tvalid_0's poisson: -88.075\tvalid_0's huber: 28.9738\n",
"[3]\tvalid_0's poisson: -88.5273\tvalid_0's huber: 28.5589\n",
"[4]\tvalid_0's poisson: -88.9683\tvalid_0's huber: 28.151\n",
"[5]\tvalid_0's poisson: -89.3984\tvalid_0's huber: 27.7493\n",
"[6]\tvalid_0's poisson: -89.8178\tvalid_0's huber: 27.355\n",
"[7]\tvalid_0's poisson: -90.2262\tvalid_0's huber: 26.968\n",
"[8]\tvalid_0's poisson: -90.6247\tvalid_0's huber: 26.5887\n",
"[9]\tvalid_0's poisson: -91.0129\tvalid_0's huber: 26.2167\n",
"[10]\tvalid_0's poisson: -91.3897\tvalid_0's huber: 25.8492\n",
"[11]\tvalid_0's poisson: -91.7585\tvalid_0's huber: 25.4908\n",
"[12]\tvalid_0's poisson: -92.1167\tvalid_0's huber: 25.1352\n",
"[13]\tvalid_0's poisson: -92.4687\tvalid_0's huber: 24.778\n",
"[14]\tvalid_0's poisson: -92.816\tvalid_0's huber: 24.4317\n",
"[15]\tvalid_0's poisson: -93.1548\tvalid_0's huber: 24.0923\n",
"[16]\tvalid_0's poisson: -93.4843\tvalid_0's huber: 23.7534\n",
"[17]\tvalid_0's poisson: -93.8086\tvalid_0's huber: 23.4252\n",
"[18]\tvalid_0's poisson: -94.1196\tvalid_0's huber: 23.1054\n",
"[19]\tvalid_0's poisson: -94.4295\tvalid_0's huber: 22.7934\n",
"[20]\tvalid_0's poisson: -94.727\tvalid_0's huber: 22.4777\n",
"[21]\tvalid_0's poisson: -95.0203\tvalid_0's huber: 22.1755\n",
"[22]\tvalid_0's poisson: -95.3005\tvalid_0's huber: 21.8757\n",
"[23]\tvalid_0's poisson: -95.576\tvalid_0's huber: 21.5922\n",
"[24]\tvalid_0's poisson: -95.8376\tvalid_0's huber: 21.3118\n",
"[25]\tvalid_0's poisson: -96.0884\tvalid_0's huber: 21.0392\n",
"[26]\tvalid_0's poisson: -96.3278\tvalid_0's huber: 20.773\n",
"[27]\tvalid_0's poisson: -96.5751\tvalid_0's huber: 20.5199\n",
"[28]\tvalid_0's poisson: -96.8122\tvalid_0's huber: 20.266\n",
"[29]\tvalid_0's poisson: -97.0341\tvalid_0's huber: 20.0228\n",
"[30]\tvalid_0's poisson: -97.2385\tvalid_0's huber: 19.7923\n",
"[31]\tvalid_0's poisson: -97.436\tvalid_0's huber: 19.5733\n",
"[32]\tvalid_0's poisson: -97.6123\tvalid_0's huber: 19.3636\n",
"[33]\tvalid_0's poisson: -97.7895\tvalid_0's huber: 19.1647\n",
"[34]\tvalid_0's poisson: -97.9484\tvalid_0's huber: 18.974\n",
"[35]\tvalid_0's poisson: -98.1026\tvalid_0's huber: 18.7945\n",
"[36]\tvalid_0's poisson: -98.2684\tvalid_0's huber: 18.6111\n",
"[37]\tvalid_0's poisson: -98.4065\tvalid_0's huber: 18.4456\n",
"[38]\tvalid_0's poisson: -98.5343\tvalid_0's huber: 18.2898\n",
"[39]\tvalid_0's poisson: -98.6684\tvalid_0's huber: 18.1418\n",
"[40]\tvalid_0's poisson: -98.8159\tvalid_0's huber: 17.9821\n",
"[41]\tvalid_0's poisson: -98.9558\tvalid_0's huber: 17.8309\n",
"[42]\tvalid_0's poisson: -99.0964\tvalid_0's huber: 17.7019\n",
"[43]\tvalid_0's poisson: -99.2148\tvalid_0's huber: 17.5734\n",
"[44]\tvalid_0's poisson: -99.3117\tvalid_0's huber: 17.4634\n",
"[45]\tvalid_0's poisson: -99.4264\tvalid_0's huber: 17.3655\n",
"[46]\tvalid_0's poisson: -99.407\tvalid_0's huber: 17.2809\n",
"[47]\tvalid_0's poisson: -99.5107\tvalid_0's huber: 17.1819\n",
"[48]\tvalid_0's poisson: -99.5194\tvalid_0's huber: 17.0952\n",
"[49]\tvalid_0's poisson: -99.5937\tvalid_0's huber: 17.0181\n",
"[50]\tvalid_0's poisson: -99.6723\tvalid_0's huber: 16.9436\n",
"[51]\tvalid_0's poisson: -99.7547\tvalid_0's huber: 16.8798\n",
"[52]\tvalid_0's poisson: -99.8227\tvalid_0's huber: 16.8157\n",
"[53]\tvalid_0's poisson: -99.8468\tvalid_0's huber: 16.7553\n",
"[54]\tvalid_0's poisson: -99.9265\tvalid_0's huber: 16.7023\n",
"[55]\tvalid_0's poisson: -99.99\tvalid_0's huber: 16.6494\n",
"[56]\tvalid_0's poisson: -100.036\tvalid_0's huber: 16.596\n",
"[57]\tvalid_0's poisson: -100.091\tvalid_0's huber: 16.5424\n",
"[58]\tvalid_0's poisson: -100.065\tvalid_0's huber: 16.4996\n",
"[59]\tvalid_0's poisson: -100.173\tvalid_0's huber: 16.4323\n",
"[60]\tvalid_0's poisson: -100.242\tvalid_0's huber: 16.3724\n",
"[61]\tvalid_0's poisson: -100.306\tvalid_0's huber: 16.3265\n",
"[62]\tvalid_0's poisson: -100.362\tvalid_0's huber: 16.2708\n",
"[63]\tvalid_0's poisson: -100.507\tvalid_0's huber: 16.2277\n",
"[64]\tvalid_0's poisson: -100.579\tvalid_0's huber: 16.1714\n",
"[65]\tvalid_0's poisson: -100.657\tvalid_0's huber: 16.1218\n",
"[66]\tvalid_0's poisson: -100.726\tvalid_0's huber: 16.0752\n",
"[67]\tvalid_0's poisson: -100.777\tvalid_0's huber: 16.0322\n",
"[68]\tvalid_0's poisson: -100.807\tvalid_0's huber: 15.9902\n",
"[69]\tvalid_0's poisson: -100.909\tvalid_0's huber: 15.9533\n",
"[70]\tvalid_0's poisson: -100.992\tvalid_0's huber: 15.9242\n",
"[71]\tvalid_0's poisson: -101.035\tvalid_0's huber: 15.8809\n",
"[72]\tvalid_0's poisson: -101.06\tvalid_0's huber: 15.8435\n",
"[73]\tvalid_0's poisson: -101.043\tvalid_0's huber: 15.8034\n",
"[74]\tvalid_0's poisson: -101.03\tvalid_0's huber: 15.7705\n",
"[75]\tvalid_0's poisson: -101.089\tvalid_0's huber: 15.7293\n",
"[76]\tvalid_0's poisson: -101.153\tvalid_0's huber: 15.6915\n",
"[77]\tvalid_0's poisson: -101.197\tvalid_0's huber: 15.6669\n",
"[78]\tvalid_0's poisson: -101.251\tvalid_0's huber: 15.6322\n",
"[79]\tvalid_0's poisson: -101.268\tvalid_0's huber: 15.6055\n",
"[80]\tvalid_0's poisson: -101.385\tvalid_0's huber: 15.5789\n",
"[81]\tvalid_0's poisson: -101.38\tvalid_0's huber: 15.55\n",
"[82]\tvalid_0's poisson: -101.365\tvalid_0's huber: 15.5136\n",
"[83]\tvalid_0's poisson: -101.379\tvalid_0's huber: 15.4808\n",
"[84]\tvalid_0's poisson: -101.422\tvalid_0's huber: 15.451\n",
"[85]\tvalid_0's poisson: -101.459\tvalid_0's huber: 15.4203\n",
"[86]\tvalid_0's poisson: -101.519\tvalid_0's huber: 15.3974\n",
"[87]\tvalid_0's poisson: -101.63\tvalid_0's huber: 15.3723\n",
"[88]\tvalid_0's poisson: -101.677\tvalid_0's huber: 15.3485\n",
"[89]\tvalid_0's poisson: -101.716\tvalid_0's huber: 15.3218\n",
"[90]\tvalid_0's poisson: -101.684\tvalid_0's huber: 15.2924\n",
"[91]\tvalid_0's poisson: -101.557\tvalid_0's huber: 15.2688\n",
"[92]\tvalid_0's poisson: -101.604\tvalid_0's huber: 15.2392\n",
"[93]\tvalid_0's poisson: -101.569\tvalid_0's huber: 15.2137\n",
"[94]\tvalid_0's poisson: -101.69\tvalid_0's huber: 15.1955\n",
"[95]\tvalid_0's poisson: -101.729\tvalid_0's huber: 15.1691\n",
"[96]\tvalid_0's poisson: -101.697\tvalid_0's huber: 15.1432\n",
"[97]\tvalid_0's poisson: -101.736\tvalid_0's huber: 15.1206\n",
"[98]\tvalid_0's poisson: -101.771\tvalid_0's huber: 15.0988\n",
"[99]\tvalid_0's poisson: -101.8\tvalid_0's huber: 15.0766\n",
"[100]\tvalid_0's poisson: -101.818\tvalid_0's huber: 15.0537\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6317\tvalid_0's huber: 29.4219\n",
"[2]\tvalid_0's poisson: -88.0835\tvalid_0's huber: 29.0075\n",
"[3]\tvalid_0's poisson: -88.5249\tvalid_0's huber: 28.5997\n",
"[4]\tvalid_0's poisson: -88.9561\tvalid_0's huber: 28.1987\n",
"[5]\tvalid_0's poisson: -89.3764\tvalid_0's huber: 27.8041\n",
"[6]\tvalid_0's poisson: -89.7864\tvalid_0's huber: 27.4162\n",
"[7]\tvalid_0's poisson: -90.1857\tvalid_0's huber: 27.0354\n",
"[8]\tvalid_0's poisson: -90.5746\tvalid_0's huber: 26.6621\n",
"[9]\tvalid_0's poisson: -90.9616\tvalid_0's huber: 26.2845\n",
"[10]\tvalid_0's poisson: -91.3314\tvalid_0's huber: 25.9221\n",
"[11]\tvalid_0's poisson: -91.7003\tvalid_0's huber: 25.5562\n",
"[12]\tvalid_0's poisson: -92.0573\tvalid_0's huber: 25.2035\n",
"[13]\tvalid_0's poisson: -92.4068\tvalid_0's huber: 24.8579\n",
"[14]\tvalid_0's poisson: -92.7481\tvalid_0's huber: 24.509\n",
"[15]\tvalid_0's poisson: -93.0866\tvalid_0's huber: 24.171\n",
"[16]\tvalid_0's poisson: -93.412\tvalid_0's huber: 23.8361\n",
"[17]\tvalid_0's poisson: -93.7368\tvalid_0's huber: 23.5086\n",
"[18]\tvalid_0's poisson: -94.0531\tvalid_0's huber: 23.1875\n",
"[19]\tvalid_0's poisson: -94.3562\tvalid_0's huber: 22.8712\n",
"[20]\tvalid_0's poisson: -94.6574\tvalid_0's huber: 22.5624\n",
"[21]\tvalid_0's poisson: -94.9492\tvalid_0's huber: 22.2626\n",
"[22]\tvalid_0's poisson: -95.2293\tvalid_0's huber: 21.966\n",
"[23]\tvalid_0's poisson: -95.4964\tvalid_0's huber: 21.6852\n",
"[24]\tvalid_0's poisson: -95.7644\tvalid_0's huber: 21.4097\n",
"[25]\tvalid_0's poisson: -96.0174\tvalid_0's huber: 21.1387\n",
"[26]\tvalid_0's poisson: -96.2686\tvalid_0's huber: 20.8767\n",
"[27]\tvalid_0's poisson: -96.5146\tvalid_0's huber: 20.6144\n",
"[28]\tvalid_0's poisson: -96.7416\tvalid_0's huber: 20.3597\n",
"[29]\tvalid_0's poisson: -96.96\tvalid_0's huber: 20.1196\n",
"[30]\tvalid_0's poisson: -97.189\tvalid_0's huber: 19.8795\n",
"[31]\tvalid_0's poisson: -97.3879\tvalid_0's huber: 19.6527\n",
"[32]\tvalid_0's poisson: -97.5752\tvalid_0's huber: 19.4397\n",
"[33]\tvalid_0's poisson: -97.7457\tvalid_0's huber: 19.2358\n",
"[34]\tvalid_0's poisson: -97.9058\tvalid_0's huber: 19.0431\n",
"[35]\tvalid_0's poisson: -98.0676\tvalid_0's huber: 18.8584\n",
"[36]\tvalid_0's poisson: -98.2167\tvalid_0's huber: 18.6809\n",
"[37]\tvalid_0's poisson: -98.3507\tvalid_0's huber: 18.5138\n",
"[38]\tvalid_0's poisson: -98.4809\tvalid_0's huber: 18.3559\n",
"[39]\tvalid_0's poisson: -98.6376\tvalid_0's huber: 18.207\n",
"[40]\tvalid_0's poisson: -98.7858\tvalid_0's huber: 18.0488\n",
"[41]\tvalid_0's poisson: -98.926\tvalid_0's huber: 17.9032\n",
"[42]\tvalid_0's poisson: -99.0655\tvalid_0's huber: 17.7761\n",
"[43]\tvalid_0's poisson: -99.1867\tvalid_0's huber: 17.6483\n",
"[44]\tvalid_0's poisson: -99.3088\tvalid_0's huber: 17.5416\n",
"[45]\tvalid_0's poisson: -99.3908\tvalid_0's huber: 17.4417\n",
"[46]\tvalid_0's poisson: -99.4785\tvalid_0's huber: 17.3567\n",
"[47]\tvalid_0's poisson: -99.5582\tvalid_0's huber: 17.2774\n",
"[48]\tvalid_0's poisson: -99.5657\tvalid_0's huber: 17.1794\n",
"[49]\tvalid_0's poisson: -99.565\tvalid_0's huber: 17.0936\n",
"[50]\tvalid_0's poisson: -99.6487\tvalid_0's huber: 17.0175\n",
"[51]\tvalid_0's poisson: -99.7031\tvalid_0's huber: 16.9492\n",
"[52]\tvalid_0's poisson: -99.7372\tvalid_0's huber: 16.8803\n",
"[53]\tvalid_0's poisson: -99.811\tvalid_0's huber: 16.8232\n",
"[54]\tvalid_0's poisson: -99.8423\tvalid_0's huber: 16.7668\n",
"[55]\tvalid_0's poisson: -99.8559\tvalid_0's huber: 16.711\n",
"[56]\tvalid_0's poisson: -99.9134\tvalid_0's huber: 16.6586\n",
"[57]\tvalid_0's poisson: -99.7894\tvalid_0's huber: 16.6109\n",
"[58]\tvalid_0's poisson: -100.075\tvalid_0's huber: 16.5609\n",
"[59]\tvalid_0's poisson: -100.096\tvalid_0's huber: 16.5127\n",
"[60]\tvalid_0's poisson: -100.193\tvalid_0's huber: 16.4539\n",
"[61]\tvalid_0's poisson: -100.283\tvalid_0's huber: 16.3976\n",
"[62]\tvalid_0's poisson: -100.328\tvalid_0's huber: 16.3558\n",
"[63]\tvalid_0's poisson: -100.404\tvalid_0's huber: 16.3081\n",
"[64]\tvalid_0's poisson: -100.405\tvalid_0's huber: 16.2602\n",
"[65]\tvalid_0's poisson: -100.525\tvalid_0's huber: 16.2259\n",
"[66]\tvalid_0's poisson: -100.698\tvalid_0's huber: 16.1689\n",
"[67]\tvalid_0's poisson: -100.772\tvalid_0's huber: 16.1184\n",
"[68]\tvalid_0's poisson: -100.797\tvalid_0's huber: 16.0762\n",
"[69]\tvalid_0's poisson: -100.844\tvalid_0's huber: 16.0344\n",
"[70]\tvalid_0's poisson: -100.829\tvalid_0's huber: 15.9918\n",
"[71]\tvalid_0's poisson: -100.973\tvalid_0's huber: 15.9509\n",
"[72]\tvalid_0's poisson: -101.038\tvalid_0's huber: 15.9118\n",
"[73]\tvalid_0's poisson: -101.042\tvalid_0's huber: 15.8803\n",
"[74]\tvalid_0's poisson: -101.072\tvalid_0's huber: 15.8427\n",
"[75]\tvalid_0's poisson: -101.147\tvalid_0's huber: 15.8055\n",
"[76]\tvalid_0's poisson: -101.215\tvalid_0's huber: 15.7723\n",
"[77]\tvalid_0's poisson: -101.196\tvalid_0's huber: 15.7471\n",
"[78]\tvalid_0's poisson: -101.226\tvalid_0's huber: 15.7102\n",
"[79]\tvalid_0's poisson: -101.27\tvalid_0's huber: 15.6722\n",
"[80]\tvalid_0's poisson: -101.297\tvalid_0's huber: 15.6353\n",
"[81]\tvalid_0's poisson: -101.281\tvalid_0's huber: 15.6076\n",
"[82]\tvalid_0's poisson: -101.257\tvalid_0's huber: 15.572\n",
"[83]\tvalid_0's poisson: -101.306\tvalid_0's huber: 15.5428\n",
"[84]\tvalid_0's poisson: -101.412\tvalid_0's huber: 15.512\n",
"[85]\tvalid_0's poisson: -101.448\tvalid_0's huber: 15.4834\n",
"[86]\tvalid_0's poisson: -101.443\tvalid_0's huber: 15.4466\n",
"[87]\tvalid_0's poisson: -101.48\tvalid_0's huber: 15.4122\n",
"[88]\tvalid_0's poisson: -101.582\tvalid_0's huber: 15.3812\n",
"[89]\tvalid_0's poisson: -101.487\tvalid_0's huber: 15.363\n",
"[90]\tvalid_0's poisson: -101.68\tvalid_0's huber: 15.3305\n",
"[91]\tvalid_0's poisson: -101.652\tvalid_0's huber: 15.3035\n",
"[92]\tvalid_0's poisson: -101.58\tvalid_0's huber: 15.2746\n",
"[93]\tvalid_0's poisson: -101.56\tvalid_0's huber: 15.25\n",
"[94]\tvalid_0's poisson: -101.509\tvalid_0's huber: 15.2272\n",
"[95]\tvalid_0's poisson: -101.548\tvalid_0's huber: 15.1956\n",
"[96]\tvalid_0's poisson: -101.435\tvalid_0's huber: 15.1677\n",
"[97]\tvalid_0's poisson: -101.459\tvalid_0's huber: 15.1432\n",
"[98]\tvalid_0's poisson: -101.466\tvalid_0's huber: 15.1234\n",
"[99]\tvalid_0's poisson: -101.512\tvalid_0's huber: 15.0977\n",
"[100]\tvalid_0's poisson: -101.546\tvalid_0's huber: 15.0713\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6414\tvalid_0's huber: 29.3717\n",
"[2]\tvalid_0's poisson: -88.096\tvalid_0's huber: 28.9566\n",
"[3]\tvalid_0's poisson: -88.5393\tvalid_0's huber: 28.5488\n",
"[4]\tvalid_0's poisson: -88.9721\tvalid_0's huber: 28.1477\n",
"[5]\tvalid_0's poisson: -89.3936\tvalid_0's huber: 27.7533\n",
"[6]\tvalid_0's poisson: -89.8074\tvalid_0's huber: 27.3555\n",
"[7]\tvalid_0's poisson: -90.2125\tvalid_0's huber: 26.9723\n",
"[8]\tvalid_0's poisson: -90.6075\tvalid_0's huber: 26.5885\n",
"[9]\tvalid_0's poisson: -90.9944\tvalid_0's huber: 26.2183\n",
"[10]\tvalid_0's poisson: -91.371\tvalid_0's huber: 25.8551\n",
"[11]\tvalid_0's poisson: -91.738\tvalid_0's huber: 25.4907\n",
"[12]\tvalid_0's poisson: -92.0957\tvalid_0's huber: 25.137\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[13]\tvalid_0's poisson: -92.4442\tvalid_0's huber: 24.7851\n",
"[14]\tvalid_0's poisson: -92.7859\tvalid_0's huber: 24.4433\n",
"[15]\tvalid_0's poisson: -93.1159\tvalid_0's huber: 24.1086\n",
"[16]\tvalid_0's poisson: -93.4389\tvalid_0's huber: 23.7758\n",
"[17]\tvalid_0's poisson: -93.7643\tvalid_0's huber: 23.4478\n",
"[18]\tvalid_0's poisson: -94.0811\tvalid_0's huber: 23.1267\n",
"[19]\tvalid_0's poisson: -94.3817\tvalid_0's huber: 22.8129\n",
"[20]\tvalid_0's poisson: -94.6831\tvalid_0's huber: 22.5041\n",
"[21]\tvalid_0's poisson: -94.976\tvalid_0's huber: 22.2033\n",
"[22]\tvalid_0's poisson: -95.2535\tvalid_0's huber: 21.9093\n",
"[23]\tvalid_0's poisson: -95.5307\tvalid_0's huber: 21.6245\n",
"[24]\tvalid_0's poisson: -95.7907\tvalid_0's huber: 21.3442\n",
"[25]\tvalid_0's poisson: -96.0505\tvalid_0's huber: 21.0772\n",
"[26]\tvalid_0's poisson: -96.2938\tvalid_0's huber: 20.807\n",
"[27]\tvalid_0's poisson: -96.5253\tvalid_0's huber: 20.5479\n",
"[28]\tvalid_0's poisson: -96.7449\tvalid_0's huber: 20.2996\n",
"[29]\tvalid_0's poisson: -96.975\tvalid_0's huber: 20.0627\n",
"[30]\tvalid_0's poisson: -97.1759\tvalid_0's huber: 19.8334\n",
"[31]\tvalid_0's poisson: -97.3587\tvalid_0's huber: 19.6172\n",
"[32]\tvalid_0's poisson: -97.5385\tvalid_0's huber: 19.4104\n",
"[33]\tvalid_0's poisson: -97.7417\tvalid_0's huber: 19.1921\n",
"[34]\tvalid_0's poisson: -97.905\tvalid_0's huber: 19.0034\n",
"[35]\tvalid_0's poisson: -98.0887\tvalid_0's huber: 18.8032\n",
"[36]\tvalid_0's poisson: -98.2359\tvalid_0's huber: 18.6293\n",
"[37]\tvalid_0's poisson: -98.3722\tvalid_0's huber: 18.4647\n",
"[38]\tvalid_0's poisson: -98.5142\tvalid_0's huber: 18.3081\n",
"[39]\tvalid_0's poisson: -98.6732\tvalid_0's huber: 18.1401\n",
"[40]\tvalid_0's poisson: -98.814\tvalid_0's huber: 17.9873\n",
"[41]\tvalid_0's poisson: -98.9584\tvalid_0's huber: 17.8541\n",
"[42]\tvalid_0's poisson: -99.0705\tvalid_0's huber: 17.725\n",
"[43]\tvalid_0's poisson: -99.1991\tvalid_0's huber: 17.6105\n",
"[44]\tvalid_0's poisson: -99.2895\tvalid_0's huber: 17.5051\n",
"[45]\tvalid_0's poisson: -99.3994\tvalid_0's huber: 17.412\n",
"[46]\tvalid_0's poisson: -99.4672\tvalid_0's huber: 17.3247\n",
"[47]\tvalid_0's poisson: -99.5501\tvalid_0's huber: 17.244\n",
"[48]\tvalid_0's poisson: -99.4654\tvalid_0's huber: 17.1438\n",
"[49]\tvalid_0's poisson: -99.5638\tvalid_0's huber: 17.0546\n",
"[50]\tvalid_0's poisson: -99.6518\tvalid_0's huber: 16.9751\n",
"[51]\tvalid_0's poisson: -99.7237\tvalid_0's huber: 16.9002\n",
"[52]\tvalid_0's poisson: -99.7676\tvalid_0's huber: 16.8336\n",
"[53]\tvalid_0's poisson: -99.86\tvalid_0's huber: 16.7762\n",
"[54]\tvalid_0's poisson: -99.8694\tvalid_0's huber: 16.7176\n",
"[55]\tvalid_0's poisson: -99.9857\tvalid_0's huber: 16.6594\n",
"[56]\tvalid_0's poisson: -100.027\tvalid_0's huber: 16.5913\n",
"[57]\tvalid_0's poisson: -100.024\tvalid_0's huber: 16.546\n",
"[58]\tvalid_0's poisson: -100.121\tvalid_0's huber: 16.4949\n",
"[59]\tvalid_0's poisson: -100.147\tvalid_0's huber: 16.4539\n",
"[60]\tvalid_0's poisson: -100.177\tvalid_0's huber: 16.4045\n",
"[61]\tvalid_0's poisson: -100.259\tvalid_0's huber: 16.351\n",
"[62]\tvalid_0's poisson: -100.322\tvalid_0's huber: 16.3045\n",
"[63]\tvalid_0's poisson: -100.416\tvalid_0's huber: 16.2513\n",
"[64]\tvalid_0's poisson: -100.484\tvalid_0's huber: 16.1993\n",
"[65]\tvalid_0's poisson: -100.519\tvalid_0's huber: 16.1487\n",
"[66]\tvalid_0's poisson: -100.56\tvalid_0's huber: 16.1097\n",
"[67]\tvalid_0's poisson: -100.629\tvalid_0's huber: 16.0641\n",
"[68]\tvalid_0's poisson: -100.688\tvalid_0's huber: 16.0346\n",
"[69]\tvalid_0's poisson: -100.712\tvalid_0's huber: 15.9892\n",
"[70]\tvalid_0's poisson: -100.792\tvalid_0's huber: 15.9472\n",
"[71]\tvalid_0's poisson: -100.928\tvalid_0's huber: 15.9081\n",
"[72]\tvalid_0's poisson: -100.958\tvalid_0's huber: 15.8683\n",
"[73]\tvalid_0's poisson: -100.995\tvalid_0's huber: 15.8416\n",
"[74]\tvalid_0's poisson: -100.971\tvalid_0's huber: 15.802\n",
"[75]\tvalid_0's poisson: -100.978\tvalid_0's huber: 15.7663\n",
"[76]\tvalid_0's poisson: -100.998\tvalid_0's huber: 15.7372\n",
"[77]\tvalid_0's poisson: -101.074\tvalid_0's huber: 15.7019\n",
"[78]\tvalid_0's poisson: -101.133\tvalid_0's huber: 15.6692\n",
"[79]\tvalid_0's poisson: -101.165\tvalid_0's huber: 15.6476\n",
"[80]\tvalid_0's poisson: -101.182\tvalid_0's huber: 15.6206\n",
"[81]\tvalid_0's poisson: -101.209\tvalid_0's huber: 15.588\n",
"[82]\tvalid_0's poisson: -101.253\tvalid_0's huber: 15.5627\n",
"[83]\tvalid_0's poisson: -101.321\tvalid_0's huber: 15.5315\n",
"[84]\tvalid_0's poisson: -101.348\tvalid_0's huber: 15.4977\n",
"[85]\tvalid_0's poisson: -101.363\tvalid_0's huber: 15.4664\n",
"[86]\tvalid_0's poisson: -101.403\tvalid_0's huber: 15.4386\n",
"[87]\tvalid_0's poisson: -101.317\tvalid_0's huber: 15.409\n",
"[88]\tvalid_0's poisson: -101.427\tvalid_0's huber: 15.3876\n",
"[89]\tvalid_0's poisson: -101.443\tvalid_0's huber: 15.361\n",
"[90]\tvalid_0's poisson: -101.469\tvalid_0's huber: 15.3334\n",
"[91]\tvalid_0's poisson: -101.476\tvalid_0's huber: 15.307\n",
"[92]\tvalid_0's poisson: -101.513\tvalid_0's huber: 15.2818\n",
"[93]\tvalid_0's poisson: -101.609\tvalid_0's huber: 15.2645\n",
"[94]\tvalid_0's poisson: -101.668\tvalid_0's huber: 15.2418\n",
"[95]\tvalid_0's poisson: -101.698\tvalid_0's huber: 15.2187\n",
"[96]\tvalid_0's poisson: -101.639\tvalid_0's huber: 15.1956\n",
"[97]\tvalid_0's poisson: -101.597\tvalid_0's huber: 15.1744\n",
"[98]\tvalid_0's poisson: -101.707\tvalid_0's huber: 15.1478\n",
"[99]\tvalid_0's poisson: -101.718\tvalid_0's huber: 15.1233\n",
"[100]\tvalid_0's poisson: -101.65\tvalid_0's huber: 15.1006\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6291\tvalid_0's huber: 29.4617\n",
"[2]\tvalid_0's poisson: -88.084\tvalid_0's huber: 29.045\n",
"[3]\tvalid_0's poisson: -88.5286\tvalid_0's huber: 28.6347\n",
"[4]\tvalid_0's poisson: -88.963\tvalid_0's huber: 28.2312\n",
"[5]\tvalid_0's poisson: -89.3872\tvalid_0's huber: 27.8335\n",
"[6]\tvalid_0's poisson: -89.8002\tvalid_0's huber: 27.4425\n",
"[7]\tvalid_0's poisson: -90.2039\tvalid_0's huber: 27.0581\n",
"[8]\tvalid_0's poisson: -90.5961\tvalid_0's huber: 26.6814\n",
"[9]\tvalid_0's poisson: -90.9859\tvalid_0's huber: 26.3011\n",
"[10]\tvalid_0's poisson: -91.3615\tvalid_0's huber: 25.937\n",
"[11]\tvalid_0's poisson: -91.7273\tvalid_0's huber: 25.5798\n",
"[12]\tvalid_0's poisson: -92.0886\tvalid_0's huber: 25.2191\n",
"[13]\tvalid_0's poisson: -92.4358\tvalid_0's huber: 24.875\n",
"[14]\tvalid_0's poisson: -92.7774\tvalid_0's huber: 24.5227\n",
"[15]\tvalid_0's poisson: -93.1066\tvalid_0's huber: 24.192\n",
"[16]\tvalid_0's poisson: -93.4302\tvalid_0's huber: 23.8624\n",
"[17]\tvalid_0's poisson: -93.7491\tvalid_0's huber: 23.5287\n",
"[18]\tvalid_0's poisson: -94.0667\tvalid_0's huber: 23.2051\n",
"[19]\tvalid_0's poisson: -94.3686\tvalid_0's huber: 22.8907\n",
"[20]\tvalid_0's poisson: -94.6713\tvalid_0's huber: 22.5791\n",
"[21]\tvalid_0's poisson: -94.9658\tvalid_0's huber: 22.2756\n",
"[22]\tvalid_0's poisson: -95.2453\tvalid_0's huber: 21.9799\n",
"[23]\tvalid_0's poisson: -95.5245\tvalid_0's huber: 21.6918\n",
"[24]\tvalid_0's poisson: -95.7877\tvalid_0's huber: 21.4077\n",
"[25]\tvalid_0's poisson: -96.0547\tvalid_0's huber: 21.135\n",
"[26]\tvalid_0's poisson: -96.3008\tvalid_0's huber: 20.8619\n",
"[27]\tvalid_0's poisson: -96.5347\tvalid_0's huber: 20.6004\n",
"[28]\tvalid_0's poisson: -96.7779\tvalid_0's huber: 20.3544\n",
"[29]\tvalid_0's poisson: -96.993\tvalid_0's huber: 20.1108\n",
"[30]\tvalid_0's poisson: -97.1972\tvalid_0's huber: 19.8779\n",
"[31]\tvalid_0's poisson: -97.4177\tvalid_0's huber: 19.6399\n",
"[32]\tvalid_0's poisson: -97.5947\tvalid_0's huber: 19.4293\n",
"[33]\tvalid_0's poisson: -97.7694\tvalid_0's huber: 19.2271\n",
"[34]\tvalid_0's poisson: -97.9336\tvalid_0's huber: 19.0359\n",
"[35]\tvalid_0's poisson: -98.088\tvalid_0's huber: 18.8548\n",
"[36]\tvalid_0's poisson: -98.2707\tvalid_0's huber: 18.6637\n",
"[37]\tvalid_0's poisson: -98.4106\tvalid_0's huber: 18.4962\n",
"[38]\tvalid_0's poisson: -98.5398\tvalid_0's huber: 18.338\n",
"[39]\tvalid_0's poisson: -98.6827\tvalid_0's huber: 18.1912\n",
"[40]\tvalid_0's poisson: -98.8158\tvalid_0's huber: 18.0422\n",
"[41]\tvalid_0's poisson: -98.9578\tvalid_0's huber: 17.9092\n",
"[42]\tvalid_0's poisson: -99.0848\tvalid_0's huber: 17.7739\n",
"[43]\tvalid_0's poisson: -99.2104\tvalid_0's huber: 17.6596\n",
"[44]\tvalid_0's poisson: -99.2996\tvalid_0's huber: 17.5532\n",
"[45]\tvalid_0's poisson: -99.4095\tvalid_0's huber: 17.4581\n",
"[46]\tvalid_0's poisson: -99.4943\tvalid_0's huber: 17.3723\n",
"[47]\tvalid_0's poisson: -99.5778\tvalid_0's huber: 17.2787\n",
"[48]\tvalid_0's poisson: -99.5785\tvalid_0's huber: 17.1814\n",
"[49]\tvalid_0's poisson: -99.5889\tvalid_0's huber: 17.0957\n",
"[50]\tvalid_0's poisson: -99.671\tvalid_0's huber: 17.0194\n",
"[51]\tvalid_0's poisson: -99.7293\tvalid_0's huber: 16.945\n",
"[52]\tvalid_0's poisson: -99.8292\tvalid_0's huber: 16.8807\n",
"[53]\tvalid_0's poisson: -99.882\tvalid_0's huber: 16.8164\n",
"[54]\tvalid_0's poisson: -99.9076\tvalid_0's huber: 16.7604\n",
"[55]\tvalid_0's poisson: -99.9552\tvalid_0's huber: 16.7053\n",
"[56]\tvalid_0's poisson: -99.9889\tvalid_0's huber: 16.6494\n",
"[57]\tvalid_0's poisson: -100.049\tvalid_0's huber: 16.6023\n",
"[58]\tvalid_0's poisson: -100.122\tvalid_0's huber: 16.5477\n",
"[59]\tvalid_0's poisson: -100.186\tvalid_0's huber: 16.4962\n",
"[60]\tvalid_0's poisson: -100.184\tvalid_0's huber: 16.4495\n",
"[61]\tvalid_0's poisson: -100.246\tvalid_0's huber: 16.4049\n",
"[62]\tvalid_0's poisson: -100.343\tvalid_0's huber: 16.3495\n",
"[63]\tvalid_0's poisson: -100.413\tvalid_0's huber: 16.3088\n",
"[64]\tvalid_0's poisson: -100.494\tvalid_0's huber: 16.2558\n",
"[65]\tvalid_0's poisson: -100.582\tvalid_0's huber: 16.206\n",
"[66]\tvalid_0's poisson: -100.652\tvalid_0's huber: 16.1723\n",
"[67]\tvalid_0's poisson: -100.766\tvalid_0's huber: 16.1188\n",
"[68]\tvalid_0's poisson: -100.811\tvalid_0's huber: 16.0856\n",
"[69]\tvalid_0's poisson: -100.891\tvalid_0's huber: 16.0392\n",
"[70]\tvalid_0's poisson: -100.942\tvalid_0's huber: 16.0077\n",
"[71]\tvalid_0's poisson: -101.007\tvalid_0's huber: 15.9668\n",
"[72]\tvalid_0's poisson: -101.069\tvalid_0's huber: 15.9218\n",
"[73]\tvalid_0's poisson: -101.062\tvalid_0's huber: 15.8824\n",
"[74]\tvalid_0's poisson: -101.111\tvalid_0's huber: 15.8542\n",
"[75]\tvalid_0's poisson: -101.166\tvalid_0's huber: 15.8116\n",
"[76]\tvalid_0's poisson: -101.173\tvalid_0's huber: 15.771\n",
"[77]\tvalid_0's poisson: -101.17\tvalid_0's huber: 15.7353\n",
"[78]\tvalid_0's poisson: -101.24\tvalid_0's huber: 15.7075\n",
"[79]\tvalid_0's poisson: -101.249\tvalid_0's huber: 15.6781\n",
"[80]\tvalid_0's poisson: -101.29\tvalid_0's huber: 15.6466\n",
"[81]\tvalid_0's poisson: -101.331\tvalid_0's huber: 15.6063\n",
"[82]\tvalid_0's poisson: -101.375\tvalid_0's huber: 15.5702\n",
"[83]\tvalid_0's poisson: -101.407\tvalid_0's huber: 15.5409\n",
"[84]\tvalid_0's poisson: -101.483\tvalid_0's huber: 15.5055\n",
"[85]\tvalid_0's poisson: -101.521\tvalid_0's huber: 15.4727\n",
"[86]\tvalid_0's poisson: -101.588\tvalid_0's huber: 15.4484\n",
"[87]\tvalid_0's poisson: -101.605\tvalid_0's huber: 15.4129\n",
"[88]\tvalid_0's poisson: -101.61\tvalid_0's huber: 15.388\n",
"[89]\tvalid_0's poisson: -101.625\tvalid_0's huber: 15.3571\n",
"[90]\tvalid_0's poisson: -101.598\tvalid_0's huber: 15.3282\n",
"[91]\tvalid_0's poisson: -101.603\tvalid_0's huber: 15.3037\n",
"[92]\tvalid_0's poisson: -101.665\tvalid_0's huber: 15.271\n",
"[93]\tvalid_0's poisson: -101.695\tvalid_0's huber: 15.2459\n",
"[94]\tvalid_0's poisson: -101.747\tvalid_0's huber: 15.2164\n",
"[95]\tvalid_0's poisson: -101.769\tvalid_0's huber: 15.1882\n",
"[96]\tvalid_0's poisson: -101.801\tvalid_0's huber: 15.1637\n",
"[97]\tvalid_0's poisson: -101.831\tvalid_0's huber: 15.1401\n",
"[98]\tvalid_0's poisson: -101.868\tvalid_0's huber: 15.1114\n",
"[99]\tvalid_0's poisson: -101.93\tvalid_0's huber: 15.09\n",
"[100]\tvalid_0's poisson: -101.976\tvalid_0's huber: 15.0619\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7853\n",
"[2]\tvalid_0's poisson: -87.2319\tvalid_0's huber: 29.7589\n",
"[3]\tvalid_0's poisson: -87.2609\tvalid_0's huber: 29.7325\n",
"[4]\tvalid_0's poisson: -87.2899\tvalid_0's huber: 29.7061\n",
"[5]\tvalid_0's poisson: -87.3189\tvalid_0's huber: 29.6798\n",
"[6]\tvalid_0's poisson: -87.3478\tvalid_0's huber: 29.6535\n",
"[7]\tvalid_0's poisson: -87.3767\tvalid_0's huber: 29.6272\n",
"[8]\tvalid_0's poisson: -87.4056\tvalid_0's huber: 29.6009\n",
"[9]\tvalid_0's poisson: -87.4344\tvalid_0's huber: 29.5747\n",
"[10]\tvalid_0's poisson: -87.4631\tvalid_0's huber: 29.5484\n",
"[11]\tvalid_0's poisson: -87.4918\tvalid_0's huber: 29.5223\n",
"[12]\tvalid_0's poisson: -87.5205\tvalid_0's huber: 29.4961\n",
"[13]\tvalid_0's poisson: -87.5492\tvalid_0's huber: 29.47\n",
"[14]\tvalid_0's poisson: -87.5777\tvalid_0's huber: 29.4439\n",
"[15]\tvalid_0's poisson: -87.6063\tvalid_0's huber: 29.4178\n",
"[16]\tvalid_0's poisson: -87.6348\tvalid_0's huber: 29.3918\n",
"[17]\tvalid_0's poisson: -87.6633\tvalid_0's huber: 29.3658\n",
"[18]\tvalid_0's poisson: -87.6917\tvalid_0's huber: 29.3398\n",
"[19]\tvalid_0's poisson: -87.7201\tvalid_0's huber: 29.3138\n",
"[20]\tvalid_0's poisson: -87.7484\tvalid_0's huber: 29.2879\n",
"[21]\tvalid_0's poisson: -87.7767\tvalid_0's huber: 29.262\n",
"[22]\tvalid_0's poisson: -87.8049\tvalid_0's huber: 29.2361\n",
"[23]\tvalid_0's poisson: -87.8331\tvalid_0's huber: 29.2103\n",
"[24]\tvalid_0's poisson: -87.8613\tvalid_0's huber: 29.1845\n",
"[25]\tvalid_0's poisson: -87.8894\tvalid_0's huber: 29.1587\n",
"[26]\tvalid_0's poisson: -87.9175\tvalid_0's huber: 29.1329\n",
"[27]\tvalid_0's poisson: -87.9456\tvalid_0's huber: 29.1072\n",
"[28]\tvalid_0's poisson: -87.9736\tvalid_0's huber: 29.0815\n",
"[29]\tvalid_0's poisson: -88.0015\tvalid_0's huber: 29.0558\n",
"[30]\tvalid_0's poisson: -88.0295\tvalid_0's huber: 29.0301\n",
"[31]\tvalid_0's poisson: -88.0573\tvalid_0's huber: 29.0045\n",
"[32]\tvalid_0's poisson: -88.0852\tvalid_0's huber: 28.9789\n",
"[33]\tvalid_0's poisson: -88.113\tvalid_0's huber: 28.9533\n",
"[34]\tvalid_0's poisson: -88.1407\tvalid_0's huber: 28.9277\n",
"[35]\tvalid_0's poisson: -88.1684\tvalid_0's huber: 28.9022\n",
"[36]\tvalid_0's poisson: -88.1961\tvalid_0's huber: 28.8767\n",
"[37]\tvalid_0's poisson: -88.2238\tvalid_0's huber: 28.8513\n",
"[38]\tvalid_0's poisson: -88.2514\tvalid_0's huber: 28.8258\n",
"[39]\tvalid_0's poisson: -88.2789\tvalid_0's huber: 28.8004\n",
"[40]\tvalid_0's poisson: -88.3065\tvalid_0's huber: 28.775\n",
"[41]\tvalid_0's poisson: -88.3339\tvalid_0's huber: 28.7496\n",
"[42]\tvalid_0's poisson: -88.3614\tvalid_0's huber: 28.7243\n",
"[43]\tvalid_0's poisson: -88.3888\tvalid_0's huber: 28.699\n",
"[44]\tvalid_0's poisson: -88.4162\tvalid_0's huber: 28.6737\n",
"[45]\tvalid_0's poisson: -88.4435\tvalid_0's huber: 28.6484\n",
"[46]\tvalid_0's poisson: -88.4708\tvalid_0's huber: 28.6232\n",
"[47]\tvalid_0's poisson: -88.4981\tvalid_0's huber: 28.598\n",
"[48]\tvalid_0's poisson: -88.5253\tvalid_0's huber: 28.5728\n",
"[49]\tvalid_0's poisson: -88.5525\tvalid_0's huber: 28.5476\n",
"[50]\tvalid_0's poisson: -88.5796\tvalid_0's huber: 28.5225\n",
"[51]\tvalid_0's poisson: -88.6067\tvalid_0's huber: 28.4974\n",
"[52]\tvalid_0's poisson: -88.6337\tvalid_0's huber: 28.4723\n",
"[53]\tvalid_0's poisson: -88.6607\tvalid_0's huber: 28.4473\n",
"[54]\tvalid_0's poisson: -88.6877\tvalid_0's huber: 28.4223\n",
"[55]\tvalid_0's poisson: -88.7148\tvalid_0's huber: 28.3972\n",
"[56]\tvalid_0's poisson: -88.7418\tvalid_0's huber: 28.3722\n",
"[57]\tvalid_0's poisson: -88.7687\tvalid_0's huber: 28.3472\n",
"[58]\tvalid_0's poisson: -88.7956\tvalid_0's huber: 28.3222\n",
"[59]\tvalid_0's poisson: -88.8226\tvalid_0's huber: 28.2972\n",
"[60]\tvalid_0's poisson: -88.8493\tvalid_0's huber: 28.2723\n",
"[61]\tvalid_0's poisson: -88.8761\tvalid_0's huber: 28.2474\n",
"[62]\tvalid_0's poisson: -88.903\tvalid_0's huber: 28.2225\n",
"[63]\tvalid_0's poisson: -88.9295\tvalid_0's huber: 28.1977\n",
"[64]\tvalid_0's poisson: -88.9563\tvalid_0's huber: 28.1728\n",
"[65]\tvalid_0's poisson: -88.9828\tvalid_0's huber: 28.148\n",
"[66]\tvalid_0's poisson: -89.0094\tvalid_0's huber: 28.1232\n",
"[67]\tvalid_0's poisson: -89.0358\tvalid_0's huber: 28.0985\n",
"[68]\tvalid_0's poisson: -89.0624\tvalid_0's huber: 28.0738\n",
"[69]\tvalid_0's poisson: -89.0889\tvalid_0's huber: 28.0491\n",
"[70]\tvalid_0's poisson: -89.1152\tvalid_0's huber: 28.0245\n",
"[71]\tvalid_0's poisson: -89.1416\tvalid_0's huber: 27.9998\n",
"[72]\tvalid_0's poisson: -89.1678\tvalid_0's huber: 27.9752\n",
"[73]\tvalid_0's poisson: -89.1942\tvalid_0's huber: 27.9506\n",
"[74]\tvalid_0's poisson: -89.2203\tvalid_0's huber: 27.9261\n",
"[75]\tvalid_0's poisson: -89.2466\tvalid_0's huber: 27.9015\n",
"[76]\tvalid_0's poisson: -89.2728\tvalid_0's huber: 27.877\n",
"[77]\tvalid_0's poisson: -89.2988\tvalid_0's huber: 27.8525\n",
"[78]\tvalid_0's poisson: -89.325\tvalid_0's huber: 27.8281\n",
"[79]\tvalid_0's poisson: -89.3509\tvalid_0's huber: 27.8037\n",
"[80]\tvalid_0's poisson: -89.377\tvalid_0's huber: 27.7792\n",
"[81]\tvalid_0's poisson: -89.4028\tvalid_0's huber: 27.7549\n",
"[82]\tvalid_0's poisson: -89.4288\tvalid_0's huber: 27.7305\n",
"[83]\tvalid_0's poisson: -89.4546\tvalid_0's huber: 27.7062\n",
"[84]\tvalid_0's poisson: -89.4804\tvalid_0's huber: 27.682\n",
"[85]\tvalid_0's poisson: -89.5061\tvalid_0's huber: 27.6577\n",
"[86]\tvalid_0's poisson: -89.5318\tvalid_0's huber: 27.6335\n",
"[87]\tvalid_0's poisson: -89.5575\tvalid_0's huber: 27.6094\n",
"[88]\tvalid_0's poisson: -89.5831\tvalid_0's huber: 27.5852\n",
"[89]\tvalid_0's poisson: -89.6086\tvalid_0's huber: 27.5611\n",
"[90]\tvalid_0's poisson: -89.6342\tvalid_0's huber: 27.537\n",
"[91]\tvalid_0's poisson: -89.6597\tvalid_0's huber: 27.5129\n",
"[92]\tvalid_0's poisson: -89.6851\tvalid_0's huber: 27.4888\n",
"[93]\tvalid_0's poisson: -89.7106\tvalid_0's huber: 27.4648\n",
"[94]\tvalid_0's poisson: -89.7359\tvalid_0's huber: 27.4408\n",
"[95]\tvalid_0's poisson: -89.7613\tvalid_0's huber: 27.4168\n",
"[96]\tvalid_0's poisson: -89.7866\tvalid_0's huber: 27.3929\n",
"[97]\tvalid_0's poisson: -89.8119\tvalid_0's huber: 27.369\n",
"[98]\tvalid_0's poisson: -89.8371\tvalid_0's huber: 27.3451\n",
"[99]\tvalid_0's poisson: -89.8623\tvalid_0's huber: 27.3212\n",
"[100]\tvalid_0's poisson: -89.8874\tvalid_0's huber: 27.2974\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2028\tvalid_0's huber: 29.7832\n",
"[2]\tvalid_0's poisson: -87.2316\tvalid_0's huber: 29.7567\n",
"[3]\tvalid_0's poisson: -87.2603\tvalid_0's huber: 29.7303\n",
"[4]\tvalid_0's poisson: -87.289\tvalid_0's huber: 29.7038\n",
"[5]\tvalid_0's poisson: -87.3177\tvalid_0's huber: 29.6774\n",
"[6]\tvalid_0's poisson: -87.3463\tvalid_0's huber: 29.6511\n",
"[7]\tvalid_0's poisson: -87.3748\tvalid_0's huber: 29.6247\n",
"[8]\tvalid_0's poisson: -87.4033\tvalid_0's huber: 29.5984\n",
"[9]\tvalid_0's poisson: -87.4317\tvalid_0's huber: 29.5722\n",
"[10]\tvalid_0's poisson: -87.4601\tvalid_0's huber: 29.5459\n",
"[11]\tvalid_0's poisson: -87.4884\tvalid_0's huber: 29.5197\n",
"[12]\tvalid_0's poisson: -87.5167\tvalid_0's huber: 29.4936\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[13]\tvalid_0's poisson: -87.5449\tvalid_0's huber: 29.4674\n",
"[14]\tvalid_0's poisson: -87.5731\tvalid_0's huber: 29.4413\n",
"[15]\tvalid_0's poisson: -87.6012\tvalid_0's huber: 29.4152\n",
"[16]\tvalid_0's poisson: -87.6293\tvalid_0's huber: 29.3892\n",
"[17]\tvalid_0's poisson: -87.6573\tvalid_0's huber: 29.3632\n",
"[18]\tvalid_0's poisson: -87.6852\tvalid_0's huber: 29.3372\n",
"[19]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3113\n",
"[20]\tvalid_0's poisson: -87.742\tvalid_0's huber: 29.285\n",
"[21]\tvalid_0's poisson: -87.7708\tvalid_0's huber: 29.2587\n",
"[22]\tvalid_0's poisson: -87.7995\tvalid_0's huber: 29.2324\n",
"[23]\tvalid_0's poisson: -87.8273\tvalid_0's huber: 29.2066\n",
"[24]\tvalid_0's poisson: -87.856\tvalid_0's huber: 29.1804\n",
"[25]\tvalid_0's poisson: -87.8846\tvalid_0's huber: 29.1542\n",
"[26]\tvalid_0's poisson: -87.9132\tvalid_0's huber: 29.128\n",
"[27]\tvalid_0's poisson: -87.9408\tvalid_0's huber: 29.1023\n",
"[28]\tvalid_0's poisson: -87.9693\tvalid_0's huber: 29.0762\n",
"[29]\tvalid_0's poisson: -87.9978\tvalid_0's huber: 29.0501\n",
"[30]\tvalid_0's poisson: -88.0253\tvalid_0's huber: 29.0244\n",
"[31]\tvalid_0's poisson: -88.0537\tvalid_0's huber: 28.9984\n",
"[32]\tvalid_0's poisson: -88.0811\tvalid_0's huber: 28.9728\n",
"[33]\tvalid_0's poisson: -88.1085\tvalid_0's huber: 28.9472\n",
"[34]\tvalid_0's poisson: -88.1368\tvalid_0's huber: 28.9212\n",
"[35]\tvalid_0's poisson: -88.1641\tvalid_0's huber: 28.8956\n",
"[36]\tvalid_0's poisson: -88.1924\tvalid_0's huber: 28.8697\n",
"[37]\tvalid_0's poisson: -88.2196\tvalid_0's huber: 28.8442\n",
"[38]\tvalid_0's poisson: -88.2478\tvalid_0's huber: 28.8183\n",
"[39]\tvalid_0's poisson: -88.2759\tvalid_0's huber: 28.7924\n",
"[40]\tvalid_0's poisson: -88.304\tvalid_0's huber: 28.7666\n",
"[41]\tvalid_0's poisson: -88.332\tvalid_0's huber: 28.7408\n",
"[42]\tvalid_0's poisson: -88.36\tvalid_0's huber: 28.715\n",
"[43]\tvalid_0's poisson: -88.388\tvalid_0's huber: 28.6893\n",
"[44]\tvalid_0's poisson: -88.4149\tvalid_0's huber: 28.6639\n",
"[45]\tvalid_0's poisson: -88.4428\tvalid_0's huber: 28.6382\n",
"[46]\tvalid_0's poisson: -88.4707\tvalid_0's huber: 28.6125\n",
"[47]\tvalid_0's poisson: -88.4985\tvalid_0's huber: 28.5869\n",
"[48]\tvalid_0's poisson: -88.5262\tvalid_0's huber: 28.5613\n",
"[49]\tvalid_0's poisson: -88.5539\tvalid_0's huber: 28.5357\n",
"[50]\tvalid_0's poisson: -88.5806\tvalid_0's huber: 28.5104\n",
"[51]\tvalid_0's poisson: -88.6083\tvalid_0's huber: 28.4849\n",
"[52]\tvalid_0's poisson: -88.6358\tvalid_0's huber: 28.4594\n",
"[53]\tvalid_0's poisson: -88.6634\tvalid_0's huber: 28.4339\n",
"[54]\tvalid_0's poisson: -88.6909\tvalid_0's huber: 28.4085\n",
"[55]\tvalid_0's poisson: -88.7183\tvalid_0's huber: 28.3831\n",
"[56]\tvalid_0's poisson: -88.7458\tvalid_0's huber: 28.3577\n",
"[57]\tvalid_0's poisson: -88.7731\tvalid_0's huber: 28.3323\n",
"[58]\tvalid_0's poisson: -88.8005\tvalid_0's huber: 28.307\n",
"[59]\tvalid_0's poisson: -88.8278\tvalid_0's huber: 28.2817\n",
"[60]\tvalid_0's poisson: -88.855\tvalid_0's huber: 28.2564\n",
"[61]\tvalid_0's poisson: -88.8822\tvalid_0's huber: 28.2311\n",
"[62]\tvalid_0's poisson: -88.9094\tvalid_0's huber: 28.2059\n",
"[63]\tvalid_0's poisson: -88.9365\tvalid_0's huber: 28.1806\n",
"[64]\tvalid_0's poisson: -88.9636\tvalid_0's huber: 28.1554\n",
"[65]\tvalid_0's poisson: -88.9897\tvalid_0's huber: 28.1304\n",
"[66]\tvalid_0's poisson: -89.0157\tvalid_0's huber: 28.1054\n",
"[67]\tvalid_0's poisson: -89.0427\tvalid_0's huber: 28.0803\n",
"[68]\tvalid_0's poisson: -89.0686\tvalid_0's huber: 28.0553\n",
"[69]\tvalid_0's poisson: -89.0955\tvalid_0's huber: 28.0302\n",
"[70]\tvalid_0's poisson: -89.1224\tvalid_0's huber: 28.0051\n",
"[71]\tvalid_0's poisson: -89.1493\tvalid_0's huber: 27.98\n",
"[72]\tvalid_0's poisson: -89.1761\tvalid_0's huber: 27.955\n",
"[73]\tvalid_0's poisson: -89.2028\tvalid_0's huber: 27.93\n",
"[74]\tvalid_0's poisson: -89.2296\tvalid_0's huber: 27.905\n",
"[75]\tvalid_0's poisson: -89.2562\tvalid_0's huber: 27.88\n",
"[76]\tvalid_0's poisson: -89.2829\tvalid_0's huber: 27.8551\n",
"[77]\tvalid_0's poisson: -89.3095\tvalid_0's huber: 27.8302\n",
"[78]\tvalid_0's poisson: -89.336\tvalid_0's huber: 27.8054\n",
"[79]\tvalid_0's poisson: -89.3625\tvalid_0's huber: 27.7805\n",
"[80]\tvalid_0's poisson: -89.389\tvalid_0's huber: 27.7557\n",
"[81]\tvalid_0's poisson: -89.4154\tvalid_0's huber: 27.731\n",
"[82]\tvalid_0's poisson: -89.4418\tvalid_0's huber: 27.7062\n",
"[83]\tvalid_0's poisson: -89.4681\tvalid_0's huber: 27.6815\n",
"[84]\tvalid_0's poisson: -89.4944\tvalid_0's huber: 27.6568\n",
"[85]\tvalid_0's poisson: -89.5206\tvalid_0's huber: 27.6322\n",
"[86]\tvalid_0's poisson: -89.5468\tvalid_0's huber: 27.6076\n",
"[87]\tvalid_0's poisson: -89.573\tvalid_0's huber: 27.583\n",
"[88]\tvalid_0's poisson: -89.5991\tvalid_0's huber: 27.5584\n",
"[89]\tvalid_0's poisson: -89.6251\tvalid_0's huber: 27.5339\n",
"[90]\tvalid_0's poisson: -89.6512\tvalid_0's huber: 27.5094\n",
"[91]\tvalid_0's poisson: -89.6772\tvalid_0's huber: 27.485\n",
"[92]\tvalid_0's poisson: -89.7031\tvalid_0's huber: 27.4605\n",
"[93]\tvalid_0's poisson: -89.729\tvalid_0's huber: 27.4361\n",
"[94]\tvalid_0's poisson: -89.7549\tvalid_0's huber: 27.4117\n",
"[95]\tvalid_0's poisson: -89.7807\tvalid_0's huber: 27.3874\n",
"[96]\tvalid_0's poisson: -89.8064\tvalid_0's huber: 27.363\n",
"[97]\tvalid_0's poisson: -89.8322\tvalid_0's huber: 27.3387\n",
"[98]\tvalid_0's poisson: -89.8579\tvalid_0's huber: 27.3144\n",
"[99]\tvalid_0's poisson: -89.8835\tvalid_0's huber: 27.2902\n",
"[100]\tvalid_0's poisson: -89.9091\tvalid_0's huber: 27.266\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1987\tvalid_0's huber: 29.8164\n",
"[2]\tvalid_0's poisson: -87.2277\tvalid_0's huber: 29.79\n",
"[3]\tvalid_0's poisson: -87.2567\tvalid_0's huber: 29.7636\n",
"[4]\tvalid_0's poisson: -87.2857\tvalid_0's huber: 29.7372\n",
"[5]\tvalid_0's poisson: -87.3146\tvalid_0's huber: 29.7109\n",
"[6]\tvalid_0's poisson: -87.3435\tvalid_0's huber: 29.6846\n",
"[7]\tvalid_0's poisson: -87.3724\tvalid_0's huber: 29.6583\n",
"[8]\tvalid_0's poisson: -87.4012\tvalid_0's huber: 29.632\n",
"[9]\tvalid_0's poisson: -87.43\tvalid_0's huber: 29.6057\n",
"[10]\tvalid_0's poisson: -87.4587\tvalid_0's huber: 29.5795\n",
"[11]\tvalid_0's poisson: -87.4874\tvalid_0's huber: 29.5533\n",
"[12]\tvalid_0's poisson: -87.516\tvalid_0's huber: 29.5271\n",
"[13]\tvalid_0's poisson: -87.5446\tvalid_0's huber: 29.501\n",
"[14]\tvalid_0's poisson: -87.5732\tvalid_0's huber: 29.4749\n",
"[15]\tvalid_0's poisson: -87.6017\tvalid_0's huber: 29.4488\n",
"[16]\tvalid_0's poisson: -87.6302\tvalid_0's huber: 29.4227\n",
"[17]\tvalid_0's poisson: -87.6586\tvalid_0's huber: 29.3967\n",
"[18]\tvalid_0's poisson: -87.687\tvalid_0's huber: 29.3707\n",
"[19]\tvalid_0's poisson: -87.7154\tvalid_0's huber: 29.3447\n",
"[20]\tvalid_0's poisson: -87.7437\tvalid_0's huber: 29.3188\n",
"[21]\tvalid_0's poisson: -87.772\tvalid_0's huber: 29.2928\n",
"[22]\tvalid_0's poisson: -87.8002\tvalid_0's huber: 29.2669\n",
"[23]\tvalid_0's poisson: -87.8284\tvalid_0's huber: 29.2411\n",
"[24]\tvalid_0's poisson: -87.8566\tvalid_0's huber: 29.2152\n",
"[25]\tvalid_0's poisson: -87.8847\tvalid_0's huber: 29.1894\n",
"[26]\tvalid_0's poisson: -87.9128\tvalid_0's huber: 29.1636\n",
"[27]\tvalid_0's poisson: -87.9408\tvalid_0's huber: 29.1379\n",
"[28]\tvalid_0's poisson: -87.9688\tvalid_0's huber: 29.1122\n",
"[29]\tvalid_0's poisson: -87.9967\tvalid_0's huber: 29.0865\n",
"[30]\tvalid_0's poisson: -88.0246\tvalid_0's huber: 29.0608\n",
"[31]\tvalid_0's poisson: -88.0525\tvalid_0's huber: 29.0351\n",
"[32]\tvalid_0's poisson: -88.0803\tvalid_0's huber: 29.0095\n",
"[33]\tvalid_0's poisson: -88.1081\tvalid_0's huber: 28.9839\n",
"[34]\tvalid_0's poisson: -88.1359\tvalid_0's huber: 28.9583\n",
"[35]\tvalid_0's poisson: -88.1636\tvalid_0's huber: 28.9327\n",
"[36]\tvalid_0's poisson: -88.1913\tvalid_0's huber: 28.9072\n",
"[37]\tvalid_0's poisson: -88.2189\tvalid_0's huber: 28.8817\n",
"[38]\tvalid_0's poisson: -88.2465\tvalid_0's huber: 28.8562\n",
"[39]\tvalid_0's poisson: -88.2741\tvalid_0's huber: 28.8307\n",
"[40]\tvalid_0's poisson: -88.3016\tvalid_0's huber: 28.8053\n",
"[41]\tvalid_0's poisson: -88.3291\tvalid_0's huber: 28.7799\n",
"[42]\tvalid_0's poisson: -88.3566\tvalid_0's huber: 28.7545\n",
"[43]\tvalid_0's poisson: -88.384\tvalid_0's huber: 28.7291\n",
"[44]\tvalid_0's poisson: -88.4114\tvalid_0's huber: 28.7038\n",
"[45]\tvalid_0's poisson: -88.4387\tvalid_0's huber: 28.6785\n",
"[46]\tvalid_0's poisson: -88.466\tvalid_0's huber: 28.6532\n",
"[47]\tvalid_0's poisson: -88.4932\tvalid_0's huber: 28.628\n",
"[48]\tvalid_0's poisson: -88.5204\tvalid_0's huber: 28.6028\n",
"[49]\tvalid_0's poisson: -88.5476\tvalid_0's huber: 28.5776\n",
"[50]\tvalid_0's poisson: -88.5747\tvalid_0's huber: 28.5524\n",
"[51]\tvalid_0's poisson: -88.6017\tvalid_0's huber: 28.5273\n",
"[52]\tvalid_0's poisson: -88.6288\tvalid_0's huber: 28.5022\n",
"[53]\tvalid_0's poisson: -88.6557\tvalid_0's huber: 28.4771\n",
"[54]\tvalid_0's poisson: -88.6827\tvalid_0's huber: 28.4521\n",
"[55]\tvalid_0's poisson: -88.7096\tvalid_0's huber: 28.4271\n",
"[56]\tvalid_0's poisson: -88.7364\tvalid_0's huber: 28.4021\n",
"[57]\tvalid_0's poisson: -88.7633\tvalid_0's huber: 28.3771\n",
"[58]\tvalid_0's poisson: -88.79\tvalid_0's huber: 28.3522\n",
"[59]\tvalid_0's poisson: -88.8168\tvalid_0's huber: 28.3273\n",
"[60]\tvalid_0's poisson: -88.8435\tvalid_0's huber: 28.3024\n",
"[61]\tvalid_0's poisson: -88.8701\tvalid_0's huber: 28.2775\n",
"[62]\tvalid_0's poisson: -88.8967\tvalid_0's huber: 28.2527\n",
"[63]\tvalid_0's poisson: -88.9233\tvalid_0's huber: 28.2278\n",
"[64]\tvalid_0's poisson: -88.9498\tvalid_0's huber: 28.203\n",
"[65]\tvalid_0's poisson: -88.9763\tvalid_0's huber: 28.1783\n",
"[66]\tvalid_0's poisson: -89.0027\tvalid_0's huber: 28.1535\n",
"[67]\tvalid_0's poisson: -89.0291\tvalid_0's huber: 28.1288\n",
"[68]\tvalid_0's poisson: -89.0554\tvalid_0's huber: 28.1041\n",
"[69]\tvalid_0's poisson: -89.0817\tvalid_0's huber: 28.0795\n",
"[70]\tvalid_0's poisson: -89.108\tvalid_0's huber: 28.0548\n",
"[71]\tvalid_0's poisson: -89.1342\tvalid_0's huber: 28.0302\n",
"[72]\tvalid_0's poisson: -89.1604\tvalid_0's huber: 28.0057\n",
"[73]\tvalid_0's poisson: -89.1865\tvalid_0's huber: 27.9811\n",
"[74]\tvalid_0's poisson: -89.2126\tvalid_0's huber: 27.9566\n",
"[75]\tvalid_0's poisson: -89.2386\tvalid_0's huber: 27.9321\n",
"[76]\tvalid_0's poisson: -89.2647\tvalid_0's huber: 27.9076\n",
"[77]\tvalid_0's poisson: -89.2906\tvalid_0's huber: 27.8832\n",
"[78]\tvalid_0's poisson: -89.3166\tvalid_0's huber: 27.8587\n",
"[79]\tvalid_0's poisson: -89.3425\tvalid_0's huber: 27.8343\n",
"[80]\tvalid_0's poisson: -89.3684\tvalid_0's huber: 27.8099\n",
"[81]\tvalid_0's poisson: -89.3942\tvalid_0's huber: 27.7856\n",
"[82]\tvalid_0's poisson: -89.42\tvalid_0's huber: 27.7613\n",
"[83]\tvalid_0's poisson: -89.4457\tvalid_0's huber: 27.737\n",
"[84]\tvalid_0's poisson: -89.4714\tvalid_0's huber: 27.7127\n",
"[85]\tvalid_0's poisson: -89.4971\tvalid_0's huber: 27.6885\n",
"[86]\tvalid_0's poisson: -89.5227\tvalid_0's huber: 27.6643\n",
"[87]\tvalid_0's poisson: -89.5483\tvalid_0's huber: 27.6401\n",
"[88]\tvalid_0's poisson: -89.5738\tvalid_0's huber: 27.6159\n",
"[89]\tvalid_0's poisson: -89.5993\tvalid_0's huber: 27.5918\n",
"[90]\tvalid_0's poisson: -89.6247\tvalid_0's huber: 27.5677\n",
"[91]\tvalid_0's poisson: -89.6501\tvalid_0's huber: 27.5436\n",
"[92]\tvalid_0's poisson: -89.6755\tvalid_0's huber: 27.5195\n",
"[93]\tvalid_0's poisson: -89.7008\tvalid_0's huber: 27.4955\n",
"[94]\tvalid_0's poisson: -89.7261\tvalid_0's huber: 27.4714\n",
"[95]\tvalid_0's poisson: -89.7514\tvalid_0's huber: 27.4475\n",
"[96]\tvalid_0's poisson: -89.7766\tvalid_0's huber: 27.4235\n",
"[97]\tvalid_0's poisson: -89.8018\tvalid_0's huber: 27.3996\n",
"[98]\tvalid_0's poisson: -89.8269\tvalid_0's huber: 27.3757\n",
"[99]\tvalid_0's poisson: -89.852\tvalid_0's huber: 27.3518\n",
"[100]\tvalid_0's poisson: -89.877\tvalid_0's huber: 27.328\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2053\tvalid_0's huber: 29.7671\n",
"[2]\tvalid_0's poisson: -87.2346\tvalid_0's huber: 29.7406\n",
"[3]\tvalid_0's poisson: -87.2638\tvalid_0's huber: 29.7142\n",
"[4]\tvalid_0's poisson: -87.293\tvalid_0's huber: 29.6878\n",
"[5]\tvalid_0's poisson: -87.3221\tvalid_0's huber: 29.6614\n",
"[6]\tvalid_0's poisson: -87.3512\tvalid_0's huber: 29.635\n",
"[7]\tvalid_0's poisson: -87.3803\tvalid_0's huber: 29.6086\n",
"[8]\tvalid_0's poisson: -87.4093\tvalid_0's huber: 29.5823\n",
"[9]\tvalid_0's poisson: -87.4383\tvalid_0's huber: 29.556\n",
"[10]\tvalid_0's poisson: -87.4672\tvalid_0's huber: 29.5297\n",
"[11]\tvalid_0's poisson: -87.4961\tvalid_0's huber: 29.5035\n",
"[12]\tvalid_0's poisson: -87.525\tvalid_0's huber: 29.4773\n",
"[13]\tvalid_0's poisson: -87.5538\tvalid_0's huber: 29.4511\n",
"[14]\tvalid_0's poisson: -87.5825\tvalid_0's huber: 29.4249\n",
"[15]\tvalid_0's poisson: -87.6112\tvalid_0's huber: 29.3988\n",
"[16]\tvalid_0's poisson: -87.6399\tvalid_0's huber: 29.3727\n",
"[17]\tvalid_0's poisson: -87.6685\tvalid_0's huber: 29.3466\n",
"[18]\tvalid_0's poisson: -87.6971\tvalid_0's huber: 29.3205\n",
"[19]\tvalid_0's poisson: -87.7256\tvalid_0's huber: 29.2945\n",
"[20]\tvalid_0's poisson: -87.7541\tvalid_0's huber: 29.2685\n",
"[21]\tvalid_0's poisson: -87.7826\tvalid_0's huber: 29.2425\n",
"[22]\tvalid_0's poisson: -87.811\tvalid_0's huber: 29.2166\n",
"[23]\tvalid_0's poisson: -87.8393\tvalid_0's huber: 29.1907\n",
"[24]\tvalid_0's poisson: -87.8677\tvalid_0's huber: 29.1648\n",
"[25]\tvalid_0's poisson: -87.8959\tvalid_0's huber: 29.139\n",
"[26]\tvalid_0's poisson: -87.9242\tvalid_0's huber: 29.1131\n",
"[27]\tvalid_0's poisson: -87.9523\tvalid_0's huber: 29.0873\n",
"[28]\tvalid_0's poisson: -87.9805\tvalid_0's huber: 29.0616\n",
"[29]\tvalid_0's poisson: -88.0086\tvalid_0's huber: 29.0358\n",
"[30]\tvalid_0's poisson: -88.0366\tvalid_0's huber: 29.0101\n",
"[31]\tvalid_0's poisson: -88.0646\tvalid_0's huber: 28.9844\n",
"[32]\tvalid_0's poisson: -88.0926\tvalid_0's huber: 28.9588\n",
"[33]\tvalid_0's poisson: -88.1205\tvalid_0's huber: 28.9332\n",
"[34]\tvalid_0's poisson: -88.1484\tvalid_0's huber: 28.9076\n",
"[35]\tvalid_0's poisson: -88.1762\tvalid_0's huber: 28.882\n",
"[36]\tvalid_0's poisson: -88.204\tvalid_0's huber: 28.8565\n",
"[37]\tvalid_0's poisson: -88.2317\tvalid_0's huber: 28.831\n",
"[38]\tvalid_0's poisson: -88.2594\tvalid_0's huber: 28.8055\n",
"[39]\tvalid_0's poisson: -88.2871\tvalid_0's huber: 28.7801\n",
"[40]\tvalid_0's poisson: -88.3147\tvalid_0's huber: 28.7546\n",
"[41]\tvalid_0's poisson: -88.3423\tvalid_0's huber: 28.7292\n",
"[42]\tvalid_0's poisson: -88.3698\tvalid_0's huber: 28.7039\n",
"[43]\tvalid_0's poisson: -88.3973\tvalid_0's huber: 28.6785\n",
"[44]\tvalid_0's poisson: -88.4248\tvalid_0's huber: 28.6532\n",
"[45]\tvalid_0's poisson: -88.4522\tvalid_0's huber: 28.6279\n",
"[46]\tvalid_0's poisson: -88.4796\tvalid_0's huber: 28.6027\n",
"[47]\tvalid_0's poisson: -88.5069\tvalid_0's huber: 28.5774\n",
"[48]\tvalid_0's poisson: -88.5342\tvalid_0's huber: 28.5522\n",
"[49]\tvalid_0's poisson: -88.5615\tvalid_0's huber: 28.527\n",
"[50]\tvalid_0's poisson: -88.5887\tvalid_0's huber: 28.5019\n",
"[51]\tvalid_0's poisson: -88.6159\tvalid_0's huber: 28.4768\n",
"[52]\tvalid_0's poisson: -88.643\tvalid_0's huber: 28.4517\n",
"[53]\tvalid_0's poisson: -88.6701\tvalid_0's huber: 28.4266\n",
"[54]\tvalid_0's poisson: -88.6971\tvalid_0's huber: 28.4015\n",
"[55]\tvalid_0's poisson: -88.7241\tvalid_0's huber: 28.3765\n",
"[56]\tvalid_0's poisson: -88.7511\tvalid_0's huber: 28.3515\n",
"[57]\tvalid_0's poisson: -88.778\tvalid_0's huber: 28.3265\n",
"[58]\tvalid_0's poisson: -88.8049\tvalid_0's huber: 28.3016\n",
"[59]\tvalid_0's poisson: -88.8317\tvalid_0's huber: 28.2766\n",
"[60]\tvalid_0's poisson: -88.8585\tvalid_0's huber: 28.2517\n",
"[61]\tvalid_0's poisson: -88.8852\tvalid_0's huber: 28.2269\n",
"[62]\tvalid_0's poisson: -88.9119\tvalid_0's huber: 28.202\n",
"[63]\tvalid_0's poisson: -88.9385\tvalid_0's huber: 28.1772\n",
"[64]\tvalid_0's poisson: -88.9651\tvalid_0's huber: 28.1524\n",
"[65]\tvalid_0's poisson: -88.9917\tvalid_0's huber: 28.1276\n",
"[66]\tvalid_0's poisson: -89.0182\tvalid_0's huber: 28.1029\n",
"[67]\tvalid_0's poisson: -89.0446\tvalid_0's huber: 28.0782\n",
"[68]\tvalid_0's poisson: -89.0711\tvalid_0's huber: 28.0536\n",
"[69]\tvalid_0's poisson: -89.0974\tvalid_0's huber: 28.0289\n",
"[70]\tvalid_0's poisson: -89.1238\tvalid_0's huber: 28.0043\n",
"[71]\tvalid_0's poisson: -89.15\tvalid_0's huber: 27.9797\n",
"[72]\tvalid_0's poisson: -89.1763\tvalid_0's huber: 27.9552\n",
"[73]\tvalid_0's poisson: -89.2025\tvalid_0's huber: 27.9306\n",
"[74]\tvalid_0's poisson: -89.2286\tvalid_0's huber: 27.9061\n",
"[75]\tvalid_0's poisson: -89.2548\tvalid_0's huber: 27.8816\n",
"[76]\tvalid_0's poisson: -89.281\tvalid_0's huber: 27.8566\n",
"[77]\tvalid_0's poisson: -89.3071\tvalid_0's huber: 27.8321\n",
"[78]\tvalid_0's poisson: -89.3332\tvalid_0's huber: 27.8071\n",
"[79]\tvalid_0's poisson: -89.3592\tvalid_0's huber: 27.7827\n",
"[80]\tvalid_0's poisson: -89.3853\tvalid_0's huber: 27.7578\n",
"[81]\tvalid_0's poisson: -89.4114\tvalid_0's huber: 27.7333\n",
"[82]\tvalid_0's poisson: -89.4374\tvalid_0's huber: 27.7084\n",
"[83]\tvalid_0's poisson: -89.4634\tvalid_0's huber: 27.6835\n",
"[84]\tvalid_0's poisson: -89.4894\tvalid_0's huber: 27.6591\n",
"[85]\tvalid_0's poisson: -89.5154\tvalid_0's huber: 27.6343\n",
"[86]\tvalid_0's poisson: -89.5413\tvalid_0's huber: 27.61\n",
"[87]\tvalid_0's poisson: -89.5672\tvalid_0's huber: 27.5857\n",
"[88]\tvalid_0's poisson: -89.5931\tvalid_0's huber: 27.561\n",
"[89]\tvalid_0's poisson: -89.6189\tvalid_0's huber: 27.5367\n",
"[90]\tvalid_0's poisson: -89.6446\tvalid_0's huber: 27.5125\n",
"[91]\tvalid_0's poisson: -89.6704\tvalid_0's huber: 27.4878\n",
"[92]\tvalid_0's poisson: -89.6961\tvalid_0's huber: 27.4637\n",
"[93]\tvalid_0's poisson: -89.7215\tvalid_0's huber: 27.4396\n",
"[94]\tvalid_0's poisson: -89.7472\tvalid_0's huber: 27.415\n",
"[95]\tvalid_0's poisson: -89.7727\tvalid_0's huber: 27.3909\n",
"[96]\tvalid_0's poisson: -89.7983\tvalid_0's huber: 27.3668\n",
"[97]\tvalid_0's poisson: -89.8238\tvalid_0's huber: 27.3423\n",
"[98]\tvalid_0's poisson: -89.8492\tvalid_0's huber: 27.3183\n",
"[99]\tvalid_0's poisson: -89.8744\tvalid_0's huber: 27.2944\n",
"[100]\tvalid_0's poisson: -89.8999\tvalid_0's huber: 27.27\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.1929\tvalid_0's huber: 29.8587\n",
"[2]\tvalid_0's poisson: -87.2222\tvalid_0's huber: 29.8321\n",
"[3]\tvalid_0's poisson: -87.2514\tvalid_0's huber: 29.8056\n",
"[4]\tvalid_0's poisson: -87.2805\tvalid_0's huber: 29.7791\n",
"[5]\tvalid_0's poisson: -87.3097\tvalid_0's huber: 29.7526\n",
"[6]\tvalid_0's poisson: -87.3388\tvalid_0's huber: 29.7261\n",
"[7]\tvalid_0's poisson: -87.3678\tvalid_0's huber: 29.6996\n",
"[8]\tvalid_0's poisson: -87.3968\tvalid_0's huber: 29.6732\n",
"[9]\tvalid_0's poisson: -87.4258\tvalid_0's huber: 29.6468\n",
"[10]\tvalid_0's poisson: -87.4547\tvalid_0's huber: 29.6204\n",
"[11]\tvalid_0's poisson: -87.4836\tvalid_0's huber: 29.594\n",
"[12]\tvalid_0's poisson: -87.5124\tvalid_0's huber: 29.5677\n",
"[13]\tvalid_0's poisson: -87.5412\tvalid_0's huber: 29.5414\n",
"[14]\tvalid_0's poisson: -87.57\tvalid_0's huber: 29.5151\n",
"[15]\tvalid_0's poisson: -87.5987\tvalid_0's huber: 29.4889\n",
"[16]\tvalid_0's poisson: -87.6273\tvalid_0's huber: 29.4627\n",
"[17]\tvalid_0's poisson: -87.656\tvalid_0's huber: 29.4365\n",
"[18]\tvalid_0's poisson: -87.6846\tvalid_0's huber: 29.4103\n",
"[19]\tvalid_0's poisson: -87.7131\tvalid_0's huber: 29.3842\n",
"[20]\tvalid_0's poisson: -87.7416\tvalid_0's huber: 29.3581\n",
"[21]\tvalid_0's poisson: -87.7701\tvalid_0's huber: 29.332\n",
"[22]\tvalid_0's poisson: -87.7985\tvalid_0's huber: 29.306\n",
"[23]\tvalid_0's poisson: -87.8269\tvalid_0's huber: 29.28\n",
"[24]\tvalid_0's poisson: -87.8552\tvalid_0's huber: 29.254\n",
"[25]\tvalid_0's poisson: -87.8835\tvalid_0's huber: 29.228\n",
"[26]\tvalid_0's poisson: -87.9117\tvalid_0's huber: 29.2021\n",
"[27]\tvalid_0's poisson: -87.9399\tvalid_0's huber: 29.1762\n",
"[28]\tvalid_0's poisson: -87.9681\tvalid_0's huber: 29.1503\n",
"[29]\tvalid_0's poisson: -87.9962\tvalid_0's huber: 29.1244\n",
"[30]\tvalid_0's poisson: -88.0243\tvalid_0's huber: 29.0986\n",
"[31]\tvalid_0's poisson: -88.0524\tvalid_0's huber: 29.0728\n",
"[32]\tvalid_0's poisson: -88.0804\tvalid_0's huber: 29.047\n",
"[33]\tvalid_0's poisson: -88.1084\tvalid_0's huber: 29.0213\n",
"[34]\tvalid_0's poisson: -88.1363\tvalid_0's huber: 28.9955\n",
"[35]\tvalid_0's poisson: -88.1643\tvalid_0's huber: 28.9698\n",
"[36]\tvalid_0's poisson: -88.1921\tvalid_0's huber: 28.9441\n",
"[37]\tvalid_0's poisson: -88.22\tvalid_0's huber: 28.9184\n",
"[38]\tvalid_0's poisson: -88.2478\tvalid_0's huber: 28.8928\n",
"[39]\tvalid_0's poisson: -88.2756\tvalid_0's huber: 28.8672\n",
"[40]\tvalid_0's poisson: -88.3033\tvalid_0's huber: 28.8416\n",
"[41]\tvalid_0's poisson: -88.331\tvalid_0's huber: 28.816\n",
"[42]\tvalid_0's poisson: -88.3586\tvalid_0's huber: 28.7904\n",
"[43]\tvalid_0's poisson: -88.3862\tvalid_0's huber: 28.7649\n",
"[44]\tvalid_0's poisson: -88.4138\tvalid_0's huber: 28.7394\n",
"[45]\tvalid_0's poisson: -88.4413\tvalid_0's huber: 28.714\n",
"[46]\tvalid_0's poisson: -88.4688\tvalid_0's huber: 28.6886\n",
"[47]\tvalid_0's poisson: -88.4962\tvalid_0's huber: 28.6631\n",
"[48]\tvalid_0's poisson: -88.5236\tvalid_0's huber: 28.6378\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -88.551\tvalid_0's huber: 28.6124\n",
"[50]\tvalid_0's poisson: -88.5783\tvalid_0's huber: 28.5871\n",
"[51]\tvalid_0's poisson: -88.6056\tvalid_0's huber: 28.5618\n",
"[52]\tvalid_0's poisson: -88.6328\tvalid_0's huber: 28.5366\n",
"[53]\tvalid_0's poisson: -88.66\tvalid_0's huber: 28.5113\n",
"[54]\tvalid_0's poisson: -88.6871\tvalid_0's huber: 28.4861\n",
"[55]\tvalid_0's poisson: -88.7142\tvalid_0's huber: 28.4609\n",
"[56]\tvalid_0's poisson: -88.7413\tvalid_0's huber: 28.4358\n",
"[57]\tvalid_0's poisson: -88.7683\tvalid_0's huber: 28.4106\n",
"[58]\tvalid_0's poisson: -88.7953\tvalid_0's huber: 28.3855\n",
"[59]\tvalid_0's poisson: -88.8223\tvalid_0's huber: 28.3605\n",
"[60]\tvalid_0's poisson: -88.8492\tvalid_0's huber: 28.3354\n",
"[61]\tvalid_0's poisson: -88.8761\tvalid_0's huber: 28.3103\n",
"[62]\tvalid_0's poisson: -88.9029\tvalid_0's huber: 28.2853\n",
"[63]\tvalid_0's poisson: -88.9297\tvalid_0's huber: 28.2603\n",
"[64]\tvalid_0's poisson: -88.9565\tvalid_0's huber: 28.2353\n",
"[65]\tvalid_0's poisson: -88.9832\tvalid_0's huber: 28.2104\n",
"[66]\tvalid_0's poisson: -89.0098\tvalid_0's huber: 28.1854\n",
"[67]\tvalid_0's poisson: -89.0364\tvalid_0's huber: 28.1606\n",
"[68]\tvalid_0's poisson: -89.063\tvalid_0's huber: 28.1357\n",
"[69]\tvalid_0's poisson: -89.0895\tvalid_0's huber: 28.1108\n",
"[70]\tvalid_0's poisson: -89.1159\tvalid_0's huber: 28.086\n",
"[71]\tvalid_0's poisson: -89.1424\tvalid_0's huber: 28.0612\n",
"[72]\tvalid_0's poisson: -89.1688\tvalid_0's huber: 28.0365\n",
"[73]\tvalid_0's poisson: -89.1951\tvalid_0's huber: 28.0117\n",
"[74]\tvalid_0's poisson: -89.2214\tvalid_0's huber: 27.987\n",
"[75]\tvalid_0's poisson: -89.2478\tvalid_0's huber: 27.9623\n",
"[76]\tvalid_0's poisson: -89.274\tvalid_0's huber: 27.9377\n",
"[77]\tvalid_0's poisson: -89.3002\tvalid_0's huber: 27.913\n",
"[78]\tvalid_0's poisson: -89.3264\tvalid_0's huber: 27.8884\n",
"[79]\tvalid_0's poisson: -89.3525\tvalid_0's huber: 27.8637\n",
"[80]\tvalid_0's poisson: -89.3786\tvalid_0's huber: 27.8392\n",
"[81]\tvalid_0's poisson: -89.4047\tvalid_0's huber: 27.8146\n",
"[82]\tvalid_0's poisson: -89.4306\tvalid_0's huber: 27.7901\n",
"[83]\tvalid_0's poisson: -89.4567\tvalid_0's huber: 27.7656\n",
"[84]\tvalid_0's poisson: -89.4826\tvalid_0's huber: 27.7411\n",
"[85]\tvalid_0's poisson: -89.5085\tvalid_0's huber: 27.7166\n",
"[86]\tvalid_0's poisson: -89.5343\tvalid_0's huber: 27.6922\n",
"[87]\tvalid_0's poisson: -89.5601\tvalid_0's huber: 27.6678\n",
"[88]\tvalid_0's poisson: -89.5859\tvalid_0's huber: 27.6434\n",
"[89]\tvalid_0's poisson: -89.6117\tvalid_0's huber: 27.6191\n",
"[90]\tvalid_0's poisson: -89.6373\tvalid_0's huber: 27.5948\n",
"[91]\tvalid_0's poisson: -89.663\tvalid_0's huber: 27.5705\n",
"[92]\tvalid_0's poisson: -89.6886\tvalid_0's huber: 27.5462\n",
"[93]\tvalid_0's poisson: -89.7141\tvalid_0's huber: 27.522\n",
"[94]\tvalid_0's poisson: -89.7397\tvalid_0's huber: 27.4977\n",
"[95]\tvalid_0's poisson: -89.7651\tvalid_0's huber: 27.4736\n",
"[96]\tvalid_0's poisson: -89.7906\tvalid_0's huber: 27.4494\n",
"[97]\tvalid_0's poisson: -89.816\tvalid_0's huber: 27.4252\n",
"[98]\tvalid_0's poisson: -89.8413\tvalid_0's huber: 27.4011\n",
"[99]\tvalid_0's poisson: -89.8667\tvalid_0's huber: 27.377\n",
"[100]\tvalid_0's poisson: -89.8919\tvalid_0's huber: 27.353\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3226\tvalid_0's huber: 29.6808\n",
"[2]\tvalid_0's poisson: -87.4706\tvalid_0's huber: 29.5502\n",
"[3]\tvalid_0's poisson: -87.6185\tvalid_0's huber: 29.4211\n",
"[4]\tvalid_0's poisson: -87.7651\tvalid_0's huber: 29.2927\n",
"[5]\tvalid_0's poisson: -87.9101\tvalid_0's huber: 29.164\n",
"[6]\tvalid_0's poisson: -88.0552\tvalid_0's huber: 29.0363\n",
"[7]\tvalid_0's poisson: -88.1984\tvalid_0's huber: 28.9085\n",
"[8]\tvalid_0's poisson: -88.3414\tvalid_0's huber: 28.7825\n",
"[9]\tvalid_0's poisson: -88.4834\tvalid_0's huber: 28.657\n",
"[10]\tvalid_0's poisson: -88.6239\tvalid_0's huber: 28.5311\n",
"[11]\tvalid_0's poisson: -88.7634\tvalid_0's huber: 28.4057\n",
"[12]\tvalid_0's poisson: -88.9027\tvalid_0's huber: 28.2817\n",
"[13]\tvalid_0's poisson: -89.0411\tvalid_0's huber: 28.1581\n",
"[14]\tvalid_0's poisson: -89.1783\tvalid_0's huber: 28.0339\n",
"[15]\tvalid_0's poisson: -89.3155\tvalid_0's huber: 27.9108\n",
"[16]\tvalid_0's poisson: -89.4519\tvalid_0's huber: 27.7881\n",
"[17]\tvalid_0's poisson: -89.5879\tvalid_0's huber: 27.6654\n",
"[18]\tvalid_0's poisson: -89.7222\tvalid_0's huber: 27.543\n",
"[19]\tvalid_0's poisson: -89.8639\tvalid_0's huber: 27.4239\n",
"[20]\tvalid_0's poisson: -89.9967\tvalid_0's huber: 27.3023\n",
"[21]\tvalid_0's poisson: -90.1374\tvalid_0's huber: 27.1836\n",
"[22]\tvalid_0's poisson: -90.2773\tvalid_0's huber: 27.0652\n",
"[23]\tvalid_0's poisson: -90.4156\tvalid_0's huber: 26.9472\n",
"[24]\tvalid_0's poisson: -90.5539\tvalid_0's huber: 26.8298\n",
"[25]\tvalid_0's poisson: -90.691\tvalid_0's huber: 26.7132\n",
"[26]\tvalid_0's poisson: -90.8277\tvalid_0's huber: 26.5966\n",
"[27]\tvalid_0's poisson: -90.9629\tvalid_0's huber: 26.4802\n",
"[28]\tvalid_0's poisson: -91.098\tvalid_0's huber: 26.3645\n",
"[29]\tvalid_0's poisson: -91.2319\tvalid_0's huber: 26.2498\n",
"[30]\tvalid_0's poisson: -91.3663\tvalid_0's huber: 26.1347\n",
"[31]\tvalid_0's poisson: -91.4984\tvalid_0's huber: 26.02\n",
"[32]\tvalid_0's poisson: -91.6313\tvalid_0's huber: 25.9058\n",
"[33]\tvalid_0's poisson: -91.7628\tvalid_0's huber: 25.7922\n",
"[34]\tvalid_0's poisson: -91.8931\tvalid_0's huber: 25.6794\n",
"[35]\tvalid_0's poisson: -92.0236\tvalid_0's huber: 25.567\n",
"[36]\tvalid_0's poisson: -92.1459\tvalid_0's huber: 25.4519\n",
"[37]\tvalid_0's poisson: -92.274\tvalid_0's huber: 25.3408\n",
"[38]\tvalid_0's poisson: -92.3956\tvalid_0's huber: 25.2266\n",
"[39]\tvalid_0's poisson: -92.5236\tvalid_0's huber: 25.1153\n",
"[40]\tvalid_0's poisson: -92.6441\tvalid_0's huber: 25.0013\n",
"[41]\tvalid_0's poisson: -92.7696\tvalid_0's huber: 24.8919\n",
"[42]\tvalid_0's poisson: -92.8944\tvalid_0's huber: 24.7808\n",
"[43]\tvalid_0's poisson: -93.0188\tvalid_0's huber: 24.6719\n",
"[44]\tvalid_0's poisson: -93.1419\tvalid_0's huber: 24.5624\n",
"[45]\tvalid_0's poisson: -93.2646\tvalid_0's huber: 24.4544\n",
"[46]\tvalid_0's poisson: -93.3878\tvalid_0's huber: 24.3459\n",
"[47]\tvalid_0's poisson: -93.51\tvalid_0's huber: 24.236\n",
"[48]\tvalid_0's poisson: -93.6317\tvalid_0's huber: 24.1282\n",
"[49]\tvalid_0's poisson: -93.752\tvalid_0's huber: 24.0197\n",
"[50]\tvalid_0's poisson: -93.8724\tvalid_0's huber: 23.9111\n",
"[51]\tvalid_0's poisson: -93.9939\tvalid_0's huber: 23.8035\n",
"[52]\tvalid_0's poisson: -94.1131\tvalid_0's huber: 23.6972\n",
"[53]\tvalid_0's poisson: -94.2317\tvalid_0's huber: 23.5897\n",
"[54]\tvalid_0's poisson: -94.3497\tvalid_0's huber: 23.484\n",
"[55]\tvalid_0's poisson: -94.466\tvalid_0's huber: 23.3784\n",
"[56]\tvalid_0's poisson: -94.5824\tvalid_0's huber: 23.2711\n",
"[57]\tvalid_0's poisson: -94.6986\tvalid_0's huber: 23.1648\n",
"[58]\tvalid_0's poisson: -94.8143\tvalid_0's huber: 23.0583\n",
"[59]\tvalid_0's poisson: -94.9293\tvalid_0's huber: 22.9531\n",
"[60]\tvalid_0's poisson: -95.0451\tvalid_0's huber: 22.849\n",
"[61]\tvalid_0's poisson: -95.1589\tvalid_0's huber: 22.7439\n",
"[62]\tvalid_0's poisson: -95.2734\tvalid_0's huber: 22.6406\n",
"[63]\tvalid_0's poisson: -95.3836\tvalid_0's huber: 22.537\n",
"[64]\tvalid_0's poisson: -95.493\tvalid_0's huber: 22.4339\n",
"[65]\tvalid_0's poisson: -95.6051\tvalid_0's huber: 22.332\n",
"[66]\tvalid_0's poisson: -95.7157\tvalid_0's huber: 22.2286\n",
"[67]\tvalid_0's poisson: -95.8259\tvalid_0's huber: 22.1262\n",
"[68]\tvalid_0's poisson: -95.9342\tvalid_0's huber: 22.0234\n",
"[69]\tvalid_0's poisson: -96.0407\tvalid_0's huber: 21.9232\n",
"[70]\tvalid_0's poisson: -96.1482\tvalid_0's huber: 21.8225\n",
"[71]\tvalid_0's poisson: -96.2547\tvalid_0's huber: 21.7206\n",
"[72]\tvalid_0's poisson: -96.3597\tvalid_0's huber: 21.6214\n",
"[73]\tvalid_0's poisson: -96.4655\tvalid_0's huber: 21.5216\n",
"[74]\tvalid_0's poisson: -96.5692\tvalid_0's huber: 21.4232\n",
"[75]\tvalid_0's poisson: -96.6722\tvalid_0's huber: 21.3253\n",
"[76]\tvalid_0's poisson: -96.776\tvalid_0's huber: 21.2269\n",
"[77]\tvalid_0's poisson: -96.8788\tvalid_0's huber: 21.1292\n",
"[78]\tvalid_0's poisson: -96.9798\tvalid_0's huber: 21.0326\n",
"[79]\tvalid_0's poisson: -97.0816\tvalid_0's huber: 20.9356\n",
"[80]\tvalid_0's poisson: -97.1849\tvalid_0's huber: 20.8365\n",
"[81]\tvalid_0's poisson: -97.2855\tvalid_0's huber: 20.7405\n",
"[82]\tvalid_0's poisson: -97.3821\tvalid_0's huber: 20.6422\n",
"[83]\tvalid_0's poisson: -97.4795\tvalid_0's huber: 20.5469\n",
"[84]\tvalid_0's poisson: -97.5788\tvalid_0's huber: 20.4517\n",
"[85]\tvalid_0's poisson: -97.6769\tvalid_0's huber: 20.3577\n",
"[86]\tvalid_0's poisson: -97.7734\tvalid_0's huber: 20.264\n",
"[87]\tvalid_0's poisson: -97.8707\tvalid_0's huber: 20.1707\n",
"[88]\tvalid_0's poisson: -97.9667\tvalid_0's huber: 20.0784\n",
"[89]\tvalid_0's poisson: -98.0603\tvalid_0's huber: 19.9863\n",
"[90]\tvalid_0's poisson: -98.1562\tvalid_0's huber: 19.8919\n",
"[91]\tvalid_0's poisson: -98.2508\tvalid_0's huber: 19.8008\n",
"[92]\tvalid_0's poisson: -98.3441\tvalid_0's huber: 19.7085\n",
"[93]\tvalid_0's poisson: -98.4368\tvalid_0's huber: 19.6186\n",
"[94]\tvalid_0's poisson: -98.5319\tvalid_0's huber: 19.5265\n",
"[95]\tvalid_0's poisson: -98.6216\tvalid_0's huber: 19.4364\n",
"[96]\tvalid_0's poisson: -98.7128\tvalid_0's huber: 19.348\n",
"[97]\tvalid_0's poisson: -98.8058\tvalid_0's huber: 19.2576\n",
"[98]\tvalid_0's poisson: -98.8951\tvalid_0's huber: 19.1705\n",
"[99]\tvalid_0's poisson: -98.9867\tvalid_0's huber: 19.081\n",
"[100]\tvalid_0's poisson: -99.0749\tvalid_0's huber: 18.9951\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3282\tvalid_0's huber: 29.6816\n",
"[2]\tvalid_0's poisson: -87.4816\tvalid_0's huber: 29.5538\n",
"[3]\tvalid_0's poisson: -87.634\tvalid_0's huber: 29.4266\n",
"[4]\tvalid_0's poisson: -87.7855\tvalid_0's huber: 29.2998\n",
"[5]\tvalid_0's poisson: -87.9361\tvalid_0's huber: 29.1734\n",
"[6]\tvalid_0's poisson: -88.0858\tvalid_0's huber: 29.0476\n",
"[7]\tvalid_0's poisson: -88.2346\tvalid_0's huber: 28.9222\n",
"[8]\tvalid_0's poisson: -88.3796\tvalid_0's huber: 28.7922\n",
"[9]\tvalid_0's poisson: -88.5235\tvalid_0's huber: 28.6628\n",
"[10]\tvalid_0's poisson: -88.6662\tvalid_0's huber: 28.534\n",
"[11]\tvalid_0's poisson: -88.8097\tvalid_0's huber: 28.4057\n",
"[12]\tvalid_0's poisson: -88.9506\tvalid_0's huber: 28.2778\n",
"[13]\tvalid_0's poisson: -89.0923\tvalid_0's huber: 28.1505\n",
"[14]\tvalid_0's poisson: -89.2328\tvalid_0's huber: 28.0238\n",
"[15]\tvalid_0's poisson: -89.3718\tvalid_0's huber: 27.8973\n",
"[16]\tvalid_0's poisson: -89.5109\tvalid_0's huber: 27.7711\n",
"[17]\tvalid_0's poisson: -89.6492\tvalid_0's huber: 27.6454\n",
"[18]\tvalid_0's poisson: -89.7856\tvalid_0's huber: 27.5202\n",
"[19]\tvalid_0's poisson: -89.9221\tvalid_0's huber: 27.3953\n",
"[20]\tvalid_0's poisson: -90.0579\tvalid_0's huber: 27.2709\n",
"[21]\tvalid_0's poisson: -90.1916\tvalid_0's huber: 27.1472\n",
"[22]\tvalid_0's poisson: -90.3256\tvalid_0's huber: 27.0242\n",
"[23]\tvalid_0's poisson: -90.4587\tvalid_0's huber: 26.9018\n",
"[24]\tvalid_0's poisson: -90.5899\tvalid_0's huber: 26.7801\n",
"[25]\tvalid_0's poisson: -90.7214\tvalid_0's huber: 26.6587\n",
"[26]\tvalid_0's poisson: -90.851\tvalid_0's huber: 26.538\n",
"[27]\tvalid_0's poisson: -90.9886\tvalid_0's huber: 26.4203\n",
"[28]\tvalid_0's poisson: -91.125\tvalid_0's huber: 26.3035\n",
"[29]\tvalid_0's poisson: -91.2522\tvalid_0's huber: 26.1843\n",
"[30]\tvalid_0's poisson: -91.3876\tvalid_0's huber: 26.0682\n",
"[31]\tvalid_0's poisson: -91.5144\tvalid_0's huber: 25.9497\n",
"[32]\tvalid_0's poisson: -91.6481\tvalid_0's huber: 25.8343\n",
"[33]\tvalid_0's poisson: -91.7734\tvalid_0's huber: 25.717\n",
"[34]\tvalid_0's poisson: -91.9059\tvalid_0's huber: 25.6024\n",
"[35]\tvalid_0's poisson: -92.0297\tvalid_0's huber: 25.486\n",
"[36]\tvalid_0's poisson: -92.1612\tvalid_0's huber: 25.3719\n",
"[37]\tvalid_0's poisson: -92.2828\tvalid_0's huber: 25.2572\n",
"[38]\tvalid_0's poisson: -92.4126\tvalid_0's huber: 25.144\n",
"[39]\tvalid_0's poisson: -92.5388\tvalid_0's huber: 25.0324\n",
"[40]\tvalid_0's poisson: -92.667\tvalid_0's huber: 24.9206\n",
"[41]\tvalid_0's poisson: -92.7938\tvalid_0's huber: 24.8098\n",
"[42]\tvalid_0's poisson: -92.919\tvalid_0's huber: 24.6979\n",
"[43]\tvalid_0's poisson: -93.0453\tvalid_0's huber: 24.587\n",
"[44]\tvalid_0's poisson: -93.1706\tvalid_0's huber: 24.4767\n",
"[45]\tvalid_0's poisson: -93.2945\tvalid_0's huber: 24.3673\n",
"[46]\tvalid_0's poisson: -93.4188\tvalid_0's huber: 24.2575\n",
"[47]\tvalid_0's poisson: -93.5399\tvalid_0's huber: 24.1482\n",
"[48]\tvalid_0's poisson: -93.6632\tvalid_0's huber: 24.0385\n",
"[49]\tvalid_0's poisson: -93.7852\tvalid_0's huber: 23.93\n",
"[50]\tvalid_0's poisson: -93.9055\tvalid_0's huber: 23.8229\n",
"[51]\tvalid_0's poisson: -94.0247\tvalid_0's huber: 23.7146\n",
"[52]\tvalid_0's poisson: -94.1442\tvalid_0's huber: 23.6079\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -94.261\tvalid_0's huber: 23.5014\n",
"[54]\tvalid_0's poisson: -94.3783\tvalid_0's huber: 23.3962\n",
"[55]\tvalid_0's poisson: -94.4959\tvalid_0's huber: 23.2909\n",
"[56]\tvalid_0's poisson: -94.6121\tvalid_0's huber: 23.1846\n",
"[57]\tvalid_0's poisson: -94.7279\tvalid_0's huber: 23.0801\n",
"[58]\tvalid_0's poisson: -94.8429\tvalid_0's huber: 22.9747\n",
"[59]\tvalid_0's poisson: -94.957\tvalid_0's huber: 22.87\n",
"[60]\tvalid_0's poisson: -95.0707\tvalid_0's huber: 22.7655\n",
"[61]\tvalid_0's poisson: -95.1847\tvalid_0's huber: 22.6598\n",
"[62]\tvalid_0's poisson: -95.2958\tvalid_0's huber: 22.557\n",
"[63]\tvalid_0's poisson: -95.4056\tvalid_0's huber: 22.4546\n",
"[64]\tvalid_0's poisson: -95.5153\tvalid_0's huber: 22.3525\n",
"[65]\tvalid_0's poisson: -95.6239\tvalid_0's huber: 22.251\n",
"[66]\tvalid_0's poisson: -95.7349\tvalid_0's huber: 22.1468\n",
"[67]\tvalid_0's poisson: -95.8423\tvalid_0's huber: 22.046\n",
"[68]\tvalid_0's poisson: -95.949\tvalid_0's huber: 21.9455\n",
"[69]\tvalid_0's poisson: -96.0582\tvalid_0's huber: 21.8425\n",
"[70]\tvalid_0's poisson: -96.1638\tvalid_0's huber: 21.7428\n",
"[71]\tvalid_0's poisson: -96.2716\tvalid_0's huber: 21.6407\n",
"[72]\tvalid_0's poisson: -96.3761\tvalid_0's huber: 21.5409\n",
"[73]\tvalid_0's poisson: -96.4798\tvalid_0's huber: 21.4423\n",
"[74]\tvalid_0's poisson: -96.5829\tvalid_0's huber: 21.3435\n",
"[75]\tvalid_0's poisson: -96.6862\tvalid_0's huber: 21.2455\n",
"[76]\tvalid_0's poisson: -96.7885\tvalid_0's huber: 21.1474\n",
"[77]\tvalid_0's poisson: -96.8905\tvalid_0's huber: 21.0506\n",
"[78]\tvalid_0's poisson: -96.9917\tvalid_0's huber: 20.9536\n",
"[79]\tvalid_0's poisson: -97.0919\tvalid_0's huber: 20.8576\n",
"[80]\tvalid_0's poisson: -97.1913\tvalid_0's huber: 20.7602\n",
"[81]\tvalid_0's poisson: -97.29\tvalid_0's huber: 20.6645\n",
"[82]\tvalid_0's poisson: -97.388\tvalid_0's huber: 20.5694\n",
"[83]\tvalid_0's poisson: -97.4854\tvalid_0's huber: 20.475\n",
"[84]\tvalid_0's poisson: -97.5847\tvalid_0's huber: 20.3806\n",
"[85]\tvalid_0's poisson: -97.6814\tvalid_0's huber: 20.2881\n",
"[86]\tvalid_0's poisson: -97.7824\tvalid_0's huber: 20.1902\n",
"[87]\tvalid_0's poisson: -97.8765\tvalid_0's huber: 20.0971\n",
"[88]\tvalid_0's poisson: -97.9718\tvalid_0's huber: 20.005\n",
"[89]\tvalid_0's poisson: -98.072\tvalid_0's huber: 19.9064\n",
"[90]\tvalid_0's poisson: -98.166\tvalid_0's huber: 19.815\n",
"[91]\tvalid_0's poisson: -98.2594\tvalid_0's huber: 19.7244\n",
"[92]\tvalid_0's poisson: -98.352\tvalid_0's huber: 19.6339\n",
"[93]\tvalid_0's poisson: -98.4431\tvalid_0's huber: 19.5443\n",
"[94]\tvalid_0's poisson: -98.5363\tvalid_0's huber: 19.4543\n",
"[95]\tvalid_0's poisson: -98.6267\tvalid_0's huber: 19.3636\n",
"[96]\tvalid_0's poisson: -98.7226\tvalid_0's huber: 19.2683\n",
"[97]\tvalid_0's poisson: -98.8138\tvalid_0's huber: 19.1789\n",
"[98]\tvalid_0's poisson: -98.903\tvalid_0's huber: 19.091\n",
"[99]\tvalid_0's poisson: -98.9925\tvalid_0's huber: 19.002\n",
"[100]\tvalid_0's poisson: -99.0799\tvalid_0's huber: 18.9132\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3192\tvalid_0's huber: 29.711\n",
"[2]\tvalid_0's poisson: -87.468\tvalid_0's huber: 29.5796\n",
"[3]\tvalid_0's poisson: -87.6158\tvalid_0's huber: 29.4487\n",
"[4]\tvalid_0's poisson: -87.7627\tvalid_0's huber: 29.3183\n",
"[5]\tvalid_0's poisson: -87.9087\tvalid_0's huber: 29.1884\n",
"[6]\tvalid_0's poisson: -88.0537\tvalid_0's huber: 29.059\n",
"[7]\tvalid_0's poisson: -88.1979\tvalid_0's huber: 28.9301\n",
"[8]\tvalid_0's poisson: -88.3428\tvalid_0's huber: 28.8017\n",
"[9]\tvalid_0's poisson: -88.4853\tvalid_0's huber: 28.6736\n",
"[10]\tvalid_0's poisson: -88.6283\tvalid_0's huber: 28.5461\n",
"[11]\tvalid_0's poisson: -88.7691\tvalid_0's huber: 28.4191\n",
"[12]\tvalid_0's poisson: -88.9103\tvalid_0's huber: 28.2926\n",
"[13]\tvalid_0's poisson: -89.0507\tvalid_0's huber: 28.1667\n",
"[14]\tvalid_0's poisson: -89.1889\tvalid_0's huber: 28.041\n",
"[15]\tvalid_0's poisson: -89.3276\tvalid_0's huber: 27.9159\n",
"[16]\tvalid_0's poisson: -89.4642\tvalid_0's huber: 27.7911\n",
"[17]\tvalid_0's poisson: -89.6013\tvalid_0's huber: 27.6668\n",
"[18]\tvalid_0's poisson: -89.7451\tvalid_0's huber: 27.5454\n",
"[19]\tvalid_0's poisson: -89.8787\tvalid_0's huber: 27.4226\n",
"[20]\tvalid_0's poisson: -90.021\tvalid_0's huber: 27.302\n",
"[21]\tvalid_0's poisson: -90.1625\tvalid_0's huber: 27.1818\n",
"[22]\tvalid_0's poisson: -90.3032\tvalid_0's huber: 27.0627\n",
"[23]\tvalid_0's poisson: -90.4429\tvalid_0's huber: 26.944\n",
"[24]\tvalid_0's poisson: -90.5811\tvalid_0's huber: 26.8256\n",
"[25]\tvalid_0's poisson: -90.7196\tvalid_0's huber: 26.7076\n",
"[26]\tvalid_0's poisson: -90.8574\tvalid_0's huber: 26.5901\n",
"[27]\tvalid_0's poisson: -90.9941\tvalid_0's huber: 26.4731\n",
"[28]\tvalid_0's poisson: -91.1302\tvalid_0's huber: 26.3565\n",
"[29]\tvalid_0's poisson: -91.2654\tvalid_0's huber: 26.2407\n",
"[30]\tvalid_0's poisson: -91.3991\tvalid_0's huber: 26.125\n",
"[31]\tvalid_0's poisson: -91.5328\tvalid_0's huber: 26.0102\n",
"[32]\tvalid_0's poisson: -91.6656\tvalid_0's huber: 25.8959\n",
"[33]\tvalid_0's poisson: -91.7978\tvalid_0's huber: 25.7821\n",
"[34]\tvalid_0's poisson: -91.9291\tvalid_0's huber: 25.6687\n",
"[35]\tvalid_0's poisson: -92.0585\tvalid_0's huber: 25.5556\n",
"[36]\tvalid_0's poisson: -92.1886\tvalid_0's huber: 25.4432\n",
"[37]\tvalid_0's poisson: -92.3184\tvalid_0's huber: 25.3303\n",
"[38]\tvalid_0's poisson: -92.4465\tvalid_0's huber: 25.2188\n",
"[39]\tvalid_0's poisson: -92.5749\tvalid_0's huber: 25.1067\n",
"[40]\tvalid_0's poisson: -92.701\tvalid_0's huber: 24.9956\n",
"[41]\tvalid_0's poisson: -92.8269\tvalid_0's huber: 24.8854\n",
"[42]\tvalid_0's poisson: -92.953\tvalid_0's huber: 24.7751\n",
"[43]\tvalid_0's poisson: -93.0768\tvalid_0's huber: 24.6653\n",
"[44]\tvalid_0's poisson: -93.2012\tvalid_0's huber: 24.5526\n",
"[45]\tvalid_0's poisson: -93.3248\tvalid_0's huber: 24.4405\n",
"[46]\tvalid_0's poisson: -93.448\tvalid_0's huber: 24.3314\n",
"[47]\tvalid_0's poisson: -93.5695\tvalid_0's huber: 24.2204\n",
"[48]\tvalid_0's poisson: -93.6914\tvalid_0's huber: 24.1122\n",
"[49]\tvalid_0's poisson: -93.8121\tvalid_0's huber: 24.0021\n",
"[50]\tvalid_0's poisson: -93.9334\tvalid_0's huber: 23.8942\n",
"[51]\tvalid_0's poisson: -94.0513\tvalid_0's huber: 23.7854\n",
"[52]\tvalid_0's poisson: -94.1713\tvalid_0's huber: 23.6783\n",
"[53]\tvalid_0's poisson: -94.2878\tvalid_0's huber: 23.5707\n",
"[54]\tvalid_0's poisson: -94.4065\tvalid_0's huber: 23.4645\n",
"[55]\tvalid_0's poisson: -94.5217\tvalid_0's huber: 23.3576\n",
"[56]\tvalid_0's poisson: -94.6381\tvalid_0's huber: 23.2531\n",
"[57]\tvalid_0's poisson: -94.7522\tvalid_0's huber: 23.1471\n",
"[58]\tvalid_0's poisson: -94.8686\tvalid_0's huber: 23.0424\n",
"[59]\tvalid_0's poisson: -94.9828\tvalid_0's huber: 22.9369\n",
"[60]\tvalid_0's poisson: -95.0979\tvalid_0's huber: 22.833\n",
"[61]\tvalid_0's poisson: -95.2096\tvalid_0's huber: 22.7285\n",
"[62]\tvalid_0's poisson: -95.3235\tvalid_0's huber: 22.6239\n",
"[63]\tvalid_0's poisson: -95.4367\tvalid_0's huber: 22.5212\n",
"[64]\tvalid_0's poisson: -95.5465\tvalid_0's huber: 22.4179\n",
"[65]\tvalid_0's poisson: -95.6569\tvalid_0's huber: 22.3147\n",
"[66]\tvalid_0's poisson: -95.7669\tvalid_0's huber: 22.2116\n",
"[67]\tvalid_0's poisson: -95.8774\tvalid_0's huber: 22.1089\n",
"[68]\tvalid_0's poisson: -95.9852\tvalid_0's huber: 22.007\n",
"[69]\tvalid_0's poisson: -96.0961\tvalid_0's huber: 21.9043\n",
"[70]\tvalid_0's poisson: -96.2027\tvalid_0's huber: 21.8034\n",
"[71]\tvalid_0's poisson: -96.3085\tvalid_0's huber: 21.7029\n",
"[72]\tvalid_0's poisson: -96.4133\tvalid_0's huber: 21.6025\n",
"[73]\tvalid_0's poisson: -96.518\tvalid_0's huber: 21.5027\n",
"[74]\tvalid_0's poisson: -96.6222\tvalid_0's huber: 21.4033\n",
"[75]\tvalid_0's poisson: -96.7264\tvalid_0's huber: 21.3042\n",
"[76]\tvalid_0's poisson: -96.8309\tvalid_0's huber: 21.205\n",
"[77]\tvalid_0's poisson: -96.932\tvalid_0's huber: 21.1067\n",
"[78]\tvalid_0's poisson: -97.0341\tvalid_0's huber: 21.009\n",
"[79]\tvalid_0's poisson: -97.1352\tvalid_0's huber: 20.911\n",
"[80]\tvalid_0's poisson: -97.2365\tvalid_0's huber: 20.8141\n",
"[81]\tvalid_0's poisson: -97.3373\tvalid_0's huber: 20.7175\n",
"[82]\tvalid_0's poisson: -97.4377\tvalid_0's huber: 20.6217\n",
"[83]\tvalid_0's poisson: -97.5369\tvalid_0's huber: 20.5264\n",
"[84]\tvalid_0's poisson: -97.6376\tvalid_0's huber: 20.4294\n",
"[85]\tvalid_0's poisson: -97.7347\tvalid_0's huber: 20.3349\n",
"[86]\tvalid_0's poisson: -97.8301\tvalid_0's huber: 20.2409\n",
"[87]\tvalid_0's poisson: -97.9301\tvalid_0's huber: 20.1426\n",
"[88]\tvalid_0's poisson: -98.0275\tvalid_0's huber: 20.049\n",
"[89]\tvalid_0's poisson: -98.1217\tvalid_0's huber: 19.9569\n",
"[90]\tvalid_0's poisson: -98.22\tvalid_0's huber: 19.86\n",
"[91]\tvalid_0's poisson: -98.3152\tvalid_0's huber: 19.7681\n",
"[92]\tvalid_0's poisson: -98.4094\tvalid_0's huber: 19.6774\n",
"[93]\tvalid_0's poisson: -98.5058\tvalid_0's huber: 19.5817\n",
"[94]\tvalid_0's poisson: -98.5989\tvalid_0's huber: 19.4916\n",
"[95]\tvalid_0's poisson: -98.6941\tvalid_0's huber: 19.3969\n",
"[96]\tvalid_0's poisson: -98.7837\tvalid_0's huber: 19.3087\n",
"[97]\tvalid_0's poisson: -98.8765\tvalid_0's huber: 19.218\n",
"[98]\tvalid_0's poisson: -98.9662\tvalid_0's huber: 19.1303\n",
"[99]\tvalid_0's poisson: -99.0587\tvalid_0's huber: 19.0377\n",
"[100]\tvalid_0's poisson: -99.1478\tvalid_0's huber: 18.952\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3259\tvalid_0's huber: 29.6621\n",
"[2]\tvalid_0's poisson: -87.4749\tvalid_0's huber: 29.5311\n",
"[3]\tvalid_0's poisson: -87.623\tvalid_0's huber: 29.4006\n",
"[4]\tvalid_0's poisson: -87.7701\tvalid_0's huber: 29.2706\n",
"[5]\tvalid_0's poisson: -87.9162\tvalid_0's huber: 29.1412\n",
"[6]\tvalid_0's poisson: -88.0613\tvalid_0's huber: 29.0122\n",
"[7]\tvalid_0's poisson: -88.2055\tvalid_0's huber: 28.8838\n",
"[8]\tvalid_0's poisson: -88.3476\tvalid_0's huber: 28.7571\n",
"[9]\tvalid_0's poisson: -88.4908\tvalid_0's huber: 28.6303\n",
"[10]\tvalid_0's poisson: -88.6331\tvalid_0's huber: 28.5041\n",
"[11]\tvalid_0's poisson: -88.7736\tvalid_0's huber: 28.3777\n",
"[12]\tvalid_0's poisson: -88.914\tvalid_0's huber: 28.2523\n",
"[13]\tvalid_0's poisson: -89.0535\tvalid_0's huber: 28.1276\n",
"[14]\tvalid_0's poisson: -89.1905\tvalid_0's huber: 28.0034\n",
"[15]\tvalid_0's poisson: -89.3291\tvalid_0's huber: 27.8787\n",
"[16]\tvalid_0's poisson: -89.4666\tvalid_0's huber: 27.7548\n",
"[17]\tvalid_0's poisson: -89.6035\tvalid_0's huber: 27.631\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -89.7379\tvalid_0's huber: 27.5078\n",
"[19]\tvalid_0's poisson: -89.8731\tvalid_0's huber: 27.3849\n",
"[20]\tvalid_0's poisson: -90.0154\tvalid_0's huber: 27.2651\n",
"[21]\tvalid_0's poisson: -90.1474\tvalid_0's huber: 27.1431\n",
"[22]\tvalid_0's poisson: -90.2883\tvalid_0's huber: 27.0245\n",
"[23]\tvalid_0's poisson: -90.4287\tvalid_0's huber: 26.9058\n",
"[24]\tvalid_0's poisson: -90.5678\tvalid_0's huber: 26.7871\n",
"[25]\tvalid_0's poisson: -90.7067\tvalid_0's huber: 26.6694\n",
"[26]\tvalid_0's poisson: -90.8449\tvalid_0's huber: 26.5521\n",
"[27]\tvalid_0's poisson: -90.9823\tvalid_0's huber: 26.4353\n",
"[28]\tvalid_0's poisson: -91.1187\tvalid_0's huber: 26.3191\n",
"[29]\tvalid_0's poisson: -91.2542\tvalid_0's huber: 26.2035\n",
"[30]\tvalid_0's poisson: -91.3883\tvalid_0's huber: 26.0881\n",
"[31]\tvalid_0's poisson: -91.5224\tvalid_0's huber: 25.9736\n",
"[32]\tvalid_0's poisson: -91.6484\tvalid_0's huber: 25.8562\n",
"[33]\tvalid_0's poisson: -91.7811\tvalid_0's huber: 25.7424\n",
"[34]\tvalid_0's poisson: -91.9056\tvalid_0's huber: 25.6261\n",
"[35]\tvalid_0's poisson: -92.0371\tvalid_0's huber: 25.5127\n",
"[36]\tvalid_0's poisson: -92.1604\tvalid_0's huber: 25.3968\n",
"[37]\tvalid_0's poisson: -92.2904\tvalid_0's huber: 25.2844\n",
"[38]\tvalid_0's poisson: -92.4199\tvalid_0's huber: 25.1723\n",
"[39]\tvalid_0's poisson: -92.5417\tvalid_0's huber: 25.0571\n",
"[40]\tvalid_0's poisson: -92.6709\tvalid_0's huber: 24.945\n",
"[41]\tvalid_0's poisson: -92.7981\tvalid_0's huber: 24.8342\n",
"[42]\tvalid_0's poisson: -92.9234\tvalid_0's huber: 24.7229\n",
"[43]\tvalid_0's poisson: -93.0506\tvalid_0's huber: 24.6117\n",
"[44]\tvalid_0's poisson: -93.1751\tvalid_0's huber: 24.5023\n",
"[45]\tvalid_0's poisson: -93.2984\tvalid_0's huber: 24.3923\n",
"[46]\tvalid_0's poisson: -93.4212\tvalid_0's huber: 24.2844\n",
"[47]\tvalid_0's poisson: -93.5451\tvalid_0's huber: 24.1756\n",
"[48]\tvalid_0's poisson: -93.6673\tvalid_0's huber: 24.0666\n",
"[49]\tvalid_0's poisson: -93.7901\tvalid_0's huber: 23.958\n",
"[50]\tvalid_0's poisson: -93.9101\tvalid_0's huber: 23.8487\n",
"[51]\tvalid_0's poisson: -94.0303\tvalid_0's huber: 23.7408\n",
"[52]\tvalid_0's poisson: -94.1488\tvalid_0's huber: 23.6326\n",
"[53]\tvalid_0's poisson: -94.2666\tvalid_0's huber: 23.5249\n",
"[54]\tvalid_0's poisson: -94.3838\tvalid_0's huber: 23.4174\n",
"[55]\tvalid_0's poisson: -94.5028\tvalid_0's huber: 23.311\n",
"[56]\tvalid_0's poisson: -94.6187\tvalid_0's huber: 23.2047\n",
"[57]\tvalid_0's poisson: -94.7339\tvalid_0's huber: 23.0986\n",
"[58]\tvalid_0's poisson: -94.8509\tvalid_0's huber: 22.9936\n",
"[59]\tvalid_0's poisson: -94.9638\tvalid_0's huber: 22.8885\n",
"[60]\tvalid_0's poisson: -95.079\tvalid_0's huber: 22.7839\n",
"[61]\tvalid_0's poisson: -95.1941\tvalid_0's huber: 22.6801\n",
"[62]\tvalid_0's poisson: -95.3052\tvalid_0's huber: 22.576\n",
"[63]\tvalid_0's poisson: -95.4157\tvalid_0's huber: 22.4722\n",
"[64]\tvalid_0's poisson: -95.529\tvalid_0's huber: 22.3693\n",
"[65]\tvalid_0's poisson: -95.6394\tvalid_0's huber: 22.2666\n",
"[66]\tvalid_0's poisson: -95.7504\tvalid_0's huber: 22.1639\n",
"[67]\tvalid_0's poisson: -95.8594\tvalid_0's huber: 22.062\n",
"[68]\tvalid_0's poisson: -95.9706\tvalid_0's huber: 21.9608\n",
"[69]\tvalid_0's poisson: -96.0774\tvalid_0's huber: 21.8593\n",
"[70]\tvalid_0's poisson: -96.1861\tvalid_0's huber: 21.7581\n",
"[71]\tvalid_0's poisson: -96.2927\tvalid_0's huber: 21.6571\n",
"[72]\tvalid_0's poisson: -96.3976\tvalid_0's huber: 21.5577\n",
"[73]\tvalid_0's poisson: -96.5021\tvalid_0's huber: 21.4584\n",
"[74]\tvalid_0's poisson: -96.607\tvalid_0's huber: 21.3593\n",
"[75]\tvalid_0's poisson: -96.7101\tvalid_0's huber: 21.261\n",
"[76]\tvalid_0's poisson: -96.8136\tvalid_0's huber: 21.1612\n",
"[77]\tvalid_0's poisson: -96.9163\tvalid_0's huber: 21.0633\n",
"[78]\tvalid_0's poisson: -97.0186\tvalid_0's huber: 20.9661\n",
"[79]\tvalid_0's poisson: -97.1194\tvalid_0's huber: 20.8694\n",
"[80]\tvalid_0's poisson: -97.2197\tvalid_0's huber: 20.7735\n",
"[81]\tvalid_0's poisson: -97.3205\tvalid_0's huber: 20.6778\n",
"[82]\tvalid_0's poisson: -97.4197\tvalid_0's huber: 20.5828\n",
"[83]\tvalid_0's poisson: -97.5222\tvalid_0's huber: 20.4834\n",
"[84]\tvalid_0's poisson: -97.6202\tvalid_0's huber: 20.3892\n",
"[85]\tvalid_0's poisson: -97.7185\tvalid_0's huber: 20.2956\n",
"[86]\tvalid_0's poisson: -97.8157\tvalid_0's huber: 20.2033\n",
"[87]\tvalid_0's poisson: -97.9115\tvalid_0's huber: 20.1099\n",
"[88]\tvalid_0's poisson: -98.0106\tvalid_0's huber: 20.0129\n",
"[89]\tvalid_0's poisson: -98.1064\tvalid_0's huber: 19.9222\n",
"[90]\tvalid_0's poisson: -98.2001\tvalid_0's huber: 19.8303\n",
"[91]\tvalid_0's poisson: -98.2925\tvalid_0's huber: 19.7402\n",
"[92]\tvalid_0's poisson: -98.3899\tvalid_0's huber: 19.6437\n",
"[93]\tvalid_0's poisson: -98.4856\tvalid_0's huber: 19.5491\n",
"[94]\tvalid_0's poisson: -98.5768\tvalid_0's huber: 19.4594\n",
"[95]\tvalid_0's poisson: -98.6712\tvalid_0's huber: 19.366\n",
"[96]\tvalid_0's poisson: -98.7608\tvalid_0's huber: 19.2779\n",
"[97]\tvalid_0's poisson: -98.8538\tvalid_0's huber: 19.1856\n",
"[98]\tvalid_0's poisson: -98.9461\tvalid_0's huber: 19.0939\n",
"[99]\tvalid_0's poisson: -99.0364\tvalid_0's huber: 19.0063\n",
"[100]\tvalid_0's poisson: -99.1256\tvalid_0's huber: 18.9205\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3126\tvalid_0's huber: 29.7559\n",
"[2]\tvalid_0's poisson: -87.4621\tvalid_0's huber: 29.6252\n",
"[3]\tvalid_0's poisson: -87.6087\tvalid_0's huber: 29.4955\n",
"[4]\tvalid_0's poisson: -87.7544\tvalid_0's huber: 29.3663\n",
"[5]\tvalid_0's poisson: -87.9013\tvalid_0's huber: 29.2369\n",
"[6]\tvalid_0's poisson: -88.0458\tvalid_0's huber: 29.1097\n",
"[7]\tvalid_0's poisson: -88.1889\tvalid_0's huber: 28.9818\n",
"[8]\tvalid_0's poisson: -88.3332\tvalid_0's huber: 28.8538\n",
"[9]\tvalid_0's poisson: -88.4765\tvalid_0's huber: 28.7263\n",
"[10]\tvalid_0's poisson: -88.6171\tvalid_0's huber: 28.5997\n",
"[11]\tvalid_0's poisson: -88.7588\tvalid_0's huber: 28.4728\n",
"[12]\tvalid_0's poisson: -88.8978\tvalid_0's huber: 28.3469\n",
"[13]\tvalid_0's poisson: -89.0384\tvalid_0's huber: 28.2205\n",
"[14]\tvalid_0's poisson: -89.1777\tvalid_0's huber: 28.0949\n",
"[15]\tvalid_0's poisson: -89.3138\tvalid_0's huber: 27.9705\n",
"[16]\tvalid_0's poisson: -89.4515\tvalid_0's huber: 27.8457\n",
"[17]\tvalid_0's poisson: -89.5888\tvalid_0's huber: 27.7211\n",
"[18]\tvalid_0's poisson: -89.7227\tvalid_0's huber: 27.5977\n",
"[19]\tvalid_0's poisson: -89.8582\tvalid_0's huber: 27.474\n",
"[20]\tvalid_0's poisson: -90.0003\tvalid_0's huber: 27.3541\n",
"[21]\tvalid_0's poisson: -90.133\tvalid_0's huber: 27.2313\n",
"[22]\tvalid_0's poisson: -90.2739\tvalid_0's huber: 27.112\n",
"[23]\tvalid_0's poisson: -90.4139\tvalid_0's huber: 26.9933\n",
"[24]\tvalid_0's poisson: -90.5442\tvalid_0's huber: 26.872\n",
"[25]\tvalid_0's poisson: -90.6828\tvalid_0's huber: 26.7542\n",
"[26]\tvalid_0's poisson: -90.8191\tvalid_0's huber: 26.6367\n",
"[27]\tvalid_0's poisson: -90.9558\tvalid_0's huber: 26.5201\n",
"[28]\tvalid_0's poisson: -91.0914\tvalid_0's huber: 26.404\n",
"[29]\tvalid_0's poisson: -91.2264\tvalid_0's huber: 26.2881\n",
"[30]\tvalid_0's poisson: -91.361\tvalid_0's huber: 26.1727\n",
"[31]\tvalid_0's poisson: -91.4939\tvalid_0's huber: 26.058\n",
"[32]\tvalid_0's poisson: -91.6259\tvalid_0's huber: 25.9436\n",
"[33]\tvalid_0's poisson: -91.7573\tvalid_0's huber: 25.8298\n",
"[34]\tvalid_0's poisson: -91.8878\tvalid_0's huber: 25.7164\n",
"[35]\tvalid_0's poisson: -92.0171\tvalid_0's huber: 25.6032\n",
"[36]\tvalid_0's poisson: -92.1477\tvalid_0's huber: 25.4903\n",
"[37]\tvalid_0's poisson: -92.2757\tvalid_0's huber: 25.3779\n",
"[38]\tvalid_0's poisson: -92.4036\tvalid_0's huber: 25.2662\n",
"[39]\tvalid_0's poisson: -92.5323\tvalid_0's huber: 25.1543\n",
"[40]\tvalid_0's poisson: -92.6589\tvalid_0's huber: 25.0433\n",
"[41]\tvalid_0's poisson: -92.7847\tvalid_0's huber: 24.9328\n",
"[42]\tvalid_0's poisson: -92.9087\tvalid_0's huber: 24.8215\n",
"[43]\tvalid_0's poisson: -93.0333\tvalid_0's huber: 24.7116\n",
"[44]\tvalid_0's poisson: -93.1597\tvalid_0's huber: 24.6\n",
"[45]\tvalid_0's poisson: -93.2762\tvalid_0's huber: 24.4887\n",
"[46]\tvalid_0's poisson: -93.4007\tvalid_0's huber: 24.3785\n",
"[47]\tvalid_0's poisson: -93.5167\tvalid_0's huber: 24.2671\n",
"[48]\tvalid_0's poisson: -93.6375\tvalid_0's huber: 24.1577\n",
"[49]\tvalid_0's poisson: -93.7601\tvalid_0's huber: 24.0485\n",
"[50]\tvalid_0's poisson: -93.8799\tvalid_0's huber: 23.9414\n",
"[51]\tvalid_0's poisson: -93.9934\tvalid_0's huber: 23.8317\n",
"[52]\tvalid_0's poisson: -94.1057\tvalid_0's huber: 23.7229\n",
"[53]\tvalid_0's poisson: -94.2254\tvalid_0's huber: 23.616\n",
"[54]\tvalid_0's poisson: -94.3426\tvalid_0's huber: 23.5091\n",
"[55]\tvalid_0's poisson: -94.4609\tvalid_0's huber: 23.4021\n",
"[56]\tvalid_0's poisson: -94.5777\tvalid_0's huber: 23.2973\n",
"[57]\tvalid_0's poisson: -94.695\tvalid_0's huber: 23.1921\n",
"[58]\tvalid_0's poisson: -94.8108\tvalid_0's huber: 23.0866\n",
"[59]\tvalid_0's poisson: -94.9267\tvalid_0's huber: 22.9808\n",
"[60]\tvalid_0's poisson: -95.0419\tvalid_0's huber: 22.8757\n",
"[61]\tvalid_0's poisson: -95.156\tvalid_0's huber: 22.7727\n",
"[62]\tvalid_0's poisson: -95.2693\tvalid_0's huber: 22.6686\n",
"[63]\tvalid_0's poisson: -95.3818\tvalid_0's huber: 22.5651\n",
"[64]\tvalid_0's poisson: -95.4944\tvalid_0's huber: 22.4615\n",
"[65]\tvalid_0's poisson: -95.6056\tvalid_0's huber: 22.3586\n",
"[66]\tvalid_0's poisson: -95.7161\tvalid_0's huber: 22.2548\n",
"[67]\tvalid_0's poisson: -95.826\tvalid_0's huber: 22.1524\n",
"[68]\tvalid_0's poisson: -95.9351\tvalid_0's huber: 22.0496\n",
"[69]\tvalid_0's poisson: -96.0438\tvalid_0's huber: 21.9479\n",
"[70]\tvalid_0's poisson: -96.1517\tvalid_0's huber: 21.8458\n",
"[71]\tvalid_0's poisson: -96.2588\tvalid_0's huber: 21.7461\n",
"[72]\tvalid_0's poisson: -96.3648\tvalid_0's huber: 21.6454\n",
"[73]\tvalid_0's poisson: -96.4693\tvalid_0's huber: 21.5445\n",
"[74]\tvalid_0's poisson: -96.5738\tvalid_0's huber: 21.4448\n",
"[75]\tvalid_0's poisson: -96.6803\tvalid_0's huber: 21.3424\n",
"[76]\tvalid_0's poisson: -96.786\tvalid_0's huber: 21.2406\n",
"[77]\tvalid_0's poisson: -96.8885\tvalid_0's huber: 21.1428\n",
"[78]\tvalid_0's poisson: -96.9911\tvalid_0's huber: 21.0453\n",
"[79]\tvalid_0's poisson: -97.0921\tvalid_0's huber: 20.9487\n",
"[80]\tvalid_0's poisson: -97.1934\tvalid_0's huber: 20.8523\n",
"[81]\tvalid_0's poisson: -97.2933\tvalid_0's huber: 20.7565\n",
"[82]\tvalid_0's poisson: -97.3934\tvalid_0's huber: 20.6615\n",
"[83]\tvalid_0's poisson: -97.4925\tvalid_0's huber: 20.567\n",
"[84]\tvalid_0's poisson: -97.591\tvalid_0's huber: 20.4735\n",
"[85]\tvalid_0's poisson: -97.6882\tvalid_0's huber: 20.38\n",
"[86]\tvalid_0's poisson: -97.7879\tvalid_0's huber: 20.2821\n",
"[87]\tvalid_0's poisson: -97.8822\tvalid_0's huber: 20.1885\n",
"[88]\tvalid_0's poisson: -97.9789\tvalid_0's huber: 20.0963\n",
"[89]\tvalid_0's poisson: -98.0718\tvalid_0's huber: 20.0041\n",
"[90]\tvalid_0's poisson: -98.1701\tvalid_0's huber: 19.9072\n",
"[91]\tvalid_0's poisson: -98.2655\tvalid_0's huber: 19.8158\n",
"[92]\tvalid_0's poisson: -98.3578\tvalid_0's huber: 19.7256\n",
"[93]\tvalid_0's poisson: -98.4542\tvalid_0's huber: 19.63\n",
"[94]\tvalid_0's poisson: -98.5475\tvalid_0's huber: 19.5402\n",
"[95]\tvalid_0's poisson: -98.6426\tvalid_0's huber: 19.4456\n",
"[96]\tvalid_0's poisson: -98.7321\tvalid_0's huber: 19.3561\n",
"[97]\tvalid_0's poisson: -98.8234\tvalid_0's huber: 19.2679\n",
"[98]\tvalid_0's poisson: -98.9121\tvalid_0's huber: 19.1804\n",
"[99]\tvalid_0's poisson: -98.9998\tvalid_0's huber: 19.0924\n",
"[100]\tvalid_0's poisson: -99.0932\tvalid_0's huber: 19.0004\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3225\tvalid_0's huber: 29.6808\n",
"[2]\tvalid_0's poisson: -87.4706\tvalid_0's huber: 29.5503\n",
"[3]\tvalid_0's poisson: -87.6184\tvalid_0's huber: 29.4211\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -87.765\tvalid_0's huber: 29.2928\n",
"[5]\tvalid_0's poisson: -87.91\tvalid_0's huber: 29.1641\n",
"[6]\tvalid_0's poisson: -88.0551\tvalid_0's huber: 29.0364\n",
"[7]\tvalid_0's poisson: -88.1983\tvalid_0's huber: 28.9086\n",
"[8]\tvalid_0's poisson: -88.3413\tvalid_0's huber: 28.7826\n",
"[9]\tvalid_0's poisson: -88.4833\tvalid_0's huber: 28.6571\n",
"[10]\tvalid_0's poisson: -88.6237\tvalid_0's huber: 28.5312\n",
"[11]\tvalid_0's poisson: -88.7633\tvalid_0's huber: 28.4058\n",
"[12]\tvalid_0's poisson: -88.9025\tvalid_0's huber: 28.2818\n",
"[13]\tvalid_0's poisson: -89.041\tvalid_0's huber: 28.1582\n",
"[14]\tvalid_0's poisson: -89.1781\tvalid_0's huber: 28.0341\n",
"[15]\tvalid_0's poisson: -89.3154\tvalid_0's huber: 27.9109\n",
"[16]\tvalid_0's poisson: -89.4517\tvalid_0's huber: 27.7882\n",
"[17]\tvalid_0's poisson: -89.5877\tvalid_0's huber: 27.6655\n",
"[18]\tvalid_0's poisson: -89.722\tvalid_0's huber: 27.5431\n",
"[19]\tvalid_0's poisson: -89.8637\tvalid_0's huber: 27.4241\n",
"[20]\tvalid_0's poisson: -89.9966\tvalid_0's huber: 27.3024\n",
"[21]\tvalid_0's poisson: -90.1372\tvalid_0's huber: 27.1838\n",
"[22]\tvalid_0's poisson: -90.2771\tvalid_0's huber: 27.0655\n",
"[23]\tvalid_0's poisson: -90.4158\tvalid_0's huber: 26.9479\n",
"[24]\tvalid_0's poisson: -90.5533\tvalid_0's huber: 26.8303\n",
"[25]\tvalid_0's poisson: -90.6908\tvalid_0's huber: 26.7133\n",
"[26]\tvalid_0's poisson: -90.8276\tvalid_0's huber: 26.5967\n",
"[27]\tvalid_0's poisson: -90.9627\tvalid_0's huber: 26.4804\n",
"[28]\tvalid_0's poisson: -91.0978\tvalid_0's huber: 26.3647\n",
"[29]\tvalid_0's poisson: -91.2317\tvalid_0's huber: 26.2499\n",
"[30]\tvalid_0's poisson: -91.366\tvalid_0's huber: 26.1348\n",
"[31]\tvalid_0's poisson: -91.4988\tvalid_0's huber: 26.0201\n",
"[32]\tvalid_0's poisson: -91.6311\tvalid_0's huber: 25.9059\n",
"[33]\tvalid_0's poisson: -91.7626\tvalid_0's huber: 25.7923\n",
"[34]\tvalid_0's poisson: -91.8929\tvalid_0's huber: 25.6796\n",
"[35]\tvalid_0's poisson: -92.0234\tvalid_0's huber: 25.5671\n",
"[36]\tvalid_0's poisson: -92.1457\tvalid_0's huber: 25.4521\n",
"[37]\tvalid_0's poisson: -92.2738\tvalid_0's huber: 25.341\n",
"[38]\tvalid_0's poisson: -92.3954\tvalid_0's huber: 25.2268\n",
"[39]\tvalid_0's poisson: -92.5234\tvalid_0's huber: 25.1155\n",
"[40]\tvalid_0's poisson: -92.6439\tvalid_0's huber: 25.0014\n",
"[41]\tvalid_0's poisson: -92.7693\tvalid_0's huber: 24.892\n",
"[42]\tvalid_0's poisson: -92.8942\tvalid_0's huber: 24.781\n",
"[43]\tvalid_0's poisson: -93.0185\tvalid_0's huber: 24.6721\n",
"[44]\tvalid_0's poisson: -93.1416\tvalid_0's huber: 24.5626\n",
"[45]\tvalid_0's poisson: -93.2643\tvalid_0's huber: 24.4546\n",
"[46]\tvalid_0's poisson: -93.3875\tvalid_0's huber: 24.3461\n",
"[47]\tvalid_0's poisson: -93.5097\tvalid_0's huber: 24.236\n",
"[48]\tvalid_0's poisson: -93.6313\tvalid_0's huber: 24.1285\n",
"[49]\tvalid_0's poisson: -93.7516\tvalid_0's huber: 24.02\n",
"[50]\tvalid_0's poisson: -93.872\tvalid_0's huber: 23.9114\n",
"[51]\tvalid_0's poisson: -93.9935\tvalid_0's huber: 23.8039\n",
"[52]\tvalid_0's poisson: -94.1127\tvalid_0's huber: 23.6975\n",
"[53]\tvalid_0's poisson: -94.2313\tvalid_0's huber: 23.59\n",
"[54]\tvalid_0's poisson: -94.3493\tvalid_0's huber: 23.4844\n",
"[55]\tvalid_0's poisson: -94.4656\tvalid_0's huber: 23.3789\n",
"[56]\tvalid_0's poisson: -94.582\tvalid_0's huber: 23.2713\n",
"[57]\tvalid_0's poisson: -94.6983\tvalid_0's huber: 23.1651\n",
"[58]\tvalid_0's poisson: -94.8139\tvalid_0's huber: 23.0587\n",
"[59]\tvalid_0's poisson: -94.9289\tvalid_0's huber: 22.9535\n",
"[60]\tvalid_0's poisson: -95.0447\tvalid_0's huber: 22.8494\n",
"[61]\tvalid_0's poisson: -95.1584\tvalid_0's huber: 22.7443\n",
"[62]\tvalid_0's poisson: -95.2729\tvalid_0's huber: 22.641\n",
"[63]\tvalid_0's poisson: -95.3831\tvalid_0's huber: 22.5374\n",
"[64]\tvalid_0's poisson: -95.4926\tvalid_0's huber: 22.4344\n",
"[65]\tvalid_0's poisson: -95.6047\tvalid_0's huber: 22.3324\n",
"[66]\tvalid_0's poisson: -95.7152\tvalid_0's huber: 22.2291\n",
"[67]\tvalid_0's poisson: -95.8254\tvalid_0's huber: 22.1266\n",
"[68]\tvalid_0's poisson: -95.9337\tvalid_0's huber: 22.0239\n",
"[69]\tvalid_0's poisson: -96.0403\tvalid_0's huber: 21.9237\n",
"[70]\tvalid_0's poisson: -96.1477\tvalid_0's huber: 21.8229\n",
"[71]\tvalid_0's poisson: -96.2542\tvalid_0's huber: 21.721\n",
"[72]\tvalid_0's poisson: -96.3592\tvalid_0's huber: 21.6218\n",
"[73]\tvalid_0's poisson: -96.4649\tvalid_0's huber: 21.5221\n",
"[74]\tvalid_0's poisson: -96.5686\tvalid_0's huber: 21.4236\n",
"[75]\tvalid_0's poisson: -96.6716\tvalid_0's huber: 21.3257\n",
"[76]\tvalid_0's poisson: -96.7739\tvalid_0's huber: 21.2282\n",
"[77]\tvalid_0's poisson: -96.8758\tvalid_0's huber: 21.1306\n",
"[78]\tvalid_0's poisson: -96.9801\tvalid_0's huber: 21.0308\n",
"[79]\tvalid_0's poisson: -97.0823\tvalid_0's huber: 20.9333\n",
"[80]\tvalid_0's poisson: -97.1833\tvalid_0's huber: 20.8369\n",
"[81]\tvalid_0's poisson: -97.2839\tvalid_0's huber: 20.7408\n",
"[82]\tvalid_0's poisson: -97.3838\tvalid_0's huber: 20.6453\n",
"[83]\tvalid_0's poisson: -97.4811\tvalid_0's huber: 20.55\n",
"[84]\tvalid_0's poisson: -97.5796\tvalid_0's huber: 20.4556\n",
"[85]\tvalid_0's poisson: -97.6798\tvalid_0's huber: 20.359\n",
"[86]\tvalid_0's poisson: -97.7778\tvalid_0's huber: 20.265\n",
"[87]\tvalid_0's poisson: -97.875\tvalid_0's huber: 20.1716\n",
"[88]\tvalid_0's poisson: -97.971\tvalid_0's huber: 20.0793\n",
"[89]\tvalid_0's poisson: -98.062\tvalid_0's huber: 19.985\n",
"[90]\tvalid_0's poisson: -98.1558\tvalid_0's huber: 19.8935\n",
"[91]\tvalid_0's poisson: -98.2503\tvalid_0's huber: 19.8024\n",
"[92]\tvalid_0's poisson: -98.3453\tvalid_0's huber: 19.7094\n",
"[93]\tvalid_0's poisson: -98.438\tvalid_0's huber: 19.6195\n",
"[94]\tvalid_0's poisson: -98.5299\tvalid_0's huber: 19.5283\n",
"[95]\tvalid_0's poisson: -98.6223\tvalid_0's huber: 19.4397\n",
"[96]\tvalid_0's poisson: -98.7159\tvalid_0's huber: 19.3488\n",
"[97]\tvalid_0's poisson: -98.8059\tvalid_0's huber: 19.2612\n",
"[98]\tvalid_0's poisson: -98.898\tvalid_0's huber: 19.1713\n",
"[99]\tvalid_0's poisson: -98.9864\tvalid_0's huber: 19.085\n",
"[100]\tvalid_0's poisson: -99.0738\tvalid_0's huber: 18.9978\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3282\tvalid_0's huber: 29.6816\n",
"[2]\tvalid_0's poisson: -87.4816\tvalid_0's huber: 29.5539\n",
"[3]\tvalid_0's poisson: -87.634\tvalid_0's huber: 29.4266\n",
"[4]\tvalid_0's poisson: -87.7855\tvalid_0's huber: 29.2998\n",
"[5]\tvalid_0's poisson: -87.9361\tvalid_0's huber: 29.1734\n",
"[6]\tvalid_0's poisson: -88.0858\tvalid_0's huber: 29.0476\n",
"[7]\tvalid_0's poisson: -88.2346\tvalid_0's huber: 28.9222\n",
"[8]\tvalid_0's poisson: -88.3795\tvalid_0's huber: 28.7923\n",
"[9]\tvalid_0's poisson: -88.5234\tvalid_0's huber: 28.6628\n",
"[10]\tvalid_0's poisson: -88.6662\tvalid_0's huber: 28.534\n",
"[11]\tvalid_0's poisson: -88.8096\tvalid_0's huber: 28.4058\n",
"[12]\tvalid_0's poisson: -88.9505\tvalid_0's huber: 28.2779\n",
"[13]\tvalid_0's poisson: -89.0922\tvalid_0's huber: 28.1506\n",
"[14]\tvalid_0's poisson: -89.2327\tvalid_0's huber: 28.0238\n",
"[15]\tvalid_0's poisson: -89.3717\tvalid_0's huber: 27.8973\n",
"[16]\tvalid_0's poisson: -89.5107\tvalid_0's huber: 27.7712\n",
"[17]\tvalid_0's poisson: -89.6491\tvalid_0's huber: 27.6455\n",
"[18]\tvalid_0's poisson: -89.7855\tvalid_0's huber: 27.5203\n",
"[19]\tvalid_0's poisson: -89.922\tvalid_0's huber: 27.3954\n",
"[20]\tvalid_0's poisson: -90.0578\tvalid_0's huber: 27.271\n",
"[21]\tvalid_0's poisson: -90.1915\tvalid_0's huber: 27.1473\n",
"[22]\tvalid_0's poisson: -90.3255\tvalid_0's huber: 27.0243\n",
"[23]\tvalid_0's poisson: -90.4586\tvalid_0's huber: 26.9019\n",
"[24]\tvalid_0's poisson: -90.5897\tvalid_0's huber: 26.7802\n",
"[25]\tvalid_0's poisson: -90.7212\tvalid_0's huber: 26.6588\n",
"[26]\tvalid_0's poisson: -90.8508\tvalid_0's huber: 26.5381\n",
"[27]\tvalid_0's poisson: -90.9884\tvalid_0's huber: 26.4205\n",
"[28]\tvalid_0's poisson: -91.1248\tvalid_0's huber: 26.3035\n",
"[29]\tvalid_0's poisson: -91.2521\tvalid_0's huber: 26.1844\n",
"[30]\tvalid_0's poisson: -91.3874\tvalid_0's huber: 26.0682\n",
"[31]\tvalid_0's poisson: -91.5142\tvalid_0's huber: 25.9498\n",
"[32]\tvalid_0's poisson: -91.6479\tvalid_0's huber: 25.8345\n",
"[33]\tvalid_0's poisson: -91.7732\tvalid_0's huber: 25.7171\n",
"[34]\tvalid_0's poisson: -91.9057\tvalid_0's huber: 25.6025\n",
"[35]\tvalid_0's poisson: -92.0295\tvalid_0's huber: 25.4862\n",
"[36]\tvalid_0's poisson: -92.161\tvalid_0's huber: 25.3721\n",
"[37]\tvalid_0's poisson: -92.2826\tvalid_0's huber: 25.2573\n",
"[38]\tvalid_0's poisson: -92.4124\tvalid_0's huber: 25.1442\n",
"[39]\tvalid_0's poisson: -92.5385\tvalid_0's huber: 25.0326\n",
"[40]\tvalid_0's poisson: -92.6668\tvalid_0's huber: 24.9207\n",
"[41]\tvalid_0's poisson: -92.7936\tvalid_0's huber: 24.81\n",
"[42]\tvalid_0's poisson: -92.9188\tvalid_0's huber: 24.6981\n",
"[43]\tvalid_0's poisson: -93.0451\tvalid_0's huber: 24.5872\n",
"[44]\tvalid_0's poisson: -93.1704\tvalid_0's huber: 24.4769\n",
"[45]\tvalid_0's poisson: -93.2943\tvalid_0's huber: 24.3675\n",
"[46]\tvalid_0's poisson: -93.4186\tvalid_0's huber: 24.2577\n",
"[47]\tvalid_0's poisson: -93.5397\tvalid_0's huber: 24.1484\n",
"[48]\tvalid_0's poisson: -93.6629\tvalid_0's huber: 24.0388\n",
"[49]\tvalid_0's poisson: -93.7849\tvalid_0's huber: 23.9303\n",
"[50]\tvalid_0's poisson: -93.9053\tvalid_0's huber: 23.823\n",
"[51]\tvalid_0's poisson: -94.0245\tvalid_0's huber: 23.7147\n",
"[52]\tvalid_0's poisson: -94.144\tvalid_0's huber: 23.6079\n",
"[53]\tvalid_0's poisson: -94.2607\tvalid_0's huber: 23.5015\n",
"[54]\tvalid_0's poisson: -94.378\tvalid_0's huber: 23.3963\n",
"[55]\tvalid_0's poisson: -94.4957\tvalid_0's huber: 23.291\n",
"[56]\tvalid_0's poisson: -94.6118\tvalid_0's huber: 23.1849\n",
"[57]\tvalid_0's poisson: -94.7276\tvalid_0's huber: 23.0804\n",
"[58]\tvalid_0's poisson: -94.8426\tvalid_0's huber: 22.9749\n",
"[59]\tvalid_0's poisson: -94.9568\tvalid_0's huber: 22.8703\n",
"[60]\tvalid_0's poisson: -95.0704\tvalid_0's huber: 22.7658\n",
"[61]\tvalid_0's poisson: -95.1844\tvalid_0's huber: 22.66\n",
"[62]\tvalid_0's poisson: -95.2955\tvalid_0's huber: 22.5572\n",
"[63]\tvalid_0's poisson: -95.4053\tvalid_0's huber: 22.4549\n",
"[64]\tvalid_0's poisson: -95.5174\tvalid_0's huber: 22.3501\n",
"[65]\tvalid_0's poisson: -95.6261\tvalid_0's huber: 22.2485\n",
"[66]\tvalid_0's poisson: -95.734\tvalid_0's huber: 22.1473\n",
"[67]\tvalid_0's poisson: -95.842\tvalid_0's huber: 22.0464\n",
"[68]\tvalid_0's poisson: -95.9518\tvalid_0's huber: 21.943\n",
"[69]\tvalid_0's poisson: -96.058\tvalid_0's huber: 21.8429\n",
"[70]\tvalid_0's poisson: -96.1636\tvalid_0's huber: 21.7424\n",
"[71]\tvalid_0's poisson: -96.2713\tvalid_0's huber: 21.6404\n",
"[72]\tvalid_0's poisson: -96.3758\tvalid_0's huber: 21.5413\n",
"[73]\tvalid_0's poisson: -96.4795\tvalid_0's huber: 21.4428\n",
"[74]\tvalid_0's poisson: -96.5826\tvalid_0's huber: 21.3439\n",
"[75]\tvalid_0's poisson: -96.6859\tvalid_0's huber: 21.2461\n",
"[76]\tvalid_0's poisson: -96.7882\tvalid_0's huber: 21.1478\n",
"[77]\tvalid_0's poisson: -96.8902\tvalid_0's huber: 21.051\n",
"[78]\tvalid_0's poisson: -96.991\tvalid_0's huber: 20.9536\n",
"[79]\tvalid_0's poisson: -97.0913\tvalid_0's huber: 20.8575\n",
"[80]\tvalid_0's poisson: -97.1906\tvalid_0's huber: 20.7601\n",
"[81]\tvalid_0's poisson: -97.2894\tvalid_0's huber: 20.6644\n",
"[82]\tvalid_0's poisson: -97.3874\tvalid_0's huber: 20.5693\n",
"[83]\tvalid_0's poisson: -97.4848\tvalid_0's huber: 20.4749\n",
"[84]\tvalid_0's poisson: -97.5841\tvalid_0's huber: 20.3805\n",
"[85]\tvalid_0's poisson: -97.681\tvalid_0's huber: 20.2884\n",
"[86]\tvalid_0's poisson: -97.782\tvalid_0's huber: 20.1904\n",
"[87]\tvalid_0's poisson: -97.878\tvalid_0's huber: 20.0978\n",
"[88]\tvalid_0's poisson: -97.9727\tvalid_0's huber: 20.0054\n",
"[89]\tvalid_0's poisson: -98.073\tvalid_0's huber: 19.9069\n",
"[90]\tvalid_0's poisson: -98.1659\tvalid_0's huber: 19.8159\n",
"[91]\tvalid_0's poisson: -98.2609\tvalid_0's huber: 19.7244\n",
"[92]\tvalid_0's poisson: -98.3536\tvalid_0's huber: 19.6339\n",
"[93]\tvalid_0's poisson: -98.4457\tvalid_0's huber: 19.5442\n",
"[94]\tvalid_0's poisson: -98.5358\tvalid_0's huber: 19.4538\n",
"[95]\tvalid_0's poisson: -98.6258\tvalid_0's huber: 19.3634\n",
"[96]\tvalid_0's poisson: -98.7167\tvalid_0's huber: 19.2746\n",
"[97]\tvalid_0's poisson: -98.8065\tvalid_0's huber: 19.184\n",
"[98]\tvalid_0's poisson: -98.8965\tvalid_0's huber: 19.0946\n",
"[99]\tvalid_0's poisson: -98.9868\tvalid_0's huber: 19.0066\n",
"[100]\tvalid_0's poisson: -99.0746\tvalid_0's huber: 18.9187\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3192\tvalid_0's huber: 29.711\n",
"[2]\tvalid_0's poisson: -87.468\tvalid_0's huber: 29.5796\n",
"[3]\tvalid_0's poisson: -87.6158\tvalid_0's huber: 29.4487\n",
"[4]\tvalid_0's poisson: -87.7626\tvalid_0's huber: 29.3183\n",
"[5]\tvalid_0's poisson: -87.9086\tvalid_0's huber: 29.1885\n",
"[6]\tvalid_0's poisson: -88.0536\tvalid_0's huber: 29.0591\n",
"[7]\tvalid_0's poisson: -88.1978\tvalid_0's huber: 28.9302\n",
"[8]\tvalid_0's poisson: -88.3426\tvalid_0's huber: 28.8018\n",
"[9]\tvalid_0's poisson: -88.4851\tvalid_0's huber: 28.6737\n",
"[10]\tvalid_0's poisson: -88.6281\tvalid_0's huber: 28.5463\n",
"[11]\tvalid_0's poisson: -88.7689\tvalid_0's huber: 28.4193\n",
"[12]\tvalid_0's poisson: -88.9101\tvalid_0's huber: 28.2928\n",
"[13]\tvalid_0's poisson: -89.0504\tvalid_0's huber: 28.1669\n",
"[14]\tvalid_0's poisson: -89.1886\tvalid_0's huber: 28.0412\n",
"[15]\tvalid_0's poisson: -89.3273\tvalid_0's huber: 27.9161\n",
"[16]\tvalid_0's poisson: -89.4639\tvalid_0's huber: 27.7913\n",
"[17]\tvalid_0's poisson: -89.601\tvalid_0's huber: 27.667\n",
"[18]\tvalid_0's poisson: -89.7448\tvalid_0's huber: 27.5456\n",
"[19]\tvalid_0's poisson: -89.8783\tvalid_0's huber: 27.4229\n",
"[20]\tvalid_0's poisson: -90.0207\tvalid_0's huber: 27.3022\n",
"[21]\tvalid_0's poisson: -90.1622\tvalid_0's huber: 27.182\n",
"[22]\tvalid_0's poisson: -90.3029\tvalid_0's huber: 27.0629\n",
"[23]\tvalid_0's poisson: -90.4425\tvalid_0's huber: 26.9443\n",
"[24]\tvalid_0's poisson: -90.5808\tvalid_0's huber: 26.8258\n",
"[25]\tvalid_0's poisson: -90.7193\tvalid_0's huber: 26.7078\n",
"[26]\tvalid_0's poisson: -90.857\tvalid_0's huber: 26.5903\n",
"[27]\tvalid_0's poisson: -90.9938\tvalid_0's huber: 26.4733\n",
"[28]\tvalid_0's poisson: -91.1299\tvalid_0's huber: 26.3567\n",
"[29]\tvalid_0's poisson: -91.265\tvalid_0's huber: 26.2409\n",
"[30]\tvalid_0's poisson: -91.3987\tvalid_0's huber: 26.1253\n",
"[31]\tvalid_0's poisson: -91.5323\tvalid_0's huber: 26.0105\n",
"[32]\tvalid_0's poisson: -91.6651\tvalid_0's huber: 25.8962\n",
"[33]\tvalid_0's poisson: -91.7973\tvalid_0's huber: 25.7823\n",
"[34]\tvalid_0's poisson: -91.9285\tvalid_0's huber: 25.669\n",
"[35]\tvalid_0's poisson: -92.0579\tvalid_0's huber: 25.5559\n",
"[36]\tvalid_0's poisson: -92.1879\tvalid_0's huber: 25.4436\n",
"[37]\tvalid_0's poisson: -92.3178\tvalid_0's huber: 25.3306\n",
"[38]\tvalid_0's poisson: -92.4459\tvalid_0's huber: 25.2191\n",
"[39]\tvalid_0's poisson: -92.5742\tvalid_0's huber: 25.107\n",
"[40]\tvalid_0's poisson: -92.7003\tvalid_0's huber: 24.996\n",
"[41]\tvalid_0's poisson: -92.8262\tvalid_0's huber: 24.8858\n",
"[42]\tvalid_0's poisson: -92.9522\tvalid_0's huber: 24.7755\n",
"[43]\tvalid_0's poisson: -93.076\tvalid_0's huber: 24.6656\n",
"[44]\tvalid_0's poisson: -93.2004\tvalid_0's huber: 24.553\n",
"[45]\tvalid_0's poisson: -93.324\tvalid_0's huber: 24.4409\n",
"[46]\tvalid_0's poisson: -93.4473\tvalid_0's huber: 24.3318\n",
"[47]\tvalid_0's poisson: -93.5687\tvalid_0's huber: 24.2209\n",
"[48]\tvalid_0's poisson: -93.6905\tvalid_0's huber: 24.1128\n",
"[49]\tvalid_0's poisson: -93.8113\tvalid_0's huber: 24.0025\n",
"[50]\tvalid_0's poisson: -93.9326\tvalid_0's huber: 23.8947\n",
"[51]\tvalid_0's poisson: -94.0505\tvalid_0's huber: 23.7858\n",
"[52]\tvalid_0's poisson: -94.1704\tvalid_0's huber: 23.6789\n",
"[53]\tvalid_0's poisson: -94.2869\tvalid_0's huber: 23.5712\n",
"[54]\tvalid_0's poisson: -94.4056\tvalid_0's huber: 23.4649\n",
"[55]\tvalid_0's poisson: -94.5208\tvalid_0's huber: 23.3581\n",
"[56]\tvalid_0's poisson: -94.6372\tvalid_0's huber: 23.2536\n",
"[57]\tvalid_0's poisson: -94.7513\tvalid_0's huber: 23.1475\n",
"[58]\tvalid_0's poisson: -94.8677\tvalid_0's huber: 23.0428\n",
"[59]\tvalid_0's poisson: -94.9819\tvalid_0's huber: 22.9374\n",
"[60]\tvalid_0's poisson: -95.0969\tvalid_0's huber: 22.8337\n",
"[61]\tvalid_0's poisson: -95.2085\tvalid_0's huber: 22.7292\n",
"[62]\tvalid_0's poisson: -95.3224\tvalid_0's huber: 22.6246\n",
"[63]\tvalid_0's poisson: -95.4357\tvalid_0's huber: 22.5219\n",
"[64]\tvalid_0's poisson: -95.5455\tvalid_0's huber: 22.4185\n",
"[65]\tvalid_0's poisson: -95.6559\tvalid_0's huber: 22.3153\n",
"[66]\tvalid_0's poisson: -95.7659\tvalid_0's huber: 22.2122\n",
"[67]\tvalid_0's poisson: -95.8764\tvalid_0's huber: 22.1095\n",
"[68]\tvalid_0's poisson: -95.9842\tvalid_0's huber: 22.0077\n",
"[69]\tvalid_0's poisson: -96.0912\tvalid_0's huber: 21.9064\n",
"[70]\tvalid_0's poisson: -96.1988\tvalid_0's huber: 21.8049\n",
"[71]\tvalid_0's poisson: -96.3046\tvalid_0's huber: 21.7044\n",
"[72]\tvalid_0's poisson: -96.4097\tvalid_0's huber: 21.6042\n",
"[73]\tvalid_0's poisson: -96.5138\tvalid_0's huber: 21.5043\n",
"[74]\tvalid_0's poisson: -96.6177\tvalid_0's huber: 21.405\n",
"[75]\tvalid_0's poisson: -96.7221\tvalid_0's huber: 21.3056\n",
"[76]\tvalid_0's poisson: -96.8251\tvalid_0's huber: 21.207\n",
"[77]\tvalid_0's poisson: -96.9274\tvalid_0's huber: 21.109\n",
"[78]\tvalid_0's poisson: -97.0304\tvalid_0's huber: 21.0109\n",
"[79]\tvalid_0's poisson: -97.1317\tvalid_0's huber: 20.9137\n",
"[80]\tvalid_0's poisson: -97.233\tvalid_0's huber: 20.8167\n",
"[81]\tvalid_0's poisson: -97.3329\tvalid_0's huber: 20.7195\n",
"[82]\tvalid_0's poisson: -97.4333\tvalid_0's huber: 20.6234\n",
"[83]\tvalid_0's poisson: -97.5325\tvalid_0's huber: 20.5281\n",
"[84]\tvalid_0's poisson: -97.6298\tvalid_0's huber: 20.4334\n",
"[85]\tvalid_0's poisson: -97.7287\tvalid_0's huber: 20.3375\n",
"[86]\tvalid_0's poisson: -97.8248\tvalid_0's huber: 20.2438\n",
"[87]\tvalid_0's poisson: -97.9194\tvalid_0's huber: 20.1507\n",
"[88]\tvalid_0's poisson: -98.0188\tvalid_0's huber: 20.0529\n",
"[89]\tvalid_0's poisson: -98.1153\tvalid_0's huber: 19.9602\n",
"[90]\tvalid_0's poisson: -98.2135\tvalid_0's huber: 19.8634\n",
"[91]\tvalid_0's poisson: -98.3085\tvalid_0's huber: 19.7717\n",
"[92]\tvalid_0's poisson: -98.4028\tvalid_0's huber: 19.681\n",
"[93]\tvalid_0's poisson: -98.4991\tvalid_0's huber: 19.5854\n",
"[94]\tvalid_0's poisson: -98.5899\tvalid_0's huber: 19.4963\n",
"[95]\tvalid_0's poisson: -98.685\tvalid_0's huber: 19.4018\n",
"[96]\tvalid_0's poisson: -98.7768\tvalid_0's huber: 19.3139\n",
"[97]\tvalid_0's poisson: -98.8693\tvalid_0's huber: 19.223\n",
"[98]\tvalid_0's poisson: -98.9626\tvalid_0's huber: 19.1299\n",
"[99]\tvalid_0's poisson: -99.0533\tvalid_0's huber: 19.0421\n",
"[100]\tvalid_0's poisson: -99.1412\tvalid_0's huber: 18.9551\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3259\tvalid_0's huber: 29.6621\n",
"[2]\tvalid_0's poisson: -87.4749\tvalid_0's huber: 29.5311\n",
"[3]\tvalid_0's poisson: -87.623\tvalid_0's huber: 29.4006\n",
"[4]\tvalid_0's poisson: -87.7701\tvalid_0's huber: 29.2706\n",
"[5]\tvalid_0's poisson: -87.9162\tvalid_0's huber: 29.1412\n",
"[6]\tvalid_0's poisson: -88.0613\tvalid_0's huber: 29.0122\n",
"[7]\tvalid_0's poisson: -88.2055\tvalid_0's huber: 28.8838\n",
"[8]\tvalid_0's poisson: -88.3476\tvalid_0's huber: 28.7571\n",
"[9]\tvalid_0's poisson: -88.4908\tvalid_0's huber: 28.6304\n",
"[10]\tvalid_0's poisson: -88.6331\tvalid_0's huber: 28.5041\n",
"[11]\tvalid_0's poisson: -88.7736\tvalid_0's huber: 28.3777\n",
"[12]\tvalid_0's poisson: -88.914\tvalid_0's huber: 28.2524\n",
"[13]\tvalid_0's poisson: -89.0535\tvalid_0's huber: 28.1277\n",
"[14]\tvalid_0's poisson: -89.1905\tvalid_0's huber: 28.0035\n",
"[15]\tvalid_0's poisson: -89.3291\tvalid_0's huber: 27.8788\n",
"[16]\tvalid_0's poisson: -89.4666\tvalid_0's huber: 27.7549\n",
"[17]\tvalid_0's poisson: -89.6034\tvalid_0's huber: 27.6311\n",
"[18]\tvalid_0's poisson: -89.7379\tvalid_0's huber: 27.5079\n",
"[19]\tvalid_0's poisson: -89.873\tvalid_0's huber: 27.385\n",
"[20]\tvalid_0's poisson: -90.0153\tvalid_0's huber: 27.2652\n",
"[21]\tvalid_0's poisson: -90.1473\tvalid_0's huber: 27.1431\n",
"[22]\tvalid_0's poisson: -90.2882\tvalid_0's huber: 27.0246\n",
"[23]\tvalid_0's poisson: -90.4286\tvalid_0's huber: 26.9059\n",
"[24]\tvalid_0's poisson: -90.5677\tvalid_0's huber: 26.7872\n",
"[25]\tvalid_0's poisson: -90.7067\tvalid_0's huber: 26.6695\n",
"[26]\tvalid_0's poisson: -90.8448\tvalid_0's huber: 26.5522\n",
"[27]\tvalid_0's poisson: -90.9822\tvalid_0's huber: 26.4354\n",
"[28]\tvalid_0's poisson: -91.1186\tvalid_0's huber: 26.3192\n",
"[29]\tvalid_0's poisson: -91.2541\tvalid_0's huber: 26.2036\n",
"[30]\tvalid_0's poisson: -91.3882\tvalid_0's huber: 26.0882\n",
"[31]\tvalid_0's poisson: -91.5223\tvalid_0's huber: 25.9737\n",
"[32]\tvalid_0's poisson: -91.6483\tvalid_0's huber: 25.8563\n",
"[33]\tvalid_0's poisson: -91.781\tvalid_0's huber: 25.7426\n",
"[34]\tvalid_0's poisson: -91.9055\tvalid_0's huber: 25.6262\n",
"[35]\tvalid_0's poisson: -92.0369\tvalid_0's huber: 25.5128\n",
"[36]\tvalid_0's poisson: -92.1603\tvalid_0's huber: 25.397\n",
"[37]\tvalid_0's poisson: -92.2903\tvalid_0's huber: 25.2846\n",
"[38]\tvalid_0's poisson: -92.4198\tvalid_0's huber: 25.1724\n",
"[39]\tvalid_0's poisson: -92.5416\tvalid_0's huber: 25.0572\n",
"[40]\tvalid_0's poisson: -92.6708\tvalid_0's huber: 24.9451\n",
"[41]\tvalid_0's poisson: -92.798\tvalid_0's huber: 24.8343\n",
"[42]\tvalid_0's poisson: -92.9232\tvalid_0's huber: 24.723\n",
"[43]\tvalid_0's poisson: -93.0505\tvalid_0's huber: 24.6118\n",
"[44]\tvalid_0's poisson: -93.1749\tvalid_0's huber: 24.5025\n",
"[45]\tvalid_0's poisson: -93.2983\tvalid_0's huber: 24.3924\n",
"[46]\tvalid_0's poisson: -93.4211\tvalid_0's huber: 24.2845\n",
"[47]\tvalid_0's poisson: -93.545\tvalid_0's huber: 24.1757\n",
"[48]\tvalid_0's poisson: -93.6672\tvalid_0's huber: 24.0667\n",
"[49]\tvalid_0's poisson: -93.7899\tvalid_0's huber: 23.9582\n",
"[50]\tvalid_0's poisson: -93.9099\tvalid_0's huber: 23.8488\n",
"[51]\tvalid_0's poisson: -94.0301\tvalid_0's huber: 23.741\n",
"[52]\tvalid_0's poisson: -94.1486\tvalid_0's huber: 23.6328\n",
"[53]\tvalid_0's poisson: -94.2664\tvalid_0's huber: 23.525\n",
"[54]\tvalid_0's poisson: -94.3837\tvalid_0's huber: 23.4175\n",
"[55]\tvalid_0's poisson: -94.5026\tvalid_0's huber: 23.3112\n",
"[56]\tvalid_0's poisson: -94.6186\tvalid_0's huber: 23.2046\n",
"[57]\tvalid_0's poisson: -94.7337\tvalid_0's huber: 23.0988\n",
"[58]\tvalid_0's poisson: -94.8508\tvalid_0's huber: 22.9937\n",
"[59]\tvalid_0's poisson: -94.9636\tvalid_0's huber: 22.8887\n",
"[60]\tvalid_0's poisson: -95.0788\tvalid_0's huber: 22.7841\n",
"[61]\tvalid_0's poisson: -95.1939\tvalid_0's huber: 22.6803\n",
"[62]\tvalid_0's poisson: -95.305\tvalid_0's huber: 22.5761\n",
"[63]\tvalid_0's poisson: -95.4156\tvalid_0's huber: 22.4724\n",
"[64]\tvalid_0's poisson: -95.5288\tvalid_0's huber: 22.3695\n",
"[65]\tvalid_0's poisson: -95.6392\tvalid_0's huber: 22.2668\n",
"[66]\tvalid_0's poisson: -95.7502\tvalid_0's huber: 22.1641\n",
"[67]\tvalid_0's poisson: -95.8593\tvalid_0's huber: 22.0622\n",
"[68]\tvalid_0's poisson: -95.9704\tvalid_0's huber: 21.961\n",
"[69]\tvalid_0's poisson: -96.0772\tvalid_0's huber: 21.8595\n",
"[70]\tvalid_0's poisson: -96.1859\tvalid_0's huber: 21.7583\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[71]\tvalid_0's poisson: -96.2925\tvalid_0's huber: 21.6573\n",
"[72]\tvalid_0's poisson: -96.3974\tvalid_0's huber: 21.5579\n",
"[73]\tvalid_0's poisson: -96.5019\tvalid_0's huber: 21.4587\n",
"[74]\tvalid_0's poisson: -96.6068\tvalid_0's huber: 21.3595\n",
"[75]\tvalid_0's poisson: -96.7105\tvalid_0's huber: 21.2596\n",
"[76]\tvalid_0's poisson: -96.8131\tvalid_0's huber: 21.1616\n",
"[77]\tvalid_0's poisson: -96.9149\tvalid_0's huber: 21.0643\n",
"[78]\tvalid_0's poisson: -97.0172\tvalid_0's huber: 20.9671\n",
"[79]\tvalid_0's poisson: -97.1179\tvalid_0's huber: 20.8703\n",
"[80]\tvalid_0's poisson: -97.2183\tvalid_0's huber: 20.7745\n",
"[81]\tvalid_0's poisson: -97.319\tvalid_0's huber: 20.6788\n",
"[82]\tvalid_0's poisson: -97.4183\tvalid_0's huber: 20.5837\n",
"[83]\tvalid_0's poisson: -97.5207\tvalid_0's huber: 20.4844\n",
"[84]\tvalid_0's poisson: -97.6188\tvalid_0's huber: 20.3902\n",
"[85]\tvalid_0's poisson: -97.7171\tvalid_0's huber: 20.2966\n",
"[86]\tvalid_0's poisson: -97.8143\tvalid_0's huber: 20.2043\n",
"[87]\tvalid_0's poisson: -97.9101\tvalid_0's huber: 20.111\n",
"[88]\tvalid_0's poisson: -98.0092\tvalid_0's huber: 20.014\n",
"[89]\tvalid_0's poisson: -98.105\tvalid_0's huber: 19.9232\n",
"[90]\tvalid_0's poisson: -98.1987\tvalid_0's huber: 19.8313\n",
"[91]\tvalid_0's poisson: -98.2911\tvalid_0's huber: 19.7412\n",
"[92]\tvalid_0's poisson: -98.3885\tvalid_0's huber: 19.6448\n",
"[93]\tvalid_0's poisson: -98.4843\tvalid_0's huber: 19.5502\n",
"[94]\tvalid_0's poisson: -98.5755\tvalid_0's huber: 19.4605\n",
"[95]\tvalid_0's poisson: -98.6698\tvalid_0's huber: 19.3671\n",
"[96]\tvalid_0's poisson: -98.7595\tvalid_0's huber: 19.279\n",
"[97]\tvalid_0's poisson: -98.8525\tvalid_0's huber: 19.1867\n",
"[98]\tvalid_0's poisson: -98.9447\tvalid_0's huber: 19.0951\n",
"[99]\tvalid_0's poisson: -99.035\tvalid_0's huber: 19.0075\n",
"[100]\tvalid_0's poisson: -99.1243\tvalid_0's huber: 18.9217\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3126\tvalid_0's huber: 29.7559\n",
"[2]\tvalid_0's poisson: -87.4621\tvalid_0's huber: 29.6252\n",
"[3]\tvalid_0's poisson: -87.6087\tvalid_0's huber: 29.4955\n",
"[4]\tvalid_0's poisson: -87.7543\tvalid_0's huber: 29.3663\n",
"[5]\tvalid_0's poisson: -87.9012\tvalid_0's huber: 29.2369\n",
"[6]\tvalid_0's poisson: -88.0457\tvalid_0's huber: 29.1098\n",
"[7]\tvalid_0's poisson: -88.1888\tvalid_0's huber: 28.9819\n",
"[8]\tvalid_0's poisson: -88.3331\tvalid_0's huber: 28.8538\n",
"[9]\tvalid_0's poisson: -88.4764\tvalid_0's huber: 28.7263\n",
"[10]\tvalid_0's poisson: -88.617\tvalid_0's huber: 28.5997\n",
"[11]\tvalid_0's poisson: -88.7587\tvalid_0's huber: 28.4729\n",
"[12]\tvalid_0's poisson: -88.8976\tvalid_0's huber: 28.3469\n",
"[13]\tvalid_0's poisson: -89.0383\tvalid_0's huber: 28.2206\n",
"[14]\tvalid_0's poisson: -89.1775\tvalid_0's huber: 28.095\n",
"[15]\tvalid_0's poisson: -89.3137\tvalid_0's huber: 27.9706\n",
"[16]\tvalid_0's poisson: -89.4514\tvalid_0's huber: 27.8458\n",
"[17]\tvalid_0's poisson: -89.5887\tvalid_0's huber: 27.7211\n",
"[18]\tvalid_0's poisson: -89.7226\tvalid_0's huber: 27.5977\n",
"[19]\tvalid_0's poisson: -89.8581\tvalid_0's huber: 27.474\n",
"[20]\tvalid_0's poisson: -90.0002\tvalid_0's huber: 27.3541\n",
"[21]\tvalid_0's poisson: -90.1329\tvalid_0's huber: 27.2313\n",
"[22]\tvalid_0's poisson: -90.2738\tvalid_0's huber: 27.1121\n",
"[23]\tvalid_0's poisson: -90.4138\tvalid_0's huber: 26.9934\n",
"[24]\tvalid_0's poisson: -90.5441\tvalid_0's huber: 26.8722\n",
"[25]\tvalid_0's poisson: -90.6826\tvalid_0's huber: 26.7543\n",
"[26]\tvalid_0's poisson: -90.819\tvalid_0's huber: 26.6368\n",
"[27]\tvalid_0's poisson: -90.9556\tvalid_0's huber: 26.5203\n",
"[28]\tvalid_0's poisson: -91.0911\tvalid_0's huber: 26.4042\n",
"[29]\tvalid_0's poisson: -91.2262\tvalid_0's huber: 26.2883\n",
"[30]\tvalid_0's poisson: -91.3607\tvalid_0's huber: 26.1729\n",
"[31]\tvalid_0's poisson: -91.4936\tvalid_0's huber: 26.0582\n",
"[32]\tvalid_0's poisson: -91.6257\tvalid_0's huber: 25.9438\n",
"[33]\tvalid_0's poisson: -91.757\tvalid_0's huber: 25.83\n",
"[34]\tvalid_0's poisson: -91.8875\tvalid_0's huber: 25.7166\n",
"[35]\tvalid_0's poisson: -92.0168\tvalid_0's huber: 25.6034\n",
"[36]\tvalid_0's poisson: -92.1475\tvalid_0's huber: 25.4905\n",
"[37]\tvalid_0's poisson: -92.2754\tvalid_0's huber: 25.3781\n",
"[38]\tvalid_0's poisson: -92.4033\tvalid_0's huber: 25.2664\n",
"[39]\tvalid_0's poisson: -92.532\tvalid_0's huber: 25.1545\n",
"[40]\tvalid_0's poisson: -92.6586\tvalid_0's huber: 25.0435\n",
"[41]\tvalid_0's poisson: -92.7844\tvalid_0's huber: 24.933\n",
"[42]\tvalid_0's poisson: -92.9084\tvalid_0's huber: 24.8217\n",
"[43]\tvalid_0's poisson: -93.0337\tvalid_0's huber: 24.7118\n",
"[44]\tvalid_0's poisson: -93.1601\tvalid_0's huber: 24.6002\n",
"[45]\tvalid_0's poisson: -93.2775\tvalid_0's huber: 24.4878\n",
"[46]\tvalid_0's poisson: -93.401\tvalid_0's huber: 24.3788\n",
"[47]\tvalid_0's poisson: -93.517\tvalid_0's huber: 24.2673\n",
"[48]\tvalid_0's poisson: -93.6387\tvalid_0's huber: 24.157\n",
"[49]\tvalid_0's poisson: -93.7606\tvalid_0's huber: 24.0486\n",
"[50]\tvalid_0's poisson: -93.8745\tvalid_0's huber: 23.9385\n",
"[51]\tvalid_0's poisson: -93.995\tvalid_0's huber: 23.8313\n",
"[52]\tvalid_0's poisson: -94.1128\tvalid_0's huber: 23.7236\n",
"[53]\tvalid_0's poisson: -94.2325\tvalid_0's huber: 23.6167\n",
"[54]\tvalid_0's poisson: -94.3488\tvalid_0's huber: 23.5104\n",
"[55]\tvalid_0's poisson: -94.4594\tvalid_0's huber: 23.4029\n",
"[56]\tvalid_0's poisson: -94.5768\tvalid_0's huber: 23.2979\n",
"[57]\tvalid_0's poisson: -94.6939\tvalid_0's huber: 23.1918\n",
"[58]\tvalid_0's poisson: -94.8105\tvalid_0's huber: 23.087\n",
"[59]\tvalid_0's poisson: -94.9257\tvalid_0's huber: 22.9818\n",
"[60]\tvalid_0's poisson: -95.0409\tvalid_0's huber: 22.8768\n",
"[61]\tvalid_0's poisson: -95.1552\tvalid_0's huber: 22.7737\n",
"[62]\tvalid_0's poisson: -95.2684\tvalid_0's huber: 22.6697\n",
"[63]\tvalid_0's poisson: -95.3809\tvalid_0's huber: 22.566\n",
"[64]\tvalid_0's poisson: -95.4926\tvalid_0's huber: 22.4617\n",
"[65]\tvalid_0's poisson: -95.6039\tvalid_0's huber: 22.3586\n",
"[66]\tvalid_0's poisson: -95.7151\tvalid_0's huber: 22.2558\n",
"[67]\tvalid_0's poisson: -95.825\tvalid_0's huber: 22.1524\n",
"[68]\tvalid_0's poisson: -95.9343\tvalid_0's huber: 22.0505\n",
"[69]\tvalid_0's poisson: -96.0428\tvalid_0's huber: 21.9479\n",
"[70]\tvalid_0's poisson: -96.1506\tvalid_0's huber: 21.8479\n",
"[71]\tvalid_0's poisson: -96.2572\tvalid_0's huber: 21.7466\n",
"[72]\tvalid_0's poisson: -96.362\tvalid_0's huber: 21.6457\n",
"[73]\tvalid_0's poisson: -96.4681\tvalid_0's huber: 21.5458\n",
"[74]\tvalid_0's poisson: -96.573\tvalid_0's huber: 21.4457\n",
"[75]\tvalid_0's poisson: -96.6795\tvalid_0's huber: 21.3434\n",
"[76]\tvalid_0's poisson: -96.7852\tvalid_0's huber: 21.2415\n",
"[77]\tvalid_0's poisson: -96.8872\tvalid_0's huber: 21.1441\n",
"[78]\tvalid_0's poisson: -96.9898\tvalid_0's huber: 21.0466\n",
"[79]\tvalid_0's poisson: -97.0908\tvalid_0's huber: 20.95\n",
"[80]\tvalid_0's poisson: -97.1921\tvalid_0's huber: 20.8536\n",
"[81]\tvalid_0's poisson: -97.2921\tvalid_0's huber: 20.7578\n",
"[82]\tvalid_0's poisson: -97.391\tvalid_0's huber: 20.6628\n",
"[83]\tvalid_0's poisson: -97.4923\tvalid_0's huber: 20.5635\n",
"[84]\tvalid_0's poisson: -97.5909\tvalid_0's huber: 20.4693\n",
"[85]\tvalid_0's poisson: -97.6884\tvalid_0's huber: 20.376\n",
"[86]\tvalid_0's poisson: -97.7853\tvalid_0's huber: 20.2837\n",
"[87]\tvalid_0's poisson: -97.8797\tvalid_0's huber: 20.1903\n",
"[88]\tvalid_0's poisson: -97.9787\tvalid_0's huber: 20.0934\n",
"[89]\tvalid_0's poisson: -98.0748\tvalid_0's huber: 20.0015\n",
"[90]\tvalid_0's poisson: -98.1681\tvalid_0's huber: 19.9101\n",
"[91]\tvalid_0's poisson: -98.2628\tvalid_0's huber: 19.8195\n",
"[92]\tvalid_0's poisson: -98.355\tvalid_0's huber: 19.7282\n",
"[93]\tvalid_0's poisson: -98.4515\tvalid_0's huber: 19.6326\n",
"[94]\tvalid_0's poisson: -98.5471\tvalid_0's huber: 19.5376\n",
"[95]\tvalid_0's poisson: -98.6399\tvalid_0's huber: 19.4482\n",
"[96]\tvalid_0's poisson: -98.7301\tvalid_0's huber: 19.3596\n",
"[97]\tvalid_0's poisson: -98.8213\tvalid_0's huber: 19.2714\n",
"[98]\tvalid_0's poisson: -98.9091\tvalid_0's huber: 19.1835\n",
"[99]\tvalid_0's poisson: -98.9966\tvalid_0's huber: 19.0955\n",
"[100]\tvalid_0's poisson: -99.0863\tvalid_0's huber: 19.008\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3383\tvalid_0's huber: 29.6765\n",
"[2]\tvalid_0's poisson: -87.502\tvalid_0's huber: 29.5416\n",
"[3]\tvalid_0's poisson: -87.6647\tvalid_0's huber: 29.4072\n",
"[4]\tvalid_0's poisson: -87.8264\tvalid_0's huber: 29.2734\n",
"[5]\tvalid_0's poisson: -87.9871\tvalid_0's huber: 29.14\n",
"[6]\tvalid_0's poisson: -88.1468\tvalid_0's huber: 29.007\n",
"[7]\tvalid_0's poisson: -88.3056\tvalid_0's huber: 28.8748\n",
"[8]\tvalid_0's poisson: -88.4635\tvalid_0's huber: 28.743\n",
"[9]\tvalid_0's poisson: -88.6197\tvalid_0's huber: 28.6128\n",
"[10]\tvalid_0's poisson: -88.775\tvalid_0's huber: 28.4831\n",
"[11]\tvalid_0's poisson: -88.9294\tvalid_0's huber: 28.3539\n",
"[12]\tvalid_0's poisson: -89.0828\tvalid_0's huber: 28.2251\n",
"[13]\tvalid_0's poisson: -89.2353\tvalid_0's huber: 28.0969\n",
"[14]\tvalid_0's poisson: -89.3875\tvalid_0's huber: 27.9684\n",
"[15]\tvalid_0's poisson: -89.5382\tvalid_0's huber: 27.8411\n",
"[16]\tvalid_0's poisson: -89.6885\tvalid_0's huber: 27.7135\n",
"[17]\tvalid_0's poisson: -89.8378\tvalid_0's huber: 27.5864\n",
"[18]\tvalid_0's poisson: -89.9868\tvalid_0's huber: 27.4591\n",
"[19]\tvalid_0's poisson: -90.1345\tvalid_0's huber: 27.3328\n",
"[20]\tvalid_0's poisson: -90.2817\tvalid_0's huber: 27.2063\n",
"[21]\tvalid_0's poisson: -90.4277\tvalid_0's huber: 27.081\n",
"[22]\tvalid_0's poisson: -90.5733\tvalid_0's huber: 26.9554\n",
"[23]\tvalid_0's poisson: -90.7172\tvalid_0's huber: 26.8312\n",
"[24]\tvalid_0's poisson: -90.8607\tvalid_0's huber: 26.7071\n",
"[25]\tvalid_0's poisson: -91.0033\tvalid_0's huber: 26.5834\n",
"[26]\tvalid_0's poisson: -91.1453\tvalid_0's huber: 26.4597\n",
"[27]\tvalid_0's poisson: -91.285\tvalid_0's huber: 26.3377\n",
"[28]\tvalid_0's poisson: -91.4257\tvalid_0's huber: 26.2151\n",
"[29]\tvalid_0's poisson: -91.5658\tvalid_0's huber: 26.092\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -91.7056\tvalid_0's huber: 25.9699\n",
"[31]\tvalid_0's poisson: -91.8447\tvalid_0's huber: 25.8483\n",
"[32]\tvalid_0's poisson: -91.9823\tvalid_0's huber: 25.7271\n",
"[33]\tvalid_0's poisson: -92.1196\tvalid_0's huber: 25.6066\n",
"[34]\tvalid_0's poisson: -92.2576\tvalid_0's huber: 25.4851\n",
"[35]\tvalid_0's poisson: -92.3934\tvalid_0's huber: 25.3642\n",
"[36]\tvalid_0's poisson: -92.5283\tvalid_0's huber: 25.244\n",
"[37]\tvalid_0's poisson: -92.6635\tvalid_0's huber: 25.1245\n",
"[38]\tvalid_0's poisson: -92.7967\tvalid_0's huber: 25.0053\n",
"[39]\tvalid_0's poisson: -92.9297\tvalid_0's huber: 24.8866\n",
"[40]\tvalid_0's poisson: -93.0618\tvalid_0's huber: 24.7683\n",
"[41]\tvalid_0's poisson: -93.1922\tvalid_0's huber: 24.6522\n",
"[42]\tvalid_0's poisson: -93.3227\tvalid_0's huber: 24.5348\n",
"[43]\tvalid_0's poisson: -93.4525\tvalid_0's huber: 24.4179\n",
"[44]\tvalid_0's poisson: -93.5804\tvalid_0's huber: 24.3037\n",
"[45]\tvalid_0's poisson: -93.7084\tvalid_0's huber: 24.1877\n",
"[46]\tvalid_0's poisson: -93.8358\tvalid_0's huber: 24.0723\n",
"[47]\tvalid_0's poisson: -93.9612\tvalid_0's huber: 23.9594\n",
"[48]\tvalid_0's poisson: -94.088\tvalid_0's huber: 23.8442\n",
"[49]\tvalid_0's poisson: -94.2141\tvalid_0's huber: 23.7295\n",
"[50]\tvalid_0's poisson: -94.3378\tvalid_0's huber: 23.6176\n",
"[51]\tvalid_0's poisson: -94.4612\tvalid_0's huber: 23.5045\n",
"[52]\tvalid_0's poisson: -94.5848\tvalid_0's huber: 23.3911\n",
"[53]\tvalid_0's poisson: -94.7061\tvalid_0's huber: 23.2807\n",
"[54]\tvalid_0's poisson: -94.8279\tvalid_0's huber: 23.1691\n",
"[55]\tvalid_0's poisson: -94.9489\tvalid_0's huber: 23.0585\n",
"[56]\tvalid_0's poisson: -95.0692\tvalid_0's huber: 22.9478\n",
"[57]\tvalid_0's poisson: -95.1889\tvalid_0's huber: 22.8376\n",
"[58]\tvalid_0's poisson: -95.3076\tvalid_0's huber: 22.7283\n",
"[59]\tvalid_0's poisson: -95.4255\tvalid_0's huber: 22.6192\n",
"[60]\tvalid_0's poisson: -95.5427\tvalid_0's huber: 22.511\n",
"[61]\tvalid_0's poisson: -95.6591\tvalid_0's huber: 22.4031\n",
"[62]\tvalid_0's poisson: -95.7751\tvalid_0's huber: 22.2952\n",
"[63]\tvalid_0's poisson: -95.89\tvalid_0's huber: 22.1883\n",
"[64]\tvalid_0's poisson: -96.0055\tvalid_0's huber: 22.0798\n",
"[65]\tvalid_0's poisson: -96.1196\tvalid_0's huber: 21.9721\n",
"[66]\tvalid_0's poisson: -96.2319\tvalid_0's huber: 21.8663\n",
"[67]\tvalid_0's poisson: -96.3448\tvalid_0's huber: 21.7595\n",
"[68]\tvalid_0's poisson: -96.4572\tvalid_0's huber: 21.6537\n",
"[69]\tvalid_0's poisson: -96.5656\tvalid_0's huber: 21.5502\n",
"[70]\tvalid_0's poisson: -96.6732\tvalid_0's huber: 21.4474\n",
"[71]\tvalid_0's poisson: -96.783\tvalid_0's huber: 21.3437\n",
"[72]\tvalid_0's poisson: -96.8901\tvalid_0's huber: 21.241\n",
"[73]\tvalid_0's poisson: -96.9975\tvalid_0's huber: 21.1384\n",
"[74]\tvalid_0's poisson: -97.1055\tvalid_0's huber: 21.036\n",
"[75]\tvalid_0's poisson: -97.2117\tvalid_0's huber: 20.9338\n",
"[76]\tvalid_0's poisson: -97.3188\tvalid_0's huber: 20.832\n",
"[77]\tvalid_0's poisson: -97.4237\tvalid_0's huber: 20.7308\n",
"[78]\tvalid_0's poisson: -97.5278\tvalid_0's huber: 20.6301\n",
"[79]\tvalid_0's poisson: -97.633\tvalid_0's huber: 20.5298\n",
"[80]\tvalid_0's poisson: -97.7361\tvalid_0's huber: 20.4297\n",
"[81]\tvalid_0's poisson: -97.8399\tvalid_0's huber: 20.3304\n",
"[82]\tvalid_0's poisson: -97.9444\tvalid_0's huber: 20.23\n",
"[83]\tvalid_0's poisson: -98.0465\tvalid_0's huber: 20.132\n",
"[84]\tvalid_0's poisson: -98.1485\tvalid_0's huber: 20.0326\n",
"[85]\tvalid_0's poisson: -98.2514\tvalid_0's huber: 19.9332\n",
"[86]\tvalid_0's poisson: -98.3523\tvalid_0's huber: 19.8363\n",
"[87]\tvalid_0's poisson: -98.4538\tvalid_0's huber: 19.738\n",
"[88]\tvalid_0's poisson: -98.5543\tvalid_0's huber: 19.6394\n",
"[89]\tvalid_0's poisson: -98.6546\tvalid_0's huber: 19.5417\n",
"[90]\tvalid_0's poisson: -98.7541\tvalid_0's huber: 19.4446\n",
"[91]\tvalid_0's poisson: -98.8525\tvalid_0's huber: 19.3475\n",
"[92]\tvalid_0's poisson: -98.9504\tvalid_0's huber: 19.2516\n",
"[93]\tvalid_0's poisson: -99.0473\tvalid_0's huber: 19.1555\n",
"[94]\tvalid_0's poisson: -99.1432\tvalid_0's huber: 19.0602\n",
"[95]\tvalid_0's poisson: -99.2388\tvalid_0's huber: 18.9659\n",
"[96]\tvalid_0's poisson: -99.333\tvalid_0's huber: 18.8718\n",
"[97]\tvalid_0's poisson: -99.4272\tvalid_0's huber: 18.7786\n",
"[98]\tvalid_0's poisson: -99.5211\tvalid_0's huber: 18.6863\n",
"[99]\tvalid_0's poisson: -99.6128\tvalid_0's huber: 18.5945\n",
"[100]\tvalid_0's poisson: -99.7059\tvalid_0's huber: 18.5025\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3322\tvalid_0's huber: 29.676\n",
"[2]\tvalid_0's poisson: -87.4895\tvalid_0's huber: 29.5428\n",
"[3]\tvalid_0's poisson: -87.6496\tvalid_0's huber: 29.4108\n",
"[4]\tvalid_0's poisson: -87.8089\tvalid_0's huber: 29.2791\n",
"[5]\tvalid_0's poisson: -87.9669\tvalid_0's huber: 29.148\n",
"[6]\tvalid_0's poisson: -88.1242\tvalid_0's huber: 29.0172\n",
"[7]\tvalid_0's poisson: -88.2805\tvalid_0's huber: 28.8869\n",
"[8]\tvalid_0's poisson: -88.4358\tvalid_0's huber: 28.7569\n",
"[9]\tvalid_0's poisson: -88.5902\tvalid_0's huber: 28.6274\n",
"[10]\tvalid_0's poisson: -88.7399\tvalid_0's huber: 28.494\n",
"[11]\tvalid_0's poisson: -88.8962\tvalid_0's huber: 28.3619\n",
"[12]\tvalid_0's poisson: -89.0524\tvalid_0's huber: 28.2298\n",
"[13]\tvalid_0's poisson: -89.2076\tvalid_0's huber: 28.0983\n",
"[14]\tvalid_0's poisson: -89.3618\tvalid_0's huber: 27.9673\n",
"[15]\tvalid_0's poisson: -89.5152\tvalid_0's huber: 27.8367\n",
"[16]\tvalid_0's poisson: -89.6678\tvalid_0's huber: 27.7064\n",
"[17]\tvalid_0's poisson: -89.8192\tvalid_0's huber: 27.5769\n",
"[18]\tvalid_0's poisson: -89.97\tvalid_0's huber: 27.4474\n",
"[19]\tvalid_0's poisson: -90.1197\tvalid_0's huber: 27.3187\n",
"[20]\tvalid_0's poisson: -90.2686\tvalid_0's huber: 27.1902\n",
"[21]\tvalid_0's poisson: -90.4166\tvalid_0's huber: 27.0622\n",
"[22]\tvalid_0's poisson: -90.5631\tvalid_0's huber: 26.9351\n",
"[23]\tvalid_0's poisson: -90.7094\tvalid_0's huber: 26.808\n",
"[24]\tvalid_0's poisson: -90.8544\tvalid_0's huber: 26.6819\n",
"[25]\tvalid_0's poisson: -90.9989\tvalid_0's huber: 26.5559\n",
"[26]\tvalid_0's poisson: -91.1419\tvalid_0's huber: 26.4314\n",
"[27]\tvalid_0's poisson: -91.2844\tvalid_0's huber: 26.307\n",
"[28]\tvalid_0's poisson: -91.4262\tvalid_0's huber: 26.1832\n",
"[29]\tvalid_0's poisson: -91.5667\tvalid_0's huber: 26.0604\n",
"[30]\tvalid_0's poisson: -91.7066\tvalid_0's huber: 25.9377\n",
"[31]\tvalid_0's poisson: -91.8455\tvalid_0's huber: 25.8159\n",
"[32]\tvalid_0's poisson: -91.9832\tvalid_0's huber: 25.694\n",
"[33]\tvalid_0's poisson: -92.1201\tvalid_0's huber: 25.5727\n",
"[34]\tvalid_0's poisson: -92.2557\tvalid_0's huber: 25.4523\n",
"[35]\tvalid_0's poisson: -92.3921\tvalid_0's huber: 25.3312\n",
"[36]\tvalid_0's poisson: -92.5271\tvalid_0's huber: 25.2111\n",
"[37]\tvalid_0's poisson: -92.6619\tvalid_0's huber: 25.0914\n",
"[38]\tvalid_0's poisson: -92.7959\tvalid_0's huber: 24.9721\n",
"[39]\tvalid_0's poisson: -92.9286\tvalid_0's huber: 24.8534\n",
"[40]\tvalid_0's poisson: -93.0608\tvalid_0's huber: 24.7351\n",
"[41]\tvalid_0's poisson: -93.1919\tvalid_0's huber: 24.6174\n",
"[42]\tvalid_0's poisson: -93.323\tvalid_0's huber: 24.5002\n",
"[43]\tvalid_0's poisson: -93.4525\tvalid_0's huber: 24.3832\n",
"[44]\tvalid_0's poisson: -93.582\tvalid_0's huber: 24.2669\n",
"[45]\tvalid_0's poisson: -93.7107\tvalid_0's huber: 24.1507\n",
"[46]\tvalid_0's poisson: -93.8377\tvalid_0's huber: 24.0352\n",
"[47]\tvalid_0's poisson: -93.9646\tvalid_0's huber: 23.92\n",
"[48]\tvalid_0's poisson: -94.0896\tvalid_0's huber: 23.8059\n",
"[49]\tvalid_0's poisson: -94.2153\tvalid_0's huber: 23.6913\n",
"[50]\tvalid_0's poisson: -94.3388\tvalid_0's huber: 23.5784\n",
"[51]\tvalid_0's poisson: -94.462\tvalid_0's huber: 23.4654\n",
"[52]\tvalid_0's poisson: -94.5853\tvalid_0's huber: 23.3525\n",
"[53]\tvalid_0's poisson: -94.7067\tvalid_0's huber: 23.2408\n",
"[54]\tvalid_0's poisson: -94.8287\tvalid_0's huber: 23.1286\n",
"[55]\tvalid_0's poisson: -94.9487\tvalid_0's huber: 23.0179\n",
"[56]\tvalid_0's poisson: -95.0681\tvalid_0's huber: 22.9075\n",
"[57]\tvalid_0's poisson: -95.1883\tvalid_0's huber: 22.7974\n",
"[58]\tvalid_0's poisson: -95.3072\tvalid_0's huber: 22.6874\n",
"[59]\tvalid_0's poisson: -95.4245\tvalid_0's huber: 22.5788\n",
"[60]\tvalid_0's poisson: -95.5422\tvalid_0's huber: 22.47\n",
"[61]\tvalid_0's poisson: -95.6567\tvalid_0's huber: 22.3626\n",
"[62]\tvalid_0's poisson: -95.7709\tvalid_0's huber: 22.256\n",
"[63]\tvalid_0's poisson: -95.8842\tvalid_0's huber: 22.1499\n",
"[64]\tvalid_0's poisson: -95.9968\tvalid_0's huber: 22.0443\n",
"[65]\tvalid_0's poisson: -96.1113\tvalid_0's huber: 21.9376\n",
"[66]\tvalid_0's poisson: -96.223\tvalid_0's huber: 21.832\n",
"[67]\tvalid_0's poisson: -96.3342\tvalid_0's huber: 21.7276\n",
"[68]\tvalid_0's poisson: -96.4449\tvalid_0's huber: 21.6232\n",
"[69]\tvalid_0's poisson: -96.557\tvalid_0's huber: 21.5185\n",
"[70]\tvalid_0's poisson: -96.6668\tvalid_0's huber: 21.4147\n",
"[71]\tvalid_0's poisson: -96.7778\tvalid_0's huber: 21.3106\n",
"[72]\tvalid_0's poisson: -96.8851\tvalid_0's huber: 21.2085\n",
"[73]\tvalid_0's poisson: -96.9959\tvalid_0's huber: 21.1029\n",
"[74]\tvalid_0's poisson: -97.1025\tvalid_0's huber: 21.0015\n",
"[75]\tvalid_0's poisson: -97.2118\tvalid_0's huber: 20.8972\n",
"[76]\tvalid_0's poisson: -97.3201\tvalid_0's huber: 20.7936\n",
"[77]\tvalid_0's poisson: -97.4246\tvalid_0's huber: 20.6933\n",
"[78]\tvalid_0's poisson: -97.5324\tvalid_0's huber: 20.5898\n",
"[79]\tvalid_0's poisson: -97.636\tvalid_0's huber: 20.4906\n",
"[80]\tvalid_0's poisson: -97.7424\tvalid_0's huber: 20.3881\n",
"[81]\tvalid_0's poisson: -97.8456\tvalid_0's huber: 20.2885\n",
"[82]\tvalid_0's poisson: -97.9506\tvalid_0's huber: 20.187\n",
"[83]\tvalid_0's poisson: -98.0524\tvalid_0's huber: 20.0886\n",
"[84]\tvalid_0's poisson: -98.1563\tvalid_0's huber: 19.9873\n",
"[85]\tvalid_0's poisson: -98.2585\tvalid_0's huber: 19.8881\n",
"[86]\tvalid_0's poisson: -98.3607\tvalid_0's huber: 19.7886\n",
"[87]\tvalid_0's poisson: -98.4619\tvalid_0's huber: 19.6899\n",
"[88]\tvalid_0's poisson: -98.5621\tvalid_0's huber: 19.592\n",
"[89]\tvalid_0's poisson: -98.6614\tvalid_0's huber: 19.4943\n",
"[90]\tvalid_0's poisson: -98.7602\tvalid_0's huber: 19.397\n",
"[91]\tvalid_0's poisson: -98.8585\tvalid_0's huber: 19.3003\n",
"[92]\tvalid_0's poisson: -98.9556\tvalid_0's huber: 19.2042\n",
"[93]\tvalid_0's poisson: -99.0534\tvalid_0's huber: 19.1082\n",
"[94]\tvalid_0's poisson: -99.1492\tvalid_0's huber: 19.0128\n",
"[95]\tvalid_0's poisson: -99.2457\tvalid_0's huber: 18.9176\n",
"[96]\tvalid_0's poisson: -99.3408\tvalid_0's huber: 18.8232\n",
"[97]\tvalid_0's poisson: -99.4358\tvalid_0's huber: 18.7291\n",
"[98]\tvalid_0's poisson: -99.5283\tvalid_0's huber: 18.6358\n",
"[99]\tvalid_0's poisson: -99.6218\tvalid_0's huber: 18.5428\n",
"[100]\tvalid_0's poisson: -99.7123\tvalid_0's huber: 18.4509\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3344\tvalid_0's huber: 29.7065\n",
"[2]\tvalid_0's poisson: -87.4983\tvalid_0's huber: 29.5704\n",
"[3]\tvalid_0's poisson: -87.6611\tvalid_0's huber: 29.4349\n",
"[4]\tvalid_0's poisson: -87.823\tvalid_0's huber: 29.2998\n",
"[5]\tvalid_0's poisson: -87.9839\tvalid_0's huber: 29.1652\n",
"[6]\tvalid_0's poisson: -88.1448\tvalid_0's huber: 29.0308\n",
"[7]\tvalid_0's poisson: -88.3047\tvalid_0's huber: 28.8969\n",
"[8]\tvalid_0's poisson: -88.4637\tvalid_0's huber: 28.7634\n",
"[9]\tvalid_0's poisson: -88.6219\tvalid_0's huber: 28.6304\n",
"[10]\tvalid_0's poisson: -88.7791\tvalid_0's huber: 28.4978\n",
"[11]\tvalid_0's poisson: -88.9354\tvalid_0's huber: 28.3657\n",
"[12]\tvalid_0's poisson: -89.0907\tvalid_0's huber: 28.2342\n",
"[13]\tvalid_0's poisson: -89.2451\tvalid_0's huber: 28.1032\n",
"[14]\tvalid_0's poisson: -89.3984\tvalid_0's huber: 27.9728\n",
"[15]\tvalid_0's poisson: -89.5507\tvalid_0's huber: 27.8426\n",
"[16]\tvalid_0's poisson: -89.7023\tvalid_0's huber: 27.7131\n",
"[17]\tvalid_0's poisson: -89.8528\tvalid_0's huber: 27.5838\n",
"[18]\tvalid_0's poisson: -90.0025\tvalid_0's huber: 27.4552\n",
"[19]\tvalid_0's poisson: -90.1514\tvalid_0's huber: 27.327\n",
"[20]\tvalid_0's poisson: -90.2942\tvalid_0's huber: 27.1994\n",
"[21]\tvalid_0's poisson: -90.4413\tvalid_0's huber: 27.0724\n",
"[22]\tvalid_0's poisson: -90.5863\tvalid_0's huber: 26.9466\n",
"[23]\tvalid_0's poisson: -90.732\tvalid_0's huber: 26.8199\n",
"[24]\tvalid_0's poisson: -90.8751\tvalid_0's huber: 26.6949\n",
"[25]\tvalid_0's poisson: -91.0176\tvalid_0's huber: 26.57\n",
"[26]\tvalid_0's poisson: -91.1597\tvalid_0's huber: 26.4453\n",
"[27]\tvalid_0's poisson: -91.3007\tvalid_0's huber: 26.3209\n",
"[28]\tvalid_0's poisson: -91.4414\tvalid_0's huber: 26.1968\n",
"[29]\tvalid_0's poisson: -91.5816\tvalid_0's huber: 26.0735\n",
"[30]\tvalid_0's poisson: -91.7214\tvalid_0's huber: 25.9499\n",
"[31]\tvalid_0's poisson: -91.8589\tvalid_0's huber: 25.8285\n",
"[32]\tvalid_0's poisson: -91.9969\tvalid_0's huber: 25.7066\n",
"[33]\tvalid_0's poisson: -92.1336\tvalid_0's huber: 25.5859\n",
"[34]\tvalid_0's poisson: -92.2689\tvalid_0's huber: 25.4658\n",
"[35]\tvalid_0's poisson: -92.4047\tvalid_0's huber: 25.346\n",
"[36]\tvalid_0's poisson: -92.5388\tvalid_0's huber: 25.2272\n",
"[37]\tvalid_0's poisson: -92.6729\tvalid_0's huber: 25.1084\n",
"[38]\tvalid_0's poisson: -92.8049\tvalid_0's huber: 24.9912\n",
"[39]\tvalid_0's poisson: -92.9373\tvalid_0's huber: 24.8734\n",
"[40]\tvalid_0's poisson: -93.0681\tvalid_0's huber: 24.7566\n",
"[41]\tvalid_0's poisson: -93.1987\tvalid_0's huber: 24.6398\n",
"[42]\tvalid_0's poisson: -93.3274\tvalid_0's huber: 24.5245\n",
"[43]\tvalid_0's poisson: -93.4565\tvalid_0's huber: 24.4087\n",
"[44]\tvalid_0's poisson: -93.5836\tvalid_0's huber: 24.2943\n",
"[45]\tvalid_0's poisson: -93.711\tvalid_0's huber: 24.1794\n",
"[46]\tvalid_0's poisson: -93.8368\tvalid_0's huber: 24.0657\n",
"[47]\tvalid_0's poisson: -93.9615\tvalid_0's huber: 23.9527\n",
"[48]\tvalid_0's poisson: -94.0867\tvalid_0's huber: 23.8392\n",
"[49]\tvalid_0's poisson: -94.2114\tvalid_0's huber: 23.7259\n",
"[50]\tvalid_0's poisson: -94.3343\tvalid_0's huber: 23.6138\n",
"[51]\tvalid_0's poisson: -94.4575\tvalid_0's huber: 23.5014\n",
"[52]\tvalid_0's poisson: -94.5789\tvalid_0's huber: 23.3904\n",
"[53]\tvalid_0's poisson: -94.6999\tvalid_0's huber: 23.2794\n",
"[54]\tvalid_0's poisson: -94.8198\tvalid_0's huber: 23.1691\n",
"[55]\tvalid_0's poisson: -94.9401\tvalid_0's huber: 23.058\n",
"[56]\tvalid_0's poisson: -95.0578\tvalid_0's huber: 22.9497\n",
"[57]\tvalid_0's poisson: -95.1763\tvalid_0's huber: 22.8401\n",
"[58]\tvalid_0's poisson: -95.2946\tvalid_0's huber: 22.7303\n",
"[59]\tvalid_0's poisson: -95.4105\tvalid_0's huber: 22.6223\n",
"[60]\tvalid_0's poisson: -95.5267\tvalid_0's huber: 22.5137\n",
"[61]\tvalid_0's poisson: -95.6411\tvalid_0's huber: 22.4067\n",
"[62]\tvalid_0's poisson: -95.7559\tvalid_0's huber: 22.2987\n",
"[63]\tvalid_0's poisson: -95.87\tvalid_0's huber: 22.1912\n",
"[64]\tvalid_0's poisson: -95.9833\tvalid_0's huber: 22.0843\n",
"[65]\tvalid_0's poisson: -96.0958\tvalid_0's huber: 21.9779\n",
"[66]\tvalid_0's poisson: -96.2087\tvalid_0's huber: 21.8715\n",
"[67]\tvalid_0's poisson: -96.3209\tvalid_0's huber: 21.7657\n",
"[68]\tvalid_0's poisson: -96.4298\tvalid_0's huber: 21.6621\n",
"[69]\tvalid_0's poisson: -96.5403\tvalid_0's huber: 21.5577\n",
"[70]\tvalid_0's poisson: -96.6499\tvalid_0's huber: 21.454\n",
"[71]\tvalid_0's poisson: -96.7596\tvalid_0's huber: 21.3505\n",
"[72]\tvalid_0's poisson: -96.8704\tvalid_0's huber: 21.2462\n",
"[73]\tvalid_0's poisson: -96.979\tvalid_0's huber: 21.1435\n",
"[74]\tvalid_0's poisson: -97.0879\tvalid_0's huber: 21.0397\n",
"[75]\tvalid_0's poisson: -97.1956\tvalid_0's huber: 20.9375\n",
"[76]\tvalid_0's poisson: -97.302\tvalid_0's huber: 20.8365\n",
"[77]\tvalid_0's poisson: -97.4097\tvalid_0's huber: 20.7332\n",
"[78]\tvalid_0's poisson: -97.5164\tvalid_0's huber: 20.6297\n",
"[79]\tvalid_0's poisson: -97.6204\tvalid_0's huber: 20.53\n",
"[80]\tvalid_0's poisson: -97.7271\tvalid_0's huber: 20.4259\n",
"[81]\tvalid_0's poisson: -97.83\tvalid_0's huber: 20.327\n",
"[82]\tvalid_0's poisson: -97.933\tvalid_0's huber: 20.2279\n",
"[83]\tvalid_0's poisson: -98.0352\tvalid_0's huber: 20.1294\n",
"[84]\tvalid_0's poisson: -98.137\tvalid_0's huber: 20.0319\n",
"[85]\tvalid_0's poisson: -98.2387\tvalid_0's huber: 19.9342\n",
"[86]\tvalid_0's poisson: -98.3423\tvalid_0's huber: 19.833\n",
"[87]\tvalid_0's poisson: -98.4435\tvalid_0's huber: 19.7346\n",
"[88]\tvalid_0's poisson: -98.5452\tvalid_0's huber: 19.6358\n",
"[89]\tvalid_0's poisson: -98.6455\tvalid_0's huber: 19.5374\n",
"[90]\tvalid_0's poisson: -98.7446\tvalid_0's huber: 19.4405\n",
"[91]\tvalid_0's poisson: -98.8429\tvalid_0's huber: 19.3446\n",
"[92]\tvalid_0's poisson: -98.9411\tvalid_0's huber: 19.2476\n",
"[93]\tvalid_0's poisson: -99.0377\tvalid_0's huber: 19.1504\n",
"[94]\tvalid_0's poisson: -99.1372\tvalid_0's huber: 19.0539\n",
"[95]\tvalid_0's poisson: -99.2327\tvalid_0's huber: 18.959\n",
"[96]\tvalid_0's poisson: -99.3278\tvalid_0's huber: 18.8641\n",
"[97]\tvalid_0's poisson: -99.421\tvalid_0's huber: 18.7701\n",
"[98]\tvalid_0's poisson: -99.5163\tvalid_0's huber: 18.6753\n",
"[99]\tvalid_0's poisson: -99.6121\tvalid_0's huber: 18.5802\n",
"[100]\tvalid_0's poisson: -99.704\tvalid_0's huber: 18.4887\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3415\tvalid_0's huber: 29.6576\n",
"[2]\tvalid_0's poisson: -87.506\tvalid_0's huber: 29.5219\n",
"[3]\tvalid_0's poisson: -87.6694\tvalid_0's huber: 29.3868\n",
"[4]\tvalid_0's poisson: -87.8319\tvalid_0's huber: 29.2521\n",
"[5]\tvalid_0's poisson: -87.9933\tvalid_0's huber: 29.1179\n",
"[6]\tvalid_0's poisson: -88.1537\tvalid_0's huber: 28.9842\n",
"[7]\tvalid_0's poisson: -88.3142\tvalid_0's huber: 28.8502\n",
"[8]\tvalid_0's poisson: -88.4736\tvalid_0's huber: 28.7168\n",
"[9]\tvalid_0's poisson: -88.6311\tvalid_0's huber: 28.5846\n",
"[10]\tvalid_0's poisson: -88.7888\tvalid_0's huber: 28.452\n",
"[11]\tvalid_0's poisson: -88.9455\tvalid_0's huber: 28.3199\n",
"[12]\tvalid_0's poisson: -89.0949\tvalid_0's huber: 28.1887\n",
"[13]\tvalid_0's poisson: -89.2494\tvalid_0's huber: 28.058\n",
"[14]\tvalid_0's poisson: -89.403\tvalid_0's huber: 27.9278\n",
"[15]\tvalid_0's poisson: -89.556\tvalid_0's huber: 27.7977\n",
"[16]\tvalid_0's poisson: -89.7072\tvalid_0's huber: 27.6687\n",
"[17]\tvalid_0's poisson: -89.858\tvalid_0's huber: 27.5398\n",
"[18]\tvalid_0's poisson: -90.0077\tvalid_0's huber: 27.4116\n",
"[19]\tvalid_0's poisson: -90.1569\tvalid_0's huber: 27.2836\n",
"[20]\tvalid_0's poisson: -90.3049\tvalid_0's huber: 27.1562\n",
"[21]\tvalid_0's poisson: -90.4521\tvalid_0's huber: 27.0292\n",
"[22]\tvalid_0's poisson: -90.5985\tvalid_0's huber: 26.9029\n",
"[23]\tvalid_0's poisson: -90.7387\tvalid_0's huber: 26.7769\n",
"[24]\tvalid_0's poisson: -90.8832\tvalid_0's huber: 26.6517\n",
"[25]\tvalid_0's poisson: -91.0216\tvalid_0's huber: 26.5268\n",
"[26]\tvalid_0's poisson: -91.1645\tvalid_0's huber: 26.4025\n",
"[27]\tvalid_0's poisson: -91.3067\tvalid_0's huber: 26.2782\n",
"[28]\tvalid_0's poisson: -91.4474\tvalid_0's huber: 26.1543\n",
"[29]\tvalid_0's poisson: -91.5877\tvalid_0's huber: 26.0312\n",
"[30]\tvalid_0's poisson: -91.7274\tvalid_0's huber: 25.9085\n",
"[31]\tvalid_0's poisson: -91.8671\tvalid_0's huber: 25.7862\n",
"[32]\tvalid_0's poisson: -92.0052\tvalid_0's huber: 25.6646\n",
"[33]\tvalid_0's poisson: -92.1431\tvalid_0's huber: 25.5434\n",
"[34]\tvalid_0's poisson: -92.2803\tvalid_0's huber: 25.4226\n",
"[35]\tvalid_0's poisson: -92.4168\tvalid_0's huber: 25.3022\n",
"[36]\tvalid_0's poisson: -92.5509\tvalid_0's huber: 25.1843\n",
"[37]\tvalid_0's poisson: -92.6858\tvalid_0's huber: 25.0655\n",
"[38]\tvalid_0's poisson: -92.8193\tvalid_0's huber: 24.9479\n",
"[39]\tvalid_0's poisson: -92.952\tvalid_0's huber: 24.8295\n",
"[40]\tvalid_0's poisson: -93.0843\tvalid_0's huber: 24.7116\n",
"[41]\tvalid_0's poisson: -93.2152\tvalid_0's huber: 24.5943\n",
"[42]\tvalid_0's poisson: -93.3456\tvalid_0's huber: 24.4782\n",
"[43]\tvalid_0's poisson: -93.4751\tvalid_0's huber: 24.3621\n",
"[44]\tvalid_0's poisson: -93.6046\tvalid_0's huber: 24.2459\n",
"[45]\tvalid_0's poisson: -93.7328\tvalid_0's huber: 24.131\n",
"[46]\tvalid_0's poisson: -93.8602\tvalid_0's huber: 24.0159\n",
"[47]\tvalid_0's poisson: -93.9865\tvalid_0's huber: 23.9017\n",
"[48]\tvalid_0's poisson: -94.1126\tvalid_0's huber: 23.7878\n",
"[49]\tvalid_0's poisson: -94.2386\tvalid_0's huber: 23.6734\n",
"[50]\tvalid_0's poisson: -94.3631\tvalid_0's huber: 23.5603\n",
"[51]\tvalid_0's poisson: -94.4875\tvalid_0's huber: 23.4468\n",
"[52]\tvalid_0's poisson: -94.6109\tvalid_0's huber: 23.3337\n",
"[53]\tvalid_0's poisson: -94.7332\tvalid_0's huber: 23.222\n",
"[54]\tvalid_0's poisson: -94.8547\tvalid_0's huber: 23.1103\n",
"[55]\tvalid_0's poisson: -94.9755\tvalid_0's huber: 22.9998\n",
"[56]\tvalid_0's poisson: -95.0955\tvalid_0's huber: 22.8896\n",
"[57]\tvalid_0's poisson: -95.2158\tvalid_0's huber: 22.7788\n",
"[58]\tvalid_0's poisson: -95.3342\tvalid_0's huber: 22.6696\n",
"[59]\tvalid_0's poisson: -95.4518\tvalid_0's huber: 22.5608\n",
"[60]\tvalid_0's poisson: -95.5693\tvalid_0's huber: 22.4515\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[61]\tvalid_0's poisson: -95.6852\tvalid_0's huber: 22.3437\n",
"[62]\tvalid_0's poisson: -95.8004\tvalid_0's huber: 22.2364\n",
"[63]\tvalid_0's poisson: -95.9156\tvalid_0's huber: 22.1284\n",
"[64]\tvalid_0's poisson: -96.0297\tvalid_0's huber: 22.022\n",
"[65]\tvalid_0's poisson: -96.1433\tvalid_0's huber: 21.9156\n",
"[66]\tvalid_0's poisson: -96.2561\tvalid_0's huber: 21.8097\n",
"[67]\tvalid_0's poisson: -96.3682\tvalid_0's huber: 21.7045\n",
"[68]\tvalid_0's poisson: -96.4795\tvalid_0's huber: 21.5997\n",
"[69]\tvalid_0's poisson: -96.589\tvalid_0's huber: 21.4962\n",
"[70]\tvalid_0's poisson: -96.6988\tvalid_0's huber: 21.3926\n",
"[71]\tvalid_0's poisson: -96.8079\tvalid_0's huber: 21.2897\n",
"[72]\tvalid_0's poisson: -96.917\tvalid_0's huber: 21.1866\n",
"[73]\tvalid_0's poisson: -97.0261\tvalid_0's huber: 21.0837\n",
"[74]\tvalid_0's poisson: -97.1337\tvalid_0's huber: 20.9818\n",
"[75]\tvalid_0's poisson: -97.2405\tvalid_0's huber: 20.8805\n",
"[76]\tvalid_0's poisson: -97.347\tvalid_0's huber: 20.78\n",
"[77]\tvalid_0's poisson: -97.4539\tvalid_0's huber: 20.6782\n",
"[78]\tvalid_0's poisson: -97.5594\tvalid_0's huber: 20.5775\n",
"[79]\tvalid_0's poisson: -97.6655\tvalid_0's huber: 20.4762\n",
"[80]\tvalid_0's poisson: -97.7719\tvalid_0's huber: 20.3739\n",
"[81]\tvalid_0's poisson: -97.8765\tvalid_0's huber: 20.2735\n",
"[82]\tvalid_0's poisson: -97.9815\tvalid_0's huber: 20.1725\n",
"[83]\tvalid_0's poisson: -98.0848\tvalid_0's huber: 20.0718\n",
"[84]\tvalid_0's poisson: -98.1875\tvalid_0's huber: 19.9714\n",
"[85]\tvalid_0's poisson: -98.2921\tvalid_0's huber: 19.8701\n",
"[86]\tvalid_0's poisson: -98.3938\tvalid_0's huber: 19.7703\n",
"[87]\tvalid_0's poisson: -98.4961\tvalid_0's huber: 19.6705\n",
"[88]\tvalid_0's poisson: -98.5963\tvalid_0's huber: 19.5717\n",
"[89]\tvalid_0's poisson: -98.696\tvalid_0's huber: 19.4744\n",
"[90]\tvalid_0's poisson: -98.7947\tvalid_0's huber: 19.3771\n",
"[91]\tvalid_0's poisson: -98.8948\tvalid_0's huber: 19.2798\n",
"[92]\tvalid_0's poisson: -98.9926\tvalid_0's huber: 19.183\n",
"[93]\tvalid_0's poisson: -99.091\tvalid_0's huber: 19.0869\n",
"[94]\tvalid_0's poisson: -99.1884\tvalid_0's huber: 18.9913\n",
"[95]\tvalid_0's poisson: -99.2837\tvalid_0's huber: 18.8969\n",
"[96]\tvalid_0's poisson: -99.3794\tvalid_0's huber: 18.8028\n",
"[97]\tvalid_0's poisson: -99.4732\tvalid_0's huber: 18.7098\n",
"[98]\tvalid_0's poisson: -99.5692\tvalid_0's huber: 18.6142\n",
"[99]\tvalid_0's poisson: -99.6626\tvalid_0's huber: 18.522\n",
"[100]\tvalid_0's poisson: -99.7566\tvalid_0's huber: 18.4273\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3285\tvalid_0's huber: 29.7494\n",
"[2]\tvalid_0's poisson: -87.4924\tvalid_0's huber: 29.614\n",
"[3]\tvalid_0's poisson: -87.6553\tvalid_0's huber: 29.4791\n",
"[4]\tvalid_0's poisson: -87.8127\tvalid_0's huber: 29.3448\n",
"[5]\tvalid_0's poisson: -87.969\tvalid_0's huber: 29.2111\n",
"[6]\tvalid_0's poisson: -88.1291\tvalid_0's huber: 29.0776\n",
"[7]\tvalid_0's poisson: -88.2834\tvalid_0's huber: 28.9449\n",
"[8]\tvalid_0's poisson: -88.4426\tvalid_0's huber: 28.8113\n",
"[9]\tvalid_0's poisson: -88.595\tvalid_0's huber: 28.6795\n",
"[10]\tvalid_0's poisson: -88.7523\tvalid_0's huber: 28.5469\n",
"[11]\tvalid_0's poisson: -88.9034\tvalid_0's huber: 28.4151\n",
"[12]\tvalid_0's poisson: -89.0584\tvalid_0's huber: 28.2842\n",
"[13]\tvalid_0's poisson: -89.2132\tvalid_0's huber: 28.1529\n",
"[14]\tvalid_0's poisson: -89.3668\tvalid_0's huber: 28.0221\n",
"[15]\tvalid_0's poisson: -89.514\tvalid_0's huber: 27.8927\n",
"[16]\tvalid_0's poisson: -89.666\tvalid_0's huber: 27.7628\n",
"[17]\tvalid_0's poisson: -89.8172\tvalid_0's huber: 27.6332\n",
"[18]\tvalid_0's poisson: -89.967\tvalid_0's huber: 27.5047\n",
"[19]\tvalid_0's poisson: -90.1152\tvalid_0's huber: 27.377\n",
"[20]\tvalid_0's poisson: -90.2638\tvalid_0's huber: 27.2486\n",
"[21]\tvalid_0's poisson: -90.4124\tvalid_0's huber: 27.1198\n",
"[22]\tvalid_0's poisson: -90.5594\tvalid_0's huber: 26.9925\n",
"[23]\tvalid_0's poisson: -90.7059\tvalid_0's huber: 26.8653\n",
"[24]\tvalid_0's poisson: -90.8515\tvalid_0's huber: 26.7386\n",
"[25]\tvalid_0's poisson: -90.9958\tvalid_0's huber: 26.613\n",
"[26]\tvalid_0's poisson: -91.1381\tvalid_0's huber: 26.488\n",
"[27]\tvalid_0's poisson: -91.2794\tvalid_0's huber: 26.3637\n",
"[28]\tvalid_0's poisson: -91.4194\tvalid_0's huber: 26.2408\n",
"[29]\tvalid_0's poisson: -91.5598\tvalid_0's huber: 26.1172\n",
"[30]\tvalid_0's poisson: -91.6994\tvalid_0's huber: 25.9942\n",
"[31]\tvalid_0's poisson: -91.838\tvalid_0's huber: 25.8719\n",
"[32]\tvalid_0's poisson: -91.9746\tvalid_0's huber: 25.751\n",
"[33]\tvalid_0's poisson: -92.1116\tvalid_0's huber: 25.6298\n",
"[34]\tvalid_0's poisson: -92.2479\tvalid_0's huber: 25.509\n",
"[35]\tvalid_0's poisson: -92.3825\tvalid_0's huber: 25.3893\n",
"[36]\tvalid_0's poisson: -92.5171\tvalid_0's huber: 25.2695\n",
"[37]\tvalid_0's poisson: -92.6507\tvalid_0's huber: 25.1505\n",
"[38]\tvalid_0's poisson: -92.7828\tvalid_0's huber: 25.0322\n",
"[39]\tvalid_0's poisson: -92.9151\tvalid_0's huber: 24.9139\n",
"[40]\tvalid_0's poisson: -93.0473\tvalid_0's huber: 24.7957\n",
"[41]\tvalid_0's poisson: -93.1779\tvalid_0's huber: 24.6786\n",
"[42]\tvalid_0's poisson: -93.3084\tvalid_0's huber: 24.5617\n",
"[43]\tvalid_0's poisson: -93.4374\tvalid_0's huber: 24.4457\n",
"[44]\tvalid_0's poisson: -93.5663\tvalid_0's huber: 24.3297\n",
"[45]\tvalid_0's poisson: -93.6938\tvalid_0's huber: 24.2148\n",
"[46]\tvalid_0's poisson: -93.8205\tvalid_0's huber: 24.1003\n",
"[47]\tvalid_0's poisson: -93.9473\tvalid_0's huber: 23.9856\n",
"[48]\tvalid_0's poisson: -94.0727\tvalid_0's huber: 23.8716\n",
"[49]\tvalid_0's poisson: -94.1973\tvalid_0's huber: 23.7582\n",
"[50]\tvalid_0's poisson: -94.3218\tvalid_0's huber: 23.6447\n",
"[51]\tvalid_0's poisson: -94.4448\tvalid_0's huber: 23.5321\n",
"[52]\tvalid_0's poisson: -94.5668\tvalid_0's huber: 23.42\n",
"[53]\tvalid_0's poisson: -94.6886\tvalid_0's huber: 23.308\n",
"[54]\tvalid_0's poisson: -94.8091\tvalid_0's huber: 23.197\n",
"[55]\tvalid_0's poisson: -94.9294\tvalid_0's huber: 23.0859\n",
"[56]\tvalid_0's poisson: -95.0485\tvalid_0's huber: 22.9758\n",
"[57]\tvalid_0's poisson: -95.1673\tvalid_0's huber: 22.8658\n",
"[58]\tvalid_0's poisson: -95.2858\tvalid_0's huber: 22.756\n",
"[59]\tvalid_0's poisson: -95.403\tvalid_0's huber: 22.6471\n",
"[60]\tvalid_0's poisson: -95.5204\tvalid_0's huber: 22.538\n",
"[61]\tvalid_0's poisson: -95.6376\tvalid_0's huber: 22.4293\n",
"[62]\tvalid_0's poisson: -95.7538\tvalid_0's huber: 22.3217\n",
"[63]\tvalid_0's poisson: -95.8693\tvalid_0's huber: 22.2144\n",
"[64]\tvalid_0's poisson: -95.9843\tvalid_0's huber: 22.1077\n",
"[65]\tvalid_0's poisson: -96.0985\tvalid_0's huber: 22.0015\n",
"[66]\tvalid_0's poisson: -96.2129\tvalid_0's huber: 21.895\n",
"[67]\tvalid_0's poisson: -96.3264\tvalid_0's huber: 21.7892\n",
"[68]\tvalid_0's poisson: -96.4386\tvalid_0's huber: 21.6844\n",
"[69]\tvalid_0's poisson: -96.5502\tvalid_0's huber: 21.5802\n",
"[70]\tvalid_0's poisson: -96.6615\tvalid_0's huber: 21.4757\n",
"[71]\tvalid_0's poisson: -96.7723\tvalid_0's huber: 21.3715\n",
"[72]\tvalid_0's poisson: -96.8827\tvalid_0's huber: 21.2675\n",
"[73]\tvalid_0's poisson: -96.9922\tvalid_0's huber: 21.1638\n",
"[74]\tvalid_0's poisson: -97.1003\tvalid_0's huber: 21.0613\n",
"[75]\tvalid_0's poisson: -97.2082\tvalid_0's huber: 20.9587\n",
"[76]\tvalid_0's poisson: -97.3151\tvalid_0's huber: 20.8567\n",
"[77]\tvalid_0's poisson: -97.4247\tvalid_0's huber: 20.7516\n",
"[78]\tvalid_0's poisson: -97.5336\tvalid_0's huber: 20.6469\n",
"[79]\tvalid_0's poisson: -97.6397\tvalid_0's huber: 20.5455\n",
"[80]\tvalid_0's poisson: -97.7472\tvalid_0's huber: 20.4418\n",
"[81]\tvalid_0's poisson: -97.854\tvalid_0's huber: 20.3382\n",
"[82]\tvalid_0's poisson: -97.957\tvalid_0's huber: 20.2387\n",
"[83]\tvalid_0's poisson: -98.0619\tvalid_0's huber: 20.137\n",
"[84]\tvalid_0's poisson: -98.1645\tvalid_0's huber: 20.0375\n",
"[85]\tvalid_0's poisson: -98.2674\tvalid_0's huber: 19.9383\n",
"[86]\tvalid_0's poisson: -98.3694\tvalid_0's huber: 19.8388\n",
"[87]\tvalid_0's poisson: -98.4716\tvalid_0's huber: 19.7392\n",
"[88]\tvalid_0's poisson: -98.5733\tvalid_0's huber: 19.6399\n",
"[89]\tvalid_0's poisson: -98.6749\tvalid_0's huber: 19.5408\n",
"[90]\tvalid_0's poisson: -98.7747\tvalid_0's huber: 19.4429\n",
"[91]\tvalid_0's poisson: -98.8739\tvalid_0's huber: 19.3453\n",
"[92]\tvalid_0's poisson: -98.9729\tvalid_0's huber: 19.2479\n",
"[93]\tvalid_0's poisson: -99.0706\tvalid_0's huber: 19.1514\n",
"[94]\tvalid_0's poisson: -99.1666\tvalid_0's huber: 19.0557\n",
"[95]\tvalid_0's poisson: -99.2647\tvalid_0's huber: 18.9595\n",
"[96]\tvalid_0's poisson: -99.361\tvalid_0's huber: 18.8645\n",
"[97]\tvalid_0's poisson: -99.457\tvalid_0's huber: 18.7688\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[98]\tvalid_0's poisson: -99.552\tvalid_0's huber: 18.675\n",
"[99]\tvalid_0's poisson: -99.6462\tvalid_0's huber: 18.5813\n",
"[100]\tvalid_0's poisson: -99.7396\tvalid_0's huber: 18.4887\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.7021\tvalid_0's huber: 29.343\n",
"[2]\tvalid_0's poisson: -88.224\tvalid_0's huber: 28.8826\n",
"[3]\tvalid_0's poisson: -88.7368\tvalid_0's huber: 28.4274\n",
"[4]\tvalid_0's poisson: -89.2325\tvalid_0's huber: 27.9775\n",
"[5]\tvalid_0's poisson: -89.7218\tvalid_0's huber: 27.5347\n",
"[6]\tvalid_0's poisson: -90.1986\tvalid_0's huber: 27.0992\n",
"[7]\tvalid_0's poisson: -90.6636\tvalid_0's huber: 26.6652\n",
"[8]\tvalid_0's poisson: -91.114\tvalid_0's huber: 26.243\n",
"[9]\tvalid_0's poisson: -91.5599\tvalid_0's huber: 25.8281\n",
"[10]\tvalid_0's poisson: -91.9931\tvalid_0's huber: 25.4154\n",
"[11]\tvalid_0's poisson: -92.4196\tvalid_0's huber: 25.0038\n",
"[12]\tvalid_0's poisson: -92.8332\tvalid_0's huber: 24.6086\n",
"[13]\tvalid_0's poisson: -93.2396\tvalid_0's huber: 24.2107\n",
"[14]\tvalid_0's poisson: -93.6369\tvalid_0's huber: 23.8216\n",
"[15]\tvalid_0's poisson: -94.0271\tvalid_0's huber: 23.4362\n",
"[16]\tvalid_0's poisson: -94.4425\tvalid_0's huber: 23.0683\n",
"[17]\tvalid_0's poisson: -94.8134\tvalid_0's huber: 22.6964\n",
"[18]\tvalid_0's poisson: -95.2008\tvalid_0's huber: 22.3421\n",
"[19]\tvalid_0's poisson: -95.5732\tvalid_0's huber: 21.9847\n",
"[20]\tvalid_0's poisson: -95.9443\tvalid_0's huber: 21.6309\n",
"[21]\tvalid_0's poisson: -96.2832\tvalid_0's huber: 21.2832\n",
"[22]\tvalid_0's poisson: -96.628\tvalid_0's huber: 20.948\n",
"[23]\tvalid_0's poisson: -96.9735\tvalid_0's huber: 20.613\n",
"[24]\tvalid_0's poisson: -97.3066\tvalid_0's huber: 20.297\n",
"[25]\tvalid_0's poisson: -97.6379\tvalid_0's huber: 19.9898\n",
"[26]\tvalid_0's poisson: -97.9544\tvalid_0's huber: 19.6792\n",
"[27]\tvalid_0's poisson: -98.2666\tvalid_0's huber: 19.3876\n",
"[28]\tvalid_0's poisson: -98.5624\tvalid_0's huber: 19.0787\n",
"[29]\tvalid_0's poisson: -98.8444\tvalid_0's huber: 18.7997\n",
"[30]\tvalid_0's poisson: -99.115\tvalid_0's huber: 18.5327\n",
"[31]\tvalid_0's poisson: -99.3813\tvalid_0's huber: 18.2667\n",
"[32]\tvalid_0's poisson: -99.63\tvalid_0's huber: 18.0059\n",
"[33]\tvalid_0's poisson: -99.8706\tvalid_0's huber: 17.7606\n",
"[34]\tvalid_0's poisson: -100.093\tvalid_0's huber: 17.5215\n",
"[35]\tvalid_0's poisson: -100.298\tvalid_0's huber: 17.2946\n",
"[36]\tvalid_0's poisson: -100.487\tvalid_0's huber: 17.0854\n",
"[37]\tvalid_0's poisson: -100.693\tvalid_0's huber: 16.8848\n",
"[38]\tvalid_0's poisson: -100.885\tvalid_0's huber: 16.6987\n",
"[39]\tvalid_0's poisson: -101.062\tvalid_0's huber: 16.5266\n",
"[40]\tvalid_0's poisson: -101.224\tvalid_0's huber: 16.3697\n",
"[41]\tvalid_0's poisson: -101.385\tvalid_0's huber: 16.2115\n",
"[42]\tvalid_0's poisson: -101.519\tvalid_0's huber: 16.0771\n",
"[43]\tvalid_0's poisson: -101.628\tvalid_0's huber: 15.9548\n",
"[44]\tvalid_0's poisson: -101.737\tvalid_0's huber: 15.8457\n",
"[45]\tvalid_0's poisson: -101.825\tvalid_0's huber: 15.7508\n",
"[46]\tvalid_0's poisson: -101.923\tvalid_0's huber: 15.6553\n",
"[47]\tvalid_0's poisson: -102.007\tvalid_0's huber: 15.569\n",
"[48]\tvalid_0's poisson: -102.092\tvalid_0's huber: 15.488\n",
"[49]\tvalid_0's poisson: -102.162\tvalid_0's huber: 15.4174\n",
"[50]\tvalid_0's poisson: -102.159\tvalid_0's huber: 15.353\n",
"[51]\tvalid_0's poisson: -102.2\tvalid_0's huber: 15.2897\n",
"[52]\tvalid_0's poisson: -102.275\tvalid_0's huber: 15.2318\n",
"[53]\tvalid_0's poisson: -102.338\tvalid_0's huber: 15.1782\n",
"[54]\tvalid_0's poisson: -102.359\tvalid_0's huber: 15.1296\n",
"[55]\tvalid_0's poisson: -102.344\tvalid_0's huber: 15.0724\n",
"[56]\tvalid_0's poisson: -102.352\tvalid_0's huber: 15.0143\n",
"[57]\tvalid_0's poisson: -102.393\tvalid_0's huber: 14.962\n",
"[58]\tvalid_0's poisson: -102.428\tvalid_0's huber: 14.9155\n",
"[59]\tvalid_0's poisson: -102.475\tvalid_0's huber: 14.8684\n",
"[60]\tvalid_0's poisson: -102.523\tvalid_0's huber: 14.8241\n",
"[61]\tvalid_0's poisson: -102.576\tvalid_0's huber: 14.7815\n",
"[62]\tvalid_0's poisson: -102.677\tvalid_0's huber: 14.7344\n",
"[63]\tvalid_0's poisson: -102.74\tvalid_0's huber: 14.6598\n",
"[64]\tvalid_0's poisson: -102.863\tvalid_0's huber: 14.5953\n",
"[65]\tvalid_0's poisson: -102.992\tvalid_0's huber: 14.527\n",
"[66]\tvalid_0's poisson: -103.078\tvalid_0's huber: 14.4672\n",
"[67]\tvalid_0's poisson: -103.161\tvalid_0's huber: 14.4101\n",
"[68]\tvalid_0's poisson: -103.212\tvalid_0's huber: 14.3538\n",
"[69]\tvalid_0's poisson: -103.282\tvalid_0's huber: 14.3022\n",
"[70]\tvalid_0's poisson: -103.373\tvalid_0's huber: 14.2462\n",
"[71]\tvalid_0's poisson: -103.454\tvalid_0's huber: 14.1988\n",
"[72]\tvalid_0's poisson: -103.471\tvalid_0's huber: 14.146\n",
"[73]\tvalid_0's poisson: -103.538\tvalid_0's huber: 14.1021\n",
"[74]\tvalid_0's poisson: -103.593\tvalid_0's huber: 14.0542\n",
"[75]\tvalid_0's poisson: -103.666\tvalid_0's huber: 14.0082\n",
"[76]\tvalid_0's poisson: -103.668\tvalid_0's huber: 13.9642\n",
"[77]\tvalid_0's poisson: -103.723\tvalid_0's huber: 13.9204\n",
"[78]\tvalid_0's poisson: -103.774\tvalid_0's huber: 13.8776\n",
"[79]\tvalid_0's poisson: -103.826\tvalid_0's huber: 13.8367\n",
"[80]\tvalid_0's poisson: -103.901\tvalid_0's huber: 13.8\n",
"[81]\tvalid_0's poisson: -103.948\tvalid_0's huber: 13.7575\n",
"[82]\tvalid_0's poisson: -103.982\tvalid_0's huber: 13.7197\n",
"[83]\tvalid_0's poisson: -104.044\tvalid_0's huber: 13.6822\n",
"[84]\tvalid_0's poisson: -104.102\tvalid_0's huber: 13.6435\n",
"[85]\tvalid_0's poisson: -104.141\tvalid_0's huber: 13.611\n",
"[86]\tvalid_0's poisson: -104.131\tvalid_0's huber: 13.5792\n",
"[87]\tvalid_0's poisson: -104.249\tvalid_0's huber: 13.5443\n",
"[88]\tvalid_0's poisson: -104.337\tvalid_0's huber: 13.5076\n",
"[89]\tvalid_0's poisson: -104.372\tvalid_0's huber: 13.4679\n",
"[90]\tvalid_0's poisson: -104.374\tvalid_0's huber: 13.4379\n",
"[91]\tvalid_0's poisson: -104.432\tvalid_0's huber: 13.4079\n",
"[92]\tvalid_0's poisson: -104.481\tvalid_0's huber: 13.3765\n",
"[93]\tvalid_0's poisson: -104.506\tvalid_0's huber: 13.3475\n",
"[94]\tvalid_0's poisson: -104.524\tvalid_0's huber: 13.3136\n",
"[95]\tvalid_0's poisson: -104.537\tvalid_0's huber: 13.278\n",
"[96]\tvalid_0's poisson: -104.605\tvalid_0's huber: 13.2444\n",
"[97]\tvalid_0's poisson: -104.654\tvalid_0's huber: 13.215\n",
"[98]\tvalid_0's poisson: -104.582\tvalid_0's huber: 13.1911\n",
"[99]\tvalid_0's poisson: -104.633\tvalid_0's huber: 13.1647\n",
"[100]\tvalid_0's poisson: -104.619\tvalid_0's huber: 13.141\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.7128\tvalid_0's huber: 29.3338\n",
"[2]\tvalid_0's poisson: -88.2378\tvalid_0's huber: 28.8648\n",
"[3]\tvalid_0's poisson: -88.7494\tvalid_0's huber: 28.4026\n",
"[4]\tvalid_0's poisson: -89.2584\tvalid_0's huber: 27.9436\n",
"[5]\tvalid_0's poisson: -89.7488\tvalid_0's huber: 27.4918\n",
"[6]\tvalid_0's poisson: -90.2267\tvalid_0's huber: 27.0467\n",
"[7]\tvalid_0's poisson: -90.6988\tvalid_0's huber: 26.6108\n",
"[8]\tvalid_0's poisson: -91.1611\tvalid_0's huber: 26.1834\n",
"[9]\tvalid_0's poisson: -91.6061\tvalid_0's huber: 25.7626\n",
"[10]\tvalid_0's poisson: -92.0445\tvalid_0's huber: 25.3507\n",
"[11]\tvalid_0's poisson: -92.4679\tvalid_0's huber: 24.9436\n",
"[12]\tvalid_0's poisson: -92.8869\tvalid_0's huber: 24.5438\n",
"[13]\tvalid_0's poisson: -93.2907\tvalid_0's huber: 24.1511\n",
"[14]\tvalid_0's poisson: -93.6878\tvalid_0's huber: 23.7581\n",
"[15]\tvalid_0's poisson: -94.0739\tvalid_0's huber: 23.3735\n",
"[16]\tvalid_0's poisson: -94.4521\tvalid_0's huber: 22.9978\n",
"[17]\tvalid_0's poisson: -94.8205\tvalid_0's huber: 22.6297\n",
"[18]\tvalid_0's poisson: -95.2132\tvalid_0's huber: 22.2758\n",
"[19]\tvalid_0's poisson: -95.5869\tvalid_0's huber: 21.9211\n",
"[20]\tvalid_0's poisson: -95.9483\tvalid_0's huber: 21.5725\n",
"[21]\tvalid_0's poisson: -96.3096\tvalid_0's huber: 21.2268\n",
"[22]\tvalid_0's poisson: -96.6631\tvalid_0's huber: 20.8991\n",
"[23]\tvalid_0's poisson: -97.0055\tvalid_0's huber: 20.5653\n",
"[24]\tvalid_0's poisson: -97.3252\tvalid_0's huber: 20.2366\n",
"[25]\tvalid_0's poisson: -97.6411\tvalid_0's huber: 19.9264\n",
"[26]\tvalid_0's poisson: -97.953\tvalid_0's huber: 19.6016\n",
"[27]\tvalid_0's poisson: -98.2684\tvalid_0's huber: 19.3088\n",
"[28]\tvalid_0's poisson: -98.5631\tvalid_0's huber: 19.0004\n",
"[29]\tvalid_0's poisson: -98.8583\tvalid_0's huber: 18.7237\n",
"[30]\tvalid_0's poisson: -99.1255\tvalid_0's huber: 18.4424\n",
"[31]\tvalid_0's poisson: -99.3914\tvalid_0's huber: 18.1622\n",
"[32]\tvalid_0's poisson: -99.6375\tvalid_0's huber: 17.9015\n",
"[33]\tvalid_0's poisson: -99.868\tvalid_0's huber: 17.6561\n",
"[34]\tvalid_0's poisson: -100.096\tvalid_0's huber: 17.429\n",
"[35]\tvalid_0's poisson: -100.312\tvalid_0's huber: 17.2097\n",
"[36]\tvalid_0's poisson: -100.513\tvalid_0's huber: 17.0037\n",
"[37]\tvalid_0's poisson: -100.717\tvalid_0's huber: 16.8039\n",
"[38]\tvalid_0's poisson: -100.896\tvalid_0's huber: 16.6217\n",
"[39]\tvalid_0's poisson: -101.076\tvalid_0's huber: 16.4477\n",
"[40]\tvalid_0's poisson: -101.243\tvalid_0's huber: 16.2876\n",
"[41]\tvalid_0's poisson: -101.382\tvalid_0's huber: 16.1378\n",
"[42]\tvalid_0's poisson: -101.526\tvalid_0's huber: 15.9974\n",
"[43]\tvalid_0's poisson: -101.634\tvalid_0's huber: 15.8786\n",
"[44]\tvalid_0's poisson: -101.735\tvalid_0's huber: 15.7717\n",
"[45]\tvalid_0's poisson: -101.829\tvalid_0's huber: 15.6762\n",
"[46]\tvalid_0's poisson: -101.848\tvalid_0's huber: 15.5914\n",
"[47]\tvalid_0's poisson: -101.923\tvalid_0's huber: 15.5079\n",
"[48]\tvalid_0's poisson: -102.005\tvalid_0's huber: 15.4338\n",
"[49]\tvalid_0's poisson: -102.024\tvalid_0's huber: 15.3657\n",
"[50]\tvalid_0's poisson: -102.072\tvalid_0's huber: 15.2912\n",
"[51]\tvalid_0's poisson: -102.154\tvalid_0's huber: 15.2253\n",
"[52]\tvalid_0's poisson: -102.205\tvalid_0's huber: 15.1676\n",
"[53]\tvalid_0's poisson: -102.255\tvalid_0's huber: 15.1096\n",
"[54]\tvalid_0's poisson: -102.315\tvalid_0's huber: 15.056\n",
"[55]\tvalid_0's poisson: -102.309\tvalid_0's huber: 15.0084\n",
"[56]\tvalid_0's poisson: -102.404\tvalid_0's huber: 14.9542\n",
"[57]\tvalid_0's poisson: -102.44\tvalid_0's huber: 14.905\n",
"[58]\tvalid_0's poisson: -102.384\tvalid_0's huber: 14.8566\n",
"[59]\tvalid_0's poisson: -102.439\tvalid_0's huber: 14.7995\n",
"[60]\tvalid_0's poisson: -102.508\tvalid_0's huber: 14.756\n",
"[61]\tvalid_0's poisson: -102.569\tvalid_0's huber: 14.7098\n",
"[62]\tvalid_0's poisson: -102.595\tvalid_0's huber: 14.6684\n",
"[63]\tvalid_0's poisson: -102.657\tvalid_0's huber: 14.6283\n",
"[64]\tvalid_0's poisson: -102.72\tvalid_0's huber: 14.5901\n",
"[65]\tvalid_0's poisson: -102.749\tvalid_0's huber: 14.5513\n",
"[66]\tvalid_0's poisson: -102.797\tvalid_0's huber: 14.5167\n",
"[67]\tvalid_0's poisson: -102.871\tvalid_0's huber: 14.4771\n",
"[68]\tvalid_0's poisson: -102.9\tvalid_0's huber: 14.4351\n",
"[69]\tvalid_0's poisson: -102.924\tvalid_0's huber: 14.387\n",
"[70]\tvalid_0's poisson: -102.999\tvalid_0's huber: 14.3505\n",
"[71]\tvalid_0's poisson: -103.013\tvalid_0's huber: 14.3179\n",
"[72]\tvalid_0's poisson: -103.029\tvalid_0's huber: 14.2867\n",
"[73]\tvalid_0's poisson: -103.125\tvalid_0's huber: 14.2369\n",
"[74]\tvalid_0's poisson: -103.153\tvalid_0's huber: 14.2009\n",
"[75]\tvalid_0's poisson: -103.218\tvalid_0's huber: 14.1649\n",
"[76]\tvalid_0's poisson: -103.244\tvalid_0's huber: 14.1326\n",
"[77]\tvalid_0's poisson: -103.343\tvalid_0's huber: 14.0704\n",
"[78]\tvalid_0's poisson: -103.43\tvalid_0's huber: 14.0147\n",
"[79]\tvalid_0's poisson: -103.498\tvalid_0's huber: 13.9631\n",
"[80]\tvalid_0's poisson: -103.63\tvalid_0's huber: 13.9141\n",
"[81]\tvalid_0's poisson: -103.809\tvalid_0's huber: 13.8654\n",
"[82]\tvalid_0's poisson: -103.851\tvalid_0's huber: 13.8202\n",
"[83]\tvalid_0's poisson: -103.909\tvalid_0's huber: 13.7743\n",
"[84]\tvalid_0's poisson: -104.006\tvalid_0's huber: 13.7235\n",
"[85]\tvalid_0's poisson: -104.086\tvalid_0's huber: 13.6777\n",
"[86]\tvalid_0's poisson: -104.146\tvalid_0's huber: 13.6375\n",
"[87]\tvalid_0's poisson: -104.164\tvalid_0's huber: 13.5974\n",
"[88]\tvalid_0's poisson: -104.251\tvalid_0's huber: 13.5608\n",
"[89]\tvalid_0's poisson: -104.313\tvalid_0's huber: 13.5186\n",
"[90]\tvalid_0's poisson: -104.318\tvalid_0's huber: 13.4858\n",
"[91]\tvalid_0's poisson: -104.36\tvalid_0's huber: 13.4499\n",
"[92]\tvalid_0's poisson: -104.405\tvalid_0's huber: 13.4176\n",
"[93]\tvalid_0's poisson: -104.417\tvalid_0's huber: 13.3885\n",
"[94]\tvalid_0's poisson: -104.427\tvalid_0's huber: 13.3578\n",
"[95]\tvalid_0's poisson: -104.472\tvalid_0's huber: 13.3252\n",
"[96]\tvalid_0's poisson: -104.506\tvalid_0's huber: 13.2977\n",
"[97]\tvalid_0's poisson: -104.55\tvalid_0's huber: 13.2619\n",
"[98]\tvalid_0's poisson: -104.584\tvalid_0's huber: 13.2347\n",
"[99]\tvalid_0's poisson: -104.64\tvalid_0's huber: 13.205\n",
"[100]\tvalid_0's poisson: -104.645\tvalid_0's huber: 13.1715\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.7016\tvalid_0's huber: 29.371\n",
"[2]\tvalid_0's poisson: -88.2205\tvalid_0's huber: 28.9069\n",
"[3]\tvalid_0's poisson: -88.7351\tvalid_0's huber: 28.4484\n",
"[4]\tvalid_0's poisson: -89.2314\tvalid_0's huber: 27.9967\n",
"[5]\tvalid_0's poisson: -89.721\tvalid_0's huber: 27.5528\n",
"[6]\tvalid_0's poisson: -90.202\tvalid_0's huber: 27.1137\n",
"[7]\tvalid_0's poisson: -90.6669\tvalid_0's huber: 26.6819\n",
"[8]\tvalid_0's poisson: -91.1246\tvalid_0's huber: 26.2589\n",
"[9]\tvalid_0's poisson: -91.5706\tvalid_0's huber: 25.8441\n",
"[10]\tvalid_0's poisson: -92.0111\tvalid_0's huber: 25.4238\n",
"[11]\tvalid_0's poisson: -92.4394\tvalid_0's huber: 25.011\n",
"[12]\tvalid_0's poisson: -92.8515\tvalid_0's huber: 24.6171\n",
"[13]\tvalid_0's poisson: -93.2809\tvalid_0's huber: 24.2228\n",
"[14]\tvalid_0's poisson: -93.7007\tvalid_0's huber: 23.8354\n",
"[15]\tvalid_0's poisson: -94.0879\tvalid_0's huber: 23.4504\n",
"[16]\tvalid_0's poisson: -94.4976\tvalid_0's huber: 23.0834\n",
"[17]\tvalid_0's poisson: -94.8868\tvalid_0's huber: 22.7154\n",
"[18]\tvalid_0's poisson: -95.2479\tvalid_0's huber: 22.3518\n",
"[19]\tvalid_0's poisson: -95.6257\tvalid_0's huber: 22.007\n",
"[20]\tvalid_0's poisson: -95.995\tvalid_0's huber: 21.6537\n",
"[21]\tvalid_0's poisson: -96.3479\tvalid_0's huber: 21.3096\n",
"[22]\tvalid_0's poisson: -96.698\tvalid_0's huber: 20.9684\n",
"[23]\tvalid_0's poisson: -97.0243\tvalid_0's huber: 20.6375\n",
"[24]\tvalid_0's poisson: -97.3508\tvalid_0's huber: 20.2981\n",
"[25]\tvalid_0's poisson: -97.6869\tvalid_0's huber: 19.9857\n",
"[26]\tvalid_0's poisson: -98.0152\tvalid_0's huber: 19.6789\n",
"[27]\tvalid_0's poisson: -98.3146\tvalid_0's huber: 19.3796\n",
"[28]\tvalid_0's poisson: -98.6054\tvalid_0's huber: 19.0729\n",
"[29]\tvalid_0's poisson: -98.9022\tvalid_0's huber: 18.7962\n",
"[30]\tvalid_0's poisson: -99.1757\tvalid_0's huber: 18.5074\n",
"[31]\tvalid_0's poisson: -99.443\tvalid_0's huber: 18.2281\n",
"[32]\tvalid_0's poisson: -99.6993\tvalid_0's huber: 17.97\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[33]\tvalid_0's poisson: -99.9408\tvalid_0's huber: 17.7164\n",
"[34]\tvalid_0's poisson: -100.162\tvalid_0's huber: 17.477\n",
"[35]\tvalid_0's poisson: -100.379\tvalid_0's huber: 17.2553\n",
"[36]\tvalid_0's poisson: -100.584\tvalid_0's huber: 17.0445\n",
"[37]\tvalid_0's poisson: -100.789\tvalid_0's huber: 16.8424\n",
"[38]\tvalid_0's poisson: -100.972\tvalid_0's huber: 16.6548\n",
"[39]\tvalid_0's poisson: -101.154\tvalid_0's huber: 16.4787\n",
"[40]\tvalid_0's poisson: -101.319\tvalid_0's huber: 16.3176\n",
"[41]\tvalid_0's poisson: -101.472\tvalid_0's huber: 16.1626\n",
"[42]\tvalid_0's poisson: -101.613\tvalid_0's huber: 16.0271\n",
"[43]\tvalid_0's poisson: -101.729\tvalid_0's huber: 15.9062\n",
"[44]\tvalid_0's poisson: -101.811\tvalid_0's huber: 15.7966\n",
"[45]\tvalid_0's poisson: -101.911\tvalid_0's huber: 15.6969\n",
"[46]\tvalid_0's poisson: -101.933\tvalid_0's huber: 15.6119\n",
"[47]\tvalid_0's poisson: -102.014\tvalid_0's huber: 15.5221\n",
"[48]\tvalid_0's poisson: -102.068\tvalid_0's huber: 15.4431\n",
"[49]\tvalid_0's poisson: -102.132\tvalid_0's huber: 15.37\n",
"[50]\tvalid_0's poisson: -102.173\tvalid_0's huber: 15.301\n",
"[51]\tvalid_0's poisson: -102.226\tvalid_0's huber: 15.2404\n",
"[52]\tvalid_0's poisson: -102.279\tvalid_0's huber: 15.1827\n",
"[53]\tvalid_0's poisson: -102.347\tvalid_0's huber: 15.1193\n",
"[54]\tvalid_0's poisson: -102.43\tvalid_0's huber: 15.0544\n",
"[55]\tvalid_0's poisson: -102.393\tvalid_0's huber: 15.0063\n",
"[56]\tvalid_0's poisson: -102.549\tvalid_0's huber: 14.9484\n",
"[57]\tvalid_0's poisson: -102.602\tvalid_0's huber: 14.8865\n",
"[58]\tvalid_0's poisson: -102.65\tvalid_0's huber: 14.8271\n",
"[59]\tvalid_0's poisson: -102.69\tvalid_0's huber: 14.7724\n",
"[60]\tvalid_0's poisson: -102.675\tvalid_0's huber: 14.7204\n",
"[61]\tvalid_0's poisson: -102.734\tvalid_0's huber: 14.6711\n",
"[62]\tvalid_0's poisson: -102.78\tvalid_0's huber: 14.6248\n",
"[63]\tvalid_0's poisson: -102.844\tvalid_0's huber: 14.5817\n",
"[64]\tvalid_0's poisson: -102.978\tvalid_0's huber: 14.5135\n",
"[65]\tvalid_0's poisson: -103.058\tvalid_0's huber: 14.4499\n",
"[66]\tvalid_0's poisson: -103.148\tvalid_0's huber: 14.3905\n",
"[67]\tvalid_0's poisson: -103.224\tvalid_0's huber: 14.3337\n",
"[68]\tvalid_0's poisson: -103.303\tvalid_0's huber: 14.283\n",
"[69]\tvalid_0's poisson: -103.307\tvalid_0's huber: 14.2316\n",
"[70]\tvalid_0's poisson: -103.379\tvalid_0's huber: 14.1853\n",
"[71]\tvalid_0's poisson: -103.431\tvalid_0's huber: 14.1394\n",
"[72]\tvalid_0's poisson: -103.477\tvalid_0's huber: 14.0954\n",
"[73]\tvalid_0's poisson: -103.593\tvalid_0's huber: 14.0527\n",
"[74]\tvalid_0's poisson: -103.651\tvalid_0's huber: 14.0081\n",
"[75]\tvalid_0's poisson: -103.656\tvalid_0's huber: 13.9712\n",
"[76]\tvalid_0's poisson: -103.877\tvalid_0's huber: 13.926\n",
"[77]\tvalid_0's poisson: -103.908\tvalid_0's huber: 13.8835\n",
"[78]\tvalid_0's poisson: -103.942\tvalid_0's huber: 13.8411\n",
"[79]\tvalid_0's poisson: -104\tvalid_0's huber: 13.8035\n",
"[80]\tvalid_0's poisson: -104.042\tvalid_0's huber: 13.7641\n",
"[81]\tvalid_0's poisson: -104.043\tvalid_0's huber: 13.729\n",
"[82]\tvalid_0's poisson: -104.112\tvalid_0's huber: 13.6855\n",
"[83]\tvalid_0's poisson: -104.103\tvalid_0's huber: 13.6496\n",
"[84]\tvalid_0's poisson: -104.179\tvalid_0's huber: 13.6172\n",
"[85]\tvalid_0's poisson: -104.218\tvalid_0's huber: 13.5829\n",
"[86]\tvalid_0's poisson: -104.273\tvalid_0's huber: 13.5469\n",
"[87]\tvalid_0's poisson: -104.278\tvalid_0's huber: 13.5133\n",
"[88]\tvalid_0's poisson: -104.319\tvalid_0's huber: 13.4801\n",
"[89]\tvalid_0's poisson: -104.303\tvalid_0's huber: 13.4512\n",
"[90]\tvalid_0's poisson: -104.389\tvalid_0's huber: 13.4203\n",
"[91]\tvalid_0's poisson: -104.38\tvalid_0's huber: 13.3897\n",
"[92]\tvalid_0's poisson: -104.407\tvalid_0's huber: 13.3614\n",
"[93]\tvalid_0's poisson: -104.467\tvalid_0's huber: 13.3341\n",
"[94]\tvalid_0's poisson: -104.499\tvalid_0's huber: 13.3074\n",
"[95]\tvalid_0's poisson: -104.506\tvalid_0's huber: 13.2825\n",
"[96]\tvalid_0's poisson: -104.558\tvalid_0's huber: 13.2489\n",
"[97]\tvalid_0's poisson: -104.594\tvalid_0's huber: 13.2203\n",
"[98]\tvalid_0's poisson: -104.595\tvalid_0's huber: 13.1961\n",
"[99]\tvalid_0's poisson: -104.624\tvalid_0's huber: 13.1687\n",
"[100]\tvalid_0's poisson: -104.636\tvalid_0's huber: 13.1443\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.7067\tvalid_0's huber: 29.324\n",
"[2]\tvalid_0's poisson: -88.2242\tvalid_0's huber: 28.8626\n",
"[3]\tvalid_0's poisson: -88.7367\tvalid_0's huber: 28.4071\n",
"[4]\tvalid_0's poisson: -89.2361\tvalid_0's huber: 27.9593\n",
"[5]\tvalid_0's poisson: -89.7209\tvalid_0's huber: 27.5155\n",
"[6]\tvalid_0's poisson: -90.1951\tvalid_0's huber: 27.077\n",
"[7]\tvalid_0's poisson: -90.6624\tvalid_0's huber: 26.6474\n",
"[8]\tvalid_0's poisson: -91.1224\tvalid_0's huber: 26.2144\n",
"[9]\tvalid_0's poisson: -91.5656\tvalid_0's huber: 25.8017\n",
"[10]\tvalid_0's poisson: -92.0018\tvalid_0's huber: 25.3836\n",
"[11]\tvalid_0's poisson: -92.4253\tvalid_0's huber: 24.9787\n",
"[12]\tvalid_0's poisson: -92.8427\tvalid_0's huber: 24.5808\n",
"[13]\tvalid_0's poisson: -93.2726\tvalid_0's huber: 24.1867\n",
"[14]\tvalid_0's poisson: -93.6716\tvalid_0's huber: 23.7941\n",
"[15]\tvalid_0's poisson: -94.087\tvalid_0's huber: 23.4226\n",
"[16]\tvalid_0's poisson: -94.4877\tvalid_0's huber: 23.0483\n",
"[17]\tvalid_0's poisson: -94.8647\tvalid_0's huber: 22.6802\n",
"[18]\tvalid_0's poisson: -95.246\tvalid_0's huber: 22.3183\n",
"[19]\tvalid_0's poisson: -95.603\tvalid_0's huber: 21.9588\n",
"[20]\tvalid_0's poisson: -95.9705\tvalid_0's huber: 21.6063\n",
"[21]\tvalid_0's poisson: -96.3357\tvalid_0's huber: 21.27\n",
"[22]\tvalid_0's poisson: -96.6787\tvalid_0's huber: 20.9344\n",
"[23]\tvalid_0's poisson: -97.0106\tvalid_0's huber: 20.6083\n",
"[24]\tvalid_0's poisson: -97.3322\tvalid_0's huber: 20.2895\n",
"[25]\tvalid_0's poisson: -97.6531\tvalid_0's huber: 19.9861\n",
"[26]\tvalid_0's poisson: -97.9646\tvalid_0's huber: 19.6604\n",
"[27]\tvalid_0's poisson: -98.2633\tvalid_0's huber: 19.3456\n",
"[28]\tvalid_0's poisson: -98.5704\tvalid_0's huber: 19.0614\n",
"[29]\tvalid_0's poisson: -98.853\tvalid_0's huber: 18.7637\n",
"[30]\tvalid_0's poisson: -99.1428\tvalid_0's huber: 18.4976\n",
"[31]\tvalid_0's poisson: -99.3954\tvalid_0's huber: 18.2266\n",
"[32]\tvalid_0's poisson: -99.6472\tvalid_0's huber: 17.9727\n",
"[33]\tvalid_0's poisson: -99.8862\tvalid_0's huber: 17.7298\n",
"[34]\tvalid_0's poisson: -100.106\tvalid_0's huber: 17.4903\n",
"[35]\tvalid_0's poisson: -100.311\tvalid_0's huber: 17.2625\n",
"[36]\tvalid_0's poisson: -100.512\tvalid_0's huber: 17.0557\n",
"[37]\tvalid_0's poisson: -100.713\tvalid_0's huber: 16.8575\n",
"[38]\tvalid_0's poisson: -100.899\tvalid_0's huber: 16.6748\n",
"[39]\tvalid_0's poisson: -101.073\tvalid_0's huber: 16.5002\n",
"[40]\tvalid_0's poisson: -101.236\tvalid_0's huber: 16.342\n",
"[41]\tvalid_0's poisson: -101.385\tvalid_0's huber: 16.1988\n",
"[42]\tvalid_0's poisson: -101.514\tvalid_0's huber: 16.067\n",
"[43]\tvalid_0's poisson: -101.542\tvalid_0's huber: 15.947\n",
"[44]\tvalid_0's poisson: -101.643\tvalid_0's huber: 15.843\n",
"[45]\tvalid_0's poisson: -101.741\tvalid_0's huber: 15.7447\n",
"[46]\tvalid_0's poisson: -101.756\tvalid_0's huber: 15.6572\n",
"[47]\tvalid_0's poisson: -101.847\tvalid_0's huber: 15.5708\n",
"[48]\tvalid_0's poisson: -101.979\tvalid_0's huber: 15.494\n",
"[49]\tvalid_0's poisson: -102.067\tvalid_0's huber: 15.4267\n",
"[50]\tvalid_0's poisson: -102.124\tvalid_0's huber: 15.3584\n",
"[51]\tvalid_0's poisson: -102.202\tvalid_0's huber: 15.3025\n",
"[52]\tvalid_0's poisson: -102.232\tvalid_0's huber: 15.2447\n",
"[53]\tvalid_0's poisson: -102.268\tvalid_0's huber: 15.1939\n",
"[54]\tvalid_0's poisson: -102.349\tvalid_0's huber: 15.129\n",
"[55]\tvalid_0's poisson: -102.377\tvalid_0's huber: 15.0689\n",
"[56]\tvalid_0's poisson: -102.373\tvalid_0's huber: 15.0134\n",
"[57]\tvalid_0's poisson: -102.363\tvalid_0's huber: 14.9701\n",
"[58]\tvalid_0's poisson: -102.437\tvalid_0's huber: 14.9209\n",
"[59]\tvalid_0's poisson: -102.535\tvalid_0's huber: 14.8691\n",
"[60]\tvalid_0's poisson: -102.567\tvalid_0's huber: 14.8166\n",
"[61]\tvalid_0's poisson: -102.604\tvalid_0's huber: 14.769\n",
"[62]\tvalid_0's poisson: -102.653\tvalid_0's huber: 14.724\n",
"[63]\tvalid_0's poisson: -102.698\tvalid_0's huber: 14.6802\n",
"[64]\tvalid_0's poisson: -102.696\tvalid_0's huber: 14.643\n",
"[65]\tvalid_0's poisson: -102.72\tvalid_0's huber: 14.6061\n",
"[66]\tvalid_0's poisson: -102.766\tvalid_0's huber: 14.5685\n",
"[67]\tvalid_0's poisson: -102.833\tvalid_0's huber: 14.5328\n",
"[68]\tvalid_0's poisson: -102.846\tvalid_0's huber: 14.498\n",
"[69]\tvalid_0's poisson: -102.845\tvalid_0's huber: 14.468\n",
"[70]\tvalid_0's poisson: -102.866\tvalid_0's huber: 14.435\n",
"[71]\tvalid_0's poisson: -102.919\tvalid_0's huber: 14.3964\n",
"[72]\tvalid_0's poisson: -103.024\tvalid_0's huber: 14.348\n",
"[73]\tvalid_0's poisson: -103.139\tvalid_0's huber: 14.3005\n",
"[74]\tvalid_0's poisson: -103.176\tvalid_0's huber: 14.26\n",
"[75]\tvalid_0's poisson: -103.213\tvalid_0's huber: 14.2213\n",
"[76]\tvalid_0's poisson: -103.259\tvalid_0's huber: 14.1864\n",
"[77]\tvalid_0's poisson: -103.323\tvalid_0's huber: 14.1526\n",
"[78]\tvalid_0's poisson: -103.339\tvalid_0's huber: 14.1095\n",
"[79]\tvalid_0's poisson: -103.399\tvalid_0's huber: 14.0657\n",
"[80]\tvalid_0's poisson: -103.463\tvalid_0's huber: 14.0253\n",
"[81]\tvalid_0's poisson: -103.485\tvalid_0's huber: 13.9873\n",
"[82]\tvalid_0's poisson: -103.52\tvalid_0's huber: 13.957\n",
"[83]\tvalid_0's poisson: -103.622\tvalid_0's huber: 13.9197\n",
"[84]\tvalid_0's poisson: -103.703\tvalid_0's huber: 13.8845\n",
"[85]\tvalid_0's poisson: -103.754\tvalid_0's huber: 13.8505\n",
"[86]\tvalid_0's poisson: -103.729\tvalid_0's huber: 13.8197\n",
"[87]\tvalid_0's poisson: -103.804\tvalid_0's huber: 13.7676\n",
"[88]\tvalid_0's poisson: -103.92\tvalid_0's huber: 13.7203\n",
"[89]\tvalid_0's poisson: -103.954\tvalid_0's huber: 13.6889\n",
"[90]\tvalid_0's poisson: -103.935\tvalid_0's huber: 13.6591\n",
"[91]\tvalid_0's poisson: -103.952\tvalid_0's huber: 13.6314\n",
"[92]\tvalid_0's poisson: -103.98\tvalid_0's huber: 13.5978\n",
"[93]\tvalid_0's poisson: -103.998\tvalid_0's huber: 13.5651\n",
"[94]\tvalid_0's poisson: -104.059\tvalid_0's huber: 13.5392\n",
"[95]\tvalid_0's poisson: -104.094\tvalid_0's huber: 13.5091\n",
"[96]\tvalid_0's poisson: -104.107\tvalid_0's huber: 13.4815\n",
"[97]\tvalid_0's poisson: -104.153\tvalid_0's huber: 13.4383\n",
"[98]\tvalid_0's poisson: -104.23\tvalid_0's huber: 13.4017\n",
"[99]\tvalid_0's poisson: -104.293\tvalid_0's huber: 13.3772\n",
"[100]\tvalid_0's poisson: -104.379\tvalid_0's huber: 13.3382\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.7\tvalid_0's huber: 29.415\n",
"[2]\tvalid_0's poisson: -88.2172\tvalid_0's huber: 28.9517\n",
"[3]\tvalid_0's poisson: -88.7305\tvalid_0's huber: 28.4936\n",
"[4]\tvalid_0's poisson: -89.2322\tvalid_0's huber: 28.0425\n",
"[5]\tvalid_0's poisson: -89.7164\tvalid_0's huber: 27.5968\n",
"[6]\tvalid_0's poisson: -90.1971\tvalid_0's huber: 27.1568\n",
"[7]\tvalid_0's poisson: -90.667\tvalid_0's huber: 26.7244\n",
"[8]\tvalid_0's poisson: -91.1218\tvalid_0's huber: 26.2971\n",
"[9]\tvalid_0's poisson: -91.5642\tvalid_0's huber: 25.8799\n",
"[10]\tvalid_0's poisson: -92.0045\tvalid_0's huber: 25.4593\n",
"[11]\tvalid_0's poisson: -92.4201\tvalid_0's huber: 25.0567\n",
"[12]\tvalid_0's poisson: -92.8369\tvalid_0's huber: 24.6588\n",
"[13]\tvalid_0's poisson: -93.2454\tvalid_0's huber: 24.2584\n",
"[14]\tvalid_0's poisson: -93.6663\tvalid_0's huber: 23.8809\n",
"[15]\tvalid_0's poisson: -94.0775\tvalid_0's huber: 23.4976\n",
"[16]\tvalid_0's poisson: -94.4791\tvalid_0's huber: 23.1202\n",
"[17]\tvalid_0's poisson: -94.8526\tvalid_0's huber: 22.752\n",
"[18]\tvalid_0's poisson: -95.2255\tvalid_0's huber: 22.381\n",
"[19]\tvalid_0's poisson: -95.6031\tvalid_0's huber: 22.0225\n",
"[20]\tvalid_0's poisson: -95.9694\tvalid_0's huber: 21.6713\n",
"[21]\tvalid_0's poisson: -96.3058\tvalid_0's huber: 21.3247\n",
"[22]\tvalid_0's poisson: -96.6578\tvalid_0's huber: 20.9934\n",
"[23]\tvalid_0's poisson: -96.9928\tvalid_0's huber: 20.6631\n",
"[24]\tvalid_0's poisson: -97.3176\tvalid_0's huber: 20.3404\n",
"[25]\tvalid_0's poisson: -97.6307\tvalid_0's huber: 20.0296\n",
"[26]\tvalid_0's poisson: -97.9343\tvalid_0's huber: 19.7255\n",
"[27]\tvalid_0's poisson: -98.2346\tvalid_0's huber: 19.4081\n",
"[28]\tvalid_0's poisson: -98.5341\tvalid_0's huber: 19.1253\n",
"[29]\tvalid_0's poisson: -98.8062\tvalid_0's huber: 18.85\n",
"[30]\tvalid_0's poisson: -99.0825\tvalid_0's huber: 18.5854\n",
"[31]\tvalid_0's poisson: -99.333\tvalid_0's huber: 18.3112\n",
"[32]\tvalid_0's poisson: -99.5838\tvalid_0's huber: 18.0539\n",
"[33]\tvalid_0's poisson: -99.8202\tvalid_0's huber: 17.8075\n",
"[34]\tvalid_0's poisson: -100.063\tvalid_0's huber: 17.5568\n",
"[35]\tvalid_0's poisson: -100.267\tvalid_0's huber: 17.3313\n",
"[36]\tvalid_0's poisson: -100.471\tvalid_0's huber: 17.1192\n",
"[37]\tvalid_0's poisson: -100.662\tvalid_0's huber: 16.9249\n",
"[38]\tvalid_0's poisson: -100.851\tvalid_0's huber: 16.7381\n",
"[39]\tvalid_0's poisson: -101.019\tvalid_0's huber: 16.5683\n",
"[40]\tvalid_0's poisson: -101.185\tvalid_0's huber: 16.4058\n",
"[41]\tvalid_0's poisson: -101.337\tvalid_0's huber: 16.2587\n",
"[42]\tvalid_0's poisson: -101.467\tvalid_0's huber: 16.1262\n",
"[43]\tvalid_0's poisson: -101.577\tvalid_0's huber: 16.0043\n",
"[44]\tvalid_0's poisson: -101.6\tvalid_0's huber: 15.8971\n",
"[45]\tvalid_0's poisson: -101.688\tvalid_0's huber: 15.8006\n",
"[46]\tvalid_0's poisson: -101.785\tvalid_0's huber: 15.7084\n",
"[47]\tvalid_0's poisson: -101.872\tvalid_0's huber: 15.6326\n",
"[48]\tvalid_0's poisson: -101.938\tvalid_0's huber: 15.5533\n",
"[49]\tvalid_0's poisson: -102.003\tvalid_0's huber: 15.4821\n",
"[50]\tvalid_0's poisson: -102.046\tvalid_0's huber: 15.415\n",
"[51]\tvalid_0's poisson: -102.109\tvalid_0's huber: 15.3568\n",
"[52]\tvalid_0's poisson: -102.171\tvalid_0's huber: 15.3026\n",
"[53]\tvalid_0's poisson: -102.21\tvalid_0's huber: 15.2327\n",
"[54]\tvalid_0's poisson: -102.256\tvalid_0's huber: 15.1818\n",
"[55]\tvalid_0's poisson: -102.334\tvalid_0's huber: 15.1212\n",
"[56]\tvalid_0's poisson: -102.367\tvalid_0's huber: 15.0643\n",
"[57]\tvalid_0's poisson: -102.358\tvalid_0's huber: 15.011\n",
"[58]\tvalid_0's poisson: -102.428\tvalid_0's huber: 14.9631\n",
"[59]\tvalid_0's poisson: -102.456\tvalid_0's huber: 14.9167\n",
"[60]\tvalid_0's poisson: -102.466\tvalid_0's huber: 14.8713\n",
"[61]\tvalid_0's poisson: -102.51\tvalid_0's huber: 14.8371\n",
"[62]\tvalid_0's poisson: -102.612\tvalid_0's huber: 14.7908\n",
"[63]\tvalid_0's poisson: -102.714\tvalid_0's huber: 14.7493\n",
"[64]\tvalid_0's poisson: -102.719\tvalid_0's huber: 14.711\n",
"[65]\tvalid_0's poisson: -102.763\tvalid_0's huber: 14.6678\n",
"[66]\tvalid_0's poisson: -102.836\tvalid_0's huber: 14.6265\n",
"[67]\tvalid_0's poisson: -102.857\tvalid_0's huber: 14.5875\n",
"[68]\tvalid_0's poisson: -102.884\tvalid_0's huber: 14.5497\n",
"[69]\tvalid_0's poisson: -102.918\tvalid_0's huber: 14.5152\n",
"[70]\tvalid_0's poisson: -102.987\tvalid_0's huber: 14.4792\n",
"[71]\tvalid_0's poisson: -103.036\tvalid_0's huber: 14.4435\n",
"[72]\tvalid_0's poisson: -103.1\tvalid_0's huber: 14.4131\n",
"[73]\tvalid_0's poisson: -103.117\tvalid_0's huber: 14.3806\n",
"[74]\tvalid_0's poisson: -103.123\tvalid_0's huber: 14.3509\n",
"[75]\tvalid_0's poisson: -103.123\tvalid_0's huber: 14.3176\n",
"[76]\tvalid_0's poisson: -103.152\tvalid_0's huber: 14.2865\n",
"[77]\tvalid_0's poisson: -103.137\tvalid_0's huber: 14.2561\n",
"[78]\tvalid_0's poisson: -103.105\tvalid_0's huber: 14.2263\n",
"[79]\tvalid_0's poisson: -103.177\tvalid_0's huber: 14.1929\n",
"[80]\tvalid_0's poisson: -103.322\tvalid_0's huber: 14.1411\n",
"[81]\tvalid_0's poisson: -103.379\tvalid_0's huber: 14.0893\n",
"[82]\tvalid_0's poisson: -103.412\tvalid_0's huber: 14.0424\n",
"[83]\tvalid_0's poisson: -103.551\tvalid_0's huber: 13.9996\n",
"[84]\tvalid_0's poisson: -103.588\tvalid_0's huber: 13.9547\n",
"[85]\tvalid_0's poisson: -103.645\tvalid_0's huber: 13.9157\n",
"[86]\tvalid_0's poisson: -103.768\tvalid_0's huber: 13.8722\n",
"[87]\tvalid_0's poisson: -103.735\tvalid_0's huber: 13.8337\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[88]\tvalid_0's poisson: -103.758\tvalid_0's huber: 13.7994\n",
"[89]\tvalid_0's poisson: -103.827\tvalid_0's huber: 13.7674\n",
"[90]\tvalid_0's poisson: -103.896\tvalid_0's huber: 13.7343\n",
"[91]\tvalid_0's poisson: -103.928\tvalid_0's huber: 13.7036\n",
"[92]\tvalid_0's poisson: -103.979\tvalid_0's huber: 13.672\n",
"[93]\tvalid_0's poisson: -103.973\tvalid_0's huber: 13.642\n",
"[94]\tvalid_0's poisson: -104.008\tvalid_0's huber: 13.6127\n",
"[95]\tvalid_0's poisson: -104.045\tvalid_0's huber: 13.584\n",
"[96]\tvalid_0's poisson: -104.055\tvalid_0's huber: 13.5597\n",
"[97]\tvalid_0's poisson: -104.05\tvalid_0's huber: 13.5355\n",
"[98]\tvalid_0's poisson: -104.121\tvalid_0's huber: 13.5064\n",
"[99]\tvalid_0's poisson: -104.248\tvalid_0's huber: 13.4491\n",
"[100]\tvalid_0's poisson: -104.269\tvalid_0's huber: 13.3989\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6363\tvalid_0's huber: 29.3906\n",
"[2]\tvalid_0's poisson: -88.0886\tvalid_0's huber: 28.9764\n",
"[3]\tvalid_0's poisson: -88.5303\tvalid_0's huber: 28.5691\n",
"[4]\tvalid_0's poisson: -88.9618\tvalid_0's huber: 28.1683\n",
"[5]\tvalid_0's poisson: -89.3858\tvalid_0's huber: 27.7726\n",
"[6]\tvalid_0's poisson: -89.7964\tvalid_0's huber: 27.3845\n",
"[7]\tvalid_0's poisson: -90.1981\tvalid_0's huber: 27.0039\n",
"[8]\tvalid_0's poisson: -90.5899\tvalid_0's huber: 26.6302\n",
"[9]\tvalid_0's poisson: -90.9725\tvalid_0's huber: 26.2623\n",
"[10]\tvalid_0's poisson: -91.3505\tvalid_0's huber: 25.8988\n",
"[11]\tvalid_0's poisson: -91.7187\tvalid_0's huber: 25.5389\n",
"[12]\tvalid_0's poisson: -92.082\tvalid_0's huber: 25.176\n",
"[13]\tvalid_0's poisson: -92.435\tvalid_0's huber: 24.8265\n",
"[14]\tvalid_0's poisson: -92.7753\tvalid_0's huber: 24.4851\n",
"[15]\tvalid_0's poisson: -93.1162\tvalid_0's huber: 24.1395\n",
"[16]\tvalid_0's poisson: -93.4465\tvalid_0's huber: 23.8078\n",
"[17]\tvalid_0's poisson: -93.7681\tvalid_0's huber: 23.4828\n",
"[18]\tvalid_0's poisson: -94.0851\tvalid_0's huber: 23.157\n",
"[19]\tvalid_0's poisson: -94.3919\tvalid_0's huber: 22.8435\n",
"[20]\tvalid_0's poisson: -94.6898\tvalid_0's huber: 22.5268\n",
"[21]\tvalid_0's poisson: -94.979\tvalid_0's huber: 22.2275\n",
"[22]\tvalid_0's poisson: -95.263\tvalid_0's huber: 21.9283\n",
"[23]\tvalid_0's poisson: -95.5383\tvalid_0's huber: 21.6447\n",
"[24]\tvalid_0's poisson: -95.8033\tvalid_0's huber: 21.361\n",
"[25]\tvalid_0's poisson: -96.0581\tvalid_0's huber: 21.0889\n",
"[26]\tvalid_0's poisson: -96.3049\tvalid_0's huber: 20.8297\n",
"[27]\tvalid_0's poisson: -96.5393\tvalid_0's huber: 20.5803\n",
"[28]\tvalid_0's poisson: -96.7761\tvalid_0's huber: 20.3262\n",
"[29]\tvalid_0's poisson: -96.995\tvalid_0's huber: 20.0872\n",
"[30]\tvalid_0's poisson: -97.2021\tvalid_0's huber: 19.8525\n",
"[31]\tvalid_0's poisson: -97.3979\tvalid_0's huber: 19.6315\n",
"[32]\tvalid_0's poisson: -97.5804\tvalid_0's huber: 19.4205\n",
"[33]\tvalid_0's poisson: -97.754\tvalid_0's huber: 19.2208\n",
"[34]\tvalid_0's poisson: -97.9178\tvalid_0's huber: 19.0317\n",
"[35]\tvalid_0's poisson: -98.0682\tvalid_0's huber: 18.8486\n",
"[36]\tvalid_0's poisson: -98.2142\tvalid_0's huber: 18.6755\n",
"[37]\tvalid_0's poisson: -98.3542\tvalid_0's huber: 18.5117\n",
"[38]\tvalid_0's poisson: -98.4775\tvalid_0's huber: 18.3559\n",
"[39]\tvalid_0's poisson: -98.6343\tvalid_0's huber: 18.2088\n",
"[40]\tvalid_0's poisson: -98.7739\tvalid_0's huber: 18.0612\n",
"[41]\tvalid_0's poisson: -98.916\tvalid_0's huber: 17.9318\n",
"[42]\tvalid_0's poisson: -99.0475\tvalid_0's huber: 17.7973\n",
"[43]\tvalid_0's poisson: -99.1736\tvalid_0's huber: 17.6845\n",
"[44]\tvalid_0's poisson: -99.2694\tvalid_0's huber: 17.579\n",
"[45]\tvalid_0's poisson: -99.3573\tvalid_0's huber: 17.4883\n",
"[46]\tvalid_0's poisson: -99.4414\tvalid_0's huber: 17.4041\n",
"[47]\tvalid_0's poisson: -99.5339\tvalid_0's huber: 17.3019\n",
"[48]\tvalid_0's poisson: -99.4493\tvalid_0's huber: 17.2116\n",
"[49]\tvalid_0's poisson: -99.5262\tvalid_0's huber: 17.131\n",
"[50]\tvalid_0's poisson: -99.5812\tvalid_0's huber: 17.0542\n",
"[51]\tvalid_0's poisson: -99.6474\tvalid_0's huber: 16.9847\n",
"[52]\tvalid_0's poisson: -99.5878\tvalid_0's huber: 16.9227\n",
"[53]\tvalid_0's poisson: -99.661\tvalid_0's huber: 16.8602\n",
"[54]\tvalid_0's poisson: -99.7222\tvalid_0's huber: 16.8004\n",
"[55]\tvalid_0's poisson: -99.8081\tvalid_0's huber: 16.7478\n",
"[56]\tvalid_0's poisson: -99.8825\tvalid_0's huber: 16.7005\n",
"[57]\tvalid_0's poisson: -99.8969\tvalid_0's huber: 16.6497\n",
"[58]\tvalid_0's poisson: -99.9719\tvalid_0's huber: 16.5954\n",
"[59]\tvalid_0's poisson: -99.8998\tvalid_0's huber: 16.5501\n",
"[60]\tvalid_0's poisson: -99.9705\tvalid_0's huber: 16.5004\n",
"[61]\tvalid_0's poisson: -100.035\tvalid_0's huber: 16.4485\n",
"[62]\tvalid_0's poisson: -100.128\tvalid_0's huber: 16.3937\n",
"[63]\tvalid_0's poisson: -100.178\tvalid_0's huber: 16.3411\n",
"[64]\tvalid_0's poisson: -100.24\tvalid_0's huber: 16.2999\n",
"[65]\tvalid_0's poisson: -100.323\tvalid_0's huber: 16.2555\n",
"[66]\tvalid_0's poisson: -100.44\tvalid_0's huber: 16.2215\n",
"[67]\tvalid_0's poisson: -100.45\tvalid_0's huber: 16.1774\n",
"[68]\tvalid_0's poisson: -100.523\tvalid_0's huber: 16.1315\n",
"[69]\tvalid_0's poisson: -100.572\tvalid_0's huber: 16.0972\n",
"[70]\tvalid_0's poisson: -100.658\tvalid_0's huber: 16.0553\n",
"[71]\tvalid_0's poisson: -100.72\tvalid_0's huber: 16.0272\n",
"[72]\tvalid_0's poisson: -100.806\tvalid_0's huber: 15.9865\n",
"[73]\tvalid_0's poisson: -100.843\tvalid_0's huber: 15.947\n",
"[74]\tvalid_0's poisson: -100.899\tvalid_0's huber: 15.9218\n",
"[75]\tvalid_0's poisson: -100.935\tvalid_0's huber: 15.886\n",
"[76]\tvalid_0's poisson: -101.116\tvalid_0's huber: 15.8439\n",
"[77]\tvalid_0's poisson: -101.133\tvalid_0's huber: 15.8074\n",
"[78]\tvalid_0's poisson: -101.168\tvalid_0's huber: 15.7736\n",
"[79]\tvalid_0's poisson: -101.155\tvalid_0's huber: 15.736\n",
"[80]\tvalid_0's poisson: -101.177\tvalid_0's huber: 15.7029\n",
"[81]\tvalid_0's poisson: -101.25\tvalid_0's huber: 15.6727\n",
"[82]\tvalid_0's poisson: -101.265\tvalid_0's huber: 15.6501\n",
"[83]\tvalid_0's poisson: -101.346\tvalid_0's huber: 15.6161\n",
"[84]\tvalid_0's poisson: -101.363\tvalid_0's huber: 15.5861\n",
"[85]\tvalid_0's poisson: -101.4\tvalid_0's huber: 15.5554\n",
"[86]\tvalid_0's poisson: -101.309\tvalid_0's huber: 15.5243\n",
"[87]\tvalid_0's poisson: -101.496\tvalid_0's huber: 15.505\n",
"[88]\tvalid_0's poisson: -101.521\tvalid_0's huber: 15.4788\n",
"[89]\tvalid_0's poisson: -101.557\tvalid_0's huber: 15.4534\n",
"[90]\tvalid_0's poisson: -101.541\tvalid_0's huber: 15.4265\n",
"[91]\tvalid_0's poisson: -101.482\tvalid_0's huber: 15.395\n",
"[92]\tvalid_0's poisson: -101.35\tvalid_0's huber: 15.3661\n",
"[93]\tvalid_0's poisson: -101.395\tvalid_0's huber: 15.3437\n",
"[94]\tvalid_0's poisson: -101.424\tvalid_0's huber: 15.3272\n",
"[95]\tvalid_0's poisson: -101.434\tvalid_0's huber: 15.3017\n",
"[96]\tvalid_0's poisson: -101.466\tvalid_0's huber: 15.279\n",
"[97]\tvalid_0's poisson: -101.485\tvalid_0's huber: 15.2562\n",
"[98]\tvalid_0's poisson: -101.568\tvalid_0's huber: 15.2297\n",
"[99]\tvalid_0's poisson: -101.588\tvalid_0's huber: 15.2046\n",
"[100]\tvalid_0's poisson: -101.62\tvalid_0's huber: 15.1884\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6312\tvalid_0's huber: 29.3876\n",
"[2]\tvalid_0's poisson: -88.0754\tvalid_0's huber: 28.9735\n",
"[3]\tvalid_0's poisson: -88.5278\tvalid_0's huber: 28.5584\n",
"[4]\tvalid_0's poisson: -88.9689\tvalid_0's huber: 28.1503\n",
"[5]\tvalid_0's poisson: -89.3991\tvalid_0's huber: 27.7486\n",
"[6]\tvalid_0's poisson: -89.8186\tvalid_0's huber: 27.3541\n",
"[7]\tvalid_0's poisson: -90.2272\tvalid_0's huber: 26.967\n",
"[8]\tvalid_0's poisson: -90.6258\tvalid_0's huber: 26.5876\n",
"[9]\tvalid_0's poisson: -91.0141\tvalid_0's huber: 26.2156\n",
"[10]\tvalid_0's poisson: -91.391\tvalid_0's huber: 25.8478\n",
"[11]\tvalid_0's poisson: -91.7599\tvalid_0's huber: 25.4893\n",
"[12]\tvalid_0's poisson: -92.1182\tvalid_0's huber: 25.1336\n",
"[13]\tvalid_0's poisson: -92.4703\tvalid_0's huber: 24.7763\n",
"[14]\tvalid_0's poisson: -92.8177\tvalid_0's huber: 24.43\n",
"[15]\tvalid_0's poisson: -93.1566\tvalid_0's huber: 24.0904\n",
"[16]\tvalid_0's poisson: -93.4862\tvalid_0's huber: 23.7515\n",
"[17]\tvalid_0's poisson: -93.8106\tvalid_0's huber: 23.4231\n",
"[18]\tvalid_0's poisson: -94.1217\tvalid_0's huber: 23.1032\n",
"[19]\tvalid_0's poisson: -94.4316\tvalid_0's huber: 22.7911\n",
"[20]\tvalid_0's poisson: -94.7292\tvalid_0's huber: 22.4753\n",
"[21]\tvalid_0's poisson: -95.0226\tvalid_0's huber: 22.173\n",
"[22]\tvalid_0's poisson: -95.3029\tvalid_0's huber: 21.8732\n",
"[23]\tvalid_0's poisson: -95.5784\tvalid_0's huber: 21.5896\n",
"[24]\tvalid_0's poisson: -95.84\tvalid_0's huber: 21.3092\n",
"[25]\tvalid_0's poisson: -96.0909\tvalid_0's huber: 21.0366\n",
"[26]\tvalid_0's poisson: -96.3303\tvalid_0's huber: 20.7703\n",
"[27]\tvalid_0's poisson: -96.5776\tvalid_0's huber: 20.5172\n",
"[28]\tvalid_0's poisson: -96.8148\tvalid_0's huber: 20.2633\n",
"[29]\tvalid_0's poisson: -97.0366\tvalid_0's huber: 20.0201\n",
"[30]\tvalid_0's poisson: -97.241\tvalid_0's huber: 19.7896\n",
"[31]\tvalid_0's poisson: -97.4384\tvalid_0's huber: 19.5707\n",
"[32]\tvalid_0's poisson: -97.6147\tvalid_0's huber: 19.361\n",
"[33]\tvalid_0's poisson: -97.7919\tvalid_0's huber: 19.1622\n",
"[34]\tvalid_0's poisson: -97.9507\tvalid_0's huber: 18.9716\n",
"[35]\tvalid_0's poisson: -98.1049\tvalid_0's huber: 18.7921\n",
"[36]\tvalid_0's poisson: -98.2706\tvalid_0's huber: 18.6087\n",
"[37]\tvalid_0's poisson: -98.4086\tvalid_0's huber: 18.4433\n",
"[38]\tvalid_0's poisson: -98.5364\tvalid_0's huber: 18.2876\n",
"[39]\tvalid_0's poisson: -98.6704\tvalid_0's huber: 18.1397\n",
"[40]\tvalid_0's poisson: -98.8179\tvalid_0's huber: 17.98\n",
"[41]\tvalid_0's poisson: -98.9577\tvalid_0's huber: 17.8289\n",
"[42]\tvalid_0's poisson: -99.0983\tvalid_0's huber: 17.7\n",
"[43]\tvalid_0's poisson: -99.2166\tvalid_0's huber: 17.5716\n",
"[44]\tvalid_0's poisson: -99.3133\tvalid_0's huber: 17.4618\n",
"[45]\tvalid_0's poisson: -99.428\tvalid_0's huber: 17.364\n",
"[46]\tvalid_0's poisson: -99.4086\tvalid_0's huber: 17.2796\n",
"[47]\tvalid_0's poisson: -99.5118\tvalid_0's huber: 17.1808\n",
"[48]\tvalid_0's poisson: -99.5207\tvalid_0's huber: 17.0942\n",
"[49]\tvalid_0's poisson: -99.5949\tvalid_0's huber: 17.0172\n",
"[50]\tvalid_0's poisson: -99.6736\tvalid_0's huber: 16.9426\n",
"[51]\tvalid_0's poisson: -99.7562\tvalid_0's huber: 16.8788\n",
"[52]\tvalid_0's poisson: -99.824\tvalid_0's huber: 16.8147\n",
"[53]\tvalid_0's poisson: -99.8482\tvalid_0's huber: 16.7543\n",
"[54]\tvalid_0's poisson: -99.9281\tvalid_0's huber: 16.7012\n",
"[55]\tvalid_0's poisson: -99.9914\tvalid_0's huber: 16.6484\n",
"[56]\tvalid_0's poisson: -100.038\tvalid_0's huber: 16.5949\n",
"[57]\tvalid_0's poisson: -100.092\tvalid_0's huber: 16.5414\n",
"[58]\tvalid_0's poisson: -100.066\tvalid_0's huber: 16.4986\n",
"[59]\tvalid_0's poisson: -100.174\tvalid_0's huber: 16.4312\n",
"[60]\tvalid_0's poisson: -100.244\tvalid_0's huber: 16.3713\n",
"[61]\tvalid_0's poisson: -100.307\tvalid_0's huber: 16.3254\n",
"[62]\tvalid_0's poisson: -100.364\tvalid_0's huber: 16.2697\n",
"[63]\tvalid_0's poisson: -100.508\tvalid_0's huber: 16.2266\n",
"[64]\tvalid_0's poisson: -100.576\tvalid_0's huber: 16.1691\n",
"[65]\tvalid_0's poisson: -100.659\tvalid_0's huber: 16.1207\n",
"[66]\tvalid_0's poisson: -100.727\tvalid_0's huber: 16.0741\n",
"[67]\tvalid_0's poisson: -100.73\tvalid_0's huber: 16.031\n",
"[68]\tvalid_0's poisson: -100.809\tvalid_0's huber: 15.989\n",
"[69]\tvalid_0's poisson: -100.91\tvalid_0's huber: 15.9521\n",
"[70]\tvalid_0's poisson: -100.994\tvalid_0's huber: 15.9231\n",
"[71]\tvalid_0's poisson: -101.037\tvalid_0's huber: 15.8798\n",
"[72]\tvalid_0's poisson: -101.062\tvalid_0's huber: 15.8424\n",
"[73]\tvalid_0's poisson: -101.044\tvalid_0's huber: 15.8024\n",
"[74]\tvalid_0's poisson: -101.032\tvalid_0's huber: 15.7694\n",
"[75]\tvalid_0's poisson: -101.091\tvalid_0's huber: 15.7282\n",
"[76]\tvalid_0's poisson: -101.155\tvalid_0's huber: 15.6904\n",
"[77]\tvalid_0's poisson: -101.198\tvalid_0's huber: 15.6658\n",
"[78]\tvalid_0's poisson: -101.253\tvalid_0's huber: 15.6312\n",
"[79]\tvalid_0's poisson: -101.27\tvalid_0's huber: 15.6045\n",
"[80]\tvalid_0's poisson: -101.386\tvalid_0's huber: 15.5779\n",
"[81]\tvalid_0's poisson: -101.39\tvalid_0's huber: 15.5489\n",
"[82]\tvalid_0's poisson: -101.366\tvalid_0's huber: 15.5125\n",
"[83]\tvalid_0's poisson: -101.371\tvalid_0's huber: 15.4797\n",
"[84]\tvalid_0's poisson: -101.423\tvalid_0's huber: 15.4506\n",
"[85]\tvalid_0's poisson: -101.461\tvalid_0's huber: 15.4198\n",
"[86]\tvalid_0's poisson: -101.519\tvalid_0's huber: 15.3971\n",
"[87]\tvalid_0's poisson: -101.63\tvalid_0's huber: 15.372\n",
"[88]\tvalid_0's poisson: -101.682\tvalid_0's huber: 15.3482\n",
"[89]\tvalid_0's poisson: -101.567\tvalid_0's huber: 15.3217\n",
"[90]\tvalid_0's poisson: -101.52\tvalid_0's huber: 15.2968\n",
"[91]\tvalid_0's poisson: -101.498\tvalid_0's huber: 15.2706\n",
"[92]\tvalid_0's poisson: -101.529\tvalid_0's huber: 15.2396\n",
"[93]\tvalid_0's poisson: -101.54\tvalid_0's huber: 15.2106\n",
"[94]\tvalid_0's poisson: -101.613\tvalid_0's huber: 15.1855\n",
"[95]\tvalid_0's poisson: -101.616\tvalid_0's huber: 15.1625\n",
"[96]\tvalid_0's poisson: -101.674\tvalid_0's huber: 15.1337\n",
"[97]\tvalid_0's poisson: -101.724\tvalid_0's huber: 15.1133\n",
"[98]\tvalid_0's poisson: -101.724\tvalid_0's huber: 15.0873\n",
"[99]\tvalid_0's poisson: -101.786\tvalid_0's huber: 15.0695\n",
"[100]\tvalid_0's poisson: -101.836\tvalid_0's huber: 15.0471\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6318\tvalid_0's huber: 29.4217\n",
"[2]\tvalid_0's poisson: -88.0838\tvalid_0's huber: 29.0072\n",
"[3]\tvalid_0's poisson: -88.5253\tvalid_0's huber: 28.5993\n",
"[4]\tvalid_0's poisson: -88.9566\tvalid_0's huber: 28.1981\n",
"[5]\tvalid_0's poisson: -89.3771\tvalid_0's huber: 27.8034\n",
"[6]\tvalid_0's poisson: -89.7871\tvalid_0's huber: 27.4154\n",
"[7]\tvalid_0's poisson: -90.1866\tvalid_0's huber: 27.0345\n",
"[8]\tvalid_0's poisson: -90.5755\tvalid_0's huber: 26.6611\n",
"[9]\tvalid_0's poisson: -90.9627\tvalid_0's huber: 26.2834\n",
"[10]\tvalid_0's poisson: -91.3326\tvalid_0's huber: 25.9209\n",
"[11]\tvalid_0's poisson: -91.7016\tvalid_0's huber: 25.5549\n",
"[12]\tvalid_0's poisson: -92.0587\tvalid_0's huber: 25.202\n",
"[13]\tvalid_0's poisson: -92.4084\tvalid_0's huber: 24.8564\n",
"[14]\tvalid_0's poisson: -92.7497\tvalid_0's huber: 24.5073\n",
"[15]\tvalid_0's poisson: -93.0883\tvalid_0's huber: 24.1691\n",
"[16]\tvalid_0's poisson: -93.4139\tvalid_0's huber: 23.8342\n",
"[17]\tvalid_0's poisson: -93.7387\tvalid_0's huber: 23.5065\n",
"[18]\tvalid_0's poisson: -94.055\tvalid_0's huber: 23.1856\n",
"[19]\tvalid_0's poisson: -94.3582\tvalid_0's huber: 22.8693\n",
"[20]\tvalid_0's poisson: -94.6595\tvalid_0's huber: 22.5603\n",
"[21]\tvalid_0's poisson: -94.9514\tvalid_0's huber: 22.2604\n",
"[22]\tvalid_0's poisson: -95.2315\tvalid_0's huber: 21.9638\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[23]\tvalid_0's poisson: -95.4986\tvalid_0's huber: 21.683\n",
"[24]\tvalid_0's poisson: -95.7667\tvalid_0's huber: 21.4074\n",
"[25]\tvalid_0's poisson: -96.0196\tvalid_0's huber: 21.1365\n",
"[26]\tvalid_0's poisson: -96.2709\tvalid_0's huber: 20.8744\n",
"[27]\tvalid_0's poisson: -96.5169\tvalid_0's huber: 20.6121\n",
"[28]\tvalid_0's poisson: -96.744\tvalid_0's huber: 20.3574\n",
"[29]\tvalid_0's poisson: -96.9785\tvalid_0's huber: 20.111\n",
"[30]\tvalid_0's poisson: -97.1871\tvalid_0's huber: 19.8738\n",
"[31]\tvalid_0's poisson: -97.3892\tvalid_0's huber: 19.6499\n",
"[32]\tvalid_0's poisson: -97.5765\tvalid_0's huber: 19.437\n",
"[33]\tvalid_0's poisson: -97.7469\tvalid_0's huber: 19.2331\n",
"[34]\tvalid_0's poisson: -97.9069\tvalid_0's huber: 19.0405\n",
"[35]\tvalid_0's poisson: -98.0686\tvalid_0's huber: 18.8559\n",
"[36]\tvalid_0's poisson: -98.2176\tvalid_0's huber: 18.6784\n",
"[37]\tvalid_0's poisson: -98.3515\tvalid_0's huber: 18.5114\n",
"[38]\tvalid_0's poisson: -98.4815\tvalid_0's huber: 18.3537\n",
"[39]\tvalid_0's poisson: -98.6384\tvalid_0's huber: 18.2049\n",
"[40]\tvalid_0's poisson: -98.7865\tvalid_0's huber: 18.0468\n",
"[41]\tvalid_0's poisson: -98.9266\tvalid_0's huber: 17.9014\n",
"[42]\tvalid_0's poisson: -99.0661\tvalid_0's huber: 17.7744\n",
"[43]\tvalid_0's poisson: -99.1871\tvalid_0's huber: 17.6469\n",
"[44]\tvalid_0's poisson: -99.3093\tvalid_0's huber: 17.5404\n",
"[45]\tvalid_0's poisson: -99.3908\tvalid_0's huber: 17.4408\n",
"[46]\tvalid_0's poisson: -99.4785\tvalid_0's huber: 17.3559\n",
"[47]\tvalid_0's poisson: -99.5574\tvalid_0's huber: 17.2767\n",
"[48]\tvalid_0's poisson: -99.5656\tvalid_0's huber: 17.179\n",
"[49]\tvalid_0's poisson: -99.565\tvalid_0's huber: 17.0933\n",
"[50]\tvalid_0's poisson: -99.6483\tvalid_0's huber: 17.0173\n",
"[51]\tvalid_0's poisson: -99.7019\tvalid_0's huber: 16.9491\n",
"[52]\tvalid_0's poisson: -99.7371\tvalid_0's huber: 16.8801\n",
"[53]\tvalid_0's poisson: -99.8113\tvalid_0's huber: 16.8228\n",
"[54]\tvalid_0's poisson: -99.839\tvalid_0's huber: 16.7664\n",
"[55]\tvalid_0's poisson: -99.856\tvalid_0's huber: 16.7107\n",
"[56]\tvalid_0's poisson: -99.9113\tvalid_0's huber: 16.6583\n",
"[57]\tvalid_0's poisson: -99.7898\tvalid_0's huber: 16.6104\n",
"[58]\tvalid_0's poisson: -100.076\tvalid_0's huber: 16.5604\n",
"[59]\tvalid_0's poisson: -100.097\tvalid_0's huber: 16.5123\n",
"[60]\tvalid_0's poisson: -100.194\tvalid_0's huber: 16.4536\n",
"[61]\tvalid_0's poisson: -100.276\tvalid_0's huber: 16.3973\n",
"[62]\tvalid_0's poisson: -100.318\tvalid_0's huber: 16.3555\n",
"[63]\tvalid_0's poisson: -100.403\tvalid_0's huber: 16.3078\n",
"[64]\tvalid_0's poisson: -100.406\tvalid_0's huber: 16.2599\n",
"[65]\tvalid_0's poisson: -100.526\tvalid_0's huber: 16.2256\n",
"[66]\tvalid_0's poisson: -100.581\tvalid_0's huber: 16.1876\n",
"[67]\tvalid_0's poisson: -100.675\tvalid_0's huber: 16.1311\n",
"[68]\tvalid_0's poisson: -100.748\tvalid_0's huber: 16.0869\n",
"[69]\tvalid_0's poisson: -100.883\tvalid_0's huber: 16.0365\n",
"[70]\tvalid_0's poisson: -100.901\tvalid_0's huber: 15.9948\n",
"[71]\tvalid_0's poisson: -101.02\tvalid_0's huber: 15.951\n",
"[72]\tvalid_0's poisson: -101.061\tvalid_0's huber: 15.9134\n",
"[73]\tvalid_0's poisson: -101.079\tvalid_0's huber: 15.8746\n",
"[74]\tvalid_0's poisson: -101.12\tvalid_0's huber: 15.8379\n",
"[75]\tvalid_0's poisson: -101.14\tvalid_0's huber: 15.8021\n",
"[76]\tvalid_0's poisson: -101.233\tvalid_0's huber: 15.7674\n",
"[77]\tvalid_0's poisson: -101.263\tvalid_0's huber: 15.7332\n",
"[78]\tvalid_0's poisson: -101.309\tvalid_0's huber: 15.691\n",
"[79]\tvalid_0's poisson: -101.279\tvalid_0's huber: 15.6579\n",
"[80]\tvalid_0's poisson: -101.296\tvalid_0's huber: 15.6207\n",
"[81]\tvalid_0's poisson: -101.375\tvalid_0's huber: 15.5874\n",
"[82]\tvalid_0's poisson: -101.402\tvalid_0's huber: 15.5577\n",
"[83]\tvalid_0's poisson: -101.423\tvalid_0's huber: 15.5306\n",
"[84]\tvalid_0's poisson: -101.444\tvalid_0's huber: 15.5006\n",
"[85]\tvalid_0's poisson: -101.459\tvalid_0's huber: 15.4737\n",
"[86]\tvalid_0's poisson: -101.577\tvalid_0's huber: 15.4538\n",
"[87]\tvalid_0's poisson: -101.569\tvalid_0's huber: 15.4279\n",
"[88]\tvalid_0's poisson: -101.569\tvalid_0's huber: 15.4007\n",
"[89]\tvalid_0's poisson: -101.568\tvalid_0's huber: 15.3765\n",
"[90]\tvalid_0's poisson: -101.605\tvalid_0's huber: 15.3523\n",
"[91]\tvalid_0's poisson: -101.647\tvalid_0's huber: 15.3297\n",
"[92]\tvalid_0's poisson: -101.661\tvalid_0's huber: 15.2932\n",
"[93]\tvalid_0's poisson: -101.666\tvalid_0's huber: 15.2692\n",
"[94]\tvalid_0's poisson: -101.614\tvalid_0's huber: 15.2317\n",
"[95]\tvalid_0's poisson: -101.661\tvalid_0's huber: 15.2011\n",
"[96]\tvalid_0's poisson: -101.698\tvalid_0's huber: 15.1753\n",
"[97]\tvalid_0's poisson: -101.738\tvalid_0's huber: 15.1489\n",
"[98]\tvalid_0's poisson: -101.768\tvalid_0's huber: 15.1265\n",
"[99]\tvalid_0's poisson: -101.805\tvalid_0's huber: 15.1086\n",
"[100]\tvalid_0's poisson: -101.731\tvalid_0's huber: 15.0853\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6415\tvalid_0's huber: 29.3715\n",
"[2]\tvalid_0's poisson: -88.0963\tvalid_0's huber: 28.9563\n",
"[3]\tvalid_0's poisson: -88.5398\tvalid_0's huber: 28.5484\n",
"[4]\tvalid_0's poisson: -88.9727\tvalid_0's huber: 28.1471\n",
"[5]\tvalid_0's poisson: -89.3943\tvalid_0's huber: 27.7526\n",
"[6]\tvalid_0's poisson: -89.8082\tvalid_0's huber: 27.3547\n",
"[7]\tvalid_0's poisson: -90.2134\tvalid_0's huber: 26.9714\n",
"[8]\tvalid_0's poisson: -90.6085\tvalid_0's huber: 26.5875\n",
"[9]\tvalid_0's poisson: -90.9955\tvalid_0's huber: 26.2172\n",
"[10]\tvalid_0's poisson: -91.3722\tvalid_0's huber: 25.8539\n",
"[11]\tvalid_0's poisson: -91.7393\tvalid_0's huber: 25.4894\n",
"[12]\tvalid_0's poisson: -92.0971\tvalid_0's huber: 25.1356\n",
"[13]\tvalid_0's poisson: -92.4435\tvalid_0's huber: 24.7881\n",
"[14]\tvalid_0's poisson: -92.7844\tvalid_0's huber: 24.4416\n",
"[15]\tvalid_0's poisson: -93.1171\tvalid_0's huber: 24.107\n",
"[16]\tvalid_0's poisson: -93.4484\tvalid_0's huber: 23.7745\n",
"[17]\tvalid_0's poisson: -93.7651\tvalid_0's huber: 23.4461\n",
"[18]\tvalid_0's poisson: -94.082\tvalid_0's huber: 23.125\n",
"[19]\tvalid_0's poisson: -94.3826\tvalid_0's huber: 22.8113\n",
"[20]\tvalid_0's poisson: -94.6842\tvalid_0's huber: 22.5022\n",
"[21]\tvalid_0's poisson: -94.9772\tvalid_0's huber: 22.2015\n",
"[22]\tvalid_0's poisson: -95.2547\tvalid_0's huber: 21.9077\n",
"[23]\tvalid_0's poisson: -95.5318\tvalid_0's huber: 21.6232\n",
"[24]\tvalid_0's poisson: -95.7918\tvalid_0's huber: 21.343\n",
"[25]\tvalid_0's poisson: -96.0517\tvalid_0's huber: 21.0761\n",
"[26]\tvalid_0's poisson: -96.2951\tvalid_0's huber: 20.8058\n",
"[27]\tvalid_0's poisson: -96.5266\tvalid_0's huber: 20.5468\n",
"[28]\tvalid_0's poisson: -96.7464\tvalid_0's huber: 20.2984\n",
"[29]\tvalid_0's poisson: -96.9765\tvalid_0's huber: 20.0615\n",
"[30]\tvalid_0's poisson: -97.1775\tvalid_0's huber: 19.832\n",
"[31]\tvalid_0's poisson: -97.3605\tvalid_0's huber: 19.6156\n",
"[32]\tvalid_0's poisson: -97.5405\tvalid_0's huber: 19.4086\n",
"[33]\tvalid_0's poisson: -97.7439\tvalid_0's huber: 19.1901\n",
"[34]\tvalid_0's poisson: -97.9074\tvalid_0's huber: 19.0013\n",
"[35]\tvalid_0's poisson: -98.091\tvalid_0's huber: 18.8011\n",
"[36]\tvalid_0's poisson: -98.2385\tvalid_0's huber: 18.6272\n",
"[37]\tvalid_0's poisson: -98.375\tvalid_0's huber: 18.4624\n",
"[38]\tvalid_0's poisson: -98.5171\tvalid_0's huber: 18.3058\n",
"[39]\tvalid_0's poisson: -98.6761\tvalid_0's huber: 18.1378\n",
"[40]\tvalid_0's poisson: -98.8171\tvalid_0's huber: 17.9846\n",
"[41]\tvalid_0's poisson: -98.9618\tvalid_0's huber: 17.851\n",
"[42]\tvalid_0's poisson: -99.0742\tvalid_0's huber: 17.7213\n",
"[43]\tvalid_0's poisson: -99.2031\tvalid_0's huber: 17.6065\n",
"[44]\tvalid_0's poisson: -99.294\tvalid_0's huber: 17.5006\n",
"[45]\tvalid_0's poisson: -99.4008\tvalid_0's huber: 17.4067\n",
"[46]\tvalid_0's poisson: -99.4877\tvalid_0's huber: 17.3215\n",
"[47]\tvalid_0's poisson: -99.5688\tvalid_0's huber: 17.2413\n",
"[48]\tvalid_0's poisson: -99.4861\tvalid_0's huber: 17.1393\n",
"[49]\tvalid_0's poisson: -99.5866\tvalid_0's huber: 17.049\n",
"[50]\tvalid_0's poisson: -99.6765\tvalid_0's huber: 16.9684\n",
"[51]\tvalid_0's poisson: -99.7562\tvalid_0's huber: 16.8965\n",
"[52]\tvalid_0's poisson: -99.8236\tvalid_0's huber: 16.8249\n",
"[53]\tvalid_0's poisson: -99.8684\tvalid_0's huber: 16.7644\n",
"[54]\tvalid_0's poisson: -99.9264\tvalid_0's huber: 16.7105\n",
"[55]\tvalid_0's poisson: -100.016\tvalid_0's huber: 16.6527\n",
"[56]\tvalid_0's poisson: -100.063\tvalid_0's huber: 16.5838\n",
"[57]\tvalid_0's poisson: -100.101\tvalid_0's huber: 16.5366\n",
"[58]\tvalid_0's poisson: -100.097\tvalid_0's huber: 16.4903\n",
"[59]\tvalid_0's poisson: -100.133\tvalid_0's huber: 16.4418\n",
"[60]\tvalid_0's poisson: -100.193\tvalid_0's huber: 16.392\n",
"[61]\tvalid_0's poisson: -100.289\tvalid_0's huber: 16.3346\n",
"[62]\tvalid_0's poisson: -100.365\tvalid_0's huber: 16.2824\n",
"[63]\tvalid_0's poisson: -100.459\tvalid_0's huber: 16.232\n",
"[64]\tvalid_0's poisson: -100.543\tvalid_0's huber: 16.1825\n",
"[65]\tvalid_0's poisson: -100.593\tvalid_0's huber: 16.1468\n",
"[66]\tvalid_0's poisson: -100.643\tvalid_0's huber: 16.0997\n",
"[67]\tvalid_0's poisson: -100.685\tvalid_0's huber: 16.0608\n",
"[68]\tvalid_0's poisson: -100.767\tvalid_0's huber: 16.0169\n",
"[69]\tvalid_0's poisson: -100.831\tvalid_0's huber: 15.9732\n",
"[70]\tvalid_0's poisson: -100.902\tvalid_0's huber: 15.9354\n",
"[71]\tvalid_0's poisson: -100.941\tvalid_0's huber: 15.8977\n",
"[72]\tvalid_0's poisson: -101.019\tvalid_0's huber: 15.8699\n",
"[73]\tvalid_0's poisson: -101.046\tvalid_0's huber: 15.8408\n",
"[74]\tvalid_0's poisson: -101.072\tvalid_0's huber: 15.8005\n",
"[75]\tvalid_0's poisson: -101.127\tvalid_0's huber: 15.7638\n",
"[76]\tvalid_0's poisson: -101.144\tvalid_0's huber: 15.7392\n",
"[77]\tvalid_0's poisson: -101.206\tvalid_0's huber: 15.7114\n",
"[78]\tvalid_0's poisson: -101.226\tvalid_0's huber: 15.6843\n",
"[79]\tvalid_0's poisson: -101.197\tvalid_0's huber: 15.6508\n",
"[80]\tvalid_0's poisson: -101.236\tvalid_0's huber: 15.6157\n",
"[81]\tvalid_0's poisson: -101.285\tvalid_0's huber: 15.5835\n",
"[82]\tvalid_0's poisson: -101.254\tvalid_0's huber: 15.5513\n",
"[83]\tvalid_0's poisson: -101.231\tvalid_0's huber: 15.5219\n",
"[84]\tvalid_0's poisson: -101.291\tvalid_0's huber: 15.4926\n",
"[85]\tvalid_0's poisson: -101.481\tvalid_0's huber: 15.4708\n",
"[86]\tvalid_0's poisson: -101.515\tvalid_0's huber: 15.4367\n",
"[87]\tvalid_0's poisson: -101.561\tvalid_0's huber: 15.4123\n",
"[88]\tvalid_0's poisson: -101.549\tvalid_0's huber: 15.3826\n",
"[89]\tvalid_0's poisson: -101.596\tvalid_0's huber: 15.3566\n",
"[90]\tvalid_0's poisson: -101.508\tvalid_0's huber: 15.3281\n",
"[91]\tvalid_0's poisson: -101.483\tvalid_0's huber: 15.3019\n",
"[92]\tvalid_0's poisson: -101.541\tvalid_0's huber: 15.277\n",
"[93]\tvalid_0's poisson: -101.563\tvalid_0's huber: 15.2534\n",
"[94]\tvalid_0's poisson: -101.629\tvalid_0's huber: 15.2359\n",
"[95]\tvalid_0's poisson: -101.636\tvalid_0's huber: 15.2108\n",
"[96]\tvalid_0's poisson: -101.636\tvalid_0's huber: 15.1862\n",
"[97]\tvalid_0's poisson: -101.632\tvalid_0's huber: 15.1644\n",
"[98]\tvalid_0's poisson: -101.642\tvalid_0's huber: 15.143\n",
"[99]\tvalid_0's poisson: -101.648\tvalid_0's huber: 15.1186\n",
"[100]\tvalid_0's poisson: -101.717\tvalid_0's huber: 15.0952\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6293\tvalid_0's huber: 29.4616\n",
"[2]\tvalid_0's poisson: -88.0843\tvalid_0's huber: 29.0447\n",
"[3]\tvalid_0's poisson: -88.529\tvalid_0's huber: 28.6343\n",
"[4]\tvalid_0's poisson: -88.9636\tvalid_0's huber: 28.2306\n",
"[5]\tvalid_0's poisson: -89.3879\tvalid_0's huber: 27.8327\n",
"[6]\tvalid_0's poisson: -89.801\tvalid_0's huber: 27.4417\n",
"[7]\tvalid_0's poisson: -90.2049\tvalid_0's huber: 27.0571\n",
"[8]\tvalid_0's poisson: -90.5971\tvalid_0's huber: 26.6803\n",
"[9]\tvalid_0's poisson: -90.987\tvalid_0's huber: 26.3\n",
"[10]\tvalid_0's poisson: -91.3627\tvalid_0's huber: 25.9358\n",
"[11]\tvalid_0's poisson: -91.7286\tvalid_0's huber: 25.5785\n",
"[12]\tvalid_0's poisson: -92.09\tvalid_0's huber: 25.2177\n",
"[13]\tvalid_0's poisson: -92.4373\tvalid_0's huber: 24.8735\n",
"[14]\tvalid_0's poisson: -92.7789\tvalid_0's huber: 24.5211\n",
"[15]\tvalid_0's poisson: -93.1108\tvalid_0's huber: 24.1848\n",
"[16]\tvalid_0's poisson: -93.4357\tvalid_0's huber: 23.8506\n",
"[17]\tvalid_0's poisson: -93.7609\tvalid_0's huber: 23.5209\n",
"[18]\tvalid_0's poisson: -94.0681\tvalid_0's huber: 23.2017\n",
"[19]\tvalid_0's poisson: -94.37\tvalid_0's huber: 22.8869\n",
"[20]\tvalid_0's poisson: -94.6728\tvalid_0's huber: 22.5754\n",
"[21]\tvalid_0's poisson: -94.967\tvalid_0's huber: 22.2723\n",
"[22]\tvalid_0's poisson: -95.2466\tvalid_0's huber: 21.9763\n",
"[23]\tvalid_0's poisson: -95.5257\tvalid_0's huber: 21.6883\n",
"[24]\tvalid_0's poisson: -95.7891\tvalid_0's huber: 21.4037\n",
"[25]\tvalid_0's poisson: -96.0564\tvalid_0's huber: 21.1304\n",
"[26]\tvalid_0's poisson: -96.3024\tvalid_0's huber: 20.8589\n",
"[27]\tvalid_0's poisson: -96.5366\tvalid_0's huber: 20.5973\n",
"[28]\tvalid_0's poisson: -96.78\tvalid_0's huber: 20.3366\n",
"[29]\tvalid_0's poisson: -96.9952\tvalid_0's huber: 20.0922\n",
"[30]\tvalid_0's poisson: -97.2215\tvalid_0's huber: 19.8621\n",
"[31]\tvalid_0's poisson: -97.4176\tvalid_0's huber: 19.6373\n",
"[32]\tvalid_0's poisson: -97.5945\tvalid_0's huber: 19.4272\n",
"[33]\tvalid_0's poisson: -97.7693\tvalid_0's huber: 19.2251\n",
"[34]\tvalid_0's poisson: -97.9331\tvalid_0's huber: 19.0346\n",
"[35]\tvalid_0's poisson: -98.0872\tvalid_0's huber: 18.8538\n",
"[36]\tvalid_0's poisson: -98.2699\tvalid_0's huber: 18.6629\n",
"[37]\tvalid_0's poisson: -98.4096\tvalid_0's huber: 18.4955\n",
"[38]\tvalid_0's poisson: -98.5386\tvalid_0's huber: 18.3375\n",
"[39]\tvalid_0's poisson: -98.6817\tvalid_0's huber: 18.1906\n",
"[40]\tvalid_0's poisson: -98.8148\tvalid_0's huber: 18.0416\n",
"[41]\tvalid_0's poisson: -98.9568\tvalid_0's huber: 17.9087\n",
"[42]\tvalid_0's poisson: -99.0838\tvalid_0's huber: 17.7737\n",
"[43]\tvalid_0's poisson: -99.2096\tvalid_0's huber: 17.6595\n",
"[44]\tvalid_0's poisson: -99.2988\tvalid_0's huber: 17.5532\n",
"[45]\tvalid_0's poisson: -99.4089\tvalid_0's huber: 17.4581\n",
"[46]\tvalid_0's poisson: -99.4867\tvalid_0's huber: 17.3751\n",
"[47]\tvalid_0's poisson: -99.4917\tvalid_0's huber: 17.2733\n",
"[48]\tvalid_0's poisson: -99.5787\tvalid_0's huber: 17.184\n",
"[49]\tvalid_0's poisson: -99.5742\tvalid_0's huber: 17.1047\n",
"[50]\tvalid_0's poisson: -99.6928\tvalid_0's huber: 17.027\n",
"[51]\tvalid_0's poisson: -99.7351\tvalid_0's huber: 16.9613\n",
"[52]\tvalid_0's poisson: -99.7926\tvalid_0's huber: 16.8942\n",
"[53]\tvalid_0's poisson: -99.8268\tvalid_0's huber: 16.8361\n",
"[54]\tvalid_0's poisson: -99.8624\tvalid_0's huber: 16.7779\n",
"[55]\tvalid_0's poisson: -99.929\tvalid_0's huber: 16.7169\n",
"[56]\tvalid_0's poisson: -99.9597\tvalid_0's huber: 16.6596\n",
"[57]\tvalid_0's poisson: -100.037\tvalid_0's huber: 16.6123\n",
"[58]\tvalid_0's poisson: -100.096\tvalid_0's huber: 16.5599\n",
"[59]\tvalid_0's poisson: -100.058\tvalid_0's huber: 16.5121\n",
"[60]\tvalid_0's poisson: -100.124\tvalid_0's huber: 16.4638\n",
"[61]\tvalid_0's poisson: -100.203\tvalid_0's huber: 16.4205\n",
"[62]\tvalid_0's poisson: -100.29\tvalid_0's huber: 16.3648\n",
"[63]\tvalid_0's poisson: -100.338\tvalid_0's huber: 16.3237\n",
"[64]\tvalid_0's poisson: -100.427\tvalid_0's huber: 16.2712\n",
"[65]\tvalid_0's poisson: -100.47\tvalid_0's huber: 16.2218\n",
"[66]\tvalid_0's poisson: -100.577\tvalid_0's huber: 16.1881\n",
"[67]\tvalid_0's poisson: -100.63\tvalid_0's huber: 16.1537\n",
"[68]\tvalid_0's poisson: -100.738\tvalid_0's huber: 16.1037\n",
"[69]\tvalid_0's poisson: -100.764\tvalid_0's huber: 16.0589\n",
"[70]\tvalid_0's poisson: -100.835\tvalid_0's huber: 16.0199\n",
"[71]\tvalid_0's poisson: -100.885\tvalid_0's huber: 15.9892\n",
"[72]\tvalid_0's poisson: -100.888\tvalid_0's huber: 15.943\n",
"[73]\tvalid_0's poisson: -100.946\tvalid_0's huber: 15.9033\n",
"[74]\tvalid_0's poisson: -100.93\tvalid_0's huber: 15.8662\n",
"[75]\tvalid_0's poisson: -100.97\tvalid_0's huber: 15.8311\n",
"[76]\tvalid_0's poisson: -101.024\tvalid_0's huber: 15.8032\n",
"[77]\tvalid_0's poisson: -101.031\tvalid_0's huber: 15.7723\n",
"[78]\tvalid_0's poisson: -101.102\tvalid_0's huber: 15.7441\n",
"[79]\tvalid_0's poisson: -101.1\tvalid_0's huber: 15.7064\n",
"[80]\tvalid_0's poisson: -101.099\tvalid_0's huber: 15.6788\n",
"[81]\tvalid_0's poisson: -101.17\tvalid_0's huber: 15.6439\n",
"[82]\tvalid_0's poisson: -101.217\tvalid_0's huber: 15.6122\n",
"[83]\tvalid_0's poisson: -101.279\tvalid_0's huber: 15.5818\n",
"[84]\tvalid_0's poisson: -101.319\tvalid_0's huber: 15.5577\n",
"[85]\tvalid_0's poisson: -101.326\tvalid_0's huber: 15.5318\n",
"[86]\tvalid_0's poisson: -101.368\tvalid_0's huber: 15.4975\n",
"[87]\tvalid_0's poisson: -101.433\tvalid_0's huber: 15.4733\n",
"[88]\tvalid_0's poisson: -101.436\tvalid_0's huber: 15.4418\n",
"[89]\tvalid_0's poisson: -101.326\tvalid_0's huber: 15.4078\n",
"[90]\tvalid_0's poisson: -101.355\tvalid_0's huber: 15.3771\n",
"[91]\tvalid_0's poisson: -101.334\tvalid_0's huber: 15.3489\n",
"[92]\tvalid_0's poisson: -101.373\tvalid_0's huber: 15.3213\n",
"[93]\tvalid_0's poisson: -101.397\tvalid_0's huber: 15.2956\n",
"[94]\tvalid_0's poisson: -101.396\tvalid_0's huber: 15.2711\n",
"[95]\tvalid_0's poisson: -101.493\tvalid_0's huber: 15.2515\n",
"[96]\tvalid_0's poisson: -101.509\tvalid_0's huber: 15.2292\n",
"[97]\tvalid_0's poisson: -101.539\tvalid_0's huber: 15.2052\n",
"[98]\tvalid_0's poisson: -101.534\tvalid_0's huber: 15.1807\n",
"[99]\tvalid_0's poisson: -101.505\tvalid_0's huber: 15.1573\n",
"[100]\tvalid_0's poisson: -101.509\tvalid_0's huber: 15.1321\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8548\tvalid_0's huber: 29.2554\n",
"[2]\tvalid_0's poisson: -88.5217\tvalid_0's huber: 28.6907\n",
"[3]\tvalid_0's poisson: -89.1799\tvalid_0's huber: 28.131\n",
"[4]\tvalid_0's poisson: -89.8221\tvalid_0's huber: 27.5793\n",
"[5]\tvalid_0's poisson: -90.4491\tvalid_0's huber: 27.0343\n",
"[6]\tvalid_0's poisson: -91.0631\tvalid_0's huber: 26.4977\n",
"[7]\tvalid_0's poisson: -91.6588\tvalid_0's huber: 25.9688\n",
"[8]\tvalid_0's poisson: -92.2404\tvalid_0's huber: 25.4485\n",
"[9]\tvalid_0's poisson: -92.8093\tvalid_0's huber: 24.9405\n",
"[10]\tvalid_0's poisson: -93.3658\tvalid_0's huber: 24.4363\n",
"[11]\tvalid_0's poisson: -93.9115\tvalid_0's huber: 23.9399\n",
"[12]\tvalid_0's poisson: -94.4459\tvalid_0's huber: 23.4485\n",
"[13]\tvalid_0's poisson: -94.9658\tvalid_0's huber: 22.9652\n",
"[14]\tvalid_0's poisson: -95.4746\tvalid_0's huber: 22.4904\n",
"[15]\tvalid_0's poisson: -95.9749\tvalid_0's huber: 22.0223\n",
"[16]\tvalid_0's poisson: -96.463\tvalid_0's huber: 21.5614\n",
"[17]\tvalid_0's poisson: -96.9448\tvalid_0's huber: 21.1028\n",
"[18]\tvalid_0's poisson: -97.4081\tvalid_0's huber: 20.656\n",
"[19]\tvalid_0's poisson: -97.8626\tvalid_0's huber: 20.2136\n",
"[20]\tvalid_0's poisson: -98.3036\tvalid_0's huber: 19.781\n",
"[21]\tvalid_0's poisson: -98.7354\tvalid_0's huber: 19.3558\n",
"[22]\tvalid_0's poisson: -99.1553\tvalid_0's huber: 18.9383\n",
"[23]\tvalid_0's poisson: -99.562\tvalid_0's huber: 18.5335\n",
"[24]\tvalid_0's poisson: -99.9581\tvalid_0's huber: 18.1361\n",
"[25]\tvalid_0's poisson: -100.338\tvalid_0's huber: 17.7536\n",
"[26]\tvalid_0's poisson: -100.71\tvalid_0's huber: 17.3789\n",
"[27]\tvalid_0's poisson: -101.066\tvalid_0's huber: 17.0182\n",
"[28]\tvalid_0's poisson: -101.413\tvalid_0's huber: 16.6693\n",
"[29]\tvalid_0's poisson: -101.749\tvalid_0's huber: 16.3274\n",
"[30]\tvalid_0's poisson: -102.075\tvalid_0's huber: 16.0025\n",
"[31]\tvalid_0's poisson: -102.381\tvalid_0's huber: 15.6922\n",
"[32]\tvalid_0's poisson: -102.682\tvalid_0's huber: 15.3917\n",
"[33]\tvalid_0's poisson: -102.963\tvalid_0's huber: 15.112\n",
"[34]\tvalid_0's poisson: -103.227\tvalid_0's huber: 14.8492\n",
"[35]\tvalid_0's poisson: -103.484\tvalid_0's huber: 14.5924\n",
"[36]\tvalid_0's poisson: -103.732\tvalid_0's huber: 14.3388\n",
"[37]\tvalid_0's poisson: -103.965\tvalid_0's huber: 14.1047\n",
"[38]\tvalid_0's poisson: -104.17\tvalid_0's huber: 13.897\n",
"[39]\tvalid_0's poisson: -104.358\tvalid_0's huber: 13.7125\n",
"[40]\tvalid_0's poisson: -104.522\tvalid_0's huber: 13.5586\n",
"[41]\tvalid_0's poisson: -104.656\tvalid_0's huber: 13.4309\n",
"[42]\tvalid_0's poisson: -104.774\tvalid_0's huber: 13.3249\n",
"[43]\tvalid_0's poisson: -104.869\tvalid_0's huber: 13.233\n",
"[44]\tvalid_0's poisson: -104.955\tvalid_0's huber: 13.1522\n",
"[45]\tvalid_0's poisson: -104.964\tvalid_0's huber: 13.0763\n",
"[46]\tvalid_0's poisson: -105.032\tvalid_0's huber: 13.0044\n",
"[47]\tvalid_0's poisson: -105.058\tvalid_0's huber: 12.9311\n",
"[48]\tvalid_0's poisson: -105.13\tvalid_0's huber: 12.8628\n",
"[49]\tvalid_0's poisson: -105.284\tvalid_0's huber: 12.7944\n",
"[50]\tvalid_0's poisson: -105.321\tvalid_0's huber: 12.7317\n",
"[51]\tvalid_0's poisson: -105.392\tvalid_0's huber: 12.6737\n",
"[52]\tvalid_0's poisson: -105.448\tvalid_0's huber: 12.6127\n",
"[53]\tvalid_0's poisson: -105.481\tvalid_0's huber: 12.5595\n",
"[54]\tvalid_0's poisson: -105.559\tvalid_0's huber: 12.5022\n",
"[55]\tvalid_0's poisson: -105.593\tvalid_0's huber: 12.4449\n",
"[56]\tvalid_0's poisson: -105.661\tvalid_0's huber: 12.3887\n",
"[57]\tvalid_0's poisson: -105.751\tvalid_0's huber: 12.3406\n",
"[58]\tvalid_0's poisson: -105.815\tvalid_0's huber: 12.2899\n",
"[59]\tvalid_0's poisson: -105.868\tvalid_0's huber: 12.2399\n",
"[60]\tvalid_0's poisson: -105.926\tvalid_0's huber: 12.1857\n",
"[61]\tvalid_0's poisson: -106.009\tvalid_0's huber: 12.1294\n",
"[62]\tvalid_0's poisson: -106.089\tvalid_0's huber: 12.075\n",
"[63]\tvalid_0's poisson: -106.134\tvalid_0's huber: 12.0249\n",
"[64]\tvalid_0's poisson: -106.183\tvalid_0's huber: 11.9761\n",
"[65]\tvalid_0's poisson: -106.25\tvalid_0's huber: 11.9324\n",
"[66]\tvalid_0's poisson: -106.281\tvalid_0's huber: 11.8855\n",
"[67]\tvalid_0's poisson: -106.323\tvalid_0's huber: 11.8397\n",
"[68]\tvalid_0's poisson: -106.375\tvalid_0's huber: 11.79\n",
"[69]\tvalid_0's poisson: -106.425\tvalid_0's huber: 11.7391\n",
"[70]\tvalid_0's poisson: -106.471\tvalid_0's huber: 11.6974\n",
"[71]\tvalid_0's poisson: -106.514\tvalid_0's huber: 11.6566\n",
"[72]\tvalid_0's poisson: -106.593\tvalid_0's huber: 11.614\n",
"[73]\tvalid_0's poisson: -106.631\tvalid_0's huber: 11.5731\n",
"[74]\tvalid_0's poisson: -106.682\tvalid_0's huber: 11.532\n",
"[75]\tvalid_0's poisson: -106.725\tvalid_0's huber: 11.4854\n",
"[76]\tvalid_0's poisson: -106.766\tvalid_0's huber: 11.4444\n",
"[77]\tvalid_0's poisson: -106.804\tvalid_0's huber: 11.4094\n",
"[78]\tvalid_0's poisson: -106.838\tvalid_0's huber: 11.3705\n",
"[79]\tvalid_0's poisson: -106.908\tvalid_0's huber: 11.3301\n",
"[80]\tvalid_0's poisson: -106.942\tvalid_0's huber: 11.2957\n",
"[81]\tvalid_0's poisson: -106.983\tvalid_0's huber: 11.2541\n",
"[82]\tvalid_0's poisson: -107.02\tvalid_0's huber: 11.2168\n",
"[83]\tvalid_0's poisson: -107.045\tvalid_0's huber: 11.1782\n",
"[84]\tvalid_0's poisson: -107.083\tvalid_0's huber: 11.1389\n",
"[85]\tvalid_0's poisson: -107.114\tvalid_0's huber: 11.0979\n",
"[86]\tvalid_0's poisson: -107.158\tvalid_0's huber: 11.0576\n",
"[87]\tvalid_0's poisson: -107.189\tvalid_0's huber: 11.0176\n",
"[88]\tvalid_0's poisson: -107.219\tvalid_0's huber: 10.9809\n",
"[89]\tvalid_0's poisson: -107.234\tvalid_0's huber: 10.9467\n",
"[90]\tvalid_0's poisson: -107.24\tvalid_0's huber: 10.9172\n",
"[91]\tvalid_0's poisson: -107.29\tvalid_0's huber: 10.8855\n",
"[92]\tvalid_0's poisson: -107.318\tvalid_0's huber: 10.8569\n",
"[93]\tvalid_0's poisson: -107.354\tvalid_0's huber: 10.8246\n",
"[94]\tvalid_0's poisson: -107.38\tvalid_0's huber: 10.7975\n",
"[95]\tvalid_0's poisson: -107.413\tvalid_0's huber: 10.7644\n",
"[96]\tvalid_0's poisson: -107.44\tvalid_0's huber: 10.7317\n",
"[97]\tvalid_0's poisson: -107.466\tvalid_0's huber: 10.7026\n",
"[98]\tvalid_0's poisson: -107.482\tvalid_0's huber: 10.6693\n",
"[99]\tvalid_0's poisson: -107.508\tvalid_0's huber: 10.6383\n",
"[100]\tvalid_0's poisson: -107.539\tvalid_0's huber: 10.6046\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.6162\tvalid_0's quantile: 11.5535\n",
"[2]\tvalid_0's poisson: -63.1175\tvalid_0's quantile: 11.406\n",
"[3]\tvalid_0's poisson: -63.5931\tvalid_0's quantile: 11.2628\n",
"[4]\tvalid_0's poisson: -64.0617\tvalid_0's quantile: 11.1237\n",
"[5]\tvalid_0's poisson: -64.5178\tvalid_0's quantile: 10.9883\n",
"[6]\tvalid_0's poisson: -64.962\tvalid_0's quantile: 10.8568\n",
"[7]\tvalid_0's poisson: -65.3583\tvalid_0's quantile: 10.7351\n",
"[8]\tvalid_0's poisson: -65.7744\tvalid_0's quantile: 10.6132\n",
"[9]\tvalid_0's poisson: -66.1748\tvalid_0's quantile: 10.4959\n",
"[10]\tvalid_0's poisson: -66.5832\tvalid_0's quantile: 10.3797\n",
"[11]\tvalid_0's poisson: -66.9903\tvalid_0's quantile: 10.267\n",
"[12]\tvalid_0's poisson: -67.3923\tvalid_0's quantile: 10.1572\n",
"[13]\tvalid_0's poisson: -67.7915\tvalid_0's quantile: 10.0491\n",
"[14]\tvalid_0's poisson: -68.192\tvalid_0's quantile: 9.94289\n",
"[15]\tvalid_0's poisson: -68.6078\tvalid_0's quantile: 9.83007\n",
"[16]\tvalid_0's poisson: -68.9874\tvalid_0's quantile: 9.72977\n",
"[17]\tvalid_0's poisson: -69.3977\tvalid_0's quantile: 9.62091\n",
"[18]\tvalid_0's poisson: -69.7974\tvalid_0's quantile: 9.51597\n",
"[19]\tvalid_0's poisson: -70.1889\tvalid_0's quantile: 9.41462\n",
"[20]\tvalid_0's poisson: -70.5235\tvalid_0's quantile: 9.32088\n",
"[21]\tvalid_0's poisson: -70.9005\tvalid_0's quantile: 9.22372\n",
"[22]\tvalid_0's poisson: -71.2665\tvalid_0's quantile: 9.12834\n",
"[23]\tvalid_0's poisson: -71.6406\tvalid_0's quantile: 9.03597\n",
"[24]\tvalid_0's poisson: -72.013\tvalid_0's quantile: 8.94404\n",
"[25]\tvalid_0's poisson: -72.3774\tvalid_0's quantile: 8.85492\n",
"[26]\tvalid_0's poisson: -72.7657\tvalid_0's quantile: 8.76197\n",
"[27]\tvalid_0's poisson: -73.1456\tvalid_0's quantile: 8.67069\n",
"[28]\tvalid_0's poisson: -73.5084\tvalid_0's quantile: 8.5845\n",
"[29]\tvalid_0's poisson: -73.8745\tvalid_0's quantile: 8.4987\n",
"[30]\tvalid_0's poisson: -74.2336\tvalid_0's quantile: 8.41417\n",
"[31]\tvalid_0's poisson: -74.5851\tvalid_0's quantile: 8.33131\n",
"[32]\tvalid_0's poisson: -74.9293\tvalid_0's quantile: 8.25005\n",
"[33]\tvalid_0's poisson: -75.2596\tvalid_0's quantile: 8.17194\n",
"[34]\tvalid_0's poisson: -75.5762\tvalid_0's quantile: 8.09401\n",
"[35]\tvalid_0's poisson: -75.9065\tvalid_0's quantile: 8.02258\n",
"[36]\tvalid_0's poisson: -76.2127\tvalid_0's quantile: 7.94758\n",
"[37]\tvalid_0's poisson: -76.534\tvalid_0's quantile: 7.87788\n",
"[38]\tvalid_0's poisson: -76.8637\tvalid_0's quantile: 7.80758\n",
"[39]\tvalid_0's poisson: -77.1653\tvalid_0's quantile: 7.73739\n",
"[40]\tvalid_0's poisson: -77.4609\tvalid_0's quantile: 7.66934\n",
"[41]\tvalid_0's poisson: -77.7438\tvalid_0's quantile: 7.60342\n",
"[42]\tvalid_0's poisson: -78.0211\tvalid_0's quantile: 7.53858\n",
"[43]\tvalid_0's poisson: -78.2936\tvalid_0's quantile: 7.47328\n",
"[44]\tvalid_0's poisson: -78.5607\tvalid_0's quantile: 7.40993\n",
"[45]\tvalid_0's poisson: -78.8237\tvalid_0's quantile: 7.34852\n",
"[46]\tvalid_0's poisson: -79.0803\tvalid_0's quantile: 7.28777\n",
"[47]\tvalid_0's poisson: -79.3663\tvalid_0's quantile: 7.23382\n",
"[48]\tvalid_0's poisson: -79.6138\tvalid_0's quantile: 7.17531\n",
"[49]\tvalid_0's poisson: -79.9025\tvalid_0's quantile: 7.11335\n",
"[50]\tvalid_0's poisson: -80.1783\tvalid_0's quantile: 7.06245\n",
"[51]\tvalid_0's poisson: -80.4641\tvalid_0's quantile: 7.00269\n",
"[52]\tvalid_0's poisson: -80.7003\tvalid_0's quantile: 6.94919\n",
"[53]\tvalid_0's poisson: -80.9318\tvalid_0's quantile: 6.89739\n",
"[54]\tvalid_0's poisson: -81.1941\tvalid_0's quantile: 6.8513\n",
"[55]\tvalid_0's poisson: -81.4582\tvalid_0's quantile: 6.79585\n",
"[56]\tvalid_0's poisson: -81.6787\tvalid_0's quantile: 6.74727\n",
"[57]\tvalid_0's poisson: -81.9286\tvalid_0's quantile: 6.7036\n",
"[58]\tvalid_0's poisson: -82.1778\tvalid_0's quantile: 6.6536\n",
"[59]\tvalid_0's poisson: -82.4322\tvalid_0's quantile: 6.60453\n",
"[60]\tvalid_0's poisson: -82.6749\tvalid_0's quantile: 6.55672\n",
"[61]\tvalid_0's poisson: -82.9111\tvalid_0's quantile: 6.51674\n",
"[62]\tvalid_0's poisson: -83.1465\tvalid_0's quantile: 6.47013\n",
"[63]\tvalid_0's poisson: -83.3775\tvalid_0's quantile: 6.42437\n",
"[64]\tvalid_0's poisson: -83.604\tvalid_0's quantile: 6.37981\n",
"[65]\tvalid_0's poisson: -83.8335\tvalid_0's quantile: 6.33615\n",
"[66]\tvalid_0's poisson: -84.0499\tvalid_0's quantile: 6.29461\n",
"[67]\tvalid_0's poisson: -84.2638\tvalid_0's quantile: 6.25336\n",
"[68]\tvalid_0's poisson: -84.4738\tvalid_0's quantile: 6.21301\n",
"[69]\tvalid_0's poisson: -84.6871\tvalid_0's quantile: 6.17846\n",
"[70]\tvalid_0's poisson: -84.8684\tvalid_0's quantile: 6.14198\n",
"[71]\tvalid_0's poisson: -85.0756\tvalid_0's quantile: 6.10314\n",
"[72]\tvalid_0's poisson: -85.2789\tvalid_0's quantile: 6.06531\n",
"[73]\tvalid_0's poisson: -85.5007\tvalid_0's quantile: 6.03126\n",
"[74]\tvalid_0's poisson: -85.697\tvalid_0's quantile: 5.99484\n",
"[75]\tvalid_0's poisson: -85.8856\tvalid_0's quantile: 5.95996\n",
"[76]\tvalid_0's poisson: -86.1076\tvalid_0's quantile: 5.92711\n",
"[77]\tvalid_0's poisson: -86.2987\tvalid_0's quantile: 5.8947\n",
"[78]\tvalid_0's poisson: -86.4872\tvalid_0's quantile: 5.85999\n",
"[79]\tvalid_0's poisson: -86.6722\tvalid_0's quantile: 5.82603\n",
"[80]\tvalid_0's poisson: -86.8788\tvalid_0's quantile: 5.79476\n",
"[81]\tvalid_0's poisson: -87.0816\tvalid_0's quantile: 5.7642\n",
"[82]\tvalid_0's poisson: -87.2551\tvalid_0's quantile: 5.73242\n",
"[83]\tvalid_0's poisson: -87.4304\tvalid_0's quantile: 5.70267\n",
"[84]\tvalid_0's poisson: -87.6186\tvalid_0's quantile: 5.66954\n",
"[85]\tvalid_0's poisson: -87.8096\tvalid_0's quantile: 5.64067\n",
"[86]\tvalid_0's poisson: -87.9783\tvalid_0's quantile: 5.61196\n",
"[87]\tvalid_0's poisson: -88.1584\tvalid_0's quantile: 5.58007\n",
"[88]\tvalid_0's poisson: -88.3369\tvalid_0's quantile: 5.55246\n",
"[89]\tvalid_0's poisson: -88.5122\tvalid_0's quantile: 5.52559\n",
"[90]\tvalid_0's poisson: -88.6909\tvalid_0's quantile: 5.49922\n",
"[91]\tvalid_0's poisson: -88.8507\tvalid_0's quantile: 5.47087\n",
"[92]\tvalid_0's poisson: -89.0232\tvalid_0's quantile: 5.44544\n",
"[93]\tvalid_0's poisson: -89.1764\tvalid_0's quantile: 5.41963\n",
"[94]\tvalid_0's poisson: -89.3376\tvalid_0's quantile: 5.39474\n",
"[95]\tvalid_0's poisson: -89.4944\tvalid_0's quantile: 5.36771\n",
"[96]\tvalid_0's poisson: -89.6512\tvalid_0's quantile: 5.34082\n",
"[97]\tvalid_0's poisson: -89.805\tvalid_0's quantile: 5.31479\n",
"[98]\tvalid_0's poisson: -89.9471\tvalid_0's quantile: 5.2909\n",
"[99]\tvalid_0's poisson: -90.0959\tvalid_0's quantile: 5.26599\n",
"[100]\tvalid_0's poisson: -90.2339\tvalid_0's quantile: 5.24284\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.6293\tvalid_0's quantile: 11.5529\n",
"[2]\tvalid_0's poisson: -63.0843\tvalid_0's quantile: 11.4122\n",
"[3]\tvalid_0's poisson: -63.5934\tvalid_0's quantile: 11.2658\n",
"[4]\tvalid_0's poisson: -64.0889\tvalid_0's quantile: 11.124\n",
"[5]\tvalid_0's poisson: -64.5048\tvalid_0's quantile: 10.9952\n",
"[6]\tvalid_0's poisson: -64.9095\tvalid_0's quantile: 10.8701\n",
"[7]\tvalid_0's poisson: -65.2996\tvalid_0's quantile: 10.7508\n",
"[8]\tvalid_0's poisson: -65.7524\tvalid_0's quantile: 10.6248\n",
"[9]\tvalid_0's poisson: -66.1788\tvalid_0's quantile: 10.5049\n",
"[10]\tvalid_0's poisson: -66.6126\tvalid_0's quantile: 10.3867\n",
"[11]\tvalid_0's poisson: -67.0212\tvalid_0's quantile: 10.2753\n",
"[12]\tvalid_0's poisson: -67.4375\tvalid_0's quantile: 10.164\n",
"[13]\tvalid_0's poisson: -67.8502\tvalid_0's quantile: 10.055\n",
"[14]\tvalid_0's poisson: -68.2897\tvalid_0's quantile: 9.93454\n",
"[15]\tvalid_0's poisson: -68.7186\tvalid_0's quantile: 9.81797\n",
"[16]\tvalid_0's poisson: -69.1371\tvalid_0's quantile: 9.7048\n",
"[17]\tvalid_0's poisson: -69.5019\tvalid_0's quantile: 9.60258\n",
"[18]\tvalid_0's poisson: -69.8923\tvalid_0's quantile: 9.49816\n",
"[19]\tvalid_0's poisson: -70.2735\tvalid_0's quantile: 9.39645\n",
"[20]\tvalid_0's poisson: -70.6619\tvalid_0's quantile: 9.29562\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -70.996\tvalid_0's quantile: 9.20395\n",
"[22]\tvalid_0's poisson: -71.3518\tvalid_0's quantile: 9.10946\n",
"[23]\tvalid_0's poisson: -71.7354\tvalid_0's quantile: 9.01189\n",
"[24]\tvalid_0's poisson: -72.0787\tvalid_0's quantile: 8.92675\n",
"[25]\tvalid_0's poisson: -72.463\tvalid_0's quantile: 8.82993\n",
"[26]\tvalid_0's poisson: -72.8388\tvalid_0's quantile: 8.73558\n",
"[27]\tvalid_0's poisson: -73.2089\tvalid_0's quantile: 8.64647\n",
"[28]\tvalid_0's poisson: -73.5885\tvalid_0's quantile: 8.55535\n",
"[29]\tvalid_0's poisson: -73.9601\tvalid_0's quantile: 8.46642\n",
"[30]\tvalid_0's poisson: -74.3237\tvalid_0's quantile: 8.379\n",
"[31]\tvalid_0's poisson: -74.6713\tvalid_0's quantile: 8.2963\n",
"[32]\tvalid_0's poisson: -75.0128\tvalid_0's quantile: 8.2213\n",
"[33]\tvalid_0's poisson: -75.3366\tvalid_0's quantile: 8.14426\n",
"[34]\tvalid_0's poisson: -75.6676\tvalid_0's quantile: 8.0724\n",
"[35]\tvalid_0's poisson: -75.9732\tvalid_0's quantile: 8.00108\n",
"[36]\tvalid_0's poisson: -76.312\tvalid_0's quantile: 7.92973\n",
"[37]\tvalid_0's poisson: -76.6271\tvalid_0's quantile: 7.86023\n",
"[38]\tvalid_0's poisson: -76.9333\tvalid_0's quantile: 7.7866\n",
"[39]\tvalid_0's poisson: -77.2412\tvalid_0's quantile: 7.71508\n",
"[40]\tvalid_0's poisson: -77.543\tvalid_0's quantile: 7.65017\n",
"[41]\tvalid_0's poisson: -77.8426\tvalid_0's quantile: 7.58561\n",
"[42]\tvalid_0's poisson: -78.143\tvalid_0's quantile: 7.51621\n",
"[43]\tvalid_0's poisson: -78.4373\tvalid_0's quantile: 7.449\n",
"[44]\tvalid_0's poisson: -78.7363\tvalid_0's quantile: 7.38341\n",
"[45]\tvalid_0's poisson: -79.0115\tvalid_0's quantile: 7.31828\n",
"[46]\tvalid_0's poisson: -79.2828\tvalid_0's quantile: 7.25457\n",
"[47]\tvalid_0's poisson: -79.5486\tvalid_0's quantile: 7.19283\n",
"[48]\tvalid_0's poisson: -79.8367\tvalid_0's quantile: 7.12965\n",
"[49]\tvalid_0's poisson: -80.0936\tvalid_0's quantile: 7.07028\n",
"[50]\tvalid_0's poisson: -80.3713\tvalid_0's quantile: 7.01008\n",
"[51]\tvalid_0's poisson: -80.6492\tvalid_0's quantile: 6.95138\n",
"[52]\tvalid_0's poisson: -80.9294\tvalid_0's quantile: 6.90004\n",
"[53]\tvalid_0's poisson: -81.2036\tvalid_0's quantile: 6.84377\n",
"[54]\tvalid_0's poisson: -81.4632\tvalid_0's quantile: 6.79022\n",
"[55]\tvalid_0's poisson: -81.7274\tvalid_0's quantile: 6.73815\n",
"[56]\tvalid_0's poisson: -81.9772\tvalid_0's quantile: 6.68725\n",
"[57]\tvalid_0's poisson: -82.2316\tvalid_0's quantile: 6.63772\n",
"[58]\tvalid_0's poisson: -82.475\tvalid_0's quantile: 6.58889\n",
"[59]\tvalid_0's poisson: -82.7298\tvalid_0's quantile: 6.54386\n",
"[60]\tvalid_0's poisson: -82.9506\tvalid_0's quantile: 6.49692\n",
"[61]\tvalid_0's poisson: -83.1805\tvalid_0's quantile: 6.45125\n",
"[62]\tvalid_0's poisson: -83.4228\tvalid_0's quantile: 6.41035\n",
"[63]\tvalid_0's poisson: -83.6511\tvalid_0's quantile: 6.3663\n",
"[64]\tvalid_0's poisson: -83.8576\tvalid_0's quantile: 6.32468\n",
"[65]\tvalid_0's poisson: -84.0888\tvalid_0's quantile: 6.28594\n",
"[66]\tvalid_0's poisson: -84.2917\tvalid_0's quantile: 6.24325\n",
"[67]\tvalid_0's poisson: -84.5185\tvalid_0's quantile: 6.20507\n",
"[68]\tvalid_0's poisson: -84.7359\tvalid_0's quantile: 6.16515\n",
"[69]\tvalid_0's poisson: -84.9534\tvalid_0's quantile: 6.1297\n",
"[70]\tvalid_0's poisson: -85.1767\tvalid_0's quantile: 6.09529\n",
"[71]\tvalid_0's poisson: -85.3623\tvalid_0's quantile: 6.05937\n",
"[72]\tvalid_0's poisson: -85.5636\tvalid_0's quantile: 6.02024\n",
"[73]\tvalid_0's poisson: -85.7711\tvalid_0's quantile: 5.98494\n",
"[74]\tvalid_0's poisson: -85.9911\tvalid_0's quantile: 5.95107\n",
"[75]\tvalid_0's poisson: -86.1813\tvalid_0's quantile: 5.91523\n",
"[76]\tvalid_0's poisson: -86.3806\tvalid_0's quantile: 5.88012\n",
"[77]\tvalid_0's poisson: -86.5657\tvalid_0's quantile: 5.84531\n",
"[78]\tvalid_0's poisson: -86.783\tvalid_0's quantile: 5.81458\n",
"[79]\tvalid_0's poisson: -86.9729\tvalid_0's quantile: 5.78268\n",
"[80]\tvalid_0's poisson: -87.1492\tvalid_0's quantile: 5.74839\n",
"[81]\tvalid_0's poisson: -87.3257\tvalid_0's quantile: 5.71533\n",
"[82]\tvalid_0's poisson: -87.5305\tvalid_0's quantile: 5.68524\n",
"[83]\tvalid_0's poisson: -87.7131\tvalid_0's quantile: 5.65445\n",
"[84]\tvalid_0's poisson: -87.8963\tvalid_0's quantile: 5.62358\n",
"[85]\tvalid_0's poisson: -88.072\tvalid_0's quantile: 5.59458\n",
"[86]\tvalid_0's poisson: -88.2469\tvalid_0's quantile: 5.56351\n",
"[87]\tvalid_0's poisson: -88.4378\tvalid_0's quantile: 5.53674\n",
"[88]\tvalid_0's poisson: -88.6094\tvalid_0's quantile: 5.50719\n",
"[89]\tvalid_0's poisson: -88.775\tvalid_0's quantile: 5.47934\n",
"[90]\tvalid_0's poisson: -88.9568\tvalid_0's quantile: 5.45286\n",
"[91]\tvalid_0's poisson: -89.1174\tvalid_0's quantile: 5.42651\n",
"[92]\tvalid_0's poisson: -89.2759\tvalid_0's quantile: 5.40004\n",
"[93]\tvalid_0's poisson: -89.4461\tvalid_0's quantile: 5.37509\n",
"[94]\tvalid_0's poisson: -89.6036\tvalid_0's quantile: 5.34844\n",
"[95]\tvalid_0's poisson: -89.7536\tvalid_0's quantile: 5.32358\n",
"[96]\tvalid_0's poisson: -89.9037\tvalid_0's quantile: 5.29891\n",
"[97]\tvalid_0's poisson: -90.051\tvalid_0's quantile: 5.27466\n",
"[98]\tvalid_0's poisson: -90.2175\tvalid_0's quantile: 5.25263\n",
"[99]\tvalid_0's poisson: -90.3762\tvalid_0's quantile: 5.22946\n",
"[100]\tvalid_0's poisson: -90.5152\tvalid_0's quantile: 5.20636\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.2529\tvalid_0's quantile: 11.5404\n",
"[2]\tvalid_0's poisson: -63.6987\tvalid_0's quantile: 11.3953\n",
"[3]\tvalid_0's poisson: -64.1874\tvalid_0's quantile: 11.2462\n",
"[4]\tvalid_0's poisson: -64.6624\tvalid_0's quantile: 11.1019\n",
"[5]\tvalid_0's poisson: -65.0713\tvalid_0's quantile: 10.9688\n",
"[6]\tvalid_0's poisson: -65.5181\tvalid_0's quantile: 10.8337\n",
"[7]\tvalid_0's poisson: -65.967\tvalid_0's quantile: 10.7017\n",
"[8]\tvalid_0's poisson: -66.3908\tvalid_0's quantile: 10.5751\n",
"[9]\tvalid_0's poisson: -66.768\tvalid_0's quantile: 10.4582\n",
"[10]\tvalid_0's poisson: -67.1715\tvalid_0's quantile: 10.3393\n",
"[11]\tvalid_0's poisson: -67.5699\tvalid_0's quantile: 10.2254\n",
"[12]\tvalid_0's poisson: -67.9575\tvalid_0's quantile: 10.1132\n",
"[13]\tvalid_0's poisson: -68.3327\tvalid_0's quantile: 10.0044\n",
"[14]\tvalid_0's poisson: -68.7087\tvalid_0's quantile: 9.89722\n",
"[15]\tvalid_0's poisson: -69.0755\tvalid_0's quantile: 9.79317\n",
"[16]\tvalid_0's poisson: -69.4396\tvalid_0's quantile: 9.6918\n",
"[17]\tvalid_0's poisson: -69.7933\tvalid_0's quantile: 9.59376\n",
"[18]\tvalid_0's poisson: -70.1775\tvalid_0's quantile: 9.48477\n",
"[19]\tvalid_0's poisson: -70.5646\tvalid_0's quantile: 9.37762\n",
"[20]\tvalid_0's poisson: -70.8981\tvalid_0's quantile: 9.28083\n",
"[21]\tvalid_0's poisson: -71.2714\tvalid_0's quantile: 9.17986\n",
"[22]\tvalid_0's poisson: -71.5873\tvalid_0's quantile: 9.08859\n",
"[23]\tvalid_0's poisson: -71.9692\tvalid_0's quantile: 8.99067\n",
"[24]\tvalid_0's poisson: -72.3601\tvalid_0's quantile: 8.89339\n",
"[25]\tvalid_0's poisson: -72.7441\tvalid_0's quantile: 8.79819\n",
"[26]\tvalid_0's poisson: -73.1201\tvalid_0's quantile: 8.70504\n",
"[27]\tvalid_0's poisson: -73.4735\tvalid_0's quantile: 8.61695\n",
"[28]\tvalid_0's poisson: -73.8481\tvalid_0's quantile: 8.52452\n",
"[29]\tvalid_0's poisson: -74.2145\tvalid_0's quantile: 8.43421\n",
"[30]\tvalid_0's poisson: -74.5729\tvalid_0's quantile: 8.34573\n",
"[31]\tvalid_0's poisson: -74.9133\tvalid_0's quantile: 8.269\n",
"[32]\tvalid_0's poisson: -75.2526\tvalid_0's quantile: 8.18745\n",
"[33]\tvalid_0's poisson: -75.5955\tvalid_0's quantile: 8.10297\n",
"[34]\tvalid_0's poisson: -75.9257\tvalid_0's quantile: 8.02097\n",
"[35]\tvalid_0's poisson: -76.249\tvalid_0's quantile: 7.9414\n",
"[36]\tvalid_0's poisson: -76.5626\tvalid_0's quantile: 7.8663\n",
"[37]\tvalid_0's poisson: -76.871\tvalid_0's quantile: 7.79187\n",
"[38]\tvalid_0's poisson: -77.1621\tvalid_0's quantile: 7.71952\n",
"[39]\tvalid_0's poisson: -77.4723\tvalid_0's quantile: 7.65271\n",
"[40]\tvalid_0's poisson: -77.7849\tvalid_0's quantile: 7.58096\n",
"[41]\tvalid_0's poisson: -78.0911\tvalid_0's quantile: 7.51118\n",
"[42]\tvalid_0's poisson: -78.3843\tvalid_0's quantile: 7.44412\n",
"[43]\tvalid_0's poisson: -78.6692\tvalid_0's quantile: 7.37803\n",
"[44]\tvalid_0's poisson: -78.9652\tvalid_0's quantile: 7.31081\n",
"[45]\tvalid_0's poisson: -79.2552\tvalid_0's quantile: 7.24509\n",
"[46]\tvalid_0's poisson: -79.5395\tvalid_0's quantile: 7.18109\n",
"[47]\tvalid_0's poisson: -79.7994\tvalid_0's quantile: 7.11986\n",
"[48]\tvalid_0's poisson: -80.0759\tvalid_0's quantile: 7.05858\n",
"[49]\tvalid_0's poisson: -80.3644\tvalid_0's quantile: 7.00643\n",
"[50]\tvalid_0's poisson: -80.6316\tvalid_0's quantile: 6.94782\n",
"[51]\tvalid_0's poisson: -80.8751\tvalid_0's quantile: 6.89225\n",
"[52]\tvalid_0's poisson: -81.1401\tvalid_0's quantile: 6.8368\n",
"[53]\tvalid_0's poisson: -81.3778\tvalid_0's quantile: 6.78531\n",
"[54]\tvalid_0's poisson: -81.6108\tvalid_0's quantile: 6.73566\n",
"[55]\tvalid_0's poisson: -81.8654\tvalid_0's quantile: 6.68436\n",
"[56]\tvalid_0's poisson: -82.1205\tvalid_0's quantile: 6.63929\n",
"[57]\tvalid_0's poisson: -82.3424\tvalid_0's quantile: 6.59237\n",
"[58]\tvalid_0's poisson: -82.5891\tvalid_0's quantile: 6.54955\n",
"[59]\tvalid_0's poisson: -82.8314\tvalid_0's quantile: 6.50482\n",
"[60]\tvalid_0's poisson: -83.0681\tvalid_0's quantile: 6.45841\n",
"[61]\tvalid_0's poisson: -83.2952\tvalid_0's quantile: 6.41312\n",
"[62]\tvalid_0's poisson: -83.518\tvalid_0's quantile: 6.36915\n",
"[63]\tvalid_0's poisson: -83.7568\tvalid_0's quantile: 6.33072\n",
"[64]\tvalid_0's poisson: -83.981\tvalid_0's quantile: 6.29256\n",
"[65]\tvalid_0's poisson: -84.1763\tvalid_0's quantile: 6.25356\n",
"[66]\tvalid_0's poisson: -84.4034\tvalid_0's quantile: 6.21572\n",
"[67]\tvalid_0's poisson: -84.6144\tvalid_0's quantile: 6.17458\n",
"[68]\tvalid_0's poisson: -84.8332\tvalid_0's quantile: 6.13886\n",
"[69]\tvalid_0's poisson: -85.0185\tvalid_0's quantile: 6.10153\n",
"[70]\tvalid_0's poisson: -85.2315\tvalid_0's quantile: 6.0663\n",
"[71]\tvalid_0's poisson: -85.4084\tvalid_0's quantile: 6.03106\n",
"[72]\tvalid_0's poisson: -85.6011\tvalid_0's quantile: 5.99369\n",
"[73]\tvalid_0's poisson: -85.7953\tvalid_0's quantile: 5.95702\n",
"[74]\tvalid_0's poisson: -85.988\tvalid_0's quantile: 5.92055\n",
"[75]\tvalid_0's poisson: -86.1905\tvalid_0's quantile: 5.88437\n",
"[76]\tvalid_0's poisson: -86.4055\tvalid_0's quantile: 5.85072\n",
"[77]\tvalid_0's poisson: -86.6165\tvalid_0's quantile: 5.81787\n",
"[78]\tvalid_0's poisson: -86.8037\tvalid_0's quantile: 5.78489\n",
"[79]\tvalid_0's poisson: -86.996\tvalid_0's quantile: 5.75093\n",
"[80]\tvalid_0's poisson: -87.1848\tvalid_0's quantile: 5.7175\n",
"[81]\tvalid_0's poisson: -87.3561\tvalid_0's quantile: 5.68509\n",
"[82]\tvalid_0's poisson: -87.5386\tvalid_0's quantile: 5.65251\n",
"[83]\tvalid_0's poisson: -87.7104\tvalid_0's quantile: 5.62238\n",
"[84]\tvalid_0's poisson: -87.8899\tvalid_0's quantile: 5.59135\n",
"[85]\tvalid_0's poisson: -88.064\tvalid_0's quantile: 5.5617\n",
"[86]\tvalid_0's poisson: -88.2418\tvalid_0's quantile: 5.53169\n",
"[87]\tvalid_0's poisson: -88.4054\tvalid_0's quantile: 5.50303\n",
"[88]\tvalid_0's poisson: -88.5777\tvalid_0's quantile: 5.47412\n",
"[89]\tvalid_0's poisson: -88.7548\tvalid_0's quantile: 5.44699\n",
"[90]\tvalid_0's poisson: -88.9164\tvalid_0's quantile: 5.41882\n",
"[91]\tvalid_0's poisson: -89.0801\tvalid_0's quantile: 5.39151\n",
"[92]\tvalid_0's poisson: -89.2408\tvalid_0's quantile: 5.36477\n",
"[93]\tvalid_0's poisson: -89.3985\tvalid_0's quantile: 5.33846\n",
"[94]\tvalid_0's poisson: -89.5483\tvalid_0's quantile: 5.31259\n",
"[95]\tvalid_0's poisson: -89.6953\tvalid_0's quantile: 5.28739\n",
"[96]\tvalid_0's poisson: -89.8405\tvalid_0's quantile: 5.26374\n",
"[97]\tvalid_0's poisson: -89.9871\tvalid_0's quantile: 5.23935\n",
"[98]\tvalid_0's poisson: -90.1442\tvalid_0's quantile: 5.21569\n",
"[99]\tvalid_0's poisson: -90.2978\tvalid_0's quantile: 5.19468\n",
"[100]\tvalid_0's poisson: -90.433\tvalid_0's quantile: 5.17244\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.8784\tvalid_0's quantile: 11.5354\n",
"[2]\tvalid_0's poisson: -64.3215\tvalid_0's quantile: 11.3931\n",
"[3]\tvalid_0's poisson: -64.8051\tvalid_0's quantile: 11.2461\n",
"[4]\tvalid_0's poisson: -65.2752\tvalid_0's quantile: 11.1032\n",
"[5]\tvalid_0's poisson: -65.7326\tvalid_0's quantile: 10.9646\n",
"[6]\tvalid_0's poisson: -66.1777\tvalid_0's quantile: 10.8303\n",
"[7]\tvalid_0's poisson: -66.6111\tvalid_0's quantile: 10.7\n",
"[8]\tvalid_0's poisson: -66.9925\tvalid_0's quantile: 10.5806\n",
"[9]\tvalid_0's poisson: -67.408\tvalid_0's quantile: 10.4583\n",
"[10]\tvalid_0's poisson: -67.8131\tvalid_0's quantile: 10.3396\n",
"[11]\tvalid_0's poisson: -68.2048\tvalid_0's quantile: 10.2254\n",
"[12]\tvalid_0's poisson: -68.5904\tvalid_0's quantile: 10.1154\n",
"[13]\tvalid_0's poisson: -68.9666\tvalid_0's quantile: 10.0084\n",
"[14]\tvalid_0's poisson: -69.3338\tvalid_0's quantile: 9.90444\n",
"[15]\tvalid_0's poisson: -69.6923\tvalid_0's quantile: 9.80331\n",
"[16]\tvalid_0's poisson: -70.005\tvalid_0's quantile: 9.70981\n",
"[17]\tvalid_0's poisson: -70.3917\tvalid_0's quantile: 9.59785\n",
"[18]\tvalid_0's poisson: -70.7544\tvalid_0's quantile: 9.49052\n",
"[19]\tvalid_0's poisson: -71.1491\tvalid_0's quantile: 9.38446\n",
"[20]\tvalid_0's poisson: -71.5377\tvalid_0's quantile: 9.28205\n",
"[21]\tvalid_0's poisson: -71.922\tvalid_0's quantile: 9.18065\n",
"[22]\tvalid_0's poisson: -72.3073\tvalid_0's quantile: 9.08063\n",
"[23]\tvalid_0's poisson: -72.6494\tvalid_0's quantile: 8.99465\n",
"[24]\tvalid_0's poisson: -73.023\tvalid_0's quantile: 8.89873\n",
"[25]\tvalid_0's poisson: -73.3511\tvalid_0's quantile: 8.81738\n",
"[26]\tvalid_0's poisson: -73.7025\tvalid_0's quantile: 8.72663\n",
"[27]\tvalid_0's poisson: -74.056\tvalid_0's quantile: 8.63723\n",
"[28]\tvalid_0's poisson: -74.4017\tvalid_0's quantile: 8.55029\n",
"[29]\tvalid_0's poisson: -74.7489\tvalid_0's quantile: 8.46445\n",
"[30]\tvalid_0's poisson: -75.0857\tvalid_0's quantile: 8.38616\n",
"[31]\tvalid_0's poisson: -75.4244\tvalid_0's quantile: 8.30145\n",
"[32]\tvalid_0's poisson: -75.7556\tvalid_0's quantile: 8.2202\n",
"[33]\tvalid_0's poisson: -76.0797\tvalid_0's quantile: 8.1405\n",
"[34]\tvalid_0's poisson: -76.3975\tvalid_0's quantile: 8.06123\n",
"[35]\tvalid_0's poisson: -76.7086\tvalid_0's quantile: 7.98353\n",
"[36]\tvalid_0's poisson: -77.0109\tvalid_0's quantile: 7.90761\n",
"[37]\tvalid_0's poisson: -77.3221\tvalid_0's quantile: 7.83684\n",
"[38]\tvalid_0's poisson: -77.6198\tvalid_0's quantile: 7.7628\n",
"[39]\tvalid_0's poisson: -77.931\tvalid_0's quantile: 7.68741\n",
"[40]\tvalid_0's poisson: -78.2113\tvalid_0's quantile: 7.61748\n",
"[41]\tvalid_0's poisson: -78.5124\tvalid_0's quantile: 7.54594\n",
"[42]\tvalid_0's poisson: -78.8027\tvalid_0's quantile: 7.48218\n",
"[43]\tvalid_0's poisson: -79.0871\tvalid_0's quantile: 7.41457\n",
"[44]\tvalid_0's poisson: -79.3521\tvalid_0's quantile: 7.34981\n",
"[45]\tvalid_0's poisson: -79.6333\tvalid_0's quantile: 7.28891\n",
"[46]\tvalid_0's poisson: -79.9113\tvalid_0's quantile: 7.22415\n",
"[47]\tvalid_0's poisson: -80.1643\tvalid_0's quantile: 7.16349\n",
"[48]\tvalid_0's poisson: -80.4266\tvalid_0's quantile: 7.10266\n",
"[49]\tvalid_0's poisson: -80.6913\tvalid_0's quantile: 7.0471\n",
"[50]\tvalid_0's poisson: -80.9321\tvalid_0's quantile: 6.98935\n",
"[51]\tvalid_0's poisson: -81.1681\tvalid_0's quantile: 6.93344\n",
"[52]\tvalid_0's poisson: -81.4257\tvalid_0's quantile: 6.87652\n",
"[53]\tvalid_0's poisson: -81.6783\tvalid_0's quantile: 6.82196\n",
"[54]\tvalid_0's poisson: -81.9039\tvalid_0's quantile: 6.77177\n",
"[55]\tvalid_0's poisson: -82.1485\tvalid_0's quantile: 6.72096\n",
"[56]\tvalid_0's poisson: -82.3884\tvalid_0's quantile: 6.6712\n",
"[57]\tvalid_0's poisson: -82.6041\tvalid_0's quantile: 6.62456\n",
"[58]\tvalid_0's poisson: -82.8368\tvalid_0's quantile: 6.57642\n",
"[59]\tvalid_0's poisson: -83.0858\tvalid_0's quantile: 6.53269\n",
"[60]\tvalid_0's poisson: -83.32\tvalid_0's quantile: 6.49117\n",
"[61]\tvalid_0's poisson: -83.5472\tvalid_0's quantile: 6.44538\n",
"[62]\tvalid_0's poisson: -83.7649\tvalid_0's quantile: 6.40074\n",
"[63]\tvalid_0's poisson: -83.9602\tvalid_0's quantile: 6.35961\n",
"[64]\tvalid_0's poisson: -84.1531\tvalid_0's quantile: 6.31905\n",
"[65]\tvalid_0's poisson: -84.3724\tvalid_0's quantile: 6.28038\n",
"[66]\tvalid_0's poisson: -84.5829\tvalid_0's quantile: 6.2383\n",
"[67]\tvalid_0's poisson: -84.8063\tvalid_0's quantile: 6.20152\n",
"[68]\tvalid_0's poisson: -85.0256\tvalid_0's quantile: 6.16555\n",
"[69]\tvalid_0's poisson: -85.2215\tvalid_0's quantile: 6.12644\n",
"[70]\tvalid_0's poisson: -85.4515\tvalid_0's quantile: 6.09025\n",
"[71]\tvalid_0's poisson: -85.644\tvalid_0's quantile: 6.052\n",
"[72]\tvalid_0's poisson: -85.8357\tvalid_0's quantile: 6.01425\n",
"[73]\tvalid_0's poisson: -86.0238\tvalid_0's quantile: 5.97768\n",
"[74]\tvalid_0's poisson: -86.2138\tvalid_0's quantile: 5.94235\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[75]\tvalid_0's poisson: -86.4167\tvalid_0's quantile: 5.90988\n",
"[76]\tvalid_0's poisson: -86.6159\tvalid_0's quantile: 5.87814\n",
"[77]\tvalid_0's poisson: -86.8072\tvalid_0's quantile: 5.84415\n",
"[78]\tvalid_0's poisson: -86.9817\tvalid_0's quantile: 5.81034\n",
"[79]\tvalid_0's poisson: -87.1619\tvalid_0's quantile: 5.77685\n",
"[80]\tvalid_0's poisson: -87.3303\tvalid_0's quantile: 5.74449\n",
"[81]\tvalid_0's poisson: -87.5047\tvalid_0's quantile: 5.71246\n",
"[82]\tvalid_0's poisson: -87.6873\tvalid_0's quantile: 5.67982\n",
"[83]\tvalid_0's poisson: -87.8508\tvalid_0's quantile: 5.64828\n",
"[84]\tvalid_0's poisson: -88.0392\tvalid_0's quantile: 5.61562\n",
"[85]\tvalid_0's poisson: -88.1969\tvalid_0's quantile: 5.58585\n",
"[86]\tvalid_0's poisson: -88.3714\tvalid_0's quantile: 5.55757\n",
"[87]\tvalid_0's poisson: -88.5422\tvalid_0's quantile: 5.5263\n",
"[88]\tvalid_0's poisson: -88.6921\tvalid_0's quantile: 5.49895\n",
"[89]\tvalid_0's poisson: -88.857\tvalid_0's quantile: 5.46938\n",
"[90]\tvalid_0's poisson: -89.0176\tvalid_0's quantile: 5.44202\n",
"[91]\tvalid_0's poisson: -89.1752\tvalid_0's quantile: 5.41508\n",
"[92]\tvalid_0's poisson: -89.3299\tvalid_0's quantile: 5.38857\n",
"[93]\tvalid_0's poisson: -89.4968\tvalid_0's quantile: 5.36288\n",
"[94]\tvalid_0's poisson: -89.667\tvalid_0's quantile: 5.33924\n",
"[95]\tvalid_0's poisson: -89.8098\tvalid_0's quantile: 5.31366\n",
"[96]\tvalid_0's poisson: -89.9445\tvalid_0's quantile: 5.28885\n",
"[97]\tvalid_0's poisson: -90.1076\tvalid_0's quantile: 5.26611\n",
"[98]\tvalid_0's poisson: -90.2451\tvalid_0's quantile: 5.24115\n",
"[99]\tvalid_0's poisson: -90.3812\tvalid_0's quantile: 5.21662\n",
"[100]\tvalid_0's poisson: -90.5129\tvalid_0's quantile: 5.19307\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.6169\tvalid_0's quantile: 11.5534\n",
"[2]\tvalid_0's poisson: -63.0597\tvalid_0's quantile: 11.4132\n",
"[3]\tvalid_0's poisson: -63.4898\tvalid_0's quantile: 11.2763\n",
"[4]\tvalid_0's poisson: -63.9078\tvalid_0's quantile: 11.144\n",
"[5]\tvalid_0's poisson: -64.3204\tvalid_0's quantile: 11.0155\n",
"[6]\tvalid_0's poisson: -64.7219\tvalid_0's quantile: 10.8907\n",
"[7]\tvalid_0's poisson: -65.1126\tvalid_0's quantile: 10.7705\n",
"[8]\tvalid_0's poisson: -65.4877\tvalid_0's quantile: 10.6543\n",
"[9]\tvalid_0's poisson: -65.8659\tvalid_0's quantile: 10.54\n",
"[10]\tvalid_0's poisson: -66.2262\tvalid_0's quantile: 10.4316\n",
"[11]\tvalid_0's poisson: -66.6284\tvalid_0's quantile: 10.3131\n",
"[12]\tvalid_0's poisson: -67.089\tvalid_0's quantile: 10.1889\n",
"[13]\tvalid_0's poisson: -67.5384\tvalid_0's quantile: 10.0674\n",
"[14]\tvalid_0's poisson: -67.977\tvalid_0's quantile: 9.9499\n",
"[15]\tvalid_0's poisson: -68.3924\tvalid_0's quantile: 9.83393\n",
"[16]\tvalid_0's poisson: -68.8128\tvalid_0's quantile: 9.72357\n",
"[17]\tvalid_0's poisson: -69.2107\tvalid_0's quantile: 9.61336\n",
"[18]\tvalid_0's poisson: -69.5639\tvalid_0's quantile: 9.51069\n",
"[19]\tvalid_0's poisson: -69.9662\tvalid_0's quantile: 9.40799\n",
"[20]\tvalid_0's poisson: -70.3437\tvalid_0's quantile: 9.30644\n",
"[21]\tvalid_0's poisson: -70.7272\tvalid_0's quantile: 9.20767\n",
"[22]\tvalid_0's poisson: -71.0208\tvalid_0's quantile: 9.12866\n",
"[23]\tvalid_0's poisson: -71.3649\tvalid_0's quantile: 9.04376\n",
"[24]\tvalid_0's poisson: -71.7502\tvalid_0's quantile: 8.94938\n",
"[25]\tvalid_0's poisson: -72.1089\tvalid_0's quantile: 8.86112\n",
"[26]\tvalid_0's poisson: -72.4805\tvalid_0's quantile: 8.77065\n",
"[27]\tvalid_0's poisson: -72.8576\tvalid_0's quantile: 8.68691\n",
"[28]\tvalid_0's poisson: -73.2159\tvalid_0's quantile: 8.60038\n",
"[29]\tvalid_0's poisson: -73.5823\tvalid_0's quantile: 8.52182\n",
"[30]\tvalid_0's poisson: -73.941\tvalid_0's quantile: 8.43779\n",
"[31]\tvalid_0's poisson: -74.2934\tvalid_0's quantile: 8.35377\n",
"[32]\tvalid_0's poisson: -74.6475\tvalid_0's quantile: 8.27837\n",
"[33]\tvalid_0's poisson: -74.9907\tvalid_0's quantile: 8.2033\n",
"[34]\tvalid_0's poisson: -75.3201\tvalid_0's quantile: 8.12494\n",
"[35]\tvalid_0's poisson: -75.6476\tvalid_0's quantile: 8.04753\n",
"[36]\tvalid_0's poisson: -75.9708\tvalid_0's quantile: 7.97133\n",
"[37]\tvalid_0's poisson: -76.3012\tvalid_0's quantile: 7.89986\n",
"[38]\tvalid_0's poisson: -76.618\tvalid_0's quantile: 7.82619\n",
"[39]\tvalid_0's poisson: -76.925\tvalid_0's quantile: 7.75458\n",
"[40]\tvalid_0's poisson: -77.1933\tvalid_0's quantile: 7.68893\n",
"[41]\tvalid_0's poisson: -77.4954\tvalid_0's quantile: 7.62383\n",
"[42]\tvalid_0's poisson: -77.8054\tvalid_0's quantile: 7.55823\n",
"[43]\tvalid_0's poisson: -78.1199\tvalid_0's quantile: 7.49349\n",
"[44]\tvalid_0's poisson: -78.4054\tvalid_0's quantile: 7.42834\n",
"[45]\tvalid_0's poisson: -78.6821\tvalid_0's quantile: 7.36577\n",
"[46]\tvalid_0's poisson: -78.9533\tvalid_0's quantile: 7.30431\n",
"[47]\tvalid_0's poisson: -79.2457\tvalid_0's quantile: 7.24041\n",
"[48]\tvalid_0's poisson: -79.5236\tvalid_0's quantile: 7.1796\n",
"[49]\tvalid_0's poisson: -79.7831\tvalid_0's quantile: 7.11986\n",
"[50]\tvalid_0's poisson: -80.0374\tvalid_0's quantile: 7.06215\n",
"[51]\tvalid_0's poisson: -80.3117\tvalid_0's quantile: 7.00403\n",
"[52]\tvalid_0's poisson: -80.5806\tvalid_0's quantile: 6.94755\n",
"[53]\tvalid_0's poisson: -80.848\tvalid_0's quantile: 6.89235\n",
"[54]\tvalid_0's poisson: -81.1101\tvalid_0's quantile: 6.83946\n",
"[55]\tvalid_0's poisson: -81.3454\tvalid_0's quantile: 6.79097\n",
"[56]\tvalid_0's poisson: -81.5761\tvalid_0's quantile: 6.74353\n",
"[57]\tvalid_0's poisson: -81.8022\tvalid_0's quantile: 6.69708\n",
"[58]\tvalid_0's poisson: -82.0508\tvalid_0's quantile: 6.64775\n",
"[59]\tvalid_0's poisson: -82.3128\tvalid_0's quantile: 6.60374\n",
"[60]\tvalid_0's poisson: -82.5285\tvalid_0's quantile: 6.55997\n",
"[61]\tvalid_0's poisson: -82.7831\tvalid_0's quantile: 6.51754\n",
"[62]\tvalid_0's poisson: -83.0245\tvalid_0's quantile: 6.47201\n",
"[63]\tvalid_0's poisson: -83.2479\tvalid_0's quantile: 6.42837\n",
"[64]\tvalid_0's poisson: -83.4804\tvalid_0's quantile: 6.38472\n",
"[65]\tvalid_0's poisson: -83.6957\tvalid_0's quantile: 6.34269\n",
"[66]\tvalid_0's poisson: -83.9069\tvalid_0's quantile: 6.30148\n",
"[67]\tvalid_0's poisson: -84.127\tvalid_0's quantile: 6.26008\n",
"[68]\tvalid_0's poisson: -84.3215\tvalid_0's quantile: 6.22176\n",
"[69]\tvalid_0's poisson: -84.5418\tvalid_0's quantile: 6.18578\n",
"[70]\tvalid_0's poisson: -84.7304\tvalid_0's quantile: 6.14883\n",
"[71]\tvalid_0's poisson: -84.9384\tvalid_0's quantile: 6.11314\n",
"[72]\tvalid_0's poisson: -85.1325\tvalid_0's quantile: 6.07649\n",
"[73]\tvalid_0's poisson: -85.3312\tvalid_0's quantile: 6.04278\n",
"[74]\tvalid_0's poisson: -85.5547\tvalid_0's quantile: 6.00799\n",
"[75]\tvalid_0's poisson: -85.7503\tvalid_0's quantile: 5.97205\n",
"[76]\tvalid_0's poisson: -85.9493\tvalid_0's quantile: 5.93838\n",
"[77]\tvalid_0's poisson: -86.1367\tvalid_0's quantile: 5.90407\n",
"[78]\tvalid_0's poisson: -86.3345\tvalid_0's quantile: 5.87047\n",
"[79]\tvalid_0's poisson: -86.5399\tvalid_0's quantile: 5.83913\n",
"[80]\tvalid_0's poisson: -86.7338\tvalid_0's quantile: 5.80655\n",
"[81]\tvalid_0's poisson: -86.9443\tvalid_0's quantile: 5.77497\n",
"[82]\tvalid_0's poisson: -87.1186\tvalid_0's quantile: 5.7424\n",
"[83]\tvalid_0's poisson: -87.3035\tvalid_0's quantile: 5.71077\n",
"[84]\tvalid_0's poisson: -87.5054\tvalid_0's quantile: 5.68062\n",
"[85]\tvalid_0's poisson: -87.7042\tvalid_0's quantile: 5.65117\n",
"[86]\tvalid_0's poisson: -87.8691\tvalid_0's quantile: 5.62116\n",
"[87]\tvalid_0's poisson: -88.034\tvalid_0's quantile: 5.59223\n",
"[88]\tvalid_0's poisson: -88.1943\tvalid_0's quantile: 5.56352\n",
"[89]\tvalid_0's poisson: -88.3528\tvalid_0's quantile: 5.53579\n",
"[90]\tvalid_0's poisson: -88.5192\tvalid_0's quantile: 5.5077\n",
"[91]\tvalid_0's poisson: -88.7016\tvalid_0's quantile: 5.48049\n",
"[92]\tvalid_0's poisson: -88.8661\tvalid_0's quantile: 5.45253\n",
"[93]\tvalid_0's poisson: -89.0233\tvalid_0's quantile: 5.42675\n",
"[94]\tvalid_0's poisson: -89.1776\tvalid_0's quantile: 5.40159\n",
"[95]\tvalid_0's poisson: -89.3289\tvalid_0's quantile: 5.37722\n",
"[96]\tvalid_0's poisson: -89.4946\tvalid_0's quantile: 5.3493\n",
"[97]\tvalid_0's poisson: -89.651\tvalid_0's quantile: 5.32375\n",
"[98]\tvalid_0's poisson: -89.8046\tvalid_0's quantile: 5.29878\n",
"[99]\tvalid_0's poisson: -89.9534\tvalid_0's quantile: 5.27486\n",
"[100]\tvalid_0's poisson: -90.1007\tvalid_0's quantile: 5.24781\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.4083\tvalid_0's quantile: 4.99684\n",
"[2]\tvalid_0's poisson: -97.9306\tvalid_0's quantile: 3.96898\n",
"[3]\tvalid_0's poisson: -99.5909\tvalid_0's quantile: 3.76728\n",
"[4]\tvalid_0's poisson: -100.243\tvalid_0's quantile: 3.64127\n",
"[5]\tvalid_0's poisson: -100.613\tvalid_0's quantile: 3.56104\n",
"[6]\tvalid_0's poisson: -100.695\tvalid_0's quantile: 3.54393\n",
"[7]\tvalid_0's poisson: -101.149\tvalid_0's quantile: 3.46857\n",
"[8]\tvalid_0's poisson: -101.524\tvalid_0's quantile: 3.4095\n",
"[9]\tvalid_0's poisson: -101.689\tvalid_0's quantile: 3.37619\n",
"[10]\tvalid_0's poisson: -102.2\tvalid_0's quantile: 3.33897\n",
"[11]\tvalid_0's poisson: -102.298\tvalid_0's quantile: 3.31048\n",
"[12]\tvalid_0's poisson: -102.362\tvalid_0's quantile: 3.30633\n",
"[13]\tvalid_0's poisson: -102.342\tvalid_0's quantile: 3.32256\n",
"[14]\tvalid_0's poisson: -102.63\tvalid_0's quantile: 3.31833\n",
"[15]\tvalid_0's poisson: -102.621\tvalid_0's quantile: 3.2881\n",
"[16]\tvalid_0's poisson: -102.604\tvalid_0's quantile: 3.30694\n",
"[17]\tvalid_0's poisson: -102.721\tvalid_0's quantile: 3.26537\n",
"[18]\tvalid_0's poisson: -102.905\tvalid_0's quantile: 3.2294\n",
"[19]\tvalid_0's poisson: -103.001\tvalid_0's quantile: 3.22989\n",
"[20]\tvalid_0's poisson: -102.981\tvalid_0's quantile: 3.23114\n",
"[21]\tvalid_0's poisson: -103.02\tvalid_0's quantile: 3.22859\n",
"[22]\tvalid_0's poisson: -103.056\tvalid_0's quantile: 3.22717\n",
"[23]\tvalid_0's poisson: -103.047\tvalid_0's quantile: 3.22566\n",
"[24]\tvalid_0's poisson: -103.116\tvalid_0's quantile: 3.21749\n",
"[25]\tvalid_0's poisson: -103.165\tvalid_0's quantile: 3.21486\n",
"[26]\tvalid_0's poisson: -103.194\tvalid_0's quantile: 3.21151\n",
"[27]\tvalid_0's poisson: -103.144\tvalid_0's quantile: 3.21648\n",
"[28]\tvalid_0's poisson: -103.065\tvalid_0's quantile: 3.22665\n",
"[29]\tvalid_0's poisson: -103.161\tvalid_0's quantile: 3.21548\n",
"[30]\tvalid_0's poisson: -103.121\tvalid_0's quantile: 3.21123\n",
"[31]\tvalid_0's poisson: -103.16\tvalid_0's quantile: 3.21141\n",
"[32]\tvalid_0's poisson: -103.219\tvalid_0's quantile: 3.2206\n",
"[33]\tvalid_0's poisson: -103.159\tvalid_0's quantile: 3.21317\n",
"[34]\tvalid_0's poisson: -103.205\tvalid_0's quantile: 3.20647\n",
"[35]\tvalid_0's poisson: -103.256\tvalid_0's quantile: 3.20033\n",
"[36]\tvalid_0's poisson: -103.266\tvalid_0's quantile: 3.19919\n",
"[37]\tvalid_0's poisson: -103.285\tvalid_0's quantile: 3.20752\n",
"[38]\tvalid_0's poisson: -103.336\tvalid_0's quantile: 3.21452\n",
"[39]\tvalid_0's poisson: -103.378\tvalid_0's quantile: 3.20616\n",
"[40]\tvalid_0's poisson: -103.392\tvalid_0's quantile: 3.21027\n",
"[41]\tvalid_0's poisson: -103.424\tvalid_0's quantile: 3.19786\n",
"[42]\tvalid_0's poisson: -103.431\tvalid_0's quantile: 3.19855\n",
"[43]\tvalid_0's poisson: -103.411\tvalid_0's quantile: 3.20826\n",
"[44]\tvalid_0's poisson: -103.437\tvalid_0's quantile: 3.20306\n",
"[45]\tvalid_0's poisson: -103.46\tvalid_0's quantile: 3.214\n",
"[46]\tvalid_0's poisson: -103.451\tvalid_0's quantile: 3.21353\n",
"[47]\tvalid_0's poisson: -103.481\tvalid_0's quantile: 3.21675\n",
"[48]\tvalid_0's poisson: -103.436\tvalid_0's quantile: 3.21732\n",
"[49]\tvalid_0's poisson: -103.446\tvalid_0's quantile: 3.22194\n",
"[50]\tvalid_0's poisson: -103.443\tvalid_0's quantile: 3.22375\n",
"[51]\tvalid_0's poisson: -103.43\tvalid_0's quantile: 3.22571\n",
"[52]\tvalid_0's poisson: -103.432\tvalid_0's quantile: 3.22583\n",
"[53]\tvalid_0's poisson: -103.368\tvalid_0's quantile: 3.22522\n",
"[54]\tvalid_0's poisson: -103.407\tvalid_0's quantile: 3.22265\n",
"[55]\tvalid_0's poisson: -103.412\tvalid_0's quantile: 3.22253\n",
"[56]\tvalid_0's poisson: -103.411\tvalid_0's quantile: 3.22121\n",
"[57]\tvalid_0's poisson: -103.436\tvalid_0's quantile: 3.22\n",
"[58]\tvalid_0's poisson: -103.399\tvalid_0's quantile: 3.22773\n",
"[59]\tvalid_0's poisson: -103.381\tvalid_0's quantile: 3.21969\n",
"[60]\tvalid_0's poisson: -103.416\tvalid_0's quantile: 3.21551\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[61]\tvalid_0's poisson: -103.393\tvalid_0's quantile: 3.218\n",
"[62]\tvalid_0's poisson: -103.519\tvalid_0's quantile: 3.19753\n",
"[63]\tvalid_0's poisson: -103.497\tvalid_0's quantile: 3.18972\n",
"[64]\tvalid_0's poisson: -103.486\tvalid_0's quantile: 3.19548\n",
"[65]\tvalid_0's poisson: -103.473\tvalid_0's quantile: 3.19684\n",
"[66]\tvalid_0's poisson: -103.497\tvalid_0's quantile: 3.19135\n",
"[67]\tvalid_0's poisson: -103.509\tvalid_0's quantile: 3.19754\n",
"[68]\tvalid_0's poisson: -103.557\tvalid_0's quantile: 3.20099\n",
"[69]\tvalid_0's poisson: -103.512\tvalid_0's quantile: 3.20046\n",
"[70]\tvalid_0's poisson: -103.572\tvalid_0's quantile: 3.19969\n",
"[71]\tvalid_0's poisson: -103.609\tvalid_0's quantile: 3.20173\n",
"[72]\tvalid_0's poisson: -103.556\tvalid_0's quantile: 3.20325\n",
"[73]\tvalid_0's poisson: -103.59\tvalid_0's quantile: 3.20858\n",
"[74]\tvalid_0's poisson: -103.556\tvalid_0's quantile: 3.21125\n",
"[75]\tvalid_0's poisson: -103.571\tvalid_0's quantile: 3.2078\n",
"[76]\tvalid_0's poisson: -103.575\tvalid_0's quantile: 3.20321\n",
"[77]\tvalid_0's poisson: -103.433\tvalid_0's quantile: 3.20628\n",
"[78]\tvalid_0's poisson: -103.492\tvalid_0's quantile: 3.20547\n",
"[79]\tvalid_0's poisson: -103.497\tvalid_0's quantile: 3.20935\n",
"[80]\tvalid_0's poisson: -103.234\tvalid_0's quantile: 3.21082\n",
"[81]\tvalid_0's poisson: -103.222\tvalid_0's quantile: 3.20773\n",
"[82]\tvalid_0's poisson: -103.282\tvalid_0's quantile: 3.2051\n",
"[83]\tvalid_0's poisson: -103.284\tvalid_0's quantile: 3.20363\n",
"[84]\tvalid_0's poisson: -103.333\tvalid_0's quantile: 3.20004\n",
"[85]\tvalid_0's poisson: -103.234\tvalid_0's quantile: 3.20037\n",
"[86]\tvalid_0's poisson: -103.234\tvalid_0's quantile: 3.19808\n",
"[87]\tvalid_0's poisson: -103.213\tvalid_0's quantile: 3.20102\n",
"[88]\tvalid_0's poisson: -103.23\tvalid_0's quantile: 3.19486\n",
"[89]\tvalid_0's poisson: -103.225\tvalid_0's quantile: 3.19671\n",
"[90]\tvalid_0's poisson: -103.219\tvalid_0's quantile: 3.19745\n",
"[91]\tvalid_0's poisson: -103.243\tvalid_0's quantile: 3.19605\n",
"[92]\tvalid_0's poisson: -103.237\tvalid_0's quantile: 3.197\n",
"[93]\tvalid_0's poisson: -103.223\tvalid_0's quantile: 3.19627\n",
"[94]\tvalid_0's poisson: -103.229\tvalid_0's quantile: 3.19525\n",
"[95]\tvalid_0's poisson: -103.248\tvalid_0's quantile: 3.19683\n",
"[96]\tvalid_0's poisson: -103.244\tvalid_0's quantile: 3.19702\n",
"[97]\tvalid_0's poisson: -103.276\tvalid_0's quantile: 3.20347\n",
"[98]\tvalid_0's poisson: -103.251\tvalid_0's quantile: 3.20323\n",
"[99]\tvalid_0's poisson: -103.253\tvalid_0's quantile: 3.20442\n",
"[100]\tvalid_0's poisson: -103.246\tvalid_0's quantile: 3.20854\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=10, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.3747\tvalid_0's quantile: 5.06713\n",
"[2]\tvalid_0's poisson: -98.7439\tvalid_0's quantile: 4.01688\n",
"[3]\tvalid_0's poisson: -100.394\tvalid_0's quantile: 3.72014\n",
"[4]\tvalid_0's poisson: -100.641\tvalid_0's quantile: 3.64759\n",
"[5]\tvalid_0's poisson: -101.201\tvalid_0's quantile: 3.53078\n",
"[6]\tvalid_0's poisson: -101.273\tvalid_0's quantile: 3.5148\n",
"[7]\tvalid_0's poisson: -101.325\tvalid_0's quantile: 3.49752\n",
"[8]\tvalid_0's poisson: -101.431\tvalid_0's quantile: 3.46758\n",
"[9]\tvalid_0's poisson: -101.741\tvalid_0's quantile: 3.43162\n",
"[10]\tvalid_0's poisson: -102.286\tvalid_0's quantile: 3.36947\n",
"[11]\tvalid_0's poisson: -102.343\tvalid_0's quantile: 3.35482\n",
"[12]\tvalid_0's poisson: -102.293\tvalid_0's quantile: 3.35306\n",
"[13]\tvalid_0's poisson: -102.343\tvalid_0's quantile: 3.33713\n",
"[14]\tvalid_0's poisson: -102.4\tvalid_0's quantile: 3.33988\n",
"[15]\tvalid_0's poisson: -102.481\tvalid_0's quantile: 3.31636\n",
"[16]\tvalid_0's poisson: -102.428\tvalid_0's quantile: 3.31732\n",
"[17]\tvalid_0's poisson: -102.396\tvalid_0's quantile: 3.3278\n",
"[18]\tvalid_0's poisson: -102.343\tvalid_0's quantile: 3.3127\n",
"[19]\tvalid_0's poisson: -102.34\tvalid_0's quantile: 3.31802\n",
"[20]\tvalid_0's poisson: -102.7\tvalid_0's quantile: 3.28221\n",
"[21]\tvalid_0's poisson: -102.672\tvalid_0's quantile: 3.28843\n",
"[22]\tvalid_0's poisson: -102.726\tvalid_0's quantile: 3.27476\n",
"[23]\tvalid_0's poisson: -102.538\tvalid_0's quantile: 3.28433\n",
"[24]\tvalid_0's poisson: -102.496\tvalid_0's quantile: 3.29325\n",
"[25]\tvalid_0's poisson: -102.867\tvalid_0's quantile: 3.2934\n",
"[26]\tvalid_0's poisson: -102.8\tvalid_0's quantile: 3.3029\n",
"[27]\tvalid_0's poisson: -102.45\tvalid_0's quantile: 3.29388\n",
"[28]\tvalid_0's poisson: -102.423\tvalid_0's quantile: 3.29854\n",
"[29]\tvalid_0's poisson: -102.548\tvalid_0's quantile: 3.29292\n",
"[30]\tvalid_0's poisson: -102.521\tvalid_0's quantile: 3.29102\n",
"[31]\tvalid_0's poisson: -102.623\tvalid_0's quantile: 3.24928\n",
"[32]\tvalid_0's poisson: -102.701\tvalid_0's quantile: 3.25387\n",
"[33]\tvalid_0's poisson: -102.711\tvalid_0's quantile: 3.24388\n",
"[34]\tvalid_0's poisson: -102.924\tvalid_0's quantile: 3.22567\n",
"[35]\tvalid_0's poisson: -102.992\tvalid_0's quantile: 3.23675\n",
"[36]\tvalid_0's poisson: -103.193\tvalid_0's quantile: 3.23947\n",
"[37]\tvalid_0's poisson: -103.106\tvalid_0's quantile: 3.2404\n",
"[38]\tvalid_0's poisson: -103.001\tvalid_0's quantile: 3.24588\n",
"[39]\tvalid_0's poisson: -103.142\tvalid_0's quantile: 3.23151\n",
"[40]\tvalid_0's poisson: -103.115\tvalid_0's quantile: 3.23737\n",
"[41]\tvalid_0's poisson: -103.076\tvalid_0's quantile: 3.23702\n",
"[42]\tvalid_0's poisson: -102.877\tvalid_0's quantile: 3.2389\n",
"[43]\tvalid_0's poisson: -102.922\tvalid_0's quantile: 3.23645\n",
"[44]\tvalid_0's poisson: -102.889\tvalid_0's quantile: 3.24061\n",
"[45]\tvalid_0's poisson: -103.042\tvalid_0's quantile: 3.24152\n",
"[46]\tvalid_0's poisson: -103.043\tvalid_0's quantile: 3.2385\n",
"[47]\tvalid_0's poisson: -102.968\tvalid_0's quantile: 3.25526\n",
"[48]\tvalid_0's poisson: -102.996\tvalid_0's quantile: 3.25609\n",
"[49]\tvalid_0's poisson: -103.022\tvalid_0's quantile: 3.2603\n",
"[50]\tvalid_0's poisson: -103.018\tvalid_0's quantile: 3.26515\n",
"[51]\tvalid_0's poisson: -102.947\tvalid_0's quantile: 3.2613\n",
"[52]\tvalid_0's poisson: -102.879\tvalid_0's quantile: 3.27142\n",
"[53]\tvalid_0's poisson: -102.843\tvalid_0's quantile: 3.26783\n",
"[54]\tvalid_0's poisson: -102.845\tvalid_0's quantile: 3.26083\n",
"[55]\tvalid_0's poisson: -102.798\tvalid_0's quantile: 3.25472\n",
"[56]\tvalid_0's poisson: -102.9\tvalid_0's quantile: 3.25944\n",
"[57]\tvalid_0's poisson: -102.914\tvalid_0's quantile: 3.26087\n",
"[58]\tvalid_0's poisson: -102.848\tvalid_0's quantile: 3.25982\n",
"[59]\tvalid_0's poisson: -102.839\tvalid_0's quantile: 3.26648\n",
"[60]\tvalid_0's poisson: -102.829\tvalid_0's quantile: 3.26881\n",
"[61]\tvalid_0's poisson: -102.888\tvalid_0's quantile: 3.27333\n",
"[62]\tvalid_0's poisson: -102.916\tvalid_0's quantile: 3.27448\n",
"[63]\tvalid_0's poisson: -102.815\tvalid_0's quantile: 3.27748\n",
"[64]\tvalid_0's poisson: -102.864\tvalid_0's quantile: 3.2778\n",
"[65]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.27648\n",
"[66]\tvalid_0's poisson: -103.054\tvalid_0's quantile: 3.27622\n",
"[67]\tvalid_0's poisson: -103.032\tvalid_0's quantile: 3.27669\n",
"[68]\tvalid_0's poisson: -103.003\tvalid_0's quantile: 3.27696\n",
"[69]\tvalid_0's poisson: -103.022\tvalid_0's quantile: 3.28359\n",
"[70]\tvalid_0's poisson: -102.955\tvalid_0's quantile: 3.28959\n",
"[71]\tvalid_0's poisson: -102.983\tvalid_0's quantile: 3.28462\n",
"[72]\tvalid_0's poisson: -102.975\tvalid_0's quantile: 3.2811\n",
"[73]\tvalid_0's poisson: -102.966\tvalid_0's quantile: 3.28544\n",
"[74]\tvalid_0's poisson: -103.029\tvalid_0's quantile: 3.28063\n",
"[75]\tvalid_0's poisson: -102.98\tvalid_0's quantile: 3.27825\n",
"[76]\tvalid_0's poisson: -102.967\tvalid_0's quantile: 3.27518\n",
"[77]\tvalid_0's poisson: -102.969\tvalid_0's quantile: 3.27074\n",
"[78]\tvalid_0's poisson: -102.978\tvalid_0's quantile: 3.27433\n",
"[79]\tvalid_0's poisson: -102.97\tvalid_0's quantile: 3.27317\n",
"[80]\tvalid_0's poisson: -102.961\tvalid_0's quantile: 3.27646\n",
"[81]\tvalid_0's poisson: -102.968\tvalid_0's quantile: 3.27249\n",
"[82]\tvalid_0's poisson: -102.924\tvalid_0's quantile: 3.27184\n",
"[83]\tvalid_0's poisson: -102.941\tvalid_0's quantile: 3.27271\n",
"[84]\tvalid_0's poisson: -102.964\tvalid_0's quantile: 3.27049\n",
"[85]\tvalid_0's poisson: -102.999\tvalid_0's quantile: 3.27309\n",
"[86]\tvalid_0's poisson: -103.002\tvalid_0's quantile: 3.27143\n",
"[87]\tvalid_0's poisson: -103.06\tvalid_0's quantile: 3.27067\n",
"[88]\tvalid_0's poisson: -102.938\tvalid_0's quantile: 3.27718\n",
"[89]\tvalid_0's poisson: -102.946\tvalid_0's quantile: 3.27995\n",
"[90]\tvalid_0's poisson: -102.938\tvalid_0's quantile: 3.2801\n",
"[91]\tvalid_0's poisson: -102.957\tvalid_0's quantile: 3.27822\n",
"[92]\tvalid_0's poisson: -102.966\tvalid_0's quantile: 3.27821\n",
"[93]\tvalid_0's poisson: -103.059\tvalid_0's quantile: 3.2807\n",
"[94]\tvalid_0's poisson: -103.052\tvalid_0's quantile: 3.28081\n",
"[95]\tvalid_0's poisson: -103.007\tvalid_0's quantile: 3.27913\n",
"[96]\tvalid_0's poisson: -103.019\tvalid_0's quantile: 3.28267\n",
"[97]\tvalid_0's poisson: -103.007\tvalid_0's quantile: 3.28251\n",
"[98]\tvalid_0's poisson: -103.035\tvalid_0's quantile: 3.28179\n",
"[99]\tvalid_0's poisson: -102.921\tvalid_0's quantile: 3.28317\n",
"[100]\tvalid_0's poisson: -102.919\tvalid_0's quantile: 3.28672\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=10, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.6003\tvalid_0's quantile: 5.12877\n",
"[2]\tvalid_0's poisson: -98.8822\tvalid_0's quantile: 3.95551\n",
"[3]\tvalid_0's poisson: -100.601\tvalid_0's quantile: 3.60901\n",
"[4]\tvalid_0's poisson: -101.237\tvalid_0's quantile: 3.4625\n",
"[5]\tvalid_0's poisson: -101.323\tvalid_0's quantile: 3.47122\n",
"[6]\tvalid_0's poisson: -101.354\tvalid_0's quantile: 3.46481\n",
"[7]\tvalid_0's poisson: -101.128\tvalid_0's quantile: 3.45596\n",
"[8]\tvalid_0's poisson: -101.434\tvalid_0's quantile: 3.43822\n",
"[9]\tvalid_0's poisson: -101.441\tvalid_0's quantile: 3.39139\n",
"[10]\tvalid_0's poisson: -101.687\tvalid_0's quantile: 3.37434\n",
"[11]\tvalid_0's poisson: -101.98\tvalid_0's quantile: 3.3511\n",
"[12]\tvalid_0's poisson: -101.784\tvalid_0's quantile: 3.3494\n",
"[13]\tvalid_0's poisson: -101.835\tvalid_0's quantile: 3.34503\n",
"[14]\tvalid_0's poisson: -101.797\tvalid_0's quantile: 3.34682\n",
"[15]\tvalid_0's poisson: -101.94\tvalid_0's quantile: 3.34755\n",
"[16]\tvalid_0's poisson: -101.967\tvalid_0's quantile: 3.34751\n",
"[17]\tvalid_0's poisson: -101.914\tvalid_0's quantile: 3.29439\n",
"[18]\tvalid_0's poisson: -102.12\tvalid_0's quantile: 3.29703\n",
"[19]\tvalid_0's poisson: -102.136\tvalid_0's quantile: 3.28016\n",
"[20]\tvalid_0's poisson: -102.261\tvalid_0's quantile: 3.28211\n",
"[21]\tvalid_0's poisson: -102.253\tvalid_0's quantile: 3.28017\n",
"[22]\tvalid_0's poisson: -102.217\tvalid_0's quantile: 3.2885\n",
"[23]\tvalid_0's poisson: -102.268\tvalid_0's quantile: 3.2905\n",
"[24]\tvalid_0's poisson: -102.288\tvalid_0's quantile: 3.29035\n",
"[25]\tvalid_0's poisson: -102.308\tvalid_0's quantile: 3.28851\n",
"[26]\tvalid_0's poisson: -102.531\tvalid_0's quantile: 3.25128\n",
"[27]\tvalid_0's poisson: -102.57\tvalid_0's quantile: 3.24968\n",
"[28]\tvalid_0's poisson: -102.583\tvalid_0's quantile: 3.25001\n",
"[29]\tvalid_0's poisson: -102.529\tvalid_0's quantile: 3.23713\n",
"[30]\tvalid_0's poisson: -102.577\tvalid_0's quantile: 3.24524\n",
"[31]\tvalid_0's poisson: -102.762\tvalid_0's quantile: 3.23351\n",
"[32]\tvalid_0's poisson: -102.731\tvalid_0's quantile: 3.22153\n",
"[33]\tvalid_0's poisson: -102.742\tvalid_0's quantile: 3.22154\n",
"[34]\tvalid_0's poisson: -102.789\tvalid_0's quantile: 3.18782\n",
"[35]\tvalid_0's poisson: -102.77\tvalid_0's quantile: 3.19577\n",
"[36]\tvalid_0's poisson: -102.83\tvalid_0's quantile: 3.19699\n",
"[37]\tvalid_0's poisson: -102.88\tvalid_0's quantile: 3.19188\n",
"[38]\tvalid_0's poisson: -102.837\tvalid_0's quantile: 3.20102\n",
"[39]\tvalid_0's poisson: -102.916\tvalid_0's quantile: 3.20061\n",
"[40]\tvalid_0's poisson: -103.012\tvalid_0's quantile: 3.18517\n",
"[41]\tvalid_0's poisson: -102.984\tvalid_0's quantile: 3.18957\n",
"[42]\tvalid_0's poisson: -103.147\tvalid_0's quantile: 3.19471\n",
"[43]\tvalid_0's poisson: -103\tvalid_0's quantile: 3.20584\n",
"[44]\tvalid_0's poisson: -103.015\tvalid_0's quantile: 3.20732\n",
"[45]\tvalid_0's poisson: -102.98\tvalid_0's quantile: 3.20952\n",
"[46]\tvalid_0's poisson: -103.346\tvalid_0's quantile: 3.20677\n",
"[47]\tvalid_0's poisson: -103.279\tvalid_0's quantile: 3.20672\n",
"[48]\tvalid_0's poisson: -103.245\tvalid_0's quantile: 3.19628\n",
"[49]\tvalid_0's poisson: -103.263\tvalid_0's quantile: 3.19304\n",
"[50]\tvalid_0's poisson: -103.244\tvalid_0's quantile: 3.1941\n",
"[51]\tvalid_0's poisson: -103.313\tvalid_0's quantile: 3.1824\n",
"[52]\tvalid_0's poisson: -103.405\tvalid_0's quantile: 3.18448\n",
"[53]\tvalid_0's poisson: -103.373\tvalid_0's quantile: 3.17112\n",
"[54]\tvalid_0's poisson: -103.378\tvalid_0's quantile: 3.17109\n",
"[55]\tvalid_0's poisson: -103.378\tvalid_0's quantile: 3.17213\n",
"[56]\tvalid_0's poisson: -103.452\tvalid_0's quantile: 3.15704\n",
"[57]\tvalid_0's poisson: -103.396\tvalid_0's quantile: 3.16\n",
"[58]\tvalid_0's poisson: -103.415\tvalid_0's quantile: 3.16799\n",
"[59]\tvalid_0's poisson: -103.543\tvalid_0's quantile: 3.16891\n",
"[60]\tvalid_0's poisson: -103.549\tvalid_0's quantile: 3.16604\n",
"[61]\tvalid_0's poisson: -103.506\tvalid_0's quantile: 3.16722\n",
"[62]\tvalid_0's poisson: -103.516\tvalid_0's quantile: 3.17419\n",
"[63]\tvalid_0's poisson: -103.612\tvalid_0's quantile: 3.17294\n",
"[64]\tvalid_0's poisson: -103.554\tvalid_0's quantile: 3.17467\n",
"[65]\tvalid_0's poisson: -103.557\tvalid_0's quantile: 3.17746\n",
"[66]\tvalid_0's poisson: -103.571\tvalid_0's quantile: 3.1744\n",
"[67]\tvalid_0's poisson: -103.587\tvalid_0's quantile: 3.17909\n",
"[68]\tvalid_0's poisson: -103.576\tvalid_0's quantile: 3.18043\n",
"[69]\tvalid_0's poisson: -103.509\tvalid_0's quantile: 3.18318\n",
"[70]\tvalid_0's poisson: -103.521\tvalid_0's quantile: 3.17465\n",
"[71]\tvalid_0's poisson: -103.51\tvalid_0's quantile: 3.17894\n",
"[72]\tvalid_0's poisson: -103.548\tvalid_0's quantile: 3.18195\n",
"[73]\tvalid_0's poisson: -103.503\tvalid_0's quantile: 3.18345\n",
"[74]\tvalid_0's poisson: -103.547\tvalid_0's quantile: 3.17798\n",
"[75]\tvalid_0's poisson: -103.588\tvalid_0's quantile: 3.18579\n",
"[76]\tvalid_0's poisson: -103.575\tvalid_0's quantile: 3.18898\n",
"[77]\tvalid_0's poisson: -103.615\tvalid_0's quantile: 3.18917\n",
"[78]\tvalid_0's poisson: -103.573\tvalid_0's quantile: 3.18014\n",
"[79]\tvalid_0's poisson: -103.611\tvalid_0's quantile: 3.18121\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[80]\tvalid_0's poisson: -103.627\tvalid_0's quantile: 3.17804\n",
"[81]\tvalid_0's poisson: -103.61\tvalid_0's quantile: 3.17968\n",
"[82]\tvalid_0's poisson: -103.727\tvalid_0's quantile: 3.1734\n",
"[83]\tvalid_0's poisson: -103.727\tvalid_0's quantile: 3.17608\n",
"[84]\tvalid_0's poisson: -103.671\tvalid_0's quantile: 3.1744\n",
"[85]\tvalid_0's poisson: -103.682\tvalid_0's quantile: 3.17713\n",
"[86]\tvalid_0's poisson: -103.75\tvalid_0's quantile: 3.16157\n",
"[87]\tvalid_0's poisson: -103.747\tvalid_0's quantile: 3.16221\n",
"[88]\tvalid_0's poisson: -103.747\tvalid_0's quantile: 3.16123\n",
"[89]\tvalid_0's poisson: -103.719\tvalid_0's quantile: 3.16542\n",
"[90]\tvalid_0's poisson: -103.754\tvalid_0's quantile: 3.16539\n",
"[91]\tvalid_0's poisson: -103.678\tvalid_0's quantile: 3.16762\n",
"[92]\tvalid_0's poisson: -103.75\tvalid_0's quantile: 3.17061\n",
"[93]\tvalid_0's poisson: -103.734\tvalid_0's quantile: 3.17635\n",
"[94]\tvalid_0's poisson: -103.706\tvalid_0's quantile: 3.18027\n",
"[95]\tvalid_0's poisson: -103.714\tvalid_0's quantile: 3.18079\n",
"[96]\tvalid_0's poisson: -103.714\tvalid_0's quantile: 3.17507\n",
"[97]\tvalid_0's poisson: -103.672\tvalid_0's quantile: 3.17787\n",
"[98]\tvalid_0's poisson: -103.704\tvalid_0's quantile: 3.17751\n",
"[99]\tvalid_0's poisson: -103.688\tvalid_0's quantile: 3.17759\n",
"[100]\tvalid_0's poisson: -103.734\tvalid_0's quantile: 3.17383\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=10, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.7044\tvalid_0's quantile: 4.851\n",
"[2]\tvalid_0's poisson: -100.022\tvalid_0's quantile: 3.76563\n",
"[3]\tvalid_0's poisson: -100.892\tvalid_0's quantile: 3.54017\n",
"[4]\tvalid_0's poisson: -100.989\tvalid_0's quantile: 3.43301\n",
"[5]\tvalid_0's poisson: -101.17\tvalid_0's quantile: 3.39917\n",
"[6]\tvalid_0's poisson: -101.192\tvalid_0's quantile: 3.36117\n",
"[7]\tvalid_0's poisson: -101.517\tvalid_0's quantile: 3.32781\n",
"[8]\tvalid_0's poisson: -101.561\tvalid_0's quantile: 3.31623\n",
"[9]\tvalid_0's poisson: -102.081\tvalid_0's quantile: 3.27382\n",
"[10]\tvalid_0's poisson: -102.019\tvalid_0's quantile: 3.26229\n",
"[11]\tvalid_0's poisson: -101.994\tvalid_0's quantile: 3.26298\n",
"[12]\tvalid_0's poisson: -102.115\tvalid_0's quantile: 3.25519\n",
"[13]\tvalid_0's poisson: -101.97\tvalid_0's quantile: 3.26121\n",
"[14]\tvalid_0's poisson: -102.277\tvalid_0's quantile: 3.20273\n",
"[15]\tvalid_0's poisson: -102.248\tvalid_0's quantile: 3.18035\n",
"[16]\tvalid_0's poisson: -102.361\tvalid_0's quantile: 3.18395\n",
"[17]\tvalid_0's poisson: -102.473\tvalid_0's quantile: 3.17111\n",
"[18]\tvalid_0's poisson: -102.504\tvalid_0's quantile: 3.17196\n",
"[19]\tvalid_0's poisson: -102.474\tvalid_0's quantile: 3.16682\n",
"[20]\tvalid_0's poisson: -102.654\tvalid_0's quantile: 3.15438\n",
"[21]\tvalid_0's poisson: -102.718\tvalid_0's quantile: 3.15556\n",
"[22]\tvalid_0's poisson: -102.708\tvalid_0's quantile: 3.15118\n",
"[23]\tvalid_0's poisson: -102.796\tvalid_0's quantile: 3.14914\n",
"[24]\tvalid_0's poisson: -102.747\tvalid_0's quantile: 3.15517\n",
"[25]\tvalid_0's poisson: -102.813\tvalid_0's quantile: 3.1554\n",
"[26]\tvalid_0's poisson: -102.59\tvalid_0's quantile: 3.16917\n",
"[27]\tvalid_0's poisson: -102.53\tvalid_0's quantile: 3.1684\n",
"[28]\tvalid_0's poisson: -102.554\tvalid_0's quantile: 3.17159\n",
"[29]\tvalid_0's poisson: -102.783\tvalid_0's quantile: 3.16963\n",
"[30]\tvalid_0's poisson: -102.785\tvalid_0's quantile: 3.1737\n",
"[31]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.17836\n",
"[32]\tvalid_0's poisson: -102.442\tvalid_0's quantile: 3.17874\n",
"[33]\tvalid_0's poisson: -102.398\tvalid_0's quantile: 3.18112\n",
"[34]\tvalid_0's poisson: -102.358\tvalid_0's quantile: 3.17112\n",
"[35]\tvalid_0's poisson: -102.36\tvalid_0's quantile: 3.17059\n",
"[36]\tvalid_0's poisson: -102.389\tvalid_0's quantile: 3.16934\n",
"[37]\tvalid_0's poisson: -102.378\tvalid_0's quantile: 3.17098\n",
"[38]\tvalid_0's poisson: -102.325\tvalid_0's quantile: 3.17837\n",
"[39]\tvalid_0's poisson: -102.265\tvalid_0's quantile: 3.1688\n",
"[40]\tvalid_0's poisson: -102.259\tvalid_0's quantile: 3.17036\n",
"[41]\tvalid_0's poisson: -102.22\tvalid_0's quantile: 3.17461\n",
"[42]\tvalid_0's poisson: -102.523\tvalid_0's quantile: 3.16923\n",
"[43]\tvalid_0's poisson: -102.393\tvalid_0's quantile: 3.17218\n",
"[44]\tvalid_0's poisson: -102.414\tvalid_0's quantile: 3.17348\n",
"[45]\tvalid_0's poisson: -102.439\tvalid_0's quantile: 3.16659\n",
"[46]\tvalid_0's poisson: -102.332\tvalid_0's quantile: 3.13574\n",
"[47]\tvalid_0's poisson: -102.371\tvalid_0's quantile: 3.13233\n",
"[48]\tvalid_0's poisson: -102.244\tvalid_0's quantile: 3.13258\n",
"[49]\tvalid_0's poisson: -102.243\tvalid_0's quantile: 3.14219\n",
"[50]\tvalid_0's poisson: -102.311\tvalid_0's quantile: 3.14783\n",
"[51]\tvalid_0's poisson: -102.411\tvalid_0's quantile: 3.15113\n",
"[52]\tvalid_0's poisson: -102.437\tvalid_0's quantile: 3.15145\n",
"[53]\tvalid_0's poisson: -102.39\tvalid_0's quantile: 3.1495\n",
"[54]\tvalid_0's poisson: -102.301\tvalid_0's quantile: 3.14845\n",
"[55]\tvalid_0's poisson: -102.312\tvalid_0's quantile: 3.1535\n",
"[56]\tvalid_0's poisson: -102.298\tvalid_0's quantile: 3.15628\n",
"[57]\tvalid_0's poisson: -102.342\tvalid_0's quantile: 3.15011\n",
"[58]\tvalid_0's poisson: -102.341\tvalid_0's quantile: 3.15157\n",
"[59]\tvalid_0's poisson: -102.341\tvalid_0's quantile: 3.15506\n",
"[60]\tvalid_0's poisson: -102.353\tvalid_0's quantile: 3.15383\n",
"[61]\tvalid_0's poisson: -102.366\tvalid_0's quantile: 3.15518\n",
"[62]\tvalid_0's poisson: -102.217\tvalid_0's quantile: 3.15247\n",
"[63]\tvalid_0's poisson: -102.433\tvalid_0's quantile: 3.15283\n",
"[64]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.14662\n",
"[65]\tvalid_0's poisson: -102.457\tvalid_0's quantile: 3.14779\n",
"[66]\tvalid_0's poisson: -102.467\tvalid_0's quantile: 3.14789\n",
"[67]\tvalid_0's poisson: -102.31\tvalid_0's quantile: 3.14836\n",
"[68]\tvalid_0's poisson: -102.312\tvalid_0's quantile: 3.15234\n",
"[69]\tvalid_0's poisson: -102.368\tvalid_0's quantile: 3.13999\n",
"[70]\tvalid_0's poisson: -102.388\tvalid_0's quantile: 3.14225\n",
"[71]\tvalid_0's poisson: -102.411\tvalid_0's quantile: 3.14106\n",
"[72]\tvalid_0's poisson: -102.466\tvalid_0's quantile: 3.14045\n",
"[73]\tvalid_0's poisson: -102.444\tvalid_0's quantile: 3.13902\n",
"[74]\tvalid_0's poisson: -102.513\tvalid_0's quantile: 3.14315\n",
"[75]\tvalid_0's poisson: -102.544\tvalid_0's quantile: 3.13984\n",
"[76]\tvalid_0's poisson: -102.508\tvalid_0's quantile: 3.14233\n",
"[77]\tvalid_0's poisson: -102.5\tvalid_0's quantile: 3.14395\n",
"[78]\tvalid_0's poisson: -102.544\tvalid_0's quantile: 3.14255\n",
"[79]\tvalid_0's poisson: -102.48\tvalid_0's quantile: 3.14173\n",
"[80]\tvalid_0's poisson: -102.582\tvalid_0's quantile: 3.1506\n",
"[81]\tvalid_0's poisson: -102.589\tvalid_0's quantile: 3.15336\n",
"[82]\tvalid_0's poisson: -102.81\tvalid_0's quantile: 3.15343\n",
"[83]\tvalid_0's poisson: -102.812\tvalid_0's quantile: 3.15339\n",
"[84]\tvalid_0's poisson: -102.816\tvalid_0's quantile: 3.15422\n",
"[85]\tvalid_0's poisson: -102.631\tvalid_0's quantile: 3.15472\n",
"[86]\tvalid_0's poisson: -102.684\tvalid_0's quantile: 3.15253\n",
"[87]\tvalid_0's poisson: -102.545\tvalid_0's quantile: 3.15167\n",
"[88]\tvalid_0's poisson: -102.587\tvalid_0's quantile: 3.15162\n",
"[89]\tvalid_0's poisson: -102.583\tvalid_0's quantile: 3.15365\n",
"[90]\tvalid_0's poisson: -102.539\tvalid_0's quantile: 3.16919\n",
"[91]\tvalid_0's poisson: -102.583\tvalid_0's quantile: 3.16909\n",
"[92]\tvalid_0's poisson: -102.592\tvalid_0's quantile: 3.16977\n",
"[93]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.16891\n",
"[94]\tvalid_0's poisson: -102.583\tvalid_0's quantile: 3.17585\n",
"[95]\tvalid_0's poisson: -102.591\tvalid_0's quantile: 3.17654\n",
"[96]\tvalid_0's poisson: -102.605\tvalid_0's quantile: 3.17574\n",
"[97]\tvalid_0's poisson: -102.524\tvalid_0's quantile: 3.17804\n",
"[98]\tvalid_0's poisson: -102.604\tvalid_0's quantile: 3.17837\n",
"[99]\tvalid_0's poisson: -102.54\tvalid_0's quantile: 3.17959\n",
"[100]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.17958\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=10, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -93.1736\tvalid_0's quantile: 5.03553\n",
"[2]\tvalid_0's poisson: -99.8013\tvalid_0's quantile: 3.77364\n",
"[3]\tvalid_0's poisson: -100.498\tvalid_0's quantile: 3.61488\n",
"[4]\tvalid_0's poisson: -100.327\tvalid_0's quantile: 3.56411\n",
"[5]\tvalid_0's poisson: -100.63\tvalid_0's quantile: 3.51868\n",
"[6]\tvalid_0's poisson: -101.332\tvalid_0's quantile: 3.47709\n",
"[7]\tvalid_0's poisson: -101.345\tvalid_0's quantile: 3.36603\n",
"[8]\tvalid_0's poisson: -101.812\tvalid_0's quantile: 3.34167\n",
"[9]\tvalid_0's poisson: -101.826\tvalid_0's quantile: 3.33539\n",
"[10]\tvalid_0's poisson: -101.991\tvalid_0's quantile: 3.31254\n",
"[11]\tvalid_0's poisson: -102.083\tvalid_0's quantile: 3.29685\n",
"[12]\tvalid_0's poisson: -102.226\tvalid_0's quantile: 3.28772\n",
"[13]\tvalid_0's poisson: -102.347\tvalid_0's quantile: 3.27359\n",
"[14]\tvalid_0's poisson: -102.365\tvalid_0's quantile: 3.27228\n",
"[15]\tvalid_0's poisson: -102.414\tvalid_0's quantile: 3.25259\n",
"[16]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.22273\n",
"[17]\tvalid_0's poisson: -102.452\tvalid_0's quantile: 3.2249\n",
"[18]\tvalid_0's poisson: -102.543\tvalid_0's quantile: 3.22251\n",
"[19]\tvalid_0's poisson: -102.515\tvalid_0's quantile: 3.2219\n",
"[20]\tvalid_0's poisson: -102.365\tvalid_0's quantile: 3.23228\n",
"[21]\tvalid_0's poisson: -102.423\tvalid_0's quantile: 3.23895\n",
"[22]\tvalid_0's poisson: -102.615\tvalid_0's quantile: 3.23522\n",
"[23]\tvalid_0's poisson: -102.555\tvalid_0's quantile: 3.25044\n",
"[24]\tvalid_0's poisson: -102.564\tvalid_0's quantile: 3.25021\n",
"[25]\tvalid_0's poisson: -102.541\tvalid_0's quantile: 3.25835\n",
"[26]\tvalid_0's poisson: -102.778\tvalid_0's quantile: 3.24468\n",
"[27]\tvalid_0's poisson: -102.733\tvalid_0's quantile: 3.26178\n",
"[28]\tvalid_0's poisson: -102.672\tvalid_0's quantile: 3.26504\n",
"[29]\tvalid_0's poisson: -102.92\tvalid_0's quantile: 3.19973\n",
"[30]\tvalid_0's poisson: -102.968\tvalid_0's quantile: 3.19903\n",
"[31]\tvalid_0's poisson: -103.012\tvalid_0's quantile: 3.19753\n",
"[32]\tvalid_0's poisson: -102.942\tvalid_0's quantile: 3.20784\n",
"[33]\tvalid_0's poisson: -102.923\tvalid_0's quantile: 3.21907\n",
"[34]\tvalid_0's poisson: -102.912\tvalid_0's quantile: 3.22929\n",
"[35]\tvalid_0's poisson: -102.934\tvalid_0's quantile: 3.23239\n",
"[36]\tvalid_0's poisson: -102.952\tvalid_0's quantile: 3.24309\n",
"[37]\tvalid_0's poisson: -103.059\tvalid_0's quantile: 3.23599\n",
"[38]\tvalid_0's poisson: -103.037\tvalid_0's quantile: 3.2243\n",
"[39]\tvalid_0's poisson: -103.052\tvalid_0's quantile: 3.21958\n",
"[40]\tvalid_0's poisson: -102.972\tvalid_0's quantile: 3.22039\n",
"[41]\tvalid_0's poisson: -102.968\tvalid_0's quantile: 3.21969\n",
"[42]\tvalid_0's poisson: -102.894\tvalid_0's quantile: 3.21724\n",
"[43]\tvalid_0's poisson: -102.531\tvalid_0's quantile: 3.23563\n",
"[44]\tvalid_0's poisson: -103.001\tvalid_0's quantile: 3.23329\n",
"[45]\tvalid_0's poisson: -103.064\tvalid_0's quantile: 3.23557\n",
"[46]\tvalid_0's poisson: -103.031\tvalid_0's quantile: 3.24485\n",
"[47]\tvalid_0's poisson: -102.957\tvalid_0's quantile: 3.24602\n",
"[48]\tvalid_0's poisson: -102.951\tvalid_0's quantile: 3.24087\n",
"[49]\tvalid_0's poisson: -102.505\tvalid_0's quantile: 3.24074\n",
"[50]\tvalid_0's poisson: -102.469\tvalid_0's quantile: 3.24102\n",
"[51]\tvalid_0's poisson: -102.45\tvalid_0's quantile: 3.24125\n",
"[52]\tvalid_0's poisson: -102.46\tvalid_0's quantile: 3.24141\n",
"[53]\tvalid_0's poisson: -102.547\tvalid_0's quantile: 3.23857\n",
"[54]\tvalid_0's poisson: -102.573\tvalid_0's quantile: 3.23693\n",
"[55]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.24356\n",
"[56]\tvalid_0's poisson: -102.648\tvalid_0's quantile: 3.25418\n",
"[57]\tvalid_0's poisson: -102.657\tvalid_0's quantile: 3.25173\n",
"[58]\tvalid_0's poisson: -102.637\tvalid_0's quantile: 3.24198\n",
"[59]\tvalid_0's poisson: -102.635\tvalid_0's quantile: 3.23522\n",
"[60]\tvalid_0's poisson: -102.642\tvalid_0's quantile: 3.23326\n",
"[61]\tvalid_0's poisson: -102.586\tvalid_0's quantile: 3.23089\n",
"[62]\tvalid_0's poisson: -102.596\tvalid_0's quantile: 3.23485\n",
"[63]\tvalid_0's poisson: -102.563\tvalid_0's quantile: 3.23056\n",
"[64]\tvalid_0's poisson: -102.537\tvalid_0's quantile: 3.22275\n",
"[65]\tvalid_0's poisson: -102.534\tvalid_0's quantile: 3.22528\n",
"[66]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.21869\n",
"[67]\tvalid_0's poisson: -102.467\tvalid_0's quantile: 3.22836\n",
"[68]\tvalid_0's poisson: -102.458\tvalid_0's quantile: 3.23575\n",
"[69]\tvalid_0's poisson: -102.487\tvalid_0's quantile: 3.24278\n",
"[70]\tvalid_0's poisson: -102.498\tvalid_0's quantile: 3.25241\n",
"[71]\tvalid_0's poisson: -102.462\tvalid_0's quantile: 3.2381\n",
"[72]\tvalid_0's poisson: -102.482\tvalid_0's quantile: 3.25201\n",
"[73]\tvalid_0's poisson: -102.493\tvalid_0's quantile: 3.25365\n",
"[74]\tvalid_0's poisson: -102.516\tvalid_0's quantile: 3.24461\n",
"[75]\tvalid_0's poisson: -102.551\tvalid_0's quantile: 3.24984\n",
"[76]\tvalid_0's poisson: -102.412\tvalid_0's quantile: 3.25299\n",
"[77]\tvalid_0's poisson: -102.48\tvalid_0's quantile: 3.2549\n",
"[78]\tvalid_0's poisson: -102.494\tvalid_0's quantile: 3.257\n",
"[79]\tvalid_0's poisson: -102.541\tvalid_0's quantile: 3.25161\n",
"[80]\tvalid_0's poisson: -102.436\tvalid_0's quantile: 3.25499\n",
"[81]\tvalid_0's poisson: -102.426\tvalid_0's quantile: 3.24122\n",
"[82]\tvalid_0's poisson: -102.491\tvalid_0's quantile: 3.23729\n",
"[83]\tvalid_0's poisson: -102.477\tvalid_0's quantile: 3.23472\n",
"[84]\tvalid_0's poisson: -102.52\tvalid_0's quantile: 3.23278\n",
"[85]\tvalid_0's poisson: -102.601\tvalid_0's quantile: 3.23254\n",
"[86]\tvalid_0's poisson: -102.596\tvalid_0's quantile: 3.24023\n",
"[87]\tvalid_0's poisson: -102.476\tvalid_0's quantile: 3.2438\n",
"[88]\tvalid_0's poisson: -102.473\tvalid_0's quantile: 3.24496\n",
"[89]\tvalid_0's poisson: -102.507\tvalid_0's quantile: 3.24408\n",
"[90]\tvalid_0's poisson: -102.461\tvalid_0's quantile: 3.24394\n",
"[91]\tvalid_0's poisson: -102.408\tvalid_0's quantile: 3.23929\n",
"[92]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.23894\n",
"[93]\tvalid_0's poisson: -102.568\tvalid_0's quantile: 3.23092\n",
"[94]\tvalid_0's poisson: -102.507\tvalid_0's quantile: 3.22994\n",
"[95]\tvalid_0's poisson: -102.508\tvalid_0's quantile: 3.23465\n",
"[96]\tvalid_0's poisson: -102.58\tvalid_0's quantile: 3.23717\n",
"[97]\tvalid_0's poisson: -102.55\tvalid_0's quantile: 3.2359\n",
"[98]\tvalid_0's poisson: -102.619\tvalid_0's quantile: 3.23606\n",
"[99]\tvalid_0's poisson: -102.552\tvalid_0's quantile: 3.23345\n",
"[100]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.2349\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=10, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -64.7219\tvalid_0's quantile: 10.9466\n",
"[2]\tvalid_0's poisson: -67.0322\tvalid_0's quantile: 10.2776\n",
"[3]\tvalid_0's poisson: -69.1761\tvalid_0's quantile: 9.69087\n",
"[4]\tvalid_0's poisson: -71.0895\tvalid_0's quantile: 9.17917\n",
"[5]\tvalid_0's poisson: -72.9396\tvalid_0's quantile: 8.69633\n",
"[6]\tvalid_0's poisson: -74.7867\tvalid_0's quantile: 8.22943\n",
"[7]\tvalid_0's poisson: -76.5155\tvalid_0's quantile: 7.81377\n",
"[8]\tvalid_0's poisson: -78.0507\tvalid_0's quantile: 7.4524\n",
"[9]\tvalid_0's poisson: -79.5343\tvalid_0's quantile: 7.10857\n",
"[10]\tvalid_0's poisson: -80.9423\tvalid_0's quantile: 6.78728\n",
"[11]\tvalid_0's poisson: -82.2906\tvalid_0's quantile: 6.49556\n",
"[12]\tvalid_0's poisson: -83.5468\tvalid_0's quantile: 6.22484\n",
"[13]\tvalid_0's poisson: -84.7004\tvalid_0's quantile: 6.00137\n",
"[14]\tvalid_0's poisson: -85.7921\tvalid_0's quantile: 5.78483\n",
"[15]\tvalid_0's poisson: -86.8927\tvalid_0's quantile: 5.576\n",
"[16]\tvalid_0's poisson: -87.8498\tvalid_0's quantile: 5.39579\n",
"[17]\tvalid_0's poisson: -88.8074\tvalid_0's quantile: 5.22815\n",
"[18]\tvalid_0's poisson: -89.7164\tvalid_0's quantile: 5.07169\n",
"[19]\tvalid_0's poisson: -90.5772\tvalid_0's quantile: 4.91675\n",
"[20]\tvalid_0's poisson: -91.3657\tvalid_0's quantile: 4.77542\n",
"[21]\tvalid_0's poisson: -92.1173\tvalid_0's quantile: 4.65139\n",
"[22]\tvalid_0's poisson: -92.8049\tvalid_0's quantile: 4.53239\n",
"[23]\tvalid_0's poisson: -93.4761\tvalid_0's quantile: 4.42124\n",
"[24]\tvalid_0's poisson: -94.0594\tvalid_0's quantile: 4.32448\n",
"[25]\tvalid_0's poisson: -94.6345\tvalid_0's quantile: 4.22814\n",
"[26]\tvalid_0's poisson: -95.1746\tvalid_0's quantile: 4.14189\n",
"[27]\tvalid_0's poisson: -95.726\tvalid_0's quantile: 4.05728\n",
"[28]\tvalid_0's poisson: -96.2452\tvalid_0's quantile: 3.97547\n",
"[29]\tvalid_0's poisson: -96.7623\tvalid_0's quantile: 3.90587\n",
"[30]\tvalid_0's poisson: -97.2536\tvalid_0's quantile: 3.83718\n",
"[31]\tvalid_0's poisson: -97.7053\tvalid_0's quantile: 3.77293\n",
"[32]\tvalid_0's poisson: -98.153\tvalid_0's quantile: 3.7086\n",
"[33]\tvalid_0's poisson: -98.5489\tvalid_0's quantile: 3.65004\n",
"[34]\tvalid_0's poisson: -98.939\tvalid_0's quantile: 3.59287\n",
"[35]\tvalid_0's poisson: -99.3038\tvalid_0's quantile: 3.5408\n",
"[36]\tvalid_0's poisson: -99.6676\tvalid_0's quantile: 3.49211\n",
"[37]\tvalid_0's poisson: -99.9952\tvalid_0's quantile: 3.44737\n",
"[38]\tvalid_0's poisson: -100.303\tvalid_0's quantile: 3.40455\n",
"[39]\tvalid_0's poisson: -100.605\tvalid_0's quantile: 3.36504\n",
"[40]\tvalid_0's poisson: -100.876\tvalid_0's quantile: 3.32429\n",
"[41]\tvalid_0's poisson: -101.134\tvalid_0's quantile: 3.28984\n",
"[42]\tvalid_0's poisson: -101.374\tvalid_0's quantile: 3.25548\n",
"[43]\tvalid_0's poisson: -101.604\tvalid_0's quantile: 3.22499\n",
"[44]\tvalid_0's poisson: -101.825\tvalid_0's quantile: 3.19851\n",
"[45]\tvalid_0's poisson: -102.029\tvalid_0's quantile: 3.17313\n",
"[46]\tvalid_0's poisson: -102.222\tvalid_0's quantile: 3.1455\n",
"[47]\tvalid_0's poisson: -102.418\tvalid_0's quantile: 3.12119\n",
"[48]\tvalid_0's poisson: -102.584\tvalid_0's quantile: 3.09725\n",
"[49]\tvalid_0's poisson: -102.754\tvalid_0's quantile: 3.07738\n",
"[50]\tvalid_0's poisson: -102.905\tvalid_0's quantile: 3.05646\n",
"[51]\tvalid_0's poisson: -103.052\tvalid_0's quantile: 3.03949\n",
"[52]\tvalid_0's poisson: -103.188\tvalid_0's quantile: 3.02354\n",
"[53]\tvalid_0's poisson: -103.327\tvalid_0's quantile: 3.00011\n",
"[54]\tvalid_0's poisson: -103.457\tvalid_0's quantile: 2.9856\n",
"[55]\tvalid_0's poisson: -103.573\tvalid_0's quantile: 2.97041\n",
"[56]\tvalid_0's poisson: -103.692\tvalid_0's quantile: 2.95319\n",
"[57]\tvalid_0's poisson: -103.806\tvalid_0's quantile: 2.94049\n",
"[58]\tvalid_0's poisson: -103.903\tvalid_0's quantile: 2.92714\n",
"[59]\tvalid_0's poisson: -103.995\tvalid_0's quantile: 2.91605\n",
"[60]\tvalid_0's poisson: -104.082\tvalid_0's quantile: 2.90537\n",
"[61]\tvalid_0's poisson: -104.171\tvalid_0's quantile: 2.89486\n",
"[62]\tvalid_0's poisson: -104.256\tvalid_0's quantile: 2.88558\n",
"[63]\tvalid_0's poisson: -104.331\tvalid_0's quantile: 2.87718\n",
"[64]\tvalid_0's poisson: -104.405\tvalid_0's quantile: 2.86875\n",
"[65]\tvalid_0's poisson: -104.479\tvalid_0's quantile: 2.86052\n",
"[66]\tvalid_0's poisson: -104.543\tvalid_0's quantile: 2.85314\n",
"[67]\tvalid_0's poisson: -104.603\tvalid_0's quantile: 2.84666\n",
"[68]\tvalid_0's poisson: -104.667\tvalid_0's quantile: 2.83939\n",
"[69]\tvalid_0's poisson: -104.728\tvalid_0's quantile: 2.83231\n",
"[70]\tvalid_0's poisson: -104.777\tvalid_0's quantile: 2.82641\n",
"[71]\tvalid_0's poisson: -104.831\tvalid_0's quantile: 2.8122\n",
"[72]\tvalid_0's poisson: -104.875\tvalid_0's quantile: 2.80585\n",
"[73]\tvalid_0's poisson: -104.922\tvalid_0's quantile: 2.80109\n",
"[74]\tvalid_0's poisson: -104.965\tvalid_0's quantile: 2.78895\n",
"[75]\tvalid_0's poisson: -105.004\tvalid_0's quantile: 2.78578\n",
"[76]\tvalid_0's poisson: -105.04\tvalid_0's quantile: 2.78137\n",
"[77]\tvalid_0's poisson: -105.081\tvalid_0's quantile: 2.7765\n",
"[78]\tvalid_0's poisson: -105.124\tvalid_0's quantile: 2.77172\n",
"[79]\tvalid_0's poisson: -105.157\tvalid_0's quantile: 2.76867\n",
"[80]\tvalid_0's poisson: -105.19\tvalid_0's quantile: 2.76558\n",
"[81]\tvalid_0's poisson: -105.219\tvalid_0's quantile: 2.7601\n",
"[82]\tvalid_0's poisson: -105.249\tvalid_0's quantile: 2.75701\n",
"[83]\tvalid_0's poisson: -105.277\tvalid_0's quantile: 2.75433\n",
"[84]\tvalid_0's poisson: -105.304\tvalid_0's quantile: 2.75183\n",
"[85]\tvalid_0's poisson: -105.331\tvalid_0's quantile: 2.74802\n",
"[86]\tvalid_0's poisson: -105.353\tvalid_0's quantile: 2.74619\n",
"[87]\tvalid_0's poisson: -105.37\tvalid_0's quantile: 2.74355\n",
"[88]\tvalid_0's poisson: -105.391\tvalid_0's quantile: 2.74152\n",
"[89]\tvalid_0's poisson: -105.412\tvalid_0's quantile: 2.74016\n",
"[90]\tvalid_0's poisson: -105.431\tvalid_0's quantile: 2.73858\n",
"[91]\tvalid_0's poisson: -105.45\tvalid_0's quantile: 2.73538\n",
"[92]\tvalid_0's poisson: -105.472\tvalid_0's quantile: 2.72645\n",
"[93]\tvalid_0's poisson: -105.488\tvalid_0's quantile: 2.72383\n",
"[94]\tvalid_0's poisson: -105.5\tvalid_0's quantile: 2.71579\n",
"[95]\tvalid_0's poisson: -105.521\tvalid_0's quantile: 2.71377\n",
"[96]\tvalid_0's poisson: -105.537\tvalid_0's quantile: 2.71241\n",
"[97]\tvalid_0's poisson: -105.551\tvalid_0's quantile: 2.71026\n",
"[98]\tvalid_0's poisson: -105.567\tvalid_0's quantile: 2.70658\n",
"[99]\tvalid_0's poisson: -105.582\tvalid_0's quantile: 2.70532\n",
"[100]\tvalid_0's poisson: -105.594\tvalid_0's quantile: 2.70418\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -64.7034\tvalid_0's quantile: 10.955\n",
"[2]\tvalid_0's poisson: -67.0036\tvalid_0's quantile: 10.2941\n",
"[3]\tvalid_0's poisson: -69.1588\tvalid_0's quantile: 9.70222\n",
"[4]\tvalid_0's poisson: -71.1493\tvalid_0's quantile: 9.16811\n",
"[5]\tvalid_0's poisson: -72.9234\tvalid_0's quantile: 8.68678\n",
"[6]\tvalid_0's poisson: -74.7292\tvalid_0's quantile: 8.23397\n",
"[7]\tvalid_0's poisson: -76.4581\tvalid_0's quantile: 7.8197\n",
"[8]\tvalid_0's poisson: -78.0266\tvalid_0's quantile: 7.43886\n",
"[9]\tvalid_0's poisson: -79.516\tvalid_0's quantile: 7.10249\n",
"[10]\tvalid_0's poisson: -80.9147\tvalid_0's quantile: 6.77682\n",
"[11]\tvalid_0's poisson: -82.1469\tvalid_0's quantile: 6.50139\n",
"[12]\tvalid_0's poisson: -83.3752\tvalid_0's quantile: 6.24319\n",
"[13]\tvalid_0's poisson: -84.5382\tvalid_0's quantile: 6.00588\n",
"[14]\tvalid_0's poisson: -85.6646\tvalid_0's quantile: 5.78038\n",
"[15]\tvalid_0's poisson: -86.7837\tvalid_0's quantile: 5.56912\n",
"[16]\tvalid_0's poisson: -87.8155\tvalid_0's quantile: 5.38104\n",
"[17]\tvalid_0's poisson: -88.7811\tvalid_0's quantile: 5.20814\n",
"[18]\tvalid_0's poisson: -89.7035\tvalid_0's quantile: 5.05106\n",
"[19]\tvalid_0's poisson: -90.5687\tvalid_0's quantile: 4.90372\n",
"[20]\tvalid_0's poisson: -91.3678\tvalid_0's quantile: 4.76924\n",
"[21]\tvalid_0's poisson: -92.1278\tvalid_0's quantile: 4.65252\n",
"[22]\tvalid_0's poisson: -92.817\tvalid_0's quantile: 4.53251\n",
"[23]\tvalid_0's poisson: -93.4699\tvalid_0's quantile: 4.42365\n",
"[24]\tvalid_0's poisson: -94.0891\tvalid_0's quantile: 4.32199\n",
"[25]\tvalid_0's poisson: -94.7001\tvalid_0's quantile: 4.2371\n",
"[26]\tvalid_0's poisson: -95.274\tvalid_0's quantile: 4.15236\n",
"[27]\tvalid_0's poisson: -95.818\tvalid_0's quantile: 4.07545\n",
"[28]\tvalid_0's poisson: -96.3451\tvalid_0's quantile: 3.99406\n",
"[29]\tvalid_0's poisson: -96.8412\tvalid_0's quantile: 3.92467\n",
"[30]\tvalid_0's poisson: -97.2876\tvalid_0's quantile: 3.85907\n",
"[31]\tvalid_0's poisson: -97.7238\tvalid_0's quantile: 3.79679\n",
"[32]\tvalid_0's poisson: -98.1024\tvalid_0's quantile: 3.74299\n",
"[33]\tvalid_0's poisson: -98.5039\tvalid_0's quantile: 3.68436\n",
"[34]\tvalid_0's poisson: -98.9061\tvalid_0's quantile: 3.63151\n",
"[35]\tvalid_0's poisson: -99.2523\tvalid_0's quantile: 3.58353\n",
"[36]\tvalid_0's poisson: -99.5919\tvalid_0's quantile: 3.53795\n",
"[37]\tvalid_0's poisson: -99.9142\tvalid_0's quantile: 3.4931\n",
"[38]\tvalid_0's poisson: -100.212\tvalid_0's quantile: 3.45062\n",
"[39]\tvalid_0's poisson: -100.501\tvalid_0's quantile: 3.40848\n",
"[40]\tvalid_0's poisson: -100.778\tvalid_0's quantile: 3.36747\n",
"[41]\tvalid_0's poisson: -101.033\tvalid_0's quantile: 3.33425\n",
"[42]\tvalid_0's poisson: -101.283\tvalid_0's quantile: 3.29804\n",
"[43]\tvalid_0's poisson: -101.517\tvalid_0's quantile: 3.26047\n",
"[44]\tvalid_0's poisson: -101.749\tvalid_0's quantile: 3.22985\n",
"[45]\tvalid_0's poisson: -101.964\tvalid_0's quantile: 3.20281\n",
"[46]\tvalid_0's poisson: -102.171\tvalid_0's quantile: 3.17945\n",
"[47]\tvalid_0's poisson: -102.346\tvalid_0's quantile: 3.1582\n",
"[48]\tvalid_0's poisson: -102.525\tvalid_0's quantile: 3.1343\n",
"[49]\tvalid_0's poisson: -102.675\tvalid_0's quantile: 3.11535\n",
"[50]\tvalid_0's poisson: -102.829\tvalid_0's quantile: 3.09093\n",
"[51]\tvalid_0's poisson: -102.969\tvalid_0's quantile: 3.07023\n",
"[52]\tvalid_0's poisson: -103.106\tvalid_0's quantile: 3.05282\n",
"[53]\tvalid_0's poisson: -103.239\tvalid_0's quantile: 3.03158\n",
"[54]\tvalid_0's poisson: -103.361\tvalid_0's quantile: 3.01536\n",
"[55]\tvalid_0's poisson: -103.468\tvalid_0's quantile: 2.99929\n",
"[56]\tvalid_0's poisson: -103.577\tvalid_0's quantile: 2.9857\n",
"[57]\tvalid_0's poisson: -103.68\tvalid_0's quantile: 2.97342\n",
"[58]\tvalid_0's poisson: -103.776\tvalid_0's quantile: 2.96079\n",
"[59]\tvalid_0's poisson: -103.877\tvalid_0's quantile: 2.9468\n",
"[60]\tvalid_0's poisson: -103.975\tvalid_0's quantile: 2.93588\n",
"[61]\tvalid_0's poisson: -104.061\tvalid_0's quantile: 2.92617\n",
"[62]\tvalid_0's poisson: -104.145\tvalid_0's quantile: 2.91609\n",
"[63]\tvalid_0's poisson: -104.224\tvalid_0's quantile: 2.9081\n",
"[64]\tvalid_0's poisson: -104.295\tvalid_0's quantile: 2.89626\n",
"[65]\tvalid_0's poisson: -104.362\tvalid_0's quantile: 2.88699\n",
"[66]\tvalid_0's poisson: -104.416\tvalid_0's quantile: 2.88024\n",
"[67]\tvalid_0's poisson: -104.479\tvalid_0's quantile: 2.87314\n",
"[68]\tvalid_0's poisson: -104.55\tvalid_0's quantile: 2.86588\n",
"[69]\tvalid_0's poisson: -104.606\tvalid_0's quantile: 2.86062\n",
"[70]\tvalid_0's poisson: -104.663\tvalid_0's quantile: 2.85449\n",
"[71]\tvalid_0's poisson: -104.713\tvalid_0's quantile: 2.84961\n",
"[72]\tvalid_0's poisson: -104.767\tvalid_0's quantile: 2.84383\n",
"[73]\tvalid_0's poisson: -104.812\tvalid_0's quantile: 2.83898\n",
"[74]\tvalid_0's poisson: -104.852\tvalid_0's quantile: 2.83531\n",
"[75]\tvalid_0's poisson: -104.891\tvalid_0's quantile: 2.83238\n",
"[76]\tvalid_0's poisson: -104.93\tvalid_0's quantile: 2.82932\n",
"[77]\tvalid_0's poisson: -104.968\tvalid_0's quantile: 2.82412\n",
"[78]\tvalid_0's poisson: -105.006\tvalid_0's quantile: 2.81492\n",
"[79]\tvalid_0's poisson: -105.036\tvalid_0's quantile: 2.81077\n",
"[80]\tvalid_0's poisson: -105.062\tvalid_0's quantile: 2.80805\n",
"[81]\tvalid_0's poisson: -105.092\tvalid_0's quantile: 2.80357\n",
"[82]\tvalid_0's poisson: -105.127\tvalid_0's quantile: 2.7993\n",
"[83]\tvalid_0's poisson: -105.161\tvalid_0's quantile: 2.79541\n",
"[84]\tvalid_0's poisson: -105.187\tvalid_0's quantile: 2.79307\n",
"[85]\tvalid_0's poisson: -105.21\tvalid_0's quantile: 2.79068\n",
"[86]\tvalid_0's poisson: -105.235\tvalid_0's quantile: 2.78725\n",
"[87]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.78401\n",
"[88]\tvalid_0's poisson: -105.281\tvalid_0's quantile: 2.78246\n",
"[89]\tvalid_0's poisson: -105.307\tvalid_0's quantile: 2.77964\n",
"[90]\tvalid_0's poisson: -105.33\tvalid_0's quantile: 2.77756\n",
"[91]\tvalid_0's poisson: -105.343\tvalid_0's quantile: 2.77369\n",
"[92]\tvalid_0's poisson: -105.362\tvalid_0's quantile: 2.77081\n",
"[93]\tvalid_0's poisson: -105.384\tvalid_0's quantile: 2.76898\n",
"[94]\tvalid_0's poisson: -105.402\tvalid_0's quantile: 2.76689\n",
"[95]\tvalid_0's poisson: -105.423\tvalid_0's quantile: 2.76246\n",
"[96]\tvalid_0's poisson: -105.436\tvalid_0's quantile: 2.76149\n",
"[97]\tvalid_0's poisson: -105.436\tvalid_0's quantile: 2.7544\n",
"[98]\tvalid_0's poisson: -105.45\tvalid_0's quantile: 2.75332\n",
"[99]\tvalid_0's poisson: -105.467\tvalid_0's quantile: 2.74764\n",
"[100]\tvalid_0's poisson: -105.484\tvalid_0's quantile: 2.73623\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -65.2813\tvalid_0's quantile: 10.9516\n",
"[2]\tvalid_0's poisson: -67.5709\tvalid_0's quantile: 10.2868\n",
"[3]\tvalid_0's poisson: -69.6705\tvalid_0's quantile: 9.70401\n",
"[4]\tvalid_0's poisson: -71.6622\tvalid_0's quantile: 9.16884\n",
"[5]\tvalid_0's poisson: -73.4244\tvalid_0's quantile: 8.68869\n",
"[6]\tvalid_0's poisson: -75.2507\tvalid_0's quantile: 8.2257\n",
"[7]\tvalid_0's poisson: -76.8992\tvalid_0's quantile: 7.81062\n",
"[8]\tvalid_0's poisson: -78.3705\tvalid_0's quantile: 7.45242\n",
"[9]\tvalid_0's poisson: -79.8668\tvalid_0's quantile: 7.10379\n",
"[10]\tvalid_0's poisson: -81.2681\tvalid_0's quantile: 6.77208\n",
"[11]\tvalid_0's poisson: -82.5584\tvalid_0's quantile: 6.48755\n",
"[12]\tvalid_0's poisson: -83.7793\tvalid_0's quantile: 6.22983\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[13]\tvalid_0's poisson: -84.9038\tvalid_0's quantile: 5.99529\n",
"[14]\tvalid_0's poisson: -85.9558\tvalid_0's quantile: 5.78851\n",
"[15]\tvalid_0's poisson: -87.0451\tvalid_0's quantile: 5.57822\n",
"[16]\tvalid_0's poisson: -87.9644\tvalid_0's quantile: 5.39606\n",
"[17]\tvalid_0's poisson: -88.9053\tvalid_0's quantile: 5.22001\n",
"[18]\tvalid_0's poisson: -89.8171\tvalid_0's quantile: 5.06183\n",
"[19]\tvalid_0's poisson: -90.653\tvalid_0's quantile: 4.91605\n",
"[20]\tvalid_0's poisson: -91.4631\tvalid_0's quantile: 4.77297\n",
"[21]\tvalid_0's poisson: -92.2148\tvalid_0's quantile: 4.63937\n",
"[22]\tvalid_0's poisson: -92.8819\tvalid_0's quantile: 4.52334\n",
"[23]\tvalid_0's poisson: -93.5528\tvalid_0's quantile: 4.41976\n",
"[24]\tvalid_0's poisson: -94.1814\tvalid_0's quantile: 4.31889\n",
"[25]\tvalid_0's poisson: -94.7723\tvalid_0's quantile: 4.22224\n",
"[26]\tvalid_0's poisson: -95.3297\tvalid_0's quantile: 4.13221\n",
"[27]\tvalid_0's poisson: -95.8725\tvalid_0's quantile: 4.04677\n",
"[28]\tvalid_0's poisson: -96.3881\tvalid_0's quantile: 3.96502\n",
"[29]\tvalid_0's poisson: -96.86\tvalid_0's quantile: 3.89594\n",
"[30]\tvalid_0's poisson: -97.3016\tvalid_0's quantile: 3.82571\n",
"[31]\tvalid_0's poisson: -97.7384\tvalid_0's quantile: 3.76503\n",
"[32]\tvalid_0's poisson: -98.1701\tvalid_0's quantile: 3.69865\n",
"[33]\tvalid_0's poisson: -98.5917\tvalid_0's quantile: 3.63443\n",
"[34]\tvalid_0's poisson: -98.996\tvalid_0's quantile: 3.57083\n",
"[35]\tvalid_0's poisson: -99.3632\tvalid_0's quantile: 3.5209\n",
"[36]\tvalid_0's poisson: -99.7128\tvalid_0's quantile: 3.47236\n",
"[37]\tvalid_0's poisson: -100.048\tvalid_0's quantile: 3.42277\n",
"[38]\tvalid_0's poisson: -100.353\tvalid_0's quantile: 3.38257\n",
"[39]\tvalid_0's poisson: -100.653\tvalid_0's quantile: 3.34229\n",
"[40]\tvalid_0's poisson: -100.934\tvalid_0's quantile: 3.30103\n",
"[41]\tvalid_0's poisson: -101.191\tvalid_0's quantile: 3.26246\n",
"[42]\tvalid_0's poisson: -101.444\tvalid_0's quantile: 3.22617\n",
"[43]\tvalid_0's poisson: -101.687\tvalid_0's quantile: 3.19427\n",
"[44]\tvalid_0's poisson: -101.911\tvalid_0's quantile: 3.16247\n",
"[45]\tvalid_0's poisson: -102.128\tvalid_0's quantile: 3.13614\n",
"[46]\tvalid_0's poisson: -102.326\tvalid_0's quantile: 3.10668\n",
"[47]\tvalid_0's poisson: -102.516\tvalid_0's quantile: 3.07891\n",
"[48]\tvalid_0's poisson: -102.695\tvalid_0's quantile: 3.05601\n",
"[49]\tvalid_0's poisson: -102.867\tvalid_0's quantile: 3.03575\n",
"[50]\tvalid_0's poisson: -103.024\tvalid_0's quantile: 3.01538\n",
"[51]\tvalid_0's poisson: -103.171\tvalid_0's quantile: 2.99668\n",
"[52]\tvalid_0's poisson: -103.31\tvalid_0's quantile: 2.97808\n",
"[53]\tvalid_0's poisson: -103.441\tvalid_0's quantile: 2.9585\n",
"[54]\tvalid_0's poisson: -103.577\tvalid_0's quantile: 2.94319\n",
"[55]\tvalid_0's poisson: -103.706\tvalid_0's quantile: 2.92856\n",
"[56]\tvalid_0's poisson: -103.827\tvalid_0's quantile: 2.91403\n",
"[57]\tvalid_0's poisson: -103.928\tvalid_0's quantile: 2.8996\n",
"[58]\tvalid_0's poisson: -104.031\tvalid_0's quantile: 2.88505\n",
"[59]\tvalid_0's poisson: -104.13\tvalid_0's quantile: 2.87291\n",
"[60]\tvalid_0's poisson: -104.218\tvalid_0's quantile: 2.85949\n",
"[61]\tvalid_0's poisson: -104.31\tvalid_0's quantile: 2.8487\n",
"[62]\tvalid_0's poisson: -104.396\tvalid_0's quantile: 2.8395\n",
"[63]\tvalid_0's poisson: -104.473\tvalid_0's quantile: 2.83095\n",
"[64]\tvalid_0's poisson: -104.551\tvalid_0's quantile: 2.81868\n",
"[65]\tvalid_0's poisson: -104.616\tvalid_0's quantile: 2.81199\n",
"[66]\tvalid_0's poisson: -104.682\tvalid_0's quantile: 2.80474\n",
"[67]\tvalid_0's poisson: -104.743\tvalid_0's quantile: 2.79805\n",
"[68]\tvalid_0's poisson: -104.804\tvalid_0's quantile: 2.79076\n",
"[69]\tvalid_0's poisson: -104.858\tvalid_0's quantile: 2.78298\n",
"[70]\tvalid_0's poisson: -104.91\tvalid_0's quantile: 2.77179\n",
"[71]\tvalid_0's poisson: -104.962\tvalid_0's quantile: 2.76376\n",
"[72]\tvalid_0's poisson: -105.007\tvalid_0's quantile: 2.75677\n",
"[73]\tvalid_0's poisson: -105.042\tvalid_0's quantile: 2.74893\n",
"[74]\tvalid_0's poisson: -105.084\tvalid_0's quantile: 2.74428\n",
"[75]\tvalid_0's poisson: -105.113\tvalid_0's quantile: 2.73911\n",
"[76]\tvalid_0's poisson: -105.142\tvalid_0's quantile: 2.73176\n",
"[77]\tvalid_0's poisson: -105.176\tvalid_0's quantile: 2.72919\n",
"[78]\tvalid_0's poisson: -105.21\tvalid_0's quantile: 2.72386\n",
"[79]\tvalid_0's poisson: -105.243\tvalid_0's quantile: 2.72044\n",
"[80]\tvalid_0's poisson: -105.276\tvalid_0's quantile: 2.71634\n",
"[81]\tvalid_0's poisson: -105.302\tvalid_0's quantile: 2.7109\n",
"[82]\tvalid_0's poisson: -105.327\tvalid_0's quantile: 2.7076\n",
"[83]\tvalid_0's poisson: -105.355\tvalid_0's quantile: 2.7047\n",
"[84]\tvalid_0's poisson: -105.381\tvalid_0's quantile: 2.70276\n",
"[85]\tvalid_0's poisson: -105.403\tvalid_0's quantile: 2.70157\n",
"[86]\tvalid_0's poisson: -105.424\tvalid_0's quantile: 2.69997\n",
"[87]\tvalid_0's poisson: -105.445\tvalid_0's quantile: 2.6988\n",
"[88]\tvalid_0's poisson: -105.465\tvalid_0's quantile: 2.69756\n",
"[89]\tvalid_0's poisson: -105.484\tvalid_0's quantile: 2.69614\n",
"[90]\tvalid_0's poisson: -105.504\tvalid_0's quantile: 2.69256\n",
"[91]\tvalid_0's poisson: -105.525\tvalid_0's quantile: 2.6897\n",
"[92]\tvalid_0's poisson: -105.544\tvalid_0's quantile: 2.6882\n",
"[93]\tvalid_0's poisson: -105.56\tvalid_0's quantile: 2.68689\n",
"[94]\tvalid_0's poisson: -105.574\tvalid_0's quantile: 2.68585\n",
"[95]\tvalid_0's poisson: -105.586\tvalid_0's quantile: 2.68543\n",
"[96]\tvalid_0's poisson: -105.603\tvalid_0's quantile: 2.68422\n",
"[97]\tvalid_0's poisson: -105.617\tvalid_0's quantile: 2.68075\n",
"[98]\tvalid_0's poisson: -105.632\tvalid_0's quantile: 2.67748\n",
"[99]\tvalid_0's poisson: -105.645\tvalid_0's quantile: 2.67691\n",
"[100]\tvalid_0's poisson: -105.656\tvalid_0's quantile: 2.67593\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -65.941\tvalid_0's quantile: 10.929\n",
"[2]\tvalid_0's poisson: -68.2377\tvalid_0's quantile: 10.2411\n",
"[3]\tvalid_0's poisson: -70.3382\tvalid_0's quantile: 9.64991\n",
"[4]\tvalid_0's poisson: -72.1699\tvalid_0's quantile: 9.14814\n",
"[5]\tvalid_0's poisson: -73.9162\tvalid_0's quantile: 8.6616\n",
"[6]\tvalid_0's poisson: -75.6282\tvalid_0's quantile: 8.22626\n",
"[7]\tvalid_0's poisson: -77.3055\tvalid_0's quantile: 7.80734\n",
"[8]\tvalid_0's poisson: -78.8081\tvalid_0's quantile: 7.43606\n",
"[9]\tvalid_0's poisson: -80.2679\tvalid_0's quantile: 7.08065\n",
"[10]\tvalid_0's poisson: -81.5946\tvalid_0's quantile: 6.75762\n",
"[11]\tvalid_0's poisson: -82.7786\tvalid_0's quantile: 6.48793\n",
"[12]\tvalid_0's poisson: -83.9727\tvalid_0's quantile: 6.21991\n",
"[13]\tvalid_0's poisson: -85.07\tvalid_0's quantile: 5.99721\n",
"[14]\tvalid_0's poisson: -86.1673\tvalid_0's quantile: 5.77973\n",
"[15]\tvalid_0's poisson: -87.2174\tvalid_0's quantile: 5.5801\n",
"[16]\tvalid_0's poisson: -88.1375\tvalid_0's quantile: 5.40568\n",
"[17]\tvalid_0's poisson: -89.0627\tvalid_0's quantile: 5.23572\n",
"[18]\tvalid_0's poisson: -89.858\tvalid_0's quantile: 5.08694\n",
"[19]\tvalid_0's poisson: -90.6758\tvalid_0's quantile: 4.94806\n",
"[20]\tvalid_0's poisson: -91.4403\tvalid_0's quantile: 4.81981\n",
"[21]\tvalid_0's poisson: -92.1577\tvalid_0's quantile: 4.70241\n",
"[22]\tvalid_0's poisson: -92.8791\tvalid_0's quantile: 4.58684\n",
"[23]\tvalid_0's poisson: -93.5139\tvalid_0's quantile: 4.48551\n",
"[24]\tvalid_0's poisson: -94.1406\tvalid_0's quantile: 4.38841\n",
"[25]\tvalid_0's poisson: -94.7564\tvalid_0's quantile: 4.28748\n",
"[26]\tvalid_0's poisson: -95.3075\tvalid_0's quantile: 4.18981\n",
"[27]\tvalid_0's poisson: -95.8265\tvalid_0's quantile: 4.10631\n",
"[28]\tvalid_0's poisson: -96.3141\tvalid_0's quantile: 4.02928\n",
"[29]\tvalid_0's poisson: -96.8097\tvalid_0's quantile: 3.94892\n",
"[30]\tvalid_0's poisson: -97.2821\tvalid_0's quantile: 3.877\n",
"[31]\tvalid_0's poisson: -97.7198\tvalid_0's quantile: 3.8137\n",
"[32]\tvalid_0's poisson: -98.1449\tvalid_0's quantile: 3.7513\n",
"[33]\tvalid_0's poisson: -98.5551\tvalid_0's quantile: 3.69675\n",
"[34]\tvalid_0's poisson: -98.9364\tvalid_0's quantile: 3.64279\n",
"[35]\tvalid_0's poisson: -99.2826\tvalid_0's quantile: 3.59332\n",
"[36]\tvalid_0's poisson: -99.6136\tvalid_0's quantile: 3.5452\n",
"[37]\tvalid_0's poisson: -99.9145\tvalid_0's quantile: 3.50105\n",
"[38]\tvalid_0's poisson: -100.234\tvalid_0's quantile: 3.45732\n",
"[39]\tvalid_0's poisson: -100.535\tvalid_0's quantile: 3.41559\n",
"[40]\tvalid_0's poisson: -100.814\tvalid_0's quantile: 3.37609\n",
"[41]\tvalid_0's poisson: -101.06\tvalid_0's quantile: 3.34173\n",
"[42]\tvalid_0's poisson: -101.317\tvalid_0's quantile: 3.30712\n",
"[43]\tvalid_0's poisson: -101.552\tvalid_0's quantile: 3.27738\n",
"[44]\tvalid_0's poisson: -101.763\tvalid_0's quantile: 3.24813\n",
"[45]\tvalid_0's poisson: -101.976\tvalid_0's quantile: 3.222\n",
"[46]\tvalid_0's poisson: -102.172\tvalid_0's quantile: 3.1963\n",
"[47]\tvalid_0's poisson: -102.362\tvalid_0's quantile: 3.16953\n",
"[48]\tvalid_0's poisson: -102.526\tvalid_0's quantile: 3.14389\n",
"[49]\tvalid_0's poisson: -102.702\tvalid_0's quantile: 3.12237\n",
"[50]\tvalid_0's poisson: -102.859\tvalid_0's quantile: 3.10369\n",
"[51]\tvalid_0's poisson: -103.009\tvalid_0's quantile: 3.08469\n",
"[52]\tvalid_0's poisson: -103.128\tvalid_0's quantile: 3.06312\n",
"[53]\tvalid_0's poisson: -103.264\tvalid_0's quantile: 3.04736\n",
"[54]\tvalid_0's poisson: -103.394\tvalid_0's quantile: 3.03243\n",
"[55]\tvalid_0's poisson: -103.511\tvalid_0's quantile: 3.01598\n",
"[56]\tvalid_0's poisson: -103.615\tvalid_0's quantile: 2.99927\n",
"[57]\tvalid_0's poisson: -103.716\tvalid_0's quantile: 2.98356\n",
"[58]\tvalid_0's poisson: -103.823\tvalid_0's quantile: 2.96162\n",
"[59]\tvalid_0's poisson: -103.921\tvalid_0's quantile: 2.94759\n",
"[60]\tvalid_0's poisson: -104.019\tvalid_0's quantile: 2.93289\n",
"[61]\tvalid_0's poisson: -104.105\tvalid_0's quantile: 2.92142\n",
"[62]\tvalid_0's poisson: -104.188\tvalid_0's quantile: 2.91113\n",
"[63]\tvalid_0's poisson: -104.263\tvalid_0's quantile: 2.90205\n",
"[64]\tvalid_0's poisson: -104.328\tvalid_0's quantile: 2.89319\n",
"[65]\tvalid_0's poisson: -104.394\tvalid_0's quantile: 2.88525\n",
"[66]\tvalid_0's poisson: -104.441\tvalid_0's quantile: 2.87678\n",
"[67]\tvalid_0's poisson: -104.502\tvalid_0's quantile: 2.86979\n",
"[68]\tvalid_0's poisson: -104.561\tvalid_0's quantile: 2.86261\n",
"[69]\tvalid_0's poisson: -104.62\tvalid_0's quantile: 2.84415\n",
"[70]\tvalid_0's poisson: -104.67\tvalid_0's quantile: 2.83895\n",
"[71]\tvalid_0's poisson: -104.721\tvalid_0's quantile: 2.83331\n",
"[72]\tvalid_0's poisson: -104.756\tvalid_0's quantile: 2.82787\n",
"[73]\tvalid_0's poisson: -104.8\tvalid_0's quantile: 2.82335\n",
"[74]\tvalid_0's poisson: -104.845\tvalid_0's quantile: 2.8189\n",
"[75]\tvalid_0's poisson: -104.887\tvalid_0's quantile: 2.81487\n",
"[76]\tvalid_0's poisson: -104.928\tvalid_0's quantile: 2.81088\n",
"[77]\tvalid_0's poisson: -104.962\tvalid_0's quantile: 2.808\n",
"[78]\tvalid_0's poisson: -104.995\tvalid_0's quantile: 2.80533\n",
"[79]\tvalid_0's poisson: -105.023\tvalid_0's quantile: 2.80122\n",
"[80]\tvalid_0's poisson: -105.053\tvalid_0's quantile: 2.79529\n",
"[81]\tvalid_0's poisson: -105.075\tvalid_0's quantile: 2.79244\n",
"[82]\tvalid_0's poisson: -105.102\tvalid_0's quantile: 2.78777\n",
"[83]\tvalid_0's poisson: -105.13\tvalid_0's quantile: 2.78535\n",
"[84]\tvalid_0's poisson: -105.156\tvalid_0's quantile: 2.78299\n",
"[85]\tvalid_0's poisson: -105.181\tvalid_0's quantile: 2.77966\n",
"[86]\tvalid_0's poisson: -105.203\tvalid_0's quantile: 2.77624\n",
"[87]\tvalid_0's poisson: -105.224\tvalid_0's quantile: 2.7747\n",
"[88]\tvalid_0's poisson: -105.247\tvalid_0's quantile: 2.77253\n",
"[89]\tvalid_0's poisson: -105.269\tvalid_0's quantile: 2.7657\n",
"[90]\tvalid_0's poisson: -105.289\tvalid_0's quantile: 2.76315\n",
"[91]\tvalid_0's poisson: -105.299\tvalid_0's quantile: 2.75808\n",
"[92]\tvalid_0's poisson: -105.322\tvalid_0's quantile: 2.75614\n",
"[93]\tvalid_0's poisson: -105.339\tvalid_0's quantile: 2.75432\n",
"[94]\tvalid_0's poisson: -105.357\tvalid_0's quantile: 2.75166\n",
"[95]\tvalid_0's poisson: -105.371\tvalid_0's quantile: 2.7493\n",
"[96]\tvalid_0's poisson: -105.383\tvalid_0's quantile: 2.74751\n",
"[97]\tvalid_0's poisson: -105.397\tvalid_0's quantile: 2.74647\n",
"[98]\tvalid_0's poisson: -105.409\tvalid_0's quantile: 2.74339\n",
"[99]\tvalid_0's poisson: -105.421\tvalid_0's quantile: 2.73326\n",
"[100]\tvalid_0's poisson: -105.436\tvalid_0's quantile: 2.73123\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -64.6716\tvalid_0's quantile: 10.9629\n",
"[2]\tvalid_0's poisson: -66.9338\tvalid_0's quantile: 10.3151\n",
"[3]\tvalid_0's poisson: -69.038\tvalid_0's quantile: 9.73089\n",
"[4]\tvalid_0's poisson: -70.945\tvalid_0's quantile: 9.199\n",
"[5]\tvalid_0's poisson: -72.8744\tvalid_0's quantile: 8.71599\n",
"[6]\tvalid_0's poisson: -74.6626\tvalid_0's quantile: 8.2771\n",
"[7]\tvalid_0's poisson: -76.3523\tvalid_0's quantile: 7.85845\n",
"[8]\tvalid_0's poisson: -77.917\tvalid_0's quantile: 7.47835\n",
"[9]\tvalid_0's poisson: -79.4572\tvalid_0's quantile: 7.11844\n",
"[10]\tvalid_0's poisson: -80.8894\tvalid_0's quantile: 6.79188\n",
"[11]\tvalid_0's poisson: -82.2199\tvalid_0's quantile: 6.50635\n",
"[12]\tvalid_0's poisson: -83.4733\tvalid_0's quantile: 6.25493\n",
"[13]\tvalid_0's poisson: -84.6463\tvalid_0's quantile: 6.01889\n",
"[14]\tvalid_0's poisson: -85.7323\tvalid_0's quantile: 5.80769\n",
"[15]\tvalid_0's poisson: -86.743\tvalid_0's quantile: 5.62145\n",
"[16]\tvalid_0's poisson: -87.698\tvalid_0's quantile: 5.44051\n",
"[17]\tvalid_0's poisson: -88.6819\tvalid_0's quantile: 5.26069\n",
"[18]\tvalid_0's poisson: -89.6049\tvalid_0's quantile: 5.10058\n",
"[19]\tvalid_0's poisson: -90.4534\tvalid_0's quantile: 4.95154\n",
"[20]\tvalid_0's poisson: -91.2665\tvalid_0's quantile: 4.813\n",
"[21]\tvalid_0's poisson: -91.9908\tvalid_0's quantile: 4.68971\n",
"[22]\tvalid_0's poisson: -92.7226\tvalid_0's quantile: 4.57097\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[23]\tvalid_0's poisson: -93.4134\tvalid_0's quantile: 4.4577\n",
"[24]\tvalid_0's poisson: -94.0618\tvalid_0's quantile: 4.3498\n",
"[25]\tvalid_0's poisson: -94.6647\tvalid_0's quantile: 4.24731\n",
"[26]\tvalid_0's poisson: -95.2482\tvalid_0's quantile: 4.15816\n",
"[27]\tvalid_0's poisson: -95.7938\tvalid_0's quantile: 4.07495\n",
"[28]\tvalid_0's poisson: -96.3172\tvalid_0's quantile: 3.99691\n",
"[29]\tvalid_0's poisson: -96.8072\tvalid_0's quantile: 3.91766\n",
"[30]\tvalid_0's poisson: -97.2858\tvalid_0's quantile: 3.84822\n",
"[31]\tvalid_0's poisson: -97.7241\tvalid_0's quantile: 3.78131\n",
"[32]\tvalid_0's poisson: -98.1389\tvalid_0's quantile: 3.72136\n",
"[33]\tvalid_0's poisson: -98.5355\tvalid_0's quantile: 3.66722\n",
"[34]\tvalid_0's poisson: -98.9138\tvalid_0's quantile: 3.61314\n",
"[35]\tvalid_0's poisson: -99.269\tvalid_0's quantile: 3.56342\n",
"[36]\tvalid_0's poisson: -99.6124\tvalid_0's quantile: 3.51386\n",
"[37]\tvalid_0's poisson: -99.9356\tvalid_0's quantile: 3.4683\n",
"[38]\tvalid_0's poisson: -100.254\tvalid_0's quantile: 3.42428\n",
"[39]\tvalid_0's poisson: -100.554\tvalid_0's quantile: 3.38048\n",
"[40]\tvalid_0's poisson: -100.824\tvalid_0's quantile: 3.34558\n",
"[41]\tvalid_0's poisson: -101.086\tvalid_0's quantile: 3.30916\n",
"[42]\tvalid_0's poisson: -101.325\tvalid_0's quantile: 3.27497\n",
"[43]\tvalid_0's poisson: -101.549\tvalid_0's quantile: 3.24626\n",
"[44]\tvalid_0's poisson: -101.756\tvalid_0's quantile: 3.21548\n",
"[45]\tvalid_0's poisson: -101.957\tvalid_0's quantile: 3.18983\n",
"[46]\tvalid_0's poisson: -102.154\tvalid_0's quantile: 3.16624\n",
"[47]\tvalid_0's poisson: -102.326\tvalid_0's quantile: 3.14112\n",
"[48]\tvalid_0's poisson: -102.495\tvalid_0's quantile: 3.11874\n",
"[49]\tvalid_0's poisson: -102.655\tvalid_0's quantile: 3.10031\n",
"[50]\tvalid_0's poisson: -102.798\tvalid_0's quantile: 3.08409\n",
"[51]\tvalid_0's poisson: -102.941\tvalid_0's quantile: 3.06612\n",
"[52]\tvalid_0's poisson: -103.081\tvalid_0's quantile: 3.04894\n",
"[53]\tvalid_0's poisson: -103.209\tvalid_0's quantile: 3.03468\n",
"[54]\tvalid_0's poisson: -103.329\tvalid_0's quantile: 3.02028\n",
"[55]\tvalid_0's poisson: -103.448\tvalid_0's quantile: 3.00687\n",
"[56]\tvalid_0's poisson: -103.563\tvalid_0's quantile: 2.9895\n",
"[57]\tvalid_0's poisson: -103.672\tvalid_0's quantile: 2.97544\n",
"[58]\tvalid_0's poisson: -103.784\tvalid_0's quantile: 2.96314\n",
"[59]\tvalid_0's poisson: -103.884\tvalid_0's quantile: 2.95151\n",
"[60]\tvalid_0's poisson: -103.978\tvalid_0's quantile: 2.94046\n",
"[61]\tvalid_0's poisson: -104.068\tvalid_0's quantile: 2.92625\n",
"[62]\tvalid_0's poisson: -104.151\tvalid_0's quantile: 2.91706\n",
"[63]\tvalid_0's poisson: -104.231\tvalid_0's quantile: 2.90711\n",
"[64]\tvalid_0's poisson: -104.304\tvalid_0's quantile: 2.89493\n",
"[65]\tvalid_0's poisson: -104.374\tvalid_0's quantile: 2.88636\n",
"[66]\tvalid_0's poisson: -104.439\tvalid_0's quantile: 2.87834\n",
"[67]\tvalid_0's poisson: -104.496\tvalid_0's quantile: 2.86613\n",
"[68]\tvalid_0's poisson: -104.552\tvalid_0's quantile: 2.85525\n",
"[69]\tvalid_0's poisson: -104.608\tvalid_0's quantile: 2.84802\n",
"[70]\tvalid_0's poisson: -104.66\tvalid_0's quantile: 2.84069\n",
"[71]\tvalid_0's poisson: -104.711\tvalid_0's quantile: 2.82508\n",
"[72]\tvalid_0's poisson: -104.76\tvalid_0's quantile: 2.81499\n",
"[73]\tvalid_0's poisson: -104.806\tvalid_0's quantile: 2.81045\n",
"[74]\tvalid_0's poisson: -104.849\tvalid_0's quantile: 2.80656\n",
"[75]\tvalid_0's poisson: -104.893\tvalid_0's quantile: 2.80258\n",
"[76]\tvalid_0's poisson: -104.938\tvalid_0's quantile: 2.79792\n",
"[77]\tvalid_0's poisson: -104.972\tvalid_0's quantile: 2.7929\n",
"[78]\tvalid_0's poisson: -105.004\tvalid_0's quantile: 2.79044\n",
"[79]\tvalid_0's poisson: -105.038\tvalid_0's quantile: 2.78602\n",
"[80]\tvalid_0's poisson: -105.065\tvalid_0's quantile: 2.78461\n",
"[81]\tvalid_0's poisson: -105.095\tvalid_0's quantile: 2.78112\n",
"[82]\tvalid_0's poisson: -105.118\tvalid_0's quantile: 2.7793\n",
"[83]\tvalid_0's poisson: -105.141\tvalid_0's quantile: 2.77797\n",
"[84]\tvalid_0's poisson: -105.17\tvalid_0's quantile: 2.77548\n",
"[85]\tvalid_0's poisson: -105.198\tvalid_0's quantile: 2.77262\n",
"[86]\tvalid_0's poisson: -105.221\tvalid_0's quantile: 2.7682\n",
"[87]\tvalid_0's poisson: -105.239\tvalid_0's quantile: 2.76693\n",
"[88]\tvalid_0's poisson: -105.261\tvalid_0's quantile: 2.76444\n",
"[89]\tvalid_0's poisson: -105.282\tvalid_0's quantile: 2.76225\n",
"[90]\tvalid_0's poisson: -105.303\tvalid_0's quantile: 2.76085\n",
"[91]\tvalid_0's poisson: -105.327\tvalid_0's quantile: 2.75872\n",
"[92]\tvalid_0's poisson: -105.349\tvalid_0's quantile: 2.75718\n",
"[93]\tvalid_0's poisson: -105.371\tvalid_0's quantile: 2.75592\n",
"[94]\tvalid_0's poisson: -105.391\tvalid_0's quantile: 2.75504\n",
"[95]\tvalid_0's poisson: -105.406\tvalid_0's quantile: 2.75375\n",
"[96]\tvalid_0's poisson: -105.424\tvalid_0's quantile: 2.75224\n",
"[97]\tvalid_0's poisson: -105.439\tvalid_0's quantile: 2.75117\n",
"[98]\tvalid_0's poisson: -105.456\tvalid_0's quantile: 2.74994\n",
"[99]\tvalid_0's poisson: -105.468\tvalid_0's quantile: 2.7492\n",
"[100]\tvalid_0's poisson: -105.48\tvalid_0's quantile: 2.7483\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6214\tvalid_0's quantile: 11.5532\n",
"[2]\tvalid_0's poisson: -63.123\tvalid_0's quantile: 11.4057\n",
"[3]\tvalid_0's poisson: -63.6132\tvalid_0's quantile: 11.2609\n",
"[4]\tvalid_0's poisson: -64.0906\tvalid_0's quantile: 11.121\n",
"[5]\tvalid_0's poisson: -64.5618\tvalid_0's quantile: 10.984\n",
"[6]\tvalid_0's poisson: -65.0208\tvalid_0's quantile: 10.8509\n",
"[7]\tvalid_0's poisson: -65.4634\tvalid_0's quantile: 10.7238\n",
"[8]\tvalid_0's poisson: -65.8909\tvalid_0's quantile: 10.6007\n",
"[9]\tvalid_0's poisson: -66.3156\tvalid_0's quantile: 10.48\n",
"[10]\tvalid_0's poisson: -66.7262\tvalid_0's quantile: 10.3636\n",
"[11]\tvalid_0's poisson: -67.1304\tvalid_0's quantile: 10.2513\n",
"[12]\tvalid_0's poisson: -67.5172\tvalid_0's quantile: 10.1427\n",
"[13]\tvalid_0's poisson: -67.9149\tvalid_0's quantile: 10.0346\n",
"[14]\tvalid_0's poisson: -68.2537\tvalid_0's quantile: 9.93595\n",
"[15]\tvalid_0's poisson: -68.6793\tvalid_0's quantile: 9.82183\n",
"[16]\tvalid_0's poisson: -69.0561\tvalid_0's quantile: 9.72184\n",
"[17]\tvalid_0's poisson: -69.4213\tvalid_0's quantile: 9.6251\n",
"[18]\tvalid_0's poisson: -69.8213\tvalid_0's quantile: 9.51882\n",
"[19]\tvalid_0's poisson: -70.2076\tvalid_0's quantile: 9.417\n",
"[20]\tvalid_0's poisson: -70.5924\tvalid_0's quantile: 9.31792\n",
"[21]\tvalid_0's poisson: -70.9586\tvalid_0's quantile: 9.22225\n",
"[22]\tvalid_0's poisson: -71.3607\tvalid_0's quantile: 9.12425\n",
"[23]\tvalid_0's poisson: -71.7584\tvalid_0's quantile: 9.02771\n",
"[24]\tvalid_0's poisson: -72.1661\tvalid_0's quantile: 8.9312\n",
"[25]\tvalid_0's poisson: -72.5644\tvalid_0's quantile: 8.8371\n",
"[26]\tvalid_0's poisson: -72.9546\tvalid_0's quantile: 8.74508\n",
"[27]\tvalid_0's poisson: -73.3374\tvalid_0's quantile: 8.65233\n",
"[28]\tvalid_0's poisson: -73.712\tvalid_0's quantile: 8.56195\n",
"[29]\tvalid_0's poisson: -74.0786\tvalid_0's quantile: 8.4745\n",
"[30]\tvalid_0's poisson: -74.448\tvalid_0's quantile: 8.38895\n",
"[31]\tvalid_0's poisson: -74.8013\tvalid_0's quantile: 8.30491\n",
"[32]\tvalid_0's poisson: -75.1474\tvalid_0's quantile: 8.22333\n",
"[33]\tvalid_0's poisson: -75.4697\tvalid_0's quantile: 8.14449\n",
"[34]\tvalid_0's poisson: -75.7871\tvalid_0's quantile: 8.06712\n",
"[35]\tvalid_0's poisson: -76.0993\tvalid_0's quantile: 7.99006\n",
"[36]\tvalid_0's poisson: -76.4297\tvalid_0's quantile: 7.91965\n",
"[37]\tvalid_0's poisson: -76.7431\tvalid_0's quantile: 7.84585\n",
"[38]\tvalid_0's poisson: -77.0395\tvalid_0's quantile: 7.77259\n",
"[39]\tvalid_0's poisson: -77.3184\tvalid_0's quantile: 7.70309\n",
"[40]\tvalid_0's poisson: -77.6048\tvalid_0's quantile: 7.63315\n",
"[41]\tvalid_0's poisson: -77.8854\tvalid_0's quantile: 7.56576\n",
"[42]\tvalid_0's poisson: -78.1604\tvalid_0's quantile: 7.49962\n",
"[43]\tvalid_0's poisson: -78.4638\tvalid_0's quantile: 7.43606\n",
"[44]\tvalid_0's poisson: -78.7612\tvalid_0's quantile: 7.37484\n",
"[45]\tvalid_0's poisson: -79.0677\tvalid_0's quantile: 7.30738\n",
"[46]\tvalid_0's poisson: -79.3269\tvalid_0's quantile: 7.24529\n",
"[47]\tvalid_0's poisson: -79.5809\tvalid_0's quantile: 7.18458\n",
"[48]\tvalid_0's poisson: -79.832\tvalid_0's quantile: 7.12613\n",
"[49]\tvalid_0's poisson: -80.0775\tvalid_0's quantile: 7.06919\n",
"[50]\tvalid_0's poisson: -80.3637\tvalid_0's quantile: 7.00801\n",
"[51]\tvalid_0's poisson: -80.6443\tvalid_0's quantile: 6.94834\n",
"[52]\tvalid_0's poisson: -80.9156\tvalid_0's quantile: 6.89858\n",
"[53]\tvalid_0's poisson: -81.1818\tvalid_0's quantile: 6.84994\n",
"[54]\tvalid_0's poisson: -81.4477\tvalid_0's quantile: 6.79365\n",
"[55]\tvalid_0's poisson: -81.7086\tvalid_0's quantile: 6.73881\n",
"[56]\tvalid_0's poisson: -81.9661\tvalid_0's quantile: 6.68602\n",
"[57]\tvalid_0's poisson: -82.2186\tvalid_0's quantile: 6.63528\n",
"[58]\tvalid_0's poisson: -82.4663\tvalid_0's quantile: 6.58567\n",
"[59]\tvalid_0's poisson: -82.7263\tvalid_0's quantile: 6.54334\n",
"[60]\tvalid_0's poisson: -82.9653\tvalid_0's quantile: 6.49579\n",
"[61]\tvalid_0's poisson: -83.2226\tvalid_0's quantile: 6.44693\n",
"[62]\tvalid_0's poisson: -83.475\tvalid_0's quantile: 6.3993\n",
"[63]\tvalid_0's poisson: -83.7318\tvalid_0's quantile: 6.35763\n",
"[64]\tvalid_0's poisson: -83.9556\tvalid_0's quantile: 6.31402\n",
"[65]\tvalid_0's poisson: -84.2044\tvalid_0's quantile: 6.27405\n",
"[66]\tvalid_0's poisson: -84.4487\tvalid_0's quantile: 6.23474\n",
"[67]\tvalid_0's poisson: -84.6613\tvalid_0's quantile: 6.19351\n",
"[68]\tvalid_0's poisson: -84.8929\tvalid_0's quantile: 6.15052\n",
"[69]\tvalid_0's poisson: -85.1202\tvalid_0's quantile: 6.1085\n",
"[70]\tvalid_0's poisson: -85.3613\tvalid_0's quantile: 6.07217\n",
"[71]\tvalid_0's poisson: -85.5766\tvalid_0's quantile: 6.03205\n",
"[72]\tvalid_0's poisson: -85.7878\tvalid_0's quantile: 5.99274\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -86.0184\tvalid_0's quantile: 5.95852\n",
"[74]\tvalid_0's poisson: -86.2238\tvalid_0's quantile: 5.92066\n",
"[75]\tvalid_0's poisson: -86.4141\tvalid_0's quantile: 5.88486\n",
"[76]\tvalid_0's poisson: -86.6008\tvalid_0's quantile: 5.84992\n",
"[77]\tvalid_0's poisson: -86.8185\tvalid_0's quantile: 5.81783\n",
"[78]\tvalid_0's poisson: -87.0209\tvalid_0's quantile: 5.78597\n",
"[79]\tvalid_0's poisson: -87.2334\tvalid_0's quantile: 5.75499\n",
"[80]\tvalid_0's poisson: -87.4061\tvalid_0's quantile: 5.72186\n",
"[81]\tvalid_0's poisson: -87.6125\tvalid_0's quantile: 5.6917\n",
"[82]\tvalid_0's poisson: -87.8075\tvalid_0's quantile: 5.6615\n",
"[83]\tvalid_0's poisson: -87.993\tvalid_0's quantile: 5.62822\n",
"[84]\tvalid_0's poisson: -88.1857\tvalid_0's quantile: 5.59967\n",
"[85]\tvalid_0's poisson: -88.3612\tvalid_0's quantile: 5.56988\n",
"[86]\tvalid_0's poisson: -88.5473\tvalid_0's quantile: 5.54228\n",
"[87]\tvalid_0's poisson: -88.7094\tvalid_0's quantile: 5.51183\n",
"[88]\tvalid_0's poisson: -88.8842\tvalid_0's quantile: 5.48086\n",
"[89]\tvalid_0's poisson: -89.0529\tvalid_0's quantile: 5.45069\n",
"[90]\tvalid_0's poisson: -89.2186\tvalid_0's quantile: 5.42099\n",
"[91]\tvalid_0's poisson: -89.3957\tvalid_0's quantile: 5.39568\n",
"[92]\tvalid_0's poisson: -89.5527\tvalid_0's quantile: 5.36899\n",
"[93]\tvalid_0's poisson: -89.7153\tvalid_0's quantile: 5.34031\n",
"[94]\tvalid_0's poisson: -89.8744\tvalid_0's quantile: 5.31256\n",
"[95]\tvalid_0's poisson: -90.0307\tvalid_0's quantile: 5.28551\n",
"[96]\tvalid_0's poisson: -90.188\tvalid_0's quantile: 5.26118\n",
"[97]\tvalid_0's poisson: -90.3333\tvalid_0's quantile: 5.23668\n",
"[98]\tvalid_0's poisson: -90.476\tvalid_0's quantile: 5.21267\n",
"[99]\tvalid_0's poisson: -90.6199\tvalid_0's quantile: 5.18885\n",
"[100]\tvalid_0's poisson: -90.768\tvalid_0's quantile: 5.1639\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6293\tvalid_0's quantile: 11.5529\n",
"[2]\tvalid_0's poisson: -63.0843\tvalid_0's quantile: 11.4122\n",
"[3]\tvalid_0's poisson: -63.5934\tvalid_0's quantile: 11.2658\n",
"[4]\tvalid_0's poisson: -64.0889\tvalid_0's quantile: 11.124\n",
"[5]\tvalid_0's poisson: -64.5716\tvalid_0's quantile: 10.9863\n",
"[6]\tvalid_0's poisson: -65.0419\tvalid_0's quantile: 10.8525\n",
"[7]\tvalid_0's poisson: -65.4839\tvalid_0's quantile: 10.7262\n",
"[8]\tvalid_0's poisson: -65.8778\tvalid_0's quantile: 10.6084\n",
"[9]\tvalid_0's poisson: -66.3012\tvalid_0's quantile: 10.4889\n",
"[10]\tvalid_0's poisson: -66.7336\tvalid_0's quantile: 10.3708\n",
"[11]\tvalid_0's poisson: -67.1396\tvalid_0's quantile: 10.2598\n",
"[12]\tvalid_0's poisson: -67.5532\tvalid_0's quantile: 10.149\n",
"[13]\tvalid_0's poisson: -67.9633\tvalid_0's quantile: 10.0402\n",
"[14]\tvalid_0's poisson: -68.362\tvalid_0's quantile: 9.93448\n",
"[15]\tvalid_0's poisson: -68.7907\tvalid_0's quantile: 9.81753\n",
"[16]\tvalid_0's poisson: -69.1657\tvalid_0's quantile: 9.70923\n",
"[17]\tvalid_0's poisson: -69.5746\tvalid_0's quantile: 9.59934\n",
"[18]\tvalid_0's poisson: -69.9738\tvalid_0's quantile: 9.49374\n",
"[19]\tvalid_0's poisson: -70.364\tvalid_0's quantile: 9.39199\n",
"[20]\tvalid_0's poisson: -70.7452\tvalid_0's quantile: 9.29288\n",
"[21]\tvalid_0's poisson: -71.128\tvalid_0's quantile: 9.19366\n",
"[22]\tvalid_0's poisson: -71.502\tvalid_0's quantile: 9.09686\n",
"[23]\tvalid_0's poisson: -71.9141\tvalid_0's quantile: 8.99718\n",
"[24]\tvalid_0's poisson: -72.3224\tvalid_0's quantile: 8.89786\n",
"[25]\tvalid_0's poisson: -72.7222\tvalid_0's quantile: 8.7982\n",
"[26]\tvalid_0's poisson: -73.1132\tvalid_0's quantile: 8.70095\n",
"[27]\tvalid_0's poisson: -73.4956\tvalid_0's quantile: 8.6072\n",
"[28]\tvalid_0's poisson: -73.8698\tvalid_0's quantile: 8.51604\n",
"[29]\tvalid_0's poisson: -74.2337\tvalid_0's quantile: 8.42715\n",
"[30]\tvalid_0's poisson: -74.5899\tvalid_0's quantile: 8.33979\n",
"[31]\tvalid_0's poisson: -74.939\tvalid_0's quantile: 8.25664\n",
"[32]\tvalid_0's poisson: -75.2712\tvalid_0's quantile: 8.18012\n",
"[33]\tvalid_0's poisson: -75.6134\tvalid_0's quantile: 8.10573\n",
"[34]\tvalid_0's poisson: -75.9531\tvalid_0's quantile: 8.02601\n",
"[35]\tvalid_0's poisson: -76.2534\tvalid_0's quantile: 7.95119\n",
"[36]\tvalid_0's poisson: -76.5801\tvalid_0's quantile: 7.87563\n",
"[37]\tvalid_0's poisson: -76.8925\tvalid_0's quantile: 7.79899\n",
"[38]\tvalid_0's poisson: -77.2095\tvalid_0's quantile: 7.7241\n",
"[39]\tvalid_0's poisson: -77.5182\tvalid_0's quantile: 7.6523\n",
"[40]\tvalid_0's poisson: -77.8149\tvalid_0's quantile: 7.58047\n",
"[41]\tvalid_0's poisson: -78.1191\tvalid_0's quantile: 7.51562\n",
"[42]\tvalid_0's poisson: -78.4061\tvalid_0's quantile: 7.44615\n",
"[43]\tvalid_0's poisson: -78.6704\tvalid_0's quantile: 7.38172\n",
"[44]\tvalid_0's poisson: -78.9233\tvalid_0's quantile: 7.31987\n",
"[45]\tvalid_0's poisson: -79.218\tvalid_0's quantile: 7.25402\n",
"[46]\tvalid_0's poisson: -79.486\tvalid_0's quantile: 7.19067\n",
"[47]\tvalid_0's poisson: -79.7486\tvalid_0's quantile: 7.12931\n",
"[48]\tvalid_0's poisson: -80.0052\tvalid_0's quantile: 7.06932\n",
"[49]\tvalid_0's poisson: -80.2879\tvalid_0's quantile: 7.00837\n",
"[50]\tvalid_0's poisson: -80.5591\tvalid_0's quantile: 6.95381\n",
"[51]\tvalid_0's poisson: -80.8321\tvalid_0's quantile: 6.8956\n",
"[52]\tvalid_0's poisson: -81.0997\tvalid_0's quantile: 6.8387\n",
"[53]\tvalid_0's poisson: -81.3716\tvalid_0's quantile: 6.78941\n",
"[54]\tvalid_0's poisson: -81.6295\tvalid_0's quantile: 6.73613\n",
"[55]\tvalid_0's poisson: -81.8952\tvalid_0's quantile: 6.68866\n",
"[56]\tvalid_0's poisson: -82.145\tvalid_0's quantile: 6.63795\n",
"[57]\tvalid_0's poisson: -82.4088\tvalid_0's quantile: 6.58677\n",
"[58]\tvalid_0's poisson: -82.6514\tvalid_0's quantile: 6.53671\n",
"[59]\tvalid_0's poisson: -82.8891\tvalid_0's quantile: 6.4886\n",
"[60]\tvalid_0's poisson: -83.1274\tvalid_0's quantile: 6.44397\n",
"[61]\tvalid_0's poisson: -83.4014\tvalid_0's quantile: 6.40083\n",
"[62]\tvalid_0's poisson: -83.6485\tvalid_0's quantile: 6.3549\n",
"[63]\tvalid_0's poisson: -83.8909\tvalid_0's quantile: 6.30998\n",
"[64]\tvalid_0's poisson: -84.1101\tvalid_0's quantile: 6.26775\n",
"[65]\tvalid_0's poisson: -84.3585\tvalid_0's quantile: 6.22603\n",
"[66]\tvalid_0's poisson: -84.6004\tvalid_0's quantile: 6.18647\n",
"[67]\tvalid_0's poisson: -84.8491\tvalid_0's quantile: 6.14822\n",
"[68]\tvalid_0's poisson: -85.0933\tvalid_0's quantile: 6.1107\n",
"[69]\tvalid_0's poisson: -85.3113\tvalid_0's quantile: 6.07027\n",
"[70]\tvalid_0's poisson: -85.5472\tvalid_0's quantile: 6.03451\n",
"[71]\tvalid_0's poisson: -85.7472\tvalid_0's quantile: 5.99452\n",
"[72]\tvalid_0's poisson: -85.9502\tvalid_0's quantile: 5.95781\n",
"[73]\tvalid_0's poisson: -86.1767\tvalid_0's quantile: 5.92237\n",
"[74]\tvalid_0's poisson: -86.3666\tvalid_0's quantile: 5.88518\n",
"[75]\tvalid_0's poisson: -86.5529\tvalid_0's quantile: 5.84923\n",
"[76]\tvalid_0's poisson: -86.7356\tvalid_0's quantile: 5.8145\n",
"[77]\tvalid_0's poisson: -86.9373\tvalid_0's quantile: 5.77941\n",
"[78]\tvalid_0's poisson: -87.1526\tvalid_0's quantile: 5.74829\n",
"[79]\tvalid_0's poisson: -87.3582\tvalid_0's quantile: 5.71615\n",
"[80]\tvalid_0's poisson: -87.5549\tvalid_0's quantile: 5.68542\n",
"[81]\tvalid_0's poisson: -87.7393\tvalid_0's quantile: 5.65317\n",
"[82]\tvalid_0's poisson: -87.9369\tvalid_0's quantile: 5.62473\n",
"[83]\tvalid_0's poisson: -88.1309\tvalid_0's quantile: 5.59715\n",
"[84]\tvalid_0's poisson: -88.3055\tvalid_0's quantile: 5.56775\n",
"[85]\tvalid_0's poisson: -88.4819\tvalid_0's quantile: 5.53735\n",
"[86]\tvalid_0's poisson: -88.6402\tvalid_0's quantile: 5.50629\n",
"[87]\tvalid_0's poisson: -88.8248\tvalid_0's quantile: 5.47935\n",
"[88]\tvalid_0's poisson: -88.9779\tvalid_0's quantile: 5.44909\n",
"[89]\tvalid_0's poisson: -89.1466\tvalid_0's quantile: 5.42026\n",
"[90]\tvalid_0's poisson: -89.3126\tvalid_0's quantile: 5.39323\n",
"[91]\tvalid_0's poisson: -89.4754\tvalid_0's quantile: 5.36665\n",
"[92]\tvalid_0's poisson: -89.6519\tvalid_0's quantile: 5.34253\n",
"[93]\tvalid_0's poisson: -89.8252\tvalid_0's quantile: 5.31771\n",
"[94]\tvalid_0's poisson: -89.9953\tvalid_0's quantile: 5.2944\n",
"[95]\tvalid_0's poisson: -90.1606\tvalid_0's quantile: 5.26993\n",
"[96]\tvalid_0's poisson: -90.3228\tvalid_0's quantile: 5.24592\n",
"[97]\tvalid_0's poisson: -90.4778\tvalid_0's quantile: 5.22267\n",
"[98]\tvalid_0's poisson: -90.6306\tvalid_0's quantile: 5.19618\n",
"[99]\tvalid_0's poisson: -90.7837\tvalid_0's quantile: 5.16996\n",
"[100]\tvalid_0's poisson: -90.9343\tvalid_0's quantile: 5.14495\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.2529\tvalid_0's quantile: 11.5404\n",
"[2]\tvalid_0's poisson: -63.6987\tvalid_0's quantile: 11.3953\n",
"[3]\tvalid_0's poisson: -64.1874\tvalid_0's quantile: 11.2462\n",
"[4]\tvalid_0's poisson: -64.6624\tvalid_0's quantile: 11.1019\n",
"[5]\tvalid_0's poisson: -65.0751\tvalid_0's quantile: 10.9682\n",
"[6]\tvalid_0's poisson: -65.5226\tvalid_0's quantile: 10.833\n",
"[7]\tvalid_0's poisson: -65.9722\tvalid_0's quantile: 10.701\n",
"[8]\tvalid_0's poisson: -66.3967\tvalid_0's quantile: 10.5744\n",
"[9]\tvalid_0's poisson: -66.7738\tvalid_0's quantile: 10.4572\n",
"[10]\tvalid_0's poisson: -67.1781\tvalid_0's quantile: 10.3383\n",
"[11]\tvalid_0's poisson: -67.5771\tvalid_0's quantile: 10.2243\n",
"[12]\tvalid_0's poisson: -67.9742\tvalid_0's quantile: 10.1111\n",
"[13]\tvalid_0's poisson: -68.349\tvalid_0's quantile: 10.0036\n",
"[14]\tvalid_0's poisson: -68.7174\tvalid_0's quantile: 9.89783\n",
"[15]\tvalid_0's poisson: -69.0862\tvalid_0's quantile: 9.79345\n",
"[16]\tvalid_0's poisson: -69.4619\tvalid_0's quantile: 9.69051\n",
"[17]\tvalid_0's poisson: -69.8182\tvalid_0's quantile: 9.59223\n",
"[18]\tvalid_0's poisson: -70.2137\tvalid_0's quantile: 9.48171\n",
"[19]\tvalid_0's poisson: -70.5916\tvalid_0's quantile: 9.37545\n",
"[20]\tvalid_0's poisson: -70.9992\tvalid_0's quantile: 9.27019\n",
"[21]\tvalid_0's poisson: -71.3974\tvalid_0's quantile: 9.16717\n",
"[22]\tvalid_0's poisson: -71.7549\tvalid_0's quantile: 9.06891\n",
"[23]\tvalid_0's poisson: -72.1039\tvalid_0's quantile: 8.98144\n",
"[24]\tvalid_0's poisson: -72.5087\tvalid_0's quantile: 8.88056\n",
"[25]\tvalid_0's poisson: -72.9046\tvalid_0's quantile: 8.78244\n",
"[26]\tvalid_0's poisson: -73.2947\tvalid_0's quantile: 8.687\n",
"[27]\tvalid_0's poisson: -73.6769\tvalid_0's quantile: 8.59344\n",
"[28]\tvalid_0's poisson: -74.0508\tvalid_0's quantile: 8.50249\n",
"[29]\tvalid_0's poisson: -74.4177\tvalid_0's quantile: 8.4103\n",
"[30]\tvalid_0's poisson: -74.7767\tvalid_0's quantile: 8.3203\n",
"[31]\tvalid_0's poisson: -75.1279\tvalid_0's quantile: 8.23236\n",
"[32]\tvalid_0's poisson: -75.4678\tvalid_0's quantile: 8.14758\n",
"[33]\tvalid_0's poisson: -75.8073\tvalid_0's quantile: 8.06523\n",
"[34]\tvalid_0's poisson: -76.1348\tvalid_0's quantile: 7.98338\n",
"[35]\tvalid_0's poisson: -76.4604\tvalid_0's quantile: 7.90417\n",
"[36]\tvalid_0's poisson: -76.7739\tvalid_0's quantile: 7.82841\n",
"[37]\tvalid_0's poisson: -77.0921\tvalid_0's quantile: 7.7528\n",
"[38]\tvalid_0's poisson: -77.3728\tvalid_0's quantile: 7.68179\n",
"[39]\tvalid_0's poisson: -77.6745\tvalid_0's quantile: 7.61117\n",
"[40]\tvalid_0's poisson: -77.9701\tvalid_0's quantile: 7.54183\n",
"[41]\tvalid_0's poisson: -78.2568\tvalid_0's quantile: 7.47092\n",
"[42]\tvalid_0's poisson: -78.546\tvalid_0's quantile: 7.40406\n",
"[43]\tvalid_0's poisson: -78.8299\tvalid_0's quantile: 7.33737\n",
"[44]\tvalid_0's poisson: -79.1411\tvalid_0's quantile: 7.26822\n",
"[45]\tvalid_0's poisson: -79.4277\tvalid_0's quantile: 7.20154\n",
"[46]\tvalid_0's poisson: -79.7086\tvalid_0's quantile: 7.13725\n",
"[47]\tvalid_0's poisson: -80.0264\tvalid_0's quantile: 7.081\n",
"[48]\tvalid_0's poisson: -80.3202\tvalid_0's quantile: 7.01726\n",
"[49]\tvalid_0's poisson: -80.5863\tvalid_0's quantile: 6.95698\n",
"[50]\tvalid_0's poisson: -80.868\tvalid_0's quantile: 6.89693\n",
"[51]\tvalid_0's poisson: -81.1678\tvalid_0's quantile: 6.84438\n",
"[52]\tvalid_0's poisson: -81.4617\tvalid_0's quantile: 6.7937\n",
"[53]\tvalid_0's poisson: -81.7348\tvalid_0's quantile: 6.73718\n",
"[54]\tvalid_0's poisson: -81.9705\tvalid_0's quantile: 6.68611\n",
"[55]\tvalid_0's poisson: -82.2383\tvalid_0's quantile: 6.64033\n",
"[56]\tvalid_0's poisson: -82.5001\tvalid_0's quantile: 6.58829\n",
"[57]\tvalid_0's poisson: -82.7569\tvalid_0's quantile: 6.53708\n",
"[58]\tvalid_0's poisson: -82.9911\tvalid_0's quantile: 6.48848\n",
"[59]\tvalid_0's poisson: -83.2398\tvalid_0's quantile: 6.43919\n",
"[60]\tvalid_0's poisson: -83.4666\tvalid_0's quantile: 6.39306\n",
"[61]\tvalid_0's poisson: -83.7076\tvalid_0's quantile: 6.3465\n",
"[62]\tvalid_0's poisson: -83.9427\tvalid_0's quantile: 6.30104\n",
"[63]\tvalid_0's poisson: -84.1591\tvalid_0's quantile: 6.25794\n",
"[64]\tvalid_0's poisson: -84.3955\tvalid_0's quantile: 6.21836\n",
"[65]\tvalid_0's poisson: -84.61\tvalid_0's quantile: 6.17616\n",
"[66]\tvalid_0's poisson: -84.8322\tvalid_0's quantile: 6.13378\n",
"[67]\tvalid_0's poisson: -85.0359\tvalid_0's quantile: 6.09388\n",
"[68]\tvalid_0's poisson: -85.2612\tvalid_0's quantile: 6.05653\n",
"[69]\tvalid_0's poisson: -85.4926\tvalid_0's quantile: 6.02035\n",
"[70]\tvalid_0's poisson: -85.7183\tvalid_0's quantile: 5.98379\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[71]\tvalid_0's poisson: -85.9416\tvalid_0's quantile: 5.94913\n",
"[72]\tvalid_0's poisson: -86.129\tvalid_0's quantile: 5.91261\n",
"[73]\tvalid_0's poisson: -86.3451\tvalid_0's quantile: 5.87911\n",
"[74]\tvalid_0's poisson: -86.5568\tvalid_0's quantile: 5.84622\n",
"[75]\tvalid_0's poisson: -86.744\tvalid_0's quantile: 5.81024\n",
"[76]\tvalid_0's poisson: -86.9275\tvalid_0's quantile: 5.77504\n",
"[77]\tvalid_0's poisson: -87.115\tvalid_0's quantile: 5.74006\n",
"[78]\tvalid_0's poisson: -87.3133\tvalid_0's quantile: 5.70954\n",
"[79]\tvalid_0's poisson: -87.5079\tvalid_0's quantile: 5.67975\n",
"[80]\tvalid_0's poisson: -87.6734\tvalid_0's quantile: 5.64781\n",
"[81]\tvalid_0's poisson: -87.8357\tvalid_0's quantile: 5.61649\n",
"[82]\tvalid_0's poisson: -87.9948\tvalid_0's quantile: 5.58584\n",
"[83]\tvalid_0's poisson: -88.1509\tvalid_0's quantile: 5.55592\n",
"[84]\tvalid_0's poisson: -88.3278\tvalid_0's quantile: 5.52455\n",
"[85]\tvalid_0's poisson: -88.4875\tvalid_0's quantile: 5.49616\n",
"[86]\tvalid_0's poisson: -88.6697\tvalid_0's quantile: 5.46946\n",
"[87]\tvalid_0's poisson: -88.8386\tvalid_0's quantile: 5.43991\n",
"[88]\tvalid_0's poisson: -89.0025\tvalid_0's quantile: 5.41143\n",
"[89]\tvalid_0's poisson: -89.1795\tvalid_0's quantile: 5.38473\n",
"[90]\tvalid_0's poisson: -89.34\tvalid_0's quantile: 5.35686\n",
"[91]\tvalid_0's poisson: -89.4938\tvalid_0's quantile: 5.32992\n",
"[92]\tvalid_0's poisson: -89.6622\tvalid_0's quantile: 5.30433\n",
"[93]\tvalid_0's poisson: -89.811\tvalid_0's quantile: 5.27836\n",
"[94]\tvalid_0's poisson: -89.9768\tvalid_0's quantile: 5.25347\n",
"[95]\tvalid_0's poisson: -90.1397\tvalid_0's quantile: 5.22902\n",
"[96]\tvalid_0's poisson: -90.286\tvalid_0's quantile: 5.20366\n",
"[97]\tvalid_0's poisson: -90.4254\tvalid_0's quantile: 5.17911\n",
"[98]\tvalid_0's poisson: -90.5799\tvalid_0's quantile: 5.15686\n",
"[99]\tvalid_0's poisson: -90.7208\tvalid_0's quantile: 5.13245\n",
"[100]\tvalid_0's poisson: -90.8752\tvalid_0's quantile: 5.11104\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.9306\tvalid_0's quantile: 11.5282\n",
"[2]\tvalid_0's poisson: -64.425\tvalid_0's quantile: 11.3784\n",
"[3]\tvalid_0's poisson: -64.9055\tvalid_0's quantile: 11.2321\n",
"[4]\tvalid_0's poisson: -65.3265\tvalid_0's quantile: 11.096\n",
"[5]\tvalid_0's poisson: -65.7823\tvalid_0's quantile: 10.9577\n",
"[6]\tvalid_0's poisson: -66.2342\tvalid_0's quantile: 10.8228\n",
"[7]\tvalid_0's poisson: -66.6742\tvalid_0's quantile: 10.6919\n",
"[8]\tvalid_0's poisson: -67.095\tvalid_0's quantile: 10.5664\n",
"[9]\tvalid_0's poisson: -67.5161\tvalid_0's quantile: 10.4436\n",
"[10]\tvalid_0's poisson: -67.8852\tvalid_0's quantile: 10.3301\n",
"[11]\tvalid_0's poisson: -68.2832\tvalid_0's quantile: 10.2152\n",
"[12]\tvalid_0's poisson: -68.675\tvalid_0's quantile: 10.1048\n",
"[13]\tvalid_0's poisson: -69.0573\tvalid_0's quantile: 9.99722\n",
"[14]\tvalid_0's poisson: -69.4305\tvalid_0's quantile: 9.89254\n",
"[15]\tvalid_0's poisson: -69.7949\tvalid_0's quantile: 9.79078\n",
"[16]\tvalid_0's poisson: -70.1124\tvalid_0's quantile: 9.69637\n",
"[17]\tvalid_0's poisson: -70.4647\tvalid_0's quantile: 9.5897\n",
"[18]\tvalid_0's poisson: -70.8287\tvalid_0's quantile: 9.48241\n",
"[19]\tvalid_0's poisson: -71.1883\tvalid_0's quantile: 9.37778\n",
"[20]\tvalid_0's poisson: -71.6085\tvalid_0's quantile: 9.27051\n",
"[21]\tvalid_0's poisson: -72.0026\tvalid_0's quantile: 9.16795\n",
"[22]\tvalid_0's poisson: -72.4063\tvalid_0's quantile: 9.06508\n",
"[23]\tvalid_0's poisson: -72.8009\tvalid_0's quantile: 8.96456\n",
"[24]\tvalid_0's poisson: -73.1868\tvalid_0's quantile: 8.86681\n",
"[25]\tvalid_0's poisson: -73.5572\tvalid_0's quantile: 8.77296\n",
"[26]\tvalid_0's poisson: -73.9194\tvalid_0's quantile: 8.68153\n",
"[27]\tvalid_0's poisson: -74.2873\tvalid_0's quantile: 8.59798\n",
"[28]\tvalid_0's poisson: -74.6477\tvalid_0's quantile: 8.51695\n",
"[29]\tvalid_0's poisson: -74.9952\tvalid_0's quantile: 8.42994\n",
"[30]\tvalid_0's poisson: -75.3336\tvalid_0's quantile: 8.34487\n",
"[31]\tvalid_0's poisson: -75.6654\tvalid_0's quantile: 8.26008\n",
"[32]\tvalid_0's poisson: -75.9899\tvalid_0's quantile: 8.17717\n",
"[33]\tvalid_0's poisson: -76.3074\tvalid_0's quantile: 8.09568\n",
"[34]\tvalid_0's poisson: -76.6181\tvalid_0's quantile: 8.01662\n",
"[35]\tvalid_0's poisson: -76.9443\tvalid_0's quantile: 7.94437\n",
"[36]\tvalid_0's poisson: -77.2527\tvalid_0's quantile: 7.86672\n",
"[37]\tvalid_0's poisson: -77.5512\tvalid_0's quantile: 7.79302\n",
"[38]\tvalid_0's poisson: -77.8612\tvalid_0's quantile: 7.72419\n",
"[39]\tvalid_0's poisson: -78.165\tvalid_0's quantile: 7.65704\n",
"[40]\tvalid_0's poisson: -78.4491\tvalid_0's quantile: 7.58823\n",
"[41]\tvalid_0's poisson: -78.7421\tvalid_0's quantile: 7.52433\n",
"[42]\tvalid_0's poisson: -79.0295\tvalid_0's quantile: 7.46219\n",
"[43]\tvalid_0's poisson: -79.3222\tvalid_0's quantile: 7.39247\n",
"[44]\tvalid_0's poisson: -79.6044\tvalid_0's quantile: 7.32454\n",
"[45]\tvalid_0's poisson: -79.8673\tvalid_0's quantile: 7.25998\n",
"[46]\tvalid_0's poisson: -80.1486\tvalid_0's quantile: 7.194\n",
"[47]\tvalid_0's poisson: -80.4032\tvalid_0's quantile: 7.13209\n",
"[48]\tvalid_0's poisson: -80.6675\tvalid_0's quantile: 7.06944\n",
"[49]\tvalid_0's poisson: -80.9312\tvalid_0's quantile: 7.0076\n",
"[50]\tvalid_0's poisson: -81.1896\tvalid_0's quantile: 6.94794\n",
"[51]\tvalid_0's poisson: -81.443\tvalid_0's quantile: 6.89044\n",
"[52]\tvalid_0's poisson: -81.6914\tvalid_0's quantile: 6.83474\n",
"[53]\tvalid_0's poisson: -81.9337\tvalid_0's quantile: 6.78151\n",
"[54]\tvalid_0's poisson: -82.1713\tvalid_0's quantile: 6.73062\n",
"[55]\tvalid_0's poisson: -82.3984\tvalid_0's quantile: 6.68069\n",
"[56]\tvalid_0's poisson: -82.6386\tvalid_0's quantile: 6.63\n",
"[57]\tvalid_0's poisson: -82.874\tvalid_0's quantile: 6.58037\n",
"[58]\tvalid_0's poisson: -83.1164\tvalid_0's quantile: 6.53159\n",
"[59]\tvalid_0's poisson: -83.3496\tvalid_0's quantile: 6.48879\n",
"[60]\tvalid_0's poisson: -83.6063\tvalid_0's quantile: 6.44605\n",
"[61]\tvalid_0's poisson: -83.828\tvalid_0's quantile: 6.40042\n",
"[62]\tvalid_0's poisson: -84.0773\tvalid_0's quantile: 6.35892\n",
"[63]\tvalid_0's poisson: -84.2912\tvalid_0's quantile: 6.31494\n",
"[64]\tvalid_0's poisson: -84.5009\tvalid_0's quantile: 6.27255\n",
"[65]\tvalid_0's poisson: -84.7404\tvalid_0's quantile: 6.23358\n",
"[66]\tvalid_0's poisson: -84.9756\tvalid_0's quantile: 6.19531\n",
"[67]\tvalid_0's poisson: -85.1777\tvalid_0's quantile: 6.15546\n",
"[68]\tvalid_0's poisson: -85.373\tvalid_0's quantile: 6.11608\n",
"[69]\tvalid_0's poisson: -85.5924\tvalid_0's quantile: 6.07926\n",
"[70]\tvalid_0's poisson: -85.8073\tvalid_0's quantile: 6.04328\n",
"[71]\tvalid_0's poisson: -86.0142\tvalid_0's quantile: 6.00394\n",
"[72]\tvalid_0's poisson: -86.238\tvalid_0's quantile: 5.96889\n",
"[73]\tvalid_0's poisson: -86.4215\tvalid_0's quantile: 5.93246\n",
"[74]\tvalid_0's poisson: -86.637\tvalid_0's quantile: 5.89867\n",
"[75]\tvalid_0's poisson: -86.8285\tvalid_0's quantile: 5.8624\n",
"[76]\tvalid_0's poisson: -87.0258\tvalid_0's quantile: 5.82896\n",
"[77]\tvalid_0's poisson: -87.2005\tvalid_0's quantile: 5.7953\n",
"[78]\tvalid_0's poisson: -87.3755\tvalid_0's quantile: 5.76223\n",
"[79]\tvalid_0's poisson: -87.5563\tvalid_0's quantile: 5.72824\n",
"[80]\tvalid_0's poisson: -87.7192\tvalid_0's quantile: 5.69642\n",
"[81]\tvalid_0's poisson: -87.879\tvalid_0's quantile: 5.66538\n",
"[82]\tvalid_0's poisson: -88.0686\tvalid_0's quantile: 5.63537\n",
"[83]\tvalid_0's poisson: -88.2545\tvalid_0's quantile: 5.60463\n",
"[84]\tvalid_0's poisson: -88.4221\tvalid_0's quantile: 5.5737\n",
"[85]\tvalid_0's poisson: -88.59\tvalid_0's quantile: 5.5435\n",
"[86]\tvalid_0's poisson: -88.767\tvalid_0's quantile: 5.51445\n",
"[87]\tvalid_0's poisson: -88.9298\tvalid_0's quantile: 5.48524\n",
"[88]\tvalid_0's poisson: -89.0993\tvalid_0's quantile: 5.45682\n",
"[89]\tvalid_0's poisson: -89.2764\tvalid_0's quantile: 5.42938\n",
"[90]\tvalid_0's poisson: -89.4413\tvalid_0's quantile: 5.40064\n",
"[91]\tvalid_0's poisson: -89.5992\tvalid_0's quantile: 5.37322\n",
"[92]\tvalid_0's poisson: -89.7435\tvalid_0's quantile: 5.34731\n",
"[93]\tvalid_0's poisson: -89.885\tvalid_0's quantile: 5.32194\n",
"[94]\tvalid_0's poisson: -90.0345\tvalid_0's quantile: 5.29587\n",
"[95]\tvalid_0's poisson: -90.1968\tvalid_0's quantile: 5.27134\n",
"[96]\tvalid_0's poisson: -90.356\tvalid_0's quantile: 5.24729\n",
"[97]\tvalid_0's poisson: -90.5016\tvalid_0's quantile: 5.22169\n",
"[98]\tvalid_0's poisson: -90.6368\tvalid_0's quantile: 5.19688\n",
"[99]\tvalid_0's poisson: -90.7843\tvalid_0's quantile: 5.17297\n",
"[100]\tvalid_0's poisson: -90.9439\tvalid_0's quantile: 5.15036\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.6169\tvalid_0's quantile: 11.5534\n",
"[2]\tvalid_0's poisson: -63.0597\tvalid_0's quantile: 11.4132\n",
"[3]\tvalid_0's poisson: -63.4898\tvalid_0's quantile: 11.2763\n",
"[4]\tvalid_0's poisson: -63.9078\tvalid_0's quantile: 11.144\n",
"[5]\tvalid_0's poisson: -64.3204\tvalid_0's quantile: 11.0155\n",
"[6]\tvalid_0's poisson: -64.716\tvalid_0's quantile: 10.8911\n",
"[7]\tvalid_0's poisson: -65.1009\tvalid_0's quantile: 10.7712\n",
"[8]\tvalid_0's poisson: -65.4818\tvalid_0's quantile: 10.6546\n",
"[9]\tvalid_0's poisson: -65.9262\tvalid_0's quantile: 10.5319\n",
"[10]\tvalid_0's poisson: -66.3619\tvalid_0's quantile: 10.4134\n",
"[11]\tvalid_0's poisson: -66.7827\tvalid_0's quantile: 10.2995\n",
"[12]\tvalid_0's poisson: -67.1982\tvalid_0's quantile: 10.1883\n",
"[13]\tvalid_0's poisson: -67.6416\tvalid_0's quantile: 10.0662\n",
"[14]\tvalid_0's poisson: -68.0798\tvalid_0's quantile: 9.94691\n",
"[15]\tvalid_0's poisson: -68.5073\tvalid_0's quantile: 9.83095\n",
"[16]\tvalid_0's poisson: -68.9116\tvalid_0's quantile: 9.71844\n",
"[17]\tvalid_0's poisson: -69.3068\tvalid_0's quantile: 9.60974\n",
"[18]\tvalid_0's poisson: -69.6925\tvalid_0's quantile: 9.50416\n",
"[19]\tvalid_0's poisson: -70.0946\tvalid_0's quantile: 9.39996\n",
"[20]\tvalid_0's poisson: -70.4317\tvalid_0's quantile: 9.30632\n",
"[21]\tvalid_0's poisson: -70.8195\tvalid_0's quantile: 9.20595\n",
"[22]\tvalid_0's poisson: -71.1789\tvalid_0's quantile: 9.11826\n",
"[23]\tvalid_0's poisson: -71.5674\tvalid_0's quantile: 9.02101\n",
"[24]\tvalid_0's poisson: -71.9223\tvalid_0's quantile: 8.93405\n",
"[25]\tvalid_0's poisson: -72.2798\tvalid_0's quantile: 8.84836\n",
"[26]\tvalid_0's poisson: -72.6645\tvalid_0's quantile: 8.75539\n",
"[27]\tvalid_0's poisson: -73.0423\tvalid_0's quantile: 8.66351\n",
"[28]\tvalid_0's poisson: -73.4106\tvalid_0's quantile: 8.5754\n",
"[29]\tvalid_0's poisson: -73.7727\tvalid_0's quantile: 8.48799\n",
"[30]\tvalid_0's poisson: -74.131\tvalid_0's quantile: 8.41112\n",
"[31]\tvalid_0's poisson: -74.4794\tvalid_0's quantile: 8.32718\n",
"[32]\tvalid_0's poisson: -74.8205\tvalid_0's quantile: 8.24516\n",
"[33]\tvalid_0's poisson: -75.1545\tvalid_0's quantile: 8.16576\n",
"[34]\tvalid_0's poisson: -75.4813\tvalid_0's quantile: 8.09649\n",
"[35]\tvalid_0's poisson: -75.8096\tvalid_0's quantile: 8.02455\n",
"[36]\tvalid_0's poisson: -76.1397\tvalid_0's quantile: 7.94693\n",
"[37]\tvalid_0's poisson: -76.4531\tvalid_0's quantile: 7.87253\n",
"[38]\tvalid_0's poisson: -76.774\tvalid_0's quantile: 7.79718\n",
"[39]\tvalid_0's poisson: -77.0781\tvalid_0's quantile: 7.72531\n",
"[40]\tvalid_0's poisson: -77.3891\tvalid_0's quantile: 7.66006\n",
"[41]\tvalid_0's poisson: -77.6946\tvalid_0's quantile: 7.58877\n",
"[42]\tvalid_0's poisson: -77.9734\tvalid_0's quantile: 7.52327\n",
"[43]\tvalid_0's poisson: -78.2668\tvalid_0's quantile: 7.46081\n",
"[44]\tvalid_0's poisson: -78.549\tvalid_0's quantile: 7.40283\n",
"[45]\tvalid_0's poisson: -78.8489\tvalid_0's quantile: 7.33775\n",
"[46]\tvalid_0's poisson: -79.1506\tvalid_0's quantile: 7.27297\n",
"[47]\tvalid_0's poisson: -79.4241\tvalid_0's quantile: 7.2112\n",
"[48]\tvalid_0's poisson: -79.6852\tvalid_0's quantile: 7.15205\n",
"[49]\tvalid_0's poisson: -79.9837\tvalid_0's quantile: 7.08844\n",
"[50]\tvalid_0's poisson: -80.2764\tvalid_0's quantile: 7.02709\n",
"[51]\tvalid_0's poisson: -80.545\tvalid_0's quantile: 6.96979\n",
"[52]\tvalid_0's poisson: -80.7896\tvalid_0's quantile: 6.91662\n",
"[53]\tvalid_0's poisson: -81.0497\tvalid_0's quantile: 6.86264\n",
"[54]\tvalid_0's poisson: -81.3064\tvalid_0's quantile: 6.80997\n",
"[55]\tvalid_0's poisson: -81.543\tvalid_0's quantile: 6.76015\n",
"[56]\tvalid_0's poisson: -81.7749\tvalid_0's quantile: 6.71151\n",
"[57]\tvalid_0's poisson: -82.0022\tvalid_0's quantile: 6.664\n",
"[58]\tvalid_0's poisson: -82.2251\tvalid_0's quantile: 6.61766\n",
"[59]\tvalid_0's poisson: -82.4841\tvalid_0's quantile: 6.57328\n",
"[60]\tvalid_0's poisson: -82.7271\tvalid_0's quantile: 6.53105\n",
"[61]\tvalid_0's poisson: -82.9394\tvalid_0's quantile: 6.48714\n",
"[62]\tvalid_0's poisson: -83.1868\tvalid_0's quantile: 6.44474\n",
"[63]\tvalid_0's poisson: -83.4258\tvalid_0's quantile: 6.3987\n",
"[64]\tvalid_0's poisson: -83.6459\tvalid_0's quantile: 6.35542\n",
"[65]\tvalid_0's poisson: -83.8749\tvalid_0's quantile: 6.31168\n",
"[66]\tvalid_0's poisson: -84.0922\tvalid_0's quantile: 6.2697\n",
"[67]\tvalid_0's poisson: -84.2871\tvalid_0's quantile: 6.22997\n",
"[68]\tvalid_0's poisson: -84.5232\tvalid_0's quantile: 6.1914\n",
"[69]\tvalid_0's poisson: -84.7629\tvalid_0's quantile: 6.15245\n",
"[70]\tvalid_0's poisson: -84.9614\tvalid_0's quantile: 6.11331\n",
"[71]\tvalid_0's poisson: -85.1633\tvalid_0's quantile: 6.07475\n",
"[72]\tvalid_0's poisson: -85.3845\tvalid_0's quantile: 6.03903\n",
"[73]\tvalid_0's poisson: -85.5805\tvalid_0's quantile: 6.00213\n",
"[74]\tvalid_0's poisson: -85.7849\tvalid_0's quantile: 5.96506\n",
"[75]\tvalid_0's poisson: -86.0078\tvalid_0's quantile: 5.93069\n",
"[76]\tvalid_0's poisson: -86.2057\tvalid_0's quantile: 5.89491\n",
"[77]\tvalid_0's poisson: -86.3708\tvalid_0's quantile: 5.86226\n",
"[78]\tvalid_0's poisson: -86.5695\tvalid_0's quantile: 5.8267\n",
"[79]\tvalid_0's poisson: -86.7843\tvalid_0's quantile: 5.79401\n",
"[80]\tvalid_0's poisson: -86.9837\tvalid_0's quantile: 5.75873\n",
"[81]\tvalid_0's poisson: -87.1545\tvalid_0's quantile: 5.72724\n",
"[82]\tvalid_0's poisson: -87.3529\tvalid_0's quantile: 5.69706\n",
"[83]\tvalid_0's poisson: -87.5442\tvalid_0's quantile: 5.66349\n",
"[84]\tvalid_0's poisson: -87.7108\tvalid_0's quantile: 5.63337\n",
"[85]\tvalid_0's poisson: -87.9064\tvalid_0's quantile: 5.60405\n",
"[86]\tvalid_0's poisson: -88.0916\tvalid_0's quantile: 5.57647\n",
"[87]\tvalid_0's poisson: -88.2515\tvalid_0's quantile: 5.54774\n",
"[88]\tvalid_0's poisson: -88.427\tvalid_0's quantile: 5.51989\n",
"[89]\tvalid_0's poisson: -88.61\tvalid_0's quantile: 5.49265\n",
"[90]\tvalid_0's poisson: -88.7582\tvalid_0's quantile: 5.46543\n",
"[91]\tvalid_0's poisson: -88.9226\tvalid_0's quantile: 5.43903\n",
"[92]\tvalid_0's poisson: -89.0651\tvalid_0's quantile: 5.41271\n",
"[93]\tvalid_0's poisson: -89.2411\tvalid_0's quantile: 5.38636\n",
"[94]\tvalid_0's poisson: -89.394\tvalid_0's quantile: 5.36105\n",
"[95]\tvalid_0's poisson: -89.5575\tvalid_0's quantile: 5.33608\n",
"[96]\tvalid_0's poisson: -89.697\tvalid_0's quantile: 5.31115\n",
"[97]\tvalid_0's poisson: -89.8599\tvalid_0's quantile: 5.28637\n",
"[98]\tvalid_0's poisson: -90.0206\tvalid_0's quantile: 5.26202\n",
"[99]\tvalid_0's poisson: -90.1744\tvalid_0's quantile: 5.23847\n",
"[100]\tvalid_0's poisson: -90.3279\tvalid_0's quantile: 5.21313\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -68.7972\tvalid_0's quantile: 9.65968\n",
"[2]\tvalid_0's poisson: -74.2022\tvalid_0's quantile: 8.30698\n",
"[3]\tvalid_0's poisson: -79.6298\tvalid_0's quantile: 7.07855\n",
"[4]\tvalid_0's poisson: -84.3903\tvalid_0's quantile: 6.22771\n",
"[5]\tvalid_0's poisson: -87.8488\tvalid_0's quantile: 5.67235\n",
"[6]\tvalid_0's poisson: -90.7669\tvalid_0's quantile: 5.23286\n",
"[7]\tvalid_0's poisson: -93.0559\tvalid_0's quantile: 4.84492\n",
"[8]\tvalid_0's poisson: -94.9022\tvalid_0's quantile: 4.60672\n",
"[9]\tvalid_0's poisson: -96.1567\tvalid_0's quantile: 4.38504\n",
"[10]\tvalid_0's poisson: -97.0506\tvalid_0's quantile: 4.20257\n",
"[11]\tvalid_0's poisson: -97.9519\tvalid_0's quantile: 4.08862\n",
"[12]\tvalid_0's poisson: -98.6565\tvalid_0's quantile: 3.99211\n",
"[13]\tvalid_0's poisson: -99.2674\tvalid_0's quantile: 3.91719\n",
"[14]\tvalid_0's poisson: -99.6313\tvalid_0's quantile: 3.87299\n",
"[15]\tvalid_0's poisson: -100.03\tvalid_0's quantile: 3.81026\n",
"[16]\tvalid_0's poisson: -100.247\tvalid_0's quantile: 3.77559\n",
"[17]\tvalid_0's poisson: -100.611\tvalid_0's quantile: 3.72233\n",
"[18]\tvalid_0's poisson: -100.778\tvalid_0's quantile: 3.70711\n",
"[19]\tvalid_0's poisson: -100.92\tvalid_0's quantile: 3.69056\n",
"[20]\tvalid_0's poisson: -101.03\tvalid_0's quantile: 3.67977\n",
"[21]\tvalid_0's poisson: -101.184\tvalid_0's quantile: 3.59701\n",
"[22]\tvalid_0's poisson: -101.343\tvalid_0's quantile: 3.57565\n",
"[23]\tvalid_0's poisson: -101.449\tvalid_0's quantile: 3.56451\n",
"[24]\tvalid_0's poisson: -101.538\tvalid_0's quantile: 3.54901\n",
"[25]\tvalid_0's poisson: -101.585\tvalid_0's quantile: 3.54248\n",
"[26]\tvalid_0's poisson: -101.643\tvalid_0's quantile: 3.52605\n",
"[27]\tvalid_0's poisson: -101.753\tvalid_0's quantile: 3.50881\n",
"[28]\tvalid_0's poisson: -101.771\tvalid_0's quantile: 3.50213\n",
"[29]\tvalid_0's poisson: -101.759\tvalid_0's quantile: 3.50175\n",
"[30]\tvalid_0's poisson: -101.81\tvalid_0's quantile: 3.49061\n",
"[31]\tvalid_0's poisson: -101.823\tvalid_0's quantile: 3.47783\n",
"[32]\tvalid_0's poisson: -101.809\tvalid_0's quantile: 3.46081\n",
"[33]\tvalid_0's poisson: -101.868\tvalid_0's quantile: 3.42999\n",
"[34]\tvalid_0's poisson: -101.886\tvalid_0's quantile: 3.42524\n",
"[35]\tvalid_0's poisson: -101.896\tvalid_0's quantile: 3.42503\n",
"[36]\tvalid_0's poisson: -101.999\tvalid_0's quantile: 3.41211\n",
"[37]\tvalid_0's poisson: -102.019\tvalid_0's quantile: 3.40661\n",
"[38]\tvalid_0's poisson: -102.127\tvalid_0's quantile: 3.39285\n",
"[39]\tvalid_0's poisson: -102.188\tvalid_0's quantile: 3.38251\n",
"[40]\tvalid_0's poisson: -102.231\tvalid_0's quantile: 3.37633\n",
"[41]\tvalid_0's poisson: -102.288\tvalid_0's quantile: 3.3664\n",
"[42]\tvalid_0's poisson: -102.332\tvalid_0's quantile: 3.35411\n",
"[43]\tvalid_0's poisson: -102.355\tvalid_0's quantile: 3.34768\n",
"[44]\tvalid_0's poisson: -102.405\tvalid_0's quantile: 3.34014\n",
"[45]\tvalid_0's poisson: -102.437\tvalid_0's quantile: 3.33544\n",
"[46]\tvalid_0's poisson: -102.432\tvalid_0's quantile: 3.32817\n",
"[47]\tvalid_0's poisson: -102.477\tvalid_0's quantile: 3.32237\n",
"[48]\tvalid_0's poisson: -102.533\tvalid_0's quantile: 3.31228\n",
"[49]\tvalid_0's poisson: -102.554\tvalid_0's quantile: 3.29062\n",
"[50]\tvalid_0's poisson: -102.605\tvalid_0's quantile: 3.28376\n",
"[51]\tvalid_0's poisson: -102.652\tvalid_0's quantile: 3.26405\n",
"[52]\tvalid_0's poisson: -102.695\tvalid_0's quantile: 3.25696\n",
"[53]\tvalid_0's poisson: -102.711\tvalid_0's quantile: 3.25591\n",
"[54]\tvalid_0's poisson: -102.775\tvalid_0's quantile: 3.24266\n",
"[55]\tvalid_0's poisson: -102.792\tvalid_0's quantile: 3.24081\n",
"[56]\tvalid_0's poisson: -102.789\tvalid_0's quantile: 3.24028\n",
"[57]\tvalid_0's poisson: -102.808\tvalid_0's quantile: 3.2385\n",
"[58]\tvalid_0's poisson: -102.823\tvalid_0's quantile: 3.23304\n",
"[59]\tvalid_0's poisson: -102.83\tvalid_0's quantile: 3.23185\n",
"[60]\tvalid_0's poisson: -102.888\tvalid_0's quantile: 3.22862\n",
"[61]\tvalid_0's poisson: -102.953\tvalid_0's quantile: 3.2231\n",
"[62]\tvalid_0's poisson: -102.944\tvalid_0's quantile: 3.22379\n",
"[63]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.20932\n",
"[64]\tvalid_0's poisson: -103.012\tvalid_0's quantile: 3.20633\n",
"[65]\tvalid_0's poisson: -103.025\tvalid_0's quantile: 3.20349\n",
"[66]\tvalid_0's poisson: -103.021\tvalid_0's quantile: 3.20332\n",
"[67]\tvalid_0's poisson: -103.022\tvalid_0's quantile: 3.20158\n",
"[68]\tvalid_0's poisson: -102.997\tvalid_0's quantile: 3.20021\n",
"[69]\tvalid_0's poisson: -103.04\tvalid_0's quantile: 3.19432\n",
"[70]\tvalid_0's poisson: -103.045\tvalid_0's quantile: 3.18916\n",
"[71]\tvalid_0's poisson: -103.038\tvalid_0's quantile: 3.18972\n",
"[72]\tvalid_0's poisson: -103.078\tvalid_0's quantile: 3.18355\n",
"[73]\tvalid_0's poisson: -103.107\tvalid_0's quantile: 3.18106\n",
"[74]\tvalid_0's poisson: -103.132\tvalid_0's quantile: 3.17531\n",
"[75]\tvalid_0's poisson: -103.161\tvalid_0's quantile: 3.17372\n",
"[76]\tvalid_0's poisson: -103.169\tvalid_0's quantile: 3.17313\n",
"[77]\tvalid_0's poisson: -103.205\tvalid_0's quantile: 3.16603\n",
"[78]\tvalid_0's poisson: -103.182\tvalid_0's quantile: 3.16454\n",
"[79]\tvalid_0's poisson: -103.183\tvalid_0's quantile: 3.1612\n",
"[80]\tvalid_0's poisson: -103.197\tvalid_0's quantile: 3.1566\n",
"[81]\tvalid_0's poisson: -103.195\tvalid_0's quantile: 3.15351\n",
"[82]\tvalid_0's poisson: -103.195\tvalid_0's quantile: 3.15425\n",
"[83]\tvalid_0's poisson: -103.208\tvalid_0's quantile: 3.15336\n",
"[84]\tvalid_0's poisson: -103.196\tvalid_0's quantile: 3.15217\n",
"[85]\tvalid_0's poisson: -103.209\tvalid_0's quantile: 3.15019\n",
"[86]\tvalid_0's poisson: -103.234\tvalid_0's quantile: 3.14749\n",
"[87]\tvalid_0's poisson: -103.252\tvalid_0's quantile: 3.14458\n",
"[88]\tvalid_0's poisson: -103.257\tvalid_0's quantile: 3.14431\n",
"[89]\tvalid_0's poisson: -103.256\tvalid_0's quantile: 3.14207\n",
"[90]\tvalid_0's poisson: -103.271\tvalid_0's quantile: 3.14104\n",
"[91]\tvalid_0's poisson: -103.277\tvalid_0's quantile: 3.13903\n",
"[92]\tvalid_0's poisson: -103.272\tvalid_0's quantile: 3.13589\n",
"[93]\tvalid_0's poisson: -103.289\tvalid_0's quantile: 3.13644\n",
"[94]\tvalid_0's poisson: -103.301\tvalid_0's quantile: 3.13516\n",
"[95]\tvalid_0's poisson: -103.321\tvalid_0's quantile: 3.13582\n",
"[96]\tvalid_0's poisson: -103.329\tvalid_0's quantile: 3.13114\n",
"[97]\tvalid_0's poisson: -103.339\tvalid_0's quantile: 3.12916\n",
"[98]\tvalid_0's poisson: -103.432\tvalid_0's quantile: 3.10849\n",
"[99]\tvalid_0's poisson: -103.438\tvalid_0's quantile: 3.10074\n",
"[100]\tvalid_0's poisson: -103.452\tvalid_0's quantile: 3.10123\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -69.0032\tvalid_0's quantile: 9.65115\n",
"[2]\tvalid_0's poisson: -74.4964\tvalid_0's quantile: 8.28752\n",
"[3]\tvalid_0's poisson: -79.8337\tvalid_0's quantile: 7.02905\n",
"[4]\tvalid_0's poisson: -84.5127\tvalid_0's quantile: 6.19496\n",
"[5]\tvalid_0's poisson: -88.07\tvalid_0's quantile: 5.64926\n",
"[6]\tvalid_0's poisson: -90.9067\tvalid_0's quantile: 5.2242\n",
"[7]\tvalid_0's poisson: -93.0303\tvalid_0's quantile: 4.85083\n",
"[8]\tvalid_0's poisson: -94.7811\tvalid_0's quantile: 4.61999\n",
"[9]\tvalid_0's poisson: -95.9637\tvalid_0's quantile: 4.39522\n",
"[10]\tvalid_0's poisson: -96.9817\tvalid_0's quantile: 4.24041\n",
"[11]\tvalid_0's poisson: -97.6664\tvalid_0's quantile: 4.12352\n",
"[12]\tvalid_0's poisson: -98.4818\tvalid_0's quantile: 4.01092\n",
"[13]\tvalid_0's poisson: -98.9782\tvalid_0's quantile: 3.93305\n",
"[14]\tvalid_0's poisson: -99.4782\tvalid_0's quantile: 3.87123\n",
"[15]\tvalid_0's poisson: -99.9701\tvalid_0's quantile: 3.81619\n",
"[16]\tvalid_0's poisson: -100.22\tvalid_0's quantile: 3.77446\n",
"[17]\tvalid_0's poisson: -100.448\tvalid_0's quantile: 3.74787\n",
"[18]\tvalid_0's poisson: -100.827\tvalid_0's quantile: 3.64777\n",
"[19]\tvalid_0's poisson: -100.999\tvalid_0's quantile: 3.63087\n",
"[20]\tvalid_0's poisson: -101.295\tvalid_0's quantile: 3.59015\n",
"[21]\tvalid_0's poisson: -101.445\tvalid_0's quantile: 3.57156\n",
"[22]\tvalid_0's poisson: -101.589\tvalid_0's quantile: 3.55584\n",
"[23]\tvalid_0's poisson: -101.736\tvalid_0's quantile: 3.54468\n",
"[24]\tvalid_0's poisson: -101.842\tvalid_0's quantile: 3.51959\n",
"[25]\tvalid_0's poisson: -101.886\tvalid_0's quantile: 3.51327\n",
"[26]\tvalid_0's poisson: -101.953\tvalid_0's quantile: 3.50345\n",
"[27]\tvalid_0's poisson: -102.031\tvalid_0's quantile: 3.49433\n",
"[28]\tvalid_0's poisson: -102.069\tvalid_0's quantile: 3.48807\n",
"[29]\tvalid_0's poisson: -102.102\tvalid_0's quantile: 3.47963\n",
"[30]\tvalid_0's poisson: -102.096\tvalid_0's quantile: 3.47614\n",
"[31]\tvalid_0's poisson: -102.093\tvalid_0's quantile: 3.47211\n",
"[32]\tvalid_0's poisson: -102.141\tvalid_0's quantile: 3.46698\n",
"[33]\tvalid_0's poisson: -102.218\tvalid_0's quantile: 3.45413\n",
"[34]\tvalid_0's poisson: -102.264\tvalid_0's quantile: 3.44877\n",
"[35]\tvalid_0's poisson: -102.28\tvalid_0's quantile: 3.44655\n",
"[36]\tvalid_0's poisson: -102.302\tvalid_0's quantile: 3.44393\n",
"[37]\tvalid_0's poisson: -102.378\tvalid_0's quantile: 3.43252\n",
"[38]\tvalid_0's poisson: -102.379\tvalid_0's quantile: 3.42889\n",
"[39]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.42075\n",
"[40]\tvalid_0's poisson: -102.433\tvalid_0's quantile: 3.41807\n",
"[41]\tvalid_0's poisson: -102.431\tvalid_0's quantile: 3.4133\n",
"[42]\tvalid_0's poisson: -102.448\tvalid_0's quantile: 3.40633\n",
"[43]\tvalid_0's poisson: -102.502\tvalid_0's quantile: 3.39783\n",
"[44]\tvalid_0's poisson: -102.504\tvalid_0's quantile: 3.3932\n",
"[45]\tvalid_0's poisson: -102.552\tvalid_0's quantile: 3.38407\n",
"[46]\tvalid_0's poisson: -102.597\tvalid_0's quantile: 3.37664\n",
"[47]\tvalid_0's poisson: -102.609\tvalid_0's quantile: 3.36937\n",
"[48]\tvalid_0's poisson: -102.637\tvalid_0's quantile: 3.36394\n",
"[49]\tvalid_0's poisson: -102.682\tvalid_0's quantile: 3.3577\n",
"[50]\tvalid_0's poisson: -102.692\tvalid_0's quantile: 3.35226\n",
"[51]\tvalid_0's poisson: -102.709\tvalid_0's quantile: 3.34815\n",
"[52]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.34611\n",
"[53]\tvalid_0's poisson: -102.725\tvalid_0's quantile: 3.33722\n",
"[54]\tvalid_0's poisson: -102.746\tvalid_0's quantile: 3.33476\n",
"[55]\tvalid_0's poisson: -102.768\tvalid_0's quantile: 3.32642\n",
"[56]\tvalid_0's poisson: -102.794\tvalid_0's quantile: 3.31072\n",
"[57]\tvalid_0's poisson: -102.808\tvalid_0's quantile: 3.30969\n",
"[58]\tvalid_0's poisson: -102.827\tvalid_0's quantile: 3.30626\n",
"[59]\tvalid_0's poisson: -102.798\tvalid_0's quantile: 3.30122\n",
"[60]\tvalid_0's poisson: -102.816\tvalid_0's quantile: 3.29895\n",
"[61]\tvalid_0's poisson: -102.893\tvalid_0's quantile: 3.29003\n",
"[62]\tvalid_0's poisson: -102.936\tvalid_0's quantile: 3.28348\n",
"[63]\tvalid_0's poisson: -102.936\tvalid_0's quantile: 3.27103\n",
"[64]\tvalid_0's poisson: -102.972\tvalid_0's quantile: 3.26639\n",
"[65]\tvalid_0's poisson: -102.979\tvalid_0's quantile: 3.25518\n",
"[66]\tvalid_0's poisson: -103.034\tvalid_0's quantile: 3.24729\n",
"[67]\tvalid_0's poisson: -103.057\tvalid_0's quantile: 3.22614\n",
"[68]\tvalid_0's poisson: -103.124\tvalid_0's quantile: 3.22057\n",
"[69]\tvalid_0's poisson: -103.12\tvalid_0's quantile: 3.208\n",
"[70]\tvalid_0's poisson: -103.125\tvalid_0's quantile: 3.20572\n",
"[71]\tvalid_0's poisson: -103.132\tvalid_0's quantile: 3.20588\n",
"[72]\tvalid_0's poisson: -103.149\tvalid_0's quantile: 3.19712\n",
"[73]\tvalid_0's poisson: -103.157\tvalid_0's quantile: 3.19528\n",
"[74]\tvalid_0's poisson: -103.149\tvalid_0's quantile: 3.19568\n",
"[75]\tvalid_0's poisson: -103.148\tvalid_0's quantile: 3.19046\n",
"[76]\tvalid_0's poisson: -103.18\tvalid_0's quantile: 3.18608\n",
"[77]\tvalid_0's poisson: -103.155\tvalid_0's quantile: 3.17647\n",
"[78]\tvalid_0's poisson: -103.159\tvalid_0's quantile: 3.17609\n",
"[79]\tvalid_0's poisson: -103.166\tvalid_0's quantile: 3.17632\n",
"[80]\tvalid_0's poisson: -103.216\tvalid_0's quantile: 3.17396\n",
"[81]\tvalid_0's poisson: -103.219\tvalid_0's quantile: 3.17043\n",
"[82]\tvalid_0's poisson: -103.22\tvalid_0's quantile: 3.17087\n",
"[83]\tvalid_0's poisson: -103.271\tvalid_0's quantile: 3.15768\n",
"[84]\tvalid_0's poisson: -103.28\tvalid_0's quantile: 3.15741\n",
"[85]\tvalid_0's poisson: -103.298\tvalid_0's quantile: 3.1558\n",
"[86]\tvalid_0's poisson: -103.321\tvalid_0's quantile: 3.15102\n",
"[87]\tvalid_0's poisson: -103.325\tvalid_0's quantile: 3.1498\n",
"[88]\tvalid_0's poisson: -103.344\tvalid_0's quantile: 3.14666\n",
"[89]\tvalid_0's poisson: -103.362\tvalid_0's quantile: 3.14375\n",
"[90]\tvalid_0's poisson: -103.402\tvalid_0's quantile: 3.14088\n",
"[91]\tvalid_0's poisson: -103.412\tvalid_0's quantile: 3.14123\n",
"[92]\tvalid_0's poisson: -103.441\tvalid_0's quantile: 3.13778\n",
"[93]\tvalid_0's poisson: -103.449\tvalid_0's quantile: 3.1356\n",
"[94]\tvalid_0's poisson: -103.432\tvalid_0's quantile: 3.13835\n",
"[95]\tvalid_0's poisson: -103.431\tvalid_0's quantile: 3.13891\n",
"[96]\tvalid_0's poisson: -103.435\tvalid_0's quantile: 3.13898\n",
"[97]\tvalid_0's poisson: -103.43\tvalid_0's quantile: 3.13894\n",
"[98]\tvalid_0's poisson: -103.439\tvalid_0's quantile: 3.1389\n",
"[99]\tvalid_0's poisson: -103.441\tvalid_0's quantile: 3.138\n",
"[100]\tvalid_0's poisson: -103.452\tvalid_0's quantile: 3.13917\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -69.4357\tvalid_0's quantile: 9.59324\n",
"[2]\tvalid_0's poisson: -74.6681\tvalid_0's quantile: 8.22348\n",
"[3]\tvalid_0's poisson: -79.8782\tvalid_0's quantile: 6.99766\n",
"[4]\tvalid_0's poisson: -84.4701\tvalid_0's quantile: 6.16077\n",
"[5]\tvalid_0's poisson: -88.0589\tvalid_0's quantile: 5.59397\n",
"[6]\tvalid_0's poisson: -90.8723\tvalid_0's quantile: 5.18195\n",
"[7]\tvalid_0's poisson: -92.8033\tvalid_0's quantile: 4.85274\n",
"[8]\tvalid_0's poisson: -94.4798\tvalid_0's quantile: 4.62096\n",
"[9]\tvalid_0's poisson: -95.7491\tvalid_0's quantile: 4.41039\n",
"[10]\tvalid_0's poisson: -96.8634\tvalid_0's quantile: 4.27156\n",
"[11]\tvalid_0's poisson: -97.6858\tvalid_0's quantile: 4.11923\n",
"[12]\tvalid_0's poisson: -98.3626\tvalid_0's quantile: 4.03563\n",
"[13]\tvalid_0's poisson: -98.9234\tvalid_0's quantile: 3.9689\n",
"[14]\tvalid_0's poisson: -99.504\tvalid_0's quantile: 3.81583\n",
"[15]\tvalid_0's poisson: -99.8323\tvalid_0's quantile: 3.78201\n",
"[16]\tvalid_0's poisson: -100.216\tvalid_0's quantile: 3.69953\n",
"[17]\tvalid_0's poisson: -100.404\tvalid_0's quantile: 3.68121\n",
"[18]\tvalid_0's poisson: -100.629\tvalid_0's quantile: 3.65411\n",
"[19]\tvalid_0's poisson: -100.725\tvalid_0's quantile: 3.6448\n",
"[20]\tvalid_0's poisson: -101.01\tvalid_0's quantile: 3.60008\n",
"[21]\tvalid_0's poisson: -101.101\tvalid_0's quantile: 3.5838\n",
"[22]\tvalid_0's poisson: -101.235\tvalid_0's quantile: 3.56921\n",
"[23]\tvalid_0's poisson: -101.31\tvalid_0's quantile: 3.5591\n",
"[24]\tvalid_0's poisson: -101.396\tvalid_0's quantile: 3.54929\n",
"[25]\tvalid_0's poisson: -101.411\tvalid_0's quantile: 3.54613\n",
"[26]\tvalid_0's poisson: -101.448\tvalid_0's quantile: 3.53005\n",
"[27]\tvalid_0's poisson: -101.484\tvalid_0's quantile: 3.52451\n",
"[28]\tvalid_0's poisson: -101.59\tvalid_0's quantile: 3.50552\n",
"[29]\tvalid_0's poisson: -101.662\tvalid_0's quantile: 3.48889\n",
"[30]\tvalid_0's poisson: -101.774\tvalid_0's quantile: 3.4803\n",
"[31]\tvalid_0's poisson: -101.866\tvalid_0's quantile: 3.4422\n",
"[32]\tvalid_0's poisson: -101.893\tvalid_0's quantile: 3.43887\n",
"[33]\tvalid_0's poisson: -101.964\tvalid_0's quantile: 3.42675\n",
"[34]\tvalid_0's poisson: -102.08\tvalid_0's quantile: 3.41017\n",
"[35]\tvalid_0's poisson: -102.079\tvalid_0's quantile: 3.403\n",
"[36]\tvalid_0's poisson: -102.123\tvalid_0's quantile: 3.39294\n",
"[37]\tvalid_0's poisson: -102.082\tvalid_0's quantile: 3.38631\n",
"[38]\tvalid_0's poisson: -102.214\tvalid_0's quantile: 3.37121\n",
"[39]\tvalid_0's poisson: -102.271\tvalid_0's quantile: 3.35833\n",
"[40]\tvalid_0's poisson: -102.314\tvalid_0's quantile: 3.35557\n",
"[41]\tvalid_0's poisson: -102.336\tvalid_0's quantile: 3.35323\n",
"[42]\tvalid_0's poisson: -102.376\tvalid_0's quantile: 3.34145\n",
"[43]\tvalid_0's poisson: -102.474\tvalid_0's quantile: 3.32466\n",
"[44]\tvalid_0's poisson: -102.515\tvalid_0's quantile: 3.32007\n",
"[45]\tvalid_0's poisson: -102.514\tvalid_0's quantile: 3.31837\n",
"[46]\tvalid_0's poisson: -102.526\tvalid_0's quantile: 3.31723\n",
"[47]\tvalid_0's poisson: -102.57\tvalid_0's quantile: 3.31123\n",
"[48]\tvalid_0's poisson: -102.586\tvalid_0's quantile: 3.30401\n",
"[49]\tvalid_0's poisson: -102.656\tvalid_0's quantile: 3.27521\n",
"[50]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.27216\n",
"[51]\tvalid_0's poisson: -102.668\tvalid_0's quantile: 3.26577\n",
"[52]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.24251\n",
"[53]\tvalid_0's poisson: -102.75\tvalid_0's quantile: 3.23675\n",
"[54]\tvalid_0's poisson: -102.82\tvalid_0's quantile: 3.22921\n",
"[55]\tvalid_0's poisson: -102.854\tvalid_0's quantile: 3.22382\n",
"[56]\tvalid_0's poisson: -102.907\tvalid_0's quantile: 3.21636\n",
"[57]\tvalid_0's poisson: -102.923\tvalid_0's quantile: 3.19987\n",
"[58]\tvalid_0's poisson: -102.934\tvalid_0's quantile: 3.1954\n",
"[59]\tvalid_0's poisson: -102.94\tvalid_0's quantile: 3.19499\n",
"[60]\tvalid_0's poisson: -102.979\tvalid_0's quantile: 3.18803\n",
"[61]\tvalid_0's poisson: -102.989\tvalid_0's quantile: 3.18589\n",
"[62]\tvalid_0's poisson: -102.996\tvalid_0's quantile: 3.18339\n",
"[63]\tvalid_0's poisson: -103.008\tvalid_0's quantile: 3.18258\n",
"[64]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.18128\n",
"[65]\tvalid_0's poisson: -102.991\tvalid_0's quantile: 3.17447\n",
"[66]\tvalid_0's poisson: -103.003\tvalid_0's quantile: 3.17143\n",
"[67]\tvalid_0's poisson: -103.022\tvalid_0's quantile: 3.16768\n",
"[68]\tvalid_0's poisson: -103.028\tvalid_0's quantile: 3.16519\n",
"[69]\tvalid_0's poisson: -103.02\tvalid_0's quantile: 3.16386\n",
"[70]\tvalid_0's poisson: -103.043\tvalid_0's quantile: 3.15962\n",
"[71]\tvalid_0's poisson: -103.049\tvalid_0's quantile: 3.15795\n",
"[72]\tvalid_0's poisson: -103.085\tvalid_0's quantile: 3.15512\n",
"[73]\tvalid_0's poisson: -103.075\tvalid_0's quantile: 3.15373\n",
"[74]\tvalid_0's poisson: -103.098\tvalid_0's quantile: 3.15031\n",
"[75]\tvalid_0's poisson: -103.13\tvalid_0's quantile: 3.14456\n",
"[76]\tvalid_0's poisson: -103.14\tvalid_0's quantile: 3.14022\n",
"[77]\tvalid_0's poisson: -103.163\tvalid_0's quantile: 3.13029\n",
"[78]\tvalid_0's poisson: -103.192\tvalid_0's quantile: 3.12751\n",
"[79]\tvalid_0's poisson: -103.185\tvalid_0's quantile: 3.12327\n",
"[80]\tvalid_0's poisson: -103.182\tvalid_0's quantile: 3.12264\n",
"[81]\tvalid_0's poisson: -103.194\tvalid_0's quantile: 3.12166\n",
"[82]\tvalid_0's poisson: -103.138\tvalid_0's quantile: 3.12079\n",
"[83]\tvalid_0's poisson: -103.154\tvalid_0's quantile: 3.11861\n",
"[84]\tvalid_0's poisson: -103.138\tvalid_0's quantile: 3.11731\n",
"[85]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.11225\n",
"[86]\tvalid_0's poisson: -103.154\tvalid_0's quantile: 3.11228\n",
"[87]\tvalid_0's poisson: -103.157\tvalid_0's quantile: 3.11162\n",
"[88]\tvalid_0's poisson: -103.225\tvalid_0's quantile: 3.10534\n",
"[89]\tvalid_0's poisson: -103.177\tvalid_0's quantile: 3.10551\n",
"[90]\tvalid_0's poisson: -103.196\tvalid_0's quantile: 3.10449\n",
"[91]\tvalid_0's poisson: -103.184\tvalid_0's quantile: 3.10493\n",
"[92]\tvalid_0's poisson: -103.221\tvalid_0's quantile: 3.1043\n",
"[93]\tvalid_0's poisson: -103.235\tvalid_0's quantile: 3.10256\n",
"[94]\tvalid_0's poisson: -103.224\tvalid_0's quantile: 3.10206\n",
"[95]\tvalid_0's poisson: -103.229\tvalid_0's quantile: 3.10149\n",
"[96]\tvalid_0's poisson: -103.272\tvalid_0's quantile: 3.09267\n",
"[97]\tvalid_0's poisson: -103.32\tvalid_0's quantile: 3.08894\n",
"[98]\tvalid_0's poisson: -103.3\tvalid_0's quantile: 3.08163\n",
"[99]\tvalid_0's poisson: -103.347\tvalid_0's quantile: 3.07938\n",
"[100]\tvalid_0's poisson: -103.384\tvalid_0's quantile: 3.07424\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -70.0377\tvalid_0's quantile: 9.60718\n",
"[2]\tvalid_0's poisson: -75.311\tvalid_0's quantile: 8.21863\n",
"[3]\tvalid_0's poisson: -80.4834\tvalid_0's quantile: 6.96859\n",
"[4]\tvalid_0's poisson: -85.1192\tvalid_0's quantile: 6.20607\n",
"[5]\tvalid_0's poisson: -88.2006\tvalid_0's quantile: 5.59247\n",
"[6]\tvalid_0's poisson: -91.0721\tvalid_0's quantile: 5.09577\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[7]\tvalid_0's poisson: -93.3265\tvalid_0's quantile: 4.76712\n",
"[8]\tvalid_0's poisson: -95.035\tvalid_0's quantile: 4.53579\n",
"[9]\tvalid_0's poisson: -96.2271\tvalid_0's quantile: 4.32576\n",
"[10]\tvalid_0's poisson: -97.1582\tvalid_0's quantile: 4.18479\n",
"[11]\tvalid_0's poisson: -97.8729\tvalid_0's quantile: 4.04948\n",
"[12]\tvalid_0's poisson: -98.5947\tvalid_0's quantile: 3.94983\n",
"[13]\tvalid_0's poisson: -99.1514\tvalid_0's quantile: 3.87346\n",
"[14]\tvalid_0's poisson: -99.5151\tvalid_0's quantile: 3.82634\n",
"[15]\tvalid_0's poisson: -100.184\tvalid_0's quantile: 3.74969\n",
"[16]\tvalid_0's poisson: -100.515\tvalid_0's quantile: 3.70618\n",
"[17]\tvalid_0's poisson: -100.722\tvalid_0's quantile: 3.68489\n",
"[18]\tvalid_0's poisson: -100.864\tvalid_0's quantile: 3.66751\n",
"[19]\tvalid_0's poisson: -101.067\tvalid_0's quantile: 3.63796\n",
"[20]\tvalid_0's poisson: -101.211\tvalid_0's quantile: 3.60424\n",
"[21]\tvalid_0's poisson: -101.356\tvalid_0's quantile: 3.58936\n",
"[22]\tvalid_0's poisson: -101.617\tvalid_0's quantile: 3.55831\n",
"[23]\tvalid_0's poisson: -101.669\tvalid_0's quantile: 3.54846\n",
"[24]\tvalid_0's poisson: -101.701\tvalid_0's quantile: 3.53816\n",
"[25]\tvalid_0's poisson: -101.793\tvalid_0's quantile: 3.52559\n",
"[26]\tvalid_0's poisson: -101.822\tvalid_0's quantile: 3.51971\n",
"[27]\tvalid_0's poisson: -101.917\tvalid_0's quantile: 3.5062\n",
"[28]\tvalid_0's poisson: -101.934\tvalid_0's quantile: 3.50322\n",
"[29]\tvalid_0's poisson: -101.968\tvalid_0's quantile: 3.49754\n",
"[30]\tvalid_0's poisson: -101.981\tvalid_0's quantile: 3.49532\n",
"[31]\tvalid_0's poisson: -101.963\tvalid_0's quantile: 3.4843\n",
"[32]\tvalid_0's poisson: -101.968\tvalid_0's quantile: 3.47876\n",
"[33]\tvalid_0's poisson: -101.987\tvalid_0's quantile: 3.4729\n",
"[34]\tvalid_0's poisson: -102.085\tvalid_0's quantile: 3.45146\n",
"[35]\tvalid_0's poisson: -102.12\tvalid_0's quantile: 3.43814\n",
"[36]\tvalid_0's poisson: -102.156\tvalid_0's quantile: 3.43339\n",
"[37]\tvalid_0's poisson: -102.182\tvalid_0's quantile: 3.42826\n",
"[38]\tvalid_0's poisson: -102.29\tvalid_0's quantile: 3.41527\n",
"[39]\tvalid_0's poisson: -102.299\tvalid_0's quantile: 3.40483\n",
"[40]\tvalid_0's poisson: -102.361\tvalid_0's quantile: 3.39365\n",
"[41]\tvalid_0's poisson: -102.359\tvalid_0's quantile: 3.38828\n",
"[42]\tvalid_0's poisson: -102.426\tvalid_0's quantile: 3.37826\n",
"[43]\tvalid_0's poisson: -102.435\tvalid_0's quantile: 3.36885\n",
"[44]\tvalid_0's poisson: -102.441\tvalid_0's quantile: 3.36727\n",
"[45]\tvalid_0's poisson: -102.547\tvalid_0's quantile: 3.3542\n",
"[46]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.34685\n",
"[47]\tvalid_0's poisson: -102.618\tvalid_0's quantile: 3.34354\n",
"[48]\tvalid_0's poisson: -102.663\tvalid_0's quantile: 3.33477\n",
"[49]\tvalid_0's poisson: -102.66\tvalid_0's quantile: 3.33135\n",
"[50]\tvalid_0's poisson: -102.682\tvalid_0's quantile: 3.3307\n",
"[51]\tvalid_0's poisson: -102.685\tvalid_0's quantile: 3.33093\n",
"[52]\tvalid_0's poisson: -102.664\tvalid_0's quantile: 3.33398\n",
"[53]\tvalid_0's poisson: -102.696\tvalid_0's quantile: 3.32851\n",
"[54]\tvalid_0's poisson: -102.684\tvalid_0's quantile: 3.33007\n",
"[55]\tvalid_0's poisson: -102.672\tvalid_0's quantile: 3.32922\n",
"[56]\tvalid_0's poisson: -102.731\tvalid_0's quantile: 3.3163\n",
"[57]\tvalid_0's poisson: -102.756\tvalid_0's quantile: 3.31288\n",
"[58]\tvalid_0's poisson: -102.782\tvalid_0's quantile: 3.30935\n",
"[59]\tvalid_0's poisson: -102.788\tvalid_0's quantile: 3.30901\n",
"[60]\tvalid_0's poisson: -102.799\tvalid_0's quantile: 3.30515\n",
"[61]\tvalid_0's poisson: -102.821\tvalid_0's quantile: 3.30293\n",
"[62]\tvalid_0's poisson: -102.838\tvalid_0's quantile: 3.29832\n",
"[63]\tvalid_0's poisson: -102.811\tvalid_0's quantile: 3.29185\n",
"[64]\tvalid_0's poisson: -102.832\tvalid_0's quantile: 3.29098\n",
"[65]\tvalid_0's poisson: -102.827\tvalid_0's quantile: 3.28173\n",
"[66]\tvalid_0's poisson: -102.812\tvalid_0's quantile: 3.28183\n",
"[67]\tvalid_0's poisson: -102.85\tvalid_0's quantile: 3.2698\n",
"[68]\tvalid_0's poisson: -102.814\tvalid_0's quantile: 3.25486\n",
"[69]\tvalid_0's poisson: -102.818\tvalid_0's quantile: 3.24708\n",
"[70]\tvalid_0's poisson: -102.821\tvalid_0's quantile: 3.24625\n",
"[71]\tvalid_0's poisson: -102.913\tvalid_0's quantile: 3.23997\n",
"[72]\tvalid_0's poisson: -102.907\tvalid_0's quantile: 3.23961\n",
"[73]\tvalid_0's poisson: -102.905\tvalid_0's quantile: 3.23902\n",
"[74]\tvalid_0's poisson: -102.885\tvalid_0's quantile: 3.23759\n",
"[75]\tvalid_0's poisson: -102.895\tvalid_0's quantile: 3.23725\n",
"[76]\tvalid_0's poisson: -102.914\tvalid_0's quantile: 3.23082\n",
"[77]\tvalid_0's poisson: -102.943\tvalid_0's quantile: 3.22736\n",
"[78]\tvalid_0's poisson: -102.975\tvalid_0's quantile: 3.21462\n",
"[79]\tvalid_0's poisson: -102.959\tvalid_0's quantile: 3.21437\n",
"[80]\tvalid_0's poisson: -102.955\tvalid_0's quantile: 3.21171\n",
"[81]\tvalid_0's poisson: -102.986\tvalid_0's quantile: 3.20838\n",
"[82]\tvalid_0's poisson: -103.032\tvalid_0's quantile: 3.20156\n",
"[83]\tvalid_0's poisson: -103.05\tvalid_0's quantile: 3.19976\n",
"[84]\tvalid_0's poisson: -103.055\tvalid_0's quantile: 3.19791\n",
"[85]\tvalid_0's poisson: -103.087\tvalid_0's quantile: 3.18649\n",
"[86]\tvalid_0's poisson: -103.084\tvalid_0's quantile: 3.1845\n",
"[87]\tvalid_0's poisson: -103.092\tvalid_0's quantile: 3.18366\n",
"[88]\tvalid_0's poisson: -103.1\tvalid_0's quantile: 3.18353\n",
"[89]\tvalid_0's poisson: -103.078\tvalid_0's quantile: 3.18067\n",
"[90]\tvalid_0's poisson: -103.171\tvalid_0's quantile: 3.17448\n",
"[91]\tvalid_0's poisson: -103.152\tvalid_0's quantile: 3.17323\n",
"[92]\tvalid_0's poisson: -103.126\tvalid_0's quantile: 3.17339\n",
"[93]\tvalid_0's poisson: -103.153\tvalid_0's quantile: 3.17034\n",
"[94]\tvalid_0's poisson: -103.187\tvalid_0's quantile: 3.17125\n",
"[95]\tvalid_0's poisson: -103.168\tvalid_0's quantile: 3.16915\n",
"[96]\tvalid_0's poisson: -103.22\tvalid_0's quantile: 3.16697\n",
"[97]\tvalid_0's poisson: -103.23\tvalid_0's quantile: 3.16642\n",
"[98]\tvalid_0's poisson: -103.253\tvalid_0's quantile: 3.16138\n",
"[99]\tvalid_0's poisson: -103.252\tvalid_0's quantile: 3.16024\n",
"[100]\tvalid_0's poisson: -103.278\tvalid_0's quantile: 3.15358\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -68.8076\tvalid_0's quantile: 9.65691\n",
"[2]\tvalid_0's poisson: -75.0324\tvalid_0's quantile: 8.08804\n",
"[3]\tvalid_0's poisson: -79.9157\tvalid_0's quantile: 6.95263\n",
"[4]\tvalid_0's poisson: -84.4726\tvalid_0's quantile: 6.20015\n",
"[5]\tvalid_0's poisson: -87.6235\tvalid_0's quantile: 5.63657\n",
"[6]\tvalid_0's poisson: -90.2174\tvalid_0's quantile: 5.21674\n",
"[7]\tvalid_0's poisson: -92.4467\tvalid_0's quantile: 4.91551\n",
"[8]\tvalid_0's poisson: -93.9571\tvalid_0's quantile: 4.65254\n",
"[9]\tvalid_0's poisson: -95.1931\tvalid_0's quantile: 4.44947\n",
"[10]\tvalid_0's poisson: -96.2147\tvalid_0's quantile: 4.31537\n",
"[11]\tvalid_0's poisson: -97.2494\tvalid_0's quantile: 4.18045\n",
"[12]\tvalid_0's poisson: -97.9283\tvalid_0's quantile: 4.06073\n",
"[13]\tvalid_0's poisson: -98.6301\tvalid_0's quantile: 3.96853\n",
"[14]\tvalid_0's poisson: -99.096\tvalid_0's quantile: 3.90853\n",
"[15]\tvalid_0's poisson: -99.4701\tvalid_0's quantile: 3.86607\n",
"[16]\tvalid_0's poisson: -100.07\tvalid_0's quantile: 3.74588\n",
"[17]\tvalid_0's poisson: -100.342\tvalid_0's quantile: 3.71538\n",
"[18]\tvalid_0's poisson: -100.61\tvalid_0's quantile: 3.68552\n",
"[19]\tvalid_0's poisson: -100.722\tvalid_0's quantile: 3.66095\n",
"[20]\tvalid_0's poisson: -100.827\tvalid_0's quantile: 3.64734\n",
"[21]\tvalid_0's poisson: -101.083\tvalid_0's quantile: 3.60147\n",
"[22]\tvalid_0's poisson: -101.209\tvalid_0's quantile: 3.58466\n",
"[23]\tvalid_0's poisson: -101.268\tvalid_0's quantile: 3.56928\n",
"[24]\tvalid_0's poisson: -101.415\tvalid_0's quantile: 3.55559\n",
"[25]\tvalid_0's poisson: -101.457\tvalid_0's quantile: 3.54383\n",
"[26]\tvalid_0's poisson: -101.526\tvalid_0's quantile: 3.5387\n",
"[27]\tvalid_0's poisson: -101.587\tvalid_0's quantile: 3.52413\n",
"[28]\tvalid_0's poisson: -101.664\tvalid_0's quantile: 3.50852\n",
"[29]\tvalid_0's poisson: -101.736\tvalid_0's quantile: 3.50137\n",
"[30]\tvalid_0's poisson: -101.751\tvalid_0's quantile: 3.49764\n",
"[31]\tvalid_0's poisson: -101.823\tvalid_0's quantile: 3.48915\n",
"[32]\tvalid_0's poisson: -101.862\tvalid_0's quantile: 3.48002\n",
"[33]\tvalid_0's poisson: -101.906\tvalid_0's quantile: 3.47096\n",
"[34]\tvalid_0's poisson: -101.948\tvalid_0's quantile: 3.46499\n",
"[35]\tvalid_0's poisson: -101.969\tvalid_0's quantile: 3.46308\n",
"[36]\tvalid_0's poisson: -102.041\tvalid_0's quantile: 3.45699\n",
"[37]\tvalid_0's poisson: -102.063\tvalid_0's quantile: 3.45409\n",
"[38]\tvalid_0's poisson: -102.128\tvalid_0's quantile: 3.44835\n",
"[39]\tvalid_0's poisson: -102.135\tvalid_0's quantile: 3.44383\n",
"[40]\tvalid_0's poisson: -102.225\tvalid_0's quantile: 3.4324\n",
"[41]\tvalid_0's poisson: -102.262\tvalid_0's quantile: 3.42723\n",
"[42]\tvalid_0's poisson: -102.274\tvalid_0's quantile: 3.40025\n",
"[43]\tvalid_0's poisson: -102.199\tvalid_0's quantile: 3.3968\n",
"[44]\tvalid_0's poisson: -102.246\tvalid_0's quantile: 3.39388\n",
"[45]\tvalid_0's poisson: -102.26\tvalid_0's quantile: 3.39245\n",
"[46]\tvalid_0's poisson: -102.329\tvalid_0's quantile: 3.3855\n",
"[47]\tvalid_0's poisson: -102.357\tvalid_0's quantile: 3.37698\n",
"[48]\tvalid_0's poisson: -102.406\tvalid_0's quantile: 3.37001\n",
"[49]\tvalid_0's poisson: -102.427\tvalid_0's quantile: 3.36499\n",
"[50]\tvalid_0's poisson: -102.523\tvalid_0's quantile: 3.35438\n",
"[51]\tvalid_0's poisson: -102.579\tvalid_0's quantile: 3.34652\n",
"[52]\tvalid_0's poisson: -102.622\tvalid_0's quantile: 3.33778\n",
"[53]\tvalid_0's poisson: -102.573\tvalid_0's quantile: 3.33605\n",
"[54]\tvalid_0's poisson: -102.65\tvalid_0's quantile: 3.33446\n",
"[55]\tvalid_0's poisson: -102.667\tvalid_0's quantile: 3.33054\n",
"[56]\tvalid_0's poisson: -102.837\tvalid_0's quantile: 3.29593\n",
"[57]\tvalid_0's poisson: -102.943\tvalid_0's quantile: 3.27246\n",
"[58]\tvalid_0's poisson: -103.027\tvalid_0's quantile: 3.26391\n",
"[59]\tvalid_0's poisson: -103.059\tvalid_0's quantile: 3.26201\n",
"[60]\tvalid_0's poisson: -103.132\tvalid_0's quantile: 3.24754\n",
"[61]\tvalid_0's poisson: -103.136\tvalid_0's quantile: 3.22701\n",
"[62]\tvalid_0's poisson: -103.191\tvalid_0's quantile: 3.22152\n",
"[63]\tvalid_0's poisson: -103.243\tvalid_0's quantile: 3.21727\n",
"[64]\tvalid_0's poisson: -103.261\tvalid_0's quantile: 3.21527\n",
"[65]\tvalid_0's poisson: -103.228\tvalid_0's quantile: 3.21316\n",
"[66]\tvalid_0's poisson: -103.238\tvalid_0's quantile: 3.21077\n",
"[67]\tvalid_0's poisson: -103.242\tvalid_0's quantile: 3.20979\n",
"[68]\tvalid_0's poisson: -103.274\tvalid_0's quantile: 3.20576\n",
"[69]\tvalid_0's poisson: -103.263\tvalid_0's quantile: 3.20528\n",
"[70]\tvalid_0's poisson: -103.249\tvalid_0's quantile: 3.20462\n",
"[71]\tvalid_0's poisson: -103.306\tvalid_0's quantile: 3.19473\n",
"[72]\tvalid_0's poisson: -103.307\tvalid_0's quantile: 3.19276\n",
"[73]\tvalid_0's poisson: -103.332\tvalid_0's quantile: 3.18774\n",
"[74]\tvalid_0's poisson: -103.341\tvalid_0's quantile: 3.18418\n",
"[75]\tvalid_0's poisson: -103.351\tvalid_0's quantile: 3.18247\n",
"[76]\tvalid_0's poisson: -103.374\tvalid_0's quantile: 3.1781\n",
"[77]\tvalid_0's poisson: -103.392\tvalid_0's quantile: 3.17736\n",
"[78]\tvalid_0's poisson: -103.387\tvalid_0's quantile: 3.17654\n",
"[79]\tvalid_0's poisson: -103.396\tvalid_0's quantile: 3.17413\n",
"[80]\tvalid_0's poisson: -103.41\tvalid_0's quantile: 3.16998\n",
"[81]\tvalid_0's poisson: -103.421\tvalid_0's quantile: 3.16899\n",
"[82]\tvalid_0's poisson: -103.43\tvalid_0's quantile: 3.168\n",
"[83]\tvalid_0's poisson: -103.422\tvalid_0's quantile: 3.16796\n",
"[84]\tvalid_0's poisson: -103.43\tvalid_0's quantile: 3.16023\n",
"[85]\tvalid_0's poisson: -103.458\tvalid_0's quantile: 3.15477\n",
"[86]\tvalid_0's poisson: -103.463\tvalid_0's quantile: 3.15347\n",
"[87]\tvalid_0's poisson: -103.491\tvalid_0's quantile: 3.14947\n",
"[88]\tvalid_0's poisson: -103.492\tvalid_0's quantile: 3.148\n",
"[89]\tvalid_0's poisson: -103.503\tvalid_0's quantile: 3.14479\n",
"[90]\tvalid_0's poisson: -103.517\tvalid_0's quantile: 3.14142\n",
"[91]\tvalid_0's poisson: -103.527\tvalid_0's quantile: 3.13766\n",
"[92]\tvalid_0's poisson: -103.54\tvalid_0's quantile: 3.13575\n",
"[93]\tvalid_0's poisson: -103.55\tvalid_0's quantile: 3.1348\n",
"[94]\tvalid_0's poisson: -103.553\tvalid_0's quantile: 3.13155\n",
"[95]\tvalid_0's poisson: -103.559\tvalid_0's quantile: 3.13151\n",
"[96]\tvalid_0's poisson: -103.571\tvalid_0's quantile: 3.13119\n",
"[97]\tvalid_0's poisson: -103.571\tvalid_0's quantile: 3.13142\n",
"[98]\tvalid_0's poisson: -103.546\tvalid_0's quantile: 3.13087\n",
"[99]\tvalid_0's poisson: -103.566\tvalid_0's quantile: 3.13066\n",
"[100]\tvalid_0's poisson: -103.581\tvalid_0's quantile: 3.12997\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.6696\tvalid_0's quantile: 5.60982\n",
"[2]\tvalid_0's poisson: -94.0652\tvalid_0's quantile: 4.79874\n",
"[3]\tvalid_0's poisson: -96.9189\tvalid_0's quantile: 4.27236\n",
"[4]\tvalid_0's poisson: -97.4399\tvalid_0's quantile: 4.06996\n",
"[5]\tvalid_0's poisson: -98.0754\tvalid_0's quantile: 3.9495\n",
"[6]\tvalid_0's poisson: -98.4236\tvalid_0's quantile: 3.91024\n",
"[7]\tvalid_0's poisson: -98.4819\tvalid_0's quantile: 3.89043\n",
"[8]\tvalid_0's poisson: -98.6402\tvalid_0's quantile: 3.83498\n",
"[9]\tvalid_0's poisson: -98.6306\tvalid_0's quantile: 3.84727\n",
"[10]\tvalid_0's poisson: -99.2366\tvalid_0's quantile: 3.71557\n",
"[11]\tvalid_0's poisson: -99.2276\tvalid_0's quantile: 3.70615\n",
"[12]\tvalid_0's poisson: -99.7583\tvalid_0's quantile: 3.62332\n",
"[13]\tvalid_0's poisson: -100.644\tvalid_0's quantile: 3.53793\n",
"[14]\tvalid_0's poisson: -100.867\tvalid_0's quantile: 3.51584\n",
"[15]\tvalid_0's poisson: -100.815\tvalid_0's quantile: 3.50463\n",
"[16]\tvalid_0's poisson: -101.006\tvalid_0's quantile: 3.51015\n",
"[17]\tvalid_0's poisson: -101.002\tvalid_0's quantile: 3.48537\n",
"[18]\tvalid_0's poisson: -101.055\tvalid_0's quantile: 3.48905\n",
"[19]\tvalid_0's poisson: -101.022\tvalid_0's quantile: 3.47466\n",
"[20]\tvalid_0's poisson: -101.136\tvalid_0's quantile: 3.44727\n",
"[21]\tvalid_0's poisson: -101.14\tvalid_0's quantile: 3.45087\n",
"[22]\tvalid_0's poisson: -101.265\tvalid_0's quantile: 3.44647\n",
"[23]\tvalid_0's poisson: -101.248\tvalid_0's quantile: 3.4305\n",
"[24]\tvalid_0's poisson: -101.325\tvalid_0's quantile: 3.41168\n",
"[25]\tvalid_0's poisson: -101.181\tvalid_0's quantile: 3.41357\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -101.138\tvalid_0's quantile: 3.41791\n",
"[27]\tvalid_0's poisson: -101.141\tvalid_0's quantile: 3.42325\n",
"[28]\tvalid_0's poisson: -101.273\tvalid_0's quantile: 3.42001\n",
"[29]\tvalid_0's poisson: -101.201\tvalid_0's quantile: 3.41792\n",
"[30]\tvalid_0's poisson: -101.455\tvalid_0's quantile: 3.41654\n",
"[31]\tvalid_0's poisson: -101.372\tvalid_0's quantile: 3.39428\n",
"[32]\tvalid_0's poisson: -101.334\tvalid_0's quantile: 3.39416\n",
"[33]\tvalid_0's poisson: -101.468\tvalid_0's quantile: 3.38641\n",
"[34]\tvalid_0's poisson: -101.46\tvalid_0's quantile: 3.37685\n",
"[35]\tvalid_0's poisson: -101.456\tvalid_0's quantile: 3.35735\n",
"[36]\tvalid_0's poisson: -101.597\tvalid_0's quantile: 3.35204\n",
"[37]\tvalid_0's poisson: -101.896\tvalid_0's quantile: 3.32367\n",
"[38]\tvalid_0's poisson: -101.894\tvalid_0's quantile: 3.31834\n",
"[39]\tvalid_0's poisson: -101.923\tvalid_0's quantile: 3.31318\n",
"[40]\tvalid_0's poisson: -101.881\tvalid_0's quantile: 3.29406\n",
"[41]\tvalid_0's poisson: -101.844\tvalid_0's quantile: 3.30034\n",
"[42]\tvalid_0's poisson: -101.884\tvalid_0's quantile: 3.31007\n",
"[43]\tvalid_0's poisson: -101.907\tvalid_0's quantile: 3.3114\n",
"[44]\tvalid_0's poisson: -101.923\tvalid_0's quantile: 3.3049\n",
"[45]\tvalid_0's poisson: -101.989\tvalid_0's quantile: 3.30076\n",
"[46]\tvalid_0's poisson: -101.947\tvalid_0's quantile: 3.30397\n",
"[47]\tvalid_0's poisson: -101.991\tvalid_0's quantile: 3.3036\n",
"[48]\tvalid_0's poisson: -101.944\tvalid_0's quantile: 3.30277\n",
"[49]\tvalid_0's poisson: -102.001\tvalid_0's quantile: 3.3051\n",
"[50]\tvalid_0's poisson: -101.97\tvalid_0's quantile: 3.29896\n",
"[51]\tvalid_0's poisson: -102.021\tvalid_0's quantile: 3.29782\n",
"[52]\tvalid_0's poisson: -102.049\tvalid_0's quantile: 3.28763\n",
"[53]\tvalid_0's poisson: -102.037\tvalid_0's quantile: 3.28516\n",
"[54]\tvalid_0's poisson: -102.065\tvalid_0's quantile: 3.28327\n",
"[55]\tvalid_0's poisson: -102.077\tvalid_0's quantile: 3.28652\n",
"[56]\tvalid_0's poisson: -102.094\tvalid_0's quantile: 3.28771\n",
"[57]\tvalid_0's poisson: -102.116\tvalid_0's quantile: 3.27904\n",
"[58]\tvalid_0's poisson: -102.142\tvalid_0's quantile: 3.27223\n",
"[59]\tvalid_0's poisson: -102.208\tvalid_0's quantile: 3.27131\n",
"[60]\tvalid_0's poisson: -102.108\tvalid_0's quantile: 3.26998\n",
"[61]\tvalid_0's poisson: -102.223\tvalid_0's quantile: 3.26649\n",
"[62]\tvalid_0's poisson: -102.241\tvalid_0's quantile: 3.25777\n",
"[63]\tvalid_0's poisson: -102.262\tvalid_0's quantile: 3.26051\n",
"[64]\tvalid_0's poisson: -102.233\tvalid_0's quantile: 3.25992\n",
"[65]\tvalid_0's poisson: -102.226\tvalid_0's quantile: 3.25339\n",
"[66]\tvalid_0's poisson: -102.257\tvalid_0's quantile: 3.25663\n",
"[67]\tvalid_0's poisson: -102.295\tvalid_0's quantile: 3.25938\n",
"[68]\tvalid_0's poisson: -102.297\tvalid_0's quantile: 3.26335\n",
"[69]\tvalid_0's poisson: -102.297\tvalid_0's quantile: 3.26947\n",
"[70]\tvalid_0's poisson: -102.324\tvalid_0's quantile: 3.26558\n",
"[71]\tvalid_0's poisson: -102.336\tvalid_0's quantile: 3.26854\n",
"[72]\tvalid_0's poisson: -102.35\tvalid_0's quantile: 3.26751\n",
"[73]\tvalid_0's poisson: -102.327\tvalid_0's quantile: 3.25859\n",
"[74]\tvalid_0's poisson: -102.334\tvalid_0's quantile: 3.2535\n",
"[75]\tvalid_0's poisson: -102.335\tvalid_0's quantile: 3.24832\n",
"[76]\tvalid_0's poisson: -102.287\tvalid_0's quantile: 3.24636\n",
"[77]\tvalid_0's poisson: -102.331\tvalid_0's quantile: 3.24696\n",
"[78]\tvalid_0's poisson: -102.329\tvalid_0's quantile: 3.24434\n",
"[79]\tvalid_0's poisson: -102.36\tvalid_0's quantile: 3.24439\n",
"[80]\tvalid_0's poisson: -102.482\tvalid_0's quantile: 3.23901\n",
"[81]\tvalid_0's poisson: -102.461\tvalid_0's quantile: 3.22744\n",
"[82]\tvalid_0's poisson: -102.478\tvalid_0's quantile: 3.22582\n",
"[83]\tvalid_0's poisson: -102.473\tvalid_0's quantile: 3.23903\n",
"[84]\tvalid_0's poisson: -102.484\tvalid_0's quantile: 3.23622\n",
"[85]\tvalid_0's poisson: -102.498\tvalid_0's quantile: 3.23922\n",
"[86]\tvalid_0's poisson: -102.573\tvalid_0's quantile: 3.23897\n",
"[87]\tvalid_0's poisson: -102.609\tvalid_0's quantile: 3.23357\n",
"[88]\tvalid_0's poisson: -102.576\tvalid_0's quantile: 3.23402\n",
"[89]\tvalid_0's poisson: -102.595\tvalid_0's quantile: 3.23265\n",
"[90]\tvalid_0's poisson: -102.552\tvalid_0's quantile: 3.23308\n",
"[91]\tvalid_0's poisson: -102.553\tvalid_0's quantile: 3.23368\n",
"[92]\tvalid_0's poisson: -102.56\tvalid_0's quantile: 3.22972\n",
"[93]\tvalid_0's poisson: -102.553\tvalid_0's quantile: 3.22344\n",
"[94]\tvalid_0's poisson: -102.579\tvalid_0's quantile: 3.22436\n",
"[95]\tvalid_0's poisson: -102.595\tvalid_0's quantile: 3.22341\n",
"[96]\tvalid_0's poisson: -102.581\tvalid_0's quantile: 3.22449\n",
"[97]\tvalid_0's poisson: -102.581\tvalid_0's quantile: 3.22584\n",
"[98]\tvalid_0's poisson: -102.592\tvalid_0's quantile: 3.2316\n",
"[99]\tvalid_0's poisson: -102.578\tvalid_0's quantile: 3.23197\n",
"[100]\tvalid_0's poisson: -102.585\tvalid_0's quantile: 3.23094\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -91.1566\tvalid_0's quantile: 5.50051\n",
"[2]\tvalid_0's poisson: -94.8082\tvalid_0's quantile: 4.66081\n",
"[3]\tvalid_0's poisson: -97.0152\tvalid_0's quantile: 4.28336\n",
"[4]\tvalid_0's poisson: -97.3934\tvalid_0's quantile: 4.14023\n",
"[5]\tvalid_0's poisson: -97.1904\tvalid_0's quantile: 4.05238\n",
"[6]\tvalid_0's poisson: -97.1087\tvalid_0's quantile: 4.00315\n",
"[7]\tvalid_0's poisson: -97.8654\tvalid_0's quantile: 3.95511\n",
"[8]\tvalid_0's poisson: -98.0786\tvalid_0's quantile: 3.92894\n",
"[9]\tvalid_0's poisson: -98.7632\tvalid_0's quantile: 3.8558\n",
"[10]\tvalid_0's poisson: -98.7928\tvalid_0's quantile: 3.85387\n",
"[11]\tvalid_0's poisson: -98.6522\tvalid_0's quantile: 3.82995\n",
"[12]\tvalid_0's poisson: -98.8611\tvalid_0's quantile: 3.82001\n",
"[13]\tvalid_0's poisson: -98.9414\tvalid_0's quantile: 3.79375\n",
"[14]\tvalid_0's poisson: -99.12\tvalid_0's quantile: 3.74782\n",
"[15]\tvalid_0's poisson: -99.6747\tvalid_0's quantile: 3.74646\n",
"[16]\tvalid_0's poisson: -99.5938\tvalid_0's quantile: 3.72186\n",
"[17]\tvalid_0's poisson: -99.8751\tvalid_0's quantile: 3.70172\n",
"[18]\tvalid_0's poisson: -100.074\tvalid_0's quantile: 3.69132\n",
"[19]\tvalid_0's poisson: -100.179\tvalid_0's quantile: 3.65494\n",
"[20]\tvalid_0's poisson: -100.322\tvalid_0's quantile: 3.64531\n",
"[21]\tvalid_0's poisson: -100.439\tvalid_0's quantile: 3.63422\n",
"[22]\tvalid_0's poisson: -100.519\tvalid_0's quantile: 3.62133\n",
"[23]\tvalid_0's poisson: -100.537\tvalid_0's quantile: 3.61861\n",
"[24]\tvalid_0's poisson: -100.434\tvalid_0's quantile: 3.60988\n",
"[25]\tvalid_0's poisson: -100.622\tvalid_0's quantile: 3.5922\n",
"[26]\tvalid_0's poisson: -100.479\tvalid_0's quantile: 3.57881\n",
"[27]\tvalid_0's poisson: -100.598\tvalid_0's quantile: 3.55356\n",
"[28]\tvalid_0's poisson: -100.578\tvalid_0's quantile: 3.5506\n",
"[29]\tvalid_0's poisson: -100.742\tvalid_0's quantile: 3.54908\n",
"[30]\tvalid_0's poisson: -100.677\tvalid_0's quantile: 3.55849\n",
"[31]\tvalid_0's poisson: -100.755\tvalid_0's quantile: 3.55852\n",
"[32]\tvalid_0's poisson: -101.085\tvalid_0's quantile: 3.52449\n",
"[33]\tvalid_0's poisson: -101.044\tvalid_0's quantile: 3.45982\n",
"[34]\tvalid_0's poisson: -101.008\tvalid_0's quantile: 3.46239\n",
"[35]\tvalid_0's poisson: -101.105\tvalid_0's quantile: 3.45416\n",
"[36]\tvalid_0's poisson: -101.224\tvalid_0's quantile: 3.44864\n",
"[37]\tvalid_0's poisson: -101.166\tvalid_0's quantile: 3.45163\n",
"[38]\tvalid_0's poisson: -101.207\tvalid_0's quantile: 3.45963\n",
"[39]\tvalid_0's poisson: -101.361\tvalid_0's quantile: 3.47054\n",
"[40]\tvalid_0's poisson: -101.383\tvalid_0's quantile: 3.47347\n",
"[41]\tvalid_0's poisson: -101.371\tvalid_0's quantile: 3.47376\n",
"[42]\tvalid_0's poisson: -101.311\tvalid_0's quantile: 3.47088\n",
"[43]\tvalid_0's poisson: -101.337\tvalid_0's quantile: 3.46047\n",
"[44]\tvalid_0's poisson: -101.377\tvalid_0's quantile: 3.45839\n",
"[45]\tvalid_0's poisson: -101.392\tvalid_0's quantile: 3.45465\n",
"[46]\tvalid_0's poisson: -101.499\tvalid_0's quantile: 3.45703\n",
"[47]\tvalid_0's poisson: -101.437\tvalid_0's quantile: 3.45566\n",
"[48]\tvalid_0's poisson: -101.518\tvalid_0's quantile: 3.44992\n",
"[49]\tvalid_0's poisson: -101.561\tvalid_0's quantile: 3.43718\n",
"[50]\tvalid_0's poisson: -101.425\tvalid_0's quantile: 3.44413\n",
"[51]\tvalid_0's poisson: -101.502\tvalid_0's quantile: 3.44207\n",
"[52]\tvalid_0's poisson: -101.636\tvalid_0's quantile: 3.44708\n",
"[53]\tvalid_0's poisson: -101.616\tvalid_0's quantile: 3.44688\n",
"[54]\tvalid_0's poisson: -101.654\tvalid_0's quantile: 3.44013\n",
"[55]\tvalid_0's poisson: -101.652\tvalid_0's quantile: 3.4354\n",
"[56]\tvalid_0's poisson: -101.68\tvalid_0's quantile: 3.42545\n",
"[57]\tvalid_0's poisson: -101.644\tvalid_0's quantile: 3.41585\n",
"[58]\tvalid_0's poisson: -101.718\tvalid_0's quantile: 3.41332\n",
"[59]\tvalid_0's poisson: -101.651\tvalid_0's quantile: 3.41223\n",
"[60]\tvalid_0's poisson: -101.765\tvalid_0's quantile: 3.4082\n",
"[61]\tvalid_0's poisson: -101.748\tvalid_0's quantile: 3.40178\n",
"[62]\tvalid_0's poisson: -101.736\tvalid_0's quantile: 3.40291\n",
"[63]\tvalid_0's poisson: -101.8\tvalid_0's quantile: 3.40498\n",
"[64]\tvalid_0's poisson: -101.832\tvalid_0's quantile: 3.40997\n",
"[65]\tvalid_0's poisson: -101.764\tvalid_0's quantile: 3.40974\n",
"[66]\tvalid_0's poisson: -101.778\tvalid_0's quantile: 3.4106\n",
"[67]\tvalid_0's poisson: -101.735\tvalid_0's quantile: 3.41051\n",
"[68]\tvalid_0's poisson: -101.788\tvalid_0's quantile: 3.41095\n",
"[69]\tvalid_0's poisson: -101.904\tvalid_0's quantile: 3.391\n",
"[70]\tvalid_0's poisson: -102.098\tvalid_0's quantile: 3.37706\n",
"[71]\tvalid_0's poisson: -102.209\tvalid_0's quantile: 3.36095\n",
"[72]\tvalid_0's poisson: -102.228\tvalid_0's quantile: 3.35926\n",
"[73]\tvalid_0's poisson: -102.226\tvalid_0's quantile: 3.35668\n",
"[74]\tvalid_0's poisson: -102.197\tvalid_0's quantile: 3.34989\n",
"[75]\tvalid_0's poisson: -102.224\tvalid_0's quantile: 3.35246\n",
"[76]\tvalid_0's poisson: -102.213\tvalid_0's quantile: 3.34703\n",
"[77]\tvalid_0's poisson: -102.128\tvalid_0's quantile: 3.35315\n",
"[78]\tvalid_0's poisson: -102.244\tvalid_0's quantile: 3.34832\n",
"[79]\tvalid_0's poisson: -102.182\tvalid_0's quantile: 3.34806\n",
"[80]\tvalid_0's poisson: -102.11\tvalid_0's quantile: 3.35455\n",
"[81]\tvalid_0's poisson: -102.178\tvalid_0's quantile: 3.34809\n",
"[82]\tvalid_0's poisson: -102.103\tvalid_0's quantile: 3.34965\n",
"[83]\tvalid_0's poisson: -102.234\tvalid_0's quantile: 3.33897\n",
"[84]\tvalid_0's poisson: -102.318\tvalid_0's quantile: 3.33884\n",
"[85]\tvalid_0's poisson: -102.249\tvalid_0's quantile: 3.33543\n",
"[86]\tvalid_0's poisson: -102.278\tvalid_0's quantile: 3.33257\n",
"[87]\tvalid_0's poisson: -102.293\tvalid_0's quantile: 3.33323\n",
"[88]\tvalid_0's poisson: -102.34\tvalid_0's quantile: 3.31733\n",
"[89]\tvalid_0's poisson: -102.282\tvalid_0's quantile: 3.31923\n",
"[90]\tvalid_0's poisson: -102.29\tvalid_0's quantile: 3.32303\n",
"[91]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.31914\n",
"[92]\tvalid_0's poisson: -102.354\tvalid_0's quantile: 3.32284\n",
"[93]\tvalid_0's poisson: -102.328\tvalid_0's quantile: 3.32012\n",
"[94]\tvalid_0's poisson: -102.402\tvalid_0's quantile: 3.31755\n",
"[95]\tvalid_0's poisson: -102.431\tvalid_0's quantile: 3.31217\n",
"[96]\tvalid_0's poisson: -102.363\tvalid_0's quantile: 3.3135\n",
"[97]\tvalid_0's poisson: -102.414\tvalid_0's quantile: 3.30827\n",
"[98]\tvalid_0's poisson: -102.404\tvalid_0's quantile: 3.29925\n",
"[99]\tvalid_0's poisson: -102.429\tvalid_0's quantile: 3.30238\n",
"[100]\tvalid_0's poisson: -102.523\tvalid_0's quantile: 3.30517\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -90.1551\tvalid_0's quantile: 5.62339\n",
"[2]\tvalid_0's poisson: -94.5041\tvalid_0's quantile: 4.65564\n",
"[3]\tvalid_0's poisson: -97.8816\tvalid_0's quantile: 4.18298\n",
"[4]\tvalid_0's poisson: -98.6043\tvalid_0's quantile: 4.04341\n",
"[5]\tvalid_0's poisson: -98.9893\tvalid_0's quantile: 3.86505\n",
"[6]\tvalid_0's poisson: -99.1032\tvalid_0's quantile: 3.72029\n",
"[7]\tvalid_0's poisson: -99.3706\tvalid_0's quantile: 3.67088\n",
"[8]\tvalid_0's poisson: -99.6435\tvalid_0's quantile: 3.63926\n",
"[9]\tvalid_0's poisson: -99.7183\tvalid_0's quantile: 3.62005\n",
"[10]\tvalid_0's poisson: -99.5086\tvalid_0's quantile: 3.61071\n",
"[11]\tvalid_0's poisson: -99.6272\tvalid_0's quantile: 3.59496\n",
"[12]\tvalid_0's poisson: -100.142\tvalid_0's quantile: 3.5661\n",
"[13]\tvalid_0's poisson: -99.9941\tvalid_0's quantile: 3.57071\n",
"[14]\tvalid_0's poisson: -100.105\tvalid_0's quantile: 3.53582\n",
"[15]\tvalid_0's poisson: -100.209\tvalid_0's quantile: 3.49643\n",
"[16]\tvalid_0's poisson: -100.273\tvalid_0's quantile: 3.49476\n",
"[17]\tvalid_0's poisson: -100.295\tvalid_0's quantile: 3.48525\n",
"[18]\tvalid_0's poisson: -100.534\tvalid_0's quantile: 3.46711\n",
"[19]\tvalid_0's poisson: -100.499\tvalid_0's quantile: 3.46167\n",
"[20]\tvalid_0's poisson: -100.514\tvalid_0's quantile: 3.46453\n",
"[21]\tvalid_0's poisson: -100.59\tvalid_0's quantile: 3.464\n",
"[22]\tvalid_0's poisson: -100.613\tvalid_0's quantile: 3.46192\n",
"[23]\tvalid_0's poisson: -100.976\tvalid_0's quantile: 3.4491\n",
"[24]\tvalid_0's poisson: -101.03\tvalid_0's quantile: 3.43871\n",
"[25]\tvalid_0's poisson: -101.009\tvalid_0's quantile: 3.43777\n",
"[26]\tvalid_0's poisson: -101.273\tvalid_0's quantile: 3.41757\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -101.431\tvalid_0's quantile: 3.40738\n",
"[28]\tvalid_0's poisson: -101.431\tvalid_0's quantile: 3.40419\n",
"[29]\tvalid_0's poisson: -101.722\tvalid_0's quantile: 3.34658\n",
"[30]\tvalid_0's poisson: -101.771\tvalid_0's quantile: 3.3288\n",
"[31]\tvalid_0's poisson: -101.888\tvalid_0's quantile: 3.33204\n",
"[32]\tvalid_0's poisson: -101.793\tvalid_0's quantile: 3.31753\n",
"[33]\tvalid_0's poisson: -101.769\tvalid_0's quantile: 3.31238\n",
"[34]\tvalid_0's poisson: -101.856\tvalid_0's quantile: 3.31043\n",
"[35]\tvalid_0's poisson: -101.747\tvalid_0's quantile: 3.31602\n",
"[36]\tvalid_0's poisson: -101.798\tvalid_0's quantile: 3.29941\n",
"[37]\tvalid_0's poisson: -101.958\tvalid_0's quantile: 3.30904\n",
"[38]\tvalid_0's poisson: -102.115\tvalid_0's quantile: 3.30361\n",
"[39]\tvalid_0's poisson: -101.948\tvalid_0's quantile: 3.28952\n",
"[40]\tvalid_0's poisson: -101.93\tvalid_0's quantile: 3.28608\n",
"[41]\tvalid_0's poisson: -101.94\tvalid_0's quantile: 3.29326\n",
"[42]\tvalid_0's poisson: -102.054\tvalid_0's quantile: 3.29225\n",
"[43]\tvalid_0's poisson: -101.928\tvalid_0's quantile: 3.28632\n",
"[44]\tvalid_0's poisson: -101.851\tvalid_0's quantile: 3.285\n",
"[45]\tvalid_0's poisson: -101.887\tvalid_0's quantile: 3.28699\n",
"[46]\tvalid_0's poisson: -101.878\tvalid_0's quantile: 3.28587\n",
"[47]\tvalid_0's poisson: -101.628\tvalid_0's quantile: 3.30498\n",
"[48]\tvalid_0's poisson: -101.564\tvalid_0's quantile: 3.29618\n",
"[49]\tvalid_0's poisson: -101.636\tvalid_0's quantile: 3.29302\n",
"[50]\tvalid_0's poisson: -101.523\tvalid_0's quantile: 3.29669\n",
"[51]\tvalid_0's poisson: -101.41\tvalid_0's quantile: 3.30117\n",
"[52]\tvalid_0's poisson: -101.377\tvalid_0's quantile: 3.29939\n",
"[53]\tvalid_0's poisson: -101.392\tvalid_0's quantile: 3.29284\n",
"[54]\tvalid_0's poisson: -101.6\tvalid_0's quantile: 3.28988\n",
"[55]\tvalid_0's poisson: -101.538\tvalid_0's quantile: 3.27736\n",
"[56]\tvalid_0's poisson: -101.473\tvalid_0's quantile: 3.27844\n",
"[57]\tvalid_0's poisson: -101.407\tvalid_0's quantile: 3.26626\n",
"[58]\tvalid_0's poisson: -101.335\tvalid_0's quantile: 3.26723\n",
"[59]\tvalid_0's poisson: -101.455\tvalid_0's quantile: 3.27084\n",
"[60]\tvalid_0's poisson: -101.414\tvalid_0's quantile: 3.25863\n",
"[61]\tvalid_0's poisson: -101.432\tvalid_0's quantile: 3.25156\n",
"[62]\tvalid_0's poisson: -101.433\tvalid_0's quantile: 3.25274\n",
"[63]\tvalid_0's poisson: -101.445\tvalid_0's quantile: 3.25271\n",
"[64]\tvalid_0's poisson: -102.277\tvalid_0's quantile: 3.19482\n",
"[65]\tvalid_0's poisson: -102.254\tvalid_0's quantile: 3.1977\n",
"[66]\tvalid_0's poisson: -102.189\tvalid_0's quantile: 3.19366\n",
"[67]\tvalid_0's poisson: -102.153\tvalid_0's quantile: 3.19429\n",
"[68]\tvalid_0's poisson: -102.009\tvalid_0's quantile: 3.19885\n",
"[69]\tvalid_0's poisson: -102.122\tvalid_0's quantile: 3.18459\n",
"[70]\tvalid_0's poisson: -101.966\tvalid_0's quantile: 3.18099\n",
"[71]\tvalid_0's poisson: -102.055\tvalid_0's quantile: 3.18085\n",
"[72]\tvalid_0's poisson: -101.977\tvalid_0's quantile: 3.18549\n",
"[73]\tvalid_0's poisson: -101.892\tvalid_0's quantile: 3.18767\n",
"[74]\tvalid_0's poisson: -101.941\tvalid_0's quantile: 3.18865\n",
"[75]\tvalid_0's poisson: -101.849\tvalid_0's quantile: 3.19549\n",
"[76]\tvalid_0's poisson: -101.837\tvalid_0's quantile: 3.19116\n",
"[77]\tvalid_0's poisson: -101.913\tvalid_0's quantile: 3.18588\n",
"[78]\tvalid_0's poisson: -101.908\tvalid_0's quantile: 3.18567\n",
"[79]\tvalid_0's poisson: -101.776\tvalid_0's quantile: 3.17669\n",
"[80]\tvalid_0's poisson: -101.893\tvalid_0's quantile: 3.18262\n",
"[81]\tvalid_0's poisson: -101.937\tvalid_0's quantile: 3.1735\n",
"[82]\tvalid_0's poisson: -101.973\tvalid_0's quantile: 3.16195\n",
"[83]\tvalid_0's poisson: -102.221\tvalid_0's quantile: 3.14031\n",
"[84]\tvalid_0's poisson: -102.159\tvalid_0's quantile: 3.14426\n",
"[85]\tvalid_0's poisson: -102.262\tvalid_0's quantile: 3.14163\n",
"[86]\tvalid_0's poisson: -102.213\tvalid_0's quantile: 3.13875\n",
"[87]\tvalid_0's poisson: -102.196\tvalid_0's quantile: 3.13619\n",
"[88]\tvalid_0's poisson: -102.211\tvalid_0's quantile: 3.13635\n",
"[89]\tvalid_0's poisson: -102.266\tvalid_0's quantile: 3.1422\n",
"[90]\tvalid_0's poisson: -102.228\tvalid_0's quantile: 3.14138\n",
"[91]\tvalid_0's poisson: -102.236\tvalid_0's quantile: 3.14631\n",
"[92]\tvalid_0's poisson: -102.197\tvalid_0's quantile: 3.1497\n",
"[93]\tvalid_0's poisson: -102.242\tvalid_0's quantile: 3.14312\n",
"[94]\tvalid_0's poisson: -102.31\tvalid_0's quantile: 3.14072\n",
"[95]\tvalid_0's poisson: -102.252\tvalid_0's quantile: 3.14155\n",
"[96]\tvalid_0's poisson: -102.523\tvalid_0's quantile: 3.13873\n",
"[97]\tvalid_0's poisson: -102.5\tvalid_0's quantile: 3.14433\n",
"[98]\tvalid_0's poisson: -102.515\tvalid_0's quantile: 3.14663\n",
"[99]\tvalid_0's poisson: -102.36\tvalid_0's quantile: 3.14355\n",
"[100]\tvalid_0's poisson: -102.366\tvalid_0's quantile: 3.14981\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -89.8409\tvalid_0's quantile: 5.70912\n",
"[2]\tvalid_0's poisson: -94.6453\tvalid_0's quantile: 4.77172\n",
"[3]\tvalid_0's poisson: -97.623\tvalid_0's quantile: 4.31077\n",
"[4]\tvalid_0's poisson: -98.5542\tvalid_0's quantile: 4.06344\n",
"[5]\tvalid_0's poisson: -98.8627\tvalid_0's quantile: 3.97291\n",
"[6]\tvalid_0's poisson: -99.1952\tvalid_0's quantile: 3.90988\n",
"[7]\tvalid_0's poisson: -99.1566\tvalid_0's quantile: 3.85256\n",
"[8]\tvalid_0's poisson: -99.4223\tvalid_0's quantile: 3.83207\n",
"[9]\tvalid_0's poisson: -99.4994\tvalid_0's quantile: 3.77829\n",
"[10]\tvalid_0's poisson: -99.6833\tvalid_0's quantile: 3.75838\n",
"[11]\tvalid_0's poisson: -100.077\tvalid_0's quantile: 3.75906\n",
"[12]\tvalid_0's poisson: -100.055\tvalid_0's quantile: 3.72491\n",
"[13]\tvalid_0's poisson: -100.331\tvalid_0's quantile: 3.66949\n",
"[14]\tvalid_0's poisson: -100.486\tvalid_0's quantile: 3.64045\n",
"[15]\tvalid_0's poisson: -100.745\tvalid_0's quantile: 3.63648\n",
"[16]\tvalid_0's poisson: -100.953\tvalid_0's quantile: 3.63016\n",
"[17]\tvalid_0's poisson: -101.198\tvalid_0's quantile: 3.58943\n",
"[18]\tvalid_0's poisson: -101.087\tvalid_0's quantile: 3.57026\n",
"[19]\tvalid_0's poisson: -101.364\tvalid_0's quantile: 3.53618\n",
"[20]\tvalid_0's poisson: -101.564\tvalid_0's quantile: 3.50716\n",
"[21]\tvalid_0's poisson: -101.506\tvalid_0's quantile: 3.50304\n",
"[22]\tvalid_0's poisson: -101.912\tvalid_0's quantile: 3.43455\n",
"[23]\tvalid_0's poisson: -102.008\tvalid_0's quantile: 3.4112\n",
"[24]\tvalid_0's poisson: -101.953\tvalid_0's quantile: 3.33845\n",
"[25]\tvalid_0's poisson: -101.902\tvalid_0's quantile: 3.33079\n",
"[26]\tvalid_0's poisson: -102.005\tvalid_0's quantile: 3.31839\n",
"[27]\tvalid_0's poisson: -102.007\tvalid_0's quantile: 3.32066\n",
"[28]\tvalid_0's poisson: -102.119\tvalid_0's quantile: 3.31086\n",
"[29]\tvalid_0's poisson: -101.922\tvalid_0's quantile: 3.30738\n",
"[30]\tvalid_0's poisson: -102.121\tvalid_0's quantile: 3.30101\n",
"[31]\tvalid_0's poisson: -102.183\tvalid_0's quantile: 3.29164\n",
"[32]\tvalid_0's poisson: -102.15\tvalid_0's quantile: 3.27296\n",
"[33]\tvalid_0's poisson: -102.115\tvalid_0's quantile: 3.28533\n",
"[34]\tvalid_0's poisson: -102.174\tvalid_0's quantile: 3.27779\n",
"[35]\tvalid_0's poisson: -102.123\tvalid_0's quantile: 3.28385\n",
"[36]\tvalid_0's poisson: -101.994\tvalid_0's quantile: 3.29821\n",
"[37]\tvalid_0's poisson: -101.896\tvalid_0's quantile: 3.30331\n",
"[38]\tvalid_0's poisson: -102.195\tvalid_0's quantile: 3.29765\n",
"[39]\tvalid_0's poisson: -102.224\tvalid_0's quantile: 3.30439\n",
"[40]\tvalid_0's poisson: -102.192\tvalid_0's quantile: 3.31337\n",
"[41]\tvalid_0's poisson: -102.266\tvalid_0's quantile: 3.30884\n",
"[42]\tvalid_0's poisson: -102.199\tvalid_0's quantile: 3.29828\n",
"[43]\tvalid_0's poisson: -102.16\tvalid_0's quantile: 3.29668\n",
"[44]\tvalid_0's poisson: -102.292\tvalid_0's quantile: 3.30244\n",
"[45]\tvalid_0's poisson: -102.202\tvalid_0's quantile: 3.29874\n",
"[46]\tvalid_0's poisson: -102.013\tvalid_0's quantile: 3.2866\n",
"[47]\tvalid_0's poisson: -102.166\tvalid_0's quantile: 3.27909\n",
"[48]\tvalid_0's poisson: -102.389\tvalid_0's quantile: 3.28731\n",
"[49]\tvalid_0's poisson: -102.319\tvalid_0's quantile: 3.28529\n",
"[50]\tvalid_0's poisson: -102.336\tvalid_0's quantile: 3.28174\n",
"[51]\tvalid_0's poisson: -102.227\tvalid_0's quantile: 3.28088\n",
"[52]\tvalid_0's poisson: -102.322\tvalid_0's quantile: 3.28083\n",
"[53]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.28495\n",
"[54]\tvalid_0's poisson: -102.326\tvalid_0's quantile: 3.29112\n",
"[55]\tvalid_0's poisson: -102.691\tvalid_0's quantile: 3.26964\n",
"[56]\tvalid_0's poisson: -102.641\tvalid_0's quantile: 3.26298\n",
"[57]\tvalid_0's poisson: -102.674\tvalid_0's quantile: 3.26903\n",
"[58]\tvalid_0's poisson: -102.676\tvalid_0's quantile: 3.26987\n",
"[59]\tvalid_0's poisson: -102.661\tvalid_0's quantile: 3.26841\n",
"[60]\tvalid_0's poisson: -102.613\tvalid_0's quantile: 3.26596\n",
"[61]\tvalid_0's poisson: -102.644\tvalid_0's quantile: 3.26422\n",
"[62]\tvalid_0's poisson: -102.733\tvalid_0's quantile: 3.27082\n",
"[63]\tvalid_0's poisson: -102.749\tvalid_0's quantile: 3.26921\n",
"[64]\tvalid_0's poisson: -102.739\tvalid_0's quantile: 3.27436\n",
"[65]\tvalid_0's poisson: -102.788\tvalid_0's quantile: 3.27621\n",
"[66]\tvalid_0's poisson: -102.617\tvalid_0's quantile: 3.26875\n",
"[67]\tvalid_0's poisson: -102.674\tvalid_0's quantile: 3.26905\n",
"[68]\tvalid_0's poisson: -103.135\tvalid_0's quantile: 3.24602\n",
"[69]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.24405\n",
"[70]\tvalid_0's poisson: -103.218\tvalid_0's quantile: 3.24881\n",
"[71]\tvalid_0's poisson: -103.168\tvalid_0's quantile: 3.25683\n",
"[72]\tvalid_0's poisson: -103.293\tvalid_0's quantile: 3.24704\n",
"[73]\tvalid_0's poisson: -103.263\tvalid_0's quantile: 3.24712\n",
"[74]\tvalid_0's poisson: -103.265\tvalid_0's quantile: 3.25862\n",
"[75]\tvalid_0's poisson: -103.288\tvalid_0's quantile: 3.25564\n",
"[76]\tvalid_0's poisson: -103.263\tvalid_0's quantile: 3.25625\n",
"[77]\tvalid_0's poisson: -103.233\tvalid_0's quantile: 3.25624\n",
"[78]\tvalid_0's poisson: -103.321\tvalid_0's quantile: 3.25813\n",
"[79]\tvalid_0's poisson: -103.283\tvalid_0's quantile: 3.25164\n",
"[80]\tvalid_0's poisson: -103.211\tvalid_0's quantile: 3.24854\n",
"[81]\tvalid_0's poisson: -103.258\tvalid_0's quantile: 3.24769\n",
"[82]\tvalid_0's poisson: -103.271\tvalid_0's quantile: 3.24956\n",
"[83]\tvalid_0's poisson: -103.248\tvalid_0's quantile: 3.25303\n",
"[84]\tvalid_0's poisson: -103.261\tvalid_0's quantile: 3.25091\n",
"[85]\tvalid_0's poisson: -103.311\tvalid_0's quantile: 3.25308\n",
"[86]\tvalid_0's poisson: -103.311\tvalid_0's quantile: 3.25562\n",
"[87]\tvalid_0's poisson: -103.337\tvalid_0's quantile: 3.25602\n",
"[88]\tvalid_0's poisson: -103.386\tvalid_0's quantile: 3.24766\n",
"[89]\tvalid_0's poisson: -103.42\tvalid_0's quantile: 3.25125\n",
"[90]\tvalid_0's poisson: -103.425\tvalid_0's quantile: 3.24672\n",
"[91]\tvalid_0's poisson: -103.474\tvalid_0's quantile: 3.24627\n",
"[92]\tvalid_0's poisson: -103.437\tvalid_0's quantile: 3.24432\n",
"[93]\tvalid_0's poisson: -103.444\tvalid_0's quantile: 3.24716\n",
"[94]\tvalid_0's poisson: -103.52\tvalid_0's quantile: 3.24908\n",
"[95]\tvalid_0's poisson: -103.598\tvalid_0's quantile: 3.25775\n",
"[96]\tvalid_0's poisson: -103.545\tvalid_0's quantile: 3.22387\n",
"[97]\tvalid_0's poisson: -103.502\tvalid_0's quantile: 3.22171\n",
"[98]\tvalid_0's poisson: -103.524\tvalid_0's quantile: 3.22125\n",
"[99]\tvalid_0's poisson: -103.378\tvalid_0's quantile: 3.2203\n",
"[100]\tvalid_0's poisson: -103.368\tvalid_0's quantile: 3.22675\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.8119\tvalid_0's quantile: 5.96229\n",
"[2]\tvalid_0's poisson: -93.6943\tvalid_0's quantile: 4.72068\n",
"[3]\tvalid_0's poisson: -97.4026\tvalid_0's quantile: 4.32626\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -97.8911\tvalid_0's quantile: 4.19056\n",
"[5]\tvalid_0's poisson: -98.2742\tvalid_0's quantile: 4.09256\n",
"[6]\tvalid_0's poisson: -98.5443\tvalid_0's quantile: 4.0018\n",
"[7]\tvalid_0's poisson: -99.3505\tvalid_0's quantile: 3.8974\n",
"[8]\tvalid_0's poisson: -99.5211\tvalid_0's quantile: 3.83439\n",
"[9]\tvalid_0's poisson: -99.6845\tvalid_0's quantile: 3.79878\n",
"[10]\tvalid_0's poisson: -100.325\tvalid_0's quantile: 3.76191\n",
"[11]\tvalid_0's poisson: -100.39\tvalid_0's quantile: 3.71939\n",
"[12]\tvalid_0's poisson: -100.412\tvalid_0's quantile: 3.6689\n",
"[13]\tvalid_0's poisson: -100.395\tvalid_0's quantile: 3.65347\n",
"[14]\tvalid_0's poisson: -100.664\tvalid_0's quantile: 3.62177\n",
"[15]\tvalid_0's poisson: -100.533\tvalid_0's quantile: 3.60048\n",
"[16]\tvalid_0's poisson: -100.775\tvalid_0's quantile: 3.60274\n",
"[17]\tvalid_0's poisson: -100.66\tvalid_0's quantile: 3.59126\n",
"[18]\tvalid_0's poisson: -100.666\tvalid_0's quantile: 3.58877\n",
"[19]\tvalid_0's poisson: -100.678\tvalid_0's quantile: 3.58827\n",
"[20]\tvalid_0's poisson: -100.654\tvalid_0's quantile: 3.58637\n",
"[21]\tvalid_0's poisson: -100.728\tvalid_0's quantile: 3.5556\n",
"[22]\tvalid_0's poisson: -100.762\tvalid_0's quantile: 3.53804\n",
"[23]\tvalid_0's poisson: -100.696\tvalid_0's quantile: 3.54287\n",
"[24]\tvalid_0's poisson: -100.794\tvalid_0's quantile: 3.5314\n",
"[25]\tvalid_0's poisson: -100.754\tvalid_0's quantile: 3.53189\n",
"[26]\tvalid_0's poisson: -100.728\tvalid_0's quantile: 3.53382\n",
"[27]\tvalid_0's poisson: -101.024\tvalid_0's quantile: 3.51779\n",
"[28]\tvalid_0's poisson: -100.862\tvalid_0's quantile: 3.51313\n",
"[29]\tvalid_0's poisson: -101.17\tvalid_0's quantile: 3.50132\n",
"[30]\tvalid_0's poisson: -101.183\tvalid_0's quantile: 3.47328\n",
"[31]\tvalid_0's poisson: -101.162\tvalid_0's quantile: 3.47043\n",
"[32]\tvalid_0's poisson: -101.138\tvalid_0's quantile: 3.48054\n",
"[33]\tvalid_0's poisson: -101.3\tvalid_0's quantile: 3.46197\n",
"[34]\tvalid_0's poisson: -101.455\tvalid_0's quantile: 3.4478\n",
"[35]\tvalid_0's poisson: -101.415\tvalid_0's quantile: 3.44161\n",
"[36]\tvalid_0's poisson: -101.327\tvalid_0's quantile: 3.43042\n",
"[37]\tvalid_0's poisson: -101.296\tvalid_0's quantile: 3.43499\n",
"[38]\tvalid_0's poisson: -101.314\tvalid_0's quantile: 3.44097\n",
"[39]\tvalid_0's poisson: -101.327\tvalid_0's quantile: 3.43688\n",
"[40]\tvalid_0's poisson: -101.423\tvalid_0's quantile: 3.4093\n",
"[41]\tvalid_0's poisson: -101.414\tvalid_0's quantile: 3.4073\n",
"[42]\tvalid_0's poisson: -101.363\tvalid_0's quantile: 3.40655\n",
"[43]\tvalid_0's poisson: -101.297\tvalid_0's quantile: 3.40599\n",
"[44]\tvalid_0's poisson: -101.322\tvalid_0's quantile: 3.40036\n",
"[45]\tvalid_0's poisson: -101.362\tvalid_0's quantile: 3.40041\n",
"[46]\tvalid_0's poisson: -101.437\tvalid_0's quantile: 3.39144\n",
"[47]\tvalid_0's poisson: -101.439\tvalid_0's quantile: 3.39316\n",
"[48]\tvalid_0's poisson: -101.46\tvalid_0's quantile: 3.3908\n",
"[49]\tvalid_0's poisson: -101.454\tvalid_0's quantile: 3.38433\n",
"[50]\tvalid_0's poisson: -101.48\tvalid_0's quantile: 3.38881\n",
"[51]\tvalid_0's poisson: -101.518\tvalid_0's quantile: 3.38737\n",
"[52]\tvalid_0's poisson: -101.448\tvalid_0's quantile: 3.38365\n",
"[53]\tvalid_0's poisson: -101.496\tvalid_0's quantile: 3.37956\n",
"[54]\tvalid_0's poisson: -101.498\tvalid_0's quantile: 3.37883\n",
"[55]\tvalid_0's poisson: -101.502\tvalid_0's quantile: 3.3804\n",
"[56]\tvalid_0's poisson: -101.465\tvalid_0's quantile: 3.38228\n",
"[57]\tvalid_0's poisson: -101.493\tvalid_0's quantile: 3.38141\n",
"[58]\tvalid_0's poisson: -101.436\tvalid_0's quantile: 3.3716\n",
"[59]\tvalid_0's poisson: -101.482\tvalid_0's quantile: 3.37013\n",
"[60]\tvalid_0's poisson: -101.512\tvalid_0's quantile: 3.36025\n",
"[61]\tvalid_0's poisson: -101.463\tvalid_0's quantile: 3.36611\n",
"[62]\tvalid_0's poisson: -101.614\tvalid_0's quantile: 3.36436\n",
"[63]\tvalid_0's poisson: -101.575\tvalid_0's quantile: 3.36655\n",
"[64]\tvalid_0's poisson: -101.574\tvalid_0's quantile: 3.36397\n",
"[65]\tvalid_0's poisson: -101.531\tvalid_0's quantile: 3.3624\n",
"[66]\tvalid_0's poisson: -101.483\tvalid_0's quantile: 3.36707\n",
"[67]\tvalid_0's poisson: -101.583\tvalid_0's quantile: 3.36712\n",
"[68]\tvalid_0's poisson: -101.584\tvalid_0's quantile: 3.36189\n",
"[69]\tvalid_0's poisson: -101.637\tvalid_0's quantile: 3.36299\n",
"[70]\tvalid_0's poisson: -101.639\tvalid_0's quantile: 3.36199\n",
"[71]\tvalid_0's poisson: -101.592\tvalid_0's quantile: 3.36458\n",
"[72]\tvalid_0's poisson: -101.529\tvalid_0's quantile: 3.36626\n",
"[73]\tvalid_0's poisson: -101.661\tvalid_0's quantile: 3.36753\n",
"[74]\tvalid_0's poisson: -101.526\tvalid_0's quantile: 3.36787\n",
"[75]\tvalid_0's poisson: -101.766\tvalid_0's quantile: 3.36191\n",
"[76]\tvalid_0's poisson: -101.747\tvalid_0's quantile: 3.36648\n",
"[77]\tvalid_0's poisson: -101.663\tvalid_0's quantile: 3.36534\n",
"[78]\tvalid_0's poisson: -101.669\tvalid_0's quantile: 3.36832\n",
"[79]\tvalid_0's poisson: -101.692\tvalid_0's quantile: 3.36742\n",
"[80]\tvalid_0's poisson: -101.703\tvalid_0's quantile: 3.36862\n",
"[81]\tvalid_0's poisson: -101.634\tvalid_0's quantile: 3.36349\n",
"[82]\tvalid_0's poisson: -102.096\tvalid_0's quantile: 3.32172\n",
"[83]\tvalid_0's poisson: -102.014\tvalid_0's quantile: 3.32049\n",
"[84]\tvalid_0's poisson: -101.978\tvalid_0's quantile: 3.30362\n",
"[85]\tvalid_0's poisson: -101.864\tvalid_0's quantile: 3.30093\n",
"[86]\tvalid_0's poisson: -101.884\tvalid_0's quantile: 3.30075\n",
"[87]\tvalid_0's poisson: -101.906\tvalid_0's quantile: 3.30072\n",
"[88]\tvalid_0's poisson: -101.859\tvalid_0's quantile: 3.30374\n",
"[89]\tvalid_0's poisson: -101.927\tvalid_0's quantile: 3.30518\n",
"[90]\tvalid_0's poisson: -101.949\tvalid_0's quantile: 3.30252\n",
"[91]\tvalid_0's poisson: -101.886\tvalid_0's quantile: 3.29847\n",
"[92]\tvalid_0's poisson: -102.009\tvalid_0's quantile: 3.30125\n",
"[93]\tvalid_0's poisson: -102.031\tvalid_0's quantile: 3.29945\n",
"[94]\tvalid_0's poisson: -102.01\tvalid_0's quantile: 3.30049\n",
"[95]\tvalid_0's poisson: -101.934\tvalid_0's quantile: 3.30175\n",
"[96]\tvalid_0's poisson: -101.945\tvalid_0's quantile: 3.30573\n",
"[97]\tvalid_0's poisson: -101.966\tvalid_0's quantile: 3.30641\n",
"[98]\tvalid_0's poisson: -102.02\tvalid_0's quantile: 3.3057\n",
"[99]\tvalid_0's poisson: -102.141\tvalid_0's quantile: 3.29348\n",
"[100]\tvalid_0's poisson: -102.128\tvalid_0's quantile: 3.29049\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -90.5607\tvalid_0's quantile: 5.44771\n",
"[2]\tvalid_0's poisson: -96.2194\tvalid_0's quantile: 4.42305\n",
"[3]\tvalid_0's poisson: -96.9142\tvalid_0's quantile: 4.16016\n",
"[4]\tvalid_0's poisson: -98.2928\tvalid_0's quantile: 3.88027\n",
"[5]\tvalid_0's poisson: -98.3305\tvalid_0's quantile: 3.84383\n",
"[6]\tvalid_0's poisson: -98.2891\tvalid_0's quantile: 3.81796\n",
"[7]\tvalid_0's poisson: -98.9111\tvalid_0's quantile: 3.6849\n",
"[8]\tvalid_0's poisson: -98.9882\tvalid_0's quantile: 3.64673\n",
"[9]\tvalid_0's poisson: -99.1726\tvalid_0's quantile: 3.63503\n",
"[10]\tvalid_0's poisson: -99.145\tvalid_0's quantile: 3.63307\n",
"[11]\tvalid_0's poisson: -99.2232\tvalid_0's quantile: 3.6246\n",
"[12]\tvalid_0's poisson: -99.5459\tvalid_0's quantile: 3.57725\n",
"[13]\tvalid_0's poisson: -99.4892\tvalid_0's quantile: 3.58161\n",
"[14]\tvalid_0's poisson: -99.4617\tvalid_0's quantile: 3.59708\n",
"[15]\tvalid_0's poisson: -99.7307\tvalid_0's quantile: 3.57119\n",
"[16]\tvalid_0's poisson: -100.001\tvalid_0's quantile: 3.55674\n",
"[17]\tvalid_0's poisson: -100.02\tvalid_0's quantile: 3.54703\n",
"[18]\tvalid_0's poisson: -100.024\tvalid_0's quantile: 3.55574\n",
"[19]\tvalid_0's poisson: -100.1\tvalid_0's quantile: 3.54652\n",
"[20]\tvalid_0's poisson: -100.923\tvalid_0's quantile: 3.43965\n",
"[21]\tvalid_0's poisson: -101.05\tvalid_0's quantile: 3.4231\n",
"[22]\tvalid_0's poisson: -101.108\tvalid_0's quantile: 3.42395\n",
"[23]\tvalid_0's poisson: -101.127\tvalid_0's quantile: 3.42422\n",
"[24]\tvalid_0's poisson: -101.107\tvalid_0's quantile: 3.40625\n",
"[25]\tvalid_0's poisson: -101.384\tvalid_0's quantile: 3.38505\n",
"[26]\tvalid_0's poisson: -101.374\tvalid_0's quantile: 3.37596\n",
"[27]\tvalid_0's poisson: -101.353\tvalid_0's quantile: 3.37104\n",
"[28]\tvalid_0's poisson: -101.365\tvalid_0's quantile: 3.36901\n",
"[29]\tvalid_0's poisson: -101.523\tvalid_0's quantile: 3.36043\n",
"[30]\tvalid_0's poisson: -101.285\tvalid_0's quantile: 3.38476\n",
"[31]\tvalid_0's poisson: -101.457\tvalid_0's quantile: 3.3804\n",
"[32]\tvalid_0's poisson: -101.597\tvalid_0's quantile: 3.35147\n",
"[33]\tvalid_0's poisson: -101.744\tvalid_0's quantile: 3.3414\n",
"[34]\tvalid_0's poisson: -101.635\tvalid_0's quantile: 3.3473\n",
"[35]\tvalid_0's poisson: -101.675\tvalid_0's quantile: 3.33128\n",
"[36]\tvalid_0's poisson: -101.638\tvalid_0's quantile: 3.32701\n",
"[37]\tvalid_0's poisson: -101.657\tvalid_0's quantile: 3.3179\n",
"[38]\tvalid_0's poisson: -101.663\tvalid_0's quantile: 3.31577\n",
"[39]\tvalid_0's poisson: -101.719\tvalid_0's quantile: 3.31133\n",
"[40]\tvalid_0's poisson: -101.694\tvalid_0's quantile: 3.31121\n",
"[41]\tvalid_0's poisson: -101.764\tvalid_0's quantile: 3.30361\n",
"[42]\tvalid_0's poisson: -101.693\tvalid_0's quantile: 3.3118\n",
"[43]\tvalid_0's poisson: -101.834\tvalid_0's quantile: 3.29692\n",
"[44]\tvalid_0's poisson: -101.847\tvalid_0's quantile: 3.30008\n",
"[45]\tvalid_0's poisson: -101.794\tvalid_0's quantile: 3.31162\n",
"[46]\tvalid_0's poisson: -101.748\tvalid_0's quantile: 3.31\n",
"[47]\tvalid_0's poisson: -101.89\tvalid_0's quantile: 3.30748\n",
"[48]\tvalid_0's poisson: -101.984\tvalid_0's quantile: 3.29885\n",
"[49]\tvalid_0's poisson: -101.907\tvalid_0's quantile: 3.29927\n",
"[50]\tvalid_0's poisson: -101.911\tvalid_0's quantile: 3.28816\n",
"[51]\tvalid_0's poisson: -101.919\tvalid_0's quantile: 3.28515\n",
"[52]\tvalid_0's poisson: -101.924\tvalid_0's quantile: 3.28759\n",
"[53]\tvalid_0's poisson: -102.009\tvalid_0's quantile: 3.27449\n",
"[54]\tvalid_0's poisson: -101.964\tvalid_0's quantile: 3.26564\n",
"[55]\tvalid_0's poisson: -102.016\tvalid_0's quantile: 3.26259\n",
"[56]\tvalid_0's poisson: -102.048\tvalid_0's quantile: 3.25614\n",
"[57]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.15597\n",
"[58]\tvalid_0's poisson: -102.468\tvalid_0's quantile: 3.13129\n",
"[59]\tvalid_0's poisson: -102.468\tvalid_0's quantile: 3.13612\n",
"[60]\tvalid_0's poisson: -102.455\tvalid_0's quantile: 3.13681\n",
"[61]\tvalid_0's poisson: -102.511\tvalid_0's quantile: 3.13892\n",
"[62]\tvalid_0's poisson: -102.482\tvalid_0's quantile: 3.13564\n",
"[63]\tvalid_0's poisson: -102.482\tvalid_0's quantile: 3.13243\n",
"[64]\tvalid_0's poisson: -102.543\tvalid_0's quantile: 3.11961\n",
"[65]\tvalid_0's poisson: -102.515\tvalid_0's quantile: 3.12031\n",
"[66]\tvalid_0's poisson: -102.521\tvalid_0's quantile: 3.12011\n",
"[67]\tvalid_0's poisson: -102.532\tvalid_0's quantile: 3.11672\n",
"[68]\tvalid_0's poisson: -102.529\tvalid_0's quantile: 3.11645\n",
"[69]\tvalid_0's poisson: -102.641\tvalid_0's quantile: 3.10647\n",
"[70]\tvalid_0's poisson: -102.652\tvalid_0's quantile: 3.10585\n",
"[71]\tvalid_0's poisson: -102.601\tvalid_0's quantile: 3.10989\n",
"[72]\tvalid_0's poisson: -102.613\tvalid_0's quantile: 3.11555\n",
"[73]\tvalid_0's poisson: -102.635\tvalid_0's quantile: 3.11809\n",
"[74]\tvalid_0's poisson: -102.612\tvalid_0's quantile: 3.11686\n",
"[75]\tvalid_0's poisson: -102.578\tvalid_0's quantile: 3.11599\n",
"[76]\tvalid_0's poisson: -102.567\tvalid_0's quantile: 3.11624\n",
"[77]\tvalid_0's poisson: -102.634\tvalid_0's quantile: 3.11681\n",
"[78]\tvalid_0's poisson: -102.633\tvalid_0's quantile: 3.1142\n",
"[79]\tvalid_0's poisson: -102.721\tvalid_0's quantile: 3.11292\n",
"[80]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.11233\n",
"[81]\tvalid_0's poisson: -102.678\tvalid_0's quantile: 3.11408\n",
"[82]\tvalid_0's poisson: -102.745\tvalid_0's quantile: 3.11895\n",
"[83]\tvalid_0's poisson: -102.782\tvalid_0's quantile: 3.11469\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[84]\tvalid_0's poisson: -102.79\tvalid_0's quantile: 3.11559\n",
"[85]\tvalid_0's poisson: -102.813\tvalid_0's quantile: 3.11249\n",
"[86]\tvalid_0's poisson: -102.811\tvalid_0's quantile: 3.11078\n",
"[87]\tvalid_0's poisson: -102.753\tvalid_0's quantile: 3.1107\n",
"[88]\tvalid_0's poisson: -102.819\tvalid_0's quantile: 3.11634\n",
"[89]\tvalid_0's poisson: -102.779\tvalid_0's quantile: 3.11802\n",
"[90]\tvalid_0's poisson: -102.8\tvalid_0's quantile: 3.1191\n",
"[91]\tvalid_0's poisson: -102.751\tvalid_0's quantile: 3.12034\n",
"[92]\tvalid_0's poisson: -102.675\tvalid_0's quantile: 3.12065\n",
"[93]\tvalid_0's poisson: -102.653\tvalid_0's quantile: 3.12223\n",
"[94]\tvalid_0's poisson: -102.634\tvalid_0's quantile: 3.12418\n",
"[95]\tvalid_0's poisson: -102.685\tvalid_0's quantile: 3.12537\n",
"[96]\tvalid_0's poisson: -102.729\tvalid_0's quantile: 3.11962\n",
"[97]\tvalid_0's poisson: -102.753\tvalid_0's quantile: 3.11853\n",
"[98]\tvalid_0's poisson: -102.737\tvalid_0's quantile: 3.11744\n",
"[99]\tvalid_0's poisson: -102.736\tvalid_0's quantile: 3.11646\n",
"[100]\tvalid_0's poisson: -102.688\tvalid_0's quantile: 3.12046\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -91.364\tvalid_0's quantile: 5.4474\n",
"[2]\tvalid_0's poisson: -97.2406\tvalid_0's quantile: 4.29819\n",
"[3]\tvalid_0's poisson: -97.7563\tvalid_0's quantile: 4.10693\n",
"[4]\tvalid_0's poisson: -98.438\tvalid_0's quantile: 3.93851\n",
"[5]\tvalid_0's poisson: -98.7578\tvalid_0's quantile: 3.89233\n",
"[6]\tvalid_0's poisson: -98.5353\tvalid_0's quantile: 3.86156\n",
"[7]\tvalid_0's poisson: -99.3669\tvalid_0's quantile: 3.81444\n",
"[8]\tvalid_0's poisson: -99.4316\tvalid_0's quantile: 3.72752\n",
"[9]\tvalid_0's poisson: -99.4637\tvalid_0's quantile: 3.70618\n",
"[10]\tvalid_0's poisson: -99.7509\tvalid_0's quantile: 3.68153\n",
"[11]\tvalid_0's poisson: -99.7981\tvalid_0's quantile: 3.71042\n",
"[12]\tvalid_0's poisson: -99.7537\tvalid_0's quantile: 3.70543\n",
"[13]\tvalid_0's poisson: -99.7508\tvalid_0's quantile: 3.69751\n",
"[14]\tvalid_0's poisson: -99.7515\tvalid_0's quantile: 3.69882\n",
"[15]\tvalid_0's poisson: -99.8062\tvalid_0's quantile: 3.69631\n",
"[16]\tvalid_0's poisson: -99.8315\tvalid_0's quantile: 3.66566\n",
"[17]\tvalid_0's poisson: -99.8308\tvalid_0's quantile: 3.65853\n",
"[18]\tvalid_0's poisson: -100.283\tvalid_0's quantile: 3.59228\n",
"[19]\tvalid_0's poisson: -100.319\tvalid_0's quantile: 3.5916\n",
"[20]\tvalid_0's poisson: -100.496\tvalid_0's quantile: 3.56883\n",
"[21]\tvalid_0's poisson: -100.584\tvalid_0's quantile: 3.53763\n",
"[22]\tvalid_0's poisson: -100.732\tvalid_0's quantile: 3.51968\n",
"[23]\tvalid_0's poisson: -100.914\tvalid_0's quantile: 3.47146\n",
"[24]\tvalid_0's poisson: -101.011\tvalid_0's quantile: 3.44679\n",
"[25]\tvalid_0's poisson: -101.123\tvalid_0's quantile: 3.44379\n",
"[26]\tvalid_0's poisson: -101.138\tvalid_0's quantile: 3.45434\n",
"[27]\tvalid_0's poisson: -101.215\tvalid_0's quantile: 3.44982\n",
"[28]\tvalid_0's poisson: -101.249\tvalid_0's quantile: 3.44084\n",
"[29]\tvalid_0's poisson: -101.213\tvalid_0's quantile: 3.43549\n",
"[30]\tvalid_0's poisson: -101.246\tvalid_0's quantile: 3.431\n",
"[31]\tvalid_0's poisson: -101.264\tvalid_0's quantile: 3.43435\n",
"[32]\tvalid_0's poisson: -101.411\tvalid_0's quantile: 3.43244\n",
"[33]\tvalid_0's poisson: -102.63\tvalid_0's quantile: 3.23183\n",
"[34]\tvalid_0's poisson: -102.652\tvalid_0's quantile: 3.21703\n",
"[35]\tvalid_0's poisson: -102.662\tvalid_0's quantile: 3.21281\n",
"[36]\tvalid_0's poisson: -102.682\tvalid_0's quantile: 3.21438\n",
"[37]\tvalid_0's poisson: -102.763\tvalid_0's quantile: 3.20462\n",
"[38]\tvalid_0's poisson: -102.756\tvalid_0's quantile: 3.19204\n",
"[39]\tvalid_0's poisson: -102.755\tvalid_0's quantile: 3.19109\n",
"[40]\tvalid_0's poisson: -102.958\tvalid_0's quantile: 3.18471\n",
"[41]\tvalid_0's poisson: -102.935\tvalid_0's quantile: 3.1746\n",
"[42]\tvalid_0's poisson: -102.93\tvalid_0's quantile: 3.17328\n",
"[43]\tvalid_0's poisson: -102.905\tvalid_0's quantile: 3.17749\n",
"[44]\tvalid_0's poisson: -102.861\tvalid_0's quantile: 3.17033\n",
"[45]\tvalid_0's poisson: -102.942\tvalid_0's quantile: 3.1703\n",
"[46]\tvalid_0's poisson: -102.962\tvalid_0's quantile: 3.1696\n",
"[47]\tvalid_0's poisson: -102.901\tvalid_0's quantile: 3.17016\n",
"[48]\tvalid_0's poisson: -102.916\tvalid_0's quantile: 3.17303\n",
"[49]\tvalid_0's poisson: -102.929\tvalid_0's quantile: 3.17635\n",
"[50]\tvalid_0's poisson: -102.844\tvalid_0's quantile: 3.17325\n",
"[51]\tvalid_0's poisson: -102.869\tvalid_0's quantile: 3.17255\n",
"[52]\tvalid_0's poisson: -102.971\tvalid_0's quantile: 3.173\n",
"[53]\tvalid_0's poisson: -102.986\tvalid_0's quantile: 3.18383\n",
"[54]\tvalid_0's poisson: -102.923\tvalid_0's quantile: 3.1953\n",
"[55]\tvalid_0's poisson: -102.985\tvalid_0's quantile: 3.19441\n",
"[56]\tvalid_0's poisson: -102.906\tvalid_0's quantile: 3.18895\n",
"[57]\tvalid_0's poisson: -102.837\tvalid_0's quantile: 3.19076\n",
"[58]\tvalid_0's poisson: -102.887\tvalid_0's quantile: 3.1917\n",
"[59]\tvalid_0's poisson: -102.815\tvalid_0's quantile: 3.19353\n",
"[60]\tvalid_0's poisson: -102.841\tvalid_0's quantile: 3.19062\n",
"[61]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.19212\n",
"[62]\tvalid_0's poisson: -102.849\tvalid_0's quantile: 3.18506\n",
"[63]\tvalid_0's poisson: -102.858\tvalid_0's quantile: 3.18396\n",
"[64]\tvalid_0's poisson: -102.864\tvalid_0's quantile: 3.18535\n",
"[65]\tvalid_0's poisson: -102.805\tvalid_0's quantile: 3.18477\n",
"[66]\tvalid_0's poisson: -102.778\tvalid_0's quantile: 3.18332\n",
"[67]\tvalid_0's poisson: -102.807\tvalid_0's quantile: 3.18201\n",
"[68]\tvalid_0's poisson: -102.825\tvalid_0's quantile: 3.18091\n",
"[69]\tvalid_0's poisson: -102.823\tvalid_0's quantile: 3.18169\n",
"[70]\tvalid_0's poisson: -102.867\tvalid_0's quantile: 3.18135\n",
"[71]\tvalid_0's poisson: -102.856\tvalid_0's quantile: 3.1799\n",
"[72]\tvalid_0's poisson: -102.856\tvalid_0's quantile: 3.18009\n",
"[73]\tvalid_0's poisson: -102.869\tvalid_0's quantile: 3.17377\n",
"[74]\tvalid_0's poisson: -102.855\tvalid_0's quantile: 3.17881\n",
"[75]\tvalid_0's poisson: -102.812\tvalid_0's quantile: 3.18043\n",
"[76]\tvalid_0's poisson: -102.819\tvalid_0's quantile: 3.17982\n",
"[77]\tvalid_0's poisson: -102.843\tvalid_0's quantile: 3.1858\n",
"[78]\tvalid_0's poisson: -102.856\tvalid_0's quantile: 3.18413\n",
"[79]\tvalid_0's poisson: -102.902\tvalid_0's quantile: 3.18027\n",
"[80]\tvalid_0's poisson: -102.931\tvalid_0's quantile: 3.17998\n",
"[81]\tvalid_0's poisson: -102.9\tvalid_0's quantile: 3.18511\n",
"[82]\tvalid_0's poisson: -102.903\tvalid_0's quantile: 3.19032\n",
"[83]\tvalid_0's poisson: -102.928\tvalid_0's quantile: 3.18937\n",
"[84]\tvalid_0's poisson: -102.924\tvalid_0's quantile: 3.18966\n",
"[85]\tvalid_0's poisson: -102.953\tvalid_0's quantile: 3.18785\n",
"[86]\tvalid_0's poisson: -102.952\tvalid_0's quantile: 3.18808\n",
"[87]\tvalid_0's poisson: -102.968\tvalid_0's quantile: 3.18845\n",
"[88]\tvalid_0's poisson: -102.941\tvalid_0's quantile: 3.18784\n",
"[89]\tvalid_0's poisson: -102.909\tvalid_0's quantile: 3.18799\n",
"[90]\tvalid_0's poisson: -102.964\tvalid_0's quantile: 3.18962\n",
"[91]\tvalid_0's poisson: -102.901\tvalid_0's quantile: 3.19037\n",
"[92]\tvalid_0's poisson: -102.829\tvalid_0's quantile: 3.19364\n",
"[93]\tvalid_0's poisson: -102.821\tvalid_0's quantile: 3.19459\n",
"[94]\tvalid_0's poisson: -102.878\tvalid_0's quantile: 3.19324\n",
"[95]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.19297\n",
"[96]\tvalid_0's poisson: -102.881\tvalid_0's quantile: 3.19254\n",
"[97]\tvalid_0's poisson: -102.957\tvalid_0's quantile: 3.1898\n",
"[98]\tvalid_0's poisson: -102.929\tvalid_0's quantile: 3.18756\n",
"[99]\tvalid_0's poisson: -102.922\tvalid_0's quantile: 3.18684\n",
"[100]\tvalid_0's poisson: -102.995\tvalid_0's quantile: 3.17416\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -90.1631\tvalid_0's quantile: 5.58926\n",
"[2]\tvalid_0's poisson: -96.9808\tvalid_0's quantile: 4.36669\n",
"[3]\tvalid_0's poisson: -97.7183\tvalid_0's quantile: 4.14087\n",
"[4]\tvalid_0's poisson: -97.987\tvalid_0's quantile: 3.99478\n",
"[5]\tvalid_0's poisson: -97.9003\tvalid_0's quantile: 3.95561\n",
"[6]\tvalid_0's poisson: -98.2027\tvalid_0's quantile: 3.93407\n",
"[7]\tvalid_0's poisson: -98.4498\tvalid_0's quantile: 3.89587\n",
"[8]\tvalid_0's poisson: -98.9243\tvalid_0's quantile: 3.82002\n",
"[9]\tvalid_0's poisson: -99.6353\tvalid_0's quantile: 3.78452\n",
"[10]\tvalid_0's poisson: -99.5391\tvalid_0's quantile: 3.77656\n",
"[11]\tvalid_0's poisson: -99.5409\tvalid_0's quantile: 3.69941\n",
"[12]\tvalid_0's poisson: -100.152\tvalid_0's quantile: 3.63299\n",
"[13]\tvalid_0's poisson: -99.9424\tvalid_0's quantile: 3.62715\n",
"[14]\tvalid_0's poisson: -100.196\tvalid_0's quantile: 3.589\n",
"[15]\tvalid_0's poisson: -100.209\tvalid_0's quantile: 3.57872\n",
"[16]\tvalid_0's poisson: -100.508\tvalid_0's quantile: 3.52225\n",
"[17]\tvalid_0's poisson: -100.523\tvalid_0's quantile: 3.51218\n",
"[18]\tvalid_0's poisson: -100.606\tvalid_0's quantile: 3.5018\n",
"[19]\tvalid_0's poisson: -100.655\tvalid_0's quantile: 3.50426\n",
"[20]\tvalid_0's poisson: -100.792\tvalid_0's quantile: 3.48292\n",
"[21]\tvalid_0's poisson: -100.79\tvalid_0's quantile: 3.47595\n",
"[22]\tvalid_0's poisson: -100.882\tvalid_0's quantile: 3.4698\n",
"[23]\tvalid_0's poisson: -100.953\tvalid_0's quantile: 3.47154\n",
"[24]\tvalid_0's poisson: -101.011\tvalid_0's quantile: 3.4714\n",
"[25]\tvalid_0's poisson: -100.974\tvalid_0's quantile: 3.45552\n",
"[26]\tvalid_0's poisson: -100.938\tvalid_0's quantile: 3.45608\n",
"[27]\tvalid_0's poisson: -100.926\tvalid_0's quantile: 3.45756\n",
"[28]\tvalid_0's poisson: -100.953\tvalid_0's quantile: 3.45612\n",
"[29]\tvalid_0's poisson: -100.955\tvalid_0's quantile: 3.46424\n",
"[30]\tvalid_0's poisson: -100.972\tvalid_0's quantile: 3.43873\n",
"[31]\tvalid_0's poisson: -101.986\tvalid_0's quantile: 3.36109\n",
"[32]\tvalid_0's poisson: -102.024\tvalid_0's quantile: 3.33932\n",
"[33]\tvalid_0's poisson: -101.979\tvalid_0's quantile: 3.32935\n",
"[34]\tvalid_0's poisson: -102.077\tvalid_0's quantile: 3.32801\n",
"[35]\tvalid_0's poisson: -102.005\tvalid_0's quantile: 3.31332\n",
"[36]\tvalid_0's poisson: -102.084\tvalid_0's quantile: 3.31337\n",
"[37]\tvalid_0's poisson: -102.134\tvalid_0's quantile: 3.31413\n",
"[38]\tvalid_0's poisson: -102.103\tvalid_0's quantile: 3.31019\n",
"[39]\tvalid_0's poisson: -102.101\tvalid_0's quantile: 3.31097\n",
"[40]\tvalid_0's poisson: -102.068\tvalid_0's quantile: 3.31131\n",
"[41]\tvalid_0's poisson: -102.078\tvalid_0's quantile: 3.30846\n",
"[42]\tvalid_0's poisson: -102.014\tvalid_0's quantile: 3.31064\n",
"[43]\tvalid_0's poisson: -102.018\tvalid_0's quantile: 3.30536\n",
"[44]\tvalid_0's poisson: -102.028\tvalid_0's quantile: 3.30608\n",
"[45]\tvalid_0's poisson: -102.028\tvalid_0's quantile: 3.30688\n",
"[46]\tvalid_0's poisson: -102.015\tvalid_0's quantile: 3.29961\n",
"[47]\tvalid_0's poisson: -102.011\tvalid_0's quantile: 3.29844\n",
"[48]\tvalid_0's poisson: -102.024\tvalid_0's quantile: 3.29594\n",
"[49]\tvalid_0's poisson: -102.066\tvalid_0's quantile: 3.30204\n",
"[50]\tvalid_0's poisson: -102.05\tvalid_0's quantile: 3.28508\n",
"[51]\tvalid_0's poisson: -102.068\tvalid_0's quantile: 3.28427\n",
"[52]\tvalid_0's poisson: -102.061\tvalid_0's quantile: 3.28312\n",
"[53]\tvalid_0's poisson: -102.047\tvalid_0's quantile: 3.28374\n",
"[54]\tvalid_0's poisson: -102.001\tvalid_0's quantile: 3.27594\n",
"[55]\tvalid_0's poisson: -102.065\tvalid_0's quantile: 3.26809\n",
"[56]\tvalid_0's poisson: -102.107\tvalid_0's quantile: 3.26581\n",
"[57]\tvalid_0's poisson: -102.113\tvalid_0's quantile: 3.26588\n",
"[58]\tvalid_0's poisson: -102.13\tvalid_0's quantile: 3.26445\n",
"[59]\tvalid_0's poisson: -102.166\tvalid_0's quantile: 3.26138\n",
"[60]\tvalid_0's poisson: -102.118\tvalid_0's quantile: 3.26081\n",
"[61]\tvalid_0's poisson: -102.145\tvalid_0's quantile: 3.25548\n",
"[62]\tvalid_0's poisson: -102.175\tvalid_0's quantile: 3.2537\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -102.211\tvalid_0's quantile: 3.25102\n",
"[64]\tvalid_0's poisson: -102.192\tvalid_0's quantile: 3.2549\n",
"[65]\tvalid_0's poisson: -102.209\tvalid_0's quantile: 3.25441\n",
"[66]\tvalid_0's poisson: -102.207\tvalid_0's quantile: 3.25255\n",
"[67]\tvalid_0's poisson: -102.217\tvalid_0's quantile: 3.24394\n",
"[68]\tvalid_0's poisson: -102.259\tvalid_0's quantile: 3.24667\n",
"[69]\tvalid_0's poisson: -102.169\tvalid_0's quantile: 3.23952\n",
"[70]\tvalid_0's poisson: -102.183\tvalid_0's quantile: 3.23747\n",
"[71]\tvalid_0's poisson: -102.256\tvalid_0's quantile: 3.2365\n",
"[72]\tvalid_0's poisson: -102.158\tvalid_0's quantile: 3.24234\n",
"[73]\tvalid_0's poisson: -102.194\tvalid_0's quantile: 3.24193\n",
"[74]\tvalid_0's poisson: -102.193\tvalid_0's quantile: 3.24054\n",
"[75]\tvalid_0's poisson: -102.202\tvalid_0's quantile: 3.2471\n",
"[76]\tvalid_0's poisson: -102.199\tvalid_0's quantile: 3.23993\n",
"[77]\tvalid_0's poisson: -102.195\tvalid_0's quantile: 3.23911\n",
"[78]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.23892\n",
"[79]\tvalid_0's poisson: -102.198\tvalid_0's quantile: 3.23685\n",
"[80]\tvalid_0's poisson: -102.301\tvalid_0's quantile: 3.23309\n",
"[81]\tvalid_0's poisson: -102.299\tvalid_0's quantile: 3.23272\n",
"[82]\tvalid_0's poisson: -102.411\tvalid_0's quantile: 3.23371\n",
"[83]\tvalid_0's poisson: -102.365\tvalid_0's quantile: 3.23153\n",
"[84]\tvalid_0's poisson: -102.367\tvalid_0's quantile: 3.22851\n",
"[85]\tvalid_0's poisson: -102.393\tvalid_0's quantile: 3.23143\n",
"[86]\tvalid_0's poisson: -102.488\tvalid_0's quantile: 3.23153\n",
"[87]\tvalid_0's poisson: -102.537\tvalid_0's quantile: 3.23313\n",
"[88]\tvalid_0's poisson: -102.541\tvalid_0's quantile: 3.23436\n",
"[89]\tvalid_0's poisson: -102.557\tvalid_0's quantile: 3.23425\n",
"[90]\tvalid_0's poisson: -102.563\tvalid_0's quantile: 3.23297\n",
"[91]\tvalid_0's poisson: -102.507\tvalid_0's quantile: 3.23227\n",
"[92]\tvalid_0's poisson: -102.472\tvalid_0's quantile: 3.23028\n",
"[93]\tvalid_0's poisson: -102.48\tvalid_0's quantile: 3.2306\n",
"[94]\tvalid_0's poisson: -102.459\tvalid_0's quantile: 3.2238\n",
"[95]\tvalid_0's poisson: -102.49\tvalid_0's quantile: 3.22072\n",
"[96]\tvalid_0's poisson: -102.557\tvalid_0's quantile: 3.22315\n",
"[97]\tvalid_0's poisson: -102.59\tvalid_0's quantile: 3.21976\n",
"[98]\tvalid_0's poisson: -102.653\tvalid_0's quantile: 3.21956\n",
"[99]\tvalid_0's poisson: -102.64\tvalid_0's quantile: 3.22033\n",
"[100]\tvalid_0's poisson: -102.603\tvalid_0's quantile: 3.22123\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -91.9213\tvalid_0's quantile: 5.32649\n",
"[2]\tvalid_0's poisson: -97.5736\tvalid_0's quantile: 4.27773\n",
"[3]\tvalid_0's poisson: -97.8812\tvalid_0's quantile: 4.06029\n",
"[4]\tvalid_0's poisson: -98.366\tvalid_0's quantile: 3.9034\n",
"[5]\tvalid_0's poisson: -99.1607\tvalid_0's quantile: 3.8498\n",
"[6]\tvalid_0's poisson: -98.9349\tvalid_0's quantile: 3.83005\n",
"[7]\tvalid_0's poisson: -98.9401\tvalid_0's quantile: 3.80126\n",
"[8]\tvalid_0's poisson: -100.062\tvalid_0's quantile: 3.6726\n",
"[9]\tvalid_0's poisson: -100.036\tvalid_0's quantile: 3.66725\n",
"[10]\tvalid_0's poisson: -100.22\tvalid_0's quantile: 3.64847\n",
"[11]\tvalid_0's poisson: -100.169\tvalid_0's quantile: 3.63273\n",
"[12]\tvalid_0's poisson: -100.252\tvalid_0's quantile: 3.63653\n",
"[13]\tvalid_0's poisson: -100.225\tvalid_0's quantile: 3.61474\n",
"[14]\tvalid_0's poisson: -100.422\tvalid_0's quantile: 3.60359\n",
"[15]\tvalid_0's poisson: -100.478\tvalid_0's quantile: 3.59263\n",
"[16]\tvalid_0's poisson: -100.42\tvalid_0's quantile: 3.59852\n",
"[17]\tvalid_0's poisson: -100.36\tvalid_0's quantile: 3.58957\n",
"[18]\tvalid_0's poisson: -100.393\tvalid_0's quantile: 3.58761\n",
"[19]\tvalid_0's poisson: -100.495\tvalid_0's quantile: 3.58653\n",
"[20]\tvalid_0's poisson: -100.484\tvalid_0's quantile: 3.57915\n",
"[21]\tvalid_0's poisson: -100.901\tvalid_0's quantile: 3.53307\n",
"[22]\tvalid_0's poisson: -100.895\tvalid_0's quantile: 3.53841\n",
"[23]\tvalid_0's poisson: -100.862\tvalid_0's quantile: 3.55118\n",
"[24]\tvalid_0's poisson: -100.845\tvalid_0's quantile: 3.55148\n",
"[25]\tvalid_0's poisson: -100.838\tvalid_0's quantile: 3.5497\n",
"[26]\tvalid_0's poisson: -100.641\tvalid_0's quantile: 3.5463\n",
"[27]\tvalid_0's poisson: -100.753\tvalid_0's quantile: 3.54687\n",
"[28]\tvalid_0's poisson: -100.783\tvalid_0's quantile: 3.53954\n",
"[29]\tvalid_0's poisson: -100.764\tvalid_0's quantile: 3.54179\n",
"[30]\tvalid_0's poisson: -100.829\tvalid_0's quantile: 3.52202\n",
"[31]\tvalid_0's poisson: -100.808\tvalid_0's quantile: 3.53153\n",
"[32]\tvalid_0's poisson: -100.85\tvalid_0's quantile: 3.52493\n",
"[33]\tvalid_0's poisson: -100.823\tvalid_0's quantile: 3.53318\n",
"[34]\tvalid_0's poisson: -100.709\tvalid_0's quantile: 3.5305\n",
"[35]\tvalid_0's poisson: -100.74\tvalid_0's quantile: 3.52383\n",
"[36]\tvalid_0's poisson: -100.617\tvalid_0's quantile: 3.5282\n",
"[37]\tvalid_0's poisson: -100.676\tvalid_0's quantile: 3.52348\n",
"[38]\tvalid_0's poisson: -100.665\tvalid_0's quantile: 3.52636\n",
"[39]\tvalid_0's poisson: -100.668\tvalid_0's quantile: 3.52069\n",
"[40]\tvalid_0's poisson: -100.68\tvalid_0's quantile: 3.52311\n",
"[41]\tvalid_0's poisson: -100.641\tvalid_0's quantile: 3.52893\n",
"[42]\tvalid_0's poisson: -100.7\tvalid_0's quantile: 3.53248\n",
"[43]\tvalid_0's poisson: -100.735\tvalid_0's quantile: 3.527\n",
"[44]\tvalid_0's poisson: -100.789\tvalid_0's quantile: 3.53268\n",
"[45]\tvalid_0's poisson: -100.753\tvalid_0's quantile: 3.53007\n",
"[46]\tvalid_0's poisson: -100.91\tvalid_0's quantile: 3.51866\n",
"[47]\tvalid_0's poisson: -100.965\tvalid_0's quantile: 3.49513\n",
"[48]\tvalid_0's poisson: -100.984\tvalid_0's quantile: 3.49769\n",
"[49]\tvalid_0's poisson: -100.988\tvalid_0's quantile: 3.49817\n",
"[50]\tvalid_0's poisson: -101.033\tvalid_0's quantile: 3.5022\n",
"[51]\tvalid_0's poisson: -101.016\tvalid_0's quantile: 3.50259\n",
"[52]\tvalid_0's poisson: -101.028\tvalid_0's quantile: 3.50369\n",
"[53]\tvalid_0's poisson: -101.048\tvalid_0's quantile: 3.50294\n",
"[54]\tvalid_0's poisson: -101.032\tvalid_0's quantile: 3.50114\n",
"[55]\tvalid_0's poisson: -101.023\tvalid_0's quantile: 3.49785\n",
"[56]\tvalid_0's poisson: -100.974\tvalid_0's quantile: 3.50152\n",
"[57]\tvalid_0's poisson: -100.979\tvalid_0's quantile: 3.50369\n",
"[58]\tvalid_0's poisson: -100.977\tvalid_0's quantile: 3.50395\n",
"[59]\tvalid_0's poisson: -101.018\tvalid_0's quantile: 3.50143\n",
"[60]\tvalid_0's poisson: -101.037\tvalid_0's quantile: 3.50293\n",
"[61]\tvalid_0's poisson: -101.03\tvalid_0's quantile: 3.50794\n",
"[62]\tvalid_0's poisson: -101.046\tvalid_0's quantile: 3.50703\n",
"[63]\tvalid_0's poisson: -100.927\tvalid_0's quantile: 3.50635\n",
"[64]\tvalid_0's poisson: -100.914\tvalid_0's quantile: 3.50894\n",
"[65]\tvalid_0's poisson: -100.915\tvalid_0's quantile: 3.50764\n",
"[66]\tvalid_0's poisson: -100.951\tvalid_0's quantile: 3.51329\n",
"[67]\tvalid_0's poisson: -100.935\tvalid_0's quantile: 3.51155\n",
"[68]\tvalid_0's poisson: -100.937\tvalid_0's quantile: 3.51183\n",
"[69]\tvalid_0's poisson: -100.936\tvalid_0's quantile: 3.50951\n",
"[70]\tvalid_0's poisson: -100.967\tvalid_0's quantile: 3.51432\n",
"[71]\tvalid_0's poisson: -100.992\tvalid_0's quantile: 3.51698\n",
"[72]\tvalid_0's poisson: -100.978\tvalid_0's quantile: 3.5159\n",
"[73]\tvalid_0's poisson: -100.999\tvalid_0's quantile: 3.50413\n",
"[74]\tvalid_0's poisson: -100.978\tvalid_0's quantile: 3.50716\n",
"[75]\tvalid_0's poisson: -101.016\tvalid_0's quantile: 3.50872\n",
"[76]\tvalid_0's poisson: -100.964\tvalid_0's quantile: 3.50997\n",
"[77]\tvalid_0's poisson: -101.11\tvalid_0's quantile: 3.51277\n",
"[78]\tvalid_0's poisson: -101.067\tvalid_0's quantile: 3.50939\n",
"[79]\tvalid_0's poisson: -101.098\tvalid_0's quantile: 3.49137\n",
"[80]\tvalid_0's poisson: -101.187\tvalid_0's quantile: 3.49873\n",
"[81]\tvalid_0's poisson: -101.2\tvalid_0's quantile: 3.49825\n",
"[82]\tvalid_0's poisson: -101.219\tvalid_0's quantile: 3.50246\n",
"[83]\tvalid_0's poisson: -101.2\tvalid_0's quantile: 3.50299\n",
"[84]\tvalid_0's poisson: -101.208\tvalid_0's quantile: 3.49843\n",
"[85]\tvalid_0's poisson: -101.177\tvalid_0's quantile: 3.50008\n",
"[86]\tvalid_0's poisson: -101.173\tvalid_0's quantile: 3.49958\n",
"[87]\tvalid_0's poisson: -101.184\tvalid_0's quantile: 3.49213\n",
"[88]\tvalid_0's poisson: -101.196\tvalid_0's quantile: 3.49153\n",
"[89]\tvalid_0's poisson: -101.204\tvalid_0's quantile: 3.49113\n",
"[90]\tvalid_0's poisson: -101.201\tvalid_0's quantile: 3.48708\n",
"[91]\tvalid_0's poisson: -101.197\tvalid_0's quantile: 3.45989\n",
"[92]\tvalid_0's poisson: -101.195\tvalid_0's quantile: 3.45947\n",
"[93]\tvalid_0's poisson: -101.298\tvalid_0's quantile: 3.45496\n",
"[94]\tvalid_0's poisson: -101.285\tvalid_0's quantile: 3.45632\n",
"[95]\tvalid_0's poisson: -101.328\tvalid_0's quantile: 3.4562\n",
"[96]\tvalid_0's poisson: -101.358\tvalid_0's quantile: 3.45611\n",
"[97]\tvalid_0's poisson: -101.358\tvalid_0's quantile: 3.45367\n",
"[98]\tvalid_0's poisson: -101.365\tvalid_0's quantile: 3.45386\n",
"[99]\tvalid_0's poisson: -101.379\tvalid_0's quantile: 3.45274\n",
"[100]\tvalid_0's poisson: -101.381\tvalid_0's quantile: 3.44791\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -90.7532\tvalid_0's quantile: 5.54056\n",
"[2]\tvalid_0's poisson: -96.6811\tvalid_0's quantile: 4.41127\n",
"[3]\tvalid_0's poisson: -97.7719\tvalid_0's quantile: 4.06865\n",
"[4]\tvalid_0's poisson: -98.0903\tvalid_0's quantile: 3.94029\n",
"[5]\tvalid_0's poisson: -98.7898\tvalid_0's quantile: 3.78649\n",
"[6]\tvalid_0's poisson: -99.1632\tvalid_0's quantile: 3.74154\n",
"[7]\tvalid_0's poisson: -99.4643\tvalid_0's quantile: 3.66139\n",
"[8]\tvalid_0's poisson: -99.6171\tvalid_0's quantile: 3.60262\n",
"[9]\tvalid_0's poisson: -100.319\tvalid_0's quantile: 3.5328\n",
"[10]\tvalid_0's poisson: -100.338\tvalid_0's quantile: 3.47952\n",
"[11]\tvalid_0's poisson: -100.482\tvalid_0's quantile: 3.46105\n",
"[12]\tvalid_0's poisson: -100.614\tvalid_0's quantile: 3.45589\n",
"[13]\tvalid_0's poisson: -100.61\tvalid_0's quantile: 3.45228\n",
"[14]\tvalid_0's poisson: -100.653\tvalid_0's quantile: 3.44486\n",
"[15]\tvalid_0's poisson: -100.591\tvalid_0's quantile: 3.45292\n",
"[16]\tvalid_0's poisson: -100.457\tvalid_0's quantile: 3.44792\n",
"[17]\tvalid_0's poisson: -100.522\tvalid_0's quantile: 3.41214\n",
"[18]\tvalid_0's poisson: -100.687\tvalid_0's quantile: 3.40545\n",
"[19]\tvalid_0's poisson: -100.674\tvalid_0's quantile: 3.40977\n",
"[20]\tvalid_0's poisson: -100.963\tvalid_0's quantile: 3.3895\n",
"[21]\tvalid_0's poisson: -100.93\tvalid_0's quantile: 3.37475\n",
"[22]\tvalid_0's poisson: -101.007\tvalid_0's quantile: 3.37622\n",
"[23]\tvalid_0's poisson: -100.893\tvalid_0's quantile: 3.36275\n",
"[24]\tvalid_0's poisson: -100.973\tvalid_0's quantile: 3.36087\n",
"[25]\tvalid_0's poisson: -100.99\tvalid_0's quantile: 3.36845\n",
"[26]\tvalid_0's poisson: -100.984\tvalid_0's quantile: 3.36546\n",
"[27]\tvalid_0's poisson: -100.986\tvalid_0's quantile: 3.36294\n",
"[28]\tvalid_0's poisson: -101.137\tvalid_0's quantile: 3.35142\n",
"[29]\tvalid_0's poisson: -101.186\tvalid_0's quantile: 3.34548\n",
"[30]\tvalid_0's poisson: -101.05\tvalid_0's quantile: 3.35107\n",
"[31]\tvalid_0's poisson: -101.198\tvalid_0's quantile: 3.33033\n",
"[32]\tvalid_0's poisson: -101.147\tvalid_0's quantile: 3.32626\n",
"[33]\tvalid_0's poisson: -101.083\tvalid_0's quantile: 3.29592\n",
"[34]\tvalid_0's poisson: -101.061\tvalid_0's quantile: 3.29652\n",
"[35]\tvalid_0's poisson: -101.073\tvalid_0's quantile: 3.31001\n",
"[36]\tvalid_0's poisson: -101.151\tvalid_0's quantile: 3.33963\n",
"[37]\tvalid_0's poisson: -101.131\tvalid_0's quantile: 3.33746\n",
"[38]\tvalid_0's poisson: -101.127\tvalid_0's quantile: 3.33681\n",
"[39]\tvalid_0's poisson: -101.13\tvalid_0's quantile: 3.33635\n",
"[40]\tvalid_0's poisson: -101.101\tvalid_0's quantile: 3.33539\n",
"[41]\tvalid_0's poisson: -101.255\tvalid_0's quantile: 3.33249\n",
"[42]\tvalid_0's poisson: -101.24\tvalid_0's quantile: 3.32801\n",
"[43]\tvalid_0's poisson: -101.269\tvalid_0's quantile: 3.3208\n",
"[44]\tvalid_0's poisson: -101.182\tvalid_0's quantile: 3.32441\n",
"[45]\tvalid_0's poisson: -101.165\tvalid_0's quantile: 3.32613\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -101.439\tvalid_0's quantile: 3.27526\n",
"[47]\tvalid_0's poisson: -101.413\tvalid_0's quantile: 3.269\n",
"[48]\tvalid_0's poisson: -101.448\tvalid_0's quantile: 3.27336\n",
"[49]\tvalid_0's poisson: -101.439\tvalid_0's quantile: 3.27047\n",
"[50]\tvalid_0's poisson: -101.441\tvalid_0's quantile: 3.27065\n",
"[51]\tvalid_0's poisson: -101.469\tvalid_0's quantile: 3.26904\n",
"[52]\tvalid_0's poisson: -101.466\tvalid_0's quantile: 3.27289\n",
"[53]\tvalid_0's poisson: -101.452\tvalid_0's quantile: 3.26983\n",
"[54]\tvalid_0's poisson: -101.416\tvalid_0's quantile: 3.2723\n",
"[55]\tvalid_0's poisson: -101.42\tvalid_0's quantile: 3.27036\n",
"[56]\tvalid_0's poisson: -101.424\tvalid_0's quantile: 3.27262\n",
"[57]\tvalid_0's poisson: -101.494\tvalid_0's quantile: 3.27126\n",
"[58]\tvalid_0's poisson: -101.422\tvalid_0's quantile: 3.27571\n",
"[59]\tvalid_0's poisson: -101.424\tvalid_0's quantile: 3.27166\n",
"[60]\tvalid_0's poisson: -101.486\tvalid_0's quantile: 3.27419\n",
"[61]\tvalid_0's poisson: -101.484\tvalid_0's quantile: 3.27383\n",
"[62]\tvalid_0's poisson: -101.475\tvalid_0's quantile: 3.27243\n",
"[63]\tvalid_0's poisson: -101.508\tvalid_0's quantile: 3.27401\n",
"[64]\tvalid_0's poisson: -101.496\tvalid_0's quantile: 3.27236\n",
"[65]\tvalid_0's poisson: -101.489\tvalid_0's quantile: 3.27489\n",
"[66]\tvalid_0's poisson: -101.48\tvalid_0's quantile: 3.27366\n",
"[67]\tvalid_0's poisson: -101.441\tvalid_0's quantile: 3.27568\n",
"[68]\tvalid_0's poisson: -101.561\tvalid_0's quantile: 3.26818\n",
"[69]\tvalid_0's poisson: -101.547\tvalid_0's quantile: 3.27231\n",
"[70]\tvalid_0's poisson: -101.439\tvalid_0's quantile: 3.26447\n",
"[71]\tvalid_0's poisson: -101.478\tvalid_0's quantile: 3.26133\n",
"[72]\tvalid_0's poisson: -101.481\tvalid_0's quantile: 3.25749\n",
"[73]\tvalid_0's poisson: -101.447\tvalid_0's quantile: 3.26171\n",
"[74]\tvalid_0's poisson: -101.496\tvalid_0's quantile: 3.27282\n",
"[75]\tvalid_0's poisson: -101.497\tvalid_0's quantile: 3.27283\n",
"[76]\tvalid_0's poisson: -101.54\tvalid_0's quantile: 3.26916\n",
"[77]\tvalid_0's poisson: -101.535\tvalid_0's quantile: 3.2692\n",
"[78]\tvalid_0's poisson: -101.553\tvalid_0's quantile: 3.27264\n",
"[79]\tvalid_0's poisson: -101.567\tvalid_0's quantile: 3.27306\n",
"[80]\tvalid_0's poisson: -101.588\tvalid_0's quantile: 3.27736\n",
"[81]\tvalid_0's poisson: -101.577\tvalid_0's quantile: 3.27945\n",
"[82]\tvalid_0's poisson: -101.574\tvalid_0's quantile: 3.28012\n",
"[83]\tvalid_0's poisson: -101.568\tvalid_0's quantile: 3.28323\n",
"[84]\tvalid_0's poisson: -101.574\tvalid_0's quantile: 3.28284\n",
"[85]\tvalid_0's poisson: -101.578\tvalid_0's quantile: 3.28331\n",
"[86]\tvalid_0's poisson: -101.412\tvalid_0's quantile: 3.28372\n",
"[87]\tvalid_0's poisson: -101.416\tvalid_0's quantile: 3.28506\n",
"[88]\tvalid_0's poisson: -101.395\tvalid_0's quantile: 3.28437\n",
"[89]\tvalid_0's poisson: -101.467\tvalid_0's quantile: 3.28625\n",
"[90]\tvalid_0's poisson: -101.478\tvalid_0's quantile: 3.28509\n",
"[91]\tvalid_0's poisson: -101.472\tvalid_0's quantile: 3.28147\n",
"[92]\tvalid_0's poisson: -101.462\tvalid_0's quantile: 3.28924\n",
"[93]\tvalid_0's poisson: -101.578\tvalid_0's quantile: 3.28365\n",
"[94]\tvalid_0's poisson: -101.568\tvalid_0's quantile: 3.2807\n",
"[95]\tvalid_0's poisson: -101.607\tvalid_0's quantile: 3.27895\n",
"[96]\tvalid_0's poisson: -101.606\tvalid_0's quantile: 3.27811\n",
"[97]\tvalid_0's poisson: -101.717\tvalid_0's quantile: 3.27605\n",
"[98]\tvalid_0's poisson: -101.725\tvalid_0's quantile: 3.27473\n",
"[99]\tvalid_0's poisson: -101.694\tvalid_0's quantile: 3.27508\n",
"[100]\tvalid_0's poisson: -101.714\tvalid_0's quantile: 3.27296\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.2765\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.405\tvalid_0's quantile: 11.6234\n",
"[3]\tvalid_0's poisson: -62.5328\tvalid_0's quantile: 11.5858\n",
"[4]\tvalid_0's poisson: -62.6595\tvalid_0's quantile: 11.5486\n",
"[5]\tvalid_0's poisson: -62.7856\tvalid_0's quantile: 11.5115\n",
"[6]\tvalid_0's poisson: -62.9105\tvalid_0's quantile: 11.4747\n",
"[7]\tvalid_0's poisson: -63.032\tvalid_0's quantile: 11.439\n",
"[8]\tvalid_0's poisson: -63.1552\tvalid_0's quantile: 11.4027\n",
"[9]\tvalid_0's poisson: -63.2775\tvalid_0's quantile: 11.3666\n",
"[10]\tvalid_0's poisson: -63.3861\tvalid_0's quantile: 11.3322\n",
"[11]\tvalid_0's poisson: -63.5068\tvalid_0's quantile: 11.2965\n",
"[12]\tvalid_0's poisson: -63.6138\tvalid_0's quantile: 11.2627\n",
"[13]\tvalid_0's poisson: -63.7337\tvalid_0's quantile: 11.2276\n",
"[14]\tvalid_0's poisson: -63.8528\tvalid_0's quantile: 11.1927\n",
"[15]\tvalid_0's poisson: -63.9711\tvalid_0's quantile: 11.158\n",
"[16]\tvalid_0's poisson: -64.0877\tvalid_0's quantile: 11.1238\n",
"[17]\tvalid_0's poisson: -64.2034\tvalid_0's quantile: 11.0897\n",
"[18]\tvalid_0's poisson: -64.3195\tvalid_0's quantile: 11.0556\n",
"[19]\tvalid_0's poisson: -64.4364\tvalid_0's quantile: 11.0216\n",
"[20]\tvalid_0's poisson: -64.5526\tvalid_0's quantile: 10.9881\n",
"[21]\tvalid_0's poisson: -64.6645\tvalid_0's quantile: 10.9551\n",
"[22]\tvalid_0's poisson: -64.7767\tvalid_0's quantile: 10.9223\n",
"[23]\tvalid_0's poisson: -64.8873\tvalid_0's quantile: 10.8896\n",
"[24]\tvalid_0's poisson: -64.9991\tvalid_0's quantile: 10.857\n",
"[25]\tvalid_0's poisson: -65.1095\tvalid_0's quantile: 10.8249\n",
"[26]\tvalid_0's poisson: -65.2184\tvalid_0's quantile: 10.7931\n",
"[27]\tvalid_0's poisson: -65.3281\tvalid_0's quantile: 10.7616\n",
"[28]\tvalid_0's poisson: -65.4356\tvalid_0's quantile: 10.7302\n",
"[29]\tvalid_0's poisson: -65.5434\tvalid_0's quantile: 10.6992\n",
"[30]\tvalid_0's poisson: -65.6495\tvalid_0's quantile: 10.6684\n",
"[31]\tvalid_0's poisson: -65.7559\tvalid_0's quantile: 10.6377\n",
"[32]\tvalid_0's poisson: -65.8617\tvalid_0's quantile: 10.6072\n",
"[33]\tvalid_0's poisson: -65.9665\tvalid_0's quantile: 10.577\n",
"[34]\tvalid_0's poisson: -66.0726\tvalid_0's quantile: 10.5468\n",
"[35]\tvalid_0's poisson: -66.1785\tvalid_0's quantile: 10.5167\n",
"[36]\tvalid_0's poisson: -66.2834\tvalid_0's quantile: 10.487\n",
"[37]\tvalid_0's poisson: -66.3857\tvalid_0's quantile: 10.4577\n",
"[38]\tvalid_0's poisson: -66.4907\tvalid_0's quantile: 10.4282\n",
"[39]\tvalid_0's poisson: -66.5937\tvalid_0's quantile: 10.3995\n",
"[40]\tvalid_0's poisson: -66.6952\tvalid_0's quantile: 10.3709\n",
"[41]\tvalid_0's poisson: -66.7969\tvalid_0's quantile: 10.3425\n",
"[42]\tvalid_0's poisson: -66.8971\tvalid_0's quantile: 10.3144\n",
"[43]\tvalid_0's poisson: -66.9974\tvalid_0's quantile: 10.2867\n",
"[44]\tvalid_0's poisson: -67.1004\tvalid_0's quantile: 10.2587\n",
"[45]\tvalid_0's poisson: -67.2021\tvalid_0's quantile: 10.2311\n",
"[46]\tvalid_0's poisson: -67.3039\tvalid_0's quantile: 10.2035\n",
"[47]\tvalid_0's poisson: -67.4044\tvalid_0's quantile: 10.176\n",
"[48]\tvalid_0's poisson: -67.4923\tvalid_0's quantile: 10.1504\n",
"[49]\tvalid_0's poisson: -67.5922\tvalid_0's quantile: 10.1232\n",
"[50]\tvalid_0's poisson: -67.6915\tvalid_0's quantile: 10.0962\n",
"[51]\tvalid_0's poisson: -67.7903\tvalid_0's quantile: 10.0693\n",
"[52]\tvalid_0's poisson: -67.8885\tvalid_0's quantile: 10.0427\n",
"[53]\tvalid_0's poisson: -67.9971\tvalid_0's quantile: 10.0132\n",
"[54]\tvalid_0's poisson: -68.1051\tvalid_0's quantile: 9.98375\n",
"[55]\tvalid_0's poisson: -68.2124\tvalid_0's quantile: 9.95456\n",
"[56]\tvalid_0's poisson: -68.3074\tvalid_0's quantile: 9.92718\n",
"[57]\tvalid_0's poisson: -68.4135\tvalid_0's quantile: 9.89865\n",
"[58]\tvalid_0's poisson: -68.5094\tvalid_0's quantile: 9.87305\n",
"[59]\tvalid_0's poisson: -68.6047\tvalid_0's quantile: 9.84767\n",
"[60]\tvalid_0's poisson: -68.7091\tvalid_0's quantile: 9.81961\n",
"[61]\tvalid_0's poisson: -68.8129\tvalid_0's quantile: 9.79177\n",
"[62]\tvalid_0's poisson: -68.9067\tvalid_0's quantile: 9.76689\n",
"[63]\tvalid_0's poisson: -68.9999\tvalid_0's quantile: 9.74212\n",
"[64]\tvalid_0's poisson: -69.0924\tvalid_0's quantile: 9.71754\n",
"[65]\tvalid_0's poisson: -69.1939\tvalid_0's quantile: 9.69001\n",
"[66]\tvalid_0's poisson: -69.284\tvalid_0's quantile: 9.66423\n",
"[67]\tvalid_0's poisson: -69.3843\tvalid_0's quantile: 9.63727\n",
"[68]\tvalid_0's poisson: -69.4827\tvalid_0's quantile: 9.61093\n",
"[69]\tvalid_0's poisson: -69.582\tvalid_0's quantile: 9.58482\n",
"[70]\tvalid_0's poisson: -69.681\tvalid_0's quantile: 9.55898\n",
"[71]\tvalid_0's poisson: -69.7794\tvalid_0's quantile: 9.53331\n",
"[72]\tvalid_0's poisson: -69.8773\tvalid_0's quantile: 9.50777\n",
"[73]\tvalid_0's poisson: -69.9746\tvalid_0's quantile: 9.48243\n",
"[74]\tvalid_0's poisson: -70.0713\tvalid_0's quantile: 9.45718\n",
"[75]\tvalid_0's poisson: -70.1675\tvalid_0's quantile: 9.43214\n",
"[76]\tvalid_0's poisson: -70.2631\tvalid_0's quantile: 9.40722\n",
"[77]\tvalid_0's poisson: -70.3574\tvalid_0's quantile: 9.38228\n",
"[78]\tvalid_0's poisson: -70.452\tvalid_0's quantile: 9.35796\n",
"[79]\tvalid_0's poisson: -70.5438\tvalid_0's quantile: 9.33385\n",
"[80]\tvalid_0's poisson: -70.6462\tvalid_0's quantile: 9.30889\n",
"[81]\tvalid_0's poisson: -70.7475\tvalid_0's quantile: 9.28394\n",
"[82]\tvalid_0's poisson: -70.8483\tvalid_0's quantile: 9.25908\n",
"[83]\tvalid_0's poisson: -70.9485\tvalid_0's quantile: 9.23432\n",
"[84]\tvalid_0's poisson: -71.0481\tvalid_0's quantile: 9.20967\n",
"[85]\tvalid_0's poisson: -71.1472\tvalid_0's quantile: 9.18532\n",
"[86]\tvalid_0's poisson: -71.2467\tvalid_0's quantile: 9.16105\n",
"[87]\tvalid_0's poisson: -71.3448\tvalid_0's quantile: 9.13697\n",
"[88]\tvalid_0's poisson: -71.4434\tvalid_0's quantile: 9.11286\n",
"[89]\tvalid_0's poisson: -71.5405\tvalid_0's quantile: 9.08899\n",
"[90]\tvalid_0's poisson: -71.6372\tvalid_0's quantile: 9.06541\n",
"[91]\tvalid_0's poisson: -71.7346\tvalid_0's quantile: 9.0416\n",
"[92]\tvalid_0's poisson: -71.8365\tvalid_0's quantile: 9.01715\n",
"[93]\tvalid_0's poisson: -71.9368\tvalid_0's quantile: 8.99318\n",
"[94]\tvalid_0's poisson: -72.0377\tvalid_0's quantile: 8.96897\n",
"[95]\tvalid_0's poisson: -72.1323\tvalid_0's quantile: 8.94591\n",
"[96]\tvalid_0's poisson: -72.2308\tvalid_0's quantile: 8.9223\n",
"[97]\tvalid_0's poisson: -72.3301\tvalid_0's quantile: 8.89853\n",
"[98]\tvalid_0's poisson: -72.4284\tvalid_0's quantile: 8.87462\n",
"[99]\tvalid_0's poisson: -72.5261\tvalid_0's quantile: 8.8508\n",
"[100]\tvalid_0's poisson: -72.6233\tvalid_0's quantile: 8.82718\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.2785\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.3954\tvalid_0's quantile: 11.6251\n",
"[3]\tvalid_0's poisson: -62.5114\tvalid_0's quantile: 11.5893\n",
"[4]\tvalid_0's poisson: -62.6266\tvalid_0's quantile: 11.5538\n",
"[5]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5185\n",
"[6]\tvalid_0's poisson: -62.8545\tvalid_0's quantile: 11.4834\n",
"[7]\tvalid_0's poisson: -62.9839\tvalid_0's quantile: 11.4462\n",
"[8]\tvalid_0's poisson: -63.1125\tvalid_0's quantile: 11.4094\n",
"[9]\tvalid_0's poisson: -63.2403\tvalid_0's quantile: 11.3727\n",
"[10]\tvalid_0's poisson: -63.3504\tvalid_0's quantile: 11.3383\n",
"[11]\tvalid_0's poisson: -63.4765\tvalid_0's quantile: 11.3021\n",
"[12]\tvalid_0's poisson: -63.6017\tvalid_0's quantile: 11.266\n",
"[13]\tvalid_0's poisson: -63.7261\tvalid_0's quantile: 11.2306\n",
"[14]\tvalid_0's poisson: -63.8497\tvalid_0's quantile: 11.1953\n",
"[15]\tvalid_0's poisson: -63.9725\tvalid_0's quantile: 11.1601\n",
"[16]\tvalid_0's poisson: -64.0945\tvalid_0's quantile: 11.1251\n",
"[17]\tvalid_0's poisson: -64.2156\tvalid_0's quantile: 11.0903\n",
"[18]\tvalid_0's poisson: -64.336\tvalid_0's quantile: 11.0559\n",
"[19]\tvalid_0's poisson: -64.44\tvalid_0's quantile: 11.0239\n",
"[20]\tvalid_0's poisson: -64.5589\tvalid_0's quantile: 10.9902\n",
"[21]\tvalid_0's poisson: -64.677\tvalid_0's quantile: 10.9567\n",
"[22]\tvalid_0's poisson: -64.7943\tvalid_0's quantile: 10.9233\n",
"[23]\tvalid_0's poisson: -64.9109\tvalid_0's quantile: 10.8901\n",
"[24]\tvalid_0's poisson: -65.0268\tvalid_0's quantile: 10.8571\n",
"[25]\tvalid_0's poisson: -65.1378\tvalid_0's quantile: 10.8253\n",
"[26]\tvalid_0's poisson: -65.2373\tvalid_0's quantile: 10.7951\n",
"[27]\tvalid_0's poisson: -65.3323\tvalid_0's quantile: 10.7658\n",
"[28]\tvalid_0's poisson: -65.4454\tvalid_0's quantile: 10.734\n",
"[29]\tvalid_0's poisson: -65.5541\tvalid_0's quantile: 10.7032\n",
"[30]\tvalid_0's poisson: -65.6621\tvalid_0's quantile: 10.6727\n",
"[31]\tvalid_0's poisson: -65.7734\tvalid_0's quantile: 10.6415\n",
"[32]\tvalid_0's poisson: -65.8802\tvalid_0's quantile: 10.6112\n",
"[33]\tvalid_0's poisson: -65.9904\tvalid_0's quantile: 10.5804\n",
"[34]\tvalid_0's poisson: -66.0959\tvalid_0's quantile: 10.5505\n",
"[35]\tvalid_0's poisson: -66.2049\tvalid_0's quantile: 10.5203\n",
"[36]\tvalid_0's poisson: -66.3096\tvalid_0's quantile: 10.4908\n",
"[37]\tvalid_0's poisson: -66.418\tvalid_0's quantile: 10.4608\n",
"[38]\tvalid_0's poisson: -66.5214\tvalid_0's quantile: 10.432\n",
"[39]\tvalid_0's poisson: -66.6243\tvalid_0's quantile: 10.4036\n",
"[40]\tvalid_0's poisson: -66.7309\tvalid_0's quantile: 10.3747\n",
"[41]\tvalid_0's poisson: -66.8326\tvalid_0's quantile: 10.3467\n",
"[42]\tvalid_0's poisson: -66.9374\tvalid_0's quantile: 10.3183\n",
"[43]\tvalid_0's poisson: -67.0251\tvalid_0's quantile: 10.2926\n",
"[44]\tvalid_0's poisson: -67.1294\tvalid_0's quantile: 10.2646\n",
"[45]\tvalid_0's poisson: -67.2346\tvalid_0's quantile: 10.2368\n",
"[46]\tvalid_0's poisson: -67.3392\tvalid_0's quantile: 10.2091\n",
"[47]\tvalid_0's poisson: -67.4418\tvalid_0's quantile: 10.1816\n",
"[48]\tvalid_0's poisson: -67.5452\tvalid_0's quantile: 10.1541\n",
"[49]\tvalid_0's poisson: -67.6466\tvalid_0's quantile: 10.1268\n",
"[50]\tvalid_0's poisson: -67.7488\tvalid_0's quantile: 10.0997\n",
"[51]\tvalid_0's poisson: -67.8504\tvalid_0's quantile: 10.0727\n",
"[52]\tvalid_0's poisson: -67.9382\tvalid_0's quantile: 10.0477\n",
"[53]\tvalid_0's poisson: -68.048\tvalid_0's quantile: 10.0176\n",
"[54]\tvalid_0's poisson: -68.1571\tvalid_0's quantile: 9.98757\n",
"[55]\tvalid_0's poisson: -68.2655\tvalid_0's quantile: 9.9577\n",
"[56]\tvalid_0's poisson: -68.3733\tvalid_0's quantile: 9.92835\n",
"[57]\tvalid_0's poisson: -68.4805\tvalid_0's quantile: 9.89928\n",
"[58]\tvalid_0's poisson: -68.5869\tvalid_0's quantile: 9.87034\n",
"[59]\tvalid_0's poisson: -68.6928\tvalid_0's quantile: 9.8415\n",
"[60]\tvalid_0's poisson: -68.7979\tvalid_0's quantile: 9.81282\n",
"[61]\tvalid_0's poisson: -68.8917\tvalid_0's quantile: 9.78584\n",
"[62]\tvalid_0's poisson: -68.9956\tvalid_0's quantile: 9.75756\n",
"[63]\tvalid_0's poisson: -69.0989\tvalid_0's quantile: 9.72961\n",
"[64]\tvalid_0's poisson: -69.2016\tvalid_0's quantile: 9.70178\n",
"[65]\tvalid_0's poisson: -69.3037\tvalid_0's quantile: 9.67469\n",
"[66]\tvalid_0's poisson: -69.4052\tvalid_0's quantile: 9.64773\n",
"[67]\tvalid_0's poisson: -69.5061\tvalid_0's quantile: 9.62103\n",
"[68]\tvalid_0's poisson: -69.6063\tvalid_0's quantile: 9.59446\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[69]\tvalid_0's poisson: -69.6968\tvalid_0's quantile: 9.56935\n",
"[70]\tvalid_0's poisson: -69.7959\tvalid_0's quantile: 9.54311\n",
"[71]\tvalid_0's poisson: -69.8852\tvalid_0's quantile: 9.51829\n",
"[72]\tvalid_0's poisson: -69.974\tvalid_0's quantile: 9.49366\n",
"[73]\tvalid_0's poisson: -70.0622\tvalid_0's quantile: 9.46914\n",
"[74]\tvalid_0's poisson: -70.1499\tvalid_0's quantile: 9.44482\n",
"[75]\tvalid_0's poisson: -70.2464\tvalid_0's quantile: 9.41963\n",
"[76]\tvalid_0's poisson: -70.3424\tvalid_0's quantile: 9.39474\n",
"[77]\tvalid_0's poisson: -70.4378\tvalid_0's quantile: 9.37\n",
"[78]\tvalid_0's poisson: -70.5327\tvalid_0's quantile: 9.34542\n",
"[79]\tvalid_0's poisson: -70.6292\tvalid_0's quantile: 9.3204\n",
"[80]\tvalid_0's poisson: -70.7252\tvalid_0's quantile: 9.29551\n",
"[81]\tvalid_0's poisson: -70.8206\tvalid_0's quantile: 9.27085\n",
"[82]\tvalid_0's poisson: -70.9155\tvalid_0's quantile: 9.2463\n",
"[83]\tvalid_0's poisson: -71.0099\tvalid_0's quantile: 9.22196\n",
"[84]\tvalid_0's poisson: -71.1037\tvalid_0's quantile: 9.19772\n",
"[85]\tvalid_0's poisson: -71.1969\tvalid_0's quantile: 9.17358\n",
"[86]\tvalid_0's poisson: -71.2897\tvalid_0's quantile: 9.14953\n",
"[87]\tvalid_0's poisson: -71.3819\tvalid_0's quantile: 9.1256\n",
"[88]\tvalid_0's poisson: -71.4736\tvalid_0's quantile: 9.10186\n",
"[89]\tvalid_0's poisson: -71.5766\tvalid_0's quantile: 9.077\n",
"[90]\tvalid_0's poisson: -71.679\tvalid_0's quantile: 9.05223\n",
"[91]\tvalid_0's poisson: -71.7824\tvalid_0's quantile: 9.02676\n",
"[92]\tvalid_0's poisson: -71.8853\tvalid_0's quantile: 9.0015\n",
"[93]\tvalid_0's poisson: -71.9877\tvalid_0's quantile: 8.97575\n",
"[94]\tvalid_0's poisson: -72.0896\tvalid_0's quantile: 8.9501\n",
"[95]\tvalid_0's poisson: -72.1908\tvalid_0's quantile: 8.92464\n",
"[96]\tvalid_0's poisson: -72.2916\tvalid_0's quantile: 8.8993\n",
"[97]\tvalid_0's poisson: -72.388\tvalid_0's quantile: 8.87485\n",
"[98]\tvalid_0's poisson: -72.4877\tvalid_0's quantile: 8.85006\n",
"[99]\tvalid_0's poisson: -72.5868\tvalid_0's quantile: 8.8254\n",
"[100]\tvalid_0's poisson: -72.6851\tvalid_0's quantile: 8.80206\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.9087\tvalid_0's quantile: 11.6519\n",
"[2]\tvalid_0's poisson: -63.0235\tvalid_0's quantile: 11.6148\n",
"[3]\tvalid_0's poisson: -63.1373\tvalid_0's quantile: 11.5779\n",
"[4]\tvalid_0's poisson: -63.2503\tvalid_0's quantile: 11.5413\n",
"[5]\tvalid_0's poisson: -63.3624\tvalid_0's quantile: 11.5049\n",
"[6]\tvalid_0's poisson: -63.4736\tvalid_0's quantile: 11.4688\n",
"[7]\tvalid_0's poisson: -63.598\tvalid_0's quantile: 11.4309\n",
"[8]\tvalid_0's poisson: -63.7075\tvalid_0's quantile: 11.3951\n",
"[9]\tvalid_0's poisson: -63.8302\tvalid_0's quantile: 11.3577\n",
"[10]\tvalid_0's poisson: -63.952\tvalid_0's quantile: 11.3206\n",
"[11]\tvalid_0's poisson: -64.073\tvalid_0's quantile: 11.2836\n",
"[12]\tvalid_0's poisson: -64.1791\tvalid_0's quantile: 11.2488\n",
"[13]\tvalid_0's poisson: -64.2985\tvalid_0's quantile: 11.2122\n",
"[14]\tvalid_0's poisson: -64.417\tvalid_0's quantile: 11.1764\n",
"[15]\tvalid_0's poisson: -64.5347\tvalid_0's quantile: 11.1407\n",
"[16]\tvalid_0's poisson: -64.638\tvalid_0's quantile: 11.107\n",
"[17]\tvalid_0's poisson: -64.7542\tvalid_0's quantile: 11.0717\n",
"[18]\tvalid_0's poisson: -64.8696\tvalid_0's quantile: 11.0365\n",
"[19]\tvalid_0's poisson: -64.9842\tvalid_0's quantile: 11.0017\n",
"[20]\tvalid_0's poisson: -65.0853\tvalid_0's quantile: 10.969\n",
"[21]\tvalid_0's poisson: -65.1974\tvalid_0's quantile: 10.9352\n",
"[22]\tvalid_0's poisson: -65.3097\tvalid_0's quantile: 10.9014\n",
"[23]\tvalid_0's poisson: -65.4229\tvalid_0's quantile: 10.8674\n",
"[24]\tvalid_0's poisson: -65.5329\tvalid_0's quantile: 10.8341\n",
"[25]\tvalid_0's poisson: -65.6317\tvalid_0's quantile: 10.8026\n",
"[26]\tvalid_0's poisson: -65.7427\tvalid_0's quantile: 10.7697\n",
"[27]\tvalid_0's poisson: -65.8516\tvalid_0's quantile: 10.7374\n",
"[28]\tvalid_0's poisson: -65.9588\tvalid_0's quantile: 10.7053\n",
"[29]\tvalid_0's poisson: -66.0663\tvalid_0's quantile: 10.6736\n",
"[30]\tvalid_0's poisson: -66.1745\tvalid_0's quantile: 10.6417\n",
"[31]\tvalid_0's poisson: -66.2704\tvalid_0's quantile: 10.6118\n",
"[32]\tvalid_0's poisson: -66.376\tvalid_0's quantile: 10.5807\n",
"[33]\tvalid_0's poisson: -66.4797\tvalid_0's quantile: 10.5497\n",
"[34]\tvalid_0's poisson: -66.584\tvalid_0's quantile: 10.5189\n",
"[35]\tvalid_0's poisson: -66.6864\tvalid_0's quantile: 10.4885\n",
"[36]\tvalid_0's poisson: -66.7894\tvalid_0's quantile: 10.4583\n",
"[37]\tvalid_0's poisson: -66.8817\tvalid_0's quantile: 10.4297\n",
"[38]\tvalid_0's poisson: -66.9823\tvalid_0's quantile: 10.3999\n",
"[39]\tvalid_0's poisson: -67.0834\tvalid_0's quantile: 10.3707\n",
"[40]\tvalid_0's poisson: -67.185\tvalid_0's quantile: 10.3412\n",
"[41]\tvalid_0's poisson: -67.2849\tvalid_0's quantile: 10.3124\n",
"[42]\tvalid_0's poisson: -67.383\tvalid_0's quantile: 10.2839\n",
"[43]\tvalid_0's poisson: -67.4713\tvalid_0's quantile: 10.2572\n",
"[44]\tvalid_0's poisson: -67.5694\tvalid_0's quantile: 10.2292\n",
"[45]\tvalid_0's poisson: -67.6657\tvalid_0's quantile: 10.2013\n",
"[46]\tvalid_0's poisson: -67.7627\tvalid_0's quantile: 10.1736\n",
"[47]\tvalid_0's poisson: -67.8603\tvalid_0's quantile: 10.1455\n",
"[48]\tvalid_0's poisson: -67.9551\tvalid_0's quantile: 10.1179\n",
"[49]\tvalid_0's poisson: -68.039\tvalid_0's quantile: 10.0921\n",
"[50]\tvalid_0's poisson: -68.1327\tvalid_0's quantile: 10.0649\n",
"[51]\tvalid_0's poisson: -68.2282\tvalid_0's quantile: 10.0375\n",
"[52]\tvalid_0's poisson: -68.324\tvalid_0's quantile: 10.0103\n",
"[53]\tvalid_0's poisson: -68.4192\tvalid_0's quantile: 9.98315\n",
"[54]\tvalid_0's poisson: -68.5138\tvalid_0's quantile: 9.95629\n",
"[55]\tvalid_0's poisson: -68.6078\tvalid_0's quantile: 9.92965\n",
"[56]\tvalid_0's poisson: -68.7013\tvalid_0's quantile: 9.9033\n",
"[57]\tvalid_0's poisson: -68.7941\tvalid_0's quantile: 9.87709\n",
"[58]\tvalid_0's poisson: -68.8772\tvalid_0's quantile: 9.85235\n",
"[59]\tvalid_0's poisson: -68.969\tvalid_0's quantile: 9.82648\n",
"[60]\tvalid_0's poisson: -69.0633\tvalid_0's quantile: 9.80067\n",
"[61]\tvalid_0's poisson: -69.154\tvalid_0's quantile: 9.77534\n",
"[62]\tvalid_0's poisson: -69.2473\tvalid_0's quantile: 9.74973\n",
"[63]\tvalid_0's poisson: -69.34\tvalid_0's quantile: 9.7243\n",
"[64]\tvalid_0's poisson: -69.4293\tvalid_0's quantile: 9.69941\n",
"[65]\tvalid_0's poisson: -69.521\tvalid_0's quantile: 9.67435\n",
"[66]\tvalid_0's poisson: -69.6094\tvalid_0's quantile: 9.64985\n",
"[67]\tvalid_0's poisson: -69.698\tvalid_0's quantile: 9.62535\n",
"[68]\tvalid_0's poisson: -69.7972\tvalid_0's quantile: 9.59757\n",
"[69]\tvalid_0's poisson: -69.8936\tvalid_0's quantile: 9.57011\n",
"[70]\tvalid_0's poisson: -69.9918\tvalid_0's quantile: 9.54265\n",
"[71]\tvalid_0's poisson: -70.0893\tvalid_0's quantile: 9.51532\n",
"[72]\tvalid_0's poisson: -70.184\tvalid_0's quantile: 9.48848\n",
"[73]\tvalid_0's poisson: -70.2805\tvalid_0's quantile: 9.46149\n",
"[74]\tvalid_0's poisson: -70.3765\tvalid_0's quantile: 9.43488\n",
"[75]\tvalid_0's poisson: -70.47\tvalid_0's quantile: 9.40855\n",
"[76]\tvalid_0's poisson: -70.565\tvalid_0's quantile: 9.38269\n",
"[77]\tvalid_0's poisson: -70.6576\tvalid_0's quantile: 9.35724\n",
"[78]\tvalid_0's poisson: -70.7516\tvalid_0's quantile: 9.33174\n",
"[79]\tvalid_0's poisson: -70.845\tvalid_0's quantile: 9.30634\n",
"[80]\tvalid_0's poisson: -70.9365\tvalid_0's quantile: 9.28116\n",
"[81]\tvalid_0's poisson: -71.0291\tvalid_0's quantile: 9.25606\n",
"[82]\tvalid_0's poisson: -71.1211\tvalid_0's quantile: 9.23107\n",
"[83]\tvalid_0's poisson: -71.2158\tvalid_0's quantile: 9.20599\n",
"[84]\tvalid_0's poisson: -71.3053\tvalid_0's quantile: 9.18127\n",
"[85]\tvalid_0's poisson: -71.399\tvalid_0's quantile: 9.15646\n",
"[86]\tvalid_0's poisson: -71.4923\tvalid_0's quantile: 9.13179\n",
"[87]\tvalid_0's poisson: -71.5849\tvalid_0's quantile: 9.1073\n",
"[88]\tvalid_0's poisson: -71.6775\tvalid_0's quantile: 9.08248\n",
"[89]\tvalid_0's poisson: -71.7676\tvalid_0's quantile: 9.05781\n",
"[90]\tvalid_0's poisson: -71.8491\tvalid_0's quantile: 9.03638\n",
"[91]\tvalid_0's poisson: -71.9508\tvalid_0's quantile: 9.01099\n",
"[92]\tvalid_0's poisson: -72.052\tvalid_0's quantile: 8.98578\n",
"[93]\tvalid_0's poisson: -72.1526\tvalid_0's quantile: 8.96101\n",
"[94]\tvalid_0's poisson: -72.2528\tvalid_0's quantile: 8.93617\n",
"[95]\tvalid_0's poisson: -72.3524\tvalid_0's quantile: 8.9115\n",
"[96]\tvalid_0's poisson: -72.4517\tvalid_0's quantile: 8.88714\n",
"[97]\tvalid_0's poisson: -72.5504\tvalid_0's quantile: 8.8627\n",
"[98]\tvalid_0's poisson: -72.6485\tvalid_0's quantile: 8.83852\n",
"[99]\tvalid_0's poisson: -72.7464\tvalid_0's quantile: 8.8144\n",
"[100]\tvalid_0's poisson: -72.8438\tvalid_0's quantile: 8.79036\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.5495\tvalid_0's quantile: 11.6429\n",
"[2]\tvalid_0's poisson: -63.6764\tvalid_0's quantile: 11.6048\n",
"[3]\tvalid_0's poisson: -63.8025\tvalid_0's quantile: 11.5669\n",
"[4]\tvalid_0's poisson: -63.9277\tvalid_0's quantile: 11.5291\n",
"[5]\tvalid_0's poisson: -64.0519\tvalid_0's quantile: 11.4915\n",
"[6]\tvalid_0's poisson: -64.1636\tvalid_0's quantile: 11.4558\n",
"[7]\tvalid_0's poisson: -64.2861\tvalid_0's quantile: 11.4186\n",
"[8]\tvalid_0's poisson: -64.4078\tvalid_0's quantile: 11.3818\n",
"[9]\tvalid_0's poisson: -64.5169\tvalid_0's quantile: 11.3467\n",
"[10]\tvalid_0's poisson: -64.637\tvalid_0's quantile: 11.3101\n",
"[11]\tvalid_0's poisson: -64.7562\tvalid_0's quantile: 11.2739\n",
"[12]\tvalid_0's poisson: -64.8746\tvalid_0's quantile: 11.2378\n",
"[13]\tvalid_0's poisson: -64.9921\tvalid_0's quantile: 11.2019\n",
"[14]\tvalid_0's poisson: -65.1088\tvalid_0's quantile: 11.1662\n",
"[15]\tvalid_0's poisson: -65.2248\tvalid_0's quantile: 11.1307\n",
"[16]\tvalid_0's poisson: -65.3399\tvalid_0's quantile: 11.0959\n",
"[17]\tvalid_0's poisson: -65.4542\tvalid_0's quantile: 11.0613\n",
"[18]\tvalid_0's poisson: -65.5678\tvalid_0's quantile: 11.0269\n",
"[19]\tvalid_0's poisson: -65.6806\tvalid_0's quantile: 10.9926\n",
"[20]\tvalid_0's poisson: -65.7926\tvalid_0's quantile: 10.9585\n",
"[21]\tvalid_0's poisson: -65.9061\tvalid_0's quantile: 10.9245\n",
"[22]\tvalid_0's poisson: -66.0187\tvalid_0's quantile: 10.8908\n",
"[23]\tvalid_0's poisson: -66.1306\tvalid_0's quantile: 10.8574\n",
"[24]\tvalid_0's poisson: -66.2418\tvalid_0's quantile: 10.8243\n",
"[25]\tvalid_0's poisson: -66.3522\tvalid_0's quantile: 10.7913\n",
"[26]\tvalid_0's poisson: -66.45\tvalid_0's quantile: 10.7602\n",
"[27]\tvalid_0's poisson: -66.547\tvalid_0's quantile: 10.7293\n",
"[28]\tvalid_0's poisson: -66.6554\tvalid_0's quantile: 10.6972\n",
"[29]\tvalid_0's poisson: -66.7631\tvalid_0's quantile: 10.6654\n",
"[30]\tvalid_0's poisson: -66.8701\tvalid_0's quantile: 10.6338\n",
"[31]\tvalid_0's poisson: -66.9772\tvalid_0's quantile: 10.6025\n",
"[32]\tvalid_0's poisson: -67.0836\tvalid_0's quantile: 10.5715\n",
"[33]\tvalid_0's poisson: -67.1885\tvalid_0's quantile: 10.5407\n",
"[34]\tvalid_0's poisson: -67.2936\tvalid_0's quantile: 10.5101\n",
"[35]\tvalid_0's poisson: -67.3867\tvalid_0's quantile: 10.481\n",
"[36]\tvalid_0's poisson: -67.4905\tvalid_0's quantile: 10.4508\n",
"[37]\tvalid_0's poisson: -67.5928\tvalid_0's quantile: 10.4207\n",
"[38]\tvalid_0's poisson: -67.6953\tvalid_0's quantile: 10.391\n",
"[39]\tvalid_0's poisson: -67.7972\tvalid_0's quantile: 10.3615\n",
"[40]\tvalid_0's poisson: -67.8976\tvalid_0's quantile: 10.332\n",
"[41]\tvalid_0's poisson: -67.9983\tvalid_0's quantile: 10.3029\n",
"[42]\tvalid_0's poisson: -68.0974\tvalid_0's quantile: 10.2743\n",
"[43]\tvalid_0's poisson: -68.1968\tvalid_0's quantile: 10.2459\n",
"[44]\tvalid_0's poisson: -68.2948\tvalid_0's quantile: 10.2177\n",
"[45]\tvalid_0's poisson: -68.393\tvalid_0's quantile: 10.1897\n",
"[46]\tvalid_0's poisson: -68.4906\tvalid_0's quantile: 10.1622\n",
"[47]\tvalid_0's poisson: -68.5867\tvalid_0's quantile: 10.1349\n",
"[48]\tvalid_0's poisson: -68.6831\tvalid_0's quantile: 10.1078\n",
"[49]\tvalid_0's poisson: -68.779\tvalid_0's quantile: 10.0808\n",
"[50]\tvalid_0's poisson: -68.8743\tvalid_0's quantile: 10.054\n",
"[51]\tvalid_0's poisson: -68.969\tvalid_0's quantile: 10.0273\n",
"[52]\tvalid_0's poisson: -69.0631\tvalid_0's quantile: 10.0007\n",
"[53]\tvalid_0's poisson: -69.1566\tvalid_0's quantile: 9.97436\n",
"[54]\tvalid_0's poisson: -69.2497\tvalid_0's quantile: 9.94815\n",
"[55]\tvalid_0's poisson: -69.3331\tvalid_0's quantile: 9.92336\n",
"[56]\tvalid_0's poisson: -69.4161\tvalid_0's quantile: 9.89875\n",
"[57]\tvalid_0's poisson: -69.5076\tvalid_0's quantile: 9.87315\n",
"[58]\tvalid_0's poisson: -69.5898\tvalid_0's quantile: 9.84884\n",
"[59]\tvalid_0's poisson: -69.6715\tvalid_0's quantile: 9.82478\n",
"[60]\tvalid_0's poisson: -69.7615\tvalid_0's quantile: 9.79976\n",
"[61]\tvalid_0's poisson: -69.8422\tvalid_0's quantile: 9.77603\n",
"[62]\tvalid_0's poisson: -69.9322\tvalid_0's quantile: 9.7487\n",
"[63]\tvalid_0's poisson: -70.0185\tvalid_0's quantile: 9.72163\n",
"[64]\tvalid_0's poisson: -70.1075\tvalid_0's quantile: 9.69455\n",
"[65]\tvalid_0's poisson: -70.1958\tvalid_0's quantile: 9.66766\n",
"[66]\tvalid_0's poisson: -70.2884\tvalid_0's quantile: 9.64022\n",
"[67]\tvalid_0's poisson: -70.3804\tvalid_0's quantile: 9.61307\n",
"[68]\tvalid_0's poisson: -70.4762\tvalid_0's quantile: 9.58539\n",
"[69]\tvalid_0's poisson: -70.5713\tvalid_0's quantile: 9.55784\n",
"[70]\tvalid_0's poisson: -70.6659\tvalid_0's quantile: 9.53054\n",
"[71]\tvalid_0's poisson: -70.76\tvalid_0's quantile: 9.50348\n",
"[72]\tvalid_0's poisson: -70.8421\tvalid_0's quantile: 9.47819\n",
"[73]\tvalid_0's poisson: -70.9408\tvalid_0's quantile: 9.45145\n",
"[74]\tvalid_0's poisson: -71.0422\tvalid_0's quantile: 9.42447\n",
"[75]\tvalid_0's poisson: -71.143\tvalid_0's quantile: 9.39819\n",
"[76]\tvalid_0's poisson: -71.2399\tvalid_0's quantile: 9.37254\n",
"[77]\tvalid_0's poisson: -71.345\tvalid_0's quantile: 9.34571\n",
"[78]\tvalid_0's poisson: -71.4494\tvalid_0's quantile: 9.31898\n",
"[79]\tvalid_0's poisson: -71.5533\tvalid_0's quantile: 9.29235\n",
"[80]\tvalid_0's poisson: -71.6565\tvalid_0's quantile: 9.26587\n",
"[81]\tvalid_0's poisson: -71.7592\tvalid_0's quantile: 9.2395\n",
"[82]\tvalid_0's poisson: -71.8576\tvalid_0's quantile: 9.21378\n",
"[83]\tvalid_0's poisson: -71.9554\tvalid_0's quantile: 9.18815\n",
"[84]\tvalid_0's poisson: -72.0526\tvalid_0's quantile: 9.16274\n",
"[85]\tvalid_0's poisson: -72.1506\tvalid_0's quantile: 9.1372\n",
"[86]\tvalid_0's poisson: -72.251\tvalid_0's quantile: 9.11146\n",
"[87]\tvalid_0's poisson: -72.3507\tvalid_0's quantile: 9.08591\n",
"[88]\tvalid_0's poisson: -72.45\tvalid_0's quantile: 9.06046\n",
"[89]\tvalid_0's poisson: -72.5486\tvalid_0's quantile: 9.03522\n",
"[90]\tvalid_0's poisson: -72.6468\tvalid_0's quantile: 9.01015\n",
"[91]\tvalid_0's poisson: -72.7325\tvalid_0's quantile: 8.98876\n",
"[92]\tvalid_0's poisson: -72.8179\tvalid_0's quantile: 8.96746\n",
"[93]\tvalid_0's poisson: -72.9124\tvalid_0's quantile: 8.94323\n",
"[94]\tvalid_0's poisson: -73.0087\tvalid_0's quantile: 8.91871\n",
"[95]\tvalid_0's poisson: -73.1045\tvalid_0's quantile: 8.89438\n",
"[96]\tvalid_0's poisson: -73.1977\tvalid_0's quantile: 8.87062\n",
"[97]\tvalid_0's poisson: -73.2925\tvalid_0's quantile: 8.84654\n",
"[98]\tvalid_0's poisson: -73.3848\tvalid_0's quantile: 8.82315\n",
"[99]\tvalid_0's poisson: -73.4787\tvalid_0's quantile: 8.79953\n",
"[100]\tvalid_0's poisson: -73.5702\tvalid_0's quantile: 8.77641\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.2754\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.3892\tvalid_0's quantile: 11.6253\n",
"[3]\tvalid_0's poisson: -62.5021\tvalid_0's quantile: 11.5896\n",
"[4]\tvalid_0's poisson: -62.6142\tvalid_0's quantile: 11.5542\n",
"[5]\tvalid_0's poisson: -62.7255\tvalid_0's quantile: 11.5191\n",
"[6]\tvalid_0's poisson: -62.836\tvalid_0's quantile: 11.4841\n",
"[7]\tvalid_0's poisson: -62.9457\tvalid_0's quantile: 11.4494\n",
"[8]\tvalid_0's poisson: -63.0545\tvalid_0's quantile: 11.4149\n",
"[9]\tvalid_0's poisson: -63.1626\tvalid_0's quantile: 11.3805\n",
"[10]\tvalid_0's poisson: -63.27\tvalid_0's quantile: 11.3463\n",
"[11]\tvalid_0's poisson: -63.3765\tvalid_0's quantile: 11.3124\n",
"[12]\tvalid_0's poisson: -63.4823\tvalid_0's quantile: 11.2786\n",
"[13]\tvalid_0's poisson: -63.5874\tvalid_0's quantile: 11.2455\n",
"[14]\tvalid_0's poisson: -63.6917\tvalid_0's quantile: 11.2125\n",
"[15]\tvalid_0's poisson: -63.7952\tvalid_0's quantile: 11.1797\n",
"[16]\tvalid_0's poisson: -63.8981\tvalid_0's quantile: 11.1471\n",
"[17]\tvalid_0's poisson: -64.0018\tvalid_0's quantile: 11.1145\n",
"[18]\tvalid_0's poisson: -64.1032\tvalid_0's quantile: 11.0826\n",
"[19]\tvalid_0's poisson: -64.2055\tvalid_0's quantile: 11.0507\n",
"[20]\tvalid_0's poisson: -64.3056\tvalid_0's quantile: 11.0194\n",
"[21]\tvalid_0's poisson: -64.4065\tvalid_0's quantile: 10.9881\n",
"[22]\tvalid_0's poisson: -64.5052\tvalid_0's quantile: 10.9571\n",
"[23]\tvalid_0's poisson: -64.6032\tvalid_0's quantile: 10.9262\n",
"[24]\tvalid_0's poisson: -64.7021\tvalid_0's quantile: 10.8955\n",
"[25]\tvalid_0's poisson: -64.7989\tvalid_0's quantile: 10.8652\n",
"[26]\tvalid_0's poisson: -64.8965\tvalid_0's quantile: 10.8352\n",
"[27]\tvalid_0's poisson: -64.9919\tvalid_0's quantile: 10.8055\n",
"[28]\tvalid_0's poisson: -65.0883\tvalid_0's quantile: 10.7759\n",
"[29]\tvalid_0's poisson: -65.1824\tvalid_0's quantile: 10.7467\n",
"[30]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.7176\n",
"[31]\tvalid_0's poisson: -65.3913\tvalid_0's quantile: 10.6864\n",
"[32]\tvalid_0's poisson: -65.5023\tvalid_0's quantile: 10.6552\n",
"[33]\tvalid_0's poisson: -65.6136\tvalid_0's quantile: 10.6244\n",
"[34]\tvalid_0's poisson: -65.7233\tvalid_0's quantile: 10.5937\n",
"[35]\tvalid_0's poisson: -65.8333\tvalid_0's quantile: 10.5633\n",
"[36]\tvalid_0's poisson: -65.9421\tvalid_0's quantile: 10.5331\n",
"[37]\tvalid_0's poisson: -66.0514\tvalid_0's quantile: 10.5031\n",
"[38]\tvalid_0's poisson: -66.1442\tvalid_0's quantile: 10.4755\n",
"[39]\tvalid_0's poisson: -66.2511\tvalid_0's quantile: 10.4463\n",
"[40]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.4173\n",
"[41]\tvalid_0's poisson: -66.4759\tvalid_0's quantile: 10.3852\n",
"[42]\tvalid_0's poisson: -66.5809\tvalid_0's quantile: 10.3567\n",
"[43]\tvalid_0's poisson: -66.6865\tvalid_0's quantile: 10.3284\n",
"[44]\tvalid_0's poisson: -66.7914\tvalid_0's quantile: 10.3004\n",
"[45]\tvalid_0's poisson: -66.8945\tvalid_0's quantile: 10.2726\n",
"[46]\tvalid_0's poisson: -66.9983\tvalid_0's quantile: 10.2449\n",
"[47]\tvalid_0's poisson: -67.0988\tvalid_0's quantile: 10.2175\n",
"[48]\tvalid_0's poisson: -67.2013\tvalid_0's quantile: 10.1901\n",
"[49]\tvalid_0's poisson: -67.3133\tvalid_0's quantile: 10.1594\n",
"[50]\tvalid_0's poisson: -67.4253\tvalid_0's quantile: 10.1289\n",
"[51]\tvalid_0's poisson: -67.5365\tvalid_0's quantile: 10.0985\n",
"[52]\tvalid_0's poisson: -67.6471\tvalid_0's quantile: 10.0684\n",
"[53]\tvalid_0's poisson: -67.7565\tvalid_0's quantile: 10.0386\n",
"[54]\tvalid_0's poisson: -67.8658\tvalid_0's quantile: 10.0089\n",
"[55]\tvalid_0's poisson: -67.9744\tvalid_0's quantile: 9.97934\n",
"[56]\tvalid_0's poisson: -68.0823\tvalid_0's quantile: 9.94988\n",
"[57]\tvalid_0's poisson: -68.1892\tvalid_0's quantile: 9.9208\n",
"[58]\tvalid_0's poisson: -68.2923\tvalid_0's quantile: 9.8914\n",
"[59]\tvalid_0's poisson: -68.3948\tvalid_0's quantile: 9.86236\n",
"[60]\tvalid_0's poisson: -68.5005\tvalid_0's quantile: 9.83388\n",
"[61]\tvalid_0's poisson: -68.6053\tvalid_0's quantile: 9.80614\n",
"[62]\tvalid_0's poisson: -68.7062\tvalid_0's quantile: 9.77817\n",
"[63]\tvalid_0's poisson: -68.8065\tvalid_0's quantile: 9.75031\n",
"[64]\tvalid_0's poisson: -68.91\tvalid_0's quantile: 9.723\n",
"[65]\tvalid_0's poisson: -69.0092\tvalid_0's quantile: 9.69555\n",
"[66]\tvalid_0's poisson: -69.1081\tvalid_0's quantile: 9.66826\n",
"[67]\tvalid_0's poisson: -69.2064\tvalid_0's quantile: 9.64119\n",
"[68]\tvalid_0's poisson: -69.3042\tvalid_0's quantile: 9.61441\n",
"[69]\tvalid_0's poisson: -69.3884\tvalid_0's quantile: 9.58947\n",
"[70]\tvalid_0's poisson: -69.4895\tvalid_0's quantile: 9.56297\n",
"[71]\tvalid_0's poisson: -69.5899\tvalid_0's quantile: 9.53666\n",
"[72]\tvalid_0's poisson: -69.6867\tvalid_0's quantile: 9.51032\n",
"[73]\tvalid_0's poisson: -69.7748\tvalid_0's quantile: 9.4858\n",
"[74]\tvalid_0's poisson: -69.8623\tvalid_0's quantile: 9.46137\n",
"[75]\tvalid_0's poisson: -69.9629\tvalid_0's quantile: 9.43572\n",
"[76]\tvalid_0's poisson: -70.0629\tvalid_0's quantile: 9.41018\n",
"[77]\tvalid_0's poisson: -70.1623\tvalid_0's quantile: 9.38492\n",
"[78]\tvalid_0's poisson: -70.2429\tvalid_0's quantile: 9.36157\n",
"[79]\tvalid_0's poisson: -70.3231\tvalid_0's quantile: 9.33832\n",
"[80]\tvalid_0's poisson: -70.4027\tvalid_0's quantile: 9.31525\n",
"[81]\tvalid_0's poisson: -70.4991\tvalid_0's quantile: 9.29032\n",
"[82]\tvalid_0's poisson: -70.5831\tvalid_0's quantile: 9.26708\n",
"[83]\tvalid_0's poisson: -70.675\tvalid_0's quantile: 9.24249\n",
"[84]\tvalid_0's poisson: -70.7665\tvalid_0's quantile: 9.21805\n",
"[85]\tvalid_0's poisson: -70.862\tvalid_0's quantile: 9.1934\n",
"[86]\tvalid_0's poisson: -70.961\tvalid_0's quantile: 9.16873\n",
"[87]\tvalid_0's poisson: -71.0514\tvalid_0's quantile: 9.14682\n",
"[88]\tvalid_0's poisson: -71.1368\tvalid_0's quantile: 9.12542\n",
"[89]\tvalid_0's poisson: -71.2265\tvalid_0's quantile: 9.10375\n",
"[90]\tvalid_0's poisson: -71.3156\tvalid_0's quantile: 9.08224\n",
"[91]\tvalid_0's poisson: -71.4043\tvalid_0's quantile: 9.06082\n",
"[92]\tvalid_0's poisson: -71.5026\tvalid_0's quantile: 9.03627\n",
"[93]\tvalid_0's poisson: -71.6024\tvalid_0's quantile: 9.01184\n",
"[94]\tvalid_0's poisson: -71.7016\tvalid_0's quantile: 8.98773\n",
"[95]\tvalid_0's poisson: -71.8007\tvalid_0's quantile: 8.96354\n",
"[96]\tvalid_0's poisson: -71.8989\tvalid_0's quantile: 8.93984\n",
"[97]\tvalid_0's poisson: -71.9968\tvalid_0's quantile: 8.91596\n",
"[98]\tvalid_0's poisson: -72.0816\tvalid_0's quantile: 8.89521\n",
"[99]\tvalid_0's poisson: -72.1787\tvalid_0's quantile: 8.87162\n",
"[100]\tvalid_0's poisson: -72.275\tvalid_0's quantile: 8.84845\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.3102\tvalid_0's quantile: 11.6554\n",
"[2]\tvalid_0's poisson: -62.4633\tvalid_0's quantile: 11.6128\n",
"[3]\tvalid_0's poisson: -62.6152\tvalid_0's quantile: 11.5705\n",
"[4]\tvalid_0's poisson: -62.7625\tvalid_0's quantile: 11.5293\n",
"[5]\tvalid_0's poisson: -62.9124\tvalid_0's quantile: 11.4873\n",
"[6]\tvalid_0's poisson: -63.0613\tvalid_0's quantile: 11.4456\n",
"[7]\tvalid_0's poisson: -63.2057\tvalid_0's quantile: 11.4049\n",
"[8]\tvalid_0's poisson: -63.3526\tvalid_0's quantile: 11.3635\n",
"[9]\tvalid_0's poisson: -63.4985\tvalid_0's quantile: 11.3225\n",
"[10]\tvalid_0's poisson: -63.64\tvalid_0's quantile: 11.2825\n",
"[11]\tvalid_0's poisson: -63.7841\tvalid_0's quantile: 11.2419\n",
"[12]\tvalid_0's poisson: -63.9264\tvalid_0's quantile: 11.2021\n",
"[13]\tvalid_0's poisson: -64.0685\tvalid_0's quantile: 11.162\n",
"[14]\tvalid_0's poisson: -64.2097\tvalid_0's quantile: 11.1221\n",
"[15]\tvalid_0's poisson: -64.3467\tvalid_0's quantile: 11.0831\n",
"[16]\tvalid_0's poisson: -64.4861\tvalid_0's quantile: 11.0435\n",
"[17]\tvalid_0's poisson: -64.6272\tvalid_0's quantile: 11.0037\n",
"[18]\tvalid_0's poisson: -64.7616\tvalid_0's quantile: 10.9652\n",
"[19]\tvalid_0's poisson: -64.8983\tvalid_0's quantile: 10.9263\n",
"[20]\tvalid_0's poisson: -65.0349\tvalid_0's quantile: 10.8875\n",
"[21]\tvalid_0's poisson: -65.1654\tvalid_0's quantile: 10.8498\n",
"[22]\tvalid_0's poisson: -65.3001\tvalid_0's quantile: 10.8116\n",
"[23]\tvalid_0's poisson: -65.4365\tvalid_0's quantile: 10.773\n",
"[24]\tvalid_0's poisson: -65.572\tvalid_0's quantile: 10.7348\n",
"[25]\tvalid_0's poisson: -65.7018\tvalid_0's quantile: 10.6977\n",
"[26]\tvalid_0's poisson: -65.836\tvalid_0's quantile: 10.661\n",
"[27]\tvalid_0's poisson: -65.9696\tvalid_0's quantile: 10.6245\n",
"[28]\tvalid_0's poisson: -66.0973\tvalid_0's quantile: 10.5891\n",
"[29]\tvalid_0's poisson: -66.2289\tvalid_0's quantile: 10.553\n",
"[30]\tvalid_0's poisson: -66.3552\tvalid_0's quantile: 10.5178\n",
"[31]\tvalid_0's poisson: -66.4851\tvalid_0's quantile: 10.4823\n",
"[32]\tvalid_0's poisson: -66.6149\tvalid_0's quantile: 10.4472\n",
"[33]\tvalid_0's poisson: -66.7432\tvalid_0's quantile: 10.4126\n",
"[34]\tvalid_0's poisson: -66.8754\tvalid_0's quantile: 10.3775\n",
"[35]\tvalid_0's poisson: -66.9992\tvalid_0's quantile: 10.3438\n",
"[36]\tvalid_0's poisson: -67.1262\tvalid_0's quantile: 10.3096\n",
"[37]\tvalid_0's poisson: -67.2519\tvalid_0's quantile: 10.2755\n",
"[38]\tvalid_0's poisson: -67.3769\tvalid_0's quantile: 10.2416\n",
"[39]\tvalid_0's poisson: -67.4979\tvalid_0's quantile: 10.2086\n",
"[40]\tvalid_0's poisson: -67.6215\tvalid_0's quantile: 10.1753\n",
"[41]\tvalid_0's poisson: -67.7444\tvalid_0's quantile: 10.1423\n",
"[42]\tvalid_0's poisson: -67.8621\tvalid_0's quantile: 10.1107\n",
"[43]\tvalid_0's poisson: -67.9821\tvalid_0's quantile: 10.0786\n",
"[44]\tvalid_0's poisson: -68.099\tvalid_0's quantile: 10.0475\n",
"[45]\tvalid_0's poisson: -68.2166\tvalid_0's quantile: 10.0161\n",
"[46]\tvalid_0's poisson: -68.3349\tvalid_0's quantile: 9.98403\n",
"[47]\tvalid_0's poisson: -68.4507\tvalid_0's quantile: 9.95259\n",
"[48]\tvalid_0's poisson: -68.5652\tvalid_0's quantile: 9.92142\n",
"[49]\tvalid_0's poisson: -68.6815\tvalid_0's quantile: 9.88973\n",
"[50]\tvalid_0's poisson: -68.797\tvalid_0's quantile: 9.85827\n",
"[51]\tvalid_0's poisson: -68.9089\tvalid_0's quantile: 9.82834\n",
"[52]\tvalid_0's poisson: -69.023\tvalid_0's quantile: 9.79788\n",
"[53]\tvalid_0's poisson: -69.1384\tvalid_0's quantile: 9.76736\n",
"[54]\tvalid_0's poisson: -69.2504\tvalid_0's quantile: 9.73765\n",
"[55]\tvalid_0's poisson: -69.3646\tvalid_0's quantile: 9.70739\n",
"[56]\tvalid_0's poisson: -69.4787\tvalid_0's quantile: 9.67737\n",
"[57]\tvalid_0's poisson: -69.5894\tvalid_0's quantile: 9.64823\n",
"[58]\tvalid_0's poisson: -69.7001\tvalid_0's quantile: 9.61935\n",
"[59]\tvalid_0's poisson: -69.8103\tvalid_0's quantile: 9.59016\n",
"[60]\tvalid_0's poisson: -69.9203\tvalid_0's quantile: 9.56081\n",
"[61]\tvalid_0's poisson: -70.0315\tvalid_0's quantile: 9.5316\n",
"[62]\tvalid_0's poisson: -70.1406\tvalid_0's quantile: 9.50307\n",
"[63]\tvalid_0's poisson: -70.2503\tvalid_0's quantile: 9.47418\n",
"[64]\tvalid_0's poisson: -70.3665\tvalid_0's quantile: 9.44484\n",
"[65]\tvalid_0's poisson: -70.4787\tvalid_0's quantile: 9.41616\n",
"[66]\tvalid_0's poisson: -70.5903\tvalid_0's quantile: 9.38765\n",
"[67]\tvalid_0's poisson: -70.7029\tvalid_0's quantile: 9.35857\n",
"[68]\tvalid_0's poisson: -70.8102\tvalid_0's quantile: 9.33133\n",
"[69]\tvalid_0's poisson: -70.9203\tvalid_0's quantile: 9.30306\n",
"[70]\tvalid_0's poisson: -71.0312\tvalid_0's quantile: 9.27466\n",
"[71]\tvalid_0's poisson: -71.1415\tvalid_0's quantile: 9.24644\n",
"[72]\tvalid_0's poisson: -71.2511\tvalid_0's quantile: 9.21834\n",
"[73]\tvalid_0's poisson: -71.3602\tvalid_0's quantile: 9.19035\n",
"[74]\tvalid_0's poisson: -71.4681\tvalid_0's quantile: 9.16235\n",
"[75]\tvalid_0's poisson: -71.5804\tvalid_0's quantile: 9.13394\n",
"[76]\tvalid_0's poisson: -71.6874\tvalid_0's quantile: 9.10727\n",
"[77]\tvalid_0's poisson: -71.7938\tvalid_0's quantile: 9.08062\n",
"[78]\tvalid_0's poisson: -71.9021\tvalid_0's quantile: 9.05361\n",
"[79]\tvalid_0's poisson: -72.0073\tvalid_0's quantile: 9.02738\n",
"[80]\tvalid_0's poisson: -72.1118\tvalid_0's quantile: 9.00089\n",
"[81]\tvalid_0's poisson: -72.2219\tvalid_0's quantile: 8.97439\n",
"[82]\tvalid_0's poisson: -72.3259\tvalid_0's quantile: 8.94804\n",
"[83]\tvalid_0's poisson: -72.4295\tvalid_0's quantile: 8.92213\n",
"[84]\tvalid_0's poisson: -72.5377\tvalid_0's quantile: 8.89571\n",
"[85]\tvalid_0's poisson: -72.6458\tvalid_0's quantile: 8.8695\n",
"[86]\tvalid_0's poisson: -72.7535\tvalid_0's quantile: 8.84342\n",
"[87]\tvalid_0's poisson: -72.8627\tvalid_0's quantile: 8.81596\n",
"[88]\tvalid_0's poisson: -72.9689\tvalid_0's quantile: 8.7903\n",
"[89]\tvalid_0's poisson: -73.0747\tvalid_0's quantile: 8.76497\n",
"[90]\tvalid_0's poisson: -73.1823\tvalid_0's quantile: 8.73801\n",
"[91]\tvalid_0's poisson: -73.292\tvalid_0's quantile: 8.71143\n",
"[92]\tvalid_0's poisson: -73.4012\tvalid_0's quantile: 8.68496\n",
"[93]\tvalid_0's poisson: -73.5098\tvalid_0's quantile: 8.6587\n",
"[94]\tvalid_0's poisson: -73.6178\tvalid_0's quantile: 8.63266\n",
"[95]\tvalid_0's poisson: -73.7252\tvalid_0's quantile: 8.60678\n",
"[96]\tvalid_0's poisson: -73.8321\tvalid_0's quantile: 8.58112\n",
"[97]\tvalid_0's poisson: -73.9384\tvalid_0's quantile: 8.55556\n",
"[98]\tvalid_0's poisson: -74.0441\tvalid_0's quantile: 8.53024\n",
"[99]\tvalid_0's poisson: -74.1494\tvalid_0's quantile: 8.50508\n",
"[100]\tvalid_0's poisson: -74.254\tvalid_0's quantile: 8.48009\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.314\tvalid_0's quantile: 11.6548\n",
"[2]\tvalid_0's poisson: -62.4664\tvalid_0's quantile: 11.6125\n",
"[3]\tvalid_0's poisson: -62.6178\tvalid_0's quantile: 11.5706\n",
"[4]\tvalid_0's poisson: -62.7681\tvalid_0's quantile: 11.5289\n",
"[5]\tvalid_0's poisson: -62.9174\tvalid_0's quantile: 11.4875\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[6]\tvalid_0's poisson: -63.0657\tvalid_0's quantile: 11.4462\n",
"[7]\tvalid_0's poisson: -63.213\tvalid_0's quantile: 11.4051\n",
"[8]\tvalid_0's poisson: -63.3593\tvalid_0's quantile: 11.3641\n",
"[9]\tvalid_0's poisson: -63.5046\tvalid_0's quantile: 11.3233\n",
"[10]\tvalid_0's poisson: -63.649\tvalid_0's quantile: 11.283\n",
"[11]\tvalid_0's poisson: -63.7924\tvalid_0's quantile: 11.2428\n",
"[12]\tvalid_0's poisson: -63.9348\tvalid_0's quantile: 11.203\n",
"[13]\tvalid_0's poisson: -64.0764\tvalid_0's quantile: 11.1634\n",
"[14]\tvalid_0's poisson: -64.2169\tvalid_0's quantile: 11.1239\n",
"[15]\tvalid_0's poisson: -64.3599\tvalid_0's quantile: 11.0839\n",
"[16]\tvalid_0's poisson: -64.4976\tvalid_0's quantile: 11.0448\n",
"[17]\tvalid_0's poisson: -64.6344\tvalid_0's quantile: 11.0057\n",
"[18]\tvalid_0's poisson: -64.7702\tvalid_0's quantile: 10.9669\n",
"[19]\tvalid_0's poisson: -64.9076\tvalid_0's quantile: 10.9284\n",
"[20]\tvalid_0's poisson: -65.0417\tvalid_0's quantile: 10.8902\n",
"[21]\tvalid_0's poisson: -65.1773\tvalid_0's quantile: 10.8521\n",
"[22]\tvalid_0's poisson: -65.3121\tvalid_0's quantile: 10.8142\n",
"[23]\tvalid_0's poisson: -65.446\tvalid_0's quantile: 10.7764\n",
"[24]\tvalid_0's poisson: -65.5769\tvalid_0's quantile: 10.7391\n",
"[25]\tvalid_0's poisson: -65.7057\tvalid_0's quantile: 10.7022\n",
"[26]\tvalid_0's poisson: -65.8374\tvalid_0's quantile: 10.6649\n",
"[27]\tvalid_0's poisson: -65.9646\tvalid_0's quantile: 10.6286\n",
"[28]\tvalid_0's poisson: -66.0942\tvalid_0's quantile: 10.592\n",
"[29]\tvalid_0's poisson: -66.2211\tvalid_0's quantile: 10.5562\n",
"[30]\tvalid_0's poisson: -66.3495\tvalid_0's quantile: 10.5205\n",
"[31]\tvalid_0's poisson: -66.4749\tvalid_0's quantile: 10.4852\n",
"[32]\tvalid_0's poisson: -66.5995\tvalid_0's quantile: 10.4501\n",
"[33]\tvalid_0's poisson: -66.7222\tvalid_0's quantile: 10.4155\n",
"[34]\tvalid_0's poisson: -66.8471\tvalid_0's quantile: 10.3804\n",
"[35]\tvalid_0's poisson: -66.9683\tvalid_0's quantile: 10.3461\n",
"[36]\tvalid_0's poisson: -67.0917\tvalid_0's quantile: 10.3117\n",
"[37]\tvalid_0's poisson: -67.2114\tvalid_0's quantile: 10.2783\n",
"[38]\tvalid_0's poisson: -67.3357\tvalid_0's quantile: 10.2445\n",
"[39]\tvalid_0's poisson: -67.4541\tvalid_0's quantile: 10.2116\n",
"[40]\tvalid_0's poisson: -67.5746\tvalid_0's quantile: 10.1786\n",
"[41]\tvalid_0's poisson: -67.6926\tvalid_0's quantile: 10.1461\n",
"[42]\tvalid_0's poisson: -67.8088\tvalid_0's quantile: 10.1143\n",
"[43]\tvalid_0's poisson: -67.9271\tvalid_0's quantile: 10.0821\n",
"[44]\tvalid_0's poisson: -68.0431\tvalid_0's quantile: 10.0506\n",
"[45]\tvalid_0's poisson: -68.1601\tvalid_0's quantile: 10.0187\n",
"[46]\tvalid_0's poisson: -68.2763\tvalid_0's quantile: 9.98699\n",
"[47]\tvalid_0's poisson: -68.3946\tvalid_0's quantile: 9.95529\n",
"[48]\tvalid_0's poisson: -68.5069\tvalid_0's quantile: 9.92448\n",
"[49]\tvalid_0's poisson: -68.6211\tvalid_0's quantile: 9.89338\n",
"[50]\tvalid_0's poisson: -68.7346\tvalid_0's quantile: 9.86243\n",
"[51]\tvalid_0's poisson: -68.8499\tvalid_0's quantile: 9.83153\n",
"[52]\tvalid_0's poisson: -68.9649\tvalid_0's quantile: 9.80067\n",
"[53]\tvalid_0's poisson: -69.0765\tvalid_0's quantile: 9.77097\n",
"[54]\tvalid_0's poisson: -69.1874\tvalid_0's quantile: 9.74149\n",
"[55]\tvalid_0's poisson: -69.2977\tvalid_0's quantile: 9.71213\n",
"[56]\tvalid_0's poisson: -69.4073\tvalid_0's quantile: 9.68291\n",
"[57]\tvalid_0's poisson: -69.5192\tvalid_0's quantile: 9.65341\n",
"[58]\tvalid_0's poisson: -69.6289\tvalid_0's quantile: 9.62452\n",
"[59]\tvalid_0's poisson: -69.7379\tvalid_0's quantile: 9.59543\n",
"[60]\tvalid_0's poisson: -69.8462\tvalid_0's quantile: 9.5665\n",
"[61]\tvalid_0's poisson: -69.9539\tvalid_0's quantile: 9.53779\n",
"[62]\tvalid_0's poisson: -70.061\tvalid_0's quantile: 9.5092\n",
"[63]\tvalid_0's poisson: -70.1675\tvalid_0's quantile: 9.48083\n",
"[64]\tvalid_0's poisson: -70.2792\tvalid_0's quantile: 9.45204\n",
"[65]\tvalid_0's poisson: -70.3902\tvalid_0's quantile: 9.42355\n",
"[66]\tvalid_0's poisson: -70.5006\tvalid_0's quantile: 9.3953\n",
"[67]\tvalid_0's poisson: -70.6105\tvalid_0's quantile: 9.36718\n",
"[68]\tvalid_0's poisson: -70.7247\tvalid_0's quantile: 9.3383\n",
"[69]\tvalid_0's poisson: -70.8357\tvalid_0's quantile: 9.31018\n",
"[70]\tvalid_0's poisson: -70.9488\tvalid_0's quantile: 9.28166\n",
"[71]\tvalid_0's poisson: -71.0633\tvalid_0's quantile: 9.25244\n",
"[72]\tvalid_0's poisson: -71.1752\tvalid_0's quantile: 9.22422\n",
"[73]\tvalid_0's poisson: -71.2837\tvalid_0's quantile: 9.19677\n",
"[74]\tvalid_0's poisson: -71.3916\tvalid_0's quantile: 9.16948\n",
"[75]\tvalid_0's poisson: -71.499\tvalid_0's quantile: 9.14229\n",
"[76]\tvalid_0's poisson: -71.6086\tvalid_0's quantile: 9.11464\n",
"[77]\tvalid_0's poisson: -71.7177\tvalid_0's quantile: 9.08715\n",
"[78]\tvalid_0's poisson: -71.8261\tvalid_0's quantile: 9.05979\n",
"[79]\tvalid_0's poisson: -71.9314\tvalid_0's quantile: 9.03307\n",
"[80]\tvalid_0's poisson: -72.0387\tvalid_0's quantile: 9.00602\n",
"[81]\tvalid_0's poisson: -72.1414\tvalid_0's quantile: 8.97995\n",
"[82]\tvalid_0's poisson: -72.241\tvalid_0's quantile: 8.95451\n",
"[83]\tvalid_0's poisson: -72.3454\tvalid_0's quantile: 8.92827\n",
"[84]\tvalid_0's poisson: -72.4491\tvalid_0's quantile: 8.90219\n",
"[85]\tvalid_0's poisson: -72.5549\tvalid_0's quantile: 8.87581\n",
"[86]\tvalid_0's poisson: -72.6604\tvalid_0's quantile: 8.84975\n",
"[87]\tvalid_0's poisson: -72.7629\tvalid_0's quantile: 8.82432\n",
"[88]\tvalid_0's poisson: -72.8674\tvalid_0's quantile: 8.79859\n",
"[89]\tvalid_0's poisson: -72.9689\tvalid_0's quantile: 8.7735\n",
"[90]\tvalid_0's poisson: -73.0715\tvalid_0's quantile: 8.74825\n",
"[91]\tvalid_0's poisson: -73.1725\tvalid_0's quantile: 8.72328\n",
"[92]\tvalid_0's poisson: -73.2723\tvalid_0's quantile: 8.69833\n",
"[93]\tvalid_0's poisson: -73.3734\tvalid_0's quantile: 8.67336\n",
"[94]\tvalid_0's poisson: -73.4696\tvalid_0's quantile: 8.64871\n",
"[95]\tvalid_0's poisson: -73.5695\tvalid_0's quantile: 8.62405\n",
"[96]\tvalid_0's poisson: -73.67\tvalid_0's quantile: 8.59971\n",
"[97]\tvalid_0's poisson: -73.7731\tvalid_0's quantile: 8.57515\n",
"[98]\tvalid_0's poisson: -73.8784\tvalid_0's quantile: 8.54896\n",
"[99]\tvalid_0's poisson: -73.9785\tvalid_0's quantile: 8.52517\n",
"[100]\tvalid_0's poisson: -74.0802\tvalid_0's quantile: 8.50116\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.9403\tvalid_0's quantile: 11.6465\n",
"[2]\tvalid_0's poisson: -63.0907\tvalid_0's quantile: 11.6036\n",
"[3]\tvalid_0's poisson: -63.24\tvalid_0's quantile: 11.5608\n",
"[4]\tvalid_0's poisson: -63.3882\tvalid_0's quantile: 11.5185\n",
"[5]\tvalid_0's poisson: -63.5354\tvalid_0's quantile: 11.4763\n",
"[6]\tvalid_0's poisson: -63.6815\tvalid_0's quantile: 11.4343\n",
"[7]\tvalid_0's poisson: -63.8266\tvalid_0's quantile: 11.3927\n",
"[8]\tvalid_0's poisson: -63.9707\tvalid_0's quantile: 11.3512\n",
"[9]\tvalid_0's poisson: -64.1137\tvalid_0's quantile: 11.3099\n",
"[10]\tvalid_0's poisson: -64.2563\tvalid_0's quantile: 11.2686\n",
"[11]\tvalid_0's poisson: -64.3974\tvalid_0's quantile: 11.2276\n",
"[12]\tvalid_0's poisson: -64.5381\tvalid_0's quantile: 11.187\n",
"[13]\tvalid_0's poisson: -64.6777\tvalid_0's quantile: 11.1467\n",
"[14]\tvalid_0's poisson: -64.8165\tvalid_0's quantile: 11.1066\n",
"[15]\tvalid_0's poisson: -64.9573\tvalid_0's quantile: 11.0661\n",
"[16]\tvalid_0's poisson: -65.0971\tvalid_0's quantile: 11.0257\n",
"[17]\tvalid_0's poisson: -65.2325\tvalid_0's quantile: 10.9863\n",
"[18]\tvalid_0's poisson: -65.367\tvalid_0's quantile: 10.947\n",
"[19]\tvalid_0's poisson: -65.5006\tvalid_0's quantile: 10.908\n",
"[20]\tvalid_0's poisson: -65.6334\tvalid_0's quantile: 10.8692\n",
"[21]\tvalid_0's poisson: -65.7652\tvalid_0's quantile: 10.8305\n",
"[22]\tvalid_0's poisson: -65.8998\tvalid_0's quantile: 10.7913\n",
"[23]\tvalid_0's poisson: -66.0335\tvalid_0's quantile: 10.7522\n",
"[24]\tvalid_0's poisson: -66.1663\tvalid_0's quantile: 10.7136\n",
"[25]\tvalid_0's poisson: -66.2983\tvalid_0's quantile: 10.6754\n",
"[26]\tvalid_0's poisson: -66.4295\tvalid_0's quantile: 10.6374\n",
"[27]\tvalid_0's poisson: -66.5598\tvalid_0's quantile: 10.5998\n",
"[28]\tvalid_0's poisson: -66.6892\tvalid_0's quantile: 10.5627\n",
"[29]\tvalid_0's poisson: -66.8179\tvalid_0's quantile: 10.5258\n",
"[30]\tvalid_0's poisson: -66.9457\tvalid_0's quantile: 10.4891\n",
"[31]\tvalid_0's poisson: -67.0727\tvalid_0's quantile: 10.4527\n",
"[32]\tvalid_0's poisson: -67.1999\tvalid_0's quantile: 10.4164\n",
"[33]\tvalid_0's poisson: -67.3263\tvalid_0's quantile: 10.3806\n",
"[34]\tvalid_0's poisson: -67.4501\tvalid_0's quantile: 10.3449\n",
"[35]\tvalid_0's poisson: -67.5731\tvalid_0's quantile: 10.3093\n",
"[36]\tvalid_0's poisson: -67.6953\tvalid_0's quantile: 10.2741\n",
"[37]\tvalid_0's poisson: -67.8168\tvalid_0's quantile: 10.2394\n",
"[38]\tvalid_0's poisson: -67.9375\tvalid_0's quantile: 10.2049\n",
"[39]\tvalid_0's poisson: -68.0574\tvalid_0's quantile: 10.1706\n",
"[40]\tvalid_0's poisson: -68.1766\tvalid_0's quantile: 10.1368\n",
"[41]\tvalid_0's poisson: -68.297\tvalid_0's quantile: 10.1033\n",
"[42]\tvalid_0's poisson: -68.4167\tvalid_0's quantile: 10.0699\n",
"[43]\tvalid_0's poisson: -68.5357\tvalid_0's quantile: 10.0366\n",
"[44]\tvalid_0's poisson: -68.6539\tvalid_0's quantile: 10.0037\n",
"[45]\tvalid_0's poisson: -68.7714\tvalid_0's quantile: 9.97096\n",
"[46]\tvalid_0's poisson: -68.8883\tvalid_0's quantile: 9.93835\n",
"[47]\tvalid_0's poisson: -69.0044\tvalid_0's quantile: 9.90617\n",
"[48]\tvalid_0's poisson: -69.121\tvalid_0's quantile: 9.87406\n",
"[49]\tvalid_0's poisson: -69.2341\tvalid_0's quantile: 9.84248\n",
"[50]\tvalid_0's poisson: -69.3465\tvalid_0's quantile: 9.81101\n",
"[51]\tvalid_0's poisson: -69.4583\tvalid_0's quantile: 9.77967\n",
"[52]\tvalid_0's poisson: -69.5726\tvalid_0's quantile: 9.7482\n",
"[53]\tvalid_0's poisson: -69.6862\tvalid_0's quantile: 9.71711\n",
"[54]\tvalid_0's poisson: -69.7919\tvalid_0's quantile: 9.68713\n",
"[55]\tvalid_0's poisson: -69.9008\tvalid_0's quantile: 9.65705\n",
"[56]\tvalid_0's poisson: -70.0058\tvalid_0's quantile: 9.62717\n",
"[57]\tvalid_0's poisson: -70.1144\tvalid_0's quantile: 9.59711\n",
"[58]\tvalid_0's poisson: -70.2225\tvalid_0's quantile: 9.56721\n",
"[59]\tvalid_0's poisson: -70.3298\tvalid_0's quantile: 9.53747\n",
"[60]\tvalid_0's poisson: -70.4366\tvalid_0's quantile: 9.50794\n",
"[61]\tvalid_0's poisson: -70.5428\tvalid_0's quantile: 9.47858\n",
"[62]\tvalid_0's poisson: -70.6457\tvalid_0's quantile: 9.44953\n",
"[63]\tvalid_0's poisson: -70.7501\tvalid_0's quantile: 9.4209\n",
"[64]\tvalid_0's poisson: -70.8594\tvalid_0's quantile: 9.39168\n",
"[65]\tvalid_0's poisson: -70.9696\tvalid_0's quantile: 9.36288\n",
"[66]\tvalid_0's poisson: -71.0813\tvalid_0's quantile: 9.33379\n",
"[67]\tvalid_0's poisson: -71.1943\tvalid_0's quantile: 9.30501\n",
"[68]\tvalid_0's poisson: -71.2975\tvalid_0's quantile: 9.27734\n",
"[69]\tvalid_0's poisson: -71.403\tvalid_0's quantile: 9.24925\n",
"[70]\tvalid_0's poisson: -71.5078\tvalid_0's quantile: 9.22164\n",
"[71]\tvalid_0's poisson: -71.6164\tvalid_0's quantile: 9.19358\n",
"[72]\tvalid_0's poisson: -71.7188\tvalid_0's quantile: 9.16606\n",
"[73]\tvalid_0's poisson: -71.8208\tvalid_0's quantile: 9.13897\n",
"[74]\tvalid_0's poisson: -71.9298\tvalid_0's quantile: 9.11177\n",
"[75]\tvalid_0's poisson: -72.0394\tvalid_0's quantile: 9.08466\n",
"[76]\tvalid_0's poisson: -72.1473\tvalid_0's quantile: 9.05801\n",
"[77]\tvalid_0's poisson: -72.2547\tvalid_0's quantile: 9.03148\n",
"[78]\tvalid_0's poisson: -72.3538\tvalid_0's quantile: 9.00479\n",
"[79]\tvalid_0's poisson: -72.4581\tvalid_0's quantile: 8.97807\n",
"[80]\tvalid_0's poisson: -72.565\tvalid_0's quantile: 8.95142\n",
"[81]\tvalid_0's poisson: -72.6681\tvalid_0's quantile: 8.92502\n",
"[82]\tvalid_0's poisson: -72.7641\tvalid_0's quantile: 8.89948\n",
"[83]\tvalid_0's poisson: -72.8697\tvalid_0's quantile: 8.87309\n",
"[84]\tvalid_0's poisson: -72.9734\tvalid_0's quantile: 8.84739\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[85]\tvalid_0's poisson: -73.0781\tvalid_0's quantile: 8.82153\n",
"[86]\tvalid_0's poisson: -73.176\tvalid_0's quantile: 8.79635\n",
"[87]\tvalid_0's poisson: -73.2793\tvalid_0's quantile: 8.77088\n",
"[88]\tvalid_0's poisson: -73.3835\tvalid_0's quantile: 8.74532\n",
"[89]\tvalid_0's poisson: -73.4868\tvalid_0's quantile: 8.71961\n",
"[90]\tvalid_0's poisson: -73.5818\tvalid_0's quantile: 8.69465\n",
"[91]\tvalid_0's poisson: -73.6764\tvalid_0's quantile: 8.66983\n",
"[92]\tvalid_0's poisson: -73.7704\tvalid_0's quantile: 8.64511\n",
"[93]\tvalid_0's poisson: -73.8685\tvalid_0's quantile: 8.62006\n",
"[94]\tvalid_0's poisson: -73.9759\tvalid_0's quantile: 8.59338\n",
"[95]\tvalid_0's poisson: -74.0828\tvalid_0's quantile: 8.56689\n",
"[96]\tvalid_0's poisson: -74.189\tvalid_0's quantile: 8.54052\n",
"[97]\tvalid_0's poisson: -74.2947\tvalid_0's quantile: 8.51447\n",
"[98]\tvalid_0's poisson: -74.3999\tvalid_0's quantile: 8.48855\n",
"[99]\tvalid_0's poisson: -74.5035\tvalid_0's quantile: 8.4637\n",
"[100]\tvalid_0's poisson: -74.6066\tvalid_0's quantile: 8.43894\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.5737\tvalid_0's quantile: 11.6381\n",
"[2]\tvalid_0's poisson: -63.7219\tvalid_0's quantile: 11.5954\n",
"[3]\tvalid_0's poisson: -63.872\tvalid_0's quantile: 11.5527\n",
"[4]\tvalid_0's poisson: -64.0181\tvalid_0's quantile: 11.5104\n",
"[5]\tvalid_0's poisson: -64.1661\tvalid_0's quantile: 11.4681\n",
"[6]\tvalid_0's poisson: -64.3123\tvalid_0's quantile: 11.4261\n",
"[7]\tvalid_0's poisson: -64.4582\tvalid_0's quantile: 11.3842\n",
"[8]\tvalid_0's poisson: -64.6003\tvalid_0's quantile: 11.3428\n",
"[9]\tvalid_0's poisson: -64.7443\tvalid_0's quantile: 11.3013\n",
"[10]\tvalid_0's poisson: -64.8872\tvalid_0's quantile: 11.2601\n",
"[11]\tvalid_0's poisson: -65.0265\tvalid_0's quantile: 11.2194\n",
"[12]\tvalid_0's poisson: -65.1676\tvalid_0's quantile: 11.1786\n",
"[13]\tvalid_0's poisson: -65.3036\tvalid_0's quantile: 11.1386\n",
"[14]\tvalid_0's poisson: -65.4414\tvalid_0's quantile: 11.0987\n",
"[15]\tvalid_0's poisson: -65.5756\tvalid_0's quantile: 11.0594\n",
"[16]\tvalid_0's poisson: -65.7132\tvalid_0's quantile: 11.0198\n",
"[17]\tvalid_0's poisson: -65.8484\tvalid_0's quantile: 10.9807\n",
"[18]\tvalid_0's poisson: -65.9801\tvalid_0's quantile: 10.942\n",
"[19]\tvalid_0's poisson: -66.1152\tvalid_0's quantile: 10.9027\n",
"[20]\tvalid_0's poisson: -66.2495\tvalid_0's quantile: 10.8636\n",
"[21]\tvalid_0's poisson: -66.3795\tvalid_0's quantile: 10.8249\n",
"[22]\tvalid_0's poisson: -66.5106\tvalid_0's quantile: 10.7867\n",
"[23]\tvalid_0's poisson: -66.6392\tvalid_0's quantile: 10.7485\n",
"[24]\tvalid_0's poisson: -66.7687\tvalid_0's quantile: 10.7106\n",
"[25]\tvalid_0's poisson: -66.8967\tvalid_0's quantile: 10.6729\n",
"[26]\tvalid_0's poisson: -67.0252\tvalid_0's quantile: 10.6352\n",
"[27]\tvalid_0's poisson: -67.1508\tvalid_0's quantile: 10.598\n",
"[28]\tvalid_0's poisson: -67.2778\tvalid_0's quantile: 10.5611\n",
"[29]\tvalid_0's poisson: -67.4055\tvalid_0's quantile: 10.524\n",
"[30]\tvalid_0's poisson: -67.5289\tvalid_0's quantile: 10.4876\n",
"[31]\tvalid_0's poisson: -67.6551\tvalid_0's quantile: 10.4511\n",
"[32]\tvalid_0's poisson: -67.7757\tvalid_0's quantile: 10.4156\n",
"[33]\tvalid_0's poisson: -67.9004\tvalid_0's quantile: 10.3794\n",
"[34]\tvalid_0's poisson: -68.0244\tvalid_0's quantile: 10.3436\n",
"[35]\tvalid_0's poisson: -68.1487\tvalid_0's quantile: 10.3078\n",
"[36]\tvalid_0's poisson: -68.2712\tvalid_0's quantile: 10.2727\n",
"[37]\tvalid_0's poisson: -68.3942\tvalid_0's quantile: 10.2373\n",
"[38]\tvalid_0's poisson: -68.5164\tvalid_0's quantile: 10.202\n",
"[39]\tvalid_0's poisson: -68.6367\tvalid_0's quantile: 10.1678\n",
"[40]\tvalid_0's poisson: -68.7567\tvalid_0's quantile: 10.1337\n",
"[41]\tvalid_0's poisson: -68.8761\tvalid_0's quantile: 10.0998\n",
"[42]\tvalid_0's poisson: -68.9936\tvalid_0's quantile: 10.0666\n",
"[43]\tvalid_0's poisson: -69.1116\tvalid_0's quantile: 10.0334\n",
"[44]\tvalid_0's poisson: -69.2279\tvalid_0's quantile: 10.0007\n",
"[45]\tvalid_0's poisson: -69.3442\tvalid_0's quantile: 9.96811\n",
"[46]\tvalid_0's poisson: -69.4598\tvalid_0's quantile: 9.93562\n",
"[47]\tvalid_0's poisson: -69.5758\tvalid_0's quantile: 9.90292\n",
"[48]\tvalid_0's poisson: -69.6901\tvalid_0's quantile: 9.8708\n",
"[49]\tvalid_0's poisson: -69.8039\tvalid_0's quantile: 9.83878\n",
"[50]\tvalid_0's poisson: -69.9183\tvalid_0's quantile: 9.80676\n",
"[51]\tvalid_0's poisson: -70.0306\tvalid_0's quantile: 9.77539\n",
"[52]\tvalid_0's poisson: -70.1426\tvalid_0's quantile: 9.74423\n",
"[53]\tvalid_0's poisson: -70.2469\tvalid_0's quantile: 9.71485\n",
"[54]\tvalid_0's poisson: -70.3588\tvalid_0's quantile: 9.68383\n",
"[55]\tvalid_0's poisson: -70.4621\tvalid_0's quantile: 9.65494\n",
"[56]\tvalid_0's poisson: -70.5708\tvalid_0's quantile: 9.6251\n",
"[57]\tvalid_0's poisson: -70.681\tvalid_0's quantile: 9.59472\n",
"[58]\tvalid_0's poisson: -70.7893\tvalid_0's quantile: 9.56487\n",
"[59]\tvalid_0's poisson: -70.8962\tvalid_0's quantile: 9.5355\n",
"[60]\tvalid_0's poisson: -71.0033\tvalid_0's quantile: 9.50615\n",
"[61]\tvalid_0's poisson: -71.1103\tvalid_0's quantile: 9.47636\n",
"[62]\tvalid_0's poisson: -71.2162\tvalid_0's quantile: 9.44724\n",
"[63]\tvalid_0's poisson: -71.3216\tvalid_0's quantile: 9.41831\n",
"[64]\tvalid_0's poisson: -71.4255\tvalid_0's quantile: 9.3898\n",
"[65]\tvalid_0's poisson: -71.5313\tvalid_0's quantile: 9.36073\n",
"[66]\tvalid_0's poisson: -71.6349\tvalid_0's quantile: 9.33241\n",
"[67]\tvalid_0's poisson: -71.7379\tvalid_0's quantile: 9.3043\n",
"[68]\tvalid_0's poisson: -71.8413\tvalid_0's quantile: 9.27601\n",
"[69]\tvalid_0's poisson: -71.9433\tvalid_0's quantile: 9.24826\n",
"[70]\tvalid_0's poisson: -72.0455\tvalid_0's quantile: 9.2201\n",
"[71]\tvalid_0's poisson: -72.147\tvalid_0's quantile: 9.19213\n",
"[72]\tvalid_0's poisson: -72.2551\tvalid_0's quantile: 9.16377\n",
"[73]\tvalid_0's poisson: -72.3616\tvalid_0's quantile: 9.13604\n",
"[74]\tvalid_0's poisson: -72.4681\tvalid_0's quantile: 9.10791\n",
"[75]\tvalid_0's poisson: -72.5736\tvalid_0's quantile: 9.08052\n",
"[76]\tvalid_0's poisson: -72.6696\tvalid_0's quantile: 9.0547\n",
"[77]\tvalid_0's poisson: -72.7744\tvalid_0's quantile: 9.02773\n",
"[78]\tvalid_0's poisson: -72.8788\tvalid_0's quantile: 9.00042\n",
"[79]\tvalid_0's poisson: -72.9914\tvalid_0's quantile: 8.97215\n",
"[80]\tvalid_0's poisson: -73.1035\tvalid_0's quantile: 8.94409\n",
"[81]\tvalid_0's poisson: -73.2149\tvalid_0's quantile: 8.91614\n",
"[82]\tvalid_0's poisson: -73.3257\tvalid_0's quantile: 8.8883\n",
"[83]\tvalid_0's poisson: -73.4305\tvalid_0's quantile: 8.8621\n",
"[84]\tvalid_0's poisson: -73.5403\tvalid_0's quantile: 8.83461\n",
"[85]\tvalid_0's poisson: -73.6441\tvalid_0's quantile: 8.80871\n",
"[86]\tvalid_0's poisson: -73.7473\tvalid_0's quantile: 8.78263\n",
"[87]\tvalid_0's poisson: -73.85\tvalid_0's quantile: 8.75668\n",
"[88]\tvalid_0's poisson: -73.9589\tvalid_0's quantile: 8.72863\n",
"[89]\tvalid_0's poisson: -74.0606\tvalid_0's quantile: 8.70307\n",
"[90]\tvalid_0's poisson: -74.1618\tvalid_0's quantile: 8.67775\n",
"[91]\tvalid_0's poisson: -74.2624\tvalid_0's quantile: 8.65257\n",
"[92]\tvalid_0's poisson: -74.3624\tvalid_0's quantile: 8.62767\n",
"[93]\tvalid_0's poisson: -74.4618\tvalid_0's quantile: 8.60291\n",
"[94]\tvalid_0's poisson: -74.563\tvalid_0's quantile: 8.57767\n",
"[95]\tvalid_0's poisson: -74.6673\tvalid_0's quantile: 8.55185\n",
"[96]\tvalid_0's poisson: -74.7709\tvalid_0's quantile: 8.52619\n",
"[97]\tvalid_0's poisson: -74.8741\tvalid_0's quantile: 8.50082\n",
"[98]\tvalid_0's poisson: -74.9744\tvalid_0's quantile: 8.47554\n",
"[99]\tvalid_0's poisson: -75.0745\tvalid_0's quantile: 8.45038\n",
"[100]\tvalid_0's poisson: -75.1737\tvalid_0's quantile: 8.42548\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.3114\tvalid_0's quantile: 11.655\n",
"[2]\tvalid_0's poisson: -62.4614\tvalid_0's quantile: 11.6126\n",
"[3]\tvalid_0's poisson: -62.6104\tvalid_0's quantile: 11.5706\n",
"[4]\tvalid_0's poisson: -62.7584\tvalid_0's quantile: 11.5289\n",
"[5]\tvalid_0's poisson: -62.9053\tvalid_0's quantile: 11.4874\n",
"[6]\tvalid_0's poisson: -63.0513\tvalid_0's quantile: 11.446\n",
"[7]\tvalid_0's poisson: -63.1959\tvalid_0's quantile: 11.405\n",
"[8]\tvalid_0's poisson: -63.3399\tvalid_0's quantile: 11.364\n",
"[9]\tvalid_0's poisson: -63.4829\tvalid_0's quantile: 11.3232\n",
"[10]\tvalid_0's poisson: -63.6249\tvalid_0's quantile: 11.2827\n",
"[11]\tvalid_0's poisson: -63.766\tvalid_0's quantile: 11.2425\n",
"[12]\tvalid_0's poisson: -63.9061\tvalid_0's quantile: 11.2026\n",
"[13]\tvalid_0's poisson: -64.0451\tvalid_0's quantile: 11.1632\n",
"[14]\tvalid_0's poisson: -64.1834\tvalid_0's quantile: 11.1237\n",
"[15]\tvalid_0's poisson: -64.3209\tvalid_0's quantile: 11.0846\n",
"[16]\tvalid_0's poisson: -64.4576\tvalid_0's quantile: 11.0456\n",
"[17]\tvalid_0's poisson: -64.5929\tvalid_0's quantile: 11.0068\n",
"[18]\tvalid_0's poisson: -64.7278\tvalid_0's quantile: 10.9681\n",
"[19]\tvalid_0's poisson: -64.8624\tvalid_0's quantile: 10.9297\n",
"[20]\tvalid_0's poisson: -64.9956\tvalid_0's quantile: 10.8916\n",
"[21]\tvalid_0's poisson: -65.1281\tvalid_0's quantile: 10.8536\n",
"[22]\tvalid_0's poisson: -65.2593\tvalid_0's quantile: 10.816\n",
"[23]\tvalid_0's poisson: -65.3907\tvalid_0's quantile: 10.7783\n",
"[24]\tvalid_0's poisson: -65.5213\tvalid_0's quantile: 10.7411\n",
"[25]\tvalid_0's poisson: -65.6496\tvalid_0's quantile: 10.7043\n",
"[26]\tvalid_0's poisson: -65.7788\tvalid_0's quantile: 10.6675\n",
"[27]\tvalid_0's poisson: -65.9064\tvalid_0's quantile: 10.6311\n",
"[28]\tvalid_0's poisson: -66.0346\tvalid_0's quantile: 10.595\n",
"[29]\tvalid_0's poisson: -66.1615\tvalid_0's quantile: 10.5589\n",
"[30]\tvalid_0's poisson: -66.2864\tvalid_0's quantile: 10.5233\n",
"[31]\tvalid_0's poisson: -66.411\tvalid_0's quantile: 10.4879\n",
"[32]\tvalid_0's poisson: -66.5365\tvalid_0's quantile: 10.4527\n",
"[33]\tvalid_0's poisson: -66.6602\tvalid_0's quantile: 10.418\n",
"[34]\tvalid_0's poisson: -66.7837\tvalid_0's quantile: 10.3835\n",
"[35]\tvalid_0's poisson: -66.9059\tvalid_0's quantile: 10.3492\n",
"[36]\tvalid_0's poisson: -67.0288\tvalid_0's quantile: 10.315\n",
"[37]\tvalid_0's poisson: -67.1508\tvalid_0's quantile: 10.2814\n",
"[38]\tvalid_0's poisson: -67.2695\tvalid_0's quantile: 10.2481\n",
"[39]\tvalid_0's poisson: -67.3902\tvalid_0's quantile: 10.215\n",
"[40]\tvalid_0's poisson: -67.5102\tvalid_0's quantile: 10.1823\n",
"[41]\tvalid_0's poisson: -67.6294\tvalid_0's quantile: 10.1505\n",
"[42]\tvalid_0's poisson: -67.7478\tvalid_0's quantile: 10.1184\n",
"[43]\tvalid_0's poisson: -67.8642\tvalid_0's quantile: 10.087\n",
"[44]\tvalid_0's poisson: -67.9815\tvalid_0's quantile: 10.0557\n",
"[45]\tvalid_0's poisson: -68.0959\tvalid_0's quantile: 10.0247\n",
"[46]\tvalid_0's poisson: -68.2111\tvalid_0's quantile: 9.99355\n",
"[47]\tvalid_0's poisson: -68.3249\tvalid_0's quantile: 9.96259\n",
"[48]\tvalid_0's poisson: -68.4391\tvalid_0's quantile: 9.93123\n",
"[49]\tvalid_0's poisson: -68.5524\tvalid_0's quantile: 9.90054\n",
"[50]\tvalid_0's poisson: -68.6643\tvalid_0's quantile: 9.87064\n",
"[51]\tvalid_0's poisson: -68.7756\tvalid_0's quantile: 9.84067\n",
"[52]\tvalid_0's poisson: -68.8854\tvalid_0's quantile: 9.81098\n",
"[53]\tvalid_0's poisson: -68.9961\tvalid_0's quantile: 9.78169\n",
"[54]\tvalid_0's poisson: -69.1071\tvalid_0's quantile: 9.75201\n",
"[55]\tvalid_0's poisson: -69.2172\tvalid_0's quantile: 9.72236\n",
"[56]\tvalid_0's poisson: -69.3315\tvalid_0's quantile: 9.69245\n",
"[57]\tvalid_0's poisson: -69.4406\tvalid_0's quantile: 9.66336\n",
"[58]\tvalid_0's poisson: -69.5536\tvalid_0's quantile: 9.63386\n",
"[59]\tvalid_0's poisson: -69.6607\tvalid_0's quantile: 9.60483\n",
"[60]\tvalid_0's poisson: -69.7711\tvalid_0's quantile: 9.57571\n",
"[61]\tvalid_0's poisson: -69.8765\tvalid_0's quantile: 9.54726\n",
"[62]\tvalid_0's poisson: -69.9871\tvalid_0's quantile: 9.51823\n",
"[63]\tvalid_0's poisson: -70.0914\tvalid_0's quantile: 9.49019\n",
"[64]\tvalid_0's poisson: -70.2058\tvalid_0's quantile: 9.4609\n",
"[65]\tvalid_0's poisson: -70.3098\tvalid_0's quantile: 9.43306\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[66]\tvalid_0's poisson: -70.4228\tvalid_0's quantile: 9.40436\n",
"[67]\tvalid_0's poisson: -70.5265\tvalid_0's quantile: 9.37697\n",
"[68]\tvalid_0's poisson: -70.6378\tvalid_0's quantile: 9.34874\n",
"[69]\tvalid_0's poisson: -70.7492\tvalid_0's quantile: 9.32083\n",
"[70]\tvalid_0's poisson: -70.8517\tvalid_0's quantile: 9.29378\n",
"[71]\tvalid_0's poisson: -70.962\tvalid_0's quantile: 9.26621\n",
"[72]\tvalid_0's poisson: -71.0757\tvalid_0's quantile: 9.23751\n",
"[73]\tvalid_0's poisson: -71.1887\tvalid_0's quantile: 9.20893\n",
"[74]\tvalid_0's poisson: -71.3026\tvalid_0's quantile: 9.18021\n",
"[75]\tvalid_0's poisson: -71.4159\tvalid_0's quantile: 9.1516\n",
"[76]\tvalid_0's poisson: -71.5285\tvalid_0's quantile: 9.1231\n",
"[77]\tvalid_0's poisson: -71.6391\tvalid_0's quantile: 9.09508\n",
"[78]\tvalid_0's poisson: -71.7467\tvalid_0's quantile: 9.06826\n",
"[79]\tvalid_0's poisson: -71.8523\tvalid_0's quantile: 9.0418\n",
"[80]\tvalid_0's poisson: -71.9573\tvalid_0's quantile: 9.01548\n",
"[81]\tvalid_0's poisson: -72.063\tvalid_0's quantile: 8.98931\n",
"[82]\tvalid_0's poisson: -72.1689\tvalid_0's quantile: 8.963\n",
"[83]\tvalid_0's poisson: -72.2736\tvalid_0's quantile: 8.93693\n",
"[84]\tvalid_0's poisson: -72.3692\tvalid_0's quantile: 8.91188\n",
"[85]\tvalid_0's poisson: -72.4762\tvalid_0's quantile: 8.88563\n",
"[86]\tvalid_0's poisson: -72.5827\tvalid_0's quantile: 8.85965\n",
"[87]\tvalid_0's poisson: -72.6842\tvalid_0's quantile: 8.8343\n",
"[88]\tvalid_0's poisson: -72.7896\tvalid_0's quantile: 8.80864\n",
"[89]\tvalid_0's poisson: -72.8891\tvalid_0's quantile: 8.78363\n",
"[90]\tvalid_0's poisson: -72.9936\tvalid_0's quantile: 8.75828\n",
"[91]\tvalid_0's poisson: -73.0975\tvalid_0's quantile: 8.73309\n",
"[92]\tvalid_0's poisson: -73.2016\tvalid_0's quantile: 8.70799\n",
"[93]\tvalid_0's poisson: -73.3045\tvalid_0's quantile: 8.68298\n",
"[94]\tvalid_0's poisson: -73.4101\tvalid_0's quantile: 8.65774\n",
"[95]\tvalid_0's poisson: -73.5151\tvalid_0's quantile: 8.63279\n",
"[96]\tvalid_0's poisson: -73.6193\tvalid_0's quantile: 8.60796\n",
"[97]\tvalid_0's poisson: -73.7234\tvalid_0's quantile: 8.58324\n",
"[98]\tvalid_0's poisson: -73.8269\tvalid_0's quantile: 8.55881\n",
"[99]\tvalid_0's poisson: -73.9299\tvalid_0's quantile: 8.53465\n",
"[100]\tvalid_0's poisson: -74.0366\tvalid_0's quantile: 8.50901\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -62.2752\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.4036\tvalid_0's quantile: 11.6235\n",
"[3]\tvalid_0's poisson: -62.528\tvalid_0's quantile: 11.5863\n",
"[4]\tvalid_0's poisson: -62.6546\tvalid_0's quantile: 11.5491\n",
"[5]\tvalid_0's poisson: -62.7772\tvalid_0's quantile: 11.5124\n",
"[6]\tvalid_0's poisson: -62.899\tvalid_0's quantile: 11.4759\n",
"[7]\tvalid_0's poisson: -63.023\tvalid_0's quantile: 11.4393\n",
"[8]\tvalid_0's poisson: -63.1431\tvalid_0's quantile: 11.4033\n",
"[9]\tvalid_0's poisson: -63.2655\tvalid_0's quantile: 11.3671\n",
"[10]\tvalid_0's poisson: -63.3839\tvalid_0's quantile: 11.3314\n",
"[11]\tvalid_0's poisson: -63.5046\tvalid_0's quantile: 11.2957\n",
"[12]\tvalid_0's poisson: -63.6215\tvalid_0's quantile: 11.2605\n",
"[13]\tvalid_0's poisson: -63.7406\tvalid_0's quantile: 11.2256\n",
"[14]\tvalid_0's poisson: -63.8558\tvalid_0's quantile: 11.1911\n",
"[15]\tvalid_0's poisson: -63.9718\tvalid_0's quantile: 11.1566\n",
"[16]\tvalid_0's poisson: -64.087\tvalid_0's quantile: 11.1223\n",
"[17]\tvalid_0's poisson: -64.1907\tvalid_0's quantile: 11.0896\n",
"[18]\tvalid_0's poisson: -64.3045\tvalid_0's quantile: 11.0558\n",
"[19]\tvalid_0's poisson: -64.4176\tvalid_0's quantile: 11.0222\n",
"[20]\tvalid_0's poisson: -64.5298\tvalid_0's quantile: 10.9891\n",
"[21]\tvalid_0's poisson: -64.6414\tvalid_0's quantile: 10.9561\n",
"[22]\tvalid_0's poisson: -64.7522\tvalid_0's quantile: 10.9233\n",
"[23]\tvalid_0's poisson: -64.8623\tvalid_0's quantile: 10.8906\n",
"[24]\tvalid_0's poisson: -64.9717\tvalid_0's quantile: 10.8582\n",
"[25]\tvalid_0's poisson: -65.0796\tvalid_0's quantile: 10.8265\n",
"[26]\tvalid_0's poisson: -65.1783\tvalid_0's quantile: 10.7961\n",
"[27]\tvalid_0's poisson: -65.2854\tvalid_0's quantile: 10.765\n",
"[28]\tvalid_0's poisson: -65.3913\tvalid_0's quantile: 10.7341\n",
"[29]\tvalid_0's poisson: -65.4971\tvalid_0's quantile: 10.7034\n",
"[30]\tvalid_0's poisson: -65.602\tvalid_0's quantile: 10.673\n",
"[31]\tvalid_0's poisson: -65.7053\tvalid_0's quantile: 10.6426\n",
"[32]\tvalid_0's poisson: -65.8066\tvalid_0's quantile: 10.6126\n",
"[33]\tvalid_0's poisson: -65.9113\tvalid_0's quantile: 10.5824\n",
"[34]\tvalid_0's poisson: -66.0137\tvalid_0's quantile: 10.5527\n",
"[35]\tvalid_0's poisson: -66.116\tvalid_0's quantile: 10.523\n",
"[36]\tvalid_0's poisson: -66.2188\tvalid_0's quantile: 10.4934\n",
"[37]\tvalid_0's poisson: -66.3225\tvalid_0's quantile: 10.4638\n",
"[38]\tvalid_0's poisson: -66.4155\tvalid_0's quantile: 10.436\n",
"[39]\tvalid_0's poisson: -66.5205\tvalid_0's quantile: 10.407\n",
"[40]\tvalid_0's poisson: -66.6224\tvalid_0's quantile: 10.3784\n",
"[41]\tvalid_0's poisson: -66.7267\tvalid_0's quantile: 10.3498\n",
"[42]\tvalid_0's poisson: -66.8303\tvalid_0's quantile: 10.3215\n",
"[43]\tvalid_0's poisson: -66.9353\tvalid_0's quantile: 10.2933\n",
"[44]\tvalid_0's poisson: -67.0397\tvalid_0's quantile: 10.2653\n",
"[45]\tvalid_0's poisson: -67.1416\tvalid_0's quantile: 10.2377\n",
"[46]\tvalid_0's poisson: -67.2429\tvalid_0's quantile: 10.2101\n",
"[47]\tvalid_0's poisson: -67.3404\tvalid_0's quantile: 10.1831\n",
"[48]\tvalid_0's poisson: -67.4291\tvalid_0's quantile: 10.1574\n",
"[49]\tvalid_0's poisson: -67.5288\tvalid_0's quantile: 10.1302\n",
"[50]\tvalid_0's poisson: -67.6299\tvalid_0's quantile: 10.103\n",
"[51]\tvalid_0's poisson: -67.7303\tvalid_0's quantile: 10.0761\n",
"[52]\tvalid_0's poisson: -67.8286\tvalid_0's quantile: 10.0496\n",
"[53]\tvalid_0's poisson: -67.9287\tvalid_0's quantile: 10.023\n",
"[54]\tvalid_0's poisson: -68.026\tvalid_0's quantile: 9.9968\n",
"[55]\tvalid_0's poisson: -68.1344\tvalid_0's quantile: 9.96751\n",
"[56]\tvalid_0's poisson: -68.2423\tvalid_0's quantile: 9.93834\n",
"[57]\tvalid_0's poisson: -68.3495\tvalid_0's quantile: 9.90975\n",
"[58]\tvalid_0's poisson: -68.4441\tvalid_0's quantile: 9.8829\n",
"[59]\tvalid_0's poisson: -68.5501\tvalid_0's quantile: 9.85462\n",
"[60]\tvalid_0's poisson: -68.653\tvalid_0's quantile: 9.82624\n",
"[61]\tvalid_0's poisson: -68.7482\tvalid_0's quantile: 9.80108\n",
"[62]\tvalid_0's poisson: -68.8429\tvalid_0's quantile: 9.7761\n",
"[63]\tvalid_0's poisson: -68.9359\tvalid_0's quantile: 9.75145\n",
"[64]\tvalid_0's poisson: -69.0364\tvalid_0's quantile: 9.72416\n",
"[65]\tvalid_0's poisson: -69.1392\tvalid_0's quantile: 9.69668\n",
"[66]\tvalid_0's poisson: -69.2414\tvalid_0's quantile: 9.66941\n",
"[67]\tvalid_0's poisson: -69.3428\tvalid_0's quantile: 9.6422\n",
"[68]\tvalid_0's poisson: -69.4306\tvalid_0's quantile: 9.61701\n",
"[69]\tvalid_0's poisson: -69.5309\tvalid_0's quantile: 9.5908\n",
"[70]\tvalid_0's poisson: -69.6307\tvalid_0's quantile: 9.56474\n",
"[71]\tvalid_0's poisson: -69.7301\tvalid_0's quantile: 9.53896\n",
"[72]\tvalid_0's poisson: -69.8289\tvalid_0's quantile: 9.51329\n",
"[73]\tvalid_0's poisson: -69.9272\tvalid_0's quantile: 9.48784\n",
"[74]\tvalid_0's poisson: -70.0247\tvalid_0's quantile: 9.46238\n",
"[75]\tvalid_0's poisson: -70.1094\tvalid_0's quantile: 9.43848\n",
"[76]\tvalid_0's poisson: -70.1937\tvalid_0's quantile: 9.41473\n",
"[77]\tvalid_0's poisson: -70.2775\tvalid_0's quantile: 9.39118\n",
"[78]\tvalid_0's poisson: -70.3622\tvalid_0's quantile: 9.36791\n",
"[79]\tvalid_0's poisson: -70.4465\tvalid_0's quantile: 9.34473\n",
"[80]\tvalid_0's poisson: -70.5303\tvalid_0's quantile: 9.3217\n",
"[81]\tvalid_0's poisson: -70.625\tvalid_0's quantile: 9.29736\n",
"[82]\tvalid_0's poisson: -70.719\tvalid_0's quantile: 9.27312\n",
"[83]\tvalid_0's poisson: -70.8155\tvalid_0's quantile: 9.24891\n",
"[84]\tvalid_0's poisson: -70.9078\tvalid_0's quantile: 9.22476\n",
"[85]\tvalid_0's poisson: -71.0042\tvalid_0's quantile: 9.20087\n",
"[86]\tvalid_0's poisson: -71.1\tvalid_0's quantile: 9.17713\n",
"[87]\tvalid_0's poisson: -71.1947\tvalid_0's quantile: 9.1535\n",
"[88]\tvalid_0's poisson: -71.2896\tvalid_0's quantile: 9.12994\n",
"[89]\tvalid_0's poisson: -71.3834\tvalid_0's quantile: 9.10649\n",
"[90]\tvalid_0's poisson: -71.4766\tvalid_0's quantile: 9.08326\n",
"[91]\tvalid_0's poisson: -71.5704\tvalid_0's quantile: 9.05996\n",
"[92]\tvalid_0's poisson: -71.6637\tvalid_0's quantile: 9.03676\n",
"[93]\tvalid_0's poisson: -71.7565\tvalid_0's quantile: 9.01371\n",
"[94]\tvalid_0's poisson: -71.8481\tvalid_0's quantile: 8.99089\n",
"[95]\tvalid_0's poisson: -71.94\tvalid_0's quantile: 8.96822\n",
"[96]\tvalid_0's poisson: -72.0394\tvalid_0's quantile: 8.9442\n",
"[97]\tvalid_0's poisson: -72.1383\tvalid_0's quantile: 8.92034\n",
"[98]\tvalid_0's poisson: -72.2281\tvalid_0's quantile: 8.89836\n",
"[99]\tvalid_0's poisson: -72.3184\tvalid_0's quantile: 8.87627\n",
"[100]\tvalid_0's poisson: -72.4073\tvalid_0's quantile: 8.85456\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -62.2785\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.3954\tvalid_0's quantile: 11.6251\n",
"[3]\tvalid_0's poisson: -62.5114\tvalid_0's quantile: 11.5893\n",
"[4]\tvalid_0's poisson: -62.6266\tvalid_0's quantile: 11.5538\n",
"[5]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5185\n",
"[6]\tvalid_0's poisson: -62.8545\tvalid_0's quantile: 11.4834\n",
"[7]\tvalid_0's poisson: -62.9839\tvalid_0's quantile: 11.4462\n",
"[8]\tvalid_0's poisson: -63.1125\tvalid_0's quantile: 11.4094\n",
"[9]\tvalid_0's poisson: -63.2403\tvalid_0's quantile: 11.3727\n",
"[10]\tvalid_0's poisson: -63.3504\tvalid_0's quantile: 11.3383\n",
"[11]\tvalid_0's poisson: -63.4765\tvalid_0's quantile: 11.3021\n",
"[12]\tvalid_0's poisson: -63.6017\tvalid_0's quantile: 11.266\n",
"[13]\tvalid_0's poisson: -63.7261\tvalid_0's quantile: 11.2306\n",
"[14]\tvalid_0's poisson: -63.8497\tvalid_0's quantile: 11.1953\n",
"[15]\tvalid_0's poisson: -63.9725\tvalid_0's quantile: 11.1601\n",
"[16]\tvalid_0's poisson: -64.0777\tvalid_0's quantile: 11.1274\n",
"[17]\tvalid_0's poisson: -64.1822\tvalid_0's quantile: 11.0948\n",
"[18]\tvalid_0's poisson: -64.286\tvalid_0's quantile: 11.0627\n",
"[19]\tvalid_0's poisson: -64.3891\tvalid_0's quantile: 11.0307\n",
"[20]\tvalid_0's poisson: -64.4915\tvalid_0's quantile: 10.9992\n",
"[21]\tvalid_0's poisson: -64.5932\tvalid_0's quantile: 10.9678\n",
"[22]\tvalid_0's poisson: -64.6973\tvalid_0's quantile: 10.9361\n",
"[23]\tvalid_0's poisson: -64.8007\tvalid_0's quantile: 10.9047\n",
"[24]\tvalid_0's poisson: -64.9004\tvalid_0's quantile: 10.8738\n",
"[25]\tvalid_0's poisson: -64.9983\tvalid_0's quantile: 10.8437\n",
"[26]\tvalid_0's poisson: -65.1136\tvalid_0's quantile: 10.8114\n",
"[27]\tvalid_0's poisson: -65.2242\tvalid_0's quantile: 10.78\n",
"[28]\tvalid_0's poisson: -65.3381\tvalid_0's quantile: 10.748\n",
"[29]\tvalid_0's poisson: -65.4474\tvalid_0's quantile: 10.7172\n",
"[30]\tvalid_0's poisson: -65.5561\tvalid_0's quantile: 10.6865\n",
"[31]\tvalid_0's poisson: -65.6681\tvalid_0's quantile: 10.6553\n",
"[32]\tvalid_0's poisson: -65.7756\tvalid_0's quantile: 10.6249\n",
"[33]\tvalid_0's poisson: -65.8865\tvalid_0's quantile: 10.5941\n",
"[34]\tvalid_0's poisson: -65.9926\tvalid_0's quantile: 10.5641\n",
"[35]\tvalid_0's poisson: -66.1023\tvalid_0's quantile: 10.5338\n",
"[36]\tvalid_0's poisson: -66.2072\tvalid_0's quantile: 10.5044\n",
"[37]\tvalid_0's poisson: -66.3157\tvalid_0's quantile: 10.4743\n",
"[38]\tvalid_0's poisson: -66.4196\tvalid_0's quantile: 10.4454\n",
"[39]\tvalid_0's poisson: -66.5228\tvalid_0's quantile: 10.417\n",
"[40]\tvalid_0's poisson: -66.6298\tvalid_0's quantile: 10.388\n",
"[41]\tvalid_0's poisson: -66.732\tvalid_0's quantile: 10.3599\n",
"[42]\tvalid_0's poisson: -66.8377\tvalid_0's quantile: 10.3315\n",
"[43]\tvalid_0's poisson: -66.9388\tvalid_0's quantile: 10.3039\n",
"[44]\tvalid_0's poisson: -67.0434\tvalid_0's quantile: 10.2759\n",
"[45]\tvalid_0's poisson: -67.149\tvalid_0's quantile: 10.248\n",
"[46]\tvalid_0's poisson: -67.2539\tvalid_0's quantile: 10.2202\n",
"[47]\tvalid_0's poisson: -67.3539\tvalid_0's quantile: 10.1932\n",
"[48]\tvalid_0's poisson: -67.4576\tvalid_0's quantile: 10.1657\n",
"[49]\tvalid_0's poisson: -67.5594\tvalid_0's quantile: 10.1383\n",
"[50]\tvalid_0's poisson: -67.662\tvalid_0's quantile: 10.1111\n",
"[51]\tvalid_0's poisson: -67.7639\tvalid_0's quantile: 10.0841\n",
"[52]\tvalid_0's poisson: -67.8641\tvalid_0's quantile: 10.0574\n",
"[53]\tvalid_0's poisson: -67.9742\tvalid_0's quantile: 10.0272\n",
"[54]\tvalid_0's poisson: -68.0836\tvalid_0's quantile: 9.99712\n",
"[55]\tvalid_0's poisson: -68.1924\tvalid_0's quantile: 9.96718\n",
"[56]\tvalid_0's poisson: -68.3005\tvalid_0's quantile: 9.93758\n",
"[57]\tvalid_0's poisson: -68.4048\tvalid_0's quantile: 9.90898\n",
"[58]\tvalid_0's poisson: -68.5116\tvalid_0's quantile: 9.87995\n",
"[59]\tvalid_0's poisson: -68.6065\tvalid_0's quantile: 9.8526\n",
"[60]\tvalid_0's poisson: -68.7007\tvalid_0's quantile: 9.82538\n",
"[61]\tvalid_0's poisson: -68.7944\tvalid_0's quantile: 9.79837\n",
"[62]\tvalid_0's poisson: -68.8875\tvalid_0's quantile: 9.77151\n",
"[63]\tvalid_0's poisson: -68.98\tvalid_0's quantile: 9.745\n",
"[64]\tvalid_0's poisson: -69.0835\tvalid_0's quantile: 9.71708\n",
"[65]\tvalid_0's poisson: -69.1862\tvalid_0's quantile: 9.68992\n",
"[66]\tvalid_0's poisson: -69.2884\tvalid_0's quantile: 9.66288\n",
"[67]\tvalid_0's poisson: -69.39\tvalid_0's quantile: 9.63605\n",
"[68]\tvalid_0's poisson: -69.491\tvalid_0's quantile: 9.60936\n",
"[69]\tvalid_0's poisson: -69.5913\tvalid_0's quantile: 9.58289\n",
"[70]\tvalid_0's poisson: -69.6801\tvalid_0's quantile: 9.55804\n",
"[71]\tvalid_0's poisson: -69.7703\tvalid_0's quantile: 9.533\n",
"[72]\tvalid_0's poisson: -69.8599\tvalid_0's quantile: 9.50818\n",
"[73]\tvalid_0's poisson: -69.9557\tvalid_0's quantile: 9.48253\n",
"[74]\tvalid_0's poisson: -70.0509\tvalid_0's quantile: 9.45709\n",
"[75]\tvalid_0's poisson: -70.1456\tvalid_0's quantile: 9.43176\n",
"[76]\tvalid_0's poisson: -70.2437\tvalid_0's quantile: 9.40626\n",
"[77]\tvalid_0's poisson: -70.3412\tvalid_0's quantile: 9.38092\n",
"[78]\tvalid_0's poisson: -70.4382\tvalid_0's quantile: 9.35573\n",
"[79]\tvalid_0's poisson: -70.5346\tvalid_0's quantile: 9.33072\n",
"[80]\tvalid_0's poisson: -70.6305\tvalid_0's quantile: 9.30584\n",
"[81]\tvalid_0's poisson: -70.7258\tvalid_0's quantile: 9.28119\n",
"[82]\tvalid_0's poisson: -70.8095\tvalid_0's quantile: 9.25818\n",
"[83]\tvalid_0's poisson: -70.8998\tvalid_0's quantile: 9.23429\n",
"[84]\tvalid_0's poisson: -70.9896\tvalid_0's quantile: 9.21052\n",
"[85]\tvalid_0's poisson: -71.0733\tvalid_0's quantile: 9.18771\n",
"[86]\tvalid_0's poisson: -71.1621\tvalid_0's quantile: 9.16411\n",
"[87]\tvalid_0's poisson: -71.2504\tvalid_0's quantile: 9.14062\n",
"[88]\tvalid_0's poisson: -71.3465\tvalid_0's quantile: 9.11669\n",
"[89]\tvalid_0's poisson: -71.4278\tvalid_0's quantile: 9.09532\n",
"[90]\tvalid_0's poisson: -71.5087\tvalid_0's quantile: 9.07404\n",
"[91]\tvalid_0's poisson: -71.6045\tvalid_0's quantile: 9.04969\n",
"[92]\tvalid_0's poisson: -71.6997\tvalid_0's quantile: 9.02554\n",
"[93]\tvalid_0's poisson: -71.7944\tvalid_0's quantile: 9.00156\n",
"[94]\tvalid_0's poisson: -71.888\tvalid_0's quantile: 8.97826\n",
"[95]\tvalid_0's poisson: -71.9853\tvalid_0's quantile: 8.95357\n",
"[96]\tvalid_0's poisson: -72.0821\tvalid_0's quantile: 8.92899\n",
"[97]\tvalid_0's poisson: -72.1783\tvalid_0's quantile: 8.9046\n",
"[98]\tvalid_0's poisson: -72.274\tvalid_0's quantile: 8.88052\n",
"[99]\tvalid_0's poisson: -72.3692\tvalid_0's quantile: 8.85659\n",
"[100]\tvalid_0's poisson: -72.4638\tvalid_0's quantile: 8.83285\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.9087\tvalid_0's quantile: 11.6519\n",
"[2]\tvalid_0's poisson: -63.0235\tvalid_0's quantile: 11.6148\n",
"[3]\tvalid_0's poisson: -63.1373\tvalid_0's quantile: 11.5779\n",
"[4]\tvalid_0's poisson: -63.2503\tvalid_0's quantile: 11.5413\n",
"[5]\tvalid_0's poisson: -63.3624\tvalid_0's quantile: 11.5049\n",
"[6]\tvalid_0's poisson: -63.4736\tvalid_0's quantile: 11.4688\n",
"[7]\tvalid_0's poisson: -63.598\tvalid_0's quantile: 11.4309\n",
"[8]\tvalid_0's poisson: -63.7075\tvalid_0's quantile: 11.3951\n",
"[9]\tvalid_0's poisson: -63.8302\tvalid_0's quantile: 11.3577\n",
"[10]\tvalid_0's poisson: -63.952\tvalid_0's quantile: 11.3206\n",
"[11]\tvalid_0's poisson: -64.073\tvalid_0's quantile: 11.2836\n",
"[12]\tvalid_0's poisson: -64.1791\tvalid_0's quantile: 11.2488\n",
"[13]\tvalid_0's poisson: -64.2985\tvalid_0's quantile: 11.2122\n",
"[14]\tvalid_0's poisson: -64.417\tvalid_0's quantile: 11.1764\n",
"[15]\tvalid_0's poisson: -64.5347\tvalid_0's quantile: 11.1407\n",
"[16]\tvalid_0's poisson: -64.638\tvalid_0's quantile: 11.107\n",
"[17]\tvalid_0's poisson: -64.7542\tvalid_0's quantile: 11.0717\n",
"[18]\tvalid_0's poisson: -64.8696\tvalid_0's quantile: 11.0365\n",
"[19]\tvalid_0's poisson: -64.9842\tvalid_0's quantile: 11.0017\n",
"[20]\tvalid_0's poisson: -65.0853\tvalid_0's quantile: 10.969\n",
"[21]\tvalid_0's poisson: -65.1974\tvalid_0's quantile: 10.9352\n",
"[22]\tvalid_0's poisson: -65.3097\tvalid_0's quantile: 10.9014\n",
"[23]\tvalid_0's poisson: -65.4229\tvalid_0's quantile: 10.8674\n",
"[24]\tvalid_0's poisson: -65.5329\tvalid_0's quantile: 10.8341\n",
"[25]\tvalid_0's poisson: -65.6317\tvalid_0's quantile: 10.8026\n",
"[26]\tvalid_0's poisson: -65.7427\tvalid_0's quantile: 10.7697\n",
"[27]\tvalid_0's poisson: -65.8516\tvalid_0's quantile: 10.7374\n",
"[28]\tvalid_0's poisson: -65.9588\tvalid_0's quantile: 10.7053\n",
"[29]\tvalid_0's poisson: -66.0663\tvalid_0's quantile: 10.6736\n",
"[30]\tvalid_0's poisson: -66.1745\tvalid_0's quantile: 10.6417\n",
"[31]\tvalid_0's poisson: -66.2704\tvalid_0's quantile: 10.6118\n",
"[32]\tvalid_0's poisson: -66.376\tvalid_0's quantile: 10.5807\n",
"[33]\tvalid_0's poisson: -66.4797\tvalid_0's quantile: 10.5497\n",
"[34]\tvalid_0's poisson: -66.584\tvalid_0's quantile: 10.5189\n",
"[35]\tvalid_0's poisson: -66.6864\tvalid_0's quantile: 10.4885\n",
"[36]\tvalid_0's poisson: -66.7869\tvalid_0's quantile: 10.4584\n",
"[37]\tvalid_0's poisson: -66.8782\tvalid_0's quantile: 10.4296\n",
"[38]\tvalid_0's poisson: -66.9801\tvalid_0's quantile: 10.3999\n",
"[39]\tvalid_0's poisson: -67.0814\tvalid_0's quantile: 10.3707\n",
"[40]\tvalid_0's poisson: -67.1833\tvalid_0's quantile: 10.3412\n",
"[41]\tvalid_0's poisson: -67.2833\tvalid_0's quantile: 10.3123\n",
"[42]\tvalid_0's poisson: -67.3816\tvalid_0's quantile: 10.2838\n",
"[43]\tvalid_0's poisson: -67.4703\tvalid_0's quantile: 10.257\n",
"[44]\tvalid_0's poisson: -67.5686\tvalid_0's quantile: 10.229\n",
"[45]\tvalid_0's poisson: -67.6648\tvalid_0's quantile: 10.2011\n",
"[46]\tvalid_0's poisson: -67.7604\tvalid_0's quantile: 10.1733\n",
"[47]\tvalid_0's poisson: -67.8554\tvalid_0's quantile: 10.1456\n",
"[48]\tvalid_0's poisson: -67.9522\tvalid_0's quantile: 10.1177\n",
"[49]\tvalid_0's poisson: -68.0359\tvalid_0's quantile: 10.0918\n",
"[50]\tvalid_0's poisson: -68.1292\tvalid_0's quantile: 10.0647\n",
"[51]\tvalid_0's poisson: -68.2246\tvalid_0's quantile: 10.0374\n",
"[52]\tvalid_0's poisson: -68.3193\tvalid_0's quantile: 10.0103\n",
"[53]\tvalid_0's poisson: -68.4161\tvalid_0's quantile: 9.98296\n",
"[54]\tvalid_0's poisson: -68.5096\tvalid_0's quantile: 9.95622\n",
"[55]\tvalid_0's poisson: -68.6054\tvalid_0's quantile: 9.92934\n",
"[56]\tvalid_0's poisson: -68.6963\tvalid_0's quantile: 9.90333\n",
"[57]\tvalid_0's poisson: -68.7911\tvalid_0's quantile: 9.87697\n",
"[58]\tvalid_0's poisson: -68.8809\tvalid_0's quantile: 9.85131\n",
"[59]\tvalid_0's poisson: -68.9719\tvalid_0's quantile: 9.82559\n",
"[60]\tvalid_0's poisson: -69.0654\tvalid_0's quantile: 9.79977\n",
"[61]\tvalid_0's poisson: -69.1536\tvalid_0's quantile: 9.77467\n",
"[62]\tvalid_0's poisson: -69.2463\tvalid_0's quantile: 9.74904\n",
"[63]\tvalid_0's poisson: -69.3336\tvalid_0's quantile: 9.7242\n",
"[64]\tvalid_0's poisson: -69.4255\tvalid_0's quantile: 9.69897\n",
"[65]\tvalid_0's poisson: -69.5119\tvalid_0's quantile: 9.67452\n",
"[66]\tvalid_0's poisson: -69.612\tvalid_0's quantile: 9.64642\n",
"[67]\tvalid_0's poisson: -69.7115\tvalid_0's quantile: 9.6185\n",
"[68]\tvalid_0's poisson: -69.8082\tvalid_0's quantile: 9.59101\n",
"[69]\tvalid_0's poisson: -69.9067\tvalid_0's quantile: 9.5634\n",
"[70]\tvalid_0's poisson: -70.0023\tvalid_0's quantile: 9.53627\n",
"[71]\tvalid_0's poisson: -70.0998\tvalid_0's quantile: 9.50895\n",
"[72]\tvalid_0's poisson: -70.1851\tvalid_0's quantile: 9.48373\n",
"[73]\tvalid_0's poisson: -70.2815\tvalid_0's quantile: 9.45689\n",
"[74]\tvalid_0's poisson: -70.3783\tvalid_0's quantile: 9.43026\n",
"[75]\tvalid_0's poisson: -70.4745\tvalid_0's quantile: 9.4042\n",
"[76]\tvalid_0's poisson: -70.5701\tvalid_0's quantile: 9.37831\n",
"[77]\tvalid_0's poisson: -70.6535\tvalid_0's quantile: 9.35416\n",
"[78]\tvalid_0's poisson: -70.7472\tvalid_0's quantile: 9.32866\n",
"[79]\tvalid_0's poisson: -70.8295\tvalid_0's quantile: 9.30469\n",
"[80]\tvalid_0's poisson: -70.9112\tvalid_0's quantile: 9.28115\n",
"[81]\tvalid_0's poisson: -70.9926\tvalid_0's quantile: 9.25754\n",
"[82]\tvalid_0's poisson: -71.0851\tvalid_0's quantile: 9.23251\n",
"[83]\tvalid_0's poisson: -71.1771\tvalid_0's quantile: 9.20757\n",
"[84]\tvalid_0's poisson: -71.2605\tvalid_0's quantile: 9.18545\n",
"[85]\tvalid_0's poisson: -71.333\tvalid_0's quantile: 9.16502\n",
"[86]\tvalid_0's poisson: -71.4211\tvalid_0's quantile: 9.14068\n",
"[87]\tvalid_0's poisson: -71.5114\tvalid_0's quantile: 9.11626\n",
"[88]\tvalid_0's poisson: -71.601\tvalid_0's quantile: 9.09159\n",
"[89]\tvalid_0's poisson: -71.6702\tvalid_0's quantile: 9.07175\n",
"[90]\tvalid_0's poisson: -71.7597\tvalid_0's quantile: 9.04739\n",
"[91]\tvalid_0's poisson: -71.8592\tvalid_0's quantile: 9.02236\n",
"[92]\tvalid_0's poisson: -71.9578\tvalid_0's quantile: 8.99784\n",
"[93]\tvalid_0's poisson: -72.0563\tvalid_0's quantile: 8.97332\n",
"[94]\tvalid_0's poisson: -72.1542\tvalid_0's quantile: 8.94893\n",
"[95]\tvalid_0's poisson: -72.2516\tvalid_0's quantile: 8.92472\n",
"[96]\tvalid_0's poisson: -72.3484\tvalid_0's quantile: 8.90083\n",
"[97]\tvalid_0's poisson: -72.4449\tvalid_0's quantile: 8.87685\n",
"[98]\tvalid_0's poisson: -72.5407\tvalid_0's quantile: 8.85303\n",
"[99]\tvalid_0's poisson: -72.6361\tvalid_0's quantile: 8.8294\n",
"[100]\tvalid_0's poisson: -72.7312\tvalid_0's quantile: 8.80583\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -63.5364\tvalid_0's quantile: 11.6447\n",
"[2]\tvalid_0's poisson: -63.6504\tvalid_0's quantile: 11.6084\n",
"[3]\tvalid_0's poisson: -63.7635\tvalid_0's quantile: 11.5722\n",
"[4]\tvalid_0's poisson: -63.8758\tvalid_0's quantile: 11.5362\n",
"[5]\tvalid_0's poisson: -63.9872\tvalid_0's quantile: 11.5004\n",
"[6]\tvalid_0's poisson: -64.0977\tvalid_0's quantile: 11.4649\n",
"[7]\tvalid_0's poisson: -64.2208\tvalid_0's quantile: 11.4276\n",
"[8]\tvalid_0's poisson: -64.3429\tvalid_0's quantile: 11.3907\n",
"[9]\tvalid_0's poisson: -64.4642\tvalid_0's quantile: 11.3539\n",
"[10]\tvalid_0's poisson: -64.5723\tvalid_0's quantile: 11.3191\n",
"[11]\tvalid_0's poisson: -64.692\tvalid_0's quantile: 11.2828\n",
"[12]\tvalid_0's poisson: -64.8109\tvalid_0's quantile: 11.2466\n",
"[13]\tvalid_0's poisson: -64.9289\tvalid_0's quantile: 11.2106\n",
"[14]\tvalid_0's poisson: -65.0461\tvalid_0's quantile: 11.1748\n",
"[15]\tvalid_0's poisson: -65.1625\tvalid_0's quantile: 11.1393\n",
"[16]\tvalid_0's poisson: -65.2781\tvalid_0's quantile: 11.1044\n",
"[17]\tvalid_0's poisson: -65.3929\tvalid_0's quantile: 11.0698\n",
"[18]\tvalid_0's poisson: -65.507\tvalid_0's quantile: 11.0353\n",
"[19]\tvalid_0's poisson: -65.6202\tvalid_0's quantile: 11.0009\n",
"[20]\tvalid_0's poisson: -65.7327\tvalid_0's quantile: 10.9667\n",
"[21]\tvalid_0's poisson: -65.8445\tvalid_0's quantile: 10.9329\n",
"[22]\tvalid_0's poisson: -65.9554\tvalid_0's quantile: 10.8993\n",
"[23]\tvalid_0's poisson: -66.0657\tvalid_0's quantile: 10.8662\n",
"[24]\tvalid_0's poisson: -66.1752\tvalid_0's quantile: 10.8332\n",
"[25]\tvalid_0's poisson: -66.284\tvalid_0's quantile: 10.8003\n",
"[26]\tvalid_0's poisson: -66.3921\tvalid_0's quantile: 10.7678\n",
"[27]\tvalid_0's poisson: -66.4893\tvalid_0's quantile: 10.7369\n",
"[28]\tvalid_0's poisson: -66.5858\tvalid_0's quantile: 10.7064\n",
"[29]\tvalid_0's poisson: -66.6919\tvalid_0's quantile: 10.6748\n",
"[30]\tvalid_0's poisson: -66.7974\tvalid_0's quantile: 10.6434\n",
"[31]\tvalid_0's poisson: -66.9028\tvalid_0's quantile: 10.6122\n",
"[32]\tvalid_0's poisson: -67.0076\tvalid_0's quantile: 10.5814\n",
"[33]\tvalid_0's poisson: -67.111\tvalid_0's quantile: 10.5508\n",
"[34]\tvalid_0's poisson: -67.2165\tvalid_0's quantile: 10.5201\n",
"[35]\tvalid_0's poisson: -67.3206\tvalid_0's quantile: 10.4895\n",
"[36]\tvalid_0's poisson: -67.4248\tvalid_0's quantile: 10.4592\n",
"[37]\tvalid_0's poisson: -67.5156\tvalid_0's quantile: 10.4306\n",
"[38]\tvalid_0's poisson: -67.6166\tvalid_0's quantile: 10.4011\n",
"[39]\tvalid_0's poisson: -67.717\tvalid_0's quantile: 10.3717\n",
"[40]\tvalid_0's poisson: -67.8159\tvalid_0's quantile: 10.3424\n",
"[41]\tvalid_0's poisson: -67.9151\tvalid_0's quantile: 10.3134\n",
"[42]\tvalid_0's poisson: -68.0039\tvalid_0's quantile: 10.2863\n",
"[43]\tvalid_0's poisson: -68.1019\tvalid_0's quantile: 10.258\n",
"[44]\tvalid_0's poisson: -68.1984\tvalid_0's quantile: 10.2299\n",
"[45]\tvalid_0's poisson: -68.2952\tvalid_0's quantile: 10.2021\n",
"[46]\tvalid_0's poisson: -68.3914\tvalid_0's quantile: 10.1746\n",
"[47]\tvalid_0's poisson: -68.4861\tvalid_0's quantile: 10.1473\n",
"[48]\tvalid_0's poisson: -68.5812\tvalid_0's quantile: 10.1203\n",
"[49]\tvalid_0's poisson: -68.6756\tvalid_0's quantile: 10.0935\n",
"[50]\tvalid_0's poisson: -68.7609\tvalid_0's quantile: 10.0681\n",
"[51]\tvalid_0's poisson: -68.8543\tvalid_0's quantile: 10.0415\n",
"[52]\tvalid_0's poisson: -68.9471\tvalid_0's quantile: 10.015\n",
"[53]\tvalid_0's poisson: -69.0394\tvalid_0's quantile: 9.98875\n",
"[54]\tvalid_0's poisson: -69.1311\tvalid_0's quantile: 9.96269\n",
"[55]\tvalid_0's poisson: -69.2223\tvalid_0's quantile: 9.93693\n",
"[56]\tvalid_0's poisson: -69.3129\tvalid_0's quantile: 9.91135\n",
"[57]\tvalid_0's poisson: -69.403\tvalid_0's quantile: 9.88586\n",
"[58]\tvalid_0's poisson: -69.4925\tvalid_0's quantile: 9.86051\n",
"[59]\tvalid_0's poisson: -69.573\tvalid_0's quantile: 9.83656\n",
"[60]\tvalid_0's poisson: -69.6616\tvalid_0's quantile: 9.8117\n",
"[61]\tvalid_0's poisson: -69.7496\tvalid_0's quantile: 9.78695\n",
"[62]\tvalid_0's poisson: -69.8469\tvalid_0's quantile: 9.7586\n",
"[63]\tvalid_0's poisson: -69.9405\tvalid_0's quantile: 9.7305\n",
"[64]\tvalid_0's poisson: -70.0367\tvalid_0's quantile: 9.7025\n",
"[65]\tvalid_0's poisson: -70.1242\tvalid_0's quantile: 9.67583\n",
"[66]\tvalid_0's poisson: -70.2165\tvalid_0's quantile: 9.64838\n",
"[67]\tvalid_0's poisson: -70.3081\tvalid_0's quantile: 9.62123\n",
"[68]\tvalid_0's poisson: -70.4036\tvalid_0's quantile: 9.59355\n",
"[69]\tvalid_0's poisson: -70.4985\tvalid_0's quantile: 9.56598\n",
"[70]\tvalid_0's poisson: -70.5843\tvalid_0's quantile: 9.53995\n",
"[71]\tvalid_0's poisson: -70.684\tvalid_0's quantile: 9.51274\n",
"[72]\tvalid_0's poisson: -70.7735\tvalid_0's quantile: 9.4864\n",
"[73]\tvalid_0's poisson: -70.8683\tvalid_0's quantile: 9.46027\n",
"[74]\tvalid_0's poisson: -70.9699\tvalid_0's quantile: 9.43338\n",
"[75]\tvalid_0's poisson: -71.0682\tvalid_0's quantile: 9.40739\n",
"[76]\tvalid_0's poisson: -71.1648\tvalid_0's quantile: 9.38181\n",
"[77]\tvalid_0's poisson: -71.2608\tvalid_0's quantile: 9.35634\n",
"[78]\tvalid_0's poisson: -71.3616\tvalid_0's quantile: 9.33021\n",
"[79]\tvalid_0's poisson: -71.4618\tvalid_0's quantile: 9.30418\n",
"[80]\tvalid_0's poisson: -71.5615\tvalid_0's quantile: 9.2783\n",
"[81]\tvalid_0's poisson: -71.6606\tvalid_0's quantile: 9.25253\n",
"[82]\tvalid_0's poisson: -71.7554\tvalid_0's quantile: 9.22739\n",
"[83]\tvalid_0's poisson: -71.8497\tvalid_0's quantile: 9.20236\n",
"[84]\tvalid_0's poisson: -71.9434\tvalid_0's quantile: 9.17753\n",
"[85]\tvalid_0's poisson: -72.0366\tvalid_0's quantile: 9.15277\n",
"[86]\tvalid_0's poisson: -72.1333\tvalid_0's quantile: 9.12762\n",
"[87]\tvalid_0's poisson: -72.2295\tvalid_0's quantile: 9.10266\n",
"[88]\tvalid_0's poisson: -72.3251\tvalid_0's quantile: 9.07779\n",
"[89]\tvalid_0's poisson: -72.411\tvalid_0's quantile: 9.05614\n",
"[90]\tvalid_0's poisson: -72.5046\tvalid_0's quantile: 9.03161\n",
"[91]\tvalid_0's poisson: -72.5965\tvalid_0's quantile: 9.00768\n",
"[92]\tvalid_0's poisson: -72.68\tvalid_0's quantile: 8.98664\n",
"[93]\tvalid_0's poisson: -72.7642\tvalid_0's quantile: 8.9655\n",
"[94]\tvalid_0's poisson: -72.848\tvalid_0's quantile: 8.94444\n",
"[95]\tvalid_0's poisson: -72.9313\tvalid_0's quantile: 8.92367\n",
"[96]\tvalid_0's poisson: -73.0141\tvalid_0's quantile: 8.90306\n",
"[97]\tvalid_0's poisson: -73.0965\tvalid_0's quantile: 8.8826\n",
"[98]\tvalid_0's poisson: -73.1857\tvalid_0's quantile: 8.85951\n",
"[99]\tvalid_0's poisson: -73.2744\tvalid_0's quantile: 8.83651\n",
"[100]\tvalid_0's poisson: -73.3626\tvalid_0's quantile: 8.81371\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -62.2754\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.3892\tvalid_0's quantile: 11.6253\n",
"[3]\tvalid_0's poisson: -62.5021\tvalid_0's quantile: 11.5896\n",
"[4]\tvalid_0's poisson: -62.6142\tvalid_0's quantile: 11.5542\n",
"[5]\tvalid_0's poisson: -62.7255\tvalid_0's quantile: 11.5191\n",
"[6]\tvalid_0's poisson: -62.836\tvalid_0's quantile: 11.4841\n",
"[7]\tvalid_0's poisson: -62.9457\tvalid_0's quantile: 11.4494\n",
"[8]\tvalid_0's poisson: -63.0545\tvalid_0's quantile: 11.4149\n",
"[9]\tvalid_0's poisson: -63.1626\tvalid_0's quantile: 11.3805\n",
"[10]\tvalid_0's poisson: -63.27\tvalid_0's quantile: 11.3463\n",
"[11]\tvalid_0's poisson: -63.3765\tvalid_0's quantile: 11.3124\n",
"[12]\tvalid_0's poisson: -63.4823\tvalid_0's quantile: 11.2786\n",
"[13]\tvalid_0's poisson: -63.5874\tvalid_0's quantile: 11.2455\n",
"[14]\tvalid_0's poisson: -63.6917\tvalid_0's quantile: 11.2125\n",
"[15]\tvalid_0's poisson: -63.7952\tvalid_0's quantile: 11.1797\n",
"[16]\tvalid_0's poisson: -63.8981\tvalid_0's quantile: 11.1471\n",
"[17]\tvalid_0's poisson: -64.0018\tvalid_0's quantile: 11.1145\n",
"[18]\tvalid_0's poisson: -64.1048\tvalid_0's quantile: 11.0825\n",
"[19]\tvalid_0's poisson: -64.207\tvalid_0's quantile: 11.0506\n",
"[20]\tvalid_0's poisson: -64.3086\tvalid_0's quantile: 11.0192\n",
"[21]\tvalid_0's poisson: -64.4095\tvalid_0's quantile: 10.9879\n",
"[22]\tvalid_0's poisson: -64.5097\tvalid_0's quantile: 10.9568\n",
"[23]\tvalid_0's poisson: -64.6092\tvalid_0's quantile: 10.9258\n",
"[24]\tvalid_0's poisson: -64.708\tvalid_0's quantile: 10.8951\n",
"[25]\tvalid_0's poisson: -64.8062\tvalid_0's quantile: 10.8647\n",
"[26]\tvalid_0's poisson: -64.9045\tvalid_0's quantile: 10.8345\n",
"[27]\tvalid_0's poisson: -65.0014\tvalid_0's quantile: 10.8047\n",
"[28]\tvalid_0's poisson: -65.0963\tvalid_0's quantile: 10.7752\n",
"[29]\tvalid_0's poisson: -65.1927\tvalid_0's quantile: 10.7457\n",
"[30]\tvalid_0's poisson: -65.2873\tvalid_0's quantile: 10.7167\n",
"[31]\tvalid_0's poisson: -65.3814\tvalid_0's quantile: 10.6879\n",
"[32]\tvalid_0's poisson: -65.4759\tvalid_0's quantile: 10.6588\n",
"[33]\tvalid_0's poisson: -65.5687\tvalid_0's quantile: 10.6304\n",
"[34]\tvalid_0's poisson: -65.662\tvalid_0's quantile: 10.6018\n",
"[35]\tvalid_0's poisson: -65.7537\tvalid_0's quantile: 10.5738\n",
"[36]\tvalid_0's poisson: -65.8458\tvalid_0's quantile: 10.5457\n",
"[37]\tvalid_0's poisson: -65.9363\tvalid_0's quantile: 10.5182\n",
"[38]\tvalid_0's poisson: -66.0284\tvalid_0's quantile: 10.4907\n",
"[39]\tvalid_0's poisson: -66.1284\tvalid_0's quantile: 10.4607\n",
"[40]\tvalid_0's poisson: -66.2298\tvalid_0's quantile: 10.4307\n",
"[41]\tvalid_0's poisson: -66.3171\tvalid_0's quantile: 10.4045\n",
"[42]\tvalid_0's poisson: -66.407\tvalid_0's quantile: 10.3781\n",
"[43]\tvalid_0's poisson: -66.4952\tvalid_0's quantile: 10.352\n",
"[44]\tvalid_0's poisson: -66.6013\tvalid_0's quantile: 10.3238\n",
"[45]\tvalid_0's poisson: -66.7171\tvalid_0's quantile: 10.2926\n",
"[46]\tvalid_0's poisson: -66.8322\tvalid_0's quantile: 10.2616\n",
"[47]\tvalid_0's poisson: -66.9466\tvalid_0's quantile: 10.2307\n",
"[48]\tvalid_0's poisson: -67.0603\tvalid_0's quantile: 10.1998\n",
"[49]\tvalid_0's poisson: -67.1737\tvalid_0's quantile: 10.1692\n",
"[50]\tvalid_0's poisson: -67.2864\tvalid_0's quantile: 10.1388\n",
"[51]\tvalid_0's poisson: -67.3984\tvalid_0's quantile: 10.1085\n",
"[52]\tvalid_0's poisson: -67.5096\tvalid_0's quantile: 10.0784\n",
"[53]\tvalid_0's poisson: -67.6206\tvalid_0's quantile: 10.0485\n",
"[54]\tvalid_0's poisson: -67.7309\tvalid_0's quantile: 10.0188\n",
"[55]\tvalid_0's poisson: -67.8406\tvalid_0's quantile: 9.98923\n",
"[56]\tvalid_0's poisson: -67.9458\tvalid_0's quantile: 9.95909\n",
"[57]\tvalid_0's poisson: -68.051\tvalid_0's quantile: 9.92956\n",
"[58]\tvalid_0's poisson: -68.1594\tvalid_0's quantile: 9.90128\n",
"[59]\tvalid_0's poisson: -68.2672\tvalid_0's quantile: 9.87312\n",
"[60]\tvalid_0's poisson: -68.3736\tvalid_0's quantile: 9.84503\n",
"[61]\tvalid_0's poisson: -68.4805\tvalid_0's quantile: 9.81709\n",
"[62]\tvalid_0's poisson: -68.5835\tvalid_0's quantile: 9.78874\n",
"[63]\tvalid_0's poisson: -68.6893\tvalid_0's quantile: 9.76115\n",
"[64]\tvalid_0's poisson: -68.7912\tvalid_0's quantile: 9.73313\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -68.8926\tvalid_0's quantile: 9.70522\n",
"[66]\tvalid_0's poisson: -68.9933\tvalid_0's quantile: 9.67742\n",
"[67]\tvalid_0's poisson: -69.0934\tvalid_0's quantile: 9.64986\n",
"[68]\tvalid_0's poisson: -69.1966\tvalid_0's quantile: 9.62291\n",
"[69]\tvalid_0's poisson: -69.2854\tvalid_0's quantile: 9.59704\n",
"[70]\tvalid_0's poisson: -69.384\tvalid_0's quantile: 9.5703\n",
"[71]\tvalid_0's poisson: -69.4819\tvalid_0's quantile: 9.54387\n",
"[72]\tvalid_0's poisson: -69.5793\tvalid_0's quantile: 9.51754\n",
"[73]\tvalid_0's poisson: -69.6762\tvalid_0's quantile: 9.49148\n",
"[74]\tvalid_0's poisson: -69.7767\tvalid_0's quantile: 9.46574\n",
"[75]\tvalid_0's poisson: -69.8752\tvalid_0's quantile: 9.44026\n",
"[76]\tvalid_0's poisson: -69.9742\tvalid_0's quantile: 9.41475\n",
"[77]\tvalid_0's poisson: -70.0727\tvalid_0's quantile: 9.38937\n",
"[78]\tvalid_0's poisson: -70.1699\tvalid_0's quantile: 9.36428\n",
"[79]\tvalid_0's poisson: -70.2643\tvalid_0's quantile: 9.33914\n",
"[80]\tvalid_0's poisson: -70.3519\tvalid_0's quantile: 9.31523\n",
"[81]\tvalid_0's poisson: -70.4346\tvalid_0's quantile: 9.29233\n",
"[82]\tvalid_0's poisson: -70.5262\tvalid_0's quantile: 9.26814\n",
"[83]\tvalid_0's poisson: -70.6004\tvalid_0's quantile: 9.24798\n",
"[84]\tvalid_0's poisson: -70.6784\tvalid_0's quantile: 9.22703\n",
"[85]\tvalid_0's poisson: -70.7563\tvalid_0's quantile: 9.20445\n",
"[86]\tvalid_0's poisson: -70.8436\tvalid_0's quantile: 9.18273\n",
"[87]\tvalid_0's poisson: -70.9349\tvalid_0's quantile: 9.15858\n",
"[88]\tvalid_0's poisson: -71.0214\tvalid_0's quantile: 9.13714\n",
"[89]\tvalid_0's poisson: -71.1073\tvalid_0's quantile: 9.11584\n",
"[90]\tvalid_0's poisson: -71.1998\tvalid_0's quantile: 9.09255\n",
"[91]\tvalid_0's poisson: -71.2834\tvalid_0's quantile: 9.07109\n",
"[92]\tvalid_0's poisson: -71.3753\tvalid_0's quantile: 9.04804\n",
"[93]\tvalid_0's poisson: -71.4667\tvalid_0's quantile: 9.02507\n",
"[94]\tvalid_0's poisson: -71.5622\tvalid_0's quantile: 9.00159\n",
"[95]\tvalid_0's poisson: -71.6573\tvalid_0's quantile: 8.97822\n",
"[96]\tvalid_0's poisson: -71.7386\tvalid_0's quantile: 8.95812\n",
"[97]\tvalid_0's poisson: -71.8331\tvalid_0's quantile: 8.93522\n",
"[98]\tvalid_0's poisson: -71.917\tvalid_0's quantile: 8.91499\n",
"[99]\tvalid_0's poisson: -72.0005\tvalid_0's quantile: 8.89495\n",
"[100]\tvalid_0's poisson: -72.0944\tvalid_0's quantile: 8.87206\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -70.7066\tvalid_0's quantile: 9.27622\n",
"[2]\tvalid_0's poisson: -77.059\tvalid_0's quantile: 7.58773\n",
"[3]\tvalid_0's poisson: -82.2725\tvalid_0's quantile: 6.45244\n",
"[4]\tvalid_0's poisson: -86.3863\tvalid_0's quantile: 5.68317\n",
"[5]\tvalid_0's poisson: -89.3487\tvalid_0's quantile: 5.14828\n",
"[6]\tvalid_0's poisson: -92.159\tvalid_0's quantile: 4.72683\n",
"[7]\tvalid_0's poisson: -94.3466\tvalid_0's quantile: 4.40661\n",
"[8]\tvalid_0's poisson: -96.19\tvalid_0's quantile: 4.14721\n",
"[9]\tvalid_0's poisson: -97.6275\tvalid_0's quantile: 3.95097\n",
"[10]\tvalid_0's poisson: -98.7196\tvalid_0's quantile: 3.78508\n",
"[11]\tvalid_0's poisson: -99.6336\tvalid_0's quantile: 3.66986\n",
"[12]\tvalid_0's poisson: -100.325\tvalid_0's quantile: 3.57286\n",
"[13]\tvalid_0's poisson: -100.949\tvalid_0's quantile: 3.48685\n",
"[14]\tvalid_0's poisson: -101.401\tvalid_0's quantile: 3.40427\n",
"[15]\tvalid_0's poisson: -101.878\tvalid_0's quantile: 3.34756\n",
"[16]\tvalid_0's poisson: -102.175\tvalid_0's quantile: 3.31457\n",
"[17]\tvalid_0's poisson: -102.4\tvalid_0's quantile: 3.28591\n",
"[18]\tvalid_0's poisson: -102.595\tvalid_0's quantile: 3.26542\n",
"[19]\tvalid_0's poisson: -102.797\tvalid_0's quantile: 3.2329\n",
"[20]\tvalid_0's poisson: -102.94\tvalid_0's quantile: 3.21249\n",
"[21]\tvalid_0's poisson: -103.064\tvalid_0's quantile: 3.18437\n",
"[22]\tvalid_0's poisson: -103.166\tvalid_0's quantile: 3.17208\n",
"[23]\tvalid_0's poisson: -103.265\tvalid_0's quantile: 3.16152\n",
"[24]\tvalid_0's poisson: -103.282\tvalid_0's quantile: 3.15334\n",
"[25]\tvalid_0's poisson: -103.394\tvalid_0's quantile: 3.12786\n",
"[26]\tvalid_0's poisson: -103.492\tvalid_0's quantile: 3.09301\n",
"[27]\tvalid_0's poisson: -103.587\tvalid_0's quantile: 3.08419\n",
"[28]\tvalid_0's poisson: -103.59\tvalid_0's quantile: 3.07798\n",
"[29]\tvalid_0's poisson: -103.648\tvalid_0's quantile: 3.06581\n",
"[30]\tvalid_0's poisson: -103.698\tvalid_0's quantile: 3.05566\n",
"[31]\tvalid_0's poisson: -103.744\tvalid_0's quantile: 3.04656\n",
"[32]\tvalid_0's poisson: -103.764\tvalid_0's quantile: 3.03705\n",
"[33]\tvalid_0's poisson: -103.821\tvalid_0's quantile: 3.02728\n",
"[34]\tvalid_0's poisson: -103.859\tvalid_0's quantile: 3.02478\n",
"[35]\tvalid_0's poisson: -103.883\tvalid_0's quantile: 3.02348\n",
"[36]\tvalid_0's poisson: -103.913\tvalid_0's quantile: 3.01106\n",
"[37]\tvalid_0's poisson: -103.96\tvalid_0's quantile: 3.0069\n",
"[38]\tvalid_0's poisson: -103.953\tvalid_0's quantile: 3.00332\n",
"[39]\tvalid_0's poisson: -103.985\tvalid_0's quantile: 3.00234\n",
"[40]\tvalid_0's poisson: -104.013\tvalid_0's quantile: 2.99957\n",
"[41]\tvalid_0's poisson: -104.059\tvalid_0's quantile: 2.99203\n",
"[42]\tvalid_0's poisson: -104.092\tvalid_0's quantile: 2.98771\n",
"[43]\tvalid_0's poisson: -104.114\tvalid_0's quantile: 2.98532\n",
"[44]\tvalid_0's poisson: -104.122\tvalid_0's quantile: 2.98379\n",
"[45]\tvalid_0's poisson: -104.164\tvalid_0's quantile: 2.97808\n",
"[46]\tvalid_0's poisson: -104.179\tvalid_0's quantile: 2.97352\n",
"[47]\tvalid_0's poisson: -104.192\tvalid_0's quantile: 2.97221\n",
"[48]\tvalid_0's poisson: -104.205\tvalid_0's quantile: 2.97221\n",
"[49]\tvalid_0's poisson: -104.224\tvalid_0's quantile: 2.9698\n",
"[50]\tvalid_0's poisson: -104.259\tvalid_0's quantile: 2.96109\n",
"[51]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.94723\n",
"[52]\tvalid_0's poisson: -104.332\tvalid_0's quantile: 2.93283\n",
"[53]\tvalid_0's poisson: -104.35\tvalid_0's quantile: 2.92497\n",
"[54]\tvalid_0's poisson: -104.347\tvalid_0's quantile: 2.92099\n",
"[55]\tvalid_0's poisson: -104.366\tvalid_0's quantile: 2.92044\n",
"[56]\tvalid_0's poisson: -104.405\tvalid_0's quantile: 2.91803\n",
"[57]\tvalid_0's poisson: -104.433\tvalid_0's quantile: 2.90896\n",
"[58]\tvalid_0's poisson: -104.462\tvalid_0's quantile: 2.90379\n",
"[59]\tvalid_0's poisson: -104.489\tvalid_0's quantile: 2.90019\n",
"[60]\tvalid_0's poisson: -104.5\tvalid_0's quantile: 2.89883\n",
"[61]\tvalid_0's poisson: -104.476\tvalid_0's quantile: 2.89865\n",
"[62]\tvalid_0's poisson: -104.509\tvalid_0's quantile: 2.89458\n",
"[63]\tvalid_0's poisson: -104.522\tvalid_0's quantile: 2.89436\n",
"[64]\tvalid_0's poisson: -104.509\tvalid_0's quantile: 2.89176\n",
"[65]\tvalid_0's poisson: -104.521\tvalid_0's quantile: 2.89169\n",
"[66]\tvalid_0's poisson: -104.527\tvalid_0's quantile: 2.88986\n",
"[67]\tvalid_0's poisson: -104.555\tvalid_0's quantile: 2.88714\n",
"[68]\tvalid_0's poisson: -104.596\tvalid_0's quantile: 2.88309\n",
"[69]\tvalid_0's poisson: -104.594\tvalid_0's quantile: 2.88282\n",
"[70]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.88047\n",
"[71]\tvalid_0's poisson: -104.635\tvalid_0's quantile: 2.87747\n",
"[72]\tvalid_0's poisson: -104.632\tvalid_0's quantile: 2.87692\n",
"[73]\tvalid_0's poisson: -104.667\tvalid_0's quantile: 2.87328\n",
"[74]\tvalid_0's poisson: -104.696\tvalid_0's quantile: 2.86996\n",
"[75]\tvalid_0's poisson: -104.713\tvalid_0's quantile: 2.86612\n",
"[76]\tvalid_0's poisson: -104.722\tvalid_0's quantile: 2.86548\n",
"[77]\tvalid_0's poisson: -104.728\tvalid_0's quantile: 2.86256\n",
"[78]\tvalid_0's poisson: -104.739\tvalid_0's quantile: 2.86247\n",
"[79]\tvalid_0's poisson: -104.761\tvalid_0's quantile: 2.86216\n",
"[80]\tvalid_0's poisson: -104.785\tvalid_0's quantile: 2.85925\n",
"[81]\tvalid_0's poisson: -104.803\tvalid_0's quantile: 2.85848\n",
"[82]\tvalid_0's poisson: -104.826\tvalid_0's quantile: 2.85895\n",
"[83]\tvalid_0's poisson: -104.849\tvalid_0's quantile: 2.8596\n",
"[84]\tvalid_0's poisson: -104.866\tvalid_0's quantile: 2.84295\n",
"[85]\tvalid_0's poisson: -104.859\tvalid_0's quantile: 2.84337\n",
"[86]\tvalid_0's poisson: -104.867\tvalid_0's quantile: 2.83996\n",
"[87]\tvalid_0's poisson: -104.862\tvalid_0's quantile: 2.83956\n",
"[88]\tvalid_0's poisson: -104.821\tvalid_0's quantile: 2.83849\n",
"[89]\tvalid_0's poisson: -104.846\tvalid_0's quantile: 2.83964\n",
"[90]\tvalid_0's poisson: -104.854\tvalid_0's quantile: 2.84009\n",
"[91]\tvalid_0's poisson: -104.853\tvalid_0's quantile: 2.83941\n",
"[92]\tvalid_0's poisson: -104.871\tvalid_0's quantile: 2.83875\n",
"[93]\tvalid_0's poisson: -104.869\tvalid_0's quantile: 2.83829\n",
"[94]\tvalid_0's poisson: -104.883\tvalid_0's quantile: 2.83785\n",
"[95]\tvalid_0's poisson: -104.873\tvalid_0's quantile: 2.83756\n",
"[96]\tvalid_0's poisson: -104.878\tvalid_0's quantile: 2.83709\n",
"[97]\tvalid_0's poisson: -104.853\tvalid_0's quantile: 2.83164\n",
"[98]\tvalid_0's poisson: -104.858\tvalid_0's quantile: 2.83215\n",
"[99]\tvalid_0's poisson: -104.86\tvalid_0's quantile: 2.8324\n",
"[100]\tvalid_0's poisson: -104.868\tvalid_0's quantile: 2.83245\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -71.1252\tvalid_0's quantile: 9.22733\n",
"[2]\tvalid_0's poisson: -77.1033\tvalid_0's quantile: 7.65737\n",
"[3]\tvalid_0's poisson: -82.4564\tvalid_0's quantile: 6.4809\n",
"[4]\tvalid_0's poisson: -86.6474\tvalid_0's quantile: 5.68957\n",
"[5]\tvalid_0's poisson: -89.5802\tvalid_0's quantile: 5.17103\n",
"[6]\tvalid_0's poisson: -92.125\tvalid_0's quantile: 4.78333\n",
"[7]\tvalid_0's poisson: -94.2477\tvalid_0's quantile: 4.44924\n",
"[8]\tvalid_0's poisson: -95.8057\tvalid_0's quantile: 4.24184\n",
"[9]\tvalid_0's poisson: -97.3578\tvalid_0's quantile: 4.01469\n",
"[10]\tvalid_0's poisson: -98.5309\tvalid_0's quantile: 3.83994\n",
"[11]\tvalid_0's poisson: -99.3264\tvalid_0's quantile: 3.72823\n",
"[12]\tvalid_0's poisson: -100.134\tvalid_0's quantile: 3.62309\n",
"[13]\tvalid_0's poisson: -100.736\tvalid_0's quantile: 3.54219\n",
"[14]\tvalid_0's poisson: -101.205\tvalid_0's quantile: 3.48723\n",
"[15]\tvalid_0's poisson: -101.605\tvalid_0's quantile: 3.43672\n",
"[16]\tvalid_0's poisson: -101.869\tvalid_0's quantile: 3.39619\n",
"[17]\tvalid_0's poisson: -102.083\tvalid_0's quantile: 3.35597\n",
"[18]\tvalid_0's poisson: -102.248\tvalid_0's quantile: 3.34293\n",
"[19]\tvalid_0's poisson: -102.37\tvalid_0's quantile: 3.3204\n",
"[20]\tvalid_0's poisson: -102.493\tvalid_0's quantile: 3.30321\n",
"[21]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.28914\n",
"[22]\tvalid_0's poisson: -102.695\tvalid_0's quantile: 3.26284\n",
"[23]\tvalid_0's poisson: -102.867\tvalid_0's quantile: 3.22101\n",
"[24]\tvalid_0's poisson: -102.912\tvalid_0's quantile: 3.213\n",
"[25]\tvalid_0's poisson: -102.973\tvalid_0's quantile: 3.19502\n",
"[26]\tvalid_0's poisson: -103.024\tvalid_0's quantile: 3.18633\n",
"[27]\tvalid_0's poisson: -103.101\tvalid_0's quantile: 3.17504\n",
"[28]\tvalid_0's poisson: -103.231\tvalid_0's quantile: 3.1357\n",
"[29]\tvalid_0's poisson: -103.26\tvalid_0's quantile: 3.12781\n",
"[30]\tvalid_0's poisson: -103.296\tvalid_0's quantile: 3.11986\n",
"[31]\tvalid_0's poisson: -103.368\tvalid_0's quantile: 3.11051\n",
"[32]\tvalid_0's poisson: -103.424\tvalid_0's quantile: 3.10533\n",
"[33]\tvalid_0's poisson: -103.426\tvalid_0's quantile: 3.1046\n",
"[34]\tvalid_0's poisson: -103.439\tvalid_0's quantile: 3.10343\n",
"[35]\tvalid_0's poisson: -103.464\tvalid_0's quantile: 3.10161\n",
"[36]\tvalid_0's poisson: -103.487\tvalid_0's quantile: 3.09119\n",
"[37]\tvalid_0's poisson: -103.507\tvalid_0's quantile: 3.08809\n",
"[38]\tvalid_0's poisson: -103.546\tvalid_0's quantile: 3.08277\n",
"[39]\tvalid_0's poisson: -103.588\tvalid_0's quantile: 3.08221\n",
"[40]\tvalid_0's poisson: -103.608\tvalid_0's quantile: 3.07989\n",
"[41]\tvalid_0's poisson: -103.638\tvalid_0's quantile: 3.05701\n",
"[42]\tvalid_0's poisson: -103.654\tvalid_0's quantile: 3.05405\n",
"[43]\tvalid_0's poisson: -103.673\tvalid_0's quantile: 3.04956\n",
"[44]\tvalid_0's poisson: -103.713\tvalid_0's quantile: 3.04537\n",
"[45]\tvalid_0's poisson: -103.741\tvalid_0's quantile: 3.02799\n",
"[46]\tvalid_0's poisson: -103.805\tvalid_0's quantile: 3.01801\n",
"[47]\tvalid_0's poisson: -103.818\tvalid_0's quantile: 3.01327\n",
"[48]\tvalid_0's poisson: -103.882\tvalid_0's quantile: 3.00559\n",
"[49]\tvalid_0's poisson: -103.893\tvalid_0's quantile: 3.00581\n",
"[50]\tvalid_0's poisson: -103.898\tvalid_0's quantile: 3.00517\n",
"[51]\tvalid_0's poisson: -103.926\tvalid_0's quantile: 3.00208\n",
"[52]\tvalid_0's poisson: -103.958\tvalid_0's quantile: 2.99827\n",
"[53]\tvalid_0's poisson: -103.972\tvalid_0's quantile: 2.99293\n",
"[54]\tvalid_0's poisson: -103.986\tvalid_0's quantile: 2.98935\n",
"[55]\tvalid_0's poisson: -104.007\tvalid_0's quantile: 2.97888\n",
"[56]\tvalid_0's poisson: -103.993\tvalid_0's quantile: 2.98016\n",
"[57]\tvalid_0's poisson: -104.04\tvalid_0's quantile: 2.97695\n",
"[58]\tvalid_0's poisson: -104.062\tvalid_0's quantile: 2.9749\n",
"[59]\tvalid_0's poisson: -104.06\tvalid_0's quantile: 2.97397\n",
"[60]\tvalid_0's poisson: -104.068\tvalid_0's quantile: 2.97449\n",
"[61]\tvalid_0's poisson: -104.119\tvalid_0's quantile: 2.96722\n",
"[62]\tvalid_0's poisson: -104.138\tvalid_0's quantile: 2.96449\n",
"[63]\tvalid_0's poisson: -104.158\tvalid_0's quantile: 2.9619\n",
"[64]\tvalid_0's poisson: -104.198\tvalid_0's quantile: 2.95803\n",
"[65]\tvalid_0's poisson: -104.305\tvalid_0's quantile: 2.94375\n",
"[66]\tvalid_0's poisson: -104.327\tvalid_0's quantile: 2.93099\n",
"[67]\tvalid_0's poisson: -104.358\tvalid_0's quantile: 2.92691\n",
"[68]\tvalid_0's poisson: -104.366\tvalid_0's quantile: 2.92677\n",
"[69]\tvalid_0's poisson: -104.362\tvalid_0's quantile: 2.92748\n",
"[70]\tvalid_0's poisson: -104.357\tvalid_0's quantile: 2.92509\n",
"[71]\tvalid_0's poisson: -104.36\tvalid_0's quantile: 2.92353\n",
"[72]\tvalid_0's poisson: -104.376\tvalid_0's quantile: 2.91985\n",
"[73]\tvalid_0's poisson: -104.382\tvalid_0's quantile: 2.91698\n",
"[74]\tvalid_0's poisson: -104.379\tvalid_0's quantile: 2.9169\n",
"[75]\tvalid_0's poisson: -104.407\tvalid_0's quantile: 2.91228\n",
"[76]\tvalid_0's poisson: -104.407\tvalid_0's quantile: 2.9122\n",
"[77]\tvalid_0's poisson: -104.416\tvalid_0's quantile: 2.91066\n",
"[78]\tvalid_0's poisson: -104.42\tvalid_0's quantile: 2.90961\n",
"[79]\tvalid_0's poisson: -104.414\tvalid_0's quantile: 2.9081\n",
"[80]\tvalid_0's poisson: -104.421\tvalid_0's quantile: 2.90647\n",
"[81]\tvalid_0's poisson: -104.433\tvalid_0's quantile: 2.90578\n",
"[82]\tvalid_0's poisson: -104.437\tvalid_0's quantile: 2.90134\n",
"[83]\tvalid_0's poisson: -104.482\tvalid_0's quantile: 2.89756\n",
"[84]\tvalid_0's poisson: -104.487\tvalid_0's quantile: 2.89691\n",
"[85]\tvalid_0's poisson: -104.496\tvalid_0's quantile: 2.89611\n",
"[86]\tvalid_0's poisson: -104.506\tvalid_0's quantile: 2.89504\n",
"[87]\tvalid_0's poisson: -104.512\tvalid_0's quantile: 2.8935\n",
"[88]\tvalid_0's poisson: -104.52\tvalid_0's quantile: 2.89382\n",
"[89]\tvalid_0's poisson: -104.518\tvalid_0's quantile: 2.89368\n",
"[90]\tvalid_0's poisson: -104.513\tvalid_0's quantile: 2.89374\n",
"[91]\tvalid_0's poisson: -104.514\tvalid_0's quantile: 2.89326\n",
"[92]\tvalid_0's poisson: -104.524\tvalid_0's quantile: 2.89134\n",
"[93]\tvalid_0's poisson: -104.525\tvalid_0's quantile: 2.8903\n",
"[94]\tvalid_0's poisson: -104.531\tvalid_0's quantile: 2.8892\n",
"[95]\tvalid_0's poisson: -104.534\tvalid_0's quantile: 2.88661\n",
"[96]\tvalid_0's poisson: -104.53\tvalid_0's quantile: 2.88544\n",
"[97]\tvalid_0's poisson: -104.533\tvalid_0's quantile: 2.88504\n",
"[98]\tvalid_0's poisson: -104.531\tvalid_0's quantile: 2.882\n",
"[99]\tvalid_0's poisson: -104.542\tvalid_0's quantile: 2.88238\n",
"[100]\tvalid_0's poisson: -104.553\tvalid_0's quantile: 2.8806\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -71.3776\tvalid_0's quantile: 9.2099\n",
"[2]\tvalid_0's poisson: -77.175\tvalid_0's quantile: 7.67038\n",
"[3]\tvalid_0's poisson: -82.4334\tvalid_0's quantile: 6.48865\n",
"[4]\tvalid_0's poisson: -86.2115\tvalid_0's quantile: 5.73262\n",
"[5]\tvalid_0's poisson: -89.5778\tvalid_0's quantile: 5.16807\n",
"[6]\tvalid_0's poisson: -92.207\tvalid_0's quantile: 4.787\n",
"[7]\tvalid_0's poisson: -94.1406\tvalid_0's quantile: 4.49971\n",
"[8]\tvalid_0's poisson: -95.7862\tvalid_0's quantile: 4.23182\n",
"[9]\tvalid_0's poisson: -97.0583\tvalid_0's quantile: 4.04177\n",
"[10]\tvalid_0's poisson: -98.308\tvalid_0's quantile: 3.87553\n",
"[11]\tvalid_0's poisson: -99.3459\tvalid_0's quantile: 3.73186\n",
"[12]\tvalid_0's poisson: -100.087\tvalid_0's quantile: 3.63005\n",
"[13]\tvalid_0's poisson: -100.744\tvalid_0's quantile: 3.55066\n",
"[14]\tvalid_0's poisson: -101.214\tvalid_0's quantile: 3.48186\n",
"[15]\tvalid_0's poisson: -101.514\tvalid_0's quantile: 3.40748\n",
"[16]\tvalid_0's poisson: -101.807\tvalid_0's quantile: 3.36217\n",
"[17]\tvalid_0's poisson: -102.026\tvalid_0's quantile: 3.33663\n",
"[18]\tvalid_0's poisson: -102.271\tvalid_0's quantile: 3.30922\n",
"[19]\tvalid_0's poisson: -102.445\tvalid_0's quantile: 3.29118\n",
"[20]\tvalid_0's poisson: -102.636\tvalid_0's quantile: 3.27041\n",
"[21]\tvalid_0's poisson: -102.776\tvalid_0's quantile: 3.24877\n",
"[22]\tvalid_0's poisson: -102.889\tvalid_0's quantile: 3.23208\n",
"[23]\tvalid_0's poisson: -102.983\tvalid_0's quantile: 3.21786\n",
"[24]\tvalid_0's poisson: -103.079\tvalid_0's quantile: 3.2046\n",
"[25]\tvalid_0's poisson: -103.186\tvalid_0's quantile: 3.18498\n",
"[26]\tvalid_0's poisson: -103.255\tvalid_0's quantile: 3.17745\n",
"[27]\tvalid_0's poisson: -103.285\tvalid_0's quantile: 3.17036\n",
"[28]\tvalid_0's poisson: -103.312\tvalid_0's quantile: 3.14863\n",
"[29]\tvalid_0's poisson: -103.365\tvalid_0's quantile: 3.13882\n",
"[30]\tvalid_0's poisson: -103.372\tvalid_0's quantile: 3.13056\n",
"[31]\tvalid_0's poisson: -103.429\tvalid_0's quantile: 3.11827\n",
"[32]\tvalid_0's poisson: -103.494\tvalid_0's quantile: 3.11177\n",
"[33]\tvalid_0's poisson: -103.527\tvalid_0's quantile: 3.10687\n",
"[34]\tvalid_0's poisson: -103.58\tvalid_0's quantile: 3.09885\n",
"[35]\tvalid_0's poisson: -103.578\tvalid_0's quantile: 3.09541\n",
"[36]\tvalid_0's poisson: -103.623\tvalid_0's quantile: 3.07935\n",
"[37]\tvalid_0's poisson: -103.666\tvalid_0's quantile: 3.07548\n",
"[38]\tvalid_0's poisson: -103.691\tvalid_0's quantile: 3.06621\n",
"[39]\tvalid_0's poisson: -103.704\tvalid_0's quantile: 3.06004\n",
"[40]\tvalid_0's poisson: -103.715\tvalid_0's quantile: 3.05952\n",
"[41]\tvalid_0's poisson: -103.754\tvalid_0's quantile: 3.04876\n",
"[42]\tvalid_0's poisson: -103.744\tvalid_0's quantile: 3.03911\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43]\tvalid_0's poisson: -103.79\tvalid_0's quantile: 3.01881\n",
"[44]\tvalid_0's poisson: -103.759\tvalid_0's quantile: 3.00997\n",
"[45]\tvalid_0's poisson: -103.804\tvalid_0's quantile: 3.00514\n",
"[46]\tvalid_0's poisson: -103.837\tvalid_0's quantile: 3.00161\n",
"[47]\tvalid_0's poisson: -103.874\tvalid_0's quantile: 3.00042\n",
"[48]\tvalid_0's poisson: -103.885\tvalid_0's quantile: 2.99421\n",
"[49]\tvalid_0's poisson: -103.898\tvalid_0's quantile: 2.99376\n",
"[50]\tvalid_0's poisson: -103.912\tvalid_0's quantile: 2.98676\n",
"[51]\tvalid_0's poisson: -104.01\tvalid_0's quantile: 2.97113\n",
"[52]\tvalid_0's poisson: -104.066\tvalid_0's quantile: 2.96556\n",
"[53]\tvalid_0's poisson: -104.072\tvalid_0's quantile: 2.96498\n",
"[54]\tvalid_0's poisson: -104.116\tvalid_0's quantile: 2.9565\n",
"[55]\tvalid_0's poisson: -104.127\tvalid_0's quantile: 2.95158\n",
"[56]\tvalid_0's poisson: -104.139\tvalid_0's quantile: 2.93684\n",
"[57]\tvalid_0's poisson: -104.167\tvalid_0's quantile: 2.93481\n",
"[58]\tvalid_0's poisson: -104.18\tvalid_0's quantile: 2.92549\n",
"[59]\tvalid_0's poisson: -104.206\tvalid_0's quantile: 2.92104\n",
"[60]\tvalid_0's poisson: -104.228\tvalid_0's quantile: 2.91864\n",
"[61]\tvalid_0's poisson: -104.263\tvalid_0's quantile: 2.91641\n",
"[62]\tvalid_0's poisson: -104.284\tvalid_0's quantile: 2.91497\n",
"[63]\tvalid_0's poisson: -104.281\tvalid_0's quantile: 2.91388\n",
"[64]\tvalid_0's poisson: -104.303\tvalid_0's quantile: 2.90927\n",
"[65]\tvalid_0's poisson: -104.303\tvalid_0's quantile: 2.9067\n",
"[66]\tvalid_0's poisson: -104.32\tvalid_0's quantile: 2.90671\n",
"[67]\tvalid_0's poisson: -104.379\tvalid_0's quantile: 2.89251\n",
"[68]\tvalid_0's poisson: -104.393\tvalid_0's quantile: 2.89031\n",
"[69]\tvalid_0's poisson: -104.39\tvalid_0's quantile: 2.88788\n",
"[70]\tvalid_0's poisson: -104.4\tvalid_0's quantile: 2.88778\n",
"[71]\tvalid_0's poisson: -104.423\tvalid_0's quantile: 2.88592\n",
"[72]\tvalid_0's poisson: -104.494\tvalid_0's quantile: 2.87669\n",
"[73]\tvalid_0's poisson: -104.495\tvalid_0's quantile: 2.87565\n",
"[74]\tvalid_0's poisson: -104.514\tvalid_0's quantile: 2.87181\n",
"[75]\tvalid_0's poisson: -104.519\tvalid_0's quantile: 2.87086\n",
"[76]\tvalid_0's poisson: -104.527\tvalid_0's quantile: 2.85847\n",
"[77]\tvalid_0's poisson: -104.539\tvalid_0's quantile: 2.85715\n",
"[78]\tvalid_0's poisson: -104.549\tvalid_0's quantile: 2.85497\n",
"[79]\tvalid_0's poisson: -104.56\tvalid_0's quantile: 2.85382\n",
"[80]\tvalid_0's poisson: -104.576\tvalid_0's quantile: 2.85015\n",
"[81]\tvalid_0's poisson: -104.598\tvalid_0's quantile: 2.84473\n",
"[82]\tvalid_0's poisson: -104.617\tvalid_0's quantile: 2.84309\n",
"[83]\tvalid_0's poisson: -104.633\tvalid_0's quantile: 2.84158\n",
"[84]\tvalid_0's poisson: -104.633\tvalid_0's quantile: 2.84227\n",
"[85]\tvalid_0's poisson: -104.643\tvalid_0's quantile: 2.84065\n",
"[86]\tvalid_0's poisson: -104.647\tvalid_0's quantile: 2.83811\n",
"[87]\tvalid_0's poisson: -104.653\tvalid_0's quantile: 2.83662\n",
"[88]\tvalid_0's poisson: -104.676\tvalid_0's quantile: 2.83465\n",
"[89]\tvalid_0's poisson: -104.684\tvalid_0's quantile: 2.83426\n",
"[90]\tvalid_0's poisson: -104.686\tvalid_0's quantile: 2.83349\n",
"[91]\tvalid_0's poisson: -104.695\tvalid_0's quantile: 2.83181\n",
"[92]\tvalid_0's poisson: -104.703\tvalid_0's quantile: 2.83085\n",
"[93]\tvalid_0's poisson: -104.71\tvalid_0's quantile: 2.82873\n",
"[94]\tvalid_0's poisson: -104.716\tvalid_0's quantile: 2.82891\n",
"[95]\tvalid_0's poisson: -104.717\tvalid_0's quantile: 2.82671\n",
"[96]\tvalid_0's poisson: -104.735\tvalid_0's quantile: 2.82609\n",
"[97]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.82623\n",
"[98]\tvalid_0's poisson: -104.736\tvalid_0's quantile: 2.82661\n",
"[99]\tvalid_0's poisson: -104.744\tvalid_0's quantile: 2.8266\n",
"[100]\tvalid_0's poisson: -104.753\tvalid_0's quantile: 2.8254\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -71.7375\tvalid_0's quantile: 9.25382\n",
"[2]\tvalid_0's poisson: -77.6375\tvalid_0's quantile: 7.69601\n",
"[3]\tvalid_0's poisson: -82.482\tvalid_0's quantile: 6.56825\n",
"[4]\tvalid_0's poisson: -86.7605\tvalid_0's quantile: 5.71987\n",
"[5]\tvalid_0's poisson: -89.8923\tvalid_0's quantile: 5.14042\n",
"[6]\tvalid_0's poisson: -92.5306\tvalid_0's quantile: 4.70599\n",
"[7]\tvalid_0's poisson: -94.6231\tvalid_0's quantile: 4.38349\n",
"[8]\tvalid_0's poisson: -96.2455\tvalid_0's quantile: 4.14502\n",
"[9]\tvalid_0's poisson: -97.6247\tvalid_0's quantile: 3.94983\n",
"[10]\tvalid_0's poisson: -98.8314\tvalid_0's quantile: 3.79271\n",
"[11]\tvalid_0's poisson: -99.7153\tvalid_0's quantile: 3.66808\n",
"[12]\tvalid_0's poisson: -100.485\tvalid_0's quantile: 3.56489\n",
"[13]\tvalid_0's poisson: -101.152\tvalid_0's quantile: 3.48498\n",
"[14]\tvalid_0's poisson: -101.624\tvalid_0's quantile: 3.42483\n",
"[15]\tvalid_0's poisson: -102.098\tvalid_0's quantile: 3.36393\n",
"[16]\tvalid_0's poisson: -102.495\tvalid_0's quantile: 3.31157\n",
"[17]\tvalid_0's poisson: -102.725\tvalid_0's quantile: 3.28631\n",
"[18]\tvalid_0's poisson: -102.907\tvalid_0's quantile: 3.25899\n",
"[19]\tvalid_0's poisson: -103.002\tvalid_0's quantile: 3.24123\n",
"[20]\tvalid_0's poisson: -103.121\tvalid_0's quantile: 3.22778\n",
"[21]\tvalid_0's poisson: -103.227\tvalid_0's quantile: 3.18636\n",
"[22]\tvalid_0's poisson: -103.292\tvalid_0's quantile: 3.16956\n",
"[23]\tvalid_0's poisson: -103.338\tvalid_0's quantile: 3.14897\n",
"[24]\tvalid_0's poisson: -103.413\tvalid_0's quantile: 3.13977\n",
"[25]\tvalid_0's poisson: -103.525\tvalid_0's quantile: 3.12273\n",
"[26]\tvalid_0's poisson: -103.595\tvalid_0's quantile: 3.11237\n",
"[27]\tvalid_0's poisson: -103.653\tvalid_0's quantile: 3.10172\n",
"[28]\tvalid_0's poisson: -103.706\tvalid_0's quantile: 3.09391\n",
"[29]\tvalid_0's poisson: -103.746\tvalid_0's quantile: 3.08307\n",
"[30]\tvalid_0's poisson: -103.781\tvalid_0's quantile: 3.07719\n",
"[31]\tvalid_0's poisson: -103.78\tvalid_0's quantile: 3.07269\n",
"[32]\tvalid_0's poisson: -103.782\tvalid_0's quantile: 3.0739\n",
"[33]\tvalid_0's poisson: -103.813\tvalid_0's quantile: 3.0694\n",
"[34]\tvalid_0's poisson: -103.804\tvalid_0's quantile: 3.06714\n",
"[35]\tvalid_0's poisson: -103.812\tvalid_0's quantile: 3.06007\n",
"[36]\tvalid_0's poisson: -103.875\tvalid_0's quantile: 3.05461\n",
"[37]\tvalid_0's poisson: -103.903\tvalid_0's quantile: 3.05025\n",
"[38]\tvalid_0's poisson: -103.912\tvalid_0's quantile: 3.04741\n",
"[39]\tvalid_0's poisson: -103.918\tvalid_0's quantile: 3.04199\n",
"[40]\tvalid_0's poisson: -103.919\tvalid_0's quantile: 3.03335\n",
"[41]\tvalid_0's poisson: -103.937\tvalid_0's quantile: 3.01965\n",
"[42]\tvalid_0's poisson: -103.951\tvalid_0's quantile: 3.01566\n",
"[43]\tvalid_0's poisson: -103.956\tvalid_0's quantile: 3.00324\n",
"[44]\tvalid_0's poisson: -103.966\tvalid_0's quantile: 2.99805\n",
"[45]\tvalid_0's poisson: -104.002\tvalid_0's quantile: 2.99403\n",
"[46]\tvalid_0's poisson: -104.016\tvalid_0's quantile: 2.99127\n",
"[47]\tvalid_0's poisson: -104.05\tvalid_0's quantile: 2.98558\n",
"[48]\tvalid_0's poisson: -104.049\tvalid_0's quantile: 2.98556\n",
"[49]\tvalid_0's poisson: -104.067\tvalid_0's quantile: 2.98273\n",
"[50]\tvalid_0's poisson: -104.119\tvalid_0's quantile: 2.97481\n",
"[51]\tvalid_0's poisson: -104.14\tvalid_0's quantile: 2.96774\n",
"[52]\tvalid_0's poisson: -104.161\tvalid_0's quantile: 2.96239\n",
"[53]\tvalid_0's poisson: -104.16\tvalid_0's quantile: 2.96094\n",
"[54]\tvalid_0's poisson: -104.144\tvalid_0's quantile: 2.9602\n",
"[55]\tvalid_0's poisson: -104.157\tvalid_0's quantile: 2.95725\n",
"[56]\tvalid_0's poisson: -104.177\tvalid_0's quantile: 2.9533\n",
"[57]\tvalid_0's poisson: -104.192\tvalid_0's quantile: 2.95412\n",
"[58]\tvalid_0's poisson: -104.219\tvalid_0's quantile: 2.94644\n",
"[59]\tvalid_0's poisson: -104.25\tvalid_0's quantile: 2.94541\n",
"[60]\tvalid_0's poisson: -104.272\tvalid_0's quantile: 2.94487\n",
"[61]\tvalid_0's poisson: -104.283\tvalid_0's quantile: 2.94433\n",
"[62]\tvalid_0's poisson: -104.274\tvalid_0's quantile: 2.944\n",
"[63]\tvalid_0's poisson: -104.284\tvalid_0's quantile: 2.94331\n",
"[64]\tvalid_0's poisson: -104.273\tvalid_0's quantile: 2.94487\n",
"[65]\tvalid_0's poisson: -104.292\tvalid_0's quantile: 2.94528\n",
"[66]\tvalid_0's poisson: -104.294\tvalid_0's quantile: 2.94364\n",
"[67]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.94387\n",
"[68]\tvalid_0's poisson: -104.312\tvalid_0's quantile: 2.92597\n",
"[69]\tvalid_0's poisson: -104.307\tvalid_0's quantile: 2.90862\n",
"[70]\tvalid_0's poisson: -104.287\tvalid_0's quantile: 2.90841\n",
"[71]\tvalid_0's poisson: -104.308\tvalid_0's quantile: 2.90581\n",
"[72]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.90421\n",
"[73]\tvalid_0's poisson: -104.341\tvalid_0's quantile: 2.90042\n",
"[74]\tvalid_0's poisson: -104.357\tvalid_0's quantile: 2.90077\n",
"[75]\tvalid_0's poisson: -104.379\tvalid_0's quantile: 2.89989\n",
"[76]\tvalid_0's poisson: -104.402\tvalid_0's quantile: 2.89395\n",
"[77]\tvalid_0's poisson: -104.412\tvalid_0's quantile: 2.89148\n",
"[78]\tvalid_0's poisson: -104.424\tvalid_0's quantile: 2.8891\n",
"[79]\tvalid_0's poisson: -104.434\tvalid_0's quantile: 2.88767\n",
"[80]\tvalid_0's poisson: -104.444\tvalid_0's quantile: 2.88867\n",
"[81]\tvalid_0's poisson: -104.465\tvalid_0's quantile: 2.88749\n",
"[82]\tvalid_0's poisson: -104.459\tvalid_0's quantile: 2.88994\n",
"[83]\tvalid_0's poisson: -104.464\tvalid_0's quantile: 2.88653\n",
"[84]\tvalid_0's poisson: -104.467\tvalid_0's quantile: 2.88607\n",
"[85]\tvalid_0's poisson: -104.489\tvalid_0's quantile: 2.88535\n",
"[86]\tvalid_0's poisson: -104.465\tvalid_0's quantile: 2.88211\n",
"[87]\tvalid_0's poisson: -104.463\tvalid_0's quantile: 2.88289\n",
"[88]\tvalid_0's poisson: -104.47\tvalid_0's quantile: 2.87232\n",
"[89]\tvalid_0's poisson: -104.487\tvalid_0's quantile: 2.86965\n",
"[90]\tvalid_0's poisson: -104.49\tvalid_0's quantile: 2.86973\n",
"[91]\tvalid_0's poisson: -104.499\tvalid_0's quantile: 2.8628\n",
"[92]\tvalid_0's poisson: -104.504\tvalid_0's quantile: 2.86239\n",
"[93]\tvalid_0's poisson: -104.503\tvalid_0's quantile: 2.86191\n",
"[94]\tvalid_0's poisson: -104.5\tvalid_0's quantile: 2.86011\n",
"[95]\tvalid_0's poisson: -104.505\tvalid_0's quantile: 2.85811\n",
"[96]\tvalid_0's poisson: -104.497\tvalid_0's quantile: 2.85772\n",
"[97]\tvalid_0's poisson: -104.506\tvalid_0's quantile: 2.85593\n",
"[98]\tvalid_0's poisson: -104.515\tvalid_0's quantile: 2.85598\n",
"[99]\tvalid_0's poisson: -104.513\tvalid_0's quantile: 2.85501\n",
"[100]\tvalid_0's poisson: -104.533\tvalid_0's quantile: 2.84904\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -70.1815\tvalid_0's quantile: 9.34262\n",
"[2]\tvalid_0's poisson: -77.0738\tvalid_0's quantile: 7.61837\n",
"[3]\tvalid_0's poisson: -82.1554\tvalid_0's quantile: 6.53274\n",
"[4]\tvalid_0's poisson: -86.4274\tvalid_0's quantile: 5.70893\n",
"[5]\tvalid_0's poisson: -89.5675\tvalid_0's quantile: 5.16971\n",
"[6]\tvalid_0's poisson: -92.3752\tvalid_0's quantile: 4.72086\n",
"[7]\tvalid_0's poisson: -94.5039\tvalid_0's quantile: 4.40286\n",
"[8]\tvalid_0's poisson: -96.4672\tvalid_0's quantile: 4.13752\n",
"[9]\tvalid_0's poisson: -97.9339\tvalid_0's quantile: 3.92351\n",
"[10]\tvalid_0's poisson: -99.0704\tvalid_0's quantile: 3.77193\n",
"[11]\tvalid_0's poisson: -99.9355\tvalid_0's quantile: 3.63615\n",
"[12]\tvalid_0's poisson: -100.71\tvalid_0's quantile: 3.53722\n",
"[13]\tvalid_0's poisson: -101.411\tvalid_0's quantile: 3.45268\n",
"[14]\tvalid_0's poisson: -101.931\tvalid_0's quantile: 3.38893\n",
"[15]\tvalid_0's poisson: -102.276\tvalid_0's quantile: 3.34068\n",
"[16]\tvalid_0's poisson: -102.692\tvalid_0's quantile: 3.29131\n",
"[17]\tvalid_0's poisson: -102.99\tvalid_0's quantile: 3.25296\n",
"[18]\tvalid_0's poisson: -103.227\tvalid_0's quantile: 3.22097\n",
"[19]\tvalid_0's poisson: -103.389\tvalid_0's quantile: 3.19575\n",
"[20]\tvalid_0's poisson: -103.519\tvalid_0's quantile: 3.18018\n",
"[21]\tvalid_0's poisson: -103.622\tvalid_0's quantile: 3.16556\n",
"[22]\tvalid_0's poisson: -103.703\tvalid_0's quantile: 3.15714\n",
"[23]\tvalid_0's poisson: -103.754\tvalid_0's quantile: 3.13614\n",
"[24]\tvalid_0's poisson: -103.834\tvalid_0's quantile: 3.12061\n",
"[25]\tvalid_0's poisson: -103.85\tvalid_0's quantile: 3.1144\n",
"[26]\tvalid_0's poisson: -103.87\tvalid_0's quantile: 3.10576\n",
"[27]\tvalid_0's poisson: -103.872\tvalid_0's quantile: 3.08299\n",
"[28]\tvalid_0's poisson: -103.954\tvalid_0's quantile: 3.07776\n",
"[29]\tvalid_0's poisson: -103.961\tvalid_0's quantile: 3.06935\n",
"[30]\tvalid_0's poisson: -103.993\tvalid_0's quantile: 3.05911\n",
"[31]\tvalid_0's poisson: -103.994\tvalid_0's quantile: 3.06056\n",
"[32]\tvalid_0's poisson: -104.031\tvalid_0's quantile: 3.05471\n",
"[33]\tvalid_0's poisson: -104.022\tvalid_0's quantile: 3.05367\n",
"[34]\tvalid_0's poisson: -104.036\tvalid_0's quantile: 3.04601\n",
"[35]\tvalid_0's poisson: -104.054\tvalid_0's quantile: 3.04308\n",
"[36]\tvalid_0's poisson: -104.01\tvalid_0's quantile: 3.04359\n",
"[37]\tvalid_0's poisson: -104.04\tvalid_0's quantile: 3.03975\n",
"[38]\tvalid_0's poisson: -104.052\tvalid_0's quantile: 3.03735\n",
"[39]\tvalid_0's poisson: -104.06\tvalid_0's quantile: 3.02921\n",
"[40]\tvalid_0's poisson: -104.134\tvalid_0's quantile: 3.01385\n",
"[41]\tvalid_0's poisson: -104.143\tvalid_0's quantile: 3.00828\n",
"[42]\tvalid_0's poisson: -104.157\tvalid_0's quantile: 3.00602\n",
"[43]\tvalid_0's poisson: -104.208\tvalid_0's quantile: 3.00249\n",
"[44]\tvalid_0's poisson: -104.236\tvalid_0's quantile: 2.99802\n",
"[45]\tvalid_0's poisson: -104.247\tvalid_0's quantile: 2.99736\n",
"[46]\tvalid_0's poisson: -104.268\tvalid_0's quantile: 2.99569\n",
"[47]\tvalid_0's poisson: -104.282\tvalid_0's quantile: 2.99317\n",
"[48]\tvalid_0's poisson: -104.32\tvalid_0's quantile: 2.98118\n",
"[49]\tvalid_0's poisson: -104.299\tvalid_0's quantile: 2.98053\n",
"[50]\tvalid_0's poisson: -104.304\tvalid_0's quantile: 2.97962\n",
"[51]\tvalid_0's poisson: -104.343\tvalid_0's quantile: 2.97537\n",
"[52]\tvalid_0's poisson: -104.339\tvalid_0's quantile: 2.976\n",
"[53]\tvalid_0's poisson: -104.336\tvalid_0's quantile: 2.97534\n",
"[54]\tvalid_0's poisson: -104.34\tvalid_0's quantile: 2.96949\n",
"[55]\tvalid_0's poisson: -104.348\tvalid_0's quantile: 2.96901\n",
"[56]\tvalid_0's poisson: -104.358\tvalid_0's quantile: 2.96496\n",
"[57]\tvalid_0's poisson: -104.373\tvalid_0's quantile: 2.9609\n",
"[58]\tvalid_0's poisson: -104.391\tvalid_0's quantile: 2.95692\n",
"[59]\tvalid_0's poisson: -104.398\tvalid_0's quantile: 2.95685\n",
"[60]\tvalid_0's poisson: -104.42\tvalid_0's quantile: 2.95438\n",
"[61]\tvalid_0's poisson: -104.424\tvalid_0's quantile: 2.95448\n",
"[62]\tvalid_0's poisson: -104.433\tvalid_0's quantile: 2.95325\n",
"[63]\tvalid_0's poisson: -104.44\tvalid_0's quantile: 2.95233\n",
"[64]\tvalid_0's poisson: -104.441\tvalid_0's quantile: 2.95309\n",
"[65]\tvalid_0's poisson: -104.449\tvalid_0's quantile: 2.93487\n",
"[66]\tvalid_0's poisson: -104.482\tvalid_0's quantile: 2.93211\n",
"[67]\tvalid_0's poisson: -104.496\tvalid_0's quantile: 2.93243\n",
"[68]\tvalid_0's poisson: -104.499\tvalid_0's quantile: 2.9189\n",
"[69]\tvalid_0's poisson: -104.519\tvalid_0's quantile: 2.91738\n",
"[70]\tvalid_0's poisson: -104.538\tvalid_0's quantile: 2.91568\n",
"[71]\tvalid_0's poisson: -104.54\tvalid_0's quantile: 2.91249\n",
"[72]\tvalid_0's poisson: -104.533\tvalid_0's quantile: 2.91167\n",
"[73]\tvalid_0's poisson: -104.534\tvalid_0's quantile: 2.90693\n",
"[74]\tvalid_0's poisson: -104.554\tvalid_0's quantile: 2.90307\n",
"[75]\tvalid_0's poisson: -104.577\tvalid_0's quantile: 2.90106\n",
"[76]\tvalid_0's poisson: -104.587\tvalid_0's quantile: 2.89558\n",
"[77]\tvalid_0's poisson: -104.592\tvalid_0's quantile: 2.89548\n",
"[78]\tvalid_0's poisson: -104.589\tvalid_0's quantile: 2.89477\n",
"[79]\tvalid_0's poisson: -104.591\tvalid_0's quantile: 2.89672\n",
"[80]\tvalid_0's poisson: -104.604\tvalid_0's quantile: 2.89533\n",
"[81]\tvalid_0's poisson: -104.625\tvalid_0's quantile: 2.89316\n",
"[82]\tvalid_0's poisson: -104.635\tvalid_0's quantile: 2.89415\n",
"[83]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.89276\n",
"[84]\tvalid_0's poisson: -104.641\tvalid_0's quantile: 2.888\n",
"[85]\tvalid_0's poisson: -104.653\tvalid_0's quantile: 2.88647\n",
"[86]\tvalid_0's poisson: -104.677\tvalid_0's quantile: 2.88236\n",
"[87]\tvalid_0's poisson: -104.677\tvalid_0's quantile: 2.88227\n",
"[88]\tvalid_0's poisson: -104.689\tvalid_0's quantile: 2.88215\n",
"[89]\tvalid_0's poisson: -104.699\tvalid_0's quantile: 2.88232\n",
"[90]\tvalid_0's poisson: -104.714\tvalid_0's quantile: 2.88095\n",
"[91]\tvalid_0's poisson: -104.713\tvalid_0's quantile: 2.87425\n",
"[92]\tvalid_0's poisson: -104.714\tvalid_0's quantile: 2.87456\n",
"[93]\tvalid_0's poisson: -104.732\tvalid_0's quantile: 2.87234\n",
"[94]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.87274\n",
"[95]\tvalid_0's poisson: -104.74\tvalid_0's quantile: 2.87245\n",
"[96]\tvalid_0's poisson: -104.763\tvalid_0's quantile: 2.8745\n",
"[97]\tvalid_0's poisson: -104.768\tvalid_0's quantile: 2.87413\n",
"[98]\tvalid_0's poisson: -104.772\tvalid_0's quantile: 2.87402\n",
"[99]\tvalid_0's poisson: -104.776\tvalid_0's quantile: 2.87222\n",
"[100]\tvalid_0's poisson: -104.781\tvalid_0's quantile: 2.87315\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -68.8794\tvalid_0's quantile: 9.65296\n",
"[2]\tvalid_0's poisson: -74.5131\tvalid_0's quantile: 8.25481\n",
"[3]\tvalid_0's poisson: -79.8268\tvalid_0's quantile: 7.0273\n",
"[4]\tvalid_0's poisson: -84.5906\tvalid_0's quantile: 6.24454\n",
"[5]\tvalid_0's poisson: -88.3067\tvalid_0's quantile: 5.58458\n",
"[6]\tvalid_0's poisson: -91.0966\tvalid_0's quantile: 5.15248\n",
"[7]\tvalid_0's poisson: -93.375\tvalid_0's quantile: 4.7366\n",
"[8]\tvalid_0's poisson: -95.2037\tvalid_0's quantile: 4.50003\n",
"[9]\tvalid_0's poisson: -96.5622\tvalid_0's quantile: 4.31637\n",
"[10]\tvalid_0's poisson: -97.6055\tvalid_0's quantile: 4.18312\n",
"[11]\tvalid_0's poisson: -98.5123\tvalid_0's quantile: 4.06195\n",
"[12]\tvalid_0's poisson: -99.1905\tvalid_0's quantile: 3.98194\n",
"[13]\tvalid_0's poisson: -99.6186\tvalid_0's quantile: 3.86127\n",
"[14]\tvalid_0's poisson: -99.997\tvalid_0's quantile: 3.81623\n",
"[15]\tvalid_0's poisson: -100.235\tvalid_0's quantile: 3.73376\n",
"[16]\tvalid_0's poisson: -100.506\tvalid_0's quantile: 3.70313\n",
"[17]\tvalid_0's poisson: -100.693\tvalid_0's quantile: 3.68199\n",
"[18]\tvalid_0's poisson: -101.002\tvalid_0's quantile: 3.63755\n",
"[19]\tvalid_0's poisson: -101.163\tvalid_0's quantile: 3.62117\n",
"[20]\tvalid_0's poisson: -101.273\tvalid_0's quantile: 3.59814\n",
"[21]\tvalid_0's poisson: -101.38\tvalid_0's quantile: 3.58752\n",
"[22]\tvalid_0's poisson: -101.448\tvalid_0's quantile: 3.57349\n",
"[23]\tvalid_0's poisson: -101.608\tvalid_0's quantile: 3.5499\n",
"[24]\tvalid_0's poisson: -101.674\tvalid_0's quantile: 3.54083\n",
"[25]\tvalid_0's poisson: -101.737\tvalid_0's quantile: 3.53086\n",
"[26]\tvalid_0's poisson: -101.718\tvalid_0's quantile: 3.51928\n",
"[27]\tvalid_0's poisson: -101.704\tvalid_0's quantile: 3.52291\n",
"[28]\tvalid_0's poisson: -101.793\tvalid_0's quantile: 3.51029\n",
"[29]\tvalid_0's poisson: -101.86\tvalid_0's quantile: 3.50456\n",
"[30]\tvalid_0's poisson: -101.909\tvalid_0's quantile: 3.49492\n",
"[31]\tvalid_0's poisson: -101.946\tvalid_0's quantile: 3.48835\n",
"[32]\tvalid_0's poisson: -101.956\tvalid_0's quantile: 3.47754\n",
"[33]\tvalid_0's poisson: -102.018\tvalid_0's quantile: 3.46855\n",
"[34]\tvalid_0's poisson: -102.054\tvalid_0's quantile: 3.46515\n",
"[35]\tvalid_0's poisson: -102.067\tvalid_0's quantile: 3.46309\n",
"[36]\tvalid_0's poisson: -102.179\tvalid_0's quantile: 3.44976\n",
"[37]\tvalid_0's poisson: -102.281\tvalid_0's quantile: 3.43444\n",
"[38]\tvalid_0's poisson: -102.349\tvalid_0's quantile: 3.42931\n",
"[39]\tvalid_0's poisson: -102.375\tvalid_0's quantile: 3.4243\n",
"[40]\tvalid_0's poisson: -102.419\tvalid_0's quantile: 3.41969\n",
"[41]\tvalid_0's poisson: -102.396\tvalid_0's quantile: 3.41405\n",
"[42]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.41044\n",
"[43]\tvalid_0's poisson: -102.441\tvalid_0's quantile: 3.40643\n",
"[44]\tvalid_0's poisson: -102.462\tvalid_0's quantile: 3.40537\n",
"[45]\tvalid_0's poisson: -102.474\tvalid_0's quantile: 3.40316\n",
"[46]\tvalid_0's poisson: -102.507\tvalid_0's quantile: 3.40112\n",
"[47]\tvalid_0's poisson: -102.514\tvalid_0's quantile: 3.40012\n",
"[48]\tvalid_0's poisson: -102.515\tvalid_0's quantile: 3.39419\n",
"[49]\tvalid_0's poisson: -102.509\tvalid_0's quantile: 3.39063\n",
"[50]\tvalid_0's poisson: -102.516\tvalid_0's quantile: 3.38943\n",
"[51]\tvalid_0's poisson: -102.526\tvalid_0's quantile: 3.38844\n",
"[52]\tvalid_0's poisson: -102.548\tvalid_0's quantile: 3.38664\n",
"[53]\tvalid_0's poisson: -102.549\tvalid_0's quantile: 3.38525\n",
"[54]\tvalid_0's poisson: -102.571\tvalid_0's quantile: 3.38186\n",
"[55]\tvalid_0's poisson: -102.577\tvalid_0's quantile: 3.38096\n",
"[56]\tvalid_0's poisson: -102.61\tvalid_0's quantile: 3.3759\n",
"[57]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.37091\n",
"[58]\tvalid_0's poisson: -102.605\tvalid_0's quantile: 3.36941\n",
"[59]\tvalid_0's poisson: -102.57\tvalid_0's quantile: 3.37002\n",
"[60]\tvalid_0's poisson: -102.589\tvalid_0's quantile: 3.36707\n",
"[61]\tvalid_0's poisson: -102.586\tvalid_0's quantile: 3.36274\n",
"[62]\tvalid_0's poisson: -102.595\tvalid_0's quantile: 3.36185\n",
"[63]\tvalid_0's poisson: -102.603\tvalid_0's quantile: 3.36003\n",
"[64]\tvalid_0's poisson: -102.616\tvalid_0's quantile: 3.35491\n",
"[65]\tvalid_0's poisson: -102.628\tvalid_0's quantile: 3.32169\n",
"[66]\tvalid_0's poisson: -102.655\tvalid_0's quantile: 3.31943\n",
"[67]\tvalid_0's poisson: -102.676\tvalid_0's quantile: 3.31828\n",
"[68]\tvalid_0's poisson: -102.704\tvalid_0's quantile: 3.31572\n",
"[69]\tvalid_0's poisson: -102.642\tvalid_0's quantile: 3.31381\n",
"[70]\tvalid_0's poisson: -102.645\tvalid_0's quantile: 3.31324\n",
"[71]\tvalid_0's poisson: -102.63\tvalid_0's quantile: 3.31276\n",
"[72]\tvalid_0's poisson: -102.659\tvalid_0's quantile: 3.30828\n",
"[73]\tvalid_0's poisson: -102.732\tvalid_0's quantile: 3.29961\n",
"[74]\tvalid_0's poisson: -102.695\tvalid_0's quantile: 3.26512\n",
"[75]\tvalid_0's poisson: -102.838\tvalid_0's quantile: 3.24892\n",
"[76]\tvalid_0's poisson: -102.866\tvalid_0's quantile: 3.24728\n",
"[77]\tvalid_0's poisson: -102.892\tvalid_0's quantile: 3.24077\n",
"[78]\tvalid_0's poisson: -102.921\tvalid_0's quantile: 3.23925\n",
"[79]\tvalid_0's poisson: -102.946\tvalid_0's quantile: 3.23611\n",
"[80]\tvalid_0's poisson: -102.948\tvalid_0's quantile: 3.2341\n",
"[81]\tvalid_0's poisson: -102.977\tvalid_0's quantile: 3.23291\n",
"[82]\tvalid_0's poisson: -102.979\tvalid_0's quantile: 3.23287\n",
"[83]\tvalid_0's poisson: -102.992\tvalid_0's quantile: 3.23227\n",
"[84]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.23064\n",
"[85]\tvalid_0's poisson: -103.025\tvalid_0's quantile: 3.23149\n",
"[86]\tvalid_0's poisson: -103.026\tvalid_0's quantile: 3.22609\n",
"[87]\tvalid_0's poisson: -103.038\tvalid_0's quantile: 3.22261\n",
"[88]\tvalid_0's poisson: -103.044\tvalid_0's quantile: 3.22256\n",
"[89]\tvalid_0's poisson: -103.059\tvalid_0's quantile: 3.22065\n",
"[90]\tvalid_0's poisson: -103.054\tvalid_0's quantile: 3.19406\n",
"[91]\tvalid_0's poisson: -103.065\tvalid_0's quantile: 3.19319\n",
"[92]\tvalid_0's poisson: -103.068\tvalid_0's quantile: 3.19329\n",
"[93]\tvalid_0's poisson: -103.056\tvalid_0's quantile: 3.19198\n",
"[94]\tvalid_0's poisson: -103.059\tvalid_0's quantile: 3.19218\n",
"[95]\tvalid_0's poisson: -103.071\tvalid_0's quantile: 3.18899\n",
"[96]\tvalid_0's poisson: -103.077\tvalid_0's quantile: 3.18869\n",
"[97]\tvalid_0's poisson: -103.078\tvalid_0's quantile: 3.1889\n",
"[98]\tvalid_0's poisson: -103.126\tvalid_0's quantile: 3.18496\n",
"[99]\tvalid_0's poisson: -103.141\tvalid_0's quantile: 3.18284\n",
"[100]\tvalid_0's poisson: -103.145\tvalid_0's quantile: 3.18223\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -69.0032\tvalid_0's quantile: 9.65115\n",
"[2]\tvalid_0's poisson: -74.691\tvalid_0's quantile: 8.25042\n",
"[3]\tvalid_0's poisson: -80.0169\tvalid_0's quantile: 6.97739\n",
"[4]\tvalid_0's poisson: -84.8485\tvalid_0's quantile: 6.18574\n",
"[5]\tvalid_0's poisson: -88.4889\tvalid_0's quantile: 5.54051\n",
"[6]\tvalid_0's poisson: -91.262\tvalid_0's quantile: 5.0813\n",
"[7]\tvalid_0's poisson: -93.3408\tvalid_0's quantile: 4.72749\n",
"[8]\tvalid_0's poisson: -95.0082\tvalid_0's quantile: 4.49622\n",
"[9]\tvalid_0's poisson: -96.3343\tvalid_0's quantile: 4.31377\n",
"[10]\tvalid_0's poisson: -97.401\tvalid_0's quantile: 4.18311\n",
"[11]\tvalid_0's poisson: -98.3695\tvalid_0's quantile: 4.06248\n",
"[12]\tvalid_0's poisson: -99.0159\tvalid_0's quantile: 3.98761\n",
"[13]\tvalid_0's poisson: -99.3736\tvalid_0's quantile: 3.89415\n",
"[14]\tvalid_0's poisson: -99.7472\tvalid_0's quantile: 3.85589\n",
"[15]\tvalid_0's poisson: -100.182\tvalid_0's quantile: 3.78295\n",
"[16]\tvalid_0's poisson: -100.483\tvalid_0's quantile: 3.74813\n",
"[17]\tvalid_0's poisson: -100.709\tvalid_0's quantile: 3.72757\n",
"[18]\tvalid_0's poisson: -100.826\tvalid_0's quantile: 3.70937\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[19]\tvalid_0's poisson: -101.011\tvalid_0's quantile: 3.68899\n",
"[20]\tvalid_0's poisson: -101.159\tvalid_0's quantile: 3.67518\n",
"[21]\tvalid_0's poisson: -101.158\tvalid_0's quantile: 3.62867\n",
"[22]\tvalid_0's poisson: -101.215\tvalid_0's quantile: 3.62362\n",
"[23]\tvalid_0's poisson: -101.26\tvalid_0's quantile: 3.6187\n",
"[24]\tvalid_0's poisson: -101.329\tvalid_0's quantile: 3.54049\n",
"[25]\tvalid_0's poisson: -101.442\tvalid_0's quantile: 3.52485\n",
"[26]\tvalid_0's poisson: -101.509\tvalid_0's quantile: 3.51656\n",
"[27]\tvalid_0's poisson: -101.573\tvalid_0's quantile: 3.51076\n",
"[28]\tvalid_0's poisson: -101.648\tvalid_0's quantile: 3.49541\n",
"[29]\tvalid_0's poisson: -101.7\tvalid_0's quantile: 3.48457\n",
"[30]\tvalid_0's poisson: -101.727\tvalid_0's quantile: 3.47398\n",
"[31]\tvalid_0's poisson: -101.788\tvalid_0's quantile: 3.44353\n",
"[32]\tvalid_0's poisson: -101.846\tvalid_0's quantile: 3.43255\n",
"[33]\tvalid_0's poisson: -101.879\tvalid_0's quantile: 3.42706\n",
"[34]\tvalid_0's poisson: -101.945\tvalid_0's quantile: 3.42012\n",
"[35]\tvalid_0's poisson: -101.971\tvalid_0's quantile: 3.41654\n",
"[36]\tvalid_0's poisson: -102.003\tvalid_0's quantile: 3.41408\n",
"[37]\tvalid_0's poisson: -102.047\tvalid_0's quantile: 3.40972\n",
"[38]\tvalid_0's poisson: -102.063\tvalid_0's quantile: 3.40884\n",
"[39]\tvalid_0's poisson: -102.079\tvalid_0's quantile: 3.40824\n",
"[40]\tvalid_0's poisson: -102.111\tvalid_0's quantile: 3.40316\n",
"[41]\tvalid_0's poisson: -102.136\tvalid_0's quantile: 3.39854\n",
"[42]\tvalid_0's poisson: -102.18\tvalid_0's quantile: 3.39391\n",
"[43]\tvalid_0's poisson: -102.214\tvalid_0's quantile: 3.39078\n",
"[44]\tvalid_0's poisson: -102.222\tvalid_0's quantile: 3.39038\n",
"[45]\tvalid_0's poisson: -102.225\tvalid_0's quantile: 3.38987\n",
"[46]\tvalid_0's poisson: -102.223\tvalid_0's quantile: 3.38811\n",
"[47]\tvalid_0's poisson: -102.239\tvalid_0's quantile: 3.38734\n",
"[48]\tvalid_0's poisson: -102.236\tvalid_0's quantile: 3.38485\n",
"[49]\tvalid_0's poisson: -102.231\tvalid_0's quantile: 3.38439\n",
"[50]\tvalid_0's poisson: -102.245\tvalid_0's quantile: 3.38299\n",
"[51]\tvalid_0's poisson: -102.254\tvalid_0's quantile: 3.38208\n",
"[52]\tvalid_0's poisson: -102.3\tvalid_0's quantile: 3.37444\n",
"[53]\tvalid_0's poisson: -102.312\tvalid_0's quantile: 3.37368\n",
"[54]\tvalid_0's poisson: -102.31\tvalid_0's quantile: 3.37248\n",
"[55]\tvalid_0's poisson: -102.426\tvalid_0's quantile: 3.33821\n",
"[56]\tvalid_0's poisson: -102.47\tvalid_0's quantile: 3.33433\n",
"[57]\tvalid_0's poisson: -102.511\tvalid_0's quantile: 3.32547\n",
"[58]\tvalid_0's poisson: -102.541\tvalid_0's quantile: 3.32043\n",
"[59]\tvalid_0's poisson: -102.599\tvalid_0's quantile: 3.31293\n",
"[60]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.312\n",
"[61]\tvalid_0's poisson: -102.625\tvalid_0's quantile: 3.29402\n",
"[62]\tvalid_0's poisson: -102.631\tvalid_0's quantile: 3.28799\n",
"[63]\tvalid_0's poisson: -102.635\tvalid_0's quantile: 3.28753\n",
"[64]\tvalid_0's poisson: -102.719\tvalid_0's quantile: 3.26457\n",
"[65]\tvalid_0's poisson: -102.753\tvalid_0's quantile: 3.26091\n",
"[66]\tvalid_0's poisson: -102.799\tvalid_0's quantile: 3.25576\n",
"[67]\tvalid_0's poisson: -102.812\tvalid_0's quantile: 3.25612\n",
"[68]\tvalid_0's poisson: -102.882\tvalid_0's quantile: 3.24392\n",
"[69]\tvalid_0's poisson: -102.898\tvalid_0's quantile: 3.24312\n",
"[70]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.24242\n",
"[71]\tvalid_0's poisson: -102.899\tvalid_0's quantile: 3.23919\n",
"[72]\tvalid_0's poisson: -102.939\tvalid_0's quantile: 3.23751\n",
"[73]\tvalid_0's poisson: -102.927\tvalid_0's quantile: 3.23647\n",
"[74]\tvalid_0's poisson: -102.929\tvalid_0's quantile: 3.23608\n",
"[75]\tvalid_0's poisson: -102.955\tvalid_0's quantile: 3.23212\n",
"[76]\tvalid_0's poisson: -102.955\tvalid_0's quantile: 3.2305\n",
"[77]\tvalid_0's poisson: -102.961\tvalid_0's quantile: 3.22762\n",
"[78]\tvalid_0's poisson: -102.961\tvalid_0's quantile: 3.22681\n",
"[79]\tvalid_0's poisson: -102.977\tvalid_0's quantile: 3.22504\n",
"[80]\tvalid_0's poisson: -102.988\tvalid_0's quantile: 3.22323\n",
"[81]\tvalid_0's poisson: -103.025\tvalid_0's quantile: 3.21971\n",
"[82]\tvalid_0's poisson: -103.042\tvalid_0's quantile: 3.21878\n",
"[83]\tvalid_0's poisson: -103.032\tvalid_0's quantile: 3.21735\n",
"[84]\tvalid_0's poisson: -103.038\tvalid_0's quantile: 3.21707\n",
"[85]\tvalid_0's poisson: -103.058\tvalid_0's quantile: 3.21509\n",
"[86]\tvalid_0's poisson: -103.058\tvalid_0's quantile: 3.21529\n",
"[87]\tvalid_0's poisson: -103.057\tvalid_0's quantile: 3.21499\n",
"[88]\tvalid_0's poisson: -103.056\tvalid_0's quantile: 3.21383\n",
"[89]\tvalid_0's poisson: -103.061\tvalid_0's quantile: 3.2134\n",
"[90]\tvalid_0's poisson: -103.064\tvalid_0's quantile: 3.21348\n",
"[91]\tvalid_0's poisson: -103.095\tvalid_0's quantile: 3.21156\n",
"[92]\tvalid_0's poisson: -103.1\tvalid_0's quantile: 3.21172\n",
"[93]\tvalid_0's poisson: -103.102\tvalid_0's quantile: 3.21161\n",
"[94]\tvalid_0's poisson: -103.107\tvalid_0's quantile: 3.21152\n",
"[95]\tvalid_0's poisson: -103.112\tvalid_0's quantile: 3.21109\n",
"[96]\tvalid_0's poisson: -103.105\tvalid_0's quantile: 3.18941\n",
"[97]\tvalid_0's poisson: -103.162\tvalid_0's quantile: 3.18818\n",
"[98]\tvalid_0's poisson: -103.165\tvalid_0's quantile: 3.18831\n",
"[99]\tvalid_0's poisson: -103.19\tvalid_0's quantile: 3.18745\n",
"[100]\tvalid_0's poisson: -103.204\tvalid_0's quantile: 3.18568\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -69.4357\tvalid_0's quantile: 9.59324\n",
"[2]\tvalid_0's poisson: -74.8558\tvalid_0's quantile: 8.18808\n",
"[3]\tvalid_0's poisson: -80.0948\tvalid_0's quantile: 6.9464\n",
"[4]\tvalid_0's poisson: -84.6372\tvalid_0's quantile: 6.10495\n",
"[5]\tvalid_0's poisson: -88.4287\tvalid_0's quantile: 5.54682\n",
"[6]\tvalid_0's poisson: -91.0927\tvalid_0's quantile: 5.11536\n",
"[7]\tvalid_0's poisson: -93.1294\tvalid_0's quantile: 4.75856\n",
"[8]\tvalid_0's poisson: -94.8049\tvalid_0's quantile: 4.48755\n",
"[9]\tvalid_0's poisson: -96.1481\tvalid_0's quantile: 4.30513\n",
"[10]\tvalid_0's poisson: -97.2044\tvalid_0's quantile: 4.17119\n",
"[11]\tvalid_0's poisson: -98.1118\tvalid_0's quantile: 4.05661\n",
"[12]\tvalid_0's poisson: -98.6009\tvalid_0's quantile: 3.95947\n",
"[13]\tvalid_0's poisson: -98.9647\tvalid_0's quantile: 3.90009\n",
"[14]\tvalid_0's poisson: -99.2538\tvalid_0's quantile: 3.85704\n",
"[15]\tvalid_0's poisson: -99.4896\tvalid_0's quantile: 3.80526\n",
"[16]\tvalid_0's poisson: -99.7602\tvalid_0's quantile: 3.77661\n",
"[17]\tvalid_0's poisson: -99.96\tvalid_0's quantile: 3.73517\n",
"[18]\tvalid_0's poisson: -100.149\tvalid_0's quantile: 3.71721\n",
"[19]\tvalid_0's poisson: -100.306\tvalid_0's quantile: 3.69721\n",
"[20]\tvalid_0's poisson: -100.481\tvalid_0's quantile: 3.62914\n",
"[21]\tvalid_0's poisson: -100.645\tvalid_0's quantile: 3.60367\n",
"[22]\tvalid_0's poisson: -100.742\tvalid_0's quantile: 3.59259\n",
"[23]\tvalid_0's poisson: -100.854\tvalid_0's quantile: 3.58045\n",
"[24]\tvalid_0's poisson: -100.905\tvalid_0's quantile: 3.56974\n",
"[25]\tvalid_0's poisson: -101.014\tvalid_0's quantile: 3.55383\n",
"[26]\tvalid_0's poisson: -101.116\tvalid_0's quantile: 3.5422\n",
"[27]\tvalid_0's poisson: -101.166\tvalid_0's quantile: 3.53734\n",
"[28]\tvalid_0's poisson: -101.171\tvalid_0's quantile: 3.53443\n",
"[29]\tvalid_0's poisson: -101.225\tvalid_0's quantile: 3.52842\n",
"[30]\tvalid_0's poisson: -101.245\tvalid_0's quantile: 3.52489\n",
"[31]\tvalid_0's poisson: -101.255\tvalid_0's quantile: 3.5219\n",
"[32]\tvalid_0's poisson: -101.31\tvalid_0's quantile: 3.51046\n",
"[33]\tvalid_0's poisson: -101.359\tvalid_0's quantile: 3.50466\n",
"[34]\tvalid_0's poisson: -101.452\tvalid_0's quantile: 3.48888\n",
"[35]\tvalid_0's poisson: -101.634\tvalid_0's quantile: 3.45503\n",
"[36]\tvalid_0's poisson: -101.786\tvalid_0's quantile: 3.42705\n",
"[37]\tvalid_0's poisson: -101.973\tvalid_0's quantile: 3.39326\n",
"[38]\tvalid_0's poisson: -102.019\tvalid_0's quantile: 3.38681\n",
"[39]\tvalid_0's poisson: -102.049\tvalid_0's quantile: 3.37731\n",
"[40]\tvalid_0's poisson: -102.049\tvalid_0's quantile: 3.37591\n",
"[41]\tvalid_0's poisson: -102.138\tvalid_0's quantile: 3.36027\n",
"[42]\tvalid_0's poisson: -102.166\tvalid_0's quantile: 3.35769\n",
"[43]\tvalid_0's poisson: -102.183\tvalid_0's quantile: 3.35631\n",
"[44]\tvalid_0's poisson: -102.192\tvalid_0's quantile: 3.35683\n",
"[45]\tvalid_0's poisson: -102.194\tvalid_0's quantile: 3.35812\n",
"[46]\tvalid_0's poisson: -102.246\tvalid_0's quantile: 3.35495\n",
"[47]\tvalid_0's poisson: -102.271\tvalid_0's quantile: 3.35141\n",
"[48]\tvalid_0's poisson: -102.269\tvalid_0's quantile: 3.35081\n",
"[49]\tvalid_0's poisson: -102.292\tvalid_0's quantile: 3.34765\n",
"[50]\tvalid_0's poisson: -102.3\tvalid_0's quantile: 3.34619\n",
"[51]\tvalid_0's poisson: -102.304\tvalid_0's quantile: 3.34294\n",
"[52]\tvalid_0's poisson: -102.354\tvalid_0's quantile: 3.33507\n",
"[53]\tvalid_0's poisson: -102.401\tvalid_0's quantile: 3.32283\n",
"[54]\tvalid_0's poisson: -102.383\tvalid_0's quantile: 3.32476\n",
"[55]\tvalid_0's poisson: -102.432\tvalid_0's quantile: 3.31237\n",
"[56]\tvalid_0's poisson: -102.443\tvalid_0's quantile: 3.31194\n",
"[57]\tvalid_0's poisson: -102.457\tvalid_0's quantile: 3.31187\n",
"[58]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.30103\n",
"[59]\tvalid_0's poisson: -102.574\tvalid_0's quantile: 3.29916\n",
"[60]\tvalid_0's poisson: -102.498\tvalid_0's quantile: 3.29466\n",
"[61]\tvalid_0's poisson: -102.561\tvalid_0's quantile: 3.29324\n",
"[62]\tvalid_0's poisson: -102.518\tvalid_0's quantile: 3.29279\n",
"[63]\tvalid_0's poisson: -102.519\tvalid_0's quantile: 3.29095\n",
"[64]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.28896\n",
"[65]\tvalid_0's poisson: -102.633\tvalid_0's quantile: 3.28105\n",
"[66]\tvalid_0's poisson: -102.647\tvalid_0's quantile: 3.28112\n",
"[67]\tvalid_0's poisson: -102.642\tvalid_0's quantile: 3.27976\n",
"[68]\tvalid_0's poisson: -102.655\tvalid_0's quantile: 3.27715\n",
"[69]\tvalid_0's poisson: -102.627\tvalid_0's quantile: 3.24964\n",
"[70]\tvalid_0's poisson: -102.616\tvalid_0's quantile: 3.24826\n",
"[71]\tvalid_0's poisson: -102.7\tvalid_0's quantile: 3.24211\n",
"[72]\tvalid_0's poisson: -102.692\tvalid_0's quantile: 3.24066\n",
"[73]\tvalid_0's poisson: -102.686\tvalid_0's quantile: 3.23295\n",
"[74]\tvalid_0's poisson: -102.746\tvalid_0's quantile: 3.2302\n",
"[75]\tvalid_0's poisson: -102.799\tvalid_0's quantile: 3.22472\n",
"[76]\tvalid_0's poisson: -102.811\tvalid_0's quantile: 3.22209\n",
"[77]\tvalid_0's poisson: -102.826\tvalid_0's quantile: 3.22052\n",
"[78]\tvalid_0's poisson: -102.978\tvalid_0's quantile: 3.18998\n",
"[79]\tvalid_0's poisson: -102.981\tvalid_0's quantile: 3.18994\n",
"[80]\tvalid_0's poisson: -103.008\tvalid_0's quantile: 3.18858\n",
"[81]\tvalid_0's poisson: -103.024\tvalid_0's quantile: 3.18847\n",
"[82]\tvalid_0's poisson: -102.996\tvalid_0's quantile: 3.18709\n",
"[83]\tvalid_0's poisson: -102.997\tvalid_0's quantile: 3.18628\n",
"[84]\tvalid_0's poisson: -103.003\tvalid_0's quantile: 3.17948\n",
"[85]\tvalid_0's poisson: -103.028\tvalid_0's quantile: 3.17827\n",
"[86]\tvalid_0's poisson: -103.036\tvalid_0's quantile: 3.17321\n",
"[87]\tvalid_0's poisson: -103.041\tvalid_0's quantile: 3.16246\n",
"[88]\tvalid_0's poisson: -103.045\tvalid_0's quantile: 3.1631\n",
"[89]\tvalid_0's poisson: -103.083\tvalid_0's quantile: 3.16024\n",
"[90]\tvalid_0's poisson: -103.091\tvalid_0's quantile: 3.15603\n",
"[91]\tvalid_0's poisson: -103.112\tvalid_0's quantile: 3.15492\n",
"[92]\tvalid_0's poisson: -103.131\tvalid_0's quantile: 3.15233\n",
"[93]\tvalid_0's poisson: -103.128\tvalid_0's quantile: 3.14844\n",
"[94]\tvalid_0's poisson: -103.081\tvalid_0's quantile: 3.15129\n",
"[95]\tvalid_0's poisson: -103.097\tvalid_0's quantile: 3.15052\n",
"[96]\tvalid_0's poisson: -103.105\tvalid_0's quantile: 3.15037\n",
"[97]\tvalid_0's poisson: -103.127\tvalid_0's quantile: 3.14899\n",
"[98]\tvalid_0's poisson: -103.143\tvalid_0's quantile: 3.14652\n",
"[99]\tvalid_0's poisson: -103.138\tvalid_0's quantile: 3.14578\n",
"[100]\tvalid_0's poisson: -103.143\tvalid_0's quantile: 3.14688\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -70.8651\tvalid_0's quantile: 9.47912\n",
"[2]\tvalid_0's poisson: -75.6601\tvalid_0's quantile: 8.07127\n",
"[3]\tvalid_0's poisson: -81.0241\tvalid_0's quantile: 6.85277\n",
"[4]\tvalid_0's poisson: -85.0635\tvalid_0's quantile: 6.139\n",
"[5]\tvalid_0's poisson: -88.3439\tvalid_0's quantile: 5.51646\n",
"[6]\tvalid_0's poisson: -90.9258\tvalid_0's quantile: 5.10535\n",
"[7]\tvalid_0's poisson: -93.1192\tvalid_0's quantile: 4.71615\n",
"[8]\tvalid_0's poisson: -95.1793\tvalid_0's quantile: 4.44825\n",
"[9]\tvalid_0's poisson: -96.3778\tvalid_0's quantile: 4.24697\n",
"[10]\tvalid_0's poisson: -97.5128\tvalid_0's quantile: 4.08923\n",
"[11]\tvalid_0's poisson: -98.3071\tvalid_0's quantile: 3.97281\n",
"[12]\tvalid_0's poisson: -98.9379\tvalid_0's quantile: 3.89218\n",
"[13]\tvalid_0's poisson: -99.4703\tvalid_0's quantile: 3.82901\n",
"[14]\tvalid_0's poisson: -99.8679\tvalid_0's quantile: 3.7852\n",
"[15]\tvalid_0's poisson: -100.154\tvalid_0's quantile: 3.76336\n",
"[16]\tvalid_0's poisson: -100.371\tvalid_0's quantile: 3.73608\n",
"[17]\tvalid_0's poisson: -100.643\tvalid_0's quantile: 3.7011\n",
"[18]\tvalid_0's poisson: -100.787\tvalid_0's quantile: 3.68229\n",
"[19]\tvalid_0's poisson: -101.052\tvalid_0's quantile: 3.58187\n",
"[20]\tvalid_0's poisson: -101.151\tvalid_0's quantile: 3.57094\n",
"[21]\tvalid_0's poisson: -101.233\tvalid_0's quantile: 3.56129\n",
"[22]\tvalid_0's poisson: -101.3\tvalid_0's quantile: 3.54867\n",
"[23]\tvalid_0's poisson: -101.389\tvalid_0's quantile: 3.53582\n",
"[24]\tvalid_0's poisson: -101.486\tvalid_0's quantile: 3.52184\n",
"[25]\tvalid_0's poisson: -101.512\tvalid_0's quantile: 3.51366\n",
"[26]\tvalid_0's poisson: -101.595\tvalid_0's quantile: 3.50683\n",
"[27]\tvalid_0's poisson: -101.712\tvalid_0's quantile: 3.45283\n",
"[28]\tvalid_0's poisson: -101.78\tvalid_0's quantile: 3.44343\n",
"[29]\tvalid_0's poisson: -101.865\tvalid_0's quantile: 3.42758\n",
"[30]\tvalid_0's poisson: -101.935\tvalid_0's quantile: 3.41815\n",
"[31]\tvalid_0's poisson: -101.965\tvalid_0's quantile: 3.41537\n",
"[32]\tvalid_0's poisson: -102.039\tvalid_0's quantile: 3.40106\n",
"[33]\tvalid_0's poisson: -102.202\tvalid_0's quantile: 3.37386\n",
"[34]\tvalid_0's poisson: -102.264\tvalid_0's quantile: 3.37116\n",
"[35]\tvalid_0's poisson: -102.298\tvalid_0's quantile: 3.36681\n",
"[36]\tvalid_0's poisson: -102.275\tvalid_0's quantile: 3.36012\n",
"[37]\tvalid_0's poisson: -102.334\tvalid_0's quantile: 3.35143\n",
"[38]\tvalid_0's poisson: -102.391\tvalid_0's quantile: 3.34789\n",
"[39]\tvalid_0's poisson: -102.463\tvalid_0's quantile: 3.33925\n",
"[40]\tvalid_0's poisson: -102.518\tvalid_0's quantile: 3.32908\n",
"[41]\tvalid_0's poisson: -102.479\tvalid_0's quantile: 3.3301\n",
"[42]\tvalid_0's poisson: -102.489\tvalid_0's quantile: 3.3275\n",
"[43]\tvalid_0's poisson: -102.544\tvalid_0's quantile: 3.32528\n",
"[44]\tvalid_0's poisson: -102.553\tvalid_0's quantile: 3.32386\n",
"[45]\tvalid_0's poisson: -102.596\tvalid_0's quantile: 3.30396\n",
"[46]\tvalid_0's poisson: -102.621\tvalid_0's quantile: 3.29518\n",
"[47]\tvalid_0's poisson: -102.647\tvalid_0's quantile: 3.29039\n",
"[48]\tvalid_0's poisson: -102.658\tvalid_0's quantile: 3.29076\n",
"[49]\tvalid_0's poisson: -102.704\tvalid_0's quantile: 3.28635\n",
"[50]\tvalid_0's poisson: -102.707\tvalid_0's quantile: 3.28917\n",
"[51]\tvalid_0's poisson: -102.759\tvalid_0's quantile: 3.28706\n",
"[52]\tvalid_0's poisson: -102.783\tvalid_0's quantile: 3.28628\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -102.801\tvalid_0's quantile: 3.28487\n",
"[54]\tvalid_0's poisson: -102.812\tvalid_0's quantile: 3.28466\n",
"[55]\tvalid_0's poisson: -102.845\tvalid_0's quantile: 3.28081\n",
"[56]\tvalid_0's poisson: -102.86\tvalid_0's quantile: 3.27989\n",
"[57]\tvalid_0's poisson: -102.87\tvalid_0's quantile: 3.27938\n",
"[58]\tvalid_0's poisson: -102.877\tvalid_0's quantile: 3.27941\n",
"[59]\tvalid_0's poisson: -102.891\tvalid_0's quantile: 3.27837\n",
"[60]\tvalid_0's poisson: -102.888\tvalid_0's quantile: 3.27796\n",
"[61]\tvalid_0's poisson: -102.904\tvalid_0's quantile: 3.27685\n",
"[62]\tvalid_0's poisson: -102.906\tvalid_0's quantile: 3.27535\n",
"[63]\tvalid_0's poisson: -102.914\tvalid_0's quantile: 3.27495\n",
"[64]\tvalid_0's poisson: -102.923\tvalid_0's quantile: 3.27409\n",
"[65]\tvalid_0's poisson: -102.926\tvalid_0's quantile: 3.27427\n",
"[66]\tvalid_0's poisson: -102.916\tvalid_0's quantile: 3.27567\n",
"[67]\tvalid_0's poisson: -102.948\tvalid_0's quantile: 3.27025\n",
"[68]\tvalid_0's poisson: -102.951\tvalid_0's quantile: 3.26794\n",
"[69]\tvalid_0's poisson: -102.967\tvalid_0's quantile: 3.2348\n",
"[70]\tvalid_0's poisson: -102.956\tvalid_0's quantile: 3.23342\n",
"[71]\tvalid_0's poisson: -102.962\tvalid_0's quantile: 3.23235\n",
"[72]\tvalid_0's poisson: -102.982\tvalid_0's quantile: 3.23017\n",
"[73]\tvalid_0's poisson: -102.981\tvalid_0's quantile: 3.22919\n",
"[74]\tvalid_0's poisson: -102.984\tvalid_0's quantile: 3.22902\n",
"[75]\tvalid_0's poisson: -102.989\tvalid_0's quantile: 3.22799\n",
"[76]\tvalid_0's poisson: -103.007\tvalid_0's quantile: 3.227\n",
"[77]\tvalid_0's poisson: -103.063\tvalid_0's quantile: 3.21659\n",
"[78]\tvalid_0's poisson: -103.07\tvalid_0's quantile: 3.21476\n",
"[79]\tvalid_0's poisson: -103.065\tvalid_0's quantile: 3.21383\n",
"[80]\tvalid_0's poisson: -103.077\tvalid_0's quantile: 3.21409\n",
"[81]\tvalid_0's poisson: -103.061\tvalid_0's quantile: 3.20892\n",
"[82]\tvalid_0's poisson: -103.127\tvalid_0's quantile: 3.19602\n",
"[83]\tvalid_0's poisson: -103.152\tvalid_0's quantile: 3.19314\n",
"[84]\tvalid_0's poisson: -103.163\tvalid_0's quantile: 3.19234\n",
"[85]\tvalid_0's poisson: -103.105\tvalid_0's quantile: 3.18986\n",
"[86]\tvalid_0's poisson: -103.107\tvalid_0's quantile: 3.18929\n",
"[87]\tvalid_0's poisson: -103.123\tvalid_0's quantile: 3.18878\n",
"[88]\tvalid_0's poisson: -103.202\tvalid_0's quantile: 3.17247\n",
"[89]\tvalid_0's poisson: -103.225\tvalid_0's quantile: 3.16934\n",
"[90]\tvalid_0's poisson: -103.231\tvalid_0's quantile: 3.16868\n",
"[91]\tvalid_0's poisson: -103.239\tvalid_0's quantile: 3.16695\n",
"[92]\tvalid_0's poisson: -103.242\tvalid_0's quantile: 3.1666\n",
"[93]\tvalid_0's poisson: -103.243\tvalid_0's quantile: 3.16659\n",
"[94]\tvalid_0's poisson: -103.243\tvalid_0's quantile: 3.16661\n",
"[95]\tvalid_0's poisson: -103.246\tvalid_0's quantile: 3.16611\n",
"[96]\tvalid_0's poisson: -103.246\tvalid_0's quantile: 3.16597\n",
"[97]\tvalid_0's poisson: -103.242\tvalid_0's quantile: 3.16545\n",
"[98]\tvalid_0's poisson: -103.249\tvalid_0's quantile: 3.1654\n",
"[99]\tvalid_0's poisson: -103.244\tvalid_0's quantile: 3.16507\n",
"[100]\tvalid_0's poisson: -103.245\tvalid_0's quantile: 3.16535\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -68.8076\tvalid_0's quantile: 9.65691\n",
"[2]\tvalid_0's poisson: -75.0324\tvalid_0's quantile: 8.08804\n",
"[3]\tvalid_0's poisson: -80.2195\tvalid_0's quantile: 6.90964\n",
"[4]\tvalid_0's poisson: -84.7441\tvalid_0's quantile: 6.15647\n",
"[5]\tvalid_0's poisson: -87.9812\tvalid_0's quantile: 5.55716\n",
"[6]\tvalid_0's poisson: -90.5981\tvalid_0's quantile: 5.11296\n",
"[7]\tvalid_0's poisson: -92.9623\tvalid_0's quantile: 4.77477\n",
"[8]\tvalid_0's poisson: -94.5893\tvalid_0's quantile: 4.49175\n",
"[9]\tvalid_0's poisson: -96.1596\tvalid_0's quantile: 4.2862\n",
"[10]\tvalid_0's poisson: -97.3885\tvalid_0's quantile: 4.13705\n",
"[11]\tvalid_0's poisson: -98.2685\tvalid_0's quantile: 4.0199\n",
"[12]\tvalid_0's poisson: -98.8715\tvalid_0's quantile: 3.91256\n",
"[13]\tvalid_0's poisson: -99.4189\tvalid_0's quantile: 3.84189\n",
"[14]\tvalid_0's poisson: -99.8062\tvalid_0's quantile: 3.79268\n",
"[15]\tvalid_0's poisson: -100.064\tvalid_0's quantile: 3.75216\n",
"[16]\tvalid_0's poisson: -100.562\tvalid_0's quantile: 3.62758\n",
"[17]\tvalid_0's poisson: -100.745\tvalid_0's quantile: 3.60612\n",
"[18]\tvalid_0's poisson: -100.946\tvalid_0's quantile: 3.58608\n",
"[19]\tvalid_0's poisson: -101.065\tvalid_0's quantile: 3.57339\n",
"[20]\tvalid_0's poisson: -101.134\tvalid_0's quantile: 3.56403\n",
"[21]\tvalid_0's poisson: -101.242\tvalid_0's quantile: 3.55254\n",
"[22]\tvalid_0's poisson: -101.297\tvalid_0's quantile: 3.54328\n",
"[23]\tvalid_0's poisson: -101.44\tvalid_0's quantile: 3.53151\n",
"[24]\tvalid_0's poisson: -101.499\tvalid_0's quantile: 3.51557\n",
"[25]\tvalid_0's poisson: -101.577\tvalid_0's quantile: 3.5064\n",
"[26]\tvalid_0's poisson: -101.662\tvalid_0's quantile: 3.49525\n",
"[27]\tvalid_0's poisson: -101.7\tvalid_0's quantile: 3.48476\n",
"[28]\tvalid_0's poisson: -101.727\tvalid_0's quantile: 3.4754\n",
"[29]\tvalid_0's poisson: -101.816\tvalid_0's quantile: 3.46185\n",
"[30]\tvalid_0's poisson: -101.854\tvalid_0's quantile: 3.45687\n",
"[31]\tvalid_0's poisson: -102.051\tvalid_0's quantile: 3.42186\n",
"[32]\tvalid_0's poisson: -102.124\tvalid_0's quantile: 3.41701\n",
"[33]\tvalid_0's poisson: -102.163\tvalid_0's quantile: 3.41411\n",
"[34]\tvalid_0's poisson: -102.186\tvalid_0's quantile: 3.41382\n",
"[35]\tvalid_0's poisson: -102.215\tvalid_0's quantile: 3.41113\n",
"[36]\tvalid_0's poisson: -102.258\tvalid_0's quantile: 3.40811\n",
"[37]\tvalid_0's poisson: -102.298\tvalid_0's quantile: 3.39907\n",
"[38]\tvalid_0's poisson: -102.3\tvalid_0's quantile: 3.39582\n",
"[39]\tvalid_0's poisson: -102.327\tvalid_0's quantile: 3.39268\n",
"[40]\tvalid_0's poisson: -102.321\tvalid_0's quantile: 3.39005\n",
"[41]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.38262\n",
"[42]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.38231\n",
"[43]\tvalid_0's poisson: -102.405\tvalid_0's quantile: 3.37497\n",
"[44]\tvalid_0's poisson: -102.465\tvalid_0's quantile: 3.36845\n",
"[45]\tvalid_0's poisson: -102.478\tvalid_0's quantile: 3.35369\n",
"[46]\tvalid_0's poisson: -102.58\tvalid_0's quantile: 3.34356\n",
"[47]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.34081\n",
"[48]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.34118\n",
"[49]\tvalid_0's poisson: -102.66\tvalid_0's quantile: 3.33747\n",
"[50]\tvalid_0's poisson: -102.687\tvalid_0's quantile: 3.33523\n",
"[51]\tvalid_0's poisson: -102.7\tvalid_0's quantile: 3.33429\n",
"[52]\tvalid_0's poisson: -102.707\tvalid_0's quantile: 3.33315\n",
"[53]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.33212\n",
"[54]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.3313\n",
"[55]\tvalid_0's poisson: -102.742\tvalid_0's quantile: 3.33\n",
"[56]\tvalid_0's poisson: -102.748\tvalid_0's quantile: 3.32894\n",
"[57]\tvalid_0's poisson: -102.75\tvalid_0's quantile: 3.32843\n",
"[58]\tvalid_0's poisson: -102.759\tvalid_0's quantile: 3.32584\n",
"[59]\tvalid_0's poisson: -102.824\tvalid_0's quantile: 3.31101\n",
"[60]\tvalid_0's poisson: -102.844\tvalid_0's quantile: 3.30886\n",
"[61]\tvalid_0's poisson: -102.833\tvalid_0's quantile: 3.30876\n",
"[62]\tvalid_0's poisson: -102.889\tvalid_0's quantile: 3.30425\n",
"[63]\tvalid_0's poisson: -102.957\tvalid_0's quantile: 3.29487\n",
"[64]\tvalid_0's poisson: -103.003\tvalid_0's quantile: 3.29125\n",
"[65]\tvalid_0's poisson: -102.99\tvalid_0's quantile: 3.29036\n",
"[66]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.2902\n",
"[67]\tvalid_0's poisson: -103.095\tvalid_0's quantile: 3.2661\n",
"[68]\tvalid_0's poisson: -103.116\tvalid_0's quantile: 3.2577\n",
"[69]\tvalid_0's poisson: -103.116\tvalid_0's quantile: 3.24077\n",
"[70]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.23782\n",
"[71]\tvalid_0's poisson: -103.171\tvalid_0's quantile: 3.23715\n",
"[72]\tvalid_0's poisson: -103.221\tvalid_0's quantile: 3.23165\n",
"[73]\tvalid_0's poisson: -103.225\tvalid_0's quantile: 3.23118\n",
"[74]\tvalid_0's poisson: -103.231\tvalid_0's quantile: 3.23115\n",
"[75]\tvalid_0's poisson: -103.266\tvalid_0's quantile: 3.22691\n",
"[76]\tvalid_0's poisson: -103.266\tvalid_0's quantile: 3.22596\n",
"[77]\tvalid_0's poisson: -103.274\tvalid_0's quantile: 3.22442\n",
"[78]\tvalid_0's poisson: -103.277\tvalid_0's quantile: 3.22444\n",
"[79]\tvalid_0's poisson: -103.296\tvalid_0's quantile: 3.22174\n",
"[80]\tvalid_0's poisson: -103.31\tvalid_0's quantile: 3.2153\n",
"[81]\tvalid_0's poisson: -103.314\tvalid_0's quantile: 3.2152\n",
"[82]\tvalid_0's poisson: -103.319\tvalid_0's quantile: 3.21489\n",
"[83]\tvalid_0's poisson: -103.314\tvalid_0's quantile: 3.1792\n",
"[84]\tvalid_0's poisson: -103.346\tvalid_0's quantile: 3.17553\n",
"[85]\tvalid_0's poisson: -103.35\tvalid_0's quantile: 3.17506\n",
"[86]\tvalid_0's poisson: -103.363\tvalid_0's quantile: 3.17361\n",
"[87]\tvalid_0's poisson: -103.387\tvalid_0's quantile: 3.17337\n",
"[88]\tvalid_0's poisson: -103.392\tvalid_0's quantile: 3.17214\n",
"[89]\tvalid_0's poisson: -103.397\tvalid_0's quantile: 3.17053\n",
"[90]\tvalid_0's poisson: -103.404\tvalid_0's quantile: 3.16818\n",
"[91]\tvalid_0's poisson: -103.429\tvalid_0's quantile: 3.16764\n",
"[92]\tvalid_0's poisson: -103.44\tvalid_0's quantile: 3.1654\n",
"[93]\tvalid_0's poisson: -103.439\tvalid_0's quantile: 3.16691\n",
"[94]\tvalid_0's poisson: -103.448\tvalid_0's quantile: 3.16692\n",
"[95]\tvalid_0's poisson: -103.467\tvalid_0's quantile: 3.16667\n",
"[96]\tvalid_0's poisson: -103.475\tvalid_0's quantile: 3.16687\n",
"[97]\tvalid_0's poisson: -103.509\tvalid_0's quantile: 3.13731\n",
"[98]\tvalid_0's poisson: -103.504\tvalid_0's quantile: 3.13656\n",
"[99]\tvalid_0's poisson: -103.499\tvalid_0's quantile: 3.1364\n",
"[100]\tvalid_0's poisson: -103.546\tvalid_0's quantile: 3.12798\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.4887\tvalid_0's quantile: 10.1948\n",
"[2]\tvalid_0's poisson: -71.6903\tvalid_0's quantile: 8.86283\n",
"[3]\tvalid_0's poisson: -76.2978\tvalid_0's quantile: 7.9986\n",
"[4]\tvalid_0's poisson: -80.1107\tvalid_0's quantile: 7.24809\n",
"[5]\tvalid_0's poisson: -84.0519\tvalid_0's quantile: 6.65981\n",
"[6]\tvalid_0's poisson: -86.0107\tvalid_0's quantile: 6.22428\n",
"[7]\tvalid_0's poisson: -88.4319\tvalid_0's quantile: 5.84835\n",
"[8]\tvalid_0's poisson: -90.4024\tvalid_0's quantile: 5.57827\n",
"[9]\tvalid_0's poisson: -91.9155\tvalid_0's quantile: 5.38312\n",
"[10]\tvalid_0's poisson: -92.5473\tvalid_0's quantile: 5.20824\n",
"[11]\tvalid_0's poisson: -93.1211\tvalid_0's quantile: 5.06023\n",
"[12]\tvalid_0's poisson: -94.0023\tvalid_0's quantile: 4.93398\n",
"[13]\tvalid_0's poisson: -94.5566\tvalid_0's quantile: 4.86675\n",
"[14]\tvalid_0's poisson: -94.9059\tvalid_0's quantile: 4.802\n",
"[15]\tvalid_0's poisson: -95.3471\tvalid_0's quantile: 4.73582\n",
"[16]\tvalid_0's poisson: -95.6972\tvalid_0's quantile: 4.6927\n",
"[17]\tvalid_0's poisson: -96.0776\tvalid_0's quantile: 4.65054\n",
"[18]\tvalid_0's poisson: -96.3226\tvalid_0's quantile: 4.62436\n",
"[19]\tvalid_0's poisson: -96.6391\tvalid_0's quantile: 4.5915\n",
"[20]\tvalid_0's poisson: -96.7348\tvalid_0's quantile: 4.57646\n",
"[21]\tvalid_0's poisson: -96.6688\tvalid_0's quantile: 4.54344\n",
"[22]\tvalid_0's poisson: -96.824\tvalid_0's quantile: 4.52516\n",
"[23]\tvalid_0's poisson: -96.8952\tvalid_0's quantile: 4.51174\n",
"[24]\tvalid_0's poisson: -96.972\tvalid_0's quantile: 4.50345\n",
"[25]\tvalid_0's poisson: -97.0549\tvalid_0's quantile: 4.49624\n",
"[26]\tvalid_0's poisson: -97.1651\tvalid_0's quantile: 4.48364\n",
"[27]\tvalid_0's poisson: -97.2521\tvalid_0's quantile: 4.46266\n",
"[28]\tvalid_0's poisson: -97.3056\tvalid_0's quantile: 4.4577\n",
"[29]\tvalid_0's poisson: -97.3725\tvalid_0's quantile: 4.45104\n",
"[30]\tvalid_0's poisson: -97.3858\tvalid_0's quantile: 4.44755\n",
"[31]\tvalid_0's poisson: -97.309\tvalid_0's quantile: 4.43304\n",
"[32]\tvalid_0's poisson: -97.9908\tvalid_0's quantile: 4.35364\n",
"[33]\tvalid_0's poisson: -98.0677\tvalid_0's quantile: 4.31818\n",
"[34]\tvalid_0's poisson: -98.1192\tvalid_0's quantile: 4.31214\n",
"[35]\tvalid_0's poisson: -98.2182\tvalid_0's quantile: 4.30382\n",
"[36]\tvalid_0's poisson: -98.2692\tvalid_0's quantile: 4.28745\n",
"[37]\tvalid_0's poisson: -98.3337\tvalid_0's quantile: 4.2801\n",
"[38]\tvalid_0's poisson: -98.4065\tvalid_0's quantile: 4.27619\n",
"[39]\tvalid_0's poisson: -98.4214\tvalid_0's quantile: 4.27395\n",
"[40]\tvalid_0's poisson: -98.4106\tvalid_0's quantile: 4.26896\n",
"[41]\tvalid_0's poisson: -98.46\tvalid_0's quantile: 4.25506\n",
"[42]\tvalid_0's poisson: -98.4834\tvalid_0's quantile: 4.25059\n",
"[43]\tvalid_0's poisson: -98.4858\tvalid_0's quantile: 4.24901\n",
"[44]\tvalid_0's poisson: -98.7618\tvalid_0's quantile: 4.1939\n",
"[45]\tvalid_0's poisson: -98.7417\tvalid_0's quantile: 4.15869\n",
"[46]\tvalid_0's poisson: -98.8318\tvalid_0's quantile: 4.14934\n",
"[47]\tvalid_0's poisson: -98.883\tvalid_0's quantile: 4.14367\n",
"[48]\tvalid_0's poisson: -98.922\tvalid_0's quantile: 4.13731\n",
"[49]\tvalid_0's poisson: -98.9564\tvalid_0's quantile: 4.1282\n",
"[50]\tvalid_0's poisson: -98.9665\tvalid_0's quantile: 4.1026\n",
"[51]\tvalid_0's poisson: -98.9836\tvalid_0's quantile: 4.10242\n",
"[52]\tvalid_0's poisson: -98.9908\tvalid_0's quantile: 4.10233\n",
"[53]\tvalid_0's poisson: -99.013\tvalid_0's quantile: 4.10174\n",
"[54]\tvalid_0's poisson: -99.0395\tvalid_0's quantile: 4.09961\n",
"[55]\tvalid_0's poisson: -99.0511\tvalid_0's quantile: 4.09926\n",
"[56]\tvalid_0's poisson: -99.0689\tvalid_0's quantile: 4.09284\n",
"[57]\tvalid_0's poisson: -99.0901\tvalid_0's quantile: 4.08995\n",
"[58]\tvalid_0's poisson: -99.1019\tvalid_0's quantile: 4.07511\n",
"[59]\tvalid_0's poisson: -99.0969\tvalid_0's quantile: 4.07515\n",
"[60]\tvalid_0's poisson: -99.128\tvalid_0's quantile: 4.07347\n",
"[61]\tvalid_0's poisson: -99.1384\tvalid_0's quantile: 4.0707\n",
"[62]\tvalid_0's poisson: -99.1493\tvalid_0's quantile: 4.07055\n",
"[63]\tvalid_0's poisson: -99.1532\tvalid_0's quantile: 4.06997\n",
"[64]\tvalid_0's poisson: -99.1835\tvalid_0's quantile: 4.06794\n",
"[65]\tvalid_0's poisson: -99.1818\tvalid_0's quantile: 4.06238\n",
"[66]\tvalid_0's poisson: -99.1801\tvalid_0's quantile: 4.0606\n",
"[67]\tvalid_0's poisson: -99.1886\tvalid_0's quantile: 4.05998\n",
"[68]\tvalid_0's poisson: -99.1963\tvalid_0's quantile: 4.05123\n",
"[69]\tvalid_0's poisson: -99.2434\tvalid_0's quantile: 4.03392\n",
"[70]\tvalid_0's poisson: -99.2493\tvalid_0's quantile: 4.03379\n",
"[71]\tvalid_0's poisson: -99.3328\tvalid_0's quantile: 4.01554\n",
"[72]\tvalid_0's poisson: -99.3174\tvalid_0's quantile: 4.01054\n",
"[73]\tvalid_0's poisson: -99.3274\tvalid_0's quantile: 4.00986\n",
"[74]\tvalid_0's poisson: -99.3939\tvalid_0's quantile: 3.99665\n",
"[75]\tvalid_0's poisson: -99.4944\tvalid_0's quantile: 3.99057\n",
"[76]\tvalid_0's poisson: -99.4844\tvalid_0's quantile: 3.99008\n",
"[77]\tvalid_0's poisson: -99.5049\tvalid_0's quantile: 3.98849\n",
"[78]\tvalid_0's poisson: -99.4842\tvalid_0's quantile: 3.98685\n",
"[79]\tvalid_0's poisson: -99.5055\tvalid_0's quantile: 3.98319\n",
"[80]\tvalid_0's poisson: -99.496\tvalid_0's quantile: 3.97926\n",
"[81]\tvalid_0's poisson: -99.5388\tvalid_0's quantile: 3.97507\n",
"[82]\tvalid_0's poisson: -99.5757\tvalid_0's quantile: 3.96779\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[83]\tvalid_0's poisson: -99.5696\tvalid_0's quantile: 3.96817\n",
"[84]\tvalid_0's poisson: -99.5655\tvalid_0's quantile: 3.96739\n",
"[85]\tvalid_0's poisson: -99.578\tvalid_0's quantile: 3.96664\n",
"[86]\tvalid_0's poisson: -99.6406\tvalid_0's quantile: 3.96515\n",
"[87]\tvalid_0's poisson: -99.6373\tvalid_0's quantile: 3.96495\n",
"[88]\tvalid_0's poisson: -99.6072\tvalid_0's quantile: 3.96096\n",
"[89]\tvalid_0's poisson: -99.6541\tvalid_0's quantile: 3.95962\n",
"[90]\tvalid_0's poisson: -99.6581\tvalid_0's quantile: 3.95728\n",
"[91]\tvalid_0's poisson: -99.6649\tvalid_0's quantile: 3.95636\n",
"[92]\tvalid_0's poisson: -99.5751\tvalid_0's quantile: 3.94201\n",
"[93]\tvalid_0's poisson: -99.5804\tvalid_0's quantile: 3.94064\n",
"[94]\tvalid_0's poisson: -99.5723\tvalid_0's quantile: 3.94019\n",
"[95]\tvalid_0's poisson: -99.5957\tvalid_0's quantile: 3.93855\n",
"[96]\tvalid_0's poisson: -99.6512\tvalid_0's quantile: 3.92807\n",
"[97]\tvalid_0's poisson: -99.7573\tvalid_0's quantile: 3.92751\n",
"[98]\tvalid_0's poisson: -99.7814\tvalid_0's quantile: 3.92695\n",
"[99]\tvalid_0's poisson: -99.7537\tvalid_0's quantile: 3.9266\n",
"[100]\tvalid_0's poisson: -99.7743\tvalid_0's quantile: 3.92532\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.4537\tvalid_0's quantile: 10.1868\n",
"[2]\tvalid_0's poisson: -71.6848\tvalid_0's quantile: 8.85188\n",
"[3]\tvalid_0's poisson: -76.335\tvalid_0's quantile: 8.07653\n",
"[4]\tvalid_0's poisson: -79.5875\tvalid_0's quantile: 7.26422\n",
"[5]\tvalid_0's poisson: -83.4194\tvalid_0's quantile: 6.68506\n",
"[6]\tvalid_0's poisson: -85.7227\tvalid_0's quantile: 6.20876\n",
"[7]\tvalid_0's poisson: -88.1636\tvalid_0's quantile: 5.85983\n",
"[8]\tvalid_0's poisson: -90.1784\tvalid_0's quantile: 5.55929\n",
"[9]\tvalid_0's poisson: -91.4805\tvalid_0's quantile: 5.36208\n",
"[10]\tvalid_0's poisson: -92.2116\tvalid_0's quantile: 5.17426\n",
"[11]\tvalid_0's poisson: -93.3749\tvalid_0's quantile: 5.01272\n",
"[12]\tvalid_0's poisson: -93.9769\tvalid_0's quantile: 4.92566\n",
"[13]\tvalid_0's poisson: -94.6893\tvalid_0's quantile: 4.8281\n",
"[14]\tvalid_0's poisson: -95.1254\tvalid_0's quantile: 4.77742\n",
"[15]\tvalid_0's poisson: -95.5196\tvalid_0's quantile: 4.72244\n",
"[16]\tvalid_0's poisson: -95.6177\tvalid_0's quantile: 4.66322\n",
"[17]\tvalid_0's poisson: -95.7786\tvalid_0's quantile: 4.6472\n",
"[18]\tvalid_0's poisson: -96.0456\tvalid_0's quantile: 4.6153\n",
"[19]\tvalid_0's poisson: -96.0587\tvalid_0's quantile: 4.58981\n",
"[20]\tvalid_0's poisson: -96.4459\tvalid_0's quantile: 4.54989\n",
"[21]\tvalid_0's poisson: -96.6485\tvalid_0's quantile: 4.52543\n",
"[22]\tvalid_0's poisson: -96.7594\tvalid_0's quantile: 4.51742\n",
"[23]\tvalid_0's poisson: -96.6862\tvalid_0's quantile: 4.49866\n",
"[24]\tvalid_0's poisson: -96.7846\tvalid_0's quantile: 4.48606\n",
"[25]\tvalid_0's poisson: -96.898\tvalid_0's quantile: 4.47096\n",
"[26]\tvalid_0's poisson: -97.1408\tvalid_0's quantile: 4.4587\n",
"[27]\tvalid_0's poisson: -97.2285\tvalid_0's quantile: 4.4472\n",
"[28]\tvalid_0's poisson: -97.3007\tvalid_0's quantile: 4.44104\n",
"[29]\tvalid_0's poisson: -97.3408\tvalid_0's quantile: 4.40564\n",
"[30]\tvalid_0's poisson: -97.5087\tvalid_0's quantile: 4.39013\n",
"[31]\tvalid_0's poisson: -98.0993\tvalid_0's quantile: 4.31264\n",
"[32]\tvalid_0's poisson: -98.1659\tvalid_0's quantile: 4.29964\n",
"[33]\tvalid_0's poisson: -98.2778\tvalid_0's quantile: 4.28636\n",
"[34]\tvalid_0's poisson: -98.2904\tvalid_0's quantile: 4.28331\n",
"[35]\tvalid_0's poisson: -98.2904\tvalid_0's quantile: 4.2812\n",
"[36]\tvalid_0's poisson: -98.2628\tvalid_0's quantile: 4.2612\n",
"[37]\tvalid_0's poisson: -98.3498\tvalid_0's quantile: 4.24571\n",
"[38]\tvalid_0's poisson: -98.6644\tvalid_0's quantile: 4.18808\n",
"[39]\tvalid_0's poisson: -98.7181\tvalid_0's quantile: 4.18118\n",
"[40]\tvalid_0's poisson: -98.8604\tvalid_0's quantile: 4.16536\n",
"[41]\tvalid_0's poisson: -98.9953\tvalid_0's quantile: 4.15735\n",
"[42]\tvalid_0's poisson: -99.0262\tvalid_0's quantile: 4.15381\n",
"[43]\tvalid_0's poisson: -99.0924\tvalid_0's quantile: 4.14534\n",
"[44]\tvalid_0's poisson: -99.1634\tvalid_0's quantile: 4.13207\n",
"[45]\tvalid_0's poisson: -99.1649\tvalid_0's quantile: 4.13104\n",
"[46]\tvalid_0's poisson: -99.1734\tvalid_0's quantile: 4.12532\n",
"[47]\tvalid_0's poisson: -99.1462\tvalid_0's quantile: 4.125\n",
"[48]\tvalid_0's poisson: -99.2015\tvalid_0's quantile: 4.11847\n",
"[49]\tvalid_0's poisson: -99.3532\tvalid_0's quantile: 4.10833\n",
"[50]\tvalid_0's poisson: -99.3249\tvalid_0's quantile: 4.10513\n",
"[51]\tvalid_0's poisson: -99.3846\tvalid_0's quantile: 4.10367\n",
"[52]\tvalid_0's poisson: -99.4718\tvalid_0's quantile: 4.08589\n",
"[53]\tvalid_0's poisson: -99.5383\tvalid_0's quantile: 4.0817\n",
"[54]\tvalid_0's poisson: -99.5527\tvalid_0's quantile: 4.08095\n",
"[55]\tvalid_0's poisson: -99.5671\tvalid_0's quantile: 4.07497\n",
"[56]\tvalid_0's poisson: -99.5336\tvalid_0's quantile: 4.04684\n",
"[57]\tvalid_0's poisson: -99.5287\tvalid_0's quantile: 4.04561\n",
"[58]\tvalid_0's poisson: -99.7114\tvalid_0's quantile: 4.03592\n",
"[59]\tvalid_0's poisson: -99.7367\tvalid_0's quantile: 4.03136\n",
"[60]\tvalid_0's poisson: -99.7462\tvalid_0's quantile: 4.02571\n",
"[61]\tvalid_0's poisson: -99.7557\tvalid_0's quantile: 4.0245\n",
"[62]\tvalid_0's poisson: -99.7761\tvalid_0's quantile: 4.02253\n",
"[63]\tvalid_0's poisson: -99.821\tvalid_0's quantile: 4.02074\n",
"[64]\tvalid_0's poisson: -99.8229\tvalid_0's quantile: 4.01992\n",
"[65]\tvalid_0's poisson: -99.8722\tvalid_0's quantile: 4.00258\n",
"[66]\tvalid_0's poisson: -99.863\tvalid_0's quantile: 4.00249\n",
"[67]\tvalid_0's poisson: -99.8968\tvalid_0's quantile: 3.99525\n",
"[68]\tvalid_0's poisson: -99.912\tvalid_0's quantile: 3.9774\n",
"[69]\tvalid_0's poisson: -99.8746\tvalid_0's quantile: 3.97035\n",
"[70]\tvalid_0's poisson: -99.8687\tvalid_0's quantile: 3.96648\n",
"[71]\tvalid_0's poisson: -99.8773\tvalid_0's quantile: 3.96586\n",
"[72]\tvalid_0's poisson: -99.8408\tvalid_0's quantile: 3.95225\n",
"[73]\tvalid_0's poisson: -99.7604\tvalid_0's quantile: 3.92652\n",
"[74]\tvalid_0's poisson: -99.8002\tvalid_0's quantile: 3.92079\n",
"[75]\tvalid_0's poisson: -99.8234\tvalid_0's quantile: 3.92021\n",
"[76]\tvalid_0's poisson: -99.8165\tvalid_0's quantile: 3.91549\n",
"[77]\tvalid_0's poisson: -99.9138\tvalid_0's quantile: 3.89888\n",
"[78]\tvalid_0's poisson: -99.9186\tvalid_0's quantile: 3.89854\n",
"[79]\tvalid_0's poisson: -99.9578\tvalid_0's quantile: 3.89705\n",
"[80]\tvalid_0's poisson: -99.9791\tvalid_0's quantile: 3.89453\n",
"[81]\tvalid_0's poisson: -99.982\tvalid_0's quantile: 3.89104\n",
"[82]\tvalid_0's poisson: -99.9776\tvalid_0's quantile: 3.88713\n",
"[83]\tvalid_0's poisson: -100.079\tvalid_0's quantile: 3.88194\n",
"[84]\tvalid_0's poisson: -100.114\tvalid_0's quantile: 3.88\n",
"[85]\tvalid_0's poisson: -100.098\tvalid_0's quantile: 3.8796\n",
"[86]\tvalid_0's poisson: -100.101\tvalid_0's quantile: 3.87917\n",
"[87]\tvalid_0's poisson: -100.076\tvalid_0's quantile: 3.87285\n",
"[88]\tvalid_0's poisson: -100.083\tvalid_0's quantile: 3.87119\n",
"[89]\tvalid_0's poisson: -100.08\tvalid_0's quantile: 3.87101\n",
"[90]\tvalid_0's poisson: -100.091\tvalid_0's quantile: 3.86855\n",
"[91]\tvalid_0's poisson: -100.089\tvalid_0's quantile: 3.86832\n",
"[92]\tvalid_0's poisson: -100.146\tvalid_0's quantile: 3.86184\n",
"[93]\tvalid_0's poisson: -100.148\tvalid_0's quantile: 3.85762\n",
"[94]\tvalid_0's poisson: -100.157\tvalid_0's quantile: 3.85951\n",
"[95]\tvalid_0's poisson: -100.175\tvalid_0's quantile: 3.8601\n",
"[96]\tvalid_0's poisson: -100.197\tvalid_0's quantile: 3.85932\n",
"[97]\tvalid_0's poisson: -100.195\tvalid_0's quantile: 3.85883\n",
"[98]\tvalid_0's poisson: -100.221\tvalid_0's quantile: 3.85609\n",
"[99]\tvalid_0's poisson: -100.21\tvalid_0's quantile: 3.85039\n",
"[100]\tvalid_0's poisson: -100.259\tvalid_0's quantile: 3.84361\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.9534\tvalid_0's quantile: 10.1483\n",
"[2]\tvalid_0's poisson: -71.9656\tvalid_0's quantile: 8.80026\n",
"[3]\tvalid_0's poisson: -76.0623\tvalid_0's quantile: 7.94228\n",
"[4]\tvalid_0's poisson: -80.7245\tvalid_0's quantile: 7.18754\n",
"[5]\tvalid_0's poisson: -83.1386\tvalid_0's quantile: 6.62962\n",
"[6]\tvalid_0's poisson: -85.9468\tvalid_0's quantile: 6.1527\n",
"[7]\tvalid_0's poisson: -88.4172\tvalid_0's quantile: 5.79737\n",
"[8]\tvalid_0's poisson: -90.3596\tvalid_0's quantile: 5.53896\n",
"[9]\tvalid_0's poisson: -91.7632\tvalid_0's quantile: 5.30514\n",
"[10]\tvalid_0's poisson: -93.1841\tvalid_0's quantile: 5.12326\n",
"[11]\tvalid_0's poisson: -93.7162\tvalid_0's quantile: 4.9678\n",
"[12]\tvalid_0's poisson: -94.3678\tvalid_0's quantile: 4.86511\n",
"[13]\tvalid_0's poisson: -95.0124\tvalid_0's quantile: 4.77402\n",
"[14]\tvalid_0's poisson: -95.4277\tvalid_0's quantile: 4.72294\n",
"[15]\tvalid_0's poisson: -95.7951\tvalid_0's quantile: 4.6786\n",
"[16]\tvalid_0's poisson: -96.1378\tvalid_0's quantile: 4.64578\n",
"[17]\tvalid_0's poisson: -96.2598\tvalid_0's quantile: 4.62295\n",
"[18]\tvalid_0's poisson: -96.4919\tvalid_0's quantile: 4.59428\n",
"[19]\tvalid_0's poisson: -96.4773\tvalid_0's quantile: 4.55568\n",
"[20]\tvalid_0's poisson: -96.6455\tvalid_0's quantile: 4.53473\n",
"[21]\tvalid_0's poisson: -96.8643\tvalid_0's quantile: 4.51357\n",
"[22]\tvalid_0's poisson: -96.939\tvalid_0's quantile: 4.50525\n",
"[23]\tvalid_0's poisson: -97.1019\tvalid_0's quantile: 4.49044\n",
"[24]\tvalid_0's poisson: -97.2574\tvalid_0's quantile: 4.46845\n",
"[25]\tvalid_0's poisson: -97.2081\tvalid_0's quantile: 4.44961\n",
"[26]\tvalid_0's poisson: -97.6097\tvalid_0's quantile: 4.37469\n",
"[27]\tvalid_0's poisson: -97.713\tvalid_0's quantile: 4.36072\n",
"[28]\tvalid_0's poisson: -97.7452\tvalid_0's quantile: 4.35897\n",
"[29]\tvalid_0's poisson: -97.7724\tvalid_0's quantile: 4.35675\n",
"[30]\tvalid_0's poisson: -97.8317\tvalid_0's quantile: 4.34897\n",
"[31]\tvalid_0's poisson: -97.8977\tvalid_0's quantile: 4.34143\n",
"[32]\tvalid_0's poisson: -97.9275\tvalid_0's quantile: 4.3374\n",
"[33]\tvalid_0's poisson: -97.944\tvalid_0's quantile: 4.33449\n",
"[34]\tvalid_0's poisson: -97.9934\tvalid_0's quantile: 4.3284\n",
"[35]\tvalid_0's poisson: -98.0077\tvalid_0's quantile: 4.32596\n",
"[36]\tvalid_0's poisson: -98.0953\tvalid_0's quantile: 4.3168\n",
"[37]\tvalid_0's poisson: -98.0168\tvalid_0's quantile: 4.31091\n",
"[38]\tvalid_0's poisson: -98.0123\tvalid_0's quantile: 4.26274\n",
"[39]\tvalid_0's poisson: -98.0385\tvalid_0's quantile: 4.23804\n",
"[40]\tvalid_0's poisson: -98.0732\tvalid_0's quantile: 4.23356\n",
"[41]\tvalid_0's poisson: -98.218\tvalid_0's quantile: 4.21596\n",
"[42]\tvalid_0's poisson: -98.2438\tvalid_0's quantile: 4.21378\n",
"[43]\tvalid_0's poisson: -98.2584\tvalid_0's quantile: 4.21176\n",
"[44]\tvalid_0's poisson: -98.3201\tvalid_0's quantile: 4.20623\n",
"[45]\tvalid_0's poisson: -98.3574\tvalid_0's quantile: 4.19994\n",
"[46]\tvalid_0's poisson: -98.3919\tvalid_0's quantile: 4.19737\n",
"[47]\tvalid_0's poisson: -98.2997\tvalid_0's quantile: 4.18915\n",
"[48]\tvalid_0's poisson: -98.2625\tvalid_0's quantile: 4.1552\n",
"[49]\tvalid_0's poisson: -98.334\tvalid_0's quantile: 4.14325\n",
"[50]\tvalid_0's poisson: -98.4091\tvalid_0's quantile: 4.1369\n",
"[51]\tvalid_0's poisson: -98.4189\tvalid_0's quantile: 4.13536\n",
"[52]\tvalid_0's poisson: -98.4304\tvalid_0's quantile: 4.12908\n",
"[53]\tvalid_0's poisson: -98.4801\tvalid_0's quantile: 4.1234\n",
"[54]\tvalid_0's poisson: -98.5019\tvalid_0's quantile: 4.11812\n",
"[55]\tvalid_0's poisson: -98.5505\tvalid_0's quantile: 4.11523\n",
"[56]\tvalid_0's poisson: -98.6111\tvalid_0's quantile: 4.10919\n",
"[57]\tvalid_0's poisson: -98.6022\tvalid_0's quantile: 4.10785\n",
"[58]\tvalid_0's poisson: -98.6949\tvalid_0's quantile: 4.08169\n",
"[59]\tvalid_0's poisson: -98.701\tvalid_0's quantile: 4.08139\n",
"[60]\tvalid_0's poisson: -98.6439\tvalid_0's quantile: 4.06316\n",
"[61]\tvalid_0's poisson: -98.664\tvalid_0's quantile: 4.06194\n",
"[62]\tvalid_0's poisson: -98.6802\tvalid_0's quantile: 4.05679\n",
"[63]\tvalid_0's poisson: -98.7203\tvalid_0's quantile: 4.04515\n",
"[64]\tvalid_0's poisson: -98.7668\tvalid_0's quantile: 4.03243\n",
"[65]\tvalid_0's poisson: -98.767\tvalid_0's quantile: 4.0308\n",
"[66]\tvalid_0's poisson: -98.7595\tvalid_0's quantile: 4.02953\n",
"[67]\tvalid_0's poisson: -98.8901\tvalid_0's quantile: 4.02039\n",
"[68]\tvalid_0's poisson: -98.9643\tvalid_0's quantile: 4.01353\n",
"[69]\tvalid_0's poisson: -98.985\tvalid_0's quantile: 4.00957\n",
"[70]\tvalid_0's poisson: -99.0366\tvalid_0's quantile: 3.99716\n",
"[71]\tvalid_0's poisson: -99.0662\tvalid_0's quantile: 3.99223\n",
"[72]\tvalid_0's poisson: -99.0611\tvalid_0's quantile: 3.99148\n",
"[73]\tvalid_0's poisson: -99.0599\tvalid_0's quantile: 3.98516\n",
"[74]\tvalid_0's poisson: -98.8642\tvalid_0's quantile: 3.97714\n",
"[75]\tvalid_0's poisson: -99.0753\tvalid_0's quantile: 3.96056\n",
"[76]\tvalid_0's poisson: -99.0878\tvalid_0's quantile: 3.9577\n",
"[77]\tvalid_0's poisson: -99.4762\tvalid_0's quantile: 3.90856\n",
"[78]\tvalid_0's poisson: -99.5165\tvalid_0's quantile: 3.90222\n",
"[79]\tvalid_0's poisson: -99.5107\tvalid_0's quantile: 3.90147\n",
"[80]\tvalid_0's poisson: -99.5909\tvalid_0's quantile: 3.89685\n",
"[81]\tvalid_0's poisson: -99.5601\tvalid_0's quantile: 3.8956\n",
"[82]\tvalid_0's poisson: -99.7101\tvalid_0's quantile: 3.87476\n",
"[83]\tvalid_0's poisson: -99.7945\tvalid_0's quantile: 3.86471\n",
"[84]\tvalid_0's poisson: -99.7845\tvalid_0's quantile: 3.86428\n",
"[85]\tvalid_0's poisson: -99.797\tvalid_0's quantile: 3.8617\n",
"[86]\tvalid_0's poisson: -99.7789\tvalid_0's quantile: 3.8527\n",
"[87]\tvalid_0's poisson: -99.726\tvalid_0's quantile: 3.85043\n",
"[88]\tvalid_0's poisson: -100.056\tvalid_0's quantile: 3.81329\n",
"[89]\tvalid_0's poisson: -100.067\tvalid_0's quantile: 3.81208\n",
"[90]\tvalid_0's poisson: -100.067\tvalid_0's quantile: 3.81025\n",
"[91]\tvalid_0's poisson: -100.09\tvalid_0's quantile: 3.80672\n",
"[92]\tvalid_0's poisson: -100.098\tvalid_0's quantile: 3.80672\n",
"[93]\tvalid_0's poisson: -100.107\tvalid_0's quantile: 3.80711\n",
"[94]\tvalid_0's poisson: -100.064\tvalid_0's quantile: 3.80506\n",
"[95]\tvalid_0's poisson: -100.115\tvalid_0's quantile: 3.80248\n",
"[96]\tvalid_0's poisson: -100.122\tvalid_0's quantile: 3.80084\n",
"[97]\tvalid_0's poisson: -100.327\tvalid_0's quantile: 3.77288\n",
"[98]\tvalid_0's poisson: -100.299\tvalid_0's quantile: 3.76841\n",
"[99]\tvalid_0's poisson: -100.34\tvalid_0's quantile: 3.76197\n",
"[100]\tvalid_0's poisson: -100.339\tvalid_0's quantile: 3.76248\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -68.5411\tvalid_0's quantile: 10.0344\n",
"[2]\tvalid_0's poisson: -73.4342\tvalid_0's quantile: 8.68561\n",
"[3]\tvalid_0's poisson: -78.6155\tvalid_0's quantile: 7.77996\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -81.5373\tvalid_0's quantile: 7.00767\n",
"[5]\tvalid_0's poisson: -84.8364\tvalid_0's quantile: 6.44217\n",
"[6]\tvalid_0's poisson: -87.6639\tvalid_0's quantile: 6.02745\n",
"[7]\tvalid_0's poisson: -89.0982\tvalid_0's quantile: 5.71196\n",
"[8]\tvalid_0's poisson: -90.6774\tvalid_0's quantile: 5.48027\n",
"[9]\tvalid_0's poisson: -91.8765\tvalid_0's quantile: 5.31617\n",
"[10]\tvalid_0's poisson: -92.8201\tvalid_0's quantile: 5.19968\n",
"[11]\tvalid_0's poisson: -93.9338\tvalid_0's quantile: 5.04779\n",
"[12]\tvalid_0's poisson: -94.1875\tvalid_0's quantile: 4.9119\n",
"[13]\tvalid_0's poisson: -94.8221\tvalid_0's quantile: 4.82488\n",
"[14]\tvalid_0's poisson: -95.119\tvalid_0's quantile: 4.77198\n",
"[15]\tvalid_0's poisson: -95.3413\tvalid_0's quantile: 4.71078\n",
"[16]\tvalid_0's poisson: -95.8003\tvalid_0's quantile: 4.66303\n",
"[17]\tvalid_0's poisson: -96.1024\tvalid_0's quantile: 4.62588\n",
"[18]\tvalid_0's poisson: -96.3257\tvalid_0's quantile: 4.58352\n",
"[19]\tvalid_0's poisson: -96.6669\tvalid_0's quantile: 4.5466\n",
"[20]\tvalid_0's poisson: -96.6883\tvalid_0's quantile: 4.52227\n",
"[21]\tvalid_0's poisson: -96.7904\tvalid_0's quantile: 4.5077\n",
"[22]\tvalid_0's poisson: -96.8312\tvalid_0's quantile: 4.50321\n",
"[23]\tvalid_0's poisson: -96.9139\tvalid_0's quantile: 4.49055\n",
"[24]\tvalid_0's poisson: -96.9747\tvalid_0's quantile: 4.48681\n",
"[25]\tvalid_0's poisson: -97.1898\tvalid_0's quantile: 4.46059\n",
"[26]\tvalid_0's poisson: -97.3386\tvalid_0's quantile: 4.44254\n",
"[27]\tvalid_0's poisson: -97.4049\tvalid_0's quantile: 4.43901\n",
"[28]\tvalid_0's poisson: -97.5774\tvalid_0's quantile: 4.42659\n",
"[29]\tvalid_0's poisson: -97.669\tvalid_0's quantile: 4.41639\n",
"[30]\tvalid_0's poisson: -97.7142\tvalid_0's quantile: 4.40462\n",
"[31]\tvalid_0's poisson: -97.8252\tvalid_0's quantile: 4.39829\n",
"[32]\tvalid_0's poisson: -97.8519\tvalid_0's quantile: 4.39348\n",
"[33]\tvalid_0's poisson: -97.8811\tvalid_0's quantile: 4.37974\n",
"[34]\tvalid_0's poisson: -97.9133\tvalid_0's quantile: 4.37689\n",
"[35]\tvalid_0's poisson: -97.9483\tvalid_0's quantile: 4.37232\n",
"[36]\tvalid_0's poisson: -97.9576\tvalid_0's quantile: 4.372\n",
"[37]\tvalid_0's poisson: -97.9679\tvalid_0's quantile: 4.37026\n",
"[38]\tvalid_0's poisson: -98.0043\tvalid_0's quantile: 4.36506\n",
"[39]\tvalid_0's poisson: -98.0189\tvalid_0's quantile: 4.36429\n",
"[40]\tvalid_0's poisson: -98.0307\tvalid_0's quantile: 4.36404\n",
"[41]\tvalid_0's poisson: -98.0537\tvalid_0's quantile: 4.36134\n",
"[42]\tvalid_0's poisson: -98.0739\tvalid_0's quantile: 4.35783\n",
"[43]\tvalid_0's poisson: -98.0984\tvalid_0's quantile: 4.35307\n",
"[44]\tvalid_0's poisson: -98.0882\tvalid_0's quantile: 4.35311\n",
"[45]\tvalid_0's poisson: -98.0928\tvalid_0's quantile: 4.35195\n",
"[46]\tvalid_0's poisson: -98.1153\tvalid_0's quantile: 4.32704\n",
"[47]\tvalid_0's poisson: -98.1508\tvalid_0's quantile: 4.32653\n",
"[48]\tvalid_0's poisson: -98.1693\tvalid_0's quantile: 4.32015\n",
"[49]\tvalid_0's poisson: -98.671\tvalid_0's quantile: 4.22841\n",
"[50]\tvalid_0's poisson: -98.7112\tvalid_0's quantile: 4.22431\n",
"[51]\tvalid_0's poisson: -98.5614\tvalid_0's quantile: 4.18738\n",
"[52]\tvalid_0's poisson: -98.5742\tvalid_0's quantile: 4.1865\n",
"[53]\tvalid_0's poisson: -98.5394\tvalid_0's quantile: 4.18166\n",
"[54]\tvalid_0's poisson: -98.4684\tvalid_0's quantile: 4.15856\n",
"[55]\tvalid_0's poisson: -98.4988\tvalid_0's quantile: 4.158\n",
"[56]\tvalid_0's poisson: -98.494\tvalid_0's quantile: 4.15764\n",
"[57]\tvalid_0's poisson: -98.5361\tvalid_0's quantile: 4.15389\n",
"[58]\tvalid_0's poisson: -98.5738\tvalid_0's quantile: 4.15347\n",
"[59]\tvalid_0's poisson: -98.5129\tvalid_0's quantile: 4.1406\n",
"[60]\tvalid_0's poisson: -98.5948\tvalid_0's quantile: 4.12903\n",
"[61]\tvalid_0's poisson: -98.5926\tvalid_0's quantile: 4.12783\n",
"[62]\tvalid_0's poisson: -98.613\tvalid_0's quantile: 4.12516\n",
"[63]\tvalid_0's poisson: -98.6573\tvalid_0's quantile: 4.11983\n",
"[64]\tvalid_0's poisson: -98.6591\tvalid_0's quantile: 4.11655\n",
"[65]\tvalid_0's poisson: -98.6729\tvalid_0's quantile: 4.11389\n",
"[66]\tvalid_0's poisson: -98.6791\tvalid_0's quantile: 4.11283\n",
"[67]\tvalid_0's poisson: -98.7313\tvalid_0's quantile: 4.1122\n",
"[68]\tvalid_0's poisson: -98.7394\tvalid_0's quantile: 4.11185\n",
"[69]\tvalid_0's poisson: -98.7872\tvalid_0's quantile: 4.10542\n",
"[70]\tvalid_0's poisson: -98.84\tvalid_0's quantile: 4.10323\n",
"[71]\tvalid_0's poisson: -98.8235\tvalid_0's quantile: 4.0997\n",
"[72]\tvalid_0's poisson: -98.885\tvalid_0's quantile: 4.09004\n",
"[73]\tvalid_0's poisson: -98.8861\tvalid_0's quantile: 4.08925\n",
"[74]\tvalid_0's poisson: -98.8767\tvalid_0's quantile: 4.08648\n",
"[75]\tvalid_0's poisson: -98.8898\tvalid_0's quantile: 4.07664\n",
"[76]\tvalid_0's poisson: -98.8892\tvalid_0's quantile: 4.07614\n",
"[77]\tvalid_0's poisson: -98.8819\tvalid_0's quantile: 4.07527\n",
"[78]\tvalid_0's poisson: -98.8933\tvalid_0's quantile: 4.06468\n",
"[79]\tvalid_0's poisson: -98.9108\tvalid_0's quantile: 4.06414\n",
"[80]\tvalid_0's poisson: -98.9324\tvalid_0's quantile: 4.06251\n",
"[81]\tvalid_0's poisson: -98.9427\tvalid_0's quantile: 4.06217\n",
"[82]\tvalid_0's poisson: -98.9472\tvalid_0's quantile: 4.06205\n",
"[83]\tvalid_0's poisson: -98.9885\tvalid_0's quantile: 4.06172\n",
"[84]\tvalid_0's poisson: -98.9907\tvalid_0's quantile: 4.0616\n",
"[85]\tvalid_0's poisson: -99.0132\tvalid_0's quantile: 4.06084\n",
"[86]\tvalid_0's poisson: -99.0191\tvalid_0's quantile: 4.06021\n",
"[87]\tvalid_0's poisson: -99.0205\tvalid_0's quantile: 4.06064\n",
"[88]\tvalid_0's poisson: -99.0344\tvalid_0's quantile: 4.06063\n",
"[89]\tvalid_0's poisson: -99.0873\tvalid_0's quantile: 4.05122\n",
"[90]\tvalid_0's poisson: -99.0314\tvalid_0's quantile: 4.04764\n",
"[91]\tvalid_0's poisson: -99.0645\tvalid_0's quantile: 4.04494\n",
"[92]\tvalid_0's poisson: -99.0416\tvalid_0's quantile: 4.04444\n",
"[93]\tvalid_0's poisson: -99.1068\tvalid_0's quantile: 4.03218\n",
"[94]\tvalid_0's poisson: -99.1347\tvalid_0's quantile: 4.02787\n",
"[95]\tvalid_0's poisson: -99.1336\tvalid_0's quantile: 4.0269\n",
"[96]\tvalid_0's poisson: -99.147\tvalid_0's quantile: 4.02371\n",
"[97]\tvalid_0's poisson: -99.1786\tvalid_0's quantile: 4.02179\n",
"[98]\tvalid_0's poisson: -99.1704\tvalid_0's quantile: 4.02131\n",
"[99]\tvalid_0's poisson: -99.2432\tvalid_0's quantile: 4.0154\n",
"[100]\tvalid_0's poisson: -99.2343\tvalid_0's quantile: 4.01306\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.5743\tvalid_0's quantile: 10.1547\n",
"[2]\tvalid_0's poisson: -70.4588\tvalid_0's quantile: 8.94273\n",
"[3]\tvalid_0's poisson: -76.5883\tvalid_0's quantile: 7.94488\n",
"[4]\tvalid_0's poisson: -79.95\tvalid_0's quantile: 7.13103\n",
"[5]\tvalid_0's poisson: -83.2288\tvalid_0's quantile: 6.57938\n",
"[6]\tvalid_0's poisson: -86.3407\tvalid_0's quantile: 6.0784\n",
"[7]\tvalid_0's poisson: -88.9216\tvalid_0's quantile: 5.72372\n",
"[8]\tvalid_0's poisson: -90.7846\tvalid_0's quantile: 5.47184\n",
"[9]\tvalid_0's poisson: -91.7286\tvalid_0's quantile: 5.27815\n",
"[10]\tvalid_0's poisson: -92.8793\tvalid_0's quantile: 5.09812\n",
"[11]\tvalid_0's poisson: -93.6207\tvalid_0's quantile: 4.97982\n",
"[12]\tvalid_0's poisson: -94.1195\tvalid_0's quantile: 4.85515\n",
"[13]\tvalid_0's poisson: -94.8744\tvalid_0's quantile: 4.74361\n",
"[14]\tvalid_0's poisson: -95.4093\tvalid_0's quantile: 4.6681\n",
"[15]\tvalid_0's poisson: -95.7451\tvalid_0's quantile: 4.60311\n",
"[16]\tvalid_0's poisson: -96.0895\tvalid_0's quantile: 4.56117\n",
"[17]\tvalid_0's poisson: -96.2693\tvalid_0's quantile: 4.5397\n",
"[18]\tvalid_0's poisson: -96.5652\tvalid_0's quantile: 4.49221\n",
"[19]\tvalid_0's poisson: -96.8944\tvalid_0's quantile: 4.46053\n",
"[20]\tvalid_0's poisson: -96.9774\tvalid_0's quantile: 4.45307\n",
"[21]\tvalid_0's poisson: -97.0993\tvalid_0's quantile: 4.44202\n",
"[22]\tvalid_0's poisson: -97.1632\tvalid_0's quantile: 4.4308\n",
"[23]\tvalid_0's poisson: -97.2251\tvalid_0's quantile: 4.42231\n",
"[24]\tvalid_0's poisson: -97.1118\tvalid_0's quantile: 4.40039\n",
"[25]\tvalid_0's poisson: -97.2346\tvalid_0's quantile: 4.38682\n",
"[26]\tvalid_0's poisson: -97.2862\tvalid_0's quantile: 4.38331\n",
"[27]\tvalid_0's poisson: -97.3688\tvalid_0's quantile: 4.37499\n",
"[28]\tvalid_0's poisson: -98.0005\tvalid_0's quantile: 4.27561\n",
"[29]\tvalid_0's poisson: -98.095\tvalid_0's quantile: 4.27131\n",
"[30]\tvalid_0's poisson: -98.1041\tvalid_0's quantile: 4.26513\n",
"[31]\tvalid_0's poisson: -98.1149\tvalid_0's quantile: 4.2599\n",
"[32]\tvalid_0's poisson: -98.1676\tvalid_0's quantile: 4.25508\n",
"[33]\tvalid_0's poisson: -98.1307\tvalid_0's quantile: 4.24456\n",
"[34]\tvalid_0's poisson: -98.208\tvalid_0's quantile: 4.2365\n",
"[35]\tvalid_0's poisson: -98.2194\tvalid_0's quantile: 4.23339\n",
"[36]\tvalid_0's poisson: -98.3098\tvalid_0's quantile: 4.22785\n",
"[37]\tvalid_0's poisson: -98.3719\tvalid_0's quantile: 4.21919\n",
"[38]\tvalid_0's poisson: -98.385\tvalid_0's quantile: 4.21818\n",
"[39]\tvalid_0's poisson: -98.4311\tvalid_0's quantile: 4.20898\n",
"[40]\tvalid_0's poisson: -98.5141\tvalid_0's quantile: 4.19142\n",
"[41]\tvalid_0's poisson: -98.6343\tvalid_0's quantile: 4.18389\n",
"[42]\tvalid_0's poisson: -98.6944\tvalid_0's quantile: 4.17525\n",
"[43]\tvalid_0's poisson: -98.7385\tvalid_0's quantile: 4.16897\n",
"[44]\tvalid_0's poisson: -98.7717\tvalid_0's quantile: 4.14267\n",
"[45]\tvalid_0's poisson: -98.803\tvalid_0's quantile: 4.13953\n",
"[46]\tvalid_0's poisson: -98.8263\tvalid_0's quantile: 4.1361\n",
"[47]\tvalid_0's poisson: -98.8733\tvalid_0's quantile: 4.13004\n",
"[48]\tvalid_0's poisson: -98.8785\tvalid_0's quantile: 4.1285\n",
"[49]\tvalid_0's poisson: -98.9274\tvalid_0's quantile: 4.1201\n",
"[50]\tvalid_0's poisson: -98.9036\tvalid_0's quantile: 4.11807\n",
"[51]\tvalid_0's poisson: -98.9655\tvalid_0's quantile: 4.10746\n",
"[52]\tvalid_0's poisson: -98.9828\tvalid_0's quantile: 4.10586\n",
"[53]\tvalid_0's poisson: -99.0415\tvalid_0's quantile: 4.09408\n",
"[54]\tvalid_0's poisson: -99.0537\tvalid_0's quantile: 4.0821\n",
"[55]\tvalid_0's poisson: -99.0748\tvalid_0's quantile: 4.07961\n",
"[56]\tvalid_0's poisson: -99.0978\tvalid_0's quantile: 4.07866\n",
"[57]\tvalid_0's poisson: -99.0936\tvalid_0's quantile: 4.07574\n",
"[58]\tvalid_0's poisson: -99.0942\tvalid_0's quantile: 4.07363\n",
"[59]\tvalid_0's poisson: -99.2319\tvalid_0's quantile: 4.05878\n",
"[60]\tvalid_0's poisson: -99.176\tvalid_0's quantile: 4.055\n",
"[61]\tvalid_0's poisson: -99.23\tvalid_0's quantile: 4.04845\n",
"[62]\tvalid_0's poisson: -99.234\tvalid_0's quantile: 4.0475\n",
"[63]\tvalid_0's poisson: -99.226\tvalid_0's quantile: 4.04689\n",
"[64]\tvalid_0's poisson: -99.1966\tvalid_0's quantile: 4.04541\n",
"[65]\tvalid_0's poisson: -99.2504\tvalid_0's quantile: 4.03736\n",
"[66]\tvalid_0's poisson: -99.2528\tvalid_0's quantile: 4.03504\n",
"[67]\tvalid_0's poisson: -99.1718\tvalid_0's quantile: 4.02483\n",
"[68]\tvalid_0's poisson: -99.1653\tvalid_0's quantile: 4.02374\n",
"[69]\tvalid_0's poisson: -99.2569\tvalid_0's quantile: 4.01374\n",
"[70]\tvalid_0's poisson: -99.2705\tvalid_0's quantile: 4.00757\n",
"[71]\tvalid_0's poisson: -99.2939\tvalid_0's quantile: 4.00533\n",
"[72]\tvalid_0's poisson: -99.2765\tvalid_0's quantile: 4.00488\n",
"[73]\tvalid_0's poisson: -99.3006\tvalid_0's quantile: 4.00447\n",
"[74]\tvalid_0's poisson: -99.3183\tvalid_0's quantile: 4.00707\n",
"[75]\tvalid_0's poisson: -99.3201\tvalid_0's quantile: 4.00717\n",
"[76]\tvalid_0's poisson: -99.3395\tvalid_0's quantile: 4.00729\n",
"[77]\tvalid_0's poisson: -99.3356\tvalid_0's quantile: 4.004\n",
"[78]\tvalid_0's poisson: -99.2988\tvalid_0's quantile: 3.99984\n",
"[79]\tvalid_0's poisson: -99.2925\tvalid_0's quantile: 3.99955\n",
"[80]\tvalid_0's poisson: -99.3354\tvalid_0's quantile: 3.97438\n",
"[81]\tvalid_0's poisson: -99.3407\tvalid_0's quantile: 3.97227\n",
"[82]\tvalid_0's poisson: -99.4531\tvalid_0's quantile: 3.96547\n",
"[83]\tvalid_0's poisson: -99.4336\tvalid_0's quantile: 3.95421\n",
"[84]\tvalid_0's poisson: -99.4846\tvalid_0's quantile: 3.9489\n",
"[85]\tvalid_0's poisson: -99.5006\tvalid_0's quantile: 3.94839\n",
"[86]\tvalid_0's poisson: -99.4434\tvalid_0's quantile: 3.94617\n",
"[87]\tvalid_0's poisson: -99.46\tvalid_0's quantile: 3.94163\n",
"[88]\tvalid_0's poisson: -99.4498\tvalid_0's quantile: 3.94406\n",
"[89]\tvalid_0's poisson: -99.4462\tvalid_0's quantile: 3.94277\n",
"[90]\tvalid_0's poisson: -99.5824\tvalid_0's quantile: 3.94036\n",
"[91]\tvalid_0's poisson: -99.5545\tvalid_0's quantile: 3.93739\n",
"[92]\tvalid_0's poisson: -99.5055\tvalid_0's quantile: 3.93533\n",
"[93]\tvalid_0's poisson: -99.5083\tvalid_0's quantile: 3.93543\n",
"[94]\tvalid_0's poisson: -99.5165\tvalid_0's quantile: 3.93422\n",
"[95]\tvalid_0's poisson: -99.5959\tvalid_0's quantile: 3.93421\n",
"[96]\tvalid_0's poisson: -99.5284\tvalid_0's quantile: 3.93345\n",
"[97]\tvalid_0's poisson: -99.5728\tvalid_0's quantile: 3.93251\n",
"[98]\tvalid_0's poisson: -99.5027\tvalid_0's quantile: 3.92997\n",
"[99]\tvalid_0's poisson: -99.5366\tvalid_0's quantile: 3.92783\n",
"[100]\tvalid_0's poisson: -99.6948\tvalid_0's quantile: 3.9111\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -70.949\tvalid_0's quantile: 9.25071\n",
"[2]\tvalid_0's poisson: -77.2849\tvalid_0's quantile: 7.55355\n",
"[3]\tvalid_0's poisson: -82.9649\tvalid_0's quantile: 6.3464\n",
"[4]\tvalid_0's poisson: -86.9366\tvalid_0's quantile: 5.57987\n",
"[5]\tvalid_0's poisson: -90.4401\tvalid_0's quantile: 4.98742\n",
"[6]\tvalid_0's poisson: -93.1648\tvalid_0's quantile: 4.55399\n",
"[7]\tvalid_0's poisson: -95.3826\tvalid_0's quantile: 4.21362\n",
"[8]\tvalid_0's poisson: -97.0743\tvalid_0's quantile: 3.97073\n",
"[9]\tvalid_0's poisson: -98.4861\tvalid_0's quantile: 3.77614\n",
"[10]\tvalid_0's poisson: -99.6066\tvalid_0's quantile: 3.63986\n",
"[11]\tvalid_0's poisson: -100.438\tvalid_0's quantile: 3.53683\n",
"[12]\tvalid_0's poisson: -100.989\tvalid_0's quantile: 3.46146\n",
"[13]\tvalid_0's poisson: -101.524\tvalid_0's quantile: 3.39686\n",
"[14]\tvalid_0's poisson: -101.899\tvalid_0's quantile: 3.33979\n",
"[15]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.30461\n",
"[16]\tvalid_0's poisson: -102.469\tvalid_0's quantile: 3.27938\n",
"[17]\tvalid_0's poisson: -102.668\tvalid_0's quantile: 3.25933\n",
"[18]\tvalid_0's poisson: -102.8\tvalid_0's quantile: 3.24046\n",
"[19]\tvalid_0's poisson: -102.947\tvalid_0's quantile: 3.22615\n",
"[20]\tvalid_0's poisson: -103.026\tvalid_0's quantile: 3.208\n",
"[21]\tvalid_0's poisson: -103.14\tvalid_0's quantile: 3.17701\n",
"[22]\tvalid_0's poisson: -103.274\tvalid_0's quantile: 3.15758\n",
"[23]\tvalid_0's poisson: -103.352\tvalid_0's quantile: 3.14651\n",
"[24]\tvalid_0's poisson: -103.42\tvalid_0's quantile: 3.13048\n",
"[25]\tvalid_0's poisson: -103.538\tvalid_0's quantile: 3.1114\n",
"[26]\tvalid_0's poisson: -103.608\tvalid_0's quantile: 3.09811\n",
"[27]\tvalid_0's poisson: -103.636\tvalid_0's quantile: 3.09249\n",
"[28]\tvalid_0's poisson: -103.669\tvalid_0's quantile: 3.08399\n",
"[29]\tvalid_0's poisson: -103.694\tvalid_0's quantile: 3.08055\n",
"[30]\tvalid_0's poisson: -103.755\tvalid_0's quantile: 3.07338\n",
"[31]\tvalid_0's poisson: -103.75\tvalid_0's quantile: 3.06943\n",
"[32]\tvalid_0's poisson: -103.804\tvalid_0's quantile: 3.06015\n",
"[33]\tvalid_0's poisson: -103.867\tvalid_0's quantile: 3.05086\n",
"[34]\tvalid_0's poisson: -103.919\tvalid_0's quantile: 3.04838\n",
"[35]\tvalid_0's poisson: -103.962\tvalid_0's quantile: 3.04133\n",
"[36]\tvalid_0's poisson: -103.987\tvalid_0's quantile: 3.03721\n",
"[37]\tvalid_0's poisson: -104.015\tvalid_0's quantile: 3.03418\n",
"[38]\tvalid_0's poisson: -104.046\tvalid_0's quantile: 3.02693\n",
"[39]\tvalid_0's poisson: -104.059\tvalid_0's quantile: 3.0262\n",
"[40]\tvalid_0's poisson: -104.091\tvalid_0's quantile: 3.02683\n",
"[41]\tvalid_0's poisson: -104.105\tvalid_0's quantile: 3.02199\n",
"[42]\tvalid_0's poisson: -104.141\tvalid_0's quantile: 3.0199\n",
"[43]\tvalid_0's poisson: -104.161\tvalid_0's quantile: 3.01578\n",
"[44]\tvalid_0's poisson: -104.172\tvalid_0's quantile: 3.0151\n",
"[45]\tvalid_0's poisson: -104.131\tvalid_0's quantile: 3.01647\n",
"[46]\tvalid_0's poisson: -104.152\tvalid_0's quantile: 3.00843\n",
"[47]\tvalid_0's poisson: -104.236\tvalid_0's quantile: 2.99245\n",
"[48]\tvalid_0's poisson: -104.274\tvalid_0's quantile: 2.9905\n",
"[49]\tvalid_0's poisson: -104.326\tvalid_0's quantile: 2.98389\n",
"[50]\tvalid_0's poisson: -104.378\tvalid_0's quantile: 2.98046\n",
"[51]\tvalid_0's poisson: -104.393\tvalid_0's quantile: 2.97917\n",
"[52]\tvalid_0's poisson: -104.401\tvalid_0's quantile: 2.97589\n",
"[53]\tvalid_0's poisson: -104.442\tvalid_0's quantile: 2.97066\n",
"[54]\tvalid_0's poisson: -104.449\tvalid_0's quantile: 2.96971\n",
"[55]\tvalid_0's poisson: -104.479\tvalid_0's quantile: 2.96594\n",
"[56]\tvalid_0's poisson: -104.466\tvalid_0's quantile: 2.96655\n",
"[57]\tvalid_0's poisson: -104.478\tvalid_0's quantile: 2.96523\n",
"[58]\tvalid_0's poisson: -104.493\tvalid_0's quantile: 2.96213\n",
"[59]\tvalid_0's poisson: -104.522\tvalid_0's quantile: 2.93212\n",
"[60]\tvalid_0's poisson: -104.549\tvalid_0's quantile: 2.92499\n",
"[61]\tvalid_0's poisson: -104.531\tvalid_0's quantile: 2.91798\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[62]\tvalid_0's poisson: -104.537\tvalid_0's quantile: 2.91783\n",
"[63]\tvalid_0's poisson: -104.543\tvalid_0's quantile: 2.91843\n",
"[64]\tvalid_0's poisson: -104.559\tvalid_0's quantile: 2.90854\n",
"[65]\tvalid_0's poisson: -104.576\tvalid_0's quantile: 2.90594\n",
"[66]\tvalid_0's poisson: -104.582\tvalid_0's quantile: 2.90335\n",
"[67]\tvalid_0's poisson: -104.59\tvalid_0's quantile: 2.90105\n",
"[68]\tvalid_0's poisson: -104.611\tvalid_0's quantile: 2.89968\n",
"[69]\tvalid_0's poisson: -104.621\tvalid_0's quantile: 2.89916\n",
"[70]\tvalid_0's poisson: -104.631\tvalid_0's quantile: 2.89903\n",
"[71]\tvalid_0's poisson: -104.632\tvalid_0's quantile: 2.89966\n",
"[72]\tvalid_0's poisson: -104.643\tvalid_0's quantile: 2.90158\n",
"[73]\tvalid_0's poisson: -104.629\tvalid_0's quantile: 2.8998\n",
"[74]\tvalid_0's poisson: -104.613\tvalid_0's quantile: 2.90228\n",
"[75]\tvalid_0's poisson: -104.642\tvalid_0's quantile: 2.89813\n",
"[76]\tvalid_0's poisson: -104.631\tvalid_0's quantile: 2.90058\n",
"[77]\tvalid_0's poisson: -104.629\tvalid_0's quantile: 2.89874\n",
"[78]\tvalid_0's poisson: -104.628\tvalid_0's quantile: 2.89878\n",
"[79]\tvalid_0's poisson: -104.642\tvalid_0's quantile: 2.89786\n",
"[80]\tvalid_0's poisson: -104.648\tvalid_0's quantile: 2.89642\n",
"[81]\tvalid_0's poisson: -104.647\tvalid_0's quantile: 2.89389\n",
"[82]\tvalid_0's poisson: -104.673\tvalid_0's quantile: 2.89484\n",
"[83]\tvalid_0's poisson: -104.669\tvalid_0's quantile: 2.89267\n",
"[84]\tvalid_0's poisson: -104.751\tvalid_0's quantile: 2.87543\n",
"[85]\tvalid_0's poisson: -104.798\tvalid_0's quantile: 2.86859\n",
"[86]\tvalid_0's poisson: -104.814\tvalid_0's quantile: 2.86648\n",
"[87]\tvalid_0's poisson: -104.836\tvalid_0's quantile: 2.86574\n",
"[88]\tvalid_0's poisson: -104.843\tvalid_0's quantile: 2.86452\n",
"[89]\tvalid_0's poisson: -104.86\tvalid_0's quantile: 2.8453\n",
"[90]\tvalid_0's poisson: -104.893\tvalid_0's quantile: 2.84197\n",
"[91]\tvalid_0's poisson: -104.904\tvalid_0's quantile: 2.84181\n",
"[92]\tvalid_0's poisson: -104.916\tvalid_0's quantile: 2.83553\n",
"[93]\tvalid_0's poisson: -104.922\tvalid_0's quantile: 2.8356\n",
"[94]\tvalid_0's poisson: -104.926\tvalid_0's quantile: 2.83485\n",
"[95]\tvalid_0's poisson: -104.951\tvalid_0's quantile: 2.83423\n",
"[96]\tvalid_0's poisson: -104.962\tvalid_0's quantile: 2.83296\n",
"[97]\tvalid_0's poisson: -104.947\tvalid_0's quantile: 2.83288\n",
"[98]\tvalid_0's poisson: -104.958\tvalid_0's quantile: 2.83303\n",
"[99]\tvalid_0's poisson: -104.885\tvalid_0's quantile: 2.83358\n",
"[100]\tvalid_0's poisson: -104.89\tvalid_0's quantile: 2.8328\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -71.1886\tvalid_0's quantile: 9.21743\n",
"[2]\tvalid_0's poisson: -77.2817\tvalid_0's quantile: 7.61937\n",
"[3]\tvalid_0's poisson: -82.8138\tvalid_0's quantile: 6.4105\n",
"[4]\tvalid_0's poisson: -86.6934\tvalid_0's quantile: 5.65127\n",
"[5]\tvalid_0's poisson: -90.1879\tvalid_0's quantile: 5.07926\n",
"[6]\tvalid_0's poisson: -92.7834\tvalid_0's quantile: 4.63848\n",
"[7]\tvalid_0's poisson: -94.9376\tvalid_0's quantile: 4.33814\n",
"[8]\tvalid_0's poisson: -96.8494\tvalid_0's quantile: 4.09326\n",
"[9]\tvalid_0's poisson: -98.2682\tvalid_0's quantile: 3.88468\n",
"[10]\tvalid_0's poisson: -99.3594\tvalid_0's quantile: 3.73744\n",
"[11]\tvalid_0's poisson: -100.284\tvalid_0's quantile: 3.62575\n",
"[12]\tvalid_0's poisson: -100.93\tvalid_0's quantile: 3.55113\n",
"[13]\tvalid_0's poisson: -101.37\tvalid_0's quantile: 3.48913\n",
"[14]\tvalid_0's poisson: -101.731\tvalid_0's quantile: 3.44321\n",
"[15]\tvalid_0's poisson: -102.013\tvalid_0's quantile: 3.40935\n",
"[16]\tvalid_0's poisson: -102.317\tvalid_0's quantile: 3.37214\n",
"[17]\tvalid_0's poisson: -102.553\tvalid_0's quantile: 3.34991\n",
"[18]\tvalid_0's poisson: -102.733\tvalid_0's quantile: 3.33153\n",
"[19]\tvalid_0's poisson: -102.89\tvalid_0's quantile: 3.31543\n",
"[20]\tvalid_0's poisson: -103.019\tvalid_0's quantile: 3.30147\n",
"[21]\tvalid_0's poisson: -103.133\tvalid_0's quantile: 3.28748\n",
"[22]\tvalid_0's poisson: -103.271\tvalid_0's quantile: 3.26995\n",
"[23]\tvalid_0's poisson: -103.344\tvalid_0's quantile: 3.26282\n",
"[24]\tvalid_0's poisson: -103.371\tvalid_0's quantile: 3.24796\n",
"[25]\tvalid_0's poisson: -103.48\tvalid_0's quantile: 3.22611\n",
"[26]\tvalid_0's poisson: -103.514\tvalid_0's quantile: 3.21652\n",
"[27]\tvalid_0's poisson: -103.539\tvalid_0's quantile: 3.21337\n",
"[28]\tvalid_0's poisson: -103.564\tvalid_0's quantile: 3.20972\n",
"[29]\tvalid_0's poisson: -103.598\tvalid_0's quantile: 3.1897\n",
"[30]\tvalid_0's poisson: -103.642\tvalid_0's quantile: 3.18512\n",
"[31]\tvalid_0's poisson: -103.685\tvalid_0's quantile: 3.18102\n",
"[32]\tvalid_0's poisson: -103.7\tvalid_0's quantile: 3.17664\n",
"[33]\tvalid_0's poisson: -103.721\tvalid_0's quantile: 3.17374\n",
"[34]\tvalid_0's poisson: -103.747\tvalid_0's quantile: 3.16607\n",
"[35]\tvalid_0's poisson: -103.76\tvalid_0's quantile: 3.15215\n",
"[36]\tvalid_0's poisson: -103.788\tvalid_0's quantile: 3.14971\n",
"[37]\tvalid_0's poisson: -103.775\tvalid_0's quantile: 3.14696\n",
"[38]\tvalid_0's poisson: -103.807\tvalid_0's quantile: 3.14601\n",
"[39]\tvalid_0's poisson: -103.823\tvalid_0's quantile: 3.14394\n",
"[40]\tvalid_0's poisson: -103.834\tvalid_0's quantile: 3.14239\n",
"[41]\tvalid_0's poisson: -103.842\tvalid_0's quantile: 3.14197\n",
"[42]\tvalid_0's poisson: -103.853\tvalid_0's quantile: 3.14163\n",
"[43]\tvalid_0's poisson: -103.85\tvalid_0's quantile: 3.13513\n",
"[44]\tvalid_0's poisson: -103.858\tvalid_0's quantile: 3.13439\n",
"[45]\tvalid_0's poisson: -103.944\tvalid_0's quantile: 3.09073\n",
"[46]\tvalid_0's poisson: -103.952\tvalid_0's quantile: 3.08744\n",
"[47]\tvalid_0's poisson: -104.003\tvalid_0's quantile: 3.05099\n",
"[48]\tvalid_0's poisson: -104.014\tvalid_0's quantile: 3.0505\n",
"[49]\tvalid_0's poisson: -104.053\tvalid_0's quantile: 3.04055\n",
"[50]\tvalid_0's poisson: -104.109\tvalid_0's quantile: 3.03292\n",
"[51]\tvalid_0's poisson: -104.112\tvalid_0's quantile: 3.03069\n",
"[52]\tvalid_0's poisson: -104.139\tvalid_0's quantile: 3.02649\n",
"[53]\tvalid_0's poisson: -104.156\tvalid_0's quantile: 3.02058\n",
"[54]\tvalid_0's poisson: -104.172\tvalid_0's quantile: 3.01709\n",
"[55]\tvalid_0's poisson: -104.188\tvalid_0's quantile: 2.99162\n",
"[56]\tvalid_0's poisson: -104.208\tvalid_0's quantile: 2.98608\n",
"[57]\tvalid_0's poisson: -104.217\tvalid_0's quantile: 2.98442\n",
"[58]\tvalid_0's poisson: -104.211\tvalid_0's quantile: 2.98048\n",
"[59]\tvalid_0's poisson: -104.189\tvalid_0's quantile: 2.97781\n",
"[60]\tvalid_0's poisson: -104.189\tvalid_0's quantile: 2.97966\n",
"[61]\tvalid_0's poisson: -104.215\tvalid_0's quantile: 2.97936\n",
"[62]\tvalid_0's poisson: -104.239\tvalid_0's quantile: 2.97907\n",
"[63]\tvalid_0's poisson: -104.281\tvalid_0's quantile: 2.97601\n",
"[64]\tvalid_0's poisson: -104.304\tvalid_0's quantile: 2.97452\n",
"[65]\tvalid_0's poisson: -104.324\tvalid_0's quantile: 2.97211\n",
"[66]\tvalid_0's poisson: -104.335\tvalid_0's quantile: 2.97104\n",
"[67]\tvalid_0's poisson: -104.334\tvalid_0's quantile: 2.97244\n",
"[68]\tvalid_0's poisson: -104.342\tvalid_0's quantile: 2.97156\n",
"[69]\tvalid_0's poisson: -104.367\tvalid_0's quantile: 2.959\n",
"[70]\tvalid_0's poisson: -104.374\tvalid_0's quantile: 2.95884\n",
"[71]\tvalid_0's poisson: -104.372\tvalid_0's quantile: 2.95847\n",
"[72]\tvalid_0's poisson: -104.381\tvalid_0's quantile: 2.93563\n",
"[73]\tvalid_0's poisson: -104.395\tvalid_0's quantile: 2.92892\n",
"[74]\tvalid_0's poisson: -104.402\tvalid_0's quantile: 2.92909\n",
"[75]\tvalid_0's poisson: -104.413\tvalid_0's quantile: 2.92551\n",
"[76]\tvalid_0's poisson: -104.441\tvalid_0's quantile: 2.92076\n",
"[77]\tvalid_0's poisson: -104.447\tvalid_0's quantile: 2.92124\n",
"[78]\tvalid_0's poisson: -104.442\tvalid_0's quantile: 2.91954\n",
"[79]\tvalid_0's poisson: -104.45\tvalid_0's quantile: 2.91572\n",
"[80]\tvalid_0's poisson: -104.459\tvalid_0's quantile: 2.91429\n",
"[81]\tvalid_0's poisson: -104.575\tvalid_0's quantile: 2.89757\n",
"[82]\tvalid_0's poisson: -104.58\tvalid_0's quantile: 2.89745\n",
"[83]\tvalid_0's poisson: -104.589\tvalid_0's quantile: 2.89825\n",
"[84]\tvalid_0's poisson: -104.587\tvalid_0's quantile: 2.89831\n",
"[85]\tvalid_0's poisson: -104.591\tvalid_0's quantile: 2.89605\n",
"[86]\tvalid_0's poisson: -104.603\tvalid_0's quantile: 2.89512\n",
"[87]\tvalid_0's poisson: -104.622\tvalid_0's quantile: 2.88858\n",
"[88]\tvalid_0's poisson: -104.616\tvalid_0's quantile: 2.88782\n",
"[89]\tvalid_0's poisson: -104.613\tvalid_0's quantile: 2.88746\n",
"[90]\tvalid_0's poisson: -104.615\tvalid_0's quantile: 2.88744\n",
"[91]\tvalid_0's poisson: -104.622\tvalid_0's quantile: 2.88569\n",
"[92]\tvalid_0's poisson: -104.634\tvalid_0's quantile: 2.88513\n",
"[93]\tvalid_0's poisson: -104.63\tvalid_0's quantile: 2.88613\n",
"[94]\tvalid_0's poisson: -104.626\tvalid_0's quantile: 2.88599\n",
"[95]\tvalid_0's poisson: -104.631\tvalid_0's quantile: 2.88538\n",
"[96]\tvalid_0's poisson: -104.639\tvalid_0's quantile: 2.8853\n",
"[97]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.88609\n",
"[98]\tvalid_0's poisson: -104.633\tvalid_0's quantile: 2.88405\n",
"[99]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.88349\n",
"[100]\tvalid_0's poisson: -104.639\tvalid_0's quantile: 2.87883\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -71.3767\tvalid_0's quantile: 9.20761\n",
"[2]\tvalid_0's poisson: -77.4779\tvalid_0's quantile: 7.62027\n",
"[3]\tvalid_0's poisson: -83.1257\tvalid_0's quantile: 6.3692\n",
"[4]\tvalid_0's poisson: -87.2089\tvalid_0's quantile: 5.58953\n",
"[5]\tvalid_0's poisson: -90.5779\tvalid_0's quantile: 5.00662\n",
"[6]\tvalid_0's poisson: -93.0748\tvalid_0's quantile: 4.58185\n",
"[7]\tvalid_0's poisson: -95.2032\tvalid_0's quantile: 4.2595\n",
"[8]\tvalid_0's poisson: -97.0293\tvalid_0's quantile: 4.01831\n",
"[9]\tvalid_0's poisson: -98.457\tvalid_0's quantile: 3.83056\n",
"[10]\tvalid_0's poisson: -99.5736\tvalid_0's quantile: 3.68538\n",
"[11]\tvalid_0's poisson: -100.391\tvalid_0's quantile: 3.58428\n",
"[12]\tvalid_0's poisson: -101.009\tvalid_0's quantile: 3.51675\n",
"[13]\tvalid_0's poisson: -101.511\tvalid_0's quantile: 3.45956\n",
"[14]\tvalid_0's poisson: -101.868\tvalid_0's quantile: 3.40486\n",
"[15]\tvalid_0's poisson: -102.216\tvalid_0's quantile: 3.36197\n",
"[16]\tvalid_0's poisson: -102.446\tvalid_0's quantile: 3.33412\n",
"[17]\tvalid_0's poisson: -102.675\tvalid_0's quantile: 3.30712\n",
"[18]\tvalid_0's poisson: -102.832\tvalid_0's quantile: 3.29099\n",
"[19]\tvalid_0's poisson: -102.944\tvalid_0's quantile: 3.26109\n",
"[20]\tvalid_0's poisson: -103.037\tvalid_0's quantile: 3.24877\n",
"[21]\tvalid_0's poisson: -103.122\tvalid_0's quantile: 3.20911\n",
"[22]\tvalid_0's poisson: -103.307\tvalid_0's quantile: 3.15594\n",
"[23]\tvalid_0's poisson: -103.385\tvalid_0's quantile: 3.14283\n",
"[24]\tvalid_0's poisson: -103.465\tvalid_0's quantile: 3.1343\n",
"[25]\tvalid_0's poisson: -103.549\tvalid_0's quantile: 3.11761\n",
"[26]\tvalid_0's poisson: -103.587\tvalid_0's quantile: 3.11171\n",
"[27]\tvalid_0's poisson: -103.653\tvalid_0's quantile: 3.0998\n",
"[28]\tvalid_0's poisson: -103.724\tvalid_0's quantile: 3.09335\n",
"[29]\tvalid_0's poisson: -103.769\tvalid_0's quantile: 3.07756\n",
"[30]\tvalid_0's poisson: -103.81\tvalid_0's quantile: 3.06976\n",
"[31]\tvalid_0's poisson: -103.854\tvalid_0's quantile: 3.06488\n",
"[32]\tvalid_0's poisson: -103.904\tvalid_0's quantile: 3.05687\n",
"[33]\tvalid_0's poisson: -103.927\tvalid_0's quantile: 3.05336\n",
"[34]\tvalid_0's poisson: -103.946\tvalid_0's quantile: 3.04959\n",
"[35]\tvalid_0's poisson: -104.029\tvalid_0's quantile: 3.03877\n",
"[36]\tvalid_0's poisson: -104.076\tvalid_0's quantile: 3.00827\n",
"[37]\tvalid_0's poisson: -104.133\tvalid_0's quantile: 3.00169\n",
"[38]\tvalid_0's poisson: -104.14\tvalid_0's quantile: 2.99998\n",
"[39]\tvalid_0's poisson: -104.149\tvalid_0's quantile: 2.99995\n",
"[40]\tvalid_0's poisson: -104.17\tvalid_0's quantile: 2.99741\n",
"[41]\tvalid_0's poisson: -104.198\tvalid_0's quantile: 2.99347\n",
"[42]\tvalid_0's poisson: -104.218\tvalid_0's quantile: 2.99257\n",
"[43]\tvalid_0's poisson: -104.225\tvalid_0's quantile: 2.98695\n",
"[44]\tvalid_0's poisson: -104.238\tvalid_0's quantile: 2.97287\n",
"[45]\tvalid_0's poisson: -104.251\tvalid_0's quantile: 2.97123\n",
"[46]\tvalid_0's poisson: -104.252\tvalid_0's quantile: 2.9714\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -104.259\tvalid_0's quantile: 2.97053\n",
"[48]\tvalid_0's poisson: -104.262\tvalid_0's quantile: 2.96828\n",
"[49]\tvalid_0's poisson: -104.276\tvalid_0's quantile: 2.95962\n",
"[50]\tvalid_0's poisson: -104.287\tvalid_0's quantile: 2.95853\n",
"[51]\tvalid_0's poisson: -104.284\tvalid_0's quantile: 2.95942\n",
"[52]\tvalid_0's poisson: -104.299\tvalid_0's quantile: 2.95642\n",
"[53]\tvalid_0's poisson: -104.333\tvalid_0's quantile: 2.95288\n",
"[54]\tvalid_0's poisson: -104.34\tvalid_0's quantile: 2.95265\n",
"[55]\tvalid_0's poisson: -104.345\tvalid_0's quantile: 2.95242\n",
"[56]\tvalid_0's poisson: -104.397\tvalid_0's quantile: 2.94525\n",
"[57]\tvalid_0's poisson: -104.4\tvalid_0's quantile: 2.94715\n",
"[58]\tvalid_0's poisson: -104.418\tvalid_0's quantile: 2.94195\n",
"[59]\tvalid_0's poisson: -104.43\tvalid_0's quantile: 2.94018\n",
"[60]\tvalid_0's poisson: -104.44\tvalid_0's quantile: 2.93886\n",
"[61]\tvalid_0's poisson: -104.442\tvalid_0's quantile: 2.93804\n",
"[62]\tvalid_0's poisson: -104.49\tvalid_0's quantile: 2.93284\n",
"[63]\tvalid_0's poisson: -104.512\tvalid_0's quantile: 2.93014\n",
"[64]\tvalid_0's poisson: -104.491\tvalid_0's quantile: 2.93064\n",
"[65]\tvalid_0's poisson: -104.507\tvalid_0's quantile: 2.91991\n",
"[66]\tvalid_0's poisson: -104.514\tvalid_0's quantile: 2.91611\n",
"[67]\tvalid_0's poisson: -104.525\tvalid_0's quantile: 2.91478\n",
"[68]\tvalid_0's poisson: -104.554\tvalid_0's quantile: 2.91368\n",
"[69]\tvalid_0's poisson: -104.558\tvalid_0's quantile: 2.91245\n",
"[70]\tvalid_0's poisson: -104.56\tvalid_0's quantile: 2.9124\n",
"[71]\tvalid_0's poisson: -104.565\tvalid_0's quantile: 2.91035\n",
"[72]\tvalid_0's poisson: -104.565\tvalid_0's quantile: 2.91181\n",
"[73]\tvalid_0's poisson: -104.577\tvalid_0's quantile: 2.91183\n",
"[74]\tvalid_0's poisson: -104.582\tvalid_0's quantile: 2.9133\n",
"[75]\tvalid_0's poisson: -104.604\tvalid_0's quantile: 2.90845\n",
"[76]\tvalid_0's poisson: -104.61\tvalid_0's quantile: 2.90736\n",
"[77]\tvalid_0's poisson: -104.662\tvalid_0's quantile: 2.89294\n",
"[78]\tvalid_0's poisson: -104.665\tvalid_0's quantile: 2.88829\n",
"[79]\tvalid_0's poisson: -104.667\tvalid_0's quantile: 2.8881\n",
"[80]\tvalid_0's poisson: -104.67\tvalid_0's quantile: 2.88746\n",
"[81]\tvalid_0's poisson: -104.68\tvalid_0's quantile: 2.88855\n",
"[82]\tvalid_0's poisson: -104.679\tvalid_0's quantile: 2.88939\n",
"[83]\tvalid_0's poisson: -104.703\tvalid_0's quantile: 2.88607\n",
"[84]\tvalid_0's poisson: -104.702\tvalid_0's quantile: 2.88497\n",
"[85]\tvalid_0's poisson: -104.702\tvalid_0's quantile: 2.88489\n",
"[86]\tvalid_0's poisson: -104.65\tvalid_0's quantile: 2.8863\n",
"[87]\tvalid_0's poisson: -104.662\tvalid_0's quantile: 2.88575\n",
"[88]\tvalid_0's poisson: -104.685\tvalid_0's quantile: 2.87563\n",
"[89]\tvalid_0's poisson: -104.71\tvalid_0's quantile: 2.87641\n",
"[90]\tvalid_0's poisson: -104.729\tvalid_0's quantile: 2.87591\n",
"[91]\tvalid_0's poisson: -104.733\tvalid_0's quantile: 2.87657\n",
"[92]\tvalid_0's poisson: -104.749\tvalid_0's quantile: 2.87635\n",
"[93]\tvalid_0's poisson: -104.768\tvalid_0's quantile: 2.87698\n",
"[94]\tvalid_0's poisson: -104.776\tvalid_0's quantile: 2.87469\n",
"[95]\tvalid_0's poisson: -104.778\tvalid_0's quantile: 2.87479\n",
"[96]\tvalid_0's poisson: -104.768\tvalid_0's quantile: 2.8722\n",
"[97]\tvalid_0's poisson: -104.775\tvalid_0's quantile: 2.87139\n",
"[98]\tvalid_0's poisson: -104.781\tvalid_0's quantile: 2.86716\n",
"[99]\tvalid_0's poisson: -104.811\tvalid_0's quantile: 2.86502\n",
"[100]\tvalid_0's poisson: -104.812\tvalid_0's quantile: 2.86425\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -72.3245\tvalid_0's quantile: 9.14731\n",
"[2]\tvalid_0's poisson: -78.9237\tvalid_0's quantile: 7.48378\n",
"[3]\tvalid_0's poisson: -83.952\tvalid_0's quantile: 6.3451\n",
"[4]\tvalid_0's poisson: -87.8632\tvalid_0's quantile: 5.56389\n",
"[5]\tvalid_0's poisson: -91.1505\tvalid_0's quantile: 5.00644\n",
"[6]\tvalid_0's poisson: -93.6507\tvalid_0's quantile: 4.53918\n",
"[7]\tvalid_0's poisson: -95.6142\tvalid_0's quantile: 4.24423\n",
"[8]\tvalid_0's poisson: -97.2315\tvalid_0's quantile: 3.99738\n",
"[9]\tvalid_0's poisson: -98.4859\tvalid_0's quantile: 3.81335\n",
"[10]\tvalid_0's poisson: -99.6373\tvalid_0's quantile: 3.65968\n",
"[11]\tvalid_0's poisson: -100.449\tvalid_0's quantile: 3.55001\n",
"[12]\tvalid_0's poisson: -101.156\tvalid_0's quantile: 3.46262\n",
"[13]\tvalid_0's poisson: -101.645\tvalid_0's quantile: 3.40075\n",
"[14]\tvalid_0's poisson: -102.002\tvalid_0's quantile: 3.35218\n",
"[15]\tvalid_0's poisson: -102.293\tvalid_0's quantile: 3.31076\n",
"[16]\tvalid_0's poisson: -102.567\tvalid_0's quantile: 3.27653\n",
"[17]\tvalid_0's poisson: -102.729\tvalid_0's quantile: 3.24674\n",
"[18]\tvalid_0's poisson: -102.893\tvalid_0's quantile: 3.20251\n",
"[19]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.19145\n",
"[20]\tvalid_0's poisson: -103.135\tvalid_0's quantile: 3.17674\n",
"[21]\tvalid_0's poisson: -103.177\tvalid_0's quantile: 3.16703\n",
"[22]\tvalid_0's poisson: -103.263\tvalid_0's quantile: 3.15846\n",
"[23]\tvalid_0's poisson: -103.363\tvalid_0's quantile: 3.12344\n",
"[24]\tvalid_0's poisson: -103.414\tvalid_0's quantile: 3.10917\n",
"[25]\tvalid_0's poisson: -103.499\tvalid_0's quantile: 3.09821\n",
"[26]\tvalid_0's poisson: -103.56\tvalid_0's quantile: 3.09387\n",
"[27]\tvalid_0's poisson: -103.652\tvalid_0's quantile: 3.08542\n",
"[28]\tvalid_0's poisson: -103.716\tvalid_0's quantile: 3.07796\n",
"[29]\tvalid_0's poisson: -103.753\tvalid_0's quantile: 3.06757\n",
"[30]\tvalid_0's poisson: -103.766\tvalid_0's quantile: 3.06391\n",
"[31]\tvalid_0's poisson: -103.777\tvalid_0's quantile: 3.05693\n",
"[32]\tvalid_0's poisson: -103.837\tvalid_0's quantile: 3.04088\n",
"[33]\tvalid_0's poisson: -103.885\tvalid_0's quantile: 3.03623\n",
"[34]\tvalid_0's poisson: -103.901\tvalid_0's quantile: 3.03416\n",
"[35]\tvalid_0's poisson: -103.924\tvalid_0's quantile: 3.03023\n",
"[36]\tvalid_0's poisson: -103.962\tvalid_0's quantile: 3.02866\n",
"[37]\tvalid_0's poisson: -104.017\tvalid_0's quantile: 3.02366\n",
"[38]\tvalid_0's poisson: -104.078\tvalid_0's quantile: 3.01689\n",
"[39]\tvalid_0's poisson: -104.1\tvalid_0's quantile: 3.01246\n",
"[40]\tvalid_0's poisson: -104.097\tvalid_0's quantile: 3.00235\n",
"[41]\tvalid_0's poisson: -104.133\tvalid_0's quantile: 2.99606\n",
"[42]\tvalid_0's poisson: -104.134\tvalid_0's quantile: 2.99153\n",
"[43]\tvalid_0's poisson: -104.183\tvalid_0's quantile: 2.97838\n",
"[44]\tvalid_0's poisson: -104.173\tvalid_0's quantile: 2.95757\n",
"[45]\tvalid_0's poisson: -104.218\tvalid_0's quantile: 2.9476\n",
"[46]\tvalid_0's poisson: -104.243\tvalid_0's quantile: 2.94483\n",
"[47]\tvalid_0's poisson: -104.26\tvalid_0's quantile: 2.94112\n",
"[48]\tvalid_0's poisson: -104.298\tvalid_0's quantile: 2.93313\n",
"[49]\tvalid_0's poisson: -104.309\tvalid_0's quantile: 2.93071\n",
"[50]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.93102\n",
"[51]\tvalid_0's poisson: -104.354\tvalid_0's quantile: 2.92867\n",
"[52]\tvalid_0's poisson: -104.342\tvalid_0's quantile: 2.93062\n",
"[53]\tvalid_0's poisson: -104.375\tvalid_0's quantile: 2.92928\n",
"[54]\tvalid_0's poisson: -104.387\tvalid_0's quantile: 2.92932\n",
"[55]\tvalid_0's poisson: -104.438\tvalid_0's quantile: 2.92099\n",
"[56]\tvalid_0's poisson: -104.45\tvalid_0's quantile: 2.92082\n",
"[57]\tvalid_0's poisson: -104.476\tvalid_0's quantile: 2.91877\n",
"[58]\tvalid_0's poisson: -104.459\tvalid_0's quantile: 2.91839\n",
"[59]\tvalid_0's poisson: -104.457\tvalid_0's quantile: 2.91923\n",
"[60]\tvalid_0's poisson: -104.469\tvalid_0's quantile: 2.91794\n",
"[61]\tvalid_0's poisson: -104.474\tvalid_0's quantile: 2.91924\n",
"[62]\tvalid_0's poisson: -104.483\tvalid_0's quantile: 2.91478\n",
"[63]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.91527\n",
"[64]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.91378\n",
"[65]\tvalid_0's poisson: -104.542\tvalid_0's quantile: 2.90874\n",
"[66]\tvalid_0's poisson: -104.539\tvalid_0's quantile: 2.90801\n",
"[67]\tvalid_0's poisson: -104.538\tvalid_0's quantile: 2.90618\n",
"[68]\tvalid_0's poisson: -104.506\tvalid_0's quantile: 2.90461\n",
"[69]\tvalid_0's poisson: -104.529\tvalid_0's quantile: 2.90696\n",
"[70]\tvalid_0's poisson: -104.537\tvalid_0's quantile: 2.91116\n",
"[71]\tvalid_0's poisson: -104.541\tvalid_0's quantile: 2.91117\n",
"[72]\tvalid_0's poisson: -104.544\tvalid_0's quantile: 2.90811\n",
"[73]\tvalid_0's poisson: -104.55\tvalid_0's quantile: 2.90661\n",
"[74]\tvalid_0's poisson: -104.557\tvalid_0's quantile: 2.90429\n",
"[75]\tvalid_0's poisson: -104.572\tvalid_0's quantile: 2.89801\n",
"[76]\tvalid_0's poisson: -104.582\tvalid_0's quantile: 2.89673\n",
"[77]\tvalid_0's poisson: -104.593\tvalid_0's quantile: 2.89565\n",
"[78]\tvalid_0's poisson: -104.612\tvalid_0's quantile: 2.89007\n",
"[79]\tvalid_0's poisson: -104.617\tvalid_0's quantile: 2.88916\n",
"[80]\tvalid_0's poisson: -104.628\tvalid_0's quantile: 2.88905\n",
"[81]\tvalid_0's poisson: -104.634\tvalid_0's quantile: 2.88985\n",
"[82]\tvalid_0's poisson: -104.643\tvalid_0's quantile: 2.89059\n",
"[83]\tvalid_0's poisson: -104.658\tvalid_0's quantile: 2.88969\n",
"[84]\tvalid_0's poisson: -104.68\tvalid_0's quantile: 2.8893\n",
"[85]\tvalid_0's poisson: -104.682\tvalid_0's quantile: 2.88985\n",
"[86]\tvalid_0's poisson: -104.696\tvalid_0's quantile: 2.88928\n",
"[87]\tvalid_0's poisson: -104.7\tvalid_0's quantile: 2.88842\n",
"[88]\tvalid_0's poisson: -104.713\tvalid_0's quantile: 2.88731\n",
"[89]\tvalid_0's poisson: -104.711\tvalid_0's quantile: 2.88637\n",
"[90]\tvalid_0's poisson: -104.721\tvalid_0's quantile: 2.88673\n",
"[91]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.88503\n",
"[92]\tvalid_0's poisson: -104.742\tvalid_0's quantile: 2.88483\n",
"[93]\tvalid_0's poisson: -104.746\tvalid_0's quantile: 2.88416\n",
"[94]\tvalid_0's poisson: -104.707\tvalid_0's quantile: 2.88677\n",
"[95]\tvalid_0's poisson: -104.716\tvalid_0's quantile: 2.88675\n",
"[96]\tvalid_0's poisson: -104.714\tvalid_0's quantile: 2.88725\n",
"[97]\tvalid_0's poisson: -104.715\tvalid_0's quantile: 2.88925\n",
"[98]\tvalid_0's poisson: -104.721\tvalid_0's quantile: 2.88976\n",
"[99]\tvalid_0's poisson: -104.727\tvalid_0's quantile: 2.89027\n",
"[100]\tvalid_0's poisson: -104.731\tvalid_0's quantile: 2.88973\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -71.0212\tvalid_0's quantile: 9.23489\n",
"[2]\tvalid_0's poisson: -77.472\tvalid_0's quantile: 7.58487\n",
"[3]\tvalid_0's poisson: -83.1326\tvalid_0's quantile: 6.40612\n",
"[4]\tvalid_0's poisson: -87.1577\tvalid_0's quantile: 5.65212\n",
"[5]\tvalid_0's poisson: -90.6896\tvalid_0's quantile: 5.05289\n",
"[6]\tvalid_0's poisson: -93.3989\tvalid_0's quantile: 4.6235\n",
"[7]\tvalid_0's poisson: -95.6716\tvalid_0's quantile: 4.28668\n",
"[8]\tvalid_0's poisson: -97.398\tvalid_0's quantile: 4.01489\n",
"[9]\tvalid_0's poisson: -98.6731\tvalid_0's quantile: 3.82852\n",
"[10]\tvalid_0's poisson: -99.6547\tvalid_0's quantile: 3.66055\n",
"[11]\tvalid_0's poisson: -100.523\tvalid_0's quantile: 3.54924\n",
"[12]\tvalid_0's poisson: -101.153\tvalid_0's quantile: 3.4754\n",
"[13]\tvalid_0's poisson: -101.653\tvalid_0's quantile: 3.41576\n",
"[14]\tvalid_0's poisson: -102.153\tvalid_0's quantile: 3.3512\n",
"[15]\tvalid_0's poisson: -102.499\tvalid_0's quantile: 3.31279\n",
"[16]\tvalid_0's poisson: -102.745\tvalid_0's quantile: 3.2853\n",
"[17]\tvalid_0's poisson: -102.958\tvalid_0's quantile: 3.25162\n",
"[18]\tvalid_0's poisson: -103.108\tvalid_0's quantile: 3.22952\n",
"[19]\tvalid_0's poisson: -103.23\tvalid_0's quantile: 3.21644\n",
"[20]\tvalid_0's poisson: -103.4\tvalid_0's quantile: 3.19547\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -103.493\tvalid_0's quantile: 3.18363\n",
"[22]\tvalid_0's poisson: -103.576\tvalid_0's quantile: 3.16894\n",
"[23]\tvalid_0's poisson: -103.683\tvalid_0's quantile: 3.15274\n",
"[24]\tvalid_0's poisson: -103.724\tvalid_0's quantile: 3.14087\n",
"[25]\tvalid_0's poisson: -103.805\tvalid_0's quantile: 3.11971\n",
"[26]\tvalid_0's poisson: -103.857\tvalid_0's quantile: 3.10609\n",
"[27]\tvalid_0's poisson: -103.903\tvalid_0's quantile: 3.09145\n",
"[28]\tvalid_0's poisson: -103.92\tvalid_0's quantile: 3.08714\n",
"[29]\tvalid_0's poisson: -103.961\tvalid_0's quantile: 3.08191\n",
"[30]\tvalid_0's poisson: -104.008\tvalid_0's quantile: 3.07332\n",
"[31]\tvalid_0's poisson: -104.033\tvalid_0's quantile: 3.06409\n",
"[32]\tvalid_0's poisson: -104.051\tvalid_0's quantile: 3.06131\n",
"[33]\tvalid_0's poisson: -104.099\tvalid_0's quantile: 3.04732\n",
"[34]\tvalid_0's poisson: -104.11\tvalid_0's quantile: 3.04391\n",
"[35]\tvalid_0's poisson: -104.13\tvalid_0's quantile: 3.04071\n",
"[36]\tvalid_0's poisson: -104.161\tvalid_0's quantile: 3.02602\n",
"[37]\tvalid_0's poisson: -104.152\tvalid_0's quantile: 3.01749\n",
"[38]\tvalid_0's poisson: -104.175\tvalid_0's quantile: 3.0181\n",
"[39]\tvalid_0's poisson: -104.19\tvalid_0's quantile: 3.01585\n",
"[40]\tvalid_0's poisson: -104.19\tvalid_0's quantile: 3.01359\n",
"[41]\tvalid_0's poisson: -104.217\tvalid_0's quantile: 3.01172\n",
"[42]\tvalid_0's poisson: -104.201\tvalid_0's quantile: 3.01037\n",
"[43]\tvalid_0's poisson: -104.207\tvalid_0's quantile: 3.00601\n",
"[44]\tvalid_0's poisson: -104.202\tvalid_0's quantile: 3.00696\n",
"[45]\tvalid_0's poisson: -104.247\tvalid_0's quantile: 3.00244\n",
"[46]\tvalid_0's poisson: -104.255\tvalid_0's quantile: 3.00149\n",
"[47]\tvalid_0's poisson: -104.296\tvalid_0's quantile: 2.99522\n",
"[48]\tvalid_0's poisson: -104.327\tvalid_0's quantile: 2.98376\n",
"[49]\tvalid_0's poisson: -104.337\tvalid_0's quantile: 2.98288\n",
"[50]\tvalid_0's poisson: -104.34\tvalid_0's quantile: 2.98305\n",
"[51]\tvalid_0's poisson: -104.345\tvalid_0's quantile: 2.98098\n",
"[52]\tvalid_0's poisson: -104.328\tvalid_0's quantile: 2.98135\n",
"[53]\tvalid_0's poisson: -104.345\tvalid_0's quantile: 2.97708\n",
"[54]\tvalid_0's poisson: -104.357\tvalid_0's quantile: 2.97478\n",
"[55]\tvalid_0's poisson: -104.358\tvalid_0's quantile: 2.97588\n",
"[56]\tvalid_0's poisson: -104.364\tvalid_0's quantile: 2.9752\n",
"[57]\tvalid_0's poisson: -104.364\tvalid_0's quantile: 2.97226\n",
"[58]\tvalid_0's poisson: -104.392\tvalid_0's quantile: 2.95712\n",
"[59]\tvalid_0's poisson: -104.403\tvalid_0's quantile: 2.95582\n",
"[60]\tvalid_0's poisson: -104.327\tvalid_0's quantile: 2.95322\n",
"[61]\tvalid_0's poisson: -104.405\tvalid_0's quantile: 2.9504\n",
"[62]\tvalid_0's poisson: -104.419\tvalid_0's quantile: 2.92548\n",
"[63]\tvalid_0's poisson: -104.423\tvalid_0's quantile: 2.92579\n",
"[64]\tvalid_0's poisson: -104.431\tvalid_0's quantile: 2.92104\n",
"[65]\tvalid_0's poisson: -104.475\tvalid_0's quantile: 2.91255\n",
"[66]\tvalid_0's poisson: -104.505\tvalid_0's quantile: 2.91018\n",
"[67]\tvalid_0's poisson: -104.522\tvalid_0's quantile: 2.90899\n",
"[68]\tvalid_0's poisson: -104.522\tvalid_0's quantile: 2.90806\n",
"[69]\tvalid_0's poisson: -104.531\tvalid_0's quantile: 2.91026\n",
"[70]\tvalid_0's poisson: -104.578\tvalid_0's quantile: 2.90569\n",
"[71]\tvalid_0's poisson: -104.587\tvalid_0's quantile: 2.90376\n",
"[72]\tvalid_0's poisson: -104.624\tvalid_0's quantile: 2.89885\n",
"[73]\tvalid_0's poisson: -104.643\tvalid_0's quantile: 2.89579\n",
"[74]\tvalid_0's poisson: -104.645\tvalid_0's quantile: 2.89582\n",
"[75]\tvalid_0's poisson: -104.654\tvalid_0's quantile: 2.89418\n",
"[76]\tvalid_0's poisson: -104.67\tvalid_0's quantile: 2.89242\n",
"[77]\tvalid_0's poisson: -104.686\tvalid_0's quantile: 2.88395\n",
"[78]\tvalid_0's poisson: -104.674\tvalid_0's quantile: 2.88466\n",
"[79]\tvalid_0's poisson: -104.719\tvalid_0's quantile: 2.88305\n",
"[80]\tvalid_0's poisson: -104.715\tvalid_0's quantile: 2.87075\n",
"[81]\tvalid_0's poisson: -104.722\tvalid_0's quantile: 2.87108\n",
"[82]\tvalid_0's poisson: -104.737\tvalid_0's quantile: 2.86586\n",
"[83]\tvalid_0's poisson: -104.744\tvalid_0's quantile: 2.86507\n",
"[84]\tvalid_0's poisson: -104.758\tvalid_0's quantile: 2.86273\n",
"[85]\tvalid_0's poisson: -104.773\tvalid_0's quantile: 2.86119\n",
"[86]\tvalid_0's poisson: -104.783\tvalid_0's quantile: 2.85813\n",
"[87]\tvalid_0's poisson: -104.789\tvalid_0's quantile: 2.85704\n",
"[88]\tvalid_0's poisson: -104.789\tvalid_0's quantile: 2.85685\n",
"[89]\tvalid_0's poisson: -104.79\tvalid_0's quantile: 2.85665\n",
"[90]\tvalid_0's poisson: -104.796\tvalid_0's quantile: 2.85551\n",
"[91]\tvalid_0's poisson: -104.808\tvalid_0's quantile: 2.85394\n",
"[92]\tvalid_0's poisson: -104.827\tvalid_0's quantile: 2.84324\n",
"[93]\tvalid_0's poisson: -104.849\tvalid_0's quantile: 2.84349\n",
"[94]\tvalid_0's poisson: -104.865\tvalid_0's quantile: 2.83389\n",
"[95]\tvalid_0's poisson: -104.952\tvalid_0's quantile: 2.82785\n",
"[96]\tvalid_0's poisson: -104.95\tvalid_0's quantile: 2.82738\n",
"[97]\tvalid_0's poisson: -104.961\tvalid_0's quantile: 2.82702\n",
"[98]\tvalid_0's poisson: -104.959\tvalid_0's quantile: 2.82698\n",
"[99]\tvalid_0's poisson: -104.944\tvalid_0's quantile: 2.8256\n",
"[100]\tvalid_0's poisson: -104.944\tvalid_0's quantile: 2.82252\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -62.2371\tvalid_0's quantile: 11.6705\n",
"[2]\tvalid_0's poisson: -62.3012\tvalid_0's quantile: 11.6448\n",
"[3]\tvalid_0's poisson: -62.3879\tvalid_0's quantile: 11.6168\n",
"[4]\tvalid_0's poisson: -62.474\tvalid_0's quantile: 11.589\n",
"[5]\tvalid_0's poisson: -62.5595\tvalid_0's quantile: 11.5615\n",
"[6]\tvalid_0's poisson: -62.6443\tvalid_0's quantile: 11.534\n",
"[7]\tvalid_0's poisson: -62.7285\tvalid_0's quantile: 11.5066\n",
"[8]\tvalid_0's poisson: -62.812\tvalid_0's quantile: 11.4795\n",
"[9]\tvalid_0's poisson: -62.8949\tvalid_0's quantile: 11.4525\n",
"[10]\tvalid_0's poisson: -62.9772\tvalid_0's quantile: 11.4257\n",
"[11]\tvalid_0's poisson: -63.0481\tvalid_0's quantile: 11.4005\n",
"[12]\tvalid_0's poisson: -63.1293\tvalid_0's quantile: 11.3741\n",
"[13]\tvalid_0's poisson: -63.1993\tvalid_0's quantile: 11.3491\n",
"[14]\tvalid_0's poisson: -63.2688\tvalid_0's quantile: 11.3248\n",
"[15]\tvalid_0's poisson: -63.3377\tvalid_0's quantile: 11.3005\n",
"[16]\tvalid_0's poisson: -63.4061\tvalid_0's quantile: 11.2763\n",
"[17]\tvalid_0's poisson: -63.4847\tvalid_0's quantile: 11.2508\n",
"[18]\tvalid_0's poisson: -63.5627\tvalid_0's quantile: 11.2255\n",
"[19]\tvalid_0's poisson: -63.6402\tvalid_0's quantile: 11.2003\n",
"[20]\tvalid_0's poisson: -63.7171\tvalid_0's quantile: 11.1754\n",
"[21]\tvalid_0's poisson: -63.7934\tvalid_0's quantile: 11.1507\n",
"[22]\tvalid_0's poisson: -63.8692\tvalid_0's quantile: 11.1264\n",
"[23]\tvalid_0's poisson: -63.9445\tvalid_0's quantile: 11.1021\n",
"[24]\tvalid_0's poisson: -64.0193\tvalid_0's quantile: 11.078\n",
"[25]\tvalid_0's poisson: -64.0935\tvalid_0's quantile: 11.0541\n",
"[26]\tvalid_0's poisson: -64.1867\tvalid_0's quantile: 11.0256\n",
"[27]\tvalid_0's poisson: -64.2792\tvalid_0's quantile: 10.9972\n",
"[28]\tvalid_0's poisson: -64.3711\tvalid_0's quantile: 10.9692\n",
"[29]\tvalid_0's poisson: -64.4624\tvalid_0's quantile: 10.9415\n",
"[30]\tvalid_0's poisson: -64.5531\tvalid_0's quantile: 10.914\n",
"[31]\tvalid_0's poisson: -64.6248\tvalid_0's quantile: 10.8888\n",
"[32]\tvalid_0's poisson: -64.696\tvalid_0's quantile: 10.8638\n",
"[33]\tvalid_0's poisson: -64.7667\tvalid_0's quantile: 10.8389\n",
"[34]\tvalid_0's poisson: -64.8197\tvalid_0's quantile: 10.8186\n",
"[35]\tvalid_0's poisson: -64.8723\tvalid_0's quantile: 10.7984\n",
"[36]\tvalid_0's poisson: -64.9419\tvalid_0's quantile: 10.7739\n",
"[37]\tvalid_0's poisson: -65.0111\tvalid_0's quantile: 10.7496\n",
"[38]\tvalid_0's poisson: -65.0825\tvalid_0's quantile: 10.7276\n",
"[39]\tvalid_0's poisson: -65.1534\tvalid_0's quantile: 10.7057\n",
"[40]\tvalid_0's poisson: -65.2238\tvalid_0's quantile: 10.6841\n",
"[41]\tvalid_0's poisson: -65.3109\tvalid_0's quantile: 10.6584\n",
"[42]\tvalid_0's poisson: -65.3974\tvalid_0's quantile: 10.6327\n",
"[43]\tvalid_0's poisson: -65.4735\tvalid_0's quantile: 10.6086\n",
"[44]\tvalid_0's poisson: -65.533\tvalid_0's quantile: 10.5887\n",
"[45]\tvalid_0's poisson: -65.5922\tvalid_0's quantile: 10.5692\n",
"[46]\tvalid_0's poisson: -65.6592\tvalid_0's quantile: 10.5465\n",
"[47]\tvalid_0's poisson: -65.734\tvalid_0's quantile: 10.5232\n",
"[48]\tvalid_0's poisson: -65.7925\tvalid_0's quantile: 10.5042\n",
"[49]\tvalid_0's poisson: -65.8505\tvalid_0's quantile: 10.4853\n",
"[50]\tvalid_0's poisson: -65.9082\tvalid_0's quantile: 10.4669\n",
"[51]\tvalid_0's poisson: -65.9914\tvalid_0's quantile: 10.4432\n",
"[52]\tvalid_0's poisson: -66.0742\tvalid_0's quantile: 10.4197\n",
"[53]\tvalid_0's poisson: -66.1564\tvalid_0's quantile: 10.3964\n",
"[54]\tvalid_0's poisson: -66.2228\tvalid_0's quantile: 10.3771\n",
"[55]\tvalid_0's poisson: -66.2888\tvalid_0's quantile: 10.3579\n",
"[56]\tvalid_0's poisson: -66.3544\tvalid_0's quantile: 10.3387\n",
"[57]\tvalid_0's poisson: -66.4196\tvalid_0's quantile: 10.3197\n",
"[58]\tvalid_0's poisson: -66.5\tvalid_0's quantile: 10.2968\n",
"[59]\tvalid_0's poisson: -66.5798\tvalid_0's quantile: 10.274\n",
"[60]\tvalid_0's poisson: -66.6592\tvalid_0's quantile: 10.2515\n",
"[61]\tvalid_0's poisson: -66.7224\tvalid_0's quantile: 10.2328\n",
"[62]\tvalid_0's poisson: -66.7852\tvalid_0's quantile: 10.2143\n",
"[63]\tvalid_0's poisson: -66.8638\tvalid_0's quantile: 10.1921\n",
"[64]\tvalid_0's poisson: -66.942\tvalid_0's quantile: 10.1701\n",
"[65]\tvalid_0's poisson: -67.0196\tvalid_0's quantile: 10.1483\n",
"[66]\tvalid_0's poisson: -67.1029\tvalid_0's quantile: 10.126\n",
"[67]\tvalid_0's poisson: -67.1857\tvalid_0's quantile: 10.1038\n",
"[68]\tvalid_0's poisson: -67.268\tvalid_0's quantile: 10.0819\n",
"[69]\tvalid_0's poisson: -67.3498\tvalid_0's quantile: 10.0602\n",
"[70]\tvalid_0's poisson: -67.4312\tvalid_0's quantile: 10.0387\n",
"[71]\tvalid_0's poisson: -67.5121\tvalid_0's quantile: 10.0172\n",
"[72]\tvalid_0's poisson: -67.5925\tvalid_0's quantile: 9.99576\n",
"[73]\tvalid_0's poisson: -67.6725\tvalid_0's quantile: 9.97444\n",
"[74]\tvalid_0's poisson: -67.7383\tvalid_0's quantile: 9.95673\n",
"[75]\tvalid_0's poisson: -67.8178\tvalid_0's quantile: 9.93572\n",
"[76]\tvalid_0's poisson: -67.8969\tvalid_0's quantile: 9.91481\n",
"[77]\tvalid_0's poisson: -67.9691\tvalid_0's quantile: 9.89722\n",
"[78]\tvalid_0's poisson: -68.0476\tvalid_0's quantile: 9.87654\n",
"[79]\tvalid_0's poisson: -68.1256\tvalid_0's quantile: 9.85607\n",
"[80]\tvalid_0's poisson: -68.1908\tvalid_0's quantile: 9.83897\n",
"[81]\tvalid_0's poisson: -68.2682\tvalid_0's quantile: 9.81878\n",
"[82]\tvalid_0's poisson: -68.3452\tvalid_0's quantile: 9.79868\n",
"[83]\tvalid_0's poisson: -68.4173\tvalid_0's quantile: 9.78152\n",
"[84]\tvalid_0's poisson: -68.4937\tvalid_0's quantile: 9.76165\n",
"[85]\tvalid_0's poisson: -68.5698\tvalid_0's quantile: 9.74192\n",
"[86]\tvalid_0's poisson: -68.6454\tvalid_0's quantile: 9.72262\n",
"[87]\tvalid_0's poisson: -68.7205\tvalid_0's quantile: 9.70342\n",
"[88]\tvalid_0's poisson: -68.7953\tvalid_0's quantile: 9.68429\n",
"[89]\tvalid_0's poisson: -68.8696\tvalid_0's quantile: 9.66543\n",
"[90]\tvalid_0's poisson: -68.9436\tvalid_0's quantile: 9.64671\n",
"[91]\tvalid_0's poisson: -69.0171\tvalid_0's quantile: 9.62807\n",
"[92]\tvalid_0's poisson: -69.0887\tvalid_0's quantile: 9.61125\n",
"[93]\tvalid_0's poisson: -69.1618\tvalid_0's quantile: 9.59282\n",
"[94]\tvalid_0's poisson: -69.2326\tvalid_0's quantile: 9.5762\n",
"[95]\tvalid_0's poisson: -69.3053\tvalid_0's quantile: 9.55793\n",
"[96]\tvalid_0's poisson: -69.3775\tvalid_0's quantile: 9.53979\n",
"[97]\tvalid_0's poisson: -69.448\tvalid_0's quantile: 9.52337\n",
"[98]\tvalid_0's poisson: -69.5182\tvalid_0's quantile: 9.50707\n",
"[99]\tvalid_0's poisson: -69.59\tvalid_0's quantile: 9.48907\n",
"[100]\tvalid_0's poisson: -69.6614\tvalid_0's quantile: 9.47115\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -62.2367\tvalid_0's quantile: 11.6703\n",
"[2]\tvalid_0's poisson: -62.3121\tvalid_0's quantile: 11.6434\n",
"[3]\tvalid_0's poisson: -62.3868\tvalid_0's quantile: 11.6167\n",
"[4]\tvalid_0's poisson: -62.4609\tvalid_0's quantile: 11.5902\n",
"[5]\tvalid_0's poisson: -62.5344\tvalid_0's quantile: 11.5639\n",
"[6]\tvalid_0's poisson: -62.6073\tvalid_0's quantile: 11.5378\n",
"[7]\tvalid_0's poisson: -62.6796\tvalid_0's quantile: 11.5117\n",
"[8]\tvalid_0's poisson: -62.7667\tvalid_0's quantile: 11.484\n",
"[9]\tvalid_0's poisson: -62.8531\tvalid_0's quantile: 11.4565\n",
"[10]\tvalid_0's poisson: -62.9389\tvalid_0's quantile: 11.4292\n",
"[11]\tvalid_0's poisson: -63.024\tvalid_0's quantile: 11.4021\n",
"[12]\tvalid_0's poisson: -63.1086\tvalid_0's quantile: 11.3752\n",
"[13]\tvalid_0's poisson: -63.1925\tvalid_0's quantile: 11.3484\n",
"[14]\tvalid_0's poisson: -63.2758\tvalid_0's quantile: 11.3222\n",
"[15]\tvalid_0's poisson: -63.3585\tvalid_0's quantile: 11.2961\n",
"[16]\tvalid_0's poisson: -63.4406\tvalid_0's quantile: 11.2701\n",
"[17]\tvalid_0's poisson: -63.5078\tvalid_0's quantile: 11.2459\n",
"[18]\tvalid_0's poisson: -63.5744\tvalid_0's quantile: 11.2217\n",
"[19]\tvalid_0's poisson: -63.6405\tvalid_0's quantile: 11.1978\n",
"[20]\tvalid_0's poisson: -63.7061\tvalid_0's quantile: 11.1742\n",
"[21]\tvalid_0's poisson: -63.7712\tvalid_0's quantile: 11.1508\n",
"[22]\tvalid_0's poisson: -63.8358\tvalid_0's quantile: 11.1276\n",
"[23]\tvalid_0's poisson: -63.9145\tvalid_0's quantile: 11.1029\n",
"[24]\tvalid_0's poisson: -63.9926\tvalid_0's quantile: 11.0783\n",
"[25]\tvalid_0's poisson: -64.0591\tvalid_0's quantile: 11.0551\n",
"[26]\tvalid_0's poisson: -64.125\tvalid_0's quantile: 11.032\n",
"[27]\tvalid_0's poisson: -64.1904\tvalid_0's quantile: 11.0093\n",
"[28]\tvalid_0's poisson: -64.2554\tvalid_0's quantile: 10.9869\n",
"[29]\tvalid_0's poisson: -64.3199\tvalid_0's quantile: 10.9646\n",
"[30]\tvalid_0's poisson: -64.3839\tvalid_0's quantile: 10.9425\n",
"[31]\tvalid_0's poisson: -64.4576\tvalid_0's quantile: 10.9194\n",
"[32]\tvalid_0's poisson: -64.5308\tvalid_0's quantile: 10.8966\n",
"[33]\tvalid_0's poisson: -64.6036\tvalid_0's quantile: 10.8739\n",
"[34]\tvalid_0's poisson: -64.6758\tvalid_0's quantile: 10.8512\n",
"[35]\tvalid_0's poisson: -64.7475\tvalid_0's quantile: 10.8287\n",
"[36]\tvalid_0's poisson: -64.8188\tvalid_0's quantile: 10.8065\n",
"[37]\tvalid_0's poisson: -64.8896\tvalid_0's quantile: 10.7844\n",
"[38]\tvalid_0's poisson: -64.9815\tvalid_0's quantile: 10.7575\n",
"[39]\tvalid_0's poisson: -65.0729\tvalid_0's quantile: 10.7308\n",
"[40]\tvalid_0's poisson: -65.1636\tvalid_0's quantile: 10.7042\n",
"[41]\tvalid_0's poisson: -65.2538\tvalid_0's quantile: 10.6778\n",
"[42]\tvalid_0's poisson: -65.3434\tvalid_0's quantile: 10.6516\n",
"[43]\tvalid_0's poisson: -65.4324\tvalid_0's quantile: 10.6259\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -65.5209\tvalid_0's quantile: 10.6003\n",
"[45]\tvalid_0's poisson: -65.6088\tvalid_0's quantile: 10.5749\n",
"[46]\tvalid_0's poisson: -65.6961\tvalid_0's quantile: 10.5497\n",
"[47]\tvalid_0's poisson: -65.7829\tvalid_0's quantile: 10.5246\n",
"[48]\tvalid_0's poisson: -65.8691\tvalid_0's quantile: 10.4997\n",
"[49]\tvalid_0's poisson: -65.9548\tvalid_0's quantile: 10.475\n",
"[50]\tvalid_0's poisson: -66.0214\tvalid_0's quantile: 10.4551\n",
"[51]\tvalid_0's poisson: -66.1063\tvalid_0's quantile: 10.4308\n",
"[52]\tvalid_0's poisson: -66.1907\tvalid_0's quantile: 10.4066\n",
"[53]\tvalid_0's poisson: -66.2564\tvalid_0's quantile: 10.387\n",
"[54]\tvalid_0's poisson: -66.3217\tvalid_0's quantile: 10.3675\n",
"[55]\tvalid_0's poisson: -66.3866\tvalid_0's quantile: 10.3482\n",
"[56]\tvalid_0's poisson: -66.4695\tvalid_0's quantile: 10.3246\n",
"[57]\tvalid_0's poisson: -66.552\tvalid_0's quantile: 10.3011\n",
"[58]\tvalid_0's poisson: -66.6339\tvalid_0's quantile: 10.2778\n",
"[59]\tvalid_0's poisson: -66.6978\tvalid_0's quantile: 10.2589\n",
"[60]\tvalid_0's poisson: -66.7625\tvalid_0's quantile: 10.2399\n",
"[61]\tvalid_0's poisson: -66.8444\tvalid_0's quantile: 10.2171\n",
"[62]\tvalid_0's poisson: -66.9258\tvalid_0's quantile: 10.1944\n",
"[63]\tvalid_0's poisson: -67.0067\tvalid_0's quantile: 10.1719\n",
"[64]\tvalid_0's poisson: -67.0871\tvalid_0's quantile: 10.1495\n",
"[65]\tvalid_0's poisson: -67.1671\tvalid_0's quantile: 10.1273\n",
"[66]\tvalid_0's poisson: -67.2465\tvalid_0's quantile: 10.1054\n",
"[67]\tvalid_0's poisson: -67.3255\tvalid_0's quantile: 10.0839\n",
"[68]\tvalid_0's poisson: -67.404\tvalid_0's quantile: 10.0624\n",
"[69]\tvalid_0's poisson: -67.482\tvalid_0's quantile: 10.0411\n",
"[70]\tvalid_0's poisson: -67.5595\tvalid_0's quantile: 10.0199\n",
"[71]\tvalid_0's poisson: -67.6366\tvalid_0's quantile: 9.99893\n",
"[72]\tvalid_0's poisson: -67.7133\tvalid_0's quantile: 9.97801\n",
"[73]\tvalid_0's poisson: -67.7743\tvalid_0's quantile: 9.96071\n",
"[74]\tvalid_0's poisson: -67.835\tvalid_0's quantile: 9.94348\n",
"[75]\tvalid_0's poisson: -67.8953\tvalid_0's quantile: 9.92632\n",
"[76]\tvalid_0's poisson: -67.9707\tvalid_0's quantile: 9.90579\n",
"[77]\tvalid_0's poisson: -68.0457\tvalid_0's quantile: 9.88536\n",
"[78]\tvalid_0's poisson: -68.1261\tvalid_0's quantile: 9.86435\n",
"[79]\tvalid_0's poisson: -68.206\tvalid_0's quantile: 9.84345\n",
"[80]\tvalid_0's poisson: -68.2856\tvalid_0's quantile: 9.82264\n",
"[81]\tvalid_0's poisson: -68.3646\tvalid_0's quantile: 9.80215\n",
"[82]\tvalid_0's poisson: -68.4432\tvalid_0's quantile: 9.78186\n",
"[83]\tvalid_0's poisson: -68.5214\tvalid_0's quantile: 9.76165\n",
"[84]\tvalid_0's poisson: -68.5992\tvalid_0's quantile: 9.74173\n",
"[85]\tvalid_0's poisson: -68.6765\tvalid_0's quantile: 9.72212\n",
"[86]\tvalid_0's poisson: -68.7534\tvalid_0's quantile: 9.70259\n",
"[87]\tvalid_0's poisson: -68.8298\tvalid_0's quantile: 9.68321\n",
"[88]\tvalid_0's poisson: -68.9058\tvalid_0's quantile: 9.6641\n",
"[89]\tvalid_0's poisson: -68.9814\tvalid_0's quantile: 9.64506\n",
"[90]\tvalid_0's poisson: -69.0566\tvalid_0's quantile: 9.6261\n",
"[91]\tvalid_0's poisson: -69.1314\tvalid_0's quantile: 9.60729\n",
"[92]\tvalid_0's poisson: -69.2057\tvalid_0's quantile: 9.58856\n",
"[93]\tvalid_0's poisson: -69.2797\tvalid_0's quantile: 9.56991\n",
"[94]\tvalid_0's poisson: -69.3532\tvalid_0's quantile: 9.55139\n",
"[95]\tvalid_0's poisson: -69.4254\tvalid_0's quantile: 9.53449\n",
"[96]\tvalid_0's poisson: -69.4967\tvalid_0's quantile: 9.51587\n",
"[97]\tvalid_0's poisson: -69.5683\tvalid_0's quantile: 9.49917\n",
"[98]\tvalid_0's poisson: -69.6409\tvalid_0's quantile: 9.48096\n",
"[99]\tvalid_0's poisson: -69.712\tvalid_0's quantile: 9.46438\n",
"[100]\tvalid_0's poisson: -69.7841\tvalid_0's quantile: 9.44624\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -62.8677\tvalid_0's quantile: 11.6615\n",
"[2]\tvalid_0's poisson: -62.9416\tvalid_0's quantile: 11.634\n",
"[3]\tvalid_0's poisson: -63.0149\tvalid_0's quantile: 11.6066\n",
"[4]\tvalid_0's poisson: -63.0875\tvalid_0's quantile: 11.5794\n",
"[5]\tvalid_0's poisson: -63.1595\tvalid_0's quantile: 11.5524\n",
"[6]\tvalid_0's poisson: -63.2309\tvalid_0's quantile: 11.5256\n",
"[7]\tvalid_0's poisson: -63.3017\tvalid_0's quantile: 11.4989\n",
"[8]\tvalid_0's poisson: -63.3599\tvalid_0's quantile: 11.4735\n",
"[9]\tvalid_0's poisson: -63.4296\tvalid_0's quantile: 11.447\n",
"[10]\tvalid_0's poisson: -63.4986\tvalid_0's quantile: 11.4209\n",
"[11]\tvalid_0's poisson: -63.5671\tvalid_0's quantile: 11.3949\n",
"[12]\tvalid_0's poisson: -63.635\tvalid_0's quantile: 11.369\n",
"[13]\tvalid_0's poisson: -63.7023\tvalid_0's quantile: 11.3434\n",
"[14]\tvalid_0's poisson: -63.7586\tvalid_0's quantile: 11.3189\n",
"[15]\tvalid_0's poisson: -63.8404\tvalid_0's quantile: 11.2921\n",
"[16]\tvalid_0's poisson: -63.9216\tvalid_0's quantile: 11.2655\n",
"[17]\tvalid_0's poisson: -64.0023\tvalid_0's quantile: 11.239\n",
"[18]\tvalid_0's poisson: -64.0823\tvalid_0's quantile: 11.2127\n",
"[19]\tvalid_0's poisson: -64.1617\tvalid_0's quantile: 11.1864\n",
"[20]\tvalid_0's poisson: -64.2406\tvalid_0's quantile: 11.1604\n",
"[21]\tvalid_0's poisson: -64.3189\tvalid_0's quantile: 11.1347\n",
"[22]\tvalid_0's poisson: -64.3711\tvalid_0's quantile: 11.1119\n",
"[23]\tvalid_0's poisson: -64.423\tvalid_0's quantile: 11.0894\n",
"[24]\tvalid_0's poisson: -64.4743\tvalid_0's quantile: 11.0671\n",
"[25]\tvalid_0's poisson: -64.5252\tvalid_0's quantile: 11.0448\n",
"[26]\tvalid_0's poisson: -64.5757\tvalid_0's quantile: 11.0226\n",
"[27]\tvalid_0's poisson: -64.6258\tvalid_0's quantile: 11.0007\n",
"[28]\tvalid_0's poisson: -64.6754\tvalid_0's quantile: 10.979\n",
"[29]\tvalid_0's poisson: -64.7353\tvalid_0's quantile: 10.9568\n",
"[30]\tvalid_0's poisson: -64.8094\tvalid_0's quantile: 10.9329\n",
"[31]\tvalid_0's poisson: -64.883\tvalid_0's quantile: 10.9092\n",
"[32]\tvalid_0's poisson: -64.9561\tvalid_0's quantile: 10.8857\n",
"[33]\tvalid_0's poisson: -65.0499\tvalid_0's quantile: 10.8569\n",
"[34]\tvalid_0's poisson: -65.1431\tvalid_0's quantile: 10.8284\n",
"[35]\tvalid_0's poisson: -65.2356\tvalid_0's quantile: 10.8\n",
"[36]\tvalid_0's poisson: -65.3276\tvalid_0's quantile: 10.7718\n",
"[37]\tvalid_0's poisson: -65.3992\tvalid_0's quantile: 10.749\n",
"[38]\tvalid_0's poisson: -65.4703\tvalid_0's quantile: 10.7263\n",
"[39]\tvalid_0's poisson: -65.5581\tvalid_0's quantile: 10.699\n",
"[40]\tvalid_0's poisson: -65.6454\tvalid_0's quantile: 10.672\n",
"[41]\tvalid_0's poisson: -65.6928\tvalid_0's quantile: 10.6524\n",
"[42]\tvalid_0's poisson: -65.7591\tvalid_0's quantile: 10.6278\n",
"[43]\tvalid_0's poisson: -65.8249\tvalid_0's quantile: 10.6034\n",
"[44]\tvalid_0's poisson: -65.8717\tvalid_0's quantile: 10.5845\n",
"[45]\tvalid_0's poisson: -65.9182\tvalid_0's quantile: 10.5658\n",
"[46]\tvalid_0's poisson: -65.9643\tvalid_0's quantile: 10.5472\n",
"[47]\tvalid_0's poisson: -66.0101\tvalid_0's quantile: 10.5287\n",
"[48]\tvalid_0's poisson: -66.0758\tvalid_0's quantile: 10.5083\n",
"[49]\tvalid_0's poisson: -66.1397\tvalid_0's quantile: 10.4852\n",
"[50]\tvalid_0's poisson: -66.2132\tvalid_0's quantile: 10.4614\n",
"[51]\tvalid_0's poisson: -66.2861\tvalid_0's quantile: 10.4377\n",
"[52]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.4142\n",
"[53]\tvalid_0's poisson: -66.4305\tvalid_0's quantile: 10.3908\n",
"[54]\tvalid_0's poisson: -66.4836\tvalid_0's quantile: 10.3724\n",
"[55]\tvalid_0's poisson: -66.5267\tvalid_0's quantile: 10.3549\n",
"[56]\tvalid_0's poisson: -66.5976\tvalid_0's quantile: 10.3317\n",
"[57]\tvalid_0's poisson: -66.6788\tvalid_0's quantile: 10.3071\n",
"[58]\tvalid_0's poisson: -66.7595\tvalid_0's quantile: 10.2829\n",
"[59]\tvalid_0's poisson: -66.8223\tvalid_0's quantile: 10.2634\n",
"[60]\tvalid_0's poisson: -66.8847\tvalid_0's quantile: 10.2442\n",
"[61]\tvalid_0's poisson: -66.9642\tvalid_0's quantile: 10.2202\n",
"[62]\tvalid_0's poisson: -67.0432\tvalid_0's quantile: 10.1965\n",
"[63]\tvalid_0's poisson: -67.1048\tvalid_0's quantile: 10.1775\n",
"[64]\tvalid_0's poisson: -67.1661\tvalid_0's quantile: 10.1586\n",
"[65]\tvalid_0's poisson: -67.227\tvalid_0's quantile: 10.14\n",
"[66]\tvalid_0's poisson: -67.3087\tvalid_0's quantile: 10.1167\n",
"[67]\tvalid_0's poisson: -67.3898\tvalid_0's quantile: 10.0935\n",
"[68]\tvalid_0's poisson: -67.4704\tvalid_0's quantile: 10.0704\n",
"[69]\tvalid_0's poisson: -67.5506\tvalid_0's quantile: 10.0475\n",
"[70]\tvalid_0's poisson: -67.6302\tvalid_0's quantile: 10.0248\n",
"[71]\tvalid_0's poisson: -67.7094\tvalid_0's quantile: 10.0023\n",
"[72]\tvalid_0's poisson: -67.7881\tvalid_0's quantile: 9.98001\n",
"[73]\tvalid_0's poisson: -67.8664\tvalid_0's quantile: 9.95778\n",
"[74]\tvalid_0's poisson: -67.9441\tvalid_0's quantile: 9.93582\n",
"[75]\tvalid_0's poisson: -68.0214\tvalid_0's quantile: 9.91395\n",
"[76]\tvalid_0's poisson: -68.0983\tvalid_0's quantile: 9.89223\n",
"[77]\tvalid_0's poisson: -68.1746\tvalid_0's quantile: 9.87063\n",
"[78]\tvalid_0's poisson: -68.2506\tvalid_0's quantile: 9.84911\n",
"[79]\tvalid_0's poisson: -68.3169\tvalid_0's quantile: 9.83133\n",
"[80]\tvalid_0's poisson: -68.3924\tvalid_0's quantile: 9.81007\n",
"[81]\tvalid_0's poisson: -68.4673\tvalid_0's quantile: 9.78899\n",
"[82]\tvalid_0's poisson: -68.5335\tvalid_0's quantile: 9.7716\n",
"[83]\tvalid_0's poisson: -68.6076\tvalid_0's quantile: 9.75089\n",
"[84]\tvalid_0's poisson: -68.6813\tvalid_0's quantile: 9.73031\n",
"[85]\tvalid_0's poisson: -68.7472\tvalid_0's quantile: 9.71321\n",
"[86]\tvalid_0's poisson: -68.8127\tvalid_0's quantile: 9.6962\n",
"[87]\tvalid_0's poisson: -68.8779\tvalid_0's quantile: 9.6794\n",
"[88]\tvalid_0's poisson: -68.9509\tvalid_0's quantile: 9.65934\n",
"[89]\tvalid_0's poisson: -69.0234\tvalid_0's quantile: 9.63938\n",
"[90]\tvalid_0's poisson: -69.0956\tvalid_0's quantile: 9.61959\n",
"[91]\tvalid_0's poisson: -69.1673\tvalid_0's quantile: 9.60021\n",
"[92]\tvalid_0's poisson: -69.2386\tvalid_0's quantile: 9.58094\n",
"[93]\tvalid_0's poisson: -69.3095\tvalid_0's quantile: 9.56184\n",
"[94]\tvalid_0's poisson: -69.38\tvalid_0's quantile: 9.54296\n",
"[95]\tvalid_0's poisson: -69.4501\tvalid_0's quantile: 9.52619\n",
"[96]\tvalid_0's poisson: -69.5197\tvalid_0's quantile: 9.50954\n",
"[97]\tvalid_0's poisson: -69.5899\tvalid_0's quantile: 9.49075\n",
"[98]\tvalid_0's poisson: -69.6596\tvalid_0's quantile: 9.47209\n",
"[99]\tvalid_0's poisson: -69.7287\tvalid_0's quantile: 9.45564\n",
"[100]\tvalid_0's poisson: -69.7979\tvalid_0's quantile: 9.43719\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -63.4989\tvalid_0's quantile: 11.6537\n",
"[2]\tvalid_0's poisson: -63.5755\tvalid_0's quantile: 11.6263\n",
"[3]\tvalid_0's poisson: -63.6515\tvalid_0's quantile: 11.599\n",
"[4]\tvalid_0's poisson: -63.7269\tvalid_0's quantile: 11.5719\n",
"[5]\tvalid_0's poisson: -63.8016\tvalid_0's quantile: 11.5448\n",
"[6]\tvalid_0's poisson: -63.8757\tvalid_0's quantile: 11.518\n",
"[7]\tvalid_0's poisson: -63.9492\tvalid_0's quantile: 11.4914\n",
"[8]\tvalid_0's poisson: -64.0346\tvalid_0's quantile: 11.4636\n",
"[9]\tvalid_0's poisson: -64.1193\tvalid_0's quantile: 11.4359\n",
"[10]\tvalid_0's poisson: -64.2034\tvalid_0's quantile: 11.4083\n",
"[11]\tvalid_0's poisson: -64.2868\tvalid_0's quantile: 11.3809\n",
"[12]\tvalid_0's poisson: -64.3696\tvalid_0's quantile: 11.3537\n",
"[13]\tvalid_0's poisson: -64.4518\tvalid_0's quantile: 11.3267\n",
"[14]\tvalid_0's poisson: -64.5334\tvalid_0's quantile: 11.2999\n",
"[15]\tvalid_0's poisson: -64.6143\tvalid_0's quantile: 11.2733\n",
"[16]\tvalid_0's poisson: -64.6947\tvalid_0's quantile: 11.2469\n",
"[17]\tvalid_0's poisson: -64.7744\tvalid_0's quantile: 11.2209\n",
"[18]\tvalid_0's poisson: -64.8703\tvalid_0's quantile: 11.19\n",
"[19]\tvalid_0's poisson: -64.9491\tvalid_0's quantile: 11.1643\n",
"[20]\tvalid_0's poisson: -65.0274\tvalid_0's quantile: 11.1387\n",
"[21]\tvalid_0's poisson: -65.1051\tvalid_0's quantile: 11.1133\n",
"[22]\tvalid_0's poisson: -65.1989\tvalid_0's quantile: 11.0829\n",
"[23]\tvalid_0's poisson: -65.2697\tvalid_0's quantile: 11.0551\n",
"[24]\tvalid_0's poisson: -65.3464\tvalid_0's quantile: 11.0303\n",
"[25]\tvalid_0's poisson: -65.4002\tvalid_0's quantile: 11.008\n",
"[26]\tvalid_0's poisson: -65.4536\tvalid_0's quantile: 10.986\n",
"[27]\tvalid_0's poisson: -65.5065\tvalid_0's quantile: 10.9641\n",
"[28]\tvalid_0's poisson: -65.559\tvalid_0's quantile: 10.9423\n",
"[29]\tvalid_0's poisson: -65.6111\tvalid_0's quantile: 10.9207\n",
"[30]\tvalid_0's poisson: -65.6796\tvalid_0's quantile: 10.8939\n",
"[31]\tvalid_0's poisson: -65.7697\tvalid_0's quantile: 10.865\n",
"[32]\tvalid_0's poisson: -65.8592\tvalid_0's quantile: 10.8367\n",
"[33]\tvalid_0's poisson: -65.9481\tvalid_0's quantile: 10.8085\n",
"[34]\tvalid_0's poisson: -66.0364\tvalid_0's quantile: 10.7805\n",
"[35]\tvalid_0's poisson: -66.124\tvalid_0's quantile: 10.7528\n",
"[36]\tvalid_0's poisson: -66.2111\tvalid_0's quantile: 10.7252\n",
"[37]\tvalid_0's poisson: -66.2975\tvalid_0's quantile: 10.6981\n",
"[38]\tvalid_0's poisson: -66.3834\tvalid_0's quantile: 10.6711\n",
"[39]\tvalid_0's poisson: -66.4687\tvalid_0's quantile: 10.6442\n",
"[40]\tvalid_0's poisson: -66.5397\tvalid_0's quantile: 10.6221\n",
"[41]\tvalid_0's poisson: -66.6103\tvalid_0's quantile: 10.6001\n",
"[42]\tvalid_0's poisson: -66.66\tvalid_0's quantile: 10.5805\n",
"[43]\tvalid_0's poisson: -66.7298\tvalid_0's quantile: 10.5588\n",
"[44]\tvalid_0's poisson: -66.813\tvalid_0's quantile: 10.5325\n",
"[45]\tvalid_0's poisson: -66.8956\tvalid_0's quantile: 10.5064\n",
"[46]\tvalid_0's poisson: -66.9645\tvalid_0's quantile: 10.4851\n",
"[47]\tvalid_0's poisson: -67.0462\tvalid_0's quantile: 10.4591\n",
"[48]\tvalid_0's poisson: -67.1274\tvalid_0's quantile: 10.4334\n",
"[49]\tvalid_0's poisson: -67.2184\tvalid_0's quantile: 10.4112\n",
"[50]\tvalid_0's poisson: -67.299\tvalid_0's quantile: 10.3861\n",
"[51]\tvalid_0's poisson: -67.3889\tvalid_0's quantile: 10.3642\n",
"[52]\tvalid_0's poisson: -67.4783\tvalid_0's quantile: 10.3424\n",
"[53]\tvalid_0's poisson: -67.5672\tvalid_0's quantile: 10.3209\n",
"[54]\tvalid_0's poisson: -67.6342\tvalid_0's quantile: 10.3012\n",
"[55]\tvalid_0's poisson: -67.722\tvalid_0's quantile: 10.28\n",
"[56]\tvalid_0's poisson: -67.7883\tvalid_0's quantile: 10.2605\n",
"[57]\tvalid_0's poisson: -67.8542\tvalid_0's quantile: 10.2411\n",
"[58]\tvalid_0's poisson: -67.9326\tvalid_0's quantile: 10.2171\n",
"[59]\tvalid_0's poisson: -68.0106\tvalid_0's quantile: 10.1932\n",
"[60]\tvalid_0's poisson: -68.0969\tvalid_0's quantile: 10.1724\n",
"[61]\tvalid_0's poisson: -68.1741\tvalid_0's quantile: 10.1489\n",
"[62]\tvalid_0's poisson: -68.2376\tvalid_0's quantile: 10.13\n",
"[63]\tvalid_0's poisson: -68.3007\tvalid_0's quantile: 10.1113\n",
"[64]\tvalid_0's poisson: -68.3633\tvalid_0's quantile: 10.0928\n",
"[65]\tvalid_0's poisson: -68.4419\tvalid_0's quantile: 10.0695\n",
"[66]\tvalid_0's poisson: -68.52\tvalid_0's quantile: 10.0464\n",
"[67]\tvalid_0's poisson: -68.6031\tvalid_0's quantile: 10.0263\n",
"[68]\tvalid_0's poisson: -68.6806\tvalid_0's quantile: 10.0035\n",
"[69]\tvalid_0's poisson: -68.7576\tvalid_0's quantile: 9.98091\n",
"[70]\tvalid_0's poisson: -68.8342\tvalid_0's quantile: 9.95859\n",
"[71]\tvalid_0's poisson: -68.9103\tvalid_0's quantile: 9.93643\n",
"[72]\tvalid_0's poisson: -68.9859\tvalid_0's quantile: 9.91435\n",
"[73]\tvalid_0's poisson: -69.061\tvalid_0's quantile: 9.89245\n",
"[74]\tvalid_0's poisson: -69.1357\tvalid_0's quantile: 9.87074\n",
"[75]\tvalid_0's poisson: -69.21\tvalid_0's quantile: 9.84914\n",
"[76]\tvalid_0's poisson: -69.2837\tvalid_0's quantile: 9.8278\n",
"[77]\tvalid_0's poisson: -69.3571\tvalid_0's quantile: 9.80664\n",
"[78]\tvalid_0's poisson: -69.43\tvalid_0's quantile: 9.78556\n",
"[79]\tvalid_0's poisson: -69.5025\tvalid_0's quantile: 9.76456\n",
"[80]\tvalid_0's poisson: -69.5667\tvalid_0's quantile: 9.74718\n",
"[81]\tvalid_0's poisson: -69.6306\tvalid_0's quantile: 9.72995\n",
"[82]\tvalid_0's poisson: -69.6941\tvalid_0's quantile: 9.71283\n",
"[83]\tvalid_0's poisson: -69.7572\tvalid_0's quantile: 9.69581\n",
"[84]\tvalid_0's poisson: -69.8289\tvalid_0's quantile: 9.67525\n",
"[85]\tvalid_0's poisson: -69.9001\tvalid_0's quantile: 9.6548\n",
"[86]\tvalid_0's poisson: -69.971\tvalid_0's quantile: 9.63449\n",
"[87]\tvalid_0's poisson: -70.0414\tvalid_0's quantile: 9.61439\n",
"[88]\tvalid_0's poisson: -70.1114\tvalid_0's quantile: 9.59437\n",
"[89]\tvalid_0's poisson: -70.1811\tvalid_0's quantile: 9.57449\n",
"[90]\tvalid_0's poisson: -70.2502\tvalid_0's quantile: 9.5549\n",
"[91]\tvalid_0's poisson: -70.319\tvalid_0's quantile: 9.53539\n",
"[92]\tvalid_0's poisson: -70.3874\tvalid_0's quantile: 9.51602\n",
"[93]\tvalid_0's poisson: -70.4554\tvalid_0's quantile: 9.49712\n",
"[94]\tvalid_0's poisson: -70.523\tvalid_0's quantile: 9.4783\n",
"[95]\tvalid_0's poisson: -70.5902\tvalid_0's quantile: 9.45955\n",
"[96]\tvalid_0's poisson: -70.657\tvalid_0's quantile: 9.44115\n",
"[97]\tvalid_0's poisson: -70.7267\tvalid_0's quantile: 9.42443\n",
"[98]\tvalid_0's poisson: -70.796\tvalid_0's quantile: 9.40782\n",
"[99]\tvalid_0's poisson: -70.862\tvalid_0's quantile: 9.38971\n",
"[100]\tvalid_0's poisson: -70.9311\tvalid_0's quantile: 9.37325\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.2388\tvalid_0's quantile: 11.6697\n",
"[2]\tvalid_0's poisson: -62.3161\tvalid_0's quantile: 11.6423\n",
"[3]\tvalid_0's poisson: -62.3929\tvalid_0's quantile: 11.6151\n",
"[4]\tvalid_0's poisson: -62.469\tvalid_0's quantile: 11.588\n",
"[5]\tvalid_0's poisson: -62.5445\tvalid_0's quantile: 11.5612\n",
"[6]\tvalid_0's poisson: -62.6194\tvalid_0's quantile: 11.5345\n",
"[7]\tvalid_0's poisson: -62.6936\tvalid_0's quantile: 11.5079\n",
"[8]\tvalid_0's poisson: -62.7673\tvalid_0's quantile: 11.4815\n",
"[9]\tvalid_0's poisson: -62.8404\tvalid_0's quantile: 11.4552\n",
"[10]\tvalid_0's poisson: -62.9129\tvalid_0's quantile: 11.4292\n",
"[11]\tvalid_0's poisson: -62.9848\tvalid_0's quantile: 11.4033\n",
"[12]\tvalid_0's poisson: -63.0562\tvalid_0's quantile: 11.3776\n",
"[13]\tvalid_0's poisson: -63.127\tvalid_0's quantile: 11.3522\n",
"[14]\tvalid_0's poisson: -63.1972\tvalid_0's quantile: 11.3272\n",
"[15]\tvalid_0's poisson: -63.2669\tvalid_0's quantile: 11.3023\n",
"[16]\tvalid_0's poisson: -63.3361\tvalid_0's quantile: 11.2775\n",
"[17]\tvalid_0's poisson: -63.4047\tvalid_0's quantile: 11.2528\n",
"[18]\tvalid_0's poisson: -63.4728\tvalid_0's quantile: 11.2283\n",
"[19]\tvalid_0's poisson: -63.5403\tvalid_0's quantile: 11.204\n",
"[20]\tvalid_0's poisson: -63.5961\tvalid_0's quantile: 11.1811\n",
"[21]\tvalid_0's poisson: -63.6627\tvalid_0's quantile: 11.1575\n",
"[22]\tvalid_0's poisson: -63.7288\tvalid_0's quantile: 11.1341\n",
"[23]\tvalid_0's poisson: -63.7943\tvalid_0's quantile: 11.1107\n",
"[24]\tvalid_0's poisson: -63.8594\tvalid_0's quantile: 11.0875\n",
"[25]\tvalid_0's poisson: -63.924\tvalid_0's quantile: 11.0644\n",
"[26]\tvalid_0's poisson: -64.0087\tvalid_0's quantile: 11.0359\n",
"[27]\tvalid_0's poisson: -64.0929\tvalid_0's quantile: 11.0076\n",
"[28]\tvalid_0's poisson: -64.1764\tvalid_0's quantile: 10.9798\n",
"[29]\tvalid_0's poisson: -64.2593\tvalid_0's quantile: 10.9521\n",
"[30]\tvalid_0's poisson: -64.3417\tvalid_0's quantile: 10.9247\n",
"[31]\tvalid_0's poisson: -64.4234\tvalid_0's quantile: 10.8975\n",
"[32]\tvalid_0's poisson: -64.5046\tvalid_0's quantile: 10.8706\n",
"[33]\tvalid_0's poisson: -64.5672\tvalid_0's quantile: 10.8492\n",
"[34]\tvalid_0's poisson: -64.6199\tvalid_0's quantile: 10.8287\n",
"[35]\tvalid_0's poisson: -64.6905\tvalid_0's quantile: 10.803\n",
"[36]\tvalid_0's poisson: -64.7606\tvalid_0's quantile: 10.7774\n",
"[37]\tvalid_0's poisson: -64.8301\tvalid_0's quantile: 10.752\n",
"[38]\tvalid_0's poisson: -64.9086\tvalid_0's quantile: 10.7259\n",
"[39]\tvalid_0's poisson: -64.9602\tvalid_0's quantile: 10.706\n",
"[40]\tvalid_0's poisson: -65.0285\tvalid_0's quantile: 10.6813\n",
"[41]\tvalid_0's poisson: -65.0963\tvalid_0's quantile: 10.6567\n",
"[42]\tvalid_0's poisson: -65.1729\tvalid_0's quantile: 10.6315\n",
"[43]\tvalid_0's poisson: -65.2491\tvalid_0's quantile: 10.6065\n",
"[44]\tvalid_0's poisson: -65.3246\tvalid_0's quantile: 10.5818\n",
"[45]\tvalid_0's poisson: -65.3904\tvalid_0's quantile: 10.5587\n",
"[46]\tvalid_0's poisson: -65.4495\tvalid_0's quantile: 10.5393\n",
"[47]\tvalid_0's poisson: -65.5081\tvalid_0's quantile: 10.5201\n",
"[48]\tvalid_0's poisson: -65.5752\tvalid_0's quantile: 10.4997\n",
"[49]\tvalid_0's poisson: -65.6417\tvalid_0's quantile: 10.4797\n",
"[50]\tvalid_0's poisson: -65.7079\tvalid_0's quantile: 10.4598\n",
"[51]\tvalid_0's poisson: -65.7736\tvalid_0's quantile: 10.4402\n",
"[52]\tvalid_0's poisson: -65.8552\tvalid_0's quantile: 10.416\n",
"[53]\tvalid_0's poisson: -65.9362\tvalid_0's quantile: 10.3921\n",
"[54]\tvalid_0's poisson: -66.0212\tvalid_0's quantile: 10.3679\n",
"[55]\tvalid_0's poisson: -66.1056\tvalid_0's quantile: 10.3439\n",
"[56]\tvalid_0's poisson: -66.1895\tvalid_0's quantile: 10.3201\n",
"[57]\tvalid_0's poisson: -66.2729\tvalid_0's quantile: 10.2964\n",
"[58]\tvalid_0's poisson: -66.3558\tvalid_0's quantile: 10.273\n",
"[59]\tvalid_0's poisson: -66.4381\tvalid_0's quantile: 10.2498\n",
"[60]\tvalid_0's poisson: -66.5199\tvalid_0's quantile: 10.2267\n",
"[61]\tvalid_0's poisson: -66.6013\tvalid_0's quantile: 10.2037\n",
"[62]\tvalid_0's poisson: -66.6821\tvalid_0's quantile: 10.1809\n",
"[63]\tvalid_0's poisson: -66.7624\tvalid_0's quantile: 10.1582\n",
"[64]\tvalid_0's poisson: -66.8422\tvalid_0's quantile: 10.1356\n",
"[65]\tvalid_0's poisson: -66.9215\tvalid_0's quantile: 10.1132\n",
"[66]\tvalid_0's poisson: -67.0004\tvalid_0's quantile: 10.0909\n",
"[67]\tvalid_0's poisson: -67.0787\tvalid_0's quantile: 10.0691\n",
"[68]\tvalid_0's poisson: -67.1456\tvalid_0's quantile: 10.0508\n",
"[69]\tvalid_0's poisson: -67.2121\tvalid_0's quantile: 10.0326\n",
"[70]\tvalid_0's poisson: -67.2893\tvalid_0's quantile: 10.0111\n",
"[71]\tvalid_0's poisson: -67.3661\tvalid_0's quantile: 9.98987\n",
"[72]\tvalid_0's poisson: -67.4424\tvalid_0's quantile: 9.96904\n",
"[73]\tvalid_0's poisson: -67.515\tvalid_0's quantile: 9.94857\n",
"[74]\tvalid_0's poisson: -67.5873\tvalid_0's quantile: 9.92823\n",
"[75]\tvalid_0's poisson: -67.6494\tvalid_0's quantile: 9.91083\n",
"[76]\tvalid_0's poisson: -67.7209\tvalid_0's quantile: 9.89078\n",
"[77]\tvalid_0's poisson: -67.7846\tvalid_0's quantile: 9.8719\n",
"[78]\tvalid_0's poisson: -67.8479\tvalid_0's quantile: 9.85315\n",
"[79]\tvalid_0's poisson: -67.8953\tvalid_0's quantile: 9.83747\n",
"[80]\tvalid_0's poisson: -67.9423\tvalid_0's quantile: 9.82187\n",
"[81]\tvalid_0's poisson: -67.9986\tvalid_0's quantile: 9.80375\n",
"[82]\tvalid_0's poisson: -68.0608\tvalid_0's quantile: 9.78547\n",
"[83]\tvalid_0's poisson: -68.1164\tvalid_0's quantile: 9.7675\n",
"[84]\tvalid_0's poisson: -68.1766\tvalid_0's quantile: 9.75108\n",
"[85]\tvalid_0's poisson: -68.2527\tvalid_0's quantile: 9.73116\n",
"[86]\tvalid_0's poisson: -68.3284\tvalid_0's quantile: 9.71136\n",
"[87]\tvalid_0's poisson: -68.4031\tvalid_0's quantile: 9.69182\n",
"[88]\tvalid_0's poisson: -68.4868\tvalid_0's quantile: 9.67324\n",
"[89]\tvalid_0's poisson: -68.57\tvalid_0's quantile: 9.65481\n",
"[90]\tvalid_0's poisson: -68.6528\tvalid_0's quantile: 9.63649\n",
"[91]\tvalid_0's poisson: -68.7265\tvalid_0's quantile: 9.61731\n",
"[92]\tvalid_0's poisson: -68.8085\tvalid_0's quantile: 9.59925\n",
"[93]\tvalid_0's poisson: -68.89\tvalid_0's quantile: 9.58125\n",
"[94]\tvalid_0's poisson: -68.9712\tvalid_0's quantile: 9.56339\n",
"[95]\tvalid_0's poisson: -69.0437\tvalid_0's quantile: 9.54459\n",
"[96]\tvalid_0's poisson: -69.1159\tvalid_0's quantile: 9.52587\n",
"[97]\tvalid_0's poisson: -69.1877\tvalid_0's quantile: 9.50727\n",
"[98]\tvalid_0's poisson: -69.2673\tvalid_0's quantile: 9.48971\n",
"[99]\tvalid_0's poisson: -69.3464\tvalid_0's quantile: 9.47222\n",
"[100]\tvalid_0's poisson: -69.4252\tvalid_0's quantile: 9.45479\n",
"[CV] END bagging_fraction=0.4, lambda_l1=10, lambda_l2=1, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.4311\tvalid_0's quantile: 5.09804\n",
"[2]\tvalid_0's poisson: -98.3757\tvalid_0's quantile: 4.05715\n",
"[3]\tvalid_0's poisson: -99.5408\tvalid_0's quantile: 3.7612\n",
"[4]\tvalid_0's poisson: -99.8546\tvalid_0's quantile: 3.62102\n",
"[5]\tvalid_0's poisson: -100.26\tvalid_0's quantile: 3.5795\n",
"[6]\tvalid_0's poisson: -100.805\tvalid_0's quantile: 3.515\n",
"[7]\tvalid_0's poisson: -100.757\tvalid_0's quantile: 3.50096\n",
"[8]\tvalid_0's poisson: -100.946\tvalid_0's quantile: 3.5024\n",
"[9]\tvalid_0's poisson: -100.991\tvalid_0's quantile: 3.47939\n",
"[10]\tvalid_0's poisson: -101.062\tvalid_0's quantile: 3.43985\n",
"[11]\tvalid_0's poisson: -101.296\tvalid_0's quantile: 3.4018\n",
"[12]\tvalid_0's poisson: -101.381\tvalid_0's quantile: 3.39735\n",
"[13]\tvalid_0's poisson: -101.338\tvalid_0's quantile: 3.3932\n",
"[14]\tvalid_0's poisson: -101.375\tvalid_0's quantile: 3.40505\n",
"[15]\tvalid_0's poisson: -101.42\tvalid_0's quantile: 3.40568\n",
"[16]\tvalid_0's poisson: -101.435\tvalid_0's quantile: 3.40184\n",
"[17]\tvalid_0's poisson: -101.468\tvalid_0's quantile: 3.39329\n",
"[18]\tvalid_0's poisson: -101.648\tvalid_0's quantile: 3.36112\n",
"[19]\tvalid_0's poisson: -101.67\tvalid_0's quantile: 3.36218\n",
"[20]\tvalid_0's poisson: -101.688\tvalid_0's quantile: 3.3537\n",
"[21]\tvalid_0's poisson: -101.749\tvalid_0's quantile: 3.34318\n",
"[22]\tvalid_0's poisson: -101.813\tvalid_0's quantile: 3.32323\n",
"[23]\tvalid_0's poisson: -101.716\tvalid_0's quantile: 3.33151\n",
"[24]\tvalid_0's poisson: -101.832\tvalid_0's quantile: 3.31735\n",
"[25]\tvalid_0's poisson: -102.009\tvalid_0's quantile: 3.32886\n",
"[26]\tvalid_0's poisson: -102.104\tvalid_0's quantile: 3.3191\n",
"[27]\tvalid_0's poisson: -102.095\tvalid_0's quantile: 3.33023\n",
"[28]\tvalid_0's poisson: -102.071\tvalid_0's quantile: 3.33011\n",
"[29]\tvalid_0's poisson: -102.085\tvalid_0's quantile: 3.33558\n",
"[30]\tvalid_0's poisson: -102.079\tvalid_0's quantile: 3.35303\n",
"[31]\tvalid_0's poisson: -102.085\tvalid_0's quantile: 3.35849\n",
"[32]\tvalid_0's poisson: -102.17\tvalid_0's quantile: 3.3569\n",
"[33]\tvalid_0's poisson: -102.149\tvalid_0's quantile: 3.3578\n",
"[34]\tvalid_0's poisson: -102.126\tvalid_0's quantile: 3.35882\n",
"[35]\tvalid_0's poisson: -102.046\tvalid_0's quantile: 3.35964\n",
"[36]\tvalid_0's poisson: -102.072\tvalid_0's quantile: 3.36688\n",
"[37]\tvalid_0's poisson: -102.07\tvalid_0's quantile: 3.37783\n",
"[38]\tvalid_0's poisson: -102.053\tvalid_0's quantile: 3.38763\n",
"[39]\tvalid_0's poisson: -102.142\tvalid_0's quantile: 3.37501\n",
"[40]\tvalid_0's poisson: -102.277\tvalid_0's quantile: 3.36486\n",
"[41]\tvalid_0's poisson: -102.295\tvalid_0's quantile: 3.37624\n",
"[42]\tvalid_0's poisson: -102.296\tvalid_0's quantile: 3.37715\n",
"[43]\tvalid_0's poisson: -102.297\tvalid_0's quantile: 3.37677\n",
"[44]\tvalid_0's poisson: -102.303\tvalid_0's quantile: 3.3884\n",
"[45]\tvalid_0's poisson: -102.304\tvalid_0's quantile: 3.38694\n",
"[46]\tvalid_0's poisson: -102.191\tvalid_0's quantile: 3.38263\n",
"[47]\tvalid_0's poisson: -102.169\tvalid_0's quantile: 3.38389\n",
"[48]\tvalid_0's poisson: -102.221\tvalid_0's quantile: 3.38713\n",
"[49]\tvalid_0's poisson: -102.367\tvalid_0's quantile: 3.38789\n",
"[50]\tvalid_0's poisson: -102.246\tvalid_0's quantile: 3.38183\n",
"[51]\tvalid_0's poisson: -102.734\tvalid_0's quantile: 3.32303\n",
"[52]\tvalid_0's poisson: -102.814\tvalid_0's quantile: 3.31496\n",
"[53]\tvalid_0's poisson: -102.875\tvalid_0's quantile: 3.31158\n",
"[54]\tvalid_0's poisson: -102.766\tvalid_0's quantile: 3.31251\n",
"[55]\tvalid_0's poisson: -102.801\tvalid_0's quantile: 3.31731\n",
"[56]\tvalid_0's poisson: -102.78\tvalid_0's quantile: 3.31559\n",
"[57]\tvalid_0's poisson: -102.765\tvalid_0's quantile: 3.33033\n",
"[58]\tvalid_0's poisson: -102.772\tvalid_0's quantile: 3.33144\n",
"[59]\tvalid_0's poisson: -102.774\tvalid_0's quantile: 3.32656\n",
"[60]\tvalid_0's poisson: -102.781\tvalid_0's quantile: 3.33153\n",
"[61]\tvalid_0's poisson: -102.801\tvalid_0's quantile: 3.33261\n",
"[62]\tvalid_0's poisson: -102.667\tvalid_0's quantile: 3.3377\n",
"[63]\tvalid_0's poisson: -102.672\tvalid_0's quantile: 3.33699\n",
"[64]\tvalid_0's poisson: -102.732\tvalid_0's quantile: 3.33799\n",
"[65]\tvalid_0's poisson: -102.598\tvalid_0's quantile: 3.33739\n",
"[66]\tvalid_0's poisson: -102.597\tvalid_0's quantile: 3.34049\n",
"[67]\tvalid_0's poisson: -102.59\tvalid_0's quantile: 3.33901\n",
"[68]\tvalid_0's poisson: -102.499\tvalid_0's quantile: 3.33952\n",
"[69]\tvalid_0's poisson: -102.59\tvalid_0's quantile: 3.34595\n",
"[70]\tvalid_0's poisson: -102.588\tvalid_0's quantile: 3.3481\n",
"[71]\tvalid_0's poisson: -102.633\tvalid_0's quantile: 3.34846\n",
"[72]\tvalid_0's poisson: -102.529\tvalid_0's quantile: 3.3464\n",
"[73]\tvalid_0's poisson: -102.561\tvalid_0's quantile: 3.34981\n",
"[74]\tvalid_0's poisson: -102.678\tvalid_0's quantile: 3.34881\n",
"[75]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.35142\n",
"[76]\tvalid_0's poisson: -102.752\tvalid_0's quantile: 3.35457\n",
"[77]\tvalid_0's poisson: -102.779\tvalid_0's quantile: 3.35723\n",
"[78]\tvalid_0's poisson: -102.677\tvalid_0's quantile: 3.34724\n",
"[79]\tvalid_0's poisson: -102.665\tvalid_0's quantile: 3.34829\n",
"[80]\tvalid_0's poisson: -102.823\tvalid_0's quantile: 3.35431\n",
"[81]\tvalid_0's poisson: -102.812\tvalid_0's quantile: 3.35242\n",
"[82]\tvalid_0's poisson: -102.802\tvalid_0's quantile: 3.35476\n",
"[83]\tvalid_0's poisson: -102.797\tvalid_0's quantile: 3.35394\n",
"[84]\tvalid_0's poisson: -102.773\tvalid_0's quantile: 3.35689\n",
"[85]\tvalid_0's poisson: -102.799\tvalid_0's quantile: 3.35425\n",
"[86]\tvalid_0's poisson: -102.792\tvalid_0's quantile: 3.34316\n",
"[87]\tvalid_0's poisson: -102.67\tvalid_0's quantile: 3.34399\n",
"[88]\tvalid_0's poisson: -102.927\tvalid_0's quantile: 3.34161\n",
"[89]\tvalid_0's poisson: -102.927\tvalid_0's quantile: 3.34276\n",
"[90]\tvalid_0's poisson: -102.95\tvalid_0's quantile: 3.34108\n",
"[91]\tvalid_0's poisson: -102.944\tvalid_0's quantile: 3.34073\n",
"[92]\tvalid_0's poisson: -102.943\tvalid_0's quantile: 3.34305\n",
"[93]\tvalid_0's poisson: -102.961\tvalid_0's quantile: 3.34178\n",
"[94]\tvalid_0's poisson: -102.96\tvalid_0's quantile: 3.34115\n",
"[95]\tvalid_0's poisson: -102.962\tvalid_0's quantile: 3.34372\n",
"[96]\tvalid_0's poisson: -102.972\tvalid_0's quantile: 3.34429\n",
"[97]\tvalid_0's poisson: -103.013\tvalid_0's quantile: 3.33484\n",
"[98]\tvalid_0's poisson: -102.976\tvalid_0's quantile: 3.32894\n",
"[99]\tvalid_0's poisson: -102.99\tvalid_0's quantile: 3.3289\n",
"[100]\tvalid_0's poisson: -102.992\tvalid_0's quantile: 3.32763\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -93.4528\tvalid_0's quantile: 5.00096\n",
"[2]\tvalid_0's poisson: -98.9982\tvalid_0's quantile: 3.9539\n",
"[3]\tvalid_0's poisson: -99.6206\tvalid_0's quantile: 3.75325\n",
"[4]\tvalid_0's poisson: -99.8173\tvalid_0's quantile: 3.57027\n",
"[5]\tvalid_0's poisson: -99.9283\tvalid_0's quantile: 3.56426\n",
"[6]\tvalid_0's poisson: -100.084\tvalid_0's quantile: 3.55382\n",
"[7]\tvalid_0's poisson: -100.69\tvalid_0's quantile: 3.48485\n",
"[8]\tvalid_0's poisson: -100.806\tvalid_0's quantile: 3.46179\n",
"[9]\tvalid_0's poisson: -101.066\tvalid_0's quantile: 3.43283\n",
"[10]\tvalid_0's poisson: -101.27\tvalid_0's quantile: 3.40826\n",
"[11]\tvalid_0's poisson: -101.354\tvalid_0's quantile: 3.41247\n",
"[12]\tvalid_0's poisson: -101.477\tvalid_0's quantile: 3.41824\n",
"[13]\tvalid_0's poisson: -101.606\tvalid_0's quantile: 3.41041\n",
"[14]\tvalid_0's poisson: -101.513\tvalid_0's quantile: 3.42171\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[15]\tvalid_0's poisson: -101.61\tvalid_0's quantile: 3.43491\n",
"[16]\tvalid_0's poisson: -101.681\tvalid_0's quantile: 3.42962\n",
"[17]\tvalid_0's poisson: -101.666\tvalid_0's quantile: 3.41705\n",
"[18]\tvalid_0's poisson: -101.763\tvalid_0's quantile: 3.36626\n",
"[19]\tvalid_0's poisson: -101.679\tvalid_0's quantile: 3.36746\n",
"[20]\tvalid_0's poisson: -101.963\tvalid_0's quantile: 3.39389\n",
"[21]\tvalid_0's poisson: -101.909\tvalid_0's quantile: 3.37101\n",
"[22]\tvalid_0's poisson: -102.063\tvalid_0's quantile: 3.36284\n",
"[23]\tvalid_0's poisson: -102.023\tvalid_0's quantile: 3.35956\n",
"[24]\tvalid_0's poisson: -102.159\tvalid_0's quantile: 3.35091\n",
"[25]\tvalid_0's poisson: -102.145\tvalid_0's quantile: 3.34742\n",
"[26]\tvalid_0's poisson: -102.205\tvalid_0's quantile: 3.3471\n",
"[27]\tvalid_0's poisson: -102.198\tvalid_0's quantile: 3.34584\n",
"[28]\tvalid_0's poisson: -102.156\tvalid_0's quantile: 3.34622\n",
"[29]\tvalid_0's poisson: -101.931\tvalid_0's quantile: 3.34673\n",
"[30]\tvalid_0's poisson: -101.934\tvalid_0's quantile: 3.33938\n",
"[31]\tvalid_0's poisson: -102.009\tvalid_0's quantile: 3.32528\n",
"[32]\tvalid_0's poisson: -102.009\tvalid_0's quantile: 3.296\n",
"[33]\tvalid_0's poisson: -101.886\tvalid_0's quantile: 3.29411\n",
"[34]\tvalid_0's poisson: -101.926\tvalid_0's quantile: 3.29438\n",
"[35]\tvalid_0's poisson: -102.077\tvalid_0's quantile: 3.27991\n",
"[36]\tvalid_0's poisson: -102.03\tvalid_0's quantile: 3.2771\n",
"[37]\tvalid_0's poisson: -102.121\tvalid_0's quantile: 3.2646\n",
"[38]\tvalid_0's poisson: -102.091\tvalid_0's quantile: 3.2664\n",
"[39]\tvalid_0's poisson: -102.051\tvalid_0's quantile: 3.27068\n",
"[40]\tvalid_0's poisson: -102.048\tvalid_0's quantile: 3.27337\n",
"[41]\tvalid_0's poisson: -101.998\tvalid_0's quantile: 3.28907\n",
"[42]\tvalid_0's poisson: -102.006\tvalid_0's quantile: 3.28713\n",
"[43]\tvalid_0's poisson: -102.119\tvalid_0's quantile: 3.28062\n",
"[44]\tvalid_0's poisson: -102.069\tvalid_0's quantile: 3.28002\n",
"[45]\tvalid_0's poisson: -102.211\tvalid_0's quantile: 3.27146\n",
"[46]\tvalid_0's poisson: -102.315\tvalid_0's quantile: 3.26703\n",
"[47]\tvalid_0's poisson: -102.187\tvalid_0's quantile: 3.26282\n",
"[48]\tvalid_0's poisson: -102.114\tvalid_0's quantile: 3.26807\n",
"[49]\tvalid_0's poisson: -102.26\tvalid_0's quantile: 3.26626\n",
"[50]\tvalid_0's poisson: -102.303\tvalid_0's quantile: 3.26441\n",
"[51]\tvalid_0's poisson: -102.319\tvalid_0's quantile: 3.26635\n",
"[52]\tvalid_0's poisson: -102.318\tvalid_0's quantile: 3.26758\n",
"[53]\tvalid_0's poisson: -102.188\tvalid_0's quantile: 3.27145\n",
"[54]\tvalid_0's poisson: -102.311\tvalid_0's quantile: 3.2703\n",
"[55]\tvalid_0's poisson: -102.143\tvalid_0's quantile: 3.25491\n",
"[56]\tvalid_0's poisson: -102.196\tvalid_0's quantile: 3.24506\n",
"[57]\tvalid_0's poisson: -102.204\tvalid_0's quantile: 3.2507\n",
"[58]\tvalid_0's poisson: -102.198\tvalid_0's quantile: 3.2452\n",
"[59]\tvalid_0's poisson: -102.202\tvalid_0's quantile: 3.24781\n",
"[60]\tvalid_0's poisson: -102.207\tvalid_0's quantile: 3.24736\n",
"[61]\tvalid_0's poisson: -102.215\tvalid_0's quantile: 3.25992\n",
"[62]\tvalid_0's poisson: -102.216\tvalid_0's quantile: 3.25964\n",
"[63]\tvalid_0's poisson: -102.275\tvalid_0's quantile: 3.25616\n",
"[64]\tvalid_0's poisson: -102.276\tvalid_0's quantile: 3.256\n",
"[65]\tvalid_0's poisson: -102.246\tvalid_0's quantile: 3.25877\n",
"[66]\tvalid_0's poisson: -102.299\tvalid_0's quantile: 3.25835\n",
"[67]\tvalid_0's poisson: -102.338\tvalid_0's quantile: 3.26061\n",
"[68]\tvalid_0's poisson: -102.375\tvalid_0's quantile: 3.26201\n",
"[69]\tvalid_0's poisson: -102.375\tvalid_0's quantile: 3.2636\n",
"[70]\tvalid_0's poisson: -102.367\tvalid_0's quantile: 3.26235\n",
"[71]\tvalid_0's poisson: -102.376\tvalid_0's quantile: 3.26892\n",
"[72]\tvalid_0's poisson: -102.376\tvalid_0's quantile: 3.27109\n",
"[73]\tvalid_0's poisson: -102.307\tvalid_0's quantile: 3.28458\n",
"[74]\tvalid_0's poisson: -102.334\tvalid_0's quantile: 3.28047\n",
"[75]\tvalid_0's poisson: -102.351\tvalid_0's quantile: 3.28045\n",
"[76]\tvalid_0's poisson: -102.305\tvalid_0's quantile: 3.28077\n",
"[77]\tvalid_0's poisson: -102.26\tvalid_0's quantile: 3.2834\n",
"[78]\tvalid_0's poisson: -102.292\tvalid_0's quantile: 3.28285\n",
"[79]\tvalid_0's poisson: -102.293\tvalid_0's quantile: 3.28244\n",
"[80]\tvalid_0's poisson: -102.339\tvalid_0's quantile: 3.28441\n",
"[81]\tvalid_0's poisson: -102.3\tvalid_0's quantile: 3.29233\n",
"[82]\tvalid_0's poisson: -102.282\tvalid_0's quantile: 3.29192\n",
"[83]\tvalid_0's poisson: -102.286\tvalid_0's quantile: 3.29077\n",
"[84]\tvalid_0's poisson: -102.319\tvalid_0's quantile: 3.29015\n",
"[85]\tvalid_0's poisson: -102.316\tvalid_0's quantile: 3.2925\n",
"[86]\tvalid_0's poisson: -102.336\tvalid_0's quantile: 3.29432\n",
"[87]\tvalid_0's poisson: -102.359\tvalid_0's quantile: 3.29494\n",
"[88]\tvalid_0's poisson: -102.302\tvalid_0's quantile: 3.28659\n",
"[89]\tvalid_0's poisson: -102.213\tvalid_0's quantile: 3.28762\n",
"[90]\tvalid_0's poisson: -102.211\tvalid_0's quantile: 3.28912\n",
"[91]\tvalid_0's poisson: -102.209\tvalid_0's quantile: 3.29044\n",
"[92]\tvalid_0's poisson: -102.236\tvalid_0's quantile: 3.289\n",
"[93]\tvalid_0's poisson: -102.239\tvalid_0's quantile: 3.28856\n",
"[94]\tvalid_0's poisson: -102.239\tvalid_0's quantile: 3.29504\n",
"[95]\tvalid_0's poisson: -102.218\tvalid_0's quantile: 3.2913\n",
"[96]\tvalid_0's poisson: -102.197\tvalid_0's quantile: 3.2912\n",
"[97]\tvalid_0's poisson: -102.139\tvalid_0's quantile: 3.29084\n",
"[98]\tvalid_0's poisson: -102.123\tvalid_0's quantile: 3.29268\n",
"[99]\tvalid_0's poisson: -102.091\tvalid_0's quantile: 3.29341\n",
"[100]\tvalid_0's poisson: -102.174\tvalid_0's quantile: 3.28738\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.9555\tvalid_0's quantile: 5.06965\n",
"[2]\tvalid_0's poisson: -98.7502\tvalid_0's quantile: 3.99023\n",
"[3]\tvalid_0's poisson: -100.298\tvalid_0's quantile: 3.63067\n",
"[4]\tvalid_0's poisson: -100.365\tvalid_0's quantile: 3.57473\n",
"[5]\tvalid_0's poisson: -100.741\tvalid_0's quantile: 3.50844\n",
"[6]\tvalid_0's poisson: -101.206\tvalid_0's quantile: 3.47164\n",
"[7]\tvalid_0's poisson: -101.345\tvalid_0's quantile: 3.43544\n",
"[8]\tvalid_0's poisson: -101.34\tvalid_0's quantile: 3.42219\n",
"[9]\tvalid_0's poisson: -101.249\tvalid_0's quantile: 3.42982\n",
"[10]\tvalid_0's poisson: -101.572\tvalid_0's quantile: 3.40314\n",
"[11]\tvalid_0's poisson: -101.589\tvalid_0's quantile: 3.38231\n",
"[12]\tvalid_0's poisson: -102.177\tvalid_0's quantile: 3.32317\n",
"[13]\tvalid_0's poisson: -102.242\tvalid_0's quantile: 3.32825\n",
"[14]\tvalid_0's poisson: -102.411\tvalid_0's quantile: 3.31228\n",
"[15]\tvalid_0's poisson: -102.372\tvalid_0's quantile: 3.31944\n",
"[16]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.31625\n",
"[17]\tvalid_0's poisson: -102.444\tvalid_0's quantile: 3.32245\n",
"[18]\tvalid_0's poisson: -102.471\tvalid_0's quantile: 3.32264\n",
"[19]\tvalid_0's poisson: -102.54\tvalid_0's quantile: 3.31233\n",
"[20]\tvalid_0's poisson: -102.483\tvalid_0's quantile: 3.31471\n",
"[21]\tvalid_0's poisson: -102.458\tvalid_0's quantile: 3.31428\n",
"[22]\tvalid_0's poisson: -102.452\tvalid_0's quantile: 3.31883\n",
"[23]\tvalid_0's poisson: -102.563\tvalid_0's quantile: 3.31438\n",
"[24]\tvalid_0's poisson: -102.6\tvalid_0's quantile: 3.29403\n",
"[25]\tvalid_0's poisson: -102.585\tvalid_0's quantile: 3.28329\n",
"[26]\tvalid_0's poisson: -102.515\tvalid_0's quantile: 3.28707\n",
"[27]\tvalid_0's poisson: -102.53\tvalid_0's quantile: 3.28788\n",
"[28]\tvalid_0's poisson: -102.583\tvalid_0's quantile: 3.28224\n",
"[29]\tvalid_0's poisson: -102.581\tvalid_0's quantile: 3.27442\n",
"[30]\tvalid_0's poisson: -102.574\tvalid_0's quantile: 3.2752\n",
"[31]\tvalid_0's poisson: -102.508\tvalid_0's quantile: 3.27568\n",
"[32]\tvalid_0's poisson: -102.575\tvalid_0's quantile: 3.2727\n",
"[33]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.23121\n",
"[34]\tvalid_0's poisson: -102.651\tvalid_0's quantile: 3.22977\n",
"[35]\tvalid_0's poisson: -102.649\tvalid_0's quantile: 3.22482\n",
"[36]\tvalid_0's poisson: -102.554\tvalid_0's quantile: 3.22085\n",
"[37]\tvalid_0's poisson: -102.563\tvalid_0's quantile: 3.22352\n",
"[38]\tvalid_0's poisson: -102.805\tvalid_0's quantile: 3.21282\n",
"[39]\tvalid_0's poisson: -102.835\tvalid_0's quantile: 3.20036\n",
"[40]\tvalid_0's poisson: -102.909\tvalid_0's quantile: 3.1922\n",
"[41]\tvalid_0's poisson: -102.877\tvalid_0's quantile: 3.19403\n",
"[42]\tvalid_0's poisson: -102.907\tvalid_0's quantile: 3.19935\n",
"[43]\tvalid_0's poisson: -102.937\tvalid_0's quantile: 3.19475\n",
"[44]\tvalid_0's poisson: -102.924\tvalid_0's quantile: 3.19116\n",
"[45]\tvalid_0's poisson: -102.971\tvalid_0's quantile: 3.18752\n",
"[46]\tvalid_0's poisson: -102.951\tvalid_0's quantile: 3.18285\n",
"[47]\tvalid_0's poisson: -103.009\tvalid_0's quantile: 3.17509\n",
"[48]\tvalid_0's poisson: -102.981\tvalid_0's quantile: 3.17094\n",
"[49]\tvalid_0's poisson: -102.973\tvalid_0's quantile: 3.17954\n",
"[50]\tvalid_0's poisson: -103.052\tvalid_0's quantile: 3.17628\n",
"[51]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.17017\n",
"[52]\tvalid_0's poisson: -103.078\tvalid_0's quantile: 3.17131\n",
"[53]\tvalid_0's poisson: -103.077\tvalid_0's quantile: 3.16753\n",
"[54]\tvalid_0's poisson: -103.088\tvalid_0's quantile: 3.16418\n",
"[55]\tvalid_0's poisson: -103.05\tvalid_0's quantile: 3.1664\n",
"[56]\tvalid_0's poisson: -103.01\tvalid_0's quantile: 3.16053\n",
"[57]\tvalid_0's poisson: -103.018\tvalid_0's quantile: 3.16187\n",
"[58]\tvalid_0's poisson: -103.113\tvalid_0's quantile: 3.16225\n",
"[59]\tvalid_0's poisson: -103.138\tvalid_0's quantile: 3.1558\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[60]\tvalid_0's poisson: -103.032\tvalid_0's quantile: 3.16315\n",
"[61]\tvalid_0's poisson: -103.006\tvalid_0's quantile: 3.1655\n",
"[62]\tvalid_0's poisson: -103.077\tvalid_0's quantile: 3.15804\n",
"[63]\tvalid_0's poisson: -103.149\tvalid_0's quantile: 3.13876\n",
"[64]\tvalid_0's poisson: -103.253\tvalid_0's quantile: 3.13337\n",
"[65]\tvalid_0's poisson: -103.249\tvalid_0's quantile: 3.13088\n",
"[66]\tvalid_0's poisson: -103.202\tvalid_0's quantile: 3.12856\n",
"[67]\tvalid_0's poisson: -103.248\tvalid_0's quantile: 3.12473\n",
"[68]\tvalid_0's poisson: -103.303\tvalid_0's quantile: 3.12697\n",
"[69]\tvalid_0's poisson: -103.691\tvalid_0's quantile: 3.0844\n",
"[70]\tvalid_0's poisson: -103.61\tvalid_0's quantile: 3.08563\n",
"[71]\tvalid_0's poisson: -103.607\tvalid_0's quantile: 3.08371\n",
"[72]\tvalid_0's poisson: -103.63\tvalid_0's quantile: 3.08466\n",
"[73]\tvalid_0's poisson: -103.56\tvalid_0's quantile: 3.0918\n",
"[74]\tvalid_0's poisson: -103.568\tvalid_0's quantile: 3.09584\n",
"[75]\tvalid_0's poisson: -103.574\tvalid_0's quantile: 3.09691\n",
"[76]\tvalid_0's poisson: -103.532\tvalid_0's quantile: 3.10109\n",
"[77]\tvalid_0's poisson: -103.536\tvalid_0's quantile: 3.10197\n",
"[78]\tvalid_0's poisson: -103.558\tvalid_0's quantile: 3.09845\n",
"[79]\tvalid_0's poisson: -103.593\tvalid_0's quantile: 3.09449\n",
"[80]\tvalid_0's poisson: -103.61\tvalid_0's quantile: 3.0953\n",
"[81]\tvalid_0's poisson: -103.632\tvalid_0's quantile: 3.09695\n",
"[82]\tvalid_0's poisson: -103.58\tvalid_0's quantile: 3.09104\n",
"[83]\tvalid_0's poisson: -103.613\tvalid_0's quantile: 3.09407\n",
"[84]\tvalid_0's poisson: -103.62\tvalid_0's quantile: 3.08872\n",
"[85]\tvalid_0's poisson: -103.63\tvalid_0's quantile: 3.09888\n",
"[86]\tvalid_0's poisson: -103.653\tvalid_0's quantile: 3.09794\n",
"[87]\tvalid_0's poisson: -103.694\tvalid_0's quantile: 3.09667\n",
"[88]\tvalid_0's poisson: -103.698\tvalid_0's quantile: 3.09725\n",
"[89]\tvalid_0's poisson: -103.684\tvalid_0's quantile: 3.09796\n",
"[90]\tvalid_0's poisson: -103.693\tvalid_0's quantile: 3.10114\n",
"[91]\tvalid_0's poisson: -103.545\tvalid_0's quantile: 3.1014\n",
"[92]\tvalid_0's poisson: -103.562\tvalid_0's quantile: 3.10077\n",
"[93]\tvalid_0's poisson: -103.6\tvalid_0's quantile: 3.09897\n",
"[94]\tvalid_0's poisson: -103.598\tvalid_0's quantile: 3.10201\n",
"[95]\tvalid_0's poisson: -103.605\tvalid_0's quantile: 3.10492\n",
"[96]\tvalid_0's poisson: -103.58\tvalid_0's quantile: 3.10334\n",
"[97]\tvalid_0's poisson: -103.594\tvalid_0's quantile: 3.10592\n",
"[98]\tvalid_0's poisson: -103.581\tvalid_0's quantile: 3.11363\n",
"[99]\tvalid_0's poisson: -103.577\tvalid_0's quantile: 3.11503\n",
"[100]\tvalid_0's poisson: -103.553\tvalid_0's quantile: 3.11508\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -93.5106\tvalid_0's quantile: 5.00271\n",
"[2]\tvalid_0's poisson: -99.5966\tvalid_0's quantile: 3.90486\n",
"[3]\tvalid_0's poisson: -100.163\tvalid_0's quantile: 3.72133\n",
"[4]\tvalid_0's poisson: -100.657\tvalid_0's quantile: 3.61091\n",
"[5]\tvalid_0's poisson: -100.599\tvalid_0's quantile: 3.48914\n",
"[6]\tvalid_0's poisson: -101.048\tvalid_0's quantile: 3.45217\n",
"[7]\tvalid_0's poisson: -101.339\tvalid_0's quantile: 3.41893\n",
"[8]\tvalid_0's poisson: -101.439\tvalid_0's quantile: 3.40674\n",
"[9]\tvalid_0's poisson: -101.536\tvalid_0's quantile: 3.39918\n",
"[10]\tvalid_0's poisson: -101.97\tvalid_0's quantile: 3.35109\n",
"[11]\tvalid_0's poisson: -102.132\tvalid_0's quantile: 3.33427\n",
"[12]\tvalid_0's poisson: -102.256\tvalid_0's quantile: 3.34782\n",
"[13]\tvalid_0's poisson: -102.348\tvalid_0's quantile: 3.35248\n",
"[14]\tvalid_0's poisson: -102.349\tvalid_0's quantile: 3.33423\n",
"[15]\tvalid_0's poisson: -102.47\tvalid_0's quantile: 3.31633\n",
"[16]\tvalid_0's poisson: -102.518\tvalid_0's quantile: 3.32027\n",
"[17]\tvalid_0's poisson: -102.504\tvalid_0's quantile: 3.32098\n",
"[18]\tvalid_0's poisson: -102.45\tvalid_0's quantile: 3.32475\n",
"[19]\tvalid_0's poisson: -102.448\tvalid_0's quantile: 3.3285\n",
"[20]\tvalid_0's poisson: -102.447\tvalid_0's quantile: 3.30913\n",
"[21]\tvalid_0's poisson: -102.464\tvalid_0's quantile: 3.31447\n",
"[22]\tvalid_0's poisson: -102.499\tvalid_0's quantile: 3.3006\n",
"[23]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.31853\n",
"[24]\tvalid_0's poisson: -102.466\tvalid_0's quantile: 3.33157\n",
"[25]\tvalid_0's poisson: -102.532\tvalid_0's quantile: 3.33285\n",
"[26]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.32678\n",
"[27]\tvalid_0's poisson: -102.514\tvalid_0's quantile: 3.32233\n",
"[28]\tvalid_0's poisson: -102.399\tvalid_0's quantile: 3.31815\n",
"[29]\tvalid_0's poisson: -102.289\tvalid_0's quantile: 3.32904\n",
"[30]\tvalid_0's poisson: -102.282\tvalid_0's quantile: 3.32746\n",
"[31]\tvalid_0's poisson: -102.412\tvalid_0's quantile: 3.33506\n",
"[32]\tvalid_0's poisson: -102.388\tvalid_0's quantile: 3.33635\n",
"[33]\tvalid_0's poisson: -102.438\tvalid_0's quantile: 3.33209\n",
"[34]\tvalid_0's poisson: -102.461\tvalid_0's quantile: 3.32804\n",
"[35]\tvalid_0's poisson: -102.476\tvalid_0's quantile: 3.33117\n",
"[36]\tvalid_0's poisson: -102.512\tvalid_0's quantile: 3.32456\n",
"[37]\tvalid_0's poisson: -102.483\tvalid_0's quantile: 3.32479\n",
"[38]\tvalid_0's poisson: -102.51\tvalid_0's quantile: 3.32952\n",
"[39]\tvalid_0's poisson: -102.53\tvalid_0's quantile: 3.32584\n",
"[40]\tvalid_0's poisson: -102.491\tvalid_0's quantile: 3.32374\n",
"[41]\tvalid_0's poisson: -102.393\tvalid_0's quantile: 3.32141\n",
"[42]\tvalid_0's poisson: -102.355\tvalid_0's quantile: 3.33086\n",
"[43]\tvalid_0's poisson: -102.265\tvalid_0's quantile: 3.3572\n",
"[44]\tvalid_0's poisson: -102.18\tvalid_0's quantile: 3.35402\n",
"[45]\tvalid_0's poisson: -102.205\tvalid_0's quantile: 3.35537\n",
"[46]\tvalid_0's poisson: -102.287\tvalid_0's quantile: 3.35483\n",
"[47]\tvalid_0's poisson: -102.186\tvalid_0's quantile: 3.35573\n",
"[48]\tvalid_0's poisson: -102.167\tvalid_0's quantile: 3.35772\n",
"[49]\tvalid_0's poisson: -102.235\tvalid_0's quantile: 3.36087\n",
"[50]\tvalid_0's poisson: -102.365\tvalid_0's quantile: 3.35636\n",
"[51]\tvalid_0's poisson: -102.41\tvalid_0's quantile: 3.34223\n",
"[52]\tvalid_0's poisson: -102.405\tvalid_0's quantile: 3.34323\n",
"[53]\tvalid_0's poisson: -102.384\tvalid_0's quantile: 3.33931\n",
"[54]\tvalid_0's poisson: -102.436\tvalid_0's quantile: 3.34741\n",
"[55]\tvalid_0's poisson: -102.432\tvalid_0's quantile: 3.34619\n",
"[56]\tvalid_0's poisson: -102.464\tvalid_0's quantile: 3.35279\n",
"[57]\tvalid_0's poisson: -102.433\tvalid_0's quantile: 3.34967\n",
"[58]\tvalid_0's poisson: -102.335\tvalid_0's quantile: 3.35218\n",
"[59]\tvalid_0's poisson: -102.256\tvalid_0's quantile: 3.34713\n",
"[60]\tvalid_0's poisson: -102.275\tvalid_0's quantile: 3.34913\n",
"[61]\tvalid_0's poisson: -102.211\tvalid_0's quantile: 3.35255\n",
"[62]\tvalid_0's poisson: -102.261\tvalid_0's quantile: 3.33587\n",
"[63]\tvalid_0's poisson: -102.55\tvalid_0's quantile: 3.33492\n",
"[64]\tvalid_0's poisson: -102.499\tvalid_0's quantile: 3.34145\n",
"[65]\tvalid_0's poisson: -102.418\tvalid_0's quantile: 3.34283\n",
"[66]\tvalid_0's poisson: -102.446\tvalid_0's quantile: 3.34205\n",
"[67]\tvalid_0's poisson: -102.349\tvalid_0's quantile: 3.34654\n",
"[68]\tvalid_0's poisson: -102.475\tvalid_0's quantile: 3.3167\n",
"[69]\tvalid_0's poisson: -102.467\tvalid_0's quantile: 3.31718\n",
"[70]\tvalid_0's poisson: -102.453\tvalid_0's quantile: 3.31637\n",
"[71]\tvalid_0's poisson: -102.599\tvalid_0's quantile: 3.30236\n",
"[72]\tvalid_0's poisson: -102.692\tvalid_0's quantile: 3.29827\n",
"[73]\tvalid_0's poisson: -102.658\tvalid_0's quantile: 3.29959\n",
"[74]\tvalid_0's poisson: -102.77\tvalid_0's quantile: 3.29081\n",
"[75]\tvalid_0's poisson: -102.758\tvalid_0's quantile: 3.29071\n",
"[76]\tvalid_0's poisson: -102.709\tvalid_0's quantile: 3.29161\n",
"[77]\tvalid_0's poisson: -102.78\tvalid_0's quantile: 3.29775\n",
"[78]\tvalid_0's poisson: -102.829\tvalid_0's quantile: 3.29909\n",
"[79]\tvalid_0's poisson: -102.846\tvalid_0's quantile: 3.29876\n",
"[80]\tvalid_0's poisson: -102.83\tvalid_0's quantile: 3.30078\n",
"[81]\tvalid_0's poisson: -102.664\tvalid_0's quantile: 3.29505\n",
"[82]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.29558\n",
"[83]\tvalid_0's poisson: -102.732\tvalid_0's quantile: 3.29344\n",
"[84]\tvalid_0's poisson: -102.725\tvalid_0's quantile: 3.29645\n",
"[85]\tvalid_0's poisson: -102.771\tvalid_0's quantile: 3.30453\n",
"[86]\tvalid_0's poisson: -102.726\tvalid_0's quantile: 3.30609\n",
"[87]\tvalid_0's poisson: -102.734\tvalid_0's quantile: 3.30764\n",
"[88]\tvalid_0's poisson: -102.751\tvalid_0's quantile: 3.30493\n",
"[89]\tvalid_0's poisson: -102.755\tvalid_0's quantile: 3.30531\n",
"[90]\tvalid_0's poisson: -102.735\tvalid_0's quantile: 3.30584\n",
"[91]\tvalid_0's poisson: -102.738\tvalid_0's quantile: 3.30516\n",
"[92]\tvalid_0's poisson: -102.78\tvalid_0's quantile: 3.3045\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -102.803\tvalid_0's quantile: 3.31139\n",
"[94]\tvalid_0's poisson: -102.785\tvalid_0's quantile: 3.32018\n",
"[95]\tvalid_0's poisson: -102.794\tvalid_0's quantile: 3.32089\n",
"[96]\tvalid_0's poisson: -102.718\tvalid_0's quantile: 3.32294\n",
"[97]\tvalid_0's poisson: -102.72\tvalid_0's quantile: 3.32624\n",
"[98]\tvalid_0's poisson: -102.639\tvalid_0's quantile: 3.32604\n",
"[99]\tvalid_0's poisson: -102.699\tvalid_0's quantile: 3.32583\n",
"[100]\tvalid_0's poisson: -102.7\tvalid_0's quantile: 3.32563\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.6721\tvalid_0's quantile: 5.14573\n",
"[2]\tvalid_0's poisson: -98.9251\tvalid_0's quantile: 3.90695\n",
"[3]\tvalid_0's poisson: -100.104\tvalid_0's quantile: 3.64387\n",
"[4]\tvalid_0's poisson: -100.613\tvalid_0's quantile: 3.5442\n",
"[5]\tvalid_0's poisson: -100.561\tvalid_0's quantile: 3.50542\n",
"[6]\tvalid_0's poisson: -101.269\tvalid_0's quantile: 3.43408\n",
"[7]\tvalid_0's poisson: -101.178\tvalid_0's quantile: 3.42474\n",
"[8]\tvalid_0's poisson: -101.171\tvalid_0's quantile: 3.41477\n",
"[9]\tvalid_0's poisson: -101.23\tvalid_0's quantile: 3.41427\n",
"[10]\tvalid_0's poisson: -101.35\tvalid_0's quantile: 3.4038\n",
"[11]\tvalid_0's poisson: -101.47\tvalid_0's quantile: 3.40604\n",
"[12]\tvalid_0's poisson: -101.452\tvalid_0's quantile: 3.39654\n",
"[13]\tvalid_0's poisson: -101.63\tvalid_0's quantile: 3.35729\n",
"[14]\tvalid_0's poisson: -101.746\tvalid_0's quantile: 3.34575\n",
"[15]\tvalid_0's poisson: -101.776\tvalid_0's quantile: 3.31685\n",
"[16]\tvalid_0's poisson: -101.849\tvalid_0's quantile: 3.31515\n",
"[17]\tvalid_0's poisson: -101.87\tvalid_0's quantile: 3.31818\n",
"[18]\tvalid_0's poisson: -101.786\tvalid_0's quantile: 3.28885\n",
"[19]\tvalid_0's poisson: -101.97\tvalid_0's quantile: 3.27328\n",
"[20]\tvalid_0's poisson: -101.954\tvalid_0's quantile: 3.25941\n",
"[21]\tvalid_0's poisson: -102.192\tvalid_0's quantile: 3.24005\n",
"[22]\tvalid_0's poisson: -102.221\tvalid_0's quantile: 3.23955\n",
"[23]\tvalid_0's poisson: -102.215\tvalid_0's quantile: 3.23858\n",
"[24]\tvalid_0's poisson: -102.254\tvalid_0's quantile: 3.22432\n",
"[25]\tvalid_0's poisson: -102.242\tvalid_0's quantile: 3.23273\n",
"[26]\tvalid_0's poisson: -102.227\tvalid_0's quantile: 3.24452\n",
"[27]\tvalid_0's poisson: -102.175\tvalid_0's quantile: 3.26839\n",
"[28]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.25666\n",
"[29]\tvalid_0's poisson: -102.233\tvalid_0's quantile: 3.25549\n",
"[30]\tvalid_0's poisson: -102.222\tvalid_0's quantile: 3.24651\n",
"[31]\tvalid_0's poisson: -102.223\tvalid_0's quantile: 3.24394\n",
"[32]\tvalid_0's poisson: -102.436\tvalid_0's quantile: 3.20715\n",
"[33]\tvalid_0's poisson: -102.527\tvalid_0's quantile: 3.19926\n",
"[34]\tvalid_0's poisson: -102.462\tvalid_0's quantile: 3.18176\n",
"[35]\tvalid_0's poisson: -102.468\tvalid_0's quantile: 3.18004\n",
"[36]\tvalid_0's poisson: -102.614\tvalid_0's quantile: 3.16716\n",
"[37]\tvalid_0's poisson: -102.601\tvalid_0's quantile: 3.16731\n",
"[38]\tvalid_0's poisson: -102.562\tvalid_0's quantile: 3.15915\n",
"[39]\tvalid_0's poisson: -102.576\tvalid_0's quantile: 3.15727\n",
"[40]\tvalid_0's poisson: -102.565\tvalid_0's quantile: 3.15945\n",
"[41]\tvalid_0's poisson: -102.492\tvalid_0's quantile: 3.16399\n",
"[42]\tvalid_0's poisson: -102.507\tvalid_0's quantile: 3.1644\n",
"[43]\tvalid_0's poisson: -102.645\tvalid_0's quantile: 3.16615\n",
"[44]\tvalid_0's poisson: -102.62\tvalid_0's quantile: 3.17528\n",
"[45]\tvalid_0's poisson: -102.648\tvalid_0's quantile: 3.16885\n",
"[46]\tvalid_0's poisson: -102.687\tvalid_0's quantile: 3.17861\n",
"[47]\tvalid_0's poisson: -102.7\tvalid_0's quantile: 3.17721\n",
"[48]\tvalid_0's poisson: -102.674\tvalid_0's quantile: 3.17576\n",
"[49]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.18039\n",
"[50]\tvalid_0's poisson: -102.544\tvalid_0's quantile: 3.18361\n",
"[51]\tvalid_0's poisson: -102.53\tvalid_0's quantile: 3.18244\n",
"[52]\tvalid_0's poisson: -102.484\tvalid_0's quantile: 3.18299\n",
"[53]\tvalid_0's poisson: -102.497\tvalid_0's quantile: 3.17934\n",
"[54]\tvalid_0's poisson: -102.496\tvalid_0's quantile: 3.18137\n",
"[55]\tvalid_0's poisson: -102.487\tvalid_0's quantile: 3.1799\n",
"[56]\tvalid_0's poisson: -102.566\tvalid_0's quantile: 3.17108\n",
"[57]\tvalid_0's poisson: -102.609\tvalid_0's quantile: 3.16956\n",
"[58]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.17365\n",
"[59]\tvalid_0's poisson: -102.467\tvalid_0's quantile: 3.17163\n",
"[60]\tvalid_0's poisson: -102.501\tvalid_0's quantile: 3.17482\n",
"[61]\tvalid_0's poisson: -102.533\tvalid_0's quantile: 3.17683\n",
"[62]\tvalid_0's poisson: -102.477\tvalid_0's quantile: 3.17939\n",
"[63]\tvalid_0's poisson: -102.313\tvalid_0's quantile: 3.17785\n",
"[64]\tvalid_0's poisson: -102.427\tvalid_0's quantile: 3.18725\n",
"[65]\tvalid_0's poisson: -102.433\tvalid_0's quantile: 3.19919\n",
"[66]\tvalid_0's poisson: -102.521\tvalid_0's quantile: 3.20294\n",
"[67]\tvalid_0's poisson: -102.526\tvalid_0's quantile: 3.20652\n",
"[68]\tvalid_0's poisson: -102.523\tvalid_0's quantile: 3.20381\n",
"[69]\tvalid_0's poisson: -102.682\tvalid_0's quantile: 3.19284\n",
"[70]\tvalid_0's poisson: -102.654\tvalid_0's quantile: 3.19359\n",
"[71]\tvalid_0's poisson: -102.671\tvalid_0's quantile: 3.19454\n",
"[72]\tvalid_0's poisson: -102.756\tvalid_0's quantile: 3.19438\n",
"[73]\tvalid_0's poisson: -102.685\tvalid_0's quantile: 3.1896\n",
"[74]\tvalid_0's poisson: -102.717\tvalid_0's quantile: 3.19058\n",
"[75]\tvalid_0's poisson: -102.712\tvalid_0's quantile: 3.19192\n",
"[76]\tvalid_0's poisson: -102.753\tvalid_0's quantile: 3.19377\n",
"[77]\tvalid_0's poisson: -102.753\tvalid_0's quantile: 3.18537\n",
"[78]\tvalid_0's poisson: -102.748\tvalid_0's quantile: 3.18556\n",
"[79]\tvalid_0's poisson: -102.729\tvalid_0's quantile: 3.18817\n",
"[80]\tvalid_0's poisson: -102.698\tvalid_0's quantile: 3.1892\n",
"[81]\tvalid_0's poisson: -102.696\tvalid_0's quantile: 3.18642\n",
"[82]\tvalid_0's poisson: -102.664\tvalid_0's quantile: 3.1894\n",
"[83]\tvalid_0's poisson: -102.666\tvalid_0's quantile: 3.18991\n",
"[84]\tvalid_0's poisson: -102.752\tvalid_0's quantile: 3.19283\n",
"[85]\tvalid_0's poisson: -102.711\tvalid_0's quantile: 3.19085\n",
"[86]\tvalid_0's poisson: -102.732\tvalid_0's quantile: 3.19283\n",
"[87]\tvalid_0's poisson: -102.733\tvalid_0's quantile: 3.17322\n",
"[88]\tvalid_0's poisson: -102.743\tvalid_0's quantile: 3.17479\n",
"[89]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.17319\n",
"[90]\tvalid_0's poisson: -102.718\tvalid_0's quantile: 3.16478\n",
"[91]\tvalid_0's poisson: -102.787\tvalid_0's quantile: 3.16605\n",
"[92]\tvalid_0's poisson: -102.785\tvalid_0's quantile: 3.16738\n",
"[93]\tvalid_0's poisson: -102.781\tvalid_0's quantile: 3.16788\n",
"[94]\tvalid_0's poisson: -102.779\tvalid_0's quantile: 3.16589\n",
"[95]\tvalid_0's poisson: -102.765\tvalid_0's quantile: 3.16859\n",
"[96]\tvalid_0's poisson: -102.788\tvalid_0's quantile: 3.16955\n",
"[97]\tvalid_0's poisson: -102.756\tvalid_0's quantile: 3.17163\n",
"[98]\tvalid_0's poisson: -102.75\tvalid_0's quantile: 3.16988\n",
"[99]\tvalid_0's poisson: -102.86\tvalid_0's quantile: 3.16679\n",
"[100]\tvalid_0's poisson: -102.876\tvalid_0's quantile: 3.16626\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.4392\tvalid_0's quantile: 11.0413\n",
"[2]\tvalid_0's poisson: -66.487\tvalid_0's quantile: 10.4459\n",
"[3]\tvalid_0's poisson: -68.4169\tvalid_0's quantile: 9.91578\n",
"[4]\tvalid_0's poisson: -70.2209\tvalid_0's quantile: 9.44264\n",
"[5]\tvalid_0's poisson: -72.0258\tvalid_0's quantile: 8.97818\n",
"[6]\tvalid_0's poisson: -73.6715\tvalid_0's quantile: 8.55411\n",
"[7]\tvalid_0's poisson: -75.2524\tvalid_0's quantile: 8.17039\n",
"[8]\tvalid_0's poisson: -76.7501\tvalid_0's quantile: 7.80631\n",
"[9]\tvalid_0's poisson: -78.0724\tvalid_0's quantile: 7.48872\n",
"[10]\tvalid_0's poisson: -79.4447\tvalid_0's quantile: 7.17249\n",
"[11]\tvalid_0's poisson: -80.6951\tvalid_0's quantile: 6.89225\n",
"[12]\tvalid_0's poisson: -81.8689\tvalid_0's quantile: 6.6369\n",
"[13]\tvalid_0's poisson: -82.9689\tvalid_0's quantile: 6.41591\n",
"[14]\tvalid_0's poisson: -83.9303\tvalid_0's quantile: 6.21755\n",
"[15]\tvalid_0's poisson: -84.8335\tvalid_0's quantile: 6.0371\n",
"[16]\tvalid_0's poisson: -85.7424\tvalid_0's quantile: 5.85924\n",
"[17]\tvalid_0's poisson: -86.6335\tvalid_0's quantile: 5.69884\n",
"[18]\tvalid_0's poisson: -87.4049\tvalid_0's quantile: 5.55502\n",
"[19]\tvalid_0's poisson: -88.1879\tvalid_0's quantile: 5.41616\n",
"[20]\tvalid_0's poisson: -88.92\tvalid_0's quantile: 5.28389\n",
"[21]\tvalid_0's poisson: -89.5973\tvalid_0's quantile: 5.16292\n",
"[22]\tvalid_0's poisson: -90.316\tvalid_0's quantile: 5.0486\n",
"[23]\tvalid_0's poisson: -91.0178\tvalid_0's quantile: 4.93882\n",
"[24]\tvalid_0's poisson: -91.6543\tvalid_0's quantile: 4.8363\n",
"[25]\tvalid_0's poisson: -92.2386\tvalid_0's quantile: 4.74333\n",
"[26]\tvalid_0's poisson: -92.7855\tvalid_0's quantile: 4.65993\n",
"[27]\tvalid_0's poisson: -93.3054\tvalid_0's quantile: 4.58118\n",
"[28]\tvalid_0's poisson: -93.7628\tvalid_0's quantile: 4.50827\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[29]\tvalid_0's poisson: -94.2514\tvalid_0's quantile: 4.44697\n",
"[30]\tvalid_0's poisson: -94.6933\tvalid_0's quantile: 4.37018\n",
"[31]\tvalid_0's poisson: -95.121\tvalid_0's quantile: 4.30893\n",
"[32]\tvalid_0's poisson: -95.5724\tvalid_0's quantile: 4.2473\n",
"[33]\tvalid_0's poisson: -95.951\tvalid_0's quantile: 4.19221\n",
"[34]\tvalid_0's poisson: -96.3017\tvalid_0's quantile: 4.14759\n",
"[35]\tvalid_0's poisson: -96.6352\tvalid_0's quantile: 4.09945\n",
"[36]\tvalid_0's poisson: -96.9569\tvalid_0's quantile: 4.04738\n",
"[37]\tvalid_0's poisson: -97.2835\tvalid_0's quantile: 4.0002\n",
"[38]\tvalid_0's poisson: -97.6293\tvalid_0's quantile: 3.95377\n",
"[39]\tvalid_0's poisson: -97.9642\tvalid_0's quantile: 3.90493\n",
"[40]\tvalid_0's poisson: -98.2436\tvalid_0's quantile: 3.8619\n",
"[41]\tvalid_0's poisson: -98.5404\tvalid_0's quantile: 3.8225\n",
"[42]\tvalid_0's poisson: -98.8229\tvalid_0's quantile: 3.77883\n",
"[43]\tvalid_0's poisson: -99.0578\tvalid_0's quantile: 3.74352\n",
"[44]\tvalid_0's poisson: -99.3155\tvalid_0's quantile: 3.70407\n",
"[45]\tvalid_0's poisson: -99.5587\tvalid_0's quantile: 3.67162\n",
"[46]\tvalid_0's poisson: -99.7672\tvalid_0's quantile: 3.64073\n",
"[47]\tvalid_0's poisson: -100.001\tvalid_0's quantile: 3.61196\n",
"[48]\tvalid_0's poisson: -100.218\tvalid_0's quantile: 3.58555\n",
"[49]\tvalid_0's poisson: -100.412\tvalid_0's quantile: 3.56093\n",
"[50]\tvalid_0's poisson: -100.604\tvalid_0's quantile: 3.53345\n",
"[51]\tvalid_0's poisson: -100.763\tvalid_0's quantile: 3.5121\n",
"[52]\tvalid_0's poisson: -100.928\tvalid_0's quantile: 3.49021\n",
"[53]\tvalid_0's poisson: -101.102\tvalid_0's quantile: 3.46942\n",
"[54]\tvalid_0's poisson: -101.242\tvalid_0's quantile: 3.44869\n",
"[55]\tvalid_0's poisson: -101.375\tvalid_0's quantile: 3.43074\n",
"[56]\tvalid_0's poisson: -101.509\tvalid_0's quantile: 3.41318\n",
"[57]\tvalid_0's poisson: -101.614\tvalid_0's quantile: 3.39442\n",
"[58]\tvalid_0's poisson: -101.748\tvalid_0's quantile: 3.37915\n",
"[59]\tvalid_0's poisson: -101.844\tvalid_0's quantile: 3.36684\n",
"[60]\tvalid_0's poisson: -101.931\tvalid_0's quantile: 3.35323\n",
"[61]\tvalid_0's poisson: -102.024\tvalid_0's quantile: 3.33752\n",
"[62]\tvalid_0's poisson: -102.138\tvalid_0's quantile: 3.32391\n",
"[63]\tvalid_0's poisson: -102.235\tvalid_0's quantile: 3.31214\n",
"[64]\tvalid_0's poisson: -102.303\tvalid_0's quantile: 3.30269\n",
"[65]\tvalid_0's poisson: -102.408\tvalid_0's quantile: 3.29113\n",
"[66]\tvalid_0's poisson: -102.47\tvalid_0's quantile: 3.28108\n",
"[67]\tvalid_0's poisson: -102.54\tvalid_0's quantile: 3.27376\n",
"[68]\tvalid_0's poisson: -102.603\tvalid_0's quantile: 3.2646\n",
"[69]\tvalid_0's poisson: -102.676\tvalid_0's quantile: 3.25614\n",
"[70]\tvalid_0's poisson: -102.721\tvalid_0's quantile: 3.24938\n",
"[71]\tvalid_0's poisson: -102.775\tvalid_0's quantile: 3.244\n",
"[72]\tvalid_0's poisson: -102.827\tvalid_0's quantile: 3.23881\n",
"[73]\tvalid_0's poisson: -102.908\tvalid_0's quantile: 3.22832\n",
"[74]\tvalid_0's poisson: -102.954\tvalid_0's quantile: 3.22414\n",
"[75]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.22003\n",
"[76]\tvalid_0's poisson: -103.049\tvalid_0's quantile: 3.21431\n",
"[77]\tvalid_0's poisson: -103.084\tvalid_0's quantile: 3.20668\n",
"[78]\tvalid_0's poisson: -103.122\tvalid_0's quantile: 3.20091\n",
"[79]\tvalid_0's poisson: -103.163\tvalid_0's quantile: 3.19594\n",
"[80]\tvalid_0's poisson: -103.197\tvalid_0's quantile: 3.19031\n",
"[81]\tvalid_0's poisson: -103.24\tvalid_0's quantile: 3.18427\n",
"[82]\tvalid_0's poisson: -103.272\tvalid_0's quantile: 3.17936\n",
"[83]\tvalid_0's poisson: -103.301\tvalid_0's quantile: 3.17402\n",
"[84]\tvalid_0's poisson: -103.347\tvalid_0's quantile: 3.16832\n",
"[85]\tvalid_0's poisson: -103.386\tvalid_0's quantile: 3.16383\n",
"[86]\tvalid_0's poisson: -103.421\tvalid_0's quantile: 3.15915\n",
"[87]\tvalid_0's poisson: -103.465\tvalid_0's quantile: 3.153\n",
"[88]\tvalid_0's poisson: -103.498\tvalid_0's quantile: 3.14872\n",
"[89]\tvalid_0's poisson: -103.538\tvalid_0's quantile: 3.14285\n",
"[90]\tvalid_0's poisson: -103.559\tvalid_0's quantile: 3.13918\n",
"[91]\tvalid_0's poisson: -103.578\tvalid_0's quantile: 3.13688\n",
"[92]\tvalid_0's poisson: -103.6\tvalid_0's quantile: 3.13449\n",
"[93]\tvalid_0's poisson: -103.619\tvalid_0's quantile: 3.13171\n",
"[94]\tvalid_0's poisson: -103.65\tvalid_0's quantile: 3.12868\n",
"[95]\tvalid_0's poisson: -103.67\tvalid_0's quantile: 3.12477\n",
"[96]\tvalid_0's poisson: -103.693\tvalid_0's quantile: 3.12206\n",
"[97]\tvalid_0's poisson: -103.699\tvalid_0's quantile: 3.11766\n",
"[98]\tvalid_0's poisson: -103.71\tvalid_0's quantile: 3.11145\n",
"[99]\tvalid_0's poisson: -103.726\tvalid_0's quantile: 3.10936\n",
"[100]\tvalid_0's poisson: -103.742\tvalid_0's quantile: 3.1063\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.5036\tvalid_0's quantile: 11.0319\n",
"[2]\tvalid_0's poisson: -66.5918\tvalid_0's quantile: 10.4326\n",
"[3]\tvalid_0's poisson: -68.5118\tvalid_0's quantile: 9.90133\n",
"[4]\tvalid_0's poisson: -70.3321\tvalid_0's quantile: 9.41976\n",
"[5]\tvalid_0's poisson: -72.0522\tvalid_0's quantile: 8.97652\n",
"[6]\tvalid_0's poisson: -73.5059\tvalid_0's quantile: 8.58746\n",
"[7]\tvalid_0's poisson: -75.1383\tvalid_0's quantile: 8.18827\n",
"[8]\tvalid_0's poisson: -76.707\tvalid_0's quantile: 7.80963\n",
"[9]\tvalid_0's poisson: -78.1524\tvalid_0's quantile: 7.46453\n",
"[10]\tvalid_0's poisson: -79.4462\tvalid_0's quantile: 7.17874\n",
"[11]\tvalid_0's poisson: -80.6816\tvalid_0's quantile: 6.89336\n",
"[12]\tvalid_0's poisson: -81.858\tvalid_0's quantile: 6.64334\n",
"[13]\tvalid_0's poisson: -82.9611\tvalid_0's quantile: 6.41918\n",
"[14]\tvalid_0's poisson: -84.0515\tvalid_0's quantile: 6.20545\n",
"[15]\tvalid_0's poisson: -85.0481\tvalid_0's quantile: 6.01649\n",
"[16]\tvalid_0's poisson: -85.9955\tvalid_0's quantile: 5.83501\n",
"[17]\tvalid_0's poisson: -86.8676\tvalid_0's quantile: 5.67444\n",
"[18]\tvalid_0's poisson: -87.6889\tvalid_0's quantile: 5.521\n",
"[19]\tvalid_0's poisson: -88.4495\tvalid_0's quantile: 5.38383\n",
"[20]\tvalid_0's poisson: -89.2471\tvalid_0's quantile: 5.24988\n",
"[21]\tvalid_0's poisson: -89.9924\tvalid_0's quantile: 5.12347\n",
"[22]\tvalid_0's poisson: -90.6753\tvalid_0's quantile: 5.01166\n",
"[23]\tvalid_0's poisson: -91.3261\tvalid_0's quantile: 4.90486\n",
"[24]\tvalid_0's poisson: -91.9263\tvalid_0's quantile: 4.80418\n",
"[25]\tvalid_0's poisson: -92.5165\tvalid_0's quantile: 4.71588\n",
"[26]\tvalid_0's poisson: -93.066\tvalid_0's quantile: 4.63456\n",
"[27]\tvalid_0's poisson: -93.5589\tvalid_0's quantile: 4.55808\n",
"[28]\tvalid_0's poisson: -94.0311\tvalid_0's quantile: 4.4772\n",
"[29]\tvalid_0's poisson: -94.508\tvalid_0's quantile: 4.40175\n",
"[30]\tvalid_0's poisson: -94.978\tvalid_0's quantile: 4.338\n",
"[31]\tvalid_0's poisson: -95.402\tvalid_0's quantile: 4.27401\n",
"[32]\tvalid_0's poisson: -95.7874\tvalid_0's quantile: 4.21951\n",
"[33]\tvalid_0's poisson: -96.1529\tvalid_0's quantile: 4.15964\n",
"[34]\tvalid_0's poisson: -96.5372\tvalid_0's quantile: 4.10996\n",
"[35]\tvalid_0's poisson: -96.8604\tvalid_0's quantile: 4.06746\n",
"[36]\tvalid_0's poisson: -97.1881\tvalid_0's quantile: 4.02196\n",
"[37]\tvalid_0's poisson: -97.4911\tvalid_0's quantile: 3.97965\n",
"[38]\tvalid_0's poisson: -97.7945\tvalid_0's quantile: 3.9412\n",
"[39]\tvalid_0's poisson: -98.0713\tvalid_0's quantile: 3.89891\n",
"[40]\tvalid_0's poisson: -98.3479\tvalid_0's quantile: 3.86442\n",
"[41]\tvalid_0's poisson: -98.6238\tvalid_0's quantile: 3.82148\n",
"[42]\tvalid_0's poisson: -98.8876\tvalid_0's quantile: 3.78186\n",
"[43]\tvalid_0's poisson: -99.1698\tvalid_0's quantile: 3.74472\n",
"[44]\tvalid_0's poisson: -99.3793\tvalid_0's quantile: 3.71538\n",
"[45]\tvalid_0's poisson: -99.5911\tvalid_0's quantile: 3.68427\n",
"[46]\tvalid_0's poisson: -99.8045\tvalid_0's quantile: 3.65479\n",
"[47]\tvalid_0's poisson: -100.034\tvalid_0's quantile: 3.6277\n",
"[48]\tvalid_0's poisson: -100.21\tvalid_0's quantile: 3.60293\n",
"[49]\tvalid_0's poisson: -100.401\tvalid_0's quantile: 3.57686\n",
"[50]\tvalid_0's poisson: -100.55\tvalid_0's quantile: 3.55346\n",
"[51]\tvalid_0's poisson: -100.715\tvalid_0's quantile: 3.53372\n",
"[52]\tvalid_0's poisson: -100.892\tvalid_0's quantile: 3.51237\n",
"[53]\tvalid_0's poisson: -101.015\tvalid_0's quantile: 3.49289\n",
"[54]\tvalid_0's poisson: -101.133\tvalid_0's quantile: 3.47515\n",
"[55]\tvalid_0's poisson: -101.286\tvalid_0's quantile: 3.45703\n",
"[56]\tvalid_0's poisson: -101.403\tvalid_0's quantile: 3.43943\n",
"[57]\tvalid_0's poisson: -101.501\tvalid_0's quantile: 3.42582\n",
"[58]\tvalid_0's poisson: -101.633\tvalid_0's quantile: 3.41031\n",
"[59]\tvalid_0's poisson: -101.733\tvalid_0's quantile: 3.3965\n",
"[60]\tvalid_0's poisson: -101.829\tvalid_0's quantile: 3.38172\n",
"[61]\tvalid_0's poisson: -101.914\tvalid_0's quantile: 3.3678\n",
"[62]\tvalid_0's poisson: -102.011\tvalid_0's quantile: 3.3546\n",
"[63]\tvalid_0's poisson: -102.116\tvalid_0's quantile: 3.34207\n",
"[64]\tvalid_0's poisson: -102.188\tvalid_0's quantile: 3.32866\n",
"[65]\tvalid_0's poisson: -102.264\tvalid_0's quantile: 3.31835\n",
"[66]\tvalid_0's poisson: -102.348\tvalid_0's quantile: 3.30721\n",
"[67]\tvalid_0's poisson: -102.423\tvalid_0's quantile: 3.29595\n",
"[68]\tvalid_0's poisson: -102.485\tvalid_0's quantile: 3.2871\n",
"[69]\tvalid_0's poisson: -102.559\tvalid_0's quantile: 3.27822\n",
"[70]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.26902\n",
"[71]\tvalid_0's poisson: -102.651\tvalid_0's quantile: 3.26244\n",
"[72]\tvalid_0's poisson: -102.722\tvalid_0's quantile: 3.25398\n",
"[73]\tvalid_0's poisson: -102.778\tvalid_0's quantile: 3.24617\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[74]\tvalid_0's poisson: -102.82\tvalid_0's quantile: 3.23672\n",
"[75]\tvalid_0's poisson: -102.869\tvalid_0's quantile: 3.22474\n",
"[76]\tvalid_0's poisson: -102.905\tvalid_0's quantile: 3.21976\n",
"[77]\tvalid_0's poisson: -102.945\tvalid_0's quantile: 3.21453\n",
"[78]\tvalid_0's poisson: -102.997\tvalid_0's quantile: 3.20846\n",
"[79]\tvalid_0's poisson: -103.046\tvalid_0's quantile: 3.20231\n",
"[80]\tvalid_0's poisson: -103.091\tvalid_0's quantile: 3.19665\n",
"[81]\tvalid_0's poisson: -103.137\tvalid_0's quantile: 3.19045\n",
"[82]\tvalid_0's poisson: -103.181\tvalid_0's quantile: 3.18428\n",
"[83]\tvalid_0's poisson: -103.22\tvalid_0's quantile: 3.17913\n",
"[84]\tvalid_0's poisson: -103.257\tvalid_0's quantile: 3.17464\n",
"[85]\tvalid_0's poisson: -103.29\tvalid_0's quantile: 3.1702\n",
"[86]\tvalid_0's poisson: -103.331\tvalid_0's quantile: 3.1642\n",
"[87]\tvalid_0's poisson: -103.368\tvalid_0's quantile: 3.16078\n",
"[88]\tvalid_0's poisson: -103.39\tvalid_0's quantile: 3.15757\n",
"[89]\tvalid_0's poisson: -103.412\tvalid_0's quantile: 3.15504\n",
"[90]\tvalid_0's poisson: -103.443\tvalid_0's quantile: 3.15027\n",
"[91]\tvalid_0's poisson: -103.471\tvalid_0's quantile: 3.14655\n",
"[92]\tvalid_0's poisson: -103.485\tvalid_0's quantile: 3.14163\n",
"[93]\tvalid_0's poisson: -103.502\tvalid_0's quantile: 3.1397\n",
"[94]\tvalid_0's poisson: -103.525\tvalid_0's quantile: 3.13643\n",
"[95]\tvalid_0's poisson: -103.549\tvalid_0's quantile: 3.1329\n",
"[96]\tvalid_0's poisson: -103.566\tvalid_0's quantile: 3.12961\n",
"[97]\tvalid_0's poisson: -103.579\tvalid_0's quantile: 3.1276\n",
"[98]\tvalid_0's poisson: -103.604\tvalid_0's quantile: 3.12454\n",
"[99]\tvalid_0's poisson: -103.617\tvalid_0's quantile: 3.12139\n",
"[100]\tvalid_0's poisson: -103.605\tvalid_0's quantile: 3.11493\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -65.0912\tvalid_0's quantile: 11.0158\n",
"[2]\tvalid_0's poisson: -67.2023\tvalid_0's quantile: 10.3939\n",
"[3]\tvalid_0's poisson: -69.0645\tvalid_0's quantile: 9.85597\n",
"[4]\tvalid_0's poisson: -70.7804\tvalid_0's quantile: 9.37717\n",
"[5]\tvalid_0's poisson: -72.3945\tvalid_0's quantile: 8.93724\n",
"[6]\tvalid_0's poisson: -73.8893\tvalid_0's quantile: 8.53572\n",
"[7]\tvalid_0's poisson: -75.4473\tvalid_0's quantile: 8.14304\n",
"[8]\tvalid_0's poisson: -76.9986\tvalid_0's quantile: 7.76652\n",
"[9]\tvalid_0's poisson: -78.4088\tvalid_0's quantile: 7.42928\n",
"[10]\tvalid_0's poisson: -79.6975\tvalid_0's quantile: 7.12713\n",
"[11]\tvalid_0's poisson: -80.9667\tvalid_0's quantile: 6.83797\n",
"[12]\tvalid_0's poisson: -82.1058\tvalid_0's quantile: 6.59728\n",
"[13]\tvalid_0's poisson: -83.1913\tvalid_0's quantile: 6.3748\n",
"[14]\tvalid_0's poisson: -84.1889\tvalid_0's quantile: 6.17188\n",
"[15]\tvalid_0's poisson: -85.0971\tvalid_0's quantile: 5.99538\n",
"[16]\tvalid_0's poisson: -85.9687\tvalid_0's quantile: 5.82464\n",
"[17]\tvalid_0's poisson: -86.801\tvalid_0's quantile: 5.66927\n",
"[18]\tvalid_0's poisson: -87.6569\tvalid_0's quantile: 5.51612\n",
"[19]\tvalid_0's poisson: -88.4226\tvalid_0's quantile: 5.3722\n",
"[20]\tvalid_0's poisson: -89.1914\tvalid_0's quantile: 5.24106\n",
"[21]\tvalid_0's poisson: -89.8481\tvalid_0's quantile: 5.12608\n",
"[22]\tvalid_0's poisson: -90.5621\tvalid_0's quantile: 5.01285\n",
"[23]\tvalid_0's poisson: -91.1894\tvalid_0's quantile: 4.90756\n",
"[24]\tvalid_0's poisson: -91.7974\tvalid_0's quantile: 4.81362\n",
"[25]\tvalid_0's poisson: -92.3884\tvalid_0's quantile: 4.72014\n",
"[26]\tvalid_0's poisson: -92.944\tvalid_0's quantile: 4.63907\n",
"[27]\tvalid_0's poisson: -93.4132\tvalid_0's quantile: 4.56797\n",
"[28]\tvalid_0's poisson: -93.9203\tvalid_0's quantile: 4.49293\n",
"[29]\tvalid_0's poisson: -94.3685\tvalid_0's quantile: 4.42664\n",
"[30]\tvalid_0's poisson: -94.7937\tvalid_0's quantile: 4.359\n",
"[31]\tvalid_0's poisson: -95.2108\tvalid_0's quantile: 4.29405\n",
"[32]\tvalid_0's poisson: -95.6101\tvalid_0's quantile: 4.23548\n",
"[33]\tvalid_0's poisson: -95.9796\tvalid_0's quantile: 4.17844\n",
"[34]\tvalid_0's poisson: -96.3555\tvalid_0's quantile: 4.12157\n",
"[35]\tvalid_0's poisson: -96.674\tvalid_0's quantile: 4.07407\n",
"[36]\tvalid_0's poisson: -96.984\tvalid_0's quantile: 4.02546\n",
"[37]\tvalid_0's poisson: -97.284\tvalid_0's quantile: 3.97945\n",
"[38]\tvalid_0's poisson: -97.5786\tvalid_0's quantile: 3.93733\n",
"[39]\tvalid_0's poisson: -97.9326\tvalid_0's quantile: 3.89337\n",
"[40]\tvalid_0's poisson: -98.242\tvalid_0's quantile: 3.85335\n",
"[41]\tvalid_0's poisson: -98.5119\tvalid_0's quantile: 3.8144\n",
"[42]\tvalid_0's poisson: -98.7917\tvalid_0's quantile: 3.77479\n",
"[43]\tvalid_0's poisson: -99.0909\tvalid_0's quantile: 3.73692\n",
"[44]\tvalid_0's poisson: -99.3446\tvalid_0's quantile: 3.70377\n",
"[45]\tvalid_0's poisson: -99.5937\tvalid_0's quantile: 3.67078\n",
"[46]\tvalid_0's poisson: -99.8365\tvalid_0's quantile: 3.63981\n",
"[47]\tvalid_0's poisson: -100.065\tvalid_0's quantile: 3.61176\n",
"[48]\tvalid_0's poisson: -100.274\tvalid_0's quantile: 3.58573\n",
"[49]\tvalid_0's poisson: -100.447\tvalid_0's quantile: 3.56189\n",
"[50]\tvalid_0's poisson: -100.625\tvalid_0's quantile: 3.52809\n",
"[51]\tvalid_0's poisson: -100.783\tvalid_0's quantile: 3.50493\n",
"[52]\tvalid_0's poisson: -100.93\tvalid_0's quantile: 3.48298\n",
"[53]\tvalid_0's poisson: -101.094\tvalid_0's quantile: 3.45537\n",
"[54]\tvalid_0's poisson: -101.248\tvalid_0's quantile: 3.43629\n",
"[55]\tvalid_0's poisson: -101.391\tvalid_0's quantile: 3.41852\n",
"[56]\tvalid_0's poisson: -101.524\tvalid_0's quantile: 3.39854\n",
"[57]\tvalid_0's poisson: -101.651\tvalid_0's quantile: 3.38327\n",
"[58]\tvalid_0's poisson: -101.757\tvalid_0's quantile: 3.36347\n",
"[59]\tvalid_0's poisson: -101.867\tvalid_0's quantile: 3.34982\n",
"[60]\tvalid_0's poisson: -101.973\tvalid_0's quantile: 3.33627\n",
"[61]\tvalid_0's poisson: -102.071\tvalid_0's quantile: 3.32408\n",
"[62]\tvalid_0's poisson: -102.177\tvalid_0's quantile: 3.31204\n",
"[63]\tvalid_0's poisson: -102.263\tvalid_0's quantile: 3.29566\n",
"[64]\tvalid_0's poisson: -102.334\tvalid_0's quantile: 3.28525\n",
"[65]\tvalid_0's poisson: -102.409\tvalid_0's quantile: 3.27192\n",
"[66]\tvalid_0's poisson: -102.479\tvalid_0's quantile: 3.25802\n",
"[67]\tvalid_0's poisson: -102.565\tvalid_0's quantile: 3.24795\n",
"[68]\tvalid_0's poisson: -102.622\tvalid_0's quantile: 3.23959\n",
"[69]\tvalid_0's poisson: -102.673\tvalid_0's quantile: 3.23176\n",
"[70]\tvalid_0's poisson: -102.734\tvalid_0's quantile: 3.22276\n",
"[71]\tvalid_0's poisson: -102.788\tvalid_0's quantile: 3.21487\n",
"[72]\tvalid_0's poisson: -102.857\tvalid_0's quantile: 3.20706\n",
"[73]\tvalid_0's poisson: -102.924\tvalid_0's quantile: 3.19994\n",
"[74]\tvalid_0's poisson: -102.992\tvalid_0's quantile: 3.19188\n",
"[75]\tvalid_0's poisson: -103.058\tvalid_0's quantile: 3.18273\n",
"[76]\tvalid_0's poisson: -103.11\tvalid_0's quantile: 3.17691\n",
"[77]\tvalid_0's poisson: -103.159\tvalid_0's quantile: 3.17113\n",
"[78]\tvalid_0's poisson: -103.205\tvalid_0's quantile: 3.16612\n",
"[79]\tvalid_0's poisson: -103.251\tvalid_0's quantile: 3.16088\n",
"[80]\tvalid_0's poisson: -103.278\tvalid_0's quantile: 3.15719\n",
"[81]\tvalid_0's poisson: -103.307\tvalid_0's quantile: 3.15181\n",
"[82]\tvalid_0's poisson: -103.342\tvalid_0's quantile: 3.13987\n",
"[83]\tvalid_0's poisson: -103.354\tvalid_0's quantile: 3.13689\n",
"[84]\tvalid_0's poisson: -103.388\tvalid_0's quantile: 3.12637\n",
"[85]\tvalid_0's poisson: -103.42\tvalid_0's quantile: 3.12199\n",
"[86]\tvalid_0's poisson: -103.445\tvalid_0's quantile: 3.11339\n",
"[87]\tvalid_0's poisson: -103.481\tvalid_0's quantile: 3.10811\n",
"[88]\tvalid_0's poisson: -103.516\tvalid_0's quantile: 3.10343\n",
"[89]\tvalid_0's poisson: -103.544\tvalid_0's quantile: 3.09893\n",
"[90]\tvalid_0's poisson: -103.574\tvalid_0's quantile: 3.09475\n",
"[91]\tvalid_0's poisson: -103.6\tvalid_0's quantile: 3.09197\n",
"[92]\tvalid_0's poisson: -103.627\tvalid_0's quantile: 3.08874\n",
"[93]\tvalid_0's poisson: -103.671\tvalid_0's quantile: 3.08492\n",
"[94]\tvalid_0's poisson: -103.701\tvalid_0's quantile: 3.08156\n",
"[95]\tvalid_0's poisson: -103.727\tvalid_0's quantile: 3.07855\n",
"[96]\tvalid_0's poisson: -103.743\tvalid_0's quantile: 3.07437\n",
"[97]\tvalid_0's poisson: -103.765\tvalid_0's quantile: 3.07124\n",
"[98]\tvalid_0's poisson: -103.784\tvalid_0's quantile: 3.06835\n",
"[99]\tvalid_0's poisson: -103.801\tvalid_0's quantile: 3.06123\n",
"[100]\tvalid_0's poisson: -103.815\tvalid_0's quantile: 3.05815\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -65.651\tvalid_0's quantile: 11.0222\n",
"[2]\tvalid_0's poisson: -67.7196\tvalid_0's quantile: 10.4142\n",
"[3]\tvalid_0's poisson: -69.6683\tvalid_0's quantile: 9.85844\n",
"[4]\tvalid_0's poisson: -71.4403\tvalid_0's quantile: 9.37343\n",
"[5]\tvalid_0's poisson: -73.0896\tvalid_0's quantile: 8.92841\n",
"[6]\tvalid_0's poisson: -74.5536\tvalid_0's quantile: 8.53474\n",
"[7]\tvalid_0's poisson: -76.1201\tvalid_0's quantile: 8.14128\n",
"[8]\tvalid_0's poisson: -77.5782\tvalid_0's quantile: 7.78421\n",
"[9]\tvalid_0's poisson: -78.8851\tvalid_0's quantile: 7.45847\n",
"[10]\tvalid_0's poisson: -80.1271\tvalid_0's quantile: 7.15122\n",
"[11]\tvalid_0's poisson: -81.2756\tvalid_0's quantile: 6.88434\n",
"[12]\tvalid_0's poisson: -82.4452\tvalid_0's quantile: 6.63149\n",
"[13]\tvalid_0's poisson: -83.5048\tvalid_0's quantile: 6.40457\n",
"[14]\tvalid_0's poisson: -84.5098\tvalid_0's quantile: 6.19506\n",
"[15]\tvalid_0's poisson: -85.4537\tvalid_0's quantile: 6.00623\n",
"[16]\tvalid_0's poisson: -86.3417\tvalid_0's quantile: 5.83597\n",
"[17]\tvalid_0's poisson: -87.1433\tvalid_0's quantile: 5.68405\n",
"[18]\tvalid_0's poisson: -87.9471\tvalid_0's quantile: 5.5339\n",
"[19]\tvalid_0's poisson: -88.6977\tvalid_0's quantile: 5.38822\n",
"[20]\tvalid_0's poisson: -89.383\tvalid_0's quantile: 5.26167\n",
"[21]\tvalid_0's poisson: -90.1049\tvalid_0's quantile: 5.13729\n",
"[22]\tvalid_0's poisson: -90.7968\tvalid_0's quantile: 5.0202\n",
"[23]\tvalid_0's poisson: -91.4677\tvalid_0's quantile: 4.91452\n",
"[24]\tvalid_0's poisson: -92.0021\tvalid_0's quantile: 4.82182\n",
"[25]\tvalid_0's poisson: -92.5944\tvalid_0's quantile: 4.72459\n",
"[26]\tvalid_0's poisson: -93.1104\tvalid_0's quantile: 4.64135\n",
"[27]\tvalid_0's poisson: -93.5874\tvalid_0's quantile: 4.56234\n",
"[28]\tvalid_0's poisson: -94.071\tvalid_0's quantile: 4.47979\n",
"[29]\tvalid_0's poisson: -94.5175\tvalid_0's quantile: 4.41386\n",
"[30]\tvalid_0's poisson: -94.9596\tvalid_0's quantile: 4.35196\n",
"[31]\tvalid_0's poisson: -95.4231\tvalid_0's quantile: 4.28498\n",
"[32]\tvalid_0's poisson: -95.8371\tvalid_0's quantile: 4.22531\n",
"[33]\tvalid_0's poisson: -96.1945\tvalid_0's quantile: 4.169\n",
"[34]\tvalid_0's poisson: -96.5616\tvalid_0's quantile: 4.11052\n",
"[35]\tvalid_0's poisson: -96.9129\tvalid_0's quantile: 4.06039\n",
"[36]\tvalid_0's poisson: -97.2291\tvalid_0's quantile: 4.0113\n",
"[37]\tvalid_0's poisson: -97.6021\tvalid_0's quantile: 3.96326\n",
"[38]\tvalid_0's poisson: -97.903\tvalid_0's quantile: 3.92522\n",
"[39]\tvalid_0's poisson: -98.204\tvalid_0's quantile: 3.88487\n",
"[40]\tvalid_0's poisson: -98.4872\tvalid_0's quantile: 3.84482\n",
"[41]\tvalid_0's poisson: -98.7357\tvalid_0's quantile: 3.81243\n",
"[42]\tvalid_0's poisson: -99.0182\tvalid_0's quantile: 3.77699\n",
"[43]\tvalid_0's poisson: -99.2585\tvalid_0's quantile: 3.74065\n",
"[44]\tvalid_0's poisson: -99.5409\tvalid_0's quantile: 3.70616\n",
"[45]\tvalid_0's poisson: -99.7757\tvalid_0's quantile: 3.67754\n",
"[46]\tvalid_0's poisson: -99.9591\tvalid_0's quantile: 3.65408\n",
"[47]\tvalid_0's poisson: -100.175\tvalid_0's quantile: 3.62732\n",
"[48]\tvalid_0's poisson: -100.399\tvalid_0's quantile: 3.59958\n",
"[49]\tvalid_0's poisson: -100.608\tvalid_0's quantile: 3.5743\n",
"[50]\tvalid_0's poisson: -100.788\tvalid_0's quantile: 3.54685\n",
"[51]\tvalid_0's poisson: -100.952\tvalid_0's quantile: 3.52555\n",
"[52]\tvalid_0's poisson: -101.094\tvalid_0's quantile: 3.50429\n",
"[53]\tvalid_0's poisson: -101.249\tvalid_0's quantile: 3.48526\n",
"[54]\tvalid_0's poisson: -101.401\tvalid_0's quantile: 3.46701\n",
"[55]\tvalid_0's poisson: -101.536\tvalid_0's quantile: 3.44958\n",
"[56]\tvalid_0's poisson: -101.646\tvalid_0's quantile: 3.43369\n",
"[57]\tvalid_0's poisson: -101.746\tvalid_0's quantile: 3.41866\n",
"[58]\tvalid_0's poisson: -101.865\tvalid_0's quantile: 3.40376\n",
"[59]\tvalid_0's poisson: -101.985\tvalid_0's quantile: 3.38842\n",
"[60]\tvalid_0's poisson: -102.084\tvalid_0's quantile: 3.37521\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[61]\tvalid_0's poisson: -102.183\tvalid_0's quantile: 3.36226\n",
"[62]\tvalid_0's poisson: -102.277\tvalid_0's quantile: 3.35098\n",
"[63]\tvalid_0's poisson: -102.346\tvalid_0's quantile: 3.33958\n",
"[64]\tvalid_0's poisson: -102.413\tvalid_0's quantile: 3.33135\n",
"[65]\tvalid_0's poisson: -102.497\tvalid_0's quantile: 3.32076\n",
"[66]\tvalid_0's poisson: -102.576\tvalid_0's quantile: 3.31137\n",
"[67]\tvalid_0's poisson: -102.632\tvalid_0's quantile: 3.3032\n",
"[68]\tvalid_0's poisson: -102.705\tvalid_0's quantile: 3.29509\n",
"[69]\tvalid_0's poisson: -102.763\tvalid_0's quantile: 3.28833\n",
"[70]\tvalid_0's poisson: -102.825\tvalid_0's quantile: 3.27963\n",
"[71]\tvalid_0's poisson: -102.887\tvalid_0's quantile: 3.27189\n",
"[72]\tvalid_0's poisson: -102.925\tvalid_0's quantile: 3.26574\n",
"[73]\tvalid_0's poisson: -102.982\tvalid_0's quantile: 3.25695\n",
"[74]\tvalid_0's poisson: -103.035\tvalid_0's quantile: 3.25091\n",
"[75]\tvalid_0's poisson: -103.091\tvalid_0's quantile: 3.24411\n",
"[76]\tvalid_0's poisson: -103.141\tvalid_0's quantile: 3.23812\n",
"[77]\tvalid_0's poisson: -103.181\tvalid_0's quantile: 3.23328\n",
"[78]\tvalid_0's poisson: -103.227\tvalid_0's quantile: 3.22731\n",
"[79]\tvalid_0's poisson: -103.253\tvalid_0's quantile: 3.22402\n",
"[80]\tvalid_0's poisson: -103.28\tvalid_0's quantile: 3.21979\n",
"[81]\tvalid_0's poisson: -103.305\tvalid_0's quantile: 3.21597\n",
"[82]\tvalid_0's poisson: -103.335\tvalid_0's quantile: 3.21275\n",
"[83]\tvalid_0's poisson: -103.366\tvalid_0's quantile: 3.2092\n",
"[84]\tvalid_0's poisson: -103.402\tvalid_0's quantile: 3.20494\n",
"[85]\tvalid_0's poisson: -103.433\tvalid_0's quantile: 3.20032\n",
"[86]\tvalid_0's poisson: -103.458\tvalid_0's quantile: 3.19579\n",
"[87]\tvalid_0's poisson: -103.494\tvalid_0's quantile: 3.19193\n",
"[88]\tvalid_0's poisson: -103.521\tvalid_0's quantile: 3.18873\n",
"[89]\tvalid_0's poisson: -103.551\tvalid_0's quantile: 3.18532\n",
"[90]\tvalid_0's poisson: -103.58\tvalid_0's quantile: 3.18213\n",
"[91]\tvalid_0's poisson: -103.602\tvalid_0's quantile: 3.17754\n",
"[92]\tvalid_0's poisson: -103.629\tvalid_0's quantile: 3.17493\n",
"[93]\tvalid_0's poisson: -103.655\tvalid_0's quantile: 3.1723\n",
"[94]\tvalid_0's poisson: -103.675\tvalid_0's quantile: 3.16384\n",
"[95]\tvalid_0's poisson: -103.699\tvalid_0's quantile: 3.16053\n",
"[96]\tvalid_0's poisson: -103.724\tvalid_0's quantile: 3.1564\n",
"[97]\tvalid_0's poisson: -103.749\tvalid_0's quantile: 3.15222\n",
"[98]\tvalid_0's poisson: -103.76\tvalid_0's quantile: 3.14903\n",
"[99]\tvalid_0's poisson: -103.774\tvalid_0's quantile: 3.14453\n",
"[100]\tvalid_0's poisson: -103.788\tvalid_0's quantile: 3.1427\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.3071\tvalid_0's quantile: 11.0551\n",
"[2]\tvalid_0's poisson: -66.393\tvalid_0's quantile: 10.4556\n",
"[3]\tvalid_0's poisson: -68.3529\tvalid_0's quantile: 9.9193\n",
"[4]\tvalid_0's poisson: -70.1195\tvalid_0's quantile: 9.44625\n",
"[5]\tvalid_0's poisson: -71.9198\tvalid_0's quantile: 8.97576\n",
"[6]\tvalid_0's poisson: -73.4336\tvalid_0's quantile: 8.58546\n",
"[7]\tvalid_0's poisson: -75.0362\tvalid_0's quantile: 8.20206\n",
"[8]\tvalid_0's poisson: -76.5802\tvalid_0's quantile: 7.83338\n",
"[9]\tvalid_0's poisson: -78.009\tvalid_0's quantile: 7.50166\n",
"[10]\tvalid_0's poisson: -79.3645\tvalid_0's quantile: 7.19932\n",
"[11]\tvalid_0's poisson: -80.5837\tvalid_0's quantile: 6.92436\n",
"[12]\tvalid_0's poisson: -81.7693\tvalid_0's quantile: 6.6791\n",
"[13]\tvalid_0's poisson: -82.8211\tvalid_0's quantile: 6.4617\n",
"[14]\tvalid_0's poisson: -83.8543\tvalid_0's quantile: 6.25613\n",
"[15]\tvalid_0's poisson: -84.8336\tvalid_0's quantile: 6.06801\n",
"[16]\tvalid_0's poisson: -85.7735\tvalid_0's quantile: 5.89148\n",
"[17]\tvalid_0's poisson: -86.612\tvalid_0's quantile: 5.73592\n",
"[18]\tvalid_0's poisson: -87.4316\tvalid_0's quantile: 5.58069\n",
"[19]\tvalid_0's poisson: -88.2167\tvalid_0's quantile: 5.44339\n",
"[20]\tvalid_0's poisson: -88.9983\tvalid_0's quantile: 5.30935\n",
"[21]\tvalid_0's poisson: -89.7213\tvalid_0's quantile: 5.18972\n",
"[22]\tvalid_0's poisson: -90.4467\tvalid_0's quantile: 5.07015\n",
"[23]\tvalid_0's poisson: -91.0858\tvalid_0's quantile: 4.96537\n",
"[24]\tvalid_0's poisson: -91.7285\tvalid_0's quantile: 4.86635\n",
"[25]\tvalid_0's poisson: -92.287\tvalid_0's quantile: 4.78022\n",
"[26]\tvalid_0's poisson: -92.8464\tvalid_0's quantile: 4.69181\n",
"[27]\tvalid_0's poisson: -93.4049\tvalid_0's quantile: 4.60014\n",
"[28]\tvalid_0's poisson: -93.912\tvalid_0's quantile: 4.52003\n",
"[29]\tvalid_0's poisson: -94.3865\tvalid_0's quantile: 4.44923\n",
"[30]\tvalid_0's poisson: -94.8307\tvalid_0's quantile: 4.38418\n",
"[31]\tvalid_0's poisson: -95.2543\tvalid_0's quantile: 4.32116\n",
"[32]\tvalid_0's poisson: -95.6994\tvalid_0's quantile: 4.25251\n",
"[33]\tvalid_0's poisson: -96.099\tvalid_0's quantile: 4.18942\n",
"[34]\tvalid_0's poisson: -96.4935\tvalid_0's quantile: 4.13168\n",
"[35]\tvalid_0's poisson: -96.8341\tvalid_0's quantile: 4.08133\n",
"[36]\tvalid_0's poisson: -97.1856\tvalid_0's quantile: 4.02836\n",
"[37]\tvalid_0's poisson: -97.5178\tvalid_0's quantile: 3.98814\n",
"[38]\tvalid_0's poisson: -97.8183\tvalid_0's quantile: 3.94483\n",
"[39]\tvalid_0's poisson: -98.1401\tvalid_0's quantile: 3.89918\n",
"[40]\tvalid_0's poisson: -98.4571\tvalid_0's quantile: 3.86157\n",
"[41]\tvalid_0's poisson: -98.719\tvalid_0's quantile: 3.82459\n",
"[42]\tvalid_0's poisson: -98.976\tvalid_0's quantile: 3.79057\n",
"[43]\tvalid_0's poisson: -99.2214\tvalid_0's quantile: 3.75562\n",
"[44]\tvalid_0's poisson: -99.4742\tvalid_0's quantile: 3.72295\n",
"[45]\tvalid_0's poisson: -99.6957\tvalid_0's quantile: 3.69382\n",
"[46]\tvalid_0's poisson: -99.8851\tvalid_0's quantile: 3.66405\n",
"[47]\tvalid_0's poisson: -100.088\tvalid_0's quantile: 3.63464\n",
"[48]\tvalid_0's poisson: -100.282\tvalid_0's quantile: 3.61063\n",
"[49]\tvalid_0's poisson: -100.483\tvalid_0's quantile: 3.58596\n",
"[50]\tvalid_0's poisson: -100.662\tvalid_0's quantile: 3.56291\n",
"[51]\tvalid_0's poisson: -100.818\tvalid_0's quantile: 3.53884\n",
"[52]\tvalid_0's poisson: -100.959\tvalid_0's quantile: 3.51909\n",
"[53]\tvalid_0's poisson: -101.142\tvalid_0's quantile: 3.49756\n",
"[54]\tvalid_0's poisson: -101.276\tvalid_0's quantile: 3.47798\n",
"[55]\tvalid_0's poisson: -101.412\tvalid_0's quantile: 3.45945\n",
"[56]\tvalid_0's poisson: -101.513\tvalid_0's quantile: 3.44435\n",
"[57]\tvalid_0's poisson: -101.635\tvalid_0's quantile: 3.42959\n",
"[58]\tvalid_0's poisson: -101.737\tvalid_0's quantile: 3.41455\n",
"[59]\tvalid_0's poisson: -101.872\tvalid_0's quantile: 3.39938\n",
"[60]\tvalid_0's poisson: -102.002\tvalid_0's quantile: 3.38476\n",
"[61]\tvalid_0's poisson: -102.123\tvalid_0's quantile: 3.37157\n",
"[62]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.3607\n",
"[63]\tvalid_0's poisson: -102.303\tvalid_0's quantile: 3.34985\n",
"[64]\tvalid_0's poisson: -102.375\tvalid_0's quantile: 3.33988\n",
"[65]\tvalid_0's poisson: -102.442\tvalid_0's quantile: 3.33056\n",
"[66]\tvalid_0's poisson: -102.51\tvalid_0's quantile: 3.32068\n",
"[67]\tvalid_0's poisson: -102.599\tvalid_0's quantile: 3.31018\n",
"[68]\tvalid_0's poisson: -102.655\tvalid_0's quantile: 3.30173\n",
"[69]\tvalid_0's poisson: -102.713\tvalid_0's quantile: 3.29387\n",
"[70]\tvalid_0's poisson: -102.765\tvalid_0's quantile: 3.28539\n",
"[71]\tvalid_0's poisson: -102.821\tvalid_0's quantile: 3.27971\n",
"[72]\tvalid_0's poisson: -102.886\tvalid_0's quantile: 3.27171\n",
"[73]\tvalid_0's poisson: -102.951\tvalid_0's quantile: 3.26458\n",
"[74]\tvalid_0's poisson: -103.007\tvalid_0's quantile: 3.25858\n",
"[75]\tvalid_0's poisson: -103.051\tvalid_0's quantile: 3.25327\n",
"[76]\tvalid_0's poisson: -103.087\tvalid_0's quantile: 3.24869\n",
"[77]\tvalid_0's poisson: -103.143\tvalid_0's quantile: 3.24207\n",
"[78]\tvalid_0's poisson: -103.191\tvalid_0's quantile: 3.23664\n",
"[79]\tvalid_0's poisson: -103.224\tvalid_0's quantile: 3.23205\n",
"[80]\tvalid_0's poisson: -103.271\tvalid_0's quantile: 3.22665\n",
"[81]\tvalid_0's poisson: -103.321\tvalid_0's quantile: 3.22066\n",
"[82]\tvalid_0's poisson: -103.355\tvalid_0's quantile: 3.2079\n",
"[83]\tvalid_0's poisson: -103.399\tvalid_0's quantile: 3.20273\n",
"[84]\tvalid_0's poisson: -103.427\tvalid_0's quantile: 3.19948\n",
"[85]\tvalid_0's poisson: -103.454\tvalid_0's quantile: 3.19679\n",
"[86]\tvalid_0's poisson: -103.481\tvalid_0's quantile: 3.19382\n",
"[87]\tvalid_0's poisson: -103.507\tvalid_0's quantile: 3.18743\n",
"[88]\tvalid_0's poisson: -103.532\tvalid_0's quantile: 3.18292\n",
"[89]\tvalid_0's poisson: -103.561\tvalid_0's quantile: 3.1773\n",
"[90]\tvalid_0's poisson: -103.581\tvalid_0's quantile: 3.17365\n",
"[91]\tvalid_0's poisson: -103.599\tvalid_0's quantile: 3.17032\n",
"[92]\tvalid_0's poisson: -103.618\tvalid_0's quantile: 3.16642\n",
"[93]\tvalid_0's poisson: -103.651\tvalid_0's quantile: 3.16111\n",
"[94]\tvalid_0's poisson: -103.667\tvalid_0's quantile: 3.155\n",
"[95]\tvalid_0's poisson: -103.687\tvalid_0's quantile: 3.15252\n",
"[96]\tvalid_0's poisson: -103.701\tvalid_0's quantile: 3.14996\n",
"[97]\tvalid_0's poisson: -103.719\tvalid_0's quantile: 3.1471\n",
"[98]\tvalid_0's poisson: -103.736\tvalid_0's quantile: 3.14493\n",
"[99]\tvalid_0's poisson: -103.753\tvalid_0's quantile: 3.14294\n",
"[100]\tvalid_0's poisson: -103.772\tvalid_0's quantile: 3.14028\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.7309\tvalid_0's quantile: 10.9582\n",
"[2]\tvalid_0's poisson: -67.052\tvalid_0's quantile: 10.2955\n",
"[3]\tvalid_0's poisson: -69.1674\tvalid_0's quantile: 9.71206\n",
"[4]\tvalid_0's poisson: -71.077\tvalid_0's quantile: 9.1964\n",
"[5]\tvalid_0's poisson: -73\tvalid_0's quantile: 8.69249\n",
"[6]\tvalid_0's poisson: -74.8477\tvalid_0's quantile: 8.23801\n",
"[7]\tvalid_0's poisson: -76.5254\tvalid_0's quantile: 7.82237\n",
"[8]\tvalid_0's poisson: -78.0156\tvalid_0's quantile: 7.45605\n",
"[9]\tvalid_0's poisson: -79.5136\tvalid_0's quantile: 7.11058\n",
"[10]\tvalid_0's poisson: -80.9443\tvalid_0's quantile: 6.78962\n",
"[11]\tvalid_0's poisson: -82.251\tvalid_0's quantile: 6.50261\n",
"[12]\tvalid_0's poisson: -83.4738\tvalid_0's quantile: 6.25698\n",
"[13]\tvalid_0's poisson: -84.6151\tvalid_0's quantile: 6.02551\n",
"[14]\tvalid_0's poisson: -85.6897\tvalid_0's quantile: 5.80956\n",
"[15]\tvalid_0's poisson: -86.6956\tvalid_0's quantile: 5.62015\n",
"[16]\tvalid_0's poisson: -87.7115\tvalid_0's quantile: 5.43347\n",
"[17]\tvalid_0's poisson: -88.6453\tvalid_0's quantile: 5.25968\n",
"[18]\tvalid_0's poisson: -89.5248\tvalid_0's quantile: 5.10279\n",
"[19]\tvalid_0's poisson: -90.3686\tvalid_0's quantile: 4.95212\n",
"[20]\tvalid_0's poisson: -91.1589\tvalid_0's quantile: 4.81332\n",
"[21]\tvalid_0's poisson: -91.8991\tvalid_0's quantile: 4.68331\n",
"[22]\tvalid_0's poisson: -92.6043\tvalid_0's quantile: 4.56819\n",
"[23]\tvalid_0's poisson: -93.2725\tvalid_0's quantile: 4.46019\n",
"[24]\tvalid_0's poisson: -93.8859\tvalid_0's quantile: 4.35469\n",
"[25]\tvalid_0's poisson: -94.4613\tvalid_0's quantile: 4.2575\n",
"[26]\tvalid_0's poisson: -95.0255\tvalid_0's quantile: 4.16661\n",
"[27]\tvalid_0's poisson: -95.573\tvalid_0's quantile: 4.08101\n",
"[28]\tvalid_0's poisson: -96.0763\tvalid_0's quantile: 4.0041\n",
"[29]\tvalid_0's poisson: -96.5867\tvalid_0's quantile: 3.92465\n",
"[30]\tvalid_0's poisson: -97.0409\tvalid_0's quantile: 3.85304\n",
"[31]\tvalid_0's poisson: -97.5146\tvalid_0's quantile: 3.78536\n",
"[32]\tvalid_0's poisson: -97.9405\tvalid_0's quantile: 3.72672\n",
"[33]\tvalid_0's poisson: -98.3698\tvalid_0's quantile: 3.66579\n",
"[34]\tvalid_0's poisson: -98.7703\tvalid_0's quantile: 3.60784\n",
"[35]\tvalid_0's poisson: -99.1176\tvalid_0's quantile: 3.56085\n",
"[36]\tvalid_0's poisson: -99.4722\tvalid_0's quantile: 3.51464\n",
"[37]\tvalid_0's poisson: -99.7911\tvalid_0's quantile: 3.47259\n",
"[38]\tvalid_0's poisson: -100.105\tvalid_0's quantile: 3.42859\n",
"[39]\tvalid_0's poisson: -100.404\tvalid_0's quantile: 3.38843\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[40]\tvalid_0's poisson: -100.671\tvalid_0's quantile: 3.35123\n",
"[41]\tvalid_0's poisson: -100.929\tvalid_0's quantile: 3.31684\n",
"[42]\tvalid_0's poisson: -101.18\tvalid_0's quantile: 3.28349\n",
"[43]\tvalid_0's poisson: -101.408\tvalid_0's quantile: 3.25128\n",
"[44]\tvalid_0's poisson: -101.635\tvalid_0's quantile: 3.21837\n",
"[45]\tvalid_0's poisson: -101.841\tvalid_0's quantile: 3.19238\n",
"[46]\tvalid_0's poisson: -102.047\tvalid_0's quantile: 3.16468\n",
"[47]\tvalid_0's poisson: -102.239\tvalid_0's quantile: 3.13989\n",
"[48]\tvalid_0's poisson: -102.412\tvalid_0's quantile: 3.11532\n",
"[49]\tvalid_0's poisson: -102.588\tvalid_0's quantile: 3.08421\n",
"[50]\tvalid_0's poisson: -102.747\tvalid_0's quantile: 3.0634\n",
"[51]\tvalid_0's poisson: -102.896\tvalid_0's quantile: 3.04121\n",
"[52]\tvalid_0's poisson: -103.045\tvalid_0's quantile: 3.02326\n",
"[53]\tvalid_0's poisson: -103.184\tvalid_0's quantile: 3.00502\n",
"[54]\tvalid_0's poisson: -103.316\tvalid_0's quantile: 2.98817\n",
"[55]\tvalid_0's poisson: -103.45\tvalid_0's quantile: 2.97194\n",
"[56]\tvalid_0's poisson: -103.554\tvalid_0's quantile: 2.95661\n",
"[57]\tvalid_0's poisson: -103.663\tvalid_0's quantile: 2.94003\n",
"[58]\tvalid_0's poisson: -103.773\tvalid_0's quantile: 2.92703\n",
"[59]\tvalid_0's poisson: -103.876\tvalid_0's quantile: 2.91491\n",
"[60]\tvalid_0's poisson: -103.977\tvalid_0's quantile: 2.90256\n",
"[61]\tvalid_0's poisson: -104.072\tvalid_0's quantile: 2.89149\n",
"[62]\tvalid_0's poisson: -104.158\tvalid_0's quantile: 2.88186\n",
"[63]\tvalid_0's poisson: -104.233\tvalid_0's quantile: 2.87204\n",
"[64]\tvalid_0's poisson: -104.312\tvalid_0's quantile: 2.86127\n",
"[65]\tvalid_0's poisson: -104.383\tvalid_0's quantile: 2.85279\n",
"[66]\tvalid_0's poisson: -104.449\tvalid_0's quantile: 2.84533\n",
"[67]\tvalid_0's poisson: -104.517\tvalid_0's quantile: 2.83787\n",
"[68]\tvalid_0's poisson: -104.577\tvalid_0's quantile: 2.83171\n",
"[69]\tvalid_0's poisson: -104.634\tvalid_0's quantile: 2.82435\n",
"[70]\tvalid_0's poisson: -104.696\tvalid_0's quantile: 2.81798\n",
"[71]\tvalid_0's poisson: -104.745\tvalid_0's quantile: 2.81148\n",
"[72]\tvalid_0's poisson: -104.791\tvalid_0's quantile: 2.80592\n",
"[73]\tvalid_0's poisson: -104.841\tvalid_0's quantile: 2.80048\n",
"[74]\tvalid_0's poisson: -104.886\tvalid_0's quantile: 2.79573\n",
"[75]\tvalid_0's poisson: -104.932\tvalid_0's quantile: 2.79088\n",
"[76]\tvalid_0's poisson: -104.974\tvalid_0's quantile: 2.78671\n",
"[77]\tvalid_0's poisson: -105.011\tvalid_0's quantile: 2.78346\n",
"[78]\tvalid_0's poisson: -105.052\tvalid_0's quantile: 2.78018\n",
"[79]\tvalid_0's poisson: -105.086\tvalid_0's quantile: 2.76461\n",
"[80]\tvalid_0's poisson: -105.118\tvalid_0's quantile: 2.76193\n",
"[81]\tvalid_0's poisson: -105.151\tvalid_0's quantile: 2.75934\n",
"[82]\tvalid_0's poisson: -105.178\tvalid_0's quantile: 2.75677\n",
"[83]\tvalid_0's poisson: -105.205\tvalid_0's quantile: 2.75257\n",
"[84]\tvalid_0's poisson: -105.233\tvalid_0's quantile: 2.74914\n",
"[85]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.74631\n",
"[86]\tvalid_0's poisson: -105.285\tvalid_0's quantile: 2.74356\n",
"[87]\tvalid_0's poisson: -105.312\tvalid_0's quantile: 2.74101\n",
"[88]\tvalid_0's poisson: -105.334\tvalid_0's quantile: 2.73914\n",
"[89]\tvalid_0's poisson: -105.355\tvalid_0's quantile: 2.73747\n",
"[90]\tvalid_0's poisson: -105.374\tvalid_0's quantile: 2.73682\n",
"[91]\tvalid_0's poisson: -105.392\tvalid_0's quantile: 2.73299\n",
"[92]\tvalid_0's poisson: -105.409\tvalid_0's quantile: 2.7261\n",
"[93]\tvalid_0's poisson: -105.425\tvalid_0's quantile: 2.72385\n",
"[94]\tvalid_0's poisson: -105.437\tvalid_0's quantile: 2.72058\n",
"[95]\tvalid_0's poisson: -105.45\tvalid_0's quantile: 2.71808\n",
"[96]\tvalid_0's poisson: -105.46\tvalid_0's quantile: 2.7147\n",
"[97]\tvalid_0's poisson: -105.471\tvalid_0's quantile: 2.71293\n",
"[98]\tvalid_0's poisson: -105.484\tvalid_0's quantile: 2.71128\n",
"[99]\tvalid_0's poisson: -105.494\tvalid_0's quantile: 2.70798\n",
"[100]\tvalid_0's poisson: -105.511\tvalid_0's quantile: 2.69823\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.7469\tvalid_0's quantile: 10.9465\n",
"[2]\tvalid_0's poisson: -67.1099\tvalid_0's quantile: 10.2793\n",
"[3]\tvalid_0's poisson: -69.178\tvalid_0's quantile: 9.70679\n",
"[4]\tvalid_0's poisson: -71.1817\tvalid_0's quantile: 9.17454\n",
"[5]\tvalid_0's poisson: -73.0641\tvalid_0's quantile: 8.68003\n",
"[6]\tvalid_0's poisson: -74.8443\tvalid_0's quantile: 8.22339\n",
"[7]\tvalid_0's poisson: -76.5582\tvalid_0's quantile: 7.81542\n",
"[8]\tvalid_0's poisson: -78.0946\tvalid_0's quantile: 7.44515\n",
"[9]\tvalid_0's poisson: -79.5726\tvalid_0's quantile: 7.0967\n",
"[10]\tvalid_0's poisson: -80.9645\tvalid_0's quantile: 6.77453\n",
"[11]\tvalid_0's poisson: -82.2604\tvalid_0's quantile: 6.48544\n",
"[12]\tvalid_0's poisson: -83.4521\tvalid_0's quantile: 6.23204\n",
"[13]\tvalid_0's poisson: -84.5713\tvalid_0's quantile: 6.01097\n",
"[14]\tvalid_0's poisson: -85.6611\tvalid_0's quantile: 5.78823\n",
"[15]\tvalid_0's poisson: -86.7833\tvalid_0's quantile: 5.58122\n",
"[16]\tvalid_0's poisson: -87.749\tvalid_0's quantile: 5.39796\n",
"[17]\tvalid_0's poisson: -88.7232\tvalid_0's quantile: 5.22727\n",
"[18]\tvalid_0's poisson: -89.6354\tvalid_0's quantile: 5.07382\n",
"[19]\tvalid_0's poisson: -90.4883\tvalid_0's quantile: 4.93029\n",
"[20]\tvalid_0's poisson: -91.2736\tvalid_0's quantile: 4.79491\n",
"[21]\tvalid_0's poisson: -92.012\tvalid_0's quantile: 4.66787\n",
"[22]\tvalid_0's poisson: -92.7227\tvalid_0's quantile: 4.55898\n",
"[23]\tvalid_0's poisson: -93.3841\tvalid_0's quantile: 4.45174\n",
"[24]\tvalid_0's poisson: -94.0104\tvalid_0's quantile: 4.35294\n",
"[25]\tvalid_0's poisson: -94.6096\tvalid_0's quantile: 4.26144\n",
"[26]\tvalid_0's poisson: -95.1659\tvalid_0's quantile: 4.18161\n",
"[27]\tvalid_0's poisson: -95.6784\tvalid_0's quantile: 4.1047\n",
"[28]\tvalid_0's poisson: -96.1654\tvalid_0's quantile: 4.03239\n",
"[29]\tvalid_0's poisson: -96.6368\tvalid_0's quantile: 3.96488\n",
"[30]\tvalid_0's poisson: -97.1046\tvalid_0's quantile: 3.89741\n",
"[31]\tvalid_0's poisson: -97.5539\tvalid_0's quantile: 3.83094\n",
"[32]\tvalid_0's poisson: -97.966\tvalid_0's quantile: 3.7718\n",
"[33]\tvalid_0's poisson: -98.351\tvalid_0's quantile: 3.71557\n",
"[34]\tvalid_0's poisson: -98.7323\tvalid_0's quantile: 3.65918\n",
"[35]\tvalid_0's poisson: -99.0983\tvalid_0's quantile: 3.60821\n",
"[36]\tvalid_0's poisson: -99.442\tvalid_0's quantile: 3.56026\n",
"[37]\tvalid_0's poisson: -99.7645\tvalid_0's quantile: 3.51142\n",
"[38]\tvalid_0's poisson: -100.057\tvalid_0's quantile: 3.47155\n",
"[39]\tvalid_0's poisson: -100.365\tvalid_0's quantile: 3.43106\n",
"[40]\tvalid_0's poisson: -100.642\tvalid_0's quantile: 3.39208\n",
"[41]\tvalid_0's poisson: -100.897\tvalid_0's quantile: 3.35792\n",
"[42]\tvalid_0's poisson: -101.155\tvalid_0's quantile: 3.32333\n",
"[43]\tvalid_0's poisson: -101.364\tvalid_0's quantile: 3.29164\n",
"[44]\tvalid_0's poisson: -101.588\tvalid_0's quantile: 3.26024\n",
"[45]\tvalid_0's poisson: -101.798\tvalid_0's quantile: 3.23164\n",
"[46]\tvalid_0's poisson: -102\tvalid_0's quantile: 3.20348\n",
"[47]\tvalid_0's poisson: -102.179\tvalid_0's quantile: 3.17633\n",
"[48]\tvalid_0's poisson: -102.366\tvalid_0's quantile: 3.15446\n",
"[49]\tvalid_0's poisson: -102.543\tvalid_0's quantile: 3.1348\n",
"[50]\tvalid_0's poisson: -102.692\tvalid_0's quantile: 3.11288\n",
"[51]\tvalid_0's poisson: -102.857\tvalid_0's quantile: 3.08913\n",
"[52]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.07042\n",
"[53]\tvalid_0's poisson: -103.126\tvalid_0's quantile: 3.05092\n",
"[54]\tvalid_0's poisson: -103.255\tvalid_0's quantile: 3.03621\n",
"[55]\tvalid_0's poisson: -103.377\tvalid_0's quantile: 3.01728\n",
"[56]\tvalid_0's poisson: -103.49\tvalid_0's quantile: 3.00042\n",
"[57]\tvalid_0's poisson: -103.596\tvalid_0's quantile: 2.98562\n",
"[58]\tvalid_0's poisson: -103.704\tvalid_0's quantile: 2.97424\n",
"[59]\tvalid_0's poisson: -103.808\tvalid_0's quantile: 2.96285\n",
"[60]\tvalid_0's poisson: -103.906\tvalid_0's quantile: 2.95135\n",
"[61]\tvalid_0's poisson: -103.996\tvalid_0's quantile: 2.94095\n",
"[62]\tvalid_0's poisson: -104.083\tvalid_0's quantile: 2.92865\n",
"[63]\tvalid_0's poisson: -104.164\tvalid_0's quantile: 2.91868\n",
"[64]\tvalid_0's poisson: -104.246\tvalid_0's quantile: 2.90947\n",
"[65]\tvalid_0's poisson: -104.318\tvalid_0's quantile: 2.90012\n",
"[66]\tvalid_0's poisson: -104.381\tvalid_0's quantile: 2.89264\n",
"[67]\tvalid_0's poisson: -104.452\tvalid_0's quantile: 2.88445\n",
"[68]\tvalid_0's poisson: -104.523\tvalid_0's quantile: 2.87533\n",
"[69]\tvalid_0's poisson: -104.586\tvalid_0's quantile: 2.86801\n",
"[70]\tvalid_0's poisson: -104.641\tvalid_0's quantile: 2.85997\n",
"[71]\tvalid_0's poisson: -104.693\tvalid_0's quantile: 2.85438\n",
"[72]\tvalid_0's poisson: -104.746\tvalid_0's quantile: 2.84855\n",
"[73]\tvalid_0's poisson: -104.792\tvalid_0's quantile: 2.84401\n",
"[74]\tvalid_0's poisson: -104.832\tvalid_0's quantile: 2.84046\n",
"[75]\tvalid_0's poisson: -104.87\tvalid_0's quantile: 2.8313\n",
"[76]\tvalid_0's poisson: -104.914\tvalid_0's quantile: 2.82599\n",
"[77]\tvalid_0's poisson: -104.944\tvalid_0's quantile: 2.82245\n",
"[78]\tvalid_0's poisson: -104.98\tvalid_0's quantile: 2.8167\n",
"[79]\tvalid_0's poisson: -105.007\tvalid_0's quantile: 2.81268\n",
"[80]\tvalid_0's poisson: -105.032\tvalid_0's quantile: 2.80729\n",
"[81]\tvalid_0's poisson: -105.056\tvalid_0's quantile: 2.80438\n",
"[82]\tvalid_0's poisson: -105.082\tvalid_0's quantile: 2.80192\n",
"[83]\tvalid_0's poisson: -105.109\tvalid_0's quantile: 2.79741\n",
"[84]\tvalid_0's poisson: -105.132\tvalid_0's quantile: 2.79284\n",
"[85]\tvalid_0's poisson: -105.151\tvalid_0's quantile: 2.79139\n",
"[86]\tvalid_0's poisson: -105.173\tvalid_0's quantile: 2.78897\n",
"[87]\tvalid_0's poisson: -105.193\tvalid_0's quantile: 2.78709\n",
"[88]\tvalid_0's poisson: -105.217\tvalid_0's quantile: 2.78566\n",
"[89]\tvalid_0's poisson: -105.236\tvalid_0's quantile: 2.78359\n",
"[90]\tvalid_0's poisson: -105.253\tvalid_0's quantile: 2.78197\n",
"[91]\tvalid_0's poisson: -105.272\tvalid_0's quantile: 2.78059\n",
"[92]\tvalid_0's poisson: -105.289\tvalid_0's quantile: 2.77797\n",
"[93]\tvalid_0's poisson: -105.315\tvalid_0's quantile: 2.77557\n",
"[94]\tvalid_0's poisson: -105.333\tvalid_0's quantile: 2.77333\n",
"[95]\tvalid_0's poisson: -105.349\tvalid_0's quantile: 2.77203\n",
"[96]\tvalid_0's poisson: -105.37\tvalid_0's quantile: 2.77028\n",
"[97]\tvalid_0's poisson: -105.384\tvalid_0's quantile: 2.76932\n",
"[98]\tvalid_0's poisson: -105.409\tvalid_0's quantile: 2.76679\n",
"[99]\tvalid_0's poisson: -105.423\tvalid_0's quantile: 2.76408\n",
"[100]\tvalid_0's poisson: -105.438\tvalid_0's quantile: 2.76055\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -65.3057\tvalid_0's quantile: 10.9323\n",
"[2]\tvalid_0's poisson: -67.6233\tvalid_0's quantile: 10.2689\n",
"[3]\tvalid_0's poisson: -69.7116\tvalid_0's quantile: 9.67189\n",
"[4]\tvalid_0's poisson: -71.6513\tvalid_0's quantile: 9.13997\n",
"[5]\tvalid_0's poisson: -73.5544\tvalid_0's quantile: 8.6451\n",
"[6]\tvalid_0's poisson: -75.3281\tvalid_0's quantile: 8.19868\n",
"[7]\tvalid_0's poisson: -77.0051\tvalid_0's quantile: 7.79425\n",
"[8]\tvalid_0's poisson: -78.5767\tvalid_0's quantile: 7.41416\n",
"[9]\tvalid_0's poisson: -79.9631\tvalid_0's quantile: 7.08405\n",
"[10]\tvalid_0's poisson: -81.3413\tvalid_0's quantile: 6.76682\n",
"[11]\tvalid_0's poisson: -82.6258\tvalid_0's quantile: 6.48382\n",
"[12]\tvalid_0's poisson: -83.845\tvalid_0's quantile: 6.22692\n",
"[13]\tvalid_0's poisson: -84.9589\tvalid_0's quantile: 5.99762\n",
"[14]\tvalid_0's poisson: -86.002\tvalid_0's quantile: 5.78869\n",
"[15]\tvalid_0's poisson: -87.0655\tvalid_0's quantile: 5.57411\n",
"[16]\tvalid_0's poisson: -88.0413\tvalid_0's quantile: 5.39222\n",
"[17]\tvalid_0's poisson: -88.9632\tvalid_0's quantile: 5.22193\n",
"[18]\tvalid_0's poisson: -89.8284\tvalid_0's quantile: 5.06376\n",
"[19]\tvalid_0's poisson: -90.621\tvalid_0's quantile: 4.92047\n",
"[20]\tvalid_0's poisson: -91.3943\tvalid_0's quantile: 4.78298\n",
"[21]\tvalid_0's poisson: -92.1054\tvalid_0's quantile: 4.65459\n",
"[22]\tvalid_0's poisson: -92.7951\tvalid_0's quantile: 4.54084\n",
"[23]\tvalid_0's poisson: -93.4489\tvalid_0's quantile: 4.43865\n",
"[24]\tvalid_0's poisson: -94.0573\tvalid_0's quantile: 4.34463\n",
"[25]\tvalid_0's poisson: -94.6375\tvalid_0's quantile: 4.25045\n",
"[26]\tvalid_0's poisson: -95.1939\tvalid_0's quantile: 4.16409\n",
"[27]\tvalid_0's poisson: -95.7074\tvalid_0's quantile: 4.08462\n",
"[28]\tvalid_0's poisson: -96.2202\tvalid_0's quantile: 4.00311\n",
"[29]\tvalid_0's poisson: -96.73\tvalid_0's quantile: 3.92653\n",
"[30]\tvalid_0's poisson: -97.1788\tvalid_0's quantile: 3.85912\n",
"[31]\tvalid_0's poisson: -97.6303\tvalid_0's quantile: 3.79042\n",
"[32]\tvalid_0's poisson: -98.0773\tvalid_0's quantile: 3.72647\n",
"[33]\tvalid_0's poisson: -98.4822\tvalid_0's quantile: 3.66684\n",
"[34]\tvalid_0's poisson: -98.8641\tvalid_0's quantile: 3.61108\n",
"[35]\tvalid_0's poisson: -99.235\tvalid_0's quantile: 3.55382\n",
"[36]\tvalid_0's poisson: -99.5727\tvalid_0's quantile: 3.50616\n",
"[37]\tvalid_0's poisson: -99.9036\tvalid_0's quantile: 3.46217\n",
"[38]\tvalid_0's poisson: -100.211\tvalid_0's quantile: 3.41733\n",
"[39]\tvalid_0's poisson: -100.482\tvalid_0's quantile: 3.38108\n",
"[40]\tvalid_0's poisson: -100.769\tvalid_0's quantile: 3.34172\n",
"[41]\tvalid_0's poisson: -101.027\tvalid_0's quantile: 3.30524\n",
"[42]\tvalid_0's poisson: -101.278\tvalid_0's quantile: 3.26949\n",
"[43]\tvalid_0's poisson: -101.508\tvalid_0's quantile: 3.24019\n",
"[44]\tvalid_0's poisson: -101.723\tvalid_0's quantile: 3.20998\n",
"[45]\tvalid_0's poisson: -101.929\tvalid_0's quantile: 3.18104\n",
"[46]\tvalid_0's poisson: -102.121\tvalid_0's quantile: 3.15463\n",
"[47]\tvalid_0's poisson: -102.31\tvalid_0's quantile: 3.12798\n",
"[48]\tvalid_0's poisson: -102.494\tvalid_0's quantile: 3.1041\n",
"[49]\tvalid_0's poisson: -102.653\tvalid_0's quantile: 3.08274\n",
"[50]\tvalid_0's poisson: -102.807\tvalid_0's quantile: 3.0637\n",
"[51]\tvalid_0's poisson: -102.953\tvalid_0's quantile: 3.04657\n",
"[52]\tvalid_0's poisson: -103.094\tvalid_0's quantile: 3.02783\n",
"[53]\tvalid_0's poisson: -103.228\tvalid_0's quantile: 3.00829\n",
"[54]\tvalid_0's poisson: -103.358\tvalid_0's quantile: 2.9908\n",
"[55]\tvalid_0's poisson: -103.485\tvalid_0's quantile: 2.97544\n",
"[56]\tvalid_0's poisson: -103.599\tvalid_0's quantile: 2.95838\n",
"[57]\tvalid_0's poisson: -103.715\tvalid_0's quantile: 2.94354\n",
"[58]\tvalid_0's poisson: -103.815\tvalid_0's quantile: 2.92991\n",
"[59]\tvalid_0's poisson: -103.92\tvalid_0's quantile: 2.91834\n",
"[60]\tvalid_0's poisson: -104.016\tvalid_0's quantile: 2.90357\n",
"[61]\tvalid_0's poisson: -104.104\tvalid_0's quantile: 2.89403\n",
"[62]\tvalid_0's poisson: -104.191\tvalid_0's quantile: 2.88415\n",
"[63]\tvalid_0's poisson: -104.268\tvalid_0's quantile: 2.87441\n",
"[64]\tvalid_0's poisson: -104.346\tvalid_0's quantile: 2.8654\n",
"[65]\tvalid_0's poisson: -104.417\tvalid_0's quantile: 2.85566\n",
"[66]\tvalid_0's poisson: -104.482\tvalid_0's quantile: 2.84669\n",
"[67]\tvalid_0's poisson: -104.542\tvalid_0's quantile: 2.83962\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -104.604\tvalid_0's quantile: 2.83263\n",
"[69]\tvalid_0's poisson: -104.658\tvalid_0's quantile: 2.82567\n",
"[70]\tvalid_0's poisson: -104.709\tvalid_0's quantile: 2.81774\n",
"[71]\tvalid_0's poisson: -104.762\tvalid_0's quantile: 2.81279\n",
"[72]\tvalid_0's poisson: -104.809\tvalid_0's quantile: 2.80793\n",
"[73]\tvalid_0's poisson: -104.848\tvalid_0's quantile: 2.80077\n",
"[74]\tvalid_0's poisson: -104.893\tvalid_0's quantile: 2.79696\n",
"[75]\tvalid_0's poisson: -104.937\tvalid_0's quantile: 2.7896\n",
"[76]\tvalid_0's poisson: -104.979\tvalid_0's quantile: 2.78449\n",
"[77]\tvalid_0's poisson: -105.017\tvalid_0's quantile: 2.77485\n",
"[78]\tvalid_0's poisson: -105.053\tvalid_0's quantile: 2.76947\n",
"[79]\tvalid_0's poisson: -105.093\tvalid_0's quantile: 2.76381\n",
"[80]\tvalid_0's poisson: -105.125\tvalid_0's quantile: 2.75986\n",
"[81]\tvalid_0's poisson: -105.158\tvalid_0's quantile: 2.75623\n",
"[82]\tvalid_0's poisson: -105.187\tvalid_0's quantile: 2.74833\n",
"[83]\tvalid_0's poisson: -105.214\tvalid_0's quantile: 2.74527\n",
"[84]\tvalid_0's poisson: -105.233\tvalid_0's quantile: 2.73967\n",
"[85]\tvalid_0's poisson: -105.253\tvalid_0's quantile: 2.73892\n",
"[86]\tvalid_0's poisson: -105.273\tvalid_0's quantile: 2.73535\n",
"[87]\tvalid_0's poisson: -105.295\tvalid_0's quantile: 2.73104\n",
"[88]\tvalid_0's poisson: -105.32\tvalid_0's quantile: 2.72856\n",
"[89]\tvalid_0's poisson: -105.341\tvalid_0's quantile: 2.72631\n",
"[90]\tvalid_0's poisson: -105.358\tvalid_0's quantile: 2.72492\n",
"[91]\tvalid_0's poisson: -105.378\tvalid_0's quantile: 2.7229\n",
"[92]\tvalid_0's poisson: -105.398\tvalid_0's quantile: 2.7211\n",
"[93]\tvalid_0's poisson: -105.416\tvalid_0's quantile: 2.71843\n",
"[94]\tvalid_0's poisson: -105.434\tvalid_0's quantile: 2.71617\n",
"[95]\tvalid_0's poisson: -105.453\tvalid_0's quantile: 2.71467\n",
"[96]\tvalid_0's poisson: -105.47\tvalid_0's quantile: 2.71272\n",
"[97]\tvalid_0's poisson: -105.49\tvalid_0's quantile: 2.71155\n",
"[98]\tvalid_0's poisson: -105.509\tvalid_0's quantile: 2.71066\n",
"[99]\tvalid_0's poisson: -105.522\tvalid_0's quantile: 2.70965\n",
"[100]\tvalid_0's poisson: -105.535\tvalid_0's quantile: 2.70709\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -65.964\tvalid_0's quantile: 10.9283\n",
"[2]\tvalid_0's poisson: -68.1822\tvalid_0's quantile: 10.2605\n",
"[3]\tvalid_0's poisson: -70.2733\tvalid_0's quantile: 9.65879\n",
"[4]\tvalid_0's poisson: -72.1481\tvalid_0's quantile: 9.13378\n",
"[5]\tvalid_0's poisson: -73.8816\tvalid_0's quantile: 8.65811\n",
"[6]\tvalid_0's poisson: -75.6331\tvalid_0's quantile: 8.2141\n",
"[7]\tvalid_0's poisson: -77.2611\tvalid_0's quantile: 7.80356\n",
"[8]\tvalid_0's poisson: -78.7643\tvalid_0's quantile: 7.43329\n",
"[9]\tvalid_0's poisson: -80.1461\tvalid_0's quantile: 7.10376\n",
"[10]\tvalid_0's poisson: -81.5106\tvalid_0's quantile: 6.78829\n",
"[11]\tvalid_0's poisson: -82.7499\tvalid_0's quantile: 6.50317\n",
"[12]\tvalid_0's poisson: -83.9287\tvalid_0's quantile: 6.24973\n",
"[13]\tvalid_0's poisson: -85.0353\tvalid_0's quantile: 6.02107\n",
"[14]\tvalid_0's poisson: -86.0721\tvalid_0's quantile: 5.80941\n",
"[15]\tvalid_0's poisson: -87.027\tvalid_0's quantile: 5.60978\n",
"[16]\tvalid_0's poisson: -87.9973\tvalid_0's quantile: 5.43232\n",
"[17]\tvalid_0's poisson: -88.9093\tvalid_0's quantile: 5.26726\n",
"[18]\tvalid_0's poisson: -89.7481\tvalid_0's quantile: 5.11604\n",
"[19]\tvalid_0's poisson: -90.5467\tvalid_0's quantile: 4.96959\n",
"[20]\tvalid_0's poisson: -91.3148\tvalid_0's quantile: 4.84053\n",
"[21]\tvalid_0's poisson: -92.0404\tvalid_0's quantile: 4.71721\n",
"[22]\tvalid_0's poisson: -92.7292\tvalid_0's quantile: 4.60562\n",
"[23]\tvalid_0's poisson: -93.3755\tvalid_0's quantile: 4.49797\n",
"[24]\tvalid_0's poisson: -93.9948\tvalid_0's quantile: 4.39234\n",
"[25]\tvalid_0's poisson: -94.5911\tvalid_0's quantile: 4.28907\n",
"[26]\tvalid_0's poisson: -95.1345\tvalid_0's quantile: 4.20156\n",
"[27]\tvalid_0's poisson: -95.6501\tvalid_0's quantile: 4.1144\n",
"[28]\tvalid_0's poisson: -96.1576\tvalid_0's quantile: 4.03355\n",
"[29]\tvalid_0's poisson: -96.6172\tvalid_0's quantile: 3.96037\n",
"[30]\tvalid_0's poisson: -97.072\tvalid_0's quantile: 3.89104\n",
"[31]\tvalid_0's poisson: -97.4921\tvalid_0's quantile: 3.82644\n",
"[32]\tvalid_0's poisson: -97.915\tvalid_0's quantile: 3.765\n",
"[33]\tvalid_0's poisson: -98.308\tvalid_0's quantile: 3.70723\n",
"[34]\tvalid_0's poisson: -98.7091\tvalid_0's quantile: 3.64926\n",
"[35]\tvalid_0's poisson: -99.0842\tvalid_0's quantile: 3.59424\n",
"[36]\tvalid_0's poisson: -99.4488\tvalid_0's quantile: 3.543\n",
"[37]\tvalid_0's poisson: -99.768\tvalid_0's quantile: 3.50029\n",
"[38]\tvalid_0's poisson: -100.072\tvalid_0's quantile: 3.45822\n",
"[39]\tvalid_0's poisson: -100.377\tvalid_0's quantile: 3.41753\n",
"[40]\tvalid_0's poisson: -100.662\tvalid_0's quantile: 3.37987\n",
"[41]\tvalid_0's poisson: -100.922\tvalid_0's quantile: 3.34531\n",
"[42]\tvalid_0's poisson: -101.178\tvalid_0's quantile: 3.31283\n",
"[43]\tvalid_0's poisson: -101.414\tvalid_0's quantile: 3.27569\n",
"[44]\tvalid_0's poisson: -101.637\tvalid_0's quantile: 3.24774\n",
"[45]\tvalid_0's poisson: -101.849\tvalid_0's quantile: 3.21704\n",
"[46]\tvalid_0's poisson: -102.039\tvalid_0's quantile: 3.19095\n",
"[47]\tvalid_0's poisson: -102.217\tvalid_0's quantile: 3.16405\n",
"[48]\tvalid_0's poisson: -102.39\tvalid_0's quantile: 3.13904\n",
"[49]\tvalid_0's poisson: -102.554\tvalid_0's quantile: 3.11566\n",
"[50]\tvalid_0's poisson: -102.721\tvalid_0's quantile: 3.09547\n",
"[51]\tvalid_0's poisson: -102.875\tvalid_0's quantile: 3.0758\n",
"[52]\tvalid_0's poisson: -103.044\tvalid_0's quantile: 3.05561\n",
"[53]\tvalid_0's poisson: -103.185\tvalid_0's quantile: 3.02655\n",
"[54]\tvalid_0's poisson: -103.333\tvalid_0's quantile: 3.01052\n",
"[55]\tvalid_0's poisson: -103.446\tvalid_0's quantile: 2.99429\n",
"[56]\tvalid_0's poisson: -103.562\tvalid_0's quantile: 2.97801\n",
"[57]\tvalid_0's poisson: -103.675\tvalid_0's quantile: 2.9638\n",
"[58]\tvalid_0's poisson: -103.79\tvalid_0's quantile: 2.94996\n",
"[59]\tvalid_0's poisson: -103.89\tvalid_0's quantile: 2.93908\n",
"[60]\tvalid_0's poisson: -103.982\tvalid_0's quantile: 2.92603\n",
"[61]\tvalid_0's poisson: -104.064\tvalid_0's quantile: 2.91019\n",
"[62]\tvalid_0's poisson: -104.143\tvalid_0's quantile: 2.8992\n",
"[63]\tvalid_0's poisson: -104.224\tvalid_0's quantile: 2.8896\n",
"[64]\tvalid_0's poisson: -104.294\tvalid_0's quantile: 2.87759\n",
"[65]\tvalid_0's poisson: -104.369\tvalid_0's quantile: 2.8675\n",
"[66]\tvalid_0's poisson: -104.441\tvalid_0's quantile: 2.85904\n",
"[67]\tvalid_0's poisson: -104.494\tvalid_0's quantile: 2.84784\n",
"[68]\tvalid_0's poisson: -104.556\tvalid_0's quantile: 2.84058\n",
"[69]\tvalid_0's poisson: -104.611\tvalid_0's quantile: 2.83434\n",
"[70]\tvalid_0's poisson: -104.661\tvalid_0's quantile: 2.82867\n",
"[71]\tvalid_0's poisson: -104.711\tvalid_0's quantile: 2.82254\n",
"[72]\tvalid_0's poisson: -104.746\tvalid_0's quantile: 2.81487\n",
"[73]\tvalid_0's poisson: -104.795\tvalid_0's quantile: 2.8102\n",
"[74]\tvalid_0's poisson: -104.841\tvalid_0's quantile: 2.8056\n",
"[75]\tvalid_0's poisson: -104.881\tvalid_0's quantile: 2.80185\n",
"[76]\tvalid_0's poisson: -104.913\tvalid_0's quantile: 2.79447\n",
"[77]\tvalid_0's poisson: -104.945\tvalid_0's quantile: 2.79127\n",
"[78]\tvalid_0's poisson: -104.983\tvalid_0's quantile: 2.78708\n",
"[79]\tvalid_0's poisson: -105.014\tvalid_0's quantile: 2.78445\n",
"[80]\tvalid_0's poisson: -105.046\tvalid_0's quantile: 2.78112\n",
"[81]\tvalid_0's poisson: -105.073\tvalid_0's quantile: 2.77878\n",
"[82]\tvalid_0's poisson: -105.1\tvalid_0's quantile: 2.77039\n",
"[83]\tvalid_0's poisson: -105.126\tvalid_0's quantile: 2.76734\n",
"[84]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.76354\n",
"[85]\tvalid_0's poisson: -105.184\tvalid_0's quantile: 2.76027\n",
"[86]\tvalid_0's poisson: -105.21\tvalid_0's quantile: 2.75344\n",
"[87]\tvalid_0's poisson: -105.234\tvalid_0's quantile: 2.75147\n",
"[88]\tvalid_0's poisson: -105.25\tvalid_0's quantile: 2.7484\n",
"[89]\tvalid_0's poisson: -105.276\tvalid_0's quantile: 2.7435\n",
"[90]\tvalid_0's poisson: -105.29\tvalid_0's quantile: 2.74235\n",
"[91]\tvalid_0's poisson: -105.309\tvalid_0's quantile: 2.73992\n",
"[92]\tvalid_0's poisson: -105.328\tvalid_0's quantile: 2.73787\n",
"[93]\tvalid_0's poisson: -105.342\tvalid_0's quantile: 2.73607\n",
"[94]\tvalid_0's poisson: -105.357\tvalid_0's quantile: 2.7343\n",
"[95]\tvalid_0's poisson: -105.353\tvalid_0's quantile: 2.73324\n",
"[96]\tvalid_0's poisson: -105.364\tvalid_0's quantile: 2.72915\n",
"[97]\tvalid_0's poisson: -105.38\tvalid_0's quantile: 2.72714\n",
"[98]\tvalid_0's poisson: -105.395\tvalid_0's quantile: 2.7249\n",
"[99]\tvalid_0's poisson: -105.408\tvalid_0's quantile: 2.72387\n",
"[100]\tvalid_0's poisson: -105.418\tvalid_0's quantile: 2.71902\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.7199\tvalid_0's quantile: 10.9527\n",
"[2]\tvalid_0's poisson: -67.0478\tvalid_0's quantile: 10.2931\n",
"[3]\tvalid_0's poisson: -69.2048\tvalid_0's quantile: 9.71178\n",
"[4]\tvalid_0's poisson: -71.0867\tvalid_0's quantile: 9.20138\n",
"[5]\tvalid_0's poisson: -72.7445\tvalid_0's quantile: 8.73883\n",
"[6]\tvalid_0's poisson: -74.532\tvalid_0's quantile: 8.28234\n",
"[7]\tvalid_0's poisson: -76.2252\tvalid_0's quantile: 7.87886\n",
"[8]\tvalid_0's poisson: -77.7688\tvalid_0's quantile: 7.51576\n",
"[9]\tvalid_0's poisson: -79.2852\tvalid_0's quantile: 7.1745\n",
"[10]\tvalid_0's poisson: -80.7032\tvalid_0's quantile: 6.85896\n",
"[11]\tvalid_0's poisson: -82.0222\tvalid_0's quantile: 6.56954\n",
"[12]\tvalid_0's poisson: -83.2827\tvalid_0's quantile: 6.31103\n",
"[13]\tvalid_0's poisson: -84.4331\tvalid_0's quantile: 6.07779\n",
"[14]\tvalid_0's poisson: -85.5151\tvalid_0's quantile: 5.86445\n",
"[15]\tvalid_0's poisson: -86.5171\tvalid_0's quantile: 5.67505\n",
"[16]\tvalid_0's poisson: -87.4569\tvalid_0's quantile: 5.49166\n",
"[17]\tvalid_0's poisson: -88.4259\tvalid_0's quantile: 5.3169\n",
"[18]\tvalid_0's poisson: -89.331\tvalid_0's quantile: 5.15729\n",
"[19]\tvalid_0's poisson: -90.178\tvalid_0's quantile: 5.00895\n",
"[20]\tvalid_0's poisson: -90.9841\tvalid_0's quantile: 4.87705\n",
"[21]\tvalid_0's poisson: -91.7275\tvalid_0's quantile: 4.74457\n",
"[22]\tvalid_0's poisson: -92.4262\tvalid_0's quantile: 4.62848\n",
"[23]\tvalid_0's poisson: -93.0822\tvalid_0's quantile: 4.52021\n",
"[24]\tvalid_0's poisson: -93.7178\tvalid_0's quantile: 4.41865\n",
"[25]\tvalid_0's poisson: -94.3208\tvalid_0's quantile: 4.31983\n",
"[26]\tvalid_0's poisson: -94.8906\tvalid_0's quantile: 4.2267\n",
"[27]\tvalid_0's poisson: -95.432\tvalid_0's quantile: 4.14486\n",
"[28]\tvalid_0's poisson: -95.9365\tvalid_0's quantile: 4.06486\n",
"[29]\tvalid_0's poisson: -96.4515\tvalid_0's quantile: 3.98627\n",
"[30]\tvalid_0's poisson: -96.9312\tvalid_0's quantile: 3.91588\n",
"[31]\tvalid_0's poisson: -97.377\tvalid_0's quantile: 3.84648\n",
"[32]\tvalid_0's poisson: -97.8191\tvalid_0's quantile: 3.78253\n",
"[33]\tvalid_0's poisson: -98.2303\tvalid_0's quantile: 3.7232\n",
"[34]\tvalid_0's poisson: -98.6232\tvalid_0's quantile: 3.67014\n",
"[35]\tvalid_0's poisson: -98.9852\tvalid_0's quantile: 3.62145\n",
"[36]\tvalid_0's poisson: -99.3472\tvalid_0's quantile: 3.57187\n",
"[37]\tvalid_0's poisson: -99.6678\tvalid_0's quantile: 3.52555\n",
"[38]\tvalid_0's poisson: -99.9779\tvalid_0's quantile: 3.48409\n",
"[39]\tvalid_0's poisson: -100.277\tvalid_0's quantile: 3.44496\n",
"[40]\tvalid_0's poisson: -100.568\tvalid_0's quantile: 3.40195\n",
"[41]\tvalid_0's poisson: -100.837\tvalid_0's quantile: 3.36337\n",
"[42]\tvalid_0's poisson: -101.071\tvalid_0's quantile: 3.3324\n",
"[43]\tvalid_0's poisson: -101.297\tvalid_0's quantile: 3.30347\n",
"[44]\tvalid_0's poisson: -101.521\tvalid_0's quantile: 3.26386\n",
"[45]\tvalid_0's poisson: -101.727\tvalid_0's quantile: 3.23642\n",
"[46]\tvalid_0's poisson: -101.922\tvalid_0's quantile: 3.20991\n",
"[47]\tvalid_0's poisson: -102.094\tvalid_0's quantile: 3.18643\n",
"[48]\tvalid_0's poisson: -102.267\tvalid_0's quantile: 3.16141\n",
"[49]\tvalid_0's poisson: -102.434\tvalid_0's quantile: 3.13864\n",
"[50]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.11377\n",
"[51]\tvalid_0's poisson: -102.757\tvalid_0's quantile: 3.08906\n",
"[52]\tvalid_0's poisson: -102.912\tvalid_0's quantile: 3.07164\n",
"[53]\tvalid_0's poisson: -103.052\tvalid_0's quantile: 3.05137\n",
"[54]\tvalid_0's poisson: -103.191\tvalid_0's quantile: 3.03503\n",
"[55]\tvalid_0's poisson: -103.323\tvalid_0's quantile: 3.01575\n",
"[56]\tvalid_0's poisson: -103.446\tvalid_0's quantile: 3.00053\n",
"[57]\tvalid_0's poisson: -103.563\tvalid_0's quantile: 2.98636\n",
"[58]\tvalid_0's poisson: -103.669\tvalid_0's quantile: 2.96987\n",
"[59]\tvalid_0's poisson: -103.775\tvalid_0's quantile: 2.95666\n",
"[60]\tvalid_0's poisson: -103.879\tvalid_0's quantile: 2.94532\n",
"[61]\tvalid_0's poisson: -103.97\tvalid_0's quantile: 2.93563\n",
"[62]\tvalid_0's poisson: -104.055\tvalid_0's quantile: 2.92551\n",
"[63]\tvalid_0's poisson: -104.138\tvalid_0's quantile: 2.90893\n",
"[64]\tvalid_0's poisson: -104.218\tvalid_0's quantile: 2.89938\n",
"[65]\tvalid_0's poisson: -104.293\tvalid_0's quantile: 2.88839\n",
"[66]\tvalid_0's poisson: -104.37\tvalid_0's quantile: 2.87124\n",
"[67]\tvalid_0's poisson: -104.444\tvalid_0's quantile: 2.85642\n",
"[68]\tvalid_0's poisson: -104.503\tvalid_0's quantile: 2.84916\n",
"[69]\tvalid_0's poisson: -104.564\tvalid_0's quantile: 2.84257\n",
"[70]\tvalid_0's poisson: -104.618\tvalid_0's quantile: 2.83421\n",
"[71]\tvalid_0's poisson: -104.677\tvalid_0's quantile: 2.82401\n",
"[72]\tvalid_0's poisson: -104.73\tvalid_0's quantile: 2.81439\n",
"[73]\tvalid_0's poisson: -104.781\tvalid_0's quantile: 2.80715\n",
"[74]\tvalid_0's poisson: -104.822\tvalid_0's quantile: 2.80117\n",
"[75]\tvalid_0's poisson: -104.863\tvalid_0's quantile: 2.7966\n",
"[76]\tvalid_0's poisson: -104.894\tvalid_0's quantile: 2.7919\n",
"[77]\tvalid_0's poisson: -104.926\tvalid_0's quantile: 2.78767\n",
"[78]\tvalid_0's poisson: -104.959\tvalid_0's quantile: 2.78405\n",
"[79]\tvalid_0's poisson: -104.99\tvalid_0's quantile: 2.78175\n",
"[80]\tvalid_0's poisson: -105.016\tvalid_0's quantile: 2.77946\n",
"[81]\tvalid_0's poisson: -105.044\tvalid_0's quantile: 2.77683\n",
"[82]\tvalid_0's poisson: -105.069\tvalid_0's quantile: 2.7722\n",
"[83]\tvalid_0's poisson: -105.1\tvalid_0's quantile: 2.76936\n",
"[84]\tvalid_0's poisson: -105.128\tvalid_0's quantile: 2.76659\n",
"[85]\tvalid_0's poisson: -105.155\tvalid_0's quantile: 2.76373\n",
"[86]\tvalid_0's poisson: -105.182\tvalid_0's quantile: 2.75748\n",
"[87]\tvalid_0's poisson: -105.207\tvalid_0's quantile: 2.75482\n",
"[88]\tvalid_0's poisson: -105.231\tvalid_0's quantile: 2.74204\n",
"[89]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.73912\n",
"[90]\tvalid_0's poisson: -105.28\tvalid_0's quantile: 2.73752\n",
"[91]\tvalid_0's poisson: -105.302\tvalid_0's quantile: 2.73459\n",
"[92]\tvalid_0's poisson: -105.323\tvalid_0's quantile: 2.73263\n",
"[93]\tvalid_0's poisson: -105.344\tvalid_0's quantile: 2.73079\n",
"[94]\tvalid_0's poisson: -105.362\tvalid_0's quantile: 2.7286\n",
"[95]\tvalid_0's poisson: -105.384\tvalid_0's quantile: 2.72631\n",
"[96]\tvalid_0's poisson: -105.403\tvalid_0's quantile: 2.72449\n",
"[97]\tvalid_0's poisson: -105.422\tvalid_0's quantile: 2.72259\n",
"[98]\tvalid_0's poisson: -105.441\tvalid_0's quantile: 2.72096\n",
"[99]\tvalid_0's poisson: -105.457\tvalid_0's quantile: 2.7195\n",
"[100]\tvalid_0's poisson: -105.472\tvalid_0's quantile: 2.71684\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=10, learning_rate=0.0625, max_depth=6; total time= 0.1s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6214\tvalid_0's quantile: 11.5532\n",
"[2]\tvalid_0's poisson: -63.123\tvalid_0's quantile: 11.4057\n",
"[3]\tvalid_0's poisson: -63.6132\tvalid_0's quantile: 11.2609\n",
"[4]\tvalid_0's poisson: -64.0906\tvalid_0's quantile: 11.121\n",
"[5]\tvalid_0's poisson: -64.5618\tvalid_0's quantile: 10.984\n",
"[6]\tvalid_0's poisson: -65.0208\tvalid_0's quantile: 10.8509\n",
"[7]\tvalid_0's poisson: -65.4541\tvalid_0's quantile: 10.7248\n",
"[8]\tvalid_0's poisson: -65.8726\tvalid_0's quantile: 10.6026\n",
"[9]\tvalid_0's poisson: -66.2919\tvalid_0's quantile: 10.4823\n",
"[10]\tvalid_0's poisson: -66.7154\tvalid_0's quantile: 10.3645\n",
"[11]\tvalid_0's poisson: -67.1322\tvalid_0's quantile: 10.2509\n",
"[12]\tvalid_0's poisson: -67.5225\tvalid_0's quantile: 10.1426\n",
"[13]\tvalid_0's poisson: -67.8689\tvalid_0's quantile: 10.0411\n",
"[14]\tvalid_0's poisson: -68.2581\tvalid_0's quantile: 9.93583\n",
"[15]\tvalid_0's poisson: -68.6838\tvalid_0's quantile: 9.82168\n",
"[16]\tvalid_0's poisson: -69.0606\tvalid_0's quantile: 9.72164\n",
"[17]\tvalid_0's poisson: -69.4259\tvalid_0's quantile: 9.62497\n",
"[18]\tvalid_0's poisson: -69.826\tvalid_0's quantile: 9.51877\n",
"[19]\tvalid_0's poisson: -70.2123\tvalid_0's quantile: 9.4169\n",
"[20]\tvalid_0's poisson: -70.5953\tvalid_0's quantile: 9.31752\n",
"[21]\tvalid_0's poisson: -70.9724\tvalid_0's quantile: 9.22021\n",
"[22]\tvalid_0's poisson: -71.3732\tvalid_0's quantile: 9.12237\n",
"[23]\tvalid_0's poisson: -71.7695\tvalid_0's quantile: 9.02596\n",
"[24]\tvalid_0's poisson: -72.1755\tvalid_0's quantile: 8.92981\n",
"[25]\tvalid_0's poisson: -72.572\tvalid_0's quantile: 8.83591\n",
"[26]\tvalid_0's poisson: -72.9618\tvalid_0's quantile: 8.74154\n",
"[27]\tvalid_0's poisson: -73.3307\tvalid_0's quantile: 8.65346\n",
"[28]\tvalid_0's poisson: -73.7063\tvalid_0's quantile: 8.56288\n",
"[29]\tvalid_0's poisson: -74.0739\tvalid_0's quantile: 8.47503\n",
"[30]\tvalid_0's poisson: -74.44\tvalid_0's quantile: 8.38997\n",
"[31]\tvalid_0's poisson: -74.7943\tvalid_0's quantile: 8.30512\n",
"[32]\tvalid_0's poisson: -75.1412\tvalid_0's quantile: 8.22317\n",
"[33]\tvalid_0's poisson: -75.4809\tvalid_0's quantile: 8.14314\n",
"[34]\tvalid_0's poisson: -75.7992\tvalid_0's quantile: 8.06445\n",
"[35]\tvalid_0's poisson: -76.1109\tvalid_0's quantile: 7.98736\n",
"[36]\tvalid_0's poisson: -76.4161\tvalid_0's quantile: 7.91216\n",
"[37]\tvalid_0's poisson: -76.7394\tvalid_0's quantile: 7.8367\n",
"[38]\tvalid_0's poisson: -77.034\tvalid_0's quantile: 7.76461\n",
"[39]\tvalid_0's poisson: -77.3227\tvalid_0's quantile: 7.69409\n",
"[40]\tvalid_0's poisson: -77.6054\tvalid_0's quantile: 7.62484\n",
"[41]\tvalid_0's poisson: -77.8824\tvalid_0's quantile: 7.55805\n",
"[42]\tvalid_0's poisson: -78.1538\tvalid_0's quantile: 7.49276\n",
"[43]\tvalid_0's poisson: -78.4589\tvalid_0's quantile: 7.42886\n",
"[44]\tvalid_0's poisson: -78.758\tvalid_0's quantile: 7.36701\n",
"[45]\tvalid_0's poisson: -79.064\tvalid_0's quantile: 7.29944\n",
"[46]\tvalid_0's poisson: -79.3641\tvalid_0's quantile: 7.23334\n",
"[47]\tvalid_0's poisson: -79.6203\tvalid_0's quantile: 7.17398\n",
"[48]\tvalid_0's poisson: -79.8714\tvalid_0's quantile: 7.11645\n",
"[49]\tvalid_0's poisson: -80.159\tvalid_0's quantile: 7.05476\n",
"[50]\tvalid_0's poisson: -80.4396\tvalid_0's quantile: 6.99487\n",
"[51]\tvalid_0's poisson: -80.7131\tvalid_0's quantile: 6.94391\n",
"[52]\tvalid_0's poisson: -80.9823\tvalid_0's quantile: 6.89509\n",
"[53]\tvalid_0's poisson: -81.2518\tvalid_0's quantile: 6.83743\n",
"[54]\tvalid_0's poisson: -81.516\tvalid_0's quantile: 6.78107\n",
"[55]\tvalid_0's poisson: -81.7752\tvalid_0's quantile: 6.72626\n",
"[56]\tvalid_0's poisson: -82.0294\tvalid_0's quantile: 6.67384\n",
"[57]\tvalid_0's poisson: -82.2787\tvalid_0's quantile: 6.62359\n",
"[58]\tvalid_0's poisson: -82.5246\tvalid_0's quantile: 6.57465\n",
"[59]\tvalid_0's poisson: -82.7658\tvalid_0's quantile: 6.52674\n",
"[60]\tvalid_0's poisson: -83.0112\tvalid_0's quantile: 6.48488\n",
"[61]\tvalid_0's poisson: -83.2231\tvalid_0's quantile: 6.44091\n",
"[62]\tvalid_0's poisson: -83.4832\tvalid_0's quantile: 6.39844\n",
"[63]\tvalid_0's poisson: -83.7318\tvalid_0's quantile: 6.35155\n",
"[64]\tvalid_0's poisson: -83.9756\tvalid_0's quantile: 6.30587\n",
"[65]\tvalid_0's poisson: -84.2219\tvalid_0's quantile: 6.26691\n",
"[66]\tvalid_0's poisson: -84.4381\tvalid_0's quantile: 6.22497\n",
"[67]\tvalid_0's poisson: -84.6708\tvalid_0's quantile: 6.18145\n",
"[68]\tvalid_0's poisson: -84.8992\tvalid_0's quantile: 6.13904\n",
"[69]\tvalid_0's poisson: -85.1423\tvalid_0's quantile: 6.10252\n",
"[70]\tvalid_0's poisson: -85.3724\tvalid_0's quantile: 6.06591\n",
"[71]\tvalid_0's poisson: -85.6066\tvalid_0's quantile: 6.03064\n",
"[72]\tvalid_0's poisson: -85.804\tvalid_0's quantile: 5.99269\n",
"[73]\tvalid_0's poisson: -86.0315\tvalid_0's quantile: 5.95872\n",
"[74]\tvalid_0's poisson: -86.2225\tvalid_0's quantile: 5.92218\n",
"[75]\tvalid_0's poisson: -86.4284\tvalid_0's quantile: 5.88513\n",
"[76]\tvalid_0's poisson: -86.6508\tvalid_0's quantile: 5.85268\n",
"[77]\tvalid_0's poisson: -86.8608\tvalid_0's quantile: 5.82007\n",
"[78]\tvalid_0's poisson: -87.0592\tvalid_0's quantile: 5.78451\n",
"[79]\tvalid_0's poisson: -87.2673\tvalid_0's quantile: 5.75399\n",
"[80]\tvalid_0's poisson: -87.443\tvalid_0's quantile: 5.72052\n",
"[81]\tvalid_0's poisson: -87.6398\tvalid_0's quantile: 5.68906\n",
"[82]\tvalid_0's poisson: -87.8072\tvalid_0's quantile: 5.65669\n",
"[83]\tvalid_0's poisson: -87.9988\tvalid_0's quantile: 5.62713\n",
"[84]\tvalid_0's poisson: -88.1782\tvalid_0's quantile: 5.59663\n",
"[85]\tvalid_0's poisson: -88.3642\tvalid_0's quantile: 5.56436\n",
"[86]\tvalid_0's poisson: -88.5464\tvalid_0's quantile: 5.53205\n",
"[87]\tvalid_0's poisson: -88.7337\tvalid_0's quantile: 5.50457\n",
"[88]\tvalid_0's poisson: -88.8998\tvalid_0's quantile: 5.474\n",
"[89]\tvalid_0's poisson: -89.071\tvalid_0's quantile: 5.44367\n",
"[90]\tvalid_0's poisson: -89.2411\tvalid_0's quantile: 5.41371\n",
"[91]\tvalid_0's poisson: -89.4195\tvalid_0's quantile: 5.38817\n",
"[92]\tvalid_0's poisson: -89.5804\tvalid_0's quantile: 5.35923\n",
"[93]\tvalid_0's poisson: -89.742\tvalid_0's quantile: 5.33123\n",
"[94]\tvalid_0's poisson: -89.9006\tvalid_0's quantile: 5.30391\n",
"[95]\tvalid_0's poisson: -90.0656\tvalid_0's quantile: 5.28035\n",
"[96]\tvalid_0's poisson: -90.2177\tvalid_0's quantile: 5.25647\n",
"[97]\tvalid_0's poisson: -90.379\tvalid_0's quantile: 5.23377\n",
"[98]\tvalid_0's poisson: -90.5245\tvalid_0's quantile: 5.20849\n",
"[99]\tvalid_0's poisson: -90.679\tvalid_0's quantile: 5.18658\n",
"[100]\tvalid_0's poisson: -90.8231\tvalid_0's quantile: 5.16189\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6293\tvalid_0's quantile: 11.5529\n",
"[2]\tvalid_0's poisson: -63.0843\tvalid_0's quantile: 11.4122\n",
"[3]\tvalid_0's poisson: -63.5934\tvalid_0's quantile: 11.2658\n",
"[4]\tvalid_0's poisson: -64.0889\tvalid_0's quantile: 11.124\n",
"[5]\tvalid_0's poisson: -64.5716\tvalid_0's quantile: 10.9863\n",
"[6]\tvalid_0's poisson: -65.0419\tvalid_0's quantile: 10.8525\n",
"[7]\tvalid_0's poisson: -65.4839\tvalid_0's quantile: 10.7262\n",
"[8]\tvalid_0's poisson: -65.8778\tvalid_0's quantile: 10.6084\n",
"[9]\tvalid_0's poisson: -66.3012\tvalid_0's quantile: 10.4889\n",
"[10]\tvalid_0's poisson: -66.7336\tvalid_0's quantile: 10.3708\n",
"[11]\tvalid_0's poisson: -67.1396\tvalid_0's quantile: 10.2598\n",
"[12]\tvalid_0's poisson: -67.5532\tvalid_0's quantile: 10.149\n",
"[13]\tvalid_0's poisson: -67.9633\tvalid_0's quantile: 10.0402\n",
"[14]\tvalid_0's poisson: -68.362\tvalid_0's quantile: 9.93448\n",
"[15]\tvalid_0's poisson: -68.7907\tvalid_0's quantile: 9.81753\n",
"[16]\tvalid_0's poisson: -69.1657\tvalid_0's quantile: 9.70923\n",
"[17]\tvalid_0's poisson: -69.5746\tvalid_0's quantile: 9.59934\n",
"[18]\tvalid_0's poisson: -69.9738\tvalid_0's quantile: 9.49374\n",
"[19]\tvalid_0's poisson: -70.364\tvalid_0's quantile: 9.39199\n",
"[20]\tvalid_0's poisson: -70.7452\tvalid_0's quantile: 9.29288\n",
"[21]\tvalid_0's poisson: -71.128\tvalid_0's quantile: 9.19366\n",
"[22]\tvalid_0's poisson: -71.502\tvalid_0's quantile: 9.09686\n",
"[23]\tvalid_0's poisson: -71.9141\tvalid_0's quantile: 8.99718\n",
"[24]\tvalid_0's poisson: -72.3224\tvalid_0's quantile: 8.89786\n",
"[25]\tvalid_0's poisson: -72.7222\tvalid_0's quantile: 8.7982\n",
"[26]\tvalid_0's poisson: -73.1132\tvalid_0's quantile: 8.70095\n",
"[27]\tvalid_0's poisson: -73.4956\tvalid_0's quantile: 8.6072\n",
"[28]\tvalid_0's poisson: -73.8698\tvalid_0's quantile: 8.51604\n",
"[29]\tvalid_0's poisson: -74.2337\tvalid_0's quantile: 8.42715\n",
"[30]\tvalid_0's poisson: -74.5899\tvalid_0's quantile: 8.33979\n",
"[31]\tvalid_0's poisson: -74.939\tvalid_0's quantile: 8.25664\n",
"[32]\tvalid_0's poisson: -75.271\tvalid_0's quantile: 8.17978\n",
"[33]\tvalid_0's poisson: -75.6134\tvalid_0's quantile: 8.10537\n",
"[34]\tvalid_0's poisson: -75.953\tvalid_0's quantile: 8.02566\n",
"[35]\tvalid_0's poisson: -76.2533\tvalid_0's quantile: 7.95084\n",
"[36]\tvalid_0's poisson: -76.5804\tvalid_0's quantile: 7.87529\n",
"[37]\tvalid_0's poisson: -76.8929\tvalid_0's quantile: 7.79863\n",
"[38]\tvalid_0's poisson: -77.2103\tvalid_0's quantile: 7.72375\n",
"[39]\tvalid_0's poisson: -77.5194\tvalid_0's quantile: 7.65194\n",
"[40]\tvalid_0's poisson: -77.8162\tvalid_0's quantile: 7.58011\n",
"[41]\tvalid_0's poisson: -78.1203\tvalid_0's quantile: 7.51519\n",
"[42]\tvalid_0's poisson: -78.4073\tvalid_0's quantile: 7.44571\n",
"[43]\tvalid_0's poisson: -78.6728\tvalid_0's quantile: 7.38108\n",
"[44]\tvalid_0's poisson: -78.9262\tvalid_0's quantile: 7.31917\n",
"[45]\tvalid_0's poisson: -79.2225\tvalid_0's quantile: 7.25316\n",
"[46]\tvalid_0's poisson: -79.4918\tvalid_0's quantile: 7.18973\n",
"[47]\tvalid_0's poisson: -79.7556\tvalid_0's quantile: 7.12831\n",
"[48]\tvalid_0's poisson: -80.0141\tvalid_0's quantile: 7.06817\n",
"[49]\tvalid_0's poisson: -80.2979\tvalid_0's quantile: 7.00708\n",
"[50]\tvalid_0's poisson: -80.5679\tvalid_0's quantile: 6.95265\n",
"[51]\tvalid_0's poisson: -80.8412\tvalid_0's quantile: 6.89437\n",
"[52]\tvalid_0's poisson: -81.1093\tvalid_0's quantile: 6.83741\n",
"[53]\tvalid_0's poisson: -81.3823\tvalid_0's quantile: 6.78794\n",
"[54]\tvalid_0's poisson: -81.6399\tvalid_0's quantile: 6.73468\n",
"[55]\tvalid_0's poisson: -81.9051\tvalid_0's quantile: 6.68738\n",
"[56]\tvalid_0's poisson: -82.1549\tvalid_0's quantile: 6.63667\n",
"[57]\tvalid_0's poisson: -82.4184\tvalid_0's quantile: 6.58553\n",
"[58]\tvalid_0's poisson: -82.6607\tvalid_0's quantile: 6.53551\n",
"[59]\tvalid_0's poisson: -82.9292\tvalid_0's quantile: 6.49051\n",
"[60]\tvalid_0's poisson: -83.1626\tvalid_0's quantile: 6.44312\n",
"[61]\tvalid_0's poisson: -83.4326\tvalid_0's quantile: 6.39893\n",
"[62]\tvalid_0's poisson: -83.6802\tvalid_0's quantile: 6.35281\n",
"[63]\tvalid_0's poisson: -83.9232\tvalid_0's quantile: 6.30767\n",
"[64]\tvalid_0's poisson: -84.1679\tvalid_0's quantile: 6.26887\n",
"[65]\tvalid_0's poisson: -84.3995\tvalid_0's quantile: 6.22521\n",
"[66]\tvalid_0's poisson: -84.6267\tvalid_0's quantile: 6.18286\n",
"[67]\tvalid_0's poisson: -84.8368\tvalid_0's quantile: 6.14195\n",
"[68]\tvalid_0's poisson: -85.044\tvalid_0's quantile: 6.10108\n",
"[69]\tvalid_0's poisson: -85.2835\tvalid_0's quantile: 6.06429\n",
"[70]\tvalid_0's poisson: -85.484\tvalid_0's quantile: 6.02543\n",
"[71]\tvalid_0's poisson: -85.7165\tvalid_0's quantile: 5.99088\n",
"[72]\tvalid_0's poisson: -85.9372\tvalid_0's quantile: 5.95531\n",
"[73]\tvalid_0's poisson: -86.1448\tvalid_0's quantile: 5.91873\n",
"[74]\tvalid_0's poisson: -86.3673\tvalid_0's quantile: 5.88406\n",
"[75]\tvalid_0's poisson: -86.552\tvalid_0's quantile: 5.84839\n",
"[76]\tvalid_0's poisson: -86.7673\tvalid_0's quantile: 5.81496\n",
"[77]\tvalid_0's poisson: -86.9837\tvalid_0's quantile: 5.78299\n",
"[78]\tvalid_0's poisson: -87.1964\tvalid_0's quantile: 5.7528\n",
"[79]\tvalid_0's poisson: -87.3847\tvalid_0's quantile: 5.71966\n",
"[80]\tvalid_0's poisson: -87.572\tvalid_0's quantile: 5.68978\n",
"[81]\tvalid_0's poisson: -87.7706\tvalid_0's quantile: 5.66147\n",
"[82]\tvalid_0's poisson: -87.9416\tvalid_0's quantile: 5.63049\n",
"[83]\tvalid_0's poisson: -88.117\tvalid_0's quantile: 5.6005\n",
"[84]\tvalid_0's poisson: -88.3118\tvalid_0's quantile: 5.57272\n",
"[85]\tvalid_0's poisson: -88.4863\tvalid_0's quantile: 5.54254\n",
"[86]\tvalid_0's poisson: -88.6717\tvalid_0's quantile: 5.51544\n",
"[87]\tvalid_0's poisson: -88.8275\tvalid_0's quantile: 5.48452\n",
"[88]\tvalid_0's poisson: -88.9941\tvalid_0's quantile: 5.45572\n",
"[89]\tvalid_0's poisson: -89.1711\tvalid_0's quantile: 5.42992\n",
"[90]\tvalid_0's poisson: -89.3199\tvalid_0's quantile: 5.40031\n",
"[91]\tvalid_0's poisson: -89.4809\tvalid_0's quantile: 5.37216\n",
"[92]\tvalid_0's poisson: -89.6423\tvalid_0's quantile: 5.34421\n",
"[93]\tvalid_0's poisson: -89.8087\tvalid_0's quantile: 5.31624\n",
"[94]\tvalid_0's poisson: -89.9752\tvalid_0's quantile: 5.29139\n",
"[95]\tvalid_0's poisson: -90.1331\tvalid_0's quantile: 5.26445\n",
"[96]\tvalid_0's poisson: -90.2917\tvalid_0's quantile: 5.23874\n",
"[97]\tvalid_0's poisson: -90.4468\tvalid_0's quantile: 5.2153\n",
"[98]\tvalid_0's poisson: -90.5989\tvalid_0's quantile: 5.1924\n",
"[99]\tvalid_0's poisson: -90.7483\tvalid_0's quantile: 5.16991\n",
"[100]\tvalid_0's poisson: -90.8995\tvalid_0's quantile: 5.14753\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.2529\tvalid_0's quantile: 11.5404\n",
"[2]\tvalid_0's poisson: -63.6987\tvalid_0's quantile: 11.3953\n",
"[3]\tvalid_0's poisson: -64.1874\tvalid_0's quantile: 11.2462\n",
"[4]\tvalid_0's poisson: -64.6624\tvalid_0's quantile: 11.1019\n",
"[5]\tvalid_0's poisson: -65.0751\tvalid_0's quantile: 10.9682\n",
"[6]\tvalid_0's poisson: -65.5226\tvalid_0's quantile: 10.833\n",
"[7]\tvalid_0's poisson: -65.9722\tvalid_0's quantile: 10.701\n",
"[8]\tvalid_0's poisson: -66.3967\tvalid_0's quantile: 10.5744\n",
"[9]\tvalid_0's poisson: -66.7738\tvalid_0's quantile: 10.4572\n",
"[10]\tvalid_0's poisson: -67.1781\tvalid_0's quantile: 10.3383\n",
"[11]\tvalid_0's poisson: -67.5771\tvalid_0's quantile: 10.2243\n",
"[12]\tvalid_0's poisson: -67.9742\tvalid_0's quantile: 10.1111\n",
"[13]\tvalid_0's poisson: -68.349\tvalid_0's quantile: 10.0036\n",
"[14]\tvalid_0's poisson: -68.7174\tvalid_0's quantile: 9.89783\n",
"[15]\tvalid_0's poisson: -69.0862\tvalid_0's quantile: 9.79345\n",
"[16]\tvalid_0's poisson: -69.4619\tvalid_0's quantile: 9.69051\n",
"[17]\tvalid_0's poisson: -69.8182\tvalid_0's quantile: 9.59223\n",
"[18]\tvalid_0's poisson: -70.2137\tvalid_0's quantile: 9.48171\n",
"[19]\tvalid_0's poisson: -70.5916\tvalid_0's quantile: 9.37545\n",
"[20]\tvalid_0's poisson: -70.9828\tvalid_0's quantile: 9.27196\n",
"[21]\tvalid_0's poisson: -71.3649\tvalid_0's quantile: 9.17068\n",
"[22]\tvalid_0's poisson: -71.7224\tvalid_0's quantile: 9.07242\n",
"[23]\tvalid_0's poisson: -72.0719\tvalid_0's quantile: 8.98489\n",
"[24]\tvalid_0's poisson: -72.4775\tvalid_0's quantile: 8.88394\n",
"[25]\tvalid_0's poisson: -72.8742\tvalid_0's quantile: 8.78573\n",
"[26]\tvalid_0's poisson: -73.2652\tvalid_0's quantile: 8.69019\n",
"[27]\tvalid_0's poisson: -73.6484\tvalid_0's quantile: 8.59652\n",
"[28]\tvalid_0's poisson: -74.0233\tvalid_0's quantile: 8.50547\n",
"[29]\tvalid_0's poisson: -74.3907\tvalid_0's quantile: 8.41323\n",
"[30]\tvalid_0's poisson: -74.75\tvalid_0's quantile: 8.3232\n",
"[31]\tvalid_0's poisson: -75.1016\tvalid_0's quantile: 8.23521\n",
"[32]\tvalid_0's poisson: -75.442\tvalid_0's quantile: 8.1504\n",
"[33]\tvalid_0's poisson: -75.7819\tvalid_0's quantile: 8.06801\n",
"[34]\tvalid_0's poisson: -76.1098\tvalid_0's quantile: 7.98613\n",
"[35]\tvalid_0's poisson: -76.4359\tvalid_0's quantile: 7.90687\n",
"[36]\tvalid_0's poisson: -76.7534\tvalid_0's quantile: 7.83029\n",
"[37]\tvalid_0's poisson: -77.0724\tvalid_0's quantile: 7.75458\n",
"[38]\tvalid_0's poisson: -77.3538\tvalid_0's quantile: 7.68344\n",
"[39]\tvalid_0's poisson: -77.6562\tvalid_0's quantile: 7.61271\n",
"[40]\tvalid_0's poisson: -77.948\tvalid_0's quantile: 7.54009\n",
"[41]\tvalid_0's poisson: -78.2428\tvalid_0's quantile: 7.47137\n",
"[42]\tvalid_0's poisson: -78.5316\tvalid_0's quantile: 7.4045\n",
"[43]\tvalid_0's poisson: -78.8299\tvalid_0's quantile: 7.33605\n",
"[44]\tvalid_0's poisson: -79.1037\tvalid_0's quantile: 7.2692\n",
"[45]\tvalid_0's poisson: -79.3922\tvalid_0's quantile: 7.20401\n",
"[46]\tvalid_0's poisson: -79.6576\tvalid_0's quantile: 7.14067\n",
"[47]\tvalid_0's poisson: -79.9582\tvalid_0's quantile: 7.08602\n",
"[48]\tvalid_0's poisson: -80.2152\tvalid_0's quantile: 7.02506\n",
"[49]\tvalid_0's poisson: -80.5059\tvalid_0's quantile: 6.97261\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[50]\tvalid_0's poisson: -80.7538\tvalid_0's quantile: 6.91445\n",
"[51]\tvalid_0's poisson: -81.0359\tvalid_0's quantile: 6.86438\n",
"[52]\tvalid_0's poisson: -81.317\tvalid_0's quantile: 6.80525\n",
"[53]\tvalid_0's poisson: -81.5681\tvalid_0's quantile: 6.75132\n",
"[54]\tvalid_0's poisson: -81.8403\tvalid_0's quantile: 6.69684\n",
"[55]\tvalid_0's poisson: -82.1072\tvalid_0's quantile: 6.64383\n",
"[56]\tvalid_0's poisson: -82.3668\tvalid_0's quantile: 6.59195\n",
"[57]\tvalid_0's poisson: -82.6056\tvalid_0's quantile: 6.54263\n",
"[58]\tvalid_0's poisson: -82.8597\tvalid_0's quantile: 6.4925\n",
"[59]\tvalid_0's poisson: -83.1089\tvalid_0's quantile: 6.44407\n",
"[60]\tvalid_0's poisson: -83.3512\tvalid_0's quantile: 6.39718\n",
"[61]\tvalid_0's poisson: -83.6032\tvalid_0's quantile: 6.35447\n",
"[62]\tvalid_0's poisson: -83.8589\tvalid_0's quantile: 6.31247\n",
"[63]\tvalid_0's poisson: -84.1098\tvalid_0's quantile: 6.27136\n",
"[64]\tvalid_0's poisson: -84.3242\tvalid_0's quantile: 6.22843\n",
"[65]\tvalid_0's poisson: -84.551\tvalid_0's quantile: 6.18466\n",
"[66]\tvalid_0's poisson: -84.7928\tvalid_0's quantile: 6.14715\n",
"[67]\tvalid_0's poisson: -84.9951\tvalid_0's quantile: 6.10727\n",
"[68]\tvalid_0's poisson: -85.2286\tvalid_0's quantile: 6.07081\n",
"[69]\tvalid_0's poisson: -85.4259\tvalid_0's quantile: 6.03184\n",
"[70]\tvalid_0's poisson: -85.6194\tvalid_0's quantile: 5.99398\n",
"[71]\tvalid_0's poisson: -85.8424\tvalid_0's quantile: 5.95936\n",
"[72]\tvalid_0's poisson: -86.0299\tvalid_0's quantile: 5.92287\n",
"[73]\tvalid_0's poisson: -86.2248\tvalid_0's quantile: 5.88562\n",
"[74]\tvalid_0's poisson: -86.4232\tvalid_0's quantile: 5.84859\n",
"[75]\tvalid_0's poisson: -86.6342\tvalid_0's quantile: 5.81649\n",
"[76]\tvalid_0's poisson: -86.8184\tvalid_0's quantile: 5.78382\n",
"[77]\tvalid_0's poisson: -87.0082\tvalid_0's quantile: 5.74888\n",
"[78]\tvalid_0's poisson: -87.2098\tvalid_0's quantile: 5.71803\n",
"[79]\tvalid_0's poisson: -87.3924\tvalid_0's quantile: 5.68473\n",
"[80]\tvalid_0's poisson: -87.5904\tvalid_0's quantile: 5.65489\n",
"[81]\tvalid_0's poisson: -87.7525\tvalid_0's quantile: 5.62383\n",
"[82]\tvalid_0's poisson: -87.9417\tvalid_0's quantile: 5.59425\n",
"[83]\tvalid_0's poisson: -88.1209\tvalid_0's quantile: 5.56202\n",
"[84]\tvalid_0's poisson: -88.276\tvalid_0's quantile: 5.5323\n",
"[85]\tvalid_0's poisson: -88.4282\tvalid_0's quantile: 5.50359\n",
"[86]\tvalid_0's poisson: -88.5876\tvalid_0's quantile: 5.47543\n",
"[87]\tvalid_0's poisson: -88.766\tvalid_0's quantile: 5.44819\n",
"[88]\tvalid_0's poisson: -88.9428\tvalid_0's quantile: 5.41596\n",
"[89]\tvalid_0's poisson: -89.1083\tvalid_0's quantile: 5.38726\n",
"[90]\tvalid_0's poisson: -89.2764\tvalid_0's quantile: 5.36176\n",
"[91]\tvalid_0's poisson: -89.4361\tvalid_0's quantile: 5.33415\n",
"[92]\tvalid_0's poisson: -89.5883\tvalid_0's quantile: 5.30761\n",
"[93]\tvalid_0's poisson: -89.7431\tvalid_0's quantile: 5.28094\n",
"[94]\tvalid_0's poisson: -89.9122\tvalid_0's quantile: 5.25737\n",
"[95]\tvalid_0's poisson: -90.0611\tvalid_0's quantile: 5.23255\n",
"[96]\tvalid_0's poisson: -90.2038\tvalid_0's quantile: 5.2078\n",
"[97]\tvalid_0's poisson: -90.3617\tvalid_0's quantile: 5.18471\n",
"[98]\tvalid_0's poisson: -90.521\tvalid_0's quantile: 5.16257\n",
"[99]\tvalid_0's poisson: -90.6569\tvalid_0's quantile: 5.13856\n",
"[100]\tvalid_0's poisson: -90.8074\tvalid_0's quantile: 5.1163\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.9306\tvalid_0's quantile: 11.5282\n",
"[2]\tvalid_0's poisson: -64.425\tvalid_0's quantile: 11.3784\n",
"[3]\tvalid_0's poisson: -64.9055\tvalid_0's quantile: 11.2321\n",
"[4]\tvalid_0's poisson: -65.3265\tvalid_0's quantile: 11.096\n",
"[5]\tvalid_0's poisson: -65.7823\tvalid_0's quantile: 10.9577\n",
"[6]\tvalid_0's poisson: -66.2342\tvalid_0's quantile: 10.8228\n",
"[7]\tvalid_0's poisson: -66.6742\tvalid_0's quantile: 10.6919\n",
"[8]\tvalid_0's poisson: -67.095\tvalid_0's quantile: 10.5664\n",
"[9]\tvalid_0's poisson: -67.5161\tvalid_0's quantile: 10.4436\n",
"[10]\tvalid_0's poisson: -67.8852\tvalid_0's quantile: 10.3301\n",
"[11]\tvalid_0's poisson: -68.2832\tvalid_0's quantile: 10.2152\n",
"[12]\tvalid_0's poisson: -68.675\tvalid_0's quantile: 10.1048\n",
"[13]\tvalid_0's poisson: -69.0573\tvalid_0's quantile: 9.99722\n",
"[14]\tvalid_0's poisson: -69.4305\tvalid_0's quantile: 9.89254\n",
"[15]\tvalid_0's poisson: -69.7949\tvalid_0's quantile: 9.79078\n",
"[16]\tvalid_0's poisson: -70.1124\tvalid_0's quantile: 9.69637\n",
"[17]\tvalid_0's poisson: -70.4647\tvalid_0's quantile: 9.5897\n",
"[18]\tvalid_0's poisson: -70.8287\tvalid_0's quantile: 9.48241\n",
"[19]\tvalid_0's poisson: -71.1883\tvalid_0's quantile: 9.37778\n",
"[20]\tvalid_0's poisson: -71.6085\tvalid_0's quantile: 9.27051\n",
"[21]\tvalid_0's poisson: -72.0026\tvalid_0's quantile: 9.16795\n",
"[22]\tvalid_0's poisson: -72.4063\tvalid_0's quantile: 9.06508\n",
"[23]\tvalid_0's poisson: -72.8009\tvalid_0's quantile: 8.96456\n",
"[24]\tvalid_0's poisson: -73.1868\tvalid_0's quantile: 8.86681\n",
"[25]\tvalid_0's poisson: -73.5572\tvalid_0's quantile: 8.77296\n",
"[26]\tvalid_0's poisson: -73.9194\tvalid_0's quantile: 8.68153\n",
"[27]\tvalid_0's poisson: -74.2873\tvalid_0's quantile: 8.59798\n",
"[28]\tvalid_0's poisson: -74.6455\tvalid_0's quantile: 8.51686\n",
"[29]\tvalid_0's poisson: -74.9927\tvalid_0's quantile: 8.42985\n",
"[30]\tvalid_0's poisson: -75.331\tvalid_0's quantile: 8.34478\n",
"[31]\tvalid_0's poisson: -75.6626\tvalid_0's quantile: 8.26\n",
"[32]\tvalid_0's poisson: -75.987\tvalid_0's quantile: 8.17708\n",
"[33]\tvalid_0's poisson: -76.3043\tvalid_0's quantile: 8.09561\n",
"[34]\tvalid_0's poisson: -76.6148\tvalid_0's quantile: 8.01653\n",
"[35]\tvalid_0's poisson: -76.9411\tvalid_0's quantile: 7.94428\n",
"[36]\tvalid_0's poisson: -77.2602\tvalid_0's quantile: 7.87372\n",
"[37]\tvalid_0's poisson: -77.5597\tvalid_0's quantile: 7.79937\n",
"[38]\tvalid_0's poisson: -77.8687\tvalid_0's quantile: 7.73057\n",
"[39]\tvalid_0's poisson: -78.1714\tvalid_0's quantile: 7.66351\n",
"[40]\tvalid_0's poisson: -78.4762\tvalid_0's quantile: 7.58987\n",
"[41]\tvalid_0's poisson: -78.7593\tvalid_0's quantile: 7.52094\n",
"[42]\tvalid_0's poisson: -79.0358\tvalid_0's quantile: 7.45265\n",
"[43]\tvalid_0's poisson: -79.3247\tvalid_0's quantile: 7.38332\n",
"[44]\tvalid_0's poisson: -79.6078\tvalid_0's quantile: 7.31548\n",
"[45]\tvalid_0's poisson: -79.8902\tvalid_0's quantile: 7.24907\n",
"[46]\tvalid_0's poisson: -80.1488\tvalid_0's quantile: 7.18528\n",
"[47]\tvalid_0's poisson: -80.4172\tvalid_0's quantile: 7.12179\n",
"[48]\tvalid_0's poisson: -80.6678\tvalid_0's quantile: 7.06057\n",
"[49]\tvalid_0's poisson: -80.9289\tvalid_0's quantile: 7.00591\n",
"[50]\tvalid_0's poisson: -81.1895\tvalid_0's quantile: 6.94625\n",
"[51]\tvalid_0's poisson: -81.4451\tvalid_0's quantile: 6.8884\n",
"[52]\tvalid_0's poisson: -81.6948\tvalid_0's quantile: 6.83259\n",
"[53]\tvalid_0's poisson: -81.9397\tvalid_0's quantile: 6.77895\n",
"[54]\tvalid_0's poisson: -82.1797\tvalid_0's quantile: 6.72784\n",
"[55]\tvalid_0's poisson: -82.4159\tvalid_0's quantile: 6.67786\n",
"[56]\tvalid_0's poisson: -82.6668\tvalid_0's quantile: 6.6276\n",
"[57]\tvalid_0's poisson: -82.9038\tvalid_0's quantile: 6.5777\n",
"[58]\tvalid_0's poisson: -83.1326\tvalid_0's quantile: 6.53\n",
"[59]\tvalid_0's poisson: -83.3618\tvalid_0's quantile: 6.48263\n",
"[60]\tvalid_0's poisson: -83.6196\tvalid_0's quantile: 6.43979\n",
"[61]\tvalid_0's poisson: -83.8398\tvalid_0's quantile: 6.39429\n",
"[62]\tvalid_0's poisson: -84.0556\tvalid_0's quantile: 6.34996\n",
"[63]\tvalid_0's poisson: -84.3029\tvalid_0's quantile: 6.30923\n",
"[64]\tvalid_0's poisson: -84.5403\tvalid_0's quantile: 6.26828\n",
"[65]\tvalid_0's poisson: -84.7796\tvalid_0's quantile: 6.22957\n",
"[66]\tvalid_0's poisson: -84.9822\tvalid_0's quantile: 6.18809\n",
"[67]\tvalid_0's poisson: -85.2141\tvalid_0's quantile: 6.15065\n",
"[68]\tvalid_0's poisson: -85.4089\tvalid_0's quantile: 6.11104\n",
"[69]\tvalid_0's poisson: -85.5999\tvalid_0's quantile: 6.07258\n",
"[70]\tvalid_0's poisson: -85.8271\tvalid_0's quantile: 6.03664\n",
"[71]\tvalid_0's poisson: -86.0432\tvalid_0's quantile: 5.99811\n",
"[72]\tvalid_0's poisson: -86.2266\tvalid_0's quantile: 5.96165\n",
"[73]\tvalid_0's poisson: -86.4463\tvalid_0's quantile: 5.92737\n",
"[74]\tvalid_0's poisson: -86.6308\tvalid_0's quantile: 5.89245\n",
"[75]\tvalid_0's poisson: -86.8434\tvalid_0's quantile: 5.85923\n",
"[76]\tvalid_0's poisson: -87.0342\tvalid_0's quantile: 5.8233\n",
"[77]\tvalid_0's poisson: -87.2213\tvalid_0's quantile: 5.78816\n",
"[78]\tvalid_0's poisson: -87.4246\tvalid_0's quantile: 5.75661\n",
"[79]\tvalid_0's poisson: -87.5932\tvalid_0's quantile: 5.72437\n",
"[80]\tvalid_0's poisson: -87.7585\tvalid_0's quantile: 5.69299\n",
"[81]\tvalid_0's poisson: -87.9251\tvalid_0's quantile: 5.66155\n",
"[82]\tvalid_0's poisson: -88.0822\tvalid_0's quantile: 5.63113\n",
"[83]\tvalid_0's poisson: -88.2683\tvalid_0's quantile: 5.60047\n",
"[84]\tvalid_0's poisson: -88.451\tvalid_0's quantile: 5.57043\n",
"[85]\tvalid_0's poisson: -88.6277\tvalid_0's quantile: 5.54008\n",
"[86]\tvalid_0's poisson: -88.804\tvalid_0's quantile: 5.5115\n",
"[87]\tvalid_0's poisson: -88.9727\tvalid_0's quantile: 5.48528\n",
"[88]\tvalid_0's poisson: -89.1361\tvalid_0's quantile: 5.45605\n",
"[89]\tvalid_0's poisson: -89.3051\tvalid_0's quantile: 5.42937\n",
"[90]\tvalid_0's poisson: -89.4678\tvalid_0's quantile: 5.40114\n",
"[91]\tvalid_0's poisson: -89.6274\tvalid_0's quantile: 5.37338\n",
"[92]\tvalid_0's poisson: -89.7703\tvalid_0's quantile: 5.34748\n",
"[93]\tvalid_0's poisson: -89.9197\tvalid_0's quantile: 5.32106\n",
"[94]\tvalid_0's poisson: -90.059\tvalid_0's quantile: 5.29562\n",
"[95]\tvalid_0's poisson: -90.2202\tvalid_0's quantile: 5.27066\n",
"[96]\tvalid_0's poisson: -90.3753\tvalid_0's quantile: 5.2464\n",
"[97]\tvalid_0's poisson: -90.5256\tvalid_0's quantile: 5.2182\n",
"[98]\tvalid_0's poisson: -90.6731\tvalid_0's quantile: 5.19046\n",
"[99]\tvalid_0's poisson: -90.8077\tvalid_0's quantile: 5.16659\n",
"[100]\tvalid_0's poisson: -90.9504\tvalid_0's quantile: 5.13917\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6169\tvalid_0's quantile: 11.5534\n",
"[2]\tvalid_0's poisson: -63.0597\tvalid_0's quantile: 11.4132\n",
"[3]\tvalid_0's poisson: -63.4898\tvalid_0's quantile: 11.2763\n",
"[4]\tvalid_0's poisson: -63.9078\tvalid_0's quantile: 11.144\n",
"[5]\tvalid_0's poisson: -64.3204\tvalid_0's quantile: 11.0155\n",
"[6]\tvalid_0's poisson: -64.716\tvalid_0's quantile: 10.8911\n",
"[7]\tvalid_0's poisson: -65.1009\tvalid_0's quantile: 10.7712\n",
"[8]\tvalid_0's poisson: -65.4818\tvalid_0's quantile: 10.6546\n",
"[9]\tvalid_0's poisson: -65.9262\tvalid_0's quantile: 10.5319\n",
"[10]\tvalid_0's poisson: -66.3619\tvalid_0's quantile: 10.4134\n",
"[11]\tvalid_0's poisson: -66.7827\tvalid_0's quantile: 10.2995\n",
"[12]\tvalid_0's poisson: -67.1982\tvalid_0's quantile: 10.1883\n",
"[13]\tvalid_0's poisson: -67.6416\tvalid_0's quantile: 10.0662\n",
"[14]\tvalid_0's poisson: -68.0798\tvalid_0's quantile: 9.94691\n",
"[15]\tvalid_0's poisson: -68.5073\tvalid_0's quantile: 9.83095\n",
"[16]\tvalid_0's poisson: -68.9116\tvalid_0's quantile: 9.71844\n",
"[17]\tvalid_0's poisson: -69.3068\tvalid_0's quantile: 9.60974\n",
"[18]\tvalid_0's poisson: -69.6976\tvalid_0's quantile: 9.50312\n",
"[19]\tvalid_0's poisson: -70.0436\tvalid_0's quantile: 9.40673\n",
"[20]\tvalid_0's poisson: -70.3876\tvalid_0's quantile: 9.31163\n",
"[21]\tvalid_0's poisson: -70.7776\tvalid_0's quantile: 9.21103\n",
"[22]\tvalid_0's poisson: -71.1389\tvalid_0's quantile: 9.12311\n",
"[23]\tvalid_0's poisson: -71.5295\tvalid_0's quantile: 9.02564\n",
"[24]\tvalid_0's poisson: -71.9278\tvalid_0's quantile: 8.92908\n",
"[25]\tvalid_0's poisson: -72.2696\tvalid_0's quantile: 8.84606\n",
"[26]\tvalid_0's poisson: -72.6534\tvalid_0's quantile: 8.75358\n",
"[27]\tvalid_0's poisson: -73.0374\tvalid_0's quantile: 8.67063\n",
"[28]\tvalid_0's poisson: -73.4097\tvalid_0's quantile: 8.58093\n",
"[29]\tvalid_0's poisson: -73.7741\tvalid_0's quantile: 8.4932\n",
"[30]\tvalid_0's poisson: -74.1152\tvalid_0's quantile: 8.41664\n",
"[31]\tvalid_0's poisson: -74.465\tvalid_0's quantile: 8.33238\n",
"[32]\tvalid_0's poisson: -74.8075\tvalid_0's quantile: 8.2499\n",
"[33]\tvalid_0's poisson: -75.1427\tvalid_0's quantile: 8.16961\n",
"[34]\tvalid_0's poisson: -75.4831\tvalid_0's quantile: 8.09797\n",
"[35]\tvalid_0's poisson: -75.8092\tvalid_0's quantile: 8.02042\n",
"[36]\tvalid_0's poisson: -76.1453\tvalid_0's quantile: 7.94896\n",
"[37]\tvalid_0's poisson: -76.4762\tvalid_0's quantile: 7.87166\n",
"[38]\tvalid_0's poisson: -76.7533\tvalid_0's quantile: 7.80097\n",
"[39]\tvalid_0's poisson: -77.074\tvalid_0's quantile: 7.73459\n",
"[40]\tvalid_0's poisson: -77.3831\tvalid_0's quantile: 7.66239\n",
"[41]\tvalid_0's poisson: -77.678\tvalid_0's quantile: 7.59309\n",
"[42]\tvalid_0's poisson: -77.9759\tvalid_0's quantile: 7.52372\n",
"[43]\tvalid_0's poisson: -78.2671\tvalid_0's quantile: 7.46432\n",
"[44]\tvalid_0's poisson: -78.5278\tvalid_0's quantile: 7.4021\n",
"[45]\tvalid_0's poisson: -78.7913\tvalid_0's quantile: 7.3397\n",
"[46]\tvalid_0's poisson: -79.0737\tvalid_0's quantile: 7.27734\n",
"[47]\tvalid_0's poisson: -79.3386\tvalid_0's quantile: 7.2159\n",
"[48]\tvalid_0's poisson: -79.6184\tvalid_0's quantile: 7.1543\n",
"[49]\tvalid_0's poisson: -79.8747\tvalid_0's quantile: 7.09568\n",
"[50]\tvalid_0's poisson: -80.1534\tvalid_0's quantile: 7.03581\n",
"[51]\tvalid_0's poisson: -80.4267\tvalid_0's quantile: 6.97752\n",
"[52]\tvalid_0's poisson: -80.6948\tvalid_0's quantile: 6.92093\n",
"[53]\tvalid_0's poisson: -80.9571\tvalid_0's quantile: 6.86711\n",
"[54]\tvalid_0's poisson: -81.2143\tvalid_0's quantile: 6.81508\n",
"[55]\tvalid_0's poisson: -81.4667\tvalid_0's quantile: 6.76445\n",
"[56]\tvalid_0's poisson: -81.7166\tvalid_0's quantile: 6.7142\n",
"[57]\tvalid_0's poisson: -81.9623\tvalid_0's quantile: 6.66489\n",
"[58]\tvalid_0's poisson: -82.2229\tvalid_0's quantile: 6.61504\n",
"[59]\tvalid_0's poisson: -82.4787\tvalid_0's quantile: 6.56628\n",
"[60]\tvalid_0's poisson: -82.7431\tvalid_0's quantile: 6.52131\n",
"[61]\tvalid_0's poisson: -82.9735\tvalid_0's quantile: 6.47607\n",
"[62]\tvalid_0's poisson: -83.1993\tvalid_0's quantile: 6.43179\n",
"[63]\tvalid_0's poisson: -83.4489\tvalid_0's quantile: 6.39024\n",
"[64]\tvalid_0's poisson: -83.6512\tvalid_0's quantile: 6.3488\n",
"[65]\tvalid_0's poisson: -83.8805\tvalid_0's quantile: 6.31005\n",
"[66]\tvalid_0's poisson: -84.0976\tvalid_0's quantile: 6.26833\n",
"[67]\tvalid_0's poisson: -84.3107\tvalid_0's quantile: 6.22775\n",
"[68]\tvalid_0's poisson: -84.556\tvalid_0's quantile: 6.1885\n",
"[69]\tvalid_0's poisson: -84.758\tvalid_0's quantile: 6.14913\n",
"[70]\tvalid_0's poisson: -84.9561\tvalid_0's quantile: 6.11066\n",
"[71]\tvalid_0's poisson: -85.191\tvalid_0's quantile: 6.07331\n",
"[72]\tvalid_0's poisson: -85.4188\tvalid_0's quantile: 6.03303\n",
"[73]\tvalid_0's poisson: -85.6154\tvalid_0's quantile: 5.99656\n",
"[74]\tvalid_0's poisson: -85.8182\tvalid_0's quantile: 5.96006\n",
"[75]\tvalid_0's poisson: -86.04\tvalid_0's quantile: 5.92582\n",
"[76]\tvalid_0's poisson: -86.2365\tvalid_0's quantile: 5.89032\n",
"[77]\tvalid_0's poisson: -86.4486\tvalid_0's quantile: 5.85274\n",
"[78]\tvalid_0's poisson: -86.6593\tvalid_0's quantile: 5.82059\n",
"[79]\tvalid_0's poisson: -86.8602\tvalid_0's quantile: 5.78481\n",
"[80]\tvalid_0's poisson: -87.0621\tvalid_0's quantile: 5.75442\n",
"[81]\tvalid_0's poisson: -87.2323\tvalid_0's quantile: 5.72251\n",
"[82]\tvalid_0's poisson: -87.435\tvalid_0's quantile: 5.69186\n",
"[83]\tvalid_0's poisson: -87.6201\tvalid_0's quantile: 5.66046\n",
"[84]\tvalid_0's poisson: -87.8158\tvalid_0's quantile: 5.63087\n",
"[85]\tvalid_0's poisson: -87.9757\tvalid_0's quantile: 5.60119\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[86]\tvalid_0's poisson: -88.1326\tvalid_0's quantile: 5.57197\n",
"[87]\tvalid_0's poisson: -88.3206\tvalid_0's quantile: 5.54383\n",
"[88]\tvalid_0's poisson: -88.4722\tvalid_0's quantile: 5.51577\n",
"[89]\tvalid_0's poisson: -88.6432\tvalid_0's quantile: 5.48774\n",
"[90]\tvalid_0's poisson: -88.8085\tvalid_0's quantile: 5.46111\n",
"[91]\tvalid_0's poisson: -88.9544\tvalid_0's quantile: 5.43473\n",
"[92]\tvalid_0's poisson: -89.1246\tvalid_0's quantile: 5.40655\n",
"[93]\tvalid_0's poisson: -89.2881\tvalid_0's quantile: 5.38224\n",
"[94]\tvalid_0's poisson: -89.4574\tvalid_0's quantile: 5.35599\n",
"[95]\tvalid_0's poisson: -89.6195\tvalid_0's quantile: 5.32792\n",
"[96]\tvalid_0's poisson: -89.7545\tvalid_0's quantile: 5.30321\n",
"[97]\tvalid_0's poisson: -89.8945\tvalid_0's quantile: 5.27938\n",
"[98]\tvalid_0's poisson: -90.0482\tvalid_0's quantile: 5.25389\n",
"[99]\tvalid_0's poisson: -90.2019\tvalid_0's quantile: 5.22854\n",
"[100]\tvalid_0's poisson: -90.3575\tvalid_0's quantile: 5.20512\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5319\n",
"[2]\tvalid_0's poisson: -63.2936\tvalid_0's quantile: 11.3707\n",
"[3]\tvalid_0's poisson: -63.8317\tvalid_0's quantile: 11.2135\n",
"[4]\tvalid_0's poisson: -64.3894\tvalid_0's quantile: 11.0555\n",
"[5]\tvalid_0's poisson: -64.8936\tvalid_0's quantile: 10.9071\n",
"[6]\tvalid_0's poisson: -65.4059\tvalid_0's quantile: 10.7582\n",
"[7]\tvalid_0's poisson: -65.9046\tvalid_0's quantile: 10.6138\n",
"[8]\tvalid_0's poisson: -66.4127\tvalid_0's quantile: 10.4723\n",
"[9]\tvalid_0's poisson: -66.9019\tvalid_0's quantile: 10.3356\n",
"[10]\tvalid_0's poisson: -67.3518\tvalid_0's quantile: 10.2082\n",
"[11]\tvalid_0's poisson: -67.7981\tvalid_0's quantile: 10.0847\n",
"[12]\tvalid_0's poisson: -68.2618\tvalid_0's quantile: 9.96156\n",
"[13]\tvalid_0's poisson: -68.7376\tvalid_0's quantile: 9.83664\n",
"[14]\tvalid_0's poisson: -69.183\tvalid_0's quantile: 9.71851\n",
"[15]\tvalid_0's poisson: -69.6403\tvalid_0's quantile: 9.6007\n",
"[16]\tvalid_0's poisson: -70.0792\tvalid_0's quantile: 9.48662\n",
"[17]\tvalid_0's poisson: -70.5139\tvalid_0's quantile: 9.37522\n",
"[18]\tvalid_0's poisson: -70.928\tvalid_0's quantile: 9.26416\n",
"[19]\tvalid_0's poisson: -71.3642\tvalid_0's quantile: 9.15084\n",
"[20]\tvalid_0's poisson: -71.7741\tvalid_0's quantile: 9.04496\n",
"[21]\tvalid_0's poisson: -72.1777\tvalid_0's quantile: 8.94155\n",
"[22]\tvalid_0's poisson: -72.6066\tvalid_0's quantile: 8.83257\n",
"[23]\tvalid_0's poisson: -73.0286\tvalid_0's quantile: 8.72658\n",
"[24]\tvalid_0's poisson: -73.4271\tvalid_0's quantile: 8.62687\n",
"[25]\tvalid_0's poisson: -73.8181\tvalid_0's quantile: 8.52954\n",
"[26]\tvalid_0's poisson: -74.2135\tvalid_0's quantile: 8.43058\n",
"[27]\tvalid_0's poisson: -74.5911\tvalid_0's quantile: 8.33757\n",
"[28]\tvalid_0's poisson: -74.9609\tvalid_0's quantile: 8.24657\n",
"[29]\tvalid_0's poisson: -75.343\tvalid_0's quantile: 8.15488\n",
"[30]\tvalid_0's poisson: -75.7376\tvalid_0's quantile: 8.06124\n",
"[31]\tvalid_0's poisson: -76.1262\tvalid_0's quantile: 7.96948\n",
"[32]\tvalid_0's poisson: -76.5053\tvalid_0's quantile: 7.88008\n",
"[33]\tvalid_0's poisson: -76.8539\tvalid_0's quantile: 7.79585\n",
"[34]\tvalid_0's poisson: -77.2154\tvalid_0's quantile: 7.70988\n",
"[35]\tvalid_0's poisson: -77.5712\tvalid_0's quantile: 7.62585\n",
"[36]\tvalid_0's poisson: -77.9007\tvalid_0's quantile: 7.54845\n",
"[37]\tvalid_0's poisson: -78.2443\tvalid_0's quantile: 7.46953\n",
"[38]\tvalid_0's poisson: -78.5556\tvalid_0's quantile: 7.3948\n",
"[39]\tvalid_0's poisson: -78.8925\tvalid_0's quantile: 7.31749\n",
"[40]\tvalid_0's poisson: -79.2032\tvalid_0's quantile: 7.24374\n",
"[41]\tvalid_0's poisson: -79.5242\tvalid_0's quantile: 7.17071\n",
"[42]\tvalid_0's poisson: -79.8208\tvalid_0's quantile: 7.1015\n",
"[43]\tvalid_0's poisson: -80.1345\tvalid_0's quantile: 7.03124\n",
"[44]\tvalid_0's poisson: -80.4413\tvalid_0's quantile: 6.9633\n",
"[45]\tvalid_0's poisson: -80.737\tvalid_0's quantile: 6.89809\n",
"[46]\tvalid_0's poisson: -81.0324\tvalid_0's quantile: 6.83365\n",
"[47]\tvalid_0's poisson: -81.3196\tvalid_0's quantile: 6.77194\n",
"[48]\tvalid_0's poisson: -81.5995\tvalid_0's quantile: 6.71144\n",
"[49]\tvalid_0's poisson: -81.8801\tvalid_0's quantile: 6.6535\n",
"[50]\tvalid_0's poisson: -82.1524\tvalid_0's quantile: 6.59739\n",
"[51]\tvalid_0's poisson: -82.4058\tvalid_0's quantile: 6.54396\n",
"[52]\tvalid_0's poisson: -82.6602\tvalid_0's quantile: 6.49033\n",
"[53]\tvalid_0's poisson: -82.9106\tvalid_0's quantile: 6.43827\n",
"[54]\tvalid_0's poisson: -83.1697\tvalid_0's quantile: 6.38543\n",
"[55]\tvalid_0's poisson: -83.4169\tvalid_0's quantile: 6.33424\n",
"[56]\tvalid_0's poisson: -83.6594\tvalid_0's quantile: 6.28402\n",
"[57]\tvalid_0's poisson: -83.8973\tvalid_0's quantile: 6.23499\n",
"[58]\tvalid_0's poisson: -84.1392\tvalid_0's quantile: 6.18619\n",
"[59]\tvalid_0's poisson: -84.358\tvalid_0's quantile: 6.14107\n",
"[60]\tvalid_0's poisson: -84.586\tvalid_0's quantile: 6.09538\n",
"[61]\tvalid_0's poisson: -84.8025\tvalid_0's quantile: 6.0528\n",
"[62]\tvalid_0's poisson: -85.0231\tvalid_0's quantile: 6.00865\n",
"[63]\tvalid_0's poisson: -85.2472\tvalid_0's quantile: 5.96451\n",
"[64]\tvalid_0's poisson: -85.4485\tvalid_0's quantile: 5.92266\n",
"[65]\tvalid_0's poisson: -85.6622\tvalid_0's quantile: 5.88018\n",
"[66]\tvalid_0's poisson: -85.8888\tvalid_0's quantile: 5.83865\n",
"[67]\tvalid_0's poisson: -86.1122\tvalid_0's quantile: 5.79762\n",
"[68]\tvalid_0's poisson: -86.3211\tvalid_0's quantile: 5.75677\n",
"[69]\tvalid_0's poisson: -86.519\tvalid_0's quantile: 5.71856\n",
"[70]\tvalid_0's poisson: -86.7183\tvalid_0's quantile: 5.68087\n",
"[71]\tvalid_0's poisson: -86.9048\tvalid_0's quantile: 5.64473\n",
"[72]\tvalid_0's poisson: -87.1119\tvalid_0's quantile: 5.60797\n",
"[73]\tvalid_0's poisson: -87.3108\tvalid_0's quantile: 5.57175\n",
"[74]\tvalid_0's poisson: -87.5123\tvalid_0's quantile: 5.53632\n",
"[75]\tvalid_0's poisson: -87.715\tvalid_0's quantile: 5.50167\n",
"[76]\tvalid_0's poisson: -87.9232\tvalid_0's quantile: 5.46612\n",
"[77]\tvalid_0's poisson: -88.1276\tvalid_0's quantile: 5.43025\n",
"[78]\tvalid_0's poisson: -88.3269\tvalid_0's quantile: 5.3949\n",
"[79]\tvalid_0's poisson: -88.5236\tvalid_0's quantile: 5.36155\n",
"[80]\tvalid_0's poisson: -88.7233\tvalid_0's quantile: 5.32823\n",
"[81]\tvalid_0's poisson: -88.9013\tvalid_0's quantile: 5.29669\n",
"[82]\tvalid_0's poisson: -89.0878\tvalid_0's quantile: 5.26448\n",
"[83]\tvalid_0's poisson: -89.2613\tvalid_0's quantile: 5.23379\n",
"[84]\tvalid_0's poisson: -89.4482\tvalid_0's quantile: 5.2029\n",
"[85]\tvalid_0's poisson: -89.6143\tvalid_0's quantile: 5.17407\n",
"[86]\tvalid_0's poisson: -89.7683\tvalid_0's quantile: 5.14613\n",
"[87]\tvalid_0's poisson: -89.9478\tvalid_0's quantile: 5.11756\n",
"[88]\tvalid_0's poisson: -90.0962\tvalid_0's quantile: 5.09097\n",
"[89]\tvalid_0's poisson: -90.2693\tvalid_0's quantile: 5.06267\n",
"[90]\tvalid_0's poisson: -90.4192\tvalid_0's quantile: 5.037\n",
"[91]\tvalid_0's poisson: -90.5878\tvalid_0's quantile: 5.01001\n",
"[92]\tvalid_0's poisson: -90.75\tvalid_0's quantile: 4.98378\n",
"[93]\tvalid_0's poisson: -90.9118\tvalid_0's quantile: 4.95776\n",
"[94]\tvalid_0's poisson: -91.0719\tvalid_0's quantile: 4.93288\n",
"[95]\tvalid_0's poisson: -91.2286\tvalid_0's quantile: 4.90787\n",
"[96]\tvalid_0's poisson: -91.3823\tvalid_0's quantile: 4.88345\n",
"[97]\tvalid_0's poisson: -91.5344\tvalid_0's quantile: 4.85964\n",
"[98]\tvalid_0's poisson: -91.6839\tvalid_0's quantile: 4.83592\n",
"[99]\tvalid_0's poisson: -91.8314\tvalid_0's quantile: 4.81215\n",
"[100]\tvalid_0's poisson: -91.9763\tvalid_0's quantile: 4.7891\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.7671\tvalid_0's quantile: 11.5284\n",
"[2]\tvalid_0's poisson: -63.3466\tvalid_0's quantile: 11.364\n",
"[3]\tvalid_0's poisson: -63.9063\tvalid_0's quantile: 11.2039\n",
"[4]\tvalid_0's poisson: -64.4662\tvalid_0's quantile: 11.0456\n",
"[5]\tvalid_0's poisson: -65.0012\tvalid_0's quantile: 10.8917\n",
"[6]\tvalid_0's poisson: -65.5201\tvalid_0's quantile: 10.7412\n",
"[7]\tvalid_0's poisson: -66.0184\tvalid_0's quantile: 10.5963\n",
"[8]\tvalid_0's poisson: -66.5001\tvalid_0's quantile: 10.4563\n",
"[9]\tvalid_0's poisson: -66.9855\tvalid_0's quantile: 10.3192\n",
"[10]\tvalid_0's poisson: -67.4551\tvalid_0's quantile: 10.1879\n",
"[11]\tvalid_0's poisson: -67.9267\tvalid_0's quantile: 10.0597\n",
"[12]\tvalid_0's poisson: -68.3745\tvalid_0's quantile: 9.93575\n",
"[13]\tvalid_0's poisson: -68.8373\tvalid_0's quantile: 9.81202\n",
"[14]\tvalid_0's poisson: -69.2773\tvalid_0's quantile: 9.69383\n",
"[15]\tvalid_0's poisson: -69.7298\tvalid_0's quantile: 9.57549\n",
"[16]\tvalid_0's poisson: -70.1661\tvalid_0's quantile: 9.45836\n",
"[17]\tvalid_0's poisson: -70.578\tvalid_0's quantile: 9.34883\n",
"[18]\tvalid_0's poisson: -70.9945\tvalid_0's quantile: 9.23945\n",
"[19]\tvalid_0's poisson: -71.4086\tvalid_0's quantile: 9.13216\n",
"[20]\tvalid_0's poisson: -71.8314\tvalid_0's quantile: 9.02335\n",
"[21]\tvalid_0's poisson: -72.2224\tvalid_0's quantile: 8.92201\n",
"[22]\tvalid_0's poisson: -72.6074\tvalid_0's quantile: 8.82277\n",
"[23]\tvalid_0's poisson: -73.0399\tvalid_0's quantile: 8.71636\n",
"[24]\tvalid_0's poisson: -73.4631\tvalid_0's quantile: 8.61211\n",
"[25]\tvalid_0's poisson: -73.8738\tvalid_0's quantile: 8.51361\n",
"[26]\tvalid_0's poisson: -74.2838\tvalid_0's quantile: 8.41428\n",
"[27]\tvalid_0's poisson: -74.6769\tvalid_0's quantile: 8.31994\n",
"[28]\tvalid_0's poisson: -75.0638\tvalid_0's quantile: 8.22738\n",
"[29]\tvalid_0's poisson: -75.4457\tvalid_0's quantile: 8.13396\n",
"[30]\tvalid_0's poisson: -75.8018\tvalid_0's quantile: 8.0481\n",
"[31]\tvalid_0's poisson: -76.1598\tvalid_0's quantile: 7.96193\n",
"[32]\tvalid_0's poisson: -76.5354\tvalid_0's quantile: 7.87199\n",
"[33]\tvalid_0's poisson: -76.8897\tvalid_0's quantile: 7.78766\n",
"[34]\tvalid_0's poisson: -77.238\tvalid_0's quantile: 7.70565\n",
"[35]\tvalid_0's poisson: -77.5905\tvalid_0's quantile: 7.62464\n",
"[36]\tvalid_0's poisson: -77.934\tvalid_0's quantile: 7.54378\n",
"[37]\tvalid_0's poisson: -78.2707\tvalid_0's quantile: 7.46467\n",
"[38]\tvalid_0's poisson: -78.6181\tvalid_0's quantile: 7.38412\n",
"[39]\tvalid_0's poisson: -78.953\tvalid_0's quantile: 7.30619\n",
"[40]\tvalid_0's poisson: -79.282\tvalid_0's quantile: 7.23112\n",
"[41]\tvalid_0's poisson: -79.6146\tvalid_0's quantile: 7.15612\n",
"[42]\tvalid_0's poisson: -79.9347\tvalid_0's quantile: 7.08355\n",
"[43]\tvalid_0's poisson: -80.2464\tvalid_0's quantile: 7.01353\n",
"[44]\tvalid_0's poisson: -80.5413\tvalid_0's quantile: 6.94771\n",
"[45]\tvalid_0's poisson: -80.847\tvalid_0's quantile: 6.88001\n",
"[46]\tvalid_0's poisson: -81.1406\tvalid_0's quantile: 6.81669\n",
"[47]\tvalid_0's poisson: -81.4296\tvalid_0's quantile: 6.75529\n",
"[48]\tvalid_0's poisson: -81.7138\tvalid_0's quantile: 6.6961\n",
"[49]\tvalid_0's poisson: -81.9921\tvalid_0's quantile: 6.63796\n",
"[50]\tvalid_0's poisson: -82.2693\tvalid_0's quantile: 6.58048\n",
"[51]\tvalid_0's poisson: -82.5434\tvalid_0's quantile: 6.52513\n",
"[52]\tvalid_0's poisson: -82.8123\tvalid_0's quantile: 6.47015\n",
"[53]\tvalid_0's poisson: -83.0827\tvalid_0's quantile: 6.41574\n",
"[54]\tvalid_0's poisson: -83.3419\tvalid_0's quantile: 6.36328\n",
"[55]\tvalid_0's poisson: -83.5974\tvalid_0's quantile: 6.31225\n",
"[56]\tvalid_0's poisson: -83.8505\tvalid_0's quantile: 6.26362\n",
"[57]\tvalid_0's poisson: -84.0963\tvalid_0's quantile: 6.21469\n",
"[58]\tvalid_0's poisson: -84.3452\tvalid_0's quantile: 6.16703\n",
"[59]\tvalid_0's poisson: -84.5916\tvalid_0's quantile: 6.12065\n",
"[60]\tvalid_0's poisson: -84.8323\tvalid_0's quantile: 6.07386\n",
"[61]\tvalid_0's poisson: -85.0697\tvalid_0's quantile: 6.02937\n",
"[62]\tvalid_0's poisson: -85.3035\tvalid_0's quantile: 5.98462\n",
"[63]\tvalid_0's poisson: -85.5314\tvalid_0's quantile: 5.94055\n",
"[64]\tvalid_0's poisson: -85.7601\tvalid_0's quantile: 5.89835\n",
"[65]\tvalid_0's poisson: -85.9805\tvalid_0's quantile: 5.85633\n",
"[66]\tvalid_0's poisson: -86.203\tvalid_0's quantile: 5.81563\n",
"[67]\tvalid_0's poisson: -86.4165\tvalid_0's quantile: 5.77572\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -86.6261\tvalid_0's quantile: 5.73695\n",
"[69]\tvalid_0's poisson: -86.8353\tvalid_0's quantile: 5.70084\n",
"[70]\tvalid_0's poisson: -87.0415\tvalid_0's quantile: 5.6649\n",
"[71]\tvalid_0's poisson: -87.247\tvalid_0's quantile: 5.62833\n",
"[72]\tvalid_0's poisson: -87.4487\tvalid_0's quantile: 5.59247\n",
"[73]\tvalid_0's poisson: -87.6473\tvalid_0's quantile: 5.55717\n",
"[74]\tvalid_0's poisson: -87.8371\tvalid_0's quantile: 5.52158\n",
"[75]\tvalid_0's poisson: -88.0445\tvalid_0's quantile: 5.48615\n",
"[76]\tvalid_0's poisson: -88.2485\tvalid_0's quantile: 5.45304\n",
"[77]\tvalid_0's poisson: -88.4507\tvalid_0's quantile: 5.41805\n",
"[78]\tvalid_0's poisson: -88.6359\tvalid_0's quantile: 5.3848\n",
"[79]\tvalid_0's poisson: -88.8254\tvalid_0's quantile: 5.35137\n",
"[80]\tvalid_0's poisson: -89.0167\tvalid_0's quantile: 5.32013\n",
"[81]\tvalid_0's poisson: -89.2067\tvalid_0's quantile: 5.28813\n",
"[82]\tvalid_0's poisson: -89.3921\tvalid_0's quantile: 5.25658\n",
"[83]\tvalid_0's poisson: -89.5741\tvalid_0's quantile: 5.22618\n",
"[84]\tvalid_0's poisson: -89.7516\tvalid_0's quantile: 5.19559\n",
"[85]\tvalid_0's poisson: -89.9289\tvalid_0's quantile: 5.16557\n",
"[86]\tvalid_0's poisson: -90.1003\tvalid_0's quantile: 5.13687\n",
"[87]\tvalid_0's poisson: -90.2687\tvalid_0's quantile: 5.1077\n",
"[88]\tvalid_0's poisson: -90.4384\tvalid_0's quantile: 5.08137\n",
"[89]\tvalid_0's poisson: -90.6051\tvalid_0's quantile: 5.0532\n",
"[90]\tvalid_0's poisson: -90.7686\tvalid_0's quantile: 5.02667\n",
"[91]\tvalid_0's poisson: -90.9317\tvalid_0's quantile: 4.99985\n",
"[92]\tvalid_0's poisson: -91.0954\tvalid_0's quantile: 4.97457\n",
"[93]\tvalid_0's poisson: -91.2532\tvalid_0's quantile: 4.94862\n",
"[94]\tvalid_0's poisson: -91.4068\tvalid_0's quantile: 4.92357\n",
"[95]\tvalid_0's poisson: -91.5555\tvalid_0's quantile: 4.89806\n",
"[96]\tvalid_0's poisson: -91.7017\tvalid_0's quantile: 4.87294\n",
"[97]\tvalid_0's poisson: -91.8529\tvalid_0's quantile: 4.85143\n",
"[98]\tvalid_0's poisson: -92.0019\tvalid_0's quantile: 4.82865\n",
"[99]\tvalid_0's poisson: -92.1445\tvalid_0's quantile: 4.80562\n",
"[100]\tvalid_0's poisson: -92.284\tvalid_0's quantile: 4.78173\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.379\tvalid_0's quantile: 11.5191\n",
"[2]\tvalid_0's poisson: -63.9481\tvalid_0's quantile: 11.3528\n",
"[3]\tvalid_0's poisson: -64.5031\tvalid_0's quantile: 11.189\n",
"[4]\tvalid_0's poisson: -65.0429\tvalid_0's quantile: 11.0297\n",
"[5]\tvalid_0's poisson: -65.5682\tvalid_0's quantile: 10.8733\n",
"[6]\tvalid_0's poisson: -66.091\tvalid_0's quantile: 10.7177\n",
"[7]\tvalid_0's poisson: -66.6003\tvalid_0's quantile: 10.5677\n",
"[8]\tvalid_0's poisson: -67.0965\tvalid_0's quantile: 10.4223\n",
"[9]\tvalid_0's poisson: -67.5723\tvalid_0's quantile: 10.2831\n",
"[10]\tvalid_0's poisson: -68.0309\tvalid_0's quantile: 10.1514\n",
"[11]\tvalid_0's poisson: -68.4898\tvalid_0's quantile: 10.0182\n",
"[12]\tvalid_0's poisson: -68.9479\tvalid_0's quantile: 9.88826\n",
"[13]\tvalid_0's poisson: -69.3858\tvalid_0's quantile: 9.76336\n",
"[14]\tvalid_0's poisson: -69.8344\tvalid_0's quantile: 9.63947\n",
"[15]\tvalid_0's poisson: -70.2848\tvalid_0's quantile: 9.51794\n",
"[16]\tvalid_0's poisson: -70.6989\tvalid_0's quantile: 9.40327\n",
"[17]\tvalid_0's poisson: -71.1124\tvalid_0's quantile: 9.29193\n",
"[18]\tvalid_0's poisson: -71.5155\tvalid_0's quantile: 9.18178\n",
"[19]\tvalid_0's poisson: -71.9304\tvalid_0's quantile: 9.07226\n",
"[20]\tvalid_0's poisson: -72.3255\tvalid_0's quantile: 8.96551\n",
"[21]\tvalid_0's poisson: -72.7206\tvalid_0's quantile: 8.86131\n",
"[22]\tvalid_0's poisson: -73.0837\tvalid_0's quantile: 8.76304\n",
"[23]\tvalid_0's poisson: -73.5133\tvalid_0's quantile: 8.65481\n",
"[24]\tvalid_0's poisson: -73.9336\tvalid_0's quantile: 8.54905\n",
"[25]\tvalid_0's poisson: -74.3483\tvalid_0's quantile: 8.44699\n",
"[26]\tvalid_0's poisson: -74.7479\tvalid_0's quantile: 8.34893\n",
"[27]\tvalid_0's poisson: -75.1364\tvalid_0's quantile: 8.25302\n",
"[28]\tvalid_0's poisson: -75.5032\tvalid_0's quantile: 8.16095\n",
"[29]\tvalid_0's poisson: -75.8801\tvalid_0's quantile: 8.06696\n",
"[30]\tvalid_0's poisson: -76.247\tvalid_0's quantile: 7.97654\n",
"[31]\tvalid_0's poisson: -76.6031\tvalid_0's quantile: 7.88995\n",
"[32]\tvalid_0's poisson: -76.9756\tvalid_0's quantile: 7.80239\n",
"[33]\tvalid_0's poisson: -77.3228\tvalid_0's quantile: 7.71652\n",
"[34]\tvalid_0's poisson: -77.6736\tvalid_0's quantile: 7.632\n",
"[35]\tvalid_0's poisson: -78.0174\tvalid_0's quantile: 7.55068\n",
"[36]\tvalid_0's poisson: -78.3599\tvalid_0's quantile: 7.46849\n",
"[37]\tvalid_0's poisson: -78.698\tvalid_0's quantile: 7.38839\n",
"[38]\tvalid_0's poisson: -79.0323\tvalid_0's quantile: 7.31132\n",
"[39]\tvalid_0's poisson: -79.3525\tvalid_0's quantile: 7.23644\n",
"[40]\tvalid_0's poisson: -79.6725\tvalid_0's quantile: 7.16315\n",
"[41]\tvalid_0's poisson: -79.9887\tvalid_0's quantile: 7.09056\n",
"[42]\tvalid_0's poisson: -80.2893\tvalid_0's quantile: 7.02052\n",
"[43]\tvalid_0's poisson: -80.5701\tvalid_0's quantile: 6.95599\n",
"[44]\tvalid_0's poisson: -80.8586\tvalid_0's quantile: 6.88892\n",
"[45]\tvalid_0's poisson: -81.1588\tvalid_0's quantile: 6.82086\n",
"[46]\tvalid_0's poisson: -81.4517\tvalid_0's quantile: 6.75781\n",
"[47]\tvalid_0's poisson: -81.7162\tvalid_0's quantile: 6.70201\n",
"[48]\tvalid_0's poisson: -82.0002\tvalid_0's quantile: 6.64143\n",
"[49]\tvalid_0's poisson: -82.2588\tvalid_0's quantile: 6.58699\n",
"[50]\tvalid_0's poisson: -82.5151\tvalid_0's quantile: 6.53314\n",
"[51]\tvalid_0's poisson: -82.7664\tvalid_0's quantile: 6.48133\n",
"[52]\tvalid_0's poisson: -83.0131\tvalid_0's quantile: 6.43064\n",
"[53]\tvalid_0's poisson: -83.2726\tvalid_0's quantile: 6.37625\n",
"[54]\tvalid_0's poisson: -83.5198\tvalid_0's quantile: 6.32466\n",
"[55]\tvalid_0's poisson: -83.7698\tvalid_0's quantile: 6.27346\n",
"[56]\tvalid_0's poisson: -84.0167\tvalid_0's quantile: 6.22389\n",
"[57]\tvalid_0's poisson: -84.2532\tvalid_0's quantile: 6.17698\n",
"[58]\tvalid_0's poisson: -84.4788\tvalid_0's quantile: 6.13251\n",
"[59]\tvalid_0's poisson: -84.7129\tvalid_0's quantile: 6.08579\n",
"[60]\tvalid_0's poisson: -84.9414\tvalid_0's quantile: 6.04164\n",
"[61]\tvalid_0's poisson: -85.1646\tvalid_0's quantile: 5.99644\n",
"[62]\tvalid_0's poisson: -85.3839\tvalid_0's quantile: 5.95286\n",
"[63]\tvalid_0's poisson: -85.6056\tvalid_0's quantile: 5.90984\n",
"[64]\tvalid_0's poisson: -85.8256\tvalid_0's quantile: 5.86746\n",
"[65]\tvalid_0's poisson: -86.0384\tvalid_0's quantile: 5.82655\n",
"[66]\tvalid_0's poisson: -86.2442\tvalid_0's quantile: 5.78817\n",
"[67]\tvalid_0's poisson: -86.4562\tvalid_0's quantile: 5.74671\n",
"[68]\tvalid_0's poisson: -86.6784\tvalid_0's quantile: 5.70735\n",
"[69]\tvalid_0's poisson: -86.8822\tvalid_0's quantile: 5.67005\n",
"[70]\tvalid_0's poisson: -87.0943\tvalid_0's quantile: 5.6325\n",
"[71]\tvalid_0's poisson: -87.3059\tvalid_0's quantile: 5.59515\n",
"[72]\tvalid_0's poisson: -87.5005\tvalid_0's quantile: 5.55778\n",
"[73]\tvalid_0's poisson: -87.6849\tvalid_0's quantile: 5.52454\n",
"[74]\tvalid_0's poisson: -87.8678\tvalid_0's quantile: 5.48922\n",
"[75]\tvalid_0's poisson: -88.0684\tvalid_0's quantile: 5.45342\n",
"[76]\tvalid_0's poisson: -88.2514\tvalid_0's quantile: 5.42002\n",
"[77]\tvalid_0's poisson: -88.4413\tvalid_0's quantile: 5.38697\n",
"[78]\tvalid_0's poisson: -88.624\tvalid_0's quantile: 5.354\n",
"[79]\tvalid_0's poisson: -88.8115\tvalid_0's quantile: 5.32048\n",
"[80]\tvalid_0's poisson: -88.9887\tvalid_0's quantile: 5.289\n",
"[81]\tvalid_0's poisson: -89.1765\tvalid_0's quantile: 5.2577\n",
"[82]\tvalid_0's poisson: -89.3573\tvalid_0's quantile: 5.2252\n",
"[83]\tvalid_0's poisson: -89.5444\tvalid_0's quantile: 5.19412\n",
"[84]\tvalid_0's poisson: -89.7282\tvalid_0's quantile: 5.16431\n",
"[85]\tvalid_0's poisson: -89.8967\tvalid_0's quantile: 5.13486\n",
"[86]\tvalid_0's poisson: -90.0548\tvalid_0's quantile: 5.10667\n",
"[87]\tvalid_0's poisson: -90.2298\tvalid_0's quantile: 5.07893\n",
"[88]\tvalid_0's poisson: -90.3941\tvalid_0's quantile: 5.05274\n",
"[89]\tvalid_0's poisson: -90.5562\tvalid_0's quantile: 5.02459\n",
"[90]\tvalid_0's poisson: -90.7148\tvalid_0's quantile: 4.99698\n",
"[91]\tvalid_0's poisson: -90.8705\tvalid_0's quantile: 4.97019\n",
"[92]\tvalid_0's poisson: -91.0272\tvalid_0's quantile: 4.94455\n",
"[93]\tvalid_0's poisson: -91.1757\tvalid_0's quantile: 4.91946\n",
"[94]\tvalid_0's poisson: -91.3252\tvalid_0's quantile: 4.89524\n",
"[95]\tvalid_0's poisson: -91.4754\tvalid_0's quantile: 4.87168\n",
"[96]\tvalid_0's poisson: -91.6146\tvalid_0's quantile: 4.84868\n",
"[97]\tvalid_0's poisson: -91.7562\tvalid_0's quantile: 4.82668\n",
"[98]\tvalid_0's poisson: -91.8979\tvalid_0's quantile: 4.80524\n",
"[99]\tvalid_0's poisson: -92.0366\tvalid_0's quantile: 4.78305\n",
"[100]\tvalid_0's poisson: -92.1777\tvalid_0's quantile: 4.76217\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.9901\tvalid_0's quantile: 11.515\n",
"[2]\tvalid_0's poisson: -64.5423\tvalid_0's quantile: 11.352\n",
"[3]\tvalid_0's poisson: -65.0789\tvalid_0's quantile: 11.1926\n",
"[4]\tvalid_0's poisson: -65.599\tvalid_0's quantile: 11.0382\n",
"[5]\tvalid_0's poisson: -66.1311\tvalid_0's quantile: 10.8822\n",
"[6]\tvalid_0's poisson: -66.644\tvalid_0's quantile: 10.7309\n",
"[7]\tvalid_0's poisson: -67.1623\tvalid_0's quantile: 10.5788\n",
"[8]\tvalid_0's poisson: -67.651\tvalid_0's quantile: 10.436\n",
"[9]\tvalid_0's poisson: -68.1455\tvalid_0's quantile: 10.2924\n",
"[10]\tvalid_0's poisson: -68.6328\tvalid_0's quantile: 10.1538\n",
"[11]\tvalid_0's poisson: -69.1045\tvalid_0's quantile: 10.0219\n",
"[12]\tvalid_0's poisson: -69.5694\tvalid_0's quantile: 9.89159\n",
"[13]\tvalid_0's poisson: -70.0024\tvalid_0's quantile: 9.77066\n",
"[14]\tvalid_0's poisson: -70.4287\tvalid_0's quantile: 9.65329\n",
"[15]\tvalid_0's poisson: -70.8609\tvalid_0's quantile: 9.53535\n",
"[16]\tvalid_0's poisson: -71.286\tvalid_0's quantile: 9.41765\n",
"[17]\tvalid_0's poisson: -71.6964\tvalid_0's quantile: 9.30622\n",
"[18]\tvalid_0's poisson: -72.0995\tvalid_0's quantile: 9.19741\n",
"[19]\tvalid_0's poisson: -72.5025\tvalid_0's quantile: 9.0887\n",
"[20]\tvalid_0's poisson: -72.8845\tvalid_0's quantile: 8.98534\n",
"[21]\tvalid_0's poisson: -73.3059\tvalid_0's quantile: 8.87352\n",
"[22]\tvalid_0's poisson: -73.7125\tvalid_0's quantile: 8.76998\n",
"[23]\tvalid_0's poisson: -74.1013\tvalid_0's quantile: 8.67095\n",
"[24]\tvalid_0's poisson: -74.4954\tvalid_0's quantile: 8.56994\n",
"[25]\tvalid_0's poisson: -74.8807\tvalid_0's quantile: 8.47305\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[26]\tvalid_0's poisson: -75.2499\tvalid_0's quantile: 8.38044\n",
"[27]\tvalid_0's poisson: -75.6302\tvalid_0's quantile: 8.28777\n",
"[28]\tvalid_0's poisson: -76.001\tvalid_0's quantile: 8.19546\n",
"[29]\tvalid_0's poisson: -76.3707\tvalid_0's quantile: 8.10555\n",
"[30]\tvalid_0's poisson: -76.7328\tvalid_0's quantile: 8.01772\n",
"[31]\tvalid_0's poisson: -77.083\tvalid_0's quantile: 7.93261\n",
"[32]\tvalid_0's poisson: -77.4285\tvalid_0's quantile: 7.84729\n",
"[33]\tvalid_0's poisson: -77.7868\tvalid_0's quantile: 7.75825\n",
"[34]\tvalid_0's poisson: -78.1448\tvalid_0's quantile: 7.67017\n",
"[35]\tvalid_0's poisson: -78.4633\tvalid_0's quantile: 7.5898\n",
"[36]\tvalid_0's poisson: -78.7753\tvalid_0's quantile: 7.51221\n",
"[37]\tvalid_0's poisson: -79.11\tvalid_0's quantile: 7.43543\n",
"[38]\tvalid_0's poisson: -79.4269\tvalid_0's quantile: 7.3611\n",
"[39]\tvalid_0's poisson: -79.7375\tvalid_0's quantile: 7.28861\n",
"[40]\tvalid_0's poisson: -80.0486\tvalid_0's quantile: 7.21735\n",
"[41]\tvalid_0's poisson: -80.3563\tvalid_0's quantile: 7.14527\n",
"[42]\tvalid_0's poisson: -80.6473\tvalid_0's quantile: 7.07825\n",
"[43]\tvalid_0's poisson: -80.9362\tvalid_0's quantile: 7.00971\n",
"[44]\tvalid_0's poisson: -81.2325\tvalid_0's quantile: 6.94333\n",
"[45]\tvalid_0's poisson: -81.5096\tvalid_0's quantile: 6.88021\n",
"[46]\tvalid_0's poisson: -81.7806\tvalid_0's quantile: 6.8183\n",
"[47]\tvalid_0's poisson: -82.0574\tvalid_0's quantile: 6.75733\n",
"[48]\tvalid_0's poisson: -82.3339\tvalid_0's quantile: 6.69666\n",
"[49]\tvalid_0's poisson: -82.6082\tvalid_0's quantile: 6.63803\n",
"[50]\tvalid_0's poisson: -82.8643\tvalid_0's quantile: 6.58204\n",
"[51]\tvalid_0's poisson: -83.1307\tvalid_0's quantile: 6.52386\n",
"[52]\tvalid_0's poisson: -83.3839\tvalid_0's quantile: 6.4698\n",
"[53]\tvalid_0's poisson: -83.6454\tvalid_0's quantile: 6.41337\n",
"[54]\tvalid_0's poisson: -83.8935\tvalid_0's quantile: 6.36107\n",
"[55]\tvalid_0's poisson: -84.1421\tvalid_0's quantile: 6.30926\n",
"[56]\tvalid_0's poisson: -84.3808\tvalid_0's quantile: 6.26028\n",
"[57]\tvalid_0's poisson: -84.6204\tvalid_0's quantile: 6.21161\n",
"[58]\tvalid_0's poisson: -84.8565\tvalid_0's quantile: 6.16383\n",
"[59]\tvalid_0's poisson: -85.0876\tvalid_0's quantile: 6.11641\n",
"[60]\tvalid_0's poisson: -85.3166\tvalid_0's quantile: 6.07054\n",
"[61]\tvalid_0's poisson: -85.5412\tvalid_0's quantile: 6.02549\n",
"[62]\tvalid_0's poisson: -85.766\tvalid_0's quantile: 5.98111\n",
"[63]\tvalid_0's poisson: -85.9831\tvalid_0's quantile: 5.93771\n",
"[64]\tvalid_0's poisson: -86.1978\tvalid_0's quantile: 5.89591\n",
"[65]\tvalid_0's poisson: -86.4019\tvalid_0's quantile: 5.85529\n",
"[66]\tvalid_0's poisson: -86.6067\tvalid_0's quantile: 5.81511\n",
"[67]\tvalid_0's poisson: -86.8142\tvalid_0's quantile: 5.77542\n",
"[68]\tvalid_0's poisson: -87.018\tvalid_0's quantile: 5.73677\n",
"[69]\tvalid_0's poisson: -87.2267\tvalid_0's quantile: 5.69847\n",
"[70]\tvalid_0's poisson: -87.4357\tvalid_0's quantile: 5.66099\n",
"[71]\tvalid_0's poisson: -87.6399\tvalid_0's quantile: 5.62483\n",
"[72]\tvalid_0's poisson: -87.8386\tvalid_0's quantile: 5.58806\n",
"[73]\tvalid_0's poisson: -88.0338\tvalid_0's quantile: 5.5497\n",
"[74]\tvalid_0's poisson: -88.2255\tvalid_0's quantile: 5.51435\n",
"[75]\tvalid_0's poisson: -88.4139\tvalid_0's quantile: 5.47955\n",
"[76]\tvalid_0's poisson: -88.5935\tvalid_0's quantile: 5.44486\n",
"[77]\tvalid_0's poisson: -88.7764\tvalid_0's quantile: 5.40905\n",
"[78]\tvalid_0's poisson: -88.9612\tvalid_0's quantile: 5.37418\n",
"[79]\tvalid_0's poisson: -89.1455\tvalid_0's quantile: 5.34088\n",
"[80]\tvalid_0's poisson: -89.3345\tvalid_0's quantile: 5.30765\n",
"[81]\tvalid_0's poisson: -89.5158\tvalid_0's quantile: 5.27421\n",
"[82]\tvalid_0's poisson: -89.7009\tvalid_0's quantile: 5.24023\n",
"[83]\tvalid_0's poisson: -89.8607\tvalid_0's quantile: 5.21076\n",
"[84]\tvalid_0's poisson: -90.0426\tvalid_0's quantile: 5.18072\n",
"[85]\tvalid_0's poisson: -90.1968\tvalid_0's quantile: 5.1526\n",
"[86]\tvalid_0's poisson: -90.3695\tvalid_0's quantile: 5.12312\n",
"[87]\tvalid_0's poisson: -90.5369\tvalid_0's quantile: 5.09495\n",
"[88]\tvalid_0's poisson: -90.712\tvalid_0's quantile: 5.06526\n",
"[89]\tvalid_0's poisson: -90.87\tvalid_0's quantile: 5.03806\n",
"[90]\tvalid_0's poisson: -91.0257\tvalid_0's quantile: 5.01066\n",
"[91]\tvalid_0's poisson: -91.188\tvalid_0's quantile: 4.9843\n",
"[92]\tvalid_0's poisson: -91.3387\tvalid_0's quantile: 4.95805\n",
"[93]\tvalid_0's poisson: -91.4908\tvalid_0's quantile: 4.93055\n",
"[94]\tvalid_0's poisson: -91.6352\tvalid_0's quantile: 4.90686\n",
"[95]\tvalid_0's poisson: -91.7873\tvalid_0's quantile: 4.88201\n",
"[96]\tvalid_0's poisson: -91.9325\tvalid_0's quantile: 4.85793\n",
"[97]\tvalid_0's poisson: -92.0776\tvalid_0's quantile: 4.83476\n",
"[98]\tvalid_0's poisson: -92.2192\tvalid_0's quantile: 4.81026\n",
"[99]\tvalid_0's poisson: -92.3648\tvalid_0's quantile: 4.78766\n",
"[100]\tvalid_0's poisson: -92.5015\tvalid_0's quantile: 4.76513\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.7078\tvalid_0's quantile: 11.5351\n",
"[2]\tvalid_0's poisson: -63.2431\tvalid_0's quantile: 11.3764\n",
"[3]\tvalid_0's poisson: -63.8009\tvalid_0's quantile: 11.2156\n",
"[4]\tvalid_0's poisson: -64.3448\tvalid_0's quantile: 11.0588\n",
"[5]\tvalid_0's poisson: -64.8745\tvalid_0's quantile: 10.9048\n",
"[6]\tvalid_0's poisson: -65.3843\tvalid_0's quantile: 10.7561\n",
"[7]\tvalid_0's poisson: -65.8898\tvalid_0's quantile: 10.6103\n",
"[8]\tvalid_0's poisson: -66.3804\tvalid_0's quantile: 10.4699\n",
"[9]\tvalid_0's poisson: -66.8731\tvalid_0's quantile: 10.3324\n",
"[10]\tvalid_0's poisson: -67.3538\tvalid_0's quantile: 10.1997\n",
"[11]\tvalid_0's poisson: -67.8282\tvalid_0's quantile: 10.0711\n",
"[12]\tvalid_0's poisson: -68.2857\tvalid_0's quantile: 9.94707\n",
"[13]\tvalid_0's poisson: -68.7391\tvalid_0's quantile: 9.82564\n",
"[14]\tvalid_0's poisson: -69.1796\tvalid_0's quantile: 9.70658\n",
"[15]\tvalid_0's poisson: -69.6076\tvalid_0's quantile: 9.59216\n",
"[16]\tvalid_0's poisson: -70.0356\tvalid_0's quantile: 9.47932\n",
"[17]\tvalid_0's poisson: -70.454\tvalid_0's quantile: 9.36966\n",
"[18]\tvalid_0's poisson: -70.8982\tvalid_0's quantile: 9.25275\n",
"[19]\tvalid_0's poisson: -71.3163\tvalid_0's quantile: 9.14225\n",
"[20]\tvalid_0's poisson: -71.727\tvalid_0's quantile: 9.03495\n",
"[21]\tvalid_0's poisson: -72.1094\tvalid_0's quantile: 8.93649\n",
"[22]\tvalid_0's poisson: -72.5098\tvalid_0's quantile: 8.83431\n",
"[23]\tvalid_0's poisson: -72.8826\tvalid_0's quantile: 8.74007\n",
"[24]\tvalid_0's poisson: -73.2867\tvalid_0's quantile: 8.64009\n",
"[25]\tvalid_0's poisson: -73.6942\tvalid_0's quantile: 8.54131\n",
"[26]\tvalid_0's poisson: -74.0932\tvalid_0's quantile: 8.44558\n",
"[27]\tvalid_0's poisson: -74.4946\tvalid_0's quantile: 8.34888\n",
"[28]\tvalid_0's poisson: -74.8868\tvalid_0's quantile: 8.25521\n",
"[29]\tvalid_0's poisson: -75.2711\tvalid_0's quantile: 8.16296\n",
"[30]\tvalid_0's poisson: -75.6561\tvalid_0's quantile: 8.07097\n",
"[31]\tvalid_0's poisson: -76.0251\tvalid_0's quantile: 7.98249\n",
"[32]\tvalid_0's poisson: -76.3904\tvalid_0's quantile: 7.89462\n",
"[33]\tvalid_0's poisson: -76.7545\tvalid_0's quantile: 7.80849\n",
"[34]\tvalid_0's poisson: -77.1113\tvalid_0's quantile: 7.72386\n",
"[35]\tvalid_0's poisson: -77.453\tvalid_0's quantile: 7.64236\n",
"[36]\tvalid_0's poisson: -77.7881\tvalid_0's quantile: 7.56377\n",
"[37]\tvalid_0's poisson: -78.127\tvalid_0's quantile: 7.48568\n",
"[38]\tvalid_0's poisson: -78.4749\tvalid_0's quantile: 7.40782\n",
"[39]\tvalid_0's poisson: -78.8084\tvalid_0's quantile: 7.33246\n",
"[40]\tvalid_0's poisson: -79.1226\tvalid_0's quantile: 7.25958\n",
"[41]\tvalid_0's poisson: -79.4514\tvalid_0's quantile: 7.18484\n",
"[42]\tvalid_0's poisson: -79.7731\tvalid_0's quantile: 7.11372\n",
"[43]\tvalid_0's poisson: -80.0704\tvalid_0's quantile: 7.0456\n",
"[44]\tvalid_0's poisson: -80.3844\tvalid_0's quantile: 6.97766\n",
"[45]\tvalid_0's poisson: -80.6916\tvalid_0's quantile: 6.91144\n",
"[46]\tvalid_0's poisson: -80.975\tvalid_0's quantile: 6.84822\n",
"[47]\tvalid_0's poisson: -81.2609\tvalid_0's quantile: 6.78645\n",
"[48]\tvalid_0's poisson: -81.5422\tvalid_0's quantile: 6.72772\n",
"[49]\tvalid_0's poisson: -81.8171\tvalid_0's quantile: 6.67316\n",
"[50]\tvalid_0's poisson: -82.0986\tvalid_0's quantile: 6.6161\n",
"[51]\tvalid_0's poisson: -82.3704\tvalid_0's quantile: 6.5627\n",
"[52]\tvalid_0's poisson: -82.6304\tvalid_0's quantile: 6.50932\n",
"[53]\tvalid_0's poisson: -82.894\tvalid_0's quantile: 6.45872\n",
"[54]\tvalid_0's poisson: -83.1428\tvalid_0's quantile: 6.40889\n",
"[55]\tvalid_0's poisson: -83.3932\tvalid_0's quantile: 6.35868\n",
"[56]\tvalid_0's poisson: -83.6387\tvalid_0's quantile: 6.31039\n",
"[57]\tvalid_0's poisson: -83.8874\tvalid_0's quantile: 6.26157\n",
"[58]\tvalid_0's poisson: -84.1288\tvalid_0's quantile: 6.2147\n",
"[59]\tvalid_0's poisson: -84.3673\tvalid_0's quantile: 6.16876\n",
"[60]\tvalid_0's poisson: -84.6053\tvalid_0's quantile: 6.12367\n",
"[61]\tvalid_0's poisson: -84.8425\tvalid_0's quantile: 6.07872\n",
"[62]\tvalid_0's poisson: -85.0752\tvalid_0's quantile: 6.03454\n",
"[63]\tvalid_0's poisson: -85.3035\tvalid_0's quantile: 5.99093\n",
"[64]\tvalid_0's poisson: -85.524\tvalid_0's quantile: 5.94889\n",
"[65]\tvalid_0's poisson: -85.7459\tvalid_0's quantile: 5.90654\n",
"[66]\tvalid_0's poisson: -85.956\tvalid_0's quantile: 5.86657\n",
"[67]\tvalid_0's poisson: -86.1761\tvalid_0's quantile: 5.82603\n",
"[68]\tvalid_0's poisson: -86.3866\tvalid_0's quantile: 5.78733\n",
"[69]\tvalid_0's poisson: -86.6008\tvalid_0's quantile: 5.74803\n",
"[70]\tvalid_0's poisson: -86.8031\tvalid_0's quantile: 5.7113\n",
"[71]\tvalid_0's poisson: -87.0074\tvalid_0's quantile: 5.67496\n",
"[72]\tvalid_0's poisson: -87.2108\tvalid_0's quantile: 5.63755\n",
"[73]\tvalid_0's poisson: -87.3965\tvalid_0's quantile: 5.60451\n",
"[74]\tvalid_0's poisson: -87.5908\tvalid_0's quantile: 5.56782\n",
"[75]\tvalid_0's poisson: -87.7816\tvalid_0's quantile: 5.53199\n",
"[76]\tvalid_0's poisson: -87.9775\tvalid_0's quantile: 5.49711\n",
"[77]\tvalid_0's poisson: -88.1709\tvalid_0's quantile: 5.46298\n",
"[78]\tvalid_0's poisson: -88.368\tvalid_0's quantile: 5.42845\n",
"[79]\tvalid_0's poisson: -88.5626\tvalid_0's quantile: 5.39526\n",
"[80]\tvalid_0's poisson: -88.7518\tvalid_0's quantile: 5.36241\n",
"[81]\tvalid_0's poisson: -88.9471\tvalid_0's quantile: 5.32951\n",
"[82]\tvalid_0's poisson: -89.1406\tvalid_0's quantile: 5.2966\n",
"[83]\tvalid_0's poisson: -89.3133\tvalid_0's quantile: 5.26599\n",
"[84]\tvalid_0's poisson: -89.4999\tvalid_0's quantile: 5.23315\n",
"[85]\tvalid_0's poisson: -89.6716\tvalid_0's quantile: 5.20369\n",
"[86]\tvalid_0's poisson: -89.8469\tvalid_0's quantile: 5.1738\n",
"[87]\tvalid_0's poisson: -90.0091\tvalid_0's quantile: 5.14547\n",
"[88]\tvalid_0's poisson: -90.1758\tvalid_0's quantile: 5.11751\n",
"[89]\tvalid_0's poisson: -90.3331\tvalid_0's quantile: 5.08954\n",
"[90]\tvalid_0's poisson: -90.4969\tvalid_0's quantile: 5.06214\n",
"[91]\tvalid_0's poisson: -90.6668\tvalid_0's quantile: 5.03509\n",
"[92]\tvalid_0's poisson: -90.8316\tvalid_0's quantile: 5.00852\n",
"[93]\tvalid_0's poisson: -90.9954\tvalid_0's quantile: 4.98278\n",
"[94]\tvalid_0's poisson: -91.1552\tvalid_0's quantile: 4.95711\n",
"[95]\tvalid_0's poisson: -91.3112\tvalid_0's quantile: 4.93209\n",
"[96]\tvalid_0's poisson: -91.4589\tvalid_0's quantile: 4.90766\n",
"[97]\tvalid_0's poisson: -91.6091\tvalid_0's quantile: 4.88262\n",
"[98]\tvalid_0's poisson: -91.7547\tvalid_0's quantile: 4.85975\n",
"[99]\tvalid_0's poisson: -91.9009\tvalid_0's quantile: 4.83636\n",
"[100]\tvalid_0's poisson: -92.0448\tvalid_0's quantile: 4.81268\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.685\tvalid_0's quantile: 10.9622\n",
"[2]\tvalid_0's poisson: -67.0298\tvalid_0's quantile: 10.2928\n",
"[3]\tvalid_0's poisson: -69.1153\tvalid_0's quantile: 9.71935\n",
"[4]\tvalid_0's poisson: -71.1713\tvalid_0's quantile: 9.19335\n",
"[5]\tvalid_0's poisson: -73.0284\tvalid_0's quantile: 8.71476\n",
"[6]\tvalid_0's poisson: -74.9014\tvalid_0's quantile: 8.2723\n",
"[7]\tvalid_0's poisson: -76.7305\tvalid_0's quantile: 7.84678\n",
"[8]\tvalid_0's poisson: -78.4075\tvalid_0's quantile: 7.45646\n",
"[9]\tvalid_0's poisson: -79.8685\tvalid_0's quantile: 7.11331\n",
"[10]\tvalid_0's poisson: -81.2671\tvalid_0's quantile: 6.79553\n",
"[11]\tvalid_0's poisson: -82.6183\tvalid_0's quantile: 6.50528\n",
"[12]\tvalid_0's poisson: -83.8819\tvalid_0's quantile: 6.24978\n",
"[13]\tvalid_0's poisson: -85.0734\tvalid_0's quantile: 6.01404\n",
"[14]\tvalid_0's poisson: -86.1754\tvalid_0's quantile: 5.80174\n",
"[15]\tvalid_0's poisson: -87.1553\tvalid_0's quantile: 5.60649\n",
"[16]\tvalid_0's poisson: -88.1421\tvalid_0's quantile: 5.43053\n",
"[17]\tvalid_0's poisson: -89.0715\tvalid_0's quantile: 5.26886\n",
"[18]\tvalid_0's poisson: -89.9515\tvalid_0's quantile: 5.11133\n",
"[19]\tvalid_0's poisson: -90.7745\tvalid_0's quantile: 4.97017\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[20]\tvalid_0's poisson: -91.5745\tvalid_0's quantile: 4.83166\n",
"[21]\tvalid_0's poisson: -92.306\tvalid_0's quantile: 4.70859\n",
"[22]\tvalid_0's poisson: -93.0186\tvalid_0's quantile: 4.59294\n",
"[23]\tvalid_0's poisson: -93.6907\tvalid_0's quantile: 4.48794\n",
"[24]\tvalid_0's poisson: -94.3516\tvalid_0's quantile: 4.38114\n",
"[25]\tvalid_0's poisson: -94.986\tvalid_0's quantile: 4.28155\n",
"[26]\tvalid_0's poisson: -95.5658\tvalid_0's quantile: 4.1894\n",
"[27]\tvalid_0's poisson: -96.1113\tvalid_0's quantile: 4.10456\n",
"[28]\tvalid_0's poisson: -96.6129\tvalid_0's quantile: 4.028\n",
"[29]\tvalid_0's poisson: -97.0898\tvalid_0's quantile: 3.95677\n",
"[30]\tvalid_0's poisson: -97.5439\tvalid_0's quantile: 3.89017\n",
"[31]\tvalid_0's poisson: -97.9607\tvalid_0's quantile: 3.83557\n",
"[32]\tvalid_0's poisson: -98.3608\tvalid_0's quantile: 3.77249\n",
"[33]\tvalid_0's poisson: -98.7425\tvalid_0's quantile: 3.71728\n",
"[34]\tvalid_0's poisson: -99.0903\tvalid_0's quantile: 3.66314\n",
"[35]\tvalid_0's poisson: -99.4119\tvalid_0's quantile: 3.61642\n",
"[36]\tvalid_0's poisson: -99.7361\tvalid_0's quantile: 3.56772\n",
"[37]\tvalid_0's poisson: -100.028\tvalid_0's quantile: 3.52849\n",
"[38]\tvalid_0's poisson: -100.304\tvalid_0's quantile: 3.48683\n",
"[39]\tvalid_0's poisson: -100.563\tvalid_0's quantile: 3.44822\n",
"[40]\tvalid_0's poisson: -100.796\tvalid_0's quantile: 3.41322\n",
"[41]\tvalid_0's poisson: -101.03\tvalid_0's quantile: 3.38146\n",
"[42]\tvalid_0's poisson: -101.247\tvalid_0's quantile: 3.34975\n",
"[43]\tvalid_0's poisson: -101.451\tvalid_0's quantile: 3.32289\n",
"[44]\tvalid_0's poisson: -101.641\tvalid_0's quantile: 3.29797\n",
"[45]\tvalid_0's poisson: -101.82\tvalid_0's quantile: 3.27258\n",
"[46]\tvalid_0's poisson: -101.998\tvalid_0's quantile: 3.24991\n",
"[47]\tvalid_0's poisson: -102.148\tvalid_0's quantile: 3.22805\n",
"[48]\tvalid_0's poisson: -102.297\tvalid_0's quantile: 3.2066\n",
"[49]\tvalid_0's poisson: -102.431\tvalid_0's quantile: 3.18871\n",
"[50]\tvalid_0's poisson: -102.577\tvalid_0's quantile: 3.17175\n",
"[51]\tvalid_0's poisson: -102.711\tvalid_0's quantile: 3.15524\n",
"[52]\tvalid_0's poisson: -102.837\tvalid_0's quantile: 3.13988\n",
"[53]\tvalid_0's poisson: -102.954\tvalid_0's quantile: 3.12634\n",
"[54]\tvalid_0's poisson: -103.057\tvalid_0's quantile: 3.11297\n",
"[55]\tvalid_0's poisson: -103.174\tvalid_0's quantile: 3.0991\n",
"[56]\tvalid_0's poisson: -103.276\tvalid_0's quantile: 3.08725\n",
"[57]\tvalid_0's poisson: -103.364\tvalid_0's quantile: 3.07574\n",
"[58]\tvalid_0's poisson: -103.457\tvalid_0's quantile: 3.06566\n",
"[59]\tvalid_0's poisson: -103.539\tvalid_0's quantile: 3.05576\n",
"[60]\tvalid_0's poisson: -103.616\tvalid_0's quantile: 3.04668\n",
"[61]\tvalid_0's poisson: -103.683\tvalid_0's quantile: 3.03876\n",
"[62]\tvalid_0's poisson: -103.746\tvalid_0's quantile: 3.03019\n",
"[63]\tvalid_0's poisson: -103.818\tvalid_0's quantile: 3.02267\n",
"[64]\tvalid_0's poisson: -103.881\tvalid_0's quantile: 3.01365\n",
"[65]\tvalid_0's poisson: -103.937\tvalid_0's quantile: 3.00286\n",
"[66]\tvalid_0's poisson: -103.994\tvalid_0's quantile: 2.99662\n",
"[67]\tvalid_0's poisson: -104.036\tvalid_0's quantile: 2.986\n",
"[68]\tvalid_0's poisson: -104.088\tvalid_0's quantile: 2.9794\n",
"[69]\tvalid_0's poisson: -104.135\tvalid_0's quantile: 2.97353\n",
"[70]\tvalid_0's poisson: -104.175\tvalid_0's quantile: 2.9681\n",
"[71]\tvalid_0's poisson: -104.213\tvalid_0's quantile: 2.96334\n",
"[72]\tvalid_0's poisson: -104.252\tvalid_0's quantile: 2.95569\n",
"[73]\tvalid_0's poisson: -104.292\tvalid_0's quantile: 2.9523\n",
"[74]\tvalid_0's poisson: -104.33\tvalid_0's quantile: 2.94881\n",
"[75]\tvalid_0's poisson: -104.363\tvalid_0's quantile: 2.94563\n",
"[76]\tvalid_0's poisson: -104.397\tvalid_0's quantile: 2.94313\n",
"[77]\tvalid_0's poisson: -104.431\tvalid_0's quantile: 2.93999\n",
"[78]\tvalid_0's poisson: -104.46\tvalid_0's quantile: 2.93727\n",
"[79]\tvalid_0's poisson: -104.488\tvalid_0's quantile: 2.93477\n",
"[80]\tvalid_0's poisson: -104.518\tvalid_0's quantile: 2.93201\n",
"[81]\tvalid_0's poisson: -104.551\tvalid_0's quantile: 2.9253\n",
"[82]\tvalid_0's poisson: -104.571\tvalid_0's quantile: 2.92318\n",
"[83]\tvalid_0's poisson: -104.597\tvalid_0's quantile: 2.91847\n",
"[84]\tvalid_0's poisson: -104.616\tvalid_0's quantile: 2.91327\n",
"[85]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.91141\n",
"[86]\tvalid_0's poisson: -104.657\tvalid_0's quantile: 2.90931\n",
"[87]\tvalid_0's poisson: -104.673\tvalid_0's quantile: 2.9079\n",
"[88]\tvalid_0's poisson: -104.688\tvalid_0's quantile: 2.90645\n",
"[89]\tvalid_0's poisson: -104.703\tvalid_0's quantile: 2.90501\n",
"[90]\tvalid_0's poisson: -104.717\tvalid_0's quantile: 2.90375\n",
"[91]\tvalid_0's poisson: -104.732\tvalid_0's quantile: 2.90276\n",
"[92]\tvalid_0's poisson: -104.746\tvalid_0's quantile: 2.90127\n",
"[93]\tvalid_0's poisson: -104.757\tvalid_0's quantile: 2.90041\n",
"[94]\tvalid_0's poisson: -104.772\tvalid_0's quantile: 2.89911\n",
"[95]\tvalid_0's poisson: -104.783\tvalid_0's quantile: 2.89717\n",
"[96]\tvalid_0's poisson: -104.796\tvalid_0's quantile: 2.89624\n",
"[97]\tvalid_0's poisson: -104.811\tvalid_0's quantile: 2.89487\n",
"[98]\tvalid_0's poisson: -104.821\tvalid_0's quantile: 2.89408\n",
"[99]\tvalid_0's poisson: -104.829\tvalid_0's quantile: 2.89309\n",
"[100]\tvalid_0's poisson: -104.839\tvalid_0's quantile: 2.89204\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.7263\tvalid_0's quantile: 10.9523\n",
"[2]\tvalid_0's poisson: -67.0972\tvalid_0's quantile: 10.2761\n",
"[3]\tvalid_0's poisson: -69.2518\tvalid_0's quantile: 9.70066\n",
"[4]\tvalid_0's poisson: -71.2597\tvalid_0's quantile: 9.16113\n",
"[5]\tvalid_0's poisson: -73.2084\tvalid_0's quantile: 8.67563\n",
"[6]\tvalid_0's poisson: -74.9597\tvalid_0's quantile: 8.25476\n",
"[7]\tvalid_0's poisson: -76.6293\tvalid_0's quantile: 7.85156\n",
"[8]\tvalid_0's poisson: -78.2036\tvalid_0's quantile: 7.48212\n",
"[9]\tvalid_0's poisson: -79.7019\tvalid_0's quantile: 7.14049\n",
"[10]\tvalid_0's poisson: -81.0924\tvalid_0's quantile: 6.83082\n",
"[11]\tvalid_0's poisson: -82.3065\tvalid_0's quantile: 6.55945\n",
"[12]\tvalid_0's poisson: -83.4793\tvalid_0's quantile: 6.3073\n",
"[13]\tvalid_0's poisson: -84.6063\tvalid_0's quantile: 6.07863\n",
"[14]\tvalid_0's poisson: -85.7664\tvalid_0's quantile: 5.85842\n",
"[15]\tvalid_0's poisson: -86.842\tvalid_0's quantile: 5.66604\n",
"[16]\tvalid_0's poisson: -87.8591\tvalid_0's quantile: 5.4766\n",
"[17]\tvalid_0's poisson: -88.8141\tvalid_0's quantile: 5.30696\n",
"[18]\tvalid_0's poisson: -89.721\tvalid_0's quantile: 5.14454\n",
"[19]\tvalid_0's poisson: -90.5744\tvalid_0's quantile: 4.99406\n",
"[20]\tvalid_0's poisson: -91.3662\tvalid_0's quantile: 4.86163\n",
"[21]\tvalid_0's poisson: -92.1259\tvalid_0's quantile: 4.74115\n",
"[22]\tvalid_0's poisson: -92.8463\tvalid_0's quantile: 4.6272\n",
"[23]\tvalid_0's poisson: -93.507\tvalid_0's quantile: 4.51569\n",
"[24]\tvalid_0's poisson: -94.1203\tvalid_0's quantile: 4.41834\n",
"[25]\tvalid_0's poisson: -94.7285\tvalid_0's quantile: 4.32149\n",
"[26]\tvalid_0's poisson: -95.2764\tvalid_0's quantile: 4.22229\n",
"[27]\tvalid_0's poisson: -95.8155\tvalid_0's quantile: 4.14087\n",
"[28]\tvalid_0's poisson: -96.3459\tvalid_0's quantile: 4.07064\n",
"[29]\tvalid_0's poisson: -96.8338\tvalid_0's quantile: 3.99791\n",
"[30]\tvalid_0's poisson: -97.2697\tvalid_0's quantile: 3.93679\n",
"[31]\tvalid_0's poisson: -97.7094\tvalid_0's quantile: 3.87472\n",
"[32]\tvalid_0's poisson: -98.1173\tvalid_0's quantile: 3.81812\n",
"[33]\tvalid_0's poisson: -98.5194\tvalid_0's quantile: 3.76586\n",
"[34]\tvalid_0's poisson: -98.8958\tvalid_0's quantile: 3.70883\n",
"[35]\tvalid_0's poisson: -99.2457\tvalid_0's quantile: 3.65585\n",
"[36]\tvalid_0's poisson: -99.563\tvalid_0's quantile: 3.61025\n",
"[37]\tvalid_0's poisson: -99.8705\tvalid_0's quantile: 3.56053\n",
"[38]\tvalid_0's poisson: -100.153\tvalid_0's quantile: 3.5216\n",
"[39]\tvalid_0's poisson: -100.423\tvalid_0's quantile: 3.48408\n",
"[40]\tvalid_0's poisson: -100.683\tvalid_0's quantile: 3.4485\n",
"[41]\tvalid_0's poisson: -100.915\tvalid_0's quantile: 3.41518\n",
"[42]\tvalid_0's poisson: -101.122\tvalid_0's quantile: 3.38322\n",
"[43]\tvalid_0's poisson: -101.337\tvalid_0's quantile: 3.35635\n",
"[44]\tvalid_0's poisson: -101.533\tvalid_0's quantile: 3.33003\n",
"[45]\tvalid_0's poisson: -101.717\tvalid_0's quantile: 3.30435\n",
"[46]\tvalid_0's poisson: -101.885\tvalid_0's quantile: 3.28098\n",
"[47]\tvalid_0's poisson: -102.058\tvalid_0's quantile: 3.25717\n",
"[48]\tvalid_0's poisson: -102.22\tvalid_0's quantile: 3.23509\n",
"[49]\tvalid_0's poisson: -102.364\tvalid_0's quantile: 3.2157\n",
"[50]\tvalid_0's poisson: -102.501\tvalid_0's quantile: 3.19541\n",
"[51]\tvalid_0's poisson: -102.638\tvalid_0's quantile: 3.17883\n",
"[52]\tvalid_0's poisson: -102.77\tvalid_0's quantile: 3.16369\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -102.897\tvalid_0's quantile: 3.14879\n",
"[54]\tvalid_0's poisson: -103.009\tvalid_0's quantile: 3.1331\n",
"[55]\tvalid_0's poisson: -103.119\tvalid_0's quantile: 3.11923\n",
"[56]\tvalid_0's poisson: -103.215\tvalid_0's quantile: 3.10523\n",
"[57]\tvalid_0's poisson: -103.32\tvalid_0's quantile: 3.09368\n",
"[58]\tvalid_0's poisson: -103.415\tvalid_0's quantile: 3.08345\n",
"[59]\tvalid_0's poisson: -103.504\tvalid_0's quantile: 3.07355\n",
"[60]\tvalid_0's poisson: -103.583\tvalid_0's quantile: 3.06402\n",
"[61]\tvalid_0's poisson: -103.66\tvalid_0's quantile: 3.05542\n",
"[62]\tvalid_0's poisson: -103.737\tvalid_0's quantile: 3.04658\n",
"[63]\tvalid_0's poisson: -103.804\tvalid_0's quantile: 3.03835\n",
"[64]\tvalid_0's poisson: -103.867\tvalid_0's quantile: 3.03114\n",
"[65]\tvalid_0's poisson: -103.933\tvalid_0's quantile: 3.02348\n",
"[66]\tvalid_0's poisson: -103.987\tvalid_0's quantile: 3.00958\n",
"[67]\tvalid_0's poisson: -104.033\tvalid_0's quantile: 3.00139\n",
"[68]\tvalid_0's poisson: -104.088\tvalid_0's quantile: 2.98665\n",
"[69]\tvalid_0's poisson: -104.137\tvalid_0's quantile: 2.98028\n",
"[70]\tvalid_0's poisson: -104.185\tvalid_0's quantile: 2.97406\n",
"[71]\tvalid_0's poisson: -104.234\tvalid_0's quantile: 2.9687\n",
"[72]\tvalid_0's poisson: -104.274\tvalid_0's quantile: 2.95783\n",
"[73]\tvalid_0's poisson: -104.306\tvalid_0's quantile: 2.95364\n",
"[74]\tvalid_0's poisson: -104.347\tvalid_0's quantile: 2.94956\n",
"[75]\tvalid_0's poisson: -104.375\tvalid_0's quantile: 2.9425\n",
"[76]\tvalid_0's poisson: -104.413\tvalid_0's quantile: 2.93837\n",
"[77]\tvalid_0's poisson: -104.449\tvalid_0's quantile: 2.93461\n",
"[78]\tvalid_0's poisson: -104.481\tvalid_0's quantile: 2.93074\n",
"[79]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.92659\n",
"[80]\tvalid_0's poisson: -104.534\tvalid_0's quantile: 2.92324\n",
"[81]\tvalid_0's poisson: -104.563\tvalid_0's quantile: 2.92016\n",
"[82]\tvalid_0's poisson: -104.591\tvalid_0's quantile: 2.91676\n",
"[83]\tvalid_0's poisson: -104.611\tvalid_0's quantile: 2.91482\n",
"[84]\tvalid_0's poisson: -104.642\tvalid_0's quantile: 2.9119\n",
"[85]\tvalid_0's poisson: -104.663\tvalid_0's quantile: 2.90993\n",
"[86]\tvalid_0's poisson: -104.687\tvalid_0's quantile: 2.9076\n",
"[87]\tvalid_0's poisson: -104.709\tvalid_0's quantile: 2.90441\n",
"[88]\tvalid_0's poisson: -104.725\tvalid_0's quantile: 2.90131\n",
"[89]\tvalid_0's poisson: -104.745\tvalid_0's quantile: 2.89952\n",
"[90]\tvalid_0's poisson: -104.766\tvalid_0's quantile: 2.89699\n",
"[91]\tvalid_0's poisson: -104.782\tvalid_0's quantile: 2.89562\n",
"[92]\tvalid_0's poisson: -104.792\tvalid_0's quantile: 2.8936\n",
"[93]\tvalid_0's poisson: -104.804\tvalid_0's quantile: 2.89262\n",
"[94]\tvalid_0's poisson: -104.816\tvalid_0's quantile: 2.89171\n",
"[95]\tvalid_0's poisson: -104.823\tvalid_0's quantile: 2.88972\n",
"[96]\tvalid_0's poisson: -104.84\tvalid_0's quantile: 2.88703\n",
"[97]\tvalid_0's poisson: -104.85\tvalid_0's quantile: 2.88609\n",
"[98]\tvalid_0's poisson: -104.864\tvalid_0's quantile: 2.88409\n",
"[99]\tvalid_0's poisson: -104.875\tvalid_0's quantile: 2.88143\n",
"[100]\tvalid_0's poisson: -104.888\tvalid_0's quantile: 2.87869\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -65.3337\tvalid_0's quantile: 10.9416\n",
"[2]\tvalid_0's poisson: -67.6609\tvalid_0's quantile: 10.2754\n",
"[3]\tvalid_0's poisson: -69.8018\tvalid_0's quantile: 9.68501\n",
"[4]\tvalid_0's poisson: -71.8153\tvalid_0's quantile: 9.14536\n",
"[5]\tvalid_0's poisson: -73.6276\tvalid_0's quantile: 8.65604\n",
"[6]\tvalid_0's poisson: -75.4332\tvalid_0's quantile: 8.22145\n",
"[7]\tvalid_0's poisson: -77.004\tvalid_0's quantile: 7.85129\n",
"[8]\tvalid_0's poisson: -78.6168\tvalid_0's quantile: 7.46637\n",
"[9]\tvalid_0's poisson: -80.1074\tvalid_0's quantile: 7.12846\n",
"[10]\tvalid_0's poisson: -81.5429\tvalid_0's quantile: 6.80149\n",
"[11]\tvalid_0's poisson: -82.8633\tvalid_0's quantile: 6.51537\n",
"[12]\tvalid_0's poisson: -84.1208\tvalid_0's quantile: 6.25288\n",
"[13]\tvalid_0's poisson: -85.2816\tvalid_0's quantile: 6.01806\n",
"[14]\tvalid_0's poisson: -86.3405\tvalid_0's quantile: 5.82254\n",
"[15]\tvalid_0's poisson: -87.3517\tvalid_0's quantile: 5.62911\n",
"[16]\tvalid_0's poisson: -88.2986\tvalid_0's quantile: 5.45304\n",
"[17]\tvalid_0's poisson: -89.1726\tvalid_0's quantile: 5.2857\n",
"[18]\tvalid_0's poisson: -90.0205\tvalid_0's quantile: 5.13494\n",
"[19]\tvalid_0's poisson: -90.8268\tvalid_0's quantile: 4.98702\n",
"[20]\tvalid_0's poisson: -91.6077\tvalid_0's quantile: 4.84754\n",
"[21]\tvalid_0's poisson: -92.3417\tvalid_0's quantile: 4.71751\n",
"[22]\tvalid_0's poisson: -93.0369\tvalid_0's quantile: 4.60005\n",
"[23]\tvalid_0's poisson: -93.7146\tvalid_0's quantile: 4.48911\n",
"[24]\tvalid_0's poisson: -94.3416\tvalid_0's quantile: 4.392\n",
"[25]\tvalid_0's poisson: -94.9429\tvalid_0's quantile: 4.28544\n",
"[26]\tvalid_0's poisson: -95.5027\tvalid_0's quantile: 4.20158\n",
"[27]\tvalid_0's poisson: -96.0175\tvalid_0's quantile: 4.11627\n",
"[28]\tvalid_0's poisson: -96.5113\tvalid_0's quantile: 4.03734\n",
"[29]\tvalid_0's poisson: -96.9546\tvalid_0's quantile: 3.95849\n",
"[30]\tvalid_0's poisson: -97.3788\tvalid_0's quantile: 3.88933\n",
"[31]\tvalid_0's poisson: -97.7941\tvalid_0's quantile: 3.8277\n",
"[32]\tvalid_0's poisson: -98.1954\tvalid_0's quantile: 3.76486\n",
"[33]\tvalid_0's poisson: -98.5785\tvalid_0's quantile: 3.70609\n",
"[34]\tvalid_0's poisson: -98.9237\tvalid_0's quantile: 3.65695\n",
"[35]\tvalid_0's poisson: -99.2485\tvalid_0's quantile: 3.60508\n",
"[36]\tvalid_0's poisson: -99.5714\tvalid_0's quantile: 3.56186\n",
"[37]\tvalid_0's poisson: -99.8728\tvalid_0's quantile: 3.52127\n",
"[38]\tvalid_0's poisson: -100.138\tvalid_0's quantile: 3.47987\n",
"[39]\tvalid_0's poisson: -100.396\tvalid_0's quantile: 3.44348\n",
"[40]\tvalid_0's poisson: -100.643\tvalid_0's quantile: 3.40934\n",
"[41]\tvalid_0's poisson: -100.873\tvalid_0's quantile: 3.37715\n",
"[42]\tvalid_0's poisson: -101.095\tvalid_0's quantile: 3.34329\n",
"[43]\tvalid_0's poisson: -101.309\tvalid_0's quantile: 3.31395\n",
"[44]\tvalid_0's poisson: -101.502\tvalid_0's quantile: 3.2846\n",
"[45]\tvalid_0's poisson: -101.701\tvalid_0's quantile: 3.25773\n",
"[46]\tvalid_0's poisson: -101.871\tvalid_0's quantile: 3.23588\n",
"[47]\tvalid_0's poisson: -102.036\tvalid_0's quantile: 3.21092\n",
"[48]\tvalid_0's poisson: -102.199\tvalid_0's quantile: 3.1899\n",
"[49]\tvalid_0's poisson: -102.35\tvalid_0's quantile: 3.17036\n",
"[50]\tvalid_0's poisson: -102.476\tvalid_0's quantile: 3.14954\n",
"[51]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.13431\n",
"[52]\tvalid_0's poisson: -102.735\tvalid_0's quantile: 3.11442\n",
"[53]\tvalid_0's poisson: -102.853\tvalid_0's quantile: 3.0959\n",
"[54]\tvalid_0's poisson: -102.958\tvalid_0's quantile: 3.08205\n",
"[55]\tvalid_0's poisson: -103.075\tvalid_0's quantile: 3.06795\n",
"[56]\tvalid_0's poisson: -103.176\tvalid_0's quantile: 3.05516\n",
"[57]\tvalid_0's poisson: -103.273\tvalid_0's quantile: 3.04381\n",
"[58]\tvalid_0's poisson: -103.358\tvalid_0's quantile: 3.03332\n",
"[59]\tvalid_0's poisson: -103.436\tvalid_0's quantile: 3.02131\n",
"[60]\tvalid_0's poisson: -103.525\tvalid_0's quantile: 3.01182\n",
"[61]\tvalid_0's poisson: -103.606\tvalid_0's quantile: 3.00331\n",
"[62]\tvalid_0's poisson: -103.676\tvalid_0's quantile: 2.9959\n",
"[63]\tvalid_0's poisson: -103.744\tvalid_0's quantile: 2.98795\n",
"[64]\tvalid_0's poisson: -103.807\tvalid_0's quantile: 2.97842\n",
"[65]\tvalid_0's poisson: -103.871\tvalid_0's quantile: 2.9718\n",
"[66]\tvalid_0's poisson: -103.931\tvalid_0's quantile: 2.96272\n",
"[67]\tvalid_0's poisson: -103.986\tvalid_0's quantile: 2.95588\n",
"[68]\tvalid_0's poisson: -104.044\tvalid_0's quantile: 2.94364\n",
"[69]\tvalid_0's poisson: -104.099\tvalid_0's quantile: 2.93805\n",
"[70]\tvalid_0's poisson: -104.155\tvalid_0's quantile: 2.93046\n",
"[71]\tvalid_0's poisson: -104.203\tvalid_0's quantile: 2.92523\n",
"[72]\tvalid_0's poisson: -104.245\tvalid_0's quantile: 2.92115\n",
"[73]\tvalid_0's poisson: -104.283\tvalid_0's quantile: 2.91746\n",
"[74]\tvalid_0's poisson: -104.321\tvalid_0's quantile: 2.91296\n",
"[75]\tvalid_0's poisson: -104.353\tvalid_0's quantile: 2.90687\n",
"[76]\tvalid_0's poisson: -104.384\tvalid_0's quantile: 2.90287\n",
"[77]\tvalid_0's poisson: -104.413\tvalid_0's quantile: 2.89845\n",
"[78]\tvalid_0's poisson: -104.447\tvalid_0's quantile: 2.8942\n",
"[79]\tvalid_0's poisson: -104.481\tvalid_0's quantile: 2.89157\n",
"[80]\tvalid_0's poisson: -104.499\tvalid_0's quantile: 2.88601\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -104.524\tvalid_0's quantile: 2.88351\n",
"[82]\tvalid_0's poisson: -104.553\tvalid_0's quantile: 2.88123\n",
"[83]\tvalid_0's poisson: -104.574\tvalid_0's quantile: 2.8795\n",
"[84]\tvalid_0's poisson: -104.606\tvalid_0's quantile: 2.87437\n",
"[85]\tvalid_0's poisson: -104.622\tvalid_0's quantile: 2.87275\n",
"[86]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.87184\n",
"[87]\tvalid_0's poisson: -104.661\tvalid_0's quantile: 2.86853\n",
"[88]\tvalid_0's poisson: -104.675\tvalid_0's quantile: 2.8674\n",
"[89]\tvalid_0's poisson: -104.69\tvalid_0's quantile: 2.86477\n",
"[90]\tvalid_0's poisson: -104.708\tvalid_0's quantile: 2.86359\n",
"[91]\tvalid_0's poisson: -104.723\tvalid_0's quantile: 2.86246\n",
"[92]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.86143\n",
"[93]\tvalid_0's poisson: -104.752\tvalid_0's quantile: 2.86018\n",
"[94]\tvalid_0's poisson: -104.764\tvalid_0's quantile: 2.85931\n",
"[95]\tvalid_0's poisson: -104.78\tvalid_0's quantile: 2.85772\n",
"[96]\tvalid_0's poisson: -104.793\tvalid_0's quantile: 2.8563\n",
"[97]\tvalid_0's poisson: -104.805\tvalid_0's quantile: 2.85524\n",
"[98]\tvalid_0's poisson: -104.818\tvalid_0's quantile: 2.854\n",
"[99]\tvalid_0's poisson: -104.823\tvalid_0's quantile: 2.85233\n",
"[100]\tvalid_0's poisson: -104.834\tvalid_0's quantile: 2.85092\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -66.0017\tvalid_0's quantile: 10.9329\n",
"[2]\tvalid_0's poisson: -68.2329\tvalid_0's quantile: 10.2599\n",
"[3]\tvalid_0's poisson: -70.3093\tvalid_0's quantile: 9.66668\n",
"[4]\tvalid_0's poisson: -72.2538\tvalid_0's quantile: 9.13814\n",
"[5]\tvalid_0's poisson: -74.1633\tvalid_0's quantile: 8.6487\n",
"[6]\tvalid_0's poisson: -75.9081\tvalid_0's quantile: 8.21412\n",
"[7]\tvalid_0's poisson: -77.5138\tvalid_0's quantile: 7.82304\n",
"[8]\tvalid_0's poisson: -79.1232\tvalid_0's quantile: 7.44856\n",
"[9]\tvalid_0's poisson: -80.6171\tvalid_0's quantile: 7.10439\n",
"[10]\tvalid_0's poisson: -82.0029\tvalid_0's quantile: 6.79033\n",
"[11]\tvalid_0's poisson: -83.1632\tvalid_0's quantile: 6.51875\n",
"[12]\tvalid_0's poisson: -84.3221\tvalid_0's quantile: 6.27849\n",
"[13]\tvalid_0's poisson: -85.4666\tvalid_0's quantile: 6.04345\n",
"[14]\tvalid_0's poisson: -86.5168\tvalid_0's quantile: 5.83738\n",
"[15]\tvalid_0's poisson: -87.4608\tvalid_0's quantile: 5.64658\n",
"[16]\tvalid_0's poisson: -88.412\tvalid_0's quantile: 5.46106\n",
"[17]\tvalid_0's poisson: -89.3032\tvalid_0's quantile: 5.29075\n",
"[18]\tvalid_0's poisson: -90.1863\tvalid_0's quantile: 5.13879\n",
"[19]\tvalid_0's poisson: -90.9601\tvalid_0's quantile: 4.99612\n",
"[20]\tvalid_0's poisson: -91.7498\tvalid_0's quantile: 4.86269\n",
"[21]\tvalid_0's poisson: -92.4803\tvalid_0's quantile: 4.7412\n",
"[22]\tvalid_0's poisson: -93.1611\tvalid_0's quantile: 4.62814\n",
"[23]\tvalid_0's poisson: -93.8091\tvalid_0's quantile: 4.51644\n",
"[24]\tvalid_0's poisson: -94.4289\tvalid_0's quantile: 4.41257\n",
"[25]\tvalid_0's poisson: -95.0223\tvalid_0's quantile: 4.32133\n",
"[26]\tvalid_0's poisson: -95.5525\tvalid_0's quantile: 4.23902\n",
"[27]\tvalid_0's poisson: -96.0747\tvalid_0's quantile: 4.1551\n",
"[28]\tvalid_0's poisson: -96.5538\tvalid_0's quantile: 4.07821\n",
"[29]\tvalid_0's poisson: -97.0152\tvalid_0's quantile: 4.00605\n",
"[30]\tvalid_0's poisson: -97.4411\tvalid_0's quantile: 3.94341\n",
"[31]\tvalid_0's poisson: -97.8859\tvalid_0's quantile: 3.87761\n",
"[32]\tvalid_0's poisson: -98.3018\tvalid_0's quantile: 3.81611\n",
"[33]\tvalid_0's poisson: -98.689\tvalid_0's quantile: 3.75915\n",
"[34]\tvalid_0's poisson: -99.0538\tvalid_0's quantile: 3.70389\n",
"[35]\tvalid_0's poisson: -99.3753\tvalid_0's quantile: 3.65782\n",
"[36]\tvalid_0's poisson: -99.6823\tvalid_0's quantile: 3.60711\n",
"[37]\tvalid_0's poisson: -99.9718\tvalid_0's quantile: 3.56477\n",
"[38]\tvalid_0's poisson: -100.253\tvalid_0's quantile: 3.52132\n",
"[39]\tvalid_0's poisson: -100.522\tvalid_0's quantile: 3.47947\n",
"[40]\tvalid_0's poisson: -100.775\tvalid_0's quantile: 3.44319\n",
"[41]\tvalid_0's poisson: -101.001\tvalid_0's quantile: 3.41111\n",
"[42]\tvalid_0's poisson: -101.227\tvalid_0's quantile: 3.37562\n",
"[43]\tvalid_0's poisson: -101.444\tvalid_0's quantile: 3.34571\n",
"[44]\tvalid_0's poisson: -101.643\tvalid_0's quantile: 3.31971\n",
"[45]\tvalid_0's poisson: -101.822\tvalid_0's quantile: 3.29432\n",
"[46]\tvalid_0's poisson: -102\tvalid_0's quantile: 3.26773\n",
"[47]\tvalid_0's poisson: -102.167\tvalid_0's quantile: 3.24788\n",
"[48]\tvalid_0's poisson: -102.333\tvalid_0's quantile: 3.2285\n",
"[49]\tvalid_0's poisson: -102.479\tvalid_0's quantile: 3.21124\n",
"[50]\tvalid_0's poisson: -102.609\tvalid_0's quantile: 3.19386\n",
"[51]\tvalid_0's poisson: -102.737\tvalid_0's quantile: 3.17822\n",
"[52]\tvalid_0's poisson: -102.864\tvalid_0's quantile: 3.16377\n",
"[53]\tvalid_0's poisson: -102.984\tvalid_0's quantile: 3.15027\n",
"[54]\tvalid_0's poisson: -103.096\tvalid_0's quantile: 3.13757\n",
"[55]\tvalid_0's poisson: -103.206\tvalid_0's quantile: 3.12504\n",
"[56]\tvalid_0's poisson: -103.301\tvalid_0's quantile: 3.11265\n",
"[57]\tvalid_0's poisson: -103.394\tvalid_0's quantile: 3.10106\n",
"[58]\tvalid_0's poisson: -103.486\tvalid_0's quantile: 3.09028\n",
"[59]\tvalid_0's poisson: -103.57\tvalid_0's quantile: 3.08034\n",
"[60]\tvalid_0's poisson: -103.644\tvalid_0's quantile: 3.07202\n",
"[61]\tvalid_0's poisson: -103.717\tvalid_0's quantile: 3.06356\n",
"[62]\tvalid_0's poisson: -103.783\tvalid_0's quantile: 3.0556\n",
"[63]\tvalid_0's poisson: -103.845\tvalid_0's quantile: 3.04839\n",
"[64]\tvalid_0's poisson: -103.902\tvalid_0's quantile: 3.04176\n",
"[65]\tvalid_0's poisson: -103.963\tvalid_0's quantile: 3.03611\n",
"[66]\tvalid_0's poisson: -104.019\tvalid_0's quantile: 3.03052\n",
"[67]\tvalid_0's poisson: -104.075\tvalid_0's quantile: 3.02538\n",
"[68]\tvalid_0's poisson: -104.118\tvalid_0's quantile: 3.01918\n",
"[69]\tvalid_0's poisson: -104.16\tvalid_0's quantile: 3.01101\n",
"[70]\tvalid_0's poisson: -104.197\tvalid_0's quantile: 3.00487\n",
"[71]\tvalid_0's poisson: -104.229\tvalid_0's quantile: 2.99779\n",
"[72]\tvalid_0's poisson: -104.263\tvalid_0's quantile: 2.99145\n",
"[73]\tvalid_0's poisson: -104.302\tvalid_0's quantile: 2.97611\n",
"[74]\tvalid_0's poisson: -104.336\tvalid_0's quantile: 2.97179\n",
"[75]\tvalid_0's poisson: -104.371\tvalid_0's quantile: 2.96755\n",
"[76]\tvalid_0's poisson: -104.403\tvalid_0's quantile: 2.95888\n",
"[77]\tvalid_0's poisson: -104.429\tvalid_0's quantile: 2.95639\n",
"[78]\tvalid_0's poisson: -104.453\tvalid_0's quantile: 2.95274\n",
"[79]\tvalid_0's poisson: -104.482\tvalid_0's quantile: 2.95003\n",
"[80]\tvalid_0's poisson: -104.506\tvalid_0's quantile: 2.94647\n",
"[81]\tvalid_0's poisson: -104.53\tvalid_0's quantile: 2.94348\n",
"[82]\tvalid_0's poisson: -104.556\tvalid_0's quantile: 2.94064\n",
"[83]\tvalid_0's poisson: -104.579\tvalid_0's quantile: 2.93865\n",
"[84]\tvalid_0's poisson: -104.6\tvalid_0's quantile: 2.93596\n",
"[85]\tvalid_0's poisson: -104.623\tvalid_0's quantile: 2.93337\n",
"[86]\tvalid_0's poisson: -104.645\tvalid_0's quantile: 2.92806\n",
"[87]\tvalid_0's poisson: -104.656\tvalid_0's quantile: 2.92334\n",
"[88]\tvalid_0's poisson: -104.671\tvalid_0's quantile: 2.91646\n",
"[89]\tvalid_0's poisson: -104.686\tvalid_0's quantile: 2.91142\n",
"[90]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.90968\n",
"[91]\tvalid_0's poisson: -104.723\tvalid_0's quantile: 2.90562\n",
"[92]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.89404\n",
"[93]\tvalid_0's poisson: -104.758\tvalid_0's quantile: 2.88494\n",
"[94]\tvalid_0's poisson: -104.774\tvalid_0's quantile: 2.88361\n",
"[95]\tvalid_0's poisson: -104.783\tvalid_0's quantile: 2.88208\n",
"[96]\tvalid_0's poisson: -104.8\tvalid_0's quantile: 2.88053\n",
"[97]\tvalid_0's poisson: -104.818\tvalid_0's quantile: 2.8785\n",
"[98]\tvalid_0's poisson: -104.835\tvalid_0's quantile: 2.87604\n",
"[99]\tvalid_0's poisson: -104.845\tvalid_0's quantile: 2.87463\n",
"[100]\tvalid_0's poisson: -104.855\tvalid_0's quantile: 2.87361\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.6899\tvalid_0's quantile: 10.9763\n",
"[2]\tvalid_0's poisson: -66.9549\tvalid_0's quantile: 10.3207\n",
"[3]\tvalid_0's poisson: -69.0171\tvalid_0's quantile: 9.75288\n",
"[4]\tvalid_0's poisson: -70.9769\tvalid_0's quantile: 9.24621\n",
"[5]\tvalid_0's poisson: -72.8509\tvalid_0's quantile: 8.76137\n",
"[6]\tvalid_0's poisson: -74.5692\tvalid_0's quantile: 8.34159\n",
"[7]\tvalid_0's poisson: -76.3177\tvalid_0's quantile: 7.93846\n",
"[8]\tvalid_0's poisson: -77.9925\tvalid_0's quantile: 7.54928\n",
"[9]\tvalid_0's poisson: -79.5332\tvalid_0's quantile: 7.20005\n",
"[10]\tvalid_0's poisson: -81.03\tvalid_0's quantile: 6.87947\n",
"[11]\tvalid_0's poisson: -82.38\tvalid_0's quantile: 6.5855\n",
"[12]\tvalid_0's poisson: -83.6549\tvalid_0's quantile: 6.32527\n",
"[13]\tvalid_0's poisson: -84.8347\tvalid_0's quantile: 6.09728\n",
"[14]\tvalid_0's poisson: -85.9421\tvalid_0's quantile: 5.88592\n",
"[15]\tvalid_0's poisson: -87.0128\tvalid_0's quantile: 5.68816\n",
"[16]\tvalid_0's poisson: -88.0153\tvalid_0's quantile: 5.49538\n",
"[17]\tvalid_0's poisson: -88.9068\tvalid_0's quantile: 5.32814\n",
"[18]\tvalid_0's poisson: -89.7414\tvalid_0's quantile: 5.17754\n",
"[19]\tvalid_0's poisson: -90.5779\tvalid_0's quantile: 5.02581\n",
"[20]\tvalid_0's poisson: -91.3623\tvalid_0's quantile: 4.89244\n",
"[21]\tvalid_0's poisson: -92.1262\tvalid_0's quantile: 4.76425\n",
"[22]\tvalid_0's poisson: -92.8258\tvalid_0's quantile: 4.65224\n",
"[23]\tvalid_0's poisson: -93.4851\tvalid_0's quantile: 4.54349\n",
"[24]\tvalid_0's poisson: -94.1143\tvalid_0's quantile: 4.44007\n",
"[25]\tvalid_0's poisson: -94.6915\tvalid_0's quantile: 4.3498\n",
"[26]\tvalid_0's poisson: -95.2496\tvalid_0's quantile: 4.26628\n",
"[27]\tvalid_0's poisson: -95.8011\tvalid_0's quantile: 4.17937\n",
"[28]\tvalid_0's poisson: -96.3221\tvalid_0's quantile: 4.10331\n",
"[29]\tvalid_0's poisson: -96.8106\tvalid_0's quantile: 4.025\n",
"[30]\tvalid_0's poisson: -97.2775\tvalid_0's quantile: 3.95516\n",
"[31]\tvalid_0's poisson: -97.7026\tvalid_0's quantile: 3.88717\n",
"[32]\tvalid_0's poisson: -98.1186\tvalid_0's quantile: 3.82355\n",
"[33]\tvalid_0's poisson: -98.5208\tvalid_0's quantile: 3.76913\n",
"[34]\tvalid_0's poisson: -98.8872\tvalid_0's quantile: 3.72047\n",
"[35]\tvalid_0's poisson: -99.2218\tvalid_0's quantile: 3.67205\n",
"[36]\tvalid_0's poisson: -99.5291\tvalid_0's quantile: 3.62321\n",
"[37]\tvalid_0's poisson: -99.8174\tvalid_0's quantile: 3.5738\n",
"[38]\tvalid_0's poisson: -100.118\tvalid_0's quantile: 3.52721\n",
"[39]\tvalid_0's poisson: -100.382\tvalid_0's quantile: 3.4896\n",
"[40]\tvalid_0's poisson: -100.638\tvalid_0's quantile: 3.45492\n",
"[41]\tvalid_0's poisson: -100.889\tvalid_0's quantile: 3.41731\n",
"[42]\tvalid_0's poisson: -101.112\tvalid_0's quantile: 3.38456\n",
"[43]\tvalid_0's poisson: -101.324\tvalid_0's quantile: 3.35622\n",
"[44]\tvalid_0's poisson: -101.527\tvalid_0's quantile: 3.33004\n",
"[45]\tvalid_0's poisson: -101.712\tvalid_0's quantile: 3.30338\n",
"[46]\tvalid_0's poisson: -101.877\tvalid_0's quantile: 3.27581\n",
"[47]\tvalid_0's poisson: -102.061\tvalid_0's quantile: 3.24855\n",
"[48]\tvalid_0's poisson: -102.229\tvalid_0's quantile: 3.22411\n",
"[49]\tvalid_0's poisson: -102.377\tvalid_0's quantile: 3.20664\n",
"[50]\tvalid_0's poisson: -102.518\tvalid_0's quantile: 3.18779\n",
"[51]\tvalid_0's poisson: -102.648\tvalid_0's quantile: 3.17288\n",
"[52]\tvalid_0's poisson: -102.771\tvalid_0's quantile: 3.15732\n",
"[53]\tvalid_0's poisson: -102.889\tvalid_0's quantile: 3.14374\n",
"[54]\tvalid_0's poisson: -103.003\tvalid_0's quantile: 3.12925\n",
"[55]\tvalid_0's poisson: -103.113\tvalid_0's quantile: 3.11731\n",
"[56]\tvalid_0's poisson: -103.213\tvalid_0's quantile: 3.10653\n",
"[57]\tvalid_0's poisson: -103.303\tvalid_0's quantile: 3.09647\n",
"[58]\tvalid_0's poisson: -103.396\tvalid_0's quantile: 3.08316\n",
"[59]\tvalid_0's poisson: -103.478\tvalid_0's quantile: 3.07419\n",
"[60]\tvalid_0's poisson: -103.558\tvalid_0's quantile: 3.06426\n",
"[61]\tvalid_0's poisson: -103.628\tvalid_0's quantile: 3.055\n",
"[62]\tvalid_0's poisson: -103.698\tvalid_0's quantile: 3.04317\n",
"[63]\tvalid_0's poisson: -103.767\tvalid_0's quantile: 3.03413\n",
"[64]\tvalid_0's poisson: -103.833\tvalid_0's quantile: 3.02425\n",
"[65]\tvalid_0's poisson: -103.899\tvalid_0's quantile: 3.01752\n",
"[66]\tvalid_0's poisson: -103.959\tvalid_0's quantile: 3.0112\n",
"[67]\tvalid_0's poisson: -104.013\tvalid_0's quantile: 2.99863\n",
"[68]\tvalid_0's poisson: -104.064\tvalid_0's quantile: 2.99411\n",
"[69]\tvalid_0's poisson: -104.118\tvalid_0's quantile: 2.98921\n",
"[70]\tvalid_0's poisson: -104.167\tvalid_0's quantile: 2.98394\n",
"[71]\tvalid_0's poisson: -104.212\tvalid_0's quantile: 2.97943\n",
"[72]\tvalid_0's poisson: -104.253\tvalid_0's quantile: 2.97164\n",
"[73]\tvalid_0's poisson: -104.283\tvalid_0's quantile: 2.96604\n",
"[74]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.96253\n",
"[75]\tvalid_0's poisson: -104.355\tvalid_0's quantile: 2.95673\n",
"[76]\tvalid_0's poisson: -104.387\tvalid_0's quantile: 2.95374\n",
"[77]\tvalid_0's poisson: -104.417\tvalid_0's quantile: 2.95046\n",
"[78]\tvalid_0's poisson: -104.445\tvalid_0's quantile: 2.94206\n",
"[79]\tvalid_0's poisson: -104.472\tvalid_0's quantile: 2.93911\n",
"[80]\tvalid_0's poisson: -104.499\tvalid_0's quantile: 2.93681\n",
"[81]\tvalid_0's poisson: -104.532\tvalid_0's quantile: 2.93306\n",
"[82]\tvalid_0's poisson: -104.562\tvalid_0's quantile: 2.93004\n",
"[83]\tvalid_0's poisson: -104.593\tvalid_0's quantile: 2.92567\n",
"[84]\tvalid_0's poisson: -104.627\tvalid_0's quantile: 2.92217\n",
"[85]\tvalid_0's poisson: -104.65\tvalid_0's quantile: 2.91943\n",
"[86]\tvalid_0's poisson: -104.67\tvalid_0's quantile: 2.91651\n",
"[87]\tvalid_0's poisson: -104.688\tvalid_0's quantile: 2.91494\n",
"[88]\tvalid_0's poisson: -104.706\tvalid_0's quantile: 2.91371\n",
"[89]\tvalid_0's poisson: -104.719\tvalid_0's quantile: 2.90917\n",
"[90]\tvalid_0's poisson: -104.736\tvalid_0's quantile: 2.90749\n",
"[91]\tvalid_0's poisson: -104.752\tvalid_0's quantile: 2.90609\n",
"[92]\tvalid_0's poisson: -104.762\tvalid_0's quantile: 2.90171\n",
"[93]\tvalid_0's poisson: -104.776\tvalid_0's quantile: 2.89962\n",
"[94]\tvalid_0's poisson: -104.791\tvalid_0's quantile: 2.89713\n",
"[95]\tvalid_0's poisson: -104.806\tvalid_0's quantile: 2.89497\n",
"[96]\tvalid_0's poisson: -104.814\tvalid_0's quantile: 2.89168\n",
"[97]\tvalid_0's poisson: -104.823\tvalid_0's quantile: 2.88772\n",
"[98]\tvalid_0's poisson: -104.829\tvalid_0's quantile: 2.88641\n",
"[99]\tvalid_0's poisson: -104.836\tvalid_0's quantile: 2.88453\n",
"[100]\tvalid_0's poisson: -104.839\tvalid_0's quantile: 2.87949\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.7827\tvalid_0's quantile: 11.5158\n",
"[2]\tvalid_0's poisson: -63.3757\tvalid_0's quantile: 11.3385\n",
"[3]\tvalid_0's poisson: -63.9521\tvalid_0's quantile: 11.1653\n",
"[4]\tvalid_0's poisson: -64.5244\tvalid_0's quantile: 10.9967\n",
"[5]\tvalid_0's poisson: -65.0658\tvalid_0's quantile: 10.8343\n",
"[6]\tvalid_0's poisson: -65.593\tvalid_0's quantile: 10.6776\n",
"[7]\tvalid_0's poisson: -66.1093\tvalid_0's quantile: 10.5267\n",
"[8]\tvalid_0's poisson: -66.6403\tvalid_0's quantile: 10.3771\n",
"[9]\tvalid_0's poisson: -67.1585\tvalid_0's quantile: 10.231\n",
"[10]\tvalid_0's poisson: -67.6653\tvalid_0's quantile: 10.0906\n",
"[11]\tvalid_0's poisson: -68.1658\tvalid_0's quantile: 9.95325\n",
"[12]\tvalid_0's poisson: -68.6625\tvalid_0's quantile: 9.81966\n",
"[13]\tvalid_0's poisson: -69.1302\tvalid_0's quantile: 9.69258\n",
"[14]\tvalid_0's poisson: -69.6\tvalid_0's quantile: 9.56749\n",
"[15]\tvalid_0's poisson: -70.0524\tvalid_0's quantile: 9.4444\n",
"[16]\tvalid_0's poisson: -70.4953\tvalid_0's quantile: 9.32606\n",
"[17]\tvalid_0's poisson: -70.9571\tvalid_0's quantile: 9.20514\n",
"[18]\tvalid_0's poisson: -71.4092\tvalid_0's quantile: 9.08819\n",
"[19]\tvalid_0's poisson: -71.8555\tvalid_0's quantile: 8.97719\n",
"[20]\tvalid_0's poisson: -72.2904\tvalid_0's quantile: 8.86496\n",
"[21]\tvalid_0's poisson: -72.7103\tvalid_0's quantile: 8.75847\n",
"[22]\tvalid_0's poisson: -73.1303\tvalid_0's quantile: 8.65389\n",
"[23]\tvalid_0's poisson: -73.5495\tvalid_0's quantile: 8.54862\n",
"[24]\tvalid_0's poisson: -73.9556\tvalid_0's quantile: 8.4477\n",
"[25]\tvalid_0's poisson: -74.3543\tvalid_0's quantile: 8.34983\n",
"[26]\tvalid_0's poisson: -74.7667\tvalid_0's quantile: 8.24695\n",
"[27]\tvalid_0's poisson: -75.1913\tvalid_0's quantile: 8.14526\n",
"[28]\tvalid_0's poisson: -75.6073\tvalid_0's quantile: 8.04629\n",
"[29]\tvalid_0's poisson: -76.0149\tvalid_0's quantile: 7.9495\n",
"[30]\tvalid_0's poisson: -76.3923\tvalid_0's quantile: 7.8582\n",
"[31]\tvalid_0's poisson: -76.7859\tvalid_0's quantile: 7.76644\n",
"[32]\tvalid_0's poisson: -77.1717\tvalid_0's quantile: 7.67645\n",
"[33]\tvalid_0's poisson: -77.547\tvalid_0's quantile: 7.58856\n",
"[34]\tvalid_0's poisson: -77.9179\tvalid_0's quantile: 7.50227\n",
"[35]\tvalid_0's poisson: -78.2617\tvalid_0's quantile: 7.42174\n",
"[36]\tvalid_0's poisson: -78.6192\tvalid_0's quantile: 7.33945\n",
"[37]\tvalid_0's poisson: -78.9682\tvalid_0's quantile: 7.25983\n",
"[38]\tvalid_0's poisson: -79.3098\tvalid_0's quantile: 7.18131\n",
"[39]\tvalid_0's poisson: -79.6448\tvalid_0's quantile: 7.10466\n",
"[40]\tvalid_0's poisson: -79.9751\tvalid_0's quantile: 7.03025\n",
"[41]\tvalid_0's poisson: -80.2982\tvalid_0's quantile: 6.95743\n",
"[42]\tvalid_0's poisson: -80.6153\tvalid_0's quantile: 6.88577\n",
"[43]\tvalid_0's poisson: -80.9186\tvalid_0's quantile: 6.81727\n",
"[44]\tvalid_0's poisson: -81.2152\tvalid_0's quantile: 6.75067\n",
"[45]\tvalid_0's poisson: -81.5189\tvalid_0's quantile: 6.68298\n",
"[46]\tvalid_0's poisson: -81.8175\tvalid_0's quantile: 6.62007\n",
"[47]\tvalid_0's poisson: -82.1047\tvalid_0's quantile: 6.55978\n",
"[48]\tvalid_0's poisson: -82.3775\tvalid_0's quantile: 6.50344\n",
"[49]\tvalid_0's poisson: -82.6481\tvalid_0's quantile: 6.44879\n",
"[50]\tvalid_0's poisson: -82.9176\tvalid_0's quantile: 6.39444\n",
"[51]\tvalid_0's poisson: -83.1892\tvalid_0's quantile: 6.34075\n",
"[52]\tvalid_0's poisson: -83.4493\tvalid_0's quantile: 6.28862\n",
"[53]\tvalid_0's poisson: -83.7058\tvalid_0's quantile: 6.23755\n",
"[54]\tvalid_0's poisson: -83.9686\tvalid_0's quantile: 6.18656\n",
"[55]\tvalid_0's poisson: -84.2225\tvalid_0's quantile: 6.13551\n",
"[56]\tvalid_0's poisson: -84.4718\tvalid_0's quantile: 6.08686\n",
"[57]\tvalid_0's poisson: -84.7165\tvalid_0's quantile: 6.03965\n",
"[58]\tvalid_0's poisson: -84.9568\tvalid_0's quantile: 5.99249\n",
"[59]\tvalid_0's poisson: -85.197\tvalid_0's quantile: 5.94441\n",
"[60]\tvalid_0's poisson: -85.4317\tvalid_0's quantile: 5.89782\n",
"[61]\tvalid_0's poisson: -85.6577\tvalid_0's quantile: 5.85238\n",
"[62]\tvalid_0's poisson: -85.8816\tvalid_0's quantile: 5.80742\n",
"[63]\tvalid_0's poisson: -86.1019\tvalid_0's quantile: 5.76245\n",
"[64]\tvalid_0's poisson: -86.3314\tvalid_0's quantile: 5.72122\n",
"[65]\tvalid_0's poisson: -86.5477\tvalid_0's quantile: 5.68148\n",
"[66]\tvalid_0's poisson: -86.7614\tvalid_0's quantile: 5.64002\n",
"[67]\tvalid_0's poisson: -86.9693\tvalid_0's quantile: 5.60008\n",
"[68]\tvalid_0's poisson: -87.1741\tvalid_0's quantile: 5.56075\n",
"[69]\tvalid_0's poisson: -87.3725\tvalid_0's quantile: 5.52333\n",
"[70]\tvalid_0's poisson: -87.5661\tvalid_0's quantile: 5.48682\n",
"[71]\tvalid_0's poisson: -87.7565\tvalid_0's quantile: 5.45093\n",
"[72]\tvalid_0's poisson: -87.9494\tvalid_0's quantile: 5.41591\n",
"[73]\tvalid_0's poisson: -88.1425\tvalid_0's quantile: 5.38033\n",
"[74]\tvalid_0's poisson: -88.3276\tvalid_0's quantile: 5.34427\n",
"[75]\tvalid_0's poisson: -88.5237\tvalid_0's quantile: 5.30999\n",
"[76]\tvalid_0's poisson: -88.7088\tvalid_0's quantile: 5.27566\n",
"[77]\tvalid_0's poisson: -88.9005\tvalid_0's quantile: 5.24305\n",
"[78]\tvalid_0's poisson: -89.1064\tvalid_0's quantile: 5.20782\n",
"[79]\tvalid_0's poisson: -89.2968\tvalid_0's quantile: 5.1722\n",
"[80]\tvalid_0's poisson: -89.5034\tvalid_0's quantile: 5.13983\n",
"[81]\tvalid_0's poisson: -89.6751\tvalid_0's quantile: 5.1093\n",
"[82]\tvalid_0's poisson: -89.8687\tvalid_0's quantile: 5.07712\n",
"[83]\tvalid_0's poisson: -90.0336\tvalid_0's quantile: 5.04772\n",
"[84]\tvalid_0's poisson: -90.2019\tvalid_0's quantile: 5.01858\n",
"[85]\tvalid_0's poisson: -90.3647\tvalid_0's quantile: 4.99112\n",
"[86]\tvalid_0's poisson: -90.5371\tvalid_0's quantile: 4.96037\n",
"[87]\tvalid_0's poisson: -90.7132\tvalid_0's quantile: 4.93263\n",
"[88]\tvalid_0's poisson: -90.8896\tvalid_0's quantile: 4.90474\n",
"[89]\tvalid_0's poisson: -91.0595\tvalid_0's quantile: 4.87668\n",
"[90]\tvalid_0's poisson: -91.2269\tvalid_0's quantile: 4.85098\n",
"[91]\tvalid_0's poisson: -91.387\tvalid_0's quantile: 4.82473\n",
"[92]\tvalid_0's poisson: -91.548\tvalid_0's quantile: 4.79862\n",
"[93]\tvalid_0's poisson: -91.7084\tvalid_0's quantile: 4.77423\n",
"[94]\tvalid_0's poisson: -91.8658\tvalid_0's quantile: 4.74805\n",
"[95]\tvalid_0's poisson: -92.016\tvalid_0's quantile: 4.72378\n",
"[96]\tvalid_0's poisson: -92.1647\tvalid_0's quantile: 4.69739\n",
"[97]\tvalid_0's poisson: -92.32\tvalid_0's quantile: 4.67396\n",
"[98]\tvalid_0's poisson: -92.4677\tvalid_0's quantile: 4.65196\n",
"[99]\tvalid_0's poisson: -92.6097\tvalid_0's quantile: 4.62695\n",
"[100]\tvalid_0's poisson: -92.7511\tvalid_0's quantile: 4.60612\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.7969\tvalid_0's quantile: 11.5127\n",
"[2]\tvalid_0's poisson: -63.4047\tvalid_0's quantile: 11.3365\n",
"[3]\tvalid_0's poisson: -63.9952\tvalid_0's quantile: 11.1607\n",
"[4]\tvalid_0's poisson: -64.581\tvalid_0's quantile: 10.9906\n",
"[5]\tvalid_0's poisson: -65.1412\tvalid_0's quantile: 10.8231\n",
"[6]\tvalid_0's poisson: -65.6979\tvalid_0's quantile: 10.6579\n",
"[7]\tvalid_0's poisson: -66.2262\tvalid_0's quantile: 10.5021\n",
"[8]\tvalid_0's poisson: -66.7545\tvalid_0's quantile: 10.3515\n",
"[9]\tvalid_0's poisson: -67.268\tvalid_0's quantile: 10.2088\n",
"[10]\tvalid_0's poisson: -67.7719\tvalid_0's quantile: 10.0694\n",
"[11]\tvalid_0's poisson: -68.2664\tvalid_0's quantile: 9.93248\n",
"[12]\tvalid_0's poisson: -68.7454\tvalid_0's quantile: 9.7988\n",
"[13]\tvalid_0's poisson: -69.2176\tvalid_0's quantile: 9.66835\n",
"[14]\tvalid_0's poisson: -69.6755\tvalid_0's quantile: 9.54143\n",
"[15]\tvalid_0's poisson: -70.1261\tvalid_0's quantile: 9.41692\n",
"[16]\tvalid_0's poisson: -70.5664\tvalid_0's quantile: 9.29618\n",
"[17]\tvalid_0's poisson: -70.9937\tvalid_0's quantile: 9.17823\n",
"[18]\tvalid_0's poisson: -71.4507\tvalid_0's quantile: 9.06401\n",
"[19]\tvalid_0's poisson: -71.8945\tvalid_0's quantile: 8.95296\n",
"[20]\tvalid_0's poisson: -72.3364\tvalid_0's quantile: 8.84081\n",
"[21]\tvalid_0's poisson: -72.775\tvalid_0's quantile: 8.73001\n",
"[22]\tvalid_0's poisson: -73.1885\tvalid_0's quantile: 8.62757\n",
"[23]\tvalid_0's poisson: -73.601\tvalid_0's quantile: 8.52439\n",
"[24]\tvalid_0's poisson: -74.01\tvalid_0's quantile: 8.42426\n",
"[25]\tvalid_0's poisson: -74.4295\tvalid_0's quantile: 8.32144\n",
"[26]\tvalid_0's poisson: -74.8445\tvalid_0's quantile: 8.22209\n",
"[27]\tvalid_0's poisson: -75.2455\tvalid_0's quantile: 8.12457\n",
"[28]\tvalid_0's poisson: -75.6498\tvalid_0's quantile: 8.02739\n",
"[29]\tvalid_0's poisson: -76.0448\tvalid_0's quantile: 7.93491\n",
"[30]\tvalid_0's poisson: -76.4345\tvalid_0's quantile: 7.84371\n",
"[31]\tvalid_0's poisson: -76.8297\tvalid_0's quantile: 7.75303\n",
"[32]\tvalid_0's poisson: -77.2207\tvalid_0's quantile: 7.66305\n",
"[33]\tvalid_0's poisson: -77.6041\tvalid_0's quantile: 7.57473\n",
"[34]\tvalid_0's poisson: -77.9793\tvalid_0's quantile: 7.48823\n",
"[35]\tvalid_0's poisson: -78.3527\tvalid_0's quantile: 7.40052\n",
"[36]\tvalid_0's poisson: -78.7175\tvalid_0's quantile: 7.31499\n",
"[37]\tvalid_0's poisson: -79.0504\tvalid_0's quantile: 7.2399\n",
"[38]\tvalid_0's poisson: -79.4011\tvalid_0's quantile: 7.16035\n",
"[39]\tvalid_0's poisson: -79.7442\tvalid_0's quantile: 7.08338\n",
"[40]\tvalid_0's poisson: -80.0724\tvalid_0's quantile: 7.00901\n",
"[41]\tvalid_0's poisson: -80.3977\tvalid_0's quantile: 6.93389\n",
"[42]\tvalid_0's poisson: -80.7228\tvalid_0's quantile: 6.85965\n",
"[43]\tvalid_0's poisson: -81.0388\tvalid_0's quantile: 6.78958\n",
"[44]\tvalid_0's poisson: -81.3517\tvalid_0's quantile: 6.72082\n",
"[45]\tvalid_0's poisson: -81.6597\tvalid_0's quantile: 6.65509\n",
"[46]\tvalid_0's poisson: -81.9559\tvalid_0's quantile: 6.59335\n",
"[47]\tvalid_0's poisson: -82.2546\tvalid_0's quantile: 6.53051\n",
"[48]\tvalid_0's poisson: -82.5474\tvalid_0's quantile: 6.46967\n",
"[49]\tvalid_0's poisson: -82.835\tvalid_0's quantile: 6.41072\n",
"[50]\tvalid_0's poisson: -83.1165\tvalid_0's quantile: 6.35367\n",
"[51]\tvalid_0's poisson: -83.3984\tvalid_0's quantile: 6.29753\n",
"[52]\tvalid_0's poisson: -83.6749\tvalid_0's quantile: 6.24239\n",
"[53]\tvalid_0's poisson: -83.9481\tvalid_0's quantile: 6.1873\n",
"[54]\tvalid_0's poisson: -84.2143\tvalid_0's quantile: 6.1351\n",
"[55]\tvalid_0's poisson: -84.4741\tvalid_0's quantile: 6.08434\n",
"[56]\tvalid_0's poisson: -84.7328\tvalid_0's quantile: 6.0343\n",
"[57]\tvalid_0's poisson: -84.9882\tvalid_0's quantile: 5.98468\n",
"[58]\tvalid_0's poisson: -85.2344\tvalid_0's quantile: 5.93725\n",
"[59]\tvalid_0's poisson: -85.4773\tvalid_0's quantile: 5.88906\n",
"[60]\tvalid_0's poisson: -85.7227\tvalid_0's quantile: 5.84234\n",
"[61]\tvalid_0's poisson: -85.9542\tvalid_0's quantile: 5.7963\n",
"[62]\tvalid_0's poisson: -86.19\tvalid_0's quantile: 5.74916\n",
"[63]\tvalid_0's poisson: -86.4206\tvalid_0's quantile: 5.70523\n",
"[64]\tvalid_0's poisson: -86.6494\tvalid_0's quantile: 5.66115\n",
"[65]\tvalid_0's poisson: -86.8748\tvalid_0's quantile: 5.61817\n",
"[66]\tvalid_0's poisson: -87.1\tvalid_0's quantile: 5.57693\n",
"[67]\tvalid_0's poisson: -87.317\tvalid_0's quantile: 5.53728\n",
"[68]\tvalid_0's poisson: -87.5295\tvalid_0's quantile: 5.49886\n",
"[69]\tvalid_0's poisson: -87.741\tvalid_0's quantile: 5.46034\n",
"[70]\tvalid_0's poisson: -87.9433\tvalid_0's quantile: 5.42316\n",
"[71]\tvalid_0's poisson: -88.1497\tvalid_0's quantile: 5.38526\n",
"[72]\tvalid_0's poisson: -88.348\tvalid_0's quantile: 5.34791\n",
"[73]\tvalid_0's poisson: -88.5586\tvalid_0's quantile: 5.30985\n",
"[74]\tvalid_0's poisson: -88.7671\tvalid_0's quantile: 5.27239\n",
"[75]\tvalid_0's poisson: -88.9689\tvalid_0's quantile: 5.23576\n",
"[76]\tvalid_0's poisson: -89.1718\tvalid_0's quantile: 5.19698\n",
"[77]\tvalid_0's poisson: -89.3728\tvalid_0's quantile: 5.16457\n",
"[78]\tvalid_0's poisson: -89.5623\tvalid_0's quantile: 5.13098\n",
"[79]\tvalid_0's poisson: -89.7401\tvalid_0's quantile: 5.09967\n",
"[80]\tvalid_0's poisson: -89.915\tvalid_0's quantile: 5.06881\n",
"[81]\tvalid_0's poisson: -90.1073\tvalid_0's quantile: 5.03486\n",
"[82]\tvalid_0's poisson: -90.2921\tvalid_0's quantile: 5.00437\n",
"[83]\tvalid_0's poisson: -90.4727\tvalid_0's quantile: 4.97381\n",
"[84]\tvalid_0's poisson: -90.6538\tvalid_0's quantile: 4.94311\n",
"[85]\tvalid_0's poisson: -90.8303\tvalid_0's quantile: 4.9123\n",
"[86]\tvalid_0's poisson: -91.0037\tvalid_0's quantile: 4.88273\n",
"[87]\tvalid_0's poisson: -91.1742\tvalid_0's quantile: 4.85601\n",
"[88]\tvalid_0's poisson: -91.3385\tvalid_0's quantile: 4.82533\n",
"[89]\tvalid_0's poisson: -91.5039\tvalid_0's quantile: 4.79783\n",
"[90]\tvalid_0's poisson: -91.6651\tvalid_0's quantile: 4.77299\n",
"[91]\tvalid_0's poisson: -91.8253\tvalid_0's quantile: 4.74655\n",
"[92]\tvalid_0's poisson: -91.9789\tvalid_0's quantile: 4.72137\n",
"[93]\tvalid_0's poisson: -92.1366\tvalid_0's quantile: 4.69583\n",
"[94]\tvalid_0's poisson: -92.2886\tvalid_0's quantile: 4.67186\n",
"[95]\tvalid_0's poisson: -92.4403\tvalid_0's quantile: 4.64768\n",
"[96]\tvalid_0's poisson: -92.5864\tvalid_0's quantile: 4.62592\n",
"[97]\tvalid_0's poisson: -92.7316\tvalid_0's quantile: 4.60197\n",
"[98]\tvalid_0's poisson: -92.8736\tvalid_0's quantile: 4.57959\n",
"[99]\tvalid_0's poisson: -93.0095\tvalid_0's quantile: 4.5571\n",
"[100]\tvalid_0's poisson: -93.1583\tvalid_0's quantile: 4.53378\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.4134\tvalid_0's quantile: 11.5026\n",
"[2]\tvalid_0's poisson: -64.0154\tvalid_0's quantile: 11.3208\n",
"[3]\tvalid_0's poisson: -64.6022\tvalid_0's quantile: 11.1452\n",
"[4]\tvalid_0's poisson: -65.1737\tvalid_0's quantile: 10.9711\n",
"[5]\tvalid_0's poisson: -65.7274\tvalid_0's quantile: 10.8013\n",
"[6]\tvalid_0's poisson: -66.283\tvalid_0's quantile: 10.6336\n",
"[7]\tvalid_0's poisson: -66.8235\tvalid_0's quantile: 10.4742\n",
"[8]\tvalid_0's poisson: -67.3557\tvalid_0's quantile: 10.3203\n",
"[9]\tvalid_0's poisson: -67.8655\tvalid_0's quantile: 10.1748\n",
"[10]\tvalid_0's poisson: -68.3564\tvalid_0's quantile: 10.0336\n",
"[11]\tvalid_0's poisson: -68.8334\tvalid_0's quantile: 9.89736\n",
"[12]\tvalid_0's poisson: -69.3193\tvalid_0's quantile: 9.76065\n",
"[13]\tvalid_0's poisson: -69.7937\tvalid_0's quantile: 9.62671\n",
"[14]\tvalid_0's poisson: -70.2796\tvalid_0's quantile: 9.49078\n",
"[15]\tvalid_0's poisson: -70.7337\tvalid_0's quantile: 9.36352\n",
"[16]\tvalid_0's poisson: -71.1756\tvalid_0's quantile: 9.24108\n",
"[17]\tvalid_0's poisson: -71.6088\tvalid_0's quantile: 9.12058\n",
"[18]\tvalid_0's poisson: -72.057\tvalid_0's quantile: 8.99994\n",
"[19]\tvalid_0's poisson: -72.4992\tvalid_0's quantile: 8.88432\n",
"[20]\tvalid_0's poisson: -72.9263\tvalid_0's quantile: 8.77179\n",
"[21]\tvalid_0's poisson: -73.3138\tvalid_0's quantile: 8.66962\n",
"[22]\tvalid_0's poisson: -73.7241\tvalid_0's quantile: 8.56253\n",
"[23]\tvalid_0's poisson: -74.0993\tvalid_0's quantile: 8.46742\n",
"[24]\tvalid_0's poisson: -74.5243\tvalid_0's quantile: 8.36355\n",
"[25]\tvalid_0's poisson: -74.9394\tvalid_0's quantile: 8.26221\n",
"[26]\tvalid_0's poisson: -75.3287\tvalid_0's quantile: 8.16334\n",
"[27]\tvalid_0's poisson: -75.7267\tvalid_0's quantile: 8.06614\n",
"[28]\tvalid_0's poisson: -76.104\tvalid_0's quantile: 7.97761\n",
"[29]\tvalid_0's poisson: -76.47\tvalid_0's quantile: 7.88768\n",
"[30]\tvalid_0's poisson: -76.8555\tvalid_0's quantile: 7.79476\n",
"[31]\tvalid_0's poisson: -77.2189\tvalid_0's quantile: 7.70422\n",
"[32]\tvalid_0's poisson: -77.5893\tvalid_0's quantile: 7.61355\n",
"[33]\tvalid_0's poisson: -77.953\tvalid_0's quantile: 7.5252\n",
"[34]\tvalid_0's poisson: -78.3082\tvalid_0's quantile: 7.44027\n",
"[35]\tvalid_0's poisson: -78.6562\tvalid_0's quantile: 7.35794\n",
"[36]\tvalid_0's poisson: -78.9974\tvalid_0's quantile: 7.27747\n",
"[37]\tvalid_0's poisson: -79.3278\tvalid_0's quantile: 7.1998\n",
"[38]\tvalid_0's poisson: -79.6563\tvalid_0's quantile: 7.12328\n",
"[39]\tvalid_0's poisson: -79.9934\tvalid_0's quantile: 7.04674\n",
"[40]\tvalid_0's poisson: -80.324\tvalid_0's quantile: 6.97145\n",
"[41]\tvalid_0's poisson: -80.6488\tvalid_0's quantile: 6.8983\n",
"[42]\tvalid_0's poisson: -80.9698\tvalid_0's quantile: 6.82708\n",
"[43]\tvalid_0's poisson: -81.2785\tvalid_0's quantile: 6.75758\n",
"[44]\tvalid_0's poisson: -81.5717\tvalid_0's quantile: 6.69041\n",
"[45]\tvalid_0's poisson: -81.8762\tvalid_0's quantile: 6.62574\n",
"[46]\tvalid_0's poisson: -82.168\tvalid_0's quantile: 6.56335\n",
"[47]\tvalid_0's poisson: -82.4534\tvalid_0's quantile: 6.50332\n",
"[48]\tvalid_0's poisson: -82.7331\tvalid_0's quantile: 6.44561\n",
"[49]\tvalid_0's poisson: -83.0144\tvalid_0's quantile: 6.38834\n",
"[50]\tvalid_0's poisson: -83.2908\tvalid_0's quantile: 6.33326\n",
"[51]\tvalid_0's poisson: -83.5554\tvalid_0's quantile: 6.28041\n",
"[52]\tvalid_0's poisson: -83.8087\tvalid_0's quantile: 6.2279\n",
"[53]\tvalid_0's poisson: -84.0633\tvalid_0's quantile: 6.1757\n",
"[54]\tvalid_0's poisson: -84.3144\tvalid_0's quantile: 6.12461\n",
"[55]\tvalid_0's poisson: -84.5558\tvalid_0's quantile: 6.07512\n",
"[56]\tvalid_0's poisson: -84.7937\tvalid_0's quantile: 6.02798\n",
"[57]\tvalid_0's poisson: -85.0319\tvalid_0's quantile: 5.98013\n",
"[58]\tvalid_0's poisson: -85.2783\tvalid_0's quantile: 5.93057\n",
"[59]\tvalid_0's poisson: -85.5205\tvalid_0's quantile: 5.88224\n",
"[60]\tvalid_0's poisson: -85.7591\tvalid_0's quantile: 5.83271\n",
"[61]\tvalid_0's poisson: -85.9907\tvalid_0's quantile: 5.78571\n",
"[62]\tvalid_0's poisson: -86.2153\tvalid_0's quantile: 5.74198\n",
"[63]\tvalid_0's poisson: -86.4306\tvalid_0's quantile: 5.70015\n",
"[64]\tvalid_0's poisson: -86.6424\tvalid_0's quantile: 5.66002\n",
"[65]\tvalid_0's poisson: -86.8602\tvalid_0's quantile: 5.61939\n",
"[66]\tvalid_0's poisson: -87.0714\tvalid_0's quantile: 5.57956\n",
"[67]\tvalid_0's poisson: -87.2821\tvalid_0's quantile: 5.53896\n",
"[68]\tvalid_0's poisson: -87.4878\tvalid_0's quantile: 5.50058\n",
"[69]\tvalid_0's poisson: -87.6847\tvalid_0's quantile: 5.46196\n",
"[70]\tvalid_0's poisson: -87.8838\tvalid_0's quantile: 5.42391\n",
"[71]\tvalid_0's poisson: -88.0797\tvalid_0's quantile: 5.38643\n",
"[72]\tvalid_0's poisson: -88.2912\tvalid_0's quantile: 5.34636\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -88.4954\tvalid_0's quantile: 5.30888\n",
"[74]\tvalid_0's poisson: -88.6792\tvalid_0's quantile: 5.27436\n",
"[75]\tvalid_0's poisson: -88.8616\tvalid_0's quantile: 5.24068\n",
"[76]\tvalid_0's poisson: -89.0581\tvalid_0's quantile: 5.20583\n",
"[77]\tvalid_0's poisson: -89.2342\tvalid_0's quantile: 5.17456\n",
"[78]\tvalid_0's poisson: -89.4244\tvalid_0's quantile: 5.14133\n",
"[79]\tvalid_0's poisson: -89.6106\tvalid_0's quantile: 5.10928\n",
"[80]\tvalid_0's poisson: -89.7995\tvalid_0's quantile: 5.07545\n",
"[81]\tvalid_0's poisson: -89.9901\tvalid_0's quantile: 5.04208\n",
"[82]\tvalid_0's poisson: -90.1781\tvalid_0's quantile: 5.0101\n",
"[83]\tvalid_0's poisson: -90.3626\tvalid_0's quantile: 4.97902\n",
"[84]\tvalid_0's poisson: -90.5393\tvalid_0's quantile: 4.94929\n",
"[85]\tvalid_0's poisson: -90.7\tvalid_0's quantile: 4.92154\n",
"[86]\tvalid_0's poisson: -90.8705\tvalid_0's quantile: 4.89385\n",
"[87]\tvalid_0's poisson: -91.0384\tvalid_0's quantile: 4.86726\n",
"[88]\tvalid_0's poisson: -91.1998\tvalid_0's quantile: 4.8417\n",
"[89]\tvalid_0's poisson: -91.346\tvalid_0's quantile: 4.8175\n",
"[90]\tvalid_0's poisson: -91.5044\tvalid_0's quantile: 4.79241\n",
"[91]\tvalid_0's poisson: -91.6687\tvalid_0's quantile: 4.76687\n",
"[92]\tvalid_0's poisson: -91.8234\tvalid_0's quantile: 4.74337\n",
"[93]\tvalid_0's poisson: -91.9713\tvalid_0's quantile: 4.7157\n",
"[94]\tvalid_0's poisson: -92.1285\tvalid_0's quantile: 4.69177\n",
"[95]\tvalid_0's poisson: -92.283\tvalid_0's quantile: 4.66668\n",
"[96]\tvalid_0's poisson: -92.4296\tvalid_0's quantile: 4.64426\n",
"[97]\tvalid_0's poisson: -92.5761\tvalid_0's quantile: 4.62057\n",
"[98]\tvalid_0's poisson: -92.7186\tvalid_0's quantile: 4.5987\n",
"[99]\tvalid_0's poisson: -92.861\tvalid_0's quantile: 4.57751\n",
"[100]\tvalid_0's poisson: -92.9889\tvalid_0's quantile: 4.55791\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.0235\tvalid_0's quantile: 11.5014\n",
"[2]\tvalid_0's poisson: -64.609\tvalid_0's quantile: 11.3223\n",
"[3]\tvalid_0's poisson: -65.1763\tvalid_0's quantile: 11.151\n",
"[4]\tvalid_0's poisson: -65.7335\tvalid_0's quantile: 10.9819\n",
"[5]\tvalid_0's poisson: -66.2936\tvalid_0's quantile: 10.8114\n",
"[6]\tvalid_0's poisson: -66.8384\tvalid_0's quantile: 10.6475\n",
"[7]\tvalid_0's poisson: -67.3798\tvalid_0's quantile: 10.4886\n",
"[8]\tvalid_0's poisson: -67.9082\tvalid_0's quantile: 10.3348\n",
"[9]\tvalid_0's poisson: -68.4295\tvalid_0's quantile: 10.1854\n",
"[10]\tvalid_0's poisson: -68.9378\tvalid_0's quantile: 10.0378\n",
"[11]\tvalid_0's poisson: -69.4417\tvalid_0's quantile: 9.89461\n",
"[12]\tvalid_0's poisson: -69.9332\tvalid_0's quantile: 9.75586\n",
"[13]\tvalid_0's poisson: -70.4104\tvalid_0's quantile: 9.62344\n",
"[14]\tvalid_0's poisson: -70.8765\tvalid_0's quantile: 9.49344\n",
"[15]\tvalid_0's poisson: -71.3284\tvalid_0's quantile: 9.36493\n",
"[16]\tvalid_0's poisson: -71.7943\tvalid_0's quantile: 9.24041\n",
"[17]\tvalid_0's poisson: -72.2501\tvalid_0's quantile: 9.11862\n",
"[18]\tvalid_0's poisson: -72.6634\tvalid_0's quantile: 9.00515\n",
"[19]\tvalid_0's poisson: -73.0723\tvalid_0's quantile: 8.89493\n",
"[20]\tvalid_0's poisson: -73.4995\tvalid_0's quantile: 8.78525\n",
"[21]\tvalid_0's poisson: -73.9187\tvalid_0's quantile: 8.67628\n",
"[22]\tvalid_0's poisson: -74.3321\tvalid_0's quantile: 8.57101\n",
"[23]\tvalid_0's poisson: -74.7373\tvalid_0's quantile: 8.4695\n",
"[24]\tvalid_0's poisson: -75.1073\tvalid_0's quantile: 8.37483\n",
"[25]\tvalid_0's poisson: -75.4985\tvalid_0's quantile: 8.2766\n",
"[26]\tvalid_0's poisson: -75.8939\tvalid_0's quantile: 8.17633\n",
"[27]\tvalid_0's poisson: -76.2826\tvalid_0's quantile: 8.07913\n",
"[28]\tvalid_0's poisson: -76.6616\tvalid_0's quantile: 7.98572\n",
"[29]\tvalid_0's poisson: -77.0368\tvalid_0's quantile: 7.89371\n",
"[30]\tvalid_0's poisson: -77.4043\tvalid_0's quantile: 7.80426\n",
"[31]\tvalid_0's poisson: -77.7603\tvalid_0's quantile: 7.71703\n",
"[32]\tvalid_0's poisson: -78.112\tvalid_0's quantile: 7.63055\n",
"[33]\tvalid_0's poisson: -78.4616\tvalid_0's quantile: 7.54572\n",
"[34]\tvalid_0's poisson: -78.7992\tvalid_0's quantile: 7.46279\n",
"[35]\tvalid_0's poisson: -79.1477\tvalid_0's quantile: 7.37956\n",
"[36]\tvalid_0's poisson: -79.4907\tvalid_0's quantile: 7.29775\n",
"[37]\tvalid_0's poisson: -79.8114\tvalid_0's quantile: 7.22154\n",
"[38]\tvalid_0's poisson: -80.1264\tvalid_0's quantile: 7.14715\n",
"[39]\tvalid_0's poisson: -80.4571\tvalid_0's quantile: 7.07075\n",
"[40]\tvalid_0's poisson: -80.7626\tvalid_0's quantile: 7.00003\n",
"[41]\tvalid_0's poisson: -81.0836\tvalid_0's quantile: 6.92545\n",
"[42]\tvalid_0's poisson: -81.3925\tvalid_0's quantile: 6.8536\n",
"[43]\tvalid_0's poisson: -81.6862\tvalid_0's quantile: 6.78472\n",
"[44]\tvalid_0's poisson: -81.9819\tvalid_0's quantile: 6.71527\n",
"[45]\tvalid_0's poisson: -82.2819\tvalid_0's quantile: 6.64896\n",
"[46]\tvalid_0's poisson: -82.5724\tvalid_0's quantile: 6.58499\n",
"[47]\tvalid_0's poisson: -82.8594\tvalid_0's quantile: 6.52392\n",
"[48]\tvalid_0's poisson: -83.1371\tvalid_0's quantile: 6.46449\n",
"[49]\tvalid_0's poisson: -83.4133\tvalid_0's quantile: 6.40714\n",
"[50]\tvalid_0's poisson: -83.6857\tvalid_0's quantile: 6.34968\n",
"[51]\tvalid_0's poisson: -83.95\tvalid_0's quantile: 6.29498\n",
"[52]\tvalid_0's poisson: -84.2119\tvalid_0's quantile: 6.24028\n",
"[53]\tvalid_0's poisson: -84.4692\tvalid_0's quantile: 6.18785\n",
"[54]\tvalid_0's poisson: -84.7226\tvalid_0's quantile: 6.13556\n",
"[55]\tvalid_0's poisson: -84.9668\tvalid_0's quantile: 6.08523\n",
"[56]\tvalid_0's poisson: -85.2092\tvalid_0's quantile: 6.03626\n",
"[57]\tvalid_0's poisson: -85.4476\tvalid_0's quantile: 5.99\n",
"[58]\tvalid_0's poisson: -85.686\tvalid_0's quantile: 5.94069\n",
"[59]\tvalid_0's poisson: -85.9195\tvalid_0's quantile: 5.89392\n",
"[60]\tvalid_0's poisson: -86.1501\tvalid_0's quantile: 5.84537\n",
"[61]\tvalid_0's poisson: -86.3732\tvalid_0's quantile: 5.79896\n",
"[62]\tvalid_0's poisson: -86.5949\tvalid_0's quantile: 5.75371\n",
"[63]\tvalid_0's poisson: -86.812\tvalid_0's quantile: 5.70943\n",
"[64]\tvalid_0's poisson: -87.0288\tvalid_0's quantile: 5.66562\n",
"[65]\tvalid_0's poisson: -87.2392\tvalid_0's quantile: 5.62439\n",
"[66]\tvalid_0's poisson: -87.4473\tvalid_0's quantile: 5.58573\n",
"[67]\tvalid_0's poisson: -87.6515\tvalid_0's quantile: 5.54856\n",
"[68]\tvalid_0's poisson: -87.8552\tvalid_0's quantile: 5.51178\n",
"[69]\tvalid_0's poisson: -88.0516\tvalid_0's quantile: 5.47416\n",
"[70]\tvalid_0's poisson: -88.2427\tvalid_0's quantile: 5.43762\n",
"[71]\tvalid_0's poisson: -88.4303\tvalid_0's quantile: 5.40191\n",
"[72]\tvalid_0's poisson: -88.6378\tvalid_0's quantile: 5.36597\n",
"[73]\tvalid_0's poisson: -88.8388\tvalid_0's quantile: 5.32866\n",
"[74]\tvalid_0's poisson: -89.0218\tvalid_0's quantile: 5.29532\n",
"[75]\tvalid_0's poisson: -89.2197\tvalid_0's quantile: 5.2614\n",
"[76]\tvalid_0's poisson: -89.4119\tvalid_0's quantile: 5.22625\n",
"[77]\tvalid_0's poisson: -89.605\tvalid_0's quantile: 5.19312\n",
"[78]\tvalid_0's poisson: -89.795\tvalid_0's quantile: 5.15912\n",
"[79]\tvalid_0's poisson: -89.98\tvalid_0's quantile: 5.12579\n",
"[80]\tvalid_0's poisson: -90.162\tvalid_0's quantile: 5.09463\n",
"[81]\tvalid_0's poisson: -90.3242\tvalid_0's quantile: 5.06509\n",
"[82]\tvalid_0's poisson: -90.503\tvalid_0's quantile: 5.03379\n",
"[83]\tvalid_0's poisson: -90.6623\tvalid_0's quantile: 5.00608\n",
"[84]\tvalid_0's poisson: -90.8383\tvalid_0's quantile: 4.97875\n",
"[85]\tvalid_0's poisson: -90.986\tvalid_0's quantile: 4.95268\n",
"[86]\tvalid_0's poisson: -91.1535\tvalid_0's quantile: 4.92447\n",
"[87]\tvalid_0's poisson: -91.3163\tvalid_0's quantile: 4.89759\n",
"[88]\tvalid_0's poisson: -91.4784\tvalid_0's quantile: 4.87088\n",
"[89]\tvalid_0's poisson: -91.6375\tvalid_0's quantile: 4.84492\n",
"[90]\tvalid_0's poisson: -91.7934\tvalid_0's quantile: 4.81912\n",
"[91]\tvalid_0's poisson: -91.9531\tvalid_0's quantile: 4.79482\n",
"[92]\tvalid_0's poisson: -92.1025\tvalid_0's quantile: 4.77\n",
"[93]\tvalid_0's poisson: -92.2489\tvalid_0's quantile: 4.74614\n",
"[94]\tvalid_0's poisson: -92.4022\tvalid_0's quantile: 4.7233\n",
"[95]\tvalid_0's poisson: -92.5439\tvalid_0's quantile: 4.70117\n",
"[96]\tvalid_0's poisson: -92.6964\tvalid_0's quantile: 4.67717\n",
"[97]\tvalid_0's poisson: -92.8334\tvalid_0's quantile: 4.65141\n",
"[98]\tvalid_0's poisson: -92.98\tvalid_0's quantile: 4.62807\n",
"[99]\tvalid_0's poisson: -93.1193\tvalid_0's quantile: 4.60707\n",
"[100]\tvalid_0's poisson: -93.2514\tvalid_0's quantile: 4.58426\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.7417\tvalid_0's quantile: 11.5233\n",
"[2]\tvalid_0's poisson: -63.313\tvalid_0's quantile: 11.3481\n",
"[3]\tvalid_0's poisson: -63.9033\tvalid_0's quantile: 11.1771\n",
"[4]\tvalid_0's poisson: -64.4782\tvalid_0's quantile: 11.0097\n",
"[5]\tvalid_0's poisson: -65.0381\tvalid_0's quantile: 10.8467\n",
"[6]\tvalid_0's poisson: -65.5816\tvalid_0's quantile: 10.6887\n",
"[7]\tvalid_0's poisson: -66.1104\tvalid_0's quantile: 10.5348\n",
"[8]\tvalid_0's poisson: -66.6269\tvalid_0's quantile: 10.3885\n",
"[9]\tvalid_0's poisson: -67.147\tvalid_0's quantile: 10.2437\n",
"[10]\tvalid_0's poisson: -67.654\tvalid_0's quantile: 10.1027\n",
"[11]\tvalid_0's poisson: -68.1535\tvalid_0's quantile: 9.96489\n",
"[12]\tvalid_0's poisson: -68.6382\tvalid_0's quantile: 9.83184\n",
"[13]\tvalid_0's poisson: -69.1117\tvalid_0's quantile: 9.70213\n",
"[14]\tvalid_0's poisson: -69.5824\tvalid_0's quantile: 9.57835\n",
"[15]\tvalid_0's poisson: -70.0335\tvalid_0's quantile: 9.45681\n",
"[16]\tvalid_0's poisson: -70.4758\tvalid_0's quantile: 9.33862\n",
"[17]\tvalid_0's poisson: -70.9074\tvalid_0's quantile: 9.22319\n",
"[18]\tvalid_0's poisson: -71.3295\tvalid_0's quantile: 9.11087\n",
"[19]\tvalid_0's poisson: -71.7694\tvalid_0's quantile: 8.9971\n",
"[20]\tvalid_0's poisson: -72.1919\tvalid_0's quantile: 8.88765\n",
"[21]\tvalid_0's poisson: -72.6071\tvalid_0's quantile: 8.77821\n",
"[22]\tvalid_0's poisson: -73.0314\tvalid_0's quantile: 8.66777\n",
"[23]\tvalid_0's poisson: -73.4433\tvalid_0's quantile: 8.56126\n",
"[24]\tvalid_0's poisson: -73.8813\tvalid_0's quantile: 8.45616\n",
"[25]\tvalid_0's poisson: -74.3125\tvalid_0's quantile: 8.35243\n",
"[26]\tvalid_0's poisson: -74.7349\tvalid_0's quantile: 8.25192\n",
"[27]\tvalid_0's poisson: -75.148\tvalid_0's quantile: 8.15406\n",
"[28]\tvalid_0's poisson: -75.5536\tvalid_0's quantile: 8.0581\n",
"[29]\tvalid_0's poisson: -75.9509\tvalid_0's quantile: 7.96438\n",
"[30]\tvalid_0's poisson: -76.3397\tvalid_0's quantile: 7.87324\n",
"[31]\tvalid_0's poisson: -76.7209\tvalid_0's quantile: 7.78306\n",
"[32]\tvalid_0's poisson: -77.0956\tvalid_0's quantile: 7.69516\n",
"[33]\tvalid_0's poisson: -77.4586\tvalid_0's quantile: 7.61\n",
"[34]\tvalid_0's poisson: -77.8341\tvalid_0's quantile: 7.52398\n",
"[35]\tvalid_0's poisson: -78.1984\tvalid_0's quantile: 7.44125\n",
"[36]\tvalid_0's poisson: -78.5433\tvalid_0's quantile: 7.36212\n",
"[37]\tvalid_0's poisson: -78.8823\tvalid_0's quantile: 7.28455\n",
"[38]\tvalid_0's poisson: -79.2269\tvalid_0's quantile: 7.20731\n",
"[39]\tvalid_0's poisson: -79.5516\tvalid_0's quantile: 7.13269\n",
"[40]\tvalid_0's poisson: -79.8879\tvalid_0's quantile: 7.05957\n",
"[41]\tvalid_0's poisson: -80.2045\tvalid_0's quantile: 6.98837\n",
"[42]\tvalid_0's poisson: -80.5291\tvalid_0's quantile: 6.91837\n",
"[43]\tvalid_0's poisson: -80.8475\tvalid_0's quantile: 6.8497\n",
"[44]\tvalid_0's poisson: -81.1642\tvalid_0's quantile: 6.78237\n",
"[45]\tvalid_0's poisson: -81.4592\tvalid_0's quantile: 6.7183\n",
"[46]\tvalid_0's poisson: -81.7475\tvalid_0's quantile: 6.65776\n",
"[47]\tvalid_0's poisson: -82.0472\tvalid_0's quantile: 6.59901\n",
"[48]\tvalid_0's poisson: -82.3402\tvalid_0's quantile: 6.54121\n",
"[49]\tvalid_0's poisson: -82.6288\tvalid_0's quantile: 6.48575\n",
"[50]\tvalid_0's poisson: -82.9111\tvalid_0's quantile: 6.42968\n",
"[51]\tvalid_0's poisson: -83.1814\tvalid_0's quantile: 6.37551\n",
"[52]\tvalid_0's poisson: -83.4548\tvalid_0's quantile: 6.32234\n",
"[53]\tvalid_0's poisson: -83.7254\tvalid_0's quantile: 6.27083\n",
"[54]\tvalid_0's poisson: -83.9896\tvalid_0's quantile: 6.21978\n",
"[55]\tvalid_0's poisson: -84.2412\tvalid_0's quantile: 6.17131\n",
"[56]\tvalid_0's poisson: -84.4904\tvalid_0's quantile: 6.12277\n",
"[57]\tvalid_0's poisson: -84.74\tvalid_0's quantile: 6.07609\n",
"[58]\tvalid_0's poisson: -84.9944\tvalid_0's quantile: 6.0253\n",
"[59]\tvalid_0's poisson: -85.2451\tvalid_0's quantile: 5.97479\n",
"[60]\tvalid_0's poisson: -85.4883\tvalid_0's quantile: 5.926\n",
"[61]\tvalid_0's poisson: -85.7189\tvalid_0's quantile: 5.88085\n",
"[62]\tvalid_0's poisson: -85.945\tvalid_0's quantile: 5.83597\n",
"[63]\tvalid_0's poisson: -86.1649\tvalid_0's quantile: 5.79352\n",
"[64]\tvalid_0's poisson: -86.3863\tvalid_0's quantile: 5.75086\n",
"[65]\tvalid_0's poisson: -86.6116\tvalid_0's quantile: 5.70819\n",
"[66]\tvalid_0's poisson: -86.8349\tvalid_0's quantile: 5.66462\n",
"[67]\tvalid_0's poisson: -87.0527\tvalid_0's quantile: 5.62426\n",
"[68]\tvalid_0's poisson: -87.2635\tvalid_0's quantile: 5.58588\n",
"[69]\tvalid_0's poisson: -87.4699\tvalid_0's quantile: 5.54642\n",
"[70]\tvalid_0's poisson: -87.6763\tvalid_0's quantile: 5.50956\n",
"[71]\tvalid_0's poisson: -87.8731\tvalid_0's quantile: 5.47338\n",
"[72]\tvalid_0's poisson: -88.0685\tvalid_0's quantile: 5.43707\n",
"[73]\tvalid_0's poisson: -88.2575\tvalid_0's quantile: 5.40257\n",
"[74]\tvalid_0's poisson: -88.4482\tvalid_0's quantile: 5.36592\n",
"[75]\tvalid_0's poisson: -88.6554\tvalid_0's quantile: 5.32857\n",
"[76]\tvalid_0's poisson: -88.8414\tvalid_0's quantile: 5.29387\n",
"[77]\tvalid_0's poisson: -89.0259\tvalid_0's quantile: 5.26011\n",
"[78]\tvalid_0's poisson: -89.2239\tvalid_0's quantile: 5.22554\n",
"[79]\tvalid_0's poisson: -89.4021\tvalid_0's quantile: 5.19448\n",
"[80]\tvalid_0's poisson: -89.5892\tvalid_0's quantile: 5.1612\n",
"[81]\tvalid_0's poisson: -89.7784\tvalid_0's quantile: 5.13025\n",
"[82]\tvalid_0's poisson: -89.9617\tvalid_0's quantile: 5.09964\n",
"[83]\tvalid_0's poisson: -90.145\tvalid_0's quantile: 5.0697\n",
"[84]\tvalid_0's poisson: -90.3231\tvalid_0's quantile: 5.04054\n",
"[85]\tvalid_0's poisson: -90.4856\tvalid_0's quantile: 5.0129\n",
"[86]\tvalid_0's poisson: -90.6561\tvalid_0's quantile: 4.98628\n",
"[87]\tvalid_0's poisson: -90.8241\tvalid_0's quantile: 4.95982\n",
"[88]\tvalid_0's poisson: -90.9813\tvalid_0's quantile: 4.93361\n",
"[89]\tvalid_0's poisson: -91.1445\tvalid_0's quantile: 4.90568\n",
"[90]\tvalid_0's poisson: -91.3074\tvalid_0's quantile: 4.87917\n",
"[91]\tvalid_0's poisson: -91.4655\tvalid_0's quantile: 4.85381\n",
"[92]\tvalid_0's poisson: -91.6225\tvalid_0's quantile: 4.82784\n",
"[93]\tvalid_0's poisson: -91.7789\tvalid_0's quantile: 4.80284\n",
"[94]\tvalid_0's poisson: -91.9327\tvalid_0's quantile: 4.77863\n",
"[95]\tvalid_0's poisson: -92.0863\tvalid_0's quantile: 4.75411\n",
"[96]\tvalid_0's poisson: -92.2323\tvalid_0's quantile: 4.73035\n",
"[97]\tvalid_0's poisson: -92.3735\tvalid_0's quantile: 4.70756\n",
"[98]\tvalid_0's poisson: -92.5231\tvalid_0's quantile: 4.68436\n",
"[99]\tvalid_0's poisson: -92.6669\tvalid_0's quantile: 4.66188\n",
"[100]\tvalid_0's poisson: -92.81\tvalid_0's quantile: 4.63792\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7414\tvalid_0's quantile: 10.9446\n",
"[2]\tvalid_0's poisson: -67.0683\tvalid_0's quantile: 10.2771\n",
"[3]\tvalid_0's poisson: -69.1801\tvalid_0's quantile: 9.70048\n",
"[4]\tvalid_0's poisson: -71.1033\tvalid_0's quantile: 9.18393\n",
"[5]\tvalid_0's poisson: -72.9336\tvalid_0's quantile: 8.69267\n",
"[6]\tvalid_0's poisson: -74.7972\tvalid_0's quantile: 8.24264\n",
"[7]\tvalid_0's poisson: -76.5298\tvalid_0's quantile: 7.8134\n",
"[8]\tvalid_0's poisson: -78.0419\tvalid_0's quantile: 7.45261\n",
"[9]\tvalid_0's poisson: -79.5028\tvalid_0's quantile: 7.11044\n",
"[10]\tvalid_0's poisson: -80.932\tvalid_0's quantile: 6.7854\n",
"[11]\tvalid_0's poisson: -82.2373\tvalid_0's quantile: 6.49879\n",
"[12]\tvalid_0's poisson: -83.4532\tvalid_0's quantile: 6.24714\n",
"[13]\tvalid_0's poisson: -84.5965\tvalid_0's quantile: 6.01169\n",
"[14]\tvalid_0's poisson: -85.6802\tvalid_0's quantile: 5.79804\n",
"[15]\tvalid_0's poisson: -86.6839\tvalid_0's quantile: 5.59723\n",
"[16]\tvalid_0's poisson: -87.7013\tvalid_0's quantile: 5.41283\n",
"[17]\tvalid_0's poisson: -88.6439\tvalid_0's quantile: 5.24228\n",
"[18]\tvalid_0's poisson: -89.5291\tvalid_0's quantile: 5.07756\n",
"[19]\tvalid_0's poisson: -90.379\tvalid_0's quantile: 4.93536\n",
"[20]\tvalid_0's poisson: -91.1607\tvalid_0's quantile: 4.80174\n",
"[21]\tvalid_0's poisson: -91.9193\tvalid_0's quantile: 4.68019\n",
"[22]\tvalid_0's poisson: -92.6177\tvalid_0's quantile: 4.56612\n",
"[23]\tvalid_0's poisson: -93.2822\tvalid_0's quantile: 4.46128\n",
"[24]\tvalid_0's poisson: -93.8813\tvalid_0's quantile: 4.35845\n",
"[25]\tvalid_0's poisson: -94.4692\tvalid_0's quantile: 4.2586\n",
"[26]\tvalid_0's poisson: -95.0171\tvalid_0's quantile: 4.17076\n",
"[27]\tvalid_0's poisson: -95.5468\tvalid_0's quantile: 4.08385\n",
"[28]\tvalid_0's poisson: -96.0686\tvalid_0's quantile: 4.00474\n",
"[29]\tvalid_0's poisson: -96.5599\tvalid_0's quantile: 3.93221\n",
"[30]\tvalid_0's poisson: -97.0073\tvalid_0's quantile: 3.86857\n",
"[31]\tvalid_0's poisson: -97.4495\tvalid_0's quantile: 3.80346\n",
"[32]\tvalid_0's poisson: -97.8804\tvalid_0's quantile: 3.74239\n",
"[33]\tvalid_0's poisson: -98.2863\tvalid_0's quantile: 3.68129\n",
"[34]\tvalid_0's poisson: -98.6889\tvalid_0's quantile: 3.62701\n",
"[35]\tvalid_0's poisson: -99.0643\tvalid_0's quantile: 3.57558\n",
"[36]\tvalid_0's poisson: -99.4065\tvalid_0's quantile: 3.53006\n",
"[37]\tvalid_0's poisson: -99.7513\tvalid_0's quantile: 3.47988\n",
"[38]\tvalid_0's poisson: -100.068\tvalid_0's quantile: 3.4361\n",
"[39]\tvalid_0's poisson: -100.362\tvalid_0's quantile: 3.39692\n",
"[40]\tvalid_0's poisson: -100.631\tvalid_0's quantile: 3.36071\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -100.894\tvalid_0's quantile: 3.32423\n",
"[42]\tvalid_0's poisson: -101.134\tvalid_0's quantile: 3.29136\n",
"[43]\tvalid_0's poisson: -101.355\tvalid_0's quantile: 3.26104\n",
"[44]\tvalid_0's poisson: -101.562\tvalid_0's quantile: 3.23197\n",
"[45]\tvalid_0's poisson: -101.76\tvalid_0's quantile: 3.2047\n",
"[46]\tvalid_0's poisson: -101.96\tvalid_0's quantile: 3.17764\n",
"[47]\tvalid_0's poisson: -102.142\tvalid_0's quantile: 3.15481\n",
"[48]\tvalid_0's poisson: -102.314\tvalid_0's quantile: 3.13097\n",
"[49]\tvalid_0's poisson: -102.468\tvalid_0's quantile: 3.10778\n",
"[50]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.08508\n",
"[51]\tvalid_0's poisson: -102.77\tvalid_0's quantile: 3.06751\n",
"[52]\tvalid_0's poisson: -102.919\tvalid_0's quantile: 3.04772\n",
"[53]\tvalid_0's poisson: -103.06\tvalid_0's quantile: 3.02824\n",
"[54]\tvalid_0's poisson: -103.194\tvalid_0's quantile: 3.0129\n",
"[55]\tvalid_0's poisson: -103.324\tvalid_0's quantile: 2.99667\n",
"[56]\tvalid_0's poisson: -103.444\tvalid_0's quantile: 2.98098\n",
"[57]\tvalid_0's poisson: -103.569\tvalid_0's quantile: 2.96655\n",
"[58]\tvalid_0's poisson: -103.685\tvalid_0's quantile: 2.95299\n",
"[59]\tvalid_0's poisson: -103.784\tvalid_0's quantile: 2.94098\n",
"[60]\tvalid_0's poisson: -103.884\tvalid_0's quantile: 2.9291\n",
"[61]\tvalid_0's poisson: -103.974\tvalid_0's quantile: 2.91695\n",
"[62]\tvalid_0's poisson: -104.065\tvalid_0's quantile: 2.90554\n",
"[63]\tvalid_0's poisson: -104.142\tvalid_0's quantile: 2.89441\n",
"[64]\tvalid_0's poisson: -104.221\tvalid_0's quantile: 2.8855\n",
"[65]\tvalid_0's poisson: -104.301\tvalid_0's quantile: 2.87632\n",
"[66]\tvalid_0's poisson: -104.374\tvalid_0's quantile: 2.86563\n",
"[67]\tvalid_0's poisson: -104.44\tvalid_0's quantile: 2.85797\n",
"[68]\tvalid_0's poisson: -104.503\tvalid_0's quantile: 2.8509\n",
"[69]\tvalid_0's poisson: -104.565\tvalid_0's quantile: 2.84488\n",
"[70]\tvalid_0's poisson: -104.612\tvalid_0's quantile: 2.83562\n",
"[71]\tvalid_0's poisson: -104.668\tvalid_0's quantile: 2.82915\n",
"[72]\tvalid_0's poisson: -104.719\tvalid_0's quantile: 2.82082\n",
"[73]\tvalid_0's poisson: -104.771\tvalid_0's quantile: 2.81456\n",
"[74]\tvalid_0's poisson: -104.818\tvalid_0's quantile: 2.80791\n",
"[75]\tvalid_0's poisson: -104.864\tvalid_0's quantile: 2.80239\n",
"[76]\tvalid_0's poisson: -104.901\tvalid_0's quantile: 2.78967\n",
"[77]\tvalid_0's poisson: -104.937\tvalid_0's quantile: 2.78561\n",
"[78]\tvalid_0's poisson: -104.972\tvalid_0's quantile: 2.78268\n",
"[79]\tvalid_0's poisson: -105.005\tvalid_0's quantile: 2.77993\n",
"[80]\tvalid_0's poisson: -105.042\tvalid_0's quantile: 2.77651\n",
"[81]\tvalid_0's poisson: -105.077\tvalid_0's quantile: 2.77267\n",
"[82]\tvalid_0's poisson: -105.112\tvalid_0's quantile: 2.76755\n",
"[83]\tvalid_0's poisson: -105.138\tvalid_0's quantile: 2.76457\n",
"[84]\tvalid_0's poisson: -105.168\tvalid_0's quantile: 2.76135\n",
"[85]\tvalid_0's poisson: -105.198\tvalid_0's quantile: 2.75875\n",
"[86]\tvalid_0's poisson: -105.219\tvalid_0's quantile: 2.75672\n",
"[87]\tvalid_0's poisson: -105.244\tvalid_0's quantile: 2.75417\n",
"[88]\tvalid_0's poisson: -105.262\tvalid_0's quantile: 2.75321\n",
"[89]\tvalid_0's poisson: -105.281\tvalid_0's quantile: 2.75239\n",
"[90]\tvalid_0's poisson: -105.303\tvalid_0's quantile: 2.75162\n",
"[91]\tvalid_0's poisson: -105.315\tvalid_0's quantile: 2.75015\n",
"[92]\tvalid_0's poisson: -105.343\tvalid_0's quantile: 2.74814\n",
"[93]\tvalid_0's poisson: -105.361\tvalid_0's quantile: 2.74605\n",
"[94]\tvalid_0's poisson: -105.375\tvalid_0's quantile: 2.74459\n",
"[95]\tvalid_0's poisson: -105.39\tvalid_0's quantile: 2.74349\n",
"[96]\tvalid_0's poisson: -105.405\tvalid_0's quantile: 2.74192\n",
"[97]\tvalid_0's poisson: -105.421\tvalid_0's quantile: 2.74021\n",
"[98]\tvalid_0's poisson: -105.432\tvalid_0's quantile: 2.73838\n",
"[99]\tvalid_0's poisson: -105.443\tvalid_0's quantile: 2.73748\n",
"[100]\tvalid_0's poisson: -105.458\tvalid_0's quantile: 2.73648\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7635\tvalid_0's quantile: 10.9433\n",
"[2]\tvalid_0's poisson: -67.1218\tvalid_0's quantile: 10.2767\n",
"[3]\tvalid_0's poisson: -69.1963\tvalid_0's quantile: 9.71095\n",
"[4]\tvalid_0's poisson: -71.1902\tvalid_0's quantile: 9.17195\n",
"[5]\tvalid_0's poisson: -73.0633\tvalid_0's quantile: 8.66863\n",
"[6]\tvalid_0's poisson: -74.672\tvalid_0's quantile: 8.23266\n",
"[7]\tvalid_0's poisson: -76.4044\tvalid_0's quantile: 7.82591\n",
"[8]\tvalid_0's poisson: -78.0253\tvalid_0's quantile: 7.45204\n",
"[9]\tvalid_0's poisson: -79.4994\tvalid_0's quantile: 7.10546\n",
"[10]\tvalid_0's poisson: -80.8913\tvalid_0's quantile: 6.78296\n",
"[11]\tvalid_0's poisson: -82.1833\tvalid_0's quantile: 6.49298\n",
"[12]\tvalid_0's poisson: -83.3455\tvalid_0's quantile: 6.2473\n",
"[13]\tvalid_0's poisson: -84.5209\tvalid_0's quantile: 6.00479\n",
"[14]\tvalid_0's poisson: -85.6388\tvalid_0's quantile: 5.78543\n",
"[15]\tvalid_0's poisson: -86.679\tvalid_0's quantile: 5.58701\n",
"[16]\tvalid_0's poisson: -87.6421\tvalid_0's quantile: 5.40643\n",
"[17]\tvalid_0's poisson: -88.6179\tvalid_0's quantile: 5.23435\n",
"[18]\tvalid_0's poisson: -89.5258\tvalid_0's quantile: 5.08079\n",
"[19]\tvalid_0's poisson: -90.3912\tvalid_0's quantile: 4.93799\n",
"[20]\tvalid_0's poisson: -91.186\tvalid_0's quantile: 4.80214\n",
"[21]\tvalid_0's poisson: -91.9241\tvalid_0's quantile: 4.67703\n",
"[22]\tvalid_0's poisson: -92.6251\tvalid_0's quantile: 4.55912\n",
"[23]\tvalid_0's poisson: -93.2739\tvalid_0's quantile: 4.45295\n",
"[24]\tvalid_0's poisson: -93.9012\tvalid_0's quantile: 4.35426\n",
"[25]\tvalid_0's poisson: -94.5082\tvalid_0's quantile: 4.25715\n",
"[26]\tvalid_0's poisson: -95.0916\tvalid_0's quantile: 4.17104\n",
"[27]\tvalid_0's poisson: -95.6415\tvalid_0's quantile: 4.09124\n",
"[28]\tvalid_0's poisson: -96.1454\tvalid_0's quantile: 4.01409\n",
"[29]\tvalid_0's poisson: -96.6387\tvalid_0's quantile: 3.94531\n",
"[30]\tvalid_0's poisson: -97.081\tvalid_0's quantile: 3.87539\n",
"[31]\tvalid_0's poisson: -97.5282\tvalid_0's quantile: 3.81245\n",
"[32]\tvalid_0's poisson: -97.94\tvalid_0's quantile: 3.75263\n",
"[33]\tvalid_0's poisson: -98.3274\tvalid_0's quantile: 3.69749\n",
"[34]\tvalid_0's poisson: -98.7295\tvalid_0's quantile: 3.64034\n",
"[35]\tvalid_0's poisson: -99.0867\tvalid_0's quantile: 3.59044\n",
"[36]\tvalid_0's poisson: -99.4315\tvalid_0's quantile: 3.53777\n",
"[37]\tvalid_0's poisson: -99.7556\tvalid_0's quantile: 3.4944\n",
"[38]\tvalid_0's poisson: -100.063\tvalid_0's quantile: 3.45172\n",
"[39]\tvalid_0's poisson: -100.374\tvalid_0's quantile: 3.40351\n",
"[40]\tvalid_0's poisson: -100.661\tvalid_0's quantile: 3.36483\n",
"[41]\tvalid_0's poisson: -100.932\tvalid_0's quantile: 3.32737\n",
"[42]\tvalid_0's poisson: -101.166\tvalid_0's quantile: 3.29893\n",
"[43]\tvalid_0's poisson: -101.387\tvalid_0's quantile: 3.27131\n",
"[44]\tvalid_0's poisson: -101.604\tvalid_0's quantile: 3.23952\n",
"[45]\tvalid_0's poisson: -101.817\tvalid_0's quantile: 3.21219\n",
"[46]\tvalid_0's poisson: -102.016\tvalid_0's quantile: 3.18713\n",
"[47]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.16126\n",
"[48]\tvalid_0's poisson: -102.397\tvalid_0's quantile: 3.13553\n",
"[49]\tvalid_0's poisson: -102.566\tvalid_0's quantile: 3.11431\n",
"[50]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.09611\n",
"[51]\tvalid_0's poisson: -102.873\tvalid_0's quantile: 3.07159\n",
"[52]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.0545\n",
"[53]\tvalid_0's poisson: -103.146\tvalid_0's quantile: 3.03664\n",
"[54]\tvalid_0's poisson: -103.279\tvalid_0's quantile: 3.02026\n",
"[55]\tvalid_0's poisson: -103.395\tvalid_0's quantile: 3.0073\n",
"[56]\tvalid_0's poisson: -103.516\tvalid_0's quantile: 2.99211\n",
"[57]\tvalid_0's poisson: -103.627\tvalid_0's quantile: 2.97938\n",
"[58]\tvalid_0's poisson: -103.729\tvalid_0's quantile: 2.96551\n",
"[59]\tvalid_0's poisson: -103.833\tvalid_0's quantile: 2.94904\n",
"[60]\tvalid_0's poisson: -103.928\tvalid_0's quantile: 2.93616\n",
"[61]\tvalid_0's poisson: -104.013\tvalid_0's quantile: 2.9226\n",
"[62]\tvalid_0's poisson: -104.097\tvalid_0's quantile: 2.91343\n",
"[63]\tvalid_0's poisson: -104.18\tvalid_0's quantile: 2.90469\n",
"[64]\tvalid_0's poisson: -104.255\tvalid_0's quantile: 2.89707\n",
"[65]\tvalid_0's poisson: -104.332\tvalid_0's quantile: 2.88785\n",
"[66]\tvalid_0's poisson: -104.398\tvalid_0's quantile: 2.87976\n",
"[67]\tvalid_0's poisson: -104.464\tvalid_0's quantile: 2.868\n",
"[68]\tvalid_0's poisson: -104.523\tvalid_0's quantile: 2.86164\n",
"[69]\tvalid_0's poisson: -104.581\tvalid_0's quantile: 2.85419\n",
"[70]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.84471\n",
"[71]\tvalid_0's poisson: -104.687\tvalid_0's quantile: 2.8333\n",
"[72]\tvalid_0's poisson: -104.732\tvalid_0's quantile: 2.82704\n",
"[73]\tvalid_0's poisson: -104.775\tvalid_0's quantile: 2.82176\n",
"[74]\tvalid_0's poisson: -104.813\tvalid_0's quantile: 2.81743\n",
"[75]\tvalid_0's poisson: -104.85\tvalid_0's quantile: 2.81391\n",
"[76]\tvalid_0's poisson: -104.891\tvalid_0's quantile: 2.80939\n",
"[77]\tvalid_0's poisson: -104.93\tvalid_0's quantile: 2.80539\n",
"[78]\tvalid_0's poisson: -104.96\tvalid_0's quantile: 2.80113\n",
"[79]\tvalid_0's poisson: -104.995\tvalid_0's quantile: 2.79792\n",
"[80]\tvalid_0's poisson: -105.027\tvalid_0's quantile: 2.79528\n",
"[81]\tvalid_0's poisson: -105.062\tvalid_0's quantile: 2.79172\n",
"[82]\tvalid_0's poisson: -105.09\tvalid_0's quantile: 2.78843\n",
"[83]\tvalid_0's poisson: -105.113\tvalid_0's quantile: 2.78632\n",
"[84]\tvalid_0's poisson: -105.132\tvalid_0's quantile: 2.78411\n",
"[85]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.78269\n",
"[86]\tvalid_0's poisson: -105.176\tvalid_0's quantile: 2.77905\n",
"[87]\tvalid_0's poisson: -105.199\tvalid_0's quantile: 2.77724\n",
"[88]\tvalid_0's poisson: -105.223\tvalid_0's quantile: 2.77508\n",
"[89]\tvalid_0's poisson: -105.25\tvalid_0's quantile: 2.77271\n",
"[90]\tvalid_0's poisson: -105.271\tvalid_0's quantile: 2.76315\n",
"[91]\tvalid_0's poisson: -105.289\tvalid_0's quantile: 2.75852\n",
"[92]\tvalid_0's poisson: -105.307\tvalid_0's quantile: 2.75716\n",
"[93]\tvalid_0's poisson: -105.33\tvalid_0's quantile: 2.75453\n",
"[94]\tvalid_0's poisson: -105.354\tvalid_0's quantile: 2.75109\n",
"[95]\tvalid_0's poisson: -105.377\tvalid_0's quantile: 2.74798\n",
"[96]\tvalid_0's poisson: -105.398\tvalid_0's quantile: 2.7459\n",
"[97]\tvalid_0's poisson: -105.417\tvalid_0's quantile: 2.74433\n",
"[98]\tvalid_0's poisson: -105.434\tvalid_0's quantile: 2.7431\n",
"[99]\tvalid_0's poisson: -105.449\tvalid_0's quantile: 2.74134\n",
"[100]\tvalid_0's poisson: -105.462\tvalid_0's quantile: 2.74035\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.2868\tvalid_0's quantile: 10.9523\n",
"[2]\tvalid_0's poisson: -67.6216\tvalid_0's quantile: 10.286\n",
"[3]\tvalid_0's poisson: -69.7336\tvalid_0's quantile: 9.69686\n",
"[4]\tvalid_0's poisson: -71.6647\tvalid_0's quantile: 9.15987\n",
"[5]\tvalid_0's poisson: -73.4942\tvalid_0's quantile: 8.66798\n",
"[6]\tvalid_0's poisson: -75.2675\tvalid_0's quantile: 8.21436\n",
"[7]\tvalid_0's poisson: -76.9541\tvalid_0's quantile: 7.80136\n",
"[8]\tvalid_0's poisson: -78.4912\tvalid_0's quantile: 7.43141\n",
"[9]\tvalid_0's poisson: -79.9809\tvalid_0's quantile: 7.08263\n",
"[10]\tvalid_0's poisson: -81.3295\tvalid_0's quantile: 6.76145\n",
"[11]\tvalid_0's poisson: -82.6329\tvalid_0's quantile: 6.4759\n",
"[12]\tvalid_0's poisson: -83.8409\tvalid_0's quantile: 6.22152\n",
"[13]\tvalid_0's poisson: -84.9736\tvalid_0's quantile: 5.98774\n",
"[14]\tvalid_0's poisson: -86.0223\tvalid_0's quantile: 5.77525\n",
"[15]\tvalid_0's poisson: -87.0933\tvalid_0's quantile: 5.58166\n",
"[16]\tvalid_0's poisson: -88.0971\tvalid_0's quantile: 5.40297\n",
"[17]\tvalid_0's poisson: -89.0168\tvalid_0's quantile: 5.24159\n",
"[18]\tvalid_0's poisson: -89.8914\tvalid_0's quantile: 5.08339\n",
"[19]\tvalid_0's poisson: -90.6548\tvalid_0's quantile: 4.94617\n",
"[20]\tvalid_0's poisson: -91.4535\tvalid_0's quantile: 4.80184\n",
"[21]\tvalid_0's poisson: -92.1846\tvalid_0's quantile: 4.67381\n",
"[22]\tvalid_0's poisson: -92.8665\tvalid_0's quantile: 4.56417\n",
"[23]\tvalid_0's poisson: -93.5051\tvalid_0's quantile: 4.45117\n",
"[24]\tvalid_0's poisson: -94.1042\tvalid_0's quantile: 4.35087\n",
"[25]\tvalid_0's poisson: -94.6841\tvalid_0's quantile: 4.25527\n",
"[26]\tvalid_0's poisson: -95.2439\tvalid_0's quantile: 4.16225\n",
"[27]\tvalid_0's poisson: -95.7746\tvalid_0's quantile: 4.07966\n",
"[28]\tvalid_0's poisson: -96.2692\tvalid_0's quantile: 3.99968\n",
"[29]\tvalid_0's poisson: -96.7911\tvalid_0's quantile: 3.92198\n",
"[30]\tvalid_0's poisson: -97.2636\tvalid_0's quantile: 3.84792\n",
"[31]\tvalid_0's poisson: -97.7004\tvalid_0's quantile: 3.78104\n",
"[32]\tvalid_0's poisson: -98.1249\tvalid_0's quantile: 3.72295\n",
"[33]\tvalid_0's poisson: -98.5357\tvalid_0's quantile: 3.66114\n",
"[34]\tvalid_0's poisson: -98.9268\tvalid_0's quantile: 3.60617\n",
"[35]\tvalid_0's poisson: -99.2831\tvalid_0's quantile: 3.55532\n",
"[36]\tvalid_0's poisson: -99.6172\tvalid_0's quantile: 3.50232\n",
"[37]\tvalid_0's poisson: -99.954\tvalid_0's quantile: 3.45611\n",
"[38]\tvalid_0's poisson: -100.267\tvalid_0's quantile: 3.41588\n",
"[39]\tvalid_0's poisson: -100.558\tvalid_0's quantile: 3.37271\n",
"[40]\tvalid_0's poisson: -100.838\tvalid_0's quantile: 3.32864\n",
"[41]\tvalid_0's poisson: -101.103\tvalid_0's quantile: 3.29191\n",
"[42]\tvalid_0's poisson: -101.345\tvalid_0's quantile: 3.25715\n",
"[43]\tvalid_0's poisson: -101.57\tvalid_0's quantile: 3.22479\n",
"[44]\tvalid_0's poisson: -101.787\tvalid_0's quantile: 3.19281\n",
"[45]\tvalid_0's poisson: -101.981\tvalid_0's quantile: 3.16481\n",
"[46]\tvalid_0's poisson: -102.192\tvalid_0's quantile: 3.1385\n",
"[47]\tvalid_0's poisson: -102.374\tvalid_0's quantile: 3.11384\n",
"[48]\tvalid_0's poisson: -102.548\tvalid_0's quantile: 3.09065\n",
"[49]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.06908\n",
"[50]\tvalid_0's poisson: -102.871\tvalid_0's quantile: 3.04981\n",
"[51]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.03154\n",
"[52]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.00776\n",
"[53]\tvalid_0's poisson: -103.295\tvalid_0's quantile: 2.98991\n",
"[54]\tvalid_0's poisson: -103.43\tvalid_0's quantile: 2.97297\n",
"[55]\tvalid_0's poisson: -103.559\tvalid_0's quantile: 2.95486\n",
"[56]\tvalid_0's poisson: -103.68\tvalid_0's quantile: 2.93805\n",
"[57]\tvalid_0's poisson: -103.788\tvalid_0's quantile: 2.91586\n",
"[58]\tvalid_0's poisson: -103.896\tvalid_0's quantile: 2.9006\n",
"[59]\tvalid_0's poisson: -103.992\tvalid_0's quantile: 2.8893\n",
"[60]\tvalid_0's poisson: -104.085\tvalid_0's quantile: 2.87841\n",
"[61]\tvalid_0's poisson: -104.179\tvalid_0's quantile: 2.8647\n",
"[62]\tvalid_0's poisson: -104.265\tvalid_0's quantile: 2.854\n",
"[63]\tvalid_0's poisson: -104.343\tvalid_0's quantile: 2.84312\n",
"[64]\tvalid_0's poisson: -104.423\tvalid_0's quantile: 2.83212\n",
"[65]\tvalid_0's poisson: -104.49\tvalid_0's quantile: 2.82324\n",
"[66]\tvalid_0's poisson: -104.561\tvalid_0's quantile: 2.81299\n",
"[67]\tvalid_0's poisson: -104.622\tvalid_0's quantile: 2.8039\n",
"[68]\tvalid_0's poisson: -104.686\tvalid_0's quantile: 2.79432\n",
"[69]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.78543\n",
"[70]\tvalid_0's poisson: -104.787\tvalid_0's quantile: 2.77901\n",
"[71]\tvalid_0's poisson: -104.84\tvalid_0's quantile: 2.76974\n",
"[72]\tvalid_0's poisson: -104.89\tvalid_0's quantile: 2.76255\n",
"[73]\tvalid_0's poisson: -104.932\tvalid_0's quantile: 2.75791\n",
"[74]\tvalid_0's poisson: -104.977\tvalid_0's quantile: 2.75312\n",
"[75]\tvalid_0's poisson: -105.016\tvalid_0's quantile: 2.74731\n",
"[76]\tvalid_0's poisson: -105.059\tvalid_0's quantile: 2.74376\n",
"[77]\tvalid_0's poisson: -105.092\tvalid_0's quantile: 2.73985\n",
"[78]\tvalid_0's poisson: -105.124\tvalid_0's quantile: 2.73506\n",
"[79]\tvalid_0's poisson: -105.156\tvalid_0's quantile: 2.73155\n",
"[80]\tvalid_0's poisson: -105.182\tvalid_0's quantile: 2.72675\n",
"[81]\tvalid_0's poisson: -105.21\tvalid_0's quantile: 2.72482\n",
"[82]\tvalid_0's poisson: -105.232\tvalid_0's quantile: 2.72258\n",
"[83]\tvalid_0's poisson: -105.256\tvalid_0's quantile: 2.72052\n",
"[84]\tvalid_0's poisson: -105.281\tvalid_0's quantile: 2.71833\n",
"[85]\tvalid_0's poisson: -105.3\tvalid_0's quantile: 2.71562\n",
"[86]\tvalid_0's poisson: -105.325\tvalid_0's quantile: 2.71301\n",
"[87]\tvalid_0's poisson: -105.347\tvalid_0's quantile: 2.71184\n",
"[88]\tvalid_0's poisson: -105.369\tvalid_0's quantile: 2.70795\n",
"[89]\tvalid_0's poisson: -105.392\tvalid_0's quantile: 2.70604\n",
"[90]\tvalid_0's poisson: -105.411\tvalid_0's quantile: 2.70472\n",
"[91]\tvalid_0's poisson: -105.431\tvalid_0's quantile: 2.70336\n",
"[92]\tvalid_0's poisson: -105.449\tvalid_0's quantile: 2.70201\n",
"[93]\tvalid_0's poisson: -105.467\tvalid_0's quantile: 2.70052\n",
"[94]\tvalid_0's poisson: -105.485\tvalid_0's quantile: 2.69949\n",
"[95]\tvalid_0's poisson: -105.506\tvalid_0's quantile: 2.69633\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[96]\tvalid_0's poisson: -105.521\tvalid_0's quantile: 2.69476\n",
"[97]\tvalid_0's poisson: -105.538\tvalid_0's quantile: 2.69365\n",
"[98]\tvalid_0's poisson: -105.554\tvalid_0's quantile: 2.69239\n",
"[99]\tvalid_0's poisson: -105.568\tvalid_0's quantile: 2.6915\n",
"[100]\tvalid_0's poisson: -105.582\tvalid_0's quantile: 2.6905\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.9815\tvalid_0's quantile: 10.9191\n",
"[2]\tvalid_0's poisson: -68.2364\tvalid_0's quantile: 10.2464\n",
"[3]\tvalid_0's poisson: -70.311\tvalid_0's quantile: 9.65706\n",
"[4]\tvalid_0's poisson: -72.1676\tvalid_0's quantile: 9.14901\n",
"[5]\tvalid_0's poisson: -73.8993\tvalid_0's quantile: 8.65376\n",
"[6]\tvalid_0's poisson: -75.6632\tvalid_0's quantile: 8.20683\n",
"[7]\tvalid_0's poisson: -77.2214\tvalid_0's quantile: 7.81493\n",
"[8]\tvalid_0's poisson: -78.7802\tvalid_0's quantile: 7.44284\n",
"[9]\tvalid_0's poisson: -80.2031\tvalid_0's quantile: 7.10267\n",
"[10]\tvalid_0's poisson: -81.573\tvalid_0's quantile: 6.78944\n",
"[11]\tvalid_0's poisson: -82.843\tvalid_0's quantile: 6.50395\n",
"[12]\tvalid_0's poisson: -83.9968\tvalid_0's quantile: 6.24411\n",
"[13]\tvalid_0's poisson: -85.1049\tvalid_0's quantile: 6.0094\n",
"[14]\tvalid_0's poisson: -86.1538\tvalid_0's quantile: 5.79405\n",
"[15]\tvalid_0's poisson: -87.103\tvalid_0's quantile: 5.6059\n",
"[16]\tvalid_0's poisson: -88.0823\tvalid_0's quantile: 5.42636\n",
"[17]\tvalid_0's poisson: -89.0257\tvalid_0's quantile: 5.24942\n",
"[18]\tvalid_0's poisson: -89.9011\tvalid_0's quantile: 5.09225\n",
"[19]\tvalid_0's poisson: -90.731\tvalid_0's quantile: 4.94148\n",
"[20]\tvalid_0's poisson: -91.5127\tvalid_0's quantile: 4.8068\n",
"[21]\tvalid_0's poisson: -92.2357\tvalid_0's quantile: 4.68779\n",
"[22]\tvalid_0's poisson: -92.9294\tvalid_0's quantile: 4.57956\n",
"[23]\tvalid_0's poisson: -93.5554\tvalid_0's quantile: 4.47837\n",
"[24]\tvalid_0's poisson: -94.1559\tvalid_0's quantile: 4.37845\n",
"[25]\tvalid_0's poisson: -94.7525\tvalid_0's quantile: 4.28448\n",
"[26]\tvalid_0's poisson: -95.3122\tvalid_0's quantile: 4.18611\n",
"[27]\tvalid_0's poisson: -95.8583\tvalid_0's quantile: 4.09772\n",
"[28]\tvalid_0's poisson: -96.3437\tvalid_0's quantile: 4.02172\n",
"[29]\tvalid_0's poisson: -96.8304\tvalid_0's quantile: 3.94666\n",
"[30]\tvalid_0's poisson: -97.2854\tvalid_0's quantile: 3.87799\n",
"[31]\tvalid_0's poisson: -97.7133\tvalid_0's quantile: 3.81623\n",
"[32]\tvalid_0's poisson: -98.1628\tvalid_0's quantile: 3.7518\n",
"[33]\tvalid_0's poisson: -98.5647\tvalid_0's quantile: 3.69724\n",
"[34]\tvalid_0's poisson: -98.947\tvalid_0's quantile: 3.63967\n",
"[35]\tvalid_0's poisson: -99.3006\tvalid_0's quantile: 3.58884\n",
"[36]\tvalid_0's poisson: -99.6502\tvalid_0's quantile: 3.53771\n",
"[37]\tvalid_0's poisson: -99.9548\tvalid_0's quantile: 3.49117\n",
"[38]\tvalid_0's poisson: -100.257\tvalid_0's quantile: 3.44803\n",
"[39]\tvalid_0's poisson: -100.552\tvalid_0's quantile: 3.40797\n",
"[40]\tvalid_0's poisson: -100.819\tvalid_0's quantile: 3.37068\n",
"[41]\tvalid_0's poisson: -101.072\tvalid_0's quantile: 3.33581\n",
"[42]\tvalid_0's poisson: -101.311\tvalid_0's quantile: 3.30151\n",
"[43]\tvalid_0's poisson: -101.529\tvalid_0's quantile: 3.27185\n",
"[44]\tvalid_0's poisson: -101.738\tvalid_0's quantile: 3.24465\n",
"[45]\tvalid_0's poisson: -101.945\tvalid_0's quantile: 3.2136\n",
"[46]\tvalid_0's poisson: -102.146\tvalid_0's quantile: 3.18527\n",
"[47]\tvalid_0's poisson: -102.33\tvalid_0's quantile: 3.16181\n",
"[48]\tvalid_0's poisson: -102.513\tvalid_0's quantile: 3.13901\n",
"[49]\tvalid_0's poisson: -102.679\tvalid_0's quantile: 3.11733\n",
"[50]\tvalid_0's poisson: -102.833\tvalid_0's quantile: 3.09965\n",
"[51]\tvalid_0's poisson: -102.97\tvalid_0's quantile: 3.07866\n",
"[52]\tvalid_0's poisson: -103.104\tvalid_0's quantile: 3.06128\n",
"[53]\tvalid_0's poisson: -103.223\tvalid_0's quantile: 3.04412\n",
"[54]\tvalid_0's poisson: -103.339\tvalid_0's quantile: 3.02697\n",
"[55]\tvalid_0's poisson: -103.471\tvalid_0's quantile: 3.01161\n",
"[56]\tvalid_0's poisson: -103.584\tvalid_0's quantile: 2.99794\n",
"[57]\tvalid_0's poisson: -103.69\tvalid_0's quantile: 2.98298\n",
"[58]\tvalid_0's poisson: -103.802\tvalid_0's quantile: 2.97007\n",
"[59]\tvalid_0's poisson: -103.897\tvalid_0's quantile: 2.9591\n",
"[60]\tvalid_0's poisson: -103.99\tvalid_0's quantile: 2.9482\n",
"[61]\tvalid_0's poisson: -104.074\tvalid_0's quantile: 2.9386\n",
"[62]\tvalid_0's poisson: -104.148\tvalid_0's quantile: 2.92877\n",
"[63]\tvalid_0's poisson: -104.223\tvalid_0's quantile: 2.91254\n",
"[64]\tvalid_0's poisson: -104.294\tvalid_0's quantile: 2.90302\n",
"[65]\tvalid_0's poisson: -104.361\tvalid_0's quantile: 2.89601\n",
"[66]\tvalid_0's poisson: -104.432\tvalid_0's quantile: 2.88873\n",
"[67]\tvalid_0's poisson: -104.491\tvalid_0's quantile: 2.87907\n",
"[68]\tvalid_0's poisson: -104.55\tvalid_0's quantile: 2.86972\n",
"[69]\tvalid_0's poisson: -104.599\tvalid_0's quantile: 2.86093\n",
"[70]\tvalid_0's poisson: -104.65\tvalid_0's quantile: 2.8454\n",
"[71]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.83948\n",
"[72]\tvalid_0's poisson: -104.745\tvalid_0's quantile: 2.83028\n",
"[73]\tvalid_0's poisson: -104.788\tvalid_0's quantile: 2.82621\n",
"[74]\tvalid_0's poisson: -104.826\tvalid_0's quantile: 2.82161\n",
"[75]\tvalid_0's poisson: -104.867\tvalid_0's quantile: 2.81829\n",
"[76]\tvalid_0's poisson: -104.903\tvalid_0's quantile: 2.81515\n",
"[77]\tvalid_0's poisson: -104.937\tvalid_0's quantile: 2.81095\n",
"[78]\tvalid_0's poisson: -104.974\tvalid_0's quantile: 2.80755\n",
"[79]\tvalid_0's poisson: -105.002\tvalid_0's quantile: 2.80514\n",
"[80]\tvalid_0's poisson: -105.028\tvalid_0's quantile: 2.79919\n",
"[81]\tvalid_0's poisson: -105.055\tvalid_0's quantile: 2.79737\n",
"[82]\tvalid_0's poisson: -105.086\tvalid_0's quantile: 2.7942\n",
"[83]\tvalid_0's poisson: -105.112\tvalid_0's quantile: 2.79021\n",
"[84]\tvalid_0's poisson: -105.136\tvalid_0's quantile: 2.78691\n",
"[85]\tvalid_0's poisson: -105.157\tvalid_0's quantile: 2.78493\n",
"[86]\tvalid_0's poisson: -105.181\tvalid_0's quantile: 2.78237\n",
"[87]\tvalid_0's poisson: -105.205\tvalid_0's quantile: 2.78033\n",
"[88]\tvalid_0's poisson: -105.228\tvalid_0's quantile: 2.77648\n",
"[89]\tvalid_0's poisson: -105.25\tvalid_0's quantile: 2.76927\n",
"[90]\tvalid_0's poisson: -105.27\tvalid_0's quantile: 2.76735\n",
"[91]\tvalid_0's poisson: -105.288\tvalid_0's quantile: 2.76404\n",
"[92]\tvalid_0's poisson: -105.314\tvalid_0's quantile: 2.76087\n",
"[93]\tvalid_0's poisson: -105.334\tvalid_0's quantile: 2.75796\n",
"[94]\tvalid_0's poisson: -105.349\tvalid_0's quantile: 2.75587\n",
"[95]\tvalid_0's poisson: -105.368\tvalid_0's quantile: 2.75411\n",
"[96]\tvalid_0's poisson: -105.385\tvalid_0's quantile: 2.75302\n",
"[97]\tvalid_0's poisson: -105.4\tvalid_0's quantile: 2.75153\n",
"[98]\tvalid_0's poisson: -105.414\tvalid_0's quantile: 2.75048\n",
"[99]\tvalid_0's poisson: -105.426\tvalid_0's quantile: 2.74897\n",
"[100]\tvalid_0's poisson: -105.437\tvalid_0's quantile: 2.74785\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6948\tvalid_0's quantile: 10.9599\n",
"[2]\tvalid_0's poisson: -67.0108\tvalid_0's quantile: 10.3008\n",
"[3]\tvalid_0's poisson: -69.1411\tvalid_0's quantile: 9.7134\n",
"[4]\tvalid_0's poisson: -71.1201\tvalid_0's quantile: 9.1859\n",
"[5]\tvalid_0's poisson: -72.7967\tvalid_0's quantile: 8.71593\n",
"[6]\tvalid_0's poisson: -74.4765\tvalid_0's quantile: 8.28485\n",
"[7]\tvalid_0's poisson: -76.1483\tvalid_0's quantile: 7.88404\n",
"[8]\tvalid_0's poisson: -77.7804\tvalid_0's quantile: 7.50316\n",
"[9]\tvalid_0's poisson: -79.3227\tvalid_0's quantile: 7.14696\n",
"[10]\tvalid_0's poisson: -80.7328\tvalid_0's quantile: 6.8392\n",
"[11]\tvalid_0's poisson: -82.0541\tvalid_0's quantile: 6.55392\n",
"[12]\tvalid_0's poisson: -83.3021\tvalid_0's quantile: 6.28953\n",
"[13]\tvalid_0's poisson: -84.4693\tvalid_0's quantile: 6.04988\n",
"[14]\tvalid_0's poisson: -85.5235\tvalid_0's quantile: 5.84084\n",
"[15]\tvalid_0's poisson: -86.5248\tvalid_0's quantile: 5.65082\n",
"[16]\tvalid_0's poisson: -87.4923\tvalid_0's quantile: 5.46135\n",
"[17]\tvalid_0's poisson: -88.4636\tvalid_0's quantile: 5.29027\n",
"[18]\tvalid_0's poisson: -89.3714\tvalid_0's quantile: 5.12715\n",
"[19]\tvalid_0's poisson: -90.2197\tvalid_0's quantile: 4.98028\n",
"[20]\tvalid_0's poisson: -91.0231\tvalid_0's quantile: 4.84051\n",
"[21]\tvalid_0's poisson: -91.7741\tvalid_0's quantile: 4.71275\n",
"[22]\tvalid_0's poisson: -92.4723\tvalid_0's quantile: 4.59012\n",
"[23]\tvalid_0's poisson: -93.1237\tvalid_0's quantile: 4.47159\n",
"[24]\tvalid_0's poisson: -93.7472\tvalid_0's quantile: 4.37038\n",
"[25]\tvalid_0's poisson: -94.3361\tvalid_0's quantile: 4.28008\n",
"[26]\tvalid_0's poisson: -94.9303\tvalid_0's quantile: 4.18769\n",
"[27]\tvalid_0's poisson: -95.477\tvalid_0's quantile: 4.10306\n",
"[28]\tvalid_0's poisson: -96.0219\tvalid_0's quantile: 4.0229\n",
"[29]\tvalid_0's poisson: -96.5029\tvalid_0's quantile: 3.94983\n",
"[30]\tvalid_0's poisson: -96.9607\tvalid_0's quantile: 3.88354\n",
"[31]\tvalid_0's poisson: -97.4037\tvalid_0's quantile: 3.81987\n",
"[32]\tvalid_0's poisson: -97.8406\tvalid_0's quantile: 3.75721\n",
"[33]\tvalid_0's poisson: -98.256\tvalid_0's quantile: 3.70002\n",
"[34]\tvalid_0's poisson: -98.6444\tvalid_0's quantile: 3.64576\n",
"[35]\tvalid_0's poisson: -99.0325\tvalid_0's quantile: 3.59003\n",
"[36]\tvalid_0's poisson: -99.387\tvalid_0's quantile: 3.5391\n",
"[37]\tvalid_0's poisson: -99.7129\tvalid_0's quantile: 3.49405\n",
"[38]\tvalid_0's poisson: -100.031\tvalid_0's quantile: 3.44902\n",
"[39]\tvalid_0's poisson: -100.336\tvalid_0's quantile: 3.40714\n",
"[40]\tvalid_0's poisson: -100.626\tvalid_0's quantile: 3.36911\n",
"[41]\tvalid_0's poisson: -100.899\tvalid_0's quantile: 3.33312\n",
"[42]\tvalid_0's poisson: -101.153\tvalid_0's quantile: 3.29567\n",
"[43]\tvalid_0's poisson: -101.384\tvalid_0's quantile: 3.2613\n",
"[44]\tvalid_0's poisson: -101.605\tvalid_0's quantile: 3.2305\n",
"[45]\tvalid_0's poisson: -101.825\tvalid_0's quantile: 3.19992\n",
"[46]\tvalid_0's poisson: -102.017\tvalid_0's quantile: 3.17261\n",
"[47]\tvalid_0's poisson: -102.205\tvalid_0's quantile: 3.1479\n",
"[48]\tvalid_0's poisson: -102.39\tvalid_0's quantile: 3.12494\n",
"[49]\tvalid_0's poisson: -102.563\tvalid_0's quantile: 3.104\n",
"[50]\tvalid_0's poisson: -102.727\tvalid_0's quantile: 3.08289\n",
"[51]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.06494\n",
"[52]\tvalid_0's poisson: -103.029\tvalid_0's quantile: 3.0421\n",
"[53]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.02558\n",
"[54]\tvalid_0's poisson: -103.283\tvalid_0's quantile: 3.00914\n",
"[55]\tvalid_0's poisson: -103.413\tvalid_0's quantile: 2.99422\n",
"[56]\tvalid_0's poisson: -103.541\tvalid_0's quantile: 2.97916\n",
"[57]\tvalid_0's poisson: -103.651\tvalid_0's quantile: 2.96511\n",
"[58]\tvalid_0's poisson: -103.764\tvalid_0's quantile: 2.95162\n",
"[59]\tvalid_0's poisson: -103.865\tvalid_0's quantile: 2.9375\n",
"[60]\tvalid_0's poisson: -103.957\tvalid_0's quantile: 2.92638\n",
"[61]\tvalid_0's poisson: -104.052\tvalid_0's quantile: 2.91045\n",
"[62]\tvalid_0's poisson: -104.13\tvalid_0's quantile: 2.89973\n",
"[63]\tvalid_0's poisson: -104.214\tvalid_0's quantile: 2.89029\n",
"[64]\tvalid_0's poisson: -104.287\tvalid_0's quantile: 2.87964\n",
"[65]\tvalid_0's poisson: -104.361\tvalid_0's quantile: 2.86537\n",
"[66]\tvalid_0's poisson: -104.425\tvalid_0's quantile: 2.8558\n",
"[67]\tvalid_0's poisson: -104.481\tvalid_0's quantile: 2.84781\n",
"[68]\tvalid_0's poisson: -104.544\tvalid_0's quantile: 2.83263\n",
"[69]\tvalid_0's poisson: -104.607\tvalid_0's quantile: 2.81663\n",
"[70]\tvalid_0's poisson: -104.661\tvalid_0's quantile: 2.81068\n",
"[71]\tvalid_0's poisson: -104.711\tvalid_0's quantile: 2.80541\n",
"[72]\tvalid_0's poisson: -104.756\tvalid_0's quantile: 2.80187\n",
"[73]\tvalid_0's poisson: -104.797\tvalid_0's quantile: 2.79826\n",
"[74]\tvalid_0's poisson: -104.843\tvalid_0's quantile: 2.79357\n",
"[75]\tvalid_0's poisson: -104.882\tvalid_0's quantile: 2.79006\n",
"[76]\tvalid_0's poisson: -104.917\tvalid_0's quantile: 2.78622\n",
"[77]\tvalid_0's poisson: -104.951\tvalid_0's quantile: 2.78286\n",
"[78]\tvalid_0's poisson: -104.983\tvalid_0's quantile: 2.77981\n",
"[79]\tvalid_0's poisson: -105.017\tvalid_0's quantile: 2.77737\n",
"[80]\tvalid_0's poisson: -105.044\tvalid_0's quantile: 2.7741\n",
"[81]\tvalid_0's poisson: -105.071\tvalid_0's quantile: 2.76969\n",
"[82]\tvalid_0's poisson: -105.105\tvalid_0's quantile: 2.76\n",
"[83]\tvalid_0's poisson: -105.136\tvalid_0's quantile: 2.75755\n",
"[84]\tvalid_0's poisson: -105.162\tvalid_0's quantile: 2.75583\n",
"[85]\tvalid_0's poisson: -105.186\tvalid_0's quantile: 2.75354\n",
"[86]\tvalid_0's poisson: -105.211\tvalid_0's quantile: 2.74819\n",
"[87]\tvalid_0's poisson: -105.234\tvalid_0's quantile: 2.74674\n",
"[88]\tvalid_0's poisson: -105.258\tvalid_0's quantile: 2.74389\n",
"[89]\tvalid_0's poisson: -105.286\tvalid_0's quantile: 2.7414\n",
"[90]\tvalid_0's poisson: -105.308\tvalid_0's quantile: 2.73812\n",
"[91]\tvalid_0's poisson: -105.33\tvalid_0's quantile: 2.73192\n",
"[92]\tvalid_0's poisson: -105.347\tvalid_0's quantile: 2.73097\n",
"[93]\tvalid_0's poisson: -105.369\tvalid_0's quantile: 2.72302\n",
"[94]\tvalid_0's poisson: -105.388\tvalid_0's quantile: 2.72099\n",
"[95]\tvalid_0's poisson: -105.409\tvalid_0's quantile: 2.71849\n",
"[96]\tvalid_0's poisson: -105.425\tvalid_0's quantile: 2.71648\n",
"[97]\tvalid_0's poisson: -105.44\tvalid_0's quantile: 2.71407\n",
"[98]\tvalid_0's poisson: -105.458\tvalid_0's quantile: 2.70828\n",
"[99]\tvalid_0's poisson: -105.473\tvalid_0's quantile: 2.70692\n",
"[100]\tvalid_0's poisson: -105.492\tvalid_0's quantile: 2.70521\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8061\tvalid_0's quantile: 11.511\n",
"[2]\tvalid_0's poisson: -63.4496\tvalid_0's quantile: 11.3252\n",
"[3]\tvalid_0's poisson: -64.0742\tvalid_0's quantile: 11.1437\n",
"[4]\tvalid_0's poisson: -64.6822\tvalid_0's quantile: 10.9667\n",
"[5]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.7942\n",
"[6]\tvalid_0's poisson: -65.8583\tvalid_0's quantile: 10.6297\n",
"[7]\tvalid_0's poisson: -66.426\tvalid_0's quantile: 10.4705\n",
"[8]\tvalid_0's poisson: -66.9797\tvalid_0's quantile: 10.3176\n",
"[9]\tvalid_0's poisson: -67.502\tvalid_0's quantile: 10.1733\n",
"[10]\tvalid_0's poisson: -68.0412\tvalid_0's quantile: 10.0293\n",
"[11]\tvalid_0's poisson: -68.549\tvalid_0's quantile: 9.89093\n",
"[12]\tvalid_0's poisson: -69.0656\tvalid_0's quantile: 9.75387\n",
"[13]\tvalid_0's poisson: -69.5704\tvalid_0's quantile: 9.62054\n",
"[14]\tvalid_0's poisson: -70.0639\tvalid_0's quantile: 9.49127\n",
"[15]\tvalid_0's poisson: -70.5451\tvalid_0's quantile: 9.36241\n",
"[16]\tvalid_0's poisson: -71.0449\tvalid_0's quantile: 9.23468\n",
"[17]\tvalid_0's poisson: -71.5213\tvalid_0's quantile: 9.11465\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -71.9964\tvalid_0's quantile: 8.99743\n",
"[19]\tvalid_0's poisson: -72.4621\tvalid_0's quantile: 8.8786\n",
"[20]\tvalid_0's poisson: -72.9356\tvalid_0's quantile: 8.76301\n",
"[21]\tvalid_0's poisson: -73.3989\tvalid_0's quantile: 8.65265\n",
"[22]\tvalid_0's poisson: -73.853\tvalid_0's quantile: 8.545\n",
"[23]\tvalid_0's poisson: -74.3023\tvalid_0's quantile: 8.43697\n",
"[24]\tvalid_0's poisson: -74.7378\tvalid_0's quantile: 8.3331\n",
"[25]\tvalid_0's poisson: -75.1689\tvalid_0's quantile: 8.23027\n",
"[26]\tvalid_0's poisson: -75.591\tvalid_0's quantile: 8.12966\n",
"[27]\tvalid_0's poisson: -76.0039\tvalid_0's quantile: 8.03042\n",
"[28]\tvalid_0's poisson: -76.4083\tvalid_0's quantile: 7.9337\n",
"[29]\tvalid_0's poisson: -76.805\tvalid_0's quantile: 7.83851\n",
"[30]\tvalid_0's poisson: -77.1923\tvalid_0's quantile: 7.74556\n",
"[31]\tvalid_0's poisson: -77.5788\tvalid_0's quantile: 7.65176\n",
"[32]\tvalid_0's poisson: -77.9572\tvalid_0's quantile: 7.55982\n",
"[33]\tvalid_0's poisson: -78.3271\tvalid_0's quantile: 7.46992\n",
"[34]\tvalid_0's poisson: -78.6902\tvalid_0's quantile: 7.38258\n",
"[35]\tvalid_0's poisson: -79.0478\tvalid_0's quantile: 7.29893\n",
"[36]\tvalid_0's poisson: -79.4089\tvalid_0's quantile: 7.21467\n",
"[37]\tvalid_0's poisson: -79.7623\tvalid_0's quantile: 7.1323\n",
"[38]\tvalid_0's poisson: -80.1056\tvalid_0's quantile: 7.0525\n",
"[39]\tvalid_0's poisson: -80.4401\tvalid_0's quantile: 6.9751\n",
"[40]\tvalid_0's poisson: -80.7687\tvalid_0's quantile: 6.89966\n",
"[41]\tvalid_0's poisson: -81.0962\tvalid_0's quantile: 6.82414\n",
"[42]\tvalid_0's poisson: -81.4123\tvalid_0's quantile: 6.75235\n",
"[43]\tvalid_0's poisson: -81.7229\tvalid_0's quantile: 6.68227\n",
"[44]\tvalid_0's poisson: -82.0275\tvalid_0's quantile: 6.61556\n",
"[45]\tvalid_0's poisson: -82.3239\tvalid_0's quantile: 6.55257\n",
"[46]\tvalid_0's poisson: -82.6164\tvalid_0's quantile: 6.49026\n",
"[47]\tvalid_0's poisson: -82.9069\tvalid_0's quantile: 6.42815\n",
"[48]\tvalid_0's poisson: -83.1877\tvalid_0's quantile: 6.36975\n",
"[49]\tvalid_0's poisson: -83.4688\tvalid_0's quantile: 6.31105\n",
"[50]\tvalid_0's poisson: -83.7457\tvalid_0's quantile: 6.2549\n",
"[51]\tvalid_0's poisson: -84.0131\tvalid_0's quantile: 6.19672\n",
"[52]\tvalid_0's poisson: -84.2813\tvalid_0's quantile: 6.14251\n",
"[53]\tvalid_0's poisson: -84.5443\tvalid_0's quantile: 6.08734\n",
"[54]\tvalid_0's poisson: -84.808\tvalid_0's quantile: 6.03649\n",
"[55]\tvalid_0's poisson: -85.0655\tvalid_0's quantile: 5.98709\n",
"[56]\tvalid_0's poisson: -85.3449\tvalid_0's quantile: 5.9319\n",
"[57]\tvalid_0's poisson: -85.6163\tvalid_0's quantile: 5.87923\n",
"[58]\tvalid_0's poisson: -85.8835\tvalid_0's quantile: 5.82709\n",
"[59]\tvalid_0's poisson: -86.148\tvalid_0's quantile: 5.77522\n",
"[60]\tvalid_0's poisson: -86.4087\tvalid_0's quantile: 5.72558\n",
"[61]\tvalid_0's poisson: -86.6631\tvalid_0's quantile: 5.67712\n",
"[62]\tvalid_0's poisson: -86.9125\tvalid_0's quantile: 5.63106\n",
"[63]\tvalid_0's poisson: -87.1611\tvalid_0's quantile: 5.58544\n",
"[64]\tvalid_0's poisson: -87.4033\tvalid_0's quantile: 5.54249\n",
"[65]\tvalid_0's poisson: -87.6372\tvalid_0's quantile: 5.50023\n",
"[66]\tvalid_0's poisson: -87.8767\tvalid_0's quantile: 5.45498\n",
"[67]\tvalid_0's poisson: -88.1126\tvalid_0's quantile: 5.41074\n",
"[68]\tvalid_0's poisson: -88.3437\tvalid_0's quantile: 5.36741\n",
"[69]\tvalid_0's poisson: -88.5674\tvalid_0's quantile: 5.32716\n",
"[70]\tvalid_0's poisson: -88.7889\tvalid_0's quantile: 5.28985\n",
"[71]\tvalid_0's poisson: -89.0095\tvalid_0's quantile: 5.25309\n",
"[72]\tvalid_0's poisson: -89.2214\tvalid_0's quantile: 5.21421\n",
"[73]\tvalid_0's poisson: -89.4355\tvalid_0's quantile: 5.17785\n",
"[74]\tvalid_0's poisson: -89.6413\tvalid_0's quantile: 5.14209\n",
"[75]\tvalid_0's poisson: -89.8451\tvalid_0's quantile: 5.10524\n",
"[76]\tvalid_0's poisson: -90.0551\tvalid_0's quantile: 5.07045\n",
"[77]\tvalid_0's poisson: -90.2585\tvalid_0's quantile: 5.03545\n",
"[78]\tvalid_0's poisson: -90.4654\tvalid_0's quantile: 5.00113\n",
"[79]\tvalid_0's poisson: -90.6648\tvalid_0's quantile: 4.96629\n",
"[80]\tvalid_0's poisson: -90.8633\tvalid_0's quantile: 4.93174\n",
"[81]\tvalid_0's poisson: -91.0556\tvalid_0's quantile: 4.90011\n",
"[82]\tvalid_0's poisson: -91.2475\tvalid_0's quantile: 4.86841\n",
"[83]\tvalid_0's poisson: -91.4345\tvalid_0's quantile: 4.83657\n",
"[84]\tvalid_0's poisson: -91.6193\tvalid_0's quantile: 4.80349\n",
"[85]\tvalid_0's poisson: -91.8042\tvalid_0's quantile: 4.77435\n",
"[86]\tvalid_0's poisson: -91.9859\tvalid_0's quantile: 4.74586\n",
"[87]\tvalid_0's poisson: -92.1648\tvalid_0's quantile: 4.71773\n",
"[88]\tvalid_0's poisson: -92.345\tvalid_0's quantile: 4.6882\n",
"[89]\tvalid_0's poisson: -92.5231\tvalid_0's quantile: 4.65933\n",
"[90]\tvalid_0's poisson: -92.6959\tvalid_0's quantile: 4.63187\n",
"[91]\tvalid_0's poisson: -92.8648\tvalid_0's quantile: 4.60422\n",
"[92]\tvalid_0's poisson: -93.029\tvalid_0's quantile: 4.57878\n",
"[93]\tvalid_0's poisson: -93.1899\tvalid_0's quantile: 4.55294\n",
"[94]\tvalid_0's poisson: -93.3481\tvalid_0's quantile: 4.52671\n",
"[95]\tvalid_0's poisson: -93.516\tvalid_0's quantile: 4.50181\n",
"[96]\tvalid_0's poisson: -93.6816\tvalid_0's quantile: 4.47448\n",
"[97]\tvalid_0's poisson: -93.8451\tvalid_0's quantile: 4.44776\n",
"[98]\tvalid_0's poisson: -93.9986\tvalid_0's quantile: 4.42311\n",
"[99]\tvalid_0's poisson: -94.1429\tvalid_0's quantile: 4.39738\n",
"[100]\tvalid_0's poisson: -94.2888\tvalid_0's quantile: 4.37354\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.809\tvalid_0's quantile: 11.5092\n",
"[2]\tvalid_0's poisson: -63.4433\tvalid_0's quantile: 11.3286\n",
"[3]\tvalid_0's poisson: -64.06\tvalid_0's quantile: 11.1474\n",
"[4]\tvalid_0's poisson: -64.6573\tvalid_0's quantile: 10.9753\n",
"[5]\tvalid_0's poisson: -65.2575\tvalid_0's quantile: 10.803\n",
"[6]\tvalid_0's poisson: -65.8385\tvalid_0's quantile: 10.6344\n",
"[7]\tvalid_0's poisson: -66.4198\tvalid_0's quantile: 10.4737\n",
"[8]\tvalid_0's poisson: -66.9865\tvalid_0's quantile: 10.32\n",
"[9]\tvalid_0's poisson: -67.53\tvalid_0's quantile: 10.1697\n",
"[10]\tvalid_0's poisson: -68.086\tvalid_0's quantile: 10.0212\n",
"[11]\tvalid_0's poisson: -68.6223\tvalid_0's quantile: 9.87919\n",
"[12]\tvalid_0's poisson: -69.1508\tvalid_0's quantile: 9.7415\n",
"[13]\tvalid_0's poisson: -69.6689\tvalid_0's quantile: 9.6041\n",
"[14]\tvalid_0's poisson: -70.1772\tvalid_0's quantile: 9.46783\n",
"[15]\tvalid_0's poisson: -70.6566\tvalid_0's quantile: 9.33758\n",
"[16]\tvalid_0's poisson: -71.1419\tvalid_0's quantile: 9.2128\n",
"[17]\tvalid_0's poisson: -71.6182\tvalid_0's quantile: 9.08959\n",
"[18]\tvalid_0's poisson: -72.0855\tvalid_0's quantile: 8.96958\n",
"[19]\tvalid_0's poisson: -72.5514\tvalid_0's quantile: 8.85097\n",
"[20]\tvalid_0's poisson: -73\tvalid_0's quantile: 8.73999\n",
"[21]\tvalid_0's poisson: -73.447\tvalid_0's quantile: 8.62712\n",
"[22]\tvalid_0's poisson: -73.8816\tvalid_0's quantile: 8.52184\n",
"[23]\tvalid_0's poisson: -74.3088\tvalid_0's quantile: 8.42015\n",
"[24]\tvalid_0's poisson: -74.729\tvalid_0's quantile: 8.32103\n",
"[25]\tvalid_0's poisson: -75.1483\tvalid_0's quantile: 8.21752\n",
"[26]\tvalid_0's poisson: -75.5567\tvalid_0's quantile: 8.12352\n",
"[27]\tvalid_0's poisson: -75.9709\tvalid_0's quantile: 8.02429\n",
"[28]\tvalid_0's poisson: -76.3776\tvalid_0's quantile: 7.92753\n",
"[29]\tvalid_0's poisson: -76.7781\tvalid_0's quantile: 7.83328\n",
"[30]\tvalid_0's poisson: -77.151\tvalid_0's quantile: 7.74569\n",
"[31]\tvalid_0's poisson: -77.5359\tvalid_0's quantile: 7.65413\n",
"[32]\tvalid_0's poisson: -77.9049\tvalid_0's quantile: 7.56506\n",
"[33]\tvalid_0's poisson: -78.2837\tvalid_0's quantile: 7.4755\n",
"[34]\tvalid_0's poisson: -78.6564\tvalid_0's quantile: 7.38818\n",
"[35]\tvalid_0's poisson: -79.0257\tvalid_0's quantile: 7.30104\n",
"[36]\tvalid_0's poisson: -79.3828\tvalid_0's quantile: 7.22\n",
"[37]\tvalid_0's poisson: -79.739\tvalid_0's quantile: 7.13904\n",
"[38]\tvalid_0's poisson: -80.0865\tvalid_0's quantile: 7.05975\n",
"[39]\tvalid_0's poisson: -80.4282\tvalid_0's quantile: 6.98276\n",
"[40]\tvalid_0's poisson: -80.7629\tvalid_0's quantile: 6.9062\n",
"[41]\tvalid_0's poisson: -81.0892\tvalid_0's quantile: 6.8314\n",
"[42]\tvalid_0's poisson: -81.4084\tvalid_0's quantile: 6.75957\n",
"[43]\tvalid_0's poisson: -81.7057\tvalid_0's quantile: 6.69406\n",
"[44]\tvalid_0's poisson: -82.0148\tvalid_0's quantile: 6.626\n",
"[45]\tvalid_0's poisson: -82.3176\tvalid_0's quantile: 6.56113\n",
"[46]\tvalid_0's poisson: -82.6123\tvalid_0's quantile: 6.49722\n",
"[47]\tvalid_0's poisson: -82.9052\tvalid_0's quantile: 6.43384\n",
"[48]\tvalid_0's poisson: -83.1945\tvalid_0's quantile: 6.3742\n",
"[49]\tvalid_0's poisson: -83.4768\tvalid_0's quantile: 6.31525\n",
"[50]\tvalid_0's poisson: -83.7574\tvalid_0's quantile: 6.25788\n",
"[51]\tvalid_0's poisson: -84.0317\tvalid_0's quantile: 6.20074\n",
"[52]\tvalid_0's poisson: -84.3037\tvalid_0's quantile: 6.14488\n",
"[53]\tvalid_0's poisson: -84.5903\tvalid_0's quantile: 6.08924\n",
"[54]\tvalid_0's poisson: -84.8794\tvalid_0's quantile: 6.03477\n",
"[55]\tvalid_0's poisson: -85.1643\tvalid_0's quantile: 5.98149\n",
"[56]\tvalid_0's poisson: -85.4369\tvalid_0's quantile: 5.92912\n",
"[57]\tvalid_0's poisson: -85.712\tvalid_0's quantile: 5.87467\n",
"[58]\tvalid_0's poisson: -85.9822\tvalid_0's quantile: 5.82396\n",
"[59]\tvalid_0's poisson: -86.2389\tvalid_0's quantile: 5.77407\n",
"[60]\tvalid_0's poisson: -86.4907\tvalid_0's quantile: 5.72481\n",
"[61]\tvalid_0's poisson: -86.7395\tvalid_0's quantile: 5.67796\n",
"[62]\tvalid_0's poisson: -86.9933\tvalid_0's quantile: 5.63095\n",
"[63]\tvalid_0's poisson: -87.2425\tvalid_0's quantile: 5.58294\n",
"[64]\tvalid_0's poisson: -87.4889\tvalid_0's quantile: 5.53614\n",
"[65]\tvalid_0's poisson: -87.726\tvalid_0's quantile: 5.49444\n",
"[66]\tvalid_0's poisson: -87.9634\tvalid_0's quantile: 5.45156\n",
"[67]\tvalid_0's poisson: -88.1941\tvalid_0's quantile: 5.41068\n",
"[68]\tvalid_0's poisson: -88.4223\tvalid_0's quantile: 5.3711\n",
"[69]\tvalid_0's poisson: -88.6434\tvalid_0's quantile: 5.33256\n",
"[70]\tvalid_0's poisson: -88.8682\tvalid_0's quantile: 5.2933\n",
"[71]\tvalid_0's poisson: -89.0894\tvalid_0's quantile: 5.25531\n",
"[72]\tvalid_0's poisson: -89.3045\tvalid_0's quantile: 5.21842\n",
"[73]\tvalid_0's poisson: -89.5175\tvalid_0's quantile: 5.18193\n",
"[74]\tvalid_0's poisson: -89.7272\tvalid_0's quantile: 5.1441\n",
"[75]\tvalid_0's poisson: -89.9319\tvalid_0's quantile: 5.10681\n",
"[76]\tvalid_0's poisson: -90.1321\tvalid_0's quantile: 5.0717\n",
"[77]\tvalid_0's poisson: -90.3286\tvalid_0's quantile: 5.03736\n",
"[78]\tvalid_0's poisson: -90.5229\tvalid_0's quantile: 5.00272\n",
"[79]\tvalid_0's poisson: -90.7146\tvalid_0's quantile: 4.9685\n",
"[80]\tvalid_0's poisson: -90.9029\tvalid_0's quantile: 4.9345\n",
"[81]\tvalid_0's poisson: -91.0921\tvalid_0's quantile: 4.90348\n",
"[82]\tvalid_0's poisson: -91.2744\tvalid_0's quantile: 4.87128\n",
"[83]\tvalid_0's poisson: -91.4583\tvalid_0's quantile: 4.83973\n",
"[84]\tvalid_0's poisson: -91.6399\tvalid_0's quantile: 4.80875\n",
"[85]\tvalid_0's poisson: -91.8178\tvalid_0's quantile: 4.77858\n",
"[86]\tvalid_0's poisson: -91.9912\tvalid_0's quantile: 4.74961\n",
"[87]\tvalid_0's poisson: -92.1627\tvalid_0's quantile: 4.72084\n",
"[88]\tvalid_0's poisson: -92.3328\tvalid_0's quantile: 4.69277\n",
"[89]\tvalid_0's poisson: -92.5008\tvalid_0's quantile: 4.66628\n",
"[90]\tvalid_0's poisson: -92.6743\tvalid_0's quantile: 4.63928\n",
"[91]\tvalid_0's poisson: -92.8374\tvalid_0's quantile: 4.61359\n",
"[92]\tvalid_0's poisson: -93.0019\tvalid_0's quantile: 4.58633\n",
"[93]\tvalid_0's poisson: -93.1628\tvalid_0's quantile: 4.56028\n",
"[94]\tvalid_0's poisson: -93.3198\tvalid_0's quantile: 4.53482\n",
"[95]\tvalid_0's poisson: -93.4826\tvalid_0's quantile: 4.50894\n",
"[96]\tvalid_0's poisson: -93.6371\tvalid_0's quantile: 4.48417\n",
"[97]\tvalid_0's poisson: -93.789\tvalid_0's quantile: 4.46144\n",
"[98]\tvalid_0's poisson: -93.9387\tvalid_0's quantile: 4.43772\n",
"[99]\tvalid_0's poisson: -94.0915\tvalid_0's quantile: 4.41387\n",
"[100]\tvalid_0's poisson: -94.2324\tvalid_0's quantile: 4.39222\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.4402\tvalid_0's quantile: 11.4996\n",
"[2]\tvalid_0's poisson: -64.07\tvalid_0's quantile: 11.3151\n",
"[3]\tvalid_0's poisson: -64.6791\tvalid_0's quantile: 11.1362\n",
"[4]\tvalid_0's poisson: -65.2758\tvalid_0's quantile: 10.9579\n",
"[5]\tvalid_0's poisson: -65.8551\tvalid_0's quantile: 10.7878\n",
"[6]\tvalid_0's poisson: -66.4182\tvalid_0's quantile: 10.6222\n",
"[7]\tvalid_0's poisson: -66.9614\tvalid_0's quantile: 10.4672\n",
"[8]\tvalid_0's poisson: -67.5024\tvalid_0's quantile: 10.313\n",
"[9]\tvalid_0's poisson: -68.0446\tvalid_0's quantile: 10.1656\n",
"[10]\tvalid_0's poisson: -68.5759\tvalid_0's quantile: 10.018\n",
"[11]\tvalid_0's poisson: -69.0933\tvalid_0's quantile: 9.87395\n",
"[12]\tvalid_0's poisson: -69.615\tvalid_0's quantile: 9.73229\n",
"[13]\tvalid_0's poisson: -70.1186\tvalid_0's quantile: 9.59576\n",
"[14]\tvalid_0's poisson: -70.618\tvalid_0's quantile: 9.46244\n",
"[15]\tvalid_0's poisson: -71.1051\tvalid_0's quantile: 9.3297\n",
"[16]\tvalid_0's poisson: -71.6\tvalid_0's quantile: 9.19971\n",
"[17]\tvalid_0's poisson: -72.071\tvalid_0's quantile: 9.07283\n",
"[18]\tvalid_0's poisson: -72.5249\tvalid_0's quantile: 8.9511\n",
"[19]\tvalid_0's poisson: -72.9897\tvalid_0's quantile: 8.82933\n",
"[20]\tvalid_0's poisson: -73.4429\tvalid_0's quantile: 8.71078\n",
"[21]\tvalid_0's poisson: -73.8912\tvalid_0's quantile: 8.59814\n",
"[22]\tvalid_0's poisson: -74.335\tvalid_0's quantile: 8.48834\n",
"[23]\tvalid_0's poisson: -74.7679\tvalid_0's quantile: 8.3814\n",
"[24]\tvalid_0's poisson: -75.1913\tvalid_0's quantile: 8.27864\n",
"[25]\tvalid_0's poisson: -75.6073\tvalid_0's quantile: 8.17612\n",
"[26]\tvalid_0's poisson: -76.0162\tvalid_0's quantile: 8.07623\n",
"[27]\tvalid_0's poisson: -76.3915\tvalid_0's quantile: 7.98562\n",
"[28]\tvalid_0's poisson: -76.7644\tvalid_0's quantile: 7.89742\n",
"[29]\tvalid_0's poisson: -77.1554\tvalid_0's quantile: 7.80318\n",
"[30]\tvalid_0's poisson: -77.5333\tvalid_0's quantile: 7.71281\n",
"[31]\tvalid_0's poisson: -77.9039\tvalid_0's quantile: 7.62211\n",
"[32]\tvalid_0's poisson: -78.271\tvalid_0's quantile: 7.53358\n",
"[33]\tvalid_0's poisson: -78.6379\tvalid_0's quantile: 7.44805\n",
"[34]\tvalid_0's poisson: -79.0007\tvalid_0's quantile: 7.36344\n",
"[35]\tvalid_0's poisson: -79.3632\tvalid_0's quantile: 7.27862\n",
"[36]\tvalid_0's poisson: -79.7129\tvalid_0's quantile: 7.19593\n",
"[37]\tvalid_0's poisson: -80.0594\tvalid_0's quantile: 7.11376\n",
"[38]\tvalid_0's poisson: -80.401\tvalid_0's quantile: 7.03402\n",
"[39]\tvalid_0's poisson: -80.7331\tvalid_0's quantile: 6.95641\n",
"[40]\tvalid_0's poisson: -81.0645\tvalid_0's quantile: 6.88063\n",
"[41]\tvalid_0's poisson: -81.3832\tvalid_0's quantile: 6.80684\n",
"[42]\tvalid_0's poisson: -81.6991\tvalid_0's quantile: 6.73316\n",
"[43]\tvalid_0's poisson: -82.0131\tvalid_0's quantile: 6.66179\n",
"[44]\tvalid_0's poisson: -82.3222\tvalid_0's quantile: 6.5937\n",
"[45]\tvalid_0's poisson: -82.6214\tvalid_0's quantile: 6.52807\n",
"[46]\tvalid_0's poisson: -82.9354\tvalid_0's quantile: 6.46134\n",
"[47]\tvalid_0's poisson: -83.2428\tvalid_0's quantile: 6.39632\n",
"[48]\tvalid_0's poisson: -83.545\tvalid_0's quantile: 6.3345\n",
"[49]\tvalid_0's poisson: -83.8404\tvalid_0's quantile: 6.27482\n",
"[50]\tvalid_0's poisson: -84.1289\tvalid_0's quantile: 6.21599\n",
"[51]\tvalid_0's poisson: -84.4139\tvalid_0's quantile: 6.15886\n",
"[52]\tvalid_0's poisson: -84.6988\tvalid_0's quantile: 6.10194\n",
"[53]\tvalid_0's poisson: -84.9755\tvalid_0's quantile: 6.04785\n",
"[54]\tvalid_0's poisson: -85.2449\tvalid_0's quantile: 5.99516\n",
"[55]\tvalid_0's poisson: -85.5137\tvalid_0's quantile: 5.94268\n",
"[56]\tvalid_0's poisson: -85.7739\tvalid_0's quantile: 5.89103\n",
"[57]\tvalid_0's poisson: -86.0298\tvalid_0's quantile: 5.84125\n",
"[58]\tvalid_0's poisson: -86.2816\tvalid_0's quantile: 5.79209\n",
"[59]\tvalid_0's poisson: -86.5282\tvalid_0's quantile: 5.74436\n",
"[60]\tvalid_0's poisson: -86.7744\tvalid_0's quantile: 5.69635\n",
"[61]\tvalid_0's poisson: -87.0182\tvalid_0's quantile: 5.64923\n",
"[62]\tvalid_0's poisson: -87.2516\tvalid_0's quantile: 5.60381\n",
"[63]\tvalid_0's poisson: -87.4889\tvalid_0's quantile: 5.55954\n",
"[64]\tvalid_0's poisson: -87.7199\tvalid_0's quantile: 5.51517\n",
"[65]\tvalid_0's poisson: -87.9499\tvalid_0's quantile: 5.47193\n",
"[66]\tvalid_0's poisson: -88.1783\tvalid_0's quantile: 5.42969\n",
"[67]\tvalid_0's poisson: -88.4061\tvalid_0's quantile: 5.38846\n",
"[68]\tvalid_0's poisson: -88.6293\tvalid_0's quantile: 5.34754\n",
"[69]\tvalid_0's poisson: -88.8511\tvalid_0's quantile: 5.30728\n",
"[70]\tvalid_0's poisson: -89.0735\tvalid_0's quantile: 5.26948\n",
"[71]\tvalid_0's poisson: -89.285\tvalid_0's quantile: 5.23107\n",
"[72]\tvalid_0's poisson: -89.4912\tvalid_0's quantile: 5.1934\n",
"[73]\tvalid_0's poisson: -89.6978\tvalid_0's quantile: 5.15604\n",
"[74]\tvalid_0's poisson: -89.9004\tvalid_0's quantile: 5.11983\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[75]\tvalid_0's poisson: -90.0949\tvalid_0's quantile: 5.08457\n",
"[76]\tvalid_0's poisson: -90.2881\tvalid_0's quantile: 5.04884\n",
"[77]\tvalid_0's poisson: -90.4877\tvalid_0's quantile: 5.01226\n",
"[78]\tvalid_0's poisson: -90.681\tvalid_0's quantile: 4.97916\n",
"[79]\tvalid_0's poisson: -90.8724\tvalid_0's quantile: 4.94473\n",
"[80]\tvalid_0's poisson: -91.0578\tvalid_0's quantile: 4.9115\n",
"[81]\tvalid_0's poisson: -91.2438\tvalid_0's quantile: 4.87837\n",
"[82]\tvalid_0's poisson: -91.431\tvalid_0's quantile: 4.84591\n",
"[83]\tvalid_0's poisson: -91.6091\tvalid_0's quantile: 4.81499\n",
"[84]\tvalid_0's poisson: -91.7857\tvalid_0's quantile: 4.78451\n",
"[85]\tvalid_0's poisson: -91.9605\tvalid_0's quantile: 4.75364\n",
"[86]\tvalid_0's poisson: -92.1326\tvalid_0's quantile: 4.7247\n",
"[87]\tvalid_0's poisson: -92.3057\tvalid_0's quantile: 4.69639\n",
"[88]\tvalid_0's poisson: -92.4704\tvalid_0's quantile: 4.66831\n",
"[89]\tvalid_0's poisson: -92.637\tvalid_0's quantile: 4.63882\n",
"[90]\tvalid_0's poisson: -92.8021\tvalid_0's quantile: 4.61145\n",
"[91]\tvalid_0's poisson: -92.9576\tvalid_0's quantile: 4.58663\n",
"[92]\tvalid_0's poisson: -93.1179\tvalid_0's quantile: 4.55987\n",
"[93]\tvalid_0's poisson: -93.2738\tvalid_0's quantile: 4.53406\n",
"[94]\tvalid_0's poisson: -93.428\tvalid_0's quantile: 4.50877\n",
"[95]\tvalid_0's poisson: -93.5798\tvalid_0's quantile: 4.4837\n",
"[96]\tvalid_0's poisson: -93.7264\tvalid_0's quantile: 4.45614\n",
"[97]\tvalid_0's poisson: -93.8759\tvalid_0's quantile: 4.43282\n",
"[98]\tvalid_0's poisson: -94.0233\tvalid_0's quantile: 4.40904\n",
"[99]\tvalid_0's poisson: -94.166\tvalid_0's quantile: 4.38532\n",
"[100]\tvalid_0's poisson: -94.3074\tvalid_0's quantile: 4.36244\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.0736\tvalid_0's quantile: 11.4922\n",
"[2]\tvalid_0's poisson: -64.6908\tvalid_0's quantile: 11.3056\n",
"[3]\tvalid_0's poisson: -65.3065\tvalid_0's quantile: 11.1255\n",
"[4]\tvalid_0's poisson: -65.9067\tvalid_0's quantile: 10.9454\n",
"[5]\tvalid_0's poisson: -66.4887\tvalid_0's quantile: 10.7724\n",
"[6]\tvalid_0's poisson: -67.0383\tvalid_0's quantile: 10.6078\n",
"[7]\tvalid_0's poisson: -67.59\tvalid_0's quantile: 10.4471\n",
"[8]\tvalid_0's poisson: -68.1273\tvalid_0's quantile: 10.2917\n",
"[9]\tvalid_0's poisson: -68.6524\tvalid_0's quantile: 10.139\n",
"[10]\tvalid_0's poisson: -69.1507\tvalid_0's quantile: 9.99414\n",
"[11]\tvalid_0's poisson: -69.6578\tvalid_0's quantile: 9.85179\n",
"[12]\tvalid_0's poisson: -70.1553\tvalid_0's quantile: 9.71374\n",
"[13]\tvalid_0's poisson: -70.6429\tvalid_0's quantile: 9.58011\n",
"[14]\tvalid_0's poisson: -71.1196\tvalid_0's quantile: 9.44985\n",
"[15]\tvalid_0's poisson: -71.6233\tvalid_0's quantile: 9.31838\n",
"[16]\tvalid_0's poisson: -72.1172\tvalid_0's quantile: 9.18821\n",
"[17]\tvalid_0's poisson: -72.5991\tvalid_0's quantile: 9.06323\n",
"[18]\tvalid_0's poisson: -73.069\tvalid_0's quantile: 8.94414\n",
"[19]\tvalid_0's poisson: -73.5275\tvalid_0's quantile: 8.82511\n",
"[20]\tvalid_0's poisson: -73.976\tvalid_0's quantile: 8.70842\n",
"[21]\tvalid_0's poisson: -74.4032\tvalid_0's quantile: 8.59805\n",
"[22]\tvalid_0's poisson: -74.8382\tvalid_0's quantile: 8.48808\n",
"[23]\tvalid_0's poisson: -75.263\tvalid_0's quantile: 8.38274\n",
"[24]\tvalid_0's poisson: -75.6788\tvalid_0's quantile: 8.27855\n",
"[25]\tvalid_0's poisson: -76.0898\tvalid_0's quantile: 8.1789\n",
"[26]\tvalid_0's poisson: -76.4912\tvalid_0's quantile: 8.08122\n",
"[27]\tvalid_0's poisson: -76.881\tvalid_0's quantile: 7.987\n",
"[28]\tvalid_0's poisson: -77.276\tvalid_0's quantile: 7.88946\n",
"[29]\tvalid_0's poisson: -77.663\tvalid_0's quantile: 7.7942\n",
"[30]\tvalid_0's poisson: -78.0397\tvalid_0's quantile: 7.70249\n",
"[31]\tvalid_0's poisson: -78.4183\tvalid_0's quantile: 7.61127\n",
"[32]\tvalid_0's poisson: -78.7891\tvalid_0's quantile: 7.52192\n",
"[33]\tvalid_0's poisson: -79.1535\tvalid_0's quantile: 7.4349\n",
"[34]\tvalid_0's poisson: -79.5096\tvalid_0's quantile: 7.35011\n",
"[35]\tvalid_0's poisson: -79.8603\tvalid_0's quantile: 7.2682\n",
"[36]\tvalid_0's poisson: -80.2041\tvalid_0's quantile: 7.18808\n",
"[37]\tvalid_0's poisson: -80.5373\tvalid_0's quantile: 7.10995\n",
"[38]\tvalid_0's poisson: -80.8643\tvalid_0's quantile: 7.03234\n",
"[39]\tvalid_0's poisson: -81.1861\tvalid_0's quantile: 6.95653\n",
"[40]\tvalid_0's poisson: -81.503\tvalid_0's quantile: 6.88424\n",
"[41]\tvalid_0's poisson: -81.8068\tvalid_0's quantile: 6.81257\n",
"[42]\tvalid_0's poisson: -82.1112\tvalid_0's quantile: 6.74183\n",
"[43]\tvalid_0's poisson: -82.4021\tvalid_0's quantile: 6.67312\n",
"[44]\tvalid_0's poisson: -82.6846\tvalid_0's quantile: 6.6066\n",
"[45]\tvalid_0's poisson: -82.9759\tvalid_0's quantile: 6.54024\n",
"[46]\tvalid_0's poisson: -83.282\tvalid_0's quantile: 6.47679\n",
"[47]\tvalid_0's poisson: -83.5614\tvalid_0's quantile: 6.41696\n",
"[48]\tvalid_0's poisson: -83.8351\tvalid_0's quantile: 6.35857\n",
"[49]\tvalid_0's poisson: -84.1008\tvalid_0's quantile: 6.30188\n",
"[50]\tvalid_0's poisson: -84.3647\tvalid_0's quantile: 6.24578\n",
"[51]\tvalid_0's poisson: -84.6491\tvalid_0's quantile: 6.18802\n",
"[52]\tvalid_0's poisson: -84.9078\tvalid_0's quantile: 6.13434\n",
"[53]\tvalid_0's poisson: -85.1805\tvalid_0's quantile: 6.07943\n",
"[54]\tvalid_0's poisson: -85.4234\tvalid_0's quantile: 6.02808\n",
"[55]\tvalid_0's poisson: -85.686\tvalid_0's quantile: 5.97488\n",
"[56]\tvalid_0's poisson: -85.9441\tvalid_0's quantile: 5.92415\n",
"[57]\tvalid_0's poisson: -86.1982\tvalid_0's quantile: 5.87488\n",
"[58]\tvalid_0's poisson: -86.4501\tvalid_0's quantile: 5.82424\n",
"[59]\tvalid_0's poisson: -86.6978\tvalid_0's quantile: 5.77573\n",
"[60]\tvalid_0's poisson: -86.9445\tvalid_0's quantile: 5.72894\n",
"[61]\tvalid_0's poisson: -87.1797\tvalid_0's quantile: 5.68316\n",
"[62]\tvalid_0's poisson: -87.419\tvalid_0's quantile: 5.63509\n",
"[63]\tvalid_0's poisson: -87.6446\tvalid_0's quantile: 5.59113\n",
"[64]\tvalid_0's poisson: -87.8714\tvalid_0's quantile: 5.54833\n",
"[65]\tvalid_0's poisson: -88.0968\tvalid_0's quantile: 5.50573\n",
"[66]\tvalid_0's poisson: -88.3183\tvalid_0's quantile: 5.46335\n",
"[67]\tvalid_0's poisson: -88.538\tvalid_0's quantile: 5.41979\n",
"[68]\tvalid_0's poisson: -88.7515\tvalid_0's quantile: 5.37867\n",
"[69]\tvalid_0's poisson: -88.9642\tvalid_0's quantile: 5.33761\n",
"[70]\tvalid_0's poisson: -89.1801\tvalid_0's quantile: 5.2962\n",
"[71]\tvalid_0's poisson: -89.3907\tvalid_0's quantile: 5.25665\n",
"[72]\tvalid_0's poisson: -89.6061\tvalid_0's quantile: 5.21832\n",
"[73]\tvalid_0's poisson: -89.8178\tvalid_0's quantile: 5.18125\n",
"[74]\tvalid_0's poisson: -90.0189\tvalid_0's quantile: 5.14449\n",
"[75]\tvalid_0's poisson: -90.216\tvalid_0's quantile: 5.10892\n",
"[76]\tvalid_0's poisson: -90.4106\tvalid_0's quantile: 5.07565\n",
"[77]\tvalid_0's poisson: -90.6092\tvalid_0's quantile: 5.04155\n",
"[78]\tvalid_0's poisson: -90.7982\tvalid_0's quantile: 5.00898\n",
"[79]\tvalid_0's poisson: -90.989\tvalid_0's quantile: 4.97693\n",
"[80]\tvalid_0's poisson: -91.1785\tvalid_0's quantile: 4.94436\n",
"[81]\tvalid_0's poisson: -91.3608\tvalid_0's quantile: 4.91364\n",
"[82]\tvalid_0's poisson: -91.5402\tvalid_0's quantile: 4.8814\n",
"[83]\tvalid_0's poisson: -91.7127\tvalid_0's quantile: 4.85187\n",
"[84]\tvalid_0's poisson: -91.8896\tvalid_0's quantile: 4.82216\n",
"[85]\tvalid_0's poisson: -92.0627\tvalid_0's quantile: 4.79416\n",
"[86]\tvalid_0's poisson: -92.2356\tvalid_0's quantile: 4.76571\n",
"[87]\tvalid_0's poisson: -92.4102\tvalid_0's quantile: 4.73425\n",
"[88]\tvalid_0's poisson: -92.5743\tvalid_0's quantile: 4.70779\n",
"[89]\tvalid_0's poisson: -92.7407\tvalid_0's quantile: 4.67966\n",
"[90]\tvalid_0's poisson: -92.9043\tvalid_0's quantile: 4.65242\n",
"[91]\tvalid_0's poisson: -93.0655\tvalid_0's quantile: 4.62491\n",
"[92]\tvalid_0's poisson: -93.2243\tvalid_0's quantile: 4.59754\n",
"[93]\tvalid_0's poisson: -93.3831\tvalid_0's quantile: 4.57337\n",
"[94]\tvalid_0's poisson: -93.535\tvalid_0's quantile: 4.54852\n",
"[95]\tvalid_0's poisson: -93.6834\tvalid_0's quantile: 4.52146\n",
"[96]\tvalid_0's poisson: -93.8358\tvalid_0's quantile: 4.49746\n",
"[97]\tvalid_0's poisson: -93.9834\tvalid_0's quantile: 4.47425\n",
"[98]\tvalid_0's poisson: -94.1285\tvalid_0's quantile: 4.45076\n",
"[99]\tvalid_0's poisson: -94.2688\tvalid_0's quantile: 4.42779\n",
"[100]\tvalid_0's poisson: -94.4062\tvalid_0's quantile: 4.4043\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.804\tvalid_0's quantile: 11.5148\n",
"[2]\tvalid_0's poisson: -63.4338\tvalid_0's quantile: 11.3362\n",
"[3]\tvalid_0's poisson: -64.045\tvalid_0's quantile: 11.158\n",
"[4]\tvalid_0's poisson: -64.6386\tvalid_0's quantile: 10.9875\n",
"[5]\tvalid_0's poisson: -65.2154\tvalid_0's quantile: 10.8225\n",
"[6]\tvalid_0's poisson: -65.775\tvalid_0's quantile: 10.6626\n",
"[7]\tvalid_0's poisson: -66.3189\tvalid_0's quantile: 10.5065\n",
"[8]\tvalid_0's poisson: -66.8549\tvalid_0's quantile: 10.3572\n",
"[9]\tvalid_0's poisson: -67.3771\tvalid_0's quantile: 10.2116\n",
"[10]\tvalid_0's poisson: -67.8857\tvalid_0's quantile: 10.0709\n",
"[11]\tvalid_0's poisson: -68.3889\tvalid_0's quantile: 9.93241\n",
"[12]\tvalid_0's poisson: -68.8892\tvalid_0's quantile: 9.79826\n",
"[13]\tvalid_0's poisson: -69.381\tvalid_0's quantile: 9.66844\n",
"[14]\tvalid_0's poisson: -69.8598\tvalid_0's quantile: 9.53778\n",
"[15]\tvalid_0's poisson: -70.3543\tvalid_0's quantile: 9.41111\n",
"[16]\tvalid_0's poisson: -70.8239\tvalid_0's quantile: 9.28726\n",
"[17]\tvalid_0's poisson: -71.306\tvalid_0's quantile: 9.16461\n",
"[18]\tvalid_0's poisson: -71.7778\tvalid_0's quantile: 9.04466\n",
"[19]\tvalid_0's poisson: -72.2266\tvalid_0's quantile: 8.92841\n",
"[20]\tvalid_0's poisson: -72.679\tvalid_0's quantile: 8.81312\n",
"[21]\tvalid_0's poisson: -73.1188\tvalid_0's quantile: 8.70393\n",
"[22]\tvalid_0's poisson: -73.546\tvalid_0's quantile: 8.5959\n",
"[23]\tvalid_0's poisson: -73.9738\tvalid_0's quantile: 8.48745\n",
"[24]\tvalid_0's poisson: -74.4019\tvalid_0's quantile: 8.38257\n",
"[25]\tvalid_0's poisson: -74.8194\tvalid_0's quantile: 8.2825\n",
"[26]\tvalid_0's poisson: -75.2463\tvalid_0's quantile: 8.18322\n",
"[27]\tvalid_0's poisson: -75.6658\tvalid_0's quantile: 8.08512\n",
"[28]\tvalid_0's poisson: -76.0749\tvalid_0's quantile: 7.98919\n",
"[29]\tvalid_0's poisson: -76.4834\tvalid_0's quantile: 7.89516\n",
"[30]\tvalid_0's poisson: -76.8814\tvalid_0's quantile: 7.80384\n",
"[31]\tvalid_0's poisson: -77.2817\tvalid_0's quantile: 7.71062\n",
"[32]\tvalid_0's poisson: -77.6748\tvalid_0's quantile: 7.61934\n",
"[33]\tvalid_0's poisson: -78.0559\tvalid_0's quantile: 7.53134\n",
"[34]\tvalid_0's poisson: -78.4275\tvalid_0's quantile: 7.44589\n",
"[35]\tvalid_0's poisson: -78.8015\tvalid_0's quantile: 7.36068\n",
"[36]\tvalid_0's poisson: -79.1696\tvalid_0's quantile: 7.27701\n",
"[37]\tvalid_0's poisson: -79.5195\tvalid_0's quantile: 7.19949\n",
"[38]\tvalid_0's poisson: -79.8568\tvalid_0's quantile: 7.12565\n",
"[39]\tvalid_0's poisson: -80.2047\tvalid_0's quantile: 7.04769\n",
"[40]\tvalid_0's poisson: -80.545\tvalid_0's quantile: 6.97106\n",
"[41]\tvalid_0's poisson: -80.8783\tvalid_0's quantile: 6.8959\n",
"[42]\tvalid_0's poisson: -81.2048\tvalid_0's quantile: 6.82207\n",
"[43]\tvalid_0's poisson: -81.5265\tvalid_0's quantile: 6.74974\n",
"[44]\tvalid_0's poisson: -81.8478\tvalid_0's quantile: 6.67946\n",
"[45]\tvalid_0's poisson: -82.1597\tvalid_0's quantile: 6.61182\n",
"[46]\tvalid_0's poisson: -82.4654\tvalid_0's quantile: 6.54702\n",
"[47]\tvalid_0's poisson: -82.7854\tvalid_0's quantile: 6.48217\n",
"[48]\tvalid_0's poisson: -83.0941\tvalid_0's quantile: 6.42024\n",
"[49]\tvalid_0's poisson: -83.3983\tvalid_0's quantile: 6.35796\n",
"[50]\tvalid_0's poisson: -83.7041\tvalid_0's quantile: 6.29849\n",
"[51]\tvalid_0's poisson: -84.0029\tvalid_0's quantile: 6.23936\n",
"[52]\tvalid_0's poisson: -84.2987\tvalid_0's quantile: 6.1818\n",
"[53]\tvalid_0's poisson: -84.5803\tvalid_0's quantile: 6.12783\n",
"[54]\tvalid_0's poisson: -84.8627\tvalid_0's quantile: 6.07437\n",
"[55]\tvalid_0's poisson: -85.1399\tvalid_0's quantile: 6.02133\n",
"[56]\tvalid_0's poisson: -85.4164\tvalid_0's quantile: 5.96959\n",
"[57]\tvalid_0's poisson: -85.6883\tvalid_0's quantile: 5.91936\n",
"[58]\tvalid_0's poisson: -85.9531\tvalid_0's quantile: 5.87014\n",
"[59]\tvalid_0's poisson: -86.2137\tvalid_0's quantile: 5.81815\n",
"[60]\tvalid_0's poisson: -86.4699\tvalid_0's quantile: 5.76722\n",
"[61]\tvalid_0's poisson: -86.7252\tvalid_0's quantile: 5.71769\n",
"[62]\tvalid_0's poisson: -86.972\tvalid_0's quantile: 5.67084\n",
"[63]\tvalid_0's poisson: -87.2122\tvalid_0's quantile: 5.62585\n",
"[64]\tvalid_0's poisson: -87.4476\tvalid_0's quantile: 5.58215\n",
"[65]\tvalid_0's poisson: -87.6838\tvalid_0's quantile: 5.53682\n",
"[66]\tvalid_0's poisson: -87.9115\tvalid_0's quantile: 5.49485\n",
"[67]\tvalid_0's poisson: -88.1393\tvalid_0's quantile: 5.4515\n",
"[68]\tvalid_0's poisson: -88.3577\tvalid_0's quantile: 5.41157\n",
"[69]\tvalid_0's poisson: -88.5748\tvalid_0's quantile: 5.37077\n",
"[70]\tvalid_0's poisson: -88.7985\tvalid_0's quantile: 5.3293\n",
"[71]\tvalid_0's poisson: -89.0156\tvalid_0's quantile: 5.29011\n",
"[72]\tvalid_0's poisson: -89.2313\tvalid_0's quantile: 5.25142\n",
"[73]\tvalid_0's poisson: -89.4445\tvalid_0's quantile: 5.21284\n",
"[74]\tvalid_0's poisson: -89.6543\tvalid_0's quantile: 5.17506\n",
"[75]\tvalid_0's poisson: -89.8618\tvalid_0's quantile: 5.1385\n",
"[76]\tvalid_0's poisson: -90.064\tvalid_0's quantile: 5.1028\n",
"[77]\tvalid_0's poisson: -90.2648\tvalid_0's quantile: 5.06834\n",
"[78]\tvalid_0's poisson: -90.4642\tvalid_0's quantile: 5.03443\n",
"[79]\tvalid_0's poisson: -90.6611\tvalid_0's quantile: 5.00116\n",
"[80]\tvalid_0's poisson: -90.8539\tvalid_0's quantile: 4.96873\n",
"[81]\tvalid_0's poisson: -91.0432\tvalid_0's quantile: 4.93744\n",
"[82]\tvalid_0's poisson: -91.2316\tvalid_0's quantile: 4.90392\n",
"[83]\tvalid_0's poisson: -91.4201\tvalid_0's quantile: 4.87293\n",
"[84]\tvalid_0's poisson: -91.6049\tvalid_0's quantile: 4.84126\n",
"[85]\tvalid_0's poisson: -91.7866\tvalid_0's quantile: 4.81152\n",
"[86]\tvalid_0's poisson: -91.9608\tvalid_0's quantile: 4.78141\n",
"[87]\tvalid_0's poisson: -92.1375\tvalid_0's quantile: 4.7535\n",
"[88]\tvalid_0's poisson: -92.3056\tvalid_0's quantile: 4.72451\n",
"[89]\tvalid_0's poisson: -92.47\tvalid_0's quantile: 4.69663\n",
"[90]\tvalid_0's poisson: -92.6346\tvalid_0's quantile: 4.66969\n",
"[91]\tvalid_0's poisson: -92.8013\tvalid_0's quantile: 4.64283\n",
"[92]\tvalid_0's poisson: -92.9677\tvalid_0's quantile: 4.61335\n",
"[93]\tvalid_0's poisson: -93.1295\tvalid_0's quantile: 4.58671\n",
"[94]\tvalid_0's poisson: -93.2845\tvalid_0's quantile: 4.56193\n",
"[95]\tvalid_0's poisson: -93.4352\tvalid_0's quantile: 4.53811\n",
"[96]\tvalid_0's poisson: -93.5878\tvalid_0's quantile: 4.51219\n",
"[97]\tvalid_0's poisson: -93.7347\tvalid_0's quantile: 4.4873\n",
"[98]\tvalid_0's poisson: -93.8797\tvalid_0's quantile: 4.46463\n",
"[99]\tvalid_0's poisson: -94.0229\tvalid_0's quantile: 4.44096\n",
"[100]\tvalid_0's poisson: -94.1668\tvalid_0's quantile: 4.41733\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.6696\tvalid_0's quantile: 5.60982\n",
"[2]\tvalid_0's poisson: -94.0652\tvalid_0's quantile: 4.79874\n",
"[3]\tvalid_0's poisson: -96.9189\tvalid_0's quantile: 4.27236\n",
"[4]\tvalid_0's poisson: -97.4399\tvalid_0's quantile: 4.06996\n",
"[5]\tvalid_0's poisson: -98.0754\tvalid_0's quantile: 3.9495\n",
"[6]\tvalid_0's poisson: -98.4236\tvalid_0's quantile: 3.91024\n",
"[7]\tvalid_0's poisson: -98.4819\tvalid_0's quantile: 3.89043\n",
"[8]\tvalid_0's poisson: -98.6402\tvalid_0's quantile: 3.83498\n",
"[9]\tvalid_0's poisson: -98.6306\tvalid_0's quantile: 3.84727\n",
"[10]\tvalid_0's poisson: -99.2289\tvalid_0's quantile: 3.71889\n",
"[11]\tvalid_0's poisson: -99.2373\tvalid_0's quantile: 3.71296\n",
"[12]\tvalid_0's poisson: -99.6038\tvalid_0's quantile: 3.68743\n",
"[13]\tvalid_0's poisson: -99.5787\tvalid_0's quantile: 3.67882\n",
"[14]\tvalid_0's poisson: -99.7667\tvalid_0's quantile: 3.64656\n",
"[15]\tvalid_0's poisson: -99.8144\tvalid_0's quantile: 3.61679\n",
"[16]\tvalid_0's poisson: -100.171\tvalid_0's quantile: 3.58814\n",
"[17]\tvalid_0's poisson: -100.238\tvalid_0's quantile: 3.53893\n",
"[18]\tvalid_0's poisson: -100.332\tvalid_0's quantile: 3.53495\n",
"[19]\tvalid_0's poisson: -100.29\tvalid_0's quantile: 3.53553\n",
"[20]\tvalid_0's poisson: -100.476\tvalid_0's quantile: 3.51149\n",
"[21]\tvalid_0's poisson: -100.39\tvalid_0's quantile: 3.4953\n",
"[22]\tvalid_0's poisson: -100.864\tvalid_0's quantile: 3.46352\n",
"[23]\tvalid_0's poisson: -100.908\tvalid_0's quantile: 3.4566\n",
"[24]\tvalid_0's poisson: -100.919\tvalid_0's quantile: 3.45657\n",
"[25]\tvalid_0's poisson: -100.938\tvalid_0's quantile: 3.43541\n",
"[26]\tvalid_0's poisson: -100.898\tvalid_0's quantile: 3.43945\n",
"[27]\tvalid_0's poisson: -101.148\tvalid_0's quantile: 3.45611\n",
"[28]\tvalid_0's poisson: -101.175\tvalid_0's quantile: 3.46054\n",
"[29]\tvalid_0's poisson: -101.207\tvalid_0's quantile: 3.44712\n",
"[30]\tvalid_0's poisson: -101.244\tvalid_0's quantile: 3.44628\n",
"[31]\tvalid_0's poisson: -101.299\tvalid_0's quantile: 3.4304\n",
"[32]\tvalid_0's poisson: -101.349\tvalid_0's quantile: 3.42822\n",
"[33]\tvalid_0's poisson: -101.258\tvalid_0's quantile: 3.42918\n",
"[34]\tvalid_0's poisson: -101.193\tvalid_0's quantile: 3.42801\n",
"[35]\tvalid_0's poisson: -101.296\tvalid_0's quantile: 3.43165\n",
"[36]\tvalid_0's poisson: -101.304\tvalid_0's quantile: 3.42742\n",
"[37]\tvalid_0's poisson: -101.396\tvalid_0's quantile: 3.40553\n",
"[38]\tvalid_0's poisson: -101.517\tvalid_0's quantile: 3.40153\n",
"[39]\tvalid_0's poisson: -101.582\tvalid_0's quantile: 3.38807\n",
"[40]\tvalid_0's poisson: -101.661\tvalid_0's quantile: 3.38652\n",
"[41]\tvalid_0's poisson: -101.686\tvalid_0's quantile: 3.37503\n",
"[42]\tvalid_0's poisson: -101.719\tvalid_0's quantile: 3.36339\n",
"[43]\tvalid_0's poisson: -101.738\tvalid_0's quantile: 3.35997\n",
"[44]\tvalid_0's poisson: -101.823\tvalid_0's quantile: 3.36705\n",
"[45]\tvalid_0's poisson: -101.821\tvalid_0's quantile: 3.36224\n",
"[46]\tvalid_0's poisson: -101.824\tvalid_0's quantile: 3.36466\n",
"[47]\tvalid_0's poisson: -101.927\tvalid_0's quantile: 3.35572\n",
"[48]\tvalid_0's poisson: -101.965\tvalid_0's quantile: 3.35711\n",
"[49]\tvalid_0's poisson: -101.918\tvalid_0's quantile: 3.34998\n",
"[50]\tvalid_0's poisson: -101.908\tvalid_0's quantile: 3.35695\n",
"[51]\tvalid_0's poisson: -101.967\tvalid_0's quantile: 3.35594\n",
"[52]\tvalid_0's poisson: -101.935\tvalid_0's quantile: 3.35805\n",
"[53]\tvalid_0's poisson: -101.931\tvalid_0's quantile: 3.36142\n",
"[54]\tvalid_0's poisson: -101.999\tvalid_0's quantile: 3.36384\n",
"[55]\tvalid_0's poisson: -102.044\tvalid_0's quantile: 3.35403\n",
"[56]\tvalid_0's poisson: -102.041\tvalid_0's quantile: 3.35322\n",
"[57]\tvalid_0's poisson: -101.983\tvalid_0's quantile: 3.35165\n",
"[58]\tvalid_0's poisson: -101.922\tvalid_0's quantile: 3.35647\n",
"[59]\tvalid_0's poisson: -101.926\tvalid_0's quantile: 3.362\n",
"[60]\tvalid_0's poisson: -101.955\tvalid_0's quantile: 3.36363\n",
"[61]\tvalid_0's poisson: -101.932\tvalid_0's quantile: 3.34831\n",
"[62]\tvalid_0's poisson: -101.973\tvalid_0's quantile: 3.34442\n",
"[63]\tvalid_0's poisson: -101.963\tvalid_0's quantile: 3.34679\n",
"[64]\tvalid_0's poisson: -102.024\tvalid_0's quantile: 3.34136\n",
"[65]\tvalid_0's poisson: -102.071\tvalid_0's quantile: 3.33183\n",
"[66]\tvalid_0's poisson: -102.29\tvalid_0's quantile: 3.32576\n",
"[67]\tvalid_0's poisson: -102.292\tvalid_0's quantile: 3.31676\n",
"[68]\tvalid_0's poisson: -102.187\tvalid_0's quantile: 3.29874\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[69]\tvalid_0's poisson: -102.252\tvalid_0's quantile: 3.30216\n",
"[70]\tvalid_0's poisson: -102.145\tvalid_0's quantile: 3.29122\n",
"[71]\tvalid_0's poisson: -102.249\tvalid_0's quantile: 3.2856\n",
"[72]\tvalid_0's poisson: -102.236\tvalid_0's quantile: 3.28413\n",
"[73]\tvalid_0's poisson: -102.183\tvalid_0's quantile: 3.28291\n",
"[74]\tvalid_0's poisson: -102.297\tvalid_0's quantile: 3.29906\n",
"[75]\tvalid_0's poisson: -102.429\tvalid_0's quantile: 3.29631\n",
"[76]\tvalid_0's poisson: -102.51\tvalid_0's quantile: 3.29835\n",
"[77]\tvalid_0's poisson: -102.543\tvalid_0's quantile: 3.29252\n",
"[78]\tvalid_0's poisson: -102.361\tvalid_0's quantile: 3.29433\n",
"[79]\tvalid_0's poisson: -102.459\tvalid_0's quantile: 3.29781\n",
"[80]\tvalid_0's poisson: -102.464\tvalid_0's quantile: 3.28881\n",
"[81]\tvalid_0's poisson: -102.454\tvalid_0's quantile: 3.27702\n",
"[82]\tvalid_0's poisson: -102.555\tvalid_0's quantile: 3.28613\n",
"[83]\tvalid_0's poisson: -102.525\tvalid_0's quantile: 3.28086\n",
"[84]\tvalid_0's poisson: -102.424\tvalid_0's quantile: 3.28391\n",
"[85]\tvalid_0's poisson: -102.454\tvalid_0's quantile: 3.27025\n",
"[86]\tvalid_0's poisson: -102.318\tvalid_0's quantile: 3.26445\n",
"[87]\tvalid_0's poisson: -102.31\tvalid_0's quantile: 3.26898\n",
"[88]\tvalid_0's poisson: -102.348\tvalid_0's quantile: 3.26219\n",
"[89]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.2607\n",
"[90]\tvalid_0's poisson: -102.214\tvalid_0's quantile: 3.25921\n",
"[91]\tvalid_0's poisson: -102.34\tvalid_0's quantile: 3.26106\n",
"[92]\tvalid_0's poisson: -102.334\tvalid_0's quantile: 3.26101\n",
"[93]\tvalid_0's poisson: -102.406\tvalid_0's quantile: 3.26074\n",
"[94]\tvalid_0's poisson: -102.537\tvalid_0's quantile: 3.25779\n",
"[95]\tvalid_0's poisson: -102.613\tvalid_0's quantile: 3.25242\n",
"[96]\tvalid_0's poisson: -102.488\tvalid_0's quantile: 3.25436\n",
"[97]\tvalid_0's poisson: -102.546\tvalid_0's quantile: 3.25305\n",
"[98]\tvalid_0's poisson: -102.46\tvalid_0's quantile: 3.25384\n",
"[99]\tvalid_0's poisson: -102.381\tvalid_0's quantile: 3.25545\n",
"[100]\tvalid_0's poisson: -102.326\tvalid_0's quantile: 3.25391\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -90.5774\tvalid_0's quantile: 5.59956\n",
"[2]\tvalid_0's poisson: -94.7078\tvalid_0's quantile: 4.72695\n",
"[3]\tvalid_0's poisson: -97.5609\tvalid_0's quantile: 4.27097\n",
"[4]\tvalid_0's poisson: -97.5814\tvalid_0's quantile: 4.12448\n",
"[5]\tvalid_0's poisson: -97.4714\tvalid_0's quantile: 4.02231\n",
"[6]\tvalid_0's poisson: -98.64\tvalid_0's quantile: 3.92063\n",
"[7]\tvalid_0's poisson: -98.4041\tvalid_0's quantile: 3.87988\n",
"[8]\tvalid_0's poisson: -98.5473\tvalid_0's quantile: 3.82471\n",
"[9]\tvalid_0's poisson: -99.3104\tvalid_0's quantile: 3.76459\n",
"[10]\tvalid_0's poisson: -99.2994\tvalid_0's quantile: 3.7368\n",
"[11]\tvalid_0's poisson: -99.2533\tvalid_0's quantile: 3.70038\n",
"[12]\tvalid_0's poisson: -99.4368\tvalid_0's quantile: 3.68055\n",
"[13]\tvalid_0's poisson: -99.5306\tvalid_0's quantile: 3.66614\n",
"[14]\tvalid_0's poisson: -99.5705\tvalid_0's quantile: 3.66492\n",
"[15]\tvalid_0's poisson: -99.7811\tvalid_0's quantile: 3.61443\n",
"[16]\tvalid_0's poisson: -100.021\tvalid_0's quantile: 3.58111\n",
"[17]\tvalid_0's poisson: -100.08\tvalid_0's quantile: 3.55652\n",
"[18]\tvalid_0's poisson: -100.144\tvalid_0's quantile: 3.54879\n",
"[19]\tvalid_0's poisson: -100.215\tvalid_0's quantile: 3.5419\n",
"[20]\tvalid_0's poisson: -100.356\tvalid_0's quantile: 3.53923\n",
"[21]\tvalid_0's poisson: -100.372\tvalid_0's quantile: 3.53818\n",
"[22]\tvalid_0's poisson: -100.33\tvalid_0's quantile: 3.52846\n",
"[23]\tvalid_0's poisson: -100.249\tvalid_0's quantile: 3.52351\n",
"[24]\tvalid_0's poisson: -100.5\tvalid_0's quantile: 3.51246\n",
"[25]\tvalid_0's poisson: -100.491\tvalid_0's quantile: 3.50374\n",
"[26]\tvalid_0's poisson: -100.998\tvalid_0's quantile: 3.46388\n",
"[27]\tvalid_0's poisson: -101.013\tvalid_0's quantile: 3.42549\n",
"[28]\tvalid_0's poisson: -101.106\tvalid_0's quantile: 3.41215\n",
"[29]\tvalid_0's poisson: -101.093\tvalid_0's quantile: 3.41149\n",
"[30]\tvalid_0's poisson: -101.256\tvalid_0's quantile: 3.40337\n",
"[31]\tvalid_0's poisson: -101.276\tvalid_0's quantile: 3.40383\n",
"[32]\tvalid_0's poisson: -101.237\tvalid_0's quantile: 3.39822\n",
"[33]\tvalid_0's poisson: -101.261\tvalid_0's quantile: 3.38405\n",
"[34]\tvalid_0's poisson: -101.285\tvalid_0's quantile: 3.37875\n",
"[35]\tvalid_0's poisson: -101.246\tvalid_0's quantile: 3.38736\n",
"[36]\tvalid_0's poisson: -101.259\tvalid_0's quantile: 3.39009\n",
"[37]\tvalid_0's poisson: -101.259\tvalid_0's quantile: 3.38358\n",
"[38]\tvalid_0's poisson: -101.301\tvalid_0's quantile: 3.3773\n",
"[39]\tvalid_0's poisson: -102.299\tvalid_0's quantile: 3.19711\n",
"[40]\tvalid_0's poisson: -102.591\tvalid_0's quantile: 3.18936\n",
"[41]\tvalid_0's poisson: -102.549\tvalid_0's quantile: 3.18661\n",
"[42]\tvalid_0's poisson: -102.476\tvalid_0's quantile: 3.18255\n",
"[43]\tvalid_0's poisson: -102.486\tvalid_0's quantile: 3.19434\n",
"[44]\tvalid_0's poisson: -102.591\tvalid_0's quantile: 3.19874\n",
"[45]\tvalid_0's poisson: -102.542\tvalid_0's quantile: 3.20253\n",
"[46]\tvalid_0's poisson: -102.546\tvalid_0's quantile: 3.20108\n",
"[47]\tvalid_0's poisson: -102.487\tvalid_0's quantile: 3.20304\n",
"[48]\tvalid_0's poisson: -102.561\tvalid_0's quantile: 3.20645\n",
"[49]\tvalid_0's poisson: -102.402\tvalid_0's quantile: 3.22079\n",
"[50]\tvalid_0's poisson: -102.468\tvalid_0's quantile: 3.2128\n",
"[51]\tvalid_0's poisson: -102.396\tvalid_0's quantile: 3.20314\n",
"[52]\tvalid_0's poisson: -102.516\tvalid_0's quantile: 3.17513\n",
"[53]\tvalid_0's poisson: -102.526\tvalid_0's quantile: 3.17803\n",
"[54]\tvalid_0's poisson: -102.483\tvalid_0's quantile: 3.17336\n",
"[55]\tvalid_0's poisson: -102.541\tvalid_0's quantile: 3.17595\n",
"[56]\tvalid_0's poisson: -102.518\tvalid_0's quantile: 3.1774\n",
"[57]\tvalid_0's poisson: -102.534\tvalid_0's quantile: 3.16915\n",
"[58]\tvalid_0's poisson: -102.597\tvalid_0's quantile: 3.17138\n",
"[59]\tvalid_0's poisson: -102.555\tvalid_0's quantile: 3.16903\n",
"[60]\tvalid_0's poisson: -102.587\tvalid_0's quantile: 3.17209\n",
"[61]\tvalid_0's poisson: -102.558\tvalid_0's quantile: 3.17274\n",
"[62]\tvalid_0's poisson: -102.617\tvalid_0's quantile: 3.16947\n",
"[63]\tvalid_0's poisson: -102.586\tvalid_0's quantile: 3.17178\n",
"[64]\tvalid_0's poisson: -102.616\tvalid_0's quantile: 3.17296\n",
"[65]\tvalid_0's poisson: -102.71\tvalid_0's quantile: 3.16871\n",
"[66]\tvalid_0's poisson: -102.705\tvalid_0's quantile: 3.17057\n",
"[67]\tvalid_0's poisson: -102.702\tvalid_0's quantile: 3.16854\n",
"[68]\tvalid_0's poisson: -102.741\tvalid_0's quantile: 3.17011\n",
"[69]\tvalid_0's poisson: -102.732\tvalid_0's quantile: 3.17429\n",
"[70]\tvalid_0's poisson: -102.741\tvalid_0's quantile: 3.16974\n",
"[71]\tvalid_0's poisson: -102.768\tvalid_0's quantile: 3.17229\n",
"[72]\tvalid_0's poisson: -102.731\tvalid_0's quantile: 3.16684\n",
"[73]\tvalid_0's poisson: -102.744\tvalid_0's quantile: 3.16441\n",
"[74]\tvalid_0's poisson: -102.773\tvalid_0's quantile: 3.16227\n",
"[75]\tvalid_0's poisson: -102.708\tvalid_0's quantile: 3.16632\n",
"[76]\tvalid_0's poisson: -102.748\tvalid_0's quantile: 3.16448\n",
"[77]\tvalid_0's poisson: -102.72\tvalid_0's quantile: 3.15446\n",
"[78]\tvalid_0's poisson: -102.746\tvalid_0's quantile: 3.15222\n",
"[79]\tvalid_0's poisson: -102.75\tvalid_0's quantile: 3.15645\n",
"[80]\tvalid_0's poisson: -102.799\tvalid_0's quantile: 3.15719\n",
"[81]\tvalid_0's poisson: -102.743\tvalid_0's quantile: 3.15111\n",
"[82]\tvalid_0's poisson: -102.745\tvalid_0's quantile: 3.14895\n",
"[83]\tvalid_0's poisson: -102.746\tvalid_0's quantile: 3.14837\n",
"[84]\tvalid_0's poisson: -102.813\tvalid_0's quantile: 3.14872\n",
"[85]\tvalid_0's poisson: -102.801\tvalid_0's quantile: 3.15148\n",
"[86]\tvalid_0's poisson: -102.733\tvalid_0's quantile: 3.14809\n",
"[87]\tvalid_0's poisson: -102.783\tvalid_0's quantile: 3.14659\n",
"[88]\tvalid_0's poisson: -102.715\tvalid_0's quantile: 3.14701\n",
"[89]\tvalid_0's poisson: -102.754\tvalid_0's quantile: 3.15737\n",
"[90]\tvalid_0's poisson: -102.831\tvalid_0's quantile: 3.15555\n",
"[91]\tvalid_0's poisson: -102.807\tvalid_0's quantile: 3.15509\n",
"[92]\tvalid_0's poisson: -102.891\tvalid_0's quantile: 3.15789\n",
"[93]\tvalid_0's poisson: -102.923\tvalid_0's quantile: 3.15261\n",
"[94]\tvalid_0's poisson: -102.909\tvalid_0's quantile: 3.15202\n",
"[95]\tvalid_0's poisson: -102.919\tvalid_0's quantile: 3.1501\n",
"[96]\tvalid_0's poisson: -102.936\tvalid_0's quantile: 3.14683\n",
"[97]\tvalid_0's poisson: -102.952\tvalid_0's quantile: 3.15025\n",
"[98]\tvalid_0's poisson: -103.05\tvalid_0's quantile: 3.13053\n",
"[99]\tvalid_0's poisson: -103.012\tvalid_0's quantile: 3.13379\n",
"[100]\tvalid_0's poisson: -103.043\tvalid_0's quantile: 3.13743\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -90.1551\tvalid_0's quantile: 5.62339\n",
"[2]\tvalid_0's poisson: -94.5041\tvalid_0's quantile: 4.65564\n",
"[3]\tvalid_0's poisson: -97.8816\tvalid_0's quantile: 4.18298\n",
"[4]\tvalid_0's poisson: -98.6043\tvalid_0's quantile: 4.04341\n",
"[5]\tvalid_0's poisson: -98.9893\tvalid_0's quantile: 3.86505\n",
"[6]\tvalid_0's poisson: -99.1032\tvalid_0's quantile: 3.72029\n",
"[7]\tvalid_0's poisson: -99.3706\tvalid_0's quantile: 3.67088\n",
"[8]\tvalid_0's poisson: -99.6435\tvalid_0's quantile: 3.63926\n",
"[9]\tvalid_0's poisson: -99.7127\tvalid_0's quantile: 3.61944\n",
"[10]\tvalid_0's poisson: -99.5574\tvalid_0's quantile: 3.60937\n",
"[11]\tvalid_0's poisson: -99.5907\tvalid_0's quantile: 3.59871\n",
"[12]\tvalid_0's poisson: -99.6289\tvalid_0's quantile: 3.58467\n",
"[13]\tvalid_0's poisson: -99.8677\tvalid_0's quantile: 3.57125\n",
"[14]\tvalid_0's poisson: -99.8567\tvalid_0's quantile: 3.57159\n",
"[15]\tvalid_0's poisson: -100.118\tvalid_0's quantile: 3.5536\n",
"[16]\tvalid_0's poisson: -100.025\tvalid_0's quantile: 3.53033\n",
"[17]\tvalid_0's poisson: -100.173\tvalid_0's quantile: 3.47389\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[18]\tvalid_0's poisson: -100.261\tvalid_0's quantile: 3.46132\n",
"[19]\tvalid_0's poisson: -100.444\tvalid_0's quantile: 3.45269\n",
"[20]\tvalid_0's poisson: -100.415\tvalid_0's quantile: 3.40484\n",
"[21]\tvalid_0's poisson: -100.662\tvalid_0's quantile: 3.39441\n",
"[22]\tvalid_0's poisson: -100.629\tvalid_0's quantile: 3.38806\n",
"[23]\tvalid_0's poisson: -100.841\tvalid_0's quantile: 3.37239\n",
"[24]\tvalid_0's poisson: -101.136\tvalid_0's quantile: 3.32955\n",
"[25]\tvalid_0's poisson: -101.228\tvalid_0's quantile: 3.32443\n",
"[26]\tvalid_0's poisson: -101.283\tvalid_0's quantile: 3.32101\n",
"[27]\tvalid_0's poisson: -101.265\tvalid_0's quantile: 3.31085\n",
"[28]\tvalid_0's poisson: -101.315\tvalid_0's quantile: 3.3109\n",
"[29]\tvalid_0's poisson: -101.135\tvalid_0's quantile: 3.30811\n",
"[30]\tvalid_0's poisson: -101.28\tvalid_0's quantile: 3.30207\n",
"[31]\tvalid_0's poisson: -101.246\tvalid_0's quantile: 3.29826\n",
"[32]\tvalid_0's poisson: -101.355\tvalid_0's quantile: 3.3\n",
"[33]\tvalid_0's poisson: -101.475\tvalid_0's quantile: 3.28414\n",
"[34]\tvalid_0's poisson: -101.46\tvalid_0's quantile: 3.29958\n",
"[35]\tvalid_0's poisson: -101.692\tvalid_0's quantile: 3.29951\n",
"[36]\tvalid_0's poisson: -101.675\tvalid_0's quantile: 3.30776\n",
"[37]\tvalid_0's poisson: -101.637\tvalid_0's quantile: 3.29843\n",
"[38]\tvalid_0's poisson: -101.559\tvalid_0's quantile: 3.29617\n",
"[39]\tvalid_0's poisson: -101.621\tvalid_0's quantile: 3.29378\n",
"[40]\tvalid_0's poisson: -101.511\tvalid_0's quantile: 3.28964\n",
"[41]\tvalid_0's poisson: -101.497\tvalid_0's quantile: 3.28531\n",
"[42]\tvalid_0's poisson: -101.471\tvalid_0's quantile: 3.2857\n",
"[43]\tvalid_0's poisson: -101.403\tvalid_0's quantile: 3.28354\n",
"[44]\tvalid_0's poisson: -101.544\tvalid_0's quantile: 3.28177\n",
"[45]\tvalid_0's poisson: -101.554\tvalid_0's quantile: 3.2615\n",
"[46]\tvalid_0's poisson: -101.542\tvalid_0's quantile: 3.25822\n",
"[47]\tvalid_0's poisson: -101.657\tvalid_0's quantile: 3.25494\n",
"[48]\tvalid_0's poisson: -101.52\tvalid_0's quantile: 3.26203\n",
"[49]\tvalid_0's poisson: -101.632\tvalid_0's quantile: 3.255\n",
"[50]\tvalid_0's poisson: -101.754\tvalid_0's quantile: 3.25561\n",
"[51]\tvalid_0's poisson: -102.605\tvalid_0's quantile: 3.13742\n",
"[52]\tvalid_0's poisson: -102.598\tvalid_0's quantile: 3.13395\n",
"[53]\tvalid_0's poisson: -102.62\tvalid_0's quantile: 3.12662\n",
"[54]\tvalid_0's poisson: -102.559\tvalid_0's quantile: 3.12796\n",
"[55]\tvalid_0's poisson: -102.531\tvalid_0's quantile: 3.11656\n",
"[56]\tvalid_0's poisson: -102.624\tvalid_0's quantile: 3.11796\n",
"[57]\tvalid_0's poisson: -102.643\tvalid_0's quantile: 3.12067\n",
"[58]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.11998\n",
"[59]\tvalid_0's poisson: -102.786\tvalid_0's quantile: 3.08994\n",
"[60]\tvalid_0's poisson: -102.849\tvalid_0's quantile: 3.08638\n",
"[61]\tvalid_0's poisson: -102.852\tvalid_0's quantile: 3.08948\n",
"[62]\tvalid_0's poisson: -102.898\tvalid_0's quantile: 3.09506\n",
"[63]\tvalid_0's poisson: -102.929\tvalid_0's quantile: 3.0934\n",
"[64]\tvalid_0's poisson: -102.856\tvalid_0's quantile: 3.09227\n",
"[65]\tvalid_0's poisson: -102.707\tvalid_0's quantile: 3.09539\n",
"[66]\tvalid_0's poisson: -102.748\tvalid_0's quantile: 3.09612\n",
"[67]\tvalid_0's poisson: -102.91\tvalid_0's quantile: 3.09031\n",
"[68]\tvalid_0's poisson: -102.857\tvalid_0's quantile: 3.08641\n",
"[69]\tvalid_0's poisson: -102.828\tvalid_0's quantile: 3.09421\n",
"[70]\tvalid_0's poisson: -102.869\tvalid_0's quantile: 3.08212\n",
"[71]\tvalid_0's poisson: -102.852\tvalid_0's quantile: 3.07751\n",
"[72]\tvalid_0's poisson: -102.879\tvalid_0's quantile: 3.07449\n",
"[73]\tvalid_0's poisson: -102.885\tvalid_0's quantile: 3.08729\n",
"[74]\tvalid_0's poisson: -102.824\tvalid_0's quantile: 3.07749\n",
"[75]\tvalid_0's poisson: -102.881\tvalid_0's quantile: 3.07974\n",
"[76]\tvalid_0's poisson: -102.83\tvalid_0's quantile: 3.07581\n",
"[77]\tvalid_0's poisson: -102.855\tvalid_0's quantile: 3.07147\n",
"[78]\tvalid_0's poisson: -102.785\tvalid_0's quantile: 3.06602\n",
"[79]\tvalid_0's poisson: -102.761\tvalid_0's quantile: 3.06515\n",
"[80]\tvalid_0's poisson: -102.749\tvalid_0's quantile: 3.07076\n",
"[81]\tvalid_0's poisson: -102.759\tvalid_0's quantile: 3.07046\n",
"[82]\tvalid_0's poisson: -102.806\tvalid_0's quantile: 3.06698\n",
"[83]\tvalid_0's poisson: -102.832\tvalid_0's quantile: 3.06877\n",
"[84]\tvalid_0's poisson: -102.808\tvalid_0's quantile: 3.06352\n",
"[85]\tvalid_0's poisson: -102.805\tvalid_0's quantile: 3.06765\n",
"[86]\tvalid_0's poisson: -102.823\tvalid_0's quantile: 3.06546\n",
"[87]\tvalid_0's poisson: -102.875\tvalid_0's quantile: 3.06297\n",
"[88]\tvalid_0's poisson: -102.893\tvalid_0's quantile: 3.07274\n",
"[89]\tvalid_0's poisson: -102.885\tvalid_0's quantile: 3.07694\n",
"[90]\tvalid_0's poisson: -102.885\tvalid_0's quantile: 3.07523\n",
"[91]\tvalid_0's poisson: -102.9\tvalid_0's quantile: 3.0747\n",
"[92]\tvalid_0's poisson: -102.868\tvalid_0's quantile: 3.07527\n",
"[93]\tvalid_0's poisson: -102.863\tvalid_0's quantile: 3.07774\n",
"[94]\tvalid_0's poisson: -102.869\tvalid_0's quantile: 3.08395\n",
"[95]\tvalid_0's poisson: -102.818\tvalid_0's quantile: 3.06567\n",
"[96]\tvalid_0's poisson: -102.823\tvalid_0's quantile: 3.06415\n",
"[97]\tvalid_0's poisson: -102.841\tvalid_0's quantile: 3.05729\n",
"[98]\tvalid_0's poisson: -102.758\tvalid_0's quantile: 3.06591\n",
"[99]\tvalid_0's poisson: -102.779\tvalid_0's quantile: 3.06238\n",
"[100]\tvalid_0's poisson: -102.76\tvalid_0's quantile: 3.05992\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.8409\tvalid_0's quantile: 5.70912\n",
"[2]\tvalid_0's poisson: -94.6453\tvalid_0's quantile: 4.77172\n",
"[3]\tvalid_0's poisson: -97.623\tvalid_0's quantile: 4.31077\n",
"[4]\tvalid_0's poisson: -98.5542\tvalid_0's quantile: 4.06344\n",
"[5]\tvalid_0's poisson: -98.8627\tvalid_0's quantile: 3.97291\n",
"[6]\tvalid_0's poisson: -99.1952\tvalid_0's quantile: 3.90988\n",
"[7]\tvalid_0's poisson: -99.1566\tvalid_0's quantile: 3.85256\n",
"[8]\tvalid_0's poisson: -99.4223\tvalid_0's quantile: 3.83207\n",
"[9]\tvalid_0's poisson: -99.4994\tvalid_0's quantile: 3.77829\n",
"[10]\tvalid_0's poisson: -99.6833\tvalid_0's quantile: 3.75838\n",
"[11]\tvalid_0's poisson: -100.077\tvalid_0's quantile: 3.75906\n",
"[12]\tvalid_0's poisson: -100.055\tvalid_0's quantile: 3.72491\n",
"[13]\tvalid_0's poisson: -100.331\tvalid_0's quantile: 3.66949\n",
"[14]\tvalid_0's poisson: -100.494\tvalid_0's quantile: 3.63082\n",
"[15]\tvalid_0's poisson: -100.83\tvalid_0's quantile: 3.58792\n",
"[16]\tvalid_0's poisson: -100.667\tvalid_0's quantile: 3.58476\n",
"[17]\tvalid_0's poisson: -100.917\tvalid_0's quantile: 3.57587\n",
"[18]\tvalid_0's poisson: -101.028\tvalid_0's quantile: 3.55257\n",
"[19]\tvalid_0's poisson: -101.177\tvalid_0's quantile: 3.53536\n",
"[20]\tvalid_0's poisson: -101.114\tvalid_0's quantile: 3.53869\n",
"[21]\tvalid_0's poisson: -101.331\tvalid_0's quantile: 3.49567\n",
"[22]\tvalid_0's poisson: -101.319\tvalid_0's quantile: 3.46399\n",
"[23]\tvalid_0's poisson: -101.298\tvalid_0's quantile: 3.47024\n",
"[24]\tvalid_0's poisson: -101.258\tvalid_0's quantile: 3.46782\n",
"[25]\tvalid_0's poisson: -101.316\tvalid_0's quantile: 3.43727\n",
"[26]\tvalid_0's poisson: -101.405\tvalid_0's quantile: 3.42607\n",
"[27]\tvalid_0's poisson: -101.378\tvalid_0's quantile: 3.43017\n",
"[28]\tvalid_0's poisson: -101.481\tvalid_0's quantile: 3.42454\n",
"[29]\tvalid_0's poisson: -101.401\tvalid_0's quantile: 3.43205\n",
"[30]\tvalid_0's poisson: -101.428\tvalid_0's quantile: 3.42166\n",
"[31]\tvalid_0's poisson: -101.521\tvalid_0's quantile: 3.41091\n",
"[32]\tvalid_0's poisson: -101.613\tvalid_0's quantile: 3.40151\n",
"[33]\tvalid_0's poisson: -101.663\tvalid_0's quantile: 3.40342\n",
"[34]\tvalid_0's poisson: -101.766\tvalid_0's quantile: 3.38982\n",
"[35]\tvalid_0's poisson: -101.695\tvalid_0's quantile: 3.39056\n",
"[36]\tvalid_0's poisson: -101.775\tvalid_0's quantile: 3.38683\n",
"[37]\tvalid_0's poisson: -101.789\tvalid_0's quantile: 3.37004\n",
"[38]\tvalid_0's poisson: -101.767\tvalid_0's quantile: 3.3738\n",
"[39]\tvalid_0's poisson: -101.783\tvalid_0's quantile: 3.374\n",
"[40]\tvalid_0's poisson: -101.764\tvalid_0's quantile: 3.37492\n",
"[41]\tvalid_0's poisson: -101.886\tvalid_0's quantile: 3.38776\n",
"[42]\tvalid_0's poisson: -102.775\tvalid_0's quantile: 3.2774\n",
"[43]\tvalid_0's poisson: -102.818\tvalid_0's quantile: 3.28513\n",
"[44]\tvalid_0's poisson: -102.889\tvalid_0's quantile: 3.27949\n",
"[45]\tvalid_0's poisson: -102.922\tvalid_0's quantile: 3.27235\n",
"[46]\tvalid_0's poisson: -102.96\tvalid_0's quantile: 3.25702\n",
"[47]\tvalid_0's poisson: -103.008\tvalid_0's quantile: 3.26216\n",
"[48]\tvalid_0's poisson: -103.022\tvalid_0's quantile: 3.26209\n",
"[49]\tvalid_0's poisson: -103.021\tvalid_0's quantile: 3.25901\n",
"[50]\tvalid_0's poisson: -103.047\tvalid_0's quantile: 3.26691\n",
"[51]\tvalid_0's poisson: -103.004\tvalid_0's quantile: 3.27366\n",
"[52]\tvalid_0's poisson: -103.139\tvalid_0's quantile: 3.26274\n",
"[53]\tvalid_0's poisson: -103.213\tvalid_0's quantile: 3.27853\n",
"[54]\tvalid_0's poisson: -103.193\tvalid_0's quantile: 3.26889\n",
"[55]\tvalid_0's poisson: -103.165\tvalid_0's quantile: 3.26763\n",
"[56]\tvalid_0's poisson: -103.235\tvalid_0's quantile: 3.26581\n",
"[57]\tvalid_0's poisson: -103.195\tvalid_0's quantile: 3.26643\n",
"[58]\tvalid_0's poisson: -103.194\tvalid_0's quantile: 3.26906\n",
"[59]\tvalid_0's poisson: -103.161\tvalid_0's quantile: 3.26253\n",
"[60]\tvalid_0's poisson: -103.166\tvalid_0's quantile: 3.26048\n",
"[61]\tvalid_0's poisson: -103.096\tvalid_0's quantile: 3.25334\n",
"[62]\tvalid_0's poisson: -103.031\tvalid_0's quantile: 3.2505\n",
"[63]\tvalid_0's poisson: -103.071\tvalid_0's quantile: 3.25427\n",
"[64]\tvalid_0's poisson: -102.932\tvalid_0's quantile: 3.2615\n",
"[65]\tvalid_0's poisson: -103\tvalid_0's quantile: 3.25955\n",
"[66]\tvalid_0's poisson: -103.043\tvalid_0's quantile: 3.25567\n",
"[67]\tvalid_0's poisson: -103.195\tvalid_0's quantile: 3.25492\n",
"[68]\tvalid_0's poisson: -103.132\tvalid_0's quantile: 3.25942\n",
"[69]\tvalid_0's poisson: -103.094\tvalid_0's quantile: 3.24947\n",
"[70]\tvalid_0's poisson: -103.103\tvalid_0's quantile: 3.2327\n",
"[71]\tvalid_0's poisson: -103.032\tvalid_0's quantile: 3.23493\n",
"[72]\tvalid_0's poisson: -103.104\tvalid_0's quantile: 3.23507\n",
"[73]\tvalid_0's poisson: -103.019\tvalid_0's quantile: 3.23769\n",
"[74]\tvalid_0's poisson: -102.921\tvalid_0's quantile: 3.24225\n",
"[75]\tvalid_0's poisson: -102.966\tvalid_0's quantile: 3.24254\n",
"[76]\tvalid_0's poisson: -102.971\tvalid_0's quantile: 3.23779\n",
"[77]\tvalid_0's poisson: -102.975\tvalid_0's quantile: 3.23815\n",
"[78]\tvalid_0's poisson: -102.98\tvalid_0's quantile: 3.24994\n",
"[79]\tvalid_0's poisson: -103.039\tvalid_0's quantile: 3.24958\n",
"[80]\tvalid_0's poisson: -103.024\tvalid_0's quantile: 3.25569\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -103.061\tvalid_0's quantile: 3.2531\n",
"[82]\tvalid_0's poisson: -103.056\tvalid_0's quantile: 3.25578\n",
"[83]\tvalid_0's poisson: -103.166\tvalid_0's quantile: 3.25424\n",
"[84]\tvalid_0's poisson: -103.178\tvalid_0's quantile: 3.25629\n",
"[85]\tvalid_0's poisson: -103.24\tvalid_0's quantile: 3.23885\n",
"[86]\tvalid_0's poisson: -103.263\tvalid_0's quantile: 3.24117\n",
"[87]\tvalid_0's poisson: -103.268\tvalid_0's quantile: 3.24547\n",
"[88]\tvalid_0's poisson: -103.278\tvalid_0's quantile: 3.23747\n",
"[89]\tvalid_0's poisson: -103.272\tvalid_0's quantile: 3.23323\n",
"[90]\tvalid_0's poisson: -103.384\tvalid_0's quantile: 3.23006\n",
"[91]\tvalid_0's poisson: -103.433\tvalid_0's quantile: 3.22977\n",
"[92]\tvalid_0's poisson: -103.366\tvalid_0's quantile: 3.23218\n",
"[93]\tvalid_0's poisson: -103.482\tvalid_0's quantile: 3.23881\n",
"[94]\tvalid_0's poisson: -103.434\tvalid_0's quantile: 3.23488\n",
"[95]\tvalid_0's poisson: -103.204\tvalid_0's quantile: 3.23545\n",
"[96]\tvalid_0's poisson: -103.464\tvalid_0's quantile: 3.23392\n",
"[97]\tvalid_0's poisson: -103.435\tvalid_0's quantile: 3.22995\n",
"[98]\tvalid_0's poisson: -103.487\tvalid_0's quantile: 3.23633\n",
"[99]\tvalid_0's poisson: -103.563\tvalid_0's quantile: 3.23716\n",
"[100]\tvalid_0's poisson: -103.6\tvalid_0's quantile: 3.23719\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.8119\tvalid_0's quantile: 5.96229\n",
"[2]\tvalid_0's poisson: -93.6562\tvalid_0's quantile: 4.7123\n",
"[3]\tvalid_0's poisson: -97.4768\tvalid_0's quantile: 4.34041\n",
"[4]\tvalid_0's poisson: -98.3648\tvalid_0's quantile: 4.11299\n",
"[5]\tvalid_0's poisson: -98.6531\tvalid_0's quantile: 4.01527\n",
"[6]\tvalid_0's poisson: -99.1397\tvalid_0's quantile: 3.88084\n",
"[7]\tvalid_0's poisson: -99.0995\tvalid_0's quantile: 3.84714\n",
"[8]\tvalid_0's poisson: -99.0014\tvalid_0's quantile: 3.84448\n",
"[9]\tvalid_0's poisson: -99.1158\tvalid_0's quantile: 3.8311\n",
"[10]\tvalid_0's poisson: -99.3787\tvalid_0's quantile: 3.79021\n",
"[11]\tvalid_0's poisson: -99.5701\tvalid_0's quantile: 3.72124\n",
"[12]\tvalid_0's poisson: -99.8265\tvalid_0's quantile: 3.68439\n",
"[13]\tvalid_0's poisson: -100.062\tvalid_0's quantile: 3.64227\n",
"[14]\tvalid_0's poisson: -100.137\tvalid_0's quantile: 3.61321\n",
"[15]\tvalid_0's poisson: -100.171\tvalid_0's quantile: 3.6051\n",
"[16]\tvalid_0's poisson: -100.384\tvalid_0's quantile: 3.58844\n",
"[17]\tvalid_0's poisson: -100.405\tvalid_0's quantile: 3.58643\n",
"[18]\tvalid_0's poisson: -100.438\tvalid_0's quantile: 3.59514\n",
"[19]\tvalid_0's poisson: -100.512\tvalid_0's quantile: 3.57048\n",
"[20]\tvalid_0's poisson: -100.571\tvalid_0's quantile: 3.57206\n",
"[21]\tvalid_0's poisson: -100.781\tvalid_0's quantile: 3.55147\n",
"[22]\tvalid_0's poisson: -100.874\tvalid_0's quantile: 3.53883\n",
"[23]\tvalid_0's poisson: -101.109\tvalid_0's quantile: 3.52988\n",
"[24]\tvalid_0's poisson: -100.784\tvalid_0's quantile: 3.54525\n",
"[25]\tvalid_0's poisson: -100.867\tvalid_0's quantile: 3.54605\n",
"[26]\tvalid_0's poisson: -100.7\tvalid_0's quantile: 3.54181\n",
"[27]\tvalid_0's poisson: -100.802\tvalid_0's quantile: 3.53829\n",
"[28]\tvalid_0's poisson: -101.796\tvalid_0's quantile: 3.43343\n",
"[29]\tvalid_0's poisson: -101.999\tvalid_0's quantile: 3.411\n",
"[30]\tvalid_0's poisson: -101.998\tvalid_0's quantile: 3.41082\n",
"[31]\tvalid_0's poisson: -101.941\tvalid_0's quantile: 3.40095\n",
"[32]\tvalid_0's poisson: -101.87\tvalid_0's quantile: 3.36841\n",
"[33]\tvalid_0's poisson: -101.811\tvalid_0's quantile: 3.35708\n",
"[34]\tvalid_0's poisson: -101.842\tvalid_0's quantile: 3.32369\n",
"[35]\tvalid_0's poisson: -101.903\tvalid_0's quantile: 3.3296\n",
"[36]\tvalid_0's poisson: -101.816\tvalid_0's quantile: 3.32222\n",
"[37]\tvalid_0's poisson: -101.879\tvalid_0's quantile: 3.29843\n",
"[38]\tvalid_0's poisson: -101.914\tvalid_0's quantile: 3.29489\n",
"[39]\tvalid_0's poisson: -101.773\tvalid_0's quantile: 3.26249\n",
"[40]\tvalid_0's poisson: -102.209\tvalid_0's quantile: 3.25281\n",
"[41]\tvalid_0's poisson: -102.199\tvalid_0's quantile: 3.25154\n",
"[42]\tvalid_0's poisson: -102.251\tvalid_0's quantile: 3.23094\n",
"[43]\tvalid_0's poisson: -102.155\tvalid_0's quantile: 3.21798\n",
"[44]\tvalid_0's poisson: -102.438\tvalid_0's quantile: 3.21712\n",
"[45]\tvalid_0's poisson: -102.376\tvalid_0's quantile: 3.20619\n",
"[46]\tvalid_0's poisson: -102.202\tvalid_0's quantile: 3.2091\n",
"[47]\tvalid_0's poisson: -102.406\tvalid_0's quantile: 3.20947\n",
"[48]\tvalid_0's poisson: -102.475\tvalid_0's quantile: 3.21156\n",
"[49]\tvalid_0's poisson: -102.273\tvalid_0's quantile: 3.19673\n",
"[50]\tvalid_0's poisson: -102.292\tvalid_0's quantile: 3.20208\n",
"[51]\tvalid_0's poisson: -102.282\tvalid_0's quantile: 3.20129\n",
"[52]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.19187\n",
"[53]\tvalid_0's poisson: -102.315\tvalid_0's quantile: 3.19387\n",
"[54]\tvalid_0's poisson: -102.343\tvalid_0's quantile: 3.19093\n",
"[55]\tvalid_0's poisson: -102.357\tvalid_0's quantile: 3.18355\n",
"[56]\tvalid_0's poisson: -102.371\tvalid_0's quantile: 3.18506\n",
"[57]\tvalid_0's poisson: -102.359\tvalid_0's quantile: 3.17518\n",
"[58]\tvalid_0's poisson: -102.37\tvalid_0's quantile: 3.18856\n",
"[59]\tvalid_0's poisson: -102.294\tvalid_0's quantile: 3.19596\n",
"[60]\tvalid_0's poisson: -102.344\tvalid_0's quantile: 3.18701\n",
"[61]\tvalid_0's poisson: -102.367\tvalid_0's quantile: 3.18042\n",
"[62]\tvalid_0's poisson: -102.308\tvalid_0's quantile: 3.18832\n",
"[63]\tvalid_0's poisson: -102.277\tvalid_0's quantile: 3.1861\n",
"[64]\tvalid_0's poisson: -102.477\tvalid_0's quantile: 3.18384\n",
"[65]\tvalid_0's poisson: -102.258\tvalid_0's quantile: 3.18264\n",
"[66]\tvalid_0's poisson: -102.367\tvalid_0's quantile: 3.17992\n",
"[67]\tvalid_0's poisson: -102.443\tvalid_0's quantile: 3.18355\n",
"[68]\tvalid_0's poisson: -102.447\tvalid_0's quantile: 3.17956\n",
"[69]\tvalid_0's poisson: -102.69\tvalid_0's quantile: 3.17541\n",
"[70]\tvalid_0's poisson: -102.542\tvalid_0's quantile: 3.18164\n",
"[71]\tvalid_0's poisson: -102.702\tvalid_0's quantile: 3.17985\n",
"[72]\tvalid_0's poisson: -102.55\tvalid_0's quantile: 3.17267\n",
"[73]\tvalid_0's poisson: -102.609\tvalid_0's quantile: 3.16825\n",
"[74]\tvalid_0's poisson: -102.417\tvalid_0's quantile: 3.17168\n",
"[75]\tvalid_0's poisson: -102.474\tvalid_0's quantile: 3.16965\n",
"[76]\tvalid_0's poisson: -102.695\tvalid_0's quantile: 3.15701\n",
"[77]\tvalid_0's poisson: -102.69\tvalid_0's quantile: 3.15905\n",
"[78]\tvalid_0's poisson: -102.86\tvalid_0's quantile: 3.1563\n",
"[79]\tvalid_0's poisson: -102.947\tvalid_0's quantile: 3.14778\n",
"[80]\tvalid_0's poisson: -102.864\tvalid_0's quantile: 3.14307\n",
"[81]\tvalid_0's poisson: -102.594\tvalid_0's quantile: 3.14299\n",
"[82]\tvalid_0's poisson: -102.835\tvalid_0's quantile: 3.14163\n",
"[83]\tvalid_0's poisson: -102.894\tvalid_0's quantile: 3.14408\n",
"[84]\tvalid_0's poisson: -102.942\tvalid_0's quantile: 3.14271\n",
"[85]\tvalid_0's poisson: -103.094\tvalid_0's quantile: 3.11576\n",
"[86]\tvalid_0's poisson: -103.131\tvalid_0's quantile: 3.12247\n",
"[87]\tvalid_0's poisson: -103.13\tvalid_0's quantile: 3.1274\n",
"[88]\tvalid_0's poisson: -103.165\tvalid_0's quantile: 3.1218\n",
"[89]\tvalid_0's poisson: -103.136\tvalid_0's quantile: 3.11785\n",
"[90]\tvalid_0's poisson: -103.129\tvalid_0's quantile: 3.1143\n",
"[91]\tvalid_0's poisson: -103.147\tvalid_0's quantile: 3.10248\n",
"[92]\tvalid_0's poisson: -103.039\tvalid_0's quantile: 3.10889\n",
"[93]\tvalid_0's poisson: -103.15\tvalid_0's quantile: 3.11473\n",
"[94]\tvalid_0's poisson: -103.167\tvalid_0's quantile: 3.11384\n",
"[95]\tvalid_0's poisson: -103.123\tvalid_0's quantile: 3.1125\n",
"[96]\tvalid_0's poisson: -103.166\tvalid_0's quantile: 3.11408\n",
"[97]\tvalid_0's poisson: -103.145\tvalid_0's quantile: 3.11405\n",
"[98]\tvalid_0's poisson: -103.119\tvalid_0's quantile: 3.1137\n",
"[99]\tvalid_0's poisson: -103.084\tvalid_0's quantile: 3.10881\n",
"[100]\tvalid_0's poisson: -103.068\tvalid_0's quantile: 3.11184\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6017\tvalid_0's quantile: 10.98\n",
"[2]\tvalid_0's poisson: -66.7478\tvalid_0's quantile: 10.3417\n",
"[3]\tvalid_0's poisson: -68.7857\tvalid_0's quantile: 9.77279\n",
"[4]\tvalid_0's poisson: -70.6184\tvalid_0's quantile: 9.28149\n",
"[5]\tvalid_0's poisson: -72.344\tvalid_0's quantile: 8.82917\n",
"[6]\tvalid_0's poisson: -74.0692\tvalid_0's quantile: 8.40826\n",
"[7]\tvalid_0's poisson: -75.7051\tvalid_0's quantile: 8.00936\n",
"[8]\tvalid_0's poisson: -77.2544\tvalid_0's quantile: 7.63682\n",
"[9]\tvalid_0's poisson: -78.7476\tvalid_0's quantile: 7.29302\n",
"[10]\tvalid_0's poisson: -80.1095\tvalid_0's quantile: 6.98279\n",
"[11]\tvalid_0's poisson: -81.3517\tvalid_0's quantile: 6.70525\n",
"[12]\tvalid_0's poisson: -82.5448\tvalid_0's quantile: 6.45687\n",
"[13]\tvalid_0's poisson: -83.6425\tvalid_0's quantile: 6.24284\n",
"[14]\tvalid_0's poisson: -84.6342\tvalid_0's quantile: 6.04215\n",
"[15]\tvalid_0's poisson: -85.5704\tvalid_0's quantile: 5.85794\n",
"[16]\tvalid_0's poisson: -86.47\tvalid_0's quantile: 5.68442\n",
"[17]\tvalid_0's poisson: -87.3062\tvalid_0's quantile: 5.52019\n",
"[18]\tvalid_0's poisson: -88.1351\tvalid_0's quantile: 5.37519\n",
"[19]\tvalid_0's poisson: -88.9702\tvalid_0's quantile: 5.22678\n",
"[20]\tvalid_0's poisson: -89.6957\tvalid_0's quantile: 5.09893\n",
"[21]\tvalid_0's poisson: -90.3668\tvalid_0's quantile: 4.98787\n",
"[22]\tvalid_0's poisson: -91.0852\tvalid_0's quantile: 4.87749\n",
"[23]\tvalid_0's poisson: -91.7584\tvalid_0's quantile: 4.77416\n",
"[24]\tvalid_0's poisson: -92.3851\tvalid_0's quantile: 4.67416\n",
"[25]\tvalid_0's poisson: -92.9562\tvalid_0's quantile: 4.57294\n",
"[26]\tvalid_0's poisson: -93.52\tvalid_0's quantile: 4.47744\n",
"[27]\tvalid_0's poisson: -94.0365\tvalid_0's quantile: 4.40167\n",
"[28]\tvalid_0's poisson: -94.5277\tvalid_0's quantile: 4.33036\n",
"[29]\tvalid_0's poisson: -95.0106\tvalid_0's quantile: 4.25871\n",
"[30]\tvalid_0's poisson: -95.4869\tvalid_0's quantile: 4.18652\n",
"[31]\tvalid_0's poisson: -95.9268\tvalid_0's quantile: 4.12548\n",
"[32]\tvalid_0's poisson: -96.3419\tvalid_0's quantile: 4.06579\n",
"[33]\tvalid_0's poisson: -96.7236\tvalid_0's quantile: 4.01548\n",
"[34]\tvalid_0's poisson: -97.1084\tvalid_0's quantile: 3.96064\n",
"[35]\tvalid_0's poisson: -97.4764\tvalid_0's quantile: 3.91096\n",
"[36]\tvalid_0's poisson: -97.8197\tvalid_0's quantile: 3.85569\n",
"[37]\tvalid_0's poisson: -98.1628\tvalid_0's quantile: 3.80687\n",
"[38]\tvalid_0's poisson: -98.4789\tvalid_0's quantile: 3.76538\n",
"[39]\tvalid_0's poisson: -98.7707\tvalid_0's quantile: 3.7285\n",
"[40]\tvalid_0's poisson: -99.0852\tvalid_0's quantile: 3.68303\n",
"[41]\tvalid_0's poisson: -99.3745\tvalid_0's quantile: 3.63986\n",
"[42]\tvalid_0's poisson: -99.6503\tvalid_0's quantile: 3.60201\n",
"[43]\tvalid_0's poisson: -99.9285\tvalid_0's quantile: 3.56529\n",
"[44]\tvalid_0's poisson: -100.158\tvalid_0's quantile: 3.53188\n",
"[45]\tvalid_0's poisson: -100.398\tvalid_0's quantile: 3.50052\n",
"[46]\tvalid_0's poisson: -100.609\tvalid_0's quantile: 3.47295\n",
"[47]\tvalid_0's poisson: -100.798\tvalid_0's quantile: 3.44786\n",
"[48]\tvalid_0's poisson: -100.983\tvalid_0's quantile: 3.41887\n",
"[49]\tvalid_0's poisson: -101.159\tvalid_0's quantile: 3.3909\n",
"[50]\tvalid_0's poisson: -101.331\tvalid_0's quantile: 3.3671\n",
"[51]\tvalid_0's poisson: -101.511\tvalid_0's quantile: 3.34291\n",
"[52]\tvalid_0's poisson: -101.68\tvalid_0's quantile: 3.32034\n",
"[53]\tvalid_0's poisson: -101.835\tvalid_0's quantile: 3.29906\n",
"[54]\tvalid_0's poisson: -101.981\tvalid_0's quantile: 3.27949\n",
"[55]\tvalid_0's poisson: -102.108\tvalid_0's quantile: 3.26118\n",
"[56]\tvalid_0's poisson: -102.24\tvalid_0's quantile: 3.24397\n",
"[57]\tvalid_0's poisson: -102.368\tvalid_0's quantile: 3.2268\n",
"[58]\tvalid_0's poisson: -102.481\tvalid_0's quantile: 3.2115\n",
"[59]\tvalid_0's poisson: -102.58\tvalid_0's quantile: 3.19817\n",
"[60]\tvalid_0's poisson: -102.66\tvalid_0's quantile: 3.18486\n",
"[61]\tvalid_0's poisson: -102.748\tvalid_0's quantile: 3.17155\n",
"[62]\tvalid_0's poisson: -102.843\tvalid_0's quantile: 3.16083\n",
"[63]\tvalid_0's poisson: -102.92\tvalid_0's quantile: 3.14959\n",
"[64]\tvalid_0's poisson: -103.01\tvalid_0's quantile: 3.13849\n",
"[65]\tvalid_0's poisson: -103.086\tvalid_0's quantile: 3.12862\n",
"[66]\tvalid_0's poisson: -103.16\tvalid_0's quantile: 3.11564\n",
"[67]\tvalid_0's poisson: -103.235\tvalid_0's quantile: 3.1064\n",
"[68]\tvalid_0's poisson: -103.317\tvalid_0's quantile: 3.09569\n",
"[69]\tvalid_0's poisson: -103.38\tvalid_0's quantile: 3.08822\n",
"[70]\tvalid_0's poisson: -103.451\tvalid_0's quantile: 3.08011\n",
"[71]\tvalid_0's poisson: -103.523\tvalid_0's quantile: 3.07138\n",
"[72]\tvalid_0's poisson: -103.589\tvalid_0's quantile: 3.06394\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -103.658\tvalid_0's quantile: 3.05515\n",
"[74]\tvalid_0's poisson: -103.724\tvalid_0's quantile: 3.04676\n",
"[75]\tvalid_0's poisson: -103.773\tvalid_0's quantile: 3.03986\n",
"[76]\tvalid_0's poisson: -103.821\tvalid_0's quantile: 3.03347\n",
"[77]\tvalid_0's poisson: -103.866\tvalid_0's quantile: 3.02749\n",
"[78]\tvalid_0's poisson: -103.907\tvalid_0's quantile: 3.02162\n",
"[79]\tvalid_0's poisson: -103.953\tvalid_0's quantile: 3.01577\n",
"[80]\tvalid_0's poisson: -103.98\tvalid_0's quantile: 3.01161\n",
"[81]\tvalid_0's poisson: -104.016\tvalid_0's quantile: 3.00699\n",
"[82]\tvalid_0's poisson: -104.062\tvalid_0's quantile: 3.0012\n",
"[83]\tvalid_0's poisson: -104.09\tvalid_0's quantile: 2.99512\n",
"[84]\tvalid_0's poisson: -104.12\tvalid_0's quantile: 2.98954\n",
"[85]\tvalid_0's poisson: -104.154\tvalid_0's quantile: 2.98513\n",
"[86]\tvalid_0's poisson: -104.182\tvalid_0's quantile: 2.98163\n",
"[87]\tvalid_0's poisson: -104.217\tvalid_0's quantile: 2.97741\n",
"[88]\tvalid_0's poisson: -104.251\tvalid_0's quantile: 2.97326\n",
"[89]\tvalid_0's poisson: -104.279\tvalid_0's quantile: 2.96935\n",
"[90]\tvalid_0's poisson: -104.308\tvalid_0's quantile: 2.96101\n",
"[91]\tvalid_0's poisson: -104.334\tvalid_0's quantile: 2.95337\n",
"[92]\tvalid_0's poisson: -104.36\tvalid_0's quantile: 2.94831\n",
"[93]\tvalid_0's poisson: -104.385\tvalid_0's quantile: 2.94356\n",
"[94]\tvalid_0's poisson: -104.402\tvalid_0's quantile: 2.93772\n",
"[95]\tvalid_0's poisson: -104.423\tvalid_0's quantile: 2.93498\n",
"[96]\tvalid_0's poisson: -104.42\tvalid_0's quantile: 2.92965\n",
"[97]\tvalid_0's poisson: -104.436\tvalid_0's quantile: 2.92275\n",
"[98]\tvalid_0's poisson: -104.454\tvalid_0's quantile: 2.92064\n",
"[99]\tvalid_0's poisson: -104.471\tvalid_0's quantile: 2.91822\n",
"[100]\tvalid_0's poisson: -104.489\tvalid_0's quantile: 2.91669\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6575\tvalid_0's quantile: 10.9678\n",
"[2]\tvalid_0's poisson: -66.9003\tvalid_0's quantile: 10.3193\n",
"[3]\tvalid_0's poisson: -68.8954\tvalid_0's quantile: 9.76182\n",
"[4]\tvalid_0's poisson: -70.7505\tvalid_0's quantile: 9.25375\n",
"[5]\tvalid_0's poisson: -72.5774\tvalid_0's quantile: 8.79686\n",
"[6]\tvalid_0's poisson: -74.2677\tvalid_0's quantile: 8.36347\n",
"[7]\tvalid_0's poisson: -75.912\tvalid_0's quantile: 7.9692\n",
"[8]\tvalid_0's poisson: -77.4846\tvalid_0's quantile: 7.6009\n",
"[9]\tvalid_0's poisson: -78.872\tvalid_0's quantile: 7.27991\n",
"[10]\tvalid_0's poisson: -80.2303\tvalid_0's quantile: 6.95953\n",
"[11]\tvalid_0's poisson: -81.5152\tvalid_0's quantile: 6.66969\n",
"[12]\tvalid_0's poisson: -82.6847\tvalid_0's quantile: 6.42464\n",
"[13]\tvalid_0's poisson: -83.7987\tvalid_0's quantile: 6.19717\n",
"[14]\tvalid_0's poisson: -84.8647\tvalid_0's quantile: 5.98839\n",
"[15]\tvalid_0's poisson: -85.8804\tvalid_0's quantile: 5.79311\n",
"[16]\tvalid_0's poisson: -86.8308\tvalid_0's quantile: 5.61542\n",
"[17]\tvalid_0's poisson: -87.7099\tvalid_0's quantile: 5.44719\n",
"[18]\tvalid_0's poisson: -88.59\tvalid_0's quantile: 5.28758\n",
"[19]\tvalid_0's poisson: -89.3628\tvalid_0's quantile: 5.14565\n",
"[20]\tvalid_0's poisson: -90.1556\tvalid_0's quantile: 5.00463\n",
"[21]\tvalid_0's poisson: -90.8933\tvalid_0's quantile: 4.88533\n",
"[22]\tvalid_0's poisson: -91.6068\tvalid_0's quantile: 4.76611\n",
"[23]\tvalid_0's poisson: -92.2536\tvalid_0's quantile: 4.66058\n",
"[24]\tvalid_0's poisson: -92.8644\tvalid_0's quantile: 4.56754\n",
"[25]\tvalid_0's poisson: -93.4294\tvalid_0's quantile: 4.47438\n",
"[26]\tvalid_0's poisson: -93.931\tvalid_0's quantile: 4.39038\n",
"[27]\tvalid_0's poisson: -94.4702\tvalid_0's quantile: 4.31296\n",
"[28]\tvalid_0's poisson: -94.9364\tvalid_0's quantile: 4.24584\n",
"[29]\tvalid_0's poisson: -95.4142\tvalid_0's quantile: 4.16876\n",
"[30]\tvalid_0's poisson: -95.8731\tvalid_0's quantile: 4.10623\n",
"[31]\tvalid_0's poisson: -96.2816\tvalid_0's quantile: 4.04581\n",
"[32]\tvalid_0's poisson: -96.6977\tvalid_0's quantile: 3.99207\n",
"[33]\tvalid_0's poisson: -97.0805\tvalid_0's quantile: 3.93603\n",
"[34]\tvalid_0's poisson: -97.4279\tvalid_0's quantile: 3.88498\n",
"[35]\tvalid_0's poisson: -97.7404\tvalid_0's quantile: 3.84735\n",
"[36]\tvalid_0's poisson: -98.0794\tvalid_0's quantile: 3.80235\n",
"[37]\tvalid_0's poisson: -98.3862\tvalid_0's quantile: 3.75892\n",
"[38]\tvalid_0's poisson: -98.706\tvalid_0's quantile: 3.71072\n",
"[39]\tvalid_0's poisson: -99.0179\tvalid_0's quantile: 3.67256\n",
"[40]\tvalid_0's poisson: -99.2891\tvalid_0's quantile: 3.63687\n",
"[41]\tvalid_0's poisson: -99.5455\tvalid_0's quantile: 3.59915\n",
"[42]\tvalid_0's poisson: -99.8163\tvalid_0's quantile: 3.55852\n",
"[43]\tvalid_0's poisson: -100.055\tvalid_0's quantile: 3.52749\n",
"[44]\tvalid_0's poisson: -100.314\tvalid_0's quantile: 3.49255\n",
"[45]\tvalid_0's poisson: -100.514\tvalid_0's quantile: 3.46406\n",
"[46]\tvalid_0's poisson: -100.742\tvalid_0's quantile: 3.43374\n",
"[47]\tvalid_0's poisson: -100.944\tvalid_0's quantile: 3.40312\n",
"[48]\tvalid_0's poisson: -101.143\tvalid_0's quantile: 3.37698\n",
"[49]\tvalid_0's poisson: -101.314\tvalid_0's quantile: 3.35065\n",
"[50]\tvalid_0's poisson: -101.491\tvalid_0's quantile: 3.32614\n",
"[51]\tvalid_0's poisson: -101.645\tvalid_0's quantile: 3.30632\n",
"[52]\tvalid_0's poisson: -101.798\tvalid_0's quantile: 3.28625\n",
"[53]\tvalid_0's poisson: -101.965\tvalid_0's quantile: 3.26378\n",
"[54]\tvalid_0's poisson: -102.103\tvalid_0's quantile: 3.24405\n",
"[55]\tvalid_0's poisson: -102.244\tvalid_0's quantile: 3.22556\n",
"[56]\tvalid_0's poisson: -102.373\tvalid_0's quantile: 3.20958\n",
"[57]\tvalid_0's poisson: -102.487\tvalid_0's quantile: 3.1947\n",
"[58]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.17941\n",
"[59]\tvalid_0's poisson: -102.728\tvalid_0's quantile: 3.1651\n",
"[60]\tvalid_0's poisson: -102.81\tvalid_0's quantile: 3.1483\n",
"[61]\tvalid_0's poisson: -102.902\tvalid_0's quantile: 3.13236\n",
"[62]\tvalid_0's poisson: -102.998\tvalid_0's quantile: 3.12076\n",
"[63]\tvalid_0's poisson: -103.095\tvalid_0's quantile: 3.10894\n",
"[64]\tvalid_0's poisson: -103.176\tvalid_0's quantile: 3.09924\n",
"[65]\tvalid_0's poisson: -103.25\tvalid_0's quantile: 3.08927\n",
"[66]\tvalid_0's poisson: -103.331\tvalid_0's quantile: 3.08042\n",
"[67]\tvalid_0's poisson: -103.4\tvalid_0's quantile: 3.06942\n",
"[68]\tvalid_0's poisson: -103.465\tvalid_0's quantile: 3.05599\n",
"[69]\tvalid_0's poisson: -103.531\tvalid_0's quantile: 3.04547\n",
"[70]\tvalid_0's poisson: -103.605\tvalid_0's quantile: 3.03693\n",
"[71]\tvalid_0's poisson: -103.66\tvalid_0's quantile: 3.02621\n",
"[72]\tvalid_0's poisson: -103.724\tvalid_0's quantile: 3.01768\n",
"[73]\tvalid_0's poisson: -103.779\tvalid_0's quantile: 3.01149\n",
"[74]\tvalid_0's poisson: -103.835\tvalid_0's quantile: 3.00472\n",
"[75]\tvalid_0's poisson: -103.891\tvalid_0's quantile: 2.99835\n",
"[76]\tvalid_0's poisson: -103.947\tvalid_0's quantile: 2.99137\n",
"[77]\tvalid_0's poisson: -104.003\tvalid_0's quantile: 2.98441\n",
"[78]\tvalid_0's poisson: -104.052\tvalid_0's quantile: 2.97905\n",
"[79]\tvalid_0's poisson: -104.098\tvalid_0's quantile: 2.97267\n",
"[80]\tvalid_0's poisson: -104.14\tvalid_0's quantile: 2.9681\n",
"[81]\tvalid_0's poisson: -104.182\tvalid_0's quantile: 2.96358\n",
"[82]\tvalid_0's poisson: -104.217\tvalid_0's quantile: 2.9572\n",
"[83]\tvalid_0's poisson: -104.245\tvalid_0's quantile: 2.95264\n",
"[84]\tvalid_0's poisson: -104.269\tvalid_0's quantile: 2.9456\n",
"[85]\tvalid_0's poisson: -104.302\tvalid_0's quantile: 2.94076\n",
"[86]\tvalid_0's poisson: -104.33\tvalid_0's quantile: 2.9359\n",
"[87]\tvalid_0's poisson: -104.353\tvalid_0's quantile: 2.9331\n",
"[88]\tvalid_0's poisson: -104.382\tvalid_0's quantile: 2.92962\n",
"[89]\tvalid_0's poisson: -104.398\tvalid_0's quantile: 2.92635\n",
"[90]\tvalid_0's poisson: -104.425\tvalid_0's quantile: 2.92235\n",
"[91]\tvalid_0's poisson: -104.431\tvalid_0's quantile: 2.91987\n",
"[92]\tvalid_0's poisson: -104.456\tvalid_0's quantile: 2.91708\n",
"[93]\tvalid_0's poisson: -104.475\tvalid_0's quantile: 2.91443\n",
"[94]\tvalid_0's poisson: -104.498\tvalid_0's quantile: 2.90961\n",
"[95]\tvalid_0's poisson: -104.538\tvalid_0's quantile: 2.90494\n",
"[96]\tvalid_0's poisson: -104.558\tvalid_0's quantile: 2.90178\n",
"[97]\tvalid_0's poisson: -104.569\tvalid_0's quantile: 2.89167\n",
"[98]\tvalid_0's poisson: -104.586\tvalid_0's quantile: 2.89031\n",
"[99]\tvalid_0's poisson: -104.583\tvalid_0's quantile: 2.88849\n",
"[100]\tvalid_0's poisson: -104.614\tvalid_0's quantile: 2.88608\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.2233\tvalid_0's quantile: 10.953\n",
"[2]\tvalid_0's poisson: -67.4612\tvalid_0's quantile: 10.2766\n",
"[3]\tvalid_0's poisson: -69.5097\tvalid_0's quantile: 9.70182\n",
"[4]\tvalid_0's poisson: -71.3083\tvalid_0's quantile: 9.1934\n",
"[5]\tvalid_0's poisson: -72.9985\tvalid_0's quantile: 8.73117\n",
"[6]\tvalid_0's poisson: -74.7072\tvalid_0's quantile: 8.29589\n",
"[7]\tvalid_0's poisson: -76.2601\tvalid_0's quantile: 7.92204\n",
"[8]\tvalid_0's poisson: -77.7324\tvalid_0's quantile: 7.56469\n",
"[9]\tvalid_0's poisson: -79.2021\tvalid_0's quantile: 7.22231\n",
"[10]\tvalid_0's poisson: -80.5109\tvalid_0's quantile: 6.92014\n",
"[11]\tvalid_0's poisson: -81.7944\tvalid_0's quantile: 6.6366\n",
"[12]\tvalid_0's poisson: -82.9867\tvalid_0's quantile: 6.38857\n",
"[13]\tvalid_0's poisson: -84.0892\tvalid_0's quantile: 6.16853\n",
"[14]\tvalid_0's poisson: -85.0903\tvalid_0's quantile: 5.96806\n",
"[15]\tvalid_0's poisson: -86.0451\tvalid_0's quantile: 5.79033\n",
"[16]\tvalid_0's poisson: -86.9178\tvalid_0's quantile: 5.628\n",
"[17]\tvalid_0's poisson: -87.7405\tvalid_0's quantile: 5.47735\n",
"[18]\tvalid_0's poisson: -88.538\tvalid_0's quantile: 5.32162\n",
"[19]\tvalid_0's poisson: -89.2915\tvalid_0's quantile: 5.18479\n",
"[20]\tvalid_0's poisson: -90.0612\tvalid_0's quantile: 5.04354\n",
"[21]\tvalid_0's poisson: -90.8091\tvalid_0's quantile: 4.91913\n",
"[22]\tvalid_0's poisson: -91.4863\tvalid_0's quantile: 4.80973\n",
"[23]\tvalid_0's poisson: -92.1311\tvalid_0's quantile: 4.70763\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[24]\tvalid_0's poisson: -92.7204\tvalid_0's quantile: 4.6155\n",
"[25]\tvalid_0's poisson: -93.2942\tvalid_0's quantile: 4.52785\n",
"[26]\tvalid_0's poisson: -93.7788\tvalid_0's quantile: 4.44042\n",
"[27]\tvalid_0's poisson: -94.2916\tvalid_0's quantile: 4.35813\n",
"[28]\tvalid_0's poisson: -94.7777\tvalid_0's quantile: 4.28912\n",
"[29]\tvalid_0's poisson: -95.2216\tvalid_0's quantile: 4.23098\n",
"[30]\tvalid_0's poisson: -95.6562\tvalid_0's quantile: 4.15822\n",
"[31]\tvalid_0's poisson: -96.0628\tvalid_0's quantile: 4.09174\n",
"[32]\tvalid_0's poisson: -96.4503\tvalid_0's quantile: 4.03671\n",
"[33]\tvalid_0's poisson: -96.8103\tvalid_0's quantile: 3.9852\n",
"[34]\tvalid_0's poisson: -97.2104\tvalid_0's quantile: 3.92927\n",
"[35]\tvalid_0's poisson: -97.5768\tvalid_0's quantile: 3.87196\n",
"[36]\tvalid_0's poisson: -97.9323\tvalid_0's quantile: 3.82408\n",
"[37]\tvalid_0's poisson: -98.2577\tvalid_0's quantile: 3.78062\n",
"[38]\tvalid_0's poisson: -98.5885\tvalid_0's quantile: 3.73166\n",
"[39]\tvalid_0's poisson: -98.8968\tvalid_0's quantile: 3.68815\n",
"[40]\tvalid_0's poisson: -99.1898\tvalid_0's quantile: 3.64844\n",
"[41]\tvalid_0's poisson: -99.4483\tvalid_0's quantile: 3.61123\n",
"[42]\tvalid_0's poisson: -99.7378\tvalid_0's quantile: 3.57261\n",
"[43]\tvalid_0's poisson: -99.9827\tvalid_0's quantile: 3.53666\n",
"[44]\tvalid_0's poisson: -100.23\tvalid_0's quantile: 3.50354\n",
"[45]\tvalid_0's poisson: -100.449\tvalid_0's quantile: 3.47115\n",
"[46]\tvalid_0's poisson: -100.671\tvalid_0's quantile: 3.44154\n",
"[47]\tvalid_0's poisson: -100.871\tvalid_0's quantile: 3.40831\n",
"[48]\tvalid_0's poisson: -101.074\tvalid_0's quantile: 3.38119\n",
"[49]\tvalid_0's poisson: -101.254\tvalid_0's quantile: 3.35496\n",
"[50]\tvalid_0's poisson: -101.422\tvalid_0's quantile: 3.3287\n",
"[51]\tvalid_0's poisson: -101.59\tvalid_0's quantile: 3.30752\n",
"[52]\tvalid_0's poisson: -101.757\tvalid_0's quantile: 3.28581\n",
"[53]\tvalid_0's poisson: -101.901\tvalid_0's quantile: 3.26661\n",
"[54]\tvalid_0's poisson: -102.051\tvalid_0's quantile: 3.24607\n",
"[55]\tvalid_0's poisson: -102.194\tvalid_0's quantile: 3.22692\n",
"[56]\tvalid_0's poisson: -102.313\tvalid_0's quantile: 3.20859\n",
"[57]\tvalid_0's poisson: -102.42\tvalid_0's quantile: 3.18896\n",
"[58]\tvalid_0's poisson: -102.53\tvalid_0's quantile: 3.17039\n",
"[59]\tvalid_0's poisson: -102.626\tvalid_0's quantile: 3.15379\n",
"[60]\tvalid_0's poisson: -102.722\tvalid_0's quantile: 3.13838\n",
"[61]\tvalid_0's poisson: -102.816\tvalid_0's quantile: 3.12157\n",
"[62]\tvalid_0's poisson: -102.923\tvalid_0's quantile: 3.10856\n",
"[63]\tvalid_0's poisson: -103.03\tvalid_0's quantile: 3.09496\n",
"[64]\tvalid_0's poisson: -103.136\tvalid_0's quantile: 3.08279\n",
"[65]\tvalid_0's poisson: -103.217\tvalid_0's quantile: 3.07269\n",
"[66]\tvalid_0's poisson: -103.292\tvalid_0's quantile: 3.0618\n",
"[67]\tvalid_0's poisson: -103.377\tvalid_0's quantile: 3.05115\n",
"[68]\tvalid_0's poisson: -103.444\tvalid_0's quantile: 3.03877\n",
"[69]\tvalid_0's poisson: -103.515\tvalid_0's quantile: 3.02594\n",
"[70]\tvalid_0's poisson: -103.583\tvalid_0's quantile: 3.01672\n",
"[71]\tvalid_0's poisson: -103.653\tvalid_0's quantile: 3.0089\n",
"[72]\tvalid_0's poisson: -103.721\tvalid_0's quantile: 3.00114\n",
"[73]\tvalid_0's poisson: -103.789\tvalid_0's quantile: 2.99301\n",
"[74]\tvalid_0's poisson: -103.841\tvalid_0's quantile: 2.98101\n",
"[75]\tvalid_0's poisson: -103.885\tvalid_0's quantile: 2.97543\n",
"[76]\tvalid_0's poisson: -103.934\tvalid_0's quantile: 2.96664\n",
"[77]\tvalid_0's poisson: -103.985\tvalid_0's quantile: 2.95936\n",
"[78]\tvalid_0's poisson: -104.026\tvalid_0's quantile: 2.9539\n",
"[79]\tvalid_0's poisson: -104.066\tvalid_0's quantile: 2.94933\n",
"[80]\tvalid_0's poisson: -104.112\tvalid_0's quantile: 2.94432\n",
"[81]\tvalid_0's poisson: -104.142\tvalid_0's quantile: 2.94151\n",
"[82]\tvalid_0's poisson: -104.175\tvalid_0's quantile: 2.93852\n",
"[83]\tvalid_0's poisson: -104.215\tvalid_0's quantile: 2.93323\n",
"[84]\tvalid_0's poisson: -104.249\tvalid_0's quantile: 2.92938\n",
"[85]\tvalid_0's poisson: -104.281\tvalid_0's quantile: 2.92492\n",
"[86]\tvalid_0's poisson: -104.307\tvalid_0's quantile: 2.92038\n",
"[87]\tvalid_0's poisson: -104.336\tvalid_0's quantile: 2.91627\n",
"[88]\tvalid_0's poisson: -104.363\tvalid_0's quantile: 2.91336\n",
"[89]\tvalid_0's poisson: -104.391\tvalid_0's quantile: 2.90878\n",
"[90]\tvalid_0's poisson: -104.415\tvalid_0's quantile: 2.90679\n",
"[91]\tvalid_0's poisson: -104.442\tvalid_0's quantile: 2.90431\n",
"[92]\tvalid_0's poisson: -104.469\tvalid_0's quantile: 2.90075\n",
"[93]\tvalid_0's poisson: -104.492\tvalid_0's quantile: 2.89806\n",
"[94]\tvalid_0's poisson: -104.517\tvalid_0's quantile: 2.89463\n",
"[95]\tvalid_0's poisson: -104.533\tvalid_0's quantile: 2.89075\n",
"[96]\tvalid_0's poisson: -104.559\tvalid_0's quantile: 2.88739\n",
"[97]\tvalid_0's poisson: -104.579\tvalid_0's quantile: 2.88281\n",
"[98]\tvalid_0's poisson: -104.599\tvalid_0's quantile: 2.87994\n",
"[99]\tvalid_0's poisson: -104.619\tvalid_0's quantile: 2.87547\n",
"[100]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.87263\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.7795\tvalid_0's quantile: 10.9713\n",
"[2]\tvalid_0's poisson: -67.9775\tvalid_0's quantile: 10.3032\n",
"[3]\tvalid_0's poisson: -70.0029\tvalid_0's quantile: 9.72632\n",
"[4]\tvalid_0's poisson: -71.8757\tvalid_0's quantile: 9.20881\n",
"[5]\tvalid_0's poisson: -73.5612\tvalid_0's quantile: 8.74172\n",
"[6]\tvalid_0's poisson: -75.216\tvalid_0's quantile: 8.3245\n",
"[7]\tvalid_0's poisson: -76.8025\tvalid_0's quantile: 7.93815\n",
"[8]\tvalid_0's poisson: -78.2869\tvalid_0's quantile: 7.57775\n",
"[9]\tvalid_0's poisson: -79.6437\tvalid_0's quantile: 7.24669\n",
"[10]\tvalid_0's poisson: -80.9087\tvalid_0's quantile: 6.95044\n",
"[11]\tvalid_0's poisson: -82.1681\tvalid_0's quantile: 6.66131\n",
"[12]\tvalid_0's poisson: -83.3381\tvalid_0's quantile: 6.41803\n",
"[13]\tvalid_0's poisson: -84.4113\tvalid_0's quantile: 6.19534\n",
"[14]\tvalid_0's poisson: -85.4084\tvalid_0's quantile: 5.98667\n",
"[15]\tvalid_0's poisson: -86.3509\tvalid_0's quantile: 5.79023\n",
"[16]\tvalid_0's poisson: -87.2233\tvalid_0's quantile: 5.61704\n",
"[17]\tvalid_0's poisson: -88.0669\tvalid_0's quantile: 5.47076\n",
"[18]\tvalid_0's poisson: -88.8397\tvalid_0's quantile: 5.32521\n",
"[19]\tvalid_0's poisson: -89.6263\tvalid_0's quantile: 5.18678\n",
"[20]\tvalid_0's poisson: -90.3622\tvalid_0's quantile: 5.05662\n",
"[21]\tvalid_0's poisson: -91.0585\tvalid_0's quantile: 4.94014\n",
"[22]\tvalid_0's poisson: -91.638\tvalid_0's quantile: 4.83933\n",
"[23]\tvalid_0's poisson: -92.2544\tvalid_0's quantile: 4.72759\n",
"[24]\tvalid_0's poisson: -92.8603\tvalid_0's quantile: 4.63034\n",
"[25]\tvalid_0's poisson: -93.4214\tvalid_0's quantile: 4.53996\n",
"[26]\tvalid_0's poisson: -93.9523\tvalid_0's quantile: 4.45947\n",
"[27]\tvalid_0's poisson: -94.4678\tvalid_0's quantile: 4.38584\n",
"[28]\tvalid_0's poisson: -94.9426\tvalid_0's quantile: 4.30513\n",
"[29]\tvalid_0's poisson: -95.392\tvalid_0's quantile: 4.23686\n",
"[30]\tvalid_0's poisson: -95.8267\tvalid_0's quantile: 4.16786\n",
"[31]\tvalid_0's poisson: -96.2368\tvalid_0's quantile: 4.10189\n",
"[32]\tvalid_0's poisson: -96.6415\tvalid_0's quantile: 4.04562\n",
"[33]\tvalid_0's poisson: -97.0649\tvalid_0's quantile: 3.98111\n",
"[34]\tvalid_0's poisson: -97.47\tvalid_0's quantile: 3.92905\n",
"[35]\tvalid_0's poisson: -97.8287\tvalid_0's quantile: 3.88062\n",
"[36]\tvalid_0's poisson: -98.1885\tvalid_0's quantile: 3.82918\n",
"[37]\tvalid_0's poisson: -98.4953\tvalid_0's quantile: 3.78434\n",
"[38]\tvalid_0's poisson: -98.7955\tvalid_0's quantile: 3.74014\n",
"[39]\tvalid_0's poisson: -99.1007\tvalid_0's quantile: 3.69996\n",
"[40]\tvalid_0's poisson: -99.3877\tvalid_0's quantile: 3.66065\n",
"[41]\tvalid_0's poisson: -99.6674\tvalid_0's quantile: 3.62495\n",
"[42]\tvalid_0's poisson: -99.9145\tvalid_0's quantile: 3.59278\n",
"[43]\tvalid_0's poisson: -100.161\tvalid_0's quantile: 3.55591\n",
"[44]\tvalid_0's poisson: -100.374\tvalid_0's quantile: 3.5282\n",
"[45]\tvalid_0's poisson: -100.609\tvalid_0's quantile: 3.49687\n",
"[46]\tvalid_0's poisson: -100.816\tvalid_0's quantile: 3.46258\n",
"[47]\tvalid_0's poisson: -101.014\tvalid_0's quantile: 3.43413\n",
"[48]\tvalid_0's poisson: -101.205\tvalid_0's quantile: 3.40837\n",
"[49]\tvalid_0's poisson: -101.373\tvalid_0's quantile: 3.38539\n",
"[50]\tvalid_0's poisson: -101.545\tvalid_0's quantile: 3.36253\n",
"[51]\tvalid_0's poisson: -101.701\tvalid_0's quantile: 3.33782\n",
"[52]\tvalid_0's poisson: -101.854\tvalid_0's quantile: 3.31844\n",
"[53]\tvalid_0's poisson: -102.007\tvalid_0's quantile: 3.29883\n",
"[54]\tvalid_0's poisson: -102.146\tvalid_0's quantile: 3.27961\n",
"[55]\tvalid_0's poisson: -102.289\tvalid_0's quantile: 3.26018\n",
"[56]\tvalid_0's poisson: -102.401\tvalid_0's quantile: 3.24484\n",
"[57]\tvalid_0's poisson: -102.506\tvalid_0's quantile: 3.22967\n",
"[58]\tvalid_0's poisson: -102.615\tvalid_0's quantile: 3.2158\n",
"[59]\tvalid_0's poisson: -102.734\tvalid_0's quantile: 3.20073\n",
"[60]\tvalid_0's poisson: -102.85\tvalid_0's quantile: 3.18678\n",
"[61]\tvalid_0's poisson: -102.956\tvalid_0's quantile: 3.17388\n",
"[62]\tvalid_0's poisson: -103.057\tvalid_0's quantile: 3.16142\n",
"[63]\tvalid_0's poisson: -103.124\tvalid_0's quantile: 3.15151\n",
"[64]\tvalid_0's poisson: -103.206\tvalid_0's quantile: 3.14129\n",
"[65]\tvalid_0's poisson: -103.287\tvalid_0's quantile: 3.13115\n",
"[66]\tvalid_0's poisson: -103.36\tvalid_0's quantile: 3.12203\n",
"[67]\tvalid_0's poisson: -103.429\tvalid_0's quantile: 3.11373\n",
"[68]\tvalid_0's poisson: -103.496\tvalid_0's quantile: 3.10466\n",
"[69]\tvalid_0's poisson: -103.551\tvalid_0's quantile: 3.09692\n",
"[70]\tvalid_0's poisson: -103.612\tvalid_0's quantile: 3.09023\n",
"[71]\tvalid_0's poisson: -103.671\tvalid_0's quantile: 3.0838\n",
"[72]\tvalid_0's poisson: -103.721\tvalid_0's quantile: 3.07269\n",
"[73]\tvalid_0's poisson: -103.769\tvalid_0's quantile: 3.06462\n",
"[74]\tvalid_0's poisson: -103.819\tvalid_0's quantile: 3.05718\n",
"[75]\tvalid_0's poisson: -103.871\tvalid_0's quantile: 3.05149\n",
"[76]\tvalid_0's poisson: -103.924\tvalid_0's quantile: 3.04404\n",
"[77]\tvalid_0's poisson: -103.973\tvalid_0's quantile: 3.03715\n",
"[78]\tvalid_0's poisson: -104.007\tvalid_0's quantile: 3.02955\n",
"[79]\tvalid_0's poisson: -104.049\tvalid_0's quantile: 3.02449\n",
"[80]\tvalid_0's poisson: -104.092\tvalid_0's quantile: 3.01947\n",
"[81]\tvalid_0's poisson: -104.131\tvalid_0's quantile: 3.01512\n",
"[82]\tvalid_0's poisson: -104.171\tvalid_0's quantile: 3.00865\n",
"[83]\tvalid_0's poisson: -104.206\tvalid_0's quantile: 3.00266\n",
"[84]\tvalid_0's poisson: -104.235\tvalid_0's quantile: 2.9968\n",
"[85]\tvalid_0's poisson: -104.268\tvalid_0's quantile: 2.99197\n",
"[86]\tvalid_0's poisson: -104.3\tvalid_0's quantile: 2.98792\n",
"[87]\tvalid_0's poisson: -104.328\tvalid_0's quantile: 2.98279\n",
"[88]\tvalid_0's poisson: -104.348\tvalid_0's quantile: 2.97937\n",
"[89]\tvalid_0's poisson: -104.374\tvalid_0's quantile: 2.9764\n",
"[90]\tvalid_0's poisson: -104.399\tvalid_0's quantile: 2.97143\n",
"[91]\tvalid_0's poisson: -104.422\tvalid_0's quantile: 2.9687\n",
"[92]\tvalid_0's poisson: -104.442\tvalid_0's quantile: 2.96711\n",
"[93]\tvalid_0's poisson: -104.458\tvalid_0's quantile: 2.9657\n",
"[94]\tvalid_0's poisson: -104.473\tvalid_0's quantile: 2.96347\n",
"[95]\tvalid_0's poisson: -104.485\tvalid_0's quantile: 2.95821\n",
"[96]\tvalid_0's poisson: -104.495\tvalid_0's quantile: 2.95403\n",
"[97]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.95225\n",
"[98]\tvalid_0's poisson: -104.524\tvalid_0's quantile: 2.94869\n",
"[99]\tvalid_0's poisson: -104.541\tvalid_0's quantile: 2.94358\n",
"[100]\tvalid_0's poisson: -104.551\tvalid_0's quantile: 2.93862\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.4387\tvalid_0's quantile: 11.0102\n",
"[2]\tvalid_0's poisson: -66.6509\tvalid_0's quantile: 10.3625\n",
"[3]\tvalid_0's poisson: -68.6982\tvalid_0's quantile: 9.79815\n",
"[4]\tvalid_0's poisson: -70.6051\tvalid_0's quantile: 9.29478\n",
"[5]\tvalid_0's poisson: -72.4212\tvalid_0's quantile: 8.81812\n",
"[6]\tvalid_0's poisson: -74.0007\tvalid_0's quantile: 8.41327\n",
"[7]\tvalid_0's poisson: -75.6989\tvalid_0's quantile: 8.00956\n",
"[8]\tvalid_0's poisson: -77.2439\tvalid_0's quantile: 7.64616\n",
"[9]\tvalid_0's poisson: -78.6911\tvalid_0's quantile: 7.31417\n",
"[10]\tvalid_0's poisson: -80.0331\tvalid_0's quantile: 7.00788\n",
"[11]\tvalid_0's poisson: -81.2703\tvalid_0's quantile: 6.73473\n",
"[12]\tvalid_0's poisson: -82.5022\tvalid_0's quantile: 6.48594\n",
"[13]\tvalid_0's poisson: -83.6385\tvalid_0's quantile: 6.26807\n",
"[14]\tvalid_0's poisson: -84.6892\tvalid_0's quantile: 6.0728\n",
"[15]\tvalid_0's poisson: -85.6616\tvalid_0's quantile: 5.88709\n",
"[16]\tvalid_0's poisson: -86.5859\tvalid_0's quantile: 5.70873\n",
"[17]\tvalid_0's poisson: -87.4479\tvalid_0's quantile: 5.54854\n",
"[18]\tvalid_0's poisson: -88.2617\tvalid_0's quantile: 5.39741\n",
"[19]\tvalid_0's poisson: -89.0295\tvalid_0's quantile: 5.26379\n",
"[20]\tvalid_0's poisson: -89.791\tvalid_0's quantile: 5.13407\n",
"[21]\tvalid_0's poisson: -90.4963\tvalid_0's quantile: 5.01234\n",
"[22]\tvalid_0's poisson: -91.184\tvalid_0's quantile: 4.89642\n",
"[23]\tvalid_0's poisson: -91.8587\tvalid_0's quantile: 4.79316\n",
"[24]\tvalid_0's poisson: -92.4539\tvalid_0's quantile: 4.70215\n",
"[25]\tvalid_0's poisson: -93.038\tvalid_0's quantile: 4.60961\n",
"[26]\tvalid_0's poisson: -93.5564\tvalid_0's quantile: 4.52253\n",
"[27]\tvalid_0's poisson: -94.1028\tvalid_0's quantile: 4.42907\n",
"[28]\tvalid_0's poisson: -94.5834\tvalid_0's quantile: 4.35811\n",
"[29]\tvalid_0's poisson: -95.0548\tvalid_0's quantile: 4.28024\n",
"[30]\tvalid_0's poisson: -95.5444\tvalid_0's quantile: 4.20806\n",
"[31]\tvalid_0's poisson: -95.9884\tvalid_0's quantile: 4.13605\n",
"[32]\tvalid_0's poisson: -96.4025\tvalid_0's quantile: 4.07297\n",
"[33]\tvalid_0's poisson: -96.7958\tvalid_0's quantile: 4.01298\n",
"[34]\tvalid_0's poisson: -97.1907\tvalid_0's quantile: 3.95652\n",
"[35]\tvalid_0's poisson: -97.5669\tvalid_0's quantile: 3.90366\n",
"[36]\tvalid_0's poisson: -97.9332\tvalid_0's quantile: 3.85429\n",
"[37]\tvalid_0's poisson: -98.2571\tvalid_0's quantile: 3.80516\n",
"[38]\tvalid_0's poisson: -98.5584\tvalid_0's quantile: 3.76271\n",
"[39]\tvalid_0's poisson: -98.8462\tvalid_0's quantile: 3.71989\n",
"[40]\tvalid_0's poisson: -99.1646\tvalid_0's quantile: 3.67506\n",
"[41]\tvalid_0's poisson: -99.4283\tvalid_0's quantile: 3.63879\n",
"[42]\tvalid_0's poisson: -99.7129\tvalid_0's quantile: 3.59524\n",
"[43]\tvalid_0's poisson: -99.9631\tvalid_0's quantile: 3.55986\n",
"[44]\tvalid_0's poisson: -100.217\tvalid_0's quantile: 3.52633\n",
"[45]\tvalid_0's poisson: -100.442\tvalid_0's quantile: 3.49592\n",
"[46]\tvalid_0's poisson: -100.652\tvalid_0's quantile: 3.46671\n",
"[47]\tvalid_0's poisson: -100.84\tvalid_0's quantile: 3.44146\n",
"[48]\tvalid_0's poisson: -101.03\tvalid_0's quantile: 3.41328\n",
"[49]\tvalid_0's poisson: -101.219\tvalid_0's quantile: 3.38648\n",
"[50]\tvalid_0's poisson: -101.377\tvalid_0's quantile: 3.36291\n",
"[51]\tvalid_0's poisson: -101.526\tvalid_0's quantile: 3.34227\n",
"[52]\tvalid_0's poisson: -101.691\tvalid_0's quantile: 3.32262\n",
"[53]\tvalid_0's poisson: -101.846\tvalid_0's quantile: 3.30254\n",
"[54]\tvalid_0's poisson: -101.992\tvalid_0's quantile: 3.28413\n",
"[55]\tvalid_0's poisson: -102.137\tvalid_0's quantile: 3.2659\n",
"[56]\tvalid_0's poisson: -102.28\tvalid_0's quantile: 3.24866\n",
"[57]\tvalid_0's poisson: -102.398\tvalid_0's quantile: 3.23257\n",
"[58]\tvalid_0's poisson: -102.497\tvalid_0's quantile: 3.21662\n",
"[59]\tvalid_0's poisson: -102.596\tvalid_0's quantile: 3.20363\n",
"[60]\tvalid_0's poisson: -102.71\tvalid_0's quantile: 3.18924\n",
"[61]\tvalid_0's poisson: -102.807\tvalid_0's quantile: 3.17724\n",
"[62]\tvalid_0's poisson: -102.92\tvalid_0's quantile: 3.16397\n",
"[63]\tvalid_0's poisson: -103.03\tvalid_0's quantile: 3.15182\n",
"[64]\tvalid_0's poisson: -103.103\tvalid_0's quantile: 3.13994\n",
"[65]\tvalid_0's poisson: -103.196\tvalid_0's quantile: 3.12349\n",
"[66]\tvalid_0's poisson: -103.276\tvalid_0's quantile: 3.11265\n",
"[67]\tvalid_0's poisson: -103.349\tvalid_0's quantile: 3.1029\n",
"[68]\tvalid_0's poisson: -103.424\tvalid_0's quantile: 3.08902\n",
"[69]\tvalid_0's poisson: -103.487\tvalid_0's quantile: 3.0828\n",
"[70]\tvalid_0's poisson: -103.553\tvalid_0's quantile: 3.07517\n",
"[71]\tvalid_0's poisson: -103.614\tvalid_0's quantile: 3.06906\n",
"[72]\tvalid_0's poisson: -103.666\tvalid_0's quantile: 3.06202\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -103.726\tvalid_0's quantile: 3.05513\n",
"[74]\tvalid_0's poisson: -103.789\tvalid_0's quantile: 3.04819\n",
"[75]\tvalid_0's poisson: -103.838\tvalid_0's quantile: 3.03941\n",
"[76]\tvalid_0's poisson: -103.889\tvalid_0's quantile: 3.03344\n",
"[77]\tvalid_0's poisson: -103.94\tvalid_0's quantile: 3.02707\n",
"[78]\tvalid_0's poisson: -103.981\tvalid_0's quantile: 3.02229\n",
"[79]\tvalid_0's poisson: -104.02\tvalid_0's quantile: 3.01513\n",
"[80]\tvalid_0's poisson: -104.059\tvalid_0's quantile: 3.00969\n",
"[81]\tvalid_0's poisson: -104.095\tvalid_0's quantile: 3.00336\n",
"[82]\tvalid_0's poisson: -104.127\tvalid_0's quantile: 2.99841\n",
"[83]\tvalid_0's poisson: -104.164\tvalid_0's quantile: 2.99327\n",
"[84]\tvalid_0's poisson: -104.202\tvalid_0's quantile: 2.9892\n",
"[85]\tvalid_0's poisson: -104.231\tvalid_0's quantile: 2.98574\n",
"[86]\tvalid_0's poisson: -104.262\tvalid_0's quantile: 2.98168\n",
"[87]\tvalid_0's poisson: -104.293\tvalid_0's quantile: 2.9788\n",
"[88]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.9745\n",
"[89]\tvalid_0's poisson: -104.357\tvalid_0's quantile: 2.97083\n",
"[90]\tvalid_0's poisson: -104.389\tvalid_0's quantile: 2.96771\n",
"[91]\tvalid_0's poisson: -104.417\tvalid_0's quantile: 2.96425\n",
"[92]\tvalid_0's poisson: -104.439\tvalid_0's quantile: 2.96181\n",
"[93]\tvalid_0's poisson: -104.459\tvalid_0's quantile: 2.95868\n",
"[94]\tvalid_0's poisson: -104.476\tvalid_0's quantile: 2.95625\n",
"[95]\tvalid_0's poisson: -104.498\tvalid_0's quantile: 2.9539\n",
"[96]\tvalid_0's poisson: -104.52\tvalid_0's quantile: 2.95068\n",
"[97]\tvalid_0's poisson: -104.539\tvalid_0's quantile: 2.94885\n",
"[98]\tvalid_0's poisson: -104.556\tvalid_0's quantile: 2.94565\n",
"[99]\tvalid_0's poisson: -104.569\tvalid_0's quantile: 2.94302\n",
"[100]\tvalid_0's poisson: -104.584\tvalid_0's quantile: 2.94117\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8037\tvalid_0's quantile: 11.5113\n",
"[2]\tvalid_0's poisson: -63.4446\tvalid_0's quantile: 11.3257\n",
"[3]\tvalid_0's poisson: -64.0679\tvalid_0's quantile: 11.1444\n",
"[4]\tvalid_0's poisson: -64.6745\tvalid_0's quantile: 10.9675\n",
"[5]\tvalid_0's poisson: -65.2694\tvalid_0's quantile: 10.7968\n",
"[6]\tvalid_0's poisson: -65.8485\tvalid_0's quantile: 10.6332\n",
"[7]\tvalid_0's poisson: -66.4158\tvalid_0's quantile: 10.475\n",
"[8]\tvalid_0's poisson: -66.969\tvalid_0's quantile: 10.323\n",
"[9]\tvalid_0's poisson: -67.5285\tvalid_0's quantile: 10.1748\n",
"[10]\tvalid_0's poisson: -68.0536\tvalid_0's quantile: 10.0326\n",
"[11]\tvalid_0's poisson: -68.5834\tvalid_0's quantile: 9.89151\n",
"[12]\tvalid_0's poisson: -69.1099\tvalid_0's quantile: 9.75363\n",
"[13]\tvalid_0's poisson: -69.6245\tvalid_0's quantile: 9.62039\n",
"[14]\tvalid_0's poisson: -70.1276\tvalid_0's quantile: 9.49042\n",
"[15]\tvalid_0's poisson: -70.6087\tvalid_0's quantile: 9.3618\n",
"[16]\tvalid_0's poisson: -71.1002\tvalid_0's quantile: 9.23485\n",
"[17]\tvalid_0's poisson: -71.5796\tvalid_0's quantile: 9.11516\n",
"[18]\tvalid_0's poisson: -72.0501\tvalid_0's quantile: 8.99589\n",
"[19]\tvalid_0's poisson: -72.5128\tvalid_0's quantile: 8.87779\n",
"[20]\tvalid_0's poisson: -72.9922\tvalid_0's quantile: 8.76006\n",
"[21]\tvalid_0's poisson: -73.4546\tvalid_0's quantile: 8.64968\n",
"[22]\tvalid_0's poisson: -73.908\tvalid_0's quantile: 8.54165\n",
"[23]\tvalid_0's poisson: -74.3566\tvalid_0's quantile: 8.43628\n",
"[24]\tvalid_0's poisson: -74.7993\tvalid_0's quantile: 8.33142\n",
"[25]\tvalid_0's poisson: -75.2356\tvalid_0's quantile: 8.22872\n",
"[26]\tvalid_0's poisson: -75.6635\tvalid_0's quantile: 8.126\n",
"[27]\tvalid_0's poisson: -76.0746\tvalid_0's quantile: 8.02593\n",
"[28]\tvalid_0's poisson: -76.4835\tvalid_0's quantile: 7.9287\n",
"[29]\tvalid_0's poisson: -76.9103\tvalid_0's quantile: 7.82808\n",
"[30]\tvalid_0's poisson: -77.3084\tvalid_0's quantile: 7.73182\n",
"[31]\tvalid_0's poisson: -77.7004\tvalid_0's quantile: 7.63745\n",
"[32]\tvalid_0's poisson: -78.0866\tvalid_0's quantile: 7.54477\n",
"[33]\tvalid_0's poisson: -78.4652\tvalid_0's quantile: 7.45579\n",
"[34]\tvalid_0's poisson: -78.8364\tvalid_0's quantile: 7.3694\n",
"[35]\tvalid_0's poisson: -79.2018\tvalid_0's quantile: 7.28457\n",
"[36]\tvalid_0's poisson: -79.5614\tvalid_0's quantile: 7.20217\n",
"[37]\tvalid_0's poisson: -79.9322\tvalid_0's quantile: 7.12004\n",
"[38]\tvalid_0's poisson: -80.2977\tvalid_0's quantile: 7.03915\n",
"[39]\tvalid_0's poisson: -80.6521\tvalid_0's quantile: 6.96005\n",
"[40]\tvalid_0's poisson: -81.0042\tvalid_0's quantile: 6.88138\n",
"[41]\tvalid_0's poisson: -81.3466\tvalid_0's quantile: 6.80593\n",
"[42]\tvalid_0's poisson: -81.6827\tvalid_0's quantile: 6.73203\n",
"[43]\tvalid_0's poisson: -82.0087\tvalid_0's quantile: 6.66084\n",
"[44]\tvalid_0's poisson: -82.3321\tvalid_0's quantile: 6.59095\n",
"[45]\tvalid_0's poisson: -82.6536\tvalid_0's quantile: 6.52425\n",
"[46]\tvalid_0's poisson: -82.9647\tvalid_0's quantile: 6.46064\n",
"[47]\tvalid_0's poisson: -83.2704\tvalid_0's quantile: 6.39929\n",
"[48]\tvalid_0's poisson: -83.5683\tvalid_0's quantile: 6.33842\n",
"[49]\tvalid_0's poisson: -83.8648\tvalid_0's quantile: 6.28033\n",
"[50]\tvalid_0's poisson: -84.1615\tvalid_0's quantile: 6.21728\n",
"[51]\tvalid_0's poisson: -84.454\tvalid_0's quantile: 6.16096\n",
"[52]\tvalid_0's poisson: -84.7399\tvalid_0's quantile: 6.10478\n",
"[53]\tvalid_0's poisson: -85.0261\tvalid_0's quantile: 6.0479\n",
"[54]\tvalid_0's poisson: -85.3112\tvalid_0's quantile: 5.99157\n",
"[55]\tvalid_0's poisson: -85.5924\tvalid_0's quantile: 5.93533\n",
"[56]\tvalid_0's poisson: -85.8685\tvalid_0's quantile: 5.88184\n",
"[57]\tvalid_0's poisson: -86.1349\tvalid_0's quantile: 5.83118\n",
"[58]\tvalid_0's poisson: -86.4029\tvalid_0's quantile: 5.77972\n",
"[59]\tvalid_0's poisson: -86.6645\tvalid_0's quantile: 5.72951\n",
"[60]\tvalid_0's poisson: -86.9238\tvalid_0's quantile: 5.68317\n",
"[61]\tvalid_0's poisson: -87.178\tvalid_0's quantile: 5.63425\n",
"[62]\tvalid_0's poisson: -87.4265\tvalid_0's quantile: 5.5859\n",
"[63]\tvalid_0's poisson: -87.6727\tvalid_0's quantile: 5.54051\n",
"[64]\tvalid_0's poisson: -87.9122\tvalid_0's quantile: 5.49777\n",
"[65]\tvalid_0's poisson: -88.15\tvalid_0's quantile: 5.45669\n",
"[66]\tvalid_0's poisson: -88.3816\tvalid_0's quantile: 5.41636\n",
"[67]\tvalid_0's poisson: -88.6109\tvalid_0's quantile: 5.37295\n",
"[68]\tvalid_0's poisson: -88.8366\tvalid_0's quantile: 5.33213\n",
"[69]\tvalid_0's poisson: -89.0553\tvalid_0's quantile: 5.29235\n",
"[70]\tvalid_0's poisson: -89.2777\tvalid_0's quantile: 5.25347\n",
"[71]\tvalid_0's poisson: -89.4942\tvalid_0's quantile: 5.21371\n",
"[72]\tvalid_0's poisson: -89.7069\tvalid_0's quantile: 5.17506\n",
"[73]\tvalid_0's poisson: -89.9167\tvalid_0's quantile: 5.1387\n",
"[74]\tvalid_0's poisson: -90.1221\tvalid_0's quantile: 5.10105\n",
"[75]\tvalid_0's poisson: -90.3292\tvalid_0's quantile: 5.06352\n",
"[76]\tvalid_0's poisson: -90.5238\tvalid_0's quantile: 5.03057\n",
"[77]\tvalid_0's poisson: -90.7155\tvalid_0's quantile: 4.99555\n",
"[78]\tvalid_0's poisson: -90.9043\tvalid_0's quantile: 4.96128\n",
"[79]\tvalid_0's poisson: -91.102\tvalid_0's quantile: 4.92657\n",
"[80]\tvalid_0's poisson: -91.2842\tvalid_0's quantile: 4.894\n",
"[81]\tvalid_0's poisson: -91.4721\tvalid_0's quantile: 4.86148\n",
"[82]\tvalid_0's poisson: -91.6553\tvalid_0's quantile: 4.83139\n",
"[83]\tvalid_0's poisson: -91.8382\tvalid_0's quantile: 4.80184\n",
"[84]\tvalid_0's poisson: -92.0126\tvalid_0's quantile: 4.77137\n",
"[85]\tvalid_0's poisson: -92.1917\tvalid_0's quantile: 4.74256\n",
"[86]\tvalid_0's poisson: -92.3642\tvalid_0's quantile: 4.71285\n",
"[87]\tvalid_0's poisson: -92.5377\tvalid_0's quantile: 4.68428\n",
"[88]\tvalid_0's poisson: -92.7151\tvalid_0's quantile: 4.65589\n",
"[89]\tvalid_0's poisson: -92.8827\tvalid_0's quantile: 4.62842\n",
"[90]\tvalid_0's poisson: -93.0513\tvalid_0's quantile: 4.6003\n",
"[91]\tvalid_0's poisson: -93.2175\tvalid_0's quantile: 4.57415\n",
"[92]\tvalid_0's poisson: -93.3793\tvalid_0's quantile: 4.54555\n",
"[93]\tvalid_0's poisson: -93.547\tvalid_0's quantile: 4.52048\n",
"[94]\tvalid_0's poisson: -93.7116\tvalid_0's quantile: 4.4962\n",
"[95]\tvalid_0's poisson: -93.8677\tvalid_0's quantile: 4.47156\n",
"[96]\tvalid_0's poisson: -94.0222\tvalid_0's quantile: 4.44712\n",
"[97]\tvalid_0's poisson: -94.1786\tvalid_0's quantile: 4.42555\n",
"[98]\tvalid_0's poisson: -94.336\tvalid_0's quantile: 4.4004\n",
"[99]\tvalid_0's poisson: -94.484\tvalid_0's quantile: 4.37859\n",
"[100]\tvalid_0's poisson: -94.6361\tvalid_0's quantile: 4.35443\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8143\tvalid_0's quantile: 11.5087\n",
"[2]\tvalid_0's poisson: -63.465\tvalid_0's quantile: 11.3269\n",
"[3]\tvalid_0's poisson: -64.0848\tvalid_0's quantile: 11.1453\n",
"[4]\tvalid_0's poisson: -64.6851\tvalid_0's quantile: 10.973\n",
"[5]\tvalid_0's poisson: -65.2871\tvalid_0's quantile: 10.8005\n",
"[6]\tvalid_0's poisson: -65.8716\tvalid_0's quantile: 10.6316\n",
"[7]\tvalid_0's poisson: -66.4561\tvalid_0's quantile: 10.4706\n",
"[8]\tvalid_0's poisson: -67.026\tvalid_0's quantile: 10.3165\n",
"[9]\tvalid_0's poisson: -67.5732\tvalid_0's quantile: 10.1659\n",
"[10]\tvalid_0's poisson: -68.1325\tvalid_0's quantile: 10.0171\n",
"[11]\tvalid_0's poisson: -68.672\tvalid_0's quantile: 9.87469\n",
"[12]\tvalid_0's poisson: -69.2035\tvalid_0's quantile: 9.73658\n",
"[13]\tvalid_0's poisson: -69.7248\tvalid_0's quantile: 9.59886\n",
"[14]\tvalid_0's poisson: -70.2361\tvalid_0's quantile: 9.4623\n",
"[15]\tvalid_0's poisson: -70.7178\tvalid_0's quantile: 9.33174\n",
"[16]\tvalid_0's poisson: -71.2069\tvalid_0's quantile: 9.20583\n",
"[17]\tvalid_0's poisson: -71.6868\tvalid_0's quantile: 9.08228\n",
"[18]\tvalid_0's poisson: -72.1576\tvalid_0's quantile: 8.96196\n",
"[19]\tvalid_0's poisson: -72.6328\tvalid_0's quantile: 8.84213\n",
"[20]\tvalid_0's poisson: -73.0866\tvalid_0's quantile: 8.7306\n",
"[21]\tvalid_0's poisson: -73.5418\tvalid_0's quantile: 8.61694\n",
"[22]\tvalid_0's poisson: -73.9769\tvalid_0's quantile: 8.51147\n",
"[23]\tvalid_0's poisson: -74.406\tvalid_0's quantile: 8.41\n",
"[24]\tvalid_0's poisson: -74.8378\tvalid_0's quantile: 8.30339\n",
"[25]\tvalid_0's poisson: -75.2496\tvalid_0's quantile: 8.20723\n",
"[26]\tvalid_0's poisson: -75.664\tvalid_0's quantile: 8.10657\n",
"[27]\tvalid_0's poisson: -76.082\tvalid_0's quantile: 8.007\n",
"[28]\tvalid_0's poisson: -76.492\tvalid_0's quantile: 7.91087\n",
"[29]\tvalid_0's poisson: -76.8787\tvalid_0's quantile: 7.82225\n",
"[30]\tvalid_0's poisson: -77.2529\tvalid_0's quantile: 7.73468\n",
"[31]\tvalid_0's poisson: -77.6419\tvalid_0's quantile: 7.64269\n",
"[32]\tvalid_0's poisson: -78.0222\tvalid_0's quantile: 7.55292\n",
"[33]\tvalid_0's poisson: -78.4051\tvalid_0's quantile: 7.46344\n",
"[34]\tvalid_0's poisson: -78.7767\tvalid_0's quantile: 7.37559\n",
"[35]\tvalid_0's poisson: -79.1471\tvalid_0's quantile: 7.29045\n",
"[36]\tvalid_0's poisson: -79.5099\tvalid_0's quantile: 7.20813\n",
"[37]\tvalid_0's poisson: -79.8658\tvalid_0's quantile: 7.12724\n",
"[38]\tvalid_0's poisson: -80.2132\tvalid_0's quantile: 7.04865\n",
"[39]\tvalid_0's poisson: -80.5533\tvalid_0's quantile: 6.97112\n",
"[40]\tvalid_0's poisson: -80.8886\tvalid_0's quantile: 6.89458\n",
"[41]\tvalid_0's poisson: -81.2155\tvalid_0's quantile: 6.82003\n",
"[42]\tvalid_0's poisson: -81.554\tvalid_0's quantile: 6.74646\n",
"[43]\tvalid_0's poisson: -81.8669\tvalid_0's quantile: 6.67631\n",
"[44]\tvalid_0's poisson: -82.1762\tvalid_0's quantile: 6.61018\n",
"[45]\tvalid_0's poisson: -82.4788\tvalid_0's quantile: 6.54592\n",
"[46]\tvalid_0's poisson: -82.778\tvalid_0's quantile: 6.48112\n",
"[47]\tvalid_0's poisson: -83.0702\tvalid_0's quantile: 6.41843\n",
"[48]\tvalid_0's poisson: -83.3585\tvalid_0's quantile: 6.35881\n",
"[49]\tvalid_0's poisson: -83.6597\tvalid_0's quantile: 6.29945\n",
"[50]\tvalid_0's poisson: -83.9545\tvalid_0's quantile: 6.2411\n",
"[51]\tvalid_0's poisson: -84.2407\tvalid_0's quantile: 6.1838\n",
"[52]\tvalid_0's poisson: -84.5111\tvalid_0's quantile: 6.12826\n",
"[53]\tvalid_0's poisson: -84.7835\tvalid_0's quantile: 6.07245\n",
"[54]\tvalid_0's poisson: -85.074\tvalid_0's quantile: 6.01657\n",
"[55]\tvalid_0's poisson: -85.3578\tvalid_0's quantile: 5.9632\n",
"[56]\tvalid_0's poisson: -85.6299\tvalid_0's quantile: 5.91063\n",
"[57]\tvalid_0's poisson: -85.9047\tvalid_0's quantile: 5.85886\n",
"[58]\tvalid_0's poisson: -86.1697\tvalid_0's quantile: 5.80764\n",
"[59]\tvalid_0's poisson: -86.4351\tvalid_0's quantile: 5.75722\n",
"[60]\tvalid_0's poisson: -86.6996\tvalid_0's quantile: 5.70843\n",
"[61]\tvalid_0's poisson: -86.9564\tvalid_0's quantile: 5.66059\n",
"[62]\tvalid_0's poisson: -87.2118\tvalid_0's quantile: 5.61354\n",
"[63]\tvalid_0's poisson: -87.4609\tvalid_0's quantile: 5.56781\n",
"[64]\tvalid_0's poisson: -87.7051\tvalid_0's quantile: 5.5231\n",
"[65]\tvalid_0's poisson: -87.946\tvalid_0's quantile: 5.47952\n",
"[66]\tvalid_0's poisson: -88.1836\tvalid_0's quantile: 5.43787\n",
"[67]\tvalid_0's poisson: -88.4142\tvalid_0's quantile: 5.39654\n",
"[68]\tvalid_0's poisson: -88.6439\tvalid_0's quantile: 5.35526\n",
"[69]\tvalid_0's poisson: -88.8705\tvalid_0's quantile: 5.31528\n",
"[70]\tvalid_0's poisson: -89.0922\tvalid_0's quantile: 5.2754\n",
"[71]\tvalid_0's poisson: -89.3134\tvalid_0's quantile: 5.23528\n",
"[72]\tvalid_0's poisson: -89.5297\tvalid_0's quantile: 5.19721\n",
"[73]\tvalid_0's poisson: -89.7444\tvalid_0's quantile: 5.1575\n",
"[74]\tvalid_0's poisson: -89.9555\tvalid_0's quantile: 5.11938\n",
"[75]\tvalid_0's poisson: -90.1649\tvalid_0's quantile: 5.0821\n",
"[76]\tvalid_0's poisson: -90.3685\tvalid_0's quantile: 5.04609\n",
"[77]\tvalid_0's poisson: -90.5689\tvalid_0's quantile: 5.01023\n",
"[78]\tvalid_0's poisson: -90.7681\tvalid_0's quantile: 4.97471\n",
"[79]\tvalid_0's poisson: -90.9629\tvalid_0's quantile: 4.93984\n",
"[80]\tvalid_0's poisson: -91.1522\tvalid_0's quantile: 4.90622\n",
"[81]\tvalid_0's poisson: -91.3511\tvalid_0's quantile: 4.87384\n",
"[82]\tvalid_0's poisson: -91.533\tvalid_0's quantile: 4.84152\n",
"[83]\tvalid_0's poisson: -91.715\tvalid_0's quantile: 4.81009\n",
"[84]\tvalid_0's poisson: -91.8909\tvalid_0's quantile: 4.77987\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[85]\tvalid_0's poisson: -92.0744\tvalid_0's quantile: 4.7496\n",
"[86]\tvalid_0's poisson: -92.2535\tvalid_0's quantile: 4.71961\n",
"[87]\tvalid_0's poisson: -92.4404\tvalid_0's quantile: 4.68979\n",
"[88]\tvalid_0's poisson: -92.6092\tvalid_0's quantile: 4.66086\n",
"[89]\tvalid_0's poisson: -92.7771\tvalid_0's quantile: 4.6332\n",
"[90]\tvalid_0's poisson: -92.9495\tvalid_0's quantile: 4.60629\n",
"[91]\tvalid_0's poisson: -93.1184\tvalid_0's quantile: 4.57992\n",
"[92]\tvalid_0's poisson: -93.2824\tvalid_0's quantile: 4.5538\n",
"[93]\tvalid_0's poisson: -93.4445\tvalid_0's quantile: 4.52843\n",
"[94]\tvalid_0's poisson: -93.6084\tvalid_0's quantile: 4.50377\n",
"[95]\tvalid_0's poisson: -93.7582\tvalid_0's quantile: 4.48018\n",
"[96]\tvalid_0's poisson: -93.9064\tvalid_0's quantile: 4.45697\n",
"[97]\tvalid_0's poisson: -94.0543\tvalid_0's quantile: 4.42956\n",
"[98]\tvalid_0's poisson: -94.2052\tvalid_0's quantile: 4.40434\n",
"[99]\tvalid_0's poisson: -94.3545\tvalid_0's quantile: 4.37968\n",
"[100]\tvalid_0's poisson: -94.5028\tvalid_0's quantile: 4.35621\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.4409\tvalid_0's quantile: 11.4996\n",
"[2]\tvalid_0's poisson: -64.0714\tvalid_0's quantile: 11.315\n",
"[3]\tvalid_0's poisson: -64.6813\tvalid_0's quantile: 11.136\n",
"[4]\tvalid_0's poisson: -65.2895\tvalid_0's quantile: 10.9568\n",
"[5]\tvalid_0's poisson: -65.8801\tvalid_0's quantile: 10.7858\n",
"[6]\tvalid_0's poisson: -66.457\tvalid_0's quantile: 10.619\n",
"[7]\tvalid_0's poisson: -67.0141\tvalid_0's quantile: 10.4627\n",
"[8]\tvalid_0's poisson: -67.5548\tvalid_0's quantile: 10.3087\n",
"[9]\tvalid_0's poisson: -68.0972\tvalid_0's quantile: 10.1613\n",
"[10]\tvalid_0's poisson: -68.6288\tvalid_0's quantile: 10.0136\n",
"[11]\tvalid_0's poisson: -69.1464\tvalid_0's quantile: 9.86963\n",
"[12]\tvalid_0's poisson: -69.6685\tvalid_0's quantile: 9.72794\n",
"[13]\tvalid_0's poisson: -70.1724\tvalid_0's quantile: 9.59113\n",
"[14]\tvalid_0's poisson: -70.6722\tvalid_0's quantile: 9.45766\n",
"[15]\tvalid_0's poisson: -71.1585\tvalid_0's quantile: 9.32657\n",
"[16]\tvalid_0's poisson: -71.6479\tvalid_0's quantile: 9.19662\n",
"[17]\tvalid_0's poisson: -72.1189\tvalid_0's quantile: 9.06965\n",
"[18]\tvalid_0's poisson: -72.5761\tvalid_0's quantile: 8.94789\n",
"[19]\tvalid_0's poisson: -73.0302\tvalid_0's quantile: 8.82772\n",
"[20]\tvalid_0's poisson: -73.4787\tvalid_0's quantile: 8.71079\n",
"[21]\tvalid_0's poisson: -73.9341\tvalid_0's quantile: 8.59731\n",
"[22]\tvalid_0's poisson: -74.3843\tvalid_0's quantile: 8.48572\n",
"[23]\tvalid_0's poisson: -74.8238\tvalid_0's quantile: 8.37813\n",
"[24]\tvalid_0's poisson: -75.2542\tvalid_0's quantile: 8.27447\n",
"[25]\tvalid_0's poisson: -75.6778\tvalid_0's quantile: 8.1712\n",
"[26]\tvalid_0's poisson: -76.093\tvalid_0's quantile: 8.06978\n",
"[27]\tvalid_0's poisson: -76.4673\tvalid_0's quantile: 7.97904\n",
"[28]\tvalid_0's poisson: -76.8658\tvalid_0's quantile: 7.88213\n",
"[29]\tvalid_0's poisson: -77.266\tvalid_0's quantile: 7.78791\n",
"[30]\tvalid_0's poisson: -77.6544\tvalid_0's quantile: 7.69584\n",
"[31]\tvalid_0's poisson: -78.0347\tvalid_0's quantile: 7.60642\n",
"[32]\tvalid_0's poisson: -78.4418\tvalid_0's quantile: 7.51127\n",
"[33]\tvalid_0's poisson: -78.8199\tvalid_0's quantile: 7.4252\n",
"[34]\tvalid_0's poisson: -79.2\tvalid_0's quantile: 7.33878\n",
"[35]\tvalid_0's poisson: -79.572\tvalid_0's quantile: 7.2543\n",
"[36]\tvalid_0's poisson: -79.9453\tvalid_0's quantile: 7.16971\n",
"[37]\tvalid_0's poisson: -80.3128\tvalid_0's quantile: 7.08511\n",
"[38]\tvalid_0's poisson: -80.6732\tvalid_0's quantile: 7.00423\n",
"[39]\tvalid_0's poisson: -81.024\tvalid_0's quantile: 6.92591\n",
"[40]\tvalid_0's poisson: -81.3705\tvalid_0's quantile: 6.84835\n",
"[41]\tvalid_0's poisson: -81.7109\tvalid_0's quantile: 6.77288\n",
"[42]\tvalid_0's poisson: -82.0485\tvalid_0's quantile: 6.6979\n",
"[43]\tvalid_0's poisson: -82.3727\tvalid_0's quantile: 6.6282\n",
"[44]\tvalid_0's poisson: -82.6946\tvalid_0's quantile: 6.55914\n",
"[45]\tvalid_0's poisson: -83.0137\tvalid_0's quantile: 6.49248\n",
"[46]\tvalid_0's poisson: -83.3294\tvalid_0's quantile: 6.42648\n",
"[47]\tvalid_0's poisson: -83.6313\tvalid_0's quantile: 6.36263\n",
"[48]\tvalid_0's poisson: -83.936\tvalid_0's quantile: 6.29945\n",
"[49]\tvalid_0's poisson: -84.2282\tvalid_0's quantile: 6.2394\n",
"[50]\tvalid_0's poisson: -84.5137\tvalid_0's quantile: 6.18118\n",
"[51]\tvalid_0's poisson: -84.8014\tvalid_0's quantile: 6.12351\n",
"[52]\tvalid_0's poisson: -85.0789\tvalid_0's quantile: 6.06976\n",
"[53]\tvalid_0's poisson: -85.3542\tvalid_0's quantile: 6.01468\n",
"[54]\tvalid_0's poisson: -85.6192\tvalid_0's quantile: 5.96222\n",
"[55]\tvalid_0's poisson: -85.8806\tvalid_0's quantile: 5.91096\n",
"[56]\tvalid_0's poisson: -86.1404\tvalid_0's quantile: 5.8591\n",
"[57]\tvalid_0's poisson: -86.3954\tvalid_0's quantile: 5.8081\n",
"[58]\tvalid_0's poisson: -86.6454\tvalid_0's quantile: 5.7586\n",
"[59]\tvalid_0's poisson: -86.8925\tvalid_0's quantile: 5.71014\n",
"[60]\tvalid_0's poisson: -87.1342\tvalid_0's quantile: 5.66232\n",
"[61]\tvalid_0's poisson: -87.3753\tvalid_0's quantile: 5.61526\n",
"[62]\tvalid_0's poisson: -87.6165\tvalid_0's quantile: 5.57073\n",
"[63]\tvalid_0's poisson: -87.844\tvalid_0's quantile: 5.52589\n",
"[64]\tvalid_0's poisson: -88.0732\tvalid_0's quantile: 5.48153\n",
"[65]\tvalid_0's poisson: -88.3011\tvalid_0's quantile: 5.43819\n",
"[66]\tvalid_0's poisson: -88.5254\tvalid_0's quantile: 5.39495\n",
"[67]\tvalid_0's poisson: -88.7542\tvalid_0's quantile: 5.35487\n",
"[68]\tvalid_0's poisson: -88.9755\tvalid_0's quantile: 5.31575\n",
"[69]\tvalid_0's poisson: -89.1887\tvalid_0's quantile: 5.27703\n",
"[70]\tvalid_0's poisson: -89.4088\tvalid_0's quantile: 5.23713\n",
"[71]\tvalid_0's poisson: -89.6189\tvalid_0's quantile: 5.19983\n",
"[72]\tvalid_0's poisson: -89.82\tvalid_0's quantile: 5.1644\n",
"[73]\tvalid_0's poisson: -90.019\tvalid_0's quantile: 5.12722\n",
"[74]\tvalid_0's poisson: -90.2192\tvalid_0's quantile: 5.09127\n",
"[75]\tvalid_0's poisson: -90.4163\tvalid_0's quantile: 5.05546\n",
"[76]\tvalid_0's poisson: -90.6047\tvalid_0's quantile: 5.01988\n",
"[77]\tvalid_0's poisson: -90.7964\tvalid_0's quantile: 4.98447\n",
"[78]\tvalid_0's poisson: -90.9853\tvalid_0's quantile: 4.95014\n",
"[79]\tvalid_0's poisson: -91.1686\tvalid_0's quantile: 4.9162\n",
"[80]\tvalid_0's poisson: -91.346\tvalid_0's quantile: 4.88417\n",
"[81]\tvalid_0's poisson: -91.5312\tvalid_0's quantile: 4.85181\n",
"[82]\tvalid_0's poisson: -91.7085\tvalid_0's quantile: 4.82067\n",
"[83]\tvalid_0's poisson: -91.8888\tvalid_0's quantile: 4.79048\n",
"[84]\tvalid_0's poisson: -92.0673\tvalid_0's quantile: 4.7589\n",
"[85]\tvalid_0's poisson: -92.2461\tvalid_0's quantile: 4.72913\n",
"[86]\tvalid_0's poisson: -92.4242\tvalid_0's quantile: 4.69953\n",
"[87]\tvalid_0's poisson: -92.5988\tvalid_0's quantile: 4.67044\n",
"[88]\tvalid_0's poisson: -92.7703\tvalid_0's quantile: 4.64203\n",
"[89]\tvalid_0's poisson: -92.9425\tvalid_0's quantile: 4.61544\n",
"[90]\tvalid_0's poisson: -93.1116\tvalid_0's quantile: 4.58762\n",
"[91]\tvalid_0's poisson: -93.278\tvalid_0's quantile: 4.56006\n",
"[92]\tvalid_0's poisson: -93.4418\tvalid_0's quantile: 4.53375\n",
"[93]\tvalid_0's poisson: -93.6057\tvalid_0's quantile: 4.50704\n",
"[94]\tvalid_0's poisson: -93.7619\tvalid_0's quantile: 4.48143\n",
"[95]\tvalid_0's poisson: -93.9221\tvalid_0's quantile: 4.45663\n",
"[96]\tvalid_0's poisson: -94.0735\tvalid_0's quantile: 4.43282\n",
"[97]\tvalid_0's poisson: -94.224\tvalid_0's quantile: 4.40812\n",
"[98]\tvalid_0's poisson: -94.376\tvalid_0's quantile: 4.38522\n",
"[99]\tvalid_0's poisson: -94.5215\tvalid_0's quantile: 4.36227\n",
"[100]\tvalid_0's poisson: -94.6649\tvalid_0's quantile: 4.34\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.0793\tvalid_0's quantile: 11.4917\n",
"[2]\tvalid_0's poisson: -64.6964\tvalid_0's quantile: 11.3051\n",
"[3]\tvalid_0's poisson: -65.3178\tvalid_0's quantile: 11.1244\n",
"[4]\tvalid_0's poisson: -65.9236\tvalid_0's quantile: 10.9439\n",
"[5]\tvalid_0's poisson: -66.511\tvalid_0's quantile: 10.7704\n",
"[6]\tvalid_0's poisson: -67.0821\tvalid_0's quantile: 10.6043\n",
"[7]\tvalid_0's poisson: -67.6206\tvalid_0's quantile: 10.4448\n",
"[8]\tvalid_0's poisson: -68.1628\tvalid_0's quantile: 10.2892\n",
"[9]\tvalid_0's poisson: -68.6921\tvalid_0's quantile: 10.1362\n",
"[10]\tvalid_0's poisson: -69.2081\tvalid_0's quantile: 9.98782\n",
"[11]\tvalid_0's poisson: -69.7184\tvalid_0's quantile: 9.84528\n",
"[12]\tvalid_0's poisson: -70.219\tvalid_0's quantile: 9.70715\n",
"[13]\tvalid_0's poisson: -70.7135\tvalid_0's quantile: 9.57341\n",
"[14]\tvalid_0's poisson: -71.1962\tvalid_0's quantile: 9.44264\n",
"[15]\tvalid_0's poisson: -71.701\tvalid_0's quantile: 9.31091\n",
"[16]\tvalid_0's poisson: -72.196\tvalid_0's quantile: 9.18049\n",
"[17]\tvalid_0's poisson: -72.6789\tvalid_0's quantile: 9.05525\n",
"[18]\tvalid_0's poisson: -73.1499\tvalid_0's quantile: 8.93591\n",
"[19]\tvalid_0's poisson: -73.6096\tvalid_0's quantile: 8.81659\n",
"[20]\tvalid_0's poisson: -74.0592\tvalid_0's quantile: 8.6996\n",
"[21]\tvalid_0's poisson: -74.5006\tvalid_0's quantile: 8.58748\n",
"[22]\tvalid_0's poisson: -74.9335\tvalid_0's quantile: 8.47732\n",
"[23]\tvalid_0's poisson: -75.3557\tvalid_0's quantile: 8.37207\n",
"[24]\tvalid_0's poisson: -75.7659\tvalid_0's quantile: 8.26866\n",
"[25]\tvalid_0's poisson: -76.1736\tvalid_0's quantile: 8.16973\n",
"[26]\tvalid_0's poisson: -76.5778\tvalid_0's quantile: 8.07197\n",
"[27]\tvalid_0's poisson: -76.9688\tvalid_0's quantile: 7.97738\n",
"[28]\tvalid_0's poisson: -77.3626\tvalid_0's quantile: 7.88026\n",
"[29]\tvalid_0's poisson: -77.7679\tvalid_0's quantile: 7.78594\n",
"[30]\tvalid_0's poisson: -78.1715\tvalid_0's quantile: 7.69116\n",
"[31]\tvalid_0's poisson: -78.5679\tvalid_0's quantile: 7.59912\n",
"[32]\tvalid_0's poisson: -78.956\tvalid_0's quantile: 7.50791\n",
"[33]\tvalid_0's poisson: -79.3357\tvalid_0's quantile: 7.41917\n",
"[34]\tvalid_0's poisson: -79.7107\tvalid_0's quantile: 7.33208\n",
"[35]\tvalid_0's poisson: -80.0769\tvalid_0's quantile: 7.24772\n",
"[36]\tvalid_0's poisson: -80.4367\tvalid_0's quantile: 7.16563\n",
"[37]\tvalid_0's poisson: -80.7863\tvalid_0's quantile: 7.08471\n",
"[38]\tvalid_0's poisson: -81.1289\tvalid_0's quantile: 7.0059\n",
"[39]\tvalid_0's poisson: -81.4647\tvalid_0's quantile: 6.92933\n",
"[40]\tvalid_0's poisson: -81.7938\tvalid_0's quantile: 6.85379\n",
"[41]\tvalid_0's poisson: -82.118\tvalid_0's quantile: 6.78136\n",
"[42]\tvalid_0's poisson: -82.4384\tvalid_0's quantile: 6.70941\n",
"[43]\tvalid_0's poisson: -82.7522\tvalid_0's quantile: 6.63854\n",
"[44]\tvalid_0's poisson: -83.0573\tvalid_0's quantile: 6.57083\n",
"[45]\tvalid_0's poisson: -83.3526\tvalid_0's quantile: 6.50507\n",
"[46]\tvalid_0's poisson: -83.6397\tvalid_0's quantile: 6.4439\n",
"[47]\tvalid_0's poisson: -83.9243\tvalid_0's quantile: 6.38437\n",
"[48]\tvalid_0's poisson: -84.1953\tvalid_0's quantile: 6.32642\n",
"[49]\tvalid_0's poisson: -84.4717\tvalid_0's quantile: 6.26823\n",
"[50]\tvalid_0's poisson: -84.7462\tvalid_0's quantile: 6.21103\n",
"[51]\tvalid_0's poisson: -85.0134\tvalid_0's quantile: 6.1554\n",
"[52]\tvalid_0's poisson: -85.2832\tvalid_0's quantile: 6.10018\n",
"[53]\tvalid_0's poisson: -85.5517\tvalid_0's quantile: 6.04498\n",
"[54]\tvalid_0's poisson: -85.8118\tvalid_0's quantile: 5.99082\n",
"[55]\tvalid_0's poisson: -86.0671\tvalid_0's quantile: 5.93978\n",
"[56]\tvalid_0's poisson: -86.317\tvalid_0's quantile: 5.88987\n",
"[57]\tvalid_0's poisson: -86.564\tvalid_0's quantile: 5.83947\n",
"[58]\tvalid_0's poisson: -86.7909\tvalid_0's quantile: 5.79368\n",
"[59]\tvalid_0's poisson: -87.0195\tvalid_0's quantile: 5.74777\n",
"[60]\tvalid_0's poisson: -87.2571\tvalid_0's quantile: 5.70237\n",
"[61]\tvalid_0's poisson: -87.4929\tvalid_0's quantile: 5.65764\n",
"[62]\tvalid_0's poisson: -87.7193\tvalid_0's quantile: 5.60993\n",
"[63]\tvalid_0's poisson: -87.9514\tvalid_0's quantile: 5.56243\n",
"[64]\tvalid_0's poisson: -88.1805\tvalid_0's quantile: 5.5173\n",
"[65]\tvalid_0's poisson: -88.4098\tvalid_0's quantile: 5.47266\n",
"[66]\tvalid_0's poisson: -88.6383\tvalid_0's quantile: 5.42964\n",
"[67]\tvalid_0's poisson: -88.8586\tvalid_0's quantile: 5.38993\n",
"[68]\tvalid_0's poisson: -89.0804\tvalid_0's quantile: 5.35166\n",
"[69]\tvalid_0's poisson: -89.3004\tvalid_0's quantile: 5.3121\n",
"[70]\tvalid_0's poisson: -89.5132\tvalid_0's quantile: 5.27376\n",
"[71]\tvalid_0's poisson: -89.7248\tvalid_0's quantile: 5.236\n",
"[72]\tvalid_0's poisson: -89.9292\tvalid_0's quantile: 5.19758\n",
"[73]\tvalid_0's poisson: -90.1351\tvalid_0's quantile: 5.16147\n",
"[74]\tvalid_0's poisson: -90.3387\tvalid_0's quantile: 5.12306\n",
"[75]\tvalid_0's poisson: -90.5477\tvalid_0's quantile: 5.08503\n",
"[76]\tvalid_0's poisson: -90.749\tvalid_0's quantile: 5.05121\n",
"[77]\tvalid_0's poisson: -90.9392\tvalid_0's quantile: 5.01855\n",
"[78]\tvalid_0's poisson: -91.1362\tvalid_0's quantile: 4.98534\n",
"[79]\tvalid_0's poisson: -91.3277\tvalid_0's quantile: 4.95125\n",
"[80]\tvalid_0's poisson: -91.5218\tvalid_0's quantile: 4.91915\n",
"[81]\tvalid_0's poisson: -91.7107\tvalid_0's quantile: 4.888\n",
"[82]\tvalid_0's poisson: -91.8925\tvalid_0's quantile: 4.85716\n",
"[83]\tvalid_0's poisson: -92.0729\tvalid_0's quantile: 4.82698\n",
"[84]\tvalid_0's poisson: -92.2446\tvalid_0's quantile: 4.79758\n",
"[85]\tvalid_0's poisson: -92.4174\tvalid_0's quantile: 4.76647\n",
"[86]\tvalid_0's poisson: -92.5869\tvalid_0's quantile: 4.73783\n",
"[87]\tvalid_0's poisson: -92.7535\tvalid_0's quantile: 4.70873\n",
"[88]\tvalid_0's poisson: -92.9176\tvalid_0's quantile: 4.68078\n",
"[89]\tvalid_0's poisson: -93.0812\tvalid_0's quantile: 4.65385\n",
"[90]\tvalid_0's poisson: -93.2429\tvalid_0's quantile: 4.62705\n",
"[91]\tvalid_0's poisson: -93.4065\tvalid_0's quantile: 4.59996\n",
"[92]\tvalid_0's poisson: -93.5649\tvalid_0's quantile: 4.57283\n",
"[93]\tvalid_0's poisson: -93.7212\tvalid_0's quantile: 4.54617\n",
"[94]\tvalid_0's poisson: -93.8741\tvalid_0's quantile: 4.52012\n",
"[95]\tvalid_0's poisson: -94.0242\tvalid_0's quantile: 4.49565\n",
"[96]\tvalid_0's poisson: -94.1798\tvalid_0's quantile: 4.4707\n",
"[97]\tvalid_0's poisson: -94.3219\tvalid_0's quantile: 4.44892\n",
"[98]\tvalid_0's poisson: -94.4664\tvalid_0's quantile: 4.42422\n",
"[99]\tvalid_0's poisson: -94.6095\tvalid_0's quantile: 4.39963\n",
"[100]\tvalid_0's poisson: -94.7505\tvalid_0's quantile: 4.37703\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8046\tvalid_0's quantile: 11.5148\n",
"[2]\tvalid_0's poisson: -63.435\tvalid_0's quantile: 11.3361\n",
"[3]\tvalid_0's poisson: -64.0468\tvalid_0's quantile: 11.1578\n",
"[4]\tvalid_0's poisson: -64.641\tvalid_0's quantile: 10.9873\n",
"[5]\tvalid_0's poisson: -65.2184\tvalid_0's quantile: 10.8222\n",
"[6]\tvalid_0's poisson: -65.7785\tvalid_0's quantile: 10.6623\n",
"[7]\tvalid_0's poisson: -66.3231\tvalid_0's quantile: 10.5062\n",
"[8]\tvalid_0's poisson: -66.8616\tvalid_0's quantile: 10.3567\n",
"[9]\tvalid_0's poisson: -67.3864\tvalid_0's quantile: 10.2108\n",
"[10]\tvalid_0's poisson: -67.8955\tvalid_0's quantile: 10.0701\n",
"[11]\tvalid_0's poisson: -68.3993\tvalid_0's quantile: 9.93154\n",
"[12]\tvalid_0's poisson: -68.9001\tvalid_0's quantile: 9.79735\n",
"[13]\tvalid_0's poisson: -69.3903\tvalid_0's quantile: 9.66866\n",
"[14]\tvalid_0's poisson: -69.8793\tvalid_0's quantile: 9.53674\n",
"[15]\tvalid_0's poisson: -70.3607\tvalid_0's quantile: 9.41124\n",
"[16]\tvalid_0's poisson: -70.836\tvalid_0's quantile: 9.28648\n",
"[17]\tvalid_0's poisson: -71.3077\tvalid_0's quantile: 9.16528\n",
"[18]\tvalid_0's poisson: -71.7741\tvalid_0's quantile: 9.04573\n",
"[19]\tvalid_0's poisson: -72.2354\tvalid_0's quantile: 8.92855\n",
"[20]\tvalid_0's poisson: -72.7153\tvalid_0's quantile: 8.8117\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -73.1632\tvalid_0's quantile: 8.7022\n",
"[22]\tvalid_0's poisson: -73.6013\tvalid_0's quantile: 8.59325\n",
"[23]\tvalid_0's poisson: -74.0364\tvalid_0's quantile: 8.48476\n",
"[24]\tvalid_0's poisson: -74.4885\tvalid_0's quantile: 8.37679\n",
"[25]\tvalid_0's poisson: -74.9202\tvalid_0's quantile: 8.27571\n",
"[26]\tvalid_0's poisson: -75.346\tvalid_0's quantile: 8.17659\n",
"[27]\tvalid_0's poisson: -75.7655\tvalid_0's quantile: 8.07851\n",
"[28]\tvalid_0's poisson: -76.1745\tvalid_0's quantile: 7.98262\n",
"[29]\tvalid_0's poisson: -76.5843\tvalid_0's quantile: 7.88842\n",
"[30]\tvalid_0's poisson: -76.9818\tvalid_0's quantile: 7.79727\n",
"[31]\tvalid_0's poisson: -77.3872\tvalid_0's quantile: 7.70486\n",
"[32]\tvalid_0's poisson: -77.7851\tvalid_0's quantile: 7.61314\n",
"[33]\tvalid_0's poisson: -78.1765\tvalid_0's quantile: 7.52292\n",
"[34]\tvalid_0's poisson: -78.5596\tvalid_0's quantile: 7.43475\n",
"[35]\tvalid_0's poisson: -78.9339\tvalid_0's quantile: 7.35164\n",
"[36]\tvalid_0's poisson: -79.3221\tvalid_0's quantile: 7.26631\n",
"[37]\tvalid_0's poisson: -79.7022\tvalid_0's quantile: 7.18392\n",
"[38]\tvalid_0's poisson: -80.0505\tvalid_0's quantile: 7.10958\n",
"[39]\tvalid_0's poisson: -80.4148\tvalid_0's quantile: 7.03038\n",
"[40]\tvalid_0's poisson: -80.7743\tvalid_0's quantile: 6.95214\n",
"[41]\tvalid_0's poisson: -81.1253\tvalid_0's quantile: 6.87547\n",
"[42]\tvalid_0's poisson: -81.4678\tvalid_0's quantile: 6.79971\n",
"[43]\tvalid_0's poisson: -81.8016\tvalid_0's quantile: 6.72627\n",
"[44]\tvalid_0's poisson: -82.1258\tvalid_0's quantile: 6.65564\n",
"[45]\tvalid_0's poisson: -82.4479\tvalid_0's quantile: 6.58761\n",
"[46]\tvalid_0's poisson: -82.7648\tvalid_0's quantile: 6.52316\n",
"[47]\tvalid_0's poisson: -83.0814\tvalid_0's quantile: 6.45779\n",
"[48]\tvalid_0's poisson: -83.3872\tvalid_0's quantile: 6.397\n",
"[49]\tvalid_0's poisson: -83.6871\tvalid_0's quantile: 6.33708\n",
"[50]\tvalid_0's poisson: -83.992\tvalid_0's quantile: 6.27581\n",
"[51]\tvalid_0's poisson: -84.2892\tvalid_0's quantile: 6.2174\n",
"[52]\tvalid_0's poisson: -84.5798\tvalid_0's quantile: 6.16026\n",
"[53]\tvalid_0's poisson: -84.8613\tvalid_0's quantile: 6.1051\n",
"[54]\tvalid_0's poisson: -85.1413\tvalid_0's quantile: 6.05281\n",
"[55]\tvalid_0's poisson: -85.4041\tvalid_0's quantile: 6.00166\n",
"[56]\tvalid_0's poisson: -85.6654\tvalid_0's quantile: 5.95121\n",
"[57]\tvalid_0's poisson: -85.9205\tvalid_0's quantile: 5.90235\n",
"[58]\tvalid_0's poisson: -86.1905\tvalid_0's quantile: 5.85022\n",
"[59]\tvalid_0's poisson: -86.4589\tvalid_0's quantile: 5.79832\n",
"[60]\tvalid_0's poisson: -86.7206\tvalid_0's quantile: 5.74754\n",
"[61]\tvalid_0's poisson: -86.9739\tvalid_0's quantile: 5.70048\n",
"[62]\tvalid_0's poisson: -87.2286\tvalid_0's quantile: 5.65375\n",
"[63]\tvalid_0's poisson: -87.4774\tvalid_0's quantile: 5.60751\n",
"[64]\tvalid_0's poisson: -87.711\tvalid_0's quantile: 5.5628\n",
"[65]\tvalid_0's poisson: -87.948\tvalid_0's quantile: 5.5185\n",
"[66]\tvalid_0's poisson: -88.1822\tvalid_0's quantile: 5.47428\n",
"[67]\tvalid_0's poisson: -88.4101\tvalid_0's quantile: 5.42965\n",
"[68]\tvalid_0's poisson: -88.6344\tvalid_0's quantile: 5.3868\n",
"[69]\tvalid_0's poisson: -88.8521\tvalid_0's quantile: 5.34607\n",
"[70]\tvalid_0's poisson: -89.065\tvalid_0's quantile: 5.30626\n",
"[71]\tvalid_0's poisson: -89.2783\tvalid_0's quantile: 5.26636\n",
"[72]\tvalid_0's poisson: -89.4845\tvalid_0's quantile: 5.22737\n",
"[73]\tvalid_0's poisson: -89.6962\tvalid_0's quantile: 5.1889\n",
"[74]\tvalid_0's poisson: -89.8993\tvalid_0's quantile: 5.15161\n",
"[75]\tvalid_0's poisson: -90.1045\tvalid_0's quantile: 5.11598\n",
"[76]\tvalid_0's poisson: -90.3076\tvalid_0's quantile: 5.08081\n",
"[77]\tvalid_0's poisson: -90.5108\tvalid_0's quantile: 5.04584\n",
"[78]\tvalid_0's poisson: -90.7081\tvalid_0's quantile: 5.01183\n",
"[79]\tvalid_0's poisson: -90.9054\tvalid_0's quantile: 4.98026\n",
"[80]\tvalid_0's poisson: -91.0975\tvalid_0's quantile: 4.94698\n",
"[81]\tvalid_0's poisson: -91.2884\tvalid_0's quantile: 4.91454\n",
"[82]\tvalid_0's poisson: -91.4762\tvalid_0's quantile: 4.88203\n",
"[83]\tvalid_0's poisson: -91.6582\tvalid_0's quantile: 4.84999\n",
"[84]\tvalid_0's poisson: -91.8433\tvalid_0's quantile: 4.81826\n",
"[85]\tvalid_0's poisson: -92.022\tvalid_0's quantile: 4.78847\n",
"[86]\tvalid_0's poisson: -92.199\tvalid_0's quantile: 4.75898\n",
"[87]\tvalid_0's poisson: -92.3705\tvalid_0's quantile: 4.72945\n",
"[88]\tvalid_0's poisson: -92.5409\tvalid_0's quantile: 4.70258\n",
"[89]\tvalid_0's poisson: -92.7149\tvalid_0's quantile: 4.67435\n",
"[90]\tvalid_0's poisson: -92.883\tvalid_0's quantile: 4.64647\n",
"[91]\tvalid_0's poisson: -93.048\tvalid_0's quantile: 4.62025\n",
"[92]\tvalid_0's poisson: -93.2056\tvalid_0's quantile: 4.59343\n",
"[93]\tvalid_0's poisson: -93.3714\tvalid_0's quantile: 4.56695\n",
"[94]\tvalid_0's poisson: -93.5305\tvalid_0's quantile: 4.54233\n",
"[95]\tvalid_0's poisson: -93.6889\tvalid_0's quantile: 4.51731\n",
"[96]\tvalid_0's poisson: -93.8412\tvalid_0's quantile: 4.49066\n",
"[97]\tvalid_0's poisson: -93.9931\tvalid_0's quantile: 4.4642\n",
"[98]\tvalid_0's poisson: -94.1371\tvalid_0's quantile: 4.43925\n",
"[99]\tvalid_0's poisson: -94.284\tvalid_0's quantile: 4.41615\n",
"[100]\tvalid_0's poisson: -94.4372\tvalid_0's quantile: 4.39016\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -75.0595\tvalid_0's quantile: 8.14171\n",
"[2]\tvalid_0's poisson: -88.3526\tvalid_0's quantile: 6.1293\n",
"[3]\tvalid_0's poisson: -89.0693\tvalid_0's quantile: 5.90315\n",
"[4]\tvalid_0's poisson: -89.9208\tvalid_0's quantile: 5.60425\n",
"[5]\tvalid_0's poisson: -90.1574\tvalid_0's quantile: 5.42278\n",
"[6]\tvalid_0's poisson: -89.8739\tvalid_0's quantile: 5.30012\n",
"[7]\tvalid_0's poisson: -91.1913\tvalid_0's quantile: 5.15524\n",
"[8]\tvalid_0's poisson: -90.6918\tvalid_0's quantile: 5.11054\n",
"[9]\tvalid_0's poisson: -95.0348\tvalid_0's quantile: 4.63481\n",
"[10]\tvalid_0's poisson: -95.5176\tvalid_0's quantile: 4.54894\n",
"[11]\tvalid_0's poisson: -95.4667\tvalid_0's quantile: 4.49708\n",
"[12]\tvalid_0's poisson: -95.6311\tvalid_0's quantile: 4.48496\n",
"[13]\tvalid_0's poisson: -95.7902\tvalid_0's quantile: 4.46815\n",
"[14]\tvalid_0's poisson: -95.8716\tvalid_0's quantile: 4.47215\n",
"[15]\tvalid_0's poisson: -95.8654\tvalid_0's quantile: 4.46237\n",
"[16]\tvalid_0's poisson: -95.8818\tvalid_0's quantile: 4.44691\n",
"[17]\tvalid_0's poisson: -95.8287\tvalid_0's quantile: 4.4422\n",
"[18]\tvalid_0's poisson: -95.9747\tvalid_0's quantile: 4.426\n",
"[19]\tvalid_0's poisson: -96.2582\tvalid_0's quantile: 4.41361\n",
"[20]\tvalid_0's poisson: -96.1141\tvalid_0's quantile: 4.39552\n",
"[21]\tvalid_0's poisson: -96.3566\tvalid_0's quantile: 4.37132\n",
"[22]\tvalid_0's poisson: -96.3287\tvalid_0's quantile: 4.34743\n",
"[23]\tvalid_0's poisson: -96.7069\tvalid_0's quantile: 4.28067\n",
"[24]\tvalid_0's poisson: -96.958\tvalid_0's quantile: 4.25455\n",
"[25]\tvalid_0's poisson: -97.0987\tvalid_0's quantile: 4.25304\n",
"[26]\tvalid_0's poisson: -97.1284\tvalid_0's quantile: 4.24321\n",
"[27]\tvalid_0's poisson: -96.8645\tvalid_0's quantile: 4.22606\n",
"[28]\tvalid_0's poisson: -97.0985\tvalid_0's quantile: 4.21291\n",
"[29]\tvalid_0's poisson: -97.3263\tvalid_0's quantile: 4.18863\n",
"[30]\tvalid_0's poisson: -97.5623\tvalid_0's quantile: 4.1402\n",
"[31]\tvalid_0's poisson: -97.649\tvalid_0's quantile: 4.13219\n",
"[32]\tvalid_0's poisson: -97.647\tvalid_0's quantile: 4.12843\n",
"[33]\tvalid_0's poisson: -97.6821\tvalid_0's quantile: 4.12684\n",
"[34]\tvalid_0's poisson: -97.9629\tvalid_0's quantile: 4.10242\n",
"[35]\tvalid_0's poisson: -97.9699\tvalid_0's quantile: 4.09035\n",
"[36]\tvalid_0's poisson: -98.1222\tvalid_0's quantile: 4.06945\n",
"[37]\tvalid_0's poisson: -97.9681\tvalid_0's quantile: 4.06076\n",
"[38]\tvalid_0's poisson: -97.9359\tvalid_0's quantile: 4.05764\n",
"[39]\tvalid_0's poisson: -98.0312\tvalid_0's quantile: 4.03526\n",
"[40]\tvalid_0's poisson: -99.4321\tvalid_0's quantile: 3.85658\n",
"[41]\tvalid_0's poisson: -99.5013\tvalid_0's quantile: 3.84081\n",
"[42]\tvalid_0's poisson: -99.424\tvalid_0's quantile: 3.83929\n",
"[43]\tvalid_0's poisson: -99.3545\tvalid_0's quantile: 3.83704\n",
"[44]\tvalid_0's poisson: -99.4248\tvalid_0's quantile: 3.83304\n",
"[45]\tvalid_0's poisson: -99.4138\tvalid_0's quantile: 3.83236\n",
"[46]\tvalid_0's poisson: -99.517\tvalid_0's quantile: 3.82828\n",
"[47]\tvalid_0's poisson: -99.5089\tvalid_0's quantile: 3.82246\n",
"[48]\tvalid_0's poisson: -99.5276\tvalid_0's quantile: 3.8188\n",
"[49]\tvalid_0's poisson: -99.5698\tvalid_0's quantile: 3.82183\n",
"[50]\tvalid_0's poisson: -99.6812\tvalid_0's quantile: 3.81969\n",
"[51]\tvalid_0's poisson: -99.7722\tvalid_0's quantile: 3.81449\n",
"[52]\tvalid_0's poisson: -99.7989\tvalid_0's quantile: 3.80562\n",
"[53]\tvalid_0's poisson: -99.8485\tvalid_0's quantile: 3.80633\n",
"[54]\tvalid_0's poisson: -99.7637\tvalid_0's quantile: 3.8061\n",
"[55]\tvalid_0's poisson: -99.8762\tvalid_0's quantile: 3.80152\n",
"[56]\tvalid_0's poisson: -99.9418\tvalid_0's quantile: 3.76721\n",
"[57]\tvalid_0's poisson: -99.8555\tvalid_0's quantile: 3.75373\n",
"[58]\tvalid_0's poisson: -100.189\tvalid_0's quantile: 3.71854\n",
"[59]\tvalid_0's poisson: -100.167\tvalid_0's quantile: 3.7235\n",
"[60]\tvalid_0's poisson: -99.9688\tvalid_0's quantile: 3.72168\n",
"[61]\tvalid_0's poisson: -99.9986\tvalid_0's quantile: 3.72474\n",
"[62]\tvalid_0's poisson: -99.9494\tvalid_0's quantile: 3.71969\n",
"[63]\tvalid_0's poisson: -99.9468\tvalid_0's quantile: 3.71896\n",
"[64]\tvalid_0's poisson: -100.018\tvalid_0's quantile: 3.7169\n",
"[65]\tvalid_0's poisson: -99.8655\tvalid_0's quantile: 3.72334\n",
"[66]\tvalid_0's poisson: -99.9256\tvalid_0's quantile: 3.71861\n",
"[67]\tvalid_0's poisson: -100.011\tvalid_0's quantile: 3.71465\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -100.016\tvalid_0's quantile: 3.71466\n",
"[69]\tvalid_0's poisson: -100.008\tvalid_0's quantile: 3.71726\n",
"[70]\tvalid_0's poisson: -99.9604\tvalid_0's quantile: 3.71007\n",
"[71]\tvalid_0's poisson: -99.9715\tvalid_0's quantile: 3.71511\n",
"[72]\tvalid_0's poisson: -100.043\tvalid_0's quantile: 3.70562\n",
"[73]\tvalid_0's poisson: -100.074\tvalid_0's quantile: 3.7082\n",
"[74]\tvalid_0's poisson: -100.065\tvalid_0's quantile: 3.70944\n",
"[75]\tvalid_0's poisson: -100.067\tvalid_0's quantile: 3.70815\n",
"[76]\tvalid_0's poisson: -100.072\tvalid_0's quantile: 3.71019\n",
"[77]\tvalid_0's poisson: -100.036\tvalid_0's quantile: 3.70388\n",
"[78]\tvalid_0's poisson: -100.076\tvalid_0's quantile: 3.71911\n",
"[79]\tvalid_0's poisson: -100.07\tvalid_0's quantile: 3.71856\n",
"[80]\tvalid_0's poisson: -100.023\tvalid_0's quantile: 3.72009\n",
"[81]\tvalid_0's poisson: -100.136\tvalid_0's quantile: 3.71863\n",
"[82]\tvalid_0's poisson: -100.166\tvalid_0's quantile: 3.70998\n",
"[83]\tvalid_0's poisson: -100.141\tvalid_0's quantile: 3.71328\n",
"[84]\tvalid_0's poisson: -100.096\tvalid_0's quantile: 3.7123\n",
"[85]\tvalid_0's poisson: -100.564\tvalid_0's quantile: 3.67731\n",
"[86]\tvalid_0's poisson: -100.573\tvalid_0's quantile: 3.65923\n",
"[87]\tvalid_0's poisson: -100.585\tvalid_0's quantile: 3.65714\n",
"[88]\tvalid_0's poisson: -100.36\tvalid_0's quantile: 3.647\n",
"[89]\tvalid_0's poisson: -100.554\tvalid_0's quantile: 3.6268\n",
"[90]\tvalid_0's poisson: -100.612\tvalid_0's quantile: 3.62311\n",
"[91]\tvalid_0's poisson: -100.619\tvalid_0's quantile: 3.62177\n",
"[92]\tvalid_0's poisson: -100.588\tvalid_0's quantile: 3.62267\n",
"[93]\tvalid_0's poisson: -100.593\tvalid_0's quantile: 3.62383\n",
"[94]\tvalid_0's poisson: -100.596\tvalid_0's quantile: 3.61816\n",
"[95]\tvalid_0's poisson: -100.605\tvalid_0's quantile: 3.61646\n",
"[96]\tvalid_0's poisson: -100.571\tvalid_0's quantile: 3.61564\n",
"[97]\tvalid_0's poisson: -100.555\tvalid_0's quantile: 3.61447\n",
"[98]\tvalid_0's poisson: -100.586\tvalid_0's quantile: 3.61443\n",
"[99]\tvalid_0's poisson: -100.66\tvalid_0's quantile: 3.61115\n",
"[100]\tvalid_0's poisson: -100.636\tvalid_0's quantile: 3.61314\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -74.8731\tvalid_0's quantile: 8.14322\n",
"[2]\tvalid_0's poisson: -88.2809\tvalid_0's quantile: 6.09936\n",
"[3]\tvalid_0's poisson: -89.1901\tvalid_0's quantile: 5.87099\n",
"[4]\tvalid_0's poisson: -89.6181\tvalid_0's quantile: 5.57509\n",
"[5]\tvalid_0's poisson: -91.4679\tvalid_0's quantile: 5.28869\n",
"[6]\tvalid_0's poisson: -89.9807\tvalid_0's quantile: 5.17515\n",
"[7]\tvalid_0's poisson: -91.0569\tvalid_0's quantile: 5.08238\n",
"[8]\tvalid_0's poisson: -95.0401\tvalid_0's quantile: 4.60946\n",
"[9]\tvalid_0's poisson: -96.5399\tvalid_0's quantile: 4.5323\n",
"[10]\tvalid_0's poisson: -95.6805\tvalid_0's quantile: 4.47472\n",
"[11]\tvalid_0's poisson: -97.2994\tvalid_0's quantile: 4.34022\n",
"[12]\tvalid_0's poisson: -97.1407\tvalid_0's quantile: 4.31804\n",
"[13]\tvalid_0's poisson: -97.3778\tvalid_0's quantile: 4.27387\n",
"[14]\tvalid_0's poisson: -97.4165\tvalid_0's quantile: 4.26262\n",
"[15]\tvalid_0's poisson: -97.4528\tvalid_0's quantile: 4.24541\n",
"[16]\tvalid_0's poisson: -97.4281\tvalid_0's quantile: 4.23876\n",
"[17]\tvalid_0's poisson: -97.6635\tvalid_0's quantile: 4.21224\n",
"[18]\tvalid_0's poisson: -97.8075\tvalid_0's quantile: 4.19954\n",
"[19]\tvalid_0's poisson: -97.8403\tvalid_0's quantile: 4.18995\n",
"[20]\tvalid_0's poisson: -97.8238\tvalid_0's quantile: 4.18067\n",
"[21]\tvalid_0's poisson: -98.8966\tvalid_0's quantile: 4.0043\n",
"[22]\tvalid_0's poisson: -98.954\tvalid_0's quantile: 3.98734\n",
"[23]\tvalid_0's poisson: -98.9835\tvalid_0's quantile: 3.97093\n",
"[24]\tvalid_0's poisson: -99.0406\tvalid_0's quantile: 3.96052\n",
"[25]\tvalid_0's poisson: -99.0338\tvalid_0's quantile: 3.96136\n",
"[26]\tvalid_0's poisson: -99.5139\tvalid_0's quantile: 3.91063\n",
"[27]\tvalid_0's poisson: -99.4948\tvalid_0's quantile: 3.90559\n",
"[28]\tvalid_0's poisson: -99.3965\tvalid_0's quantile: 3.86007\n",
"[29]\tvalid_0's poisson: -99.3639\tvalid_0's quantile: 3.86081\n",
"[30]\tvalid_0's poisson: -99.4033\tvalid_0's quantile: 3.86072\n",
"[31]\tvalid_0's poisson: -99.4481\tvalid_0's quantile: 3.85686\n",
"[32]\tvalid_0's poisson: -99.6124\tvalid_0's quantile: 3.84314\n",
"[33]\tvalid_0's poisson: -99.6219\tvalid_0's quantile: 3.84077\n",
"[34]\tvalid_0's poisson: -99.6574\tvalid_0's quantile: 3.83035\n",
"[35]\tvalid_0's poisson: -99.9179\tvalid_0's quantile: 3.80568\n",
"[36]\tvalid_0's poisson: -99.9034\tvalid_0's quantile: 3.80462\n",
"[37]\tvalid_0's poisson: -100.027\tvalid_0's quantile: 3.79294\n",
"[38]\tvalid_0's poisson: -99.9989\tvalid_0's quantile: 3.79082\n",
"[39]\tvalid_0's poisson: -99.9509\tvalid_0's quantile: 3.79092\n",
"[40]\tvalid_0's poisson: -99.9291\tvalid_0's quantile: 3.79202\n",
"[41]\tvalid_0's poisson: -100.059\tvalid_0's quantile: 3.77826\n",
"[42]\tvalid_0's poisson: -100.042\tvalid_0's quantile: 3.77695\n",
"[43]\tvalid_0's poisson: -100.048\tvalid_0's quantile: 3.77671\n",
"[44]\tvalid_0's poisson: -100.029\tvalid_0's quantile: 3.77586\n",
"[45]\tvalid_0's poisson: -99.9521\tvalid_0's quantile: 3.78861\n",
"[46]\tvalid_0's poisson: -100.487\tvalid_0's quantile: 3.75987\n",
"[47]\tvalid_0's poisson: -100.309\tvalid_0's quantile: 3.73871\n",
"[48]\tvalid_0's poisson: -100.356\tvalid_0's quantile: 3.73474\n",
"[49]\tvalid_0's poisson: -100.252\tvalid_0's quantile: 3.71999\n",
"[50]\tvalid_0's poisson: -100.28\tvalid_0's quantile: 3.71853\n",
"[51]\tvalid_0's poisson: -100.36\tvalid_0's quantile: 3.71682\n",
"[52]\tvalid_0's poisson: -100.578\tvalid_0's quantile: 3.70011\n",
"[53]\tvalid_0's poisson: -100.607\tvalid_0's quantile: 3.69931\n",
"[54]\tvalid_0's poisson: -100.421\tvalid_0's quantile: 3.69716\n",
"[55]\tvalid_0's poisson: -100.357\tvalid_0's quantile: 3.6991\n",
"[56]\tvalid_0's poisson: -100.392\tvalid_0's quantile: 3.69504\n",
"[57]\tvalid_0's poisson: -100.369\tvalid_0's quantile: 3.69138\n",
"[58]\tvalid_0's poisson: -100.367\tvalid_0's quantile: 3.69076\n",
"[59]\tvalid_0's poisson: -100.35\tvalid_0's quantile: 3.69046\n",
"[60]\tvalid_0's poisson: -100.36\tvalid_0's quantile: 3.69072\n",
"[61]\tvalid_0's poisson: -100.385\tvalid_0's quantile: 3.69071\n",
"[62]\tvalid_0's poisson: -100.472\tvalid_0's quantile: 3.69245\n",
"[63]\tvalid_0's poisson: -100.472\tvalid_0's quantile: 3.69201\n",
"[64]\tvalid_0's poisson: -100.552\tvalid_0's quantile: 3.69039\n",
"[65]\tvalid_0's poisson: -100.536\tvalid_0's quantile: 3.69054\n",
"[66]\tvalid_0's poisson: -100.417\tvalid_0's quantile: 3.68667\n",
"[67]\tvalid_0's poisson: -100.538\tvalid_0's quantile: 3.68303\n",
"[68]\tvalid_0's poisson: -100.481\tvalid_0's quantile: 3.68063\n",
"[69]\tvalid_0's poisson: -100.553\tvalid_0's quantile: 3.67887\n",
"[70]\tvalid_0's poisson: -100.553\tvalid_0's quantile: 3.6748\n",
"[71]\tvalid_0's poisson: -100.5\tvalid_0's quantile: 3.66898\n",
"[72]\tvalid_0's poisson: -100.614\tvalid_0's quantile: 3.6619\n",
"[73]\tvalid_0's poisson: -100.82\tvalid_0's quantile: 3.63452\n",
"[74]\tvalid_0's poisson: -100.789\tvalid_0's quantile: 3.62731\n",
"[75]\tvalid_0's poisson: -100.806\tvalid_0's quantile: 3.62579\n",
"[76]\tvalid_0's poisson: -100.809\tvalid_0's quantile: 3.62613\n",
"[77]\tvalid_0's poisson: -100.809\tvalid_0's quantile: 3.62614\n",
"[78]\tvalid_0's poisson: -100.933\tvalid_0's quantile: 3.62124\n",
"[79]\tvalid_0's poisson: -100.955\tvalid_0's quantile: 3.62097\n",
"[80]\tvalid_0's poisson: -100.917\tvalid_0's quantile: 3.6204\n",
"[81]\tvalid_0's poisson: -100.968\tvalid_0's quantile: 3.62007\n",
"[82]\tvalid_0's poisson: -100.87\tvalid_0's quantile: 3.61872\n",
"[83]\tvalid_0's poisson: -100.834\tvalid_0's quantile: 3.61699\n",
"[84]\tvalid_0's poisson: -100.806\tvalid_0's quantile: 3.61411\n",
"[85]\tvalid_0's poisson: -100.848\tvalid_0's quantile: 3.61443\n",
"[86]\tvalid_0's poisson: -100.835\tvalid_0's quantile: 3.61442\n",
"[87]\tvalid_0's poisson: -100.917\tvalid_0's quantile: 3.61337\n",
"[88]\tvalid_0's poisson: -100.918\tvalid_0's quantile: 3.61357\n",
"[89]\tvalid_0's poisson: -101.118\tvalid_0's quantile: 3.59926\n",
"[90]\tvalid_0's poisson: -101.123\tvalid_0's quantile: 3.59891\n",
"[91]\tvalid_0's poisson: -101.072\tvalid_0's quantile: 3.5935\n",
"[92]\tvalid_0's poisson: -101.146\tvalid_0's quantile: 3.59382\n",
"[93]\tvalid_0's poisson: -101.064\tvalid_0's quantile: 3.59402\n",
"[94]\tvalid_0's poisson: -101.063\tvalid_0's quantile: 3.60016\n",
"[95]\tvalid_0's poisson: -101.118\tvalid_0's quantile: 3.59775\n",
"[96]\tvalid_0's poisson: -101.158\tvalid_0's quantile: 3.5963\n",
"[97]\tvalid_0's poisson: -101.21\tvalid_0's quantile: 3.58553\n",
"[98]\tvalid_0's poisson: -101.192\tvalid_0's quantile: 3.57824\n",
"[99]\tvalid_0's poisson: -101.161\tvalid_0's quantile: 3.57669\n",
"[100]\tvalid_0's poisson: -101.197\tvalid_0's quantile: 3.57644\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -74.7983\tvalid_0's quantile: 8.14042\n",
"[2]\tvalid_0's poisson: -88.297\tvalid_0's quantile: 6.13418\n",
"[3]\tvalid_0's poisson: -89.0593\tvalid_0's quantile: 5.90512\n",
"[4]\tvalid_0's poisson: -90.0049\tvalid_0's quantile: 5.56075\n",
"[5]\tvalid_0's poisson: -90.643\tvalid_0's quantile: 5.19089\n",
"[6]\tvalid_0's poisson: -90.0486\tvalid_0's quantile: 5.14466\n",
"[7]\tvalid_0's poisson: -91.1334\tvalid_0's quantile: 5.05959\n",
"[8]\tvalid_0's poisson: -95.4994\tvalid_0's quantile: 4.59535\n",
"[9]\tvalid_0's poisson: -95.7754\tvalid_0's quantile: 4.53768\n",
"[10]\tvalid_0's poisson: -97.5144\tvalid_0's quantile: 4.31913\n",
"[11]\tvalid_0's poisson: -97.713\tvalid_0's quantile: 4.30603\n",
"[12]\tvalid_0's poisson: -97.8359\tvalid_0's quantile: 4.2665\n",
"[13]\tvalid_0's poisson: -97.6636\tvalid_0's quantile: 4.25768\n",
"[14]\tvalid_0's poisson: -97.5704\tvalid_0's quantile: 4.24546\n",
"[15]\tvalid_0's poisson: -98.0038\tvalid_0's quantile: 4.1799\n",
"[16]\tvalid_0's poisson: -97.7185\tvalid_0's quantile: 4.17335\n",
"[17]\tvalid_0's poisson: -97.7369\tvalid_0's quantile: 4.1686\n",
"[18]\tvalid_0's poisson: -97.6617\tvalid_0's quantile: 4.16001\n",
"[19]\tvalid_0's poisson: -97.852\tvalid_0's quantile: 4.13899\n",
"[20]\tvalid_0's poisson: -98.0245\tvalid_0's quantile: 4.1022\n",
"[21]\tvalid_0's poisson: -98.1224\tvalid_0's quantile: 4.08209\n",
"[22]\tvalid_0's poisson: -98.4051\tvalid_0's quantile: 4.06036\n",
"[23]\tvalid_0's poisson: -98.3806\tvalid_0's quantile: 4.05516\n",
"[24]\tvalid_0's poisson: -98.5986\tvalid_0's quantile: 4.038\n",
"[25]\tvalid_0's poisson: -98.6095\tvalid_0's quantile: 4.03539\n",
"[26]\tvalid_0's poisson: -98.5409\tvalid_0's quantile: 4.03728\n",
"[27]\tvalid_0's poisson: -98.8329\tvalid_0's quantile: 4.00575\n",
"[28]\tvalid_0's poisson: -98.8921\tvalid_0's quantile: 4.00041\n",
"[29]\tvalid_0's poisson: -99.0464\tvalid_0's quantile: 3.98277\n",
"[30]\tvalid_0's poisson: -99.0578\tvalid_0's quantile: 3.97895\n",
"[31]\tvalid_0's poisson: -99.1945\tvalid_0's quantile: 3.96803\n",
"[32]\tvalid_0's poisson: -99.2235\tvalid_0's quantile: 3.96577\n",
"[33]\tvalid_0's poisson: -99.2109\tvalid_0's quantile: 3.9654\n",
"[34]\tvalid_0's poisson: -99.1233\tvalid_0's quantile: 3.95446\n",
"[35]\tvalid_0's poisson: -99.2579\tvalid_0's quantile: 3.94836\n",
"[36]\tvalid_0's poisson: -99.2826\tvalid_0's quantile: 3.94314\n",
"[37]\tvalid_0's poisson: -99.2883\tvalid_0's quantile: 3.93177\n",
"[38]\tvalid_0's poisson: -99.3172\tvalid_0's quantile: 3.92197\n",
"[39]\tvalid_0's poisson: -99.2831\tvalid_0's quantile: 3.91915\n",
"[40]\tvalid_0's poisson: -99.2793\tvalid_0's quantile: 3.92085\n",
"[41]\tvalid_0's poisson: -99.124\tvalid_0's quantile: 3.90949\n",
"[42]\tvalid_0's poisson: -99.3619\tvalid_0's quantile: 3.89344\n",
"[43]\tvalid_0's poisson: -99.4631\tvalid_0's quantile: 3.88341\n",
"[44]\tvalid_0's poisson: -99.416\tvalid_0's quantile: 3.87952\n",
"[45]\tvalid_0's poisson: -99.3564\tvalid_0's quantile: 3.88947\n",
"[46]\tvalid_0's poisson: -99.4498\tvalid_0's quantile: 3.88556\n",
"[47]\tvalid_0's poisson: -99.3853\tvalid_0's quantile: 3.83497\n",
"[48]\tvalid_0's poisson: -99.2708\tvalid_0's quantile: 3.8288\n",
"[49]\tvalid_0's poisson: -99.4429\tvalid_0's quantile: 3.82272\n",
"[50]\tvalid_0's poisson: -99.4395\tvalid_0's quantile: 3.82232\n",
"[51]\tvalid_0's poisson: -99.4946\tvalid_0's quantile: 3.8237\n",
"[52]\tvalid_0's poisson: -99.497\tvalid_0's quantile: 3.82148\n",
"[53]\tvalid_0's poisson: -99.5175\tvalid_0's quantile: 3.82077\n",
"[54]\tvalid_0's poisson: -99.5482\tvalid_0's quantile: 3.8231\n",
"[55]\tvalid_0's poisson: -99.574\tvalid_0's quantile: 3.81924\n",
"[56]\tvalid_0's poisson: -99.5273\tvalid_0's quantile: 3.81395\n",
"[57]\tvalid_0's poisson: -99.6111\tvalid_0's quantile: 3.80711\n",
"[58]\tvalid_0's poisson: -99.698\tvalid_0's quantile: 3.80215\n",
"[59]\tvalid_0's poisson: -99.8583\tvalid_0's quantile: 3.79751\n",
"[60]\tvalid_0's poisson: -99.7622\tvalid_0's quantile: 3.79729\n",
"[61]\tvalid_0's poisson: -99.7736\tvalid_0's quantile: 3.7919\n",
"[62]\tvalid_0's poisson: -99.7306\tvalid_0's quantile: 3.79079\n",
"[63]\tvalid_0's poisson: -99.6982\tvalid_0's quantile: 3.78891\n",
"[64]\tvalid_0's poisson: -99.7002\tvalid_0's quantile: 3.78704\n",
"[65]\tvalid_0's poisson: -100.645\tvalid_0's quantile: 3.69573\n",
"[66]\tvalid_0's poisson: -100.648\tvalid_0's quantile: 3.69618\n",
"[67]\tvalid_0's poisson: -100.523\tvalid_0's quantile: 3.68006\n",
"[68]\tvalid_0's poisson: -100.536\tvalid_0's quantile: 3.67156\n",
"[69]\tvalid_0's poisson: -100.559\tvalid_0's quantile: 3.67121\n",
"[70]\tvalid_0's poisson: -100.536\tvalid_0's quantile: 3.66876\n",
"[71]\tvalid_0's poisson: -100.577\tvalid_0's quantile: 3.67224\n",
"[72]\tvalid_0's poisson: -100.57\tvalid_0's quantile: 3.67046\n",
"[73]\tvalid_0's poisson: -100.57\tvalid_0's quantile: 3.67089\n",
"[74]\tvalid_0's poisson: -100.546\tvalid_0's quantile: 3.66928\n",
"[75]\tvalid_0's poisson: -100.52\tvalid_0's quantile: 3.66815\n",
"[76]\tvalid_0's poisson: -100.568\tvalid_0's quantile: 3.66148\n",
"[77]\tvalid_0's poisson: -100.512\tvalid_0's quantile: 3.65843\n",
"[78]\tvalid_0's poisson: -100.558\tvalid_0's quantile: 3.65916\n",
"[79]\tvalid_0's poisson: -100.572\tvalid_0's quantile: 3.65889\n",
"[80]\tvalid_0's poisson: -100.594\tvalid_0's quantile: 3.65981\n",
"[81]\tvalid_0's poisson: -100.549\tvalid_0's quantile: 3.64402\n",
"[82]\tvalid_0's poisson: -100.518\tvalid_0's quantile: 3.6391\n",
"[83]\tvalid_0's poisson: -100.57\tvalid_0's quantile: 3.63801\n",
"[84]\tvalid_0's poisson: -100.623\tvalid_0's quantile: 3.6358\n",
"[85]\tvalid_0's poisson: -100.612\tvalid_0's quantile: 3.6357\n",
"[86]\tvalid_0's poisson: -100.536\tvalid_0's quantile: 3.6289\n",
"[87]\tvalid_0's poisson: -100.557\tvalid_0's quantile: 3.62722\n",
"[88]\tvalid_0's poisson: -100.605\tvalid_0's quantile: 3.62395\n",
"[89]\tvalid_0's poisson: -100.582\tvalid_0's quantile: 3.62619\n",
"[90]\tvalid_0's poisson: -100.614\tvalid_0's quantile: 3.62239\n",
"[91]\tvalid_0's poisson: -100.625\tvalid_0's quantile: 3.61514\n",
"[92]\tvalid_0's poisson: -100.649\tvalid_0's quantile: 3.61456\n",
"[93]\tvalid_0's poisson: -100.681\tvalid_0's quantile: 3.61346\n",
"[94]\tvalid_0's poisson: -100.812\tvalid_0's quantile: 3.60034\n",
"[95]\tvalid_0's poisson: -100.827\tvalid_0's quantile: 3.59888\n",
"[96]\tvalid_0's poisson: -100.824\tvalid_0's quantile: 3.59558\n",
"[97]\tvalid_0's poisson: -100.768\tvalid_0's quantile: 3.59117\n",
"[98]\tvalid_0's poisson: -100.762\tvalid_0's quantile: 3.59142\n",
"[99]\tvalid_0's poisson: -100.718\tvalid_0's quantile: 3.57599\n",
"[100]\tvalid_0's poisson: -100.715\tvalid_0's quantile: 3.57714\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -78.8528\tvalid_0's quantile: 7.63161\n",
"[2]\tvalid_0's poisson: -86.7841\tvalid_0's quantile: 6.07735\n",
"[3]\tvalid_0's poisson: -88.2233\tvalid_0's quantile: 5.66619\n",
"[4]\tvalid_0's poisson: -85.0822\tvalid_0's quantile: 5.52864\n",
"[5]\tvalid_0's poisson: -90.3638\tvalid_0's quantile: 5.28889\n",
"[6]\tvalid_0's poisson: -90.534\tvalid_0's quantile: 5.23819\n",
"[7]\tvalid_0's poisson: -90.6549\tvalid_0's quantile: 5.17566\n",
"[8]\tvalid_0's poisson: -90.4221\tvalid_0's quantile: 5.14841\n",
"[9]\tvalid_0's poisson: -93.4131\tvalid_0's quantile: 4.93449\n",
"[10]\tvalid_0's poisson: -95.2097\tvalid_0's quantile: 4.69213\n",
"[11]\tvalid_0's poisson: -95.5583\tvalid_0's quantile: 4.62546\n",
"[12]\tvalid_0's poisson: -95.7422\tvalid_0's quantile: 4.58657\n",
"[13]\tvalid_0's poisson: -95.7109\tvalid_0's quantile: 4.56184\n",
"[14]\tvalid_0's poisson: -95.4821\tvalid_0's quantile: 4.59647\n",
"[15]\tvalid_0's poisson: -95.5427\tvalid_0's quantile: 4.5798\n",
"[16]\tvalid_0's poisson: -95.4078\tvalid_0's quantile: 4.56886\n",
"[17]\tvalid_0's poisson: -95.6066\tvalid_0's quantile: 4.54376\n",
"[18]\tvalid_0's poisson: -96.3155\tvalid_0's quantile: 4.52505\n",
"[19]\tvalid_0's poisson: -96.3553\tvalid_0's quantile: 4.5045\n",
"[20]\tvalid_0's poisson: -96.1331\tvalid_0's quantile: 4.48901\n",
"[21]\tvalid_0's poisson: -96.2812\tvalid_0's quantile: 4.47798\n",
"[22]\tvalid_0's poisson: -96.3112\tvalid_0's quantile: 4.46737\n",
"[23]\tvalid_0's poisson: -96.3835\tvalid_0's quantile: 4.45516\n",
"[24]\tvalid_0's poisson: -96.5155\tvalid_0's quantile: 4.45077\n",
"[25]\tvalid_0's poisson: -96.4139\tvalid_0's quantile: 4.43392\n",
"[26]\tvalid_0's poisson: -96.4583\tvalid_0's quantile: 4.42887\n",
"[27]\tvalid_0's poisson: -96.4906\tvalid_0's quantile: 4.42675\n",
"[28]\tvalid_0's poisson: -96.3866\tvalid_0's quantile: 4.42284\n",
"[29]\tvalid_0's poisson: -96.6135\tvalid_0's quantile: 4.38858\n",
"[30]\tvalid_0's poisson: -96.5827\tvalid_0's quantile: 4.38271\n",
"[31]\tvalid_0's poisson: -96.5537\tvalid_0's quantile: 4.37273\n",
"[32]\tvalid_0's poisson: -96.757\tvalid_0's quantile: 4.36554\n",
"[33]\tvalid_0's poisson: -96.6347\tvalid_0's quantile: 4.33922\n",
"[34]\tvalid_0's poisson: -96.7062\tvalid_0's quantile: 4.3315\n",
"[35]\tvalid_0's poisson: -96.6548\tvalid_0's quantile: 4.30547\n",
"[36]\tvalid_0's poisson: -96.7866\tvalid_0's quantile: 4.2717\n",
"[37]\tvalid_0's poisson: -96.8378\tvalid_0's quantile: 4.26979\n",
"[38]\tvalid_0's poisson: -96.935\tvalid_0's quantile: 4.25559\n",
"[39]\tvalid_0's poisson: -97.2677\tvalid_0's quantile: 4.20933\n",
"[40]\tvalid_0's poisson: -97.4218\tvalid_0's quantile: 4.18407\n",
"[41]\tvalid_0's poisson: -97.491\tvalid_0's quantile: 4.16677\n",
"[42]\tvalid_0's poisson: -97.7995\tvalid_0's quantile: 4.15362\n",
"[43]\tvalid_0's poisson: -97.9174\tvalid_0's quantile: 4.13676\n",
"[44]\tvalid_0's poisson: -98.149\tvalid_0's quantile: 4.10439\n",
"[45]\tvalid_0's poisson: -98.1355\tvalid_0's quantile: 4.10583\n",
"[46]\tvalid_0's poisson: -99.0261\tvalid_0's quantile: 4.03613\n",
"[47]\tvalid_0's poisson: -98.8526\tvalid_0's quantile: 4.02451\n",
"[48]\tvalid_0's poisson: -98.9017\tvalid_0's quantile: 4.01572\n",
"[49]\tvalid_0's poisson: -98.7495\tvalid_0's quantile: 3.98946\n",
"[50]\tvalid_0's poisson: -98.7773\tvalid_0's quantile: 3.98087\n",
"[51]\tvalid_0's poisson: -98.8983\tvalid_0's quantile: 3.94241\n",
"[52]\tvalid_0's poisson: -98.9421\tvalid_0's quantile: 3.9493\n",
"[53]\tvalid_0's poisson: -98.9342\tvalid_0's quantile: 3.94557\n",
"[54]\tvalid_0's poisson: -99.0875\tvalid_0's quantile: 3.93726\n",
"[55]\tvalid_0's poisson: -99.1549\tvalid_0's quantile: 3.94014\n",
"[56]\tvalid_0's poisson: -99.0971\tvalid_0's quantile: 3.93742\n",
"[57]\tvalid_0's poisson: -99.1547\tvalid_0's quantile: 3.88469\n",
"[58]\tvalid_0's poisson: -99.2096\tvalid_0's quantile: 3.8709\n",
"[59]\tvalid_0's poisson: -99.7439\tvalid_0's quantile: 3.85365\n",
"[60]\tvalid_0's poisson: -99.6118\tvalid_0's quantile: 3.85291\n",
"[61]\tvalid_0's poisson: -99.6247\tvalid_0's quantile: 3.8353\n",
"[62]\tvalid_0's poisson: -99.6011\tvalid_0's quantile: 3.83535\n",
"[63]\tvalid_0's poisson: -99.6451\tvalid_0's quantile: 3.82893\n",
"[64]\tvalid_0's poisson: -99.6571\tvalid_0's quantile: 3.82752\n",
"[65]\tvalid_0's poisson: -99.657\tvalid_0's quantile: 3.82791\n",
"[66]\tvalid_0's poisson: -99.6537\tvalid_0's quantile: 3.82858\n",
"[67]\tvalid_0's poisson: -99.6221\tvalid_0's quantile: 3.82923\n",
"[68]\tvalid_0's poisson: -99.5819\tvalid_0's quantile: 3.82304\n",
"[69]\tvalid_0's poisson: -99.5651\tvalid_0's quantile: 3.81397\n",
"[70]\tvalid_0's poisson: -99.5764\tvalid_0's quantile: 3.81286\n",
"[71]\tvalid_0's poisson: -99.6026\tvalid_0's quantile: 3.8101\n",
"[72]\tvalid_0's poisson: -99.6417\tvalid_0's quantile: 3.80905\n",
"[73]\tvalid_0's poisson: -99.6372\tvalid_0's quantile: 3.79933\n",
"[74]\tvalid_0's poisson: -99.6529\tvalid_0's quantile: 3.80075\n",
"[75]\tvalid_0's poisson: -99.6741\tvalid_0's quantile: 3.78295\n",
"[76]\tvalid_0's poisson: -99.7385\tvalid_0's quantile: 3.78274\n",
"[77]\tvalid_0's poisson: -99.6913\tvalid_0's quantile: 3.77473\n",
"[78]\tvalid_0's poisson: -99.696\tvalid_0's quantile: 3.76415\n",
"[79]\tvalid_0's poisson: -99.7257\tvalid_0's quantile: 3.75868\n",
"[80]\tvalid_0's poisson: -99.8595\tvalid_0's quantile: 3.71237\n",
"[81]\tvalid_0's poisson: -99.8897\tvalid_0's quantile: 3.7164\n",
"[82]\tvalid_0's poisson: -99.8544\tvalid_0's quantile: 3.71805\n",
"[83]\tvalid_0's poisson: -99.868\tvalid_0's quantile: 3.70091\n",
"[84]\tvalid_0's poisson: -99.8813\tvalid_0's quantile: 3.69712\n",
"[85]\tvalid_0's poisson: -100.017\tvalid_0's quantile: 3.69072\n",
"[86]\tvalid_0's poisson: -99.9798\tvalid_0's quantile: 3.68884\n",
"[87]\tvalid_0's poisson: -99.9966\tvalid_0's quantile: 3.68659\n",
"[88]\tvalid_0's poisson: -100.008\tvalid_0's quantile: 3.68456\n",
"[89]\tvalid_0's poisson: -100.072\tvalid_0's quantile: 3.67697\n",
"[90]\tvalid_0's poisson: -100.062\tvalid_0's quantile: 3.67839\n",
"[91]\tvalid_0's poisson: -100.061\tvalid_0's quantile: 3.68199\n",
"[92]\tvalid_0's poisson: -100.061\tvalid_0's quantile: 3.68212\n",
"[93]\tvalid_0's poisson: -100.015\tvalid_0's quantile: 3.68218\n",
"[94]\tvalid_0's poisson: -99.99\tvalid_0's quantile: 3.67507\n",
"[95]\tvalid_0's poisson: -100.025\tvalid_0's quantile: 3.67452\n",
"[96]\tvalid_0's poisson: -100.02\tvalid_0's quantile: 3.67115\n",
"[97]\tvalid_0's poisson: -100.07\tvalid_0's quantile: 3.66314\n",
"[98]\tvalid_0's poisson: -100.102\tvalid_0's quantile: 3.6632\n",
"[99]\tvalid_0's poisson: -100.09\tvalid_0's quantile: 3.6635\n",
"[100]\tvalid_0's poisson: -100.084\tvalid_0's quantile: 3.6633\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -75.2253\tvalid_0's quantile: 8.05886\n",
"[2]\tvalid_0's poisson: -87.8605\tvalid_0's quantile: 6.12995\n",
"[3]\tvalid_0's poisson: -88.549\tvalid_0's quantile: 5.94482\n",
"[4]\tvalid_0's poisson: -89.6923\tvalid_0's quantile: 5.56428\n",
"[5]\tvalid_0's poisson: -91.0974\tvalid_0's quantile: 5.22306\n",
"[6]\tvalid_0's poisson: -91.0535\tvalid_0's quantile: 5.15574\n",
"[7]\tvalid_0's poisson: -91.7395\tvalid_0's quantile: 5.04503\n",
"[8]\tvalid_0's poisson: -91.8909\tvalid_0's quantile: 5.03864\n",
"[9]\tvalid_0's poisson: -96.8101\tvalid_0's quantile: 4.53388\n",
"[10]\tvalid_0's poisson: -97.0931\tvalid_0's quantile: 4.5092\n",
"[11]\tvalid_0's poisson: -96.8552\tvalid_0's quantile: 4.46417\n",
"[12]\tvalid_0's poisson: -96.859\tvalid_0's quantile: 4.44084\n",
"[13]\tvalid_0's poisson: -96.8913\tvalid_0's quantile: 4.43289\n",
"[14]\tvalid_0's poisson: -97.466\tvalid_0's quantile: 4.38052\n",
"[15]\tvalid_0's poisson: -97.7487\tvalid_0's quantile: 4.34288\n",
"[16]\tvalid_0's poisson: -97.6653\tvalid_0's quantile: 4.33408\n",
"[17]\tvalid_0's poisson: -97.6112\tvalid_0's quantile: 4.32952\n",
"[18]\tvalid_0's poisson: -97.7209\tvalid_0's quantile: 4.31683\n",
"[19]\tvalid_0's poisson: -98.5235\tvalid_0's quantile: 4.21655\n",
"[20]\tvalid_0's poisson: -98.3185\tvalid_0's quantile: 4.21149\n",
"[21]\tvalid_0's poisson: -98.4034\tvalid_0's quantile: 4.18331\n",
"[22]\tvalid_0's poisson: -98.3112\tvalid_0's quantile: 4.17503\n",
"[23]\tvalid_0's poisson: -98.3703\tvalid_0's quantile: 4.17042\n",
"[24]\tvalid_0's poisson: -98.3987\tvalid_0's quantile: 4.16926\n",
"[25]\tvalid_0's poisson: -98.3958\tvalid_0's quantile: 4.16924\n",
"[26]\tvalid_0's poisson: -98.3877\tvalid_0's quantile: 4.16339\n",
"[27]\tvalid_0's poisson: -98.9548\tvalid_0's quantile: 4.09937\n",
"[28]\tvalid_0's poisson: -98.9043\tvalid_0's quantile: 4.09188\n",
"[29]\tvalid_0's poisson: -98.9668\tvalid_0's quantile: 4.09017\n",
"[30]\tvalid_0's poisson: -98.7954\tvalid_0's quantile: 4.04723\n",
"[31]\tvalid_0's poisson: -99.1621\tvalid_0's quantile: 4.03585\n",
"[32]\tvalid_0's poisson: -99.0051\tvalid_0's quantile: 4.02943\n",
"[33]\tvalid_0's poisson: -99.1451\tvalid_0's quantile: 4.02779\n",
"[34]\tvalid_0's poisson: -99.2347\tvalid_0's quantile: 4.02252\n",
"[35]\tvalid_0's poisson: -99.2141\tvalid_0's quantile: 4.01989\n",
"[36]\tvalid_0's poisson: -99.208\tvalid_0's quantile: 4.01609\n",
"[37]\tvalid_0's poisson: -99.2169\tvalid_0's quantile: 4.00048\n",
"[38]\tvalid_0's poisson: -99.2439\tvalid_0's quantile: 3.98198\n",
"[39]\tvalid_0's poisson: -99.2741\tvalid_0's quantile: 3.98222\n",
"[40]\tvalid_0's poisson: -99.3765\tvalid_0's quantile: 3.97139\n",
"[41]\tvalid_0's poisson: -99.3482\tvalid_0's quantile: 3.97252\n",
"[42]\tvalid_0's poisson: -99.2496\tvalid_0's quantile: 3.98386\n",
"[43]\tvalid_0's poisson: -99.2704\tvalid_0's quantile: 3.98173\n",
"[44]\tvalid_0's poisson: -99.3476\tvalid_0's quantile: 3.98001\n",
"[45]\tvalid_0's poisson: -99.326\tvalid_0's quantile: 3.97699\n",
"[46]\tvalid_0's poisson: -99.061\tvalid_0's quantile: 3.96563\n",
"[47]\tvalid_0's poisson: -99.0771\tvalid_0's quantile: 3.94101\n",
"[48]\tvalid_0's poisson: -99.2258\tvalid_0's quantile: 3.94001\n",
"[49]\tvalid_0's poisson: -99.1817\tvalid_0's quantile: 3.93705\n",
"[50]\tvalid_0's poisson: -99.1674\tvalid_0's quantile: 3.92692\n",
"[51]\tvalid_0's poisson: -99.2707\tvalid_0's quantile: 3.91922\n",
"[52]\tvalid_0's poisson: -99.2879\tvalid_0's quantile: 3.91718\n",
"[53]\tvalid_0's poisson: -99.2574\tvalid_0's quantile: 3.91374\n",
"[54]\tvalid_0's poisson: -99.2615\tvalid_0's quantile: 3.91005\n",
"[55]\tvalid_0's poisson: -99.2948\tvalid_0's quantile: 3.91012\n",
"[56]\tvalid_0's poisson: -99.0031\tvalid_0's quantile: 3.90666\n",
"[57]\tvalid_0's poisson: -99.0341\tvalid_0's quantile: 3.9059\n",
"[58]\tvalid_0's poisson: -99.048\tvalid_0's quantile: 3.90246\n",
"[59]\tvalid_0's poisson: -99.1908\tvalid_0's quantile: 3.88797\n",
"[60]\tvalid_0's poisson: -99.1395\tvalid_0's quantile: 3.88785\n",
"[61]\tvalid_0's poisson: -99.1911\tvalid_0's quantile: 3.88017\n",
"[62]\tvalid_0's poisson: -99.2986\tvalid_0's quantile: 3.87759\n",
"[63]\tvalid_0's poisson: -99.308\tvalid_0's quantile: 3.86557\n",
"[64]\tvalid_0's poisson: -99.3149\tvalid_0's quantile: 3.86454\n",
"[65]\tvalid_0's poisson: -99.3888\tvalid_0's quantile: 3.85918\n",
"[66]\tvalid_0's poisson: -99.3789\tvalid_0's quantile: 3.86012\n",
"[67]\tvalid_0's poisson: -99.5303\tvalid_0's quantile: 3.84566\n",
"[68]\tvalid_0's poisson: -99.5464\tvalid_0's quantile: 3.84398\n",
"[69]\tvalid_0's poisson: -99.5192\tvalid_0's quantile: 3.84144\n",
"[70]\tvalid_0's poisson: -99.4023\tvalid_0's quantile: 3.83881\n",
"[71]\tvalid_0's poisson: -99.4892\tvalid_0's quantile: 3.83746\n",
"[72]\tvalid_0's poisson: -99.4917\tvalid_0's quantile: 3.83167\n",
"[73]\tvalid_0's poisson: -99.4913\tvalid_0's quantile: 3.83122\n",
"[74]\tvalid_0's poisson: -99.4974\tvalid_0's quantile: 3.83007\n",
"[75]\tvalid_0's poisson: -99.5046\tvalid_0's quantile: 3.81409\n",
"[76]\tvalid_0's poisson: -99.5531\tvalid_0's quantile: 3.81106\n",
"[77]\tvalid_0's poisson: -99.7887\tvalid_0's quantile: 3.79739\n",
"[78]\tvalid_0's poisson: -99.7758\tvalid_0's quantile: 3.78973\n",
"[79]\tvalid_0's poisson: -99.8874\tvalid_0's quantile: 3.77437\n",
"[80]\tvalid_0's poisson: -99.9205\tvalid_0's quantile: 3.76722\n",
"[81]\tvalid_0's poisson: -99.9138\tvalid_0's quantile: 3.76547\n",
"[82]\tvalid_0's poisson: -99.8958\tvalid_0's quantile: 3.76926\n",
"[83]\tvalid_0's poisson: -99.9785\tvalid_0's quantile: 3.76845\n",
"[84]\tvalid_0's poisson: -99.9108\tvalid_0's quantile: 3.76754\n",
"[85]\tvalid_0's poisson: -99.919\tvalid_0's quantile: 3.77784\n",
"[86]\tvalid_0's poisson: -99.9582\tvalid_0's quantile: 3.77846\n",
"[87]\tvalid_0's poisson: -100.016\tvalid_0's quantile: 3.77933\n",
"[88]\tvalid_0's poisson: -99.9622\tvalid_0's quantile: 3.78017\n",
"[89]\tvalid_0's poisson: -99.922\tvalid_0's quantile: 3.77972\n",
"[90]\tvalid_0's poisson: -99.8385\tvalid_0's quantile: 3.78196\n",
"[91]\tvalid_0's poisson: -99.7881\tvalid_0's quantile: 3.78045\n",
"[92]\tvalid_0's poisson: -99.7909\tvalid_0's quantile: 3.77956\n",
"[93]\tvalid_0's poisson: -99.7998\tvalid_0's quantile: 3.78094\n",
"[94]\tvalid_0's poisson: -99.8277\tvalid_0's quantile: 3.77223\n",
"[95]\tvalid_0's poisson: -99.9912\tvalid_0's quantile: 3.75563\n",
"[96]\tvalid_0's poisson: -99.911\tvalid_0's quantile: 3.75346\n",
"[97]\tvalid_0's poisson: -99.9704\tvalid_0's quantile: 3.74428\n",
"[98]\tvalid_0's poisson: -100.049\tvalid_0's quantile: 3.74048\n",
"[99]\tvalid_0's poisson: -100.055\tvalid_0's quantile: 3.74145\n",
"[100]\tvalid_0's poisson: -100.053\tvalid_0's quantile: 3.74229\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.4643\tvalid_0's quantile: 11.5903\n",
"[2]\tvalid_0's poisson: -62.7152\tvalid_0's quantile: 11.4897\n",
"[3]\tvalid_0's poisson: -63.0495\tvalid_0's quantile: 11.3819\n",
"[4]\tvalid_0's poisson: -63.3741\tvalid_0's quantile: 11.2778\n",
"[5]\tvalid_0's poisson: -63.6895\tvalid_0's quantile: 11.1761\n",
"[6]\tvalid_0's poisson: -63.996\tvalid_0's quantile: 11.078\n",
"[7]\tvalid_0's poisson: -64.294\tvalid_0's quantile: 10.9828\n",
"[8]\tvalid_0's poisson: -64.6629\tvalid_0's quantile: 10.872\n",
"[9]\tvalid_0's poisson: -64.9455\tvalid_0's quantile: 10.7732\n",
"[10]\tvalid_0's poisson: -65.1899\tvalid_0's quantile: 10.6904\n",
"[11]\tvalid_0's poisson: -65.5007\tvalid_0's quantile: 10.5926\n",
"[12]\tvalid_0's poisson: -65.7658\tvalid_0's quantile: 10.5022\n",
"[13]\tvalid_0's poisson: -66.0468\tvalid_0's quantile: 10.4221\n",
"[14]\tvalid_0's poisson: -66.3846\tvalid_0's quantile: 10.3285\n",
"[15]\tvalid_0's poisson: -66.6526\tvalid_0's quantile: 10.2517\n",
"[16]\tvalid_0's poisson: -66.9141\tvalid_0's quantile: 10.1769\n",
"[17]\tvalid_0's poisson: -67.2681\tvalid_0's quantile: 10.0852\n",
"[18]\tvalid_0's poisson: -67.6141\tvalid_0's quantile: 9.99643\n",
"[19]\tvalid_0's poisson: -67.9524\tvalid_0's quantile: 9.90974\n",
"[20]\tvalid_0's poisson: -68.2833\tvalid_0's quantile: 9.82527\n",
"[21]\tvalid_0's poisson: -68.5753\tvalid_0's quantile: 9.75599\n",
"[22]\tvalid_0's poisson: -68.8984\tvalid_0's quantile: 9.67539\n",
"[23]\tvalid_0's poisson: -69.2145\tvalid_0's quantile: 9.59763\n",
"[24]\tvalid_0's poisson: -69.5238\tvalid_0's quantile: 9.52241\n",
"[25]\tvalid_0's poisson: -69.8069\tvalid_0's quantile: 9.45705\n",
"[26]\tvalid_0's poisson: -70.1085\tvalid_0's quantile: 9.38419\n",
"[27]\tvalid_0's poisson: -70.4037\tvalid_0's quantile: 9.31282\n",
"[28]\tvalid_0's poisson: -70.6927\tvalid_0's quantile: 9.24299\n",
"[29]\tvalid_0's poisson: -70.9934\tvalid_0's quantile: 9.17726\n",
"[30]\tvalid_0's poisson: -71.2532\tvalid_0's quantile: 9.11063\n",
"[31]\tvalid_0's poisson: -71.5287\tvalid_0's quantile: 9.04987\n",
"[32]\tvalid_0's poisson: -71.7925\tvalid_0's quantile: 8.98461\n",
"[33]\tvalid_0's poisson: -72.0854\tvalid_0's quantile: 8.92319\n",
"[34]\tvalid_0's poisson: -72.3831\tvalid_0's quantile: 8.86458\n",
"[35]\tvalid_0's poisson: -72.6366\tvalid_0's quantile: 8.80288\n",
"[36]\tvalid_0's poisson: -72.8814\tvalid_0's quantile: 8.74307\n",
"[37]\tvalid_0's poisson: -73.1661\tvalid_0's quantile: 8.68805\n",
"[38]\tvalid_0's poisson: -73.4171\tvalid_0's quantile: 8.63472\n",
"[39]\tvalid_0's poisson: -73.754\tvalid_0's quantile: 8.57786\n",
"[40]\tvalid_0's poisson: -73.9913\tvalid_0's quantile: 8.52121\n",
"[41]\tvalid_0's poisson: -74.3193\tvalid_0's quantile: 8.4663\n",
"[42]\tvalid_0's poisson: -74.5903\tvalid_0's quantile: 8.41489\n",
"[43]\tvalid_0's poisson: -74.8155\tvalid_0's quantile: 8.36064\n",
"[44]\tvalid_0's poisson: -75.0362\tvalid_0's quantile: 8.30747\n",
"[45]\tvalid_0's poisson: -75.2758\tvalid_0's quantile: 8.25743\n",
"[46]\tvalid_0's poisson: -75.5105\tvalid_0's quantile: 8.20839\n",
"[47]\tvalid_0's poisson: -75.8179\tvalid_0's quantile: 8.15752\n",
"[48]\tvalid_0's poisson: -76.1195\tvalid_0's quantile: 8.10769\n",
"[49]\tvalid_0's poisson: -76.4155\tvalid_0's quantile: 8.05875\n",
"[50]\tvalid_0's poisson: -76.6636\tvalid_0's quantile: 8.01244\n",
"[51]\tvalid_0's poisson: -76.8653\tvalid_0's quantile: 7.96288\n",
"[52]\tvalid_0's poisson: -77.1502\tvalid_0's quantile: 7.91592\n",
"[53]\tvalid_0's poisson: -77.3881\tvalid_0's quantile: 7.87188\n",
"[54]\tvalid_0's poisson: -77.5779\tvalid_0's quantile: 7.82422\n",
"[55]\tvalid_0's poisson: -77.8515\tvalid_0's quantile: 7.77952\n",
"[56]\tvalid_0's poisson: -78.0386\tvalid_0's quantile: 7.733\n",
"[57]\tvalid_0's poisson: -78.3052\tvalid_0's quantile: 7.68981\n",
"[58]\tvalid_0's poisson: -78.4832\tvalid_0's quantile: 7.6448\n",
"[59]\tvalid_0's poisson: -78.7029\tvalid_0's quantile: 7.60441\n",
"[60]\tvalid_0's poisson: -78.8746\tvalid_0's quantile: 7.56136\n",
"[61]\tvalid_0's poisson: -79.047\tvalid_0's quantile: 7.51896\n",
"[62]\tvalid_0's poisson: -79.2579\tvalid_0's quantile: 7.48134\n",
"[63]\tvalid_0's poisson: -79.5069\tvalid_0's quantile: 7.4413\n",
"[64]\tvalid_0's poisson: -79.6716\tvalid_0's quantile: 7.40022\n",
"[65]\tvalid_0's poisson: -79.833\tvalid_0's quantile: 7.36026\n",
"[66]\tvalid_0's poisson: -80.0799\tvalid_0's quantile: 7.32175\n",
"[67]\tvalid_0's poisson: -80.2771\tvalid_0's quantile: 7.28705\n",
"[68]\tvalid_0's poisson: -80.4307\tvalid_0's quantile: 7.2489\n",
"[69]\tvalid_0's poisson: -80.6687\tvalid_0's quantile: 7.2119\n",
"[70]\tvalid_0's poisson: -80.9024\tvalid_0's quantile: 7.17575\n",
"[71]\tvalid_0's poisson: -81.0495\tvalid_0's quantile: 7.1389\n",
"[72]\tvalid_0's poisson: -81.2778\tvalid_0's quantile: 7.10382\n",
"[73]\tvalid_0's poisson: -81.435\tvalid_0's quantile: 7.06675\n",
"[74]\tvalid_0's poisson: -81.6717\tvalid_0's quantile: 7.03133\n",
"[75]\tvalid_0's poisson: -81.9041\tvalid_0's quantile: 6.99678\n",
"[76]\tvalid_0's poisson: -82.0973\tvalid_0's quantile: 6.96426\n",
"[77]\tvalid_0's poisson: -82.2809\tvalid_0's quantile: 6.93263\n",
"[78]\tvalid_0's poisson: -82.427\tvalid_0's quantile: 6.89762\n",
"[79]\tvalid_0's poisson: -82.6201\tvalid_0's quantile: 6.86606\n",
"[80]\tvalid_0's poisson: -82.8013\tvalid_0's quantile: 6.83627\n",
"[81]\tvalid_0's poisson: -83.0185\tvalid_0's quantile: 6.80401\n",
"[82]\tvalid_0's poisson: -83.1949\tvalid_0's quantile: 6.77507\n",
"[83]\tvalid_0's poisson: -83.3312\tvalid_0's quantile: 6.74232\n",
"[84]\tvalid_0's poisson: -83.5406\tvalid_0's quantile: 6.7114\n",
"[85]\tvalid_0's poisson: -83.7408\tvalid_0's quantile: 6.68086\n",
"[86]\tvalid_0's poisson: -83.9159\tvalid_0's quantile: 6.6522\n",
"[87]\tvalid_0's poisson: -84.0453\tvalid_0's quantile: 6.62118\n",
"[88]\tvalid_0's poisson: -84.243\tvalid_0's quantile: 6.59217\n",
"[89]\tvalid_0's poisson: -84.3682\tvalid_0's quantile: 6.56207\n",
"[90]\tvalid_0's poisson: -84.5659\tvalid_0's quantile: 6.53205\n",
"[91]\tvalid_0's poisson: -84.7616\tvalid_0's quantile: 6.50255\n",
"[92]\tvalid_0's poisson: -84.9188\tvalid_0's quantile: 6.4696\n",
"[93]\tvalid_0's poisson: -85.1017\tvalid_0's quantile: 6.44249\n",
"[94]\tvalid_0's poisson: -85.2503\tvalid_0's quantile: 6.41093\n",
"[95]\tvalid_0's poisson: -85.4044\tvalid_0's quantile: 6.38581\n",
"[96]\tvalid_0's poisson: -85.587\tvalid_0's quantile: 6.35851\n",
"[97]\tvalid_0's poisson: -85.7366\tvalid_0's quantile: 6.33415\n",
"[98]\tvalid_0's poisson: -85.8772\tvalid_0's quantile: 6.30473\n",
"[99]\tvalid_0's poisson: -86.0295\tvalid_0's quantile: 6.28009\n",
"[100]\tvalid_0's poisson: -86.1658\tvalid_0's quantile: 6.25186\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.4627\tvalid_0's quantile: 11.5896\n",
"[2]\tvalid_0's poisson: -62.7548\tvalid_0's quantile: 11.4846\n",
"[3]\tvalid_0's poisson: -63.0989\tvalid_0's quantile: 11.3751\n",
"[4]\tvalid_0's poisson: -63.4332\tvalid_0's quantile: 11.2694\n",
"[5]\tvalid_0's poisson: -63.758\tvalid_0's quantile: 11.1662\n",
"[6]\tvalid_0's poisson: -64.0196\tvalid_0's quantile: 11.073\n",
"[7]\tvalid_0's poisson: -64.3282\tvalid_0's quantile: 10.9763\n",
"[8]\tvalid_0's poisson: -64.5783\tvalid_0's quantile: 10.8891\n",
"[9]\tvalid_0's poisson: -64.8709\tvalid_0's quantile: 10.7984\n",
"[10]\tvalid_0's poisson: -65.1558\tvalid_0's quantile: 10.7108\n",
"[11]\tvalid_0's poisson: -65.4737\tvalid_0's quantile: 10.6121\n",
"[12]\tvalid_0's poisson: -65.8299\tvalid_0's quantile: 10.5111\n",
"[13]\tvalid_0's poisson: -66.1738\tvalid_0's quantile: 10.4129\n",
"[14]\tvalid_0's poisson: -66.5091\tvalid_0's quantile: 10.3171\n",
"[15]\tvalid_0's poisson: -66.8362\tvalid_0's quantile: 10.2246\n",
"[16]\tvalid_0's poisson: -67.0897\tvalid_0's quantile: 10.1499\n",
"[17]\tvalid_0's poisson: -67.4038\tvalid_0's quantile: 10.0625\n",
"[18]\tvalid_0's poisson: -67.7103\tvalid_0's quantile: 9.97785\n",
"[19]\tvalid_0's poisson: -68.0095\tvalid_0's quantile: 9.89517\n",
"[20]\tvalid_0's poisson: -68.3491\tvalid_0's quantile: 9.81792\n",
"[21]\tvalid_0's poisson: -68.6833\tvalid_0's quantile: 9.7339\n",
"[22]\tvalid_0's poisson: -69.0103\tvalid_0's quantile: 9.65312\n",
"[23]\tvalid_0's poisson: -69.3301\tvalid_0's quantile: 9.5752\n",
"[24]\tvalid_0's poisson: -69.643\tvalid_0's quantile: 9.49916\n",
"[25]\tvalid_0's poisson: -69.959\tvalid_0's quantile: 9.42932\n",
"[26]\tvalid_0's poisson: -70.2586\tvalid_0's quantile: 9.35558\n",
"[27]\tvalid_0's poisson: -70.5417\tvalid_0's quantile: 9.29059\n",
"[28]\tvalid_0's poisson: -70.8132\tvalid_0's quantile: 9.2199\n",
"[29]\tvalid_0's poisson: -71.0933\tvalid_0's quantile: 9.14952\n",
"[30]\tvalid_0's poisson: -71.3928\tvalid_0's quantile: 9.08601\n",
"[31]\tvalid_0's poisson: -71.6667\tvalid_0's quantile: 9.0185\n",
"[32]\tvalid_0's poisson: -71.9398\tvalid_0's quantile: 8.9528\n",
"[33]\tvalid_0's poisson: -72.2315\tvalid_0's quantile: 8.89217\n",
"[34]\tvalid_0's poisson: -72.4932\tvalid_0's quantile: 8.82873\n",
"[35]\tvalid_0's poisson: -72.7543\tvalid_0's quantile: 8.76748\n",
"[36]\tvalid_0's poisson: -73.0378\tvalid_0's quantile: 8.71022\n",
"[37]\tvalid_0's poisson: -73.2943\tvalid_0's quantile: 8.65577\n",
"[38]\tvalid_0's poisson: -73.5437\tvalid_0's quantile: 8.59671\n",
"[39]\tvalid_0's poisson: -73.8848\tvalid_0's quantile: 8.53868\n",
"[40]\tvalid_0's poisson: -74.2195\tvalid_0's quantile: 8.48191\n",
"[41]\tvalid_0's poisson: -74.4576\tvalid_0's quantile: 8.42511\n",
"[42]\tvalid_0's poisson: -74.7809\tvalid_0's quantile: 8.36979\n",
"[43]\tvalid_0's poisson: -75.0116\tvalid_0's quantile: 8.31465\n",
"[44]\tvalid_0's poisson: -75.3247\tvalid_0's quantile: 8.26095\n",
"[45]\tvalid_0's poisson: -75.5485\tvalid_0's quantile: 8.20741\n",
"[46]\tvalid_0's poisson: -75.7678\tvalid_0's quantile: 8.15521\n",
"[47]\tvalid_0's poisson: -76.0707\tvalid_0's quantile: 8.10434\n",
"[48]\tvalid_0's poisson: -76.3653\tvalid_0's quantile: 8.05448\n",
"[49]\tvalid_0's poisson: -76.627\tvalid_0's quantile: 8.00575\n",
"[50]\tvalid_0's poisson: -76.8353\tvalid_0's quantile: 7.9558\n",
"[51]\tvalid_0's poisson: -77.0395\tvalid_0's quantile: 7.90677\n",
"[52]\tvalid_0's poisson: -77.3222\tvalid_0's quantile: 7.85978\n",
"[53]\tvalid_0's poisson: -77.5698\tvalid_0's quantile: 7.81417\n",
"[54]\tvalid_0's poisson: -77.8432\tvalid_0's quantile: 7.7689\n",
"[55]\tvalid_0's poisson: -78.0832\tvalid_0's quantile: 7.72482\n",
"[56]\tvalid_0's poisson: -78.2716\tvalid_0's quantile: 7.67848\n",
"[57]\tvalid_0's poisson: -78.5329\tvalid_0's quantile: 7.63421\n",
"[58]\tvalid_0's poisson: -78.7864\tvalid_0's quantile: 7.59109\n",
"[59]\tvalid_0's poisson: -79.0144\tvalid_0's quantile: 7.54985\n",
"[60]\tvalid_0's poisson: -79.264\tvalid_0's quantile: 7.50865\n",
"[61]\tvalid_0's poisson: -79.4406\tvalid_0's quantile: 7.46536\n",
"[62]\tvalid_0's poisson: -79.683\tvalid_0's quantile: 7.42539\n",
"[63]\tvalid_0's poisson: -79.8517\tvalid_0's quantile: 7.38342\n",
"[64]\tvalid_0's poisson: -80.0846\tvalid_0's quantile: 7.34516\n",
"[65]\tvalid_0's poisson: -80.251\tvalid_0's quantile: 7.30434\n",
"[66]\tvalid_0's poisson: -80.4599\tvalid_0's quantile: 7.26725\n",
"[67]\tvalid_0's poisson: -80.6835\tvalid_0's quantile: 7.23053\n",
"[68]\tvalid_0's poisson: -80.8869\tvalid_0's quantile: 7.19451\n",
"[69]\tvalid_0's poisson: -81.0439\tvalid_0's quantile: 7.15573\n",
"[70]\tvalid_0's poisson: -81.2143\tvalid_0's quantile: 7.11613\n",
"[71]\tvalid_0's poisson: -81.4284\tvalid_0's quantile: 7.08137\n",
"[72]\tvalid_0's poisson: -81.5939\tvalid_0's quantile: 7.04294\n",
"[73]\tvalid_0's poisson: -81.8204\tvalid_0's quantile: 7.0082\n",
"[74]\tvalid_0's poisson: -81.9808\tvalid_0's quantile: 6.97101\n",
"[75]\tvalid_0's poisson: -82.2018\tvalid_0's quantile: 6.93738\n",
"[76]\tvalid_0's poisson: -82.3575\tvalid_0's quantile: 6.90142\n",
"[77]\tvalid_0's poisson: -82.5732\tvalid_0's quantile: 6.86904\n",
"[78]\tvalid_0's poisson: -82.7864\tvalid_0's quantile: 6.83633\n",
"[79]\tvalid_0's poisson: -82.9798\tvalid_0's quantile: 6.80366\n",
"[80]\tvalid_0's poisson: -83.1266\tvalid_0's quantile: 6.7695\n",
"[81]\tvalid_0's poisson: -83.33\tvalid_0's quantile: 6.73901\n",
"[82]\tvalid_0's poisson: -83.5296\tvalid_0's quantile: 6.70925\n",
"[83]\tvalid_0's poisson: -83.7128\tvalid_0's quantile: 6.67844\n",
"[84]\tvalid_0's poisson: -83.918\tvalid_0's quantile: 6.64623\n",
"[85]\tvalid_0's poisson: -84.0554\tvalid_0's quantile: 6.61396\n",
"[86]\tvalid_0's poisson: -84.1925\tvalid_0's quantile: 6.58293\n",
"[87]\tvalid_0's poisson: -84.3675\tvalid_0's quantile: 6.55401\n",
"[88]\tvalid_0's poisson: -84.5605\tvalid_0's quantile: 6.52364\n",
"[89]\tvalid_0's poisson: -84.7172\tvalid_0's quantile: 6.48918\n",
"[90]\tvalid_0's poisson: -84.8709\tvalid_0's quantile: 6.45555\n",
"[91]\tvalid_0's poisson: -85.0412\tvalid_0's quantile: 6.42795\n",
"[92]\tvalid_0's poisson: -85.2245\tvalid_0's quantile: 6.39994\n",
"[93]\tvalid_0's poisson: -85.3521\tvalid_0's quantile: 6.37197\n",
"[94]\tvalid_0's poisson: -85.5168\tvalid_0's quantile: 6.34586\n",
"[95]\tvalid_0's poisson: -85.6785\tvalid_0's quantile: 6.32054\n",
"[96]\tvalid_0's poisson: -85.8373\tvalid_0's quantile: 6.29598\n",
"[97]\tvalid_0's poisson: -85.9783\tvalid_0's quantile: 6.26612\n",
"[98]\tvalid_0's poisson: -86.1332\tvalid_0's quantile: 6.24236\n",
"[99]\tvalid_0's poisson: -86.2994\tvalid_0's quantile: 6.21786\n",
"[100]\tvalid_0's poisson: -86.4334\tvalid_0's quantile: 6.18966\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.0893\tvalid_0's quantile: 11.5787\n",
"[2]\tvalid_0's poisson: -63.3752\tvalid_0's quantile: 11.4712\n",
"[3]\tvalid_0's poisson: -63.605\tvalid_0's quantile: 11.3703\n",
"[4]\tvalid_0's poisson: -63.873\tvalid_0's quantile: 11.2691\n",
"[5]\tvalid_0's poisson: -64.1943\tvalid_0's quantile: 11.1633\n",
"[6]\tvalid_0's poisson: -64.5063\tvalid_0's quantile: 11.0612\n",
"[7]\tvalid_0's poisson: -64.7092\tvalid_0's quantile: 10.9727\n",
"[8]\tvalid_0's poisson: -64.9053\tvalid_0's quantile: 10.8882\n",
"[9]\tvalid_0's poisson: -65.1951\tvalid_0's quantile: 10.7952\n",
"[10]\tvalid_0's poisson: -65.5631\tvalid_0's quantile: 10.683\n",
"[11]\tvalid_0's poisson: -65.8293\tvalid_0's quantile: 10.5851\n",
"[12]\tvalid_0's poisson: -66.0137\tvalid_0's quantile: 10.511\n",
"[13]\tvalid_0's poisson: -66.2328\tvalid_0's quantile: 10.4357\n",
"[14]\tvalid_0's poisson: -66.5219\tvalid_0's quantile: 10.3412\n",
"[15]\tvalid_0's poisson: -66.8032\tvalid_0's quantile: 10.2495\n",
"[16]\tvalid_0's poisson: -67.0769\tvalid_0's quantile: 10.1609\n",
"[17]\tvalid_0's poisson: -67.4295\tvalid_0's quantile: 10.0784\n",
"[18]\tvalid_0's poisson: -67.7701\tvalid_0's quantile: 9.98509\n",
"[19]\tvalid_0's poisson: -68.1026\tvalid_0's quantile: 9.89456\n",
"[20]\tvalid_0's poisson: -68.4275\tvalid_0's quantile: 9.8064\n",
"[21]\tvalid_0's poisson: -68.7449\tvalid_0's quantile: 9.72083\n",
"[22]\tvalid_0's poisson: -69.0135\tvalid_0's quantile: 9.65203\n",
"[23]\tvalid_0's poisson: -69.3178\tvalid_0's quantile: 9.57151\n",
"[24]\tvalid_0's poisson: -69.6153\tvalid_0's quantile: 9.49397\n",
"[25]\tvalid_0's poisson: -69.8986\tvalid_0's quantile: 9.42722\n",
"[26]\tvalid_0's poisson: -70.1868\tvalid_0's quantile: 9.35264\n",
"[27]\tvalid_0's poisson: -70.4584\tvalid_0's quantile: 9.28781\n",
"[28]\tvalid_0's poisson: -70.738\tvalid_0's quantile: 9.21604\n",
"[29]\tvalid_0's poisson: -71.0384\tvalid_0's quantile: 9.15044\n",
"[30]\tvalid_0's poisson: -71.3085\tvalid_0's quantile: 9.08166\n",
"[31]\tvalid_0's poisson: -71.5677\tvalid_0's quantile: 9.02166\n",
"[32]\tvalid_0's poisson: -71.8265\tvalid_0's quantile: 8.95477\n",
"[33]\tvalid_0's poisson: -72.0833\tvalid_0's quantile: 8.88991\n",
"[34]\tvalid_0's poisson: -72.3411\tvalid_0's quantile: 8.8334\n",
"[35]\tvalid_0's poisson: -72.5903\tvalid_0's quantile: 8.7711\n",
"[36]\tvalid_0's poisson: -72.9376\tvalid_0's quantile: 8.71064\n",
"[37]\tvalid_0's poisson: -73.2783\tvalid_0's quantile: 8.65162\n",
"[38]\tvalid_0's poisson: -73.5115\tvalid_0's quantile: 8.59142\n",
"[39]\tvalid_0's poisson: -73.8415\tvalid_0's quantile: 8.53436\n",
"[40]\tvalid_0's poisson: -74.0732\tvalid_0's quantile: 8.47632\n",
"[41]\tvalid_0's poisson: -74.3\tvalid_0's quantile: 8.4192\n",
"[42]\tvalid_0's poisson: -74.5503\tvalid_0's quantile: 8.36673\n",
"[43]\tvalid_0's poisson: -74.8646\tvalid_0's quantile: 8.31276\n",
"[44]\tvalid_0's poisson: -75.079\tvalid_0's quantile: 8.25772\n",
"[45]\tvalid_0's poisson: -75.3894\tvalid_0's quantile: 8.20579\n",
"[46]\tvalid_0's poisson: -75.5957\tvalid_0's quantile: 8.15259\n",
"[47]\tvalid_0's poisson: -75.7976\tvalid_0's quantile: 8.1004\n",
"[48]\tvalid_0's poisson: -75.9953\tvalid_0's quantile: 8.04914\n",
"[49]\tvalid_0's poisson: -76.2926\tvalid_0's quantile: 7.99974\n",
"[50]\tvalid_0's poisson: -76.5795\tvalid_0's quantile: 7.95104\n",
"[51]\tvalid_0's poisson: -76.861\tvalid_0's quantile: 7.90383\n",
"[52]\tvalid_0's poisson: -77.0485\tvalid_0's quantile: 7.855\n",
"[53]\tvalid_0's poisson: -77.2322\tvalid_0's quantile: 7.80728\n",
"[54]\tvalid_0's poisson: -77.5025\tvalid_0's quantile: 7.76233\n",
"[55]\tvalid_0's poisson: -77.6802\tvalid_0's quantile: 7.71623\n",
"[56]\tvalid_0's poisson: -77.9127\tvalid_0's quantile: 7.67342\n",
"[57]\tvalid_0's poisson: -78.1723\tvalid_0's quantile: 7.63001\n",
"[58]\tvalid_0's poisson: -78.3975\tvalid_0's quantile: 7.58829\n",
"[59]\tvalid_0's poisson: -78.6184\tvalid_0's quantile: 7.54736\n",
"[60]\tvalid_0's poisson: -78.7825\tvalid_0's quantile: 7.50418\n",
"[61]\tvalid_0's poisson: -79.03\tvalid_0's quantile: 7.46283\n",
"[62]\tvalid_0's poisson: -79.1891\tvalid_0's quantile: 7.42118\n",
"[63]\tvalid_0's poisson: -79.4301\tvalid_0's quantile: 7.38163\n",
"[64]\tvalid_0's poisson: -79.6667\tvalid_0's quantile: 7.34311\n",
"[65]\tvalid_0's poisson: -79.8189\tvalid_0's quantile: 7.30286\n",
"[66]\tvalid_0's poisson: -80.048\tvalid_0's quantile: 7.26547\n",
"[67]\tvalid_0's poisson: -80.1949\tvalid_0's quantile: 7.22657\n",
"[68]\tvalid_0's poisson: -80.423\tvalid_0's quantile: 7.19078\n",
"[69]\tvalid_0's poisson: -80.6196\tvalid_0's quantile: 7.15529\n",
"[70]\tvalid_0's poisson: -80.7598\tvalid_0's quantile: 7.1181\n",
"[71]\tvalid_0's poisson: -80.8972\tvalid_0's quantile: 7.08202\n",
"[72]\tvalid_0's poisson: -81.1349\tvalid_0's quantile: 7.04626\n",
"[73]\tvalid_0's poisson: -81.3214\tvalid_0's quantile: 7.01302\n",
"[74]\tvalid_0's poisson: -81.5294\tvalid_0's quantile: 6.9733\n",
"[75]\tvalid_0's poisson: -81.7593\tvalid_0's quantile: 6.93851\n",
"[76]\tvalid_0's poisson: -81.9069\tvalid_0's quantile: 6.90233\n",
"[77]\tvalid_0's poisson: -82.1308\tvalid_0's quantile: 6.86845\n",
"[78]\tvalid_0's poisson: -82.3258\tvalid_0's quantile: 6.83546\n",
"[79]\tvalid_0's poisson: -82.4664\tvalid_0's quantile: 6.80111\n",
"[80]\tvalid_0's poisson: -82.6798\tvalid_0's quantile: 6.76896\n",
"[81]\tvalid_0's poisson: -82.8663\tvalid_0's quantile: 6.73739\n",
"[82]\tvalid_0's poisson: -83.0742\tvalid_0's quantile: 6.70621\n",
"[83]\tvalid_0's poisson: -83.2553\tvalid_0's quantile: 6.67553\n",
"[84]\tvalid_0's poisson: -83.3858\tvalid_0's quantile: 6.64337\n",
"[85]\tvalid_0's poisson: -83.5689\tvalid_0's quantile: 6.60911\n",
"[86]\tvalid_0's poisson: -83.7684\tvalid_0's quantile: 6.57965\n",
"[87]\tvalid_0's poisson: -83.9612\tvalid_0's quantile: 6.55108\n",
"[88]\tvalid_0's poisson: -84.1301\tvalid_0's quantile: 6.52342\n",
"[89]\tvalid_0's poisson: -84.2959\tvalid_0's quantile: 6.49646\n",
"[90]\tvalid_0's poisson: -84.4701\tvalid_0's quantile: 6.46536\n",
"[91]\tvalid_0's poisson: -84.6418\tvalid_0's quantile: 6.43764\n",
"[92]\tvalid_0's poisson: -84.8258\tvalid_0's quantile: 6.41104\n",
"[93]\tvalid_0's poisson: -84.9404\tvalid_0's quantile: 6.38371\n",
"[94]\tvalid_0's poisson: -85.1191\tvalid_0's quantile: 6.3579\n",
"[95]\tvalid_0's poisson: -85.2295\tvalid_0's quantile: 6.33139\n",
"[96]\tvalid_0's poisson: -85.4116\tvalid_0's quantile: 6.30413\n",
"[97]\tvalid_0's poisson: -85.5931\tvalid_0's quantile: 6.27745\n",
"[98]\tvalid_0's poisson: -85.7686\tvalid_0's quantile: 6.25093\n",
"[99]\tvalid_0's poisson: -85.9438\tvalid_0's quantile: 6.22534\n",
"[100]\tvalid_0's poisson: -86.1052\tvalid_0's quantile: 6.20315\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.7779\tvalid_0's quantile: 11.5657\n",
"[2]\tvalid_0's poisson: -64.1231\tvalid_0's quantile: 11.4527\n",
"[3]\tvalid_0's poisson: -64.4116\tvalid_0's quantile: 11.3476\n",
"[4]\tvalid_0's poisson: -64.6909\tvalid_0's quantile: 11.2457\n",
"[5]\tvalid_0's poisson: -65.0083\tvalid_0's quantile: 11.1422\n",
"[6]\tvalid_0's poisson: -65.3844\tvalid_0's quantile: 11.0207\n",
"[7]\tvalid_0's poisson: -65.5977\tvalid_0's quantile: 10.9322\n",
"[8]\tvalid_0's poisson: -65.8041\tvalid_0's quantile: 10.8464\n",
"[9]\tvalid_0's poisson: -66.1599\tvalid_0's quantile: 10.7336\n",
"[10]\tvalid_0's poisson: -66.506\tvalid_0's quantile: 10.6244\n",
"[11]\tvalid_0's poisson: -66.7865\tvalid_0's quantile: 10.5373\n",
"[12]\tvalid_0's poisson: -67.0596\tvalid_0's quantile: 10.4531\n",
"[13]\tvalid_0's poisson: -67.3858\tvalid_0's quantile: 10.352\n",
"[14]\tvalid_0's poisson: -67.7033\tvalid_0's quantile: 10.2544\n",
"[15]\tvalid_0's poisson: -68.053\tvalid_0's quantile: 10.1701\n",
"[16]\tvalid_0's poisson: -68.3949\tvalid_0's quantile: 10.0877\n",
"[17]\tvalid_0's poisson: -68.7303\tvalid_0's quantile: 9.99271\n",
"[18]\tvalid_0's poisson: -69.0577\tvalid_0's quantile: 9.91406\n",
"[19]\tvalid_0's poisson: -69.3788\tvalid_0's quantile: 9.82374\n",
"[20]\tvalid_0's poisson: -69.6923\tvalid_0's quantile: 9.73598\n",
"[21]\tvalid_0's poisson: -69.9986\tvalid_0's quantile: 9.65093\n",
"[22]\tvalid_0's poisson: -70.2977\tvalid_0's quantile: 9.56791\n",
"[23]\tvalid_0's poisson: -70.6101\tvalid_0's quantile: 9.49653\n",
"[24]\tvalid_0's poisson: -70.8974\tvalid_0's quantile: 9.41799\n",
"[25]\tvalid_0's poisson: -71.1972\tvalid_0's quantile: 9.34981\n",
"[26]\tvalid_0's poisson: -71.475\tvalid_0's quantile: 9.27555\n",
"[27]\tvalid_0's poisson: -71.7466\tvalid_0's quantile: 9.2037\n",
"[28]\tvalid_0's poisson: -72.0302\tvalid_0's quantile: 9.13892\n",
"[29]\tvalid_0's poisson: -72.2921\tvalid_0's quantile: 9.0697\n",
"[30]\tvalid_0's poisson: -72.5667\tvalid_0's quantile: 9.0076\n",
"[31]\tvalid_0's poisson: -72.8041\tvalid_0's quantile: 8.94262\n",
"[32]\tvalid_0's poisson: -73.0361\tvalid_0's quantile: 8.87873\n",
"[33]\tvalid_0's poisson: -73.2966\tvalid_0's quantile: 8.82062\n",
"[34]\tvalid_0's poisson: -73.5367\tvalid_0's quantile: 8.75851\n",
"[35]\tvalid_0's poisson: -73.7716\tvalid_0's quantile: 8.69788\n",
"[36]\tvalid_0's poisson: -74.0026\tvalid_0's quantile: 8.63865\n",
"[37]\tvalid_0's poisson: -74.3315\tvalid_0's quantile: 8.58001\n",
"[38]\tvalid_0's poisson: -74.5551\tvalid_0's quantile: 8.52239\n",
"[39]\tvalid_0's poisson: -74.8319\tvalid_0's quantile: 8.466\n",
"[40]\tvalid_0's poisson: -75.148\tvalid_0's quantile: 8.40973\n",
"[41]\tvalid_0's poisson: -75.4148\tvalid_0's quantile: 8.35625\n",
"[42]\tvalid_0's poisson: -75.6267\tvalid_0's quantile: 8.30142\n",
"[43]\tvalid_0's poisson: -75.9321\tvalid_0's quantile: 8.2476\n",
"[44]\tvalid_0's poisson: -76.1376\tvalid_0's quantile: 8.19466\n",
"[45]\tvalid_0's poisson: -76.3389\tvalid_0's quantile: 8.14277\n",
"[46]\tvalid_0's poisson: -76.6311\tvalid_0's quantile: 8.09162\n",
"[47]\tvalid_0's poisson: -76.8763\tvalid_0's quantile: 8.04299\n",
"[48]\tvalid_0's poisson: -77.0697\tvalid_0's quantile: 7.99305\n",
"[49]\tvalid_0's poisson: -77.2979\tvalid_0's quantile: 7.94463\n",
"[50]\tvalid_0's poisson: -77.5774\tvalid_0's quantile: 7.89613\n",
"[51]\tvalid_0's poisson: -77.8108\tvalid_0's quantile: 7.85064\n",
"[52]\tvalid_0's poisson: -77.993\tvalid_0's quantile: 7.80312\n",
"[53]\tvalid_0's poisson: -78.2573\tvalid_0's quantile: 7.75676\n",
"[54]\tvalid_0's poisson: -78.5165\tvalid_0's quantile: 7.71146\n",
"[55]\tvalid_0's poisson: -78.7373\tvalid_0's quantile: 7.66824\n",
"[56]\tvalid_0's poisson: -78.9086\tvalid_0's quantile: 7.62309\n",
"[57]\tvalid_0's poisson: -79.1579\tvalid_0's quantile: 7.57982\n",
"[58]\tvalid_0's poisson: -79.3243\tvalid_0's quantile: 7.53645\n",
"[59]\tvalid_0's poisson: -79.4872\tvalid_0's quantile: 7.49384\n",
"[60]\tvalid_0's poisson: -79.7341\tvalid_0's quantile: 7.45293\n",
"[61]\tvalid_0's poisson: -79.8915\tvalid_0's quantile: 7.41112\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[62]\tvalid_0's poisson: -80.1288\tvalid_0's quantile: 7.37083\n",
"[63]\tvalid_0's poisson: -80.3302\tvalid_0's quantile: 7.33306\n",
"[64]\tvalid_0's poisson: -80.5602\tvalid_0's quantile: 7.29426\n",
"[65]\tvalid_0's poisson: -80.71\tvalid_0's quantile: 7.25472\n",
"[66]\tvalid_0's poisson: -80.8568\tvalid_0's quantile: 7.21601\n",
"[67]\tvalid_0's poisson: -81.0856\tvalid_0's quantile: 7.17924\n",
"[68]\tvalid_0's poisson: -81.2759\tvalid_0's quantile: 7.14426\n",
"[69]\tvalid_0's poisson: -81.5142\tvalid_0's quantile: 7.10736\n",
"[70]\tvalid_0's poisson: -81.6986\tvalid_0's quantile: 7.07343\n",
"[71]\tvalid_0's poisson: -81.85\tvalid_0's quantile: 7.03616\n",
"[72]\tvalid_0's poisson: -81.9984\tvalid_0's quantile: 6.99956\n",
"[73]\tvalid_0's poisson: -82.22\tvalid_0's quantile: 6.96371\n",
"[74]\tvalid_0's poisson: -82.4375\tvalid_0's quantile: 6.92876\n",
"[75]\tvalid_0's poisson: -82.627\tvalid_0's quantile: 6.89569\n",
"[76]\tvalid_0's poisson: -82.8387\tvalid_0's quantile: 6.86181\n",
"[77]\tvalid_0's poisson: -82.979\tvalid_0's quantile: 6.82742\n",
"[78]\tvalid_0's poisson: -83.1846\tvalid_0's quantile: 6.79457\n",
"[79]\tvalid_0's poisson: -83.3649\tvalid_0's quantile: 6.76307\n",
"[80]\tvalid_0's poisson: -83.5674\tvalid_0's quantile: 6.73128\n",
"[81]\tvalid_0's poisson: -83.6967\tvalid_0's quantile: 6.69823\n",
"[82]\tvalid_0's poisson: -83.8284\tvalid_0's quantile: 6.66616\n",
"[83]\tvalid_0's poisson: -83.9575\tvalid_0's quantile: 6.63504\n",
"[84]\tvalid_0's poisson: -84.1551\tvalid_0's quantile: 6.60431\n",
"[85]\tvalid_0's poisson: -84.3502\tvalid_0's quantile: 6.57386\n",
"[86]\tvalid_0's poisson: -84.5406\tvalid_0's quantile: 6.54446\n",
"[87]\tvalid_0's poisson: -84.6942\tvalid_0's quantile: 6.51154\n",
"[88]\tvalid_0's poisson: -84.8588\tvalid_0's quantile: 6.48368\n",
"[89]\tvalid_0's poisson: -85.0203\tvalid_0's quantile: 6.45668\n",
"[90]\tvalid_0's poisson: -85.2045\tvalid_0's quantile: 6.4289\n",
"[91]\tvalid_0's poisson: -85.3624\tvalid_0's quantile: 6.40306\n",
"[92]\tvalid_0's poisson: -85.507\tvalid_0's quantile: 6.37323\n",
"[93]\tvalid_0's poisson: -85.6245\tvalid_0's quantile: 6.34681\n",
"[94]\tvalid_0's poisson: -85.7989\tvalid_0's quantile: 6.32103\n",
"[95]\tvalid_0's poisson: -85.9375\tvalid_0's quantile: 6.29243\n",
"[96]\tvalid_0's poisson: -86.0873\tvalid_0's quantile: 6.26854\n",
"[97]\tvalid_0's poisson: -86.2008\tvalid_0's quantile: 6.24365\n",
"[98]\tvalid_0's poisson: -86.3648\tvalid_0's quantile: 6.21967\n",
"[99]\tvalid_0's poisson: -86.4945\tvalid_0's quantile: 6.1929\n",
"[100]\tvalid_0's poisson: -86.6463\tvalid_0's quantile: 6.16864\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.4708\tvalid_0's quantile: 11.5874\n",
"[2]\tvalid_0's poisson: -62.7708\tvalid_0's quantile: 11.4802\n",
"[3]\tvalid_0's poisson: -63.0612\tvalid_0's quantile: 11.3758\n",
"[4]\tvalid_0's poisson: -63.3426\tvalid_0's quantile: 11.2752\n",
"[5]\tvalid_0's poisson: -63.6153\tvalid_0's quantile: 11.1773\n",
"[6]\tvalid_0's poisson: -63.8347\tvalid_0's quantile: 11.0872\n",
"[7]\tvalid_0's poisson: -64.0917\tvalid_0's quantile: 10.9961\n",
"[8]\tvalid_0's poisson: -64.4258\tvalid_0's quantile: 10.8857\n",
"[9]\tvalid_0's poisson: -64.7504\tvalid_0's quantile: 10.7787\n",
"[10]\tvalid_0's poisson: -65.0284\tvalid_0's quantile: 10.6778\n",
"[11]\tvalid_0's poisson: -65.2679\tvalid_0's quantile: 10.5972\n",
"[12]\tvalid_0's poisson: -65.5336\tvalid_0's quantile: 10.5036\n",
"[13]\tvalid_0's poisson: -65.8151\tvalid_0's quantile: 10.4227\n",
"[14]\tvalid_0's poisson: -66.1563\tvalid_0's quantile: 10.3253\n",
"[15]\tvalid_0's poisson: -66.4889\tvalid_0's quantile: 10.2307\n",
"[16]\tvalid_0's poisson: -66.8133\tvalid_0's quantile: 10.1389\n",
"[17]\tvalid_0's poisson: -67.1298\tvalid_0's quantile: 10.0495\n",
"[18]\tvalid_0's poisson: -67.393\tvalid_0's quantile: 9.97737\n",
"[19]\tvalid_0's poisson: -67.6971\tvalid_0's quantile: 9.89374\n",
"[20]\tvalid_0's poisson: -67.9525\tvalid_0's quantile: 9.81836\n",
"[21]\tvalid_0's poisson: -68.2429\tvalid_0's quantile: 9.74047\n",
"[22]\tvalid_0's poisson: -68.5793\tvalid_0's quantile: 9.66564\n",
"[23]\tvalid_0's poisson: -68.8966\tvalid_0's quantile: 9.58678\n",
"[24]\tvalid_0's poisson: -69.2193\tvalid_0's quantile: 9.5155\n",
"[25]\tvalid_0's poisson: -69.526\tvalid_0's quantile: 9.43778\n",
"[26]\tvalid_0's poisson: -69.8391\tvalid_0's quantile: 9.36858\n",
"[27]\tvalid_0's poisson: -70.1359\tvalid_0's quantile: 9.2948\n",
"[28]\tvalid_0's poisson: -70.4263\tvalid_0's quantile: 9.22267\n",
"[29]\tvalid_0's poisson: -70.7281\tvalid_0's quantile: 9.15785\n",
"[30]\tvalid_0's poisson: -71.0071\tvalid_0's quantile: 9.0895\n",
"[31]\tvalid_0's poisson: -71.2793\tvalid_0's quantile: 9.02192\n",
"[32]\tvalid_0's poisson: -71.5674\tvalid_0's quantile: 8.96085\n",
"[33]\tvalid_0's poisson: -71.8299\tvalid_0's quantile: 8.8964\n",
"[34]\tvalid_0's poisson: -72.0869\tvalid_0's quantile: 8.83411\n",
"[35]\tvalid_0's poisson: -72.3405\tvalid_0's quantile: 8.77968\n",
"[36]\tvalid_0's poisson: -72.5901\tvalid_0's quantile: 8.71982\n",
"[37]\tvalid_0's poisson: -72.8484\tvalid_0's quantile: 8.66508\n",
"[38]\tvalid_0's poisson: -73.0912\tvalid_0's quantile: 8.6071\n",
"[39]\tvalid_0's poisson: -73.329\tvalid_0's quantile: 8.55026\n",
"[40]\tvalid_0's poisson: -73.6704\tvalid_0's quantile: 8.49252\n",
"[41]\tvalid_0's poisson: -74.0053\tvalid_0's quantile: 8.43576\n",
"[42]\tvalid_0's poisson: -74.3339\tvalid_0's quantile: 8.38029\n",
"[43]\tvalid_0's poisson: -74.5577\tvalid_0's quantile: 8.32588\n",
"[44]\tvalid_0's poisson: -74.7769\tvalid_0's quantile: 8.27264\n",
"[45]\tvalid_0's poisson: -75.0543\tvalid_0's quantile: 8.21921\n",
"[46]\tvalid_0's poisson: -75.2679\tvalid_0's quantile: 8.16731\n",
"[47]\tvalid_0's poisson: -75.5767\tvalid_0's quantile: 8.11544\n",
"[48]\tvalid_0's poisson: -75.7835\tvalid_0's quantile: 8.06482\n",
"[49]\tvalid_0's poisson: -76.0871\tvalid_0's quantile: 8.01474\n",
"[50]\tvalid_0's poisson: -76.381\tvalid_0's quantile: 7.96512\n",
"[51]\tvalid_0's poisson: -76.5788\tvalid_0's quantile: 7.91643\n",
"[52]\tvalid_0's poisson: -76.8629\tvalid_0's quantile: 7.86826\n",
"[53]\tvalid_0's poisson: -77.1104\tvalid_0's quantile: 7.8231\n",
"[54]\tvalid_0's poisson: -77.2987\tvalid_0's quantile: 7.77656\n",
"[55]\tvalid_0's poisson: -77.4832\tvalid_0's quantile: 7.73122\n",
"[56]\tvalid_0's poisson: -77.7209\tvalid_0's quantile: 7.68832\n",
"[57]\tvalid_0's poisson: -77.9947\tvalid_0's quantile: 7.64394\n",
"[58]\tvalid_0's poisson: -78.2253\tvalid_0's quantile: 7.60269\n",
"[59]\tvalid_0's poisson: -78.4857\tvalid_0's quantile: 7.55942\n",
"[60]\tvalid_0's poisson: -78.6577\tvalid_0's quantile: 7.51697\n",
"[61]\tvalid_0's poisson: -78.8791\tvalid_0's quantile: 7.47769\n",
"[62]\tvalid_0's poisson: -79.0963\tvalid_0's quantile: 7.43932\n",
"[63]\tvalid_0's poisson: -79.3451\tvalid_0's quantile: 7.39865\n",
"[64]\tvalid_0's poisson: -79.5783\tvalid_0's quantile: 7.35448\n",
"[65]\tvalid_0's poisson: -79.7387\tvalid_0's quantile: 7.3146\n",
"[66]\tvalid_0's poisson: -79.9449\tvalid_0's quantile: 7.27805\n",
"[67]\tvalid_0's poisson: -80.1464\tvalid_0's quantile: 7.23826\n",
"[68]\tvalid_0's poisson: -80.3867\tvalid_0's quantile: 7.20034\n",
"[69]\tvalid_0's poisson: -80.5852\tvalid_0's quantile: 7.16505\n",
"[70]\tvalid_0's poisson: -80.7347\tvalid_0's quantile: 7.12781\n",
"[71]\tvalid_0's poisson: -80.8811\tvalid_0's quantile: 7.09142\n",
"[72]\tvalid_0's poisson: -81.1075\tvalid_0's quantile: 7.05602\n",
"[73]\tvalid_0's poisson: -81.2492\tvalid_0's quantile: 7.02059\n",
"[74]\tvalid_0's poisson: -81.4651\tvalid_0's quantile: 6.98562\n",
"[75]\tvalid_0's poisson: -81.677\tvalid_0's quantile: 6.95122\n",
"[76]\tvalid_0's poisson: -81.8588\tvalid_0's quantile: 6.91909\n",
"[77]\tvalid_0's poisson: -82.07\tvalid_0's quantile: 6.88367\n",
"[78]\tvalid_0's poisson: -82.2209\tvalid_0's quantile: 6.84841\n",
"[79]\tvalid_0's poisson: -82.4123\tvalid_0's quantile: 6.8164\n",
"[80]\tvalid_0's poisson: -82.5577\tvalid_0's quantile: 6.78289\n",
"[81]\tvalid_0's poisson: -82.7591\tvalid_0's quantile: 6.74966\n",
"[82]\tvalid_0's poisson: -82.9019\tvalid_0's quantile: 6.71688\n",
"[83]\tvalid_0's poisson: -83.1148\tvalid_0's quantile: 6.68461\n",
"[84]\tvalid_0's poisson: -83.2534\tvalid_0's quantile: 6.65316\n",
"[85]\tvalid_0's poisson: -83.4657\tvalid_0's quantile: 6.62213\n",
"[86]\tvalid_0's poisson: -83.6558\tvalid_0's quantile: 6.5918\n",
"[87]\tvalid_0's poisson: -83.8317\tvalid_0's quantile: 6.56388\n",
"[88]\tvalid_0's poisson: -83.9651\tvalid_0's quantile: 6.53492\n",
"[89]\tvalid_0's poisson: -84.1659\tvalid_0's quantile: 6.50568\n",
"[90]\tvalid_0's poisson: -84.361\tvalid_0's quantile: 6.47678\n",
"[91]\tvalid_0's poisson: -84.541\tvalid_0's quantile: 6.4483\n",
"[92]\tvalid_0's poisson: -84.6662\tvalid_0's quantile: 6.42072\n",
"[93]\tvalid_0's poisson: -84.8281\tvalid_0's quantile: 6.39499\n",
"[94]\tvalid_0's poisson: -85.0142\tvalid_0's quantile: 6.36711\n",
"[95]\tvalid_0's poisson: -85.1963\tvalid_0's quantile: 6.34044\n",
"[96]\tvalid_0's poisson: -85.3723\tvalid_0's quantile: 6.31278\n",
"[97]\tvalid_0's poisson: -85.5257\tvalid_0's quantile: 6.2884\n",
"[98]\tvalid_0's poisson: -85.6999\tvalid_0's quantile: 6.26245\n",
"[99]\tvalid_0's poisson: -85.842\tvalid_0's quantile: 6.23369\n",
"[100]\tvalid_0's poisson: -85.9907\tvalid_0's quantile: 6.21057\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -75.0595\tvalid_0's quantile: 8.14171\n",
"[2]\tvalid_0's poisson: -88.3526\tvalid_0's quantile: 6.1293\n",
"[3]\tvalid_0's poisson: -89.0693\tvalid_0's quantile: 5.90315\n",
"[4]\tvalid_0's poisson: -89.9208\tvalid_0's quantile: 5.60425\n",
"[5]\tvalid_0's poisson: -90.1574\tvalid_0's quantile: 5.42278\n",
"[6]\tvalid_0's poisson: -89.8739\tvalid_0's quantile: 5.30012\n",
"[7]\tvalid_0's poisson: -91.1913\tvalid_0's quantile: 5.15524\n",
"[8]\tvalid_0's poisson: -90.6918\tvalid_0's quantile: 5.11054\n",
"[9]\tvalid_0's poisson: -95.0348\tvalid_0's quantile: 4.63481\n",
"[10]\tvalid_0's poisson: -95.5176\tvalid_0's quantile: 4.54894\n",
"[11]\tvalid_0's poisson: -95.4667\tvalid_0's quantile: 4.49708\n",
"[12]\tvalid_0's poisson: -95.6311\tvalid_0's quantile: 4.48496\n",
"[13]\tvalid_0's poisson: -95.7902\tvalid_0's quantile: 4.46815\n",
"[14]\tvalid_0's poisson: -95.8716\tvalid_0's quantile: 4.47215\n",
"[15]\tvalid_0's poisson: -95.8654\tvalid_0's quantile: 4.46237\n",
"[16]\tvalid_0's poisson: -95.8818\tvalid_0's quantile: 4.44691\n",
"[17]\tvalid_0's poisson: -95.8287\tvalid_0's quantile: 4.4422\n",
"[18]\tvalid_0's poisson: -95.9747\tvalid_0's quantile: 4.426\n",
"[19]\tvalid_0's poisson: -96.2582\tvalid_0's quantile: 4.41361\n",
"[20]\tvalid_0's poisson: -96.1141\tvalid_0's quantile: 4.39552\n",
"[21]\tvalid_0's poisson: -96.3566\tvalid_0's quantile: 4.37132\n",
"[22]\tvalid_0's poisson: -96.3287\tvalid_0's quantile: 4.34743\n",
"[23]\tvalid_0's poisson: -96.7069\tvalid_0's quantile: 4.28067\n",
"[24]\tvalid_0's poisson: -96.958\tvalid_0's quantile: 4.25455\n",
"[25]\tvalid_0's poisson: -97.0122\tvalid_0's quantile: 4.25509\n",
"[26]\tvalid_0's poisson: -97.7895\tvalid_0's quantile: 4.13878\n",
"[27]\tvalid_0's poisson: -98.0244\tvalid_0's quantile: 4.09779\n",
"[28]\tvalid_0's poisson: -98.5089\tvalid_0's quantile: 4.02638\n",
"[29]\tvalid_0's poisson: -98.6271\tvalid_0's quantile: 4.01591\n",
"[30]\tvalid_0's poisson: -98.7684\tvalid_0's quantile: 4.01585\n",
"[31]\tvalid_0's poisson: -98.7693\tvalid_0's quantile: 4.01204\n",
"[32]\tvalid_0's poisson: -98.7553\tvalid_0's quantile: 4.00771\n",
"[33]\tvalid_0's poisson: -98.5217\tvalid_0's quantile: 3.99524\n",
"[34]\tvalid_0's poisson: -98.7721\tvalid_0's quantile: 3.97017\n",
"[35]\tvalid_0's poisson: -98.9056\tvalid_0's quantile: 3.967\n",
"[36]\tvalid_0's poisson: -98.6909\tvalid_0's quantile: 3.93739\n",
"[37]\tvalid_0's poisson: -98.6948\tvalid_0's quantile: 3.9355\n",
"[38]\tvalid_0's poisson: -98.7452\tvalid_0's quantile: 3.93232\n",
"[39]\tvalid_0's poisson: -98.9241\tvalid_0's quantile: 3.92546\n",
"[40]\tvalid_0's poisson: -98.8964\tvalid_0's quantile: 3.92712\n",
"[41]\tvalid_0's poisson: -99.0064\tvalid_0's quantile: 3.89629\n",
"[42]\tvalid_0's poisson: -99.0935\tvalid_0's quantile: 3.88497\n",
"[43]\tvalid_0's poisson: -99.061\tvalid_0's quantile: 3.87528\n",
"[44]\tvalid_0's poisson: -99.0777\tvalid_0's quantile: 3.87416\n",
"[45]\tvalid_0's poisson: -98.9646\tvalid_0's quantile: 3.86583\n",
"[46]\tvalid_0's poisson: -99.0538\tvalid_0's quantile: 3.85925\n",
"[47]\tvalid_0's poisson: -98.9741\tvalid_0's quantile: 3.83992\n",
"[48]\tvalid_0's poisson: -98.9847\tvalid_0's quantile: 3.843\n",
"[49]\tvalid_0's poisson: -99.0084\tvalid_0's quantile: 3.84\n",
"[50]\tvalid_0's poisson: -99.2332\tvalid_0's quantile: 3.80121\n",
"[51]\tvalid_0's poisson: -99.2054\tvalid_0's quantile: 3.79724\n",
"[52]\tvalid_0's poisson: -99.2358\tvalid_0's quantile: 3.79673\n",
"[53]\tvalid_0's poisson: -99.1414\tvalid_0's quantile: 3.79131\n",
"[54]\tvalid_0's poisson: -99.3744\tvalid_0's quantile: 3.77433\n",
"[55]\tvalid_0's poisson: -99.4173\tvalid_0's quantile: 3.76843\n",
"[56]\tvalid_0's poisson: -99.4587\tvalid_0's quantile: 3.76583\n",
"[57]\tvalid_0's poisson: -99.5215\tvalid_0's quantile: 3.76353\n",
"[58]\tvalid_0's poisson: -99.5415\tvalid_0's quantile: 3.76527\n",
"[59]\tvalid_0's poisson: -99.5598\tvalid_0's quantile: 3.741\n",
"[60]\tvalid_0's poisson: -99.5866\tvalid_0's quantile: 3.73204\n",
"[61]\tvalid_0's poisson: -99.6367\tvalid_0's quantile: 3.73125\n",
"[62]\tvalid_0's poisson: -99.705\tvalid_0's quantile: 3.72986\n",
"[63]\tvalid_0's poisson: -99.6731\tvalid_0's quantile: 3.73603\n",
"[64]\tvalid_0's poisson: -99.7845\tvalid_0's quantile: 3.73433\n",
"[65]\tvalid_0's poisson: -99.7602\tvalid_0's quantile: 3.72238\n",
"[66]\tvalid_0's poisson: -99.8375\tvalid_0's quantile: 3.70853\n",
"[67]\tvalid_0's poisson: -99.8418\tvalid_0's quantile: 3.69947\n",
"[68]\tvalid_0's poisson: -99.8452\tvalid_0's quantile: 3.69685\n",
"[69]\tvalid_0's poisson: -99.8785\tvalid_0's quantile: 3.69562\n",
"[70]\tvalid_0's poisson: -99.8415\tvalid_0's quantile: 3.69593\n",
"[71]\tvalid_0's poisson: -99.9074\tvalid_0's quantile: 3.69204\n",
"[72]\tvalid_0's poisson: -99.9608\tvalid_0's quantile: 3.69189\n",
"[73]\tvalid_0's poisson: -100.001\tvalid_0's quantile: 3.6871\n",
"[74]\tvalid_0's poisson: -99.9144\tvalid_0's quantile: 3.69278\n",
"[75]\tvalid_0's poisson: -100.001\tvalid_0's quantile: 3.69383\n",
"[76]\tvalid_0's poisson: -100.017\tvalid_0's quantile: 3.68891\n",
"[77]\tvalid_0's poisson: -99.8144\tvalid_0's quantile: 3.67678\n",
"[78]\tvalid_0's poisson: -99.8221\tvalid_0's quantile: 3.66999\n",
"[79]\tvalid_0's poisson: -99.9077\tvalid_0's quantile: 3.66777\n",
"[80]\tvalid_0's poisson: -99.9354\tvalid_0's quantile: 3.66336\n",
"[81]\tvalid_0's poisson: -99.9529\tvalid_0's quantile: 3.66118\n",
"[82]\tvalid_0's poisson: -100.25\tvalid_0's quantile: 3.66123\n",
"[83]\tvalid_0's poisson: -100.254\tvalid_0's quantile: 3.6604\n",
"[84]\tvalid_0's poisson: -100.191\tvalid_0's quantile: 3.6586\n",
"[85]\tvalid_0's poisson: -100.202\tvalid_0's quantile: 3.65638\n",
"[86]\tvalid_0's poisson: -100.193\tvalid_0's quantile: 3.64861\n",
"[87]\tvalid_0's poisson: -100.202\tvalid_0's quantile: 3.64424\n",
"[88]\tvalid_0's poisson: -100.213\tvalid_0's quantile: 3.64163\n",
"[89]\tvalid_0's poisson: -100.162\tvalid_0's quantile: 3.64469\n",
"[90]\tvalid_0's poisson: -100.181\tvalid_0's quantile: 3.64397\n",
"[91]\tvalid_0's poisson: -100.221\tvalid_0's quantile: 3.64518\n",
"[92]\tvalid_0's poisson: -100.222\tvalid_0's quantile: 3.63899\n",
"[93]\tvalid_0's poisson: -100.595\tvalid_0's quantile: 3.5753\n",
"[94]\tvalid_0's poisson: -100.605\tvalid_0's quantile: 3.57439\n",
"[95]\tvalid_0's poisson: -100.589\tvalid_0's quantile: 3.57599\n",
"[96]\tvalid_0's poisson: -100.656\tvalid_0's quantile: 3.56713\n",
"[97]\tvalid_0's poisson: -100.651\tvalid_0's quantile: 3.56472\n",
"[98]\tvalid_0's poisson: -100.591\tvalid_0's quantile: 3.56307\n",
"[99]\tvalid_0's poisson: -100.722\tvalid_0's quantile: 3.55428\n",
"[100]\tvalid_0's poisson: -100.499\tvalid_0's quantile: 3.5576\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -74.8731\tvalid_0's quantile: 8.14322\n",
"[2]\tvalid_0's poisson: -88.2809\tvalid_0's quantile: 6.09936\n",
"[3]\tvalid_0's poisson: -89.1901\tvalid_0's quantile: 5.87099\n",
"[4]\tvalid_0's poisson: -89.6181\tvalid_0's quantile: 5.57509\n",
"[5]\tvalid_0's poisson: -91.4679\tvalid_0's quantile: 5.28869\n",
"[6]\tvalid_0's poisson: -89.9807\tvalid_0's quantile: 5.17515\n",
"[7]\tvalid_0's poisson: -91.0569\tvalid_0's quantile: 5.08238\n",
"[8]\tvalid_0's poisson: -95.0401\tvalid_0's quantile: 4.60946\n",
"[9]\tvalid_0's poisson: -96.5399\tvalid_0's quantile: 4.5323\n",
"[10]\tvalid_0's poisson: -95.6805\tvalid_0's quantile: 4.47472\n",
"[11]\tvalid_0's poisson: -97.2994\tvalid_0's quantile: 4.34022\n",
"[12]\tvalid_0's poisson: -97.1407\tvalid_0's quantile: 4.31804\n",
"[13]\tvalid_0's poisson: -97.3778\tvalid_0's quantile: 4.27387\n",
"[14]\tvalid_0's poisson: -97.4165\tvalid_0's quantile: 4.26262\n",
"[15]\tvalid_0's poisson: -97.4528\tvalid_0's quantile: 4.24541\n",
"[16]\tvalid_0's poisson: -97.4281\tvalid_0's quantile: 4.23876\n",
"[17]\tvalid_0's poisson: -97.6635\tvalid_0's quantile: 4.21224\n",
"[18]\tvalid_0's poisson: -97.8075\tvalid_0's quantile: 4.19954\n",
"[19]\tvalid_0's poisson: -97.8403\tvalid_0's quantile: 4.18995\n",
"[20]\tvalid_0's poisson: -97.8238\tvalid_0's quantile: 4.18067\n",
"[21]\tvalid_0's poisson: -98.8966\tvalid_0's quantile: 4.0043\n",
"[22]\tvalid_0's poisson: -98.954\tvalid_0's quantile: 3.98734\n",
"[23]\tvalid_0's poisson: -98.9835\tvalid_0's quantile: 3.97093\n",
"[24]\tvalid_0's poisson: -99.0406\tvalid_0's quantile: 3.96052\n",
"[25]\tvalid_0's poisson: -99.0338\tvalid_0's quantile: 3.96136\n",
"[26]\tvalid_0's poisson: -99.5139\tvalid_0's quantile: 3.91063\n",
"[27]\tvalid_0's poisson: -99.4948\tvalid_0's quantile: 3.90559\n",
"[28]\tvalid_0's poisson: -99.3965\tvalid_0's quantile: 3.86007\n",
"[29]\tvalid_0's poisson: -99.3639\tvalid_0's quantile: 3.86081\n",
"[30]\tvalid_0's poisson: -99.4033\tvalid_0's quantile: 3.86072\n",
"[31]\tvalid_0's poisson: -99.4481\tvalid_0's quantile: 3.85686\n",
"[32]\tvalid_0's poisson: -99.6124\tvalid_0's quantile: 3.84314\n",
"[33]\tvalid_0's poisson: -99.6219\tvalid_0's quantile: 3.84077\n",
"[34]\tvalid_0's poisson: -99.6574\tvalid_0's quantile: 3.83035\n",
"[35]\tvalid_0's poisson: -99.9179\tvalid_0's quantile: 3.80568\n",
"[36]\tvalid_0's poisson: -99.9034\tvalid_0's quantile: 3.80462\n",
"[37]\tvalid_0's poisson: -100.027\tvalid_0's quantile: 3.79294\n",
"[38]\tvalid_0's poisson: -99.9989\tvalid_0's quantile: 3.79082\n",
"[39]\tvalid_0's poisson: -99.9509\tvalid_0's quantile: 3.79092\n",
"[40]\tvalid_0's poisson: -99.9291\tvalid_0's quantile: 3.79202\n",
"[41]\tvalid_0's poisson: -100.059\tvalid_0's quantile: 3.77826\n",
"[42]\tvalid_0's poisson: -100.042\tvalid_0's quantile: 3.77695\n",
"[43]\tvalid_0's poisson: -100.048\tvalid_0's quantile: 3.77671\n",
"[44]\tvalid_0's poisson: -100.029\tvalid_0's quantile: 3.77586\n",
"[45]\tvalid_0's poisson: -99.9521\tvalid_0's quantile: 3.78861\n",
"[46]\tvalid_0's poisson: -100.487\tvalid_0's quantile: 3.75987\n",
"[47]\tvalid_0's poisson: -100.309\tvalid_0's quantile: 3.73871\n",
"[48]\tvalid_0's poisson: -100.356\tvalid_0's quantile: 3.73474\n",
"[49]\tvalid_0's poisson: -100.252\tvalid_0's quantile: 3.71999\n",
"[50]\tvalid_0's poisson: -100.28\tvalid_0's quantile: 3.71853\n",
"[51]\tvalid_0's poisson: -100.36\tvalid_0's quantile: 3.71682\n",
"[52]\tvalid_0's poisson: -100.578\tvalid_0's quantile: 3.70011\n",
"[53]\tvalid_0's poisson: -100.607\tvalid_0's quantile: 3.69931\n",
"[54]\tvalid_0's poisson: -100.421\tvalid_0's quantile: 3.69716\n",
"[55]\tvalid_0's poisson: -100.357\tvalid_0's quantile: 3.6991\n",
"[56]\tvalid_0's poisson: -100.392\tvalid_0's quantile: 3.69504\n",
"[57]\tvalid_0's poisson: -100.369\tvalid_0's quantile: 3.69138\n",
"[58]\tvalid_0's poisson: -100.367\tvalid_0's quantile: 3.69076\n",
"[59]\tvalid_0's poisson: -100.35\tvalid_0's quantile: 3.69046\n",
"[60]\tvalid_0's poisson: -100.36\tvalid_0's quantile: 3.69072\n",
"[61]\tvalid_0's poisson: -100.385\tvalid_0's quantile: 3.69071\n",
"[62]\tvalid_0's poisson: -100.472\tvalid_0's quantile: 3.69245\n",
"[63]\tvalid_0's poisson: -100.472\tvalid_0's quantile: 3.69201\n",
"[64]\tvalid_0's poisson: -100.552\tvalid_0's quantile: 3.69039\n",
"[65]\tvalid_0's poisson: -100.536\tvalid_0's quantile: 3.69054\n",
"[66]\tvalid_0's poisson: -100.417\tvalid_0's quantile: 3.68667\n",
"[67]\tvalid_0's poisson: -100.538\tvalid_0's quantile: 3.68303\n",
"[68]\tvalid_0's poisson: -100.481\tvalid_0's quantile: 3.68063\n",
"[69]\tvalid_0's poisson: -100.553\tvalid_0's quantile: 3.67887\n",
"[70]\tvalid_0's poisson: -100.553\tvalid_0's quantile: 3.6748\n",
"[71]\tvalid_0's poisson: -100.5\tvalid_0's quantile: 3.66898\n",
"[72]\tvalid_0's poisson: -100.614\tvalid_0's quantile: 3.6619\n",
"[73]\tvalid_0's poisson: -100.82\tvalid_0's quantile: 3.63452\n",
"[74]\tvalid_0's poisson: -100.789\tvalid_0's quantile: 3.62731\n",
"[75]\tvalid_0's poisson: -100.806\tvalid_0's quantile: 3.62579\n",
"[76]\tvalid_0's poisson: -100.809\tvalid_0's quantile: 3.62613\n",
"[77]\tvalid_0's poisson: -100.809\tvalid_0's quantile: 3.62614\n",
"[78]\tvalid_0's poisson: -100.933\tvalid_0's quantile: 3.62124\n",
"[79]\tvalid_0's poisson: -100.955\tvalid_0's quantile: 3.62097\n",
"[80]\tvalid_0's poisson: -100.917\tvalid_0's quantile: 3.6204\n",
"[81]\tvalid_0's poisson: -100.968\tvalid_0's quantile: 3.62007\n",
"[82]\tvalid_0's poisson: -100.87\tvalid_0's quantile: 3.61872\n",
"[83]\tvalid_0's poisson: -100.834\tvalid_0's quantile: 3.61699\n",
"[84]\tvalid_0's poisson: -100.806\tvalid_0's quantile: 3.61411\n",
"[85]\tvalid_0's poisson: -100.848\tvalid_0's quantile: 3.61443\n",
"[86]\tvalid_0's poisson: -100.835\tvalid_0's quantile: 3.61442\n",
"[87]\tvalid_0's poisson: -100.917\tvalid_0's quantile: 3.61337\n",
"[88]\tvalid_0's poisson: -100.918\tvalid_0's quantile: 3.61357\n",
"[89]\tvalid_0's poisson: -101.118\tvalid_0's quantile: 3.59926\n",
"[90]\tvalid_0's poisson: -101.123\tvalid_0's quantile: 3.59891\n",
"[91]\tvalid_0's poisson: -101.072\tvalid_0's quantile: 3.5935\n",
"[92]\tvalid_0's poisson: -101.146\tvalid_0's quantile: 3.59382\n",
"[93]\tvalid_0's poisson: -101.064\tvalid_0's quantile: 3.59402\n",
"[94]\tvalid_0's poisson: -101.063\tvalid_0's quantile: 3.60016\n",
"[95]\tvalid_0's poisson: -101.118\tvalid_0's quantile: 3.59775\n",
"[96]\tvalid_0's poisson: -101.158\tvalid_0's quantile: 3.5963\n",
"[97]\tvalid_0's poisson: -101.153\tvalid_0's quantile: 3.59592\n",
"[98]\tvalid_0's poisson: -101.203\tvalid_0's quantile: 3.58518\n",
"[99]\tvalid_0's poisson: -101.188\tvalid_0's quantile: 3.57806\n",
"[100]\tvalid_0's poisson: -101.16\tvalid_0's quantile: 3.57653\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -74.7983\tvalid_0's quantile: 8.14042\n",
"[2]\tvalid_0's poisson: -88.297\tvalid_0's quantile: 6.13418\n",
"[3]\tvalid_0's poisson: -89.0593\tvalid_0's quantile: 5.90512\n",
"[4]\tvalid_0's poisson: -90.0049\tvalid_0's quantile: 5.56075\n",
"[5]\tvalid_0's poisson: -90.643\tvalid_0's quantile: 5.19089\n",
"[6]\tvalid_0's poisson: -90.0486\tvalid_0's quantile: 5.14466\n",
"[7]\tvalid_0's poisson: -91.1334\tvalid_0's quantile: 5.05959\n",
"[8]\tvalid_0's poisson: -95.4994\tvalid_0's quantile: 4.59535\n",
"[9]\tvalid_0's poisson: -95.7754\tvalid_0's quantile: 4.53768\n",
"[10]\tvalid_0's poisson: -97.5144\tvalid_0's quantile: 4.31913\n",
"[11]\tvalid_0's poisson: -97.713\tvalid_0's quantile: 4.30603\n",
"[12]\tvalid_0's poisson: -97.8359\tvalid_0's quantile: 4.2665\n",
"[13]\tvalid_0's poisson: -97.6636\tvalid_0's quantile: 4.25768\n",
"[14]\tvalid_0's poisson: -97.5704\tvalid_0's quantile: 4.24546\n",
"[15]\tvalid_0's poisson: -98.0038\tvalid_0's quantile: 4.1799\n",
"[16]\tvalid_0's poisson: -97.7185\tvalid_0's quantile: 4.17335\n",
"[17]\tvalid_0's poisson: -97.7369\tvalid_0's quantile: 4.1686\n",
"[18]\tvalid_0's poisson: -97.6617\tvalid_0's quantile: 4.16001\n",
"[19]\tvalid_0's poisson: -97.852\tvalid_0's quantile: 4.13899\n",
"[20]\tvalid_0's poisson: -98.0245\tvalid_0's quantile: 4.1022\n",
"[21]\tvalid_0's poisson: -98.1224\tvalid_0's quantile: 4.08209\n",
"[22]\tvalid_0's poisson: -98.4051\tvalid_0's quantile: 4.06036\n",
"[23]\tvalid_0's poisson: -98.3806\tvalid_0's quantile: 4.05516\n",
"[24]\tvalid_0's poisson: -98.5986\tvalid_0's quantile: 4.038\n",
"[25]\tvalid_0's poisson: -98.6095\tvalid_0's quantile: 4.03539\n",
"[26]\tvalid_0's poisson: -98.5409\tvalid_0's quantile: 4.03728\n",
"[27]\tvalid_0's poisson: -98.8329\tvalid_0's quantile: 4.00575\n",
"[28]\tvalid_0's poisson: -98.8921\tvalid_0's quantile: 4.00041\n",
"[29]\tvalid_0's poisson: -99.0464\tvalid_0's quantile: 3.98277\n",
"[30]\tvalid_0's poisson: -99.0578\tvalid_0's quantile: 3.97895\n",
"[31]\tvalid_0's poisson: -99.1945\tvalid_0's quantile: 3.96803\n",
"[32]\tvalid_0's poisson: -99.2235\tvalid_0's quantile: 3.96577\n",
"[33]\tvalid_0's poisson: -99.2109\tvalid_0's quantile: 3.9654\n",
"[34]\tvalid_0's poisson: -99.1233\tvalid_0's quantile: 3.95446\n",
"[35]\tvalid_0's poisson: -99.2579\tvalid_0's quantile: 3.94836\n",
"[36]\tvalid_0's poisson: -99.2826\tvalid_0's quantile: 3.94314\n",
"[37]\tvalid_0's poisson: -99.2883\tvalid_0's quantile: 3.93177\n",
"[38]\tvalid_0's poisson: -99.3172\tvalid_0's quantile: 3.92197\n",
"[39]\tvalid_0's poisson: -99.2831\tvalid_0's quantile: 3.91915\n",
"[40]\tvalid_0's poisson: -99.2793\tvalid_0's quantile: 3.92085\n",
"[41]\tvalid_0's poisson: -99.124\tvalid_0's quantile: 3.90949\n",
"[42]\tvalid_0's poisson: -99.3619\tvalid_0's quantile: 3.89344\n",
"[43]\tvalid_0's poisson: -99.4631\tvalid_0's quantile: 3.88341\n",
"[44]\tvalid_0's poisson: -99.416\tvalid_0's quantile: 3.87952\n",
"[45]\tvalid_0's poisson: -99.3564\tvalid_0's quantile: 3.88947\n",
"[46]\tvalid_0's poisson: -99.4498\tvalid_0's quantile: 3.88556\n",
"[47]\tvalid_0's poisson: -99.3853\tvalid_0's quantile: 3.83497\n",
"[48]\tvalid_0's poisson: -99.2708\tvalid_0's quantile: 3.8288\n",
"[49]\tvalid_0's poisson: -99.4429\tvalid_0's quantile: 3.82272\n",
"[50]\tvalid_0's poisson: -99.4395\tvalid_0's quantile: 3.82232\n",
"[51]\tvalid_0's poisson: -99.4946\tvalid_0's quantile: 3.8237\n",
"[52]\tvalid_0's poisson: -99.497\tvalid_0's quantile: 3.82148\n",
"[53]\tvalid_0's poisson: -99.5175\tvalid_0's quantile: 3.82077\n",
"[54]\tvalid_0's poisson: -99.5482\tvalid_0's quantile: 3.8231\n",
"[55]\tvalid_0's poisson: -99.574\tvalid_0's quantile: 3.81924\n",
"[56]\tvalid_0's poisson: -99.5273\tvalid_0's quantile: 3.81395\n",
"[57]\tvalid_0's poisson: -99.6111\tvalid_0's quantile: 3.80711\n",
"[58]\tvalid_0's poisson: -99.698\tvalid_0's quantile: 3.80215\n",
"[59]\tvalid_0's poisson: -99.8583\tvalid_0's quantile: 3.79751\n",
"[60]\tvalid_0's poisson: -99.7622\tvalid_0's quantile: 3.79729\n",
"[61]\tvalid_0's poisson: -99.7736\tvalid_0's quantile: 3.7919\n",
"[62]\tvalid_0's poisson: -99.7306\tvalid_0's quantile: 3.79079\n",
"[63]\tvalid_0's poisson: -99.6982\tvalid_0's quantile: 3.78891\n",
"[64]\tvalid_0's poisson: -99.7002\tvalid_0's quantile: 3.78704\n",
"[65]\tvalid_0's poisson: -100.645\tvalid_0's quantile: 3.69573\n",
"[66]\tvalid_0's poisson: -100.648\tvalid_0's quantile: 3.69618\n",
"[67]\tvalid_0's poisson: -100.541\tvalid_0's quantile: 3.67133\n",
"[68]\tvalid_0's poisson: -100.537\tvalid_0's quantile: 3.67102\n",
"[69]\tvalid_0's poisson: -100.333\tvalid_0's quantile: 3.66396\n",
"[70]\tvalid_0's poisson: -100.416\tvalid_0's quantile: 3.65816\n",
"[71]\tvalid_0's poisson: -100.461\tvalid_0's quantile: 3.65447\n",
"[72]\tvalid_0's poisson: -100.449\tvalid_0's quantile: 3.65449\n",
"[73]\tvalid_0's poisson: -100.58\tvalid_0's quantile: 3.63868\n",
"[74]\tvalid_0's poisson: -100.594\tvalid_0's quantile: 3.63254\n",
"[75]\tvalid_0's poisson: -100.593\tvalid_0's quantile: 3.63276\n",
"[76]\tvalid_0's poisson: -100.594\tvalid_0's quantile: 3.63041\n",
"[77]\tvalid_0's poisson: -100.568\tvalid_0's quantile: 3.62761\n",
"[78]\tvalid_0's poisson: -100.613\tvalid_0's quantile: 3.61435\n",
"[79]\tvalid_0's poisson: -100.619\tvalid_0's quantile: 3.61393\n",
"[80]\tvalid_0's poisson: -100.691\tvalid_0's quantile: 3.61946\n",
"[81]\tvalid_0's poisson: -100.651\tvalid_0's quantile: 3.61953\n",
"[82]\tvalid_0's poisson: -100.622\tvalid_0's quantile: 3.62066\n",
"[83]\tvalid_0's poisson: -100.627\tvalid_0's quantile: 3.61957\n",
"[84]\tvalid_0's poisson: -100.658\tvalid_0's quantile: 3.61254\n",
"[85]\tvalid_0's poisson: -100.669\tvalid_0's quantile: 3.61234\n",
"[86]\tvalid_0's poisson: -100.671\tvalid_0's quantile: 3.61189\n",
"[87]\tvalid_0's poisson: -100.697\tvalid_0's quantile: 3.6082\n",
"[88]\tvalid_0's poisson: -100.7\tvalid_0's quantile: 3.60499\n",
"[89]\tvalid_0's poisson: -100.718\tvalid_0's quantile: 3.59145\n",
"[90]\tvalid_0's poisson: -100.692\tvalid_0's quantile: 3.58989\n",
"[91]\tvalid_0's poisson: -100.755\tvalid_0's quantile: 3.58816\n",
"[92]\tvalid_0's poisson: -100.719\tvalid_0's quantile: 3.58806\n",
"[93]\tvalid_0's poisson: -100.715\tvalid_0's quantile: 3.58863\n",
"[94]\tvalid_0's poisson: -100.702\tvalid_0's quantile: 3.58795\n",
"[95]\tvalid_0's poisson: -100.678\tvalid_0's quantile: 3.59018\n",
"[96]\tvalid_0's poisson: -100.67\tvalid_0's quantile: 3.58941\n",
"[97]\tvalid_0's poisson: -100.709\tvalid_0's quantile: 3.57124\n",
"[98]\tvalid_0's poisson: -100.637\tvalid_0's quantile: 3.56309\n",
"[99]\tvalid_0's poisson: -100.64\tvalid_0's quantile: 3.56253\n",
"[100]\tvalid_0's poisson: -100.908\tvalid_0's quantile: 3.55628\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -78.8528\tvalid_0's quantile: 7.63161\n",
"[2]\tvalid_0's poisson: -86.7841\tvalid_0's quantile: 6.07735\n",
"[3]\tvalid_0's poisson: -88.2233\tvalid_0's quantile: 5.66619\n",
"[4]\tvalid_0's poisson: -85.0822\tvalid_0's quantile: 5.52864\n",
"[5]\tvalid_0's poisson: -90.3638\tvalid_0's quantile: 5.28889\n",
"[6]\tvalid_0's poisson: -90.534\tvalid_0's quantile: 5.23819\n",
"[7]\tvalid_0's poisson: -90.6549\tvalid_0's quantile: 5.17566\n",
"[8]\tvalid_0's poisson: -90.4221\tvalid_0's quantile: 5.14841\n",
"[9]\tvalid_0's poisson: -93.4131\tvalid_0's quantile: 4.93449\n",
"[10]\tvalid_0's poisson: -95.2097\tvalid_0's quantile: 4.69213\n",
"[11]\tvalid_0's poisson: -95.5583\tvalid_0's quantile: 4.62546\n",
"[12]\tvalid_0's poisson: -95.7422\tvalid_0's quantile: 4.58657\n",
"[13]\tvalid_0's poisson: -95.7109\tvalid_0's quantile: 4.56184\n",
"[14]\tvalid_0's poisson: -95.4821\tvalid_0's quantile: 4.59647\n",
"[15]\tvalid_0's poisson: -95.5427\tvalid_0's quantile: 4.5798\n",
"[16]\tvalid_0's poisson: -95.4078\tvalid_0's quantile: 4.56886\n",
"[17]\tvalid_0's poisson: -95.6066\tvalid_0's quantile: 4.54376\n",
"[18]\tvalid_0's poisson: -96.3155\tvalid_0's quantile: 4.52505\n",
"[19]\tvalid_0's poisson: -96.3553\tvalid_0's quantile: 4.5045\n",
"[20]\tvalid_0's poisson: -96.1331\tvalid_0's quantile: 4.48901\n",
"[21]\tvalid_0's poisson: -96.2812\tvalid_0's quantile: 4.47798\n",
"[22]\tvalid_0's poisson: -96.3112\tvalid_0's quantile: 4.46737\n",
"[23]\tvalid_0's poisson: -96.3835\tvalid_0's quantile: 4.45516\n",
"[24]\tvalid_0's poisson: -96.5155\tvalid_0's quantile: 4.45077\n",
"[25]\tvalid_0's poisson: -96.4139\tvalid_0's quantile: 4.43392\n",
"[26]\tvalid_0's poisson: -96.4583\tvalid_0's quantile: 4.42887\n",
"[27]\tvalid_0's poisson: -96.4906\tvalid_0's quantile: 4.42675\n",
"[28]\tvalid_0's poisson: -96.3866\tvalid_0's quantile: 4.42284\n",
"[29]\tvalid_0's poisson: -96.6135\tvalid_0's quantile: 4.38858\n",
"[30]\tvalid_0's poisson: -96.5827\tvalid_0's quantile: 4.38271\n",
"[31]\tvalid_0's poisson: -96.5537\tvalid_0's quantile: 4.37273\n",
"[32]\tvalid_0's poisson: -96.757\tvalid_0's quantile: 4.36554\n",
"[33]\tvalid_0's poisson: -96.6347\tvalid_0's quantile: 4.33922\n",
"[34]\tvalid_0's poisson: -96.7062\tvalid_0's quantile: 4.3315\n",
"[35]\tvalid_0's poisson: -96.6548\tvalid_0's quantile: 4.30547\n",
"[36]\tvalid_0's poisson: -96.8726\tvalid_0's quantile: 4.2339\n",
"[37]\tvalid_0's poisson: -96.9681\tvalid_0's quantile: 4.20804\n",
"[38]\tvalid_0's poisson: -98.3387\tvalid_0's quantile: 4.16477\n",
"[39]\tvalid_0's poisson: -98.1183\tvalid_0's quantile: 4.16438\n",
"[40]\tvalid_0's poisson: -97.9072\tvalid_0's quantile: 4.15879\n",
"[41]\tvalid_0's poisson: -98.0208\tvalid_0's quantile: 4.14923\n",
"[42]\tvalid_0's poisson: -97.9473\tvalid_0's quantile: 4.14084\n",
"[43]\tvalid_0's poisson: -98.1987\tvalid_0's quantile: 4.13452\n",
"[44]\tvalid_0's poisson: -98.2907\tvalid_0's quantile: 4.12915\n",
"[45]\tvalid_0's poisson: -98.3508\tvalid_0's quantile: 4.12329\n",
"[46]\tvalid_0's poisson: -98.505\tvalid_0's quantile: 4.11402\n",
"[47]\tvalid_0's poisson: -98.4088\tvalid_0's quantile: 4.11327\n",
"[48]\tvalid_0's poisson: -98.3344\tvalid_0's quantile: 4.02452\n",
"[49]\tvalid_0's poisson: -98.3462\tvalid_0's quantile: 4.01679\n",
"[50]\tvalid_0's poisson: -98.4312\tvalid_0's quantile: 4.00231\n",
"[51]\tvalid_0's poisson: -98.6567\tvalid_0's quantile: 3.99986\n",
"[52]\tvalid_0's poisson: -98.8933\tvalid_0's quantile: 3.97326\n",
"[53]\tvalid_0's poisson: -99.4643\tvalid_0's quantile: 3.91954\n",
"[54]\tvalid_0's poisson: -99.4639\tvalid_0's quantile: 3.89168\n",
"[55]\tvalid_0's poisson: -98.9915\tvalid_0's quantile: 3.85054\n",
"[56]\tvalid_0's poisson: -99.3987\tvalid_0's quantile: 3.83016\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -99.5201\tvalid_0's quantile: 3.79552\n",
"[58]\tvalid_0's poisson: -99.3953\tvalid_0's quantile: 3.79428\n",
"[59]\tvalid_0's poisson: -99.3439\tvalid_0's quantile: 3.79051\n",
"[60]\tvalid_0's poisson: -99.3501\tvalid_0's quantile: 3.79512\n",
"[61]\tvalid_0's poisson: -99.3317\tvalid_0's quantile: 3.79381\n",
"[62]\tvalid_0's poisson: -99.4273\tvalid_0's quantile: 3.78985\n",
"[63]\tvalid_0's poisson: -99.5585\tvalid_0's quantile: 3.79122\n",
"[64]\tvalid_0's poisson: -99.5552\tvalid_0's quantile: 3.75414\n",
"[65]\tvalid_0's poisson: -99.5703\tvalid_0's quantile: 3.75228\n",
"[66]\tvalid_0's poisson: -99.5705\tvalid_0's quantile: 3.75382\n",
"[67]\tvalid_0's poisson: -99.5726\tvalid_0's quantile: 3.75457\n",
"[68]\tvalid_0's poisson: -99.5834\tvalid_0's quantile: 3.7537\n",
"[69]\tvalid_0's poisson: -99.9009\tvalid_0's quantile: 3.72874\n",
"[70]\tvalid_0's poisson: -99.7652\tvalid_0's quantile: 3.72362\n",
"[71]\tvalid_0's poisson: -99.777\tvalid_0's quantile: 3.72212\n",
"[72]\tvalid_0's poisson: -99.7837\tvalid_0's quantile: 3.7229\n",
"[73]\tvalid_0's poisson: -99.8486\tvalid_0's quantile: 3.72108\n",
"[74]\tvalid_0's poisson: -99.8976\tvalid_0's quantile: 3.71413\n",
"[75]\tvalid_0's poisson: -99.8549\tvalid_0's quantile: 3.70567\n",
"[76]\tvalid_0's poisson: -99.9102\tvalid_0's quantile: 3.69887\n",
"[77]\tvalid_0's poisson: -99.8969\tvalid_0's quantile: 3.6968\n",
"[78]\tvalid_0's poisson: -99.86\tvalid_0's quantile: 3.68824\n",
"[79]\tvalid_0's poisson: -100.01\tvalid_0's quantile: 3.66827\n",
"[80]\tvalid_0's poisson: -100.062\tvalid_0's quantile: 3.66752\n",
"[81]\tvalid_0's poisson: -100.05\tvalid_0's quantile: 3.66647\n",
"[82]\tvalid_0's poisson: -100.079\tvalid_0's quantile: 3.66807\n",
"[83]\tvalid_0's poisson: -100.096\tvalid_0's quantile: 3.66649\n",
"[84]\tvalid_0's poisson: -100.139\tvalid_0's quantile: 3.66688\n",
"[85]\tvalid_0's poisson: -100.114\tvalid_0's quantile: 3.65478\n",
"[86]\tvalid_0's poisson: -100.142\tvalid_0's quantile: 3.65092\n",
"[87]\tvalid_0's poisson: -100.185\tvalid_0's quantile: 3.65485\n",
"[88]\tvalid_0's poisson: -100.192\tvalid_0's quantile: 3.6548\n",
"[89]\tvalid_0's poisson: -100.094\tvalid_0's quantile: 3.642\n",
"[90]\tvalid_0's poisson: -100.125\tvalid_0's quantile: 3.64129\n",
"[91]\tvalid_0's poisson: -100.441\tvalid_0's quantile: 3.63667\n",
"[92]\tvalid_0's poisson: -100.447\tvalid_0's quantile: 3.63628\n",
"[93]\tvalid_0's poisson: -100.596\tvalid_0's quantile: 3.61482\n",
"[94]\tvalid_0's poisson: -100.421\tvalid_0's quantile: 3.61202\n",
"[95]\tvalid_0's poisson: -100.527\tvalid_0's quantile: 3.61128\n",
"[96]\tvalid_0's poisson: -100.535\tvalid_0's quantile: 3.60485\n",
"[97]\tvalid_0's poisson: -100.488\tvalid_0's quantile: 3.60615\n",
"[98]\tvalid_0's poisson: -100.508\tvalid_0's quantile: 3.59986\n",
"[99]\tvalid_0's poisson: -100.524\tvalid_0's quantile: 3.60336\n",
"[100]\tvalid_0's poisson: -100.531\tvalid_0's quantile: 3.6012\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -75.2253\tvalid_0's quantile: 8.05886\n",
"[2]\tvalid_0's poisson: -87.8605\tvalid_0's quantile: 6.12995\n",
"[3]\tvalid_0's poisson: -88.549\tvalid_0's quantile: 5.94482\n",
"[4]\tvalid_0's poisson: -89.6923\tvalid_0's quantile: 5.56428\n",
"[5]\tvalid_0's poisson: -91.0974\tvalid_0's quantile: 5.22306\n",
"[6]\tvalid_0's poisson: -91.0535\tvalid_0's quantile: 5.15574\n",
"[7]\tvalid_0's poisson: -91.7395\tvalid_0's quantile: 5.04503\n",
"[8]\tvalid_0's poisson: -91.8909\tvalid_0's quantile: 5.03864\n",
"[9]\tvalid_0's poisson: -96.8101\tvalid_0's quantile: 4.53388\n",
"[10]\tvalid_0's poisson: -97.0931\tvalid_0's quantile: 4.5092\n",
"[11]\tvalid_0's poisson: -96.8552\tvalid_0's quantile: 4.46417\n",
"[12]\tvalid_0's poisson: -96.859\tvalid_0's quantile: 4.44084\n",
"[13]\tvalid_0's poisson: -96.8913\tvalid_0's quantile: 4.43289\n",
"[14]\tvalid_0's poisson: -97.466\tvalid_0's quantile: 4.38052\n",
"[15]\tvalid_0's poisson: -97.7487\tvalid_0's quantile: 4.34288\n",
"[16]\tvalid_0's poisson: -97.7143\tvalid_0's quantile: 4.33351\n",
"[17]\tvalid_0's poisson: -97.6341\tvalid_0's quantile: 4.31913\n",
"[18]\tvalid_0's poisson: -99.1495\tvalid_0's quantile: 4.08461\n",
"[19]\tvalid_0's poisson: -99.0248\tvalid_0's quantile: 4.08191\n",
"[20]\tvalid_0's poisson: -99.3016\tvalid_0's quantile: 4.07775\n",
"[21]\tvalid_0's poisson: -99.1013\tvalid_0's quantile: 4.0672\n",
"[22]\tvalid_0's poisson: -99.3602\tvalid_0's quantile: 4.04853\n",
"[23]\tvalid_0's poisson: -99.4123\tvalid_0's quantile: 4.04556\n",
"[24]\tvalid_0's poisson: -99.4422\tvalid_0's quantile: 4.03814\n",
"[25]\tvalid_0's poisson: -100.002\tvalid_0's quantile: 3.97084\n",
"[26]\tvalid_0's poisson: -99.6326\tvalid_0's quantile: 3.93424\n",
"[27]\tvalid_0's poisson: -99.652\tvalid_0's quantile: 3.91589\n",
"[28]\tvalid_0's poisson: -99.6546\tvalid_0's quantile: 3.91497\n",
"[29]\tvalid_0's poisson: -99.7244\tvalid_0's quantile: 3.90394\n",
"[30]\tvalid_0's poisson: -99.6573\tvalid_0's quantile: 3.89894\n",
"[31]\tvalid_0's poisson: -99.6921\tvalid_0's quantile: 3.91362\n",
"[32]\tvalid_0's poisson: -99.7891\tvalid_0's quantile: 3.90743\n",
"[33]\tvalid_0's poisson: -99.8072\tvalid_0's quantile: 3.86201\n",
"[34]\tvalid_0's poisson: -99.8832\tvalid_0's quantile: 3.85531\n",
"[35]\tvalid_0's poisson: -99.8522\tvalid_0's quantile: 3.85098\n",
"[36]\tvalid_0's poisson: -99.8533\tvalid_0's quantile: 3.84986\n",
"[37]\tvalid_0's poisson: -99.9451\tvalid_0's quantile: 3.84782\n",
"[38]\tvalid_0's poisson: -100.003\tvalid_0's quantile: 3.84934\n",
"[39]\tvalid_0's poisson: -99.97\tvalid_0's quantile: 3.82877\n",
"[40]\tvalid_0's poisson: -99.8875\tvalid_0's quantile: 3.82393\n",
"[41]\tvalid_0's poisson: -99.9817\tvalid_0's quantile: 3.81902\n",
"[42]\tvalid_0's poisson: -99.9139\tvalid_0's quantile: 3.81606\n",
"[43]\tvalid_0's poisson: -100.068\tvalid_0's quantile: 3.77591\n",
"[44]\tvalid_0's poisson: -100.125\tvalid_0's quantile: 3.771\n",
"[45]\tvalid_0's poisson: -100.181\tvalid_0's quantile: 3.76819\n",
"[46]\tvalid_0's poisson: -100.149\tvalid_0's quantile: 3.77533\n",
"[47]\tvalid_0's poisson: -100.235\tvalid_0's quantile: 3.77455\n",
"[48]\tvalid_0's poisson: -100.195\tvalid_0's quantile: 3.77223\n",
"[49]\tvalid_0's poisson: -100.168\tvalid_0's quantile: 3.77652\n",
"[50]\tvalid_0's poisson: -100.164\tvalid_0's quantile: 3.77832\n",
"[51]\tvalid_0's poisson: -100.16\tvalid_0's quantile: 3.76978\n",
"[52]\tvalid_0's poisson: -100.166\tvalid_0's quantile: 3.76062\n",
"[53]\tvalid_0's poisson: -100.176\tvalid_0's quantile: 3.76277\n",
"[54]\tvalid_0's poisson: -100.212\tvalid_0's quantile: 3.75031\n",
"[55]\tvalid_0's poisson: -100.385\tvalid_0's quantile: 3.74602\n",
"[56]\tvalid_0's poisson: -100.34\tvalid_0's quantile: 3.74262\n",
"[57]\tvalid_0's poisson: -100.33\tvalid_0's quantile: 3.74083\n",
"[58]\tvalid_0's poisson: -100.17\tvalid_0's quantile: 3.72825\n",
"[59]\tvalid_0's poisson: -100.772\tvalid_0's quantile: 3.70462\n",
"[60]\tvalid_0's poisson: -100.783\tvalid_0's quantile: 3.70024\n",
"[61]\tvalid_0's poisson: -100.781\tvalid_0's quantile: 3.6954\n",
"[62]\tvalid_0's poisson: -100.779\tvalid_0's quantile: 3.69737\n",
"[63]\tvalid_0's poisson: -100.784\tvalid_0's quantile: 3.69239\n",
"[64]\tvalid_0's poisson: -100.755\tvalid_0's quantile: 3.68778\n",
"[65]\tvalid_0's poisson: -100.811\tvalid_0's quantile: 3.68674\n",
"[66]\tvalid_0's poisson: -100.8\tvalid_0's quantile: 3.67989\n",
"[67]\tvalid_0's poisson: -100.851\tvalid_0's quantile: 3.67678\n",
"[68]\tvalid_0's poisson: -100.821\tvalid_0's quantile: 3.66984\n",
"[69]\tvalid_0's poisson: -100.882\tvalid_0's quantile: 3.65664\n",
"[70]\tvalid_0's poisson: -100.913\tvalid_0's quantile: 3.64958\n",
"[71]\tvalid_0's poisson: -100.85\tvalid_0's quantile: 3.65007\n",
"[72]\tvalid_0's poisson: -100.958\tvalid_0's quantile: 3.64516\n",
"[73]\tvalid_0's poisson: -100.867\tvalid_0's quantile: 3.64579\n",
"[74]\tvalid_0's poisson: -100.851\tvalid_0's quantile: 3.64659\n",
"[75]\tvalid_0's poisson: -100.999\tvalid_0's quantile: 3.63675\n",
"[76]\tvalid_0's poisson: -101.014\tvalid_0's quantile: 3.63418\n",
"[77]\tvalid_0's poisson: -101.005\tvalid_0's quantile: 3.63036\n",
"[78]\tvalid_0's poisson: -101.051\tvalid_0's quantile: 3.62567\n",
"[79]\tvalid_0's poisson: -101.014\tvalid_0's quantile: 3.62697\n",
"[80]\tvalid_0's poisson: -101.081\tvalid_0's quantile: 3.6251\n",
"[81]\tvalid_0's poisson: -101.054\tvalid_0's quantile: 3.62285\n",
"[82]\tvalid_0's poisson: -101.084\tvalid_0's quantile: 3.62015\n",
"[83]\tvalid_0's poisson: -101.045\tvalid_0's quantile: 3.6196\n",
"[84]\tvalid_0's poisson: -101.123\tvalid_0's quantile: 3.60951\n",
"[85]\tvalid_0's poisson: -101.156\tvalid_0's quantile: 3.60443\n",
"[86]\tvalid_0's poisson: -101.152\tvalid_0's quantile: 3.60463\n",
"[87]\tvalid_0's poisson: -101.136\tvalid_0's quantile: 3.60336\n",
"[88]\tvalid_0's poisson: -101.128\tvalid_0's quantile: 3.6033\n",
"[89]\tvalid_0's poisson: -101.337\tvalid_0's quantile: 3.58203\n",
"[90]\tvalid_0's poisson: -101.341\tvalid_0's quantile: 3.58604\n",
"[91]\tvalid_0's poisson: -101.416\tvalid_0's quantile: 3.5745\n",
"[92]\tvalid_0's poisson: -101.367\tvalid_0's quantile: 3.56959\n",
"[93]\tvalid_0's poisson: -101.46\tvalid_0's quantile: 3.56857\n",
"[94]\tvalid_0's poisson: -101.455\tvalid_0's quantile: 3.56757\n",
"[95]\tvalid_0's poisson: -101.354\tvalid_0's quantile: 3.57065\n",
"[96]\tvalid_0's poisson: -101.384\tvalid_0's quantile: 3.56595\n",
"[97]\tvalid_0's poisson: -101.389\tvalid_0's quantile: 3.56108\n",
"[98]\tvalid_0's poisson: -101.396\tvalid_0's quantile: 3.55828\n",
"[99]\tvalid_0's poisson: -101.391\tvalid_0's quantile: 3.55822\n",
"[100]\tvalid_0's poisson: -101.35\tvalid_0's quantile: 3.56494\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.4887\tvalid_0's quantile: 10.1948\n",
"[2]\tvalid_0's poisson: -72.014\tvalid_0's quantile: 8.82881\n",
"[3]\tvalid_0's poisson: -76.5423\tvalid_0's quantile: 7.97427\n",
"[4]\tvalid_0's poisson: -80.3509\tvalid_0's quantile: 7.22232\n",
"[5]\tvalid_0's poisson: -84.2422\tvalid_0's quantile: 6.64299\n",
"[6]\tvalid_0's poisson: -86.252\tvalid_0's quantile: 6.17003\n",
"[7]\tvalid_0's poisson: -88.7512\tvalid_0's quantile: 5.81922\n",
"[8]\tvalid_0's poisson: -90.7483\tvalid_0's quantile: 5.55178\n",
"[9]\tvalid_0's poisson: -91.6601\tvalid_0's quantile: 5.34856\n",
"[10]\tvalid_0's poisson: -92.713\tvalid_0's quantile: 5.18292\n",
"[11]\tvalid_0's poisson: -93.5167\tvalid_0's quantile: 5.07912\n",
"[12]\tvalid_0's poisson: -93.8671\tvalid_0's quantile: 4.95932\n",
"[13]\tvalid_0's poisson: -94.5778\tvalid_0's quantile: 4.85011\n",
"[14]\tvalid_0's poisson: -95.0894\tvalid_0's quantile: 4.77688\n",
"[15]\tvalid_0's poisson: -95.3881\tvalid_0's quantile: 4.74115\n",
"[16]\tvalid_0's poisson: -95.7122\tvalid_0's quantile: 4.69948\n",
"[17]\tvalid_0's poisson: -95.8564\tvalid_0's quantile: 4.64033\n",
"[18]\tvalid_0's poisson: -96.1968\tvalid_0's quantile: 4.6019\n",
"[19]\tvalid_0's poisson: -96.5503\tvalid_0's quantile: 4.56781\n",
"[20]\tvalid_0's poisson: -96.6322\tvalid_0's quantile: 4.55639\n",
"[21]\tvalid_0's poisson: -96.7455\tvalid_0's quantile: 4.53349\n",
"[22]\tvalid_0's poisson: -96.8411\tvalid_0's quantile: 4.52705\n",
"[23]\tvalid_0's poisson: -96.9836\tvalid_0's quantile: 4.52103\n",
"[24]\tvalid_0's poisson: -97.0462\tvalid_0's quantile: 4.51379\n",
"[25]\tvalid_0's poisson: -97.0959\tvalid_0's quantile: 4.49533\n",
"[26]\tvalid_0's poisson: -97.0857\tvalid_0's quantile: 4.49255\n",
"[27]\tvalid_0's poisson: -97.0233\tvalid_0's quantile: 4.47692\n",
"[28]\tvalid_0's poisson: -97.7317\tvalid_0's quantile: 4.39558\n",
"[29]\tvalid_0's poisson: -97.7697\tvalid_0's quantile: 4.39172\n",
"[30]\tvalid_0's poisson: -97.7952\tvalid_0's quantile: 4.38628\n",
"[31]\tvalid_0's poisson: -97.8621\tvalid_0's quantile: 4.37879\n",
"[32]\tvalid_0's poisson: -98.1555\tvalid_0's quantile: 4.31679\n",
"[33]\tvalid_0's poisson: -98.2088\tvalid_0's quantile: 4.31426\n",
"[34]\tvalid_0's poisson: -98.2413\tvalid_0's quantile: 4.30948\n",
"[35]\tvalid_0's poisson: -98.6169\tvalid_0's quantile: 4.26993\n",
"[36]\tvalid_0's poisson: -98.6341\tvalid_0's quantile: 4.26376\n",
"[37]\tvalid_0's poisson: -98.7691\tvalid_0's quantile: 4.24498\n",
"[38]\tvalid_0's poisson: -98.8997\tvalid_0's quantile: 4.22909\n",
"[39]\tvalid_0's poisson: -98.9426\tvalid_0's quantile: 4.21903\n",
"[40]\tvalid_0's poisson: -99.0531\tvalid_0's quantile: 4.20863\n",
"[41]\tvalid_0's poisson: -99.2113\tvalid_0's quantile: 4.18933\n",
"[42]\tvalid_0's poisson: -99.2125\tvalid_0's quantile: 4.18319\n",
"[43]\tvalid_0's poisson: -99.2883\tvalid_0's quantile: 4.14996\n",
"[44]\tvalid_0's poisson: -99.3003\tvalid_0's quantile: 4.1445\n",
"[45]\tvalid_0's poisson: -99.3314\tvalid_0's quantile: 4.13991\n",
"[46]\tvalid_0's poisson: -99.3556\tvalid_0's quantile: 4.13717\n",
"[47]\tvalid_0's poisson: -99.359\tvalid_0's quantile: 4.1351\n",
"[48]\tvalid_0's poisson: -99.4308\tvalid_0's quantile: 4.12749\n",
"[49]\tvalid_0's poisson: -99.4607\tvalid_0's quantile: 4.12603\n",
"[50]\tvalid_0's poisson: -99.3663\tvalid_0's quantile: 4.0861\n",
"[51]\tvalid_0's poisson: -99.3558\tvalid_0's quantile: 4.08531\n",
"[52]\tvalid_0's poisson: -99.3678\tvalid_0's quantile: 4.08223\n",
"[53]\tvalid_0's poisson: -99.4176\tvalid_0's quantile: 4.07678\n",
"[54]\tvalid_0's poisson: -99.4525\tvalid_0's quantile: 4.07302\n",
"[55]\tvalid_0's poisson: -99.4769\tvalid_0's quantile: 4.07116\n",
"[56]\tvalid_0's poisson: -99.4941\tvalid_0's quantile: 4.07098\n",
"[57]\tvalid_0's poisson: -99.5365\tvalid_0's quantile: 4.05068\n",
"[58]\tvalid_0's poisson: -99.6183\tvalid_0's quantile: 4.02799\n",
"[59]\tvalid_0's poisson: -99.6468\tvalid_0's quantile: 4.02463\n",
"[60]\tvalid_0's poisson: -99.7381\tvalid_0's quantile: 4.02073\n",
"[61]\tvalid_0's poisson: -99.7411\tvalid_0's quantile: 4.01936\n",
"[62]\tvalid_0's poisson: -99.7351\tvalid_0's quantile: 4.01915\n",
"[63]\tvalid_0's poisson: -99.7566\tvalid_0's quantile: 4.01672\n",
"[64]\tvalid_0's poisson: -99.7392\tvalid_0's quantile: 4.01585\n",
"[65]\tvalid_0's poisson: -99.7229\tvalid_0's quantile: 3.99061\n",
"[66]\tvalid_0's poisson: -99.7519\tvalid_0's quantile: 3.986\n",
"[67]\tvalid_0's poisson: -99.7029\tvalid_0's quantile: 3.96758\n",
"[68]\tvalid_0's poisson: -99.7084\tvalid_0's quantile: 3.96736\n",
"[69]\tvalid_0's poisson: -99.8186\tvalid_0's quantile: 3.95798\n",
"[70]\tvalid_0's poisson: -99.8543\tvalid_0's quantile: 3.95475\n",
"[71]\tvalid_0's poisson: -99.9031\tvalid_0's quantile: 3.93856\n",
"[72]\tvalid_0's poisson: -99.9016\tvalid_0's quantile: 3.93713\n",
"[73]\tvalid_0's poisson: -99.965\tvalid_0's quantile: 3.92597\n",
"[74]\tvalid_0's poisson: -99.9825\tvalid_0's quantile: 3.92445\n",
"[75]\tvalid_0's poisson: -100.015\tvalid_0's quantile: 3.91678\n",
"[76]\tvalid_0's poisson: -100.08\tvalid_0's quantile: 3.91563\n",
"[77]\tvalid_0's poisson: -100.111\tvalid_0's quantile: 3.91412\n",
"[78]\tvalid_0's poisson: -100.125\tvalid_0's quantile: 3.91316\n",
"[79]\tvalid_0's poisson: -100.139\tvalid_0's quantile: 3.91044\n",
"[80]\tvalid_0's poisson: -100.207\tvalid_0's quantile: 3.89487\n",
"[81]\tvalid_0's poisson: -100.246\tvalid_0's quantile: 3.89393\n",
"[82]\tvalid_0's poisson: -100.225\tvalid_0's quantile: 3.89398\n",
"[83]\tvalid_0's poisson: -100.215\tvalid_0's quantile: 3.88821\n",
"[84]\tvalid_0's poisson: -100.285\tvalid_0's quantile: 3.87686\n",
"[85]\tvalid_0's poisson: -100.251\tvalid_0's quantile: 3.87124\n",
"[86]\tvalid_0's poisson: -100.346\tvalid_0's quantile: 3.86248\n",
"[87]\tvalid_0's poisson: -100.352\tvalid_0's quantile: 3.85772\n",
"[88]\tvalid_0's poisson: -100.494\tvalid_0's quantile: 3.8362\n",
"[89]\tvalid_0's poisson: -100.528\tvalid_0's quantile: 3.8288\n",
"[90]\tvalid_0's poisson: -100.622\tvalid_0's quantile: 3.81347\n",
"[91]\tvalid_0's poisson: -100.644\tvalid_0's quantile: 3.80919\n",
"[92]\tvalid_0's poisson: -100.628\tvalid_0's quantile: 3.79449\n",
"[93]\tvalid_0's poisson: -100.639\tvalid_0's quantile: 3.78211\n",
"[94]\tvalid_0's poisson: -100.619\tvalid_0's quantile: 3.77648\n",
"[95]\tvalid_0's poisson: -100.63\tvalid_0's quantile: 3.77654\n",
"[96]\tvalid_0's poisson: -100.641\tvalid_0's quantile: 3.77609\n",
"[97]\tvalid_0's poisson: -100.677\tvalid_0's quantile: 3.77526\n",
"[98]\tvalid_0's poisson: -100.818\tvalid_0's quantile: 3.76754\n",
"[99]\tvalid_0's poisson: -100.828\tvalid_0's quantile: 3.76634\n",
"[100]\tvalid_0's poisson: -100.83\tvalid_0's quantile: 3.7662\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.4537\tvalid_0's quantile: 10.1868\n",
"[2]\tvalid_0's poisson: -72.0172\tvalid_0's quantile: 8.81685\n",
"[3]\tvalid_0's poisson: -76.4739\tvalid_0's quantile: 8.06288\n",
"[4]\tvalid_0's poisson: -79.6046\tvalid_0's quantile: 7.26362\n",
"[5]\tvalid_0's poisson: -83.5662\tvalid_0's quantile: 6.65513\n",
"[6]\tvalid_0's poisson: -85.5475\tvalid_0's quantile: 6.21316\n",
"[7]\tvalid_0's poisson: -88.0444\tvalid_0's quantile: 5.85314\n",
"[8]\tvalid_0's poisson: -89.8612\tvalid_0's quantile: 5.60651\n",
"[9]\tvalid_0's poisson: -91.2781\tvalid_0's quantile: 5.42809\n",
"[10]\tvalid_0's poisson: -92.0402\tvalid_0's quantile: 5.24271\n",
"[11]\tvalid_0's poisson: -93.3828\tvalid_0's quantile: 5.05719\n",
"[12]\tvalid_0's poisson: -93.9586\tvalid_0's quantile: 4.95257\n",
"[13]\tvalid_0's poisson: -94.7676\tvalid_0's quantile: 4.84086\n",
"[14]\tvalid_0's poisson: -95.3759\tvalid_0's quantile: 4.75891\n",
"[15]\tvalid_0's poisson: -95.6176\tvalid_0's quantile: 4.69915\n",
"[16]\tvalid_0's poisson: -95.7987\tvalid_0's quantile: 4.67251\n",
"[17]\tvalid_0's poisson: -96.0955\tvalid_0's quantile: 4.61799\n",
"[18]\tvalid_0's poisson: -96.2739\tvalid_0's quantile: 4.5748\n",
"[19]\tvalid_0's poisson: -96.5821\tvalid_0's quantile: 4.53962\n",
"[20]\tvalid_0's poisson: -97.1268\tvalid_0's quantile: 4.47679\n",
"[21]\tvalid_0's poisson: -97.2995\tvalid_0's quantile: 4.45683\n",
"[22]\tvalid_0's poisson: -97.8407\tvalid_0's quantile: 4.38807\n",
"[23]\tvalid_0's poisson: -97.8801\tvalid_0's quantile: 4.38313\n",
"[24]\tvalid_0's poisson: -97.9684\tvalid_0's quantile: 4.36403\n",
"[25]\tvalid_0's poisson: -98.216\tvalid_0's quantile: 4.29954\n",
"[26]\tvalid_0's poisson: -98.307\tvalid_0's quantile: 4.28954\n",
"[27]\tvalid_0's poisson: -98.3489\tvalid_0's quantile: 4.28661\n",
"[28]\tvalid_0's poisson: -98.3916\tvalid_0's quantile: 4.24996\n",
"[29]\tvalid_0's poisson: -98.5061\tvalid_0's quantile: 4.23785\n",
"[30]\tvalid_0's poisson: -98.4342\tvalid_0's quantile: 4.21552\n",
"[31]\tvalid_0's poisson: -98.5101\tvalid_0's quantile: 4.20644\n",
"[32]\tvalid_0's poisson: -98.6933\tvalid_0's quantile: 4.16544\n",
"[33]\tvalid_0's poisson: -98.7326\tvalid_0's quantile: 4.15521\n",
"[34]\tvalid_0's poisson: -98.7397\tvalid_0's quantile: 4.15467\n",
"[35]\tvalid_0's poisson: -98.7933\tvalid_0's quantile: 4.15068\n",
"[36]\tvalid_0's poisson: -98.8726\tvalid_0's quantile: 4.14376\n",
"[37]\tvalid_0's poisson: -98.9068\tvalid_0's quantile: 4.14242\n",
"[38]\tvalid_0's poisson: -98.8688\tvalid_0's quantile: 4.14236\n",
"[39]\tvalid_0's poisson: -98.9332\tvalid_0's quantile: 4.14134\n",
"[40]\tvalid_0's poisson: -98.9513\tvalid_0's quantile: 4.14001\n",
"[41]\tvalid_0's poisson: -98.9994\tvalid_0's quantile: 4.13436\n",
"[42]\tvalid_0's poisson: -99.1562\tvalid_0's quantile: 4.11338\n",
"[43]\tvalid_0's poisson: -99.1872\tvalid_0's quantile: 4.11037\n",
"[44]\tvalid_0's poisson: -99.3647\tvalid_0's quantile: 4.08907\n",
"[45]\tvalid_0's poisson: -99.4053\tvalid_0's quantile: 4.06849\n",
"[46]\tvalid_0's poisson: -99.4579\tvalid_0's quantile: 4.01753\n",
"[47]\tvalid_0's poisson: -99.5521\tvalid_0's quantile: 4.00969\n",
"[48]\tvalid_0's poisson: -99.5564\tvalid_0's quantile: 4.00789\n",
"[49]\tvalid_0's poisson: -99.6309\tvalid_0's quantile: 3.98977\n",
"[50]\tvalid_0's poisson: -99.8031\tvalid_0's quantile: 3.96392\n",
"[51]\tvalid_0's poisson: -99.8119\tvalid_0's quantile: 3.96338\n",
"[52]\tvalid_0's poisson: -99.942\tvalid_0's quantile: 3.94291\n",
"[53]\tvalid_0's poisson: -100.017\tvalid_0's quantile: 3.94002\n",
"[54]\tvalid_0's poisson: -100.059\tvalid_0's quantile: 3.93476\n",
"[55]\tvalid_0's poisson: -100.068\tvalid_0's quantile: 3.93448\n",
"[56]\tvalid_0's poisson: -100.085\tvalid_0's quantile: 3.93223\n",
"[57]\tvalid_0's poisson: -100.103\tvalid_0's quantile: 3.92835\n",
"[58]\tvalid_0's poisson: -100.122\tvalid_0's quantile: 3.9278\n",
"[59]\tvalid_0's poisson: -100.129\tvalid_0's quantile: 3.92611\n",
"[60]\tvalid_0's poisson: -100.165\tvalid_0's quantile: 3.92457\n",
"[61]\tvalid_0's poisson: -100.18\tvalid_0's quantile: 3.92107\n",
"[62]\tvalid_0's poisson: -100.188\tvalid_0's quantile: 3.92035\n",
"[63]\tvalid_0's poisson: -100.202\tvalid_0's quantile: 3.91831\n",
"[64]\tvalid_0's poisson: -100.215\tvalid_0's quantile: 3.91451\n",
"[65]\tvalid_0's poisson: -100.227\tvalid_0's quantile: 3.9119\n",
"[66]\tvalid_0's poisson: -100.228\tvalid_0's quantile: 3.91119\n",
"[67]\tvalid_0's poisson: -100.237\tvalid_0's quantile: 3.91032\n",
"[68]\tvalid_0's poisson: -100.271\tvalid_0's quantile: 3.91017\n",
"[69]\tvalid_0's poisson: -100.269\tvalid_0's quantile: 3.91071\n",
"[70]\tvalid_0's poisson: -100.27\tvalid_0's quantile: 3.91027\n",
"[71]\tvalid_0's poisson: -100.226\tvalid_0's quantile: 3.88738\n",
"[72]\tvalid_0's poisson: -100.244\tvalid_0's quantile: 3.8815\n",
"[73]\tvalid_0's poisson: -100.276\tvalid_0's quantile: 3.87853\n",
"[74]\tvalid_0's poisson: -100.291\tvalid_0's quantile: 3.87702\n",
"[75]\tvalid_0's poisson: -100.284\tvalid_0's quantile: 3.8769\n",
"[76]\tvalid_0's poisson: -100.299\tvalid_0's quantile: 3.87502\n",
"[77]\tvalid_0's poisson: -100.322\tvalid_0's quantile: 3.86933\n",
"[78]\tvalid_0's poisson: -100.33\tvalid_0's quantile: 3.86808\n",
"[79]\tvalid_0's poisson: -100.389\tvalid_0's quantile: 3.84835\n",
"[80]\tvalid_0's poisson: -100.454\tvalid_0's quantile: 3.84257\n",
"[81]\tvalid_0's poisson: -100.48\tvalid_0's quantile: 3.83962\n",
"[82]\tvalid_0's poisson: -100.491\tvalid_0's quantile: 3.83919\n",
"[83]\tvalid_0's poisson: -100.535\tvalid_0's quantile: 3.82981\n",
"[84]\tvalid_0's poisson: -100.555\tvalid_0's quantile: 3.82947\n",
"[85]\tvalid_0's poisson: -100.603\tvalid_0's quantile: 3.81444\n",
"[86]\tvalid_0's poisson: -100.616\tvalid_0's quantile: 3.8114\n",
"[87]\tvalid_0's poisson: -100.634\tvalid_0's quantile: 3.80792\n",
"[88]\tvalid_0's poisson: -100.641\tvalid_0's quantile: 3.81335\n",
"[89]\tvalid_0's poisson: -100.656\tvalid_0's quantile: 3.81193\n",
"[90]\tvalid_0's poisson: -100.714\tvalid_0's quantile: 3.80025\n",
"[91]\tvalid_0's poisson: -100.716\tvalid_0's quantile: 3.79984\n",
"[92]\tvalid_0's poisson: -100.76\tvalid_0's quantile: 3.79612\n",
"[93]\tvalid_0's poisson: -100.794\tvalid_0's quantile: 3.79548\n",
"[94]\tvalid_0's poisson: -100.799\tvalid_0's quantile: 3.79503\n",
"[95]\tvalid_0's poisson: -100.804\tvalid_0's quantile: 3.79443\n",
"[96]\tvalid_0's poisson: -100.807\tvalid_0's quantile: 3.79402\n",
"[97]\tvalid_0's poisson: -100.839\tvalid_0's quantile: 3.7915\n",
"[98]\tvalid_0's poisson: -100.867\tvalid_0's quantile: 3.78246\n",
"[99]\tvalid_0's poisson: -100.864\tvalid_0's quantile: 3.782\n",
"[100]\tvalid_0's poisson: -100.873\tvalid_0's quantile: 3.78052\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.9534\tvalid_0's quantile: 10.1483\n",
"[2]\tvalid_0's poisson: -72.268\tvalid_0's quantile: 8.76876\n",
"[3]\tvalid_0's poisson: -76.9264\tvalid_0's quantile: 7.99048\n",
"[4]\tvalid_0's poisson: -79.9328\tvalid_0's quantile: 7.17876\n",
"[5]\tvalid_0's poisson: -83.9033\tvalid_0's quantile: 6.58936\n",
"[6]\tvalid_0's poisson: -86.6586\tvalid_0's quantile: 6.15247\n",
"[7]\tvalid_0's poisson: -88.6125\tvalid_0's quantile: 5.75041\n",
"[8]\tvalid_0's poisson: -90.637\tvalid_0's quantile: 5.47734\n",
"[9]\tvalid_0's poisson: -92.1268\tvalid_0's quantile: 5.22915\n",
"[10]\tvalid_0's poisson: -93.2081\tvalid_0's quantile: 5.03396\n",
"[11]\tvalid_0's poisson: -94.0611\tvalid_0's quantile: 4.91774\n",
"[12]\tvalid_0's poisson: -94.6499\tvalid_0's quantile: 4.84343\n",
"[13]\tvalid_0's poisson: -94.8127\tvalid_0's quantile: 4.76088\n",
"[14]\tvalid_0's poisson: -95.13\tvalid_0's quantile: 4.69831\n",
"[15]\tvalid_0's poisson: -95.3541\tvalid_0's quantile: 4.65057\n",
"[16]\tvalid_0's poisson: -95.7376\tvalid_0's quantile: 4.59792\n",
"[17]\tvalid_0's poisson: -96.0224\tvalid_0's quantile: 4.56546\n",
"[18]\tvalid_0's poisson: -96.191\tvalid_0's quantile: 4.55101\n",
"[19]\tvalid_0's poisson: -96.4039\tvalid_0's quantile: 4.52432\n",
"[20]\tvalid_0's poisson: -96.4584\tvalid_0's quantile: 4.51605\n",
"[21]\tvalid_0's poisson: -96.5171\tvalid_0's quantile: 4.50925\n",
"[22]\tvalid_0's poisson: -96.9925\tvalid_0's quantile: 4.42538\n",
"[23]\tvalid_0's poisson: -97.0627\tvalid_0's quantile: 4.41519\n",
"[24]\tvalid_0's poisson: -97.1988\tvalid_0's quantile: 4.40014\n",
"[25]\tvalid_0's poisson: -97.2107\tvalid_0's quantile: 4.39354\n",
"[26]\tvalid_0's poisson: -97.6202\tvalid_0's quantile: 4.34276\n",
"[27]\tvalid_0's poisson: -98.0015\tvalid_0's quantile: 4.29243\n",
"[28]\tvalid_0's poisson: -98.1192\tvalid_0's quantile: 4.249\n",
"[29]\tvalid_0's poisson: -98.2346\tvalid_0's quantile: 4.23642\n",
"[30]\tvalid_0's poisson: -98.2535\tvalid_0's quantile: 4.23255\n",
"[31]\tvalid_0's poisson: -98.3065\tvalid_0's quantile: 4.22797\n",
"[32]\tvalid_0's poisson: -98.3786\tvalid_0's quantile: 4.22178\n",
"[33]\tvalid_0's poisson: -98.4356\tvalid_0's quantile: 4.20982\n",
"[34]\tvalid_0's poisson: -98.4738\tvalid_0's quantile: 4.20597\n",
"[35]\tvalid_0's poisson: -98.5309\tvalid_0's quantile: 4.19843\n",
"[36]\tvalid_0's poisson: -98.5875\tvalid_0's quantile: 4.19358\n",
"[37]\tvalid_0's poisson: -98.6263\tvalid_0's quantile: 4.19014\n",
"[38]\tvalid_0's poisson: -98.6324\tvalid_0's quantile: 4.18206\n",
"[39]\tvalid_0's poisson: -98.6465\tvalid_0's quantile: 4.1781\n",
"[40]\tvalid_0's poisson: -98.6625\tvalid_0's quantile: 4.1757\n",
"[41]\tvalid_0's poisson: -98.7745\tvalid_0's quantile: 4.15924\n",
"[42]\tvalid_0's poisson: -98.7759\tvalid_0's quantile: 4.15681\n",
"[43]\tvalid_0's poisson: -98.8242\tvalid_0's quantile: 4.15071\n",
"[44]\tvalid_0's poisson: -98.8756\tvalid_0's quantile: 4.1448\n",
"[45]\tvalid_0's poisson: -98.9221\tvalid_0's quantile: 4.12756\n",
"[46]\tvalid_0's poisson: -98.9921\tvalid_0's quantile: 4.11962\n",
"[47]\tvalid_0's poisson: -98.9674\tvalid_0's quantile: 4.11829\n",
"[48]\tvalid_0's poisson: -98.9707\tvalid_0's quantile: 4.11753\n",
"[49]\tvalid_0's poisson: -98.9683\tvalid_0's quantile: 4.11592\n",
"[50]\tvalid_0's poisson: -98.8646\tvalid_0's quantile: 4.10364\n",
"[51]\tvalid_0's poisson: -98.893\tvalid_0's quantile: 4.10313\n",
"[52]\tvalid_0's poisson: -98.8519\tvalid_0's quantile: 4.06181\n",
"[53]\tvalid_0's poisson: -98.862\tvalid_0's quantile: 4.06154\n",
"[54]\tvalid_0's poisson: -99.0014\tvalid_0's quantile: 4.0442\n",
"[55]\tvalid_0's poisson: -99.0234\tvalid_0's quantile: 4.04272\n",
"[56]\tvalid_0's poisson: -99.0251\tvalid_0's quantile: 4.04168\n",
"[57]\tvalid_0's poisson: -99.0649\tvalid_0's quantile: 4.04066\n",
"[58]\tvalid_0's poisson: -99.1655\tvalid_0's quantile: 4.02889\n",
"[59]\tvalid_0's poisson: -99.1882\tvalid_0's quantile: 4.02751\n",
"[60]\tvalid_0's poisson: -99.1889\tvalid_0's quantile: 4.02643\n",
"[61]\tvalid_0's poisson: -99.2301\tvalid_0's quantile: 4.02301\n",
"[62]\tvalid_0's poisson: -99.3133\tvalid_0's quantile: 4.01303\n",
"[63]\tvalid_0's poisson: -99.2989\tvalid_0's quantile: 4.01174\n",
"[64]\tvalid_0's poisson: -99.2988\tvalid_0's quantile: 4.00545\n",
"[65]\tvalid_0's poisson: -99.1906\tvalid_0's quantile: 3.98917\n",
"[66]\tvalid_0's poisson: -99.1969\tvalid_0's quantile: 3.98863\n",
"[67]\tvalid_0's poisson: -99.2122\tvalid_0's quantile: 3.98131\n",
"[68]\tvalid_0's poisson: -99.2289\tvalid_0's quantile: 3.9811\n",
"[69]\tvalid_0's poisson: -99.2616\tvalid_0's quantile: 3.96902\n",
"[70]\tvalid_0's poisson: -99.2663\tvalid_0's quantile: 3.96814\n",
"[71]\tvalid_0's poisson: -99.2732\tvalid_0's quantile: 3.96789\n",
"[72]\tvalid_0's poisson: -99.2847\tvalid_0's quantile: 3.96725\n",
"[73]\tvalid_0's poisson: -99.4276\tvalid_0's quantile: 3.95486\n",
"[74]\tvalid_0's poisson: -99.4395\tvalid_0's quantile: 3.95443\n",
"[75]\tvalid_0's poisson: -99.3869\tvalid_0's quantile: 3.9571\n",
"[76]\tvalid_0's poisson: -99.3833\tvalid_0's quantile: 3.95979\n",
"[77]\tvalid_0's poisson: -99.3903\tvalid_0's quantile: 3.9594\n",
"[78]\tvalid_0's poisson: -99.3975\tvalid_0's quantile: 3.9595\n",
"[79]\tvalid_0's poisson: -99.3978\tvalid_0's quantile: 3.95928\n",
"[80]\tvalid_0's poisson: -99.3987\tvalid_0's quantile: 3.95923\n",
"[81]\tvalid_0's poisson: -99.404\tvalid_0's quantile: 3.95912\n",
"[82]\tvalid_0's poisson: -99.3995\tvalid_0's quantile: 3.95367\n",
"[83]\tvalid_0's poisson: -99.468\tvalid_0's quantile: 3.9422\n",
"[84]\tvalid_0's poisson: -99.4857\tvalid_0's quantile: 3.93822\n",
"[85]\tvalid_0's poisson: -99.4864\tvalid_0's quantile: 3.93749\n",
"[86]\tvalid_0's poisson: -99.5458\tvalid_0's quantile: 3.92513\n",
"[87]\tvalid_0's poisson: -99.5856\tvalid_0's quantile: 3.92099\n",
"[88]\tvalid_0's poisson: -99.5923\tvalid_0's quantile: 3.92089\n",
"[89]\tvalid_0's poisson: -99.6337\tvalid_0's quantile: 3.91583\n",
"[90]\tvalid_0's poisson: -99.6688\tvalid_0's quantile: 3.90863\n",
"[91]\tvalid_0's poisson: -99.675\tvalid_0's quantile: 3.90738\n",
"[92]\tvalid_0's poisson: -99.8378\tvalid_0's quantile: 3.87998\n",
"[93]\tvalid_0's poisson: -99.8919\tvalid_0's quantile: 3.87721\n",
"[94]\tvalid_0's poisson: -99.9053\tvalid_0's quantile: 3.87681\n",
"[95]\tvalid_0's poisson: -99.9862\tvalid_0's quantile: 3.87066\n",
"[96]\tvalid_0's poisson: -100.002\tvalid_0's quantile: 3.86713\n",
"[97]\tvalid_0's poisson: -99.9845\tvalid_0's quantile: 3.86568\n",
"[98]\tvalid_0's poisson: -100.017\tvalid_0's quantile: 3.86376\n",
"[99]\tvalid_0's poisson: -100.037\tvalid_0's quantile: 3.86343\n",
"[100]\tvalid_0's poisson: -100.043\tvalid_0's quantile: 3.8635\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -68.5411\tvalid_0's quantile: 10.0344\n",
"[2]\tvalid_0's poisson: -73.726\tvalid_0's quantile: 8.65522\n",
"[3]\tvalid_0's poisson: -78.8225\tvalid_0's quantile: 7.75953\n",
"[4]\tvalid_0's poisson: -81.6751\tvalid_0's quantile: 6.99314\n",
"[5]\tvalid_0's poisson: -84.902\tvalid_0's quantile: 6.43573\n",
"[6]\tvalid_0's poisson: -87.7355\tvalid_0's quantile: 6.02123\n",
"[7]\tvalid_0's poisson: -89.1295\tvalid_0's quantile: 5.70808\n",
"[8]\tvalid_0's poisson: -90.6994\tvalid_0's quantile: 5.46135\n",
"[9]\tvalid_0's poisson: -91.8364\tvalid_0's quantile: 5.30099\n",
"[10]\tvalid_0's poisson: -92.7437\tvalid_0's quantile: 5.18704\n",
"[11]\tvalid_0's poisson: -93.8226\tvalid_0's quantile: 5.04261\n",
"[12]\tvalid_0's poisson: -94.0573\tvalid_0's quantile: 4.90796\n",
"[13]\tvalid_0's poisson: -94.6933\tvalid_0's quantile: 4.82065\n",
"[14]\tvalid_0's poisson: -94.9825\tvalid_0's quantile: 4.76058\n",
"[15]\tvalid_0's poisson: -95.4083\tvalid_0's quantile: 4.70854\n",
"[16]\tvalid_0's poisson: -95.8461\tvalid_0's quantile: 4.65729\n",
"[17]\tvalid_0's poisson: -96.1395\tvalid_0's quantile: 4.62262\n",
"[18]\tvalid_0's poisson: -96.3597\tvalid_0's quantile: 4.60152\n",
"[19]\tvalid_0's poisson: -96.4886\tvalid_0's quantile: 4.57827\n",
"[20]\tvalid_0's poisson: -96.618\tvalid_0's quantile: 4.5648\n",
"[21]\tvalid_0's poisson: -96.6992\tvalid_0's quantile: 4.55604\n",
"[22]\tvalid_0's poisson: -96.9057\tvalid_0's quantile: 4.53375\n",
"[23]\tvalid_0's poisson: -96.903\tvalid_0's quantile: 4.52837\n",
"[24]\tvalid_0's poisson: -97.4065\tvalid_0's quantile: 4.43039\n",
"[25]\tvalid_0's poisson: -97.5039\tvalid_0's quantile: 4.4191\n",
"[26]\tvalid_0's poisson: -97.568\tvalid_0's quantile: 4.41214\n",
"[27]\tvalid_0's poisson: -97.6064\tvalid_0's quantile: 4.40358\n",
"[28]\tvalid_0's poisson: -97.6615\tvalid_0's quantile: 4.39795\n",
"[29]\tvalid_0's poisson: -97.7653\tvalid_0's quantile: 4.38839\n",
"[30]\tvalid_0's poisson: -97.8168\tvalid_0's quantile: 4.38273\n",
"[31]\tvalid_0's poisson: -97.9389\tvalid_0's quantile: 4.3769\n",
"[32]\tvalid_0's poisson: -97.9848\tvalid_0's quantile: 4.37384\n",
"[33]\tvalid_0's poisson: -98.0287\tvalid_0's quantile: 4.36958\n",
"[34]\tvalid_0's poisson: -97.9692\tvalid_0's quantile: 4.34412\n",
"[35]\tvalid_0's poisson: -98.1701\tvalid_0's quantile: 4.29854\n",
"[36]\tvalid_0's poisson: -98.2324\tvalid_0's quantile: 4.29225\n",
"[37]\tvalid_0's poisson: -98.268\tvalid_0's quantile: 4.28901\n",
"[38]\tvalid_0's poisson: -98.3372\tvalid_0's quantile: 4.28155\n",
"[39]\tvalid_0's poisson: -98.38\tvalid_0's quantile: 4.27669\n",
"[40]\tvalid_0's poisson: -98.3652\tvalid_0's quantile: 4.27059\n",
"[41]\tvalid_0's poisson: -98.4107\tvalid_0's quantile: 4.26913\n",
"[42]\tvalid_0's poisson: -98.4812\tvalid_0's quantile: 4.25032\n",
"[43]\tvalid_0's poisson: -98.5286\tvalid_0's quantile: 4.24884\n",
"[44]\tvalid_0's poisson: -98.5166\tvalid_0's quantile: 4.2473\n",
"[45]\tvalid_0's poisson: -98.5362\tvalid_0's quantile: 4.24122\n",
"[46]\tvalid_0's poisson: -98.4464\tvalid_0's quantile: 4.20746\n",
"[47]\tvalid_0's poisson: -98.4854\tvalid_0's quantile: 4.18151\n",
"[48]\tvalid_0's poisson: -98.5061\tvalid_0's quantile: 4.18113\n",
"[49]\tvalid_0's poisson: -98.5191\tvalid_0's quantile: 4.18074\n",
"[50]\tvalid_0's poisson: -98.5282\tvalid_0's quantile: 4.18051\n",
"[51]\tvalid_0's poisson: -98.5365\tvalid_0's quantile: 4.18039\n",
"[52]\tvalid_0's poisson: -98.5375\tvalid_0's quantile: 4.17971\n",
"[53]\tvalid_0's poisson: -98.5592\tvalid_0's quantile: 4.1746\n",
"[54]\tvalid_0's poisson: -98.5731\tvalid_0's quantile: 4.16116\n",
"[55]\tvalid_0's poisson: -98.5839\tvalid_0's quantile: 4.14662\n",
"[56]\tvalid_0's poisson: -98.6174\tvalid_0's quantile: 4.13981\n",
"[57]\tvalid_0's poisson: -98.6101\tvalid_0's quantile: 4.13944\n",
"[58]\tvalid_0's poisson: -98.6655\tvalid_0's quantile: 4.1259\n",
"[59]\tvalid_0's poisson: -98.7126\tvalid_0's quantile: 4.12239\n",
"[60]\tvalid_0's poisson: -98.7311\tvalid_0's quantile: 4.12115\n",
"[61]\tvalid_0's poisson: -98.7408\tvalid_0's quantile: 4.11991\n",
"[62]\tvalid_0's poisson: -98.7721\tvalid_0's quantile: 4.11471\n",
"[63]\tvalid_0's poisson: -98.7875\tvalid_0's quantile: 4.1139\n",
"[64]\tvalid_0's poisson: -98.8814\tvalid_0's quantile: 4.10083\n",
"[65]\tvalid_0's poisson: -98.9187\tvalid_0's quantile: 4.09979\n",
"[66]\tvalid_0's poisson: -98.9277\tvalid_0's quantile: 4.09984\n",
"[67]\tvalid_0's poisson: -98.9096\tvalid_0's quantile: 4.09972\n",
"[68]\tvalid_0's poisson: -98.781\tvalid_0's quantile: 4.08685\n",
"[69]\tvalid_0's poisson: -98.7729\tvalid_0's quantile: 4.08634\n",
"[70]\tvalid_0's poisson: -98.7737\tvalid_0's quantile: 4.08573\n",
"[71]\tvalid_0's poisson: -98.7806\tvalid_0's quantile: 4.08269\n",
"[72]\tvalid_0's poisson: -98.829\tvalid_0's quantile: 4.08034\n",
"[73]\tvalid_0's poisson: -98.8379\tvalid_0's quantile: 4.0774\n",
"[74]\tvalid_0's poisson: -98.9398\tvalid_0's quantile: 4.0626\n",
"[75]\tvalid_0's poisson: -98.9213\tvalid_0's quantile: 4.06077\n",
"[76]\tvalid_0's poisson: -98.9234\tvalid_0's quantile: 4.05857\n",
"[77]\tvalid_0's poisson: -98.8852\tvalid_0's quantile: 4.05408\n",
"[78]\tvalid_0's poisson: -98.9516\tvalid_0's quantile: 4.04837\n",
"[79]\tvalid_0's poisson: -98.9471\tvalid_0's quantile: 4.04556\n",
"[80]\tvalid_0's poisson: -98.9664\tvalid_0's quantile: 4.04395\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -98.9971\tvalid_0's quantile: 4.03961\n",
"[82]\tvalid_0's poisson: -99.4374\tvalid_0's quantile: 3.97425\n",
"[83]\tvalid_0's poisson: -99.5071\tvalid_0's quantile: 3.96927\n",
"[84]\tvalid_0's poisson: -99.5326\tvalid_0's quantile: 3.96818\n",
"[85]\tvalid_0's poisson: -99.521\tvalid_0's quantile: 3.96684\n",
"[86]\tvalid_0's poisson: -99.8355\tvalid_0's quantile: 3.91818\n",
"[87]\tvalid_0's poisson: -99.8771\tvalid_0's quantile: 3.91475\n",
"[88]\tvalid_0's poisson: -99.9116\tvalid_0's quantile: 3.91327\n",
"[89]\tvalid_0's poisson: -100.019\tvalid_0's quantile: 3.90658\n",
"[90]\tvalid_0's poisson: -100.001\tvalid_0's quantile: 3.90446\n",
"[91]\tvalid_0's poisson: -100.007\tvalid_0's quantile: 3.90381\n",
"[92]\tvalid_0's poisson: -100.032\tvalid_0's quantile: 3.90093\n",
"[93]\tvalid_0's poisson: -100.044\tvalid_0's quantile: 3.89784\n",
"[94]\tvalid_0's poisson: -100.028\tvalid_0's quantile: 3.89683\n",
"[95]\tvalid_0's poisson: -100.046\tvalid_0's quantile: 3.89584\n",
"[96]\tvalid_0's poisson: -100.071\tvalid_0's quantile: 3.89528\n",
"[97]\tvalid_0's poisson: -100.09\tvalid_0's quantile: 3.89511\n",
"[98]\tvalid_0's poisson: -100.1\tvalid_0's quantile: 3.89483\n",
"[99]\tvalid_0's poisson: -100.091\tvalid_0's quantile: 3.89772\n",
"[100]\tvalid_0's poisson: -100.131\tvalid_0's quantile: 3.89532\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -66.5743\tvalid_0's quantile: 10.1547\n",
"[2]\tvalid_0's poisson: -70.4588\tvalid_0's quantile: 8.94273\n",
"[3]\tvalid_0's poisson: -76.5883\tvalid_0's quantile: 7.94488\n",
"[4]\tvalid_0's poisson: -79.95\tvalid_0's quantile: 7.13103\n",
"[5]\tvalid_0's poisson: -83.0445\tvalid_0's quantile: 6.60139\n",
"[6]\tvalid_0's poisson: -86.0475\tvalid_0's quantile: 6.11775\n",
"[7]\tvalid_0's poisson: -88.7249\tvalid_0's quantile: 5.74464\n",
"[8]\tvalid_0's poisson: -90.4926\tvalid_0's quantile: 5.46882\n",
"[9]\tvalid_0's poisson: -91.7895\tvalid_0's quantile: 5.21946\n",
"[10]\tvalid_0's poisson: -93.1025\tvalid_0's quantile: 5.02719\n",
"[11]\tvalid_0's poisson: -94.1044\tvalid_0's quantile: 4.90008\n",
"[12]\tvalid_0's poisson: -94.7825\tvalid_0's quantile: 4.79474\n",
"[13]\tvalid_0's poisson: -95.1632\tvalid_0's quantile: 4.69129\n",
"[14]\tvalid_0's poisson: -95.6426\tvalid_0's quantile: 4.62993\n",
"[15]\tvalid_0's poisson: -95.9634\tvalid_0's quantile: 4.58718\n",
"[16]\tvalid_0's poisson: -96.2167\tvalid_0's quantile: 4.55668\n",
"[17]\tvalid_0's poisson: -96.3723\tvalid_0's quantile: 4.53834\n",
"[18]\tvalid_0's poisson: -96.4988\tvalid_0's quantile: 4.51\n",
"[19]\tvalid_0's poisson: -96.7349\tvalid_0's quantile: 4.48598\n",
"[20]\tvalid_0's poisson: -96.806\tvalid_0's quantile: 4.46731\n",
"[21]\tvalid_0's poisson: -96.8741\tvalid_0's quantile: 4.4571\n",
"[22]\tvalid_0's poisson: -97.0314\tvalid_0's quantile: 4.44338\n",
"[23]\tvalid_0's poisson: -97.2013\tvalid_0's quantile: 4.41788\n",
"[24]\tvalid_0's poisson: -97.3387\tvalid_0's quantile: 4.39967\n",
"[25]\tvalid_0's poisson: -97.3924\tvalid_0's quantile: 4.39385\n",
"[26]\tvalid_0's poisson: -97.9845\tvalid_0's quantile: 4.30071\n",
"[27]\tvalid_0's poisson: -98.4751\tvalid_0's quantile: 4.23842\n",
"[28]\tvalid_0's poisson: -98.5699\tvalid_0's quantile: 4.23028\n",
"[29]\tvalid_0's poisson: -98.6101\tvalid_0's quantile: 4.2273\n",
"[30]\tvalid_0's poisson: -98.5733\tvalid_0's quantile: 4.21413\n",
"[31]\tvalid_0's poisson: -99.0305\tvalid_0's quantile: 4.17062\n",
"[32]\tvalid_0's poisson: -99.0157\tvalid_0's quantile: 4.1645\n",
"[33]\tvalid_0's poisson: -99.0828\tvalid_0's quantile: 4.15603\n",
"[34]\tvalid_0's poisson: -99.0972\tvalid_0's quantile: 4.15112\n",
"[35]\tvalid_0's poisson: -99.1582\tvalid_0's quantile: 4.14466\n",
"[36]\tvalid_0's poisson: -99.1957\tvalid_0's quantile: 4.13837\n",
"[37]\tvalid_0's poisson: -99.2248\tvalid_0's quantile: 4.13231\n",
"[38]\tvalid_0's poisson: -99.1371\tvalid_0's quantile: 4.12131\n",
"[39]\tvalid_0's poisson: -99.1788\tvalid_0's quantile: 4.11799\n",
"[40]\tvalid_0's poisson: -99.2106\tvalid_0's quantile: 4.1154\n",
"[41]\tvalid_0's poisson: -99.2382\tvalid_0's quantile: 4.09843\n",
"[42]\tvalid_0's poisson: -99.2815\tvalid_0's quantile: 4.09298\n",
"[43]\tvalid_0's poisson: -99.3381\tvalid_0's quantile: 4.08117\n",
"[44]\tvalid_0's poisson: -99.3418\tvalid_0's quantile: 4.07663\n",
"[45]\tvalid_0's poisson: -99.3535\tvalid_0's quantile: 4.06995\n",
"[46]\tvalid_0's poisson: -99.3694\tvalid_0's quantile: 4.06745\n",
"[47]\tvalid_0's poisson: -99.6151\tvalid_0's quantile: 4.04462\n",
"[48]\tvalid_0's poisson: -99.6389\tvalid_0's quantile: 4.04167\n",
"[49]\tvalid_0's poisson: -99.5801\tvalid_0's quantile: 4.01319\n",
"[50]\tvalid_0's poisson: -99.6005\tvalid_0's quantile: 4.01257\n",
"[51]\tvalid_0's poisson: -99.661\tvalid_0's quantile: 4.00422\n",
"[52]\tvalid_0's poisson: -99.7265\tvalid_0's quantile: 3.99205\n",
"[53]\tvalid_0's poisson: -99.7333\tvalid_0's quantile: 3.98844\n",
"[54]\tvalid_0's poisson: -99.7443\tvalid_0's quantile: 3.98671\n",
"[55]\tvalid_0's poisson: -99.7658\tvalid_0's quantile: 3.98612\n",
"[56]\tvalid_0's poisson: -99.7773\tvalid_0's quantile: 3.98336\n",
"[57]\tvalid_0's poisson: -99.7817\tvalid_0's quantile: 3.98235\n",
"[58]\tvalid_0's poisson: -99.8021\tvalid_0's quantile: 3.97874\n",
"[59]\tvalid_0's poisson: -99.8162\tvalid_0's quantile: 3.97782\n",
"[60]\tvalid_0's poisson: -99.8176\tvalid_0's quantile: 3.9776\n",
"[61]\tvalid_0's poisson: -99.858\tvalid_0's quantile: 3.97722\n",
"[62]\tvalid_0's poisson: -99.8688\tvalid_0's quantile: 3.97783\n",
"[63]\tvalid_0's poisson: -99.8805\tvalid_0's quantile: 3.97794\n",
"[64]\tvalid_0's poisson: -99.9484\tvalid_0's quantile: 3.97622\n",
"[65]\tvalid_0's poisson: -99.9371\tvalid_0's quantile: 3.97538\n",
"[66]\tvalid_0's poisson: -99.9546\tvalid_0's quantile: 3.96853\n",
"[67]\tvalid_0's poisson: -99.9736\tvalid_0's quantile: 3.95078\n",
"[68]\tvalid_0's poisson: -99.9924\tvalid_0's quantile: 3.94806\n",
"[69]\tvalid_0's poisson: -100.037\tvalid_0's quantile: 3.93501\n",
"[70]\tvalid_0's poisson: -100.054\tvalid_0's quantile: 3.93151\n",
"[71]\tvalid_0's poisson: -100.158\tvalid_0's quantile: 3.9036\n",
"[72]\tvalid_0's poisson: -100.198\tvalid_0's quantile: 3.87306\n",
"[73]\tvalid_0's poisson: -100.311\tvalid_0's quantile: 3.85263\n",
"[74]\tvalid_0's poisson: -100.391\tvalid_0's quantile: 3.83897\n",
"[75]\tvalid_0's poisson: -100.401\tvalid_0's quantile: 3.82315\n",
"[76]\tvalid_0's poisson: -100.464\tvalid_0's quantile: 3.81316\n",
"[77]\tvalid_0's poisson: -100.492\tvalid_0's quantile: 3.81298\n",
"[78]\tvalid_0's poisson: -100.5\tvalid_0's quantile: 3.80521\n",
"[79]\tvalid_0's poisson: -100.515\tvalid_0's quantile: 3.79964\n",
"[80]\tvalid_0's poisson: -100.532\tvalid_0's quantile: 3.79966\n",
"[81]\tvalid_0's poisson: -100.536\tvalid_0's quantile: 3.79108\n",
"[82]\tvalid_0's poisson: -100.551\tvalid_0's quantile: 3.79095\n",
"[83]\tvalid_0's poisson: -100.564\tvalid_0's quantile: 3.79086\n",
"[84]\tvalid_0's poisson: -100.542\tvalid_0's quantile: 3.79352\n",
"[85]\tvalid_0's poisson: -100.548\tvalid_0's quantile: 3.79297\n",
"[86]\tvalid_0's poisson: -100.56\tvalid_0's quantile: 3.78925\n",
"[87]\tvalid_0's poisson: -100.561\tvalid_0's quantile: 3.78907\n",
"[88]\tvalid_0's poisson: -100.595\tvalid_0's quantile: 3.7872\n",
"[89]\tvalid_0's poisson: -100.654\tvalid_0's quantile: 3.78089\n",
"[90]\tvalid_0's poisson: -100.732\tvalid_0's quantile: 3.7686\n",
"[91]\tvalid_0's poisson: -100.742\tvalid_0's quantile: 3.76721\n",
"[92]\tvalid_0's poisson: -100.729\tvalid_0's quantile: 3.76537\n",
"[93]\tvalid_0's poisson: -100.903\tvalid_0's quantile: 3.73831\n",
"[94]\tvalid_0's poisson: -100.929\tvalid_0's quantile: 3.73641\n",
"[95]\tvalid_0's poisson: -100.924\tvalid_0's quantile: 3.73443\n",
"[96]\tvalid_0's poisson: -100.928\tvalid_0's quantile: 3.73449\n",
"[97]\tvalid_0's poisson: -101.007\tvalid_0's quantile: 3.72806\n",
"[98]\tvalid_0's poisson: -101.019\tvalid_0's quantile: 3.72981\n",
"[99]\tvalid_0's poisson: -100.995\tvalid_0's quantile: 3.72972\n",
"[100]\tvalid_0's poisson: -101.011\tvalid_0's quantile: 3.72959\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.4887\tvalid_0's quantile: 10.1948\n",
"[2]\tvalid_0's poisson: -72.014\tvalid_0's quantile: 8.82881\n",
"[3]\tvalid_0's poisson: -76.5423\tvalid_0's quantile: 7.97427\n",
"[4]\tvalid_0's poisson: -80.3509\tvalid_0's quantile: 7.22232\n",
"[5]\tvalid_0's poisson: -84.2422\tvalid_0's quantile: 6.64299\n",
"[6]\tvalid_0's poisson: -86.252\tvalid_0's quantile: 6.17003\n",
"[7]\tvalid_0's poisson: -88.7512\tvalid_0's quantile: 5.81922\n",
"[8]\tvalid_0's poisson: -90.7483\tvalid_0's quantile: 5.55178\n",
"[9]\tvalid_0's poisson: -91.6601\tvalid_0's quantile: 5.34856\n",
"[10]\tvalid_0's poisson: -92.713\tvalid_0's quantile: 5.18292\n",
"[11]\tvalid_0's poisson: -93.5167\tvalid_0's quantile: 5.07912\n",
"[12]\tvalid_0's poisson: -93.8671\tvalid_0's quantile: 4.95932\n",
"[13]\tvalid_0's poisson: -94.5778\tvalid_0's quantile: 4.85011\n",
"[14]\tvalid_0's poisson: -95.0894\tvalid_0's quantile: 4.77688\n",
"[15]\tvalid_0's poisson: -95.3881\tvalid_0's quantile: 4.74115\n",
"[16]\tvalid_0's poisson: -95.7122\tvalid_0's quantile: 4.69948\n",
"[17]\tvalid_0's poisson: -95.8564\tvalid_0's quantile: 4.64033\n",
"[18]\tvalid_0's poisson: -96.1968\tvalid_0's quantile: 4.6019\n",
"[19]\tvalid_0's poisson: -96.5503\tvalid_0's quantile: 4.56781\n",
"[20]\tvalid_0's poisson: -96.6322\tvalid_0's quantile: 4.55639\n",
"[21]\tvalid_0's poisson: -96.7455\tvalid_0's quantile: 4.53349\n",
"[22]\tvalid_0's poisson: -96.8411\tvalid_0's quantile: 4.52705\n",
"[23]\tvalid_0's poisson: -96.9836\tvalid_0's quantile: 4.52103\n",
"[24]\tvalid_0's poisson: -97.0462\tvalid_0's quantile: 4.51379\n",
"[25]\tvalid_0's poisson: -97.0959\tvalid_0's quantile: 4.49533\n",
"[26]\tvalid_0's poisson: -97.0857\tvalid_0's quantile: 4.49255\n",
"[27]\tvalid_0's poisson: -97.0233\tvalid_0's quantile: 4.47692\n",
"[28]\tvalid_0's poisson: -97.7317\tvalid_0's quantile: 4.39558\n",
"[29]\tvalid_0's poisson: -97.7697\tvalid_0's quantile: 4.39172\n",
"[30]\tvalid_0's poisson: -97.7952\tvalid_0's quantile: 4.38628\n",
"[31]\tvalid_0's poisson: -97.8621\tvalid_0's quantile: 4.37879\n",
"[32]\tvalid_0's poisson: -98.1555\tvalid_0's quantile: 4.31679\n",
"[33]\tvalid_0's poisson: -98.2088\tvalid_0's quantile: 4.31426\n",
"[34]\tvalid_0's poisson: -98.2413\tvalid_0's quantile: 4.30948\n",
"[35]\tvalid_0's poisson: -98.6169\tvalid_0's quantile: 4.26993\n",
"[36]\tvalid_0's poisson: -98.6341\tvalid_0's quantile: 4.26376\n",
"[37]\tvalid_0's poisson: -98.7691\tvalid_0's quantile: 4.24498\n",
"[38]\tvalid_0's poisson: -98.8997\tvalid_0's quantile: 4.22909\n",
"[39]\tvalid_0's poisson: -98.9426\tvalid_0's quantile: 4.21903\n",
"[40]\tvalid_0's poisson: -99.0531\tvalid_0's quantile: 4.20863\n",
"[41]\tvalid_0's poisson: -99.2113\tvalid_0's quantile: 4.18933\n",
"[42]\tvalid_0's poisson: -99.2125\tvalid_0's quantile: 4.18319\n",
"[43]\tvalid_0's poisson: -99.2883\tvalid_0's quantile: 4.14996\n",
"[44]\tvalid_0's poisson: -99.3003\tvalid_0's quantile: 4.1445\n",
"[45]\tvalid_0's poisson: -99.3314\tvalid_0's quantile: 4.13991\n",
"[46]\tvalid_0's poisson: -99.3556\tvalid_0's quantile: 4.13717\n",
"[47]\tvalid_0's poisson: -99.359\tvalid_0's quantile: 4.1351\n",
"[48]\tvalid_0's poisson: -99.4308\tvalid_0's quantile: 4.12749\n",
"[49]\tvalid_0's poisson: -99.4607\tvalid_0's quantile: 4.12603\n",
"[50]\tvalid_0's poisson: -99.3663\tvalid_0's quantile: 4.0861\n",
"[51]\tvalid_0's poisson: -99.3558\tvalid_0's quantile: 4.08531\n",
"[52]\tvalid_0's poisson: -99.3678\tvalid_0's quantile: 4.08223\n",
"[53]\tvalid_0's poisson: -99.4176\tvalid_0's quantile: 4.07678\n",
"[54]\tvalid_0's poisson: -99.4525\tvalid_0's quantile: 4.07302\n",
"[55]\tvalid_0's poisson: -99.4769\tvalid_0's quantile: 4.07116\n",
"[56]\tvalid_0's poisson: -99.4941\tvalid_0's quantile: 4.07098\n",
"[57]\tvalid_0's poisson: -99.5365\tvalid_0's quantile: 4.05068\n",
"[58]\tvalid_0's poisson: -99.6183\tvalid_0's quantile: 4.02799\n",
"[59]\tvalid_0's poisson: -99.6468\tvalid_0's quantile: 4.02463\n",
"[60]\tvalid_0's poisson: -99.7381\tvalid_0's quantile: 4.02073\n",
"[61]\tvalid_0's poisson: -99.7411\tvalid_0's quantile: 4.01936\n",
"[62]\tvalid_0's poisson: -99.7351\tvalid_0's quantile: 4.01915\n",
"[63]\tvalid_0's poisson: -99.7566\tvalid_0's quantile: 4.01672\n",
"[64]\tvalid_0's poisson: -99.7392\tvalid_0's quantile: 4.01585\n",
"[65]\tvalid_0's poisson: -99.7229\tvalid_0's quantile: 3.99061\n",
"[66]\tvalid_0's poisson: -99.7519\tvalid_0's quantile: 3.986\n",
"[67]\tvalid_0's poisson: -99.7029\tvalid_0's quantile: 3.96758\n",
"[68]\tvalid_0's poisson: -99.7084\tvalid_0's quantile: 3.96736\n",
"[69]\tvalid_0's poisson: -99.8186\tvalid_0's quantile: 3.95798\n",
"[70]\tvalid_0's poisson: -99.8543\tvalid_0's quantile: 3.95475\n",
"[71]\tvalid_0's poisson: -99.9031\tvalid_0's quantile: 3.93856\n",
"[72]\tvalid_0's poisson: -99.9016\tvalid_0's quantile: 3.93713\n",
"[73]\tvalid_0's poisson: -99.965\tvalid_0's quantile: 3.92597\n",
"[74]\tvalid_0's poisson: -99.9825\tvalid_0's quantile: 3.92445\n",
"[75]\tvalid_0's poisson: -100.015\tvalid_0's quantile: 3.91678\n",
"[76]\tvalid_0's poisson: -100.08\tvalid_0's quantile: 3.91563\n",
"[77]\tvalid_0's poisson: -100.111\tvalid_0's quantile: 3.91412\n",
"[78]\tvalid_0's poisson: -100.125\tvalid_0's quantile: 3.91316\n",
"[79]\tvalid_0's poisson: -100.139\tvalid_0's quantile: 3.91044\n",
"[80]\tvalid_0's poisson: -100.207\tvalid_0's quantile: 3.89487\n",
"[81]\tvalid_0's poisson: -100.246\tvalid_0's quantile: 3.89393\n",
"[82]\tvalid_0's poisson: -100.225\tvalid_0's quantile: 3.89398\n",
"[83]\tvalid_0's poisson: -100.215\tvalid_0's quantile: 3.88821\n",
"[84]\tvalid_0's poisson: -100.285\tvalid_0's quantile: 3.87686\n",
"[85]\tvalid_0's poisson: -100.251\tvalid_0's quantile: 3.87124\n",
"[86]\tvalid_0's poisson: -100.346\tvalid_0's quantile: 3.86248\n",
"[87]\tvalid_0's poisson: -100.352\tvalid_0's quantile: 3.85772\n",
"[88]\tvalid_0's poisson: -100.379\tvalid_0's quantile: 3.85135\n",
"[89]\tvalid_0's poisson: -100.424\tvalid_0's quantile: 3.8466\n",
"[90]\tvalid_0's poisson: -100.564\tvalid_0's quantile: 3.82515\n",
"[91]\tvalid_0's poisson: -100.6\tvalid_0's quantile: 3.81798\n",
"[92]\tvalid_0's poisson: -100.626\tvalid_0's quantile: 3.81592\n",
"[93]\tvalid_0's poisson: -100.602\tvalid_0's quantile: 3.80333\n",
"[94]\tvalid_0's poisson: -100.658\tvalid_0's quantile: 3.80269\n",
"[95]\tvalid_0's poisson: -100.673\tvalid_0's quantile: 3.80288\n",
"[96]\tvalid_0's poisson: -100.685\tvalid_0's quantile: 3.80279\n",
"[97]\tvalid_0's poisson: -100.645\tvalid_0's quantile: 3.78966\n",
"[98]\tvalid_0's poisson: -100.699\tvalid_0's quantile: 3.78257\n",
"[99]\tvalid_0's poisson: -100.736\tvalid_0's quantile: 3.78114\n",
"[100]\tvalid_0's poisson: -100.706\tvalid_0's quantile: 3.7776\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.4537\tvalid_0's quantile: 10.1868\n",
"[2]\tvalid_0's poisson: -72.0172\tvalid_0's quantile: 8.81685\n",
"[3]\tvalid_0's poisson: -76.4739\tvalid_0's quantile: 8.06288\n",
"[4]\tvalid_0's poisson: -79.6046\tvalid_0's quantile: 7.26362\n",
"[5]\tvalid_0's poisson: -83.5662\tvalid_0's quantile: 6.65513\n",
"[6]\tvalid_0's poisson: -85.5475\tvalid_0's quantile: 6.21316\n",
"[7]\tvalid_0's poisson: -88.0444\tvalid_0's quantile: 5.85314\n",
"[8]\tvalid_0's poisson: -89.8612\tvalid_0's quantile: 5.60651\n",
"[9]\tvalid_0's poisson: -91.2781\tvalid_0's quantile: 5.42809\n",
"[10]\tvalid_0's poisson: -92.0402\tvalid_0's quantile: 5.24271\n",
"[11]\tvalid_0's poisson: -93.3828\tvalid_0's quantile: 5.05719\n",
"[12]\tvalid_0's poisson: -93.9586\tvalid_0's quantile: 4.95257\n",
"[13]\tvalid_0's poisson: -94.7676\tvalid_0's quantile: 4.84086\n",
"[14]\tvalid_0's poisson: -95.3759\tvalid_0's quantile: 4.75891\n",
"[15]\tvalid_0's poisson: -95.6176\tvalid_0's quantile: 4.69915\n",
"[16]\tvalid_0's poisson: -95.7987\tvalid_0's quantile: 4.67251\n",
"[17]\tvalid_0's poisson: -96.0955\tvalid_0's quantile: 4.61799\n",
"[18]\tvalid_0's poisson: -96.2739\tvalid_0's quantile: 4.5748\n",
"[19]\tvalid_0's poisson: -96.5821\tvalid_0's quantile: 4.53962\n",
"[20]\tvalid_0's poisson: -97.1268\tvalid_0's quantile: 4.47679\n",
"[21]\tvalid_0's poisson: -97.2995\tvalid_0's quantile: 4.45683\n",
"[22]\tvalid_0's poisson: -97.8407\tvalid_0's quantile: 4.38807\n",
"[23]\tvalid_0's poisson: -97.8801\tvalid_0's quantile: 4.38313\n",
"[24]\tvalid_0's poisson: -97.9684\tvalid_0's quantile: 4.36403\n",
"[25]\tvalid_0's poisson: -98.216\tvalid_0's quantile: 4.29954\n",
"[26]\tvalid_0's poisson: -98.307\tvalid_0's quantile: 4.28954\n",
"[27]\tvalid_0's poisson: -98.3489\tvalid_0's quantile: 4.28661\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -98.3916\tvalid_0's quantile: 4.24996\n",
"[29]\tvalid_0's poisson: -98.5061\tvalid_0's quantile: 4.23785\n",
"[30]\tvalid_0's poisson: -98.4342\tvalid_0's quantile: 4.21552\n",
"[31]\tvalid_0's poisson: -98.5101\tvalid_0's quantile: 4.20644\n",
"[32]\tvalid_0's poisson: -98.6933\tvalid_0's quantile: 4.16544\n",
"[33]\tvalid_0's poisson: -98.7326\tvalid_0's quantile: 4.15521\n",
"[34]\tvalid_0's poisson: -98.7397\tvalid_0's quantile: 4.15467\n",
"[35]\tvalid_0's poisson: -98.7933\tvalid_0's quantile: 4.15068\n",
"[36]\tvalid_0's poisson: -98.8726\tvalid_0's quantile: 4.14376\n",
"[37]\tvalid_0's poisson: -98.9068\tvalid_0's quantile: 4.14242\n",
"[38]\tvalid_0's poisson: -98.8688\tvalid_0's quantile: 4.14236\n",
"[39]\tvalid_0's poisson: -98.9332\tvalid_0's quantile: 4.14134\n",
"[40]\tvalid_0's poisson: -98.9438\tvalid_0's quantile: 4.14042\n",
"[41]\tvalid_0's poisson: -98.9959\tvalid_0's quantile: 4.13587\n",
"[42]\tvalid_0's poisson: -98.9967\tvalid_0's quantile: 4.13407\n",
"[43]\tvalid_0's poisson: -99.2219\tvalid_0's quantile: 4.11064\n",
"[44]\tvalid_0's poisson: -99.325\tvalid_0's quantile: 4.09499\n",
"[45]\tvalid_0's poisson: -99.3431\tvalid_0's quantile: 4.09443\n",
"[46]\tvalid_0's poisson: -99.3795\tvalid_0's quantile: 4.09046\n",
"[47]\tvalid_0's poisson: -99.3567\tvalid_0's quantile: 4.09574\n",
"[48]\tvalid_0's poisson: -99.3113\tvalid_0's quantile: 4.0948\n",
"[49]\tvalid_0's poisson: -99.3619\tvalid_0's quantile: 4.07744\n",
"[50]\tvalid_0's poisson: -99.374\tvalid_0's quantile: 4.07513\n",
"[51]\tvalid_0's poisson: -99.3746\tvalid_0's quantile: 4.07517\n",
"[52]\tvalid_0's poisson: -99.3683\tvalid_0's quantile: 4.07483\n",
"[53]\tvalid_0's poisson: -99.366\tvalid_0's quantile: 4.07094\n",
"[54]\tvalid_0's poisson: -99.5052\tvalid_0's quantile: 4.05317\n",
"[55]\tvalid_0's poisson: -99.5537\tvalid_0's quantile: 4.05081\n",
"[56]\tvalid_0's poisson: -99.6091\tvalid_0's quantile: 4.04536\n",
"[57]\tvalid_0's poisson: -99.6132\tvalid_0's quantile: 4.04563\n",
"[58]\tvalid_0's poisson: -99.6745\tvalid_0's quantile: 4.04109\n",
"[59]\tvalid_0's poisson: -99.6885\tvalid_0's quantile: 4.038\n",
"[60]\tvalid_0's poisson: -99.7053\tvalid_0's quantile: 4.0363\n",
"[61]\tvalid_0's poisson: -99.822\tvalid_0's quantile: 4.0048\n",
"[62]\tvalid_0's poisson: -99.9528\tvalid_0's quantile: 3.98326\n",
"[63]\tvalid_0's poisson: -99.9642\tvalid_0's quantile: 3.98168\n",
"[64]\tvalid_0's poisson: -99.9629\tvalid_0's quantile: 3.94395\n",
"[65]\tvalid_0's poisson: -99.9992\tvalid_0's quantile: 3.94157\n",
"[66]\tvalid_0's poisson: -100.015\tvalid_0's quantile: 3.94129\n",
"[67]\tvalid_0's poisson: -100.032\tvalid_0's quantile: 3.93829\n",
"[68]\tvalid_0's poisson: -100.029\tvalid_0's quantile: 3.93618\n",
"[69]\tvalid_0's poisson: -100.038\tvalid_0's quantile: 3.9347\n",
"[70]\tvalid_0's poisson: -100.09\tvalid_0's quantile: 3.92988\n",
"[71]\tvalid_0's poisson: -100.094\tvalid_0's quantile: 3.92846\n",
"[72]\tvalid_0's poisson: -100.103\tvalid_0's quantile: 3.92813\n",
"[73]\tvalid_0's poisson: -100.137\tvalid_0's quantile: 3.9257\n",
"[74]\tvalid_0's poisson: -100.152\tvalid_0's quantile: 3.92331\n",
"[75]\tvalid_0's poisson: -100.16\tvalid_0's quantile: 3.92026\n",
"[76]\tvalid_0's poisson: -100.165\tvalid_0's quantile: 3.92053\n",
"[77]\tvalid_0's poisson: -100.165\tvalid_0's quantile: 3.91958\n",
"[78]\tvalid_0's poisson: -100.148\tvalid_0's quantile: 3.91845\n",
"[79]\tvalid_0's poisson: -100.167\tvalid_0's quantile: 3.91514\n",
"[80]\tvalid_0's poisson: -100.18\tvalid_0's quantile: 3.91407\n",
"[81]\tvalid_0's poisson: -100.187\tvalid_0's quantile: 3.91346\n",
"[82]\tvalid_0's poisson: -100.192\tvalid_0's quantile: 3.91301\n",
"[83]\tvalid_0's poisson: -100.19\tvalid_0's quantile: 3.91263\n",
"[84]\tvalid_0's poisson: -100.264\tvalid_0's quantile: 3.90485\n",
"[85]\tvalid_0's poisson: -100.265\tvalid_0's quantile: 3.90457\n",
"[86]\tvalid_0's poisson: -100.334\tvalid_0's quantile: 3.89705\n",
"[87]\tvalid_0's poisson: -100.356\tvalid_0's quantile: 3.89555\n",
"[88]\tvalid_0's poisson: -100.362\tvalid_0's quantile: 3.89519\n",
"[89]\tvalid_0's poisson: -100.392\tvalid_0's quantile: 3.88987\n",
"[90]\tvalid_0's poisson: -100.397\tvalid_0's quantile: 3.88912\n",
"[91]\tvalid_0's poisson: -100.392\tvalid_0's quantile: 3.88875\n",
"[92]\tvalid_0's poisson: -100.395\tvalid_0's quantile: 3.87808\n",
"[93]\tvalid_0's poisson: -100.418\tvalid_0's quantile: 3.87625\n",
"[94]\tvalid_0's poisson: -100.466\tvalid_0's quantile: 3.86808\n",
"[95]\tvalid_0's poisson: -100.47\tvalid_0's quantile: 3.86584\n",
"[96]\tvalid_0's poisson: -100.467\tvalid_0's quantile: 3.86425\n",
"[97]\tvalid_0's poisson: -100.348\tvalid_0's quantile: 3.8515\n",
"[98]\tvalid_0's poisson: -100.421\tvalid_0's quantile: 3.84681\n",
"[99]\tvalid_0's poisson: -100.408\tvalid_0's quantile: 3.8387\n",
"[100]\tvalid_0's poisson: -100.415\tvalid_0's quantile: 3.83808\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.9534\tvalid_0's quantile: 10.1483\n",
"[2]\tvalid_0's poisson: -72.268\tvalid_0's quantile: 8.76876\n",
"[3]\tvalid_0's poisson: -76.9264\tvalid_0's quantile: 7.99048\n",
"[4]\tvalid_0's poisson: -79.9328\tvalid_0's quantile: 7.17876\n",
"[5]\tvalid_0's poisson: -83.9033\tvalid_0's quantile: 6.58936\n",
"[6]\tvalid_0's poisson: -86.6586\tvalid_0's quantile: 6.15247\n",
"[7]\tvalid_0's poisson: -88.6125\tvalid_0's quantile: 5.75041\n",
"[8]\tvalid_0's poisson: -90.637\tvalid_0's quantile: 5.47734\n",
"[9]\tvalid_0's poisson: -92.1268\tvalid_0's quantile: 5.22915\n",
"[10]\tvalid_0's poisson: -93.2081\tvalid_0's quantile: 5.03396\n",
"[11]\tvalid_0's poisson: -94.0611\tvalid_0's quantile: 4.91774\n",
"[12]\tvalid_0's poisson: -94.6499\tvalid_0's quantile: 4.84343\n",
"[13]\tvalid_0's poisson: -94.8127\tvalid_0's quantile: 4.76088\n",
"[14]\tvalid_0's poisson: -95.13\tvalid_0's quantile: 4.69831\n",
"[15]\tvalid_0's poisson: -95.3541\tvalid_0's quantile: 4.65057\n",
"[16]\tvalid_0's poisson: -95.7376\tvalid_0's quantile: 4.59792\n",
"[17]\tvalid_0's poisson: -96.0224\tvalid_0's quantile: 4.56546\n",
"[18]\tvalid_0's poisson: -96.191\tvalid_0's quantile: 4.55101\n",
"[19]\tvalid_0's poisson: -96.4039\tvalid_0's quantile: 4.52432\n",
"[20]\tvalid_0's poisson: -96.4584\tvalid_0's quantile: 4.51605\n",
"[21]\tvalid_0's poisson: -96.5171\tvalid_0's quantile: 4.50925\n",
"[22]\tvalid_0's poisson: -96.9925\tvalid_0's quantile: 4.42538\n",
"[23]\tvalid_0's poisson: -97.0627\tvalid_0's quantile: 4.41519\n",
"[24]\tvalid_0's poisson: -97.1988\tvalid_0's quantile: 4.40014\n",
"[25]\tvalid_0's poisson: -97.2068\tvalid_0's quantile: 4.3948\n",
"[26]\tvalid_0's poisson: -97.2919\tvalid_0's quantile: 4.38266\n",
"[27]\tvalid_0's poisson: -97.3453\tvalid_0's quantile: 4.37753\n",
"[28]\tvalid_0's poisson: -97.4455\tvalid_0's quantile: 4.36674\n",
"[29]\tvalid_0's poisson: -97.5505\tvalid_0's quantile: 4.35877\n",
"[30]\tvalid_0's poisson: -97.5798\tvalid_0's quantile: 4.35581\n",
"[31]\tvalid_0's poisson: -97.6323\tvalid_0's quantile: 4.34771\n",
"[32]\tvalid_0's poisson: -97.6741\tvalid_0's quantile: 4.34521\n",
"[33]\tvalid_0's poisson: -97.7109\tvalid_0's quantile: 4.33719\n",
"[34]\tvalid_0's poisson: -97.7368\tvalid_0's quantile: 4.2977\n",
"[35]\tvalid_0's poisson: -97.803\tvalid_0's quantile: 4.28833\n",
"[36]\tvalid_0's poisson: -97.808\tvalid_0's quantile: 4.28667\n",
"[37]\tvalid_0's poisson: -97.8604\tvalid_0's quantile: 4.28084\n",
"[38]\tvalid_0's poisson: -97.8997\tvalid_0's quantile: 4.27759\n",
"[39]\tvalid_0's poisson: -98.3163\tvalid_0's quantile: 4.22978\n",
"[40]\tvalid_0's poisson: -98.3341\tvalid_0's quantile: 4.21973\n",
"[41]\tvalid_0's poisson: -98.3249\tvalid_0's quantile: 4.21575\n",
"[42]\tvalid_0's poisson: -98.3541\tvalid_0's quantile: 4.21179\n",
"[43]\tvalid_0's poisson: -98.3798\tvalid_0's quantile: 4.20844\n",
"[44]\tvalid_0's poisson: -98.407\tvalid_0's quantile: 4.20518\n",
"[45]\tvalid_0's poisson: -98.4199\tvalid_0's quantile: 4.19874\n",
"[46]\tvalid_0's poisson: -98.4687\tvalid_0's quantile: 4.19274\n",
"[47]\tvalid_0's poisson: -98.4894\tvalid_0's quantile: 4.19192\n",
"[48]\tvalid_0's poisson: -98.5441\tvalid_0's quantile: 4.17471\n",
"[49]\tvalid_0's poisson: -98.5795\tvalid_0's quantile: 4.17167\n",
"[50]\tvalid_0's poisson: -98.4634\tvalid_0's quantile: 4.15705\n",
"[51]\tvalid_0's poisson: -98.4754\tvalid_0's quantile: 4.14452\n",
"[52]\tvalid_0's poisson: -98.5291\tvalid_0's quantile: 4.14158\n",
"[53]\tvalid_0's poisson: -98.5252\tvalid_0's quantile: 4.1409\n",
"[54]\tvalid_0's poisson: -98.5436\tvalid_0's quantile: 4.09464\n",
"[55]\tvalid_0's poisson: -98.6038\tvalid_0's quantile: 4.08787\n",
"[56]\tvalid_0's poisson: -98.6261\tvalid_0's quantile: 4.08556\n",
"[57]\tvalid_0's poisson: -98.63\tvalid_0's quantile: 4.07069\n",
"[58]\tvalid_0's poisson: -98.6585\tvalid_0's quantile: 4.06822\n",
"[59]\tvalid_0's poisson: -98.7644\tvalid_0's quantile: 4.05505\n",
"[60]\tvalid_0's poisson: -98.7852\tvalid_0's quantile: 4.05315\n",
"[61]\tvalid_0's poisson: -98.8046\tvalid_0's quantile: 4.05133\n",
"[62]\tvalid_0's poisson: -98.8051\tvalid_0's quantile: 4.05102\n",
"[63]\tvalid_0's poisson: -98.8196\tvalid_0's quantile: 4.04742\n",
"[64]\tvalid_0's poisson: -98.8321\tvalid_0's quantile: 4.04918\n",
"[65]\tvalid_0's poisson: -98.8141\tvalid_0's quantile: 4.05207\n",
"[66]\tvalid_0's poisson: -98.8113\tvalid_0's quantile: 4.05191\n",
"[67]\tvalid_0's poisson: -98.8344\tvalid_0's quantile: 4.04905\n",
"[68]\tvalid_0's poisson: -98.8573\tvalid_0's quantile: 4.04759\n",
"[69]\tvalid_0's poisson: -98.9284\tvalid_0's quantile: 4.0379\n",
"[70]\tvalid_0's poisson: -98.9399\tvalid_0's quantile: 4.03704\n",
"[71]\tvalid_0's poisson: -98.9446\tvalid_0's quantile: 4.03576\n",
"[72]\tvalid_0's poisson: -98.9862\tvalid_0's quantile: 4.03789\n",
"[73]\tvalid_0's poisson: -98.9968\tvalid_0's quantile: 4.0377\n",
"[74]\tvalid_0's poisson: -99.0279\tvalid_0's quantile: 4.03713\n",
"[75]\tvalid_0's poisson: -99.0331\tvalid_0's quantile: 4.03698\n",
"[76]\tvalid_0's poisson: -99.0622\tvalid_0's quantile: 4.0231\n",
"[77]\tvalid_0's poisson: -99.1262\tvalid_0's quantile: 4.0154\n",
"[78]\tvalid_0's poisson: -99.1531\tvalid_0's quantile: 4.01218\n",
"[79]\tvalid_0's poisson: -99.2147\tvalid_0's quantile: 4.00126\n",
"[80]\tvalid_0's poisson: -99.2177\tvalid_0's quantile: 4.0003\n",
"[81]\tvalid_0's poisson: -99.1091\tvalid_0's quantile: 3.98676\n",
"[82]\tvalid_0's poisson: -99.1571\tvalid_0's quantile: 3.97614\n",
"[83]\tvalid_0's poisson: -99.1861\tvalid_0's quantile: 3.95365\n",
"[84]\tvalid_0's poisson: -99.4179\tvalid_0's quantile: 3.91885\n",
"[85]\tvalid_0's poisson: -99.4129\tvalid_0's quantile: 3.91837\n",
"[86]\tvalid_0's poisson: -99.4762\tvalid_0's quantile: 3.91355\n",
"[87]\tvalid_0's poisson: -99.6946\tvalid_0's quantile: 3.87943\n",
"[88]\tvalid_0's poisson: -99.7688\tvalid_0's quantile: 3.87451\n",
"[89]\tvalid_0's poisson: -99.8313\tvalid_0's quantile: 3.86377\n",
"[90]\tvalid_0's poisson: -99.8562\tvalid_0's quantile: 3.86068\n",
"[91]\tvalid_0's poisson: -99.884\tvalid_0's quantile: 3.85933\n",
"[92]\tvalid_0's poisson: -99.9609\tvalid_0's quantile: 3.85613\n",
"[93]\tvalid_0's poisson: -99.9602\tvalid_0's quantile: 3.85584\n",
"[94]\tvalid_0's poisson: -100.022\tvalid_0's quantile: 3.84951\n",
"[95]\tvalid_0's poisson: -100.031\tvalid_0's quantile: 3.84694\n",
"[96]\tvalid_0's poisson: -100.073\tvalid_0's quantile: 3.84658\n",
"[97]\tvalid_0's poisson: -100.079\tvalid_0's quantile: 3.84462\n",
"[98]\tvalid_0's poisson: -100.055\tvalid_0's quantile: 3.83732\n",
"[99]\tvalid_0's poisson: -100.019\tvalid_0's quantile: 3.83613\n",
"[100]\tvalid_0's poisson: -100.028\tvalid_0's quantile: 3.83555\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -68.5411\tvalid_0's quantile: 10.0344\n",
"[2]\tvalid_0's poisson: -73.726\tvalid_0's quantile: 8.65522\n",
"[3]\tvalid_0's poisson: -78.8225\tvalid_0's quantile: 7.75953\n",
"[4]\tvalid_0's poisson: -81.6751\tvalid_0's quantile: 6.99314\n",
"[5]\tvalid_0's poisson: -84.902\tvalid_0's quantile: 6.43573\n",
"[6]\tvalid_0's poisson: -87.7355\tvalid_0's quantile: 6.02123\n",
"[7]\tvalid_0's poisson: -89.1295\tvalid_0's quantile: 5.70808\n",
"[8]\tvalid_0's poisson: -90.6994\tvalid_0's quantile: 5.46135\n",
"[9]\tvalid_0's poisson: -91.8364\tvalid_0's quantile: 5.30099\n",
"[10]\tvalid_0's poisson: -92.7437\tvalid_0's quantile: 5.18704\n",
"[11]\tvalid_0's poisson: -93.8226\tvalid_0's quantile: 5.04261\n",
"[12]\tvalid_0's poisson: -94.0573\tvalid_0's quantile: 4.90796\n",
"[13]\tvalid_0's poisson: -94.6933\tvalid_0's quantile: 4.82065\n",
"[14]\tvalid_0's poisson: -94.9825\tvalid_0's quantile: 4.76058\n",
"[15]\tvalid_0's poisson: -95.4083\tvalid_0's quantile: 4.70854\n",
"[16]\tvalid_0's poisson: -95.8461\tvalid_0's quantile: 4.65729\n",
"[17]\tvalid_0's poisson: -96.1395\tvalid_0's quantile: 4.62262\n",
"[18]\tvalid_0's poisson: -96.3597\tvalid_0's quantile: 4.60152\n",
"[19]\tvalid_0's poisson: -96.4886\tvalid_0's quantile: 4.57827\n",
"[20]\tvalid_0's poisson: -96.618\tvalid_0's quantile: 4.5648\n",
"[21]\tvalid_0's poisson: -96.6992\tvalid_0's quantile: 4.55604\n",
"[22]\tvalid_0's poisson: -96.9057\tvalid_0's quantile: 4.53375\n",
"[23]\tvalid_0's poisson: -96.903\tvalid_0's quantile: 4.52837\n",
"[24]\tvalid_0's poisson: -97.4065\tvalid_0's quantile: 4.43039\n",
"[25]\tvalid_0's poisson: -97.5039\tvalid_0's quantile: 4.4191\n",
"[26]\tvalid_0's poisson: -97.568\tvalid_0's quantile: 4.41214\n",
"[27]\tvalid_0's poisson: -97.6064\tvalid_0's quantile: 4.40358\n",
"[28]\tvalid_0's poisson: -97.6615\tvalid_0's quantile: 4.39795\n",
"[29]\tvalid_0's poisson: -97.7653\tvalid_0's quantile: 4.38839\n",
"[30]\tvalid_0's poisson: -97.8168\tvalid_0's quantile: 4.38273\n",
"[31]\tvalid_0's poisson: -97.9389\tvalid_0's quantile: 4.3769\n",
"[32]\tvalid_0's poisson: -97.9848\tvalid_0's quantile: 4.37384\n",
"[33]\tvalid_0's poisson: -98.0287\tvalid_0's quantile: 4.36958\n",
"[34]\tvalid_0's poisson: -97.9692\tvalid_0's quantile: 4.34412\n",
"[35]\tvalid_0's poisson: -98.1701\tvalid_0's quantile: 4.29854\n",
"[36]\tvalid_0's poisson: -98.2324\tvalid_0's quantile: 4.29225\n",
"[37]\tvalid_0's poisson: -98.268\tvalid_0's quantile: 4.28901\n",
"[38]\tvalid_0's poisson: -98.3372\tvalid_0's quantile: 4.28155\n",
"[39]\tvalid_0's poisson: -98.38\tvalid_0's quantile: 4.27669\n",
"[40]\tvalid_0's poisson: -98.3652\tvalid_0's quantile: 4.27059\n",
"[41]\tvalid_0's poisson: -98.4107\tvalid_0's quantile: 4.26913\n",
"[42]\tvalid_0's poisson: -98.4812\tvalid_0's quantile: 4.25032\n",
"[43]\tvalid_0's poisson: -98.5286\tvalid_0's quantile: 4.24884\n",
"[44]\tvalid_0's poisson: -98.5166\tvalid_0's quantile: 4.2473\n",
"[45]\tvalid_0's poisson: -98.5362\tvalid_0's quantile: 4.24122\n",
"[46]\tvalid_0's poisson: -98.4464\tvalid_0's quantile: 4.20746\n",
"[47]\tvalid_0's poisson: -98.4854\tvalid_0's quantile: 4.18151\n",
"[48]\tvalid_0's poisson: -98.506\tvalid_0's quantile: 4.18113\n",
"[49]\tvalid_0's poisson: -98.5182\tvalid_0's quantile: 4.18071\n",
"[50]\tvalid_0's poisson: -98.5276\tvalid_0's quantile: 4.18048\n",
"[51]\tvalid_0's poisson: -98.5361\tvalid_0's quantile: 4.18036\n",
"[52]\tvalid_0's poisson: -98.5374\tvalid_0's quantile: 4.17968\n",
"[53]\tvalid_0's poisson: -98.5592\tvalid_0's quantile: 4.17457\n",
"[54]\tvalid_0's poisson: -98.5735\tvalid_0's quantile: 4.16111\n",
"[55]\tvalid_0's poisson: -98.614\tvalid_0's quantile: 4.15986\n",
"[56]\tvalid_0's poisson: -98.6717\tvalid_0's quantile: 4.15787\n",
"[57]\tvalid_0's poisson: -98.8106\tvalid_0's quantile: 4.14307\n",
"[58]\tvalid_0's poisson: -98.8239\tvalid_0's quantile: 4.14201\n",
"[59]\tvalid_0's poisson: -98.8226\tvalid_0's quantile: 4.14165\n",
"[60]\tvalid_0's poisson: -98.7811\tvalid_0's quantile: 4.13726\n",
"[61]\tvalid_0's poisson: -98.7385\tvalid_0's quantile: 4.13067\n",
"[62]\tvalid_0's poisson: -98.8237\tvalid_0's quantile: 4.12958\n",
"[63]\tvalid_0's poisson: -98.848\tvalid_0's quantile: 4.1235\n",
"[64]\tvalid_0's poisson: -98.8599\tvalid_0's quantile: 4.11921\n",
"[65]\tvalid_0's poisson: -98.8673\tvalid_0's quantile: 4.11634\n",
"[66]\tvalid_0's poisson: -98.8723\tvalid_0's quantile: 4.11159\n",
"[67]\tvalid_0's poisson: -98.7881\tvalid_0's quantile: 4.09426\n",
"[68]\tvalid_0's poisson: -98.7988\tvalid_0's quantile: 4.09294\n",
"[69]\tvalid_0's poisson: -98.8025\tvalid_0's quantile: 4.09087\n",
"[70]\tvalid_0's poisson: -98.8104\tvalid_0's quantile: 4.08854\n",
"[71]\tvalid_0's poisson: -98.8019\tvalid_0's quantile: 4.08496\n",
"[72]\tvalid_0's poisson: -98.8866\tvalid_0's quantile: 4.08093\n",
"[73]\tvalid_0's poisson: -99.3367\tvalid_0's quantile: 4.01785\n",
"[74]\tvalid_0's poisson: -99.4223\tvalid_0's quantile: 4.0116\n",
"[75]\tvalid_0's poisson: -99.72\tvalid_0's quantile: 3.96297\n",
"[76]\tvalid_0's poisson: -99.7708\tvalid_0's quantile: 3.95908\n",
"[77]\tvalid_0's poisson: -99.7827\tvalid_0's quantile: 3.95782\n",
"[78]\tvalid_0's poisson: -99.7965\tvalid_0's quantile: 3.9558\n",
"[79]\tvalid_0's poisson: -99.8126\tvalid_0's quantile: 3.954\n",
"[80]\tvalid_0's poisson: -99.8047\tvalid_0's quantile: 3.95619\n",
"[81]\tvalid_0's poisson: -99.9107\tvalid_0's quantile: 3.94915\n",
"[82]\tvalid_0's poisson: -99.9135\tvalid_0's quantile: 3.948\n",
"[83]\tvalid_0's poisson: -99.898\tvalid_0's quantile: 3.94698\n",
"[84]\tvalid_0's poisson: -99.9608\tvalid_0's quantile: 3.94291\n",
"[85]\tvalid_0's poisson: -100.003\tvalid_0's quantile: 3.9377\n",
"[86]\tvalid_0's poisson: -100.028\tvalid_0's quantile: 3.93508\n",
"[87]\tvalid_0's poisson: -100.021\tvalid_0's quantile: 3.93219\n",
"[88]\tvalid_0's poisson: -100.055\tvalid_0's quantile: 3.9295\n",
"[89]\tvalid_0's poisson: -100.073\tvalid_0's quantile: 3.92776\n",
"[90]\tvalid_0's poisson: -100.096\tvalid_0's quantile: 3.92344\n",
"[91]\tvalid_0's poisson: -100.124\tvalid_0's quantile: 3.92116\n",
"[92]\tvalid_0's poisson: -100.101\tvalid_0's quantile: 3.9119\n",
"[93]\tvalid_0's poisson: -100.136\tvalid_0's quantile: 3.90617\n",
"[94]\tvalid_0's poisson: -100.137\tvalid_0's quantile: 3.90582\n",
"[95]\tvalid_0's poisson: -100.136\tvalid_0's quantile: 3.90492\n",
"[96]\tvalid_0's poisson: -100.153\tvalid_0's quantile: 3.902\n",
"[97]\tvalid_0's poisson: -100.117\tvalid_0's quantile: 3.90198\n",
"[98]\tvalid_0's poisson: -100.132\tvalid_0's quantile: 3.90137\n",
"[99]\tvalid_0's poisson: -100.139\tvalid_0's quantile: 3.9012\n",
"[100]\tvalid_0's poisson: -100.132\tvalid_0's quantile: 3.90315\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.5743\tvalid_0's quantile: 10.1547\n",
"[2]\tvalid_0's poisson: -70.4588\tvalid_0's quantile: 8.94273\n",
"[3]\tvalid_0's poisson: -76.5883\tvalid_0's quantile: 7.94488\n",
"[4]\tvalid_0's poisson: -79.95\tvalid_0's quantile: 7.13103\n",
"[5]\tvalid_0's poisson: -83.0445\tvalid_0's quantile: 6.60139\n",
"[6]\tvalid_0's poisson: -86.0475\tvalid_0's quantile: 6.11775\n",
"[7]\tvalid_0's poisson: -88.7249\tvalid_0's quantile: 5.74464\n",
"[8]\tvalid_0's poisson: -90.4926\tvalid_0's quantile: 5.46882\n",
"[9]\tvalid_0's poisson: -91.7895\tvalid_0's quantile: 5.21946\n",
"[10]\tvalid_0's poisson: -93.1025\tvalid_0's quantile: 5.02719\n",
"[11]\tvalid_0's poisson: -94.1044\tvalid_0's quantile: 4.90008\n",
"[12]\tvalid_0's poisson: -94.7825\tvalid_0's quantile: 4.79474\n",
"[13]\tvalid_0's poisson: -95.1632\tvalid_0's quantile: 4.69129\n",
"[14]\tvalid_0's poisson: -95.6426\tvalid_0's quantile: 4.62993\n",
"[15]\tvalid_0's poisson: -95.9634\tvalid_0's quantile: 4.58718\n",
"[16]\tvalid_0's poisson: -96.2167\tvalid_0's quantile: 4.55668\n",
"[17]\tvalid_0's poisson: -96.3723\tvalid_0's quantile: 4.53834\n",
"[18]\tvalid_0's poisson: -96.4988\tvalid_0's quantile: 4.51\n",
"[19]\tvalid_0's poisson: -96.7349\tvalid_0's quantile: 4.48598\n",
"[20]\tvalid_0's poisson: -96.806\tvalid_0's quantile: 4.46731\n",
"[21]\tvalid_0's poisson: -96.8741\tvalid_0's quantile: 4.4571\n",
"[22]\tvalid_0's poisson: -97.0314\tvalid_0's quantile: 4.44338\n",
"[23]\tvalid_0's poisson: -97.2013\tvalid_0's quantile: 4.41788\n",
"[24]\tvalid_0's poisson: -97.3387\tvalid_0's quantile: 4.39967\n",
"[25]\tvalid_0's poisson: -97.3924\tvalid_0's quantile: 4.39385\n",
"[26]\tvalid_0's poisson: -97.9845\tvalid_0's quantile: 4.30071\n",
"[27]\tvalid_0's poisson: -98.4751\tvalid_0's quantile: 4.23842\n",
"[28]\tvalid_0's poisson: -98.5699\tvalid_0's quantile: 4.23028\n",
"[29]\tvalid_0's poisson: -98.6101\tvalid_0's quantile: 4.2273\n",
"[30]\tvalid_0's poisson: -98.5733\tvalid_0's quantile: 4.21413\n",
"[31]\tvalid_0's poisson: -99.0305\tvalid_0's quantile: 4.17062\n",
"[32]\tvalid_0's poisson: -99.0157\tvalid_0's quantile: 4.1645\n",
"[33]\tvalid_0's poisson: -99.0828\tvalid_0's quantile: 4.15603\n",
"[34]\tvalid_0's poisson: -99.0972\tvalid_0's quantile: 4.15112\n",
"[35]\tvalid_0's poisson: -99.1582\tvalid_0's quantile: 4.14466\n",
"[36]\tvalid_0's poisson: -99.1957\tvalid_0's quantile: 4.13837\n",
"[37]\tvalid_0's poisson: -99.2248\tvalid_0's quantile: 4.13231\n",
"[38]\tvalid_0's poisson: -99.1371\tvalid_0's quantile: 4.12131\n",
"[39]\tvalid_0's poisson: -99.1788\tvalid_0's quantile: 4.11799\n",
"[40]\tvalid_0's poisson: -99.2106\tvalid_0's quantile: 4.1154\n",
"[41]\tvalid_0's poisson: -99.2382\tvalid_0's quantile: 4.09843\n",
"[42]\tvalid_0's poisson: -99.2815\tvalid_0's quantile: 4.09298\n",
"[43]\tvalid_0's poisson: -99.3381\tvalid_0's quantile: 4.08117\n",
"[44]\tvalid_0's poisson: -99.3418\tvalid_0's quantile: 4.07663\n",
"[45]\tvalid_0's poisson: -99.3326\tvalid_0's quantile: 4.07135\n",
"[46]\tvalid_0's poisson: -99.3501\tvalid_0's quantile: 4.06883\n",
"[47]\tvalid_0's poisson: -99.352\tvalid_0's quantile: 4.06644\n",
"[48]\tvalid_0's poisson: -99.3748\tvalid_0's quantile: 4.06296\n",
"[49]\tvalid_0's poisson: -99.4045\tvalid_0's quantile: 4.05968\n",
"[50]\tvalid_0's poisson: -99.5721\tvalid_0's quantile: 4.03255\n",
"[51]\tvalid_0's poisson: -99.6155\tvalid_0's quantile: 4.00947\n",
"[52]\tvalid_0's poisson: -99.6391\tvalid_0's quantile: 4.00879\n",
"[53]\tvalid_0's poisson: -99.6981\tvalid_0's quantile: 3.99995\n",
"[54]\tvalid_0's poisson: -99.725\tvalid_0's quantile: 3.99713\n",
"[55]\tvalid_0's poisson: -99.7181\tvalid_0's quantile: 3.99547\n",
"[56]\tvalid_0's poisson: -99.7383\tvalid_0's quantile: 3.99308\n",
"[57]\tvalid_0's poisson: -99.7669\tvalid_0's quantile: 3.98946\n",
"[58]\tvalid_0's poisson: -99.8617\tvalid_0's quantile: 3.98904\n",
"[59]\tvalid_0's poisson: -99.8909\tvalid_0's quantile: 3.98605\n",
"[60]\tvalid_0's poisson: -99.8808\tvalid_0's quantile: 3.98622\n",
"[61]\tvalid_0's poisson: -99.899\tvalid_0's quantile: 3.98603\n",
"[62]\tvalid_0's poisson: -99.9048\tvalid_0's quantile: 3.98645\n",
"[63]\tvalid_0's poisson: -99.8898\tvalid_0's quantile: 3.98732\n",
"[64]\tvalid_0's poisson: -99.8951\tvalid_0's quantile: 3.98779\n",
"[65]\tvalid_0's poisson: -99.8745\tvalid_0's quantile: 3.98171\n",
"[66]\tvalid_0's poisson: -99.8862\tvalid_0's quantile: 3.98099\n",
"[67]\tvalid_0's poisson: -99.8247\tvalid_0's quantile: 3.96001\n",
"[68]\tvalid_0's poisson: -99.9891\tvalid_0's quantile: 3.93855\n",
"[69]\tvalid_0's poisson: -100.025\tvalid_0's quantile: 3.93779\n",
"[70]\tvalid_0's poisson: -100.045\tvalid_0's quantile: 3.93742\n",
"[71]\tvalid_0's poisson: -100.097\tvalid_0's quantile: 3.92998\n",
"[72]\tvalid_0's poisson: -100.12\tvalid_0's quantile: 3.92831\n",
"[73]\tvalid_0's poisson: -100.153\tvalid_0's quantile: 3.91569\n",
"[74]\tvalid_0's poisson: -100.177\tvalid_0's quantile: 3.91176\n",
"[75]\tvalid_0's poisson: -100.274\tvalid_0's quantile: 3.88836\n",
"[76]\tvalid_0's poisson: -100.287\tvalid_0's quantile: 3.87707\n",
"[77]\tvalid_0's poisson: -100.336\tvalid_0's quantile: 3.87511\n",
"[78]\tvalid_0's poisson: -100.341\tvalid_0's quantile: 3.87467\n",
"[79]\tvalid_0's poisson: -100.341\tvalid_0's quantile: 3.84484\n",
"[80]\tvalid_0's poisson: -100.43\tvalid_0's quantile: 3.82601\n",
"[81]\tvalid_0's poisson: -100.514\tvalid_0's quantile: 3.81257\n",
"[82]\tvalid_0's poisson: -100.53\tvalid_0's quantile: 3.79786\n",
"[83]\tvalid_0's poisson: -100.54\tvalid_0's quantile: 3.79012\n",
"[84]\tvalid_0's poisson: -100.566\tvalid_0's quantile: 3.78846\n",
"[85]\tvalid_0's poisson: -100.583\tvalid_0's quantile: 3.78499\n",
"[86]\tvalid_0's poisson: -100.625\tvalid_0's quantile: 3.78397\n",
"[87]\tvalid_0's poisson: -100.642\tvalid_0's quantile: 3.78519\n",
"[88]\tvalid_0's poisson: -100.66\tvalid_0's quantile: 3.77898\n",
"[89]\tvalid_0's poisson: -100.732\tvalid_0's quantile: 3.7662\n",
"[90]\tvalid_0's poisson: -100.788\tvalid_0's quantile: 3.76049\n",
"[91]\tvalid_0's poisson: -100.878\tvalid_0's quantile: 3.74847\n",
"[92]\tvalid_0's poisson: -100.872\tvalid_0's quantile: 3.74558\n",
"[93]\tvalid_0's poisson: -101.059\tvalid_0's quantile: 3.71537\n",
"[94]\tvalid_0's poisson: -101.076\tvalid_0's quantile: 3.71157\n",
"[95]\tvalid_0's poisson: -101.09\tvalid_0's quantile: 3.71088\n",
"[96]\tvalid_0's poisson: -101.1\tvalid_0's quantile: 3.71036\n",
"[97]\tvalid_0's poisson: -101.184\tvalid_0's quantile: 3.70347\n",
"[98]\tvalid_0's poisson: -101.215\tvalid_0's quantile: 3.70118\n",
"[99]\tvalid_0's poisson: -101.358\tvalid_0's quantile: 3.67942\n",
"[100]\tvalid_0's poisson: -101.368\tvalid_0's quantile: 3.67881\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.2765\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.405\tvalid_0's quantile: 11.6234\n",
"[3]\tvalid_0's poisson: -62.5328\tvalid_0's quantile: 11.5858\n",
"[4]\tvalid_0's poisson: -62.6595\tvalid_0's quantile: 11.5486\n",
"[5]\tvalid_0's poisson: -62.7856\tvalid_0's quantile: 11.5115\n",
"[6]\tvalid_0's poisson: -62.9105\tvalid_0's quantile: 11.4747\n",
"[7]\tvalid_0's poisson: -63.032\tvalid_0's quantile: 11.439\n",
"[8]\tvalid_0's poisson: -63.1552\tvalid_0's quantile: 11.4027\n",
"[9]\tvalid_0's poisson: -63.2775\tvalid_0's quantile: 11.3666\n",
"[10]\tvalid_0's poisson: -63.3861\tvalid_0's quantile: 11.3322\n",
"[11]\tvalid_0's poisson: -63.5068\tvalid_0's quantile: 11.2965\n",
"[12]\tvalid_0's poisson: -63.6138\tvalid_0's quantile: 11.2627\n",
"[13]\tvalid_0's poisson: -63.7337\tvalid_0's quantile: 11.2276\n",
"[14]\tvalid_0's poisson: -63.8528\tvalid_0's quantile: 11.1927\n",
"[15]\tvalid_0's poisson: -63.9711\tvalid_0's quantile: 11.158\n",
"[16]\tvalid_0's poisson: -64.0903\tvalid_0's quantile: 11.1233\n",
"[17]\tvalid_0's poisson: -64.2087\tvalid_0's quantile: 11.0887\n",
"[18]\tvalid_0's poisson: -64.3264\tvalid_0's quantile: 11.0544\n",
"[19]\tvalid_0's poisson: -64.4417\tvalid_0's quantile: 11.0206\n",
"[20]\tvalid_0's poisson: -64.5578\tvalid_0's quantile: 10.9871\n",
"[21]\tvalid_0's poisson: -64.6732\tvalid_0's quantile: 10.9537\n",
"[22]\tvalid_0's poisson: -64.7878\tvalid_0's quantile: 10.9205\n",
"[23]\tvalid_0's poisson: -64.8994\tvalid_0's quantile: 10.8879\n",
"[24]\tvalid_0's poisson: -65.0102\tvalid_0's quantile: 10.8555\n",
"[25]\tvalid_0's poisson: -65.1221\tvalid_0's quantile: 10.8232\n",
"[26]\tvalid_0's poisson: -65.2315\tvalid_0's quantile: 10.7916\n",
"[27]\tvalid_0's poisson: -65.3412\tvalid_0's quantile: 10.7602\n",
"[28]\tvalid_0's poisson: -65.4487\tvalid_0's quantile: 10.7288\n",
"[29]\tvalid_0's poisson: -65.5565\tvalid_0's quantile: 10.6977\n",
"[30]\tvalid_0's poisson: -65.664\tvalid_0's quantile: 10.6668\n",
"[31]\tvalid_0's poisson: -65.7707\tvalid_0's quantile: 10.6361\n",
"[32]\tvalid_0's poisson: -65.8772\tvalid_0's quantile: 10.6056\n",
"[33]\tvalid_0's poisson: -65.9843\tvalid_0's quantile: 10.5751\n",
"[34]\tvalid_0's poisson: -66.0918\tvalid_0's quantile: 10.5447\n",
"[35]\tvalid_0's poisson: -66.1975\tvalid_0's quantile: 10.5147\n",
"[36]\tvalid_0's poisson: -66.3023\tvalid_0's quantile: 10.4849\n",
"[37]\tvalid_0's poisson: -66.4067\tvalid_0's quantile: 10.4552\n",
"[38]\tvalid_0's poisson: -66.5093\tvalid_0's quantile: 10.4262\n",
"[39]\tvalid_0's poisson: -66.6122\tvalid_0's quantile: 10.3975\n",
"[40]\tvalid_0's poisson: -66.7135\tvalid_0's quantile: 10.3689\n",
"[41]\tvalid_0's poisson: -66.8151\tvalid_0's quantile: 10.3405\n",
"[42]\tvalid_0's poisson: -66.9152\tvalid_0's quantile: 10.3124\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43]\tvalid_0's poisson: -67.0186\tvalid_0's quantile: 10.2844\n",
"[44]\tvalid_0's poisson: -67.1213\tvalid_0's quantile: 10.2565\n",
"[45]\tvalid_0's poisson: -67.2186\tvalid_0's quantile: 10.2295\n",
"[46]\tvalid_0's poisson: -67.3171\tvalid_0's quantile: 10.2022\n",
"[47]\tvalid_0's poisson: -67.4145\tvalid_0's quantile: 10.1752\n",
"[48]\tvalid_0's poisson: -67.5119\tvalid_0's quantile: 10.1481\n",
"[49]\tvalid_0's poisson: -67.6112\tvalid_0's quantile: 10.121\n",
"[50]\tvalid_0's poisson: -67.6981\tvalid_0's quantile: 10.0956\n",
"[51]\tvalid_0's poisson: -67.7911\tvalid_0's quantile: 10.0694\n",
"[52]\tvalid_0's poisson: -67.8864\tvalid_0's quantile: 10.043\n",
"[53]\tvalid_0's poisson: -67.9811\tvalid_0's quantile: 10.0168\n",
"[54]\tvalid_0's poisson: -68.0784\tvalid_0's quantile: 9.99035\n",
"[55]\tvalid_0's poisson: -68.1752\tvalid_0's quantile: 9.96415\n",
"[56]\tvalid_0's poisson: -68.2823\tvalid_0's quantile: 9.93514\n",
"[57]\tvalid_0's poisson: -68.3856\tvalid_0's quantile: 9.90683\n",
"[58]\tvalid_0's poisson: -68.4915\tvalid_0's quantile: 9.87839\n",
"[59]\tvalid_0's poisson: -68.5967\tvalid_0's quantile: 9.85006\n",
"[60]\tvalid_0's poisson: -68.6915\tvalid_0's quantile: 9.82474\n",
"[61]\tvalid_0's poisson: -68.7858\tvalid_0's quantile: 9.7997\n",
"[62]\tvalid_0's poisson: -68.8792\tvalid_0's quantile: 9.77491\n",
"[63]\tvalid_0's poisson: -68.9725\tvalid_0's quantile: 9.75008\n",
"[64]\tvalid_0's poisson: -69.0639\tvalid_0's quantile: 9.72406\n",
"[65]\tvalid_0's poisson: -69.166\tvalid_0's quantile: 9.69673\n",
"[66]\tvalid_0's poisson: -69.2672\tvalid_0's quantile: 9.66941\n",
"[67]\tvalid_0's poisson: -69.3679\tvalid_0's quantile: 9.64244\n",
"[68]\tvalid_0's poisson: -69.4679\tvalid_0's quantile: 9.61575\n",
"[69]\tvalid_0's poisson: -69.5673\tvalid_0's quantile: 9.58944\n",
"[70]\tvalid_0's poisson: -69.6665\tvalid_0's quantile: 9.56364\n",
"[71]\tvalid_0's poisson: -69.7547\tvalid_0's quantile: 9.53927\n",
"[72]\tvalid_0's poisson: -69.8528\tvalid_0's quantile: 9.51375\n",
"[73]\tvalid_0's poisson: -69.9502\tvalid_0's quantile: 9.48839\n",
"[74]\tvalid_0's poisson: -70.0471\tvalid_0's quantile: 9.46315\n",
"[75]\tvalid_0's poisson: -70.1435\tvalid_0's quantile: 9.43812\n",
"[76]\tvalid_0's poisson: -70.2385\tvalid_0's quantile: 9.41297\n",
"[77]\tvalid_0's poisson: -70.3338\tvalid_0's quantile: 9.3882\n",
"[78]\tvalid_0's poisson: -70.4277\tvalid_0's quantile: 9.36336\n",
"[79]\tvalid_0's poisson: -70.5222\tvalid_0's quantile: 9.33886\n",
"[80]\tvalid_0's poisson: -70.6128\tvalid_0's quantile: 9.31475\n",
"[81]\tvalid_0's poisson: -70.7066\tvalid_0's quantile: 9.29075\n",
"[82]\tvalid_0's poisson: -70.8077\tvalid_0's quantile: 9.26586\n",
"[83]\tvalid_0's poisson: -70.9083\tvalid_0's quantile: 9.24108\n",
"[84]\tvalid_0's poisson: -71.0083\tvalid_0's quantile: 9.2164\n",
"[85]\tvalid_0's poisson: -71.1087\tvalid_0's quantile: 9.19185\n",
"[86]\tvalid_0's poisson: -71.2077\tvalid_0's quantile: 9.16751\n",
"[87]\tvalid_0's poisson: -71.3062\tvalid_0's quantile: 9.14341\n",
"[88]\tvalid_0's poisson: -71.4042\tvalid_0's quantile: 9.11953\n",
"[89]\tvalid_0's poisson: -71.5028\tvalid_0's quantile: 9.09541\n",
"[90]\tvalid_0's poisson: -71.6011\tvalid_0's quantile: 9.0715\n",
"[91]\tvalid_0's poisson: -71.7036\tvalid_0's quantile: 9.04702\n",
"[92]\tvalid_0's poisson: -71.8056\tvalid_0's quantile: 9.02272\n",
"[93]\tvalid_0's poisson: -71.9061\tvalid_0's quantile: 8.9987\n",
"[94]\tvalid_0's poisson: -72.0026\tvalid_0's quantile: 8.97523\n",
"[95]\tvalid_0's poisson: -72.1022\tvalid_0's quantile: 8.95149\n",
"[96]\tvalid_0's poisson: -72.2022\tvalid_0's quantile: 8.92764\n",
"[97]\tvalid_0's poisson: -72.3007\tvalid_0's quantile: 8.90412\n",
"[98]\tvalid_0's poisson: -72.3991\tvalid_0's quantile: 8.88008\n",
"[99]\tvalid_0's poisson: -72.4976\tvalid_0's quantile: 8.85668\n",
"[100]\tvalid_0's poisson: -72.5957\tvalid_0's quantile: 8.83349\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.2785\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.3954\tvalid_0's quantile: 11.6251\n",
"[3]\tvalid_0's poisson: -62.5114\tvalid_0's quantile: 11.5893\n",
"[4]\tvalid_0's poisson: -62.6266\tvalid_0's quantile: 11.5538\n",
"[5]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5185\n",
"[6]\tvalid_0's poisson: -62.8545\tvalid_0's quantile: 11.4834\n",
"[7]\tvalid_0's poisson: -62.9839\tvalid_0's quantile: 11.4462\n",
"[8]\tvalid_0's poisson: -63.1125\tvalid_0's quantile: 11.4094\n",
"[9]\tvalid_0's poisson: -63.2403\tvalid_0's quantile: 11.3727\n",
"[10]\tvalid_0's poisson: -63.3504\tvalid_0's quantile: 11.3383\n",
"[11]\tvalid_0's poisson: -63.4765\tvalid_0's quantile: 11.3021\n",
"[12]\tvalid_0's poisson: -63.6017\tvalid_0's quantile: 11.266\n",
"[13]\tvalid_0's poisson: -63.7261\tvalid_0's quantile: 11.2306\n",
"[14]\tvalid_0's poisson: -63.8497\tvalid_0's quantile: 11.1953\n",
"[15]\tvalid_0's poisson: -63.9725\tvalid_0's quantile: 11.1601\n",
"[16]\tvalid_0's poisson: -64.0945\tvalid_0's quantile: 11.1251\n",
"[17]\tvalid_0's poisson: -64.2156\tvalid_0's quantile: 11.0903\n",
"[18]\tvalid_0's poisson: -64.336\tvalid_0's quantile: 11.0559\n",
"[19]\tvalid_0's poisson: -64.44\tvalid_0's quantile: 11.0239\n",
"[20]\tvalid_0's poisson: -64.5589\tvalid_0's quantile: 10.9902\n",
"[21]\tvalid_0's poisson: -64.677\tvalid_0's quantile: 10.9567\n",
"[22]\tvalid_0's poisson: -64.7943\tvalid_0's quantile: 10.9233\n",
"[23]\tvalid_0's poisson: -64.9109\tvalid_0's quantile: 10.8901\n",
"[24]\tvalid_0's poisson: -65.0268\tvalid_0's quantile: 10.8571\n",
"[25]\tvalid_0's poisson: -65.1378\tvalid_0's quantile: 10.8253\n",
"[26]\tvalid_0's poisson: -65.2522\tvalid_0's quantile: 10.7931\n",
"[27]\tvalid_0's poisson: -65.3475\tvalid_0's quantile: 10.7637\n",
"[28]\tvalid_0's poisson: -65.4606\tvalid_0's quantile: 10.7319\n",
"[29]\tvalid_0's poisson: -65.5691\tvalid_0's quantile: 10.7012\n",
"[30]\tvalid_0's poisson: -65.677\tvalid_0's quantile: 10.6706\n",
"[31]\tvalid_0's poisson: -65.7883\tvalid_0's quantile: 10.6395\n",
"[32]\tvalid_0's poisson: -65.895\tvalid_0's quantile: 10.6092\n",
"[33]\tvalid_0's poisson: -66.0051\tvalid_0's quantile: 10.5784\n",
"[34]\tvalid_0's poisson: -66.1105\tvalid_0's quantile: 10.5485\n",
"[35]\tvalid_0's poisson: -66.2061\tvalid_0's quantile: 10.5202\n",
"[36]\tvalid_0's poisson: -66.3107\tvalid_0's quantile: 10.4907\n",
"[37]\tvalid_0's poisson: -66.4191\tvalid_0's quantile: 10.4607\n",
"[38]\tvalid_0's poisson: -66.5226\tvalid_0's quantile: 10.4319\n",
"[39]\tvalid_0's poisson: -66.6254\tvalid_0's quantile: 10.4035\n",
"[40]\tvalid_0's poisson: -66.732\tvalid_0's quantile: 10.3746\n",
"[41]\tvalid_0's poisson: -66.8337\tvalid_0's quantile: 10.3466\n",
"[42]\tvalid_0's poisson: -66.9385\tvalid_0's quantile: 10.3182\n",
"[43]\tvalid_0's poisson: -67.0262\tvalid_0's quantile: 10.2925\n",
"[44]\tvalid_0's poisson: -67.1305\tvalid_0's quantile: 10.2645\n",
"[45]\tvalid_0's poisson: -67.2357\tvalid_0's quantile: 10.2367\n",
"[46]\tvalid_0's poisson: -67.3403\tvalid_0's quantile: 10.209\n",
"[47]\tvalid_0's poisson: -67.4429\tvalid_0's quantile: 10.1815\n",
"[48]\tvalid_0's poisson: -67.5463\tvalid_0's quantile: 10.154\n",
"[49]\tvalid_0's poisson: -67.6477\tvalid_0's quantile: 10.1267\n",
"[50]\tvalid_0's poisson: -67.7499\tvalid_0's quantile: 10.0996\n",
"[51]\tvalid_0's poisson: -67.8515\tvalid_0's quantile: 10.0726\n",
"[52]\tvalid_0's poisson: -67.9392\tvalid_0's quantile: 10.0476\n",
"[53]\tvalid_0's poisson: -68.0397\tvalid_0's quantile: 10.021\n",
"[54]\tvalid_0's poisson: -68.1395\tvalid_0's quantile: 9.99447\n",
"[55]\tvalid_0's poisson: -68.2483\tvalid_0's quantile: 9.96449\n",
"[56]\tvalid_0's poisson: -68.3564\tvalid_0's quantile: 9.93496\n",
"[57]\tvalid_0's poisson: -68.4638\tvalid_0's quantile: 9.90568\n",
"[58]\tvalid_0's poisson: -68.5706\tvalid_0's quantile: 9.87662\n",
"[59]\tvalid_0's poisson: -68.6767\tvalid_0's quantile: 9.84768\n",
"[60]\tvalid_0's poisson: -68.7822\tvalid_0's quantile: 9.8189\n",
"[61]\tvalid_0's poisson: -68.8762\tvalid_0's quantile: 9.79181\n",
"[62]\tvalid_0's poisson: -68.9804\tvalid_0's quantile: 9.76338\n",
"[63]\tvalid_0's poisson: -69.084\tvalid_0's quantile: 9.73507\n",
"[64]\tvalid_0's poisson: -69.1869\tvalid_0's quantile: 9.70707\n",
"[65]\tvalid_0's poisson: -69.2893\tvalid_0's quantile: 9.67937\n",
"[66]\tvalid_0's poisson: -69.391\tvalid_0's quantile: 9.65209\n",
"[67]\tvalid_0's poisson: -69.4921\tvalid_0's quantile: 9.6253\n",
"[68]\tvalid_0's poisson: -69.5926\tvalid_0's quantile: 9.59863\n",
"[69]\tvalid_0's poisson: -69.6925\tvalid_0's quantile: 9.57249\n",
"[70]\tvalid_0's poisson: -69.7919\tvalid_0's quantile: 9.54615\n",
"[71]\tvalid_0's poisson: -69.8907\tvalid_0's quantile: 9.5203\n",
"[72]\tvalid_0's poisson: -69.9889\tvalid_0's quantile: 9.49462\n",
"[73]\tvalid_0's poisson: -70.0865\tvalid_0's quantile: 9.46907\n",
"[74]\tvalid_0's poisson: -70.1835\tvalid_0's quantile: 9.44372\n",
"[75]\tvalid_0's poisson: -70.28\tvalid_0's quantile: 9.41847\n",
"[76]\tvalid_0's poisson: -70.376\tvalid_0's quantile: 9.39344\n",
"[77]\tvalid_0's poisson: -70.4713\tvalid_0's quantile: 9.36856\n",
"[78]\tvalid_0's poisson: -70.5661\tvalid_0's quantile: 9.34395\n",
"[79]\tvalid_0's poisson: -70.663\tvalid_0's quantile: 9.31882\n",
"[80]\tvalid_0's poisson: -70.7593\tvalid_0's quantile: 9.2938\n",
"[81]\tvalid_0's poisson: -70.855\tvalid_0's quantile: 9.26888\n",
"[82]\tvalid_0's poisson: -70.9502\tvalid_0's quantile: 9.24417\n",
"[83]\tvalid_0's poisson: -71.0448\tvalid_0's quantile: 9.21973\n",
"[84]\tvalid_0's poisson: -71.1389\tvalid_0's quantile: 9.1954\n",
"[85]\tvalid_0's poisson: -71.2403\tvalid_0's quantile: 9.1702\n",
"[86]\tvalid_0's poisson: -71.3412\tvalid_0's quantile: 9.14512\n",
"[87]\tvalid_0's poisson: -71.4448\tvalid_0's quantile: 9.11997\n",
"[88]\tvalid_0's poisson: -71.5479\tvalid_0's quantile: 9.095\n",
"[89]\tvalid_0's poisson: -71.6505\tvalid_0's quantile: 9.07013\n",
"[90]\tvalid_0's poisson: -71.7533\tvalid_0's quantile: 9.04475\n",
"[91]\tvalid_0's poisson: -71.8549\tvalid_0's quantile: 9.02005\n",
"[92]\tvalid_0's poisson: -71.9568\tvalid_0's quantile: 8.99498\n",
"[93]\tvalid_0's poisson: -72.0582\tvalid_0's quantile: 8.97006\n",
"[94]\tvalid_0's poisson: -72.159\tvalid_0's quantile: 8.94532\n",
"[95]\tvalid_0's poisson: -72.2596\tvalid_0's quantile: 8.91998\n",
"[96]\tvalid_0's poisson: -72.3597\tvalid_0's quantile: 8.89479\n",
"[97]\tvalid_0's poisson: -72.4592\tvalid_0's quantile: 8.8699\n",
"[98]\tvalid_0's poisson: -72.5582\tvalid_0's quantile: 8.8452\n",
"[99]\tvalid_0's poisson: -72.6564\tvalid_0's quantile: 8.82167\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[100]\tvalid_0's poisson: -72.7511\tvalid_0's quantile: 8.79867\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.9087\tvalid_0's quantile: 11.6519\n",
"[2]\tvalid_0's poisson: -63.0235\tvalid_0's quantile: 11.6148\n",
"[3]\tvalid_0's poisson: -63.1373\tvalid_0's quantile: 11.5779\n",
"[4]\tvalid_0's poisson: -63.2503\tvalid_0's quantile: 11.5413\n",
"[5]\tvalid_0's poisson: -63.3624\tvalid_0's quantile: 11.5049\n",
"[6]\tvalid_0's poisson: -63.4736\tvalid_0's quantile: 11.4688\n",
"[7]\tvalid_0's poisson: -63.598\tvalid_0's quantile: 11.4309\n",
"[8]\tvalid_0's poisson: -63.7075\tvalid_0's quantile: 11.3951\n",
"[9]\tvalid_0's poisson: -63.8302\tvalid_0's quantile: 11.3577\n",
"[10]\tvalid_0's poisson: -63.952\tvalid_0's quantile: 11.3206\n",
"[11]\tvalid_0's poisson: -64.073\tvalid_0's quantile: 11.2836\n",
"[12]\tvalid_0's poisson: -64.1802\tvalid_0's quantile: 11.2486\n",
"[13]\tvalid_0's poisson: -64.2995\tvalid_0's quantile: 11.2121\n",
"[14]\tvalid_0's poisson: -64.4054\tvalid_0's quantile: 11.1779\n",
"[15]\tvalid_0's poisson: -64.5105\tvalid_0's quantile: 11.144\n",
"[16]\tvalid_0's poisson: -64.6275\tvalid_0's quantile: 11.1084\n",
"[17]\tvalid_0's poisson: -64.7313\tvalid_0's quantile: 11.0748\n",
"[18]\tvalid_0's poisson: -64.8459\tvalid_0's quantile: 11.0397\n",
"[19]\tvalid_0's poisson: -64.9597\tvalid_0's quantile: 11.0052\n",
"[20]\tvalid_0's poisson: -65.0727\tvalid_0's quantile: 10.9709\n",
"[21]\tvalid_0's poisson: -65.185\tvalid_0's quantile: 10.9371\n",
"[22]\tvalid_0's poisson: -65.285\tvalid_0's quantile: 10.9049\n",
"[23]\tvalid_0's poisson: -65.3959\tvalid_0's quantile: 10.8713\n",
"[24]\tvalid_0's poisson: -65.5086\tvalid_0's quantile: 10.8375\n",
"[25]\tvalid_0's poisson: -65.6215\tvalid_0's quantile: 10.8041\n",
"[26]\tvalid_0's poisson: -65.7327\tvalid_0's quantile: 10.7711\n",
"[27]\tvalid_0's poisson: -65.8418\tvalid_0's quantile: 10.7388\n",
"[28]\tvalid_0's poisson: -65.9515\tvalid_0's quantile: 10.7063\n",
"[29]\tvalid_0's poisson: -66.0481\tvalid_0's quantile: 10.676\n",
"[30]\tvalid_0's poisson: -66.1541\tvalid_0's quantile: 10.6445\n",
"[31]\tvalid_0's poisson: -66.2606\tvalid_0's quantile: 10.6132\n",
"[32]\tvalid_0's poisson: -66.3663\tvalid_0's quantile: 10.582\n",
"[33]\tvalid_0's poisson: -66.4703\tvalid_0's quantile: 10.551\n",
"[34]\tvalid_0's poisson: -66.5748\tvalid_0's quantile: 10.5202\n",
"[35]\tvalid_0's poisson: -66.6671\tvalid_0's quantile: 10.4912\n",
"[36]\tvalid_0's poisson: -66.7703\tvalid_0's quantile: 10.4609\n",
"[37]\tvalid_0's poisson: -66.8729\tvalid_0's quantile: 10.4309\n",
"[38]\tvalid_0's poisson: -66.9759\tvalid_0's quantile: 10.4007\n",
"[39]\tvalid_0's poisson: -67.0772\tvalid_0's quantile: 10.3715\n",
"[40]\tvalid_0's poisson: -67.1767\tvalid_0's quantile: 10.3424\n",
"[41]\tvalid_0's poisson: -67.2814\tvalid_0's quantile: 10.313\n",
"[42]\tvalid_0's poisson: -67.3798\tvalid_0's quantile: 10.2844\n",
"[43]\tvalid_0's poisson: -67.468\tvalid_0's quantile: 10.2577\n",
"[44]\tvalid_0's poisson: -67.5664\tvalid_0's quantile: 10.2297\n",
"[45]\tvalid_0's poisson: -67.663\tvalid_0's quantile: 10.2018\n",
"[46]\tvalid_0's poisson: -67.7636\tvalid_0's quantile: 10.1736\n",
"[47]\tvalid_0's poisson: -67.8597\tvalid_0's quantile: 10.1457\n",
"[48]\tvalid_0's poisson: -67.9591\tvalid_0's quantile: 10.1178\n",
"[49]\tvalid_0's poisson: -68.056\tvalid_0's quantile: 10.0904\n",
"[50]\tvalid_0's poisson: -68.1508\tvalid_0's quantile: 10.0631\n",
"[51]\tvalid_0's poisson: -68.2475\tvalid_0's quantile: 10.0356\n",
"[52]\tvalid_0's poisson: -68.3414\tvalid_0's quantile: 10.0086\n",
"[53]\tvalid_0's poisson: -68.437\tvalid_0's quantile: 9.98146\n",
"[54]\tvalid_0's poisson: -68.5321\tvalid_0's quantile: 9.95455\n",
"[55]\tvalid_0's poisson: -68.6258\tvalid_0's quantile: 9.92787\n",
"[56]\tvalid_0's poisson: -68.7198\tvalid_0's quantile: 9.90148\n",
"[57]\tvalid_0's poisson: -68.8131\tvalid_0's quantile: 9.87519\n",
"[58]\tvalid_0's poisson: -68.9036\tvalid_0's quantile: 9.84925\n",
"[59]\tvalid_0's poisson: -68.9961\tvalid_0's quantile: 9.82326\n",
"[60]\tvalid_0's poisson: -69.088\tvalid_0's quantile: 9.79753\n",
"[61]\tvalid_0's poisson: -69.1769\tvalid_0's quantile: 9.7722\n",
"[62]\tvalid_0's poisson: -69.2708\tvalid_0's quantile: 9.74648\n",
"[63]\tvalid_0's poisson: -69.3642\tvalid_0's quantile: 9.72101\n",
"[64]\tvalid_0's poisson: -69.4516\tvalid_0's quantile: 9.69621\n",
"[65]\tvalid_0's poisson: -69.5442\tvalid_0's quantile: 9.67102\n",
"[66]\tvalid_0's poisson: -69.6309\tvalid_0's quantile: 9.64661\n",
"[67]\tvalid_0's poisson: -69.7226\tvalid_0's quantile: 9.62187\n",
"[68]\tvalid_0's poisson: -69.8109\tvalid_0's quantile: 9.59768\n",
"[69]\tvalid_0's poisson: -69.9081\tvalid_0's quantile: 9.57011\n",
"[70]\tvalid_0's poisson: -70.007\tvalid_0's quantile: 9.54252\n",
"[71]\tvalid_0's poisson: -70.1053\tvalid_0's quantile: 9.51505\n",
"[72]\tvalid_0's poisson: -70.2006\tvalid_0's quantile: 9.48805\n",
"[73]\tvalid_0's poisson: -70.298\tvalid_0's quantile: 9.46089\n",
"[74]\tvalid_0's poisson: -70.3947\tvalid_0's quantile: 9.43402\n",
"[75]\tvalid_0's poisson: -70.4886\tvalid_0's quantile: 9.40757\n",
"[76]\tvalid_0's poisson: -70.5844\tvalid_0's quantile: 9.38124\n",
"[77]\tvalid_0's poisson: -70.6773\tvalid_0's quantile: 9.35569\n",
"[78]\tvalid_0's poisson: -70.7789\tvalid_0's quantile: 9.32945\n",
"[79]\tvalid_0's poisson: -70.8799\tvalid_0's quantile: 9.30331\n",
"[80]\tvalid_0's poisson: -70.9715\tvalid_0's quantile: 9.27806\n",
"[81]\tvalid_0's poisson: -71.0714\tvalid_0's quantile: 9.25225\n",
"[82]\tvalid_0's poisson: -71.1707\tvalid_0's quantile: 9.22654\n",
"[83]\tvalid_0's poisson: -71.2608\tvalid_0's quantile: 9.20165\n",
"[84]\tvalid_0's poisson: -71.3591\tvalid_0's quantile: 9.17614\n",
"[85]\tvalid_0's poisson: -71.4482\tvalid_0's quantile: 9.15154\n",
"[86]\tvalid_0's poisson: -71.5375\tvalid_0's quantile: 9.12916\n",
"[87]\tvalid_0's poisson: -71.6262\tvalid_0's quantile: 9.10686\n",
"[88]\tvalid_0's poisson: -71.7145\tvalid_0's quantile: 9.08217\n",
"[89]\tvalid_0's poisson: -71.8103\tvalid_0's quantile: 9.05706\n",
"[90]\tvalid_0's poisson: -71.8974\tvalid_0's quantile: 9.03519\n",
"[91]\tvalid_0's poisson: -71.9967\tvalid_0's quantile: 9.00995\n",
"[92]\tvalid_0's poisson: -72.0954\tvalid_0's quantile: 8.98494\n",
"[93]\tvalid_0's poisson: -72.1865\tvalid_0's quantile: 8.96279\n",
"[94]\tvalid_0's poisson: -72.2762\tvalid_0's quantile: 8.94085\n",
"[95]\tvalid_0's poisson: -72.3738\tvalid_0's quantile: 8.9159\n",
"[96]\tvalid_0's poisson: -72.4709\tvalid_0's quantile: 8.89116\n",
"[97]\tvalid_0's poisson: -72.5659\tvalid_0's quantile: 8.86718\n",
"[98]\tvalid_0's poisson: -72.6604\tvalid_0's quantile: 8.84354\n",
"[99]\tvalid_0's poisson: -72.7588\tvalid_0's quantile: 8.81907\n",
"[100]\tvalid_0's poisson: -72.8567\tvalid_0's quantile: 8.79497\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -63.5495\tvalid_0's quantile: 11.6429\n",
"[2]\tvalid_0's poisson: -63.6764\tvalid_0's quantile: 11.6048\n",
"[3]\tvalid_0's poisson: -63.8025\tvalid_0's quantile: 11.5669\n",
"[4]\tvalid_0's poisson: -63.9277\tvalid_0's quantile: 11.5291\n",
"[5]\tvalid_0's poisson: -64.0519\tvalid_0's quantile: 11.4915\n",
"[6]\tvalid_0's poisson: -64.1752\tvalid_0's quantile: 11.4541\n",
"[7]\tvalid_0's poisson: -64.2977\tvalid_0's quantile: 11.417\n",
"[8]\tvalid_0's poisson: -64.4193\tvalid_0's quantile: 11.3802\n",
"[9]\tvalid_0's poisson: -64.54\tvalid_0's quantile: 11.3434\n",
"[10]\tvalid_0's poisson: -64.6599\tvalid_0's quantile: 11.3069\n",
"[11]\tvalid_0's poisson: -64.7673\tvalid_0's quantile: 11.2723\n",
"[12]\tvalid_0's poisson: -64.874\tvalid_0's quantile: 11.2379\n",
"[13]\tvalid_0's poisson: -64.9915\tvalid_0's quantile: 11.2019\n",
"[14]\tvalid_0's poisson: -65.1083\tvalid_0's quantile: 11.1662\n",
"[15]\tvalid_0's poisson: -65.2242\tvalid_0's quantile: 11.1308\n",
"[16]\tvalid_0's poisson: -65.3393\tvalid_0's quantile: 11.096\n",
"[17]\tvalid_0's poisson: -65.4537\tvalid_0's quantile: 11.0614\n",
"[18]\tvalid_0's poisson: -65.5673\tvalid_0's quantile: 11.0269\n",
"[19]\tvalid_0's poisson: -65.6801\tvalid_0's quantile: 10.9927\n",
"[20]\tvalid_0's poisson: -65.7921\tvalid_0's quantile: 10.9585\n",
"[21]\tvalid_0's poisson: -65.9055\tvalid_0's quantile: 10.9246\n",
"[22]\tvalid_0's poisson: -66.0182\tvalid_0's quantile: 10.8908\n",
"[23]\tvalid_0's poisson: -66.1301\tvalid_0's quantile: 10.8575\n",
"[24]\tvalid_0's poisson: -66.2413\tvalid_0's quantile: 10.8244\n",
"[25]\tvalid_0's poisson: -66.3517\tvalid_0's quantile: 10.7914\n",
"[26]\tvalid_0's poisson: -66.4614\tvalid_0's quantile: 10.7586\n",
"[27]\tvalid_0's poisson: -66.5704\tvalid_0's quantile: 10.7262\n",
"[28]\tvalid_0's poisson: -66.6787\tvalid_0's quantile: 10.694\n",
"[29]\tvalid_0's poisson: -66.7744\tvalid_0's quantile: 10.6638\n",
"[30]\tvalid_0's poisson: -66.8814\tvalid_0's quantile: 10.6323\n",
"[31]\tvalid_0's poisson: -66.9884\tvalid_0's quantile: 10.601\n",
"[32]\tvalid_0's poisson: -67.0947\tvalid_0's quantile: 10.57\n",
"[33]\tvalid_0's poisson: -67.1888\tvalid_0's quantile: 10.5407\n",
"[34]\tvalid_0's poisson: -67.2939\tvalid_0's quantile: 10.51\n",
"[35]\tvalid_0's poisson: -67.387\tvalid_0's quantile: 10.4809\n",
"[36]\tvalid_0's poisson: -67.4908\tvalid_0's quantile: 10.4507\n",
"[37]\tvalid_0's poisson: -67.5931\tvalid_0's quantile: 10.4206\n",
"[38]\tvalid_0's poisson: -67.6956\tvalid_0's quantile: 10.391\n",
"[39]\tvalid_0's poisson: -67.7975\tvalid_0's quantile: 10.3614\n",
"[40]\tvalid_0's poisson: -67.8979\tvalid_0's quantile: 10.332\n",
"[41]\tvalid_0's poisson: -67.9986\tvalid_0's quantile: 10.3028\n",
"[42]\tvalid_0's poisson: -68.0977\tvalid_0's quantile: 10.2742\n",
"[43]\tvalid_0's poisson: -68.1971\tvalid_0's quantile: 10.2458\n",
"[44]\tvalid_0's poisson: -68.2951\tvalid_0's quantile: 10.2176\n",
"[45]\tvalid_0's poisson: -68.3933\tvalid_0's quantile: 10.1897\n",
"[46]\tvalid_0's poisson: -68.4909\tvalid_0's quantile: 10.1622\n",
"[47]\tvalid_0's poisson: -68.587\tvalid_0's quantile: 10.1348\n",
"[48]\tvalid_0's poisson: -68.6834\tvalid_0's quantile: 10.1077\n",
"[49]\tvalid_0's poisson: -68.7793\tvalid_0's quantile: 10.0808\n",
"[50]\tvalid_0's poisson: -68.8745\tvalid_0's quantile: 10.0539\n",
"[51]\tvalid_0's poisson: -68.9692\tvalid_0's quantile: 10.0273\n",
"[52]\tvalid_0's poisson: -69.0634\tvalid_0's quantile: 10.0007\n",
"[53]\tvalid_0's poisson: -69.1569\tvalid_0's quantile: 9.97431\n",
"[54]\tvalid_0's poisson: -69.2499\tvalid_0's quantile: 9.9481\n",
"[55]\tvalid_0's poisson: -69.3335\tvalid_0's quantile: 9.92341\n",
"[56]\tvalid_0's poisson: -69.4165\tvalid_0's quantile: 9.89879\n",
"[57]\tvalid_0's poisson: -69.508\tvalid_0's quantile: 9.87319\n",
"[58]\tvalid_0's poisson: -69.5902\tvalid_0's quantile: 9.84888\n",
"[59]\tvalid_0's poisson: -69.672\tvalid_0's quantile: 9.82482\n",
"[60]\tvalid_0's poisson: -69.7619\tvalid_0's quantile: 9.7998\n",
"[61]\tvalid_0's poisson: -69.8426\tvalid_0's quantile: 9.77607\n",
"[62]\tvalid_0's poisson: -69.9219\tvalid_0's quantile: 9.75247\n",
"[63]\tvalid_0's poisson: -70.0017\tvalid_0's quantile: 9.72902\n",
"[64]\tvalid_0's poisson: -70.0907\tvalid_0's quantile: 9.70204\n",
"[65]\tvalid_0's poisson: -70.1791\tvalid_0's quantile: 9.67514\n",
"[66]\tvalid_0's poisson: -70.2718\tvalid_0's quantile: 9.6476\n",
"[67]\tvalid_0's poisson: -70.3639\tvalid_0's quantile: 9.62033\n",
"[68]\tvalid_0's poisson: -70.4597\tvalid_0's quantile: 9.59267\n",
"[69]\tvalid_0's poisson: -70.5549\tvalid_0's quantile: 9.56512\n",
"[70]\tvalid_0's poisson: -70.6394\tvalid_0's quantile: 9.54164\n",
"[71]\tvalid_0's poisson: -70.7209\tvalid_0's quantile: 9.51638\n",
"[72]\tvalid_0's poisson: -70.8106\tvalid_0's quantile: 9.49004\n",
"[73]\tvalid_0's poisson: -70.9009\tvalid_0's quantile: 9.46362\n",
"[74]\tvalid_0's poisson: -70.9906\tvalid_0's quantile: 9.4374\n",
"[75]\tvalid_0's poisson: -71.0817\tvalid_0's quantile: 9.4139\n",
"[76]\tvalid_0's poisson: -71.1865\tvalid_0's quantile: 9.38658\n",
"[77]\tvalid_0's poisson: -71.2917\tvalid_0's quantile: 9.35934\n",
"[78]\tvalid_0's poisson: -71.3963\tvalid_0's quantile: 9.33261\n",
"[79]\tvalid_0's poisson: -71.4963\tvalid_0's quantile: 9.30656\n",
"[80]\tvalid_0's poisson: -71.5958\tvalid_0's quantile: 9.28062\n",
"[81]\tvalid_0's poisson: -71.6989\tvalid_0's quantile: 9.25422\n",
"[82]\tvalid_0's poisson: -71.7973\tvalid_0's quantile: 9.2286\n",
"[83]\tvalid_0's poisson: -71.8994\tvalid_0's quantile: 9.2024\n",
"[84]\tvalid_0's poisson: -72.0009\tvalid_0's quantile: 9.17638\n",
"[85]\tvalid_0's poisson: -72.1018\tvalid_0's quantile: 9.15054\n",
"[86]\tvalid_0's poisson: -72.2021\tvalid_0's quantile: 9.12493\n",
"[87]\tvalid_0's poisson: -72.3019\tvalid_0's quantile: 9.09951\n",
"[88]\tvalid_0's poisson: -72.3976\tvalid_0's quantile: 9.0745\n",
"[89]\tvalid_0's poisson: -72.4964\tvalid_0's quantile: 9.04927\n",
"[90]\tvalid_0's poisson: -72.5947\tvalid_0's quantile: 9.02422\n",
"[91]\tvalid_0's poisson: -72.689\tvalid_0's quantile: 8.99962\n",
"[92]\tvalid_0's poisson: -72.7828\tvalid_0's quantile: 8.97517\n",
"[93]\tvalid_0's poisson: -72.8797\tvalid_0's quantile: 8.95044\n",
"[94]\tvalid_0's poisson: -72.9642\tvalid_0's quantile: 8.92934\n",
"[95]\tvalid_0's poisson: -73.0579\tvalid_0's quantile: 8.90541\n",
"[96]\tvalid_0's poisson: -73.1534\tvalid_0's quantile: 8.88128\n",
"[97]\tvalid_0's poisson: -73.2462\tvalid_0's quantile: 8.85757\n",
"[98]\tvalid_0's poisson: -73.3385\tvalid_0's quantile: 8.83401\n",
"[99]\tvalid_0's poisson: -73.4302\tvalid_0's quantile: 8.81057\n",
"[100]\tvalid_0's poisson: -73.5208\tvalid_0's quantile: 8.78807\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.2754\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.3892\tvalid_0's quantile: 11.6253\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3]\tvalid_0's poisson: -62.5021\tvalid_0's quantile: 11.5896\n",
"[4]\tvalid_0's poisson: -62.6142\tvalid_0's quantile: 11.5542\n",
"[5]\tvalid_0's poisson: -62.7255\tvalid_0's quantile: 11.5191\n",
"[6]\tvalid_0's poisson: -62.836\tvalid_0's quantile: 11.4841\n",
"[7]\tvalid_0's poisson: -62.9457\tvalid_0's quantile: 11.4494\n",
"[8]\tvalid_0's poisson: -63.0545\tvalid_0's quantile: 11.4149\n",
"[9]\tvalid_0's poisson: -63.1626\tvalid_0's quantile: 11.3805\n",
"[10]\tvalid_0's poisson: -63.27\tvalid_0's quantile: 11.3463\n",
"[11]\tvalid_0's poisson: -63.3765\tvalid_0's quantile: 11.3124\n",
"[12]\tvalid_0's poisson: -63.4823\tvalid_0's quantile: 11.2786\n",
"[13]\tvalid_0's poisson: -63.5874\tvalid_0's quantile: 11.2455\n",
"[14]\tvalid_0's poisson: -63.6917\tvalid_0's quantile: 11.2125\n",
"[15]\tvalid_0's poisson: -63.7952\tvalid_0's quantile: 11.1797\n",
"[16]\tvalid_0's poisson: -63.8981\tvalid_0's quantile: 11.1471\n",
"[17]\tvalid_0's poisson: -64.0018\tvalid_0's quantile: 11.1145\n",
"[18]\tvalid_0's poisson: -64.1032\tvalid_0's quantile: 11.0826\n",
"[19]\tvalid_0's poisson: -64.2055\tvalid_0's quantile: 11.0507\n",
"[20]\tvalid_0's poisson: -64.3056\tvalid_0's quantile: 11.0194\n",
"[21]\tvalid_0's poisson: -64.4065\tvalid_0's quantile: 10.9881\n",
"[22]\tvalid_0's poisson: -64.5052\tvalid_0's quantile: 10.9571\n",
"[23]\tvalid_0's poisson: -64.6032\tvalid_0's quantile: 10.9262\n",
"[24]\tvalid_0's poisson: -64.7021\tvalid_0's quantile: 10.8955\n",
"[25]\tvalid_0's poisson: -64.7989\tvalid_0's quantile: 10.8652\n",
"[26]\tvalid_0's poisson: -64.8965\tvalid_0's quantile: 10.8352\n",
"[27]\tvalid_0's poisson: -64.9919\tvalid_0's quantile: 10.8055\n",
"[28]\tvalid_0's poisson: -65.0883\tvalid_0's quantile: 10.7759\n",
"[29]\tvalid_0's poisson: -65.1824\tvalid_0's quantile: 10.7467\n",
"[30]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.7176\n",
"[31]\tvalid_0's poisson: -65.3913\tvalid_0's quantile: 10.6864\n",
"[32]\tvalid_0's poisson: -65.5023\tvalid_0's quantile: 10.6552\n",
"[33]\tvalid_0's poisson: -65.6136\tvalid_0's quantile: 10.6244\n",
"[34]\tvalid_0's poisson: -65.7233\tvalid_0's quantile: 10.5937\n",
"[35]\tvalid_0's poisson: -65.8333\tvalid_0's quantile: 10.5633\n",
"[36]\tvalid_0's poisson: -65.9421\tvalid_0's quantile: 10.5331\n",
"[37]\tvalid_0's poisson: -66.0514\tvalid_0's quantile: 10.5031\n",
"[38]\tvalid_0's poisson: -66.1442\tvalid_0's quantile: 10.4755\n",
"[39]\tvalid_0's poisson: -66.2511\tvalid_0's quantile: 10.4463\n",
"[40]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.4173\n",
"[41]\tvalid_0's poisson: -66.4641\tvalid_0's quantile: 10.3885\n",
"[42]\tvalid_0's poisson: -66.5702\tvalid_0's quantile: 10.3599\n",
"[43]\tvalid_0's poisson: -66.6756\tvalid_0's quantile: 10.3317\n",
"[44]\tvalid_0's poisson: -66.7793\tvalid_0's quantile: 10.3038\n",
"[45]\tvalid_0's poisson: -66.8836\tvalid_0's quantile: 10.276\n",
"[46]\tvalid_0's poisson: -66.986\tvalid_0's quantile: 10.2483\n",
"[47]\tvalid_0's poisson: -67.0876\tvalid_0's quantile: 10.2208\n",
"[48]\tvalid_0's poisson: -67.189\tvalid_0's quantile: 10.1934\n",
"[49]\tvalid_0's poisson: -67.3011\tvalid_0's quantile: 10.1627\n",
"[50]\tvalid_0's poisson: -67.4132\tvalid_0's quantile: 10.1321\n",
"[51]\tvalid_0's poisson: -67.5245\tvalid_0's quantile: 10.1017\n",
"[52]\tvalid_0's poisson: -67.6352\tvalid_0's quantile: 10.0715\n",
"[53]\tvalid_0's poisson: -67.7447\tvalid_0's quantile: 10.0416\n",
"[54]\tvalid_0's poisson: -67.8541\tvalid_0's quantile: 10.0119\n",
"[55]\tvalid_0's poisson: -67.9628\tvalid_0's quantile: 9.98223\n",
"[56]\tvalid_0's poisson: -68.0708\tvalid_0's quantile: 9.95274\n",
"[57]\tvalid_0's poisson: -68.1778\tvalid_0's quantile: 9.92362\n",
"[58]\tvalid_0's poisson: -68.2846\tvalid_0's quantile: 9.8946\n",
"[59]\tvalid_0's poisson: -68.3907\tvalid_0's quantile: 9.86583\n",
"[60]\tvalid_0's poisson: -68.4928\tvalid_0's quantile: 9.8369\n",
"[61]\tvalid_0's poisson: -68.5941\tvalid_0's quantile: 9.8084\n",
"[62]\tvalid_0's poisson: -68.695\tvalid_0's quantile: 9.78043\n",
"[63]\tvalid_0's poisson: -68.7952\tvalid_0's quantile: 9.75271\n",
"[64]\tvalid_0's poisson: -68.8949\tvalid_0's quantile: 9.72521\n",
"[65]\tvalid_0's poisson: -68.9979\tvalid_0's quantile: 9.69791\n",
"[66]\tvalid_0's poisson: -69.0969\tvalid_0's quantile: 9.67064\n",
"[67]\tvalid_0's poisson: -69.1952\tvalid_0's quantile: 9.64363\n",
"[68]\tvalid_0's poisson: -69.2929\tvalid_0's quantile: 9.61686\n",
"[69]\tvalid_0's poisson: -69.3771\tvalid_0's quantile: 9.59193\n",
"[70]\tvalid_0's poisson: -69.4782\tvalid_0's quantile: 9.5654\n",
"[71]\tvalid_0's poisson: -69.5788\tvalid_0's quantile: 9.53904\n",
"[72]\tvalid_0's poisson: -69.6798\tvalid_0's quantile: 9.51263\n",
"[73]\tvalid_0's poisson: -69.7678\tvalid_0's quantile: 9.48806\n",
"[74]\tvalid_0's poisson: -69.8553\tvalid_0's quantile: 9.4636\n",
"[75]\tvalid_0's poisson: -69.9557\tvalid_0's quantile: 9.43792\n",
"[76]\tvalid_0's poisson: -70.052\tvalid_0's quantile: 9.41235\n",
"[77]\tvalid_0's poisson: -70.1515\tvalid_0's quantile: 9.38699\n",
"[78]\tvalid_0's poisson: -70.2358\tvalid_0's quantile: 9.36374\n",
"[79]\tvalid_0's poisson: -70.3161\tvalid_0's quantile: 9.34045\n",
"[80]\tvalid_0's poisson: -70.4135\tvalid_0's quantile: 9.31508\n",
"[81]\tvalid_0's poisson: -70.5124\tvalid_0's quantile: 9.28961\n",
"[82]\tvalid_0's poisson: -70.6108\tvalid_0's quantile: 9.26428\n",
"[83]\tvalid_0's poisson: -70.7126\tvalid_0's quantile: 9.23896\n",
"[84]\tvalid_0's poisson: -70.81\tvalid_0's quantile: 9.21391\n",
"[85]\tvalid_0's poisson: -70.9027\tvalid_0's quantile: 9.19162\n",
"[86]\tvalid_0's poisson: -71.0031\tvalid_0's quantile: 9.16671\n",
"[87]\tvalid_0's poisson: -71.1029\tvalid_0's quantile: 9.14193\n",
"[88]\tvalid_0's poisson: -71.2021\tvalid_0's quantile: 9.11724\n",
"[89]\tvalid_0's poisson: -71.2928\tvalid_0's quantile: 9.09544\n",
"[90]\tvalid_0's poisson: -71.383\tvalid_0's quantile: 9.07375\n",
"[91]\tvalid_0's poisson: -71.4727\tvalid_0's quantile: 9.05214\n",
"[92]\tvalid_0's poisson: -71.5616\tvalid_0's quantile: 9.03018\n",
"[93]\tvalid_0's poisson: -71.65\tvalid_0's quantile: 9.00831\n",
"[94]\tvalid_0's poisson: -71.7328\tvalid_0's quantile: 8.98718\n",
"[95]\tvalid_0's poisson: -71.8151\tvalid_0's quantile: 8.96614\n",
"[96]\tvalid_0's poisson: -71.8849\tvalid_0's quantile: 8.94696\n",
"[97]\tvalid_0's poisson: -71.9812\tvalid_0's quantile: 8.92334\n",
"[98]\tvalid_0's poisson: -72.077\tvalid_0's quantile: 8.89989\n",
"[99]\tvalid_0's poisson: -72.1723\tvalid_0's quantile: 8.87673\n",
"[100]\tvalid_0's poisson: -72.267\tvalid_0's quantile: 8.85376\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.4643\tvalid_0's quantile: 11.5903\n",
"[2]\tvalid_0's poisson: -62.7152\tvalid_0's quantile: 11.4897\n",
"[3]\tvalid_0's poisson: -63.0495\tvalid_0's quantile: 11.3819\n",
"[4]\tvalid_0's poisson: -63.3741\tvalid_0's quantile: 11.2778\n",
"[5]\tvalid_0's poisson: -63.6895\tvalid_0's quantile: 11.1761\n",
"[6]\tvalid_0's poisson: -63.996\tvalid_0's quantile: 11.078\n",
"[7]\tvalid_0's poisson: -64.294\tvalid_0's quantile: 10.9828\n",
"[8]\tvalid_0's poisson: -64.5839\tvalid_0's quantile: 10.8911\n",
"[9]\tvalid_0's poisson: -64.8716\tvalid_0's quantile: 10.7911\n",
"[10]\tvalid_0's poisson: -65.2349\tvalid_0's quantile: 10.686\n",
"[11]\tvalid_0's poisson: -65.5449\tvalid_0's quantile: 10.5884\n",
"[12]\tvalid_0's poisson: -65.8469\tvalid_0's quantile: 10.4948\n",
"[13]\tvalid_0's poisson: -66.0784\tvalid_0's quantile: 10.4205\n",
"[14]\tvalid_0's poisson: -66.2711\tvalid_0's quantile: 10.3507\n",
"[15]\tvalid_0's poisson: -66.6056\tvalid_0's quantile: 10.2579\n",
"[16]\tvalid_0's poisson: -66.8682\tvalid_0's quantile: 10.1829\n",
"[17]\tvalid_0's poisson: -67.2237\tvalid_0's quantile: 10.0912\n",
"[18]\tvalid_0's poisson: -67.5712\tvalid_0's quantile: 10.0023\n",
"[19]\tvalid_0's poisson: -67.9109\tvalid_0's quantile: 9.91552\n",
"[20]\tvalid_0's poisson: -68.2432\tvalid_0's quantile: 9.8308\n",
"[21]\tvalid_0's poisson: -68.5362\tvalid_0's quantile: 9.76144\n",
"[22]\tvalid_0's poisson: -68.8585\tvalid_0's quantile: 9.68088\n",
"[23]\tvalid_0's poisson: -69.1738\tvalid_0's quantile: 9.60315\n",
"[24]\tvalid_0's poisson: -69.4823\tvalid_0's quantile: 9.52801\n",
"[25]\tvalid_0's poisson: -69.7673\tvalid_0's quantile: 9.46251\n",
"[26]\tvalid_0's poisson: -70.0684\tvalid_0's quantile: 9.38977\n",
"[27]\tvalid_0's poisson: -70.3631\tvalid_0's quantile: 9.31851\n",
"[28]\tvalid_0's poisson: -70.6655\tvalid_0's quantile: 9.25203\n",
"[29]\tvalid_0's poisson: -70.9499\tvalid_0's quantile: 9.1831\n",
"[30]\tvalid_0's poisson: -71.244\tvalid_0's quantile: 9.11916\n",
"[31]\tvalid_0's poisson: -71.5068\tvalid_0's quantile: 9.06061\n",
"[32]\tvalid_0's poisson: -71.7723\tvalid_0's quantile: 8.99498\n",
"[33]\tvalid_0's poisson: -72.0322\tvalid_0's quantile: 8.93057\n",
"[34]\tvalid_0's poisson: -72.2902\tvalid_0's quantile: 8.86783\n",
"[35]\tvalid_0's poisson: -72.5848\tvalid_0's quantile: 8.80995\n",
"[36]\tvalid_0's poisson: -72.8308\tvalid_0's quantile: 8.74996\n",
"[37]\tvalid_0's poisson: -73.1735\tvalid_0's quantile: 8.69188\n",
"[38]\tvalid_0's poisson: -73.4143\tvalid_0's quantile: 8.63381\n",
"[39]\tvalid_0's poisson: -73.6745\tvalid_0's quantile: 8.57931\n",
"[40]\tvalid_0's poisson: -73.9519\tvalid_0's quantile: 8.52608\n",
"[41]\tvalid_0's poisson: -74.2795\tvalid_0's quantile: 8.47104\n",
"[42]\tvalid_0's poisson: -74.5487\tvalid_0's quantile: 8.41978\n",
"[43]\tvalid_0's poisson: -74.7735\tvalid_0's quantile: 8.36569\n",
"[44]\tvalid_0's poisson: -74.9937\tvalid_0's quantile: 8.31265\n",
"[45]\tvalid_0's poisson: -75.2345\tvalid_0's quantile: 8.26252\n",
"[46]\tvalid_0's poisson: -75.5498\tvalid_0's quantile: 8.21118\n",
"[47]\tvalid_0's poisson: -75.8543\tvalid_0's quantile: 8.16079\n",
"[48]\tvalid_0's poisson: -76.0644\tvalid_0's quantile: 8.10995\n",
"[49]\tvalid_0's poisson: -76.313\tvalid_0's quantile: 8.06364\n",
"[50]\tvalid_0's poisson: -76.6058\tvalid_0's quantile: 8.01527\n",
"[51]\tvalid_0's poisson: -76.8474\tvalid_0's quantile: 7.97049\n",
"[52]\tvalid_0's poisson: -77.0437\tvalid_0's quantile: 7.92215\n",
"[53]\tvalid_0's poisson: -77.3246\tvalid_0's quantile: 7.87581\n",
"[54]\tvalid_0's poisson: -77.6003\tvalid_0's quantile: 7.8306\n",
"[55]\tvalid_0's poisson: -77.7863\tvalid_0's quantile: 7.78386\n",
"[56]\tvalid_0's poisson: -78.0121\tvalid_0's quantile: 7.74229\n",
"[57]\tvalid_0's poisson: -78.1948\tvalid_0's quantile: 7.69702\n",
"[58]\tvalid_0's poisson: -78.4577\tvalid_0's quantile: 7.65407\n",
"[59]\tvalid_0's poisson: -78.6312\tvalid_0's quantile: 7.61019\n",
"[60]\tvalid_0's poisson: -78.8754\tvalid_0's quantile: 7.56297\n",
"[61]\tvalid_0's poisson: -79.0876\tvalid_0's quantile: 7.52468\n",
"[62]\tvalid_0's poisson: -79.3391\tvalid_0's quantile: 7.48407\n",
"[63]\tvalid_0's poisson: -79.5067\tvalid_0's quantile: 7.44247\n",
"[64]\tvalid_0's poisson: -79.6709\tvalid_0's quantile: 7.40164\n",
"[65]\tvalid_0's poisson: -79.9126\tvalid_0's quantile: 7.36268\n",
"[66]\tvalid_0's poisson: -80.111\tvalid_0's quantile: 7.32721\n",
"[67]\tvalid_0's poisson: -80.3477\tvalid_0's quantile: 7.28956\n",
"[68]\tvalid_0's poisson: -80.5038\tvalid_0's quantile: 7.25085\n",
"[69]\tvalid_0's poisson: -80.7383\tvalid_0's quantile: 7.21439\n",
"[70]\tvalid_0's poisson: -80.8892\tvalid_0's quantile: 7.1767\n",
"[71]\tvalid_0's poisson: -81.037\tvalid_0's quantile: 7.13992\n",
"[72]\tvalid_0's poisson: -81.281\tvalid_0's quantile: 7.10347\n",
"[73]\tvalid_0's poisson: -81.4402\tvalid_0's quantile: 7.06623\n",
"[74]\tvalid_0's poisson: -81.6774\tvalid_0's quantile: 7.03074\n",
"[75]\tvalid_0's poisson: -81.8587\tvalid_0's quantile: 6.9995\n",
"[76]\tvalid_0's poisson: -82.09\tvalid_0's quantile: 6.96484\n",
"[77]\tvalid_0's poisson: -82.2813\tvalid_0's quantile: 6.93331\n",
"[78]\tvalid_0's poisson: -82.4789\tvalid_0's quantile: 6.90073\n",
"[79]\tvalid_0's poisson: -82.6248\tvalid_0's quantile: 6.86597\n",
"[80]\tvalid_0's poisson: -82.8448\tvalid_0's quantile: 6.8333\n",
"[81]\tvalid_0's poisson: -83.034\tvalid_0's quantile: 6.8021\n",
"[82]\tvalid_0's poisson: -83.1731\tvalid_0's quantile: 6.7688\n",
"[83]\tvalid_0's poisson: -83.385\tvalid_0's quantile: 6.73741\n",
"[84]\tvalid_0's poisson: -83.5932\tvalid_0's quantile: 6.70685\n",
"[85]\tvalid_0's poisson: -83.7651\tvalid_0's quantile: 6.67842\n",
"[86]\tvalid_0's poisson: -83.9623\tvalid_0's quantile: 6.64838\n",
"[87]\tvalid_0's poisson: -84.0922\tvalid_0's quantile: 6.61723\n",
"[88]\tvalid_0's poisson: -84.2563\tvalid_0's quantile: 6.5903\n",
"[89]\tvalid_0's poisson: -84.4467\tvalid_0's quantile: 6.5614\n",
"[90]\tvalid_0's poisson: -84.6207\tvalid_0's quantile: 6.52754\n",
"[91]\tvalid_0's poisson: -84.7914\tvalid_0's quantile: 6.4947\n",
"[92]\tvalid_0's poisson: -84.9851\tvalid_0's quantile: 6.46555\n",
"[93]\tvalid_0's poisson: -85.1753\tvalid_0's quantile: 6.43705\n",
"[94]\tvalid_0's poisson: -85.3272\tvalid_0's quantile: 6.40506\n",
"[95]\tvalid_0's poisson: -85.4826\tvalid_0's quantile: 6.37989\n",
"[96]\tvalid_0's poisson: -85.6294\tvalid_0's quantile: 6.3493\n",
"[97]\tvalid_0's poisson: -85.7499\tvalid_0's quantile: 6.32261\n",
"[98]\tvalid_0's poisson: -85.9286\tvalid_0's quantile: 6.29664\n",
"[99]\tvalid_0's poisson: -86.0821\tvalid_0's quantile: 6.27187\n",
"[100]\tvalid_0's poisson: -86.2495\tvalid_0's quantile: 6.24598\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.4627\tvalid_0's quantile: 11.5896\n",
"[2]\tvalid_0's poisson: -62.7548\tvalid_0's quantile: 11.4846\n",
"[3]\tvalid_0's poisson: -63.0989\tvalid_0's quantile: 11.3751\n",
"[4]\tvalid_0's poisson: -63.4332\tvalid_0's quantile: 11.2694\n",
"[5]\tvalid_0's poisson: -63.758\tvalid_0's quantile: 11.1662\n",
"[6]\tvalid_0's poisson: -64.0196\tvalid_0's quantile: 11.073\n",
"[7]\tvalid_0's poisson: -64.3282\tvalid_0's quantile: 10.9763\n",
"[8]\tvalid_0's poisson: -64.5783\tvalid_0's quantile: 10.8891\n",
"[9]\tvalid_0's poisson: -64.8709\tvalid_0's quantile: 10.7984\n",
"[10]\tvalid_0's poisson: -65.1558\tvalid_0's quantile: 10.7108\n",
"[11]\tvalid_0's poisson: -65.4737\tvalid_0's quantile: 10.6121\n",
"[12]\tvalid_0's poisson: -65.8299\tvalid_0's quantile: 10.5111\n",
"[13]\tvalid_0's poisson: -66.1738\tvalid_0's quantile: 10.4129\n",
"[14]\tvalid_0's poisson: -66.5091\tvalid_0's quantile: 10.3171\n",
"[15]\tvalid_0's poisson: -66.8362\tvalid_0's quantile: 10.2246\n",
"[16]\tvalid_0's poisson: -67.0897\tvalid_0's quantile: 10.1499\n",
"[17]\tvalid_0's poisson: -67.4038\tvalid_0's quantile: 10.0625\n",
"[18]\tvalid_0's poisson: -67.7103\tvalid_0's quantile: 9.97785\n",
"[19]\tvalid_0's poisson: -68.0095\tvalid_0's quantile: 9.89517\n",
"[20]\tvalid_0's poisson: -68.3491\tvalid_0's quantile: 9.81792\n",
"[21]\tvalid_0's poisson: -68.6833\tvalid_0's quantile: 9.7339\n",
"[22]\tvalid_0's poisson: -69.0103\tvalid_0's quantile: 9.65312\n",
"[23]\tvalid_0's poisson: -69.3301\tvalid_0's quantile: 9.5752\n",
"[24]\tvalid_0's poisson: -69.643\tvalid_0's quantile: 9.49916\n",
"[25]\tvalid_0's poisson: -69.959\tvalid_0's quantile: 9.42932\n",
"[26]\tvalid_0's poisson: -70.2586\tvalid_0's quantile: 9.35558\n",
"[27]\tvalid_0's poisson: -70.5417\tvalid_0's quantile: 9.29059\n",
"[28]\tvalid_0's poisson: -70.8275\tvalid_0's quantile: 9.21868\n",
"[29]\tvalid_0's poisson: -71.1071\tvalid_0's quantile: 9.14835\n",
"[30]\tvalid_0's poisson: -71.3975\tvalid_0's quantile: 9.08539\n",
"[31]\tvalid_0's poisson: -71.6675\tvalid_0's quantile: 9.01828\n",
"[32]\tvalid_0's poisson: -71.9372\tvalid_0's quantile: 8.95299\n",
"[33]\tvalid_0's poisson: -72.2299\tvalid_0's quantile: 8.89225\n",
"[34]\tvalid_0's poisson: -72.4888\tvalid_0's quantile: 8.82921\n",
"[35]\tvalid_0's poisson: -72.776\tvalid_0's quantile: 8.7713\n",
"[36]\tvalid_0's poisson: -73.0329\tvalid_0's quantile: 8.71104\n",
"[37]\tvalid_0's poisson: -73.3122\tvalid_0's quantile: 8.6546\n",
"[38]\tvalid_0's poisson: -73.5619\tvalid_0's quantile: 8.59563\n",
"[39]\tvalid_0's poisson: -73.903\tvalid_0's quantile: 8.53774\n",
"[40]\tvalid_0's poisson: -74.1737\tvalid_0's quantile: 8.48351\n",
"[41]\tvalid_0's poisson: -74.4095\tvalid_0's quantile: 8.42677\n",
"[42]\tvalid_0's poisson: -74.733\tvalid_0's quantile: 8.37097\n",
"[43]\tvalid_0's poisson: -75.0503\tvalid_0's quantile: 8.31667\n",
"[44]\tvalid_0's poisson: -75.2767\tvalid_0's quantile: 8.26214\n",
"[45]\tvalid_0's poisson: -75.4985\tvalid_0's quantile: 8.20894\n",
"[46]\tvalid_0's poisson: -75.8063\tvalid_0's quantile: 8.15694\n",
"[47]\tvalid_0's poisson: -76.0213\tvalid_0's quantile: 8.10529\n",
"[48]\tvalid_0's poisson: -76.3167\tvalid_0's quantile: 8.05477\n",
"[49]\tvalid_0's poisson: -76.525\tvalid_0's quantile: 8.00429\n",
"[50]\tvalid_0's poisson: -76.8109\tvalid_0's quantile: 7.95563\n",
"[51]\tvalid_0's poisson: -77.066\tvalid_0's quantile: 7.90811\n",
"[52]\tvalid_0's poisson: -77.2651\tvalid_0's quantile: 7.85935\n",
"[53]\tvalid_0's poisson: -77.5391\tvalid_0's quantile: 7.81271\n",
"[54]\tvalid_0's poisson: -77.7831\tvalid_0's quantile: 7.76756\n",
"[55]\tvalid_0's poisson: -78.0499\tvalid_0's quantile: 7.72215\n",
"[56]\tvalid_0's poisson: -78.237\tvalid_0's quantile: 7.67604\n",
"[57]\tvalid_0's poisson: -78.4204\tvalid_0's quantile: 7.63136\n",
"[58]\tvalid_0's poisson: -78.6742\tvalid_0's quantile: 7.58828\n",
"[59]\tvalid_0's poisson: -78.8522\tvalid_0's quantile: 7.54491\n",
"[60]\tvalid_0's poisson: -79.0791\tvalid_0's quantile: 7.5037\n",
"[61]\tvalid_0's poisson: -79.3252\tvalid_0's quantile: 7.46237\n",
"[62]\tvalid_0's poisson: -79.5717\tvalid_0's quantile: 7.42269\n",
"[63]\tvalid_0's poisson: -79.7887\tvalid_0's quantile: 7.38359\n",
"[64]\tvalid_0's poisson: -80.0284\tvalid_0's quantile: 7.34553\n",
"[65]\tvalid_0's poisson: -80.2389\tvalid_0's quantile: 7.30766\n",
"[66]\tvalid_0's poisson: -80.4025\tvalid_0's quantile: 7.2679\n",
"[67]\tvalid_0's poisson: -80.6269\tvalid_0's quantile: 7.23098\n",
"[68]\tvalid_0's poisson: -80.8531\tvalid_0's quantile: 7.19519\n",
"[69]\tvalid_0's poisson: -81.0089\tvalid_0's quantile: 7.15678\n",
"[70]\tvalid_0's poisson: -81.2277\tvalid_0's quantile: 7.12203\n",
"[71]\tvalid_0's poisson: -81.4242\tvalid_0's quantile: 7.08698\n",
"[72]\tvalid_0's poisson: -81.5899\tvalid_0's quantile: 7.04871\n",
"[73]\tvalid_0's poisson: -81.8168\tvalid_0's quantile: 7.01396\n",
"[74]\tvalid_0's poisson: -81.9775\tvalid_0's quantile: 6.97667\n",
"[75]\tvalid_0's poisson: -82.1977\tvalid_0's quantile: 6.9431\n",
"[76]\tvalid_0's poisson: -82.3537\tvalid_0's quantile: 6.90732\n",
"[77]\tvalid_0's poisson: -82.5393\tvalid_0's quantile: 6.87496\n",
"[78]\tvalid_0's poisson: -82.7487\tvalid_0's quantile: 6.8425\n",
"[79]\tvalid_0's poisson: -82.9572\tvalid_0's quantile: 6.8109\n",
"[80]\tvalid_0's poisson: -83.1477\tvalid_0's quantile: 6.77892\n",
"[81]\tvalid_0's poisson: -83.2941\tvalid_0's quantile: 6.74473\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[82]\tvalid_0's poisson: -83.4979\tvalid_0's quantile: 6.71394\n",
"[83]\tvalid_0's poisson: -83.6797\tvalid_0's quantile: 6.68315\n",
"[84]\tvalid_0's poisson: -83.8742\tvalid_0's quantile: 6.65284\n",
"[85]\tvalid_0's poisson: -84.0141\tvalid_0's quantile: 6.62095\n",
"[86]\tvalid_0's poisson: -84.2042\tvalid_0's quantile: 6.59253\n",
"[87]\tvalid_0's poisson: -84.3378\tvalid_0's quantile: 6.56128\n",
"[88]\tvalid_0's poisson: -84.5317\tvalid_0's quantile: 6.53085\n",
"[89]\tvalid_0's poisson: -84.6648\tvalid_0's quantile: 6.50099\n",
"[90]\tvalid_0's poisson: -84.8527\tvalid_0's quantile: 6.47163\n",
"[91]\tvalid_0's poisson: -85.0373\tvalid_0's quantile: 6.44304\n",
"[92]\tvalid_0's poisson: -85.1651\tvalid_0's quantile: 6.4143\n",
"[93]\tvalid_0's poisson: -85.2905\tvalid_0's quantile: 6.38644\n",
"[94]\tvalid_0's poisson: -85.4541\tvalid_0's quantile: 6.36\n",
"[95]\tvalid_0's poisson: -85.5754\tvalid_0's quantile: 6.33355\n",
"[96]\tvalid_0's poisson: -85.7339\tvalid_0's quantile: 6.30834\n",
"[97]\tvalid_0's poisson: -85.8894\tvalid_0's quantile: 6.2836\n",
"[98]\tvalid_0's poisson: -86.0607\tvalid_0's quantile: 6.25811\n",
"[99]\tvalid_0's poisson: -86.1981\tvalid_0's quantile: 6.22915\n",
"[100]\tvalid_0's poisson: -86.3125\tvalid_0's quantile: 6.20435\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.0893\tvalid_0's quantile: 11.5787\n",
"[2]\tvalid_0's poisson: -63.3752\tvalid_0's quantile: 11.4712\n",
"[3]\tvalid_0's poisson: -63.605\tvalid_0's quantile: 11.3703\n",
"[4]\tvalid_0's poisson: -63.873\tvalid_0's quantile: 11.2691\n",
"[5]\tvalid_0's poisson: -64.1943\tvalid_0's quantile: 11.1633\n",
"[6]\tvalid_0's poisson: -64.5063\tvalid_0's quantile: 11.0612\n",
"[7]\tvalid_0's poisson: -64.8095\tvalid_0's quantile: 10.9619\n",
"[8]\tvalid_0's poisson: -65.008\tvalid_0's quantile: 10.8769\n",
"[9]\tvalid_0's poisson: -65.2\tvalid_0's quantile: 10.7947\n",
"[10]\tvalid_0's poisson: -65.5679\tvalid_0's quantile: 10.6825\n",
"[11]\tvalid_0's poisson: -65.8341\tvalid_0's quantile: 10.5846\n",
"[12]\tvalid_0's poisson: -66.0185\tvalid_0's quantile: 10.5105\n",
"[13]\tvalid_0's poisson: -66.2375\tvalid_0's quantile: 10.4352\n",
"[14]\tvalid_0's poisson: -66.5266\tvalid_0's quantile: 10.3407\n",
"[15]\tvalid_0's poisson: -66.8078\tvalid_0's quantile: 10.249\n",
"[16]\tvalid_0's poisson: -67.0815\tvalid_0's quantile: 10.1604\n",
"[17]\tvalid_0's poisson: -67.4341\tvalid_0's quantile: 10.0779\n",
"[18]\tvalid_0's poisson: -67.7745\tvalid_0's quantile: 9.98463\n",
"[19]\tvalid_0's poisson: -68.107\tvalid_0's quantile: 9.8941\n",
"[20]\tvalid_0's poisson: -68.4318\tvalid_0's quantile: 9.80596\n",
"[21]\tvalid_0's poisson: -68.7491\tvalid_0's quantile: 9.72039\n",
"[22]\tvalid_0's poisson: -69.0176\tvalid_0's quantile: 9.6516\n",
"[23]\tvalid_0's poisson: -69.3219\tvalid_0's quantile: 9.57109\n",
"[24]\tvalid_0's poisson: -69.6192\tvalid_0's quantile: 9.49356\n",
"[25]\tvalid_0's poisson: -69.9025\tvalid_0's quantile: 9.42681\n",
"[26]\tvalid_0's poisson: -70.1907\tvalid_0's quantile: 9.35224\n",
"[27]\tvalid_0's poisson: -70.4623\tvalid_0's quantile: 9.28741\n",
"[28]\tvalid_0's poisson: -70.7418\tvalid_0's quantile: 9.21564\n",
"[29]\tvalid_0's poisson: -71.0422\tvalid_0's quantile: 9.15004\n",
"[30]\tvalid_0's poisson: -71.3123\tvalid_0's quantile: 9.08127\n",
"[31]\tvalid_0's poisson: -71.5713\tvalid_0's quantile: 9.02128\n",
"[32]\tvalid_0's poisson: -71.8301\tvalid_0's quantile: 8.95439\n",
"[33]\tvalid_0's poisson: -72.0868\tvalid_0's quantile: 8.88953\n",
"[34]\tvalid_0's poisson: -72.3446\tvalid_0's quantile: 8.83303\n",
"[35]\tvalid_0's poisson: -72.5937\tvalid_0's quantile: 8.77074\n",
"[36]\tvalid_0's poisson: -72.941\tvalid_0's quantile: 8.71028\n",
"[37]\tvalid_0's poisson: -73.2816\tvalid_0's quantile: 8.65126\n",
"[38]\tvalid_0's poisson: -73.5147\tvalid_0's quantile: 8.59108\n",
"[39]\tvalid_0's poisson: -73.8447\tvalid_0's quantile: 8.53402\n",
"[40]\tvalid_0's poisson: -74.0763\tvalid_0's quantile: 8.47598\n",
"[41]\tvalid_0's poisson: -74.303\tvalid_0's quantile: 8.41887\n",
"[42]\tvalid_0's poisson: -74.5533\tvalid_0's quantile: 8.3664\n",
"[43]\tvalid_0's poisson: -74.8675\tvalid_0's quantile: 8.31244\n",
"[44]\tvalid_0's poisson: -75.0818\tvalid_0's quantile: 8.2574\n",
"[45]\tvalid_0's poisson: -75.3922\tvalid_0's quantile: 8.20549\n",
"[46]\tvalid_0's poisson: -75.5984\tvalid_0's quantile: 8.15228\n",
"[47]\tvalid_0's poisson: -75.8002\tvalid_0's quantile: 8.1001\n",
"[48]\tvalid_0's poisson: -75.9979\tvalid_0's quantile: 8.04885\n",
"[49]\tvalid_0's poisson: -76.2951\tvalid_0's quantile: 7.99945\n",
"[50]\tvalid_0's poisson: -76.5868\tvalid_0's quantile: 7.95091\n",
"[51]\tvalid_0's poisson: -76.8731\tvalid_0's quantile: 7.90379\n",
"[52]\tvalid_0's poisson: -77.1495\tvalid_0's quantile: 7.85782\n",
"[53]\tvalid_0's poisson: -77.3346\tvalid_0's quantile: 7.80922\n",
"[54]\tvalid_0's poisson: -77.5709\tvalid_0's quantile: 7.76462\n",
"[55]\tvalid_0's poisson: -77.7499\tvalid_0's quantile: 7.71835\n",
"[56]\tvalid_0's poisson: -77.9795\tvalid_0's quantile: 7.67576\n",
"[57]\tvalid_0's poisson: -78.2405\tvalid_0's quantile: 7.63244\n",
"[58]\tvalid_0's poisson: -78.4968\tvalid_0's quantile: 7.58987\n",
"[59]\tvalid_0's poisson: -78.6624\tvalid_0's quantile: 7.5454\n",
"[60]\tvalid_0's poisson: -78.8271\tvalid_0's quantile: 7.50214\n",
"[61]\tvalid_0's poisson: -79.0424\tvalid_0's quantile: 7.4622\n",
"[62]\tvalid_0's poisson: -79.2014\tvalid_0's quantile: 7.42062\n",
"[63]\tvalid_0's poisson: -79.4425\tvalid_0's quantile: 7.38101\n",
"[64]\tvalid_0's poisson: -79.6791\tvalid_0's quantile: 7.34247\n",
"[65]\tvalid_0's poisson: -79.8845\tvalid_0's quantile: 7.30503\n",
"[66]\tvalid_0's poisson: -80.0351\tvalid_0's quantile: 7.26527\n",
"[67]\tvalid_0's poisson: -80.2626\tvalid_0's quantile: 7.22831\n",
"[68]\tvalid_0's poisson: -80.4859\tvalid_0's quantile: 7.19237\n",
"[69]\tvalid_0's poisson: -80.6287\tvalid_0's quantile: 7.15399\n",
"[70]\tvalid_0's poisson: -80.7687\tvalid_0's quantile: 7.11679\n",
"[71]\tvalid_0's poisson: -80.9057\tvalid_0's quantile: 7.08064\n",
"[72]\tvalid_0's poisson: -81.1205\tvalid_0's quantile: 7.04609\n",
"[73]\tvalid_0's poisson: -81.326\tvalid_0's quantile: 7.01116\n",
"[74]\tvalid_0's poisson: -81.558\tvalid_0's quantile: 6.97629\n",
"[75]\tvalid_0's poisson: -81.7058\tvalid_0's quantile: 6.93976\n",
"[76]\tvalid_0's poisson: -81.911\tvalid_0's quantile: 6.90059\n",
"[77]\tvalid_0's poisson: -82.1348\tvalid_0's quantile: 6.86677\n",
"[78]\tvalid_0's poisson: -82.3298\tvalid_0's quantile: 6.83386\n",
"[79]\tvalid_0's poisson: -82.5212\tvalid_0's quantile: 6.80158\n",
"[80]\tvalid_0's poisson: -82.7351\tvalid_0's quantile: 6.7695\n",
"[81]\tvalid_0's poisson: -82.9206\tvalid_0's quantile: 6.738\n",
"[82]\tvalid_0's poisson: -83.0552\tvalid_0's quantile: 6.70463\n",
"[83]\tvalid_0's poisson: -83.2426\tvalid_0's quantile: 6.66932\n",
"[84]\tvalid_0's poisson: -83.445\tvalid_0's quantile: 6.63897\n",
"[85]\tvalid_0's poisson: -83.6214\tvalid_0's quantile: 6.60983\n",
"[86]\tvalid_0's poisson: -83.8181\tvalid_0's quantile: 6.58074\n",
"[87]\tvalid_0's poisson: -83.9895\tvalid_0's quantile: 6.55277\n",
"[88]\tvalid_0's poisson: -84.1796\tvalid_0's quantile: 6.52417\n",
"[89]\tvalid_0's poisson: -84.3016\tvalid_0's quantile: 6.49495\n",
"[90]\tvalid_0's poisson: -84.4759\tvalid_0's quantile: 6.46389\n",
"[91]\tvalid_0's poisson: -84.6612\tvalid_0's quantile: 6.43696\n",
"[92]\tvalid_0's poisson: -84.7781\tvalid_0's quantile: 6.40941\n",
"[93]\tvalid_0's poisson: -84.9594\tvalid_0's quantile: 6.3831\n",
"[94]\tvalid_0's poisson: -85.1374\tvalid_0's quantile: 6.3573\n",
"[95]\tvalid_0's poisson: -85.3013\tvalid_0's quantile: 6.33105\n",
"[96]\tvalid_0's poisson: -85.484\tvalid_0's quantile: 6.30381\n",
"[97]\tvalid_0's poisson: -85.6442\tvalid_0's quantile: 6.2782\n",
"[98]\tvalid_0's poisson: -85.7846\tvalid_0's quantile: 6.24877\n",
"[99]\tvalid_0's poisson: -85.9335\tvalid_0's quantile: 6.22463\n",
"[100]\tvalid_0's poisson: -86.1071\tvalid_0's quantile: 6.19902\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.7779\tvalid_0's quantile: 11.5657\n",
"[2]\tvalid_0's poisson: -64.1231\tvalid_0's quantile: 11.4527\n",
"[3]\tvalid_0's poisson: -64.4116\tvalid_0's quantile: 11.3476\n",
"[4]\tvalid_0's poisson: -64.6909\tvalid_0's quantile: 11.2457\n",
"[5]\tvalid_0's poisson: -65.0083\tvalid_0's quantile: 11.1422\n",
"[6]\tvalid_0's poisson: -65.3844\tvalid_0's quantile: 11.0207\n",
"[7]\tvalid_0's poisson: -65.5977\tvalid_0's quantile: 10.9322\n",
"[8]\tvalid_0's poisson: -65.8041\tvalid_0's quantile: 10.8464\n",
"[9]\tvalid_0's poisson: -66.1599\tvalid_0's quantile: 10.7336\n",
"[10]\tvalid_0's poisson: -66.506\tvalid_0's quantile: 10.6244\n",
"[11]\tvalid_0's poisson: -66.7865\tvalid_0's quantile: 10.5373\n",
"[12]\tvalid_0's poisson: -67.0596\tvalid_0's quantile: 10.4531\n",
"[13]\tvalid_0's poisson: -67.3858\tvalid_0's quantile: 10.352\n",
"[14]\tvalid_0's poisson: -67.7033\tvalid_0's quantile: 10.2544\n",
"[15]\tvalid_0's poisson: -68.053\tvalid_0's quantile: 10.1701\n",
"[16]\tvalid_0's poisson: -68.3949\tvalid_0's quantile: 10.0877\n",
"[17]\tvalid_0's poisson: -68.7303\tvalid_0's quantile: 9.99271\n",
"[18]\tvalid_0's poisson: -69.0577\tvalid_0's quantile: 9.91406\n",
"[19]\tvalid_0's poisson: -69.3788\tvalid_0's quantile: 9.82374\n",
"[20]\tvalid_0's poisson: -69.6923\tvalid_0's quantile: 9.73598\n",
"[21]\tvalid_0's poisson: -69.9986\tvalid_0's quantile: 9.65093\n",
"[22]\tvalid_0's poisson: -70.2977\tvalid_0's quantile: 9.56791\n",
"[23]\tvalid_0's poisson: -70.6101\tvalid_0's quantile: 9.49653\n",
"[24]\tvalid_0's poisson: -70.8974\tvalid_0's quantile: 9.41799\n",
"[25]\tvalid_0's poisson: -71.1972\tvalid_0's quantile: 9.34981\n",
"[26]\tvalid_0's poisson: -71.475\tvalid_0's quantile: 9.27555\n",
"[27]\tvalid_0's poisson: -71.7466\tvalid_0's quantile: 9.2037\n",
"[28]\tvalid_0's poisson: -72.0302\tvalid_0's quantile: 9.13892\n",
"[29]\tvalid_0's poisson: -72.2921\tvalid_0's quantile: 9.0697\n",
"[30]\tvalid_0's poisson: -72.5667\tvalid_0's quantile: 9.0076\n",
"[31]\tvalid_0's poisson: -72.8041\tvalid_0's quantile: 8.94262\n",
"[32]\tvalid_0's poisson: -73.0361\tvalid_0's quantile: 8.87873\n",
"[33]\tvalid_0's poisson: -73.2966\tvalid_0's quantile: 8.82062\n",
"[34]\tvalid_0's poisson: -73.5367\tvalid_0's quantile: 8.75851\n",
"[35]\tvalid_0's poisson: -73.7716\tvalid_0's quantile: 8.69788\n",
"[36]\tvalid_0's poisson: -74.0026\tvalid_0's quantile: 8.63865\n",
"[37]\tvalid_0's poisson: -74.3315\tvalid_0's quantile: 8.58001\n",
"[38]\tvalid_0's poisson: -74.5551\tvalid_0's quantile: 8.52239\n",
"[39]\tvalid_0's poisson: -74.8319\tvalid_0's quantile: 8.466\n",
"[40]\tvalid_0's poisson: -75.148\tvalid_0's quantile: 8.40973\n",
"[41]\tvalid_0's poisson: -75.4148\tvalid_0's quantile: 8.35625\n",
"[42]\tvalid_0's poisson: -75.6267\tvalid_0's quantile: 8.30142\n",
"[43]\tvalid_0's poisson: -75.9321\tvalid_0's quantile: 8.2476\n",
"[44]\tvalid_0's poisson: -76.1376\tvalid_0's quantile: 8.19466\n",
"[45]\tvalid_0's poisson: -76.3389\tvalid_0's quantile: 8.14277\n",
"[46]\tvalid_0's poisson: -76.6311\tvalid_0's quantile: 8.09162\n",
"[47]\tvalid_0's poisson: -76.8763\tvalid_0's quantile: 8.04299\n",
"[48]\tvalid_0's poisson: -77.0697\tvalid_0's quantile: 7.99305\n",
"[49]\tvalid_0's poisson: -77.2979\tvalid_0's quantile: 7.94463\n",
"[50]\tvalid_0's poisson: -77.5774\tvalid_0's quantile: 7.89613\n",
"[51]\tvalid_0's poisson: -77.8108\tvalid_0's quantile: 7.85064\n",
"[52]\tvalid_0's poisson: -77.993\tvalid_0's quantile: 7.80312\n",
"[53]\tvalid_0's poisson: -78.2573\tvalid_0's quantile: 7.75676\n",
"[54]\tvalid_0's poisson: -78.5165\tvalid_0's quantile: 7.71146\n",
"[55]\tvalid_0's poisson: -78.7373\tvalid_0's quantile: 7.66824\n",
"[56]\tvalid_0's poisson: -78.9086\tvalid_0's quantile: 7.62309\n",
"[57]\tvalid_0's poisson: -79.1579\tvalid_0's quantile: 7.57982\n",
"[58]\tvalid_0's poisson: -79.3243\tvalid_0's quantile: 7.53645\n",
"[59]\tvalid_0's poisson: -79.4872\tvalid_0's quantile: 7.49384\n",
"[60]\tvalid_0's poisson: -79.7341\tvalid_0's quantile: 7.45293\n",
"[61]\tvalid_0's poisson: -79.8915\tvalid_0's quantile: 7.41112\n",
"[62]\tvalid_0's poisson: -80.1288\tvalid_0's quantile: 7.37083\n",
"[63]\tvalid_0's poisson: -80.3302\tvalid_0's quantile: 7.33306\n",
"[64]\tvalid_0's poisson: -80.5602\tvalid_0's quantile: 7.29426\n",
"[65]\tvalid_0's poisson: -80.71\tvalid_0's quantile: 7.25472\n",
"[66]\tvalid_0's poisson: -80.8568\tvalid_0's quantile: 7.21601\n",
"[67]\tvalid_0's poisson: -81.0856\tvalid_0's quantile: 7.17924\n",
"[68]\tvalid_0's poisson: -81.2759\tvalid_0's quantile: 7.14426\n",
"[69]\tvalid_0's poisson: -81.5142\tvalid_0's quantile: 7.10736\n",
"[70]\tvalid_0's poisson: -81.6986\tvalid_0's quantile: 7.07343\n",
"[71]\tvalid_0's poisson: -81.85\tvalid_0's quantile: 7.03616\n",
"[72]\tvalid_0's poisson: -81.9984\tvalid_0's quantile: 6.99956\n",
"[73]\tvalid_0's poisson: -82.22\tvalid_0's quantile: 6.96371\n",
"[74]\tvalid_0's poisson: -82.4375\tvalid_0's quantile: 6.92876\n",
"[75]\tvalid_0's poisson: -82.627\tvalid_0's quantile: 6.89569\n",
"[76]\tvalid_0's poisson: -82.8387\tvalid_0's quantile: 6.86181\n",
"[77]\tvalid_0's poisson: -82.979\tvalid_0's quantile: 6.82742\n",
"[78]\tvalid_0's poisson: -83.1846\tvalid_0's quantile: 6.79457\n",
"[79]\tvalid_0's poisson: -83.3191\tvalid_0's quantile: 6.76077\n",
"[80]\tvalid_0's poisson: -83.4969\tvalid_0's quantile: 6.72981\n",
"[81]\tvalid_0's poisson: -83.6981\tvalid_0's quantile: 6.69847\n",
"[82]\tvalid_0's poisson: -83.8297\tvalid_0's quantile: 6.66641\n",
"[83]\tvalid_0's poisson: -83.9587\tvalid_0's quantile: 6.63528\n",
"[84]\tvalid_0's poisson: -84.1563\tvalid_0's quantile: 6.60454\n",
"[85]\tvalid_0's poisson: -84.3515\tvalid_0's quantile: 6.57408\n",
"[86]\tvalid_0's poisson: -84.5419\tvalid_0's quantile: 6.54469\n",
"[87]\tvalid_0's poisson: -84.6955\tvalid_0's quantile: 6.51175\n",
"[88]\tvalid_0's poisson: -84.86\tvalid_0's quantile: 6.48389\n",
"[89]\tvalid_0's poisson: -85.0215\tvalid_0's quantile: 6.45687\n",
"[90]\tvalid_0's poisson: -85.2057\tvalid_0's quantile: 6.42909\n",
"[91]\tvalid_0's poisson: -85.3262\tvalid_0's quantile: 6.40135\n",
"[92]\tvalid_0's poisson: -85.4714\tvalid_0's quantile: 6.3719\n",
"[93]\tvalid_0's poisson: -85.6255\tvalid_0's quantile: 6.34698\n",
"[94]\tvalid_0's poisson: -85.7999\tvalid_0's quantile: 6.3212\n",
"[95]\tvalid_0's poisson: -85.9385\tvalid_0's quantile: 6.29261\n",
"[96]\tvalid_0's poisson: -86.0882\tvalid_0's quantile: 6.26871\n",
"[97]\tvalid_0's poisson: -86.2017\tvalid_0's quantile: 6.24383\n",
"[98]\tvalid_0's poisson: -86.3656\tvalid_0's quantile: 6.21985\n",
"[99]\tvalid_0's poisson: -86.4953\tvalid_0's quantile: 6.19308\n",
"[100]\tvalid_0's poisson: -86.6471\tvalid_0's quantile: 6.16881\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.4708\tvalid_0's quantile: 11.5874\n",
"[2]\tvalid_0's poisson: -62.7708\tvalid_0's quantile: 11.4802\n",
"[3]\tvalid_0's poisson: -63.0612\tvalid_0's quantile: 11.3758\n",
"[4]\tvalid_0's poisson: -63.3426\tvalid_0's quantile: 11.2752\n",
"[5]\tvalid_0's poisson: -63.6153\tvalid_0's quantile: 11.1773\n",
"[6]\tvalid_0's poisson: -63.8347\tvalid_0's quantile: 11.0872\n",
"[7]\tvalid_0's poisson: -64.0917\tvalid_0's quantile: 10.9961\n",
"[8]\tvalid_0's poisson: -64.4258\tvalid_0's quantile: 10.8857\n",
"[9]\tvalid_0's poisson: -64.7504\tvalid_0's quantile: 10.7787\n",
"[10]\tvalid_0's poisson: -65.0284\tvalid_0's quantile: 10.6778\n",
"[11]\tvalid_0's poisson: -65.2679\tvalid_0's quantile: 10.5972\n",
"[12]\tvalid_0's poisson: -65.5336\tvalid_0's quantile: 10.5036\n",
"[13]\tvalid_0's poisson: -65.8151\tvalid_0's quantile: 10.4227\n",
"[14]\tvalid_0's poisson: -66.1563\tvalid_0's quantile: 10.3253\n",
"[15]\tvalid_0's poisson: -66.4889\tvalid_0's quantile: 10.2307\n",
"[16]\tvalid_0's poisson: -66.8133\tvalid_0's quantile: 10.1389\n",
"[17]\tvalid_0's poisson: -67.1298\tvalid_0's quantile: 10.0495\n",
"[18]\tvalid_0's poisson: -67.393\tvalid_0's quantile: 9.97737\n",
"[19]\tvalid_0's poisson: -67.6971\tvalid_0's quantile: 9.89374\n",
"[20]\tvalid_0's poisson: -67.9525\tvalid_0's quantile: 9.81836\n",
"[21]\tvalid_0's poisson: -68.2429\tvalid_0's quantile: 9.74047\n",
"[22]\tvalid_0's poisson: -68.5793\tvalid_0's quantile: 9.66564\n",
"[23]\tvalid_0's poisson: -68.8966\tvalid_0's quantile: 9.58678\n",
"[24]\tvalid_0's poisson: -69.2193\tvalid_0's quantile: 9.5155\n",
"[25]\tvalid_0's poisson: -69.526\tvalid_0's quantile: 9.43778\n",
"[26]\tvalid_0's poisson: -69.8391\tvalid_0's quantile: 9.36858\n",
"[27]\tvalid_0's poisson: -70.1359\tvalid_0's quantile: 9.2948\n",
"[28]\tvalid_0's poisson: -70.4263\tvalid_0's quantile: 9.22267\n",
"[29]\tvalid_0's poisson: -70.7281\tvalid_0's quantile: 9.15785\n",
"[30]\tvalid_0's poisson: -71.0071\tvalid_0's quantile: 9.0895\n",
"[31]\tvalid_0's poisson: -71.2793\tvalid_0's quantile: 9.02192\n",
"[32]\tvalid_0's poisson: -71.5674\tvalid_0's quantile: 8.96085\n",
"[33]\tvalid_0's poisson: -71.8299\tvalid_0's quantile: 8.8964\n",
"[34]\tvalid_0's poisson: -72.0869\tvalid_0's quantile: 8.83411\n",
"[35]\tvalid_0's poisson: -72.3405\tvalid_0's quantile: 8.77968\n",
"[36]\tvalid_0's poisson: -72.5901\tvalid_0's quantile: 8.71982\n",
"[37]\tvalid_0's poisson: -72.8484\tvalid_0's quantile: 8.66508\n",
"[38]\tvalid_0's poisson: -73.0912\tvalid_0's quantile: 8.6071\n",
"[39]\tvalid_0's poisson: -73.329\tvalid_0's quantile: 8.55026\n",
"[40]\tvalid_0's poisson: -73.6704\tvalid_0's quantile: 8.49252\n",
"[41]\tvalid_0's poisson: -74.0053\tvalid_0's quantile: 8.43576\n",
"[42]\tvalid_0's poisson: -74.3339\tvalid_0's quantile: 8.38029\n",
"[43]\tvalid_0's poisson: -74.5577\tvalid_0's quantile: 8.32588\n",
"[44]\tvalid_0's poisson: -74.7769\tvalid_0's quantile: 8.27264\n",
"[45]\tvalid_0's poisson: -75.0543\tvalid_0's quantile: 8.21921\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -75.2679\tvalid_0's quantile: 8.16731\n",
"[47]\tvalid_0's poisson: -75.5767\tvalid_0's quantile: 8.11544\n",
"[48]\tvalid_0's poisson: -75.7835\tvalid_0's quantile: 8.06482\n",
"[49]\tvalid_0's poisson: -76.0871\tvalid_0's quantile: 8.01474\n",
"[50]\tvalid_0's poisson: -76.381\tvalid_0's quantile: 7.96512\n",
"[51]\tvalid_0's poisson: -76.5788\tvalid_0's quantile: 7.91643\n",
"[52]\tvalid_0's poisson: -76.8629\tvalid_0's quantile: 7.86826\n",
"[53]\tvalid_0's poisson: -77.1104\tvalid_0's quantile: 7.8231\n",
"[54]\tvalid_0's poisson: -77.2987\tvalid_0's quantile: 7.77656\n",
"[55]\tvalid_0's poisson: -77.4832\tvalid_0's quantile: 7.73122\n",
"[56]\tvalid_0's poisson: -77.7209\tvalid_0's quantile: 7.68832\n",
"[57]\tvalid_0's poisson: -77.899\tvalid_0's quantile: 7.64429\n",
"[58]\tvalid_0's poisson: -78.164\tvalid_0's quantile: 7.5998\n",
"[59]\tvalid_0's poisson: -78.3924\tvalid_0's quantile: 7.5592\n",
"[60]\tvalid_0's poisson: -78.6165\tvalid_0's quantile: 7.51941\n",
"[61]\tvalid_0's poisson: -78.8301\tvalid_0's quantile: 7.47702\n",
"[62]\tvalid_0's poisson: -78.9969\tvalid_0's quantile: 7.43625\n",
"[63]\tvalid_0's poisson: -79.2486\tvalid_0's quantile: 7.39503\n",
"[64]\tvalid_0's poisson: -79.4101\tvalid_0's quantile: 7.35536\n",
"[65]\tvalid_0's poisson: -79.6587\tvalid_0's quantile: 7.31572\n",
"[66]\tvalid_0's poisson: -79.865\tvalid_0's quantile: 7.27874\n",
"[67]\tvalid_0's poisson: -80.1066\tvalid_0's quantile: 7.24042\n",
"[68]\tvalid_0's poisson: -80.3074\tvalid_0's quantile: 7.20462\n",
"[69]\tvalid_0's poisson: -80.4567\tvalid_0's quantile: 7.16695\n",
"[70]\tvalid_0's poisson: -80.6898\tvalid_0's quantile: 7.13051\n",
"[71]\tvalid_0's poisson: -80.8824\tvalid_0's quantile: 7.09621\n",
"[72]\tvalid_0's poisson: -81.0249\tvalid_0's quantile: 7.06023\n",
"[73]\tvalid_0's poisson: -81.2465\tvalid_0's quantile: 7.02447\n",
"[74]\tvalid_0's poisson: -81.4609\tvalid_0's quantile: 6.98985\n",
"[75]\tvalid_0's poisson: -81.6773\tvalid_0's quantile: 6.95386\n",
"[76]\tvalid_0's poisson: -81.8135\tvalid_0's quantile: 6.91952\n",
"[77]\tvalid_0's poisson: -81.9916\tvalid_0's quantile: 6.88791\n",
"[78]\tvalid_0's poisson: -82.137\tvalid_0's quantile: 6.85321\n",
"[79]\tvalid_0's poisson: -82.3556\tvalid_0's quantile: 6.81964\n",
"[80]\tvalid_0's poisson: -82.5583\tvalid_0's quantile: 6.78642\n",
"[81]\tvalid_0's poisson: -82.7018\tvalid_0's quantile: 6.75295\n",
"[82]\tvalid_0's poisson: -82.8425\tvalid_0's quantile: 6.72053\n",
"[83]\tvalid_0's poisson: -83.055\tvalid_0's quantile: 6.68843\n",
"[84]\tvalid_0's poisson: -83.1916\tvalid_0's quantile: 6.65711\n",
"[85]\tvalid_0's poisson: -83.3833\tvalid_0's quantile: 6.62653\n",
"[86]\tvalid_0's poisson: -83.5189\tvalid_0's quantile: 6.59703\n",
"[87]\tvalid_0's poisson: -83.7237\tvalid_0's quantile: 6.56702\n",
"[88]\tvalid_0's poisson: -83.9247\tvalid_0's quantile: 6.53769\n",
"[89]\tvalid_0's poisson: -84.1076\tvalid_0's quantile: 6.50887\n",
"[90]\tvalid_0's poisson: -84.2777\tvalid_0's quantile: 6.48164\n",
"[91]\tvalid_0's poisson: -84.4662\tvalid_0's quantile: 6.45191\n",
"[92]\tvalid_0's poisson: -84.5906\tvalid_0's quantile: 6.42396\n",
"[93]\tvalid_0's poisson: -84.7796\tvalid_0's quantile: 6.39546\n",
"[94]\tvalid_0's poisson: -84.9408\tvalid_0's quantile: 6.36978\n",
"[95]\tvalid_0's poisson: -85.1233\tvalid_0's quantile: 6.34259\n",
"[96]\tvalid_0's poisson: -85.2798\tvalid_0's quantile: 6.31777\n",
"[97]\tvalid_0's poisson: -85.4562\tvalid_0's quantile: 6.2917\n",
"[98]\tvalid_0's poisson: -85.6091\tvalid_0's quantile: 6.26763\n",
"[99]\tvalid_0's poisson: -85.7524\tvalid_0's quantile: 6.23881\n",
"[100]\tvalid_0's poisson: -85.893\tvalid_0's quantile: 6.21114\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.3212\tvalid_0's quantile: 11.6508\n",
"[2]\tvalid_0's poisson: -62.4849\tvalid_0's quantile: 11.6037\n",
"[3]\tvalid_0's poisson: -62.6475\tvalid_0's quantile: 11.557\n",
"[4]\tvalid_0's poisson: -62.8089\tvalid_0's quantile: 11.5106\n",
"[5]\tvalid_0's poisson: -62.9692\tvalid_0's quantile: 11.4643\n",
"[6]\tvalid_0's poisson: -63.124\tvalid_0's quantile: 11.4193\n",
"[7]\tvalid_0's poisson: -63.282\tvalid_0's quantile: 11.3737\n",
"[8]\tvalid_0's poisson: -63.439\tvalid_0's quantile: 11.3282\n",
"[9]\tvalid_0's poisson: -63.5949\tvalid_0's quantile: 11.283\n",
"[10]\tvalid_0's poisson: -63.7497\tvalid_0's quantile: 11.2381\n",
"[11]\tvalid_0's poisson: -63.8992\tvalid_0's quantile: 11.1943\n",
"[12]\tvalid_0's poisson: -64.052\tvalid_0's quantile: 11.15\n",
"[13]\tvalid_0's poisson: -64.2031\tvalid_0's quantile: 11.1063\n",
"[14]\tvalid_0's poisson: -64.3532\tvalid_0's quantile: 11.0629\n",
"[15]\tvalid_0's poisson: -64.5023\tvalid_0's quantile: 11.0197\n",
"[16]\tvalid_0's poisson: -64.6505\tvalid_0's quantile: 10.9773\n",
"[17]\tvalid_0's poisson: -64.7981\tvalid_0's quantile: 10.9349\n",
"[18]\tvalid_0's poisson: -64.9447\tvalid_0's quantile: 10.8928\n",
"[19]\tvalid_0's poisson: -65.0901\tvalid_0's quantile: 10.8511\n",
"[20]\tvalid_0's poisson: -65.2326\tvalid_0's quantile: 10.8096\n",
"[21]\tvalid_0's poisson: -65.3762\tvalid_0's quantile: 10.7684\n",
"[22]\tvalid_0's poisson: -65.5188\tvalid_0's quantile: 10.7274\n",
"[23]\tvalid_0's poisson: -65.6605\tvalid_0's quantile: 10.6867\n",
"[24]\tvalid_0's poisson: -65.802\tvalid_0's quantile: 10.6465\n",
"[25]\tvalid_0's poisson: -65.9425\tvalid_0's quantile: 10.6065\n",
"[26]\tvalid_0's poisson: -66.0822\tvalid_0's quantile: 10.5667\n",
"[27]\tvalid_0's poisson: -66.221\tvalid_0's quantile: 10.5275\n",
"[28]\tvalid_0's poisson: -66.3589\tvalid_0's quantile: 10.4887\n",
"[29]\tvalid_0's poisson: -66.496\tvalid_0's quantile: 10.4503\n",
"[30]\tvalid_0's poisson: -66.6322\tvalid_0's quantile: 10.4124\n",
"[31]\tvalid_0's poisson: -66.767\tvalid_0's quantile: 10.375\n",
"[32]\tvalid_0's poisson: -66.9011\tvalid_0's quantile: 10.3386\n",
"[33]\tvalid_0's poisson: -67.0344\tvalid_0's quantile: 10.3024\n",
"[34]\tvalid_0's poisson: -67.1668\tvalid_0's quantile: 10.2664\n",
"[35]\tvalid_0's poisson: -67.2975\tvalid_0's quantile: 10.2302\n",
"[36]\tvalid_0's poisson: -67.4274\tvalid_0's quantile: 10.1943\n",
"[37]\tvalid_0's poisson: -67.5565\tvalid_0's quantile: 10.1585\n",
"[38]\tvalid_0's poisson: -67.6826\tvalid_0's quantile: 10.1234\n",
"[39]\tvalid_0's poisson: -67.808\tvalid_0's quantile: 10.0887\n",
"[40]\tvalid_0's poisson: -67.9348\tvalid_0's quantile: 10.0537\n",
"[41]\tvalid_0's poisson: -68.0609\tvalid_0's quantile: 10.0195\n",
"[42]\tvalid_0's poisson: -68.184\tvalid_0's quantile: 9.9854\n",
"[43]\tvalid_0's poisson: -68.3064\tvalid_0's quantile: 9.95151\n",
"[44]\tvalid_0's poisson: -68.4302\tvalid_0's quantile: 9.91794\n",
"[45]\tvalid_0's poisson: -68.5579\tvalid_0's quantile: 9.8839\n",
"[46]\tvalid_0's poisson: -68.6848\tvalid_0's quantile: 9.85003\n",
"[47]\tvalid_0's poisson: -68.8081\tvalid_0's quantile: 9.81663\n",
"[48]\tvalid_0's poisson: -68.9338\tvalid_0's quantile: 9.78319\n",
"[49]\tvalid_0's poisson: -69.0584\tvalid_0's quantile: 9.74994\n",
"[50]\tvalid_0's poisson: -69.1818\tvalid_0's quantile: 9.71667\n",
"[51]\tvalid_0's poisson: -69.3047\tvalid_0's quantile: 9.68362\n",
"[52]\tvalid_0's poisson: -69.4269\tvalid_0's quantile: 9.65052\n",
"[53]\tvalid_0's poisson: -69.5484\tvalid_0's quantile: 9.61807\n",
"[54]\tvalid_0's poisson: -69.6692\tvalid_0's quantile: 9.58583\n",
"[55]\tvalid_0's poisson: -69.7899\tvalid_0's quantile: 9.55395\n",
"[56]\tvalid_0's poisson: -69.9088\tvalid_0's quantile: 9.52264\n",
"[57]\tvalid_0's poisson: -70.0286\tvalid_0's quantile: 9.49051\n",
"[58]\tvalid_0's poisson: -70.1466\tvalid_0's quantile: 9.45891\n",
"[59]\tvalid_0's poisson: -70.2635\tvalid_0's quantile: 9.42815\n",
"[60]\tvalid_0's poisson: -70.3797\tvalid_0's quantile: 9.39765\n",
"[61]\tvalid_0's poisson: -70.4965\tvalid_0's quantile: 9.36644\n",
"[62]\tvalid_0's poisson: -70.6126\tvalid_0's quantile: 9.33535\n",
"[63]\tvalid_0's poisson: -70.7282\tvalid_0's quantile: 9.30411\n",
"[64]\tvalid_0's poisson: -70.8501\tvalid_0's quantile: 9.27338\n",
"[65]\tvalid_0's poisson: -70.9716\tvalid_0's quantile: 9.24254\n",
"[66]\tvalid_0's poisson: -71.0864\tvalid_0's quantile: 9.2122\n",
"[67]\tvalid_0's poisson: -71.2006\tvalid_0's quantile: 9.1821\n",
"[68]\tvalid_0's poisson: -71.3108\tvalid_0's quantile: 9.15283\n",
"[69]\tvalid_0's poisson: -71.4238\tvalid_0's quantile: 9.12338\n",
"[70]\tvalid_0's poisson: -71.5361\tvalid_0's quantile: 9.09397\n",
"[71]\tvalid_0's poisson: -71.6545\tvalid_0's quantile: 9.06411\n",
"[72]\tvalid_0's poisson: -71.7733\tvalid_0's quantile: 9.03416\n",
"[73]\tvalid_0's poisson: -71.8914\tvalid_0's quantile: 9.00436\n",
"[74]\tvalid_0's poisson: -72.006\tvalid_0's quantile: 8.97524\n",
"[75]\tvalid_0's poisson: -72.1229\tvalid_0's quantile: 8.94601\n",
"[76]\tvalid_0's poisson: -72.2365\tvalid_0's quantile: 8.91718\n",
"[77]\tvalid_0's poisson: -72.3495\tvalid_0's quantile: 8.88855\n",
"[78]\tvalid_0's poisson: -72.462\tvalid_0's quantile: 8.86022\n",
"[79]\tvalid_0's poisson: -72.5732\tvalid_0's quantile: 8.83203\n",
"[80]\tvalid_0's poisson: -72.6841\tvalid_0's quantile: 8.80346\n",
"[81]\tvalid_0's poisson: -72.7984\tvalid_0's quantile: 8.77467\n",
"[82]\tvalid_0's poisson: -72.9088\tvalid_0's quantile: 8.74651\n",
"[83]\tvalid_0's poisson: -73.0232\tvalid_0's quantile: 8.71864\n",
"[84]\tvalid_0's poisson: -73.1375\tvalid_0's quantile: 8.69067\n",
"[85]\tvalid_0's poisson: -73.2501\tvalid_0's quantile: 8.66388\n",
"[86]\tvalid_0's poisson: -73.3622\tvalid_0's quantile: 8.63726\n",
"[87]\tvalid_0's poisson: -73.4745\tvalid_0's quantile: 8.61032\n",
"[88]\tvalid_0's poisson: -73.5853\tvalid_0's quantile: 8.58377\n",
"[89]\tvalid_0's poisson: -73.6957\tvalid_0's quantile: 8.55733\n",
"[90]\tvalid_0's poisson: -73.8066\tvalid_0's quantile: 8.53028\n",
"[91]\tvalid_0's poisson: -73.9166\tvalid_0's quantile: 8.50398\n",
"[92]\tvalid_0's poisson: -74.0261\tvalid_0's quantile: 8.47779\n",
"[93]\tvalid_0's poisson: -74.1349\tvalid_0's quantile: 8.45143\n",
"[94]\tvalid_0's poisson: -74.2431\tvalid_0's quantile: 8.42547\n",
"[95]\tvalid_0's poisson: -74.3508\tvalid_0's quantile: 8.39963\n",
"[96]\tvalid_0's poisson: -74.4571\tvalid_0's quantile: 8.37405\n",
"[97]\tvalid_0's poisson: -74.5637\tvalid_0's quantile: 8.34876\n",
"[98]\tvalid_0's poisson: -74.6691\tvalid_0's quantile: 8.32317\n",
"[99]\tvalid_0's poisson: -74.7737\tvalid_0's quantile: 8.29816\n",
"[100]\tvalid_0's poisson: -74.8787\tvalid_0's quantile: 8.27333\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.3269\tvalid_0's quantile: 11.6495\n",
"[2]\tvalid_0's poisson: -62.493\tvalid_0's quantile: 11.602\n",
"[3]\tvalid_0's poisson: -62.6579\tvalid_0's quantile: 11.5549\n",
"[4]\tvalid_0's poisson: -62.8217\tvalid_0's quantile: 11.5081\n",
"[5]\tvalid_0's poisson: -62.9838\tvalid_0's quantile: 11.4624\n",
"[6]\tvalid_0's poisson: -63.145\tvalid_0's quantile: 11.4167\n",
"[7]\tvalid_0's poisson: -63.305\tvalid_0's quantile: 11.3713\n",
"[8]\tvalid_0's poisson: -63.464\tvalid_0's quantile: 11.3261\n",
"[9]\tvalid_0's poisson: -63.6223\tvalid_0's quantile: 11.2803\n",
"[10]\tvalid_0's poisson: -63.7785\tvalid_0's quantile: 11.2348\n",
"[11]\tvalid_0's poisson: -63.9332\tvalid_0's quantile: 11.1906\n",
"[12]\tvalid_0's poisson: -64.086\tvalid_0's quantile: 11.1466\n",
"[13]\tvalid_0's poisson: -64.2387\tvalid_0's quantile: 11.1029\n",
"[14]\tvalid_0's poisson: -64.3894\tvalid_0's quantile: 11.0597\n",
"[15]\tvalid_0's poisson: -64.5415\tvalid_0's quantile: 11.0155\n",
"[16]\tvalid_0's poisson: -64.6912\tvalid_0's quantile: 10.9724\n",
"[17]\tvalid_0's poisson: -64.839\tvalid_0's quantile: 10.9295\n",
"[18]\tvalid_0's poisson: -64.9868\tvalid_0's quantile: 10.887\n",
"[19]\tvalid_0's poisson: -65.1327\tvalid_0's quantile: 10.8446\n",
"[20]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.8025\n",
"[21]\tvalid_0's poisson: -65.4232\tvalid_0's quantile: 10.761\n",
"[22]\tvalid_0's poisson: -65.5661\tvalid_0's quantile: 10.7199\n",
"[23]\tvalid_0's poisson: -65.7088\tvalid_0's quantile: 10.6792\n",
"[24]\tvalid_0's poisson: -65.8499\tvalid_0's quantile: 10.6387\n",
"[25]\tvalid_0's poisson: -65.9909\tvalid_0's quantile: 10.5984\n",
"[26]\tvalid_0's poisson: -66.131\tvalid_0's quantile: 10.5584\n",
"[27]\tvalid_0's poisson: -66.2694\tvalid_0's quantile: 10.5191\n",
"[28]\tvalid_0's poisson: -66.4077\tvalid_0's quantile: 10.4801\n",
"[29]\tvalid_0's poisson: -66.5445\tvalid_0's quantile: 10.4418\n",
"[30]\tvalid_0's poisson: -66.6811\tvalid_0's quantile: 10.4031\n",
"[31]\tvalid_0's poisson: -66.8168\tvalid_0's quantile: 10.3656\n",
"[32]\tvalid_0's poisson: -66.9508\tvalid_0's quantile: 10.3284\n",
"[33]\tvalid_0's poisson: -67.0849\tvalid_0's quantile: 10.2913\n",
"[34]\tvalid_0's poisson: -67.2172\tvalid_0's quantile: 10.2538\n",
"[35]\tvalid_0's poisson: -67.3496\tvalid_0's quantile: 10.2168\n",
"[36]\tvalid_0's poisson: -67.483\tvalid_0's quantile: 10.1797\n",
"[37]\tvalid_0's poisson: -67.6149\tvalid_0's quantile: 10.1428\n",
"[38]\tvalid_0's poisson: -67.7466\tvalid_0's quantile: 10.1062\n",
"[39]\tvalid_0's poisson: -67.8753\tvalid_0's quantile: 10.0709\n",
"[40]\tvalid_0's poisson: -68.0038\tvalid_0's quantile: 10.0357\n",
"[41]\tvalid_0's poisson: -68.1313\tvalid_0's quantile: 10.0008\n",
"[42]\tvalid_0's poisson: -68.2594\tvalid_0's quantile: 9.96573\n",
"[43]\tvalid_0's poisson: -68.3877\tvalid_0's quantile: 9.93038\n",
"[44]\tvalid_0's poisson: -68.515\tvalid_0's quantile: 9.89554\n",
"[45]\tvalid_0's poisson: -68.6407\tvalid_0's quantile: 9.86127\n",
"[46]\tvalid_0's poisson: -68.765\tvalid_0's quantile: 9.82732\n",
"[47]\tvalid_0's poisson: -68.8877\tvalid_0's quantile: 9.79345\n",
"[48]\tvalid_0's poisson: -69.0119\tvalid_0's quantile: 9.75963\n",
"[49]\tvalid_0's poisson: -69.1353\tvalid_0's quantile: 9.72592\n",
"[50]\tvalid_0's poisson: -69.2573\tvalid_0's quantile: 9.69239\n",
"[51]\tvalid_0's poisson: -69.3793\tvalid_0's quantile: 9.65924\n",
"[52]\tvalid_0's poisson: -69.4986\tvalid_0's quantile: 9.62645\n",
"[53]\tvalid_0's poisson: -69.6197\tvalid_0's quantile: 9.59307\n",
"[54]\tvalid_0's poisson: -69.7399\tvalid_0's quantile: 9.56032\n",
"[55]\tvalid_0's poisson: -69.8589\tvalid_0's quantile: 9.52734\n",
"[56]\tvalid_0's poisson: -69.9777\tvalid_0's quantile: 9.49483\n",
"[57]\tvalid_0's poisson: -70.0939\tvalid_0's quantile: 9.46266\n",
"[58]\tvalid_0's poisson: -70.2107\tvalid_0's quantile: 9.43072\n",
"[59]\tvalid_0's poisson: -70.3279\tvalid_0's quantile: 9.39855\n",
"[60]\tvalid_0's poisson: -70.4444\tvalid_0's quantile: 9.3667\n",
"[61]\tvalid_0's poisson: -70.5578\tvalid_0's quantile: 9.33623\n",
"[62]\tvalid_0's poisson: -70.6725\tvalid_0's quantile: 9.30561\n",
"[63]\tvalid_0's poisson: -70.7851\tvalid_0's quantile: 9.27511\n",
"[64]\tvalid_0's poisson: -70.9019\tvalid_0's quantile: 9.24409\n",
"[65]\tvalid_0's poisson: -71.018\tvalid_0's quantile: 9.2133\n",
"[66]\tvalid_0's poisson: -71.1401\tvalid_0's quantile: 9.18191\n",
"[67]\tvalid_0's poisson: -71.2615\tvalid_0's quantile: 9.15069\n",
"[68]\tvalid_0's poisson: -71.3825\tvalid_0's quantile: 9.12\n",
"[69]\tvalid_0's poisson: -71.5028\tvalid_0's quantile: 9.08952\n",
"[70]\tvalid_0's poisson: -71.6222\tvalid_0's quantile: 9.05901\n",
"[71]\tvalid_0's poisson: -71.7361\tvalid_0's quantile: 9.03051\n",
"[72]\tvalid_0's poisson: -71.8543\tvalid_0's quantile: 9.00032\n",
"[73]\tvalid_0's poisson: -71.9718\tvalid_0's quantile: 8.97058\n",
"[74]\tvalid_0's poisson: -72.0838\tvalid_0's quantile: 8.94255\n",
"[75]\tvalid_0's poisson: -72.1952\tvalid_0's quantile: 8.91464\n",
"[76]\tvalid_0's poisson: -72.306\tvalid_0's quantile: 8.88684\n",
"[77]\tvalid_0's poisson: -72.4157\tvalid_0's quantile: 8.85918\n",
"[78]\tvalid_0's poisson: -72.5304\tvalid_0's quantile: 8.83014\n",
"[79]\tvalid_0's poisson: -72.6445\tvalid_0's quantile: 8.80129\n",
"[80]\tvalid_0's poisson: -72.7578\tvalid_0's quantile: 8.77266\n",
"[81]\tvalid_0's poisson: -72.8705\tvalid_0's quantile: 8.74413\n",
"[82]\tvalid_0's poisson: -72.9828\tvalid_0's quantile: 8.71579\n",
"[83]\tvalid_0's poisson: -73.092\tvalid_0's quantile: 8.68888\n",
"[84]\tvalid_0's poisson: -73.2005\tvalid_0's quantile: 8.66222\n",
"[85]\tvalid_0's poisson: -73.3084\tvalid_0's quantile: 8.63572\n",
"[86]\tvalid_0's poisson: -73.4158\tvalid_0's quantile: 8.60935\n",
"[87]\tvalid_0's poisson: -73.5225\tvalid_0's quantile: 8.58357\n",
"[88]\tvalid_0's poisson: -73.6312\tvalid_0's quantile: 8.55591\n",
"[89]\tvalid_0's poisson: -73.7369\tvalid_0's quantile: 8.53074\n",
"[90]\tvalid_0's poisson: -73.8478\tvalid_0's quantile: 8.50386\n",
"[91]\tvalid_0's poisson: -73.9525\tvalid_0's quantile: 8.47892\n",
"[92]\tvalid_0's poisson: -74.0566\tvalid_0's quantile: 8.4541\n",
"[93]\tvalid_0's poisson: -74.1603\tvalid_0's quantile: 8.42941\n",
"[94]\tvalid_0's poisson: -74.2664\tvalid_0's quantile: 8.40297\n",
"[95]\tvalid_0's poisson: -74.372\tvalid_0's quantile: 8.37671\n",
"[96]\tvalid_0's poisson: -74.474\tvalid_0's quantile: 8.35243\n",
"[97]\tvalid_0's poisson: -74.5751\tvalid_0's quantile: 8.32849\n",
"[98]\tvalid_0's poisson: -74.6771\tvalid_0's quantile: 8.30453\n",
"[99]\tvalid_0's poisson: -74.783\tvalid_0's quantile: 8.27913\n",
"[100]\tvalid_0's poisson: -74.8884\tvalid_0's quantile: 8.25385\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.9554\tvalid_0's quantile: 11.6417\n",
"[2]\tvalid_0's poisson: -63.1157\tvalid_0's quantile: 11.5946\n",
"[3]\tvalid_0's poisson: -63.2748\tvalid_0's quantile: 11.5477\n",
"[4]\tvalid_0's poisson: -63.4328\tvalid_0's quantile: 11.5012\n",
"[5]\tvalid_0's poisson: -63.591\tvalid_0's quantile: 11.455\n",
"[6]\tvalid_0's poisson: -63.7468\tvalid_0's quantile: 11.4091\n",
"[7]\tvalid_0's poisson: -63.9052\tvalid_0's quantile: 11.3636\n",
"[8]\tvalid_0's poisson: -64.0628\tvalid_0's quantile: 11.3181\n",
"[9]\tvalid_0's poisson: -64.2193\tvalid_0's quantile: 11.2729\n",
"[10]\tvalid_0's poisson: -64.3738\tvalid_0's quantile: 11.2279\n",
"[11]\tvalid_0's poisson: -64.5276\tvalid_0's quantile: 11.1824\n",
"[12]\tvalid_0's poisson: -64.6803\tvalid_0's quantile: 11.1373\n",
"[13]\tvalid_0's poisson: -64.832\tvalid_0's quantile: 11.0924\n",
"[14]\tvalid_0's poisson: -64.9821\tvalid_0's quantile: 11.0489\n",
"[15]\tvalid_0's poisson: -65.1314\tvalid_0's quantile: 11.0056\n",
"[16]\tvalid_0's poisson: -65.2796\tvalid_0's quantile: 10.9626\n",
"[17]\tvalid_0's poisson: -65.4269\tvalid_0's quantile: 10.9198\n",
"[18]\tvalid_0's poisson: -65.5732\tvalid_0's quantile: 10.8773\n",
"[19]\tvalid_0's poisson: -65.7185\tvalid_0's quantile: 10.835\n",
"[20]\tvalid_0's poisson: -65.8629\tvalid_0's quantile: 10.7929\n",
"[21]\tvalid_0's poisson: -66.0063\tvalid_0's quantile: 10.751\n",
"[22]\tvalid_0's poisson: -66.1487\tvalid_0's quantile: 10.7094\n",
"[23]\tvalid_0's poisson: -66.2902\tvalid_0's quantile: 10.6687\n",
"[24]\tvalid_0's poisson: -66.432\tvalid_0's quantile: 10.6284\n",
"[25]\tvalid_0's poisson: -66.5727\tvalid_0's quantile: 10.5884\n",
"[26]\tvalid_0's poisson: -66.7125\tvalid_0's quantile: 10.5485\n",
"[27]\tvalid_0's poisson: -66.8518\tvalid_0's quantile: 10.5092\n",
"[28]\tvalid_0's poisson: -66.9894\tvalid_0's quantile: 10.4702\n",
"[29]\tvalid_0's poisson: -67.1247\tvalid_0's quantile: 10.432\n",
"[30]\tvalid_0's poisson: -67.2591\tvalid_0's quantile: 10.3942\n",
"[31]\tvalid_0's poisson: -67.3929\tvalid_0's quantile: 10.3569\n",
"[32]\tvalid_0's poisson: -67.5257\tvalid_0's quantile: 10.3201\n",
"[33]\tvalid_0's poisson: -67.6576\tvalid_0's quantile: 10.2836\n",
"[34]\tvalid_0's poisson: -67.7899\tvalid_0's quantile: 10.2459\n",
"[35]\tvalid_0's poisson: -67.9207\tvalid_0's quantile: 10.2085\n",
"[36]\tvalid_0's poisson: -68.0517\tvalid_0's quantile: 10.172\n",
"[37]\tvalid_0's poisson: -68.1833\tvalid_0's quantile: 10.1352\n",
"[38]\tvalid_0's poisson: -68.3123\tvalid_0's quantile: 10.099\n",
"[39]\tvalid_0's poisson: -68.4405\tvalid_0's quantile: 10.0631\n",
"[40]\tvalid_0's poisson: -68.5702\tvalid_0's quantile: 10.0273\n",
"[41]\tvalid_0's poisson: -68.698\tvalid_0's quantile: 9.99202\n",
"[42]\tvalid_0's poisson: -68.8252\tvalid_0's quantile: 9.95668\n",
"[43]\tvalid_0's poisson: -68.9516\tvalid_0's quantile: 9.92148\n",
"[44]\tvalid_0's poisson: -69.0783\tvalid_0's quantile: 9.88632\n",
"[45]\tvalid_0's poisson: -69.2048\tvalid_0's quantile: 9.85129\n",
"[46]\tvalid_0's poisson: -69.3305\tvalid_0's quantile: 9.81658\n",
"[47]\tvalid_0's poisson: -69.456\tvalid_0's quantile: 9.78203\n",
"[48]\tvalid_0's poisson: -69.5807\tvalid_0's quantile: 9.74779\n",
"[49]\tvalid_0's poisson: -69.7041\tvalid_0's quantile: 9.71385\n",
"[50]\tvalid_0's poisson: -69.8267\tvalid_0's quantile: 9.67947\n",
"[51]\tvalid_0's poisson: -69.9486\tvalid_0's quantile: 9.64534\n",
"[52]\tvalid_0's poisson: -70.0699\tvalid_0's quantile: 9.61174\n",
"[53]\tvalid_0's poisson: -70.1909\tvalid_0's quantile: 9.57816\n",
"[54]\tvalid_0's poisson: -70.3108\tvalid_0's quantile: 9.5446\n",
"[55]\tvalid_0's poisson: -70.4293\tvalid_0's quantile: 9.51124\n",
"[56]\tvalid_0's poisson: -70.5477\tvalid_0's quantile: 9.47807\n",
"[57]\tvalid_0's poisson: -70.6653\tvalid_0's quantile: 9.44547\n",
"[58]\tvalid_0's poisson: -70.7828\tvalid_0's quantile: 9.41262\n",
"[59]\tvalid_0's poisson: -70.9001\tvalid_0's quantile: 9.3799\n",
"[60]\tvalid_0's poisson: -71.0165\tvalid_0's quantile: 9.34786\n",
"[61]\tvalid_0's poisson: -71.1316\tvalid_0's quantile: 9.31614\n",
"[62]\tvalid_0's poisson: -71.2453\tvalid_0's quantile: 9.2848\n",
"[63]\tvalid_0's poisson: -71.3596\tvalid_0's quantile: 9.25358\n",
"[64]\tvalid_0's poisson: -71.4731\tvalid_0's quantile: 9.22269\n",
"[65]\tvalid_0's poisson: -71.5866\tvalid_0's quantile: 9.19202\n",
"[66]\tvalid_0's poisson: -71.6959\tvalid_0's quantile: 9.16197\n",
"[67]\tvalid_0's poisson: -71.809\tvalid_0's quantile: 9.13157\n",
"[68]\tvalid_0's poisson: -71.924\tvalid_0's quantile: 9.10077\n",
"[69]\tvalid_0's poisson: -72.0381\tvalid_0's quantile: 9.0705\n",
"[70]\tvalid_0's poisson: -72.145\tvalid_0's quantile: 9.04152\n",
"[71]\tvalid_0's poisson: -72.2574\tvalid_0's quantile: 9.0114\n",
"[72]\tvalid_0's poisson: -72.3693\tvalid_0's quantile: 8.98144\n",
"[73]\tvalid_0's poisson: -72.4816\tvalid_0's quantile: 8.95151\n",
"[74]\tvalid_0's poisson: -72.5932\tvalid_0's quantile: 8.92169\n",
"[75]\tvalid_0's poisson: -72.6971\tvalid_0's quantile: 8.8934\n",
"[76]\tvalid_0's poisson: -72.8009\tvalid_0's quantile: 8.86498\n",
"[77]\tvalid_0's poisson: -72.9041\tvalid_0's quantile: 8.83681\n",
"[78]\tvalid_0's poisson: -73.0162\tvalid_0's quantile: 8.80823\n",
"[79]\tvalid_0's poisson: -73.1181\tvalid_0's quantile: 8.78082\n",
"[80]\tvalid_0's poisson: -73.2293\tvalid_0's quantile: 8.75193\n",
"[81]\tvalid_0's poisson: -73.34\tvalid_0's quantile: 8.72319\n",
"[82]\tvalid_0's poisson: -73.4498\tvalid_0's quantile: 8.69532\n",
"[83]\tvalid_0's poisson: -73.56\tvalid_0's quantile: 8.66766\n",
"[84]\tvalid_0's poisson: -73.6696\tvalid_0's quantile: 8.64011\n",
"[85]\tvalid_0's poisson: -73.7786\tvalid_0's quantile: 8.6128\n",
"[86]\tvalid_0's poisson: -73.8866\tvalid_0's quantile: 8.58533\n",
"[87]\tvalid_0's poisson: -73.995\tvalid_0's quantile: 8.55773\n",
"[88]\tvalid_0's poisson: -74.1021\tvalid_0's quantile: 8.53085\n",
"[89]\tvalid_0's poisson: -74.2098\tvalid_0's quantile: 8.50415\n",
"[90]\tvalid_0's poisson: -74.3178\tvalid_0's quantile: 8.47726\n",
"[91]\tvalid_0's poisson: -74.4244\tvalid_0's quantile: 8.45064\n",
"[92]\tvalid_0's poisson: -74.5303\tvalid_0's quantile: 8.42431\n",
"[93]\tvalid_0's poisson: -74.6357\tvalid_0's quantile: 8.39818\n",
"[94]\tvalid_0's poisson: -74.7406\tvalid_0's quantile: 8.37203\n",
"[95]\tvalid_0's poisson: -74.8445\tvalid_0's quantile: 8.3466\n",
"[96]\tvalid_0's poisson: -74.949\tvalid_0's quantile: 8.32115\n",
"[97]\tvalid_0's poisson: -75.0529\tvalid_0's quantile: 8.29608\n",
"[98]\tvalid_0's poisson: -75.1558\tvalid_0's quantile: 8.27095\n",
"[99]\tvalid_0's poisson: -75.2587\tvalid_0's quantile: 8.24541\n",
"[100]\tvalid_0's poisson: -75.3613\tvalid_0's quantile: 8.22007\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.5835\tvalid_0's quantile: 11.6341\n",
"[2]\tvalid_0's poisson: -63.7427\tvalid_0's quantile: 11.5866\n",
"[3]\tvalid_0's poisson: -63.9014\tvalid_0's quantile: 11.5401\n",
"[4]\tvalid_0's poisson: -64.059\tvalid_0's quantile: 11.4938\n",
"[5]\tvalid_0's poisson: -64.2169\tvalid_0's quantile: 11.4474\n",
"[6]\tvalid_0's poisson: -64.3723\tvalid_0's quantile: 11.4018\n",
"[7]\tvalid_0's poisson: -64.5265\tvalid_0's quantile: 11.3565\n",
"[8]\tvalid_0's poisson: -64.6811\tvalid_0's quantile: 11.3111\n",
"[9]\tvalid_0's poisson: -64.8329\tvalid_0's quantile: 11.2667\n",
"[10]\tvalid_0's poisson: -64.9838\tvalid_0's quantile: 11.2228\n",
"[11]\tvalid_0's poisson: -65.134\tvalid_0's quantile: 11.1781\n",
"[12]\tvalid_0's poisson: -65.2845\tvalid_0's quantile: 11.1336\n",
"[13]\tvalid_0's poisson: -65.4343\tvalid_0's quantile: 11.0885\n",
"[14]\tvalid_0's poisson: -65.5835\tvalid_0's quantile: 11.0436\n",
"[15]\tvalid_0's poisson: -65.7311\tvalid_0's quantile: 10.9991\n",
"[16]\tvalid_0's poisson: -65.8774\tvalid_0's quantile: 10.9557\n",
"[17]\tvalid_0's poisson: -66.0228\tvalid_0's quantile: 10.9123\n",
"[18]\tvalid_0's poisson: -66.1671\tvalid_0's quantile: 10.8693\n",
"[19]\tvalid_0's poisson: -66.3087\tvalid_0's quantile: 10.8267\n",
"[20]\tvalid_0's poisson: -66.4493\tvalid_0's quantile: 10.7843\n",
"[21]\tvalid_0's poisson: -66.5887\tvalid_0's quantile: 10.743\n",
"[22]\tvalid_0's poisson: -66.7271\tvalid_0's quantile: 10.702\n",
"[23]\tvalid_0's poisson: -66.8643\tvalid_0's quantile: 10.6612\n",
"[24]\tvalid_0's poisson: -67.0011\tvalid_0's quantile: 10.6204\n",
"[25]\tvalid_0's poisson: -67.1383\tvalid_0's quantile: 10.5801\n",
"[26]\tvalid_0's poisson: -67.2733\tvalid_0's quantile: 10.5404\n",
"[27]\tvalid_0's poisson: -67.4088\tvalid_0's quantile: 10.5007\n",
"[28]\tvalid_0's poisson: -67.542\tvalid_0's quantile: 10.4614\n",
"[29]\tvalid_0's poisson: -67.6748\tvalid_0's quantile: 10.423\n",
"[30]\tvalid_0's poisson: -67.8063\tvalid_0's quantile: 10.3845\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[31]\tvalid_0's poisson: -67.9374\tvalid_0's quantile: 10.3468\n",
"[32]\tvalid_0's poisson: -68.0676\tvalid_0's quantile: 10.3094\n",
"[33]\tvalid_0's poisson: -68.1971\tvalid_0's quantile: 10.2708\n",
"[34]\tvalid_0's poisson: -68.326\tvalid_0's quantile: 10.2335\n",
"[35]\tvalid_0's poisson: -68.4544\tvalid_0's quantile: 10.1963\n",
"[36]\tvalid_0's poisson: -68.5838\tvalid_0's quantile: 10.1587\n",
"[37]\tvalid_0's poisson: -68.7101\tvalid_0's quantile: 10.1214\n",
"[38]\tvalid_0's poisson: -68.8375\tvalid_0's quantile: 10.0844\n",
"[39]\tvalid_0's poisson: -68.9648\tvalid_0's quantile: 10.0476\n",
"[40]\tvalid_0's poisson: -69.0913\tvalid_0's quantile: 10.0114\n",
"[41]\tvalid_0's poisson: -69.217\tvalid_0's quantile: 9.97544\n",
"[42]\tvalid_0's poisson: -69.3424\tvalid_0's quantile: 9.94072\n",
"[43]\tvalid_0's poisson: -69.4666\tvalid_0's quantile: 9.9053\n",
"[44]\tvalid_0's poisson: -69.5909\tvalid_0's quantile: 9.87082\n",
"[45]\tvalid_0's poisson: -69.7144\tvalid_0's quantile: 9.83628\n",
"[46]\tvalid_0's poisson: -69.8371\tvalid_0's quantile: 9.80188\n",
"[47]\tvalid_0's poisson: -69.959\tvalid_0's quantile: 9.76767\n",
"[48]\tvalid_0's poisson: -70.0801\tvalid_0's quantile: 9.73377\n",
"[49]\tvalid_0's poisson: -70.1985\tvalid_0's quantile: 9.70044\n",
"[50]\tvalid_0's poisson: -70.3167\tvalid_0's quantile: 9.66717\n",
"[51]\tvalid_0's poisson: -70.4342\tvalid_0's quantile: 9.63415\n",
"[52]\tvalid_0's poisson: -70.5511\tvalid_0's quantile: 9.60096\n",
"[53]\tvalid_0's poisson: -70.6673\tvalid_0's quantile: 9.5679\n",
"[54]\tvalid_0's poisson: -70.783\tvalid_0's quantile: 9.5349\n",
"[55]\tvalid_0's poisson: -70.8976\tvalid_0's quantile: 9.50285\n",
"[56]\tvalid_0's poisson: -71.012\tvalid_0's quantile: 9.47044\n",
"[57]\tvalid_0's poisson: -71.1257\tvalid_0's quantile: 9.43852\n",
"[58]\tvalid_0's poisson: -71.2407\tvalid_0's quantile: 9.40664\n",
"[59]\tvalid_0's poisson: -71.355\tvalid_0's quantile: 9.37495\n",
"[60]\tvalid_0's poisson: -71.4676\tvalid_0's quantile: 9.34363\n",
"[61]\tvalid_0's poisson: -71.5845\tvalid_0's quantile: 9.31192\n",
"[62]\tvalid_0's poisson: -71.7006\tvalid_0's quantile: 9.28049\n",
"[63]\tvalid_0's poisson: -71.8204\tvalid_0's quantile: 9.24891\n",
"[64]\tvalid_0's poisson: -71.9406\tvalid_0's quantile: 9.21738\n",
"[65]\tvalid_0's poisson: -72.0591\tvalid_0's quantile: 9.18624\n",
"[66]\tvalid_0's poisson: -72.177\tvalid_0's quantile: 9.15522\n",
"[67]\tvalid_0's poisson: -72.2935\tvalid_0's quantile: 9.12462\n",
"[68]\tvalid_0's poisson: -72.4096\tvalid_0's quantile: 9.09461\n",
"[69]\tvalid_0's poisson: -72.5248\tvalid_0's quantile: 9.06455\n",
"[70]\tvalid_0's poisson: -72.6401\tvalid_0's quantile: 9.03437\n",
"[71]\tvalid_0's poisson: -72.7539\tvalid_0's quantile: 9.00451\n",
"[72]\tvalid_0's poisson: -72.8679\tvalid_0's quantile: 8.97459\n",
"[73]\tvalid_0's poisson: -72.9806\tvalid_0's quantile: 8.94502\n",
"[74]\tvalid_0's poisson: -73.0934\tvalid_0's quantile: 8.91563\n",
"[75]\tvalid_0's poisson: -73.2045\tvalid_0's quantile: 8.88694\n",
"[76]\tvalid_0's poisson: -73.315\tvalid_0's quantile: 8.85837\n",
"[77]\tvalid_0's poisson: -73.4275\tvalid_0's quantile: 8.82915\n",
"[78]\tvalid_0's poisson: -73.5388\tvalid_0's quantile: 8.80022\n",
"[79]\tvalid_0's poisson: -73.6498\tvalid_0's quantile: 8.77171\n",
"[80]\tvalid_0's poisson: -73.7599\tvalid_0's quantile: 8.74346\n",
"[81]\tvalid_0's poisson: -73.8701\tvalid_0's quantile: 8.7152\n",
"[82]\tvalid_0's poisson: -73.9791\tvalid_0's quantile: 8.68733\n",
"[83]\tvalid_0's poisson: -74.0877\tvalid_0's quantile: 8.65953\n",
"[84]\tvalid_0's poisson: -74.1951\tvalid_0's quantile: 8.63213\n",
"[85]\tvalid_0's poisson: -74.3024\tvalid_0's quantile: 8.6047\n",
"[86]\tvalid_0's poisson: -74.4097\tvalid_0's quantile: 8.57734\n",
"[87]\tvalid_0's poisson: -74.5158\tvalid_0's quantile: 8.55042\n",
"[88]\tvalid_0's poisson: -74.6221\tvalid_0's quantile: 8.52358\n",
"[89]\tvalid_0's poisson: -74.7276\tvalid_0's quantile: 8.49726\n",
"[90]\tvalid_0's poisson: -74.8318\tvalid_0's quantile: 8.47136\n",
"[91]\tvalid_0's poisson: -74.9351\tvalid_0's quantile: 8.44542\n",
"[92]\tvalid_0's poisson: -75.0391\tvalid_0's quantile: 8.41984\n",
"[93]\tvalid_0's poisson: -75.141\tvalid_0's quantile: 8.3943\n",
"[94]\tvalid_0's poisson: -75.2427\tvalid_0's quantile: 8.36909\n",
"[95]\tvalid_0's poisson: -75.3442\tvalid_0's quantile: 8.34408\n",
"[96]\tvalid_0's poisson: -75.4451\tvalid_0's quantile: 8.31907\n",
"[97]\tvalid_0's poisson: -75.5449\tvalid_0's quantile: 8.29432\n",
"[98]\tvalid_0's poisson: -75.6456\tvalid_0's quantile: 8.26913\n",
"[99]\tvalid_0's poisson: -75.7459\tvalid_0's quantile: 8.24387\n",
"[100]\tvalid_0's poisson: -75.8433\tvalid_0's quantile: 8.21943\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.3215\tvalid_0's quantile: 11.6515\n",
"[2]\tvalid_0's poisson: -62.4845\tvalid_0's quantile: 11.6053\n",
"[3]\tvalid_0's poisson: -62.6451\tvalid_0's quantile: 11.5601\n",
"[4]\tvalid_0's poisson: -62.8059\tvalid_0's quantile: 11.5146\n",
"[5]\tvalid_0's poisson: -62.9642\tvalid_0's quantile: 11.4699\n",
"[6]\tvalid_0's poisson: -63.1215\tvalid_0's quantile: 11.4253\n",
"[7]\tvalid_0's poisson: -63.2777\tvalid_0's quantile: 11.381\n",
"[8]\tvalid_0's poisson: -63.4355\tvalid_0's quantile: 11.3364\n",
"[9]\tvalid_0's poisson: -63.5915\tvalid_0's quantile: 11.2913\n",
"[10]\tvalid_0's poisson: -63.7463\tvalid_0's quantile: 11.2465\n",
"[11]\tvalid_0's poisson: -63.9015\tvalid_0's quantile: 11.2017\n",
"[12]\tvalid_0's poisson: -64.0538\tvalid_0's quantile: 11.1585\n",
"[13]\tvalid_0's poisson: -64.2046\tvalid_0's quantile: 11.1158\n",
"[14]\tvalid_0's poisson: -64.3552\tvalid_0's quantile: 11.0732\n",
"[15]\tvalid_0's poisson: -64.5038\tvalid_0's quantile: 11.0311\n",
"[16]\tvalid_0's poisson: -64.6515\tvalid_0's quantile: 10.9892\n",
"[17]\tvalid_0's poisson: -64.7983\tvalid_0's quantile: 10.9475\n",
"[18]\tvalid_0's poisson: -64.9451\tvalid_0's quantile: 10.9059\n",
"[19]\tvalid_0's poisson: -65.09\tvalid_0's quantile: 10.8647\n",
"[20]\tvalid_0's poisson: -65.2339\tvalid_0's quantile: 10.8238\n",
"[21]\tvalid_0's poisson: -65.377\tvalid_0's quantile: 10.7831\n",
"[22]\tvalid_0's poisson: -65.52\tvalid_0's quantile: 10.7424\n",
"[23]\tvalid_0's poisson: -65.6621\tvalid_0's quantile: 10.7023\n",
"[24]\tvalid_0's poisson: -65.8034\tvalid_0's quantile: 10.6625\n",
"[25]\tvalid_0's poisson: -65.9435\tvalid_0's quantile: 10.6226\n",
"[26]\tvalid_0's poisson: -66.0826\tvalid_0's quantile: 10.5834\n",
"[27]\tvalid_0's poisson: -66.221\tvalid_0's quantile: 10.5446\n",
"[28]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.5059\n",
"[29]\tvalid_0's poisson: -66.4953\tvalid_0's quantile: 10.468\n",
"[30]\tvalid_0's poisson: -66.6314\tvalid_0's quantile: 10.43\n",
"[31]\tvalid_0's poisson: -66.7663\tvalid_0's quantile: 10.3926\n",
"[32]\tvalid_0's poisson: -66.9008\tvalid_0's quantile: 10.3555\n",
"[33]\tvalid_0's poisson: -67.0344\tvalid_0's quantile: 10.3186\n",
"[34]\tvalid_0's poisson: -67.1672\tvalid_0's quantile: 10.2818\n",
"[35]\tvalid_0's poisson: -67.2988\tvalid_0's quantile: 10.2452\n",
"[36]\tvalid_0's poisson: -67.43\tvalid_0's quantile: 10.2091\n",
"[37]\tvalid_0's poisson: -67.5608\tvalid_0's quantile: 10.1732\n",
"[38]\tvalid_0's poisson: -67.6907\tvalid_0's quantile: 10.137\n",
"[39]\tvalid_0's poisson: -67.8194\tvalid_0's quantile: 10.1012\n",
"[40]\tvalid_0's poisson: -67.9475\tvalid_0's quantile: 10.0665\n",
"[41]\tvalid_0's poisson: -68.074\tvalid_0's quantile: 10.0328\n",
"[42]\tvalid_0's poisson: -68.2003\tvalid_0's quantile: 9.99835\n",
"[43]\tvalid_0's poisson: -68.3264\tvalid_0's quantile: 9.96349\n",
"[44]\tvalid_0's poisson: -68.4518\tvalid_0's quantile: 9.92883\n",
"[45]\tvalid_0's poisson: -68.5763\tvalid_0's quantile: 9.89472\n",
"[46]\tvalid_0's poisson: -68.6995\tvalid_0's quantile: 9.86124\n",
"[47]\tvalid_0's poisson: -68.8222\tvalid_0's quantile: 9.82839\n",
"[48]\tvalid_0's poisson: -68.944\tvalid_0's quantile: 9.79591\n",
"[49]\tvalid_0's poisson: -69.0658\tvalid_0's quantile: 9.76353\n",
"[50]\tvalid_0's poisson: -69.1876\tvalid_0's quantile: 9.73071\n",
"[51]\tvalid_0's poisson: -69.3082\tvalid_0's quantile: 9.6975\n",
"[52]\tvalid_0's poisson: -69.4282\tvalid_0's quantile: 9.66495\n",
"[53]\tvalid_0's poisson: -69.548\tvalid_0's quantile: 9.6326\n",
"[54]\tvalid_0's poisson: -69.6661\tvalid_0's quantile: 9.60041\n",
"[55]\tvalid_0's poisson: -69.7841\tvalid_0's quantile: 9.5678\n",
"[56]\tvalid_0's poisson: -69.9008\tvalid_0's quantile: 9.53673\n",
"[57]\tvalid_0's poisson: -70.0164\tvalid_0's quantile: 9.50564\n",
"[58]\tvalid_0's poisson: -70.1331\tvalid_0's quantile: 9.47404\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[59]\tvalid_0's poisson: -70.2485\tvalid_0's quantile: 9.44274\n",
"[60]\tvalid_0's poisson: -70.3633\tvalid_0's quantile: 9.41152\n",
"[61]\tvalid_0's poisson: -70.4782\tvalid_0's quantile: 9.38064\n",
"[62]\tvalid_0's poisson: -70.5925\tvalid_0's quantile: 9.35\n",
"[63]\tvalid_0's poisson: -70.7061\tvalid_0's quantile: 9.31954\n",
"[64]\tvalid_0's poisson: -70.8162\tvalid_0's quantile: 9.28958\n",
"[65]\tvalid_0's poisson: -70.9281\tvalid_0's quantile: 9.2597\n",
"[66]\tvalid_0's poisson: -71.0394\tvalid_0's quantile: 9.2301\n",
"[67]\tvalid_0's poisson: -71.1479\tvalid_0's quantile: 9.20091\n",
"[68]\tvalid_0's poisson: -71.2582\tvalid_0's quantile: 9.17173\n",
"[69]\tvalid_0's poisson: -71.3683\tvalid_0's quantile: 9.1424\n",
"[70]\tvalid_0's poisson: -71.4792\tvalid_0's quantile: 9.11306\n",
"[71]\tvalid_0's poisson: -71.5966\tvalid_0's quantile: 9.08322\n",
"[72]\tvalid_0's poisson: -71.7047\tvalid_0's quantile: 9.05435\n",
"[73]\tvalid_0's poisson: -71.8178\tvalid_0's quantile: 9.02502\n",
"[74]\tvalid_0's poisson: -71.9311\tvalid_0's quantile: 8.99574\n",
"[75]\tvalid_0's poisson: -72.044\tvalid_0's quantile: 8.9673\n",
"[76]\tvalid_0's poisson: -72.1554\tvalid_0's quantile: 8.93924\n",
"[77]\tvalid_0's poisson: -72.2682\tvalid_0's quantile: 8.91127\n",
"[78]\tvalid_0's poisson: -72.3803\tvalid_0's quantile: 8.88347\n",
"[79]\tvalid_0's poisson: -72.4934\tvalid_0's quantile: 8.85551\n",
"[80]\tvalid_0's poisson: -72.6049\tvalid_0's quantile: 8.82731\n",
"[81]\tvalid_0's poisson: -72.7169\tvalid_0's quantile: 8.7992\n",
"[82]\tvalid_0's poisson: -72.8261\tvalid_0's quantile: 8.77202\n",
"[83]\tvalid_0's poisson: -72.9347\tvalid_0's quantile: 8.74496\n",
"[84]\tvalid_0's poisson: -73.0439\tvalid_0's quantile: 8.71763\n",
"[85]\tvalid_0's poisson: -73.1537\tvalid_0's quantile: 8.6903\n",
"[86]\tvalid_0's poisson: -73.2623\tvalid_0's quantile: 8.6631\n",
"[87]\tvalid_0's poisson: -73.3717\tvalid_0's quantile: 8.63607\n",
"[88]\tvalid_0's poisson: -73.4784\tvalid_0's quantile: 8.60986\n",
"[89]\tvalid_0's poisson: -73.5846\tvalid_0's quantile: 8.58387\n",
"[90]\tvalid_0's poisson: -73.6903\tvalid_0's quantile: 8.55801\n",
"[91]\tvalid_0's poisson: -73.7959\tvalid_0's quantile: 8.53167\n",
"[92]\tvalid_0's poisson: -73.9009\tvalid_0's quantile: 8.50558\n",
"[93]\tvalid_0's poisson: -74.0054\tvalid_0's quantile: 8.47959\n",
"[94]\tvalid_0's poisson: -74.1098\tvalid_0's quantile: 8.45361\n",
"[95]\tvalid_0's poisson: -74.2152\tvalid_0's quantile: 8.42751\n",
"[96]\tvalid_0's poisson: -74.3201\tvalid_0's quantile: 8.40155\n",
"[97]\tvalid_0's poisson: -74.4249\tvalid_0's quantile: 8.37587\n",
"[98]\tvalid_0's poisson: -74.526\tvalid_0's quantile: 8.3507\n",
"[99]\tvalid_0's poisson: -74.6257\tvalid_0's quantile: 8.32585\n",
"[100]\tvalid_0's poisson: -74.7269\tvalid_0's quantile: 8.30159\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7414\tvalid_0's quantile: 10.9446\n",
"[2]\tvalid_0's poisson: -67.0683\tvalid_0's quantile: 10.2771\n",
"[3]\tvalid_0's poisson: -69.1801\tvalid_0's quantile: 9.70048\n",
"[4]\tvalid_0's poisson: -71.1033\tvalid_0's quantile: 9.18393\n",
"[5]\tvalid_0's poisson: -72.9336\tvalid_0's quantile: 8.69267\n",
"[6]\tvalid_0's poisson: -74.7972\tvalid_0's quantile: 8.24264\n",
"[7]\tvalid_0's poisson: -76.5298\tvalid_0's quantile: 7.8134\n",
"[8]\tvalid_0's poisson: -78.0419\tvalid_0's quantile: 7.45261\n",
"[9]\tvalid_0's poisson: -79.5028\tvalid_0's quantile: 7.11044\n",
"[10]\tvalid_0's poisson: -80.932\tvalid_0's quantile: 6.7854\n",
"[11]\tvalid_0's poisson: -82.2373\tvalid_0's quantile: 6.49879\n",
"[12]\tvalid_0's poisson: -83.4532\tvalid_0's quantile: 6.24714\n",
"[13]\tvalid_0's poisson: -84.5965\tvalid_0's quantile: 6.01169\n",
"[14]\tvalid_0's poisson: -85.6802\tvalid_0's quantile: 5.79804\n",
"[15]\tvalid_0's poisson: -86.6839\tvalid_0's quantile: 5.59723\n",
"[16]\tvalid_0's poisson: -87.7013\tvalid_0's quantile: 5.41283\n",
"[17]\tvalid_0's poisson: -88.6439\tvalid_0's quantile: 5.24228\n",
"[18]\tvalid_0's poisson: -89.5291\tvalid_0's quantile: 5.07756\n",
"[19]\tvalid_0's poisson: -90.379\tvalid_0's quantile: 4.93536\n",
"[20]\tvalid_0's poisson: -91.1607\tvalid_0's quantile: 4.80174\n",
"[21]\tvalid_0's poisson: -91.9193\tvalid_0's quantile: 4.68019\n",
"[22]\tvalid_0's poisson: -92.6177\tvalid_0's quantile: 4.56612\n",
"[23]\tvalid_0's poisson: -93.2822\tvalid_0's quantile: 4.46128\n",
"[24]\tvalid_0's poisson: -93.8813\tvalid_0's quantile: 4.35845\n",
"[25]\tvalid_0's poisson: -94.4692\tvalid_0's quantile: 4.2586\n",
"[26]\tvalid_0's poisson: -95.0171\tvalid_0's quantile: 4.17076\n",
"[27]\tvalid_0's poisson: -95.5468\tvalid_0's quantile: 4.08385\n",
"[28]\tvalid_0's poisson: -96.0686\tvalid_0's quantile: 4.00474\n",
"[29]\tvalid_0's poisson: -96.5599\tvalid_0's quantile: 3.93221\n",
"[30]\tvalid_0's poisson: -97.0073\tvalid_0's quantile: 3.86857\n",
"[31]\tvalid_0's poisson: -97.4495\tvalid_0's quantile: 3.80346\n",
"[32]\tvalid_0's poisson: -97.8804\tvalid_0's quantile: 3.74239\n",
"[33]\tvalid_0's poisson: -98.2863\tvalid_0's quantile: 3.68129\n",
"[34]\tvalid_0's poisson: -98.6889\tvalid_0's quantile: 3.62701\n",
"[35]\tvalid_0's poisson: -99.0643\tvalid_0's quantile: 3.57558\n",
"[36]\tvalid_0's poisson: -99.4065\tvalid_0's quantile: 3.53006\n",
"[37]\tvalid_0's poisson: -99.7513\tvalid_0's quantile: 3.47988\n",
"[38]\tvalid_0's poisson: -100.068\tvalid_0's quantile: 3.4361\n",
"[39]\tvalid_0's poisson: -100.362\tvalid_0's quantile: 3.39692\n",
"[40]\tvalid_0's poisson: -100.631\tvalid_0's quantile: 3.36071\n",
"[41]\tvalid_0's poisson: -100.894\tvalid_0's quantile: 3.32423\n",
"[42]\tvalid_0's poisson: -101.134\tvalid_0's quantile: 3.29136\n",
"[43]\tvalid_0's poisson: -101.355\tvalid_0's quantile: 3.26104\n",
"[44]\tvalid_0's poisson: -101.562\tvalid_0's quantile: 3.23197\n",
"[45]\tvalid_0's poisson: -101.76\tvalid_0's quantile: 3.2047\n",
"[46]\tvalid_0's poisson: -101.96\tvalid_0's quantile: 3.17764\n",
"[47]\tvalid_0's poisson: -102.142\tvalid_0's quantile: 3.15481\n",
"[48]\tvalid_0's poisson: -102.314\tvalid_0's quantile: 3.13097\n",
"[49]\tvalid_0's poisson: -102.468\tvalid_0's quantile: 3.10778\n",
"[50]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.08508\n",
"[51]\tvalid_0's poisson: -102.77\tvalid_0's quantile: 3.06751\n",
"[52]\tvalid_0's poisson: -102.919\tvalid_0's quantile: 3.04772\n",
"[53]\tvalid_0's poisson: -103.06\tvalid_0's quantile: 3.02824\n",
"[54]\tvalid_0's poisson: -103.194\tvalid_0's quantile: 3.0129\n",
"[55]\tvalid_0's poisson: -103.324\tvalid_0's quantile: 2.99667\n",
"[56]\tvalid_0's poisson: -103.444\tvalid_0's quantile: 2.98098\n",
"[57]\tvalid_0's poisson: -103.569\tvalid_0's quantile: 2.96655\n",
"[58]\tvalid_0's poisson: -103.685\tvalid_0's quantile: 2.95299\n",
"[59]\tvalid_0's poisson: -103.784\tvalid_0's quantile: 2.94098\n",
"[60]\tvalid_0's poisson: -103.884\tvalid_0's quantile: 2.9291\n",
"[61]\tvalid_0's poisson: -103.974\tvalid_0's quantile: 2.91695\n",
"[62]\tvalid_0's poisson: -104.065\tvalid_0's quantile: 2.90554\n",
"[63]\tvalid_0's poisson: -104.142\tvalid_0's quantile: 2.89441\n",
"[64]\tvalid_0's poisson: -104.221\tvalid_0's quantile: 2.8855\n",
"[65]\tvalid_0's poisson: -104.301\tvalid_0's quantile: 2.87632\n",
"[66]\tvalid_0's poisson: -104.374\tvalid_0's quantile: 2.86563\n",
"[67]\tvalid_0's poisson: -104.44\tvalid_0's quantile: 2.85797\n",
"[68]\tvalid_0's poisson: -104.503\tvalid_0's quantile: 2.8509\n",
"[69]\tvalid_0's poisson: -104.565\tvalid_0's quantile: 2.84488\n",
"[70]\tvalid_0's poisson: -104.612\tvalid_0's quantile: 2.83562\n",
"[71]\tvalid_0's poisson: -104.668\tvalid_0's quantile: 2.82915\n",
"[72]\tvalid_0's poisson: -104.719\tvalid_0's quantile: 2.82082\n",
"[73]\tvalid_0's poisson: -104.771\tvalid_0's quantile: 2.81456\n",
"[74]\tvalid_0's poisson: -104.818\tvalid_0's quantile: 2.80791\n",
"[75]\tvalid_0's poisson: -104.864\tvalid_0's quantile: 2.80239\n",
"[76]\tvalid_0's poisson: -104.901\tvalid_0's quantile: 2.78967\n",
"[77]\tvalid_0's poisson: -104.937\tvalid_0's quantile: 2.78561\n",
"[78]\tvalid_0's poisson: -104.972\tvalid_0's quantile: 2.78268\n",
"[79]\tvalid_0's poisson: -105.005\tvalid_0's quantile: 2.77993\n",
"[80]\tvalid_0's poisson: -105.042\tvalid_0's quantile: 2.77651\n",
"[81]\tvalid_0's poisson: -105.077\tvalid_0's quantile: 2.77267\n",
"[82]\tvalid_0's poisson: -105.112\tvalid_0's quantile: 2.76755\n",
"[83]\tvalid_0's poisson: -105.138\tvalid_0's quantile: 2.76457\n",
"[84]\tvalid_0's poisson: -105.168\tvalid_0's quantile: 2.76135\n",
"[85]\tvalid_0's poisson: -105.198\tvalid_0's quantile: 2.75875\n",
"[86]\tvalid_0's poisson: -105.219\tvalid_0's quantile: 2.75672\n",
"[87]\tvalid_0's poisson: -105.244\tvalid_0's quantile: 2.75417\n",
"[88]\tvalid_0's poisson: -105.262\tvalid_0's quantile: 2.75321\n",
"[89]\tvalid_0's poisson: -105.281\tvalid_0's quantile: 2.75239\n",
"[90]\tvalid_0's poisson: -105.303\tvalid_0's quantile: 2.75162\n",
"[91]\tvalid_0's poisson: -105.315\tvalid_0's quantile: 2.75015\n",
"[92]\tvalid_0's poisson: -105.343\tvalid_0's quantile: 2.74814\n",
"[93]\tvalid_0's poisson: -105.361\tvalid_0's quantile: 2.74605\n",
"[94]\tvalid_0's poisson: -105.375\tvalid_0's quantile: 2.74459\n",
"[95]\tvalid_0's poisson: -105.39\tvalid_0's quantile: 2.74349\n",
"[96]\tvalid_0's poisson: -105.405\tvalid_0's quantile: 2.74192\n",
"[97]\tvalid_0's poisson: -105.421\tvalid_0's quantile: 2.74021\n",
"[98]\tvalid_0's poisson: -105.432\tvalid_0's quantile: 2.73838\n",
"[99]\tvalid_0's poisson: -105.443\tvalid_0's quantile: 2.73748\n",
"[100]\tvalid_0's poisson: -105.458\tvalid_0's quantile: 2.73648\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7635\tvalid_0's quantile: 10.9433\n",
"[2]\tvalid_0's poisson: -67.1218\tvalid_0's quantile: 10.2767\n",
"[3]\tvalid_0's poisson: -69.1963\tvalid_0's quantile: 9.71095\n",
"[4]\tvalid_0's poisson: -71.1902\tvalid_0's quantile: 9.17195\n",
"[5]\tvalid_0's poisson: -73.0633\tvalid_0's quantile: 8.66863\n",
"[6]\tvalid_0's poisson: -74.672\tvalid_0's quantile: 8.23266\n",
"[7]\tvalid_0's poisson: -76.4044\tvalid_0's quantile: 7.82591\n",
"[8]\tvalid_0's poisson: -78.0253\tvalid_0's quantile: 7.45204\n",
"[9]\tvalid_0's poisson: -79.4994\tvalid_0's quantile: 7.10546\n",
"[10]\tvalid_0's poisson: -80.8913\tvalid_0's quantile: 6.78296\n",
"[11]\tvalid_0's poisson: -82.1833\tvalid_0's quantile: 6.49298\n",
"[12]\tvalid_0's poisson: -83.3455\tvalid_0's quantile: 6.2473\n",
"[13]\tvalid_0's poisson: -84.5209\tvalid_0's quantile: 6.00479\n",
"[14]\tvalid_0's poisson: -85.6388\tvalid_0's quantile: 5.78543\n",
"[15]\tvalid_0's poisson: -86.679\tvalid_0's quantile: 5.58701\n",
"[16]\tvalid_0's poisson: -87.6421\tvalid_0's quantile: 5.40643\n",
"[17]\tvalid_0's poisson: -88.6179\tvalid_0's quantile: 5.23435\n",
"[18]\tvalid_0's poisson: -89.5258\tvalid_0's quantile: 5.08079\n",
"[19]\tvalid_0's poisson: -90.3912\tvalid_0's quantile: 4.93799\n",
"[20]\tvalid_0's poisson: -91.186\tvalid_0's quantile: 4.80214\n",
"[21]\tvalid_0's poisson: -91.9241\tvalid_0's quantile: 4.67703\n",
"[22]\tvalid_0's poisson: -92.6251\tvalid_0's quantile: 4.55912\n",
"[23]\tvalid_0's poisson: -93.2739\tvalid_0's quantile: 4.45295\n",
"[24]\tvalid_0's poisson: -93.9012\tvalid_0's quantile: 4.35426\n",
"[25]\tvalid_0's poisson: -94.5082\tvalid_0's quantile: 4.25715\n",
"[26]\tvalid_0's poisson: -95.0916\tvalid_0's quantile: 4.17104\n",
"[27]\tvalid_0's poisson: -95.6415\tvalid_0's quantile: 4.09124\n",
"[28]\tvalid_0's poisson: -96.1454\tvalid_0's quantile: 4.01409\n",
"[29]\tvalid_0's poisson: -96.6387\tvalid_0's quantile: 3.94531\n",
"[30]\tvalid_0's poisson: -97.081\tvalid_0's quantile: 3.87539\n",
"[31]\tvalid_0's poisson: -97.5282\tvalid_0's quantile: 3.81245\n",
"[32]\tvalid_0's poisson: -97.94\tvalid_0's quantile: 3.75263\n",
"[33]\tvalid_0's poisson: -98.3274\tvalid_0's quantile: 3.69749\n",
"[34]\tvalid_0's poisson: -98.7295\tvalid_0's quantile: 3.64034\n",
"[35]\tvalid_0's poisson: -99.0867\tvalid_0's quantile: 3.59044\n",
"[36]\tvalid_0's poisson: -99.4315\tvalid_0's quantile: 3.53777\n",
"[37]\tvalid_0's poisson: -99.7556\tvalid_0's quantile: 3.4944\n",
"[38]\tvalid_0's poisson: -100.063\tvalid_0's quantile: 3.45172\n",
"[39]\tvalid_0's poisson: -100.374\tvalid_0's quantile: 3.40351\n",
"[40]\tvalid_0's poisson: -100.661\tvalid_0's quantile: 3.36483\n",
"[41]\tvalid_0's poisson: -100.932\tvalid_0's quantile: 3.32737\n",
"[42]\tvalid_0's poisson: -101.166\tvalid_0's quantile: 3.29893\n",
"[43]\tvalid_0's poisson: -101.387\tvalid_0's quantile: 3.27131\n",
"[44]\tvalid_0's poisson: -101.604\tvalid_0's quantile: 3.23952\n",
"[45]\tvalid_0's poisson: -101.817\tvalid_0's quantile: 3.21219\n",
"[46]\tvalid_0's poisson: -102.016\tvalid_0's quantile: 3.18713\n",
"[47]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.16126\n",
"[48]\tvalid_0's poisson: -102.397\tvalid_0's quantile: 3.13553\n",
"[49]\tvalid_0's poisson: -102.566\tvalid_0's quantile: 3.11431\n",
"[50]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.09611\n",
"[51]\tvalid_0's poisson: -102.873\tvalid_0's quantile: 3.07159\n",
"[52]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.0545\n",
"[53]\tvalid_0's poisson: -103.146\tvalid_0's quantile: 3.03664\n",
"[54]\tvalid_0's poisson: -103.279\tvalid_0's quantile: 3.02026\n",
"[55]\tvalid_0's poisson: -103.395\tvalid_0's quantile: 3.0073\n",
"[56]\tvalid_0's poisson: -103.516\tvalid_0's quantile: 2.99211\n",
"[57]\tvalid_0's poisson: -103.627\tvalid_0's quantile: 2.97938\n",
"[58]\tvalid_0's poisson: -103.729\tvalid_0's quantile: 2.96551\n",
"[59]\tvalid_0's poisson: -103.833\tvalid_0's quantile: 2.94904\n",
"[60]\tvalid_0's poisson: -103.928\tvalid_0's quantile: 2.93616\n",
"[61]\tvalid_0's poisson: -104.013\tvalid_0's quantile: 2.9226\n",
"[62]\tvalid_0's poisson: -104.097\tvalid_0's quantile: 2.91343\n",
"[63]\tvalid_0's poisson: -104.18\tvalid_0's quantile: 2.90469\n",
"[64]\tvalid_0's poisson: -104.255\tvalid_0's quantile: 2.89707\n",
"[65]\tvalid_0's poisson: -104.332\tvalid_0's quantile: 2.88785\n",
"[66]\tvalid_0's poisson: -104.398\tvalid_0's quantile: 2.87976\n",
"[67]\tvalid_0's poisson: -104.464\tvalid_0's quantile: 2.868\n",
"[68]\tvalid_0's poisson: -104.523\tvalid_0's quantile: 2.86164\n",
"[69]\tvalid_0's poisson: -104.581\tvalid_0's quantile: 2.85419\n",
"[70]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.84471\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[71]\tvalid_0's poisson: -104.687\tvalid_0's quantile: 2.8333\n",
"[72]\tvalid_0's poisson: -104.732\tvalid_0's quantile: 2.82704\n",
"[73]\tvalid_0's poisson: -104.775\tvalid_0's quantile: 2.82176\n",
"[74]\tvalid_0's poisson: -104.813\tvalid_0's quantile: 2.81743\n",
"[75]\tvalid_0's poisson: -104.85\tvalid_0's quantile: 2.81391\n",
"[76]\tvalid_0's poisson: -104.891\tvalid_0's quantile: 2.80939\n",
"[77]\tvalid_0's poisson: -104.93\tvalid_0's quantile: 2.80539\n",
"[78]\tvalid_0's poisson: -104.96\tvalid_0's quantile: 2.80113\n",
"[79]\tvalid_0's poisson: -104.995\tvalid_0's quantile: 2.79792\n",
"[80]\tvalid_0's poisson: -105.027\tvalid_0's quantile: 2.79528\n",
"[81]\tvalid_0's poisson: -105.062\tvalid_0's quantile: 2.79172\n",
"[82]\tvalid_0's poisson: -105.09\tvalid_0's quantile: 2.78843\n",
"[83]\tvalid_0's poisson: -105.113\tvalid_0's quantile: 2.78632\n",
"[84]\tvalid_0's poisson: -105.132\tvalid_0's quantile: 2.78411\n",
"[85]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.78269\n",
"[86]\tvalid_0's poisson: -105.176\tvalid_0's quantile: 2.77905\n",
"[87]\tvalid_0's poisson: -105.199\tvalid_0's quantile: 2.77724\n",
"[88]\tvalid_0's poisson: -105.223\tvalid_0's quantile: 2.77508\n",
"[89]\tvalid_0's poisson: -105.25\tvalid_0's quantile: 2.77271\n",
"[90]\tvalid_0's poisson: -105.271\tvalid_0's quantile: 2.76315\n",
"[91]\tvalid_0's poisson: -105.289\tvalid_0's quantile: 2.75852\n",
"[92]\tvalid_0's poisson: -105.307\tvalid_0's quantile: 2.75716\n",
"[93]\tvalid_0's poisson: -105.33\tvalid_0's quantile: 2.75453\n",
"[94]\tvalid_0's poisson: -105.354\tvalid_0's quantile: 2.75109\n",
"[95]\tvalid_0's poisson: -105.377\tvalid_0's quantile: 2.74798\n",
"[96]\tvalid_0's poisson: -105.398\tvalid_0's quantile: 2.7459\n",
"[97]\tvalid_0's poisson: -105.417\tvalid_0's quantile: 2.74433\n",
"[98]\tvalid_0's poisson: -105.434\tvalid_0's quantile: 2.7431\n",
"[99]\tvalid_0's poisson: -105.449\tvalid_0's quantile: 2.74134\n",
"[100]\tvalid_0's poisson: -105.462\tvalid_0's quantile: 2.74035\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.2868\tvalid_0's quantile: 10.9523\n",
"[2]\tvalid_0's poisson: -67.6216\tvalid_0's quantile: 10.286\n",
"[3]\tvalid_0's poisson: -69.7336\tvalid_0's quantile: 9.69686\n",
"[4]\tvalid_0's poisson: -71.6647\tvalid_0's quantile: 9.15987\n",
"[5]\tvalid_0's poisson: -73.4942\tvalid_0's quantile: 8.66798\n",
"[6]\tvalid_0's poisson: -75.2675\tvalid_0's quantile: 8.21436\n",
"[7]\tvalid_0's poisson: -76.9541\tvalid_0's quantile: 7.80136\n",
"[8]\tvalid_0's poisson: -78.4912\tvalid_0's quantile: 7.43141\n",
"[9]\tvalid_0's poisson: -79.9809\tvalid_0's quantile: 7.08263\n",
"[10]\tvalid_0's poisson: -81.3295\tvalid_0's quantile: 6.76145\n",
"[11]\tvalid_0's poisson: -82.6329\tvalid_0's quantile: 6.4759\n",
"[12]\tvalid_0's poisson: -83.8409\tvalid_0's quantile: 6.22152\n",
"[13]\tvalid_0's poisson: -84.9736\tvalid_0's quantile: 5.98774\n",
"[14]\tvalid_0's poisson: -86.0223\tvalid_0's quantile: 5.77525\n",
"[15]\tvalid_0's poisson: -87.0933\tvalid_0's quantile: 5.58166\n",
"[16]\tvalid_0's poisson: -88.0971\tvalid_0's quantile: 5.40297\n",
"[17]\tvalid_0's poisson: -89.0168\tvalid_0's quantile: 5.24159\n",
"[18]\tvalid_0's poisson: -89.8914\tvalid_0's quantile: 5.08339\n",
"[19]\tvalid_0's poisson: -90.6548\tvalid_0's quantile: 4.94617\n",
"[20]\tvalid_0's poisson: -91.4535\tvalid_0's quantile: 4.80184\n",
"[21]\tvalid_0's poisson: -92.1846\tvalid_0's quantile: 4.67381\n",
"[22]\tvalid_0's poisson: -92.8665\tvalid_0's quantile: 4.56417\n",
"[23]\tvalid_0's poisson: -93.5051\tvalid_0's quantile: 4.45117\n",
"[24]\tvalid_0's poisson: -94.1042\tvalid_0's quantile: 4.35087\n",
"[25]\tvalid_0's poisson: -94.6841\tvalid_0's quantile: 4.25527\n",
"[26]\tvalid_0's poisson: -95.2439\tvalid_0's quantile: 4.16225\n",
"[27]\tvalid_0's poisson: -95.7746\tvalid_0's quantile: 4.07966\n",
"[28]\tvalid_0's poisson: -96.2692\tvalid_0's quantile: 3.99968\n",
"[29]\tvalid_0's poisson: -96.7911\tvalid_0's quantile: 3.92198\n",
"[30]\tvalid_0's poisson: -97.2636\tvalid_0's quantile: 3.84792\n",
"[31]\tvalid_0's poisson: -97.7004\tvalid_0's quantile: 3.78104\n",
"[32]\tvalid_0's poisson: -98.1249\tvalid_0's quantile: 3.72295\n",
"[33]\tvalid_0's poisson: -98.5357\tvalid_0's quantile: 3.66114\n",
"[34]\tvalid_0's poisson: -98.9268\tvalid_0's quantile: 3.60617\n",
"[35]\tvalid_0's poisson: -99.2831\tvalid_0's quantile: 3.55532\n",
"[36]\tvalid_0's poisson: -99.6172\tvalid_0's quantile: 3.50232\n",
"[37]\tvalid_0's poisson: -99.954\tvalid_0's quantile: 3.45611\n",
"[38]\tvalid_0's poisson: -100.267\tvalid_0's quantile: 3.41588\n",
"[39]\tvalid_0's poisson: -100.558\tvalid_0's quantile: 3.37271\n",
"[40]\tvalid_0's poisson: -100.838\tvalid_0's quantile: 3.32864\n",
"[41]\tvalid_0's poisson: -101.103\tvalid_0's quantile: 3.29191\n",
"[42]\tvalid_0's poisson: -101.345\tvalid_0's quantile: 3.25715\n",
"[43]\tvalid_0's poisson: -101.57\tvalid_0's quantile: 3.22479\n",
"[44]\tvalid_0's poisson: -101.787\tvalid_0's quantile: 3.19281\n",
"[45]\tvalid_0's poisson: -101.981\tvalid_0's quantile: 3.16481\n",
"[46]\tvalid_0's poisson: -102.192\tvalid_0's quantile: 3.1385\n",
"[47]\tvalid_0's poisson: -102.374\tvalid_0's quantile: 3.11384\n",
"[48]\tvalid_0's poisson: -102.548\tvalid_0's quantile: 3.09065\n",
"[49]\tvalid_0's poisson: -102.714\tvalid_0's quantile: 3.06908\n",
"[50]\tvalid_0's poisson: -102.871\tvalid_0's quantile: 3.04981\n",
"[51]\tvalid_0's poisson: -103.016\tvalid_0's quantile: 3.03154\n",
"[52]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.00776\n",
"[53]\tvalid_0's poisson: -103.295\tvalid_0's quantile: 2.98991\n",
"[54]\tvalid_0's poisson: -103.43\tvalid_0's quantile: 2.97297\n",
"[55]\tvalid_0's poisson: -103.559\tvalid_0's quantile: 2.95486\n",
"[56]\tvalid_0's poisson: -103.68\tvalid_0's quantile: 2.93805\n",
"[57]\tvalid_0's poisson: -103.788\tvalid_0's quantile: 2.91586\n",
"[58]\tvalid_0's poisson: -103.896\tvalid_0's quantile: 2.9006\n",
"[59]\tvalid_0's poisson: -103.992\tvalid_0's quantile: 2.8893\n",
"[60]\tvalid_0's poisson: -104.085\tvalid_0's quantile: 2.87841\n",
"[61]\tvalid_0's poisson: -104.179\tvalid_0's quantile: 2.8647\n",
"[62]\tvalid_0's poisson: -104.265\tvalid_0's quantile: 2.854\n",
"[63]\tvalid_0's poisson: -104.343\tvalid_0's quantile: 2.84312\n",
"[64]\tvalid_0's poisson: -104.423\tvalid_0's quantile: 2.83212\n",
"[65]\tvalid_0's poisson: -104.49\tvalid_0's quantile: 2.82324\n",
"[66]\tvalid_0's poisson: -104.561\tvalid_0's quantile: 2.81299\n",
"[67]\tvalid_0's poisson: -104.622\tvalid_0's quantile: 2.8039\n",
"[68]\tvalid_0's poisson: -104.686\tvalid_0's quantile: 2.79432\n",
"[69]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.78543\n",
"[70]\tvalid_0's poisson: -104.787\tvalid_0's quantile: 2.77901\n",
"[71]\tvalid_0's poisson: -104.84\tvalid_0's quantile: 2.76974\n",
"[72]\tvalid_0's poisson: -104.89\tvalid_0's quantile: 2.76255\n",
"[73]\tvalid_0's poisson: -104.932\tvalid_0's quantile: 2.75791\n",
"[74]\tvalid_0's poisson: -104.977\tvalid_0's quantile: 2.75312\n",
"[75]\tvalid_0's poisson: -105.016\tvalid_0's quantile: 2.74731\n",
"[76]\tvalid_0's poisson: -105.059\tvalid_0's quantile: 2.74376\n",
"[77]\tvalid_0's poisson: -105.092\tvalid_0's quantile: 2.73985\n",
"[78]\tvalid_0's poisson: -105.124\tvalid_0's quantile: 2.73506\n",
"[79]\tvalid_0's poisson: -105.156\tvalid_0's quantile: 2.73155\n",
"[80]\tvalid_0's poisson: -105.182\tvalid_0's quantile: 2.72675\n",
"[81]\tvalid_0's poisson: -105.21\tvalid_0's quantile: 2.72482\n",
"[82]\tvalid_0's poisson: -105.232\tvalid_0's quantile: 2.72258\n",
"[83]\tvalid_0's poisson: -105.256\tvalid_0's quantile: 2.72052\n",
"[84]\tvalid_0's poisson: -105.281\tvalid_0's quantile: 2.71833\n",
"[85]\tvalid_0's poisson: -105.3\tvalid_0's quantile: 2.71562\n",
"[86]\tvalid_0's poisson: -105.325\tvalid_0's quantile: 2.71301\n",
"[87]\tvalid_0's poisson: -105.347\tvalid_0's quantile: 2.71184\n",
"[88]\tvalid_0's poisson: -105.369\tvalid_0's quantile: 2.70795\n",
"[89]\tvalid_0's poisson: -105.392\tvalid_0's quantile: 2.70604\n",
"[90]\tvalid_0's poisson: -105.411\tvalid_0's quantile: 2.70472\n",
"[91]\tvalid_0's poisson: -105.431\tvalid_0's quantile: 2.70336\n",
"[92]\tvalid_0's poisson: -105.449\tvalid_0's quantile: 2.70201\n",
"[93]\tvalid_0's poisson: -105.467\tvalid_0's quantile: 2.70052\n",
"[94]\tvalid_0's poisson: -105.485\tvalid_0's quantile: 2.69949\n",
"[95]\tvalid_0's poisson: -105.506\tvalid_0's quantile: 2.69633\n",
"[96]\tvalid_0's poisson: -105.521\tvalid_0's quantile: 2.69476\n",
"[97]\tvalid_0's poisson: -105.538\tvalid_0's quantile: 2.69365\n",
"[98]\tvalid_0's poisson: -105.554\tvalid_0's quantile: 2.69239\n",
"[99]\tvalid_0's poisson: -105.568\tvalid_0's quantile: 2.6915\n",
"[100]\tvalid_0's poisson: -105.582\tvalid_0's quantile: 2.6905\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.9815\tvalid_0's quantile: 10.9191\n",
"[2]\tvalid_0's poisson: -68.2364\tvalid_0's quantile: 10.2464\n",
"[3]\tvalid_0's poisson: -70.311\tvalid_0's quantile: 9.65706\n",
"[4]\tvalid_0's poisson: -72.1676\tvalid_0's quantile: 9.14901\n",
"[5]\tvalid_0's poisson: -73.8993\tvalid_0's quantile: 8.65376\n",
"[6]\tvalid_0's poisson: -75.6632\tvalid_0's quantile: 8.20683\n",
"[7]\tvalid_0's poisson: -77.2214\tvalid_0's quantile: 7.81493\n",
"[8]\tvalid_0's poisson: -78.7802\tvalid_0's quantile: 7.44284\n",
"[9]\tvalid_0's poisson: -80.2031\tvalid_0's quantile: 7.10267\n",
"[10]\tvalid_0's poisson: -81.573\tvalid_0's quantile: 6.78944\n",
"[11]\tvalid_0's poisson: -82.843\tvalid_0's quantile: 6.50395\n",
"[12]\tvalid_0's poisson: -83.9968\tvalid_0's quantile: 6.24411\n",
"[13]\tvalid_0's poisson: -85.1049\tvalid_0's quantile: 6.0094\n",
"[14]\tvalid_0's poisson: -86.1538\tvalid_0's quantile: 5.79405\n",
"[15]\tvalid_0's poisson: -87.103\tvalid_0's quantile: 5.6059\n",
"[16]\tvalid_0's poisson: -88.0823\tvalid_0's quantile: 5.42636\n",
"[17]\tvalid_0's poisson: -89.0257\tvalid_0's quantile: 5.24942\n",
"[18]\tvalid_0's poisson: -89.9011\tvalid_0's quantile: 5.09225\n",
"[19]\tvalid_0's poisson: -90.731\tvalid_0's quantile: 4.94148\n",
"[20]\tvalid_0's poisson: -91.5127\tvalid_0's quantile: 4.8068\n",
"[21]\tvalid_0's poisson: -92.2357\tvalid_0's quantile: 4.68779\n",
"[22]\tvalid_0's poisson: -92.9294\tvalid_0's quantile: 4.57956\n",
"[23]\tvalid_0's poisson: -93.5554\tvalid_0's quantile: 4.47837\n",
"[24]\tvalid_0's poisson: -94.1559\tvalid_0's quantile: 4.37845\n",
"[25]\tvalid_0's poisson: -94.7525\tvalid_0's quantile: 4.28448\n",
"[26]\tvalid_0's poisson: -95.3122\tvalid_0's quantile: 4.18611\n",
"[27]\tvalid_0's poisson: -95.8583\tvalid_0's quantile: 4.09772\n",
"[28]\tvalid_0's poisson: -96.3437\tvalid_0's quantile: 4.02172\n",
"[29]\tvalid_0's poisson: -96.8304\tvalid_0's quantile: 3.94666\n",
"[30]\tvalid_0's poisson: -97.2854\tvalid_0's quantile: 3.87799\n",
"[31]\tvalid_0's poisson: -97.7133\tvalid_0's quantile: 3.81623\n",
"[32]\tvalid_0's poisson: -98.1628\tvalid_0's quantile: 3.7518\n",
"[33]\tvalid_0's poisson: -98.5647\tvalid_0's quantile: 3.69724\n",
"[34]\tvalid_0's poisson: -98.947\tvalid_0's quantile: 3.63967\n",
"[35]\tvalid_0's poisson: -99.3006\tvalid_0's quantile: 3.58884\n",
"[36]\tvalid_0's poisson: -99.6502\tvalid_0's quantile: 3.53771\n",
"[37]\tvalid_0's poisson: -99.9548\tvalid_0's quantile: 3.49117\n",
"[38]\tvalid_0's poisson: -100.257\tvalid_0's quantile: 3.44803\n",
"[39]\tvalid_0's poisson: -100.552\tvalid_0's quantile: 3.40797\n",
"[40]\tvalid_0's poisson: -100.819\tvalid_0's quantile: 3.37068\n",
"[41]\tvalid_0's poisson: -101.072\tvalid_0's quantile: 3.33581\n",
"[42]\tvalid_0's poisson: -101.311\tvalid_0's quantile: 3.30151\n",
"[43]\tvalid_0's poisson: -101.529\tvalid_0's quantile: 3.27185\n",
"[44]\tvalid_0's poisson: -101.738\tvalid_0's quantile: 3.24465\n",
"[45]\tvalid_0's poisson: -101.945\tvalid_0's quantile: 3.2136\n",
"[46]\tvalid_0's poisson: -102.146\tvalid_0's quantile: 3.18527\n",
"[47]\tvalid_0's poisson: -102.33\tvalid_0's quantile: 3.16181\n",
"[48]\tvalid_0's poisson: -102.513\tvalid_0's quantile: 3.13901\n",
"[49]\tvalid_0's poisson: -102.679\tvalid_0's quantile: 3.11733\n",
"[50]\tvalid_0's poisson: -102.833\tvalid_0's quantile: 3.09965\n",
"[51]\tvalid_0's poisson: -102.97\tvalid_0's quantile: 3.07866\n",
"[52]\tvalid_0's poisson: -103.104\tvalid_0's quantile: 3.06128\n",
"[53]\tvalid_0's poisson: -103.223\tvalid_0's quantile: 3.04412\n",
"[54]\tvalid_0's poisson: -103.339\tvalid_0's quantile: 3.02697\n",
"[55]\tvalid_0's poisson: -103.471\tvalid_0's quantile: 3.01161\n",
"[56]\tvalid_0's poisson: -103.584\tvalid_0's quantile: 2.99794\n",
"[57]\tvalid_0's poisson: -103.69\tvalid_0's quantile: 2.98298\n",
"[58]\tvalid_0's poisson: -103.802\tvalid_0's quantile: 2.97007\n",
"[59]\tvalid_0's poisson: -103.897\tvalid_0's quantile: 2.9591\n",
"[60]\tvalid_0's poisson: -103.99\tvalid_0's quantile: 2.9482\n",
"[61]\tvalid_0's poisson: -104.074\tvalid_0's quantile: 2.9386\n",
"[62]\tvalid_0's poisson: -104.148\tvalid_0's quantile: 2.92877\n",
"[63]\tvalid_0's poisson: -104.223\tvalid_0's quantile: 2.91254\n",
"[64]\tvalid_0's poisson: -104.294\tvalid_0's quantile: 2.90302\n",
"[65]\tvalid_0's poisson: -104.361\tvalid_0's quantile: 2.89601\n",
"[66]\tvalid_0's poisson: -104.432\tvalid_0's quantile: 2.88873\n",
"[67]\tvalid_0's poisson: -104.491\tvalid_0's quantile: 2.87907\n",
"[68]\tvalid_0's poisson: -104.55\tvalid_0's quantile: 2.86972\n",
"[69]\tvalid_0's poisson: -104.599\tvalid_0's quantile: 2.86093\n",
"[70]\tvalid_0's poisson: -104.65\tvalid_0's quantile: 2.8454\n",
"[71]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.83948\n",
"[72]\tvalid_0's poisson: -104.745\tvalid_0's quantile: 2.83028\n",
"[73]\tvalid_0's poisson: -104.788\tvalid_0's quantile: 2.82621\n",
"[74]\tvalid_0's poisson: -104.826\tvalid_0's quantile: 2.82161\n",
"[75]\tvalid_0's poisson: -104.867\tvalid_0's quantile: 2.81829\n",
"[76]\tvalid_0's poisson: -104.903\tvalid_0's quantile: 2.81515\n",
"[77]\tvalid_0's poisson: -104.937\tvalid_0's quantile: 2.81095\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[78]\tvalid_0's poisson: -104.974\tvalid_0's quantile: 2.80755\n",
"[79]\tvalid_0's poisson: -105.002\tvalid_0's quantile: 2.80514\n",
"[80]\tvalid_0's poisson: -105.028\tvalid_0's quantile: 2.79919\n",
"[81]\tvalid_0's poisson: -105.055\tvalid_0's quantile: 2.79737\n",
"[82]\tvalid_0's poisson: -105.086\tvalid_0's quantile: 2.7942\n",
"[83]\tvalid_0's poisson: -105.112\tvalid_0's quantile: 2.79021\n",
"[84]\tvalid_0's poisson: -105.136\tvalid_0's quantile: 2.78691\n",
"[85]\tvalid_0's poisson: -105.157\tvalid_0's quantile: 2.78493\n",
"[86]\tvalid_0's poisson: -105.181\tvalid_0's quantile: 2.78237\n",
"[87]\tvalid_0's poisson: -105.205\tvalid_0's quantile: 2.78033\n",
"[88]\tvalid_0's poisson: -105.228\tvalid_0's quantile: 2.77648\n",
"[89]\tvalid_0's poisson: -105.25\tvalid_0's quantile: 2.76927\n",
"[90]\tvalid_0's poisson: -105.27\tvalid_0's quantile: 2.76735\n",
"[91]\tvalid_0's poisson: -105.288\tvalid_0's quantile: 2.76404\n",
"[92]\tvalid_0's poisson: -105.314\tvalid_0's quantile: 2.76087\n",
"[93]\tvalid_0's poisson: -105.334\tvalid_0's quantile: 2.75796\n",
"[94]\tvalid_0's poisson: -105.349\tvalid_0's quantile: 2.75587\n",
"[95]\tvalid_0's poisson: -105.368\tvalid_0's quantile: 2.75411\n",
"[96]\tvalid_0's poisson: -105.385\tvalid_0's quantile: 2.75302\n",
"[97]\tvalid_0's poisson: -105.4\tvalid_0's quantile: 2.75153\n",
"[98]\tvalid_0's poisson: -105.414\tvalid_0's quantile: 2.75048\n",
"[99]\tvalid_0's poisson: -105.426\tvalid_0's quantile: 2.74897\n",
"[100]\tvalid_0's poisson: -105.437\tvalid_0's quantile: 2.74785\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6948\tvalid_0's quantile: 10.9599\n",
"[2]\tvalid_0's poisson: -67.0108\tvalid_0's quantile: 10.3008\n",
"[3]\tvalid_0's poisson: -69.1411\tvalid_0's quantile: 9.7134\n",
"[4]\tvalid_0's poisson: -71.1201\tvalid_0's quantile: 9.1859\n",
"[5]\tvalid_0's poisson: -72.7967\tvalid_0's quantile: 8.71593\n",
"[6]\tvalid_0's poisson: -74.4765\tvalid_0's quantile: 8.28485\n",
"[7]\tvalid_0's poisson: -76.1483\tvalid_0's quantile: 7.88404\n",
"[8]\tvalid_0's poisson: -77.7804\tvalid_0's quantile: 7.50316\n",
"[9]\tvalid_0's poisson: -79.3227\tvalid_0's quantile: 7.14696\n",
"[10]\tvalid_0's poisson: -80.7328\tvalid_0's quantile: 6.8392\n",
"[11]\tvalid_0's poisson: -82.0541\tvalid_0's quantile: 6.55392\n",
"[12]\tvalid_0's poisson: -83.3021\tvalid_0's quantile: 6.28953\n",
"[13]\tvalid_0's poisson: -84.4693\tvalid_0's quantile: 6.04988\n",
"[14]\tvalid_0's poisson: -85.5235\tvalid_0's quantile: 5.84084\n",
"[15]\tvalid_0's poisson: -86.5248\tvalid_0's quantile: 5.65082\n",
"[16]\tvalid_0's poisson: -87.4923\tvalid_0's quantile: 5.46135\n",
"[17]\tvalid_0's poisson: -88.4636\tvalid_0's quantile: 5.29027\n",
"[18]\tvalid_0's poisson: -89.3714\tvalid_0's quantile: 5.12715\n",
"[19]\tvalid_0's poisson: -90.2197\tvalid_0's quantile: 4.98028\n",
"[20]\tvalid_0's poisson: -91.0231\tvalid_0's quantile: 4.84051\n",
"[21]\tvalid_0's poisson: -91.7741\tvalid_0's quantile: 4.71275\n",
"[22]\tvalid_0's poisson: -92.4723\tvalid_0's quantile: 4.59012\n",
"[23]\tvalid_0's poisson: -93.1237\tvalid_0's quantile: 4.47159\n",
"[24]\tvalid_0's poisson: -93.7472\tvalid_0's quantile: 4.37038\n",
"[25]\tvalid_0's poisson: -94.3361\tvalid_0's quantile: 4.28008\n",
"[26]\tvalid_0's poisson: -94.9303\tvalid_0's quantile: 4.18769\n",
"[27]\tvalid_0's poisson: -95.477\tvalid_0's quantile: 4.10306\n",
"[28]\tvalid_0's poisson: -96.0219\tvalid_0's quantile: 4.0229\n",
"[29]\tvalid_0's poisson: -96.5029\tvalid_0's quantile: 3.94983\n",
"[30]\tvalid_0's poisson: -96.9607\tvalid_0's quantile: 3.88354\n",
"[31]\tvalid_0's poisson: -97.4037\tvalid_0's quantile: 3.81987\n",
"[32]\tvalid_0's poisson: -97.8406\tvalid_0's quantile: 3.75721\n",
"[33]\tvalid_0's poisson: -98.256\tvalid_0's quantile: 3.70002\n",
"[34]\tvalid_0's poisson: -98.6444\tvalid_0's quantile: 3.64576\n",
"[35]\tvalid_0's poisson: -99.0325\tvalid_0's quantile: 3.59003\n",
"[36]\tvalid_0's poisson: -99.387\tvalid_0's quantile: 3.5391\n",
"[37]\tvalid_0's poisson: -99.7129\tvalid_0's quantile: 3.49405\n",
"[38]\tvalid_0's poisson: -100.031\tvalid_0's quantile: 3.44902\n",
"[39]\tvalid_0's poisson: -100.336\tvalid_0's quantile: 3.40714\n",
"[40]\tvalid_0's poisson: -100.626\tvalid_0's quantile: 3.36911\n",
"[41]\tvalid_0's poisson: -100.899\tvalid_0's quantile: 3.33312\n",
"[42]\tvalid_0's poisson: -101.153\tvalid_0's quantile: 3.29567\n",
"[43]\tvalid_0's poisson: -101.384\tvalid_0's quantile: 3.2613\n",
"[44]\tvalid_0's poisson: -101.605\tvalid_0's quantile: 3.2305\n",
"[45]\tvalid_0's poisson: -101.825\tvalid_0's quantile: 3.19992\n",
"[46]\tvalid_0's poisson: -102.017\tvalid_0's quantile: 3.17261\n",
"[47]\tvalid_0's poisson: -102.205\tvalid_0's quantile: 3.1479\n",
"[48]\tvalid_0's poisson: -102.39\tvalid_0's quantile: 3.12494\n",
"[49]\tvalid_0's poisson: -102.563\tvalid_0's quantile: 3.104\n",
"[50]\tvalid_0's poisson: -102.727\tvalid_0's quantile: 3.08289\n",
"[51]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.06494\n",
"[52]\tvalid_0's poisson: -103.029\tvalid_0's quantile: 3.0421\n",
"[53]\tvalid_0's poisson: -103.164\tvalid_0's quantile: 3.02558\n",
"[54]\tvalid_0's poisson: -103.283\tvalid_0's quantile: 3.00914\n",
"[55]\tvalid_0's poisson: -103.413\tvalid_0's quantile: 2.99422\n",
"[56]\tvalid_0's poisson: -103.541\tvalid_0's quantile: 2.97916\n",
"[57]\tvalid_0's poisson: -103.651\tvalid_0's quantile: 2.96511\n",
"[58]\tvalid_0's poisson: -103.764\tvalid_0's quantile: 2.95162\n",
"[59]\tvalid_0's poisson: -103.865\tvalid_0's quantile: 2.9375\n",
"[60]\tvalid_0's poisson: -103.957\tvalid_0's quantile: 2.92638\n",
"[61]\tvalid_0's poisson: -104.052\tvalid_0's quantile: 2.91045\n",
"[62]\tvalid_0's poisson: -104.13\tvalid_0's quantile: 2.89973\n",
"[63]\tvalid_0's poisson: -104.214\tvalid_0's quantile: 2.89029\n",
"[64]\tvalid_0's poisson: -104.287\tvalid_0's quantile: 2.87964\n",
"[65]\tvalid_0's poisson: -104.361\tvalid_0's quantile: 2.86537\n",
"[66]\tvalid_0's poisson: -104.425\tvalid_0's quantile: 2.8558\n",
"[67]\tvalid_0's poisson: -104.481\tvalid_0's quantile: 2.84781\n",
"[68]\tvalid_0's poisson: -104.544\tvalid_0's quantile: 2.83263\n",
"[69]\tvalid_0's poisson: -104.607\tvalid_0's quantile: 2.81663\n",
"[70]\tvalid_0's poisson: -104.661\tvalid_0's quantile: 2.81068\n",
"[71]\tvalid_0's poisson: -104.711\tvalid_0's quantile: 2.80541\n",
"[72]\tvalid_0's poisson: -104.756\tvalid_0's quantile: 2.80187\n",
"[73]\tvalid_0's poisson: -104.797\tvalid_0's quantile: 2.79826\n",
"[74]\tvalid_0's poisson: -104.843\tvalid_0's quantile: 2.79357\n",
"[75]\tvalid_0's poisson: -104.882\tvalid_0's quantile: 2.79006\n",
"[76]\tvalid_0's poisson: -104.917\tvalid_0's quantile: 2.78622\n",
"[77]\tvalid_0's poisson: -104.951\tvalid_0's quantile: 2.78286\n",
"[78]\tvalid_0's poisson: -104.983\tvalid_0's quantile: 2.77981\n",
"[79]\tvalid_0's poisson: -105.017\tvalid_0's quantile: 2.77737\n",
"[80]\tvalid_0's poisson: -105.044\tvalid_0's quantile: 2.7741\n",
"[81]\tvalid_0's poisson: -105.071\tvalid_0's quantile: 2.76969\n",
"[82]\tvalid_0's poisson: -105.105\tvalid_0's quantile: 2.76\n",
"[83]\tvalid_0's poisson: -105.136\tvalid_0's quantile: 2.75755\n",
"[84]\tvalid_0's poisson: -105.162\tvalid_0's quantile: 2.75583\n",
"[85]\tvalid_0's poisson: -105.186\tvalid_0's quantile: 2.75354\n",
"[86]\tvalid_0's poisson: -105.211\tvalid_0's quantile: 2.74819\n",
"[87]\tvalid_0's poisson: -105.234\tvalid_0's quantile: 2.74674\n",
"[88]\tvalid_0's poisson: -105.258\tvalid_0's quantile: 2.74389\n",
"[89]\tvalid_0's poisson: -105.286\tvalid_0's quantile: 2.7414\n",
"[90]\tvalid_0's poisson: -105.308\tvalid_0's quantile: 2.73812\n",
"[91]\tvalid_0's poisson: -105.33\tvalid_0's quantile: 2.73192\n",
"[92]\tvalid_0's poisson: -105.347\tvalid_0's quantile: 2.73097\n",
"[93]\tvalid_0's poisson: -105.369\tvalid_0's quantile: 2.72302\n",
"[94]\tvalid_0's poisson: -105.388\tvalid_0's quantile: 2.72099\n",
"[95]\tvalid_0's poisson: -105.409\tvalid_0's quantile: 2.71849\n",
"[96]\tvalid_0's poisson: -105.425\tvalid_0's quantile: 2.71648\n",
"[97]\tvalid_0's poisson: -105.44\tvalid_0's quantile: 2.71407\n",
"[98]\tvalid_0's poisson: -105.458\tvalid_0's quantile: 2.70828\n",
"[99]\tvalid_0's poisson: -105.473\tvalid_0's quantile: 2.70692\n",
"[100]\tvalid_0's poisson: -105.492\tvalid_0's quantile: 2.70521\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -71.2973\tvalid_0's quantile: 9.07456\n",
"[2]\tvalid_0's poisson: -77.5642\tvalid_0's quantile: 7.46928\n",
"[3]\tvalid_0's poisson: -82.8756\tvalid_0's quantile: 6.30562\n",
"[4]\tvalid_0's poisson: -86.9026\tvalid_0's quantile: 5.55491\n",
"[5]\tvalid_0's poisson: -90.0891\tvalid_0's quantile: 5.00066\n",
"[6]\tvalid_0's poisson: -92.6617\tvalid_0's quantile: 4.59142\n",
"[7]\tvalid_0's poisson: -94.7395\tvalid_0's quantile: 4.30781\n",
"[8]\tvalid_0's poisson: -96.6584\tvalid_0's quantile: 4.04347\n",
"[9]\tvalid_0's poisson: -98.0364\tvalid_0's quantile: 3.86552\n",
"[10]\tvalid_0's poisson: -99.162\tvalid_0's quantile: 3.70716\n",
"[11]\tvalid_0's poisson: -100.354\tvalid_0's quantile: 3.53987\n",
"[12]\tvalid_0's poisson: -101.149\tvalid_0's quantile: 3.42999\n",
"[13]\tvalid_0's poisson: -101.831\tvalid_0's quantile: 3.3361\n",
"[14]\tvalid_0's poisson: -102.335\tvalid_0's quantile: 3.26938\n",
"[15]\tvalid_0's poisson: -102.723\tvalid_0's quantile: 3.20652\n",
"[16]\tvalid_0's poisson: -103.071\tvalid_0's quantile: 3.16054\n",
"[17]\tvalid_0's poisson: -103.37\tvalid_0's quantile: 3.12224\n",
"[18]\tvalid_0's poisson: -103.539\tvalid_0's quantile: 3.08549\n",
"[19]\tvalid_0's poisson: -103.78\tvalid_0's quantile: 3.05269\n",
"[20]\tvalid_0's poisson: -103.934\tvalid_0's quantile: 3.03189\n",
"[21]\tvalid_0's poisson: -104.116\tvalid_0's quantile: 3.0135\n",
"[22]\tvalid_0's poisson: -104.251\tvalid_0's quantile: 2.99801\n",
"[23]\tvalid_0's poisson: -104.356\tvalid_0's quantile: 2.98417\n",
"[24]\tvalid_0's poisson: -104.428\tvalid_0's quantile: 2.97589\n",
"[25]\tvalid_0's poisson: -104.483\tvalid_0's quantile: 2.96737\n",
"[26]\tvalid_0's poisson: -104.512\tvalid_0's quantile: 2.95631\n",
"[27]\tvalid_0's poisson: -104.53\tvalid_0's quantile: 2.94939\n",
"[28]\tvalid_0's poisson: -104.579\tvalid_0's quantile: 2.94395\n",
"[29]\tvalid_0's poisson: -104.611\tvalid_0's quantile: 2.92742\n",
"[30]\tvalid_0's poisson: -104.653\tvalid_0's quantile: 2.89595\n",
"[31]\tvalid_0's poisson: -104.678\tvalid_0's quantile: 2.89331\n",
"[32]\tvalid_0's poisson: -104.705\tvalid_0's quantile: 2.88879\n",
"[33]\tvalid_0's poisson: -104.722\tvalid_0's quantile: 2.88486\n",
"[34]\tvalid_0's poisson: -104.727\tvalid_0's quantile: 2.8768\n",
"[35]\tvalid_0's poisson: -104.745\tvalid_0's quantile: 2.86046\n",
"[36]\tvalid_0's poisson: -104.755\tvalid_0's quantile: 2.86014\n",
"[37]\tvalid_0's poisson: -104.765\tvalid_0's quantile: 2.85749\n",
"[38]\tvalid_0's poisson: -104.776\tvalid_0's quantile: 2.8559\n",
"[39]\tvalid_0's poisson: -104.79\tvalid_0's quantile: 2.85384\n",
"[40]\tvalid_0's poisson: -104.818\tvalid_0's quantile: 2.8474\n",
"[41]\tvalid_0's poisson: -104.817\tvalid_0's quantile: 2.84361\n",
"[42]\tvalid_0's poisson: -104.829\tvalid_0's quantile: 2.84294\n",
"[43]\tvalid_0's poisson: -104.888\tvalid_0's quantile: 2.8349\n",
"[44]\tvalid_0's poisson: -104.928\tvalid_0's quantile: 2.82228\n",
"[45]\tvalid_0's poisson: -104.919\tvalid_0's quantile: 2.82407\n",
"[46]\tvalid_0's poisson: -104.949\tvalid_0's quantile: 2.82271\n",
"[47]\tvalid_0's poisson: -104.956\tvalid_0's quantile: 2.82012\n",
"[48]\tvalid_0's poisson: -104.967\tvalid_0's quantile: 2.81797\n",
"[49]\tvalid_0's poisson: -104.978\tvalid_0's quantile: 2.81567\n",
"[50]\tvalid_0's poisson: -105\tvalid_0's quantile: 2.81192\n",
"[51]\tvalid_0's poisson: -105.009\tvalid_0's quantile: 2.81133\n",
"[52]\tvalid_0's poisson: -104.988\tvalid_0's quantile: 2.80891\n",
"[53]\tvalid_0's poisson: -105.007\tvalid_0's quantile: 2.80754\n",
"[54]\tvalid_0's poisson: -105.016\tvalid_0's quantile: 2.80882\n",
"[55]\tvalid_0's poisson: -105.039\tvalid_0's quantile: 2.80691\n",
"[56]\tvalid_0's poisson: -105.04\tvalid_0's quantile: 2.80708\n",
"[57]\tvalid_0's poisson: -105.039\tvalid_0's quantile: 2.80718\n",
"[58]\tvalid_0's poisson: -105.044\tvalid_0's quantile: 2.80764\n",
"[59]\tvalid_0's poisson: -105.032\tvalid_0's quantile: 2.80343\n",
"[60]\tvalid_0's poisson: -105.033\tvalid_0's quantile: 2.79337\n",
"[61]\tvalid_0's poisson: -105.044\tvalid_0's quantile: 2.79291\n",
"[62]\tvalid_0's poisson: -105.061\tvalid_0's quantile: 2.79394\n",
"[63]\tvalid_0's poisson: -105.063\tvalid_0's quantile: 2.79409\n",
"[64]\tvalid_0's poisson: -105.072\tvalid_0's quantile: 2.79315\n",
"[65]\tvalid_0's poisson: -105.073\tvalid_0's quantile: 2.79326\n",
"[66]\tvalid_0's poisson: -105.083\tvalid_0's quantile: 2.79212\n",
"[67]\tvalid_0's poisson: -105.087\tvalid_0's quantile: 2.79272\n",
"[68]\tvalid_0's poisson: -105.107\tvalid_0's quantile: 2.78882\n",
"[69]\tvalid_0's poisson: -105.098\tvalid_0's quantile: 2.78959\n",
"[70]\tvalid_0's poisson: -105.09\tvalid_0's quantile: 2.78856\n",
"[71]\tvalid_0's poisson: -105.103\tvalid_0's quantile: 2.78923\n",
"[72]\tvalid_0's poisson: -105.101\tvalid_0's quantile: 2.78958\n",
"[73]\tvalid_0's poisson: -105.12\tvalid_0's quantile: 2.78834\n",
"[74]\tvalid_0's poisson: -105.131\tvalid_0's quantile: 2.78832\n",
"[75]\tvalid_0's poisson: -105.129\tvalid_0's quantile: 2.78676\n",
"[76]\tvalid_0's poisson: -105.135\tvalid_0's quantile: 2.78702\n",
"[77]\tvalid_0's poisson: -105.141\tvalid_0's quantile: 2.78471\n",
"[78]\tvalid_0's poisson: -105.15\tvalid_0's quantile: 2.78404\n",
"[79]\tvalid_0's poisson: -105.167\tvalid_0's quantile: 2.78183\n",
"[80]\tvalid_0's poisson: -105.18\tvalid_0's quantile: 2.78162\n",
"[81]\tvalid_0's poisson: -105.2\tvalid_0's quantile: 2.77951\n",
"[82]\tvalid_0's poisson: -105.197\tvalid_0's quantile: 2.77896\n",
"[83]\tvalid_0's poisson: -105.201\tvalid_0's quantile: 2.77896\n",
"[84]\tvalid_0's poisson: -105.215\tvalid_0's quantile: 2.7797\n",
"[85]\tvalid_0's poisson: -105.217\tvalid_0's quantile: 2.78108\n",
"[86]\tvalid_0's poisson: -105.223\tvalid_0's quantile: 2.78038\n",
"[87]\tvalid_0's poisson: -105.241\tvalid_0's quantile: 2.77897\n",
"[88]\tvalid_0's poisson: -105.241\tvalid_0's quantile: 2.77885\n",
"[89]\tvalid_0's poisson: -105.247\tvalid_0's quantile: 2.77197\n",
"[90]\tvalid_0's poisson: -105.244\tvalid_0's quantile: 2.77223\n",
"[91]\tvalid_0's poisson: -105.243\tvalid_0's quantile: 2.77251\n",
"[92]\tvalid_0's poisson: -105.241\tvalid_0's quantile: 2.7734\n",
"[93]\tvalid_0's poisson: -105.249\tvalid_0's quantile: 2.77376\n",
"[94]\tvalid_0's poisson: -105.233\tvalid_0's quantile: 2.77231\n",
"[95]\tvalid_0's poisson: -105.245\tvalid_0's quantile: 2.77215\n",
"[96]\tvalid_0's poisson: -105.25\tvalid_0's quantile: 2.77339\n",
"[97]\tvalid_0's poisson: -105.256\tvalid_0's quantile: 2.77255\n",
"[98]\tvalid_0's poisson: -105.254\tvalid_0's quantile: 2.77269\n",
"[99]\tvalid_0's poisson: -105.258\tvalid_0's quantile: 2.77206\n",
"[100]\tvalid_0's poisson: -105.256\tvalid_0's quantile: 2.77126\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -71.5084\tvalid_0's quantile: 9.04263\n",
"[2]\tvalid_0's poisson: -77.7382\tvalid_0's quantile: 7.41207\n",
"[3]\tvalid_0's poisson: -83.0193\tvalid_0's quantile: 6.27054\n",
"[4]\tvalid_0's poisson: -87.4679\tvalid_0's quantile: 5.46249\n",
"[5]\tvalid_0's poisson: -90.5715\tvalid_0's quantile: 4.93027\n",
"[6]\tvalid_0's poisson: -93.1621\tvalid_0's quantile: 4.53438\n",
"[7]\tvalid_0's poisson: -95.1967\tvalid_0's quantile: 4.26594\n",
"[8]\tvalid_0's poisson: -96.9871\tvalid_0's quantile: 3.99946\n",
"[9]\tvalid_0's poisson: -98.2404\tvalid_0's quantile: 3.8086\n",
"[10]\tvalid_0's poisson: -99.4332\tvalid_0's quantile: 3.64249\n",
"[11]\tvalid_0's poisson: -100.432\tvalid_0's quantile: 3.49559\n",
"[12]\tvalid_0's poisson: -101.238\tvalid_0's quantile: 3.39876\n",
"[13]\tvalid_0's poisson: -101.832\tvalid_0's quantile: 3.29557\n",
"[14]\tvalid_0's poisson: -102.405\tvalid_0's quantile: 3.2228\n",
"[15]\tvalid_0's poisson: -102.767\tvalid_0's quantile: 3.17715\n",
"[16]\tvalid_0's poisson: -103.103\tvalid_0's quantile: 3.13278\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -103.364\tvalid_0's quantile: 3.0898\n",
"[18]\tvalid_0's poisson: -103.614\tvalid_0's quantile: 3.04385\n",
"[19]\tvalid_0's poisson: -103.818\tvalid_0's quantile: 3.01645\n",
"[20]\tvalid_0's poisson: -103.921\tvalid_0's quantile: 3.00428\n",
"[21]\tvalid_0's poisson: -104.013\tvalid_0's quantile: 2.99034\n",
"[22]\tvalid_0's poisson: -104.122\tvalid_0's quantile: 2.97374\n",
"[23]\tvalid_0's poisson: -104.202\tvalid_0's quantile: 2.95198\n",
"[24]\tvalid_0's poisson: -104.304\tvalid_0's quantile: 2.94492\n",
"[25]\tvalid_0's poisson: -104.422\tvalid_0's quantile: 2.92742\n",
"[26]\tvalid_0's poisson: -104.44\tvalid_0's quantile: 2.92014\n",
"[27]\tvalid_0's poisson: -104.491\tvalid_0's quantile: 2.89225\n",
"[28]\tvalid_0's poisson: -104.551\tvalid_0's quantile: 2.88721\n",
"[29]\tvalid_0's poisson: -104.579\tvalid_0's quantile: 2.87404\n",
"[30]\tvalid_0's poisson: -104.601\tvalid_0's quantile: 2.87151\n",
"[31]\tvalid_0's poisson: -104.625\tvalid_0's quantile: 2.86945\n",
"[32]\tvalid_0's poisson: -104.661\tvalid_0's quantile: 2.86143\n",
"[33]\tvalid_0's poisson: -104.661\tvalid_0's quantile: 2.86025\n",
"[34]\tvalid_0's poisson: -104.673\tvalid_0's quantile: 2.85712\n",
"[35]\tvalid_0's poisson: -104.716\tvalid_0's quantile: 2.84611\n",
"[36]\tvalid_0's poisson: -104.765\tvalid_0's quantile: 2.83433\n",
"[37]\tvalid_0's poisson: -104.77\tvalid_0's quantile: 2.83274\n",
"[38]\tvalid_0's poisson: -104.768\tvalid_0's quantile: 2.83434\n",
"[39]\tvalid_0's poisson: -104.784\tvalid_0's quantile: 2.83289\n",
"[40]\tvalid_0's poisson: -104.789\tvalid_0's quantile: 2.83189\n",
"[41]\tvalid_0's poisson: -104.801\tvalid_0's quantile: 2.83103\n",
"[42]\tvalid_0's poisson: -104.819\tvalid_0's quantile: 2.82395\n",
"[43]\tvalid_0's poisson: -104.82\tvalid_0's quantile: 2.81759\n",
"[44]\tvalid_0's poisson: -104.838\tvalid_0's quantile: 2.81422\n",
"[45]\tvalid_0's poisson: -104.83\tvalid_0's quantile: 2.81388\n",
"[46]\tvalid_0's poisson: -104.863\tvalid_0's quantile: 2.8111\n",
"[47]\tvalid_0's poisson: -104.849\tvalid_0's quantile: 2.80978\n",
"[48]\tvalid_0's poisson: -104.875\tvalid_0's quantile: 2.7844\n",
"[49]\tvalid_0's poisson: -104.875\tvalid_0's quantile: 2.78185\n",
"[50]\tvalid_0's poisson: -104.877\tvalid_0's quantile: 2.78354\n",
"[51]\tvalid_0's poisson: -104.903\tvalid_0's quantile: 2.78125\n",
"[52]\tvalid_0's poisson: -104.916\tvalid_0's quantile: 2.77619\n",
"[53]\tvalid_0's poisson: -104.943\tvalid_0's quantile: 2.77599\n",
"[54]\tvalid_0's poisson: -104.915\tvalid_0's quantile: 2.77672\n",
"[55]\tvalid_0's poisson: -104.92\tvalid_0's quantile: 2.77738\n",
"[56]\tvalid_0's poisson: -104.915\tvalid_0's quantile: 2.77615\n",
"[57]\tvalid_0's poisson: -104.927\tvalid_0's quantile: 2.77459\n",
"[58]\tvalid_0's poisson: -104.926\tvalid_0's quantile: 2.77072\n",
"[59]\tvalid_0's poisson: -104.94\tvalid_0's quantile: 2.77202\n",
"[60]\tvalid_0's poisson: -104.952\tvalid_0's quantile: 2.77018\n",
"[61]\tvalid_0's poisson: -104.958\tvalid_0's quantile: 2.76772\n",
"[62]\tvalid_0's poisson: -104.967\tvalid_0's quantile: 2.76733\n",
"[63]\tvalid_0's poisson: -104.997\tvalid_0's quantile: 2.76366\n",
"[64]\tvalid_0's poisson: -105.012\tvalid_0's quantile: 2.75552\n",
"[65]\tvalid_0's poisson: -105.01\tvalid_0's quantile: 2.75543\n",
"[66]\tvalid_0's poisson: -105.033\tvalid_0's quantile: 2.75387\n",
"[67]\tvalid_0's poisson: -105.03\tvalid_0's quantile: 2.75517\n",
"[68]\tvalid_0's poisson: -105.056\tvalid_0's quantile: 2.7544\n",
"[69]\tvalid_0's poisson: -105.063\tvalid_0's quantile: 2.75179\n",
"[70]\tvalid_0's poisson: -105.067\tvalid_0's quantile: 2.75137\n",
"[71]\tvalid_0's poisson: -105.085\tvalid_0's quantile: 2.74835\n",
"[72]\tvalid_0's poisson: -105.086\tvalid_0's quantile: 2.74831\n",
"[73]\tvalid_0's poisson: -105.092\tvalid_0's quantile: 2.74836\n",
"[74]\tvalid_0's poisson: -105.083\tvalid_0's quantile: 2.75071\n",
"[75]\tvalid_0's poisson: -105.097\tvalid_0's quantile: 2.74862\n",
"[76]\tvalid_0's poisson: -105.099\tvalid_0's quantile: 2.74934\n",
"[77]\tvalid_0's poisson: -105.105\tvalid_0's quantile: 2.74871\n",
"[78]\tvalid_0's poisson: -105.108\tvalid_0's quantile: 2.74906\n",
"[79]\tvalid_0's poisson: -105.095\tvalid_0's quantile: 2.74934\n",
"[80]\tvalid_0's poisson: -105.091\tvalid_0's quantile: 2.74837\n",
"[81]\tvalid_0's poisson: -105.099\tvalid_0's quantile: 2.7489\n",
"[82]\tvalid_0's poisson: -105.105\tvalid_0's quantile: 2.74879\n",
"[83]\tvalid_0's poisson: -105.108\tvalid_0's quantile: 2.74961\n",
"[84]\tvalid_0's poisson: -105.116\tvalid_0's quantile: 2.74841\n",
"[85]\tvalid_0's poisson: -105.133\tvalid_0's quantile: 2.74987\n",
"[86]\tvalid_0's poisson: -105.136\tvalid_0's quantile: 2.75004\n",
"[87]\tvalid_0's poisson: -105.149\tvalid_0's quantile: 2.74677\n",
"[88]\tvalid_0's poisson: -105.16\tvalid_0's quantile: 2.74592\n",
"[89]\tvalid_0's poisson: -105.171\tvalid_0's quantile: 2.7446\n",
"[90]\tvalid_0's poisson: -105.177\tvalid_0's quantile: 2.73901\n",
"[91]\tvalid_0's poisson: -105.179\tvalid_0's quantile: 2.73887\n",
"[92]\tvalid_0's poisson: -105.181\tvalid_0's quantile: 2.73923\n",
"[93]\tvalid_0's poisson: -105.204\tvalid_0's quantile: 2.73828\n",
"[94]\tvalid_0's poisson: -105.201\tvalid_0's quantile: 2.73904\n",
"[95]\tvalid_0's poisson: -105.205\tvalid_0's quantile: 2.73994\n",
"[96]\tvalid_0's poisson: -105.207\tvalid_0's quantile: 2.74007\n",
"[97]\tvalid_0's poisson: -105.214\tvalid_0's quantile: 2.7354\n",
"[98]\tvalid_0's poisson: -105.22\tvalid_0's quantile: 2.73479\n",
"[99]\tvalid_0's poisson: -105.217\tvalid_0's quantile: 2.73334\n",
"[100]\tvalid_0's poisson: -105.232\tvalid_0's quantile: 2.7324\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -71.8389\tvalid_0's quantile: 9.01101\n",
"[2]\tvalid_0's poisson: -78.1249\tvalid_0's quantile: 7.36625\n",
"[3]\tvalid_0's poisson: -83.3099\tvalid_0's quantile: 6.21835\n",
"[4]\tvalid_0's poisson: -87.2455\tvalid_0's quantile: 5.47328\n",
"[5]\tvalid_0's poisson: -90.3966\tvalid_0's quantile: 4.9595\n",
"[6]\tvalid_0's poisson: -93.0721\tvalid_0's quantile: 4.55125\n",
"[7]\tvalid_0's poisson: -95.1038\tvalid_0's quantile: 4.25015\n",
"[8]\tvalid_0's poisson: -96.9119\tvalid_0's quantile: 3.98343\n",
"[9]\tvalid_0's poisson: -98.5062\tvalid_0's quantile: 3.77879\n",
"[10]\tvalid_0's poisson: -99.7\tvalid_0's quantile: 3.59766\n",
"[11]\tvalid_0's poisson: -100.572\tvalid_0's quantile: 3.48247\n",
"[12]\tvalid_0's poisson: -101.296\tvalid_0's quantile: 3.38481\n",
"[13]\tvalid_0's poisson: -101.934\tvalid_0's quantile: 3.29725\n",
"[14]\tvalid_0's poisson: -102.497\tvalid_0's quantile: 3.2227\n",
"[15]\tvalid_0's poisson: -102.878\tvalid_0's quantile: 3.15048\n",
"[16]\tvalid_0's poisson: -103.196\tvalid_0's quantile: 3.09186\n",
"[17]\tvalid_0's poisson: -103.51\tvalid_0's quantile: 3.05096\n",
"[18]\tvalid_0's poisson: -103.749\tvalid_0's quantile: 3.02089\n",
"[19]\tvalid_0's poisson: -103.914\tvalid_0's quantile: 2.9938\n",
"[20]\tvalid_0's poisson: -104.038\tvalid_0's quantile: 2.97905\n",
"[21]\tvalid_0's poisson: -104.185\tvalid_0's quantile: 2.95984\n",
"[22]\tvalid_0's poisson: -104.304\tvalid_0's quantile: 2.93409\n",
"[23]\tvalid_0's poisson: -104.407\tvalid_0's quantile: 2.90528\n",
"[24]\tvalid_0's poisson: -104.492\tvalid_0's quantile: 2.89874\n",
"[25]\tvalid_0's poisson: -104.557\tvalid_0's quantile: 2.8891\n",
"[26]\tvalid_0's poisson: -104.599\tvalid_0's quantile: 2.87663\n",
"[27]\tvalid_0's poisson: -104.655\tvalid_0's quantile: 2.86635\n",
"[28]\tvalid_0's poisson: -104.706\tvalid_0's quantile: 2.86013\n",
"[29]\tvalid_0's poisson: -104.739\tvalid_0's quantile: 2.85534\n",
"[30]\tvalid_0's poisson: -104.789\tvalid_0's quantile: 2.84544\n",
"[31]\tvalid_0's poisson: -104.863\tvalid_0's quantile: 2.82524\n",
"[32]\tvalid_0's poisson: -104.902\tvalid_0's quantile: 2.82204\n",
"[33]\tvalid_0's poisson: -104.94\tvalid_0's quantile: 2.81872\n",
"[34]\tvalid_0's poisson: -104.966\tvalid_0's quantile: 2.81009\n",
"[35]\tvalid_0's poisson: -104.979\tvalid_0's quantile: 2.80848\n",
"[36]\tvalid_0's poisson: -104.981\tvalid_0's quantile: 2.80712\n",
"[37]\tvalid_0's poisson: -105.001\tvalid_0's quantile: 2.79225\n",
"[38]\tvalid_0's poisson: -105.016\tvalid_0's quantile: 2.79132\n",
"[39]\tvalid_0's poisson: -105.046\tvalid_0's quantile: 2.78949\n",
"[40]\tvalid_0's poisson: -105.08\tvalid_0's quantile: 2.78579\n",
"[41]\tvalid_0's poisson: -105.102\tvalid_0's quantile: 2.77906\n",
"[42]\tvalid_0's poisson: -105.125\tvalid_0's quantile: 2.77802\n",
"[43]\tvalid_0's poisson: -105.125\tvalid_0's quantile: 2.77256\n",
"[44]\tvalid_0's poisson: -105.145\tvalid_0's quantile: 2.76634\n",
"[45]\tvalid_0's poisson: -105.161\tvalid_0's quantile: 2.76412\n",
"[46]\tvalid_0's poisson: -105.159\tvalid_0's quantile: 2.75932\n",
"[47]\tvalid_0's poisson: -105.172\tvalid_0's quantile: 2.75723\n",
"[48]\tvalid_0's poisson: -105.188\tvalid_0's quantile: 2.75196\n",
"[49]\tvalid_0's poisson: -105.205\tvalid_0's quantile: 2.75107\n",
"[50]\tvalid_0's poisson: -105.223\tvalid_0's quantile: 2.74949\n",
"[51]\tvalid_0's poisson: -105.235\tvalid_0's quantile: 2.74771\n",
"[52]\tvalid_0's poisson: -105.242\tvalid_0's quantile: 2.74245\n",
"[53]\tvalid_0's poisson: -105.257\tvalid_0's quantile: 2.7418\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[54]\tvalid_0's poisson: -105.261\tvalid_0's quantile: 2.74272\n",
"[55]\tvalid_0's poisson: -105.268\tvalid_0's quantile: 2.74048\n",
"[56]\tvalid_0's poisson: -105.278\tvalid_0's quantile: 2.74071\n",
"[57]\tvalid_0's poisson: -105.288\tvalid_0's quantile: 2.73994\n",
"[58]\tvalid_0's poisson: -105.288\tvalid_0's quantile: 2.74083\n",
"[59]\tvalid_0's poisson: -105.279\tvalid_0's quantile: 2.73862\n",
"[60]\tvalid_0's poisson: -105.288\tvalid_0's quantile: 2.73847\n",
"[61]\tvalid_0's poisson: -105.304\tvalid_0's quantile: 2.73783\n",
"[62]\tvalid_0's poisson: -105.318\tvalid_0's quantile: 2.734\n",
"[63]\tvalid_0's poisson: -105.312\tvalid_0's quantile: 2.73076\n",
"[64]\tvalid_0's poisson: -105.302\tvalid_0's quantile: 2.73302\n",
"[65]\tvalid_0's poisson: -105.305\tvalid_0's quantile: 2.73246\n",
"[66]\tvalid_0's poisson: -105.337\tvalid_0's quantile: 2.73262\n",
"[67]\tvalid_0's poisson: -105.344\tvalid_0's quantile: 2.72943\n",
"[68]\tvalid_0's poisson: -105.351\tvalid_0's quantile: 2.73016\n",
"[69]\tvalid_0's poisson: -105.373\tvalid_0's quantile: 2.72896\n",
"[70]\tvalid_0's poisson: -105.387\tvalid_0's quantile: 2.72452\n",
"[71]\tvalid_0's poisson: -105.402\tvalid_0's quantile: 2.72276\n",
"[72]\tvalid_0's poisson: -105.397\tvalid_0's quantile: 2.72173\n",
"[73]\tvalid_0's poisson: -105.409\tvalid_0's quantile: 2.72146\n",
"[74]\tvalid_0's poisson: -105.421\tvalid_0's quantile: 2.72105\n",
"[75]\tvalid_0's poisson: -105.428\tvalid_0's quantile: 2.72076\n",
"[76]\tvalid_0's poisson: -105.437\tvalid_0's quantile: 2.71741\n",
"[77]\tvalid_0's poisson: -105.439\tvalid_0's quantile: 2.71292\n",
"[78]\tvalid_0's poisson: -105.441\tvalid_0's quantile: 2.71215\n",
"[79]\tvalid_0's poisson: -105.439\tvalid_0's quantile: 2.70762\n",
"[80]\tvalid_0's poisson: -105.451\tvalid_0's quantile: 2.70739\n",
"[81]\tvalid_0's poisson: -105.464\tvalid_0's quantile: 2.70779\n",
"[82]\tvalid_0's poisson: -105.474\tvalid_0's quantile: 2.70781\n",
"[83]\tvalid_0's poisson: -105.484\tvalid_0's quantile: 2.70567\n",
"[84]\tvalid_0's poisson: -105.487\tvalid_0's quantile: 2.70586\n",
"[85]\tvalid_0's poisson: -105.492\tvalid_0's quantile: 2.70588\n",
"[86]\tvalid_0's poisson: -105.495\tvalid_0's quantile: 2.70555\n",
"[87]\tvalid_0's poisson: -105.507\tvalid_0's quantile: 2.70477\n",
"[88]\tvalid_0's poisson: -105.509\tvalid_0's quantile: 2.70347\n",
"[89]\tvalid_0's poisson: -105.524\tvalid_0's quantile: 2.7023\n",
"[90]\tvalid_0's poisson: -105.524\tvalid_0's quantile: 2.70217\n",
"[91]\tvalid_0's poisson: -105.533\tvalid_0's quantile: 2.70204\n",
"[92]\tvalid_0's poisson: -105.542\tvalid_0's quantile: 2.69981\n",
"[93]\tvalid_0's poisson: -105.547\tvalid_0's quantile: 2.69739\n",
"[94]\tvalid_0's poisson: -105.55\tvalid_0's quantile: 2.69769\n",
"[95]\tvalid_0's poisson: -105.522\tvalid_0's quantile: 2.69386\n",
"[96]\tvalid_0's poisson: -105.524\tvalid_0's quantile: 2.69393\n",
"[97]\tvalid_0's poisson: -105.529\tvalid_0's quantile: 2.69431\n",
"[98]\tvalid_0's poisson: -105.542\tvalid_0's quantile: 2.69329\n",
"[99]\tvalid_0's poisson: -105.546\tvalid_0's quantile: 2.69281\n",
"[100]\tvalid_0's poisson: -105.546\tvalid_0's quantile: 2.69215\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -72.1923\tvalid_0's quantile: 9.09124\n",
"[2]\tvalid_0's poisson: -78.4838\tvalid_0's quantile: 7.41912\n",
"[3]\tvalid_0's poisson: -83.5499\tvalid_0's quantile: 6.28272\n",
"[4]\tvalid_0's poisson: -87.4749\tvalid_0's quantile: 5.51194\n",
"[5]\tvalid_0's poisson: -90.6885\tvalid_0's quantile: 4.91973\n",
"[6]\tvalid_0's poisson: -93.3691\tvalid_0's quantile: 4.49399\n",
"[7]\tvalid_0's poisson: -95.5261\tvalid_0's quantile: 4.1814\n",
"[8]\tvalid_0's poisson: -97.1476\tvalid_0's quantile: 3.95397\n",
"[9]\tvalid_0's poisson: -98.6395\tvalid_0's quantile: 3.75143\n",
"[10]\tvalid_0's poisson: -99.7818\tvalid_0's quantile: 3.59351\n",
"[11]\tvalid_0's poisson: -100.735\tvalid_0's quantile: 3.461\n",
"[12]\tvalid_0's poisson: -101.552\tvalid_0's quantile: 3.35996\n",
"[13]\tvalid_0's poisson: -102.152\tvalid_0's quantile: 3.2667\n",
"[14]\tvalid_0's poisson: -102.637\tvalid_0's quantile: 3.19919\n",
"[15]\tvalid_0's poisson: -103.002\tvalid_0's quantile: 3.1503\n",
"[16]\tvalid_0's poisson: -103.391\tvalid_0's quantile: 3.10305\n",
"[17]\tvalid_0's poisson: -103.644\tvalid_0's quantile: 3.07208\n",
"[18]\tvalid_0's poisson: -103.855\tvalid_0's quantile: 3.03663\n",
"[19]\tvalid_0's poisson: -104.03\tvalid_0's quantile: 3.01399\n",
"[20]\tvalid_0's poisson: -104.13\tvalid_0's quantile: 2.9977\n",
"[21]\tvalid_0's poisson: -104.241\tvalid_0's quantile: 2.98626\n",
"[22]\tvalid_0's poisson: -104.315\tvalid_0's quantile: 2.97369\n",
"[23]\tvalid_0's poisson: -104.403\tvalid_0's quantile: 2.9598\n",
"[24]\tvalid_0's poisson: -104.455\tvalid_0's quantile: 2.95392\n",
"[25]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.94988\n",
"[26]\tvalid_0's poisson: -104.562\tvalid_0's quantile: 2.93899\n",
"[27]\tvalid_0's poisson: -104.643\tvalid_0's quantile: 2.92782\n",
"[28]\tvalid_0's poisson: -104.652\tvalid_0's quantile: 2.92112\n",
"[29]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.91709\n",
"[30]\tvalid_0's poisson: -104.723\tvalid_0's quantile: 2.91239\n",
"[31]\tvalid_0's poisson: -104.751\tvalid_0's quantile: 2.90878\n",
"[32]\tvalid_0's poisson: -104.758\tvalid_0's quantile: 2.90109\n",
"[33]\tvalid_0's poisson: -104.779\tvalid_0's quantile: 2.89986\n",
"[34]\tvalid_0's poisson: -104.8\tvalid_0's quantile: 2.8919\n",
"[35]\tvalid_0's poisson: -104.821\tvalid_0's quantile: 2.88133\n",
"[36]\tvalid_0's poisson: -104.828\tvalid_0's quantile: 2.86771\n",
"[37]\tvalid_0's poisson: -104.841\tvalid_0's quantile: 2.85449\n",
"[38]\tvalid_0's poisson: -104.875\tvalid_0's quantile: 2.85337\n",
"[39]\tvalid_0's poisson: -104.879\tvalid_0's quantile: 2.84934\n",
"[40]\tvalid_0's poisson: -104.888\tvalid_0's quantile: 2.84819\n",
"[41]\tvalid_0's poisson: -104.897\tvalid_0's quantile: 2.82218\n",
"[42]\tvalid_0's poisson: -104.91\tvalid_0's quantile: 2.80564\n",
"[43]\tvalid_0's poisson: -104.888\tvalid_0's quantile: 2.80408\n",
"[44]\tvalid_0's poisson: -104.934\tvalid_0's quantile: 2.80021\n",
"[45]\tvalid_0's poisson: -104.946\tvalid_0's quantile: 2.79428\n",
"[46]\tvalid_0's poisson: -104.954\tvalid_0's quantile: 2.78897\n",
"[47]\tvalid_0's poisson: -104.961\tvalid_0's quantile: 2.78875\n",
"[48]\tvalid_0's poisson: -104.969\tvalid_0's quantile: 2.78884\n",
"[49]\tvalid_0's poisson: -104.982\tvalid_0's quantile: 2.77748\n",
"[50]\tvalid_0's poisson: -104.997\tvalid_0's quantile: 2.77726\n",
"[51]\tvalid_0's poisson: -105.001\tvalid_0's quantile: 2.77551\n",
"[52]\tvalid_0's poisson: -105.018\tvalid_0's quantile: 2.77803\n",
"[53]\tvalid_0's poisson: -105.037\tvalid_0's quantile: 2.7773\n",
"[54]\tvalid_0's poisson: -105.036\tvalid_0's quantile: 2.77715\n",
"[55]\tvalid_0's poisson: -105.053\tvalid_0's quantile: 2.77694\n",
"[56]\tvalid_0's poisson: -105.053\tvalid_0's quantile: 2.77815\n",
"[57]\tvalid_0's poisson: -105.067\tvalid_0's quantile: 2.77808\n",
"[58]\tvalid_0's poisson: -105.069\tvalid_0's quantile: 2.77798\n",
"[59]\tvalid_0's poisson: -105.048\tvalid_0's quantile: 2.76859\n",
"[60]\tvalid_0's poisson: -105.051\tvalid_0's quantile: 2.76902\n",
"[61]\tvalid_0's poisson: -105.032\tvalid_0's quantile: 2.76759\n",
"[62]\tvalid_0's poisson: -105.046\tvalid_0's quantile: 2.76504\n",
"[63]\tvalid_0's poisson: -105.058\tvalid_0's quantile: 2.7611\n",
"[64]\tvalid_0's poisson: -105.068\tvalid_0's quantile: 2.76124\n",
"[65]\tvalid_0's poisson: -105.077\tvalid_0's quantile: 2.75867\n",
"[66]\tvalid_0's poisson: -105.077\tvalid_0's quantile: 2.75945\n",
"[67]\tvalid_0's poisson: -105.094\tvalid_0's quantile: 2.75787\n",
"[68]\tvalid_0's poisson: -105.102\tvalid_0's quantile: 2.75775\n",
"[69]\tvalid_0's poisson: -105.116\tvalid_0's quantile: 2.75731\n",
"[70]\tvalid_0's poisson: -105.113\tvalid_0's quantile: 2.75213\n",
"[71]\tvalid_0's poisson: -105.123\tvalid_0's quantile: 2.74897\n",
"[72]\tvalid_0's poisson: -105.141\tvalid_0's quantile: 2.7483\n",
"[73]\tvalid_0's poisson: -105.154\tvalid_0's quantile: 2.74761\n",
"[74]\tvalid_0's poisson: -105.151\tvalid_0's quantile: 2.74772\n",
"[75]\tvalid_0's poisson: -105.155\tvalid_0's quantile: 2.7472\n",
"[76]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.74633\n",
"[77]\tvalid_0's poisson: -105.161\tvalid_0's quantile: 2.74428\n",
"[78]\tvalid_0's poisson: -105.163\tvalid_0's quantile: 2.74233\n",
"[79]\tvalid_0's poisson: -105.17\tvalid_0's quantile: 2.74278\n",
"[80]\tvalid_0's poisson: -105.173\tvalid_0's quantile: 2.74242\n",
"[81]\tvalid_0's poisson: -105.183\tvalid_0's quantile: 2.7418\n",
"[82]\tvalid_0's poisson: -105.181\tvalid_0's quantile: 2.74078\n",
"[83]\tvalid_0's poisson: -105.184\tvalid_0's quantile: 2.7406\n",
"[84]\tvalid_0's poisson: -105.187\tvalid_0's quantile: 2.7413\n",
"[85]\tvalid_0's poisson: -105.183\tvalid_0's quantile: 2.74112\n",
"[86]\tvalid_0's poisson: -105.182\tvalid_0's quantile: 2.74129\n",
"[87]\tvalid_0's poisson: -105.192\tvalid_0's quantile: 2.73954\n",
"[88]\tvalid_0's poisson: -105.186\tvalid_0's quantile: 2.73956\n",
"[89]\tvalid_0's poisson: -105.197\tvalid_0's quantile: 2.73912\n",
"[90]\tvalid_0's poisson: -105.197\tvalid_0's quantile: 2.73675\n",
"[91]\tvalid_0's poisson: -105.203\tvalid_0's quantile: 2.73544\n",
"[92]\tvalid_0's poisson: -105.213\tvalid_0's quantile: 2.73541\n",
"[93]\tvalid_0's poisson: -105.216\tvalid_0's quantile: 2.73545\n",
"[94]\tvalid_0's poisson: -105.221\tvalid_0's quantile: 2.72951\n",
"[95]\tvalid_0's poisson: -105.221\tvalid_0's quantile: 2.72983\n",
"[96]\tvalid_0's poisson: -105.227\tvalid_0's quantile: 2.7298\n",
"[97]\tvalid_0's poisson: -105.232\tvalid_0's quantile: 2.72911\n",
"[98]\tvalid_0's poisson: -105.228\tvalid_0's quantile: 2.72939\n",
"[99]\tvalid_0's poisson: -105.248\tvalid_0's quantile: 2.72033\n",
"[100]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.71964\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -70.6607\tvalid_0's quantile: 9.19752\n",
"[2]\tvalid_0's poisson: -77.304\tvalid_0's quantile: 7.51008\n",
"[3]\tvalid_0's poisson: -82.6802\tvalid_0's quantile: 6.35927\n",
"[4]\tvalid_0's poisson: -86.6607\tvalid_0's quantile: 5.57708\n",
"[5]\tvalid_0's poisson: -89.9827\tvalid_0's quantile: 5.03651\n",
"[6]\tvalid_0's poisson: -92.7586\tvalid_0's quantile: 4.62842\n",
"[7]\tvalid_0's poisson: -94.8023\tvalid_0's quantile: 4.33961\n",
"[8]\tvalid_0's poisson: -96.7256\tvalid_0's quantile: 4.04658\n",
"[9]\tvalid_0's poisson: -98.1301\tvalid_0's quantile: 3.84421\n",
"[10]\tvalid_0's poisson: -99.404\tvalid_0's quantile: 3.66595\n",
"[11]\tvalid_0's poisson: -100.333\tvalid_0's quantile: 3.54499\n",
"[12]\tvalid_0's poisson: -101.162\tvalid_0's quantile: 3.43197\n",
"[13]\tvalid_0's poisson: -101.739\tvalid_0's quantile: 3.35767\n",
"[14]\tvalid_0's poisson: -102.261\tvalid_0's quantile: 3.28219\n",
"[15]\tvalid_0's poisson: -102.746\tvalid_0's quantile: 3.21885\n",
"[16]\tvalid_0's poisson: -103.057\tvalid_0's quantile: 3.16738\n",
"[17]\tvalid_0's poisson: -103.34\tvalid_0's quantile: 3.13679\n",
"[18]\tvalid_0's poisson: -103.548\tvalid_0's quantile: 3.10284\n",
"[19]\tvalid_0's poisson: -103.753\tvalid_0's quantile: 3.07324\n",
"[20]\tvalid_0's poisson: -103.923\tvalid_0's quantile: 3.04848\n",
"[21]\tvalid_0's poisson: -104.105\tvalid_0's quantile: 3.02578\n",
"[22]\tvalid_0's poisson: -104.227\tvalid_0's quantile: 2.9922\n",
"[23]\tvalid_0's poisson: -104.319\tvalid_0's quantile: 2.98006\n",
"[24]\tvalid_0's poisson: -104.389\tvalid_0's quantile: 2.96843\n",
"[25]\tvalid_0's poisson: -104.457\tvalid_0's quantile: 2.94801\n",
"[26]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.94178\n",
"[27]\tvalid_0's poisson: -104.589\tvalid_0's quantile: 2.93339\n",
"[28]\tvalid_0's poisson: -104.61\tvalid_0's quantile: 2.91821\n",
"[29]\tvalid_0's poisson: -104.69\tvalid_0's quantile: 2.9113\n",
"[30]\tvalid_0's poisson: -104.739\tvalid_0's quantile: 2.89767\n",
"[31]\tvalid_0's poisson: -104.771\tvalid_0's quantile: 2.8913\n",
"[32]\tvalid_0's poisson: -104.783\tvalid_0's quantile: 2.88752\n",
"[33]\tvalid_0's poisson: -104.813\tvalid_0's quantile: 2.8836\n",
"[34]\tvalid_0's poisson: -104.823\tvalid_0's quantile: 2.87874\n",
"[35]\tvalid_0's poisson: -104.841\tvalid_0's quantile: 2.87063\n",
"[36]\tvalid_0's poisson: -104.872\tvalid_0's quantile: 2.8688\n",
"[37]\tvalid_0's poisson: -104.886\tvalid_0's quantile: 2.86911\n",
"[38]\tvalid_0's poisson: -104.902\tvalid_0's quantile: 2.86686\n",
"[39]\tvalid_0's poisson: -104.867\tvalid_0's quantile: 2.86408\n",
"[40]\tvalid_0's poisson: -104.891\tvalid_0's quantile: 2.86383\n",
"[41]\tvalid_0's poisson: -104.927\tvalid_0's quantile: 2.85777\n",
"[42]\tvalid_0's poisson: -104.965\tvalid_0's quantile: 2.85611\n",
"[43]\tvalid_0's poisson: -104.991\tvalid_0's quantile: 2.85327\n",
"[44]\tvalid_0's poisson: -104.998\tvalid_0's quantile: 2.84951\n",
"[45]\tvalid_0's poisson: -105.005\tvalid_0's quantile: 2.84644\n",
"[46]\tvalid_0's poisson: -105.019\tvalid_0's quantile: 2.83965\n",
"[47]\tvalid_0's poisson: -105.024\tvalid_0's quantile: 2.8389\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -105.047\tvalid_0's quantile: 2.83588\n",
"[49]\tvalid_0's poisson: -105.031\tvalid_0's quantile: 2.83039\n",
"[50]\tvalid_0's poisson: -105.054\tvalid_0's quantile: 2.82763\n",
"[51]\tvalid_0's poisson: -105.071\tvalid_0's quantile: 2.82612\n",
"[52]\tvalid_0's poisson: -105.085\tvalid_0's quantile: 2.82378\n",
"[53]\tvalid_0's poisson: -105.093\tvalid_0's quantile: 2.82203\n",
"[54]\tvalid_0's poisson: -105.098\tvalid_0's quantile: 2.8224\n",
"[55]\tvalid_0's poisson: -105.103\tvalid_0's quantile: 2.82208\n",
"[56]\tvalid_0's poisson: -105.116\tvalid_0's quantile: 2.82101\n",
"[57]\tvalid_0's poisson: -105.109\tvalid_0's quantile: 2.81288\n",
"[58]\tvalid_0's poisson: -105.12\tvalid_0's quantile: 2.81205\n",
"[59]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.81108\n",
"[60]\tvalid_0's poisson: -105.167\tvalid_0's quantile: 2.80795\n",
"[61]\tvalid_0's poisson: -105.172\tvalid_0's quantile: 2.80766\n",
"[62]\tvalid_0's poisson: -105.188\tvalid_0's quantile: 2.80644\n",
"[63]\tvalid_0's poisson: -105.207\tvalid_0's quantile: 2.80488\n",
"[64]\tvalid_0's poisson: -105.218\tvalid_0's quantile: 2.80314\n",
"[65]\tvalid_0's poisson: -105.231\tvalid_0's quantile: 2.80224\n",
"[66]\tvalid_0's poisson: -105.237\tvalid_0's quantile: 2.80119\n",
"[67]\tvalid_0's poisson: -105.24\tvalid_0's quantile: 2.78988\n",
"[68]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.78842\n",
"[69]\tvalid_0's poisson: -105.257\tvalid_0's quantile: 2.78907\n",
"[70]\tvalid_0's poisson: -105.258\tvalid_0's quantile: 2.78801\n",
"[71]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.78421\n",
"[72]\tvalid_0's poisson: -105.256\tvalid_0's quantile: 2.78583\n",
"[73]\tvalid_0's poisson: -105.257\tvalid_0's quantile: 2.78581\n",
"[74]\tvalid_0's poisson: -105.259\tvalid_0's quantile: 2.786\n",
"[75]\tvalid_0's poisson: -105.264\tvalid_0's quantile: 2.78617\n",
"[76]\tvalid_0's poisson: -105.276\tvalid_0's quantile: 2.78644\n",
"[77]\tvalid_0's poisson: -105.276\tvalid_0's quantile: 2.78627\n",
"[78]\tvalid_0's poisson: -105.284\tvalid_0's quantile: 2.78663\n",
"[79]\tvalid_0's poisson: -105.291\tvalid_0's quantile: 2.7839\n",
"[80]\tvalid_0's poisson: -105.297\tvalid_0's quantile: 2.78347\n",
"[81]\tvalid_0's poisson: -105.301\tvalid_0's quantile: 2.78198\n",
"[82]\tvalid_0's poisson: -105.301\tvalid_0's quantile: 2.78193\n",
"[83]\tvalid_0's poisson: -105.302\tvalid_0's quantile: 2.78228\n",
"[84]\tvalid_0's poisson: -105.301\tvalid_0's quantile: 2.7825\n",
"[85]\tvalid_0's poisson: -105.299\tvalid_0's quantile: 2.78319\n",
"[86]\tvalid_0's poisson: -105.304\tvalid_0's quantile: 2.78354\n",
"[87]\tvalid_0's poisson: -105.304\tvalid_0's quantile: 2.78357\n",
"[88]\tvalid_0's poisson: -105.305\tvalid_0's quantile: 2.77996\n",
"[89]\tvalid_0's poisson: -105.319\tvalid_0's quantile: 2.77857\n",
"[90]\tvalid_0's poisson: -105.321\tvalid_0's quantile: 2.77714\n",
"[91]\tvalid_0's poisson: -105.321\tvalid_0's quantile: 2.77666\n",
"[92]\tvalid_0's poisson: -105.331\tvalid_0's quantile: 2.77578\n",
"[93]\tvalid_0's poisson: -105.343\tvalid_0's quantile: 2.77547\n",
"[94]\tvalid_0's poisson: -105.347\tvalid_0's quantile: 2.77569\n",
"[95]\tvalid_0's poisson: -105.351\tvalid_0's quantile: 2.77576\n",
"[96]\tvalid_0's poisson: -105.353\tvalid_0's quantile: 2.77562\n",
"[97]\tvalid_0's poisson: -105.354\tvalid_0's quantile: 2.77571\n",
"[98]\tvalid_0's poisson: -105.358\tvalid_0's quantile: 2.77505\n",
"[99]\tvalid_0's poisson: -105.355\tvalid_0's quantile: 2.77602\n",
"[100]\tvalid_0's poisson: -105.356\tvalid_0's quantile: 2.77425\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0, learning_rate=0.25, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7147\tvalid_0's quantile: 10.9493\n",
"[2]\tvalid_0's poisson: -67.0368\tvalid_0's quantile: 10.2776\n",
"[3]\tvalid_0's poisson: -69.1787\tvalid_0's quantile: 9.69126\n",
"[4]\tvalid_0's poisson: -71.0909\tvalid_0's quantile: 9.17981\n",
"[5]\tvalid_0's poisson: -72.9405\tvalid_0's quantile: 8.69705\n",
"[6]\tvalid_0's poisson: -74.7867\tvalid_0's quantile: 8.23044\n",
"[7]\tvalid_0's poisson: -76.5136\tvalid_0's quantile: 7.81524\n",
"[8]\tvalid_0's poisson: -78.0476\tvalid_0's quantile: 7.45269\n",
"[9]\tvalid_0's poisson: -79.5316\tvalid_0's quantile: 7.10897\n",
"[10]\tvalid_0's poisson: -80.9579\tvalid_0's quantile: 6.78641\n",
"[11]\tvalid_0's poisson: -82.3101\tvalid_0's quantile: 6.49386\n",
"[12]\tvalid_0's poisson: -83.5547\tvalid_0's quantile: 6.22406\n",
"[13]\tvalid_0's poisson: -84.7203\tvalid_0's quantile: 5.98697\n",
"[14]\tvalid_0's poisson: -85.8048\tvalid_0's quantile: 5.77317\n",
"[15]\tvalid_0's poisson: -86.8198\tvalid_0's quantile: 5.58048\n",
"[16]\tvalid_0's poisson: -87.8512\tvalid_0's quantile: 5.38629\n",
"[17]\tvalid_0's poisson: -88.8115\tvalid_0's quantile: 5.20375\n",
"[18]\tvalid_0's poisson: -89.7405\tvalid_0's quantile: 5.04493\n",
"[19]\tvalid_0's poisson: -90.597\tvalid_0's quantile: 4.89773\n",
"[20]\tvalid_0's poisson: -91.3637\tvalid_0's quantile: 4.7663\n",
"[21]\tvalid_0's poisson: -92.1086\tvalid_0's quantile: 4.64245\n",
"[22]\tvalid_0's poisson: -92.8119\tvalid_0's quantile: 4.52536\n",
"[23]\tvalid_0's poisson: -93.4571\tvalid_0's quantile: 4.42188\n",
"[24]\tvalid_0's poisson: -94.0422\tvalid_0's quantile: 4.32438\n",
"[25]\tvalid_0's poisson: -94.6276\tvalid_0's quantile: 4.22336\n",
"[26]\tvalid_0's poisson: -95.2028\tvalid_0's quantile: 4.12996\n",
"[27]\tvalid_0's poisson: -95.7397\tvalid_0's quantile: 4.04837\n",
"[28]\tvalid_0's poisson: -96.2863\tvalid_0's quantile: 3.97362\n",
"[29]\tvalid_0's poisson: -96.8049\tvalid_0's quantile: 3.89825\n",
"[30]\tvalid_0's poisson: -97.2789\tvalid_0's quantile: 3.82775\n",
"[31]\tvalid_0's poisson: -97.7178\tvalid_0's quantile: 3.76332\n",
"[32]\tvalid_0's poisson: -98.1497\tvalid_0's quantile: 3.70405\n",
"[33]\tvalid_0's poisson: -98.5493\tvalid_0's quantile: 3.64632\n",
"[34]\tvalid_0's poisson: -98.944\tvalid_0's quantile: 3.5944\n",
"[35]\tvalid_0's poisson: -99.3233\tvalid_0's quantile: 3.54062\n",
"[36]\tvalid_0's poisson: -99.6818\tvalid_0's quantile: 3.48995\n",
"[37]\tvalid_0's poisson: -100.025\tvalid_0's quantile: 3.43981\n",
"[38]\tvalid_0's poisson: -100.333\tvalid_0's quantile: 3.39637\n",
"[39]\tvalid_0's poisson: -100.618\tvalid_0's quantile: 3.35832\n",
"[40]\tvalid_0's poisson: -100.893\tvalid_0's quantile: 3.32337\n",
"[41]\tvalid_0's poisson: -101.144\tvalid_0's quantile: 3.28762\n",
"[42]\tvalid_0's poisson: -101.381\tvalid_0's quantile: 3.25328\n",
"[43]\tvalid_0's poisson: -101.615\tvalid_0's quantile: 3.2211\n",
"[44]\tvalid_0's poisson: -101.838\tvalid_0's quantile: 3.18982\n",
"[45]\tvalid_0's poisson: -102.045\tvalid_0's quantile: 3.16225\n",
"[46]\tvalid_0's poisson: -102.23\tvalid_0's quantile: 3.13407\n",
"[47]\tvalid_0's poisson: -102.408\tvalid_0's quantile: 3.11322\n",
"[48]\tvalid_0's poisson: -102.578\tvalid_0's quantile: 3.09188\n",
"[49]\tvalid_0's poisson: -102.731\tvalid_0's quantile: 3.0688\n",
"[50]\tvalid_0's poisson: -102.885\tvalid_0's quantile: 3.05068\n",
"[51]\tvalid_0's poisson: -103.042\tvalid_0's quantile: 3.02879\n",
"[52]\tvalid_0's poisson: -103.191\tvalid_0's quantile: 3.01058\n",
"[53]\tvalid_0's poisson: -103.324\tvalid_0's quantile: 2.99289\n",
"[54]\tvalid_0's poisson: -103.46\tvalid_0's quantile: 2.97637\n",
"[55]\tvalid_0's poisson: -103.586\tvalid_0's quantile: 2.96167\n",
"[56]\tvalid_0's poisson: -103.705\tvalid_0's quantile: 2.94687\n",
"[57]\tvalid_0's poisson: -103.814\tvalid_0's quantile: 2.93272\n",
"[58]\tvalid_0's poisson: -103.914\tvalid_0's quantile: 2.92093\n",
"[59]\tvalid_0's poisson: -104.003\tvalid_0's quantile: 2.91012\n",
"[60]\tvalid_0's poisson: -104.092\tvalid_0's quantile: 2.89742\n",
"[61]\tvalid_0's poisson: -104.176\tvalid_0's quantile: 2.88727\n",
"[62]\tvalid_0's poisson: -104.259\tvalid_0's quantile: 2.87689\n",
"[63]\tvalid_0's poisson: -104.339\tvalid_0's quantile: 2.86765\n",
"[64]\tvalid_0's poisson: -104.413\tvalid_0's quantile: 2.85858\n",
"[65]\tvalid_0's poisson: -104.471\tvalid_0's quantile: 2.84688\n",
"[66]\tvalid_0's poisson: -104.533\tvalid_0's quantile: 2.8382\n",
"[67]\tvalid_0's poisson: -104.589\tvalid_0's quantile: 2.83038\n",
"[68]\tvalid_0's poisson: -104.643\tvalid_0's quantile: 2.81942\n",
"[69]\tvalid_0's poisson: -104.701\tvalid_0's quantile: 2.81307\n",
"[70]\tvalid_0's poisson: -104.75\tvalid_0's quantile: 2.80553\n",
"[71]\tvalid_0's poisson: -104.802\tvalid_0's quantile: 2.79941\n",
"[72]\tvalid_0's poisson: -104.85\tvalid_0's quantile: 2.79488\n",
"[73]\tvalid_0's poisson: -104.894\tvalid_0's quantile: 2.78779\n",
"[74]\tvalid_0's poisson: -104.933\tvalid_0's quantile: 2.78182\n",
"[75]\tvalid_0's poisson: -104.975\tvalid_0's quantile: 2.77481\n",
"[76]\tvalid_0's poisson: -105.012\tvalid_0's quantile: 2.76436\n",
"[77]\tvalid_0's poisson: -105.051\tvalid_0's quantile: 2.75239\n",
"[78]\tvalid_0's poisson: -105.084\tvalid_0's quantile: 2.74938\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -105.117\tvalid_0's quantile: 2.7461\n",
"[80]\tvalid_0's poisson: -105.151\tvalid_0's quantile: 2.74188\n",
"[81]\tvalid_0's poisson: -105.179\tvalid_0's quantile: 2.73945\n",
"[82]\tvalid_0's poisson: -105.207\tvalid_0's quantile: 2.73699\n",
"[83]\tvalid_0's poisson: -105.235\tvalid_0's quantile: 2.73431\n",
"[84]\tvalid_0's poisson: -105.261\tvalid_0's quantile: 2.73233\n",
"[85]\tvalid_0's poisson: -105.286\tvalid_0's quantile: 2.7303\n",
"[86]\tvalid_0's poisson: -105.309\tvalid_0's quantile: 2.72782\n",
"[87]\tvalid_0's poisson: -105.33\tvalid_0's quantile: 2.72603\n",
"[88]\tvalid_0's poisson: -105.352\tvalid_0's quantile: 2.72383\n",
"[89]\tvalid_0's poisson: -105.373\tvalid_0's quantile: 2.72197\n",
"[90]\tvalid_0's poisson: -105.395\tvalid_0's quantile: 2.72012\n",
"[91]\tvalid_0's poisson: -105.415\tvalid_0's quantile: 2.71845\n",
"[92]\tvalid_0's poisson: -105.433\tvalid_0's quantile: 2.7149\n",
"[93]\tvalid_0's poisson: -105.441\tvalid_0's quantile: 2.71157\n",
"[94]\tvalid_0's poisson: -105.459\tvalid_0's quantile: 2.71022\n",
"[95]\tvalid_0's poisson: -105.475\tvalid_0's quantile: 2.709\n",
"[96]\tvalid_0's poisson: -105.495\tvalid_0's quantile: 2.70708\n",
"[97]\tvalid_0's poisson: -105.506\tvalid_0's quantile: 2.70644\n",
"[98]\tvalid_0's poisson: -105.52\tvalid_0's quantile: 2.70521\n",
"[99]\tvalid_0's poisson: -105.533\tvalid_0's quantile: 2.70127\n",
"[100]\tvalid_0's poisson: -105.552\tvalid_0's quantile: 2.69034\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7018\tvalid_0's quantile: 10.957\n",
"[2]\tvalid_0's poisson: -66.9812\tvalid_0's quantile: 10.2946\n",
"[3]\tvalid_0's poisson: -69.1417\tvalid_0's quantile: 9.70953\n",
"[4]\tvalid_0's poisson: -71.1341\tvalid_0's quantile: 9.173\n",
"[5]\tvalid_0's poisson: -73.0684\tvalid_0's quantile: 8.66598\n",
"[6]\tvalid_0's poisson: -74.8469\tvalid_0's quantile: 8.21701\n",
"[7]\tvalid_0's poisson: -76.4922\tvalid_0's quantile: 7.80496\n",
"[8]\tvalid_0's poisson: -78.0878\tvalid_0's quantile: 7.43178\n",
"[9]\tvalid_0's poisson: -79.5878\tvalid_0's quantile: 7.08359\n",
"[10]\tvalid_0's poisson: -80.9758\tvalid_0's quantile: 6.76275\n",
"[11]\tvalid_0's poisson: -82.2007\tvalid_0's quantile: 6.48697\n",
"[12]\tvalid_0's poisson: -83.4419\tvalid_0's quantile: 6.21339\n",
"[13]\tvalid_0's poisson: -84.6113\tvalid_0's quantile: 5.98005\n",
"[14]\tvalid_0's poisson: -85.7497\tvalid_0's quantile: 5.75305\n",
"[15]\tvalid_0's poisson: -86.8805\tvalid_0's quantile: 5.54397\n",
"[16]\tvalid_0's poisson: -87.9221\tvalid_0's quantile: 5.35808\n",
"[17]\tvalid_0's poisson: -88.8864\tvalid_0's quantile: 5.18777\n",
"[18]\tvalid_0's poisson: -89.8122\tvalid_0's quantile: 5.03152\n",
"[19]\tvalid_0's poisson: -90.675\tvalid_0's quantile: 4.89058\n",
"[20]\tvalid_0's poisson: -91.4818\tvalid_0's quantile: 4.75649\n",
"[21]\tvalid_0's poisson: -92.2097\tvalid_0's quantile: 4.63171\n",
"[22]\tvalid_0's poisson: -92.901\tvalid_0's quantile: 4.51563\n",
"[23]\tvalid_0's poisson: -93.5701\tvalid_0's quantile: 4.40527\n",
"[24]\tvalid_0's poisson: -94.2064\tvalid_0's quantile: 4.30827\n",
"[25]\tvalid_0's poisson: -94.8105\tvalid_0's quantile: 4.20866\n",
"[26]\tvalid_0's poisson: -95.3997\tvalid_0's quantile: 4.12563\n",
"[27]\tvalid_0's poisson: -95.931\tvalid_0's quantile: 4.03526\n",
"[28]\tvalid_0's poisson: -96.4442\tvalid_0's quantile: 3.96504\n",
"[29]\tvalid_0's poisson: -96.901\tvalid_0's quantile: 3.89783\n",
"[30]\tvalid_0's poisson: -97.3685\tvalid_0's quantile: 3.83241\n",
"[31]\tvalid_0's poisson: -97.792\tvalid_0's quantile: 3.76819\n",
"[32]\tvalid_0's poisson: -98.2128\tvalid_0's quantile: 3.70952\n",
"[33]\tvalid_0's poisson: -98.6034\tvalid_0's quantile: 3.65841\n",
"[34]\tvalid_0's poisson: -98.9773\tvalid_0's quantile: 3.60498\n",
"[35]\tvalid_0's poisson: -99.3256\tvalid_0's quantile: 3.55631\n",
"[36]\tvalid_0's poisson: -99.6566\tvalid_0's quantile: 3.50912\n",
"[37]\tvalid_0's poisson: -99.9813\tvalid_0's quantile: 3.46629\n",
"[38]\tvalid_0's poisson: -100.284\tvalid_0's quantile: 3.42599\n",
"[39]\tvalid_0's poisson: -100.575\tvalid_0's quantile: 3.38419\n",
"[40]\tvalid_0's poisson: -100.854\tvalid_0's quantile: 3.34688\n",
"[41]\tvalid_0's poisson: -101.109\tvalid_0's quantile: 3.30654\n",
"[42]\tvalid_0's poisson: -101.325\tvalid_0's quantile: 3.27952\n",
"[43]\tvalid_0's poisson: -101.545\tvalid_0's quantile: 3.25118\n",
"[44]\tvalid_0's poisson: -101.749\tvalid_0's quantile: 3.22089\n",
"[45]\tvalid_0's poisson: -101.948\tvalid_0's quantile: 3.19269\n",
"[46]\tvalid_0's poisson: -102.143\tvalid_0's quantile: 3.16659\n",
"[47]\tvalid_0's poisson: -102.309\tvalid_0's quantile: 3.14532\n",
"[48]\tvalid_0's poisson: -102.467\tvalid_0's quantile: 3.1264\n",
"[49]\tvalid_0's poisson: -102.636\tvalid_0's quantile: 3.10144\n",
"[50]\tvalid_0's poisson: -102.79\tvalid_0's quantile: 3.0786\n",
"[51]\tvalid_0's poisson: -102.934\tvalid_0's quantile: 3.05918\n",
"[52]\tvalid_0's poisson: -103.074\tvalid_0's quantile: 3.04373\n",
"[53]\tvalid_0's poisson: -103.208\tvalid_0's quantile: 3.0214\n",
"[54]\tvalid_0's poisson: -103.333\tvalid_0's quantile: 3.00678\n",
"[55]\tvalid_0's poisson: -103.447\tvalid_0's quantile: 2.99436\n",
"[56]\tvalid_0's poisson: -103.56\tvalid_0's quantile: 2.9777\n",
"[57]\tvalid_0's poisson: -103.662\tvalid_0's quantile: 2.9653\n",
"[58]\tvalid_0's poisson: -103.769\tvalid_0's quantile: 2.95336\n",
"[59]\tvalid_0's poisson: -103.856\tvalid_0's quantile: 2.93935\n",
"[60]\tvalid_0's poisson: -103.948\tvalid_0's quantile: 2.9289\n",
"[61]\tvalid_0's poisson: -104.044\tvalid_0's quantile: 2.91802\n",
"[62]\tvalid_0's poisson: -104.134\tvalid_0's quantile: 2.90838\n",
"[63]\tvalid_0's poisson: -104.213\tvalid_0's quantile: 2.89972\n",
"[64]\tvalid_0's poisson: -104.276\tvalid_0's quantile: 2.8921\n",
"[65]\tvalid_0's poisson: -104.351\tvalid_0's quantile: 2.88398\n",
"[66]\tvalid_0's poisson: -104.416\tvalid_0's quantile: 2.87691\n",
"[67]\tvalid_0's poisson: -104.474\tvalid_0's quantile: 2.87055\n",
"[68]\tvalid_0's poisson: -104.534\tvalid_0's quantile: 2.86388\n",
"[69]\tvalid_0's poisson: -104.595\tvalid_0's quantile: 2.85585\n",
"[70]\tvalid_0's poisson: -104.655\tvalid_0's quantile: 2.84966\n",
"[71]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.8426\n",
"[72]\tvalid_0's poisson: -104.747\tvalid_0's quantile: 2.83655\n",
"[73]\tvalid_0's poisson: -104.789\tvalid_0's quantile: 2.8305\n",
"[74]\tvalid_0's poisson: -104.831\tvalid_0's quantile: 2.82651\n",
"[75]\tvalid_0's poisson: -104.863\tvalid_0's quantile: 2.81845\n",
"[76]\tvalid_0's poisson: -104.892\tvalid_0's quantile: 2.81139\n",
"[77]\tvalid_0's poisson: -104.932\tvalid_0's quantile: 2.80605\n",
"[78]\tvalid_0's poisson: -104.964\tvalid_0's quantile: 2.79653\n",
"[79]\tvalid_0's poisson: -104.997\tvalid_0's quantile: 2.79205\n",
"[80]\tvalid_0's poisson: -105.029\tvalid_0's quantile: 2.78883\n",
"[81]\tvalid_0's poisson: -105.069\tvalid_0's quantile: 2.7764\n",
"[82]\tvalid_0's poisson: -105.098\tvalid_0's quantile: 2.7652\n",
"[83]\tvalid_0's poisson: -105.126\tvalid_0's quantile: 2.76254\n",
"[84]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.75984\n",
"[85]\tvalid_0's poisson: -105.176\tvalid_0's quantile: 2.75186\n",
"[86]\tvalid_0's poisson: -105.199\tvalid_0's quantile: 2.74984\n",
"[87]\tvalid_0's poisson: -105.224\tvalid_0's quantile: 2.7476\n",
"[88]\tvalid_0's poisson: -105.244\tvalid_0's quantile: 2.7454\n",
"[89]\tvalid_0's poisson: -105.269\tvalid_0's quantile: 2.74211\n",
"[90]\tvalid_0's poisson: -105.287\tvalid_0's quantile: 2.7382\n",
"[91]\tvalid_0's poisson: -105.306\tvalid_0's quantile: 2.73546\n",
"[92]\tvalid_0's poisson: -105.328\tvalid_0's quantile: 2.73397\n",
"[93]\tvalid_0's poisson: -105.349\tvalid_0's quantile: 2.73178\n",
"[94]\tvalid_0's poisson: -105.372\tvalid_0's quantile: 2.7293\n",
"[95]\tvalid_0's poisson: -105.388\tvalid_0's quantile: 2.72762\n",
"[96]\tvalid_0's poisson: -105.405\tvalid_0's quantile: 2.72588\n",
"[97]\tvalid_0's poisson: -105.423\tvalid_0's quantile: 2.72442\n",
"[98]\tvalid_0's poisson: -105.441\tvalid_0's quantile: 2.72298\n",
"[99]\tvalid_0's poisson: -105.457\tvalid_0's quantile: 2.7214\n",
"[100]\tvalid_0's poisson: -105.477\tvalid_0's quantile: 2.71958\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.2813\tvalid_0's quantile: 10.9516\n",
"[2]\tvalid_0's poisson: -67.5697\tvalid_0's quantile: 10.2916\n",
"[3]\tvalid_0's poisson: -69.67\tvalid_0's quantile: 9.70622\n",
"[4]\tvalid_0's poisson: -71.6522\tvalid_0's quantile: 9.17437\n",
"[5]\tvalid_0's poisson: -73.4145\tvalid_0's quantile: 8.69484\n",
"[6]\tvalid_0's poisson: -75.2598\tvalid_0's quantile: 8.23367\n",
"[7]\tvalid_0's poisson: -76.9124\tvalid_0's quantile: 7.81665\n",
"[8]\tvalid_0's poisson: -78.3824\tvalid_0's quantile: 7.45968\n",
"[9]\tvalid_0's poisson: -79.884\tvalid_0's quantile: 7.10847\n",
"[10]\tvalid_0's poisson: -81.2679\tvalid_0's quantile: 6.78004\n",
"[11]\tvalid_0's poisson: -82.5725\tvalid_0's quantile: 6.49143\n",
"[12]\tvalid_0's poisson: -83.7798\tvalid_0's quantile: 6.23688\n",
"[13]\tvalid_0's poisson: -84.8913\tvalid_0's quantile: 6.00693\n",
"[14]\tvalid_0's poisson: -86.0295\tvalid_0's quantile: 5.79059\n",
"[15]\tvalid_0's poisson: -87.0947\tvalid_0's quantile: 5.58778\n",
"[16]\tvalid_0's poisson: -88.0614\tvalid_0's quantile: 5.40779\n",
"[17]\tvalid_0's poisson: -88.9092\tvalid_0's quantile: 5.24587\n",
"[18]\tvalid_0's poisson: -89.8004\tvalid_0's quantile: 5.08674\n",
"[19]\tvalid_0's poisson: -90.6437\tvalid_0's quantile: 4.93802\n",
"[20]\tvalid_0's poisson: -91.4421\tvalid_0's quantile: 4.79645\n",
"[21]\tvalid_0's poisson: -92.1968\tvalid_0's quantile: 4.67234\n",
"[22]\tvalid_0's poisson: -92.8541\tvalid_0's quantile: 4.55589\n",
"[23]\tvalid_0's poisson: -93.526\tvalid_0's quantile: 4.44108\n",
"[24]\tvalid_0's poisson: -94.1628\tvalid_0's quantile: 4.33882\n",
"[25]\tvalid_0's poisson: -94.7473\tvalid_0's quantile: 4.23439\n",
"[26]\tvalid_0's poisson: -95.3326\tvalid_0's quantile: 4.13765\n",
"[27]\tvalid_0's poisson: -95.8465\tvalid_0's quantile: 4.05541\n",
"[28]\tvalid_0's poisson: -96.3326\tvalid_0's quantile: 3.9816\n",
"[29]\tvalid_0's poisson: -96.8306\tvalid_0's quantile: 3.90683\n",
"[30]\tvalid_0's poisson: -97.2929\tvalid_0's quantile: 3.8422\n",
"[31]\tvalid_0's poisson: -97.7537\tvalid_0's quantile: 3.77196\n",
"[32]\tvalid_0's poisson: -98.1822\tvalid_0's quantile: 3.71135\n",
"[33]\tvalid_0's poisson: -98.5935\tvalid_0's quantile: 3.65172\n",
"[34]\tvalid_0's poisson: -98.9883\tvalid_0's quantile: 3.59117\n",
"[35]\tvalid_0's poisson: -99.3423\tvalid_0's quantile: 3.54149\n",
"[36]\tvalid_0's poisson: -99.6729\tvalid_0's quantile: 3.49583\n",
"[37]\tvalid_0's poisson: -99.9915\tvalid_0's quantile: 3.44846\n",
"[38]\tvalid_0's poisson: -100.316\tvalid_0's quantile: 3.40025\n",
"[39]\tvalid_0's poisson: -100.621\tvalid_0's quantile: 3.35544\n",
"[40]\tvalid_0's poisson: -100.883\tvalid_0's quantile: 3.31966\n",
"[41]\tvalid_0's poisson: -101.146\tvalid_0's quantile: 3.28449\n",
"[42]\tvalid_0's poisson: -101.402\tvalid_0's quantile: 3.24707\n",
"[43]\tvalid_0's poisson: -101.637\tvalid_0's quantile: 3.21502\n",
"[44]\tvalid_0's poisson: -101.848\tvalid_0's quantile: 3.1857\n",
"[45]\tvalid_0's poisson: -102.066\tvalid_0's quantile: 3.15806\n",
"[46]\tvalid_0's poisson: -102.269\tvalid_0's quantile: 3.13253\n",
"[47]\tvalid_0's poisson: -102.455\tvalid_0's quantile: 3.1081\n",
"[48]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.08489\n",
"[49]\tvalid_0's poisson: -102.784\tvalid_0's quantile: 3.0648\n",
"[50]\tvalid_0's poisson: -102.937\tvalid_0's quantile: 3.04229\n",
"[51]\tvalid_0's poisson: -103.095\tvalid_0's quantile: 3.0229\n",
"[52]\tvalid_0's poisson: -103.233\tvalid_0's quantile: 3.00018\n",
"[53]\tvalid_0's poisson: -103.369\tvalid_0's quantile: 2.97798\n",
"[54]\tvalid_0's poisson: -103.499\tvalid_0's quantile: 2.96202\n",
"[55]\tvalid_0's poisson: -103.627\tvalid_0's quantile: 2.94671\n",
"[56]\tvalid_0's poisson: -103.738\tvalid_0's quantile: 2.93305\n",
"[57]\tvalid_0's poisson: -103.84\tvalid_0's quantile: 2.92088\n",
"[58]\tvalid_0's poisson: -103.947\tvalid_0's quantile: 2.90888\n",
"[59]\tvalid_0's poisson: -104.046\tvalid_0's quantile: 2.89829\n",
"[60]\tvalid_0's poisson: -104.14\tvalid_0's quantile: 2.88822\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[61]\tvalid_0's poisson: -104.229\tvalid_0's quantile: 2.87709\n",
"[62]\tvalid_0's poisson: -104.313\tvalid_0's quantile: 2.86868\n",
"[63]\tvalid_0's poisson: -104.394\tvalid_0's quantile: 2.86064\n",
"[64]\tvalid_0's poisson: -104.469\tvalid_0's quantile: 2.85201\n",
"[65]\tvalid_0's poisson: -104.543\tvalid_0's quantile: 2.84231\n",
"[66]\tvalid_0's poisson: -104.608\tvalid_0's quantile: 2.83508\n",
"[67]\tvalid_0's poisson: -104.674\tvalid_0's quantile: 2.82617\n",
"[68]\tvalid_0's poisson: -104.741\tvalid_0's quantile: 2.81849\n",
"[69]\tvalid_0's poisson: -104.794\tvalid_0's quantile: 2.81177\n",
"[70]\tvalid_0's poisson: -104.855\tvalid_0's quantile: 2.80448\n",
"[71]\tvalid_0's poisson: -104.9\tvalid_0's quantile: 2.80014\n",
"[72]\tvalid_0's poisson: -104.947\tvalid_0's quantile: 2.79299\n",
"[73]\tvalid_0's poisson: -104.991\tvalid_0's quantile: 2.78804\n",
"[74]\tvalid_0's poisson: -105.034\tvalid_0's quantile: 2.77948\n",
"[75]\tvalid_0's poisson: -105.075\tvalid_0's quantile: 2.77606\n",
"[76]\tvalid_0's poisson: -105.118\tvalid_0's quantile: 2.77229\n",
"[77]\tvalid_0's poisson: -105.152\tvalid_0's quantile: 2.76847\n",
"[78]\tvalid_0's poisson: -105.183\tvalid_0's quantile: 2.76596\n",
"[79]\tvalid_0's poisson: -105.215\tvalid_0's quantile: 2.76053\n",
"[80]\tvalid_0's poisson: -105.249\tvalid_0's quantile: 2.75808\n",
"[81]\tvalid_0's poisson: -105.283\tvalid_0's quantile: 2.75469\n",
"[82]\tvalid_0's poisson: -105.308\tvalid_0's quantile: 2.75148\n",
"[83]\tvalid_0's poisson: -105.334\tvalid_0's quantile: 2.74807\n",
"[84]\tvalid_0's poisson: -105.355\tvalid_0's quantile: 2.7457\n",
"[85]\tvalid_0's poisson: -105.383\tvalid_0's quantile: 2.7432\n",
"[86]\tvalid_0's poisson: -105.401\tvalid_0's quantile: 2.74149\n",
"[87]\tvalid_0's poisson: -105.422\tvalid_0's quantile: 2.73638\n",
"[88]\tvalid_0's poisson: -105.44\tvalid_0's quantile: 2.73142\n",
"[89]\tvalid_0's poisson: -105.457\tvalid_0's quantile: 2.72957\n",
"[90]\tvalid_0's poisson: -105.473\tvalid_0's quantile: 2.72756\n",
"[91]\tvalid_0's poisson: -105.495\tvalid_0's quantile: 2.72585\n",
"[92]\tvalid_0's poisson: -105.517\tvalid_0's quantile: 2.72051\n",
"[93]\tvalid_0's poisson: -105.536\tvalid_0's quantile: 2.71824\n",
"[94]\tvalid_0's poisson: -105.552\tvalid_0's quantile: 2.71701\n",
"[95]\tvalid_0's poisson: -105.57\tvalid_0's quantile: 2.71519\n",
"[96]\tvalid_0's poisson: -105.586\tvalid_0's quantile: 2.7144\n",
"[97]\tvalid_0's poisson: -105.603\tvalid_0's quantile: 2.7132\n",
"[98]\tvalid_0's poisson: -105.617\tvalid_0's quantile: 2.71201\n",
"[99]\tvalid_0's poisson: -105.616\tvalid_0's quantile: 2.71085\n",
"[100]\tvalid_0's poisson: -105.627\tvalid_0's quantile: 2.70978\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.9308\tvalid_0's quantile: 10.9301\n",
"[2]\tvalid_0's poisson: -68.23\tvalid_0's quantile: 10.2417\n",
"[3]\tvalid_0's poisson: -70.3225\tvalid_0's quantile: 9.65108\n",
"[4]\tvalid_0's poisson: -72.1866\tvalid_0's quantile: 9.13241\n",
"[5]\tvalid_0's poisson: -73.8642\tvalid_0's quantile: 8.6606\n",
"[6]\tvalid_0's poisson: -75.6296\tvalid_0's quantile: 8.21557\n",
"[7]\tvalid_0's poisson: -77.2005\tvalid_0's quantile: 7.82303\n",
"[8]\tvalid_0's poisson: -78.7623\tvalid_0's quantile: 7.44123\n",
"[9]\tvalid_0's poisson: -80.2541\tvalid_0's quantile: 7.08892\n",
"[10]\tvalid_0's poisson: -81.5577\tvalid_0's quantile: 6.78204\n",
"[11]\tvalid_0's poisson: -82.8309\tvalid_0's quantile: 6.49919\n",
"[12]\tvalid_0's poisson: -84.017\tvalid_0's quantile: 6.23766\n",
"[13]\tvalid_0's poisson: -85.1523\tvalid_0's quantile: 5.99594\n",
"[14]\tvalid_0's poisson: -86.1948\tvalid_0's quantile: 5.78004\n",
"[15]\tvalid_0's poisson: -87.236\tvalid_0's quantile: 5.58103\n",
"[16]\tvalid_0's poisson: -88.2204\tvalid_0's quantile: 5.39783\n",
"[17]\tvalid_0's poisson: -89.1545\tvalid_0's quantile: 5.22447\n",
"[18]\tvalid_0's poisson: -90.0336\tvalid_0's quantile: 5.07577\n",
"[19]\tvalid_0's poisson: -90.8587\tvalid_0's quantile: 4.92689\n",
"[20]\tvalid_0's poisson: -91.6135\tvalid_0's quantile: 4.80098\n",
"[21]\tvalid_0's poisson: -92.3358\tvalid_0's quantile: 4.68425\n",
"[22]\tvalid_0's poisson: -93.0224\tvalid_0's quantile: 4.57828\n",
"[23]\tvalid_0's poisson: -93.6589\tvalid_0's quantile: 4.47117\n",
"[24]\tvalid_0's poisson: -94.2593\tvalid_0's quantile: 4.37582\n",
"[25]\tvalid_0's poisson: -94.8641\tvalid_0's quantile: 4.28054\n",
"[26]\tvalid_0's poisson: -95.4385\tvalid_0's quantile: 4.18664\n",
"[27]\tvalid_0's poisson: -95.9595\tvalid_0's quantile: 4.09703\n",
"[28]\tvalid_0's poisson: -96.4866\tvalid_0's quantile: 4.01452\n",
"[29]\tvalid_0's poisson: -96.9495\tvalid_0's quantile: 3.94043\n",
"[30]\tvalid_0's poisson: -97.4123\tvalid_0's quantile: 3.87101\n",
"[31]\tvalid_0's poisson: -97.8388\tvalid_0's quantile: 3.81094\n",
"[32]\tvalid_0's poisson: -98.2482\tvalid_0's quantile: 3.75086\n",
"[33]\tvalid_0's poisson: -98.6476\tvalid_0's quantile: 3.69029\n",
"[34]\tvalid_0's poisson: -99.0291\tvalid_0's quantile: 3.6323\n",
"[35]\tvalid_0's poisson: -99.3615\tvalid_0's quantile: 3.57965\n",
"[36]\tvalid_0's poisson: -99.7073\tvalid_0's quantile: 3.52823\n",
"[37]\tvalid_0's poisson: -100.03\tvalid_0's quantile: 3.48184\n",
"[38]\tvalid_0's poisson: -100.328\tvalid_0's quantile: 3.44163\n",
"[39]\tvalid_0's poisson: -100.612\tvalid_0's quantile: 3.40003\n",
"[40]\tvalid_0's poisson: -100.873\tvalid_0's quantile: 3.3624\n",
"[41]\tvalid_0's poisson: -101.13\tvalid_0's quantile: 3.32657\n",
"[42]\tvalid_0's poisson: -101.357\tvalid_0's quantile: 3.29468\n",
"[43]\tvalid_0's poisson: -101.596\tvalid_0's quantile: 3.26175\n",
"[44]\tvalid_0's poisson: -101.825\tvalid_0's quantile: 3.23122\n",
"[45]\tvalid_0's poisson: -102.038\tvalid_0's quantile: 3.20338\n",
"[46]\tvalid_0's poisson: -102.228\tvalid_0's quantile: 3.17447\n",
"[47]\tvalid_0's poisson: -102.402\tvalid_0's quantile: 3.15231\n",
"[48]\tvalid_0's poisson: -102.567\tvalid_0's quantile: 3.12982\n",
"[49]\tvalid_0's poisson: -102.733\tvalid_0's quantile: 3.10908\n",
"[50]\tvalid_0's poisson: -102.876\tvalid_0's quantile: 3.08947\n",
"[51]\tvalid_0's poisson: -103.031\tvalid_0's quantile: 3.06892\n",
"[52]\tvalid_0's poisson: -103.17\tvalid_0's quantile: 3.05324\n",
"[53]\tvalid_0's poisson: -103.303\tvalid_0's quantile: 3.03816\n",
"[54]\tvalid_0's poisson: -103.424\tvalid_0's quantile: 3.02271\n",
"[55]\tvalid_0's poisson: -103.552\tvalid_0's quantile: 3.00795\n",
"[56]\tvalid_0's poisson: -103.653\tvalid_0's quantile: 2.99183\n",
"[57]\tvalid_0's poisson: -103.763\tvalid_0's quantile: 2.97952\n",
"[58]\tvalid_0's poisson: -103.864\tvalid_0's quantile: 2.96672\n",
"[59]\tvalid_0's poisson: -103.956\tvalid_0's quantile: 2.95592\n",
"[60]\tvalid_0's poisson: -104.05\tvalid_0's quantile: 2.93552\n",
"[61]\tvalid_0's poisson: -104.143\tvalid_0's quantile: 2.91773\n",
"[62]\tvalid_0's poisson: -104.229\tvalid_0's quantile: 2.90715\n",
"[63]\tvalid_0's poisson: -104.299\tvalid_0's quantile: 2.89037\n",
"[64]\tvalid_0's poisson: -104.364\tvalid_0's quantile: 2.88326\n",
"[65]\tvalid_0's poisson: -104.43\tvalid_0's quantile: 2.87493\n",
"[66]\tvalid_0's poisson: -104.497\tvalid_0's quantile: 2.8618\n",
"[67]\tvalid_0's poisson: -104.557\tvalid_0's quantile: 2.85482\n",
"[68]\tvalid_0's poisson: -104.618\tvalid_0's quantile: 2.84753\n",
"[69]\tvalid_0's poisson: -104.673\tvalid_0's quantile: 2.84135\n",
"[70]\tvalid_0's poisson: -104.72\tvalid_0's quantile: 2.83566\n",
"[71]\tvalid_0's poisson: -104.771\tvalid_0's quantile: 2.82885\n",
"[72]\tvalid_0's poisson: -104.819\tvalid_0's quantile: 2.82058\n",
"[73]\tvalid_0's poisson: -104.864\tvalid_0's quantile: 2.81684\n",
"[74]\tvalid_0's poisson: -104.907\tvalid_0's quantile: 2.81221\n",
"[75]\tvalid_0's poisson: -104.947\tvalid_0's quantile: 2.80754\n",
"[76]\tvalid_0's poisson: -104.986\tvalid_0's quantile: 2.80374\n",
"[77]\tvalid_0's poisson: -105.025\tvalid_0's quantile: 2.80061\n",
"[78]\tvalid_0's poisson: -105.055\tvalid_0's quantile: 2.79725\n",
"[79]\tvalid_0's poisson: -105.085\tvalid_0's quantile: 2.79478\n",
"[80]\tvalid_0's poisson: -105.118\tvalid_0's quantile: 2.79204\n",
"[81]\tvalid_0's poisson: -105.145\tvalid_0's quantile: 2.78568\n",
"[82]\tvalid_0's poisson: -105.166\tvalid_0's quantile: 2.78363\n",
"[83]\tvalid_0's poisson: -105.194\tvalid_0's quantile: 2.78071\n",
"[84]\tvalid_0's poisson: -105.218\tvalid_0's quantile: 2.77846\n",
"[85]\tvalid_0's poisson: -105.243\tvalid_0's quantile: 2.77447\n",
"[86]\tvalid_0's poisson: -105.261\tvalid_0's quantile: 2.77225\n",
"[87]\tvalid_0's poisson: -105.278\tvalid_0's quantile: 2.77011\n",
"[88]\tvalid_0's poisson: -105.291\tvalid_0's quantile: 2.76503\n",
"[89]\tvalid_0's poisson: -105.313\tvalid_0's quantile: 2.76291\n",
"[90]\tvalid_0's poisson: -105.334\tvalid_0's quantile: 2.76004\n",
"[91]\tvalid_0's poisson: -105.35\tvalid_0's quantile: 2.75213\n",
"[92]\tvalid_0's poisson: -105.367\tvalid_0's quantile: 2.74973\n",
"[93]\tvalid_0's poisson: -105.387\tvalid_0's quantile: 2.74765\n",
"[94]\tvalid_0's poisson: -105.404\tvalid_0's quantile: 2.74471\n",
"[95]\tvalid_0's poisson: -105.419\tvalid_0's quantile: 2.74219\n",
"[96]\tvalid_0's poisson: -105.432\tvalid_0's quantile: 2.7409\n",
"[97]\tvalid_0's poisson: -105.449\tvalid_0's quantile: 2.73939\n",
"[98]\tvalid_0's poisson: -105.464\tvalid_0's quantile: 2.73827\n",
"[99]\tvalid_0's poisson: -105.481\tvalid_0's quantile: 2.73726\n",
"[100]\tvalid_0's poisson: -105.493\tvalid_0's quantile: 2.7361\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6681\tvalid_0's quantile: 10.9656\n",
"[2]\tvalid_0's poisson: -66.9016\tvalid_0's quantile: 10.3259\n",
"[3]\tvalid_0's poisson: -69.0034\tvalid_0's quantile: 9.73964\n",
"[4]\tvalid_0's poisson: -70.9257\tvalid_0's quantile: 9.21685\n",
"[5]\tvalid_0's poisson: -72.8763\tvalid_0's quantile: 8.72359\n",
"[6]\tvalid_0's poisson: -74.5446\tvalid_0's quantile: 8.30605\n",
"[7]\tvalid_0's poisson: -76.2226\tvalid_0's quantile: 7.87984\n",
"[8]\tvalid_0's poisson: -77.768\tvalid_0's quantile: 7.514\n",
"[9]\tvalid_0's poisson: -79.2768\tvalid_0's quantile: 7.16416\n",
"[10]\tvalid_0's poisson: -80.739\tvalid_0's quantile: 6.83722\n",
"[11]\tvalid_0's poisson: -82.0726\tvalid_0's quantile: 6.5604\n",
"[12]\tvalid_0's poisson: -83.3364\tvalid_0's quantile: 6.30055\n",
"[13]\tvalid_0's poisson: -84.466\tvalid_0's quantile: 6.05389\n",
"[14]\tvalid_0's poisson: -85.5524\tvalid_0's quantile: 5.84313\n",
"[15]\tvalid_0's poisson: -86.5642\tvalid_0's quantile: 5.65355\n",
"[16]\tvalid_0's poisson: -87.6328\tvalid_0's quantile: 5.45216\n",
"[17]\tvalid_0's poisson: -88.5206\tvalid_0's quantile: 5.28446\n",
"[18]\tvalid_0's poisson: -89.4432\tvalid_0's quantile: 5.12009\n",
"[19]\tvalid_0's poisson: -90.2513\tvalid_0's quantile: 4.97753\n",
"[20]\tvalid_0's poisson: -91.088\tvalid_0's quantile: 4.8386\n",
"[21]\tvalid_0's poisson: -91.8375\tvalid_0's quantile: 4.71116\n",
"[22]\tvalid_0's poisson: -92.555\tvalid_0's quantile: 4.5848\n",
"[23]\tvalid_0's poisson: -93.2387\tvalid_0's quantile: 4.47205\n",
"[24]\tvalid_0's poisson: -93.8528\tvalid_0's quantile: 4.3694\n",
"[25]\tvalid_0's poisson: -94.4821\tvalid_0's quantile: 4.26882\n",
"[26]\tvalid_0's poisson: -95.0771\tvalid_0's quantile: 4.17193\n",
"[27]\tvalid_0's poisson: -95.6242\tvalid_0's quantile: 4.08575\n",
"[28]\tvalid_0's poisson: -96.1311\tvalid_0's quantile: 4.00525\n",
"[29]\tvalid_0's poisson: -96.6456\tvalid_0's quantile: 3.92767\n",
"[30]\tvalid_0's poisson: -97.1294\tvalid_0's quantile: 3.85573\n",
"[31]\tvalid_0's poisson: -97.5811\tvalid_0's quantile: 3.79148\n",
"[32]\tvalid_0's poisson: -98.0086\tvalid_0's quantile: 3.73022\n",
"[33]\tvalid_0's poisson: -98.4322\tvalid_0's quantile: 3.67122\n",
"[34]\tvalid_0's poisson: -98.8339\tvalid_0's quantile: 3.61427\n",
"[35]\tvalid_0's poisson: -99.1919\tvalid_0's quantile: 3.56096\n",
"[36]\tvalid_0's poisson: -99.5447\tvalid_0's quantile: 3.51411\n",
"[37]\tvalid_0's poisson: -99.8744\tvalid_0's quantile: 3.46808\n",
"[38]\tvalid_0's poisson: -100.187\tvalid_0's quantile: 3.425\n",
"[39]\tvalid_0's poisson: -100.468\tvalid_0's quantile: 3.38674\n",
"[40]\tvalid_0's poisson: -100.737\tvalid_0's quantile: 3.35225\n",
"[41]\tvalid_0's poisson: -100.99\tvalid_0's quantile: 3.31979\n",
"[42]\tvalid_0's poisson: -101.24\tvalid_0's quantile: 3.2814\n",
"[43]\tvalid_0's poisson: -101.473\tvalid_0's quantile: 3.24218\n",
"[44]\tvalid_0's poisson: -101.703\tvalid_0's quantile: 3.21403\n",
"[45]\tvalid_0's poisson: -101.91\tvalid_0's quantile: 3.18054\n",
"[46]\tvalid_0's poisson: -102.097\tvalid_0's quantile: 3.1586\n",
"[47]\tvalid_0's poisson: -102.277\tvalid_0's quantile: 3.13474\n",
"[48]\tvalid_0's poisson: -102.451\tvalid_0's quantile: 3.11281\n",
"[49]\tvalid_0's poisson: -102.609\tvalid_0's quantile: 3.09272\n",
"[50]\tvalid_0's poisson: -102.766\tvalid_0's quantile: 3.07517\n",
"[51]\tvalid_0's poisson: -102.919\tvalid_0's quantile: 3.05544\n",
"[52]\tvalid_0's poisson: -103.055\tvalid_0's quantile: 3.03779\n",
"[53]\tvalid_0's poisson: -103.188\tvalid_0's quantile: 3.01837\n",
"[54]\tvalid_0's poisson: -103.319\tvalid_0's quantile: 3.00334\n",
"[55]\tvalid_0's poisson: -103.448\tvalid_0's quantile: 2.98835\n",
"[56]\tvalid_0's poisson: -103.567\tvalid_0's quantile: 2.97287\n",
"[57]\tvalid_0's poisson: -103.668\tvalid_0's quantile: 2.96108\n",
"[58]\tvalid_0's poisson: -103.773\tvalid_0's quantile: 2.94315\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[59]\tvalid_0's poisson: -103.872\tvalid_0's quantile: 2.93229\n",
"[60]\tvalid_0's poisson: -103.971\tvalid_0's quantile: 2.92132\n",
"[61]\tvalid_0's poisson: -104.067\tvalid_0's quantile: 2.91051\n",
"[62]\tvalid_0's poisson: -104.152\tvalid_0's quantile: 2.90183\n",
"[63]\tvalid_0's poisson: -104.231\tvalid_0's quantile: 2.89357\n",
"[64]\tvalid_0's poisson: -104.306\tvalid_0's quantile: 2.88382\n",
"[65]\tvalid_0's poisson: -104.373\tvalid_0's quantile: 2.87577\n",
"[66]\tvalid_0's poisson: -104.44\tvalid_0's quantile: 2.86798\n",
"[67]\tvalid_0's poisson: -104.502\tvalid_0's quantile: 2.86221\n",
"[68]\tvalid_0's poisson: -104.562\tvalid_0's quantile: 2.85275\n",
"[69]\tvalid_0's poisson: -104.62\tvalid_0's quantile: 2.84616\n",
"[70]\tvalid_0's poisson: -104.674\tvalid_0's quantile: 2.83802\n",
"[71]\tvalid_0's poisson: -104.718\tvalid_0's quantile: 2.83389\n",
"[72]\tvalid_0's poisson: -104.766\tvalid_0's quantile: 2.82845\n",
"[73]\tvalid_0's poisson: -104.809\tvalid_0's quantile: 2.82348\n",
"[74]\tvalid_0's poisson: -104.851\tvalid_0's quantile: 2.81878\n",
"[75]\tvalid_0's poisson: -104.889\tvalid_0's quantile: 2.81348\n",
"[76]\tvalid_0's poisson: -104.924\tvalid_0's quantile: 2.80526\n",
"[77]\tvalid_0's poisson: -104.959\tvalid_0's quantile: 2.80182\n",
"[78]\tvalid_0's poisson: -104.989\tvalid_0's quantile: 2.79788\n",
"[79]\tvalid_0's poisson: -105.027\tvalid_0's quantile: 2.78998\n",
"[80]\tvalid_0's poisson: -105.062\tvalid_0's quantile: 2.78611\n",
"[81]\tvalid_0's poisson: -105.095\tvalid_0's quantile: 2.78364\n",
"[82]\tvalid_0's poisson: -105.117\tvalid_0's quantile: 2.78153\n",
"[83]\tvalid_0's poisson: -105.139\tvalid_0's quantile: 2.7773\n",
"[84]\tvalid_0's poisson: -105.173\tvalid_0's quantile: 2.77304\n",
"[85]\tvalid_0's poisson: -105.197\tvalid_0's quantile: 2.7706\n",
"[86]\tvalid_0's poisson: -105.221\tvalid_0's quantile: 2.76865\n",
"[87]\tvalid_0's poisson: -105.244\tvalid_0's quantile: 2.76551\n",
"[88]\tvalid_0's poisson: -105.269\tvalid_0's quantile: 2.76363\n",
"[89]\tvalid_0's poisson: -105.288\tvalid_0's quantile: 2.76209\n",
"[90]\tvalid_0's poisson: -105.307\tvalid_0's quantile: 2.7604\n",
"[91]\tvalid_0's poisson: -105.328\tvalid_0's quantile: 2.75848\n",
"[92]\tvalid_0's poisson: -105.346\tvalid_0's quantile: 2.75688\n",
"[93]\tvalid_0's poisson: -105.37\tvalid_0's quantile: 2.75117\n",
"[94]\tvalid_0's poisson: -105.392\tvalid_0's quantile: 2.74901\n",
"[95]\tvalid_0's poisson: -105.413\tvalid_0's quantile: 2.74478\n",
"[96]\tvalid_0's poisson: -105.434\tvalid_0's quantile: 2.73911\n",
"[97]\tvalid_0's poisson: -105.45\tvalid_0's quantile: 2.73708\n",
"[98]\tvalid_0's poisson: -105.467\tvalid_0's quantile: 2.73548\n",
"[99]\tvalid_0's poisson: -105.48\tvalid_0's quantile: 2.7345\n",
"[100]\tvalid_0's poisson: -105.494\tvalid_0's quantile: 2.7333\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.533\tvalid_0's quantile: 5.35155\n",
"[2]\tvalid_0's poisson: -96.3848\tvalid_0's quantile: 4.35439\n",
"[3]\tvalid_0's poisson: -99.563\tvalid_0's quantile: 3.98008\n",
"[4]\tvalid_0's poisson: -100.317\tvalid_0's quantile: 3.73716\n",
"[5]\tvalid_0's poisson: -100.597\tvalid_0's quantile: 3.67807\n",
"[6]\tvalid_0's poisson: -100.709\tvalid_0's quantile: 3.64869\n",
"[7]\tvalid_0's poisson: -100.945\tvalid_0's quantile: 3.62433\n",
"[8]\tvalid_0's poisson: -100.947\tvalid_0's quantile: 3.6214\n",
"[9]\tvalid_0's poisson: -100.842\tvalid_0's quantile: 3.57343\n",
"[10]\tvalid_0's poisson: -101.478\tvalid_0's quantile: 3.48296\n",
"[11]\tvalid_0's poisson: -101.635\tvalid_0's quantile: 3.45767\n",
"[12]\tvalid_0's poisson: -101.648\tvalid_0's quantile: 3.42297\n",
"[13]\tvalid_0's poisson: -101.971\tvalid_0's quantile: 3.42806\n",
"[14]\tvalid_0's poisson: -102.023\tvalid_0's quantile: 3.39851\n",
"[15]\tvalid_0's poisson: -102.113\tvalid_0's quantile: 3.38676\n",
"[16]\tvalid_0's poisson: -102.193\tvalid_0's quantile: 3.38443\n",
"[17]\tvalid_0's poisson: -102.12\tvalid_0's quantile: 3.39263\n",
"[18]\tvalid_0's poisson: -102.23\tvalid_0's quantile: 3.38617\n",
"[19]\tvalid_0's poisson: -102.255\tvalid_0's quantile: 3.38879\n",
"[20]\tvalid_0's poisson: -102.251\tvalid_0's quantile: 3.38404\n",
"[21]\tvalid_0's poisson: -102.171\tvalid_0's quantile: 3.3863\n",
"[22]\tvalid_0's poisson: -102.439\tvalid_0's quantile: 3.36375\n",
"[23]\tvalid_0's poisson: -102.414\tvalid_0's quantile: 3.35704\n",
"[24]\tvalid_0's poisson: -102.632\tvalid_0's quantile: 3.33284\n",
"[25]\tvalid_0's poisson: -102.638\tvalid_0's quantile: 3.32394\n",
"[26]\tvalid_0's poisson: -102.725\tvalid_0's quantile: 3.32815\n",
"[27]\tvalid_0's poisson: -102.66\tvalid_0's quantile: 3.32241\n",
"[28]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.32404\n",
"[29]\tvalid_0's poisson: -102.605\tvalid_0's quantile: 3.32813\n",
"[30]\tvalid_0's poisson: -102.604\tvalid_0's quantile: 3.32757\n",
"[31]\tvalid_0's poisson: -102.58\tvalid_0's quantile: 3.32787\n",
"[32]\tvalid_0's poisson: -102.651\tvalid_0's quantile: 3.30784\n",
"[33]\tvalid_0's poisson: -102.65\tvalid_0's quantile: 3.2991\n",
"[34]\tvalid_0's poisson: -102.712\tvalid_0's quantile: 3.28704\n",
"[35]\tvalid_0's poisson: -102.741\tvalid_0's quantile: 3.2882\n",
"[36]\tvalid_0's poisson: -102.831\tvalid_0's quantile: 3.28722\n",
"[37]\tvalid_0's poisson: -102.76\tvalid_0's quantile: 3.29369\n",
"[38]\tvalid_0's poisson: -102.709\tvalid_0's quantile: 3.29251\n",
"[39]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.28944\n",
"[40]\tvalid_0's poisson: -102.692\tvalid_0's quantile: 3.29097\n",
"[41]\tvalid_0's poisson: -102.701\tvalid_0's quantile: 3.29292\n",
"[42]\tvalid_0's poisson: -102.675\tvalid_0's quantile: 3.29011\n",
"[43]\tvalid_0's poisson: -102.817\tvalid_0's quantile: 3.29284\n",
"[44]\tvalid_0's poisson: -102.765\tvalid_0's quantile: 3.28828\n",
"[45]\tvalid_0's poisson: -102.739\tvalid_0's quantile: 3.28137\n",
"[46]\tvalid_0's poisson: -102.767\tvalid_0's quantile: 3.2805\n",
"[47]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.27702\n",
"[48]\tvalid_0's poisson: -102.822\tvalid_0's quantile: 3.26909\n",
"[49]\tvalid_0's poisson: -102.862\tvalid_0's quantile: 3.23728\n",
"[50]\tvalid_0's poisson: -102.857\tvalid_0's quantile: 3.23967\n",
"[51]\tvalid_0's poisson: -102.882\tvalid_0's quantile: 3.23572\n",
"[52]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.23966\n",
"[53]\tvalid_0's poisson: -102.873\tvalid_0's quantile: 3.23607\n",
"[54]\tvalid_0's poisson: -102.875\tvalid_0's quantile: 3.24153\n",
"[55]\tvalid_0's poisson: -102.862\tvalid_0's quantile: 3.23931\n",
"[56]\tvalid_0's poisson: -102.805\tvalid_0's quantile: 3.24432\n",
"[57]\tvalid_0's poisson: -102.945\tvalid_0's quantile: 3.24133\n",
"[58]\tvalid_0's poisson: -102.934\tvalid_0's quantile: 3.23814\n",
"[59]\tvalid_0's poisson: -102.944\tvalid_0's quantile: 3.23837\n",
"[60]\tvalid_0's poisson: -102.894\tvalid_0's quantile: 3.23926\n",
"[61]\tvalid_0's poisson: -102.886\tvalid_0's quantile: 3.24166\n",
"[62]\tvalid_0's poisson: -103.006\tvalid_0's quantile: 3.2359\n",
"[63]\tvalid_0's poisson: -103.025\tvalid_0's quantile: 3.21133\n",
"[64]\tvalid_0's poisson: -103.031\tvalid_0's quantile: 3.21527\n",
"[65]\tvalid_0's poisson: -102.96\tvalid_0's quantile: 3.21412\n",
"[66]\tvalid_0's poisson: -103.014\tvalid_0's quantile: 3.20935\n",
"[67]\tvalid_0's poisson: -103.146\tvalid_0's quantile: 3.20905\n",
"[68]\tvalid_0's poisson: -103.13\tvalid_0's quantile: 3.21402\n",
"[69]\tvalid_0's poisson: -103.077\tvalid_0's quantile: 3.21032\n",
"[70]\tvalid_0's poisson: -103.171\tvalid_0's quantile: 3.21158\n",
"[71]\tvalid_0's poisson: -103.129\tvalid_0's quantile: 3.20912\n",
"[72]\tvalid_0's poisson: -103.136\tvalid_0's quantile: 3.21205\n",
"[73]\tvalid_0's poisson: -103.133\tvalid_0's quantile: 3.21457\n",
"[74]\tvalid_0's poisson: -103.133\tvalid_0's quantile: 3.21014\n",
"[75]\tvalid_0's poisson: -103.062\tvalid_0's quantile: 3.21184\n",
"[76]\tvalid_0's poisson: -103.086\tvalid_0's quantile: 3.21398\n",
"[77]\tvalid_0's poisson: -103.176\tvalid_0's quantile: 3.21485\n",
"[78]\tvalid_0's poisson: -103.205\tvalid_0's quantile: 3.20728\n",
"[79]\tvalid_0's poisson: -103.17\tvalid_0's quantile: 3.20752\n",
"[80]\tvalid_0's poisson: -103.155\tvalid_0's quantile: 3.20907\n",
"[81]\tvalid_0's poisson: -103.154\tvalid_0's quantile: 3.21198\n",
"[82]\tvalid_0's poisson: -103.099\tvalid_0's quantile: 3.21157\n",
"[83]\tvalid_0's poisson: -103.119\tvalid_0's quantile: 3.21276\n",
"[84]\tvalid_0's poisson: -103.092\tvalid_0's quantile: 3.22002\n",
"[85]\tvalid_0's poisson: -102.989\tvalid_0's quantile: 3.22474\n",
"[86]\tvalid_0's poisson: -103.045\tvalid_0's quantile: 3.21707\n",
"[87]\tvalid_0's poisson: -103.08\tvalid_0's quantile: 3.21687\n",
"[88]\tvalid_0's poisson: -103.095\tvalid_0's quantile: 3.21725\n",
"[89]\tvalid_0's poisson: -103.24\tvalid_0's quantile: 3.21882\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[90]\tvalid_0's poisson: -103.266\tvalid_0's quantile: 3.22031\n",
"[91]\tvalid_0's poisson: -103.191\tvalid_0's quantile: 3.22032\n",
"[92]\tvalid_0's poisson: -103.225\tvalid_0's quantile: 3.21928\n",
"[93]\tvalid_0's poisson: -103.206\tvalid_0's quantile: 3.21754\n",
"[94]\tvalid_0's poisson: -103.218\tvalid_0's quantile: 3.21558\n",
"[95]\tvalid_0's poisson: -103.22\tvalid_0's quantile: 3.21012\n",
"[96]\tvalid_0's poisson: -103.244\tvalid_0's quantile: 3.20754\n",
"[97]\tvalid_0's poisson: -103.277\tvalid_0's quantile: 3.20749\n",
"[98]\tvalid_0's poisson: -103.267\tvalid_0's quantile: 3.20754\n",
"[99]\tvalid_0's poisson: -103.252\tvalid_0's quantile: 3.20673\n",
"[100]\tvalid_0's poisson: -103.312\tvalid_0's quantile: 3.20762\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.5562\tvalid_0's quantile: 5.391\n",
"[2]\tvalid_0's poisson: -96.4984\tvalid_0's quantile: 4.39581\n",
"[3]\tvalid_0's poisson: -98.8518\tvalid_0's quantile: 3.98086\n",
"[4]\tvalid_0's poisson: -99.2596\tvalid_0's quantile: 3.88846\n",
"[5]\tvalid_0's poisson: -99.1343\tvalid_0's quantile: 3.84771\n",
"[6]\tvalid_0's poisson: -99.5197\tvalid_0's quantile: 3.80017\n",
"[7]\tvalid_0's poisson: -100.145\tvalid_0's quantile: 3.70279\n",
"[8]\tvalid_0's poisson: -100.381\tvalid_0's quantile: 3.66912\n",
"[9]\tvalid_0's poisson: -100.612\tvalid_0's quantile: 3.58876\n",
"[10]\tvalid_0's poisson: -101.117\tvalid_0's quantile: 3.55061\n",
"[11]\tvalid_0's poisson: -101.189\tvalid_0's quantile: 3.53426\n",
"[12]\tvalid_0's poisson: -101.205\tvalid_0's quantile: 3.53446\n",
"[13]\tvalid_0's poisson: -101.215\tvalid_0's quantile: 3.53851\n",
"[14]\tvalid_0's poisson: -101.188\tvalid_0's quantile: 3.51635\n",
"[15]\tvalid_0's poisson: -101.257\tvalid_0's quantile: 3.51047\n",
"[16]\tvalid_0's poisson: -101.407\tvalid_0's quantile: 3.49314\n",
"[17]\tvalid_0's poisson: -101.369\tvalid_0's quantile: 3.49872\n",
"[18]\tvalid_0's poisson: -101.314\tvalid_0's quantile: 3.48118\n",
"[19]\tvalid_0's poisson: -101.345\tvalid_0's quantile: 3.46127\n",
"[20]\tvalid_0's poisson: -101.603\tvalid_0's quantile: 3.4486\n",
"[21]\tvalid_0's poisson: -101.548\tvalid_0's quantile: 3.43886\n",
"[22]\tvalid_0's poisson: -102.008\tvalid_0's quantile: 3.38374\n",
"[23]\tvalid_0's poisson: -102.036\tvalid_0's quantile: 3.38241\n",
"[24]\tvalid_0's poisson: -102.088\tvalid_0's quantile: 3.37182\n",
"[25]\tvalid_0's poisson: -102.118\tvalid_0's quantile: 3.37319\n",
"[26]\tvalid_0's poisson: -102.12\tvalid_0's quantile: 3.37684\n",
"[27]\tvalid_0's poisson: -102.023\tvalid_0's quantile: 3.38089\n",
"[28]\tvalid_0's poisson: -102.099\tvalid_0's quantile: 3.36345\n",
"[29]\tvalid_0's poisson: -102.139\tvalid_0's quantile: 3.36496\n",
"[30]\tvalid_0's poisson: -102.196\tvalid_0's quantile: 3.34982\n",
"[31]\tvalid_0's poisson: -102.181\tvalid_0's quantile: 3.3303\n",
"[32]\tvalid_0's poisson: -102.223\tvalid_0's quantile: 3.32457\n",
"[33]\tvalid_0's poisson: -102.319\tvalid_0's quantile: 3.30948\n",
"[34]\tvalid_0's poisson: -102.363\tvalid_0's quantile: 3.30629\n",
"[35]\tvalid_0's poisson: -102.249\tvalid_0's quantile: 3.30437\n",
"[36]\tvalid_0's poisson: -102.258\tvalid_0's quantile: 3.30627\n",
"[37]\tvalid_0's poisson: -102.264\tvalid_0's quantile: 3.30455\n",
"[38]\tvalid_0's poisson: -102.369\tvalid_0's quantile: 3.30866\n",
"[39]\tvalid_0's poisson: -102.42\tvalid_0's quantile: 3.31304\n",
"[40]\tvalid_0's poisson: -102.425\tvalid_0's quantile: 3.31527\n",
"[41]\tvalid_0's poisson: -102.407\tvalid_0's quantile: 3.30887\n",
"[42]\tvalid_0's poisson: -102.381\tvalid_0's quantile: 3.31303\n",
"[43]\tvalid_0's poisson: -102.516\tvalid_0's quantile: 3.30433\n",
"[44]\tvalid_0's poisson: -102.499\tvalid_0's quantile: 3.28687\n",
"[45]\tvalid_0's poisson: -102.636\tvalid_0's quantile: 3.28949\n",
"[46]\tvalid_0's poisson: -102.506\tvalid_0's quantile: 3.29652\n",
"[47]\tvalid_0's poisson: -102.552\tvalid_0's quantile: 3.29073\n",
"[48]\tvalid_0's poisson: -102.553\tvalid_0's quantile: 3.29534\n",
"[49]\tvalid_0's poisson: -102.656\tvalid_0's quantile: 3.27829\n",
"[50]\tvalid_0's poisson: -102.7\tvalid_0's quantile: 3.28511\n",
"[51]\tvalid_0's poisson: -102.732\tvalid_0's quantile: 3.28721\n",
"[52]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.27722\n",
"[53]\tvalid_0's poisson: -102.743\tvalid_0's quantile: 3.26562\n",
"[54]\tvalid_0's poisson: -102.761\tvalid_0's quantile: 3.2652\n",
"[55]\tvalid_0's poisson: -102.738\tvalid_0's quantile: 3.2684\n",
"[56]\tvalid_0's poisson: -102.815\tvalid_0's quantile: 3.26444\n",
"[57]\tvalid_0's poisson: -102.764\tvalid_0's quantile: 3.2742\n",
"[58]\tvalid_0's poisson: -102.747\tvalid_0's quantile: 3.27206\n",
"[59]\tvalid_0's poisson: -102.894\tvalid_0's quantile: 3.26422\n",
"[60]\tvalid_0's poisson: -102.847\tvalid_0's quantile: 3.2715\n",
"[61]\tvalid_0's poisson: -102.863\tvalid_0's quantile: 3.27516\n",
"[62]\tvalid_0's poisson: -102.838\tvalid_0's quantile: 3.27168\n",
"[63]\tvalid_0's poisson: -102.824\tvalid_0's quantile: 3.27431\n",
"[64]\tvalid_0's poisson: -102.6\tvalid_0's quantile: 3.27404\n",
"[65]\tvalid_0's poisson: -102.75\tvalid_0's quantile: 3.26552\n",
"[66]\tvalid_0's poisson: -102.776\tvalid_0's quantile: 3.26535\n",
"[67]\tvalid_0's poisson: -102.83\tvalid_0's quantile: 3.26406\n",
"[68]\tvalid_0's poisson: -102.843\tvalid_0's quantile: 3.27182\n",
"[69]\tvalid_0's poisson: -102.828\tvalid_0's quantile: 3.27178\n",
"[70]\tvalid_0's poisson: -102.82\tvalid_0's quantile: 3.27137\n",
"[71]\tvalid_0's poisson: -102.947\tvalid_0's quantile: 3.27129\n",
"[72]\tvalid_0's poisson: -102.892\tvalid_0's quantile: 3.27312\n",
"[73]\tvalid_0's poisson: -102.913\tvalid_0's quantile: 3.27414\n",
"[74]\tvalid_0's poisson: -102.954\tvalid_0's quantile: 3.27809\n",
"[75]\tvalid_0's poisson: -102.982\tvalid_0's quantile: 3.27586\n",
"[76]\tvalid_0's poisson: -102.953\tvalid_0's quantile: 3.27843\n",
"[77]\tvalid_0's poisson: -102.972\tvalid_0's quantile: 3.27391\n",
"[78]\tvalid_0's poisson: -102.96\tvalid_0's quantile: 3.26691\n",
"[79]\tvalid_0's poisson: -102.91\tvalid_0's quantile: 3.26683\n",
"[80]\tvalid_0's poisson: -102.926\tvalid_0's quantile: 3.26876\n",
"[81]\tvalid_0's poisson: -102.966\tvalid_0's quantile: 3.27068\n",
"[82]\tvalid_0's poisson: -102.983\tvalid_0's quantile: 3.27272\n",
"[83]\tvalid_0's poisson: -102.975\tvalid_0's quantile: 3.26786\n",
"[84]\tvalid_0's poisson: -102.988\tvalid_0's quantile: 3.26271\n",
"[85]\tvalid_0's poisson: -102.947\tvalid_0's quantile: 3.2583\n",
"[86]\tvalid_0's poisson: -102.959\tvalid_0's quantile: 3.25921\n",
"[87]\tvalid_0's poisson: -102.939\tvalid_0's quantile: 3.26191\n",
"[88]\tvalid_0's poisson: -102.933\tvalid_0's quantile: 3.25944\n",
"[89]\tvalid_0's poisson: -102.943\tvalid_0's quantile: 3.26207\n",
"[90]\tvalid_0's poisson: -102.951\tvalid_0's quantile: 3.26144\n",
"[91]\tvalid_0's poisson: -102.94\tvalid_0's quantile: 3.26401\n",
"[92]\tvalid_0's poisson: -102.968\tvalid_0's quantile: 3.26512\n",
"[93]\tvalid_0's poisson: -102.981\tvalid_0's quantile: 3.26336\n",
"[94]\tvalid_0's poisson: -102.973\tvalid_0's quantile: 3.26417\n",
"[95]\tvalid_0's poisson: -102.858\tvalid_0's quantile: 3.26367\n",
"[96]\tvalid_0's poisson: -102.965\tvalid_0's quantile: 3.26543\n",
"[97]\tvalid_0's poisson: -102.96\tvalid_0's quantile: 3.26541\n",
"[98]\tvalid_0's poisson: -102.877\tvalid_0's quantile: 3.26189\n",
"[99]\tvalid_0's poisson: -102.898\tvalid_0's quantile: 3.26203\n",
"[100]\tvalid_0's poisson: -102.962\tvalid_0's quantile: 3.25189\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.4924\tvalid_0's quantile: 5.33623\n",
"[2]\tvalid_0's poisson: -96.9841\tvalid_0's quantile: 4.22824\n",
"[3]\tvalid_0's poisson: -99.7878\tvalid_0's quantile: 3.74636\n",
"[4]\tvalid_0's poisson: -100.277\tvalid_0's quantile: 3.53806\n",
"[5]\tvalid_0's poisson: -100.645\tvalid_0's quantile: 3.50328\n",
"[6]\tvalid_0's poisson: -100.589\tvalid_0's quantile: 3.46604\n",
"[7]\tvalid_0's poisson: -101.169\tvalid_0's quantile: 3.39621\n",
"[8]\tvalid_0's poisson: -101.301\tvalid_0's quantile: 3.37431\n",
"[9]\tvalid_0's poisson: -101.414\tvalid_0's quantile: 3.3494\n",
"[10]\tvalid_0's poisson: -101.661\tvalid_0's quantile: 3.323\n",
"[11]\tvalid_0's poisson: -101.558\tvalid_0's quantile: 3.33303\n",
"[12]\tvalid_0's poisson: -101.611\tvalid_0's quantile: 3.33909\n",
"[13]\tvalid_0's poisson: -101.715\tvalid_0's quantile: 3.30304\n",
"[14]\tvalid_0's poisson: -101.807\tvalid_0's quantile: 3.30003\n",
"[15]\tvalid_0's poisson: -101.733\tvalid_0's quantile: 3.29378\n",
"[16]\tvalid_0's poisson: -101.619\tvalid_0's quantile: 3.29325\n",
"[17]\tvalid_0's poisson: -101.732\tvalid_0's quantile: 3.27715\n",
"[18]\tvalid_0's poisson: -101.852\tvalid_0's quantile: 3.25746\n",
"[19]\tvalid_0's poisson: -101.768\tvalid_0's quantile: 3.26381\n",
"[20]\tvalid_0's poisson: -101.771\tvalid_0's quantile: 3.26116\n",
"[21]\tvalid_0's poisson: -101.887\tvalid_0's quantile: 3.25845\n",
"[22]\tvalid_0's poisson: -101.888\tvalid_0's quantile: 3.25626\n",
"[23]\tvalid_0's poisson: -101.946\tvalid_0's quantile: 3.24164\n",
"[24]\tvalid_0's poisson: -101.866\tvalid_0's quantile: 3.22988\n",
"[25]\tvalid_0's poisson: -101.918\tvalid_0's quantile: 3.22944\n",
"[26]\tvalid_0's poisson: -101.942\tvalid_0's quantile: 3.21929\n",
"[27]\tvalid_0's poisson: -102.05\tvalid_0's quantile: 3.21672\n",
"[28]\tvalid_0's poisson: -102.017\tvalid_0's quantile: 3.21509\n",
"[29]\tvalid_0's poisson: -102.075\tvalid_0's quantile: 3.21499\n",
"[30]\tvalid_0's poisson: -102.229\tvalid_0's quantile: 3.21187\n",
"[31]\tvalid_0's poisson: -102.217\tvalid_0's quantile: 3.2075\n",
"[32]\tvalid_0's poisson: -102.265\tvalid_0's quantile: 3.21022\n",
"[33]\tvalid_0's poisson: -102.253\tvalid_0's quantile: 3.20937\n",
"[34]\tvalid_0's poisson: -102.291\tvalid_0's quantile: 3.21385\n",
"[35]\tvalid_0's poisson: -102.305\tvalid_0's quantile: 3.20796\n",
"[36]\tvalid_0's poisson: -102.281\tvalid_0's quantile: 3.20933\n",
"[37]\tvalid_0's poisson: -102.238\tvalid_0's quantile: 3.21028\n",
"[38]\tvalid_0's poisson: -102.251\tvalid_0's quantile: 3.21239\n",
"[39]\tvalid_0's poisson: -102.406\tvalid_0's quantile: 3.20134\n",
"[40]\tvalid_0's poisson: -102.497\tvalid_0's quantile: 3.19457\n",
"[41]\tvalid_0's poisson: -102.512\tvalid_0's quantile: 3.19823\n",
"[42]\tvalid_0's poisson: -102.438\tvalid_0's quantile: 3.19719\n",
"[43]\tvalid_0's poisson: -102.433\tvalid_0's quantile: 3.19407\n",
"[44]\tvalid_0's poisson: -102.473\tvalid_0's quantile: 3.19264\n",
"[45]\tvalid_0's poisson: -102.488\tvalid_0's quantile: 3.18535\n",
"[46]\tvalid_0's poisson: -102.489\tvalid_0's quantile: 3.18785\n",
"[47]\tvalid_0's poisson: -102.47\tvalid_0's quantile: 3.18404\n",
"[48]\tvalid_0's poisson: -102.512\tvalid_0's quantile: 3.1833\n",
"[49]\tvalid_0's poisson: -102.521\tvalid_0's quantile: 3.18749\n",
"[50]\tvalid_0's poisson: -102.536\tvalid_0's quantile: 3.18643\n",
"[51]\tvalid_0's poisson: -102.556\tvalid_0's quantile: 3.18435\n",
"[52]\tvalid_0's poisson: -102.508\tvalid_0's quantile: 3.18259\n",
"[53]\tvalid_0's poisson: -102.579\tvalid_0's quantile: 3.18106\n",
"[54]\tvalid_0's poisson: -102.521\tvalid_0's quantile: 3.18321\n",
"[55]\tvalid_0's poisson: -102.538\tvalid_0's quantile: 3.18405\n",
"[56]\tvalid_0's poisson: -102.556\tvalid_0's quantile: 3.18535\n",
"[57]\tvalid_0's poisson: -102.544\tvalid_0's quantile: 3.18532\n",
"[58]\tvalid_0's poisson: -102.55\tvalid_0's quantile: 3.18501\n",
"[59]\tvalid_0's poisson: -102.567\tvalid_0's quantile: 3.18109\n",
"[60]\tvalid_0's poisson: -102.57\tvalid_0's quantile: 3.18097\n",
"[61]\tvalid_0's poisson: -102.567\tvalid_0's quantile: 3.17608\n",
"[62]\tvalid_0's poisson: -102.546\tvalid_0's quantile: 3.17634\n",
"[63]\tvalid_0's poisson: -102.556\tvalid_0's quantile: 3.17165\n",
"[64]\tvalid_0's poisson: -102.603\tvalid_0's quantile: 3.16617\n",
"[65]\tvalid_0's poisson: -102.6\tvalid_0's quantile: 3.16442\n",
"[66]\tvalid_0's poisson: -102.569\tvalid_0's quantile: 3.16092\n",
"[67]\tvalid_0's poisson: -102.586\tvalid_0's quantile: 3.15751\n",
"[68]\tvalid_0's poisson: -102.645\tvalid_0's quantile: 3.16364\n",
"[69]\tvalid_0's poisson: -102.633\tvalid_0's quantile: 3.1625\n",
"[70]\tvalid_0's poisson: -102.629\tvalid_0's quantile: 3.15037\n",
"[71]\tvalid_0's poisson: -102.71\tvalid_0's quantile: 3.14818\n",
"[72]\tvalid_0's poisson: -103.157\tvalid_0's quantile: 3.10796\n",
"[73]\tvalid_0's poisson: -103.137\tvalid_0's quantile: 3.10394\n",
"[74]\tvalid_0's poisson: -103.165\tvalid_0's quantile: 3.09498\n",
"[75]\tvalid_0's poisson: -103.125\tvalid_0's quantile: 3.09442\n",
"[76]\tvalid_0's poisson: -103.096\tvalid_0's quantile: 3.09375\n",
"[77]\tvalid_0's poisson: -103.19\tvalid_0's quantile: 3.09609\n",
"[78]\tvalid_0's poisson: -103.155\tvalid_0's quantile: 3.09312\n",
"[79]\tvalid_0's poisson: -103.146\tvalid_0's quantile: 3.08635\n",
"[80]\tvalid_0's poisson: -103.179\tvalid_0's quantile: 3.07432\n",
"[81]\tvalid_0's poisson: -103.1\tvalid_0's quantile: 3.06877\n",
"[82]\tvalid_0's poisson: -103.101\tvalid_0's quantile: 3.06705\n",
"[83]\tvalid_0's poisson: -103.137\tvalid_0's quantile: 3.06175\n",
"[84]\tvalid_0's poisson: -103.191\tvalid_0's quantile: 3.06027\n",
"[85]\tvalid_0's poisson: -103.184\tvalid_0's quantile: 3.05829\n",
"[86]\tvalid_0's poisson: -103.178\tvalid_0's quantile: 3.05428\n",
"[87]\tvalid_0's poisson: -103.255\tvalid_0's quantile: 3.05876\n",
"[88]\tvalid_0's poisson: -103.255\tvalid_0's quantile: 3.05993\n",
"[89]\tvalid_0's poisson: -103.264\tvalid_0's quantile: 3.05954\n",
"[90]\tvalid_0's poisson: -103.172\tvalid_0's quantile: 3.06208\n",
"[91]\tvalid_0's poisson: -103.189\tvalid_0's quantile: 3.05856\n",
"[92]\tvalid_0's poisson: -103.146\tvalid_0's quantile: 3.05378\n",
"[93]\tvalid_0's poisson: -103.155\tvalid_0's quantile: 3.05582\n",
"[94]\tvalid_0's poisson: -103.162\tvalid_0's quantile: 3.05705\n",
"[95]\tvalid_0's poisson: -103.178\tvalid_0's quantile: 3.06027\n",
"[96]\tvalid_0's poisson: -103.226\tvalid_0's quantile: 3.06057\n",
"[97]\tvalid_0's poisson: -103.249\tvalid_0's quantile: 3.05415\n",
"[98]\tvalid_0's poisson: -103.266\tvalid_0's quantile: 3.05613\n",
"[99]\tvalid_0's poisson: -103.267\tvalid_0's quantile: 3.05842\n",
"[100]\tvalid_0's poisson: -103.236\tvalid_0's quantile: 3.05929\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.2466\tvalid_0's quantile: 5.48929\n",
"[2]\tvalid_0's poisson: -97.0885\tvalid_0's quantile: 4.38269\n",
"[3]\tvalid_0's poisson: -99.4618\tvalid_0's quantile: 3.8941\n",
"[4]\tvalid_0's poisson: -100.585\tvalid_0's quantile: 3.69317\n",
"[5]\tvalid_0's poisson: -100.675\tvalid_0's quantile: 3.57365\n",
"[6]\tvalid_0's poisson: -101.322\tvalid_0's quantile: 3.49496\n",
"[7]\tvalid_0's poisson: -101.383\tvalid_0's quantile: 3.48595\n",
"[8]\tvalid_0's poisson: -101.327\tvalid_0's quantile: 3.44625\n",
"[9]\tvalid_0's poisson: -101.553\tvalid_0's quantile: 3.40381\n",
"[10]\tvalid_0's poisson: -101.781\tvalid_0's quantile: 3.36003\n",
"[11]\tvalid_0's poisson: -102.164\tvalid_0's quantile: 3.33312\n",
"[12]\tvalid_0's poisson: -102.062\tvalid_0's quantile: 3.32667\n",
"[13]\tvalid_0's poisson: -102.136\tvalid_0's quantile: 3.30667\n",
"[14]\tvalid_0's poisson: -102.257\tvalid_0's quantile: 3.30319\n",
"[15]\tvalid_0's poisson: -102.301\tvalid_0's quantile: 3.31002\n",
"[16]\tvalid_0's poisson: -102.318\tvalid_0's quantile: 3.30266\n",
"[17]\tvalid_0's poisson: -102.416\tvalid_0's quantile: 3.3035\n",
"[18]\tvalid_0's poisson: -102.472\tvalid_0's quantile: 3.30713\n",
"[19]\tvalid_0's poisson: -102.47\tvalid_0's quantile: 3.30726\n",
"[20]\tvalid_0's poisson: -102.54\tvalid_0's quantile: 3.29006\n",
"[21]\tvalid_0's poisson: -102.484\tvalid_0's quantile: 3.28322\n",
"[22]\tvalid_0's poisson: -102.591\tvalid_0's quantile: 3.28404\n",
"[23]\tvalid_0's poisson: -102.547\tvalid_0's quantile: 3.29051\n",
"[24]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.28551\n",
"[25]\tvalid_0's poisson: -102.712\tvalid_0's quantile: 3.27649\n",
"[26]\tvalid_0's poisson: -102.73\tvalid_0's quantile: 3.27262\n",
"[27]\tvalid_0's poisson: -102.945\tvalid_0's quantile: 3.2478\n",
"[28]\tvalid_0's poisson: -102.929\tvalid_0's quantile: 3.25411\n",
"[29]\tvalid_0's poisson: -102.889\tvalid_0's quantile: 3.25066\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -102.934\tvalid_0's quantile: 3.24884\n",
"[31]\tvalid_0's poisson: -102.996\tvalid_0's quantile: 3.24898\n",
"[32]\tvalid_0's poisson: -103.055\tvalid_0's quantile: 3.24447\n",
"[33]\tvalid_0's poisson: -102.952\tvalid_0's quantile: 3.24467\n",
"[34]\tvalid_0's poisson: -102.96\tvalid_0's quantile: 3.24639\n",
"[35]\tvalid_0's poisson: -102.955\tvalid_0's quantile: 3.24057\n",
"[36]\tvalid_0's poisson: -102.977\tvalid_0's quantile: 3.25457\n",
"[37]\tvalid_0's poisson: -103.066\tvalid_0's quantile: 3.26068\n",
"[38]\tvalid_0's poisson: -102.982\tvalid_0's quantile: 3.26502\n",
"[39]\tvalid_0's poisson: -102.879\tvalid_0's quantile: 3.27203\n",
"[40]\tvalid_0's poisson: -102.928\tvalid_0's quantile: 3.27118\n",
"[41]\tvalid_0's poisson: -102.859\tvalid_0's quantile: 3.26468\n",
"[42]\tvalid_0's poisson: -102.903\tvalid_0's quantile: 3.26491\n",
"[43]\tvalid_0's poisson: -102.898\tvalid_0's quantile: 3.2619\n",
"[44]\tvalid_0's poisson: -102.804\tvalid_0's quantile: 3.26317\n",
"[45]\tvalid_0's poisson: -102.795\tvalid_0's quantile: 3.2624\n",
"[46]\tvalid_0's poisson: -102.92\tvalid_0's quantile: 3.2582\n",
"[47]\tvalid_0's poisson: -102.929\tvalid_0's quantile: 3.254\n",
"[48]\tvalid_0's poisson: -102.869\tvalid_0's quantile: 3.25905\n",
"[49]\tvalid_0's poisson: -102.797\tvalid_0's quantile: 3.25991\n",
"[50]\tvalid_0's poisson: -102.745\tvalid_0's quantile: 3.26015\n",
"[51]\tvalid_0's poisson: -102.778\tvalid_0's quantile: 3.26925\n",
"[52]\tvalid_0's poisson: -102.802\tvalid_0's quantile: 3.26976\n",
"[53]\tvalid_0's poisson: -102.789\tvalid_0's quantile: 3.26078\n",
"[54]\tvalid_0's poisson: -102.822\tvalid_0's quantile: 3.26122\n",
"[55]\tvalid_0's poisson: -102.788\tvalid_0's quantile: 3.26778\n",
"[56]\tvalid_0's poisson: -102.737\tvalid_0's quantile: 3.26331\n",
"[57]\tvalid_0's poisson: -102.737\tvalid_0's quantile: 3.26145\n",
"[58]\tvalid_0's poisson: -102.715\tvalid_0's quantile: 3.27204\n",
"[59]\tvalid_0's poisson: -102.785\tvalid_0's quantile: 3.26491\n",
"[60]\tvalid_0's poisson: -102.781\tvalid_0's quantile: 3.26912\n",
"[61]\tvalid_0's poisson: -102.703\tvalid_0's quantile: 3.27773\n",
"[62]\tvalid_0's poisson: -102.682\tvalid_0's quantile: 3.27734\n",
"[63]\tvalid_0's poisson: -102.708\tvalid_0's quantile: 3.27772\n",
"[64]\tvalid_0's poisson: -102.74\tvalid_0's quantile: 3.26884\n",
"[65]\tvalid_0's poisson: -102.773\tvalid_0's quantile: 3.26972\n",
"[66]\tvalid_0's poisson: -102.782\tvalid_0's quantile: 3.2719\n",
"[67]\tvalid_0's poisson: -102.811\tvalid_0's quantile: 3.27397\n",
"[68]\tvalid_0's poisson: -102.797\tvalid_0's quantile: 3.27191\n",
"[69]\tvalid_0's poisson: -102.841\tvalid_0's quantile: 3.27428\n",
"[70]\tvalid_0's poisson: -102.774\tvalid_0's quantile: 3.26211\n",
"[71]\tvalid_0's poisson: -102.783\tvalid_0's quantile: 3.25664\n",
"[72]\tvalid_0's poisson: -102.866\tvalid_0's quantile: 3.25609\n",
"[73]\tvalid_0's poisson: -102.89\tvalid_0's quantile: 3.25992\n",
"[74]\tvalid_0's poisson: -102.792\tvalid_0's quantile: 3.25941\n",
"[75]\tvalid_0's poisson: -102.771\tvalid_0's quantile: 3.26143\n",
"[76]\tvalid_0's poisson: -102.964\tvalid_0's quantile: 3.25299\n",
"[77]\tvalid_0's poisson: -103.001\tvalid_0's quantile: 3.2531\n",
"[78]\tvalid_0's poisson: -103.003\tvalid_0's quantile: 3.25327\n",
"[79]\tvalid_0's poisson: -103.004\tvalid_0's quantile: 3.25038\n",
"[80]\tvalid_0's poisson: -102.826\tvalid_0's quantile: 3.25537\n",
"[81]\tvalid_0's poisson: -102.849\tvalid_0's quantile: 3.25912\n",
"[82]\tvalid_0's poisson: -102.856\tvalid_0's quantile: 3.2587\n",
"[83]\tvalid_0's poisson: -102.884\tvalid_0's quantile: 3.26265\n",
"[84]\tvalid_0's poisson: -102.928\tvalid_0's quantile: 3.26511\n",
"[85]\tvalid_0's poisson: -102.948\tvalid_0's quantile: 3.26533\n",
"[86]\tvalid_0's poisson: -103.006\tvalid_0's quantile: 3.2614\n",
"[87]\tvalid_0's poisson: -102.965\tvalid_0's quantile: 3.25335\n",
"[88]\tvalid_0's poisson: -102.936\tvalid_0's quantile: 3.24995\n",
"[89]\tvalid_0's poisson: -102.94\tvalid_0's quantile: 3.25344\n",
"[90]\tvalid_0's poisson: -102.924\tvalid_0's quantile: 3.25301\n",
"[91]\tvalid_0's poisson: -102.97\tvalid_0's quantile: 3.24688\n",
"[92]\tvalid_0's poisson: -102.971\tvalid_0's quantile: 3.24542\n",
"[93]\tvalid_0's poisson: -102.943\tvalid_0's quantile: 3.2441\n",
"[94]\tvalid_0's poisson: -102.918\tvalid_0's quantile: 3.24551\n",
"[95]\tvalid_0's poisson: -102.982\tvalid_0's quantile: 3.24426\n",
"[96]\tvalid_0's poisson: -102.955\tvalid_0's quantile: 3.24506\n",
"[97]\tvalid_0's poisson: -102.984\tvalid_0's quantile: 3.24521\n",
"[98]\tvalid_0's poisson: -102.954\tvalid_0's quantile: 3.24492\n",
"[99]\tvalid_0's poisson: -102.98\tvalid_0's quantile: 3.2445\n",
"[100]\tvalid_0's poisson: -103.021\tvalid_0's quantile: 3.2455\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.3245\tvalid_0's quantile: 5.69207\n",
"[2]\tvalid_0's poisson: -95.6425\tvalid_0's quantile: 4.41862\n",
"[3]\tvalid_0's poisson: -98.0869\tvalid_0's quantile: 3.99949\n",
"[4]\tvalid_0's poisson: -98.787\tvalid_0's quantile: 3.87774\n",
"[5]\tvalid_0's poisson: -99.2162\tvalid_0's quantile: 3.78276\n",
"[6]\tvalid_0's poisson: -99.41\tvalid_0's quantile: 3.6699\n",
"[7]\tvalid_0's poisson: -100.125\tvalid_0's quantile: 3.61188\n",
"[8]\tvalid_0's poisson: -100.656\tvalid_0's quantile: 3.53114\n",
"[9]\tvalid_0's poisson: -101.093\tvalid_0's quantile: 3.48991\n",
"[10]\tvalid_0's poisson: -101.37\tvalid_0's quantile: 3.45449\n",
"[11]\tvalid_0's poisson: -101.506\tvalid_0's quantile: 3.43104\n",
"[12]\tvalid_0's poisson: -101.562\tvalid_0's quantile: 3.44242\n",
"[13]\tvalid_0's poisson: -101.471\tvalid_0's quantile: 3.42862\n",
"[14]\tvalid_0's poisson: -101.548\tvalid_0's quantile: 3.42895\n",
"[15]\tvalid_0's poisson: -101.505\tvalid_0's quantile: 3.40647\n",
"[16]\tvalid_0's poisson: -101.573\tvalid_0's quantile: 3.39317\n",
"[17]\tvalid_0's poisson: -101.59\tvalid_0's quantile: 3.39223\n",
"[18]\tvalid_0's poisson: -101.507\tvalid_0's quantile: 3.40554\n",
"[19]\tvalid_0's poisson: -101.665\tvalid_0's quantile: 3.39698\n",
"[20]\tvalid_0's poisson: -101.663\tvalid_0's quantile: 3.40694\n",
"[21]\tvalid_0's poisson: -101.631\tvalid_0's quantile: 3.40719\n",
"[22]\tvalid_0's poisson: -101.875\tvalid_0's quantile: 3.40314\n",
"[23]\tvalid_0's poisson: -101.838\tvalid_0's quantile: 3.41691\n",
"[24]\tvalid_0's poisson: -102.346\tvalid_0's quantile: 3.38637\n",
"[25]\tvalid_0's poisson: -102.266\tvalid_0's quantile: 3.34537\n",
"[26]\tvalid_0's poisson: -102.185\tvalid_0's quantile: 3.34608\n",
"[27]\tvalid_0's poisson: -102.254\tvalid_0's quantile: 3.35151\n",
"[28]\tvalid_0's poisson: -102.241\tvalid_0's quantile: 3.34443\n",
"[29]\tvalid_0's poisson: -102.227\tvalid_0's quantile: 3.33129\n",
"[30]\tvalid_0's poisson: -102.263\tvalid_0's quantile: 3.33657\n",
"[31]\tvalid_0's poisson: -102.208\tvalid_0's quantile: 3.34684\n",
"[32]\tvalid_0's poisson: -102.201\tvalid_0's quantile: 3.34388\n",
"[33]\tvalid_0's poisson: -102.286\tvalid_0's quantile: 3.33226\n",
"[34]\tvalid_0's poisson: -102.196\tvalid_0's quantile: 3.33618\n",
"[35]\tvalid_0's poisson: -102.257\tvalid_0's quantile: 3.32918\n",
"[36]\tvalid_0's poisson: -102.256\tvalid_0's quantile: 3.3248\n",
"[37]\tvalid_0's poisson: -102.354\tvalid_0's quantile: 3.32829\n",
"[38]\tvalid_0's poisson: -102.415\tvalid_0's quantile: 3.32436\n",
"[39]\tvalid_0's poisson: -102.43\tvalid_0's quantile: 3.32262\n",
"[40]\tvalid_0's poisson: -102.443\tvalid_0's quantile: 3.31986\n",
"[41]\tvalid_0's poisson: -102.429\tvalid_0's quantile: 3.3218\n",
"[42]\tvalid_0's poisson: -102.417\tvalid_0's quantile: 3.31779\n",
"[43]\tvalid_0's poisson: -102.402\tvalid_0's quantile: 3.31752\n",
"[44]\tvalid_0's poisson: -102.426\tvalid_0's quantile: 3.31642\n",
"[45]\tvalid_0's poisson: -102.426\tvalid_0's quantile: 3.32022\n",
"[46]\tvalid_0's poisson: -102.392\tvalid_0's quantile: 3.32121\n",
"[47]\tvalid_0's poisson: -102.403\tvalid_0's quantile: 3.32681\n",
"[48]\tvalid_0's poisson: -102.463\tvalid_0's quantile: 3.32624\n",
"[49]\tvalid_0's poisson: -102.459\tvalid_0's quantile: 3.32487\n",
"[50]\tvalid_0's poisson: -102.241\tvalid_0's quantile: 3.32109\n",
"[51]\tvalid_0's poisson: -102.329\tvalid_0's quantile: 3.32145\n",
"[52]\tvalid_0's poisson: -102.263\tvalid_0's quantile: 3.32319\n",
"[53]\tvalid_0's poisson: -102.311\tvalid_0's quantile: 3.32755\n",
"[54]\tvalid_0's poisson: -102.292\tvalid_0's quantile: 3.32721\n",
"[55]\tvalid_0's poisson: -102.333\tvalid_0's quantile: 3.32232\n",
"[56]\tvalid_0's poisson: -102.38\tvalid_0's quantile: 3.32036\n",
"[57]\tvalid_0's poisson: -102.394\tvalid_0's quantile: 3.31809\n",
"[58]\tvalid_0's poisson: -102.371\tvalid_0's quantile: 3.32284\n",
"[59]\tvalid_0's poisson: -102.429\tvalid_0's quantile: 3.31159\n",
"[60]\tvalid_0's poisson: -102.412\tvalid_0's quantile: 3.31465\n",
"[61]\tvalid_0's poisson: -102.379\tvalid_0's quantile: 3.31196\n",
"[62]\tvalid_0's poisson: -102.42\tvalid_0's quantile: 3.31345\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -102.423\tvalid_0's quantile: 3.31732\n",
"[64]\tvalid_0's poisson: -102.572\tvalid_0's quantile: 3.29705\n",
"[65]\tvalid_0's poisson: -102.53\tvalid_0's quantile: 3.29516\n",
"[66]\tvalid_0's poisson: -102.544\tvalid_0's quantile: 3.29877\n",
"[67]\tvalid_0's poisson: -102.596\tvalid_0's quantile: 3.29806\n",
"[68]\tvalid_0's poisson: -102.508\tvalid_0's quantile: 3.29304\n",
"[69]\tvalid_0's poisson: -102.504\tvalid_0's quantile: 3.29868\n",
"[70]\tvalid_0's poisson: -102.51\tvalid_0's quantile: 3.30217\n",
"[71]\tvalid_0's poisson: -102.49\tvalid_0's quantile: 3.30596\n",
"[72]\tvalid_0's poisson: -102.509\tvalid_0's quantile: 3.29299\n",
"[73]\tvalid_0's poisson: -102.613\tvalid_0's quantile: 3.2944\n",
"[74]\tvalid_0's poisson: -102.638\tvalid_0's quantile: 3.29014\n",
"[75]\tvalid_0's poisson: -102.634\tvalid_0's quantile: 3.2861\n",
"[76]\tvalid_0's poisson: -102.616\tvalid_0's quantile: 3.28795\n",
"[77]\tvalid_0's poisson: -102.625\tvalid_0's quantile: 3.28973\n",
"[78]\tvalid_0's poisson: -102.606\tvalid_0's quantile: 3.29149\n",
"[79]\tvalid_0's poisson: -102.573\tvalid_0's quantile: 3.28767\n",
"[80]\tvalid_0's poisson: -102.706\tvalid_0's quantile: 3.28749\n",
"[81]\tvalid_0's poisson: -102.66\tvalid_0's quantile: 3.28752\n",
"[82]\tvalid_0's poisson: -102.569\tvalid_0's quantile: 3.29112\n",
"[83]\tvalid_0's poisson: -102.658\tvalid_0's quantile: 3.29212\n",
"[84]\tvalid_0's poisson: -102.593\tvalid_0's quantile: 3.2897\n",
"[85]\tvalid_0's poisson: -102.647\tvalid_0's quantile: 3.28928\n",
"[86]\tvalid_0's poisson: -102.679\tvalid_0's quantile: 3.28959\n",
"[87]\tvalid_0's poisson: -102.653\tvalid_0's quantile: 3.28824\n",
"[88]\tvalid_0's poisson: -102.641\tvalid_0's quantile: 3.29013\n",
"[89]\tvalid_0's poisson: -102.665\tvalid_0's quantile: 3.29019\n",
"[90]\tvalid_0's poisson: -102.664\tvalid_0's quantile: 3.29085\n",
"[91]\tvalid_0's poisson: -102.668\tvalid_0's quantile: 3.29228\n",
"[92]\tvalid_0's poisson: -102.614\tvalid_0's quantile: 3.29143\n",
"[93]\tvalid_0's poisson: -102.608\tvalid_0's quantile: 3.28877\n",
"[94]\tvalid_0's poisson: -102.584\tvalid_0's quantile: 3.28257\n",
"[95]\tvalid_0's poisson: -102.548\tvalid_0's quantile: 3.28441\n",
"[96]\tvalid_0's poisson: -102.625\tvalid_0's quantile: 3.28747\n",
"[97]\tvalid_0's poisson: -102.665\tvalid_0's quantile: 3.29245\n",
"[98]\tvalid_0's poisson: -102.675\tvalid_0's quantile: 3.28508\n",
"[99]\tvalid_0's poisson: -102.603\tvalid_0's quantile: 3.27977\n",
"[100]\tvalid_0's poisson: -102.626\tvalid_0's quantile: 3.2763\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=10, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.2765\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.405\tvalid_0's quantile: 11.6234\n",
"[3]\tvalid_0's poisson: -62.5328\tvalid_0's quantile: 11.5858\n",
"[4]\tvalid_0's poisson: -62.6595\tvalid_0's quantile: 11.5486\n",
"[5]\tvalid_0's poisson: -62.7856\tvalid_0's quantile: 11.5115\n",
"[6]\tvalid_0's poisson: -62.9105\tvalid_0's quantile: 11.4747\n",
"[7]\tvalid_0's poisson: -63.032\tvalid_0's quantile: 11.439\n",
"[8]\tvalid_0's poisson: -63.1552\tvalid_0's quantile: 11.4027\n",
"[9]\tvalid_0's poisson: -63.2775\tvalid_0's quantile: 11.3666\n",
"[10]\tvalid_0's poisson: -63.3861\tvalid_0's quantile: 11.3322\n",
"[11]\tvalid_0's poisson: -63.5068\tvalid_0's quantile: 11.2965\n",
"[12]\tvalid_0's poisson: -63.6138\tvalid_0's quantile: 11.2627\n",
"[13]\tvalid_0's poisson: -63.7337\tvalid_0's quantile: 11.2276\n",
"[14]\tvalid_0's poisson: -63.8528\tvalid_0's quantile: 11.1927\n",
"[15]\tvalid_0's poisson: -63.9711\tvalid_0's quantile: 11.158\n",
"[16]\tvalid_0's poisson: -64.0877\tvalid_0's quantile: 11.1238\n",
"[17]\tvalid_0's poisson: -64.2034\tvalid_0's quantile: 11.0897\n",
"[18]\tvalid_0's poisson: -64.3195\tvalid_0's quantile: 11.0556\n",
"[19]\tvalid_0's poisson: -64.4364\tvalid_0's quantile: 11.0216\n",
"[20]\tvalid_0's poisson: -64.5526\tvalid_0's quantile: 10.9881\n",
"[21]\tvalid_0's poisson: -64.6645\tvalid_0's quantile: 10.9551\n",
"[22]\tvalid_0's poisson: -64.7767\tvalid_0's quantile: 10.9223\n",
"[23]\tvalid_0's poisson: -64.8873\tvalid_0's quantile: 10.8896\n",
"[24]\tvalid_0's poisson: -64.9991\tvalid_0's quantile: 10.857\n",
"[25]\tvalid_0's poisson: -65.1095\tvalid_0's quantile: 10.8249\n",
"[26]\tvalid_0's poisson: -65.2184\tvalid_0's quantile: 10.7931\n",
"[27]\tvalid_0's poisson: -65.3281\tvalid_0's quantile: 10.7616\n",
"[28]\tvalid_0's poisson: -65.4356\tvalid_0's quantile: 10.7302\n",
"[29]\tvalid_0's poisson: -65.5434\tvalid_0's quantile: 10.6992\n",
"[30]\tvalid_0's poisson: -65.6495\tvalid_0's quantile: 10.6684\n",
"[31]\tvalid_0's poisson: -65.7559\tvalid_0's quantile: 10.6377\n",
"[32]\tvalid_0's poisson: -65.8617\tvalid_0's quantile: 10.6072\n",
"[33]\tvalid_0's poisson: -65.9665\tvalid_0's quantile: 10.577\n",
"[34]\tvalid_0's poisson: -66.0726\tvalid_0's quantile: 10.5468\n",
"[35]\tvalid_0's poisson: -66.1785\tvalid_0's quantile: 10.5167\n",
"[36]\tvalid_0's poisson: -66.2834\tvalid_0's quantile: 10.487\n",
"[37]\tvalid_0's poisson: -66.3857\tvalid_0's quantile: 10.4577\n",
"[38]\tvalid_0's poisson: -66.4907\tvalid_0's quantile: 10.4282\n",
"[39]\tvalid_0's poisson: -66.5937\tvalid_0's quantile: 10.3995\n",
"[40]\tvalid_0's poisson: -66.6952\tvalid_0's quantile: 10.3709\n",
"[41]\tvalid_0's poisson: -66.7969\tvalid_0's quantile: 10.3425\n",
"[42]\tvalid_0's poisson: -66.8971\tvalid_0's quantile: 10.3144\n",
"[43]\tvalid_0's poisson: -66.9974\tvalid_0's quantile: 10.2867\n",
"[44]\tvalid_0's poisson: -67.1004\tvalid_0's quantile: 10.2587\n",
"[45]\tvalid_0's poisson: -67.2021\tvalid_0's quantile: 10.2311\n",
"[46]\tvalid_0's poisson: -67.3039\tvalid_0's quantile: 10.2035\n",
"[47]\tvalid_0's poisson: -67.4044\tvalid_0's quantile: 10.176\n",
"[48]\tvalid_0's poisson: -67.4923\tvalid_0's quantile: 10.1504\n",
"[49]\tvalid_0's poisson: -67.5922\tvalid_0's quantile: 10.1232\n",
"[50]\tvalid_0's poisson: -67.6915\tvalid_0's quantile: 10.0962\n",
"[51]\tvalid_0's poisson: -67.7903\tvalid_0's quantile: 10.0693\n",
"[52]\tvalid_0's poisson: -67.8885\tvalid_0's quantile: 10.0427\n",
"[53]\tvalid_0's poisson: -67.9971\tvalid_0's quantile: 10.0132\n",
"[54]\tvalid_0's poisson: -68.1051\tvalid_0's quantile: 9.98375\n",
"[55]\tvalid_0's poisson: -68.2124\tvalid_0's quantile: 9.95456\n",
"[56]\tvalid_0's poisson: -68.3074\tvalid_0's quantile: 9.92718\n",
"[57]\tvalid_0's poisson: -68.4135\tvalid_0's quantile: 9.89865\n",
"[58]\tvalid_0's poisson: -68.5094\tvalid_0's quantile: 9.87305\n",
"[59]\tvalid_0's poisson: -68.6047\tvalid_0's quantile: 9.84767\n",
"[60]\tvalid_0's poisson: -68.7091\tvalid_0's quantile: 9.81961\n",
"[61]\tvalid_0's poisson: -68.8129\tvalid_0's quantile: 9.79177\n",
"[62]\tvalid_0's poisson: -68.9067\tvalid_0's quantile: 9.76689\n",
"[63]\tvalid_0's poisson: -68.9999\tvalid_0's quantile: 9.74212\n",
"[64]\tvalid_0's poisson: -69.0924\tvalid_0's quantile: 9.71754\n",
"[65]\tvalid_0's poisson: -69.1939\tvalid_0's quantile: 9.69001\n",
"[66]\tvalid_0's poisson: -69.284\tvalid_0's quantile: 9.66423\n",
"[67]\tvalid_0's poisson: -69.3843\tvalid_0's quantile: 9.63727\n",
"[68]\tvalid_0's poisson: -69.4827\tvalid_0's quantile: 9.61093\n",
"[69]\tvalid_0's poisson: -69.582\tvalid_0's quantile: 9.58482\n",
"[70]\tvalid_0's poisson: -69.681\tvalid_0's quantile: 9.55898\n",
"[71]\tvalid_0's poisson: -69.7794\tvalid_0's quantile: 9.53331\n",
"[72]\tvalid_0's poisson: -69.8773\tvalid_0's quantile: 9.50777\n",
"[73]\tvalid_0's poisson: -69.9746\tvalid_0's quantile: 9.48243\n",
"[74]\tvalid_0's poisson: -70.0713\tvalid_0's quantile: 9.45718\n",
"[75]\tvalid_0's poisson: -70.1675\tvalid_0's quantile: 9.43214\n",
"[76]\tvalid_0's poisson: -70.2631\tvalid_0's quantile: 9.40722\n",
"[77]\tvalid_0's poisson: -70.3574\tvalid_0's quantile: 9.38228\n",
"[78]\tvalid_0's poisson: -70.452\tvalid_0's quantile: 9.35796\n",
"[79]\tvalid_0's poisson: -70.5438\tvalid_0's quantile: 9.33385\n",
"[80]\tvalid_0's poisson: -70.6462\tvalid_0's quantile: 9.30889\n",
"[81]\tvalid_0's poisson: -70.7475\tvalid_0's quantile: 9.28394\n",
"[82]\tvalid_0's poisson: -70.8483\tvalid_0's quantile: 9.25908\n",
"[83]\tvalid_0's poisson: -70.9485\tvalid_0's quantile: 9.23432\n",
"[84]\tvalid_0's poisson: -71.0481\tvalid_0's quantile: 9.20967\n",
"[85]\tvalid_0's poisson: -71.1472\tvalid_0's quantile: 9.18532\n",
"[86]\tvalid_0's poisson: -71.2467\tvalid_0's quantile: 9.16105\n",
"[87]\tvalid_0's poisson: -71.3448\tvalid_0's quantile: 9.13697\n",
"[88]\tvalid_0's poisson: -71.4434\tvalid_0's quantile: 9.11286\n",
"[89]\tvalid_0's poisson: -71.5405\tvalid_0's quantile: 9.08899\n",
"[90]\tvalid_0's poisson: -71.6372\tvalid_0's quantile: 9.06541\n",
"[91]\tvalid_0's poisson: -71.7346\tvalid_0's quantile: 9.0416\n",
"[92]\tvalid_0's poisson: -71.8365\tvalid_0's quantile: 9.01715\n",
"[93]\tvalid_0's poisson: -71.9368\tvalid_0's quantile: 8.99318\n",
"[94]\tvalid_0's poisson: -72.0377\tvalid_0's quantile: 8.96897\n",
"[95]\tvalid_0's poisson: -72.1323\tvalid_0's quantile: 8.94591\n",
"[96]\tvalid_0's poisson: -72.2308\tvalid_0's quantile: 8.9223\n",
"[97]\tvalid_0's poisson: -72.3301\tvalid_0's quantile: 8.89853\n",
"[98]\tvalid_0's poisson: -72.4284\tvalid_0's quantile: 8.87462\n",
"[99]\tvalid_0's poisson: -72.5261\tvalid_0's quantile: 8.8508\n",
"[100]\tvalid_0's poisson: -72.6233\tvalid_0's quantile: 8.82718\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.2785\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.3954\tvalid_0's quantile: 11.6251\n",
"[3]\tvalid_0's poisson: -62.5114\tvalid_0's quantile: 11.5893\n",
"[4]\tvalid_0's poisson: -62.6266\tvalid_0's quantile: 11.5538\n",
"[5]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5185\n",
"[6]\tvalid_0's poisson: -62.8545\tvalid_0's quantile: 11.4834\n",
"[7]\tvalid_0's poisson: -62.9839\tvalid_0's quantile: 11.4462\n",
"[8]\tvalid_0's poisson: -63.1125\tvalid_0's quantile: 11.4094\n",
"[9]\tvalid_0's poisson: -63.2403\tvalid_0's quantile: 11.3727\n",
"[10]\tvalid_0's poisson: -63.3504\tvalid_0's quantile: 11.3383\n",
"[11]\tvalid_0's poisson: -63.4765\tvalid_0's quantile: 11.3021\n",
"[12]\tvalid_0's poisson: -63.6017\tvalid_0's quantile: 11.266\n",
"[13]\tvalid_0's poisson: -63.7261\tvalid_0's quantile: 11.2306\n",
"[14]\tvalid_0's poisson: -63.8497\tvalid_0's quantile: 11.1953\n",
"[15]\tvalid_0's poisson: -63.9725\tvalid_0's quantile: 11.1601\n",
"[16]\tvalid_0's poisson: -64.0945\tvalid_0's quantile: 11.1251\n",
"[17]\tvalid_0's poisson: -64.2156\tvalid_0's quantile: 11.0903\n",
"[18]\tvalid_0's poisson: -64.336\tvalid_0's quantile: 11.0559\n",
"[19]\tvalid_0's poisson: -64.44\tvalid_0's quantile: 11.0239\n",
"[20]\tvalid_0's poisson: -64.5589\tvalid_0's quantile: 10.9902\n",
"[21]\tvalid_0's poisson: -64.677\tvalid_0's quantile: 10.9567\n",
"[22]\tvalid_0's poisson: -64.7943\tvalid_0's quantile: 10.9233\n",
"[23]\tvalid_0's poisson: -64.9109\tvalid_0's quantile: 10.8901\n",
"[24]\tvalid_0's poisson: -65.0268\tvalid_0's quantile: 10.8571\n",
"[25]\tvalid_0's poisson: -65.1378\tvalid_0's quantile: 10.8253\n",
"[26]\tvalid_0's poisson: -65.2373\tvalid_0's quantile: 10.7951\n",
"[27]\tvalid_0's poisson: -65.3323\tvalid_0's quantile: 10.7658\n",
"[28]\tvalid_0's poisson: -65.4454\tvalid_0's quantile: 10.734\n",
"[29]\tvalid_0's poisson: -65.5541\tvalid_0's quantile: 10.7032\n",
"[30]\tvalid_0's poisson: -65.6621\tvalid_0's quantile: 10.6727\n",
"[31]\tvalid_0's poisson: -65.7734\tvalid_0's quantile: 10.6415\n",
"[32]\tvalid_0's poisson: -65.8802\tvalid_0's quantile: 10.6112\n",
"[33]\tvalid_0's poisson: -65.9904\tvalid_0's quantile: 10.5804\n",
"[34]\tvalid_0's poisson: -66.0959\tvalid_0's quantile: 10.5505\n",
"[35]\tvalid_0's poisson: -66.2049\tvalid_0's quantile: 10.5203\n",
"[36]\tvalid_0's poisson: -66.3096\tvalid_0's quantile: 10.4908\n",
"[37]\tvalid_0's poisson: -66.418\tvalid_0's quantile: 10.4608\n",
"[38]\tvalid_0's poisson: -66.5214\tvalid_0's quantile: 10.432\n",
"[39]\tvalid_0's poisson: -66.6243\tvalid_0's quantile: 10.4036\n",
"[40]\tvalid_0's poisson: -66.7309\tvalid_0's quantile: 10.3747\n",
"[41]\tvalid_0's poisson: -66.8326\tvalid_0's quantile: 10.3467\n",
"[42]\tvalid_0's poisson: -66.9374\tvalid_0's quantile: 10.3183\n",
"[43]\tvalid_0's poisson: -67.0251\tvalid_0's quantile: 10.2926\n",
"[44]\tvalid_0's poisson: -67.1294\tvalid_0's quantile: 10.2646\n",
"[45]\tvalid_0's poisson: -67.2346\tvalid_0's quantile: 10.2368\n",
"[46]\tvalid_0's poisson: -67.3392\tvalid_0's quantile: 10.2091\n",
"[47]\tvalid_0's poisson: -67.4418\tvalid_0's quantile: 10.1816\n",
"[48]\tvalid_0's poisson: -67.5452\tvalid_0's quantile: 10.1541\n",
"[49]\tvalid_0's poisson: -67.6466\tvalid_0's quantile: 10.1268\n",
"[50]\tvalid_0's poisson: -67.7488\tvalid_0's quantile: 10.0997\n",
"[51]\tvalid_0's poisson: -67.8504\tvalid_0's quantile: 10.0727\n",
"[52]\tvalid_0's poisson: -67.9382\tvalid_0's quantile: 10.0477\n",
"[53]\tvalid_0's poisson: -68.048\tvalid_0's quantile: 10.0176\n",
"[54]\tvalid_0's poisson: -68.1571\tvalid_0's quantile: 9.98757\n",
"[55]\tvalid_0's poisson: -68.2655\tvalid_0's quantile: 9.9577\n",
"[56]\tvalid_0's poisson: -68.3733\tvalid_0's quantile: 9.92835\n",
"[57]\tvalid_0's poisson: -68.4805\tvalid_0's quantile: 9.89928\n",
"[58]\tvalid_0's poisson: -68.5869\tvalid_0's quantile: 9.87034\n",
"[59]\tvalid_0's poisson: -68.6928\tvalid_0's quantile: 9.8415\n",
"[60]\tvalid_0's poisson: -68.7979\tvalid_0's quantile: 9.81282\n",
"[61]\tvalid_0's poisson: -68.8917\tvalid_0's quantile: 9.78584\n",
"[62]\tvalid_0's poisson: -68.9956\tvalid_0's quantile: 9.75756\n",
"[63]\tvalid_0's poisson: -69.0989\tvalid_0's quantile: 9.72961\n",
"[64]\tvalid_0's poisson: -69.2016\tvalid_0's quantile: 9.70178\n",
"[65]\tvalid_0's poisson: -69.3037\tvalid_0's quantile: 9.67469\n",
"[66]\tvalid_0's poisson: -69.4052\tvalid_0's quantile: 9.64773\n",
"[67]\tvalid_0's poisson: -69.5061\tvalid_0's quantile: 9.62103\n",
"[68]\tvalid_0's poisson: -69.6063\tvalid_0's quantile: 9.59446\n",
"[69]\tvalid_0's poisson: -69.6968\tvalid_0's quantile: 9.56935\n",
"[70]\tvalid_0's poisson: -69.7959\tvalid_0's quantile: 9.54311\n",
"[71]\tvalid_0's poisson: -69.8852\tvalid_0's quantile: 9.51829\n",
"[72]\tvalid_0's poisson: -69.974\tvalid_0's quantile: 9.49366\n",
"[73]\tvalid_0's poisson: -70.0622\tvalid_0's quantile: 9.46914\n",
"[74]\tvalid_0's poisson: -70.1499\tvalid_0's quantile: 9.44482\n",
"[75]\tvalid_0's poisson: -70.2464\tvalid_0's quantile: 9.41963\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -70.3424\tvalid_0's quantile: 9.39474\n",
"[77]\tvalid_0's poisson: -70.4378\tvalid_0's quantile: 9.37\n",
"[78]\tvalid_0's poisson: -70.5327\tvalid_0's quantile: 9.34542\n",
"[79]\tvalid_0's poisson: -70.6292\tvalid_0's quantile: 9.3204\n",
"[80]\tvalid_0's poisson: -70.7252\tvalid_0's quantile: 9.29551\n",
"[81]\tvalid_0's poisson: -70.8206\tvalid_0's quantile: 9.27085\n",
"[82]\tvalid_0's poisson: -70.9155\tvalid_0's quantile: 9.2463\n",
"[83]\tvalid_0's poisson: -71.0099\tvalid_0's quantile: 9.22196\n",
"[84]\tvalid_0's poisson: -71.1037\tvalid_0's quantile: 9.19772\n",
"[85]\tvalid_0's poisson: -71.1969\tvalid_0's quantile: 9.17358\n",
"[86]\tvalid_0's poisson: -71.2897\tvalid_0's quantile: 9.14953\n",
"[87]\tvalid_0's poisson: -71.3819\tvalid_0's quantile: 9.1256\n",
"[88]\tvalid_0's poisson: -71.4736\tvalid_0's quantile: 9.10186\n",
"[89]\tvalid_0's poisson: -71.5766\tvalid_0's quantile: 9.077\n",
"[90]\tvalid_0's poisson: -71.679\tvalid_0's quantile: 9.05223\n",
"[91]\tvalid_0's poisson: -71.7824\tvalid_0's quantile: 9.02676\n",
"[92]\tvalid_0's poisson: -71.8853\tvalid_0's quantile: 9.0015\n",
"[93]\tvalid_0's poisson: -71.9877\tvalid_0's quantile: 8.97575\n",
"[94]\tvalid_0's poisson: -72.0896\tvalid_0's quantile: 8.9501\n",
"[95]\tvalid_0's poisson: -72.1908\tvalid_0's quantile: 8.92464\n",
"[96]\tvalid_0's poisson: -72.2916\tvalid_0's quantile: 8.8993\n",
"[97]\tvalid_0's poisson: -72.388\tvalid_0's quantile: 8.87485\n",
"[98]\tvalid_0's poisson: -72.4877\tvalid_0's quantile: 8.85006\n",
"[99]\tvalid_0's poisson: -72.5868\tvalid_0's quantile: 8.8254\n",
"[100]\tvalid_0's poisson: -72.6851\tvalid_0's quantile: 8.80206\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -62.9087\tvalid_0's quantile: 11.6519\n",
"[2]\tvalid_0's poisson: -63.0235\tvalid_0's quantile: 11.6148\n",
"[3]\tvalid_0's poisson: -63.1373\tvalid_0's quantile: 11.5779\n",
"[4]\tvalid_0's poisson: -63.2503\tvalid_0's quantile: 11.5413\n",
"[5]\tvalid_0's poisson: -63.3624\tvalid_0's quantile: 11.5049\n",
"[6]\tvalid_0's poisson: -63.4736\tvalid_0's quantile: 11.4688\n",
"[7]\tvalid_0's poisson: -63.598\tvalid_0's quantile: 11.4309\n",
"[8]\tvalid_0's poisson: -63.7075\tvalid_0's quantile: 11.3951\n",
"[9]\tvalid_0's poisson: -63.8302\tvalid_0's quantile: 11.3577\n",
"[10]\tvalid_0's poisson: -63.952\tvalid_0's quantile: 11.3206\n",
"[11]\tvalid_0's poisson: -64.073\tvalid_0's quantile: 11.2836\n",
"[12]\tvalid_0's poisson: -64.1791\tvalid_0's quantile: 11.2488\n",
"[13]\tvalid_0's poisson: -64.2985\tvalid_0's quantile: 11.2122\n",
"[14]\tvalid_0's poisson: -64.417\tvalid_0's quantile: 11.1764\n",
"[15]\tvalid_0's poisson: -64.5347\tvalid_0's quantile: 11.1407\n",
"[16]\tvalid_0's poisson: -64.638\tvalid_0's quantile: 11.107\n",
"[17]\tvalid_0's poisson: -64.7542\tvalid_0's quantile: 11.0717\n",
"[18]\tvalid_0's poisson: -64.8696\tvalid_0's quantile: 11.0365\n",
"[19]\tvalid_0's poisson: -64.9842\tvalid_0's quantile: 11.0017\n",
"[20]\tvalid_0's poisson: -65.0853\tvalid_0's quantile: 10.969\n",
"[21]\tvalid_0's poisson: -65.1974\tvalid_0's quantile: 10.9352\n",
"[22]\tvalid_0's poisson: -65.3097\tvalid_0's quantile: 10.9014\n",
"[23]\tvalid_0's poisson: -65.4229\tvalid_0's quantile: 10.8674\n",
"[24]\tvalid_0's poisson: -65.5329\tvalid_0's quantile: 10.8341\n",
"[25]\tvalid_0's poisson: -65.6317\tvalid_0's quantile: 10.8026\n",
"[26]\tvalid_0's poisson: -65.7427\tvalid_0's quantile: 10.7697\n",
"[27]\tvalid_0's poisson: -65.8516\tvalid_0's quantile: 10.7374\n",
"[28]\tvalid_0's poisson: -65.9588\tvalid_0's quantile: 10.7053\n",
"[29]\tvalid_0's poisson: -66.0663\tvalid_0's quantile: 10.6736\n",
"[30]\tvalid_0's poisson: -66.1745\tvalid_0's quantile: 10.6417\n",
"[31]\tvalid_0's poisson: -66.2704\tvalid_0's quantile: 10.6118\n",
"[32]\tvalid_0's poisson: -66.376\tvalid_0's quantile: 10.5807\n",
"[33]\tvalid_0's poisson: -66.4797\tvalid_0's quantile: 10.5497\n",
"[34]\tvalid_0's poisson: -66.584\tvalid_0's quantile: 10.5189\n",
"[35]\tvalid_0's poisson: -66.6864\tvalid_0's quantile: 10.4885\n",
"[36]\tvalid_0's poisson: -66.7894\tvalid_0's quantile: 10.4583\n",
"[37]\tvalid_0's poisson: -66.8817\tvalid_0's quantile: 10.4297\n",
"[38]\tvalid_0's poisson: -66.9823\tvalid_0's quantile: 10.3999\n",
"[39]\tvalid_0's poisson: -67.0834\tvalid_0's quantile: 10.3707\n",
"[40]\tvalid_0's poisson: -67.185\tvalid_0's quantile: 10.3412\n",
"[41]\tvalid_0's poisson: -67.2849\tvalid_0's quantile: 10.3124\n",
"[42]\tvalid_0's poisson: -67.383\tvalid_0's quantile: 10.2839\n",
"[43]\tvalid_0's poisson: -67.4713\tvalid_0's quantile: 10.2572\n",
"[44]\tvalid_0's poisson: -67.5694\tvalid_0's quantile: 10.2292\n",
"[45]\tvalid_0's poisson: -67.6657\tvalid_0's quantile: 10.2013\n",
"[46]\tvalid_0's poisson: -67.7627\tvalid_0's quantile: 10.1736\n",
"[47]\tvalid_0's poisson: -67.8603\tvalid_0's quantile: 10.1455\n",
"[48]\tvalid_0's poisson: -67.9551\tvalid_0's quantile: 10.1179\n",
"[49]\tvalid_0's poisson: -68.039\tvalid_0's quantile: 10.0921\n",
"[50]\tvalid_0's poisson: -68.1327\tvalid_0's quantile: 10.0649\n",
"[51]\tvalid_0's poisson: -68.2282\tvalid_0's quantile: 10.0375\n",
"[52]\tvalid_0's poisson: -68.324\tvalid_0's quantile: 10.0103\n",
"[53]\tvalid_0's poisson: -68.4192\tvalid_0's quantile: 9.98315\n",
"[54]\tvalid_0's poisson: -68.5138\tvalid_0's quantile: 9.95629\n",
"[55]\tvalid_0's poisson: -68.6078\tvalid_0's quantile: 9.92965\n",
"[56]\tvalid_0's poisson: -68.7013\tvalid_0's quantile: 9.9033\n",
"[57]\tvalid_0's poisson: -68.7941\tvalid_0's quantile: 9.87709\n",
"[58]\tvalid_0's poisson: -68.8772\tvalid_0's quantile: 9.85235\n",
"[59]\tvalid_0's poisson: -68.969\tvalid_0's quantile: 9.82648\n",
"[60]\tvalid_0's poisson: -69.0633\tvalid_0's quantile: 9.80067\n",
"[61]\tvalid_0's poisson: -69.154\tvalid_0's quantile: 9.77534\n",
"[62]\tvalid_0's poisson: -69.2473\tvalid_0's quantile: 9.74973\n",
"[63]\tvalid_0's poisson: -69.34\tvalid_0's quantile: 9.7243\n",
"[64]\tvalid_0's poisson: -69.4293\tvalid_0's quantile: 9.69941\n",
"[65]\tvalid_0's poisson: -69.521\tvalid_0's quantile: 9.67435\n",
"[66]\tvalid_0's poisson: -69.6094\tvalid_0's quantile: 9.64985\n",
"[67]\tvalid_0's poisson: -69.698\tvalid_0's quantile: 9.62535\n",
"[68]\tvalid_0's poisson: -69.7972\tvalid_0's quantile: 9.59757\n",
"[69]\tvalid_0's poisson: -69.8936\tvalid_0's quantile: 9.57011\n",
"[70]\tvalid_0's poisson: -69.9918\tvalid_0's quantile: 9.54265\n",
"[71]\tvalid_0's poisson: -70.0893\tvalid_0's quantile: 9.51532\n",
"[72]\tvalid_0's poisson: -70.184\tvalid_0's quantile: 9.48848\n",
"[73]\tvalid_0's poisson: -70.2805\tvalid_0's quantile: 9.46149\n",
"[74]\tvalid_0's poisson: -70.3765\tvalid_0's quantile: 9.43488\n",
"[75]\tvalid_0's poisson: -70.47\tvalid_0's quantile: 9.40855\n",
"[76]\tvalid_0's poisson: -70.565\tvalid_0's quantile: 9.38269\n",
"[77]\tvalid_0's poisson: -70.6576\tvalid_0's quantile: 9.35724\n",
"[78]\tvalid_0's poisson: -70.7516\tvalid_0's quantile: 9.33174\n",
"[79]\tvalid_0's poisson: -70.845\tvalid_0's quantile: 9.30634\n",
"[80]\tvalid_0's poisson: -70.9365\tvalid_0's quantile: 9.28116\n",
"[81]\tvalid_0's poisson: -71.0291\tvalid_0's quantile: 9.25606\n",
"[82]\tvalid_0's poisson: -71.1211\tvalid_0's quantile: 9.23107\n",
"[83]\tvalid_0's poisson: -71.2158\tvalid_0's quantile: 9.20599\n",
"[84]\tvalid_0's poisson: -71.3053\tvalid_0's quantile: 9.18127\n",
"[85]\tvalid_0's poisson: -71.399\tvalid_0's quantile: 9.15646\n",
"[86]\tvalid_0's poisson: -71.4923\tvalid_0's quantile: 9.13179\n",
"[87]\tvalid_0's poisson: -71.5849\tvalid_0's quantile: 9.1073\n",
"[88]\tvalid_0's poisson: -71.6775\tvalid_0's quantile: 9.08248\n",
"[89]\tvalid_0's poisson: -71.7676\tvalid_0's quantile: 9.05781\n",
"[90]\tvalid_0's poisson: -71.8491\tvalid_0's quantile: 9.03638\n",
"[91]\tvalid_0's poisson: -71.9508\tvalid_0's quantile: 9.01099\n",
"[92]\tvalid_0's poisson: -72.052\tvalid_0's quantile: 8.98578\n",
"[93]\tvalid_0's poisson: -72.1526\tvalid_0's quantile: 8.96101\n",
"[94]\tvalid_0's poisson: -72.2528\tvalid_0's quantile: 8.93617\n",
"[95]\tvalid_0's poisson: -72.3524\tvalid_0's quantile: 8.9115\n",
"[96]\tvalid_0's poisson: -72.4517\tvalid_0's quantile: 8.88714\n",
"[97]\tvalid_0's poisson: -72.5504\tvalid_0's quantile: 8.8627\n",
"[98]\tvalid_0's poisson: -72.6485\tvalid_0's quantile: 8.83852\n",
"[99]\tvalid_0's poisson: -72.7464\tvalid_0's quantile: 8.8144\n",
"[100]\tvalid_0's poisson: -72.8438\tvalid_0's quantile: 8.79036\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.5495\tvalid_0's quantile: 11.6429\n",
"[2]\tvalid_0's poisson: -63.6764\tvalid_0's quantile: 11.6048\n",
"[3]\tvalid_0's poisson: -63.8025\tvalid_0's quantile: 11.5669\n",
"[4]\tvalid_0's poisson: -63.9277\tvalid_0's quantile: 11.5291\n",
"[5]\tvalid_0's poisson: -64.0519\tvalid_0's quantile: 11.4915\n",
"[6]\tvalid_0's poisson: -64.1636\tvalid_0's quantile: 11.4558\n",
"[7]\tvalid_0's poisson: -64.2861\tvalid_0's quantile: 11.4186\n",
"[8]\tvalid_0's poisson: -64.4078\tvalid_0's quantile: 11.3818\n",
"[9]\tvalid_0's poisson: -64.5169\tvalid_0's quantile: 11.3467\n",
"[10]\tvalid_0's poisson: -64.637\tvalid_0's quantile: 11.3101\n",
"[11]\tvalid_0's poisson: -64.7562\tvalid_0's quantile: 11.2739\n",
"[12]\tvalid_0's poisson: -64.8746\tvalid_0's quantile: 11.2378\n",
"[13]\tvalid_0's poisson: -64.9921\tvalid_0's quantile: 11.2019\n",
"[14]\tvalid_0's poisson: -65.1088\tvalid_0's quantile: 11.1662\n",
"[15]\tvalid_0's poisson: -65.2248\tvalid_0's quantile: 11.1307\n",
"[16]\tvalid_0's poisson: -65.3399\tvalid_0's quantile: 11.0959\n",
"[17]\tvalid_0's poisson: -65.4542\tvalid_0's quantile: 11.0613\n",
"[18]\tvalid_0's poisson: -65.5678\tvalid_0's quantile: 11.0269\n",
"[19]\tvalid_0's poisson: -65.6806\tvalid_0's quantile: 10.9926\n",
"[20]\tvalid_0's poisson: -65.7926\tvalid_0's quantile: 10.9585\n",
"[21]\tvalid_0's poisson: -65.9061\tvalid_0's quantile: 10.9245\n",
"[22]\tvalid_0's poisson: -66.0187\tvalid_0's quantile: 10.8908\n",
"[23]\tvalid_0's poisson: -66.1306\tvalid_0's quantile: 10.8574\n",
"[24]\tvalid_0's poisson: -66.2418\tvalid_0's quantile: 10.8243\n",
"[25]\tvalid_0's poisson: -66.3522\tvalid_0's quantile: 10.7913\n",
"[26]\tvalid_0's poisson: -66.45\tvalid_0's quantile: 10.7602\n",
"[27]\tvalid_0's poisson: -66.547\tvalid_0's quantile: 10.7293\n",
"[28]\tvalid_0's poisson: -66.6554\tvalid_0's quantile: 10.6972\n",
"[29]\tvalid_0's poisson: -66.7631\tvalid_0's quantile: 10.6654\n",
"[30]\tvalid_0's poisson: -66.8701\tvalid_0's quantile: 10.6338\n",
"[31]\tvalid_0's poisson: -66.9772\tvalid_0's quantile: 10.6025\n",
"[32]\tvalid_0's poisson: -67.0836\tvalid_0's quantile: 10.5715\n",
"[33]\tvalid_0's poisson: -67.1885\tvalid_0's quantile: 10.5407\n",
"[34]\tvalid_0's poisson: -67.2936\tvalid_0's quantile: 10.5101\n",
"[35]\tvalid_0's poisson: -67.3867\tvalid_0's quantile: 10.481\n",
"[36]\tvalid_0's poisson: -67.4905\tvalid_0's quantile: 10.4508\n",
"[37]\tvalid_0's poisson: -67.5928\tvalid_0's quantile: 10.4207\n",
"[38]\tvalid_0's poisson: -67.6953\tvalid_0's quantile: 10.391\n",
"[39]\tvalid_0's poisson: -67.7972\tvalid_0's quantile: 10.3615\n",
"[40]\tvalid_0's poisson: -67.8976\tvalid_0's quantile: 10.332\n",
"[41]\tvalid_0's poisson: -67.9983\tvalid_0's quantile: 10.3029\n",
"[42]\tvalid_0's poisson: -68.0974\tvalid_0's quantile: 10.2743\n",
"[43]\tvalid_0's poisson: -68.1968\tvalid_0's quantile: 10.2459\n",
"[44]\tvalid_0's poisson: -68.2948\tvalid_0's quantile: 10.2177\n",
"[45]\tvalid_0's poisson: -68.393\tvalid_0's quantile: 10.1897\n",
"[46]\tvalid_0's poisson: -68.4906\tvalid_0's quantile: 10.1622\n",
"[47]\tvalid_0's poisson: -68.5867\tvalid_0's quantile: 10.1349\n",
"[48]\tvalid_0's poisson: -68.6831\tvalid_0's quantile: 10.1078\n",
"[49]\tvalid_0's poisson: -68.779\tvalid_0's quantile: 10.0808\n",
"[50]\tvalid_0's poisson: -68.8743\tvalid_0's quantile: 10.054\n",
"[51]\tvalid_0's poisson: -68.969\tvalid_0's quantile: 10.0273\n",
"[52]\tvalid_0's poisson: -69.0631\tvalid_0's quantile: 10.0007\n",
"[53]\tvalid_0's poisson: -69.1566\tvalid_0's quantile: 9.97436\n",
"[54]\tvalid_0's poisson: -69.2497\tvalid_0's quantile: 9.94815\n",
"[55]\tvalid_0's poisson: -69.3331\tvalid_0's quantile: 9.92336\n",
"[56]\tvalid_0's poisson: -69.4161\tvalid_0's quantile: 9.89875\n",
"[57]\tvalid_0's poisson: -69.5076\tvalid_0's quantile: 9.87315\n",
"[58]\tvalid_0's poisson: -69.5898\tvalid_0's quantile: 9.84884\n",
"[59]\tvalid_0's poisson: -69.6715\tvalid_0's quantile: 9.82478\n",
"[60]\tvalid_0's poisson: -69.7615\tvalid_0's quantile: 9.79976\n",
"[61]\tvalid_0's poisson: -69.8422\tvalid_0's quantile: 9.77603\n",
"[62]\tvalid_0's poisson: -69.9322\tvalid_0's quantile: 9.7487\n",
"[63]\tvalid_0's poisson: -70.0185\tvalid_0's quantile: 9.72163\n",
"[64]\tvalid_0's poisson: -70.1075\tvalid_0's quantile: 9.69455\n",
"[65]\tvalid_0's poisson: -70.1958\tvalid_0's quantile: 9.66766\n",
"[66]\tvalid_0's poisson: -70.2884\tvalid_0's quantile: 9.64022\n",
"[67]\tvalid_0's poisson: -70.3804\tvalid_0's quantile: 9.61307\n",
"[68]\tvalid_0's poisson: -70.4762\tvalid_0's quantile: 9.58539\n",
"[69]\tvalid_0's poisson: -70.5713\tvalid_0's quantile: 9.55784\n",
"[70]\tvalid_0's poisson: -70.6659\tvalid_0's quantile: 9.53054\n",
"[71]\tvalid_0's poisson: -70.76\tvalid_0's quantile: 9.50348\n",
"[72]\tvalid_0's poisson: -70.8421\tvalid_0's quantile: 9.47819\n",
"[73]\tvalid_0's poisson: -70.9408\tvalid_0's quantile: 9.45145\n",
"[74]\tvalid_0's poisson: -71.0422\tvalid_0's quantile: 9.42447\n",
"[75]\tvalid_0's poisson: -71.143\tvalid_0's quantile: 9.39819\n",
"[76]\tvalid_0's poisson: -71.2399\tvalid_0's quantile: 9.37254\n",
"[77]\tvalid_0's poisson: -71.345\tvalid_0's quantile: 9.34571\n",
"[78]\tvalid_0's poisson: -71.4494\tvalid_0's quantile: 9.31898\n",
"[79]\tvalid_0's poisson: -71.5533\tvalid_0's quantile: 9.29235\n",
"[80]\tvalid_0's poisson: -71.6565\tvalid_0's quantile: 9.26587\n",
"[81]\tvalid_0's poisson: -71.7592\tvalid_0's quantile: 9.2395\n",
"[82]\tvalid_0's poisson: -71.8576\tvalid_0's quantile: 9.21378\n",
"[83]\tvalid_0's poisson: -71.9554\tvalid_0's quantile: 9.18815\n",
"[84]\tvalid_0's poisson: -72.0526\tvalid_0's quantile: 9.16274\n",
"[85]\tvalid_0's poisson: -72.1506\tvalid_0's quantile: 9.1372\n",
"[86]\tvalid_0's poisson: -72.251\tvalid_0's quantile: 9.11146\n",
"[87]\tvalid_0's poisson: -72.3507\tvalid_0's quantile: 9.08591\n",
"[88]\tvalid_0's poisson: -72.45\tvalid_0's quantile: 9.06046\n",
"[89]\tvalid_0's poisson: -72.5486\tvalid_0's quantile: 9.03522\n",
"[90]\tvalid_0's poisson: -72.6468\tvalid_0's quantile: 9.01015\n",
"[91]\tvalid_0's poisson: -72.7325\tvalid_0's quantile: 8.98876\n",
"[92]\tvalid_0's poisson: -72.8179\tvalid_0's quantile: 8.96746\n",
"[93]\tvalid_0's poisson: -72.9124\tvalid_0's quantile: 8.94323\n",
"[94]\tvalid_0's poisson: -73.0087\tvalid_0's quantile: 8.91871\n",
"[95]\tvalid_0's poisson: -73.1045\tvalid_0's quantile: 8.89438\n",
"[96]\tvalid_0's poisson: -73.1977\tvalid_0's quantile: 8.87062\n",
"[97]\tvalid_0's poisson: -73.2925\tvalid_0's quantile: 8.84654\n",
"[98]\tvalid_0's poisson: -73.3848\tvalid_0's quantile: 8.82315\n",
"[99]\tvalid_0's poisson: -73.4787\tvalid_0's quantile: 8.79953\n",
"[100]\tvalid_0's poisson: -73.5702\tvalid_0's quantile: 8.77641\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.2754\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.3892\tvalid_0's quantile: 11.6253\n",
"[3]\tvalid_0's poisson: -62.5021\tvalid_0's quantile: 11.5896\n",
"[4]\tvalid_0's poisson: -62.6142\tvalid_0's quantile: 11.5542\n",
"[5]\tvalid_0's poisson: -62.7255\tvalid_0's quantile: 11.5191\n",
"[6]\tvalid_0's poisson: -62.836\tvalid_0's quantile: 11.4841\n",
"[7]\tvalid_0's poisson: -62.9457\tvalid_0's quantile: 11.4494\n",
"[8]\tvalid_0's poisson: -63.0545\tvalid_0's quantile: 11.4149\n",
"[9]\tvalid_0's poisson: -63.1626\tvalid_0's quantile: 11.3805\n",
"[10]\tvalid_0's poisson: -63.27\tvalid_0's quantile: 11.3463\n",
"[11]\tvalid_0's poisson: -63.3765\tvalid_0's quantile: 11.3124\n",
"[12]\tvalid_0's poisson: -63.4823\tvalid_0's quantile: 11.2786\n",
"[13]\tvalid_0's poisson: -63.5874\tvalid_0's quantile: 11.2455\n",
"[14]\tvalid_0's poisson: -63.6917\tvalid_0's quantile: 11.2125\n",
"[15]\tvalid_0's poisson: -63.7952\tvalid_0's quantile: 11.1797\n",
"[16]\tvalid_0's poisson: -63.8981\tvalid_0's quantile: 11.1471\n",
"[17]\tvalid_0's poisson: -64.0018\tvalid_0's quantile: 11.1145\n",
"[18]\tvalid_0's poisson: -64.1032\tvalid_0's quantile: 11.0826\n",
"[19]\tvalid_0's poisson: -64.2055\tvalid_0's quantile: 11.0507\n",
"[20]\tvalid_0's poisson: -64.3056\tvalid_0's quantile: 11.0194\n",
"[21]\tvalid_0's poisson: -64.4065\tvalid_0's quantile: 10.9881\n",
"[22]\tvalid_0's poisson: -64.5052\tvalid_0's quantile: 10.9571\n",
"[23]\tvalid_0's poisson: -64.6032\tvalid_0's quantile: 10.9262\n",
"[24]\tvalid_0's poisson: -64.7021\tvalid_0's quantile: 10.8955\n",
"[25]\tvalid_0's poisson: -64.7989\tvalid_0's quantile: 10.8652\n",
"[26]\tvalid_0's poisson: -64.8965\tvalid_0's quantile: 10.8352\n",
"[27]\tvalid_0's poisson: -64.9919\tvalid_0's quantile: 10.8055\n",
"[28]\tvalid_0's poisson: -65.0883\tvalid_0's quantile: 10.7759\n",
"[29]\tvalid_0's poisson: -65.1824\tvalid_0's quantile: 10.7467\n",
"[30]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.7176\n",
"[31]\tvalid_0's poisson: -65.3913\tvalid_0's quantile: 10.6864\n",
"[32]\tvalid_0's poisson: -65.5023\tvalid_0's quantile: 10.6552\n",
"[33]\tvalid_0's poisson: -65.6136\tvalid_0's quantile: 10.6244\n",
"[34]\tvalid_0's poisson: -65.7233\tvalid_0's quantile: 10.5937\n",
"[35]\tvalid_0's poisson: -65.8333\tvalid_0's quantile: 10.5633\n",
"[36]\tvalid_0's poisson: -65.9421\tvalid_0's quantile: 10.5331\n",
"[37]\tvalid_0's poisson: -66.0514\tvalid_0's quantile: 10.5031\n",
"[38]\tvalid_0's poisson: -66.1442\tvalid_0's quantile: 10.4755\n",
"[39]\tvalid_0's poisson: -66.2511\tvalid_0's quantile: 10.4463\n",
"[40]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.4173\n",
"[41]\tvalid_0's poisson: -66.4759\tvalid_0's quantile: 10.3852\n",
"[42]\tvalid_0's poisson: -66.5809\tvalid_0's quantile: 10.3567\n",
"[43]\tvalid_0's poisson: -66.6865\tvalid_0's quantile: 10.3284\n",
"[44]\tvalid_0's poisson: -66.7914\tvalid_0's quantile: 10.3004\n",
"[45]\tvalid_0's poisson: -66.8945\tvalid_0's quantile: 10.2726\n",
"[46]\tvalid_0's poisson: -66.9983\tvalid_0's quantile: 10.2449\n",
"[47]\tvalid_0's poisson: -67.0988\tvalid_0's quantile: 10.2175\n",
"[48]\tvalid_0's poisson: -67.2013\tvalid_0's quantile: 10.1901\n",
"[49]\tvalid_0's poisson: -67.3133\tvalid_0's quantile: 10.1594\n",
"[50]\tvalid_0's poisson: -67.4253\tvalid_0's quantile: 10.1289\n",
"[51]\tvalid_0's poisson: -67.5365\tvalid_0's quantile: 10.0985\n",
"[52]\tvalid_0's poisson: -67.6471\tvalid_0's quantile: 10.0684\n",
"[53]\tvalid_0's poisson: -67.7565\tvalid_0's quantile: 10.0386\n",
"[54]\tvalid_0's poisson: -67.8658\tvalid_0's quantile: 10.0089\n",
"[55]\tvalid_0's poisson: -67.9744\tvalid_0's quantile: 9.97934\n",
"[56]\tvalid_0's poisson: -68.0823\tvalid_0's quantile: 9.94988\n",
"[57]\tvalid_0's poisson: -68.1892\tvalid_0's quantile: 9.9208\n",
"[58]\tvalid_0's poisson: -68.2923\tvalid_0's quantile: 9.8914\n",
"[59]\tvalid_0's poisson: -68.3948\tvalid_0's quantile: 9.86236\n",
"[60]\tvalid_0's poisson: -68.5005\tvalid_0's quantile: 9.83388\n",
"[61]\tvalid_0's poisson: -68.6053\tvalid_0's quantile: 9.80614\n",
"[62]\tvalid_0's poisson: -68.7062\tvalid_0's quantile: 9.77817\n",
"[63]\tvalid_0's poisson: -68.8065\tvalid_0's quantile: 9.75031\n",
"[64]\tvalid_0's poisson: -68.91\tvalid_0's quantile: 9.723\n",
"[65]\tvalid_0's poisson: -69.0092\tvalid_0's quantile: 9.69555\n",
"[66]\tvalid_0's poisson: -69.1081\tvalid_0's quantile: 9.66826\n",
"[67]\tvalid_0's poisson: -69.2064\tvalid_0's quantile: 9.64119\n",
"[68]\tvalid_0's poisson: -69.3042\tvalid_0's quantile: 9.61441\n",
"[69]\tvalid_0's poisson: -69.3884\tvalid_0's quantile: 9.58947\n",
"[70]\tvalid_0's poisson: -69.4895\tvalid_0's quantile: 9.56297\n",
"[71]\tvalid_0's poisson: -69.5899\tvalid_0's quantile: 9.53666\n",
"[72]\tvalid_0's poisson: -69.6867\tvalid_0's quantile: 9.51032\n",
"[73]\tvalid_0's poisson: -69.7748\tvalid_0's quantile: 9.4858\n",
"[74]\tvalid_0's poisson: -69.8623\tvalid_0's quantile: 9.46137\n",
"[75]\tvalid_0's poisson: -69.9629\tvalid_0's quantile: 9.43572\n",
"[76]\tvalid_0's poisson: -70.0629\tvalid_0's quantile: 9.41018\n",
"[77]\tvalid_0's poisson: -70.1623\tvalid_0's quantile: 9.38492\n",
"[78]\tvalid_0's poisson: -70.2429\tvalid_0's quantile: 9.36157\n",
"[79]\tvalid_0's poisson: -70.3231\tvalid_0's quantile: 9.33832\n",
"[80]\tvalid_0's poisson: -70.4027\tvalid_0's quantile: 9.31525\n",
"[81]\tvalid_0's poisson: -70.4991\tvalid_0's quantile: 9.29032\n",
"[82]\tvalid_0's poisson: -70.5831\tvalid_0's quantile: 9.26708\n",
"[83]\tvalid_0's poisson: -70.675\tvalid_0's quantile: 9.24249\n",
"[84]\tvalid_0's poisson: -70.7665\tvalid_0's quantile: 9.21805\n",
"[85]\tvalid_0's poisson: -70.862\tvalid_0's quantile: 9.1934\n",
"[86]\tvalid_0's poisson: -70.961\tvalid_0's quantile: 9.16873\n",
"[87]\tvalid_0's poisson: -71.0514\tvalid_0's quantile: 9.14682\n",
"[88]\tvalid_0's poisson: -71.1368\tvalid_0's quantile: 9.12542\n",
"[89]\tvalid_0's poisson: -71.2265\tvalid_0's quantile: 9.10375\n",
"[90]\tvalid_0's poisson: -71.3156\tvalid_0's quantile: 9.08224\n",
"[91]\tvalid_0's poisson: -71.4043\tvalid_0's quantile: 9.06082\n",
"[92]\tvalid_0's poisson: -71.5026\tvalid_0's quantile: 9.03627\n",
"[93]\tvalid_0's poisson: -71.6024\tvalid_0's quantile: 9.01184\n",
"[94]\tvalid_0's poisson: -71.7016\tvalid_0's quantile: 8.98773\n",
"[95]\tvalid_0's poisson: -71.8007\tvalid_0's quantile: 8.96354\n",
"[96]\tvalid_0's poisson: -71.8989\tvalid_0's quantile: 8.93984\n",
"[97]\tvalid_0's poisson: -71.9968\tvalid_0's quantile: 8.91596\n",
"[98]\tvalid_0's poisson: -72.0816\tvalid_0's quantile: 8.89521\n",
"[99]\tvalid_0's poisson: -72.1787\tvalid_0's quantile: 8.87162\n",
"[100]\tvalid_0's poisson: -72.275\tvalid_0's quantile: 8.84845\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6684\tvalid_0's quantile: 10.9649\n",
"[2]\tvalid_0's poisson: -66.9848\tvalid_0's quantile: 10.3045\n",
"[3]\tvalid_0's poisson: -69.0209\tvalid_0's quantile: 9.74426\n",
"[4]\tvalid_0's poisson: -70.9145\tvalid_0's quantile: 9.23763\n",
"[5]\tvalid_0's poisson: -72.7196\tvalid_0's quantile: 8.76891\n",
"[6]\tvalid_0's poisson: -74.5436\tvalid_0's quantile: 8.33846\n",
"[7]\tvalid_0's poisson: -76.2567\tvalid_0's quantile: 7.92677\n",
"[8]\tvalid_0's poisson: -77.8471\tvalid_0's quantile: 7.53605\n",
"[9]\tvalid_0's poisson: -79.3333\tvalid_0's quantile: 7.19504\n",
"[10]\tvalid_0's poisson: -80.6968\tvalid_0's quantile: 6.88407\n",
"[11]\tvalid_0's poisson: -81.9747\tvalid_0's quantile: 6.59725\n",
"[12]\tvalid_0's poisson: -83.1473\tvalid_0's quantile: 6.3462\n",
"[13]\tvalid_0's poisson: -84.2384\tvalid_0's quantile: 6.11685\n",
"[14]\tvalid_0's poisson: -85.2709\tvalid_0's quantile: 5.91235\n",
"[15]\tvalid_0's poisson: -86.2773\tvalid_0's quantile: 5.71809\n",
"[16]\tvalid_0's poisson: -87.2802\tvalid_0's quantile: 5.52774\n",
"[17]\tvalid_0's poisson: -88.2092\tvalid_0's quantile: 5.36333\n",
"[18]\tvalid_0's poisson: -89.0679\tvalid_0's quantile: 5.20907\n",
"[19]\tvalid_0's poisson: -89.8916\tvalid_0's quantile: 5.06431\n",
"[20]\tvalid_0's poisson: -90.6718\tvalid_0's quantile: 4.92805\n",
"[21]\tvalid_0's poisson: -91.4283\tvalid_0's quantile: 4.81036\n",
"[22]\tvalid_0's poisson: -92.0976\tvalid_0's quantile: 4.7056\n",
"[23]\tvalid_0's poisson: -92.7644\tvalid_0's quantile: 4.59818\n",
"[24]\tvalid_0's poisson: -93.3705\tvalid_0's quantile: 4.49899\n",
"[25]\tvalid_0's poisson: -93.9747\tvalid_0's quantile: 4.41274\n",
"[26]\tvalid_0's poisson: -94.5145\tvalid_0's quantile: 4.32415\n",
"[27]\tvalid_0's poisson: -95.0652\tvalid_0's quantile: 4.23614\n",
"[28]\tvalid_0's poisson: -95.61\tvalid_0's quantile: 4.14929\n",
"[29]\tvalid_0's poisson: -96.1056\tvalid_0's quantile: 4.08012\n",
"[30]\tvalid_0's poisson: -96.5825\tvalid_0's quantile: 4.00858\n",
"[31]\tvalid_0's poisson: -97.0246\tvalid_0's quantile: 3.94042\n",
"[32]\tvalid_0's poisson: -97.4845\tvalid_0's quantile: 3.87383\n",
"[33]\tvalid_0's poisson: -97.9064\tvalid_0's quantile: 3.81312\n",
"[34]\tvalid_0's poisson: -98.2858\tvalid_0's quantile: 3.75733\n",
"[35]\tvalid_0's poisson: -98.6335\tvalid_0's quantile: 3.71039\n",
"[36]\tvalid_0's poisson: -98.9986\tvalid_0's quantile: 3.65892\n",
"[37]\tvalid_0's poisson: -99.3401\tvalid_0's quantile: 3.61346\n",
"[38]\tvalid_0's poisson: -99.6433\tvalid_0's quantile: 3.56775\n",
"[39]\tvalid_0's poisson: -99.9252\tvalid_0's quantile: 3.52531\n",
"[40]\tvalid_0's poisson: -100.194\tvalid_0's quantile: 3.48666\n",
"[41]\tvalid_0's poisson: -100.46\tvalid_0's quantile: 3.44964\n",
"[42]\tvalid_0's poisson: -100.705\tvalid_0's quantile: 3.41432\n",
"[43]\tvalid_0's poisson: -100.932\tvalid_0's quantile: 3.38537\n",
"[44]\tvalid_0's poisson: -101.143\tvalid_0's quantile: 3.35756\n",
"[45]\tvalid_0's poisson: -101.334\tvalid_0's quantile: 3.33141\n",
"[46]\tvalid_0's poisson: -101.521\tvalid_0's quantile: 3.30667\n",
"[47]\tvalid_0's poisson: -101.689\tvalid_0's quantile: 3.28307\n",
"[48]\tvalid_0's poisson: -101.86\tvalid_0's quantile: 3.26149\n",
"[49]\tvalid_0's poisson: -102.019\tvalid_0's quantile: 3.23885\n",
"[50]\tvalid_0's poisson: -102.176\tvalid_0's quantile: 3.21982\n",
"[51]\tvalid_0's poisson: -102.327\tvalid_0's quantile: 3.20057\n",
"[52]\tvalid_0's poisson: -102.463\tvalid_0's quantile: 3.18347\n",
"[53]\tvalid_0's poisson: -102.592\tvalid_0's quantile: 3.16756\n",
"[54]\tvalid_0's poisson: -102.711\tvalid_0's quantile: 3.15178\n",
"[55]\tvalid_0's poisson: -102.832\tvalid_0's quantile: 3.13797\n",
"[56]\tvalid_0's poisson: -102.946\tvalid_0's quantile: 3.12458\n",
"[57]\tvalid_0's poisson: -103.052\tvalid_0's quantile: 3.11229\n",
"[58]\tvalid_0's poisson: -103.15\tvalid_0's quantile: 3.0976\n",
"[59]\tvalid_0's poisson: -103.251\tvalid_0's quantile: 3.08296\n",
"[60]\tvalid_0's poisson: -103.354\tvalid_0's quantile: 3.07095\n",
"[61]\tvalid_0's poisson: -103.447\tvalid_0's quantile: 3.06129\n",
"[62]\tvalid_0's poisson: -103.534\tvalid_0's quantile: 3.05097\n",
"[63]\tvalid_0's poisson: -103.619\tvalid_0's quantile: 3.04142\n",
"[64]\tvalid_0's poisson: -103.695\tvalid_0's quantile: 3.03215\n",
"[65]\tvalid_0's poisson: -103.773\tvalid_0's quantile: 3.02274\n",
"[66]\tvalid_0's poisson: -103.841\tvalid_0's quantile: 3.01488\n",
"[67]\tvalid_0's poisson: -103.904\tvalid_0's quantile: 3.00662\n",
"[68]\tvalid_0's poisson: -103.957\tvalid_0's quantile: 2.99914\n",
"[69]\tvalid_0's poisson: -104.017\tvalid_0's quantile: 2.99222\n",
"[70]\tvalid_0's poisson: -104.079\tvalid_0's quantile: 2.98495\n",
"[71]\tvalid_0's poisson: -104.138\tvalid_0's quantile: 2.97889\n",
"[72]\tvalid_0's poisson: -104.188\tvalid_0's quantile: 2.97369\n",
"[73]\tvalid_0's poisson: -104.237\tvalid_0's quantile: 2.96881\n",
"[74]\tvalid_0's poisson: -104.28\tvalid_0's quantile: 2.96398\n",
"[75]\tvalid_0's poisson: -104.32\tvalid_0's quantile: 2.96037\n",
"[76]\tvalid_0's poisson: -104.357\tvalid_0's quantile: 2.95403\n",
"[77]\tvalid_0's poisson: -104.393\tvalid_0's quantile: 2.95016\n",
"[78]\tvalid_0's poisson: -104.427\tvalid_0's quantile: 2.94642\n",
"[79]\tvalid_0's poisson: -104.455\tvalid_0's quantile: 2.94176\n",
"[80]\tvalid_0's poisson: -104.481\tvalid_0's quantile: 2.93784\n",
"[81]\tvalid_0's poisson: -104.5\tvalid_0's quantile: 2.93434\n",
"[82]\tvalid_0's poisson: -104.522\tvalid_0's quantile: 2.93175\n",
"[83]\tvalid_0's poisson: -104.546\tvalid_0's quantile: 2.92817\n",
"[84]\tvalid_0's poisson: -104.569\tvalid_0's quantile: 2.92622\n",
"[85]\tvalid_0's poisson: -104.594\tvalid_0's quantile: 2.92278\n",
"[86]\tvalid_0's poisson: -104.617\tvalid_0's quantile: 2.92004\n",
"[87]\tvalid_0's poisson: -104.63\tvalid_0's quantile: 2.91768\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[88]\tvalid_0's poisson: -104.646\tvalid_0's quantile: 2.91175\n",
"[89]\tvalid_0's poisson: -104.659\tvalid_0's quantile: 2.91012\n",
"[90]\tvalid_0's poisson: -104.677\tvalid_0's quantile: 2.90831\n",
"[91]\tvalid_0's poisson: -104.689\tvalid_0's quantile: 2.90662\n",
"[92]\tvalid_0's poisson: -104.707\tvalid_0's quantile: 2.90485\n",
"[93]\tvalid_0's poisson: -104.727\tvalid_0's quantile: 2.90291\n",
"[94]\tvalid_0's poisson: -104.737\tvalid_0's quantile: 2.90156\n",
"[95]\tvalid_0's poisson: -104.75\tvalid_0's quantile: 2.90017\n",
"[96]\tvalid_0's poisson: -104.763\tvalid_0's quantile: 2.89904\n",
"[97]\tvalid_0's poisson: -104.774\tvalid_0's quantile: 2.8958\n",
"[98]\tvalid_0's poisson: -104.793\tvalid_0's quantile: 2.89348\n",
"[99]\tvalid_0's poisson: -104.808\tvalid_0's quantile: 2.89192\n",
"[100]\tvalid_0's poisson: -104.818\tvalid_0's quantile: 2.89121\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.7578\tvalid_0's quantile: 10.9469\n",
"[2]\tvalid_0's poisson: -67.07\tvalid_0's quantile: 10.2781\n",
"[3]\tvalid_0's poisson: -69.1672\tvalid_0's quantile: 9.70571\n",
"[4]\tvalid_0's poisson: -71.1052\tvalid_0's quantile: 9.18041\n",
"[5]\tvalid_0's poisson: -73.023\tvalid_0's quantile: 8.69868\n",
"[6]\tvalid_0's poisson: -74.7099\tvalid_0's quantile: 8.27896\n",
"[7]\tvalid_0's poisson: -76.3501\tvalid_0's quantile: 7.88177\n",
"[8]\tvalid_0's poisson: -77.8678\tvalid_0's quantile: 7.51929\n",
"[9]\tvalid_0's poisson: -79.3684\tvalid_0's quantile: 7.17863\n",
"[10]\tvalid_0's poisson: -80.7691\tvalid_0's quantile: 6.86414\n",
"[11]\tvalid_0's poisson: -82.0043\tvalid_0's quantile: 6.59418\n",
"[12]\tvalid_0's poisson: -83.2104\tvalid_0's quantile: 6.33846\n",
"[13]\tvalid_0's poisson: -84.3349\tvalid_0's quantile: 6.10823\n",
"[14]\tvalid_0's poisson: -85.4054\tvalid_0's quantile: 5.89539\n",
"[15]\tvalid_0's poisson: -86.4527\tvalid_0's quantile: 5.69901\n",
"[16]\tvalid_0's poisson: -87.4227\tvalid_0's quantile: 5.52563\n",
"[17]\tvalid_0's poisson: -88.333\tvalid_0's quantile: 5.36002\n",
"[18]\tvalid_0's poisson: -89.2061\tvalid_0's quantile: 5.19629\n",
"[19]\tvalid_0's poisson: -90.0424\tvalid_0's quantile: 5.04795\n",
"[20]\tvalid_0's poisson: -90.8137\tvalid_0's quantile: 4.91464\n",
"[21]\tvalid_0's poisson: -91.5495\tvalid_0's quantile: 4.79556\n",
"[22]\tvalid_0's poisson: -92.2245\tvalid_0's quantile: 4.68103\n",
"[23]\tvalid_0's poisson: -92.8571\tvalid_0's quantile: 4.57052\n",
"[24]\tvalid_0's poisson: -93.4458\tvalid_0's quantile: 4.46122\n",
"[25]\tvalid_0's poisson: -94.0284\tvalid_0's quantile: 4.37117\n",
"[26]\tvalid_0's poisson: -94.5735\tvalid_0's quantile: 4.28541\n",
"[27]\tvalid_0's poisson: -95.1041\tvalid_0's quantile: 4.20865\n",
"[28]\tvalid_0's poisson: -95.6277\tvalid_0's quantile: 4.12955\n",
"[29]\tvalid_0's poisson: -96.099\tvalid_0's quantile: 4.06378\n",
"[30]\tvalid_0's poisson: -96.5802\tvalid_0's quantile: 3.99848\n",
"[31]\tvalid_0's poisson: -97.0356\tvalid_0's quantile: 3.93429\n",
"[32]\tvalid_0's poisson: -97.4482\tvalid_0's quantile: 3.87428\n",
"[33]\tvalid_0's poisson: -97.8744\tvalid_0's quantile: 3.8205\n",
"[34]\tvalid_0's poisson: -98.2683\tvalid_0's quantile: 3.77131\n",
"[35]\tvalid_0's poisson: -98.6086\tvalid_0's quantile: 3.72388\n",
"[36]\tvalid_0's poisson: -98.9496\tvalid_0's quantile: 3.67391\n",
"[37]\tvalid_0's poisson: -99.2643\tvalid_0's quantile: 3.63002\n",
"[38]\tvalid_0's poisson: -99.5881\tvalid_0's quantile: 3.5886\n",
"[39]\tvalid_0's poisson: -99.8839\tvalid_0's quantile: 3.54892\n",
"[40]\tvalid_0's poisson: -100.17\tvalid_0's quantile: 3.51459\n",
"[41]\tvalid_0's poisson: -100.407\tvalid_0's quantile: 3.48193\n",
"[42]\tvalid_0's poisson: -100.654\tvalid_0's quantile: 3.44931\n",
"[43]\tvalid_0's poisson: -100.881\tvalid_0's quantile: 3.41963\n",
"[44]\tvalid_0's poisson: -101.083\tvalid_0's quantile: 3.38827\n",
"[45]\tvalid_0's poisson: -101.268\tvalid_0's quantile: 3.36039\n",
"[46]\tvalid_0's poisson: -101.449\tvalid_0's quantile: 3.33465\n",
"[47]\tvalid_0's poisson: -101.619\tvalid_0's quantile: 3.31212\n",
"[48]\tvalid_0's poisson: -101.789\tvalid_0's quantile: 3.28813\n",
"[49]\tvalid_0's poisson: -101.956\tvalid_0's quantile: 3.26718\n",
"[50]\tvalid_0's poisson: -102.094\tvalid_0's quantile: 3.25132\n",
"[51]\tvalid_0's poisson: -102.241\tvalid_0's quantile: 3.23344\n",
"[52]\tvalid_0's poisson: -102.379\tvalid_0's quantile: 3.21768\n",
"[53]\tvalid_0's poisson: -102.501\tvalid_0's quantile: 3.20311\n",
"[54]\tvalid_0's poisson: -102.63\tvalid_0's quantile: 3.18768\n",
"[55]\tvalid_0's poisson: -102.756\tvalid_0's quantile: 3.1722\n",
"[56]\tvalid_0's poisson: -102.871\tvalid_0's quantile: 3.15937\n",
"[57]\tvalid_0's poisson: -102.977\tvalid_0's quantile: 3.14582\n",
"[58]\tvalid_0's poisson: -103.083\tvalid_0's quantile: 3.13365\n",
"[59]\tvalid_0's poisson: -103.177\tvalid_0's quantile: 3.11897\n",
"[60]\tvalid_0's poisson: -103.267\tvalid_0's quantile: 3.10948\n",
"[61]\tvalid_0's poisson: -103.349\tvalid_0's quantile: 3.0953\n",
"[62]\tvalid_0's poisson: -103.438\tvalid_0's quantile: 3.07711\n",
"[63]\tvalid_0's poisson: -103.513\tvalid_0's quantile: 3.06874\n",
"[64]\tvalid_0's poisson: -103.582\tvalid_0's quantile: 3.06011\n",
"[65]\tvalid_0's poisson: -103.657\tvalid_0's quantile: 3.0525\n",
"[66]\tvalid_0's poisson: -103.722\tvalid_0's quantile: 3.04195\n",
"[67]\tvalid_0's poisson: -103.788\tvalid_0's quantile: 3.035\n",
"[68]\tvalid_0's poisson: -103.852\tvalid_0's quantile: 3.02478\n",
"[69]\tvalid_0's poisson: -103.918\tvalid_0's quantile: 3.01801\n",
"[70]\tvalid_0's poisson: -103.975\tvalid_0's quantile: 3.01091\n",
"[71]\tvalid_0's poisson: -104.025\tvalid_0's quantile: 3.00429\n",
"[72]\tvalid_0's poisson: -104.078\tvalid_0's quantile: 2.99502\n",
"[73]\tvalid_0's poisson: -104.121\tvalid_0's quantile: 2.99123\n",
"[74]\tvalid_0's poisson: -104.165\tvalid_0's quantile: 2.98612\n",
"[75]\tvalid_0's poisson: -104.205\tvalid_0's quantile: 2.98264\n",
"[76]\tvalid_0's poisson: -104.242\tvalid_0's quantile: 2.97898\n",
"[77]\tvalid_0's poisson: -104.281\tvalid_0's quantile: 2.97428\n",
"[78]\tvalid_0's poisson: -104.31\tvalid_0's quantile: 2.96942\n",
"[79]\tvalid_0's poisson: -104.348\tvalid_0's quantile: 2.96452\n",
"[80]\tvalid_0's poisson: -104.374\tvalid_0's quantile: 2.96068\n",
"[81]\tvalid_0's poisson: -104.397\tvalid_0's quantile: 2.95773\n",
"[82]\tvalid_0's poisson: -104.423\tvalid_0's quantile: 2.95581\n",
"[83]\tvalid_0's poisson: -104.445\tvalid_0's quantile: 2.95411\n",
"[84]\tvalid_0's poisson: -104.466\tvalid_0's quantile: 2.95152\n",
"[85]\tvalid_0's poisson: -104.488\tvalid_0's quantile: 2.9438\n",
"[86]\tvalid_0's poisson: -104.505\tvalid_0's quantile: 2.93873\n",
"[87]\tvalid_0's poisson: -104.521\tvalid_0's quantile: 2.93632\n",
"[88]\tvalid_0's poisson: -104.536\tvalid_0's quantile: 2.93402\n",
"[89]\tvalid_0's poisson: -104.556\tvalid_0's quantile: 2.93149\n",
"[90]\tvalid_0's poisson: -104.576\tvalid_0's quantile: 2.92904\n",
"[91]\tvalid_0's poisson: -104.592\tvalid_0's quantile: 2.92741\n",
"[92]\tvalid_0's poisson: -104.609\tvalid_0's quantile: 2.92511\n",
"[93]\tvalid_0's poisson: -104.63\tvalid_0's quantile: 2.92275\n",
"[94]\tvalid_0's poisson: -104.644\tvalid_0's quantile: 2.91953\n",
"[95]\tvalid_0's poisson: -104.658\tvalid_0's quantile: 2.91781\n",
"[96]\tvalid_0's poisson: -104.672\tvalid_0's quantile: 2.91631\n",
"[97]\tvalid_0's poisson: -104.681\tvalid_0's quantile: 2.91484\n",
"[98]\tvalid_0's poisson: -104.688\tvalid_0's quantile: 2.91232\n",
"[99]\tvalid_0's poisson: -104.707\tvalid_0's quantile: 2.90938\n",
"[100]\tvalid_0's poisson: -104.725\tvalid_0's quantile: 2.90736\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.3252\tvalid_0's quantile: 10.9426\n",
"[2]\tvalid_0's poisson: -67.6239\tvalid_0's quantile: 10.2798\n",
"[3]\tvalid_0's poisson: -69.7325\tvalid_0's quantile: 9.69326\n",
"[4]\tvalid_0's poisson: -71.6501\tvalid_0's quantile: 9.16716\n",
"[5]\tvalid_0's poisson: -73.4429\tvalid_0's quantile: 8.68419\n",
"[6]\tvalid_0's poisson: -75.1862\tvalid_0's quantile: 8.25291\n",
"[7]\tvalid_0's poisson: -76.8024\tvalid_0's quantile: 7.85618\n",
"[8]\tvalid_0's poisson: -78.3688\tvalid_0's quantile: 7.48549\n",
"[9]\tvalid_0's poisson: -79.8224\tvalid_0's quantile: 7.14704\n",
"[10]\tvalid_0's poisson: -81.1949\tvalid_0's quantile: 6.83132\n",
"[11]\tvalid_0's poisson: -82.4584\tvalid_0's quantile: 6.54714\n",
"[12]\tvalid_0's poisson: -83.6347\tvalid_0's quantile: 6.29766\n",
"[13]\tvalid_0's poisson: -84.7318\tvalid_0's quantile: 6.07888\n",
"[14]\tvalid_0's poisson: -85.7447\tvalid_0's quantile: 5.88079\n",
"[15]\tvalid_0's poisson: -86.7527\tvalid_0's quantile: 5.68524\n",
"[16]\tvalid_0's poisson: -87.7104\tvalid_0's quantile: 5.50464\n",
"[17]\tvalid_0's poisson: -88.6087\tvalid_0's quantile: 5.34287\n",
"[18]\tvalid_0's poisson: -89.4576\tvalid_0's quantile: 5.1912\n",
"[19]\tvalid_0's poisson: -90.2419\tvalid_0's quantile: 5.04765\n",
"[20]\tvalid_0's poisson: -90.9763\tvalid_0's quantile: 4.91918\n",
"[21]\tvalid_0's poisson: -91.6889\tvalid_0's quantile: 4.80101\n",
"[22]\tvalid_0's poisson: -92.3401\tvalid_0's quantile: 4.69508\n",
"[23]\tvalid_0's poisson: -92.9553\tvalid_0's quantile: 4.59631\n",
"[24]\tvalid_0's poisson: -93.5362\tvalid_0's quantile: 4.50498\n",
"[25]\tvalid_0's poisson: -94.1162\tvalid_0's quantile: 4.41699\n",
"[26]\tvalid_0's poisson: -94.6628\tvalid_0's quantile: 4.32973\n",
"[27]\tvalid_0's poisson: -95.1496\tvalid_0's quantile: 4.23996\n",
"[28]\tvalid_0's poisson: -95.655\tvalid_0's quantile: 4.16313\n",
"[29]\tvalid_0's poisson: -96.1218\tvalid_0's quantile: 4.08696\n",
"[30]\tvalid_0's poisson: -96.5848\tvalid_0's quantile: 4.01554\n",
"[31]\tvalid_0's poisson: -96.9806\tvalid_0's quantile: 3.95463\n",
"[32]\tvalid_0's poisson: -97.4231\tvalid_0's quantile: 3.88951\n",
"[33]\tvalid_0's poisson: -97.8412\tvalid_0's quantile: 3.829\n",
"[34]\tvalid_0's poisson: -98.2479\tvalid_0's quantile: 3.77617\n",
"[35]\tvalid_0's poisson: -98.5953\tvalid_0's quantile: 3.72935\n",
"[36]\tvalid_0's poisson: -98.9453\tvalid_0's quantile: 3.67625\n",
"[37]\tvalid_0's poisson: -99.2528\tvalid_0's quantile: 3.63288\n",
"[38]\tvalid_0's poisson: -99.5742\tvalid_0's quantile: 3.59152\n",
"[39]\tvalid_0's poisson: -99.8519\tvalid_0's quantile: 3.55257\n",
"[40]\tvalid_0's poisson: -100.133\tvalid_0's quantile: 3.51221\n",
"[41]\tvalid_0's poisson: -100.389\tvalid_0's quantile: 3.47823\n",
"[42]\tvalid_0's poisson: -100.61\tvalid_0's quantile: 3.44298\n",
"[43]\tvalid_0's poisson: -100.836\tvalid_0's quantile: 3.40993\n",
"[44]\tvalid_0's poisson: -101.054\tvalid_0's quantile: 3.38204\n",
"[45]\tvalid_0's poisson: -101.262\tvalid_0's quantile: 3.34971\n",
"[46]\tvalid_0's poisson: -101.469\tvalid_0's quantile: 3.32307\n",
"[47]\tvalid_0's poisson: -101.657\tvalid_0's quantile: 3.29808\n",
"[48]\tvalid_0's poisson: -101.818\tvalid_0's quantile: 3.27522\n",
"[49]\tvalid_0's poisson: -101.966\tvalid_0's quantile: 3.25471\n",
"[50]\tvalid_0's poisson: -102.122\tvalid_0's quantile: 3.23455\n",
"[51]\tvalid_0's poisson: -102.267\tvalid_0's quantile: 3.21566\n",
"[52]\tvalid_0's poisson: -102.411\tvalid_0's quantile: 3.19835\n",
"[53]\tvalid_0's poisson: -102.547\tvalid_0's quantile: 3.1813\n",
"[54]\tvalid_0's poisson: -102.677\tvalid_0's quantile: 3.16479\n",
"[55]\tvalid_0's poisson: -102.793\tvalid_0's quantile: 3.15024\n",
"[56]\tvalid_0's poisson: -102.904\tvalid_0's quantile: 3.13622\n",
"[57]\tvalid_0's poisson: -103.021\tvalid_0's quantile: 3.12366\n",
"[58]\tvalid_0's poisson: -103.11\tvalid_0's quantile: 3.11141\n",
"[59]\tvalid_0's poisson: -103.215\tvalid_0's quantile: 3.09977\n",
"[60]\tvalid_0's poisson: -103.311\tvalid_0's quantile: 3.08931\n",
"[61]\tvalid_0's poisson: -103.388\tvalid_0's quantile: 3.07895\n",
"[62]\tvalid_0's poisson: -103.471\tvalid_0's quantile: 3.06863\n",
"[63]\tvalid_0's poisson: -103.551\tvalid_0's quantile: 3.05953\n",
"[64]\tvalid_0's poisson: -103.627\tvalid_0's quantile: 3.05013\n",
"[65]\tvalid_0's poisson: -103.689\tvalid_0's quantile: 3.03863\n",
"[66]\tvalid_0's poisson: -103.753\tvalid_0's quantile: 3.02967\n",
"[67]\tvalid_0's poisson: -103.817\tvalid_0's quantile: 3.02282\n",
"[68]\tvalid_0's poisson: -103.875\tvalid_0's quantile: 3.01628\n",
"[69]\tvalid_0's poisson: -103.917\tvalid_0's quantile: 3.00173\n",
"[70]\tvalid_0's poisson: -103.976\tvalid_0's quantile: 2.98835\n",
"[71]\tvalid_0's poisson: -104.018\tvalid_0's quantile: 2.98013\n",
"[72]\tvalid_0's poisson: -104.068\tvalid_0's quantile: 2.97233\n",
"[73]\tvalid_0's poisson: -104.119\tvalid_0's quantile: 2.96582\n",
"[74]\tvalid_0's poisson: -104.152\tvalid_0's quantile: 2.9579\n",
"[75]\tvalid_0's poisson: -104.187\tvalid_0's quantile: 2.95448\n",
"[76]\tvalid_0's poisson: -104.227\tvalid_0's quantile: 2.94948\n",
"[77]\tvalid_0's poisson: -104.261\tvalid_0's quantile: 2.93566\n",
"[78]\tvalid_0's poisson: -104.291\tvalid_0's quantile: 2.93363\n",
"[79]\tvalid_0's poisson: -104.325\tvalid_0's quantile: 2.93021\n",
"[80]\tvalid_0's poisson: -104.36\tvalid_0's quantile: 2.92555\n",
"[81]\tvalid_0's poisson: -104.387\tvalid_0's quantile: 2.91794\n",
"[82]\tvalid_0's poisson: -104.424\tvalid_0's quantile: 2.91229\n",
"[83]\tvalid_0's poisson: -104.457\tvalid_0's quantile: 2.90667\n",
"[84]\tvalid_0's poisson: -104.488\tvalid_0's quantile: 2.89786\n",
"[85]\tvalid_0's poisson: -104.509\tvalid_0's quantile: 2.8959\n",
"[86]\tvalid_0's poisson: -104.539\tvalid_0's quantile: 2.89286\n",
"[87]\tvalid_0's poisson: -104.559\tvalid_0's quantile: 2.89105\n",
"[88]\tvalid_0's poisson: -104.58\tvalid_0's quantile: 2.88977\n",
"[89]\tvalid_0's poisson: -104.602\tvalid_0's quantile: 2.88775\n",
"[90]\tvalid_0's poisson: -104.624\tvalid_0's quantile: 2.88501\n",
"[91]\tvalid_0's poisson: -104.647\tvalid_0's quantile: 2.88209\n",
"[92]\tvalid_0's poisson: -104.665\tvalid_0's quantile: 2.87972\n",
"[93]\tvalid_0's poisson: -104.682\tvalid_0's quantile: 2.87821\n",
"[94]\tvalid_0's poisson: -104.699\tvalid_0's quantile: 2.87618\n",
"[95]\tvalid_0's poisson: -104.718\tvalid_0's quantile: 2.87422\n",
"[96]\tvalid_0's poisson: -104.733\tvalid_0's quantile: 2.87282\n",
"[97]\tvalid_0's poisson: -104.746\tvalid_0's quantile: 2.87196\n",
"[98]\tvalid_0's poisson: -104.759\tvalid_0's quantile: 2.86694\n",
"[99]\tvalid_0's poisson: -104.772\tvalid_0's quantile: 2.86653\n",
"[100]\tvalid_0's poisson: -104.782\tvalid_0's quantile: 2.86509\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -65.9489\tvalid_0's quantile: 10.9378\n",
"[2]\tvalid_0's poisson: -68.197\tvalid_0's quantile: 10.2587\n",
"[3]\tvalid_0's poisson: -70.229\tvalid_0's quantile: 9.67407\n",
"[4]\tvalid_0's poisson: -72.1185\tvalid_0's quantile: 9.14983\n",
"[5]\tvalid_0's poisson: -73.9798\tvalid_0's quantile: 8.66607\n",
"[6]\tvalid_0's poisson: -75.6963\tvalid_0's quantile: 8.23305\n",
"[7]\tvalid_0's poisson: -77.2837\tvalid_0's quantile: 7.84783\n",
"[8]\tvalid_0's poisson: -78.7791\tvalid_0's quantile: 7.48639\n",
"[9]\tvalid_0's poisson: -80.1935\tvalid_0's quantile: 7.15417\n",
"[10]\tvalid_0's poisson: -81.4939\tvalid_0's quantile: 6.84688\n",
"[11]\tvalid_0's poisson: -82.6696\tvalid_0's quantile: 6.56903\n",
"[12]\tvalid_0's poisson: -83.7808\tvalid_0's quantile: 6.32617\n",
"[13]\tvalid_0's poisson: -84.8664\tvalid_0's quantile: 6.09402\n",
"[14]\tvalid_0's poisson: -85.8563\tvalid_0's quantile: 5.8874\n",
"[15]\tvalid_0's poisson: -86.8463\tvalid_0's quantile: 5.69938\n",
"[16]\tvalid_0's poisson: -87.7909\tvalid_0's quantile: 5.51593\n",
"[17]\tvalid_0's poisson: -88.7092\tvalid_0's quantile: 5.34449\n",
"[18]\tvalid_0's poisson: -89.5545\tvalid_0's quantile: 5.19831\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[19]\tvalid_0's poisson: -90.3511\tvalid_0's quantile: 5.05874\n",
"[20]\tvalid_0's poisson: -91.0862\tvalid_0's quantile: 4.93537\n",
"[21]\tvalid_0's poisson: -91.7845\tvalid_0's quantile: 4.8203\n",
"[22]\tvalid_0's poisson: -92.4266\tvalid_0's quantile: 4.71358\n",
"[23]\tvalid_0's poisson: -93.0528\tvalid_0's quantile: 4.61294\n",
"[24]\tvalid_0's poisson: -93.6464\tvalid_0's quantile: 4.50747\n",
"[25]\tvalid_0's poisson: -94.2288\tvalid_0's quantile: 4.41087\n",
"[26]\tvalid_0's poisson: -94.804\tvalid_0's quantile: 4.31721\n",
"[27]\tvalid_0's poisson: -95.3236\tvalid_0's quantile: 4.2315\n",
"[28]\tvalid_0's poisson: -95.8119\tvalid_0's quantile: 4.14615\n",
"[29]\tvalid_0's poisson: -96.2908\tvalid_0's quantile: 4.07145\n",
"[30]\tvalid_0's poisson: -96.7457\tvalid_0's quantile: 4.00584\n",
"[31]\tvalid_0's poisson: -97.2189\tvalid_0's quantile: 3.93962\n",
"[32]\tvalid_0's poisson: -97.6443\tvalid_0's quantile: 3.88235\n",
"[33]\tvalid_0's poisson: -98.0161\tvalid_0's quantile: 3.83138\n",
"[34]\tvalid_0's poisson: -98.4014\tvalid_0's quantile: 3.77795\n",
"[35]\tvalid_0's poisson: -98.757\tvalid_0's quantile: 3.72558\n",
"[36]\tvalid_0's poisson: -99.0884\tvalid_0's quantile: 3.67256\n",
"[37]\tvalid_0's poisson: -99.3999\tvalid_0's quantile: 3.6296\n",
"[38]\tvalid_0's poisson: -99.6903\tvalid_0's quantile: 3.58645\n",
"[39]\tvalid_0's poisson: -99.991\tvalid_0's quantile: 3.54615\n",
"[40]\tvalid_0's poisson: -100.262\tvalid_0's quantile: 3.51003\n",
"[41]\tvalid_0's poisson: -100.51\tvalid_0's quantile: 3.47659\n",
"[42]\tvalid_0's poisson: -100.758\tvalid_0's quantile: 3.43765\n",
"[43]\tvalid_0's poisson: -100.98\tvalid_0's quantile: 3.40876\n",
"[44]\tvalid_0's poisson: -101.181\tvalid_0's quantile: 3.38048\n",
"[45]\tvalid_0's poisson: -101.383\tvalid_0's quantile: 3.354\n",
"[46]\tvalid_0's poisson: -101.575\tvalid_0's quantile: 3.32993\n",
"[47]\tvalid_0's poisson: -101.764\tvalid_0's quantile: 3.30527\n",
"[48]\tvalid_0's poisson: -101.945\tvalid_0's quantile: 3.28237\n",
"[49]\tvalid_0's poisson: -102.103\tvalid_0's quantile: 3.26219\n",
"[50]\tvalid_0's poisson: -102.258\tvalid_0's quantile: 3.24265\n",
"[51]\tvalid_0's poisson: -102.407\tvalid_0's quantile: 3.22307\n",
"[52]\tvalid_0's poisson: -102.536\tvalid_0's quantile: 3.2046\n",
"[53]\tvalid_0's poisson: -102.67\tvalid_0's quantile: 3.1891\n",
"[54]\tvalid_0's poisson: -102.796\tvalid_0's quantile: 3.17403\n",
"[55]\tvalid_0's poisson: -102.911\tvalid_0's quantile: 3.16022\n",
"[56]\tvalid_0's poisson: -103.017\tvalid_0's quantile: 3.14443\n",
"[57]\tvalid_0's poisson: -103.129\tvalid_0's quantile: 3.1315\n",
"[58]\tvalid_0's poisson: -103.228\tvalid_0's quantile: 3.11849\n",
"[59]\tvalid_0's poisson: -103.322\tvalid_0's quantile: 3.10664\n",
"[60]\tvalid_0's poisson: -103.401\tvalid_0's quantile: 3.09421\n",
"[61]\tvalid_0's poisson: -103.484\tvalid_0's quantile: 3.08442\n",
"[62]\tvalid_0's poisson: -103.568\tvalid_0's quantile: 3.07434\n",
"[63]\tvalid_0's poisson: -103.644\tvalid_0's quantile: 3.06501\n",
"[64]\tvalid_0's poisson: -103.72\tvalid_0's quantile: 3.05703\n",
"[65]\tvalid_0's poisson: -103.79\tvalid_0's quantile: 3.04887\n",
"[66]\tvalid_0's poisson: -103.852\tvalid_0's quantile: 3.04183\n",
"[67]\tvalid_0's poisson: -103.914\tvalid_0's quantile: 3.03522\n",
"[68]\tvalid_0's poisson: -103.969\tvalid_0's quantile: 3.03017\n",
"[69]\tvalid_0's poisson: -104.025\tvalid_0's quantile: 3.01554\n",
"[70]\tvalid_0's poisson: -104.077\tvalid_0's quantile: 3.01156\n",
"[71]\tvalid_0's poisson: -104.126\tvalid_0's quantile: 3.00356\n",
"[72]\tvalid_0's poisson: -104.169\tvalid_0's quantile: 2.99953\n",
"[73]\tvalid_0's poisson: -104.209\tvalid_0's quantile: 2.99331\n",
"[74]\tvalid_0's poisson: -104.249\tvalid_0's quantile: 2.98846\n",
"[75]\tvalid_0's poisson: -104.28\tvalid_0's quantile: 2.98362\n",
"[76]\tvalid_0's poisson: -104.316\tvalid_0's quantile: 2.97654\n",
"[77]\tvalid_0's poisson: -104.341\tvalid_0's quantile: 2.9729\n",
"[78]\tvalid_0's poisson: -104.369\tvalid_0's quantile: 2.96597\n",
"[79]\tvalid_0's poisson: -104.401\tvalid_0's quantile: 2.96143\n",
"[80]\tvalid_0's poisson: -104.432\tvalid_0's quantile: 2.95896\n",
"[81]\tvalid_0's poisson: -104.46\tvalid_0's quantile: 2.95622\n",
"[82]\tvalid_0's poisson: -104.487\tvalid_0's quantile: 2.94871\n",
"[83]\tvalid_0's poisson: -104.511\tvalid_0's quantile: 2.9468\n",
"[84]\tvalid_0's poisson: -104.531\tvalid_0's quantile: 2.94524\n",
"[85]\tvalid_0's poisson: -104.553\tvalid_0's quantile: 2.94381\n",
"[86]\tvalid_0's poisson: -104.578\tvalid_0's quantile: 2.93734\n",
"[87]\tvalid_0's poisson: -104.598\tvalid_0's quantile: 2.9339\n",
"[88]\tvalid_0's poisson: -104.614\tvalid_0's quantile: 2.92915\n",
"[89]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.92438\n",
"[90]\tvalid_0's poisson: -104.658\tvalid_0's quantile: 2.9184\n",
"[91]\tvalid_0's poisson: -104.677\tvalid_0's quantile: 2.9165\n",
"[92]\tvalid_0's poisson: -104.7\tvalid_0's quantile: 2.91371\n",
"[93]\tvalid_0's poisson: -104.716\tvalid_0's quantile: 2.91229\n",
"[94]\tvalid_0's poisson: -104.722\tvalid_0's quantile: 2.90939\n",
"[95]\tvalid_0's poisson: -104.737\tvalid_0's quantile: 2.90795\n",
"[96]\tvalid_0's poisson: -104.754\tvalid_0's quantile: 2.90642\n",
"[97]\tvalid_0's poisson: -104.776\tvalid_0's quantile: 2.9046\n",
"[98]\tvalid_0's poisson: -104.787\tvalid_0's quantile: 2.90382\n",
"[99]\tvalid_0's poisson: -104.801\tvalid_0's quantile: 2.90317\n",
"[100]\tvalid_0's poisson: -104.812\tvalid_0's quantile: 2.90245\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -64.6742\tvalid_0's quantile: 10.9779\n",
"[2]\tvalid_0's poisson: -66.9808\tvalid_0's quantile: 10.3161\n",
"[3]\tvalid_0's poisson: -69.0767\tvalid_0's quantile: 9.73837\n",
"[4]\tvalid_0's poisson: -71.0243\tvalid_0's quantile: 9.22628\n",
"[5]\tvalid_0's poisson: -72.7854\tvalid_0's quantile: 8.76128\n",
"[6]\tvalid_0's poisson: -74.5183\tvalid_0's quantile: 8.33205\n",
"[7]\tvalid_0's poisson: -76.1524\tvalid_0's quantile: 7.94187\n",
"[8]\tvalid_0's poisson: -77.7845\tvalid_0's quantile: 7.56157\n",
"[9]\tvalid_0's poisson: -79.2896\tvalid_0's quantile: 7.21943\n",
"[10]\tvalid_0's poisson: -80.6293\tvalid_0's quantile: 6.92843\n",
"[11]\tvalid_0's poisson: -81.9292\tvalid_0's quantile: 6.63904\n",
"[12]\tvalid_0's poisson: -83.134\tvalid_0's quantile: 6.39335\n",
"[13]\tvalid_0's poisson: -84.2521\tvalid_0's quantile: 6.16038\n",
"[14]\tvalid_0's poisson: -85.3006\tvalid_0's quantile: 5.95657\n",
"[15]\tvalid_0's poisson: -86.2938\tvalid_0's quantile: 5.76436\n",
"[16]\tvalid_0's poisson: -87.1942\tvalid_0's quantile: 5.58832\n",
"[17]\tvalid_0's poisson: -88.127\tvalid_0's quantile: 5.42057\n",
"[18]\tvalid_0's poisson: -89.0235\tvalid_0's quantile: 5.26395\n",
"[19]\tvalid_0's poisson: -89.824\tvalid_0's quantile: 5.112\n",
"[20]\tvalid_0's poisson: -90.5851\tvalid_0's quantile: 4.97879\n",
"[21]\tvalid_0's poisson: -91.3084\tvalid_0's quantile: 4.86033\n",
"[22]\tvalid_0's poisson: -91.9714\tvalid_0's quantile: 4.75225\n",
"[23]\tvalid_0's poisson: -92.6343\tvalid_0's quantile: 4.64762\n",
"[24]\tvalid_0's poisson: -93.2818\tvalid_0's quantile: 4.54806\n",
"[25]\tvalid_0's poisson: -93.8825\tvalid_0's quantile: 4.45073\n",
"[26]\tvalid_0's poisson: -94.4389\tvalid_0's quantile: 4.36287\n",
"[27]\tvalid_0's poisson: -94.9571\tvalid_0's quantile: 4.28061\n",
"[28]\tvalid_0's poisson: -95.4533\tvalid_0's quantile: 4.20317\n",
"[29]\tvalid_0's poisson: -95.9524\tvalid_0's quantile: 4.12469\n",
"[30]\tvalid_0's poisson: -96.4225\tvalid_0's quantile: 4.04771\n",
"[31]\tvalid_0's poisson: -96.8816\tvalid_0's quantile: 3.98499\n",
"[32]\tvalid_0's poisson: -97.3083\tvalid_0's quantile: 3.92166\n",
"[33]\tvalid_0's poisson: -97.7271\tvalid_0's quantile: 3.86365\n",
"[34]\tvalid_0's poisson: -98.1383\tvalid_0's quantile: 3.80558\n",
"[35]\tvalid_0's poisson: -98.4992\tvalid_0's quantile: 3.75258\n",
"[36]\tvalid_0's poisson: -98.8414\tvalid_0's quantile: 3.69987\n",
"[37]\tvalid_0's poisson: -99.1888\tvalid_0's quantile: 3.65453\n",
"[38]\tvalid_0's poisson: -99.505\tvalid_0's quantile: 3.61303\n",
"[39]\tvalid_0's poisson: -99.7981\tvalid_0's quantile: 3.57034\n",
"[40]\tvalid_0's poisson: -100.084\tvalid_0's quantile: 3.52598\n",
"[41]\tvalid_0's poisson: -100.328\tvalid_0's quantile: 3.49014\n",
"[42]\tvalid_0's poisson: -100.567\tvalid_0's quantile: 3.4578\n",
"[43]\tvalid_0's poisson: -100.788\tvalid_0's quantile: 3.42818\n",
"[44]\tvalid_0's poisson: -101.004\tvalid_0's quantile: 3.39307\n",
"[45]\tvalid_0's poisson: -101.205\tvalid_0's quantile: 3.36657\n",
"[46]\tvalid_0's poisson: -101.395\tvalid_0's quantile: 3.33751\n",
"[47]\tvalid_0's poisson: -101.584\tvalid_0's quantile: 3.31168\n",
"[48]\tvalid_0's poisson: -101.765\tvalid_0's quantile: 3.28782\n",
"[49]\tvalid_0's poisson: -101.936\tvalid_0's quantile: 3.26502\n",
"[50]\tvalid_0's poisson: -102.09\tvalid_0's quantile: 3.24453\n",
"[51]\tvalid_0's poisson: -102.235\tvalid_0's quantile: 3.22589\n",
"[52]\tvalid_0's poisson: -102.373\tvalid_0's quantile: 3.20864\n",
"[53]\tvalid_0's poisson: -102.501\tvalid_0's quantile: 3.19201\n",
"[54]\tvalid_0's poisson: -102.613\tvalid_0's quantile: 3.17594\n",
"[55]\tvalid_0's poisson: -102.739\tvalid_0's quantile: 3.15878\n",
"[56]\tvalid_0's poisson: -102.86\tvalid_0's quantile: 3.14441\n",
"[57]\tvalid_0's poisson: -102.97\tvalid_0's quantile: 3.12389\n",
"[58]\tvalid_0's poisson: -103.085\tvalid_0's quantile: 3.11053\n",
"[59]\tvalid_0's poisson: -103.193\tvalid_0's quantile: 3.0977\n",
"[60]\tvalid_0's poisson: -103.287\tvalid_0's quantile: 3.08678\n",
"[61]\tvalid_0's poisson: -103.378\tvalid_0's quantile: 3.07626\n",
"[62]\tvalid_0's poisson: -103.461\tvalid_0's quantile: 3.06702\n",
"[63]\tvalid_0's poisson: -103.543\tvalid_0's quantile: 3.05791\n",
"[64]\tvalid_0's poisson: -103.612\tvalid_0's quantile: 3.0498\n",
"[65]\tvalid_0's poisson: -103.68\tvalid_0's quantile: 3.04067\n",
"[66]\tvalid_0's poisson: -103.745\tvalid_0's quantile: 3.0337\n",
"[67]\tvalid_0's poisson: -103.809\tvalid_0's quantile: 3.02658\n",
"[68]\tvalid_0's poisson: -103.857\tvalid_0's quantile: 3.01675\n",
"[69]\tvalid_0's poisson: -103.904\tvalid_0's quantile: 3.0105\n",
"[70]\tvalid_0's poisson: -103.955\tvalid_0's quantile: 3.00512\n",
"[71]\tvalid_0's poisson: -104.006\tvalid_0's quantile: 2.99945\n",
"[72]\tvalid_0's poisson: -104.056\tvalid_0's quantile: 2.99426\n",
"[73]\tvalid_0's poisson: -104.095\tvalid_0's quantile: 2.98954\n",
"[74]\tvalid_0's poisson: -104.141\tvalid_0's quantile: 2.98487\n",
"[75]\tvalid_0's poisson: -104.184\tvalid_0's quantile: 2.97916\n",
"[76]\tvalid_0's poisson: -104.224\tvalid_0's quantile: 2.97234\n",
"[77]\tvalid_0's poisson: -104.257\tvalid_0's quantile: 2.96937\n",
"[78]\tvalid_0's poisson: -104.289\tvalid_0's quantile: 2.96471\n",
"[79]\tvalid_0's poisson: -104.322\tvalid_0's quantile: 2.96095\n",
"[80]\tvalid_0's poisson: -104.354\tvalid_0's quantile: 2.95684\n",
"[81]\tvalid_0's poisson: -104.39\tvalid_0's quantile: 2.94251\n",
"[82]\tvalid_0's poisson: -104.413\tvalid_0's quantile: 2.93962\n",
"[83]\tvalid_0's poisson: -104.448\tvalid_0's quantile: 2.93653\n",
"[84]\tvalid_0's poisson: -104.48\tvalid_0's quantile: 2.93284\n",
"[85]\tvalid_0's poisson: -104.505\tvalid_0's quantile: 2.93018\n",
"[86]\tvalid_0's poisson: -104.537\tvalid_0's quantile: 2.92682\n",
"[87]\tvalid_0's poisson: -104.561\tvalid_0's quantile: 2.9243\n",
"[88]\tvalid_0's poisson: -104.581\tvalid_0's quantile: 2.92281\n",
"[89]\tvalid_0's poisson: -104.6\tvalid_0's quantile: 2.92063\n",
"[90]\tvalid_0's poisson: -104.619\tvalid_0's quantile: 2.91722\n",
"[91]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.91527\n",
"[92]\tvalid_0's poisson: -104.652\tvalid_0's quantile: 2.91426\n",
"[93]\tvalid_0's poisson: -104.668\tvalid_0's quantile: 2.91315\n",
"[94]\tvalid_0's poisson: -104.687\tvalid_0's quantile: 2.9113\n",
"[95]\tvalid_0's poisson: -104.702\tvalid_0's quantile: 2.90917\n",
"[96]\tvalid_0's poisson: -104.717\tvalid_0's quantile: 2.90724\n",
"[97]\tvalid_0's poisson: -104.733\tvalid_0's quantile: 2.90519\n",
"[98]\tvalid_0's poisson: -104.743\tvalid_0's quantile: 2.90314\n",
"[99]\tvalid_0's poisson: -104.751\tvalid_0's quantile: 2.8989\n",
"[100]\tvalid_0's poisson: -104.757\tvalid_0's quantile: 2.89347\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.4887\tvalid_0's quantile: 10.1948\n",
"[2]\tvalid_0's poisson: -71.6903\tvalid_0's quantile: 8.86283\n",
"[3]\tvalid_0's poisson: -76.2978\tvalid_0's quantile: 7.9986\n",
"[4]\tvalid_0's poisson: -80.1107\tvalid_0's quantile: 7.24809\n",
"[5]\tvalid_0's poisson: -84.0519\tvalid_0's quantile: 6.65981\n",
"[6]\tvalid_0's poisson: -86.0107\tvalid_0's quantile: 6.22428\n",
"[7]\tvalid_0's poisson: -88.4319\tvalid_0's quantile: 5.84835\n",
"[8]\tvalid_0's poisson: -90.4024\tvalid_0's quantile: 5.57827\n",
"[9]\tvalid_0's poisson: -91.9155\tvalid_0's quantile: 5.38312\n",
"[10]\tvalid_0's poisson: -92.5473\tvalid_0's quantile: 5.20824\n",
"[11]\tvalid_0's poisson: -93.1211\tvalid_0's quantile: 5.06023\n",
"[12]\tvalid_0's poisson: -94.0023\tvalid_0's quantile: 4.93398\n",
"[13]\tvalid_0's poisson: -94.5566\tvalid_0's quantile: 4.86675\n",
"[14]\tvalid_0's poisson: -94.9059\tvalid_0's quantile: 4.802\n",
"[15]\tvalid_0's poisson: -95.3471\tvalid_0's quantile: 4.73582\n",
"[16]\tvalid_0's poisson: -95.6972\tvalid_0's quantile: 4.6927\n",
"[17]\tvalid_0's poisson: -96.0776\tvalid_0's quantile: 4.65054\n",
"[18]\tvalid_0's poisson: -96.3226\tvalid_0's quantile: 4.62436\n",
"[19]\tvalid_0's poisson: -96.6391\tvalid_0's quantile: 4.5915\n",
"[20]\tvalid_0's poisson: -96.7348\tvalid_0's quantile: 4.57646\n",
"[21]\tvalid_0's poisson: -96.6688\tvalid_0's quantile: 4.54344\n",
"[22]\tvalid_0's poisson: -96.824\tvalid_0's quantile: 4.52516\n",
"[23]\tvalid_0's poisson: -96.8952\tvalid_0's quantile: 4.51174\n",
"[24]\tvalid_0's poisson: -96.972\tvalid_0's quantile: 4.50345\n",
"[25]\tvalid_0's poisson: -97.0549\tvalid_0's quantile: 4.49624\n",
"[26]\tvalid_0's poisson: -97.1651\tvalid_0's quantile: 4.48364\n",
"[27]\tvalid_0's poisson: -97.2521\tvalid_0's quantile: 4.46266\n",
"[28]\tvalid_0's poisson: -97.3056\tvalid_0's quantile: 4.4577\n",
"[29]\tvalid_0's poisson: -97.3725\tvalid_0's quantile: 4.45104\n",
"[30]\tvalid_0's poisson: -97.3858\tvalid_0's quantile: 4.44755\n",
"[31]\tvalid_0's poisson: -97.309\tvalid_0's quantile: 4.43304\n",
"[32]\tvalid_0's poisson: -97.9908\tvalid_0's quantile: 4.35364\n",
"[33]\tvalid_0's poisson: -98.0677\tvalid_0's quantile: 4.31818\n",
"[34]\tvalid_0's poisson: -98.1192\tvalid_0's quantile: 4.31214\n",
"[35]\tvalid_0's poisson: -98.2182\tvalid_0's quantile: 4.30382\n",
"[36]\tvalid_0's poisson: -98.2692\tvalid_0's quantile: 4.28745\n",
"[37]\tvalid_0's poisson: -98.3337\tvalid_0's quantile: 4.2801\n",
"[38]\tvalid_0's poisson: -98.4065\tvalid_0's quantile: 4.27619\n",
"[39]\tvalid_0's poisson: -98.4214\tvalid_0's quantile: 4.27395\n",
"[40]\tvalid_0's poisson: -98.4106\tvalid_0's quantile: 4.26896\n",
"[41]\tvalid_0's poisson: -98.46\tvalid_0's quantile: 4.25506\n",
"[42]\tvalid_0's poisson: -98.4834\tvalid_0's quantile: 4.25059\n",
"[43]\tvalid_0's poisson: -98.4858\tvalid_0's quantile: 4.24901\n",
"[44]\tvalid_0's poisson: -98.7618\tvalid_0's quantile: 4.1939\n",
"[45]\tvalid_0's poisson: -98.7417\tvalid_0's quantile: 4.15869\n",
"[46]\tvalid_0's poisson: -98.8318\tvalid_0's quantile: 4.14934\n",
"[47]\tvalid_0's poisson: -98.883\tvalid_0's quantile: 4.14367\n",
"[48]\tvalid_0's poisson: -98.922\tvalid_0's quantile: 4.13731\n",
"[49]\tvalid_0's poisson: -98.9564\tvalid_0's quantile: 4.1282\n",
"[50]\tvalid_0's poisson: -98.9665\tvalid_0's quantile: 4.1026\n",
"[51]\tvalid_0's poisson: -98.9836\tvalid_0's quantile: 4.10242\n",
"[52]\tvalid_0's poisson: -98.9908\tvalid_0's quantile: 4.10233\n",
"[53]\tvalid_0's poisson: -99.013\tvalid_0's quantile: 4.10174\n",
"[54]\tvalid_0's poisson: -99.0395\tvalid_0's quantile: 4.09961\n",
"[55]\tvalid_0's poisson: -99.0511\tvalid_0's quantile: 4.09926\n",
"[56]\tvalid_0's poisson: -99.0689\tvalid_0's quantile: 4.09284\n",
"[57]\tvalid_0's poisson: -99.0901\tvalid_0's quantile: 4.08995\n",
"[58]\tvalid_0's poisson: -99.1019\tvalid_0's quantile: 4.07511\n",
"[59]\tvalid_0's poisson: -99.0969\tvalid_0's quantile: 4.07515\n",
"[60]\tvalid_0's poisson: -99.128\tvalid_0's quantile: 4.07347\n",
"[61]\tvalid_0's poisson: -99.1384\tvalid_0's quantile: 4.0707\n",
"[62]\tvalid_0's poisson: -99.1493\tvalid_0's quantile: 4.07055\n",
"[63]\tvalid_0's poisson: -99.1532\tvalid_0's quantile: 4.06997\n",
"[64]\tvalid_0's poisson: -99.1835\tvalid_0's quantile: 4.06794\n",
"[65]\tvalid_0's poisson: -99.1818\tvalid_0's quantile: 4.06238\n",
"[66]\tvalid_0's poisson: -99.1801\tvalid_0's quantile: 4.0606\n",
"[67]\tvalid_0's poisson: -99.1886\tvalid_0's quantile: 4.05998\n",
"[68]\tvalid_0's poisson: -99.1963\tvalid_0's quantile: 4.05123\n",
"[69]\tvalid_0's poisson: -99.2434\tvalid_0's quantile: 4.03392\n",
"[70]\tvalid_0's poisson: -99.2493\tvalid_0's quantile: 4.03379\n",
"[71]\tvalid_0's poisson: -99.3328\tvalid_0's quantile: 4.01554\n",
"[72]\tvalid_0's poisson: -99.3174\tvalid_0's quantile: 4.01054\n",
"[73]\tvalid_0's poisson: -99.3274\tvalid_0's quantile: 4.00986\n",
"[74]\tvalid_0's poisson: -99.3939\tvalid_0's quantile: 3.99665\n",
"[75]\tvalid_0's poisson: -99.4944\tvalid_0's quantile: 3.99057\n",
"[76]\tvalid_0's poisson: -99.4844\tvalid_0's quantile: 3.99008\n",
"[77]\tvalid_0's poisson: -99.5049\tvalid_0's quantile: 3.98849\n",
"[78]\tvalid_0's poisson: -99.4842\tvalid_0's quantile: 3.98685\n",
"[79]\tvalid_0's poisson: -99.5055\tvalid_0's quantile: 3.98319\n",
"[80]\tvalid_0's poisson: -99.496\tvalid_0's quantile: 3.97926\n",
"[81]\tvalid_0's poisson: -99.5388\tvalid_0's quantile: 3.97507\n",
"[82]\tvalid_0's poisson: -99.5757\tvalid_0's quantile: 3.96779\n",
"[83]\tvalid_0's poisson: -99.5696\tvalid_0's quantile: 3.96817\n",
"[84]\tvalid_0's poisson: -99.5655\tvalid_0's quantile: 3.96739\n",
"[85]\tvalid_0's poisson: -99.578\tvalid_0's quantile: 3.96664\n",
"[86]\tvalid_0's poisson: -99.6406\tvalid_0's quantile: 3.96515\n",
"[87]\tvalid_0's poisson: -99.6373\tvalid_0's quantile: 3.96495\n",
"[88]\tvalid_0's poisson: -99.6072\tvalid_0's quantile: 3.96096\n",
"[89]\tvalid_0's poisson: -99.6541\tvalid_0's quantile: 3.95962\n",
"[90]\tvalid_0's poisson: -99.6581\tvalid_0's quantile: 3.95728\n",
"[91]\tvalid_0's poisson: -99.6649\tvalid_0's quantile: 3.95636\n",
"[92]\tvalid_0's poisson: -99.6958\tvalid_0's quantile: 3.95566\n",
"[93]\tvalid_0's poisson: -99.6953\tvalid_0's quantile: 3.95519\n",
"[94]\tvalid_0's poisson: -99.6637\tvalid_0's quantile: 3.95259\n",
"[95]\tvalid_0's poisson: -99.7046\tvalid_0's quantile: 3.95089\n",
"[96]\tvalid_0's poisson: -99.7303\tvalid_0's quantile: 3.9482\n",
"[97]\tvalid_0's poisson: -99.7131\tvalid_0's quantile: 3.94789\n",
"[98]\tvalid_0's poisson: -99.7224\tvalid_0's quantile: 3.94649\n",
"[99]\tvalid_0's poisson: -99.7385\tvalid_0's quantile: 3.9448\n",
"[100]\tvalid_0's poisson: -99.7433\tvalid_0's quantile: 3.94375\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.4537\tvalid_0's quantile: 10.1868\n",
"[2]\tvalid_0's poisson: -71.6848\tvalid_0's quantile: 8.85188\n",
"[3]\tvalid_0's poisson: -76.335\tvalid_0's quantile: 8.07653\n",
"[4]\tvalid_0's poisson: -79.5875\tvalid_0's quantile: 7.26422\n",
"[5]\tvalid_0's poisson: -83.4194\tvalid_0's quantile: 6.68506\n",
"[6]\tvalid_0's poisson: -85.7227\tvalid_0's quantile: 6.20876\n",
"[7]\tvalid_0's poisson: -88.1636\tvalid_0's quantile: 5.85983\n",
"[8]\tvalid_0's poisson: -90.1784\tvalid_0's quantile: 5.55929\n",
"[9]\tvalid_0's poisson: -91.4805\tvalid_0's quantile: 5.36208\n",
"[10]\tvalid_0's poisson: -92.2116\tvalid_0's quantile: 5.17426\n",
"[11]\tvalid_0's poisson: -93.3749\tvalid_0's quantile: 5.01272\n",
"[12]\tvalid_0's poisson: -93.9769\tvalid_0's quantile: 4.92566\n",
"[13]\tvalid_0's poisson: -94.6893\tvalid_0's quantile: 4.8281\n",
"[14]\tvalid_0's poisson: -95.1254\tvalid_0's quantile: 4.77742\n",
"[15]\tvalid_0's poisson: -95.5196\tvalid_0's quantile: 4.72244\n",
"[16]\tvalid_0's poisson: -95.6177\tvalid_0's quantile: 4.66322\n",
"[17]\tvalid_0's poisson: -95.7786\tvalid_0's quantile: 4.6472\n",
"[18]\tvalid_0's poisson: -96.0456\tvalid_0's quantile: 4.6153\n",
"[19]\tvalid_0's poisson: -96.0587\tvalid_0's quantile: 4.58981\n",
"[20]\tvalid_0's poisson: -96.4459\tvalid_0's quantile: 4.54989\n",
"[21]\tvalid_0's poisson: -96.6485\tvalid_0's quantile: 4.52543\n",
"[22]\tvalid_0's poisson: -96.7594\tvalid_0's quantile: 4.51742\n",
"[23]\tvalid_0's poisson: -96.6862\tvalid_0's quantile: 4.49866\n",
"[24]\tvalid_0's poisson: -96.7846\tvalid_0's quantile: 4.48606\n",
"[25]\tvalid_0's poisson: -96.898\tvalid_0's quantile: 4.47096\n",
"[26]\tvalid_0's poisson: -97.1408\tvalid_0's quantile: 4.4587\n",
"[27]\tvalid_0's poisson: -97.2285\tvalid_0's quantile: 4.4472\n",
"[28]\tvalid_0's poisson: -97.3007\tvalid_0's quantile: 4.44104\n",
"[29]\tvalid_0's poisson: -97.3408\tvalid_0's quantile: 4.40564\n",
"[30]\tvalid_0's poisson: -97.5087\tvalid_0's quantile: 4.39013\n",
"[31]\tvalid_0's poisson: -98.0993\tvalid_0's quantile: 4.31264\n",
"[32]\tvalid_0's poisson: -98.1659\tvalid_0's quantile: 4.29964\n",
"[33]\tvalid_0's poisson: -98.2778\tvalid_0's quantile: 4.28636\n",
"[34]\tvalid_0's poisson: -98.2904\tvalid_0's quantile: 4.28331\n",
"[35]\tvalid_0's poisson: -98.2904\tvalid_0's quantile: 4.2812\n",
"[36]\tvalid_0's poisson: -98.2628\tvalid_0's quantile: 4.2612\n",
"[37]\tvalid_0's poisson: -98.3498\tvalid_0's quantile: 4.24571\n",
"[38]\tvalid_0's poisson: -98.6644\tvalid_0's quantile: 4.18808\n",
"[39]\tvalid_0's poisson: -98.7181\tvalid_0's quantile: 4.18118\n",
"[40]\tvalid_0's poisson: -98.8604\tvalid_0's quantile: 4.16536\n",
"[41]\tvalid_0's poisson: -98.9953\tvalid_0's quantile: 4.15735\n",
"[42]\tvalid_0's poisson: -99.0262\tvalid_0's quantile: 4.15381\n",
"[43]\tvalid_0's poisson: -99.0924\tvalid_0's quantile: 4.14534\n",
"[44]\tvalid_0's poisson: -99.1634\tvalid_0's quantile: 4.13207\n",
"[45]\tvalid_0's poisson: -99.1649\tvalid_0's quantile: 4.13104\n",
"[46]\tvalid_0's poisson: -99.1734\tvalid_0's quantile: 4.12532\n",
"[47]\tvalid_0's poisson: -99.1462\tvalid_0's quantile: 4.125\n",
"[48]\tvalid_0's poisson: -99.2015\tvalid_0's quantile: 4.11847\n",
"[49]\tvalid_0's poisson: -99.3532\tvalid_0's quantile: 4.10833\n",
"[50]\tvalid_0's poisson: -99.3249\tvalid_0's quantile: 4.10513\n",
"[51]\tvalid_0's poisson: -99.3846\tvalid_0's quantile: 4.10367\n",
"[52]\tvalid_0's poisson: -99.4718\tvalid_0's quantile: 4.08589\n",
"[53]\tvalid_0's poisson: -99.5383\tvalid_0's quantile: 4.0817\n",
"[54]\tvalid_0's poisson: -99.5527\tvalid_0's quantile: 4.08095\n",
"[55]\tvalid_0's poisson: -99.5671\tvalid_0's quantile: 4.07497\n",
"[56]\tvalid_0's poisson: -99.5336\tvalid_0's quantile: 4.04684\n",
"[57]\tvalid_0's poisson: -99.5287\tvalid_0's quantile: 4.04561\n",
"[58]\tvalid_0's poisson: -99.7114\tvalid_0's quantile: 4.03592\n",
"[59]\tvalid_0's poisson: -99.7367\tvalid_0's quantile: 4.03136\n",
"[60]\tvalid_0's poisson: -99.7462\tvalid_0's quantile: 4.02571\n",
"[61]\tvalid_0's poisson: -99.7557\tvalid_0's quantile: 4.0245\n",
"[62]\tvalid_0's poisson: -99.7761\tvalid_0's quantile: 4.02253\n",
"[63]\tvalid_0's poisson: -99.821\tvalid_0's quantile: 4.02074\n",
"[64]\tvalid_0's poisson: -99.8229\tvalid_0's quantile: 4.01992\n",
"[65]\tvalid_0's poisson: -99.8722\tvalid_0's quantile: 4.00258\n",
"[66]\tvalid_0's poisson: -99.863\tvalid_0's quantile: 4.00249\n",
"[67]\tvalid_0's poisson: -99.8968\tvalid_0's quantile: 3.99525\n",
"[68]\tvalid_0's poisson: -99.912\tvalid_0's quantile: 3.9774\n",
"[69]\tvalid_0's poisson: -99.8746\tvalid_0's quantile: 3.97035\n",
"[70]\tvalid_0's poisson: -99.8687\tvalid_0's quantile: 3.96648\n",
"[71]\tvalid_0's poisson: -99.8773\tvalid_0's quantile: 3.96586\n",
"[72]\tvalid_0's poisson: -99.8408\tvalid_0's quantile: 3.95225\n",
"[73]\tvalid_0's poisson: -99.7604\tvalid_0's quantile: 3.92652\n",
"[74]\tvalid_0's poisson: -99.8002\tvalid_0's quantile: 3.92079\n",
"[75]\tvalid_0's poisson: -99.8234\tvalid_0's quantile: 3.92021\n",
"[76]\tvalid_0's poisson: -99.8165\tvalid_0's quantile: 3.91549\n",
"[77]\tvalid_0's poisson: -99.9138\tvalid_0's quantile: 3.89888\n",
"[78]\tvalid_0's poisson: -99.9186\tvalid_0's quantile: 3.89854\n",
"[79]\tvalid_0's poisson: -99.9578\tvalid_0's quantile: 3.89705\n",
"[80]\tvalid_0's poisson: -99.9791\tvalid_0's quantile: 3.89453\n",
"[81]\tvalid_0's poisson: -99.982\tvalid_0's quantile: 3.89104\n",
"[82]\tvalid_0's poisson: -99.9776\tvalid_0's quantile: 3.88713\n",
"[83]\tvalid_0's poisson: -100.079\tvalid_0's quantile: 3.88194\n",
"[84]\tvalid_0's poisson: -100.114\tvalid_0's quantile: 3.88\n",
"[85]\tvalid_0's poisson: -100.098\tvalid_0's quantile: 3.8796\n",
"[86]\tvalid_0's poisson: -100.101\tvalid_0's quantile: 3.87917\n",
"[87]\tvalid_0's poisson: -100.076\tvalid_0's quantile: 3.87285\n",
"[88]\tvalid_0's poisson: -100.083\tvalid_0's quantile: 3.87119\n",
"[89]\tvalid_0's poisson: -100.08\tvalid_0's quantile: 3.87101\n",
"[90]\tvalid_0's poisson: -100.091\tvalid_0's quantile: 3.86855\n",
"[91]\tvalid_0's poisson: -100.089\tvalid_0's quantile: 3.86832\n",
"[92]\tvalid_0's poisson: -100.146\tvalid_0's quantile: 3.86184\n",
"[93]\tvalid_0's poisson: -100.148\tvalid_0's quantile: 3.85762\n",
"[94]\tvalid_0's poisson: -100.157\tvalid_0's quantile: 3.85951\n",
"[95]\tvalid_0's poisson: -100.175\tvalid_0's quantile: 3.8601\n",
"[96]\tvalid_0's poisson: -100.197\tvalid_0's quantile: 3.85932\n",
"[97]\tvalid_0's poisson: -100.195\tvalid_0's quantile: 3.85883\n",
"[98]\tvalid_0's poisson: -100.221\tvalid_0's quantile: 3.85609\n",
"[99]\tvalid_0's poisson: -100.21\tvalid_0's quantile: 3.85039\n",
"[100]\tvalid_0's poisson: -100.259\tvalid_0's quantile: 3.84361\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.9534\tvalid_0's quantile: 10.1483\n",
"[2]\tvalid_0's poisson: -71.9656\tvalid_0's quantile: 8.80026\n",
"[3]\tvalid_0's poisson: -76.0623\tvalid_0's quantile: 7.94228\n",
"[4]\tvalid_0's poisson: -80.7245\tvalid_0's quantile: 7.18754\n",
"[5]\tvalid_0's poisson: -83.1386\tvalid_0's quantile: 6.62962\n",
"[6]\tvalid_0's poisson: -85.9468\tvalid_0's quantile: 6.1527\n",
"[7]\tvalid_0's poisson: -88.4172\tvalid_0's quantile: 5.79737\n",
"[8]\tvalid_0's poisson: -90.3596\tvalid_0's quantile: 5.53896\n",
"[9]\tvalid_0's poisson: -91.7632\tvalid_0's quantile: 5.30514\n",
"[10]\tvalid_0's poisson: -93.1841\tvalid_0's quantile: 5.12326\n",
"[11]\tvalid_0's poisson: -93.7162\tvalid_0's quantile: 4.9678\n",
"[12]\tvalid_0's poisson: -94.3678\tvalid_0's quantile: 4.86511\n",
"[13]\tvalid_0's poisson: -95.0124\tvalid_0's quantile: 4.77402\n",
"[14]\tvalid_0's poisson: -95.4277\tvalid_0's quantile: 4.72294\n",
"[15]\tvalid_0's poisson: -95.7951\tvalid_0's quantile: 4.6786\n",
"[16]\tvalid_0's poisson: -96.1378\tvalid_0's quantile: 4.64578\n",
"[17]\tvalid_0's poisson: -96.2598\tvalid_0's quantile: 4.62295\n",
"[18]\tvalid_0's poisson: -96.4919\tvalid_0's quantile: 4.59428\n",
"[19]\tvalid_0's poisson: -96.4773\tvalid_0's quantile: 4.55568\n",
"[20]\tvalid_0's poisson: -96.6455\tvalid_0's quantile: 4.53473\n",
"[21]\tvalid_0's poisson: -96.8643\tvalid_0's quantile: 4.51357\n",
"[22]\tvalid_0's poisson: -96.939\tvalid_0's quantile: 4.50525\n",
"[23]\tvalid_0's poisson: -97.1019\tvalid_0's quantile: 4.49044\n",
"[24]\tvalid_0's poisson: -97.2574\tvalid_0's quantile: 4.46845\n",
"[25]\tvalid_0's poisson: -97.2081\tvalid_0's quantile: 4.44961\n",
"[26]\tvalid_0's poisson: -97.6097\tvalid_0's quantile: 4.37469\n",
"[27]\tvalid_0's poisson: -97.713\tvalid_0's quantile: 4.36072\n",
"[28]\tvalid_0's poisson: -97.7452\tvalid_0's quantile: 4.35897\n",
"[29]\tvalid_0's poisson: -97.7724\tvalid_0's quantile: 4.35675\n",
"[30]\tvalid_0's poisson: -97.8317\tvalid_0's quantile: 4.34897\n",
"[31]\tvalid_0's poisson: -97.8977\tvalid_0's quantile: 4.34143\n",
"[32]\tvalid_0's poisson: -97.9275\tvalid_0's quantile: 4.3374\n",
"[33]\tvalid_0's poisson: -97.944\tvalid_0's quantile: 4.33449\n",
"[34]\tvalid_0's poisson: -97.9934\tvalid_0's quantile: 4.3284\n",
"[35]\tvalid_0's poisson: -98.0077\tvalid_0's quantile: 4.32596\n",
"[36]\tvalid_0's poisson: -98.0953\tvalid_0's quantile: 4.3168\n",
"[37]\tvalid_0's poisson: -98.0026\tvalid_0's quantile: 4.31107\n",
"[38]\tvalid_0's poisson: -98.0015\tvalid_0's quantile: 4.2631\n",
"[39]\tvalid_0's poisson: -98.0285\tvalid_0's quantile: 4.23701\n",
"[40]\tvalid_0's poisson: -98.0697\tvalid_0's quantile: 4.2311\n",
"[41]\tvalid_0's poisson: -98.1651\tvalid_0's quantile: 4.21653\n",
"[42]\tvalid_0's poisson: -98.2592\tvalid_0's quantile: 4.21015\n",
"[43]\tvalid_0's poisson: -98.3369\tvalid_0's quantile: 4.19978\n",
"[44]\tvalid_0's poisson: -98.3494\tvalid_0's quantile: 4.19725\n",
"[45]\tvalid_0's poisson: -98.415\tvalid_0's quantile: 4.18967\n",
"[46]\tvalid_0's poisson: -98.458\tvalid_0's quantile: 4.1838\n",
"[47]\tvalid_0's poisson: -98.5181\tvalid_0's quantile: 4.17228\n",
"[48]\tvalid_0's poisson: -98.5142\tvalid_0's quantile: 4.16913\n",
"[49]\tvalid_0's poisson: -98.5158\tvalid_0's quantile: 4.16778\n",
"[50]\tvalid_0's poisson: -98.5494\tvalid_0's quantile: 4.16596\n",
"[51]\tvalid_0's poisson: -98.5468\tvalid_0's quantile: 4.16359\n",
"[52]\tvalid_0's poisson: -98.5543\tvalid_0's quantile: 4.16068\n",
"[53]\tvalid_0's poisson: -98.7093\tvalid_0's quantile: 4.14015\n",
"[54]\tvalid_0's poisson: -98.7076\tvalid_0's quantile: 4.13881\n",
"[55]\tvalid_0's poisson: -98.7241\tvalid_0's quantile: 4.13842\n",
"[56]\tvalid_0's poisson: -98.7429\tvalid_0's quantile: 4.13525\n",
"[57]\tvalid_0's poisson: -98.7717\tvalid_0's quantile: 4.13035\n",
"[58]\tvalid_0's poisson: -98.6736\tvalid_0's quantile: 4.09747\n",
"[59]\tvalid_0's poisson: -98.7226\tvalid_0's quantile: 4.08054\n",
"[60]\tvalid_0's poisson: -98.7301\tvalid_0's quantile: 4.07881\n",
"[61]\tvalid_0's poisson: -98.7372\tvalid_0's quantile: 4.07747\n",
"[62]\tvalid_0's poisson: -98.7921\tvalid_0's quantile: 4.07085\n",
"[63]\tvalid_0's poisson: -98.8092\tvalid_0's quantile: 4.06992\n",
"[64]\tvalid_0's poisson: -98.8993\tvalid_0's quantile: 4.05779\n",
"[65]\tvalid_0's poisson: -98.9671\tvalid_0's quantile: 4.0494\n",
"[66]\tvalid_0's poisson: -98.9935\tvalid_0's quantile: 4.04493\n",
"[67]\tvalid_0's poisson: -99.0262\tvalid_0's quantile: 4.02993\n",
"[68]\tvalid_0's poisson: -98.9758\tvalid_0's quantile: 4.02265\n",
"[69]\tvalid_0's poisson: -98.9769\tvalid_0's quantile: 4.01899\n",
"[70]\tvalid_0's poisson: -98.9749\tvalid_0's quantile: 4.01326\n",
"[71]\tvalid_0's poisson: -98.9745\tvalid_0's quantile: 4.011\n",
"[72]\tvalid_0's poisson: -98.8938\tvalid_0's quantile: 3.99788\n",
"[73]\tvalid_0's poisson: -98.9068\tvalid_0's quantile: 3.99695\n",
"[74]\tvalid_0's poisson: -98.9128\tvalid_0's quantile: 3.99171\n",
"[75]\tvalid_0's poisson: -98.9642\tvalid_0's quantile: 3.99003\n",
"[76]\tvalid_0's poisson: -98.965\tvalid_0's quantile: 3.9898\n",
"[77]\tvalid_0's poisson: -99.0252\tvalid_0's quantile: 3.98812\n",
"[78]\tvalid_0's poisson: -99.0272\tvalid_0's quantile: 3.98527\n",
"[79]\tvalid_0's poisson: -99.0299\tvalid_0's quantile: 3.98109\n",
"[80]\tvalid_0's poisson: -98.9621\tvalid_0's quantile: 3.97218\n",
"[81]\tvalid_0's poisson: -98.9582\tvalid_0's quantile: 3.97162\n",
"[82]\tvalid_0's poisson: -98.9689\tvalid_0's quantile: 3.97128\n",
"[83]\tvalid_0's poisson: -99.0919\tvalid_0's quantile: 3.96319\n",
"[84]\tvalid_0's poisson: -99.0947\tvalid_0's quantile: 3.9662\n",
"[85]\tvalid_0's poisson: -99.1377\tvalid_0's quantile: 3.96152\n",
"[86]\tvalid_0's poisson: -99.0823\tvalid_0's quantile: 3.95894\n",
"[87]\tvalid_0's poisson: -99.1123\tvalid_0's quantile: 3.96089\n",
"[88]\tvalid_0's poisson: -99.4338\tvalid_0's quantile: 3.90926\n",
"[89]\tvalid_0's poisson: -99.4663\tvalid_0's quantile: 3.90833\n",
"[90]\tvalid_0's poisson: -99.4558\tvalid_0's quantile: 3.90329\n",
"[91]\tvalid_0's poisson: -99.4647\tvalid_0's quantile: 3.89957\n",
"[92]\tvalid_0's poisson: -99.4941\tvalid_0's quantile: 3.89653\n",
"[93]\tvalid_0's poisson: -99.4883\tvalid_0's quantile: 3.89517\n",
"[94]\tvalid_0's poisson: -99.5137\tvalid_0's quantile: 3.89754\n",
"[95]\tvalid_0's poisson: -99.5978\tvalid_0's quantile: 3.88032\n",
"[96]\tvalid_0's poisson: -99.6235\tvalid_0's quantile: 3.87831\n",
"[97]\tvalid_0's poisson: -99.6316\tvalid_0's quantile: 3.8804\n",
"[98]\tvalid_0's poisson: -99.6383\tvalid_0's quantile: 3.8801\n",
"[99]\tvalid_0's poisson: -99.6441\tvalid_0's quantile: 3.88031\n",
"[100]\tvalid_0's poisson: -99.6297\tvalid_0's quantile: 3.87833\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -68.5411\tvalid_0's quantile: 10.0344\n",
"[2]\tvalid_0's poisson: -73.4342\tvalid_0's quantile: 8.68561\n",
"[3]\tvalid_0's poisson: -78.6155\tvalid_0's quantile: 7.77996\n",
"[4]\tvalid_0's poisson: -81.5373\tvalid_0's quantile: 7.00767\n",
"[5]\tvalid_0's poisson: -84.8364\tvalid_0's quantile: 6.44217\n",
"[6]\tvalid_0's poisson: -87.6639\tvalid_0's quantile: 6.02745\n",
"[7]\tvalid_0's poisson: -89.0982\tvalid_0's quantile: 5.71196\n",
"[8]\tvalid_0's poisson: -90.6774\tvalid_0's quantile: 5.48027\n",
"[9]\tvalid_0's poisson: -91.8765\tvalid_0's quantile: 5.31617\n",
"[10]\tvalid_0's poisson: -92.8201\tvalid_0's quantile: 5.19968\n",
"[11]\tvalid_0's poisson: -93.9338\tvalid_0's quantile: 5.04779\n",
"[12]\tvalid_0's poisson: -94.1875\tvalid_0's quantile: 4.9119\n",
"[13]\tvalid_0's poisson: -94.8221\tvalid_0's quantile: 4.82488\n",
"[14]\tvalid_0's poisson: -95.119\tvalid_0's quantile: 4.77198\n",
"[15]\tvalid_0's poisson: -95.3413\tvalid_0's quantile: 4.71078\n",
"[16]\tvalid_0's poisson: -95.8003\tvalid_0's quantile: 4.66303\n",
"[17]\tvalid_0's poisson: -96.1024\tvalid_0's quantile: 4.62588\n",
"[18]\tvalid_0's poisson: -96.3257\tvalid_0's quantile: 4.58352\n",
"[19]\tvalid_0's poisson: -96.6669\tvalid_0's quantile: 4.5466\n",
"[20]\tvalid_0's poisson: -96.6883\tvalid_0's quantile: 4.52227\n",
"[21]\tvalid_0's poisson: -96.7904\tvalid_0's quantile: 4.5077\n",
"[22]\tvalid_0's poisson: -96.8312\tvalid_0's quantile: 4.50321\n",
"[23]\tvalid_0's poisson: -96.9139\tvalid_0's quantile: 4.49055\n",
"[24]\tvalid_0's poisson: -96.9747\tvalid_0's quantile: 4.48681\n",
"[25]\tvalid_0's poisson: -97.1898\tvalid_0's quantile: 4.46059\n",
"[26]\tvalid_0's poisson: -97.3386\tvalid_0's quantile: 4.44254\n",
"[27]\tvalid_0's poisson: -97.4049\tvalid_0's quantile: 4.43901\n",
"[28]\tvalid_0's poisson: -97.5774\tvalid_0's quantile: 4.42659\n",
"[29]\tvalid_0's poisson: -97.669\tvalid_0's quantile: 4.41639\n",
"[30]\tvalid_0's poisson: -97.7142\tvalid_0's quantile: 4.40462\n",
"[31]\tvalid_0's poisson: -97.8252\tvalid_0's quantile: 4.39829\n",
"[32]\tvalid_0's poisson: -97.8519\tvalid_0's quantile: 4.39348\n",
"[33]\tvalid_0's poisson: -97.8811\tvalid_0's quantile: 4.37974\n",
"[34]\tvalid_0's poisson: -97.9133\tvalid_0's quantile: 4.37689\n",
"[35]\tvalid_0's poisson: -97.9483\tvalid_0's quantile: 4.37232\n",
"[36]\tvalid_0's poisson: -97.9576\tvalid_0's quantile: 4.372\n",
"[37]\tvalid_0's poisson: -97.9679\tvalid_0's quantile: 4.37026\n",
"[38]\tvalid_0's poisson: -98.0043\tvalid_0's quantile: 4.36506\n",
"[39]\tvalid_0's poisson: -98.0189\tvalid_0's quantile: 4.36429\n",
"[40]\tvalid_0's poisson: -98.0307\tvalid_0's quantile: 4.36404\n",
"[41]\tvalid_0's poisson: -98.0537\tvalid_0's quantile: 4.36134\n",
"[42]\tvalid_0's poisson: -98.0739\tvalid_0's quantile: 4.35783\n",
"[43]\tvalid_0's poisson: -98.0984\tvalid_0's quantile: 4.35307\n",
"[44]\tvalid_0's poisson: -98.0882\tvalid_0's quantile: 4.35311\n",
"[45]\tvalid_0's poisson: -98.0928\tvalid_0's quantile: 4.35195\n",
"[46]\tvalid_0's poisson: -98.075\tvalid_0's quantile: 4.3495\n",
"[47]\tvalid_0's poisson: -98.0922\tvalid_0's quantile: 4.34649\n",
"[48]\tvalid_0's poisson: -98.7229\tvalid_0's quantile: 4.26558\n",
"[49]\tvalid_0's poisson: -98.7148\tvalid_0's quantile: 4.2616\n",
"[50]\tvalid_0's poisson: -98.9985\tvalid_0's quantile: 4.19924\n",
"[51]\tvalid_0's poisson: -98.8584\tvalid_0's quantile: 4.15557\n",
"[52]\tvalid_0's poisson: -98.8822\tvalid_0's quantile: 4.15428\n",
"[53]\tvalid_0's poisson: -98.8301\tvalid_0's quantile: 4.13895\n",
"[54]\tvalid_0's poisson: -98.8728\tvalid_0's quantile: 4.13648\n",
"[55]\tvalid_0's poisson: -98.9353\tvalid_0's quantile: 4.13543\n",
"[56]\tvalid_0's poisson: -98.9492\tvalid_0's quantile: 4.13486\n",
"[57]\tvalid_0's poisson: -98.9725\tvalid_0's quantile: 4.13335\n",
"[58]\tvalid_0's poisson: -99.0166\tvalid_0's quantile: 4.13271\n",
"[59]\tvalid_0's poisson: -99.0275\tvalid_0's quantile: 4.13247\n",
"[60]\tvalid_0's poisson: -99.044\tvalid_0's quantile: 4.13134\n",
"[61]\tvalid_0's poisson: -99.0745\tvalid_0's quantile: 4.13147\n",
"[62]\tvalid_0's poisson: -99.077\tvalid_0's quantile: 4.13098\n",
"[63]\tvalid_0's poisson: -99.0835\tvalid_0's quantile: 4.1304\n",
"[64]\tvalid_0's poisson: -99.1187\tvalid_0's quantile: 4.13009\n",
"[65]\tvalid_0's poisson: -99.1163\tvalid_0's quantile: 4.12965\n",
"[66]\tvalid_0's poisson: -99.142\tvalid_0's quantile: 4.12929\n",
"[67]\tvalid_0's poisson: -99.1493\tvalid_0's quantile: 4.12841\n",
"[68]\tvalid_0's poisson: -99.1143\tvalid_0's quantile: 4.12776\n",
"[69]\tvalid_0's poisson: -99.1469\tvalid_0's quantile: 4.12738\n",
"[70]\tvalid_0's poisson: -99.1148\tvalid_0's quantile: 4.12684\n",
"[71]\tvalid_0's poisson: -99.1489\tvalid_0's quantile: 4.12645\n",
"[72]\tvalid_0's poisson: -99.1449\tvalid_0's quantile: 4.12634\n",
"[73]\tvalid_0's poisson: -99.1479\tvalid_0's quantile: 4.12618\n",
"[74]\tvalid_0's poisson: -99.1699\tvalid_0's quantile: 4.12595\n",
"[75]\tvalid_0's poisson: -99.1909\tvalid_0's quantile: 4.12578\n",
"[76]\tvalid_0's poisson: -99.1709\tvalid_0's quantile: 4.12536\n",
"[77]\tvalid_0's poisson: -99.192\tvalid_0's quantile: 4.12521\n",
"[78]\tvalid_0's poisson: -99.1579\tvalid_0's quantile: 4.12455\n",
"[79]\tvalid_0's poisson: -99.1859\tvalid_0's quantile: 4.12426\n",
"[80]\tvalid_0's poisson: -99.1885\tvalid_0's quantile: 4.12393\n",
"[81]\tvalid_0's poisson: -99.2079\tvalid_0's quantile: 4.12379\n",
"[82]\tvalid_0's poisson: -99.173\tvalid_0's quantile: 4.12306\n",
"[83]\tvalid_0's poisson: -99.1994\tvalid_0's quantile: 4.12285\n",
"[84]\tvalid_0's poisson: -99.194\tvalid_0's quantile: 4.12273\n",
"[85]\tvalid_0's poisson: -99.2426\tvalid_0's quantile: 4.1222\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[86]\tvalid_0's poisson: -99.2107\tvalid_0's quantile: 4.12173\n",
"[87]\tvalid_0's poisson: -99.2386\tvalid_0's quantile: 4.12139\n",
"[88]\tvalid_0's poisson: -99.2411\tvalid_0's quantile: 4.12122\n",
"[89]\tvalid_0's poisson: -99.2384\tvalid_0's quantile: 4.12086\n",
"[90]\tvalid_0's poisson: -99.2084\tvalid_0's quantile: 4.12046\n",
"[91]\tvalid_0's poisson: -99.2389\tvalid_0's quantile: 4.12014\n",
"[92]\tvalid_0's poisson: -99.2229\tvalid_0's quantile: 4.11992\n",
"[93]\tvalid_0's poisson: -99.2322\tvalid_0's quantile: 4.11961\n",
"[94]\tvalid_0's poisson: -99.2566\tvalid_0's quantile: 4.11927\n",
"[95]\tvalid_0's poisson: -99.2241\tvalid_0's quantile: 4.11886\n",
"[96]\tvalid_0's poisson: -99.2355\tvalid_0's quantile: 4.11752\n",
"[97]\tvalid_0's poisson: -99.2583\tvalid_0's quantile: 4.115\n",
"[98]\tvalid_0's poisson: -99.2745\tvalid_0's quantile: 4.11311\n",
"[99]\tvalid_0's poisson: -99.2832\tvalid_0's quantile: 4.11143\n",
"[100]\tvalid_0's poisson: -99.2853\tvalid_0's quantile: 4.11108\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -66.5743\tvalid_0's quantile: 10.1547\n",
"[2]\tvalid_0's poisson: -70.4588\tvalid_0's quantile: 8.94273\n",
"[3]\tvalid_0's poisson: -76.5883\tvalid_0's quantile: 7.94488\n",
"[4]\tvalid_0's poisson: -79.95\tvalid_0's quantile: 7.13103\n",
"[5]\tvalid_0's poisson: -83.2288\tvalid_0's quantile: 6.57938\n",
"[6]\tvalid_0's poisson: -86.3407\tvalid_0's quantile: 6.0784\n",
"[7]\tvalid_0's poisson: -88.9216\tvalid_0's quantile: 5.72372\n",
"[8]\tvalid_0's poisson: -90.7846\tvalid_0's quantile: 5.47184\n",
"[9]\tvalid_0's poisson: -91.7286\tvalid_0's quantile: 5.27815\n",
"[10]\tvalid_0's poisson: -92.8793\tvalid_0's quantile: 5.09812\n",
"[11]\tvalid_0's poisson: -93.6207\tvalid_0's quantile: 4.97982\n",
"[12]\tvalid_0's poisson: -94.1195\tvalid_0's quantile: 4.85515\n",
"[13]\tvalid_0's poisson: -94.8744\tvalid_0's quantile: 4.74361\n",
"[14]\tvalid_0's poisson: -95.4093\tvalid_0's quantile: 4.6681\n",
"[15]\tvalid_0's poisson: -95.7451\tvalid_0's quantile: 4.60311\n",
"[16]\tvalid_0's poisson: -96.0895\tvalid_0's quantile: 4.56117\n",
"[17]\tvalid_0's poisson: -96.2693\tvalid_0's quantile: 4.5397\n",
"[18]\tvalid_0's poisson: -96.5652\tvalid_0's quantile: 4.49221\n",
"[19]\tvalid_0's poisson: -96.8944\tvalid_0's quantile: 4.46053\n",
"[20]\tvalid_0's poisson: -96.9774\tvalid_0's quantile: 4.45307\n",
"[21]\tvalid_0's poisson: -97.0993\tvalid_0's quantile: 4.44202\n",
"[22]\tvalid_0's poisson: -97.1632\tvalid_0's quantile: 4.4308\n",
"[23]\tvalid_0's poisson: -97.2251\tvalid_0's quantile: 4.42231\n",
"[24]\tvalid_0's poisson: -97.1118\tvalid_0's quantile: 4.40039\n",
"[25]\tvalid_0's poisson: -97.2346\tvalid_0's quantile: 4.38682\n",
"[26]\tvalid_0's poisson: -97.2862\tvalid_0's quantile: 4.38331\n",
"[27]\tvalid_0's poisson: -97.3688\tvalid_0's quantile: 4.37499\n",
"[28]\tvalid_0's poisson: -98.0005\tvalid_0's quantile: 4.27561\n",
"[29]\tvalid_0's poisson: -98.095\tvalid_0's quantile: 4.27131\n",
"[30]\tvalid_0's poisson: -98.1041\tvalid_0's quantile: 4.26513\n",
"[31]\tvalid_0's poisson: -98.1149\tvalid_0's quantile: 4.2599\n",
"[32]\tvalid_0's poisson: -98.1676\tvalid_0's quantile: 4.25508\n",
"[33]\tvalid_0's poisson: -98.1307\tvalid_0's quantile: 4.24456\n",
"[34]\tvalid_0's poisson: -98.208\tvalid_0's quantile: 4.2365\n",
"[35]\tvalid_0's poisson: -98.2194\tvalid_0's quantile: 4.23339\n",
"[36]\tvalid_0's poisson: -98.3098\tvalid_0's quantile: 4.22785\n",
"[37]\tvalid_0's poisson: -98.3719\tvalid_0's quantile: 4.21919\n",
"[38]\tvalid_0's poisson: -98.385\tvalid_0's quantile: 4.21818\n",
"[39]\tvalid_0's poisson: -98.4311\tvalid_0's quantile: 4.20898\n",
"[40]\tvalid_0's poisson: -98.5141\tvalid_0's quantile: 4.19142\n",
"[41]\tvalid_0's poisson: -98.6343\tvalid_0's quantile: 4.18389\n",
"[42]\tvalid_0's poisson: -98.6944\tvalid_0's quantile: 4.17525\n",
"[43]\tvalid_0's poisson: -98.7385\tvalid_0's quantile: 4.16897\n",
"[44]\tvalid_0's poisson: -98.7717\tvalid_0's quantile: 4.14267\n",
"[45]\tvalid_0's poisson: -98.803\tvalid_0's quantile: 4.13953\n",
"[46]\tvalid_0's poisson: -98.8263\tvalid_0's quantile: 4.1361\n",
"[47]\tvalid_0's poisson: -98.8733\tvalid_0's quantile: 4.13004\n",
"[48]\tvalid_0's poisson: -98.8785\tvalid_0's quantile: 4.1285\n",
"[49]\tvalid_0's poisson: -98.9274\tvalid_0's quantile: 4.1201\n",
"[50]\tvalid_0's poisson: -98.9036\tvalid_0's quantile: 4.11807\n",
"[51]\tvalid_0's poisson: -98.9655\tvalid_0's quantile: 4.10746\n",
"[52]\tvalid_0's poisson: -98.9828\tvalid_0's quantile: 4.10586\n",
"[53]\tvalid_0's poisson: -99.0415\tvalid_0's quantile: 4.09408\n",
"[54]\tvalid_0's poisson: -99.0537\tvalid_0's quantile: 4.0821\n",
"[55]\tvalid_0's poisson: -99.0748\tvalid_0's quantile: 4.07961\n",
"[56]\tvalid_0's poisson: -99.0978\tvalid_0's quantile: 4.07866\n",
"[57]\tvalid_0's poisson: -99.0936\tvalid_0's quantile: 4.07574\n",
"[58]\tvalid_0's poisson: -99.0942\tvalid_0's quantile: 4.07363\n",
"[59]\tvalid_0's poisson: -99.2319\tvalid_0's quantile: 4.05878\n",
"[60]\tvalid_0's poisson: -99.176\tvalid_0's quantile: 4.055\n",
"[61]\tvalid_0's poisson: -99.23\tvalid_0's quantile: 4.04845\n",
"[62]\tvalid_0's poisson: -99.234\tvalid_0's quantile: 4.0475\n",
"[63]\tvalid_0's poisson: -99.226\tvalid_0's quantile: 4.04689\n",
"[64]\tvalid_0's poisson: -99.1966\tvalid_0's quantile: 4.04541\n",
"[65]\tvalid_0's poisson: -99.2504\tvalid_0's quantile: 4.03736\n",
"[66]\tvalid_0's poisson: -99.2528\tvalid_0's quantile: 4.03504\n",
"[67]\tvalid_0's poisson: -99.1718\tvalid_0's quantile: 4.02483\n",
"[68]\tvalid_0's poisson: -99.1653\tvalid_0's quantile: 4.02374\n",
"[69]\tvalid_0's poisson: -99.2569\tvalid_0's quantile: 4.01374\n",
"[70]\tvalid_0's poisson: -99.2705\tvalid_0's quantile: 4.00757\n",
"[71]\tvalid_0's poisson: -99.2939\tvalid_0's quantile: 4.00533\n",
"[72]\tvalid_0's poisson: -99.2765\tvalid_0's quantile: 4.00488\n",
"[73]\tvalid_0's poisson: -99.3006\tvalid_0's quantile: 4.00447\n",
"[74]\tvalid_0's poisson: -99.3183\tvalid_0's quantile: 4.00707\n",
"[75]\tvalid_0's poisson: -99.3201\tvalid_0's quantile: 4.00717\n",
"[76]\tvalid_0's poisson: -99.3395\tvalid_0's quantile: 4.00729\n",
"[77]\tvalid_0's poisson: -99.3356\tvalid_0's quantile: 4.004\n",
"[78]\tvalid_0's poisson: -99.2988\tvalid_0's quantile: 3.99984\n",
"[79]\tvalid_0's poisson: -99.2925\tvalid_0's quantile: 3.99955\n",
"[80]\tvalid_0's poisson: -99.3354\tvalid_0's quantile: 3.97438\n",
"[81]\tvalid_0's poisson: -99.3407\tvalid_0's quantile: 3.97227\n",
"[82]\tvalid_0's poisson: -99.4531\tvalid_0's quantile: 3.96547\n",
"[83]\tvalid_0's poisson: -99.4336\tvalid_0's quantile: 3.95421\n",
"[84]\tvalid_0's poisson: -99.4846\tvalid_0's quantile: 3.9489\n",
"[85]\tvalid_0's poisson: -99.5006\tvalid_0's quantile: 3.94839\n",
"[86]\tvalid_0's poisson: -99.4434\tvalid_0's quantile: 3.94617\n",
"[87]\tvalid_0's poisson: -99.46\tvalid_0's quantile: 3.94163\n",
"[88]\tvalid_0's poisson: -99.4498\tvalid_0's quantile: 3.94406\n",
"[89]\tvalid_0's poisson: -99.4462\tvalid_0's quantile: 3.94277\n",
"[90]\tvalid_0's poisson: -99.5824\tvalid_0's quantile: 3.94036\n",
"[91]\tvalid_0's poisson: -99.5545\tvalid_0's quantile: 3.93739\n",
"[92]\tvalid_0's poisson: -99.5055\tvalid_0's quantile: 3.93533\n",
"[93]\tvalid_0's poisson: -99.5083\tvalid_0's quantile: 3.93543\n",
"[94]\tvalid_0's poisson: -99.5165\tvalid_0's quantile: 3.93422\n",
"[95]\tvalid_0's poisson: -99.5959\tvalid_0's quantile: 3.93421\n",
"[96]\tvalid_0's poisson: -99.5284\tvalid_0's quantile: 3.93345\n",
"[97]\tvalid_0's poisson: -99.5728\tvalid_0's quantile: 3.93251\n",
"[98]\tvalid_0's poisson: -99.5027\tvalid_0's quantile: 3.92997\n",
"[99]\tvalid_0's poisson: -99.5366\tvalid_0's quantile: 3.92783\n",
"[100]\tvalid_0's poisson: -99.6948\tvalid_0's quantile: 3.9111\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5319\n",
"[2]\tvalid_0's poisson: -63.2936\tvalid_0's quantile: 11.3707\n",
"[3]\tvalid_0's poisson: -63.8317\tvalid_0's quantile: 11.2135\n",
"[4]\tvalid_0's poisson: -64.3894\tvalid_0's quantile: 11.0555\n",
"[5]\tvalid_0's poisson: -64.8936\tvalid_0's quantile: 10.9071\n",
"[6]\tvalid_0's poisson: -65.4059\tvalid_0's quantile: 10.7582\n",
"[7]\tvalid_0's poisson: -65.9046\tvalid_0's quantile: 10.6138\n",
"[8]\tvalid_0's poisson: -66.4127\tvalid_0's quantile: 10.4723\n",
"[9]\tvalid_0's poisson: -66.9019\tvalid_0's quantile: 10.3356\n",
"[10]\tvalid_0's poisson: -67.3518\tvalid_0's quantile: 10.2082\n",
"[11]\tvalid_0's poisson: -67.7981\tvalid_0's quantile: 10.0847\n",
"[12]\tvalid_0's poisson: -68.2618\tvalid_0's quantile: 9.96156\n",
"[13]\tvalid_0's poisson: -68.7376\tvalid_0's quantile: 9.83664\n",
"[14]\tvalid_0's poisson: -69.183\tvalid_0's quantile: 9.71851\n",
"[15]\tvalid_0's poisson: -69.6403\tvalid_0's quantile: 9.6007\n",
"[16]\tvalid_0's poisson: -70.0792\tvalid_0's quantile: 9.48662\n",
"[17]\tvalid_0's poisson: -70.5139\tvalid_0's quantile: 9.37522\n",
"[18]\tvalid_0's poisson: -70.928\tvalid_0's quantile: 9.26416\n",
"[19]\tvalid_0's poisson: -71.3642\tvalid_0's quantile: 9.15084\n",
"[20]\tvalid_0's poisson: -71.7741\tvalid_0's quantile: 9.04496\n",
"[21]\tvalid_0's poisson: -72.1777\tvalid_0's quantile: 8.94155\n",
"[22]\tvalid_0's poisson: -72.6066\tvalid_0's quantile: 8.83257\n",
"[23]\tvalid_0's poisson: -73.0286\tvalid_0's quantile: 8.72658\n",
"[24]\tvalid_0's poisson: -73.4271\tvalid_0's quantile: 8.62687\n",
"[25]\tvalid_0's poisson: -73.8181\tvalid_0's quantile: 8.52954\n",
"[26]\tvalid_0's poisson: -74.2135\tvalid_0's quantile: 8.43058\n",
"[27]\tvalid_0's poisson: -74.5911\tvalid_0's quantile: 8.33757\n",
"[28]\tvalid_0's poisson: -74.9609\tvalid_0's quantile: 8.24657\n",
"[29]\tvalid_0's poisson: -75.343\tvalid_0's quantile: 8.15488\n",
"[30]\tvalid_0's poisson: -75.7376\tvalid_0's quantile: 8.06124\n",
"[31]\tvalid_0's poisson: -76.1262\tvalid_0's quantile: 7.96948\n",
"[32]\tvalid_0's poisson: -76.5053\tvalid_0's quantile: 7.88008\n",
"[33]\tvalid_0's poisson: -76.8539\tvalid_0's quantile: 7.79585\n",
"[34]\tvalid_0's poisson: -77.2154\tvalid_0's quantile: 7.70988\n",
"[35]\tvalid_0's poisson: -77.5712\tvalid_0's quantile: 7.62585\n",
"[36]\tvalid_0's poisson: -77.9007\tvalid_0's quantile: 7.54845\n",
"[37]\tvalid_0's poisson: -78.2418\tvalid_0's quantile: 7.46968\n",
"[38]\tvalid_0's poisson: -78.5539\tvalid_0's quantile: 7.39486\n",
"[39]\tvalid_0's poisson: -78.8867\tvalid_0's quantile: 7.31829\n",
"[40]\tvalid_0's poisson: -79.1952\tvalid_0's quantile: 7.24524\n",
"[41]\tvalid_0's poisson: -79.5204\tvalid_0's quantile: 7.1714\n",
"[42]\tvalid_0's poisson: -79.8178\tvalid_0's quantile: 7.1027\n",
"[43]\tvalid_0's poisson: -80.1315\tvalid_0's quantile: 7.03241\n",
"[44]\tvalid_0's poisson: -80.4327\tvalid_0's quantile: 6.96527\n",
"[45]\tvalid_0's poisson: -80.734\tvalid_0's quantile: 6.89921\n",
"[46]\tvalid_0's poisson: -81.0239\tvalid_0's quantile: 6.83558\n",
"[47]\tvalid_0's poisson: -81.3151\tvalid_0's quantile: 6.7729\n",
"[48]\tvalid_0's poisson: -81.5949\tvalid_0's quantile: 6.7124\n",
"[49]\tvalid_0's poisson: -81.8757\tvalid_0's quantile: 6.65447\n",
"[50]\tvalid_0's poisson: -82.1463\tvalid_0's quantile: 6.59823\n",
"[51]\tvalid_0's poisson: -82.4049\tvalid_0's quantile: 6.54361\n",
"[52]\tvalid_0's poisson: -82.66\tvalid_0's quantile: 6.48992\n",
"[53]\tvalid_0's poisson: -82.9109\tvalid_0's quantile: 6.4378\n",
"[54]\tvalid_0's poisson: -83.1708\tvalid_0's quantile: 6.38434\n",
"[55]\tvalid_0's poisson: -83.4184\tvalid_0's quantile: 6.3332\n",
"[56]\tvalid_0's poisson: -83.6687\tvalid_0's quantile: 6.28259\n",
"[57]\tvalid_0's poisson: -83.9075\tvalid_0's quantile: 6.23337\n",
"[58]\tvalid_0's poisson: -84.1418\tvalid_0's quantile: 6.18537\n",
"[59]\tvalid_0's poisson: -84.3712\tvalid_0's quantile: 6.13913\n",
"[60]\tvalid_0's poisson: -84.5963\tvalid_0's quantile: 6.09406\n",
"[61]\tvalid_0's poisson: -84.8129\tvalid_0's quantile: 6.05133\n",
"[62]\tvalid_0's poisson: -85.0341\tvalid_0's quantile: 6.00716\n",
"[63]\tvalid_0's poisson: -85.2432\tvalid_0's quantile: 5.96586\n",
"[64]\tvalid_0's poisson: -85.4642\tvalid_0's quantile: 5.92113\n",
"[65]\tvalid_0's poisson: -85.6824\tvalid_0's quantile: 5.87993\n",
"[66]\tvalid_0's poisson: -85.9086\tvalid_0's quantile: 5.83845\n",
"[67]\tvalid_0's poisson: -86.1298\tvalid_0's quantile: 5.79794\n",
"[68]\tvalid_0's poisson: -86.3309\tvalid_0's quantile: 5.75864\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[69]\tvalid_0's poisson: -86.5338\tvalid_0's quantile: 5.71954\n",
"[70]\tvalid_0's poisson: -86.7354\tvalid_0's quantile: 5.68024\n",
"[71]\tvalid_0's poisson: -86.927\tvalid_0's quantile: 5.64358\n",
"[72]\tvalid_0's poisson: -87.1332\tvalid_0's quantile: 5.6072\n",
"[73]\tvalid_0's poisson: -87.3371\tvalid_0's quantile: 5.57101\n",
"[74]\tvalid_0's poisson: -87.526\tvalid_0's quantile: 5.53624\n",
"[75]\tvalid_0's poisson: -87.7351\tvalid_0's quantile: 5.49779\n",
"[76]\tvalid_0's poisson: -87.9391\tvalid_0's quantile: 5.46186\n",
"[77]\tvalid_0's poisson: -88.1402\tvalid_0's quantile: 5.42756\n",
"[78]\tvalid_0's poisson: -88.3417\tvalid_0's quantile: 5.39397\n",
"[79]\tvalid_0's poisson: -88.5198\tvalid_0's quantile: 5.36263\n",
"[80]\tvalid_0's poisson: -88.7106\tvalid_0's quantile: 5.32999\n",
"[81]\tvalid_0's poisson: -88.8875\tvalid_0's quantile: 5.29912\n",
"[82]\tvalid_0's poisson: -89.0757\tvalid_0's quantile: 5.26693\n",
"[83]\tvalid_0's poisson: -89.2434\tvalid_0's quantile: 5.237\n",
"[84]\tvalid_0's poisson: -89.4286\tvalid_0's quantile: 5.20617\n",
"[85]\tvalid_0's poisson: -89.6086\tvalid_0's quantile: 5.1758\n",
"[86]\tvalid_0's poisson: -89.7674\tvalid_0's quantile: 5.14779\n",
"[87]\tvalid_0's poisson: -89.9461\tvalid_0's quantile: 5.11886\n",
"[88]\tvalid_0's poisson: -90.0946\tvalid_0's quantile: 5.09213\n",
"[89]\tvalid_0's poisson: -90.2588\tvalid_0's quantile: 5.06551\n",
"[90]\tvalid_0's poisson: -90.4094\tvalid_0's quantile: 5.03995\n",
"[91]\tvalid_0's poisson: -90.5771\tvalid_0's quantile: 5.01218\n",
"[92]\tvalid_0's poisson: -90.7377\tvalid_0's quantile: 4.98758\n",
"[93]\tvalid_0's poisson: -90.8998\tvalid_0's quantile: 4.96113\n",
"[94]\tvalid_0's poisson: -91.0579\tvalid_0's quantile: 4.93673\n",
"[95]\tvalid_0's poisson: -91.215\tvalid_0's quantile: 4.91148\n",
"[96]\tvalid_0's poisson: -91.3669\tvalid_0's quantile: 4.88783\n",
"[97]\tvalid_0's poisson: -91.5117\tvalid_0's quantile: 4.86264\n",
"[98]\tvalid_0's poisson: -91.6558\tvalid_0's quantile: 4.83868\n",
"[99]\tvalid_0's poisson: -91.796\tvalid_0's quantile: 4.81509\n",
"[100]\tvalid_0's poisson: -91.9475\tvalid_0's quantile: 4.79104\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.7671\tvalid_0's quantile: 11.5284\n",
"[2]\tvalid_0's poisson: -63.3466\tvalid_0's quantile: 11.364\n",
"[3]\tvalid_0's poisson: -63.9063\tvalid_0's quantile: 11.2039\n",
"[4]\tvalid_0's poisson: -64.4662\tvalid_0's quantile: 11.0456\n",
"[5]\tvalid_0's poisson: -65.0012\tvalid_0's quantile: 10.8917\n",
"[6]\tvalid_0's poisson: -65.5201\tvalid_0's quantile: 10.7412\n",
"[7]\tvalid_0's poisson: -66.0184\tvalid_0's quantile: 10.5963\n",
"[8]\tvalid_0's poisson: -66.5001\tvalid_0's quantile: 10.4563\n",
"[9]\tvalid_0's poisson: -66.9855\tvalid_0's quantile: 10.3192\n",
"[10]\tvalid_0's poisson: -67.4551\tvalid_0's quantile: 10.1879\n",
"[11]\tvalid_0's poisson: -67.9267\tvalid_0's quantile: 10.0597\n",
"[12]\tvalid_0's poisson: -68.3745\tvalid_0's quantile: 9.93575\n",
"[13]\tvalid_0's poisson: -68.8373\tvalid_0's quantile: 9.81202\n",
"[14]\tvalid_0's poisson: -69.2773\tvalid_0's quantile: 9.69383\n",
"[15]\tvalid_0's poisson: -69.7298\tvalid_0's quantile: 9.57549\n",
"[16]\tvalid_0's poisson: -70.1661\tvalid_0's quantile: 9.45836\n",
"[17]\tvalid_0's poisson: -70.578\tvalid_0's quantile: 9.34883\n",
"[18]\tvalid_0's poisson: -70.9945\tvalid_0's quantile: 9.23945\n",
"[19]\tvalid_0's poisson: -71.4086\tvalid_0's quantile: 9.13216\n",
"[20]\tvalid_0's poisson: -71.8314\tvalid_0's quantile: 9.02335\n",
"[21]\tvalid_0's poisson: -72.2224\tvalid_0's quantile: 8.92201\n",
"[22]\tvalid_0's poisson: -72.6074\tvalid_0's quantile: 8.82277\n",
"[23]\tvalid_0's poisson: -73.0399\tvalid_0's quantile: 8.71636\n",
"[24]\tvalid_0's poisson: -73.4631\tvalid_0's quantile: 8.61211\n",
"[25]\tvalid_0's poisson: -73.8738\tvalid_0's quantile: 8.51361\n",
"[26]\tvalid_0's poisson: -74.2838\tvalid_0's quantile: 8.41428\n",
"[27]\tvalid_0's poisson: -74.6769\tvalid_0's quantile: 8.31994\n",
"[28]\tvalid_0's poisson: -75.0638\tvalid_0's quantile: 8.22738\n",
"[29]\tvalid_0's poisson: -75.4457\tvalid_0's quantile: 8.13396\n",
"[30]\tvalid_0's poisson: -75.8018\tvalid_0's quantile: 8.0481\n",
"[31]\tvalid_0's poisson: -76.1598\tvalid_0's quantile: 7.96193\n",
"[32]\tvalid_0's poisson: -76.5354\tvalid_0's quantile: 7.87199\n",
"[33]\tvalid_0's poisson: -76.8897\tvalid_0's quantile: 7.78766\n",
"[34]\tvalid_0's poisson: -77.238\tvalid_0's quantile: 7.70565\n",
"[35]\tvalid_0's poisson: -77.5905\tvalid_0's quantile: 7.62464\n",
"[36]\tvalid_0's poisson: -77.934\tvalid_0's quantile: 7.54378\n",
"[37]\tvalid_0's poisson: -78.2707\tvalid_0's quantile: 7.46467\n",
"[38]\tvalid_0's poisson: -78.6181\tvalid_0's quantile: 7.38412\n",
"[39]\tvalid_0's poisson: -78.953\tvalid_0's quantile: 7.30619\n",
"[40]\tvalid_0's poisson: -79.282\tvalid_0's quantile: 7.23112\n",
"[41]\tvalid_0's poisson: -79.6146\tvalid_0's quantile: 7.15612\n",
"[42]\tvalid_0's poisson: -79.9347\tvalid_0's quantile: 7.08355\n",
"[43]\tvalid_0's poisson: -80.2464\tvalid_0's quantile: 7.01353\n",
"[44]\tvalid_0's poisson: -80.5413\tvalid_0's quantile: 6.94771\n",
"[45]\tvalid_0's poisson: -80.847\tvalid_0's quantile: 6.88001\n",
"[46]\tvalid_0's poisson: -81.1406\tvalid_0's quantile: 6.81669\n",
"[47]\tvalid_0's poisson: -81.4296\tvalid_0's quantile: 6.75529\n",
"[48]\tvalid_0's poisson: -81.7138\tvalid_0's quantile: 6.6961\n",
"[49]\tvalid_0's poisson: -81.9921\tvalid_0's quantile: 6.63796\n",
"[50]\tvalid_0's poisson: -82.2693\tvalid_0's quantile: 6.58048\n",
"[51]\tvalid_0's poisson: -82.5434\tvalid_0's quantile: 6.52513\n",
"[52]\tvalid_0's poisson: -82.8123\tvalid_0's quantile: 6.47015\n",
"[53]\tvalid_0's poisson: -83.0827\tvalid_0's quantile: 6.41574\n",
"[54]\tvalid_0's poisson: -83.3419\tvalid_0's quantile: 6.36328\n",
"[55]\tvalid_0's poisson: -83.5974\tvalid_0's quantile: 6.31225\n",
"[56]\tvalid_0's poisson: -83.8505\tvalid_0's quantile: 6.26362\n",
"[57]\tvalid_0's poisson: -84.0963\tvalid_0's quantile: 6.21469\n",
"[58]\tvalid_0's poisson: -84.3452\tvalid_0's quantile: 6.16703\n",
"[59]\tvalid_0's poisson: -84.5916\tvalid_0's quantile: 6.12065\n",
"[60]\tvalid_0's poisson: -84.8323\tvalid_0's quantile: 6.07386\n",
"[61]\tvalid_0's poisson: -85.0697\tvalid_0's quantile: 6.02937\n",
"[62]\tvalid_0's poisson: -85.3035\tvalid_0's quantile: 5.98462\n",
"[63]\tvalid_0's poisson: -85.5314\tvalid_0's quantile: 5.94055\n",
"[64]\tvalid_0's poisson: -85.7601\tvalid_0's quantile: 5.89835\n",
"[65]\tvalid_0's poisson: -85.9805\tvalid_0's quantile: 5.85633\n",
"[66]\tvalid_0's poisson: -86.203\tvalid_0's quantile: 5.81563\n",
"[67]\tvalid_0's poisson: -86.4165\tvalid_0's quantile: 5.77572\n",
"[68]\tvalid_0's poisson: -86.6261\tvalid_0's quantile: 5.73695\n",
"[69]\tvalid_0's poisson: -86.8353\tvalid_0's quantile: 5.70084\n",
"[70]\tvalid_0's poisson: -87.0415\tvalid_0's quantile: 5.6649\n",
"[71]\tvalid_0's poisson: -87.247\tvalid_0's quantile: 5.62833\n",
"[72]\tvalid_0's poisson: -87.4487\tvalid_0's quantile: 5.59247\n",
"[73]\tvalid_0's poisson: -87.6473\tvalid_0's quantile: 5.55717\n",
"[74]\tvalid_0's poisson: -87.8371\tvalid_0's quantile: 5.52158\n",
"[75]\tvalid_0's poisson: -88.0445\tvalid_0's quantile: 5.48615\n",
"[76]\tvalid_0's poisson: -88.2485\tvalid_0's quantile: 5.45304\n",
"[77]\tvalid_0's poisson: -88.4507\tvalid_0's quantile: 5.41805\n",
"[78]\tvalid_0's poisson: -88.6359\tvalid_0's quantile: 5.3848\n",
"[79]\tvalid_0's poisson: -88.8254\tvalid_0's quantile: 5.35137\n",
"[80]\tvalid_0's poisson: -89.0167\tvalid_0's quantile: 5.32013\n",
"[81]\tvalid_0's poisson: -89.2067\tvalid_0's quantile: 5.28813\n",
"[82]\tvalid_0's poisson: -89.3921\tvalid_0's quantile: 5.25658\n",
"[83]\tvalid_0's poisson: -89.5741\tvalid_0's quantile: 5.22618\n",
"[84]\tvalid_0's poisson: -89.7516\tvalid_0's quantile: 5.19559\n",
"[85]\tvalid_0's poisson: -89.9289\tvalid_0's quantile: 5.16557\n",
"[86]\tvalid_0's poisson: -90.1003\tvalid_0's quantile: 5.13687\n",
"[87]\tvalid_0's poisson: -90.2687\tvalid_0's quantile: 5.1077\n",
"[88]\tvalid_0's poisson: -90.4384\tvalid_0's quantile: 5.08137\n",
"[89]\tvalid_0's poisson: -90.6051\tvalid_0's quantile: 5.0532\n",
"[90]\tvalid_0's poisson: -90.7686\tvalid_0's quantile: 5.02667\n",
"[91]\tvalid_0's poisson: -90.9317\tvalid_0's quantile: 4.99985\n",
"[92]\tvalid_0's poisson: -91.0954\tvalid_0's quantile: 4.97457\n",
"[93]\tvalid_0's poisson: -91.2532\tvalid_0's quantile: 4.94862\n",
"[94]\tvalid_0's poisson: -91.4068\tvalid_0's quantile: 4.92357\n",
"[95]\tvalid_0's poisson: -91.5555\tvalid_0's quantile: 4.89806\n",
"[96]\tvalid_0's poisson: -91.7017\tvalid_0's quantile: 4.87294\n",
"[97]\tvalid_0's poisson: -91.8529\tvalid_0's quantile: 4.85143\n",
"[98]\tvalid_0's poisson: -92.0019\tvalid_0's quantile: 4.82865\n",
"[99]\tvalid_0's poisson: -92.1445\tvalid_0's quantile: 4.80562\n",
"[100]\tvalid_0's poisson: -92.284\tvalid_0's quantile: 4.78173\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -63.379\tvalid_0's quantile: 11.5191\n",
"[2]\tvalid_0's poisson: -63.9481\tvalid_0's quantile: 11.3528\n",
"[3]\tvalid_0's poisson: -64.5031\tvalid_0's quantile: 11.189\n",
"[4]\tvalid_0's poisson: -65.0429\tvalid_0's quantile: 11.0297\n",
"[5]\tvalid_0's poisson: -65.5682\tvalid_0's quantile: 10.8733\n",
"[6]\tvalid_0's poisson: -66.091\tvalid_0's quantile: 10.7177\n",
"[7]\tvalid_0's poisson: -66.6003\tvalid_0's quantile: 10.5677\n",
"[8]\tvalid_0's poisson: -67.0965\tvalid_0's quantile: 10.4223\n",
"[9]\tvalid_0's poisson: -67.5723\tvalid_0's quantile: 10.2831\n",
"[10]\tvalid_0's poisson: -68.0309\tvalid_0's quantile: 10.1514\n",
"[11]\tvalid_0's poisson: -68.4898\tvalid_0's quantile: 10.0182\n",
"[12]\tvalid_0's poisson: -68.9479\tvalid_0's quantile: 9.88826\n",
"[13]\tvalid_0's poisson: -69.3858\tvalid_0's quantile: 9.76336\n",
"[14]\tvalid_0's poisson: -69.8344\tvalid_0's quantile: 9.63947\n",
"[15]\tvalid_0's poisson: -70.2848\tvalid_0's quantile: 9.51794\n",
"[16]\tvalid_0's poisson: -70.6989\tvalid_0's quantile: 9.40327\n",
"[17]\tvalid_0's poisson: -71.1124\tvalid_0's quantile: 9.29193\n",
"[18]\tvalid_0's poisson: -71.5155\tvalid_0's quantile: 9.18178\n",
"[19]\tvalid_0's poisson: -71.9304\tvalid_0's quantile: 9.07226\n",
"[20]\tvalid_0's poisson: -72.3255\tvalid_0's quantile: 8.96551\n",
"[21]\tvalid_0's poisson: -72.7206\tvalid_0's quantile: 8.86131\n",
"[22]\tvalid_0's poisson: -73.0837\tvalid_0's quantile: 8.76304\n",
"[23]\tvalid_0's poisson: -73.5133\tvalid_0's quantile: 8.65481\n",
"[24]\tvalid_0's poisson: -73.9336\tvalid_0's quantile: 8.54905\n",
"[25]\tvalid_0's poisson: -74.3483\tvalid_0's quantile: 8.44699\n",
"[26]\tvalid_0's poisson: -74.7479\tvalid_0's quantile: 8.34893\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -75.1364\tvalid_0's quantile: 8.25302\n",
"[28]\tvalid_0's poisson: -75.5032\tvalid_0's quantile: 8.16095\n",
"[29]\tvalid_0's poisson: -75.8801\tvalid_0's quantile: 8.06696\n",
"[30]\tvalid_0's poisson: -76.247\tvalid_0's quantile: 7.97654\n",
"[31]\tvalid_0's poisson: -76.6031\tvalid_0's quantile: 7.88995\n",
"[32]\tvalid_0's poisson: -76.9756\tvalid_0's quantile: 7.80239\n",
"[33]\tvalid_0's poisson: -77.3228\tvalid_0's quantile: 7.71652\n",
"[34]\tvalid_0's poisson: -77.6736\tvalid_0's quantile: 7.632\n",
"[35]\tvalid_0's poisson: -78.0174\tvalid_0's quantile: 7.55068\n",
"[36]\tvalid_0's poisson: -78.3599\tvalid_0's quantile: 7.46849\n",
"[37]\tvalid_0's poisson: -78.698\tvalid_0's quantile: 7.38839\n",
"[38]\tvalid_0's poisson: -79.0323\tvalid_0's quantile: 7.31132\n",
"[39]\tvalid_0's poisson: -79.3525\tvalid_0's quantile: 7.23644\n",
"[40]\tvalid_0's poisson: -79.6725\tvalid_0's quantile: 7.16315\n",
"[41]\tvalid_0's poisson: -79.9887\tvalid_0's quantile: 7.09056\n",
"[42]\tvalid_0's poisson: -80.2893\tvalid_0's quantile: 7.02052\n",
"[43]\tvalid_0's poisson: -80.5701\tvalid_0's quantile: 6.95599\n",
"[44]\tvalid_0's poisson: -80.8586\tvalid_0's quantile: 6.88892\n",
"[45]\tvalid_0's poisson: -81.1588\tvalid_0's quantile: 6.82086\n",
"[46]\tvalid_0's poisson: -81.4517\tvalid_0's quantile: 6.75781\n",
"[47]\tvalid_0's poisson: -81.7162\tvalid_0's quantile: 6.70201\n",
"[48]\tvalid_0's poisson: -82.0002\tvalid_0's quantile: 6.64143\n",
"[49]\tvalid_0's poisson: -82.2588\tvalid_0's quantile: 6.58699\n",
"[50]\tvalid_0's poisson: -82.5151\tvalid_0's quantile: 6.53314\n",
"[51]\tvalid_0's poisson: -82.7664\tvalid_0's quantile: 6.48133\n",
"[52]\tvalid_0's poisson: -83.0131\tvalid_0's quantile: 6.43064\n",
"[53]\tvalid_0's poisson: -83.2726\tvalid_0's quantile: 6.37625\n",
"[54]\tvalid_0's poisson: -83.5198\tvalid_0's quantile: 6.32466\n",
"[55]\tvalid_0's poisson: -83.7698\tvalid_0's quantile: 6.27346\n",
"[56]\tvalid_0's poisson: -84.0167\tvalid_0's quantile: 6.22389\n",
"[57]\tvalid_0's poisson: -84.2532\tvalid_0's quantile: 6.17698\n",
"[58]\tvalid_0's poisson: -84.4788\tvalid_0's quantile: 6.13251\n",
"[59]\tvalid_0's poisson: -84.7129\tvalid_0's quantile: 6.08579\n",
"[60]\tvalid_0's poisson: -84.9414\tvalid_0's quantile: 6.04164\n",
"[61]\tvalid_0's poisson: -85.1646\tvalid_0's quantile: 5.99644\n",
"[62]\tvalid_0's poisson: -85.3839\tvalid_0's quantile: 5.95286\n",
"[63]\tvalid_0's poisson: -85.6056\tvalid_0's quantile: 5.90984\n",
"[64]\tvalid_0's poisson: -85.8256\tvalid_0's quantile: 5.86746\n",
"[65]\tvalid_0's poisson: -86.0384\tvalid_0's quantile: 5.82655\n",
"[66]\tvalid_0's poisson: -86.2442\tvalid_0's quantile: 5.78817\n",
"[67]\tvalid_0's poisson: -86.4562\tvalid_0's quantile: 5.74671\n",
"[68]\tvalid_0's poisson: -86.6784\tvalid_0's quantile: 5.70735\n",
"[69]\tvalid_0's poisson: -86.8822\tvalid_0's quantile: 5.67005\n",
"[70]\tvalid_0's poisson: -87.0943\tvalid_0's quantile: 5.6325\n",
"[71]\tvalid_0's poisson: -87.3059\tvalid_0's quantile: 5.59515\n",
"[72]\tvalid_0's poisson: -87.5005\tvalid_0's quantile: 5.55778\n",
"[73]\tvalid_0's poisson: -87.6849\tvalid_0's quantile: 5.52454\n",
"[74]\tvalid_0's poisson: -87.8678\tvalid_0's quantile: 5.48922\n",
"[75]\tvalid_0's poisson: -88.0684\tvalid_0's quantile: 5.45342\n",
"[76]\tvalid_0's poisson: -88.2514\tvalid_0's quantile: 5.42002\n",
"[77]\tvalid_0's poisson: -88.4413\tvalid_0's quantile: 5.38697\n",
"[78]\tvalid_0's poisson: -88.624\tvalid_0's quantile: 5.354\n",
"[79]\tvalid_0's poisson: -88.8115\tvalid_0's quantile: 5.32048\n",
"[80]\tvalid_0's poisson: -88.9887\tvalid_0's quantile: 5.289\n",
"[81]\tvalid_0's poisson: -89.1765\tvalid_0's quantile: 5.2577\n",
"[82]\tvalid_0's poisson: -89.3573\tvalid_0's quantile: 5.2252\n",
"[83]\tvalid_0's poisson: -89.5444\tvalid_0's quantile: 5.19412\n",
"[84]\tvalid_0's poisson: -89.7282\tvalid_0's quantile: 5.16431\n",
"[85]\tvalid_0's poisson: -89.8967\tvalid_0's quantile: 5.13486\n",
"[86]\tvalid_0's poisson: -90.0548\tvalid_0's quantile: 5.10667\n",
"[87]\tvalid_0's poisson: -90.2298\tvalid_0's quantile: 5.07893\n",
"[88]\tvalid_0's poisson: -90.3941\tvalid_0's quantile: 5.05274\n",
"[89]\tvalid_0's poisson: -90.5562\tvalid_0's quantile: 5.02459\n",
"[90]\tvalid_0's poisson: -90.7148\tvalid_0's quantile: 4.99698\n",
"[91]\tvalid_0's poisson: -90.8705\tvalid_0's quantile: 4.97019\n",
"[92]\tvalid_0's poisson: -91.0272\tvalid_0's quantile: 4.94455\n",
"[93]\tvalid_0's poisson: -91.1757\tvalid_0's quantile: 4.91946\n",
"[94]\tvalid_0's poisson: -91.3252\tvalid_0's quantile: 4.89524\n",
"[95]\tvalid_0's poisson: -91.4754\tvalid_0's quantile: 4.87168\n",
"[96]\tvalid_0's poisson: -91.6146\tvalid_0's quantile: 4.84868\n",
"[97]\tvalid_0's poisson: -91.7562\tvalid_0's quantile: 4.82668\n",
"[98]\tvalid_0's poisson: -91.8979\tvalid_0's quantile: 4.80524\n",
"[99]\tvalid_0's poisson: -92.0366\tvalid_0's quantile: 4.78305\n",
"[100]\tvalid_0's poisson: -92.1777\tvalid_0's quantile: 4.76217\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -63.9901\tvalid_0's quantile: 11.515\n",
"[2]\tvalid_0's poisson: -64.5423\tvalid_0's quantile: 11.352\n",
"[3]\tvalid_0's poisson: -65.0789\tvalid_0's quantile: 11.1926\n",
"[4]\tvalid_0's poisson: -65.599\tvalid_0's quantile: 11.0382\n",
"[5]\tvalid_0's poisson: -66.1311\tvalid_0's quantile: 10.8822\n",
"[6]\tvalid_0's poisson: -66.644\tvalid_0's quantile: 10.7309\n",
"[7]\tvalid_0's poisson: -67.1623\tvalid_0's quantile: 10.5788\n",
"[8]\tvalid_0's poisson: -67.651\tvalid_0's quantile: 10.436\n",
"[9]\tvalid_0's poisson: -68.1455\tvalid_0's quantile: 10.2924\n",
"[10]\tvalid_0's poisson: -68.6328\tvalid_0's quantile: 10.1538\n",
"[11]\tvalid_0's poisson: -69.1045\tvalid_0's quantile: 10.0219\n",
"[12]\tvalid_0's poisson: -69.5694\tvalid_0's quantile: 9.89159\n",
"[13]\tvalid_0's poisson: -70.0024\tvalid_0's quantile: 9.77066\n",
"[14]\tvalid_0's poisson: -70.4287\tvalid_0's quantile: 9.65329\n",
"[15]\tvalid_0's poisson: -70.8609\tvalid_0's quantile: 9.53535\n",
"[16]\tvalid_0's poisson: -71.286\tvalid_0's quantile: 9.41765\n",
"[17]\tvalid_0's poisson: -71.6964\tvalid_0's quantile: 9.30622\n",
"[18]\tvalid_0's poisson: -72.0995\tvalid_0's quantile: 9.19741\n",
"[19]\tvalid_0's poisson: -72.5025\tvalid_0's quantile: 9.0887\n",
"[20]\tvalid_0's poisson: -72.8845\tvalid_0's quantile: 8.98534\n",
"[21]\tvalid_0's poisson: -73.3059\tvalid_0's quantile: 8.87352\n",
"[22]\tvalid_0's poisson: -73.7125\tvalid_0's quantile: 8.76998\n",
"[23]\tvalid_0's poisson: -74.1013\tvalid_0's quantile: 8.67095\n",
"[24]\tvalid_0's poisson: -74.4954\tvalid_0's quantile: 8.56994\n",
"[25]\tvalid_0's poisson: -74.8807\tvalid_0's quantile: 8.47305\n",
"[26]\tvalid_0's poisson: -75.2499\tvalid_0's quantile: 8.38044\n",
"[27]\tvalid_0's poisson: -75.6302\tvalid_0's quantile: 8.28777\n",
"[28]\tvalid_0's poisson: -76.001\tvalid_0's quantile: 8.19546\n",
"[29]\tvalid_0's poisson: -76.3707\tvalid_0's quantile: 8.10555\n",
"[30]\tvalid_0's poisson: -76.7328\tvalid_0's quantile: 8.01772\n",
"[31]\tvalid_0's poisson: -77.083\tvalid_0's quantile: 7.93261\n",
"[32]\tvalid_0's poisson: -77.4285\tvalid_0's quantile: 7.84729\n",
"[33]\tvalid_0's poisson: -77.7868\tvalid_0's quantile: 7.75825\n",
"[34]\tvalid_0's poisson: -78.1448\tvalid_0's quantile: 7.67017\n",
"[35]\tvalid_0's poisson: -78.4633\tvalid_0's quantile: 7.5898\n",
"[36]\tvalid_0's poisson: -78.7753\tvalid_0's quantile: 7.51221\n",
"[37]\tvalid_0's poisson: -79.11\tvalid_0's quantile: 7.43543\n",
"[38]\tvalid_0's poisson: -79.4269\tvalid_0's quantile: 7.3611\n",
"[39]\tvalid_0's poisson: -79.7375\tvalid_0's quantile: 7.28861\n",
"[40]\tvalid_0's poisson: -80.0486\tvalid_0's quantile: 7.21735\n",
"[41]\tvalid_0's poisson: -80.3563\tvalid_0's quantile: 7.14527\n",
"[42]\tvalid_0's poisson: -80.6473\tvalid_0's quantile: 7.07825\n",
"[43]\tvalid_0's poisson: -80.9362\tvalid_0's quantile: 7.00971\n",
"[44]\tvalid_0's poisson: -81.2325\tvalid_0's quantile: 6.94333\n",
"[45]\tvalid_0's poisson: -81.5096\tvalid_0's quantile: 6.88021\n",
"[46]\tvalid_0's poisson: -81.7806\tvalid_0's quantile: 6.8183\n",
"[47]\tvalid_0's poisson: -82.0574\tvalid_0's quantile: 6.75733\n",
"[48]\tvalid_0's poisson: -82.3339\tvalid_0's quantile: 6.69666\n",
"[49]\tvalid_0's poisson: -82.6082\tvalid_0's quantile: 6.63803\n",
"[50]\tvalid_0's poisson: -82.8643\tvalid_0's quantile: 6.58204\n",
"[51]\tvalid_0's poisson: -83.1307\tvalid_0's quantile: 6.52386\n",
"[52]\tvalid_0's poisson: -83.3839\tvalid_0's quantile: 6.4698\n",
"[53]\tvalid_0's poisson: -83.6454\tvalid_0's quantile: 6.41337\n",
"[54]\tvalid_0's poisson: -83.8935\tvalid_0's quantile: 6.36107\n",
"[55]\tvalid_0's poisson: -84.1421\tvalid_0's quantile: 6.30926\n",
"[56]\tvalid_0's poisson: -84.3808\tvalid_0's quantile: 6.26028\n",
"[57]\tvalid_0's poisson: -84.6204\tvalid_0's quantile: 6.21161\n",
"[58]\tvalid_0's poisson: -84.8565\tvalid_0's quantile: 6.16383\n",
"[59]\tvalid_0's poisson: -85.0876\tvalid_0's quantile: 6.11641\n",
"[60]\tvalid_0's poisson: -85.3166\tvalid_0's quantile: 6.07054\n",
"[61]\tvalid_0's poisson: -85.5412\tvalid_0's quantile: 6.02549\n",
"[62]\tvalid_0's poisson: -85.766\tvalid_0's quantile: 5.98111\n",
"[63]\tvalid_0's poisson: -85.9831\tvalid_0's quantile: 5.93771\n",
"[64]\tvalid_0's poisson: -86.1978\tvalid_0's quantile: 5.89591\n",
"[65]\tvalid_0's poisson: -86.4019\tvalid_0's quantile: 5.85529\n",
"[66]\tvalid_0's poisson: -86.6067\tvalid_0's quantile: 5.81511\n",
"[67]\tvalid_0's poisson: -86.8142\tvalid_0's quantile: 5.77542\n",
"[68]\tvalid_0's poisson: -87.018\tvalid_0's quantile: 5.73677\n",
"[69]\tvalid_0's poisson: -87.2267\tvalid_0's quantile: 5.69847\n",
"[70]\tvalid_0's poisson: -87.4357\tvalid_0's quantile: 5.66099\n",
"[71]\tvalid_0's poisson: -87.6399\tvalid_0's quantile: 5.62483\n",
"[72]\tvalid_0's poisson: -87.8386\tvalid_0's quantile: 5.58806\n",
"[73]\tvalid_0's poisson: -88.0338\tvalid_0's quantile: 5.5497\n",
"[74]\tvalid_0's poisson: -88.2255\tvalid_0's quantile: 5.51435\n",
"[75]\tvalid_0's poisson: -88.4139\tvalid_0's quantile: 5.47955\n",
"[76]\tvalid_0's poisson: -88.5935\tvalid_0's quantile: 5.44486\n",
"[77]\tvalid_0's poisson: -88.7764\tvalid_0's quantile: 5.40905\n",
"[78]\tvalid_0's poisson: -88.9612\tvalid_0's quantile: 5.37418\n",
"[79]\tvalid_0's poisson: -89.1455\tvalid_0's quantile: 5.34088\n",
"[80]\tvalid_0's poisson: -89.3345\tvalid_0's quantile: 5.30765\n",
"[81]\tvalid_0's poisson: -89.5158\tvalid_0's quantile: 5.27421\n",
"[82]\tvalid_0's poisson: -89.7009\tvalid_0's quantile: 5.24023\n",
"[83]\tvalid_0's poisson: -89.8607\tvalid_0's quantile: 5.21076\n",
"[84]\tvalid_0's poisson: -90.0426\tvalid_0's quantile: 5.18072\n",
"[85]\tvalid_0's poisson: -90.1968\tvalid_0's quantile: 5.1526\n",
"[86]\tvalid_0's poisson: -90.3695\tvalid_0's quantile: 5.12312\n",
"[87]\tvalid_0's poisson: -90.5369\tvalid_0's quantile: 5.09495\n",
"[88]\tvalid_0's poisson: -90.712\tvalid_0's quantile: 5.06526\n",
"[89]\tvalid_0's poisson: -90.87\tvalid_0's quantile: 5.03806\n",
"[90]\tvalid_0's poisson: -91.0257\tvalid_0's quantile: 5.01066\n",
"[91]\tvalid_0's poisson: -91.188\tvalid_0's quantile: 4.9843\n",
"[92]\tvalid_0's poisson: -91.3387\tvalid_0's quantile: 4.95805\n",
"[93]\tvalid_0's poisson: -91.4908\tvalid_0's quantile: 4.93055\n",
"[94]\tvalid_0's poisson: -91.6352\tvalid_0's quantile: 4.90686\n",
"[95]\tvalid_0's poisson: -91.7873\tvalid_0's quantile: 4.88201\n",
"[96]\tvalid_0's poisson: -91.9325\tvalid_0's quantile: 4.85793\n",
"[97]\tvalid_0's poisson: -92.0776\tvalid_0's quantile: 4.83476\n",
"[98]\tvalid_0's poisson: -92.2192\tvalid_0's quantile: 4.81026\n",
"[99]\tvalid_0's poisson: -92.3648\tvalid_0's quantile: 4.78766\n",
"[100]\tvalid_0's poisson: -92.5015\tvalid_0's quantile: 4.76513\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.7078\tvalid_0's quantile: 11.5351\n",
"[2]\tvalid_0's poisson: -63.2431\tvalid_0's quantile: 11.3764\n",
"[3]\tvalid_0's poisson: -63.8009\tvalid_0's quantile: 11.2156\n",
"[4]\tvalid_0's poisson: -64.3448\tvalid_0's quantile: 11.0588\n",
"[5]\tvalid_0's poisson: -64.8745\tvalid_0's quantile: 10.9048\n",
"[6]\tvalid_0's poisson: -65.3843\tvalid_0's quantile: 10.7561\n",
"[7]\tvalid_0's poisson: -65.8898\tvalid_0's quantile: 10.6103\n",
"[8]\tvalid_0's poisson: -66.3804\tvalid_0's quantile: 10.4699\n",
"[9]\tvalid_0's poisson: -66.8731\tvalid_0's quantile: 10.3324\n",
"[10]\tvalid_0's poisson: -67.3538\tvalid_0's quantile: 10.1997\n",
"[11]\tvalid_0's poisson: -67.8282\tvalid_0's quantile: 10.0711\n",
"[12]\tvalid_0's poisson: -68.2857\tvalid_0's quantile: 9.94707\n",
"[13]\tvalid_0's poisson: -68.7391\tvalid_0's quantile: 9.82564\n",
"[14]\tvalid_0's poisson: -69.1796\tvalid_0's quantile: 9.70658\n",
"[15]\tvalid_0's poisson: -69.6076\tvalid_0's quantile: 9.59216\n",
"[16]\tvalid_0's poisson: -70.0356\tvalid_0's quantile: 9.47932\n",
"[17]\tvalid_0's poisson: -70.454\tvalid_0's quantile: 9.36966\n",
"[18]\tvalid_0's poisson: -70.8982\tvalid_0's quantile: 9.25275\n",
"[19]\tvalid_0's poisson: -71.3163\tvalid_0's quantile: 9.14225\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[20]\tvalid_0's poisson: -71.727\tvalid_0's quantile: 9.03495\n",
"[21]\tvalid_0's poisson: -72.1094\tvalid_0's quantile: 8.93649\n",
"[22]\tvalid_0's poisson: -72.5098\tvalid_0's quantile: 8.83431\n",
"[23]\tvalid_0's poisson: -72.8826\tvalid_0's quantile: 8.74007\n",
"[24]\tvalid_0's poisson: -73.2867\tvalid_0's quantile: 8.64009\n",
"[25]\tvalid_0's poisson: -73.6942\tvalid_0's quantile: 8.54131\n",
"[26]\tvalid_0's poisson: -74.0932\tvalid_0's quantile: 8.44558\n",
"[27]\tvalid_0's poisson: -74.4946\tvalid_0's quantile: 8.34888\n",
"[28]\tvalid_0's poisson: -74.8868\tvalid_0's quantile: 8.25521\n",
"[29]\tvalid_0's poisson: -75.2711\tvalid_0's quantile: 8.16296\n",
"[30]\tvalid_0's poisson: -75.6561\tvalid_0's quantile: 8.07097\n",
"[31]\tvalid_0's poisson: -76.0251\tvalid_0's quantile: 7.98249\n",
"[32]\tvalid_0's poisson: -76.3904\tvalid_0's quantile: 7.89462\n",
"[33]\tvalid_0's poisson: -76.7545\tvalid_0's quantile: 7.80849\n",
"[34]\tvalid_0's poisson: -77.1113\tvalid_0's quantile: 7.72386\n",
"[35]\tvalid_0's poisson: -77.453\tvalid_0's quantile: 7.64236\n",
"[36]\tvalid_0's poisson: -77.7881\tvalid_0's quantile: 7.56377\n",
"[37]\tvalid_0's poisson: -78.127\tvalid_0's quantile: 7.48568\n",
"[38]\tvalid_0's poisson: -78.4749\tvalid_0's quantile: 7.40782\n",
"[39]\tvalid_0's poisson: -78.8084\tvalid_0's quantile: 7.33246\n",
"[40]\tvalid_0's poisson: -79.1226\tvalid_0's quantile: 7.25958\n",
"[41]\tvalid_0's poisson: -79.4514\tvalid_0's quantile: 7.18484\n",
"[42]\tvalid_0's poisson: -79.7731\tvalid_0's quantile: 7.11372\n",
"[43]\tvalid_0's poisson: -80.0704\tvalid_0's quantile: 7.0456\n",
"[44]\tvalid_0's poisson: -80.3844\tvalid_0's quantile: 6.97766\n",
"[45]\tvalid_0's poisson: -80.6916\tvalid_0's quantile: 6.91144\n",
"[46]\tvalid_0's poisson: -80.975\tvalid_0's quantile: 6.84822\n",
"[47]\tvalid_0's poisson: -81.2609\tvalid_0's quantile: 6.78645\n",
"[48]\tvalid_0's poisson: -81.5422\tvalid_0's quantile: 6.72772\n",
"[49]\tvalid_0's poisson: -81.8171\tvalid_0's quantile: 6.67316\n",
"[50]\tvalid_0's poisson: -82.0986\tvalid_0's quantile: 6.6161\n",
"[51]\tvalid_0's poisson: -82.3704\tvalid_0's quantile: 6.5627\n",
"[52]\tvalid_0's poisson: -82.6304\tvalid_0's quantile: 6.50932\n",
"[53]\tvalid_0's poisson: -82.894\tvalid_0's quantile: 6.45872\n",
"[54]\tvalid_0's poisson: -83.1428\tvalid_0's quantile: 6.40889\n",
"[55]\tvalid_0's poisson: -83.3932\tvalid_0's quantile: 6.35868\n",
"[56]\tvalid_0's poisson: -83.6387\tvalid_0's quantile: 6.31039\n",
"[57]\tvalid_0's poisson: -83.8874\tvalid_0's quantile: 6.26157\n",
"[58]\tvalid_0's poisson: -84.1288\tvalid_0's quantile: 6.2147\n",
"[59]\tvalid_0's poisson: -84.3673\tvalid_0's quantile: 6.16876\n",
"[60]\tvalid_0's poisson: -84.6053\tvalid_0's quantile: 6.12367\n",
"[61]\tvalid_0's poisson: -84.8425\tvalid_0's quantile: 6.07872\n",
"[62]\tvalid_0's poisson: -85.0752\tvalid_0's quantile: 6.03454\n",
"[63]\tvalid_0's poisson: -85.3035\tvalid_0's quantile: 5.99093\n",
"[64]\tvalid_0's poisson: -85.524\tvalid_0's quantile: 5.94889\n",
"[65]\tvalid_0's poisson: -85.7459\tvalid_0's quantile: 5.90654\n",
"[66]\tvalid_0's poisson: -85.956\tvalid_0's quantile: 5.86657\n",
"[67]\tvalid_0's poisson: -86.1761\tvalid_0's quantile: 5.82603\n",
"[68]\tvalid_0's poisson: -86.3866\tvalid_0's quantile: 5.78733\n",
"[69]\tvalid_0's poisson: -86.6008\tvalid_0's quantile: 5.74803\n",
"[70]\tvalid_0's poisson: -86.8031\tvalid_0's quantile: 5.7113\n",
"[71]\tvalid_0's poisson: -87.0074\tvalid_0's quantile: 5.67496\n",
"[72]\tvalid_0's poisson: -87.2108\tvalid_0's quantile: 5.63755\n",
"[73]\tvalid_0's poisson: -87.3965\tvalid_0's quantile: 5.60451\n",
"[74]\tvalid_0's poisson: -87.5908\tvalid_0's quantile: 5.56782\n",
"[75]\tvalid_0's poisson: -87.7816\tvalid_0's quantile: 5.53199\n",
"[76]\tvalid_0's poisson: -87.9775\tvalid_0's quantile: 5.49711\n",
"[77]\tvalid_0's poisson: -88.1709\tvalid_0's quantile: 5.46298\n",
"[78]\tvalid_0's poisson: -88.368\tvalid_0's quantile: 5.42845\n",
"[79]\tvalid_0's poisson: -88.5626\tvalid_0's quantile: 5.39526\n",
"[80]\tvalid_0's poisson: -88.7518\tvalid_0's quantile: 5.36241\n",
"[81]\tvalid_0's poisson: -88.9471\tvalid_0's quantile: 5.32951\n",
"[82]\tvalid_0's poisson: -89.1406\tvalid_0's quantile: 5.2966\n",
"[83]\tvalid_0's poisson: -89.3133\tvalid_0's quantile: 5.26599\n",
"[84]\tvalid_0's poisson: -89.4999\tvalid_0's quantile: 5.23315\n",
"[85]\tvalid_0's poisson: -89.6716\tvalid_0's quantile: 5.20369\n",
"[86]\tvalid_0's poisson: -89.8469\tvalid_0's quantile: 5.1738\n",
"[87]\tvalid_0's poisson: -90.0091\tvalid_0's quantile: 5.14547\n",
"[88]\tvalid_0's poisson: -90.1758\tvalid_0's quantile: 5.11751\n",
"[89]\tvalid_0's poisson: -90.3331\tvalid_0's quantile: 5.08954\n",
"[90]\tvalid_0's poisson: -90.4969\tvalid_0's quantile: 5.06214\n",
"[91]\tvalid_0's poisson: -90.6668\tvalid_0's quantile: 5.03509\n",
"[92]\tvalid_0's poisson: -90.8316\tvalid_0's quantile: 5.00852\n",
"[93]\tvalid_0's poisson: -90.9954\tvalid_0's quantile: 4.98278\n",
"[94]\tvalid_0's poisson: -91.1552\tvalid_0's quantile: 4.95711\n",
"[95]\tvalid_0's poisson: -91.3112\tvalid_0's quantile: 4.93209\n",
"[96]\tvalid_0's poisson: -91.4589\tvalid_0's quantile: 4.90766\n",
"[97]\tvalid_0's poisson: -91.6091\tvalid_0's quantile: 4.88262\n",
"[98]\tvalid_0's poisson: -91.7547\tvalid_0's quantile: 4.85975\n",
"[99]\tvalid_0's poisson: -91.9009\tvalid_0's quantile: 4.83636\n",
"[100]\tvalid_0's poisson: -92.0448\tvalid_0's quantile: 4.81268\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.2765\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.405\tvalid_0's quantile: 11.6234\n",
"[3]\tvalid_0's poisson: -62.5328\tvalid_0's quantile: 11.5858\n",
"[4]\tvalid_0's poisson: -62.6595\tvalid_0's quantile: 11.5486\n",
"[5]\tvalid_0's poisson: -62.7856\tvalid_0's quantile: 11.5115\n",
"[6]\tvalid_0's poisson: -62.9105\tvalid_0's quantile: 11.4747\n",
"[7]\tvalid_0's poisson: -63.032\tvalid_0's quantile: 11.439\n",
"[8]\tvalid_0's poisson: -63.1552\tvalid_0's quantile: 11.4027\n",
"[9]\tvalid_0's poisson: -63.2775\tvalid_0's quantile: 11.3666\n",
"[10]\tvalid_0's poisson: -63.3861\tvalid_0's quantile: 11.3322\n",
"[11]\tvalid_0's poisson: -63.5068\tvalid_0's quantile: 11.2965\n",
"[12]\tvalid_0's poisson: -63.6138\tvalid_0's quantile: 11.2627\n",
"[13]\tvalid_0's poisson: -63.7337\tvalid_0's quantile: 11.2276\n",
"[14]\tvalid_0's poisson: -63.8528\tvalid_0's quantile: 11.1927\n",
"[15]\tvalid_0's poisson: -63.9711\tvalid_0's quantile: 11.158\n",
"[16]\tvalid_0's poisson: -64.0903\tvalid_0's quantile: 11.1233\n",
"[17]\tvalid_0's poisson: -64.2087\tvalid_0's quantile: 11.0887\n",
"[18]\tvalid_0's poisson: -64.3264\tvalid_0's quantile: 11.0544\n",
"[19]\tvalid_0's poisson: -64.4417\tvalid_0's quantile: 11.0206\n",
"[20]\tvalid_0's poisson: -64.5578\tvalid_0's quantile: 10.9871\n",
"[21]\tvalid_0's poisson: -64.6732\tvalid_0's quantile: 10.9537\n",
"[22]\tvalid_0's poisson: -64.7878\tvalid_0's quantile: 10.9205\n",
"[23]\tvalid_0's poisson: -64.8994\tvalid_0's quantile: 10.8879\n",
"[24]\tvalid_0's poisson: -65.0102\tvalid_0's quantile: 10.8555\n",
"[25]\tvalid_0's poisson: -65.1221\tvalid_0's quantile: 10.8232\n",
"[26]\tvalid_0's poisson: -65.2315\tvalid_0's quantile: 10.7916\n",
"[27]\tvalid_0's poisson: -65.3412\tvalid_0's quantile: 10.7602\n",
"[28]\tvalid_0's poisson: -65.4487\tvalid_0's quantile: 10.7288\n",
"[29]\tvalid_0's poisson: -65.5565\tvalid_0's quantile: 10.6977\n",
"[30]\tvalid_0's poisson: -65.664\tvalid_0's quantile: 10.6668\n",
"[31]\tvalid_0's poisson: -65.7707\tvalid_0's quantile: 10.6361\n",
"[32]\tvalid_0's poisson: -65.8772\tvalid_0's quantile: 10.6056\n",
"[33]\tvalid_0's poisson: -65.9843\tvalid_0's quantile: 10.5751\n",
"[34]\tvalid_0's poisson: -66.0918\tvalid_0's quantile: 10.5447\n",
"[35]\tvalid_0's poisson: -66.1975\tvalid_0's quantile: 10.5147\n",
"[36]\tvalid_0's poisson: -66.3023\tvalid_0's quantile: 10.4849\n",
"[37]\tvalid_0's poisson: -66.4067\tvalid_0's quantile: 10.4552\n",
"[38]\tvalid_0's poisson: -66.5093\tvalid_0's quantile: 10.4262\n",
"[39]\tvalid_0's poisson: -66.6122\tvalid_0's quantile: 10.3975\n",
"[40]\tvalid_0's poisson: -66.7135\tvalid_0's quantile: 10.3689\n",
"[41]\tvalid_0's poisson: -66.8151\tvalid_0's quantile: 10.3405\n",
"[42]\tvalid_0's poisson: -66.9152\tvalid_0's quantile: 10.3124\n",
"[43]\tvalid_0's poisson: -67.0186\tvalid_0's quantile: 10.2844\n",
"[44]\tvalid_0's poisson: -67.1213\tvalid_0's quantile: 10.2565\n",
"[45]\tvalid_0's poisson: -67.2186\tvalid_0's quantile: 10.2295\n",
"[46]\tvalid_0's poisson: -67.3171\tvalid_0's quantile: 10.2022\n",
"[47]\tvalid_0's poisson: -67.4145\tvalid_0's quantile: 10.1752\n",
"[48]\tvalid_0's poisson: -67.5119\tvalid_0's quantile: 10.1481\n",
"[49]\tvalid_0's poisson: -67.6112\tvalid_0's quantile: 10.121\n",
"[50]\tvalid_0's poisson: -67.6981\tvalid_0's quantile: 10.0956\n",
"[51]\tvalid_0's poisson: -67.7911\tvalid_0's quantile: 10.0694\n",
"[52]\tvalid_0's poisson: -67.8864\tvalid_0's quantile: 10.043\n",
"[53]\tvalid_0's poisson: -67.9811\tvalid_0's quantile: 10.0168\n",
"[54]\tvalid_0's poisson: -68.0784\tvalid_0's quantile: 9.99035\n",
"[55]\tvalid_0's poisson: -68.1752\tvalid_0's quantile: 9.96415\n",
"[56]\tvalid_0's poisson: -68.2823\tvalid_0's quantile: 9.93514\n",
"[57]\tvalid_0's poisson: -68.3856\tvalid_0's quantile: 9.90683\n",
"[58]\tvalid_0's poisson: -68.4915\tvalid_0's quantile: 9.87839\n",
"[59]\tvalid_0's poisson: -68.5967\tvalid_0's quantile: 9.85006\n",
"[60]\tvalid_0's poisson: -68.6915\tvalid_0's quantile: 9.82474\n",
"[61]\tvalid_0's poisson: -68.7858\tvalid_0's quantile: 9.7997\n",
"[62]\tvalid_0's poisson: -68.8792\tvalid_0's quantile: 9.77491\n",
"[63]\tvalid_0's poisson: -68.9725\tvalid_0's quantile: 9.75008\n",
"[64]\tvalid_0's poisson: -69.0639\tvalid_0's quantile: 9.72406\n",
"[65]\tvalid_0's poisson: -69.166\tvalid_0's quantile: 9.69673\n",
"[66]\tvalid_0's poisson: -69.2672\tvalid_0's quantile: 9.66941\n",
"[67]\tvalid_0's poisson: -69.3679\tvalid_0's quantile: 9.64244\n",
"[68]\tvalid_0's poisson: -69.4679\tvalid_0's quantile: 9.61575\n",
"[69]\tvalid_0's poisson: -69.5673\tvalid_0's quantile: 9.58944\n",
"[70]\tvalid_0's poisson: -69.6665\tvalid_0's quantile: 9.56364\n",
"[71]\tvalid_0's poisson: -69.7547\tvalid_0's quantile: 9.53927\n",
"[72]\tvalid_0's poisson: -69.8528\tvalid_0's quantile: 9.51375\n",
"[73]\tvalid_0's poisson: -69.9502\tvalid_0's quantile: 9.48839\n",
"[74]\tvalid_0's poisson: -70.0471\tvalid_0's quantile: 9.46315\n",
"[75]\tvalid_0's poisson: -70.1435\tvalid_0's quantile: 9.43812\n",
"[76]\tvalid_0's poisson: -70.2385\tvalid_0's quantile: 9.41297\n",
"[77]\tvalid_0's poisson: -70.3338\tvalid_0's quantile: 9.3882\n",
"[78]\tvalid_0's poisson: -70.4277\tvalid_0's quantile: 9.36336\n",
"[79]\tvalid_0's poisson: -70.5222\tvalid_0's quantile: 9.33886\n",
"[80]\tvalid_0's poisson: -70.6128\tvalid_0's quantile: 9.31475\n",
"[81]\tvalid_0's poisson: -70.7066\tvalid_0's quantile: 9.29075\n",
"[82]\tvalid_0's poisson: -70.8077\tvalid_0's quantile: 9.26586\n",
"[83]\tvalid_0's poisson: -70.9083\tvalid_0's quantile: 9.24108\n",
"[84]\tvalid_0's poisson: -71.0083\tvalid_0's quantile: 9.2164\n",
"[85]\tvalid_0's poisson: -71.1087\tvalid_0's quantile: 9.19185\n",
"[86]\tvalid_0's poisson: -71.2077\tvalid_0's quantile: 9.16751\n",
"[87]\tvalid_0's poisson: -71.3062\tvalid_0's quantile: 9.14341\n",
"[88]\tvalid_0's poisson: -71.4042\tvalid_0's quantile: 9.11953\n",
"[89]\tvalid_0's poisson: -71.5028\tvalid_0's quantile: 9.09541\n",
"[90]\tvalid_0's poisson: -71.6011\tvalid_0's quantile: 9.0715\n",
"[91]\tvalid_0's poisson: -71.7036\tvalid_0's quantile: 9.04702\n",
"[92]\tvalid_0's poisson: -71.8056\tvalid_0's quantile: 9.02272\n",
"[93]\tvalid_0's poisson: -71.9061\tvalid_0's quantile: 8.9987\n",
"[94]\tvalid_0's poisson: -72.0026\tvalid_0's quantile: 8.97523\n",
"[95]\tvalid_0's poisson: -72.1022\tvalid_0's quantile: 8.95149\n",
"[96]\tvalid_0's poisson: -72.2022\tvalid_0's quantile: 8.92764\n",
"[97]\tvalid_0's poisson: -72.3007\tvalid_0's quantile: 8.90412\n",
"[98]\tvalid_0's poisson: -72.3991\tvalid_0's quantile: 8.88008\n",
"[99]\tvalid_0's poisson: -72.4976\tvalid_0's quantile: 8.85668\n",
"[100]\tvalid_0's poisson: -72.5957\tvalid_0's quantile: 8.83349\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.2785\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.3954\tvalid_0's quantile: 11.6251\n",
"[3]\tvalid_0's poisson: -62.5114\tvalid_0's quantile: 11.5893\n",
"[4]\tvalid_0's poisson: -62.6266\tvalid_0's quantile: 11.5538\n",
"[5]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5185\n",
"[6]\tvalid_0's poisson: -62.8545\tvalid_0's quantile: 11.4834\n",
"[7]\tvalid_0's poisson: -62.9839\tvalid_0's quantile: 11.4462\n",
"[8]\tvalid_0's poisson: -63.1125\tvalid_0's quantile: 11.4094\n",
"[9]\tvalid_0's poisson: -63.2403\tvalid_0's quantile: 11.3727\n",
"[10]\tvalid_0's poisson: -63.3504\tvalid_0's quantile: 11.3383\n",
"[11]\tvalid_0's poisson: -63.4765\tvalid_0's quantile: 11.3021\n",
"[12]\tvalid_0's poisson: -63.6017\tvalid_0's quantile: 11.266\n",
"[13]\tvalid_0's poisson: -63.7261\tvalid_0's quantile: 11.2306\n",
"[14]\tvalid_0's poisson: -63.8497\tvalid_0's quantile: 11.1953\n",
"[15]\tvalid_0's poisson: -63.9725\tvalid_0's quantile: 11.1601\n",
"[16]\tvalid_0's poisson: -64.0945\tvalid_0's quantile: 11.1251\n",
"[17]\tvalid_0's poisson: -64.2156\tvalid_0's quantile: 11.0903\n",
"[18]\tvalid_0's poisson: -64.336\tvalid_0's quantile: 11.0559\n",
"[19]\tvalid_0's poisson: -64.44\tvalid_0's quantile: 11.0239\n",
"[20]\tvalid_0's poisson: -64.5589\tvalid_0's quantile: 10.9902\n",
"[21]\tvalid_0's poisson: -64.677\tvalid_0's quantile: 10.9567\n",
"[22]\tvalid_0's poisson: -64.7943\tvalid_0's quantile: 10.9233\n",
"[23]\tvalid_0's poisson: -64.9109\tvalid_0's quantile: 10.8901\n",
"[24]\tvalid_0's poisson: -65.0268\tvalid_0's quantile: 10.8571\n",
"[25]\tvalid_0's poisson: -65.1378\tvalid_0's quantile: 10.8253\n",
"[26]\tvalid_0's poisson: -65.2522\tvalid_0's quantile: 10.7931\n",
"[27]\tvalid_0's poisson: -65.3475\tvalid_0's quantile: 10.7637\n",
"[28]\tvalid_0's poisson: -65.4606\tvalid_0's quantile: 10.7319\n",
"[29]\tvalid_0's poisson: -65.5691\tvalid_0's quantile: 10.7012\n",
"[30]\tvalid_0's poisson: -65.677\tvalid_0's quantile: 10.6706\n",
"[31]\tvalid_0's poisson: -65.7883\tvalid_0's quantile: 10.6395\n",
"[32]\tvalid_0's poisson: -65.895\tvalid_0's quantile: 10.6092\n",
"[33]\tvalid_0's poisson: -66.0051\tvalid_0's quantile: 10.5784\n",
"[34]\tvalid_0's poisson: -66.1105\tvalid_0's quantile: 10.5485\n",
"[35]\tvalid_0's poisson: -66.2061\tvalid_0's quantile: 10.5202\n",
"[36]\tvalid_0's poisson: -66.3107\tvalid_0's quantile: 10.4907\n",
"[37]\tvalid_0's poisson: -66.4191\tvalid_0's quantile: 10.4607\n",
"[38]\tvalid_0's poisson: -66.5226\tvalid_0's quantile: 10.4319\n",
"[39]\tvalid_0's poisson: -66.6254\tvalid_0's quantile: 10.4035\n",
"[40]\tvalid_0's poisson: -66.732\tvalid_0's quantile: 10.3746\n",
"[41]\tvalid_0's poisson: -66.8337\tvalid_0's quantile: 10.3466\n",
"[42]\tvalid_0's poisson: -66.9385\tvalid_0's quantile: 10.3182\n",
"[43]\tvalid_0's poisson: -67.0262\tvalid_0's quantile: 10.2925\n",
"[44]\tvalid_0's poisson: -67.1305\tvalid_0's quantile: 10.2645\n",
"[45]\tvalid_0's poisson: -67.2357\tvalid_0's quantile: 10.2367\n",
"[46]\tvalid_0's poisson: -67.3403\tvalid_0's quantile: 10.209\n",
"[47]\tvalid_0's poisson: -67.4429\tvalid_0's quantile: 10.1815\n",
"[48]\tvalid_0's poisson: -67.5463\tvalid_0's quantile: 10.154\n",
"[49]\tvalid_0's poisson: -67.6477\tvalid_0's quantile: 10.1267\n",
"[50]\tvalid_0's poisson: -67.7499\tvalid_0's quantile: 10.0996\n",
"[51]\tvalid_0's poisson: -67.8515\tvalid_0's quantile: 10.0726\n",
"[52]\tvalid_0's poisson: -67.9392\tvalid_0's quantile: 10.0476\n",
"[53]\tvalid_0's poisson: -68.0397\tvalid_0's quantile: 10.021\n",
"[54]\tvalid_0's poisson: -68.1395\tvalid_0's quantile: 9.99447\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[55]\tvalid_0's poisson: -68.2483\tvalid_0's quantile: 9.96449\n",
"[56]\tvalid_0's poisson: -68.3564\tvalid_0's quantile: 9.93496\n",
"[57]\tvalid_0's poisson: -68.4638\tvalid_0's quantile: 9.90568\n",
"[58]\tvalid_0's poisson: -68.5706\tvalid_0's quantile: 9.87662\n",
"[59]\tvalid_0's poisson: -68.6767\tvalid_0's quantile: 9.84768\n",
"[60]\tvalid_0's poisson: -68.7822\tvalid_0's quantile: 9.8189\n",
"[61]\tvalid_0's poisson: -68.8762\tvalid_0's quantile: 9.79181\n",
"[62]\tvalid_0's poisson: -68.9804\tvalid_0's quantile: 9.76338\n",
"[63]\tvalid_0's poisson: -69.084\tvalid_0's quantile: 9.73507\n",
"[64]\tvalid_0's poisson: -69.1869\tvalid_0's quantile: 9.70707\n",
"[65]\tvalid_0's poisson: -69.2893\tvalid_0's quantile: 9.67937\n",
"[66]\tvalid_0's poisson: -69.391\tvalid_0's quantile: 9.65209\n",
"[67]\tvalid_0's poisson: -69.4921\tvalid_0's quantile: 9.6253\n",
"[68]\tvalid_0's poisson: -69.5926\tvalid_0's quantile: 9.59863\n",
"[69]\tvalid_0's poisson: -69.6925\tvalid_0's quantile: 9.57249\n",
"[70]\tvalid_0's poisson: -69.7919\tvalid_0's quantile: 9.54615\n",
"[71]\tvalid_0's poisson: -69.8907\tvalid_0's quantile: 9.5203\n",
"[72]\tvalid_0's poisson: -69.9889\tvalid_0's quantile: 9.49462\n",
"[73]\tvalid_0's poisson: -70.0865\tvalid_0's quantile: 9.46907\n",
"[74]\tvalid_0's poisson: -70.1835\tvalid_0's quantile: 9.44372\n",
"[75]\tvalid_0's poisson: -70.28\tvalid_0's quantile: 9.41847\n",
"[76]\tvalid_0's poisson: -70.376\tvalid_0's quantile: 9.39344\n",
"[77]\tvalid_0's poisson: -70.4713\tvalid_0's quantile: 9.36856\n",
"[78]\tvalid_0's poisson: -70.5661\tvalid_0's quantile: 9.34395\n",
"[79]\tvalid_0's poisson: -70.663\tvalid_0's quantile: 9.31882\n",
"[80]\tvalid_0's poisson: -70.7593\tvalid_0's quantile: 9.2938\n",
"[81]\tvalid_0's poisson: -70.855\tvalid_0's quantile: 9.26888\n",
"[82]\tvalid_0's poisson: -70.9502\tvalid_0's quantile: 9.24417\n",
"[83]\tvalid_0's poisson: -71.0448\tvalid_0's quantile: 9.21973\n",
"[84]\tvalid_0's poisson: -71.1389\tvalid_0's quantile: 9.1954\n",
"[85]\tvalid_0's poisson: -71.2403\tvalid_0's quantile: 9.1702\n",
"[86]\tvalid_0's poisson: -71.3412\tvalid_0's quantile: 9.14512\n",
"[87]\tvalid_0's poisson: -71.4448\tvalid_0's quantile: 9.11997\n",
"[88]\tvalid_0's poisson: -71.5479\tvalid_0's quantile: 9.095\n",
"[89]\tvalid_0's poisson: -71.6505\tvalid_0's quantile: 9.07013\n",
"[90]\tvalid_0's poisson: -71.7533\tvalid_0's quantile: 9.04475\n",
"[91]\tvalid_0's poisson: -71.8549\tvalid_0's quantile: 9.02005\n",
"[92]\tvalid_0's poisson: -71.9568\tvalid_0's quantile: 8.99498\n",
"[93]\tvalid_0's poisson: -72.0582\tvalid_0's quantile: 8.97006\n",
"[94]\tvalid_0's poisson: -72.159\tvalid_0's quantile: 8.94532\n",
"[95]\tvalid_0's poisson: -72.2596\tvalid_0's quantile: 8.91998\n",
"[96]\tvalid_0's poisson: -72.3597\tvalid_0's quantile: 8.89479\n",
"[97]\tvalid_0's poisson: -72.4592\tvalid_0's quantile: 8.8699\n",
"[98]\tvalid_0's poisson: -72.5582\tvalid_0's quantile: 8.8452\n",
"[99]\tvalid_0's poisson: -72.6564\tvalid_0's quantile: 8.82167\n",
"[100]\tvalid_0's poisson: -72.7511\tvalid_0's quantile: 8.79867\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.9087\tvalid_0's quantile: 11.6519\n",
"[2]\tvalid_0's poisson: -63.0235\tvalid_0's quantile: 11.6148\n",
"[3]\tvalid_0's poisson: -63.1373\tvalid_0's quantile: 11.5779\n",
"[4]\tvalid_0's poisson: -63.2503\tvalid_0's quantile: 11.5413\n",
"[5]\tvalid_0's poisson: -63.3624\tvalid_0's quantile: 11.5049\n",
"[6]\tvalid_0's poisson: -63.4736\tvalid_0's quantile: 11.4688\n",
"[7]\tvalid_0's poisson: -63.598\tvalid_0's quantile: 11.4309\n",
"[8]\tvalid_0's poisson: -63.7075\tvalid_0's quantile: 11.3951\n",
"[9]\tvalid_0's poisson: -63.8302\tvalid_0's quantile: 11.3577\n",
"[10]\tvalid_0's poisson: -63.952\tvalid_0's quantile: 11.3206\n",
"[11]\tvalid_0's poisson: -64.073\tvalid_0's quantile: 11.2836\n",
"[12]\tvalid_0's poisson: -64.1802\tvalid_0's quantile: 11.2486\n",
"[13]\tvalid_0's poisson: -64.2995\tvalid_0's quantile: 11.2121\n",
"[14]\tvalid_0's poisson: -64.4054\tvalid_0's quantile: 11.1779\n",
"[15]\tvalid_0's poisson: -64.5105\tvalid_0's quantile: 11.144\n",
"[16]\tvalid_0's poisson: -64.6275\tvalid_0's quantile: 11.1084\n",
"[17]\tvalid_0's poisson: -64.7313\tvalid_0's quantile: 11.0748\n",
"[18]\tvalid_0's poisson: -64.8459\tvalid_0's quantile: 11.0397\n",
"[19]\tvalid_0's poisson: -64.9597\tvalid_0's quantile: 11.0052\n",
"[20]\tvalid_0's poisson: -65.0727\tvalid_0's quantile: 10.9709\n",
"[21]\tvalid_0's poisson: -65.185\tvalid_0's quantile: 10.9371\n",
"[22]\tvalid_0's poisson: -65.285\tvalid_0's quantile: 10.9049\n",
"[23]\tvalid_0's poisson: -65.3959\tvalid_0's quantile: 10.8713\n",
"[24]\tvalid_0's poisson: -65.5086\tvalid_0's quantile: 10.8375\n",
"[25]\tvalid_0's poisson: -65.6215\tvalid_0's quantile: 10.8041\n",
"[26]\tvalid_0's poisson: -65.7327\tvalid_0's quantile: 10.7711\n",
"[27]\tvalid_0's poisson: -65.8418\tvalid_0's quantile: 10.7388\n",
"[28]\tvalid_0's poisson: -65.9515\tvalid_0's quantile: 10.7063\n",
"[29]\tvalid_0's poisson: -66.0481\tvalid_0's quantile: 10.676\n",
"[30]\tvalid_0's poisson: -66.1541\tvalid_0's quantile: 10.6445\n",
"[31]\tvalid_0's poisson: -66.2606\tvalid_0's quantile: 10.6132\n",
"[32]\tvalid_0's poisson: -66.3663\tvalid_0's quantile: 10.582\n",
"[33]\tvalid_0's poisson: -66.4703\tvalid_0's quantile: 10.551\n",
"[34]\tvalid_0's poisson: -66.5748\tvalid_0's quantile: 10.5202\n",
"[35]\tvalid_0's poisson: -66.6671\tvalid_0's quantile: 10.4912\n",
"[36]\tvalid_0's poisson: -66.7703\tvalid_0's quantile: 10.4609\n",
"[37]\tvalid_0's poisson: -66.8729\tvalid_0's quantile: 10.4309\n",
"[38]\tvalid_0's poisson: -66.9759\tvalid_0's quantile: 10.4007\n",
"[39]\tvalid_0's poisson: -67.0772\tvalid_0's quantile: 10.3715\n",
"[40]\tvalid_0's poisson: -67.1767\tvalid_0's quantile: 10.3424\n",
"[41]\tvalid_0's poisson: -67.2814\tvalid_0's quantile: 10.313\n",
"[42]\tvalid_0's poisson: -67.3798\tvalid_0's quantile: 10.2844\n",
"[43]\tvalid_0's poisson: -67.468\tvalid_0's quantile: 10.2577\n",
"[44]\tvalid_0's poisson: -67.5664\tvalid_0's quantile: 10.2297\n",
"[45]\tvalid_0's poisson: -67.663\tvalid_0's quantile: 10.2018\n",
"[46]\tvalid_0's poisson: -67.7636\tvalid_0's quantile: 10.1736\n",
"[47]\tvalid_0's poisson: -67.8597\tvalid_0's quantile: 10.1457\n",
"[48]\tvalid_0's poisson: -67.9591\tvalid_0's quantile: 10.1178\n",
"[49]\tvalid_0's poisson: -68.056\tvalid_0's quantile: 10.0904\n",
"[50]\tvalid_0's poisson: -68.1508\tvalid_0's quantile: 10.0631\n",
"[51]\tvalid_0's poisson: -68.2475\tvalid_0's quantile: 10.0356\n",
"[52]\tvalid_0's poisson: -68.3414\tvalid_0's quantile: 10.0086\n",
"[53]\tvalid_0's poisson: -68.437\tvalid_0's quantile: 9.98146\n",
"[54]\tvalid_0's poisson: -68.5321\tvalid_0's quantile: 9.95455\n",
"[55]\tvalid_0's poisson: -68.6258\tvalid_0's quantile: 9.92787\n",
"[56]\tvalid_0's poisson: -68.7198\tvalid_0's quantile: 9.90148\n",
"[57]\tvalid_0's poisson: -68.8131\tvalid_0's quantile: 9.87519\n",
"[58]\tvalid_0's poisson: -68.9036\tvalid_0's quantile: 9.84925\n",
"[59]\tvalid_0's poisson: -68.9961\tvalid_0's quantile: 9.82326\n",
"[60]\tvalid_0's poisson: -69.088\tvalid_0's quantile: 9.79753\n",
"[61]\tvalid_0's poisson: -69.1769\tvalid_0's quantile: 9.7722\n",
"[62]\tvalid_0's poisson: -69.2708\tvalid_0's quantile: 9.74648\n",
"[63]\tvalid_0's poisson: -69.3642\tvalid_0's quantile: 9.72101\n",
"[64]\tvalid_0's poisson: -69.4516\tvalid_0's quantile: 9.69621\n",
"[65]\tvalid_0's poisson: -69.5442\tvalid_0's quantile: 9.67102\n",
"[66]\tvalid_0's poisson: -69.6309\tvalid_0's quantile: 9.64661\n",
"[67]\tvalid_0's poisson: -69.7226\tvalid_0's quantile: 9.62187\n",
"[68]\tvalid_0's poisson: -69.8109\tvalid_0's quantile: 9.59768\n",
"[69]\tvalid_0's poisson: -69.9081\tvalid_0's quantile: 9.57011\n",
"[70]\tvalid_0's poisson: -70.007\tvalid_0's quantile: 9.54252\n",
"[71]\tvalid_0's poisson: -70.1053\tvalid_0's quantile: 9.51505\n",
"[72]\tvalid_0's poisson: -70.2006\tvalid_0's quantile: 9.48805\n",
"[73]\tvalid_0's poisson: -70.298\tvalid_0's quantile: 9.46089\n",
"[74]\tvalid_0's poisson: -70.3947\tvalid_0's quantile: 9.43402\n",
"[75]\tvalid_0's poisson: -70.4886\tvalid_0's quantile: 9.40757\n",
"[76]\tvalid_0's poisson: -70.5844\tvalid_0's quantile: 9.38124\n",
"[77]\tvalid_0's poisson: -70.6773\tvalid_0's quantile: 9.35569\n",
"[78]\tvalid_0's poisson: -70.7789\tvalid_0's quantile: 9.32945\n",
"[79]\tvalid_0's poisson: -70.8799\tvalid_0's quantile: 9.30331\n",
"[80]\tvalid_0's poisson: -70.9715\tvalid_0's quantile: 9.27806\n",
"[81]\tvalid_0's poisson: -71.0714\tvalid_0's quantile: 9.25225\n",
"[82]\tvalid_0's poisson: -71.1707\tvalid_0's quantile: 9.22654\n",
"[83]\tvalid_0's poisson: -71.2608\tvalid_0's quantile: 9.20165\n",
"[84]\tvalid_0's poisson: -71.3591\tvalid_0's quantile: 9.17614\n",
"[85]\tvalid_0's poisson: -71.4482\tvalid_0's quantile: 9.15154\n",
"[86]\tvalid_0's poisson: -71.5375\tvalid_0's quantile: 9.12916\n",
"[87]\tvalid_0's poisson: -71.6262\tvalid_0's quantile: 9.10686\n",
"[88]\tvalid_0's poisson: -71.7145\tvalid_0's quantile: 9.08217\n",
"[89]\tvalid_0's poisson: -71.8103\tvalid_0's quantile: 9.05706\n",
"[90]\tvalid_0's poisson: -71.8974\tvalid_0's quantile: 9.03519\n",
"[91]\tvalid_0's poisson: -71.9967\tvalid_0's quantile: 9.00995\n",
"[92]\tvalid_0's poisson: -72.0954\tvalid_0's quantile: 8.98494\n",
"[93]\tvalid_0's poisson: -72.1865\tvalid_0's quantile: 8.96279\n",
"[94]\tvalid_0's poisson: -72.2762\tvalid_0's quantile: 8.94085\n",
"[95]\tvalid_0's poisson: -72.3738\tvalid_0's quantile: 8.9159\n",
"[96]\tvalid_0's poisson: -72.4709\tvalid_0's quantile: 8.89116\n",
"[97]\tvalid_0's poisson: -72.5659\tvalid_0's quantile: 8.86718\n",
"[98]\tvalid_0's poisson: -72.6604\tvalid_0's quantile: 8.84354\n",
"[99]\tvalid_0's poisson: -72.7588\tvalid_0's quantile: 8.81907\n",
"[100]\tvalid_0's poisson: -72.8567\tvalid_0's quantile: 8.79497\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.5495\tvalid_0's quantile: 11.6429\n",
"[2]\tvalid_0's poisson: -63.6764\tvalid_0's quantile: 11.6048\n",
"[3]\tvalid_0's poisson: -63.8025\tvalid_0's quantile: 11.5669\n",
"[4]\tvalid_0's poisson: -63.9277\tvalid_0's quantile: 11.5291\n",
"[5]\tvalid_0's poisson: -64.0519\tvalid_0's quantile: 11.4915\n",
"[6]\tvalid_0's poisson: -64.1752\tvalid_0's quantile: 11.4541\n",
"[7]\tvalid_0's poisson: -64.2977\tvalid_0's quantile: 11.417\n",
"[8]\tvalid_0's poisson: -64.4193\tvalid_0's quantile: 11.3802\n",
"[9]\tvalid_0's poisson: -64.54\tvalid_0's quantile: 11.3434\n",
"[10]\tvalid_0's poisson: -64.6599\tvalid_0's quantile: 11.3069\n",
"[11]\tvalid_0's poisson: -64.7673\tvalid_0's quantile: 11.2723\n",
"[12]\tvalid_0's poisson: -64.874\tvalid_0's quantile: 11.2379\n",
"[13]\tvalid_0's poisson: -64.9915\tvalid_0's quantile: 11.2019\n",
"[14]\tvalid_0's poisson: -65.1083\tvalid_0's quantile: 11.1662\n",
"[15]\tvalid_0's poisson: -65.2242\tvalid_0's quantile: 11.1308\n",
"[16]\tvalid_0's poisson: -65.3393\tvalid_0's quantile: 11.096\n",
"[17]\tvalid_0's poisson: -65.4537\tvalid_0's quantile: 11.0614\n",
"[18]\tvalid_0's poisson: -65.5673\tvalid_0's quantile: 11.0269\n",
"[19]\tvalid_0's poisson: -65.6801\tvalid_0's quantile: 10.9927\n",
"[20]\tvalid_0's poisson: -65.7921\tvalid_0's quantile: 10.9585\n",
"[21]\tvalid_0's poisson: -65.9055\tvalid_0's quantile: 10.9246\n",
"[22]\tvalid_0's poisson: -66.0182\tvalid_0's quantile: 10.8908\n",
"[23]\tvalid_0's poisson: -66.1301\tvalid_0's quantile: 10.8575\n",
"[24]\tvalid_0's poisson: -66.2413\tvalid_0's quantile: 10.8244\n",
"[25]\tvalid_0's poisson: -66.3517\tvalid_0's quantile: 10.7914\n",
"[26]\tvalid_0's poisson: -66.4614\tvalid_0's quantile: 10.7586\n",
"[27]\tvalid_0's poisson: -66.5704\tvalid_0's quantile: 10.7262\n",
"[28]\tvalid_0's poisson: -66.6787\tvalid_0's quantile: 10.694\n",
"[29]\tvalid_0's poisson: -66.7744\tvalid_0's quantile: 10.6638\n",
"[30]\tvalid_0's poisson: -66.8814\tvalid_0's quantile: 10.6323\n",
"[31]\tvalid_0's poisson: -66.9884\tvalid_0's quantile: 10.601\n",
"[32]\tvalid_0's poisson: -67.0947\tvalid_0's quantile: 10.57\n",
"[33]\tvalid_0's poisson: -67.1888\tvalid_0's quantile: 10.5407\n",
"[34]\tvalid_0's poisson: -67.2939\tvalid_0's quantile: 10.51\n",
"[35]\tvalid_0's poisson: -67.387\tvalid_0's quantile: 10.4809\n",
"[36]\tvalid_0's poisson: -67.4908\tvalid_0's quantile: 10.4507\n",
"[37]\tvalid_0's poisson: -67.5931\tvalid_0's quantile: 10.4206\n",
"[38]\tvalid_0's poisson: -67.6956\tvalid_0's quantile: 10.391\n",
"[39]\tvalid_0's poisson: -67.7975\tvalid_0's quantile: 10.3614\n",
"[40]\tvalid_0's poisson: -67.8979\tvalid_0's quantile: 10.332\n",
"[41]\tvalid_0's poisson: -67.9986\tvalid_0's quantile: 10.3028\n",
"[42]\tvalid_0's poisson: -68.0977\tvalid_0's quantile: 10.2742\n",
"[43]\tvalid_0's poisson: -68.1971\tvalid_0's quantile: 10.2458\n",
"[44]\tvalid_0's poisson: -68.2951\tvalid_0's quantile: 10.2176\n",
"[45]\tvalid_0's poisson: -68.3933\tvalid_0's quantile: 10.1897\n",
"[46]\tvalid_0's poisson: -68.4909\tvalid_0's quantile: 10.1622\n",
"[47]\tvalid_0's poisson: -68.587\tvalid_0's quantile: 10.1348\n",
"[48]\tvalid_0's poisson: -68.6834\tvalid_0's quantile: 10.1077\n",
"[49]\tvalid_0's poisson: -68.7793\tvalid_0's quantile: 10.0808\n",
"[50]\tvalid_0's poisson: -68.8745\tvalid_0's quantile: 10.0539\n",
"[51]\tvalid_0's poisson: -68.9692\tvalid_0's quantile: 10.0273\n",
"[52]\tvalid_0's poisson: -69.0634\tvalid_0's quantile: 10.0007\n",
"[53]\tvalid_0's poisson: -69.1569\tvalid_0's quantile: 9.97431\n",
"[54]\tvalid_0's poisson: -69.2499\tvalid_0's quantile: 9.9481\n",
"[55]\tvalid_0's poisson: -69.3335\tvalid_0's quantile: 9.92341\n",
"[56]\tvalid_0's poisson: -69.4165\tvalid_0's quantile: 9.89879\n",
"[57]\tvalid_0's poisson: -69.508\tvalid_0's quantile: 9.87319\n",
"[58]\tvalid_0's poisson: -69.5902\tvalid_0's quantile: 9.84888\n",
"[59]\tvalid_0's poisson: -69.672\tvalid_0's quantile: 9.82482\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[60]\tvalid_0's poisson: -69.7619\tvalid_0's quantile: 9.7998\n",
"[61]\tvalid_0's poisson: -69.8426\tvalid_0's quantile: 9.77607\n",
"[62]\tvalid_0's poisson: -69.9219\tvalid_0's quantile: 9.75247\n",
"[63]\tvalid_0's poisson: -70.0017\tvalid_0's quantile: 9.72902\n",
"[64]\tvalid_0's poisson: -70.0907\tvalid_0's quantile: 9.70204\n",
"[65]\tvalid_0's poisson: -70.1791\tvalid_0's quantile: 9.67514\n",
"[66]\tvalid_0's poisson: -70.2718\tvalid_0's quantile: 9.6476\n",
"[67]\tvalid_0's poisson: -70.3639\tvalid_0's quantile: 9.62033\n",
"[68]\tvalid_0's poisson: -70.4597\tvalid_0's quantile: 9.59267\n",
"[69]\tvalid_0's poisson: -70.5549\tvalid_0's quantile: 9.56512\n",
"[70]\tvalid_0's poisson: -70.6394\tvalid_0's quantile: 9.54164\n",
"[71]\tvalid_0's poisson: -70.7209\tvalid_0's quantile: 9.51638\n",
"[72]\tvalid_0's poisson: -70.8106\tvalid_0's quantile: 9.49004\n",
"[73]\tvalid_0's poisson: -70.9009\tvalid_0's quantile: 9.46362\n",
"[74]\tvalid_0's poisson: -70.9906\tvalid_0's quantile: 9.4374\n",
"[75]\tvalid_0's poisson: -71.0817\tvalid_0's quantile: 9.4139\n",
"[76]\tvalid_0's poisson: -71.1865\tvalid_0's quantile: 9.38658\n",
"[77]\tvalid_0's poisson: -71.2917\tvalid_0's quantile: 9.35934\n",
"[78]\tvalid_0's poisson: -71.3963\tvalid_0's quantile: 9.33261\n",
"[79]\tvalid_0's poisson: -71.4963\tvalid_0's quantile: 9.30656\n",
"[80]\tvalid_0's poisson: -71.5958\tvalid_0's quantile: 9.28062\n",
"[81]\tvalid_0's poisson: -71.6989\tvalid_0's quantile: 9.25422\n",
"[82]\tvalid_0's poisson: -71.7973\tvalid_0's quantile: 9.2286\n",
"[83]\tvalid_0's poisson: -71.8994\tvalid_0's quantile: 9.2024\n",
"[84]\tvalid_0's poisson: -72.0009\tvalid_0's quantile: 9.17638\n",
"[85]\tvalid_0's poisson: -72.1018\tvalid_0's quantile: 9.15054\n",
"[86]\tvalid_0's poisson: -72.2021\tvalid_0's quantile: 9.12493\n",
"[87]\tvalid_0's poisson: -72.3019\tvalid_0's quantile: 9.09951\n",
"[88]\tvalid_0's poisson: -72.3976\tvalid_0's quantile: 9.0745\n",
"[89]\tvalid_0's poisson: -72.4964\tvalid_0's quantile: 9.04927\n",
"[90]\tvalid_0's poisson: -72.5947\tvalid_0's quantile: 9.02422\n",
"[91]\tvalid_0's poisson: -72.689\tvalid_0's quantile: 8.99962\n",
"[92]\tvalid_0's poisson: -72.7828\tvalid_0's quantile: 8.97517\n",
"[93]\tvalid_0's poisson: -72.8797\tvalid_0's quantile: 8.95044\n",
"[94]\tvalid_0's poisson: -72.9642\tvalid_0's quantile: 8.92934\n",
"[95]\tvalid_0's poisson: -73.0579\tvalid_0's quantile: 8.90541\n",
"[96]\tvalid_0's poisson: -73.1534\tvalid_0's quantile: 8.88128\n",
"[97]\tvalid_0's poisson: -73.2462\tvalid_0's quantile: 8.85757\n",
"[98]\tvalid_0's poisson: -73.3385\tvalid_0's quantile: 8.83401\n",
"[99]\tvalid_0's poisson: -73.4302\tvalid_0's quantile: 8.81057\n",
"[100]\tvalid_0's poisson: -73.5208\tvalid_0's quantile: 8.78807\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.2754\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.3892\tvalid_0's quantile: 11.6253\n",
"[3]\tvalid_0's poisson: -62.5021\tvalid_0's quantile: 11.5896\n",
"[4]\tvalid_0's poisson: -62.6142\tvalid_0's quantile: 11.5542\n",
"[5]\tvalid_0's poisson: -62.7255\tvalid_0's quantile: 11.5191\n",
"[6]\tvalid_0's poisson: -62.836\tvalid_0's quantile: 11.4841\n",
"[7]\tvalid_0's poisson: -62.9457\tvalid_0's quantile: 11.4494\n",
"[8]\tvalid_0's poisson: -63.0545\tvalid_0's quantile: 11.4149\n",
"[9]\tvalid_0's poisson: -63.1626\tvalid_0's quantile: 11.3805\n",
"[10]\tvalid_0's poisson: -63.27\tvalid_0's quantile: 11.3463\n",
"[11]\tvalid_0's poisson: -63.3765\tvalid_0's quantile: 11.3124\n",
"[12]\tvalid_0's poisson: -63.4823\tvalid_0's quantile: 11.2786\n",
"[13]\tvalid_0's poisson: -63.5874\tvalid_0's quantile: 11.2455\n",
"[14]\tvalid_0's poisson: -63.6917\tvalid_0's quantile: 11.2125\n",
"[15]\tvalid_0's poisson: -63.7952\tvalid_0's quantile: 11.1797\n",
"[16]\tvalid_0's poisson: -63.8981\tvalid_0's quantile: 11.1471\n",
"[17]\tvalid_0's poisson: -64.0018\tvalid_0's quantile: 11.1145\n",
"[18]\tvalid_0's poisson: -64.1032\tvalid_0's quantile: 11.0826\n",
"[19]\tvalid_0's poisson: -64.2055\tvalid_0's quantile: 11.0507\n",
"[20]\tvalid_0's poisson: -64.3056\tvalid_0's quantile: 11.0194\n",
"[21]\tvalid_0's poisson: -64.4065\tvalid_0's quantile: 10.9881\n",
"[22]\tvalid_0's poisson: -64.5052\tvalid_0's quantile: 10.9571\n",
"[23]\tvalid_0's poisson: -64.6032\tvalid_0's quantile: 10.9262\n",
"[24]\tvalid_0's poisson: -64.7021\tvalid_0's quantile: 10.8955\n",
"[25]\tvalid_0's poisson: -64.7989\tvalid_0's quantile: 10.8652\n",
"[26]\tvalid_0's poisson: -64.8965\tvalid_0's quantile: 10.8352\n",
"[27]\tvalid_0's poisson: -64.9919\tvalid_0's quantile: 10.8055\n",
"[28]\tvalid_0's poisson: -65.0883\tvalid_0's quantile: 10.7759\n",
"[29]\tvalid_0's poisson: -65.1824\tvalid_0's quantile: 10.7467\n",
"[30]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.7176\n",
"[31]\tvalid_0's poisson: -65.3913\tvalid_0's quantile: 10.6864\n",
"[32]\tvalid_0's poisson: -65.5023\tvalid_0's quantile: 10.6552\n",
"[33]\tvalid_0's poisson: -65.6136\tvalid_0's quantile: 10.6244\n",
"[34]\tvalid_0's poisson: -65.7233\tvalid_0's quantile: 10.5937\n",
"[35]\tvalid_0's poisson: -65.8333\tvalid_0's quantile: 10.5633\n",
"[36]\tvalid_0's poisson: -65.9421\tvalid_0's quantile: 10.5331\n",
"[37]\tvalid_0's poisson: -66.0514\tvalid_0's quantile: 10.5031\n",
"[38]\tvalid_0's poisson: -66.1442\tvalid_0's quantile: 10.4755\n",
"[39]\tvalid_0's poisson: -66.2511\tvalid_0's quantile: 10.4463\n",
"[40]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.4173\n",
"[41]\tvalid_0's poisson: -66.4641\tvalid_0's quantile: 10.3885\n",
"[42]\tvalid_0's poisson: -66.5702\tvalid_0's quantile: 10.3599\n",
"[43]\tvalid_0's poisson: -66.6756\tvalid_0's quantile: 10.3317\n",
"[44]\tvalid_0's poisson: -66.7793\tvalid_0's quantile: 10.3038\n",
"[45]\tvalid_0's poisson: -66.8836\tvalid_0's quantile: 10.276\n",
"[46]\tvalid_0's poisson: -66.986\tvalid_0's quantile: 10.2483\n",
"[47]\tvalid_0's poisson: -67.0876\tvalid_0's quantile: 10.2208\n",
"[48]\tvalid_0's poisson: -67.189\tvalid_0's quantile: 10.1934\n",
"[49]\tvalid_0's poisson: -67.3011\tvalid_0's quantile: 10.1627\n",
"[50]\tvalid_0's poisson: -67.4132\tvalid_0's quantile: 10.1321\n",
"[51]\tvalid_0's poisson: -67.5245\tvalid_0's quantile: 10.1017\n",
"[52]\tvalid_0's poisson: -67.6352\tvalid_0's quantile: 10.0715\n",
"[53]\tvalid_0's poisson: -67.7447\tvalid_0's quantile: 10.0416\n",
"[54]\tvalid_0's poisson: -67.8541\tvalid_0's quantile: 10.0119\n",
"[55]\tvalid_0's poisson: -67.9628\tvalid_0's quantile: 9.98223\n",
"[56]\tvalid_0's poisson: -68.0708\tvalid_0's quantile: 9.95274\n",
"[57]\tvalid_0's poisson: -68.1778\tvalid_0's quantile: 9.92362\n",
"[58]\tvalid_0's poisson: -68.2846\tvalid_0's quantile: 9.8946\n",
"[59]\tvalid_0's poisson: -68.3907\tvalid_0's quantile: 9.86583\n",
"[60]\tvalid_0's poisson: -68.4928\tvalid_0's quantile: 9.8369\n",
"[61]\tvalid_0's poisson: -68.5941\tvalid_0's quantile: 9.8084\n",
"[62]\tvalid_0's poisson: -68.695\tvalid_0's quantile: 9.78043\n",
"[63]\tvalid_0's poisson: -68.7952\tvalid_0's quantile: 9.75271\n",
"[64]\tvalid_0's poisson: -68.8949\tvalid_0's quantile: 9.72521\n",
"[65]\tvalid_0's poisson: -68.9979\tvalid_0's quantile: 9.69791\n",
"[66]\tvalid_0's poisson: -69.0969\tvalid_0's quantile: 9.67064\n",
"[67]\tvalid_0's poisson: -69.1952\tvalid_0's quantile: 9.64363\n",
"[68]\tvalid_0's poisson: -69.2929\tvalid_0's quantile: 9.61686\n",
"[69]\tvalid_0's poisson: -69.3771\tvalid_0's quantile: 9.59193\n",
"[70]\tvalid_0's poisson: -69.4782\tvalid_0's quantile: 9.5654\n",
"[71]\tvalid_0's poisson: -69.5788\tvalid_0's quantile: 9.53904\n",
"[72]\tvalid_0's poisson: -69.6798\tvalid_0's quantile: 9.51263\n",
"[73]\tvalid_0's poisson: -69.7678\tvalid_0's quantile: 9.48806\n",
"[74]\tvalid_0's poisson: -69.8553\tvalid_0's quantile: 9.4636\n",
"[75]\tvalid_0's poisson: -69.9557\tvalid_0's quantile: 9.43792\n",
"[76]\tvalid_0's poisson: -70.052\tvalid_0's quantile: 9.41235\n",
"[77]\tvalid_0's poisson: -70.1515\tvalid_0's quantile: 9.38699\n",
"[78]\tvalid_0's poisson: -70.2358\tvalid_0's quantile: 9.36374\n",
"[79]\tvalid_0's poisson: -70.3161\tvalid_0's quantile: 9.34045\n",
"[80]\tvalid_0's poisson: -70.4135\tvalid_0's quantile: 9.31508\n",
"[81]\tvalid_0's poisson: -70.5124\tvalid_0's quantile: 9.28961\n",
"[82]\tvalid_0's poisson: -70.6108\tvalid_0's quantile: 9.26428\n",
"[83]\tvalid_0's poisson: -70.7126\tvalid_0's quantile: 9.23896\n",
"[84]\tvalid_0's poisson: -70.81\tvalid_0's quantile: 9.21391\n",
"[85]\tvalid_0's poisson: -70.9027\tvalid_0's quantile: 9.19162\n",
"[86]\tvalid_0's poisson: -71.0031\tvalid_0's quantile: 9.16671\n",
"[87]\tvalid_0's poisson: -71.1029\tvalid_0's quantile: 9.14193\n",
"[88]\tvalid_0's poisson: -71.2021\tvalid_0's quantile: 9.11724\n",
"[89]\tvalid_0's poisson: -71.2928\tvalid_0's quantile: 9.09544\n",
"[90]\tvalid_0's poisson: -71.383\tvalid_0's quantile: 9.07375\n",
"[91]\tvalid_0's poisson: -71.4727\tvalid_0's quantile: 9.05214\n",
"[92]\tvalid_0's poisson: -71.5616\tvalid_0's quantile: 9.03018\n",
"[93]\tvalid_0's poisson: -71.65\tvalid_0's quantile: 9.00831\n",
"[94]\tvalid_0's poisson: -71.7328\tvalid_0's quantile: 8.98718\n",
"[95]\tvalid_0's poisson: -71.8151\tvalid_0's quantile: 8.96614\n",
"[96]\tvalid_0's poisson: -71.8849\tvalid_0's quantile: 8.94696\n",
"[97]\tvalid_0's poisson: -71.9812\tvalid_0's quantile: 8.92334\n",
"[98]\tvalid_0's poisson: -72.077\tvalid_0's quantile: 8.89989\n",
"[99]\tvalid_0's poisson: -72.1723\tvalid_0's quantile: 8.87673\n",
"[100]\tvalid_0's poisson: -72.267\tvalid_0's quantile: 8.85376\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8181\tvalid_0's quantile: 11.5066\n",
"[2]\tvalid_0's poisson: -63.4772\tvalid_0's quantile: 11.32\n",
"[3]\tvalid_0's poisson: -64.1091\tvalid_0's quantile: 11.1376\n",
"[4]\tvalid_0's poisson: -64.7283\tvalid_0's quantile: 10.9586\n",
"[5]\tvalid_0's poisson: -65.3193\tvalid_0's quantile: 10.7875\n",
"[6]\tvalid_0's poisson: -65.8969\tvalid_0's quantile: 10.6222\n",
"[7]\tvalid_0's poisson: -66.4732\tvalid_0's quantile: 10.4591\n",
"[8]\tvalid_0's poisson: -67.0343\tvalid_0's quantile: 10.3023\n",
"[9]\tvalid_0's poisson: -67.5907\tvalid_0's quantile: 10.1509\n",
"[10]\tvalid_0's poisson: -68.1066\tvalid_0's quantile: 10.0097\n",
"[11]\tvalid_0's poisson: -68.6097\tvalid_0's quantile: 9.8738\n",
"[12]\tvalid_0's poisson: -69.1039\tvalid_0's quantile: 9.73735\n",
"[13]\tvalid_0's poisson: -69.585\tvalid_0's quantile: 9.60656\n",
"[14]\tvalid_0's poisson: -70.0747\tvalid_0's quantile: 9.47626\n",
"[15]\tvalid_0's poisson: -70.538\tvalid_0's quantile: 9.35088\n",
"[16]\tvalid_0's poisson: -71.0105\tvalid_0's quantile: 9.22321\n",
"[17]\tvalid_0's poisson: -71.467\tvalid_0's quantile: 9.10065\n",
"[18]\tvalid_0's poisson: -71.9191\tvalid_0's quantile: 8.9794\n",
"[19]\tvalid_0's poisson: -72.3869\tvalid_0's quantile: 8.85986\n",
"[20]\tvalid_0's poisson: -72.8589\tvalid_0's quantile: 8.74004\n",
"[21]\tvalid_0's poisson: -73.3209\tvalid_0's quantile: 8.6236\n",
"[22]\tvalid_0's poisson: -73.7824\tvalid_0's quantile: 8.50984\n",
"[23]\tvalid_0's poisson: -74.2354\tvalid_0's quantile: 8.39959\n",
"[24]\tvalid_0's poisson: -74.6736\tvalid_0's quantile: 8.28716\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[25]\tvalid_0's poisson: -75.0824\tvalid_0's quantile: 8.18576\n",
"[26]\tvalid_0's poisson: -75.5007\tvalid_0's quantile: 8.0824\n",
"[27]\tvalid_0's poisson: -75.9158\tvalid_0's quantile: 7.97902\n",
"[28]\tvalid_0's poisson: -76.3271\tvalid_0's quantile: 7.88429\n",
"[29]\tvalid_0's poisson: -76.7304\tvalid_0's quantile: 7.79156\n",
"[30]\tvalid_0's poisson: -77.1267\tvalid_0's quantile: 7.69942\n",
"[31]\tvalid_0's poisson: -77.5132\tvalid_0's quantile: 7.60662\n",
"[32]\tvalid_0's poisson: -77.8918\tvalid_0's quantile: 7.51801\n",
"[33]\tvalid_0's poisson: -78.2727\tvalid_0's quantile: 7.42983\n",
"[34]\tvalid_0's poisson: -78.6214\tvalid_0's quantile: 7.34645\n",
"[35]\tvalid_0's poisson: -78.9837\tvalid_0's quantile: 7.26254\n",
"[36]\tvalid_0's poisson: -79.3426\tvalid_0's quantile: 7.17851\n",
"[37]\tvalid_0's poisson: -79.6985\tvalid_0's quantile: 7.0954\n",
"[38]\tvalid_0's poisson: -80.0437\tvalid_0's quantile: 7.01664\n",
"[39]\tvalid_0's poisson: -80.381\tvalid_0's quantile: 6.9383\n",
"[40]\tvalid_0's poisson: -80.7205\tvalid_0's quantile: 6.86043\n",
"[41]\tvalid_0's poisson: -81.0505\tvalid_0's quantile: 6.78401\n",
"[42]\tvalid_0's poisson: -81.3783\tvalid_0's quantile: 6.71268\n",
"[43]\tvalid_0's poisson: -81.7036\tvalid_0's quantile: 6.64386\n",
"[44]\tvalid_0's poisson: -82.0243\tvalid_0's quantile: 6.57444\n",
"[45]\tvalid_0's poisson: -82.3366\tvalid_0's quantile: 6.5069\n",
"[46]\tvalid_0's poisson: -82.6475\tvalid_0's quantile: 6.43979\n",
"[47]\tvalid_0's poisson: -82.9508\tvalid_0's quantile: 6.37554\n",
"[48]\tvalid_0's poisson: -83.2505\tvalid_0's quantile: 6.31186\n",
"[49]\tvalid_0's poisson: -83.5423\tvalid_0's quantile: 6.24931\n",
"[50]\tvalid_0's poisson: -83.8331\tvalid_0's quantile: 6.18951\n",
"[51]\tvalid_0's poisson: -84.1186\tvalid_0's quantile: 6.1318\n",
"[52]\tvalid_0's poisson: -84.3999\tvalid_0's quantile: 6.07528\n",
"[53]\tvalid_0's poisson: -84.6751\tvalid_0's quantile: 6.0186\n",
"[54]\tvalid_0's poisson: -84.9427\tvalid_0's quantile: 5.96578\n",
"[55]\tvalid_0's poisson: -85.2083\tvalid_0's quantile: 5.91256\n",
"[56]\tvalid_0's poisson: -85.4704\tvalid_0's quantile: 5.86001\n",
"[57]\tvalid_0's poisson: -85.7271\tvalid_0's quantile: 5.80865\n",
"[58]\tvalid_0's poisson: -85.9808\tvalid_0's quantile: 5.75738\n",
"[59]\tvalid_0's poisson: -86.2327\tvalid_0's quantile: 5.70734\n",
"[60]\tvalid_0's poisson: -86.4774\tvalid_0's quantile: 5.65858\n",
"[61]\tvalid_0's poisson: -86.738\tvalid_0's quantile: 5.6102\n",
"[62]\tvalid_0's poisson: -86.9967\tvalid_0's quantile: 5.56116\n",
"[63]\tvalid_0's poisson: -87.2528\tvalid_0's quantile: 5.51366\n",
"[64]\tvalid_0's poisson: -87.5022\tvalid_0's quantile: 5.46706\n",
"[65]\tvalid_0's poisson: -87.7425\tvalid_0's quantile: 5.42223\n",
"[66]\tvalid_0's poisson: -87.9823\tvalid_0's quantile: 5.37816\n",
"[67]\tvalid_0's poisson: -88.2199\tvalid_0's quantile: 5.33606\n",
"[68]\tvalid_0's poisson: -88.4466\tvalid_0's quantile: 5.29501\n",
"[69]\tvalid_0's poisson: -88.6766\tvalid_0's quantile: 5.25319\n",
"[70]\tvalid_0's poisson: -88.8958\tvalid_0's quantile: 5.21411\n",
"[71]\tvalid_0's poisson: -89.1178\tvalid_0's quantile: 5.17404\n",
"[72]\tvalid_0's poisson: -89.3374\tvalid_0's quantile: 5.13391\n",
"[73]\tvalid_0's poisson: -89.5506\tvalid_0's quantile: 5.09583\n",
"[74]\tvalid_0's poisson: -89.7621\tvalid_0's quantile: 5.05764\n",
"[75]\tvalid_0's poisson: -89.9561\tvalid_0's quantile: 5.02171\n",
"[76]\tvalid_0's poisson: -90.1594\tvalid_0's quantile: 4.98484\n",
"[77]\tvalid_0's poisson: -90.3632\tvalid_0's quantile: 4.95013\n",
"[78]\tvalid_0's poisson: -90.5614\tvalid_0's quantile: 4.91652\n",
"[79]\tvalid_0's poisson: -90.7603\tvalid_0's quantile: 4.88038\n",
"[80]\tvalid_0's poisson: -90.9544\tvalid_0's quantile: 4.84551\n",
"[81]\tvalid_0's poisson: -91.143\tvalid_0's quantile: 4.81219\n",
"[82]\tvalid_0's poisson: -91.3371\tvalid_0's quantile: 4.77912\n",
"[83]\tvalid_0's poisson: -91.5224\tvalid_0's quantile: 4.74739\n",
"[84]\tvalid_0's poisson: -91.7023\tvalid_0's quantile: 4.71579\n",
"[85]\tvalid_0's poisson: -91.8841\tvalid_0's quantile: 4.68624\n",
"[86]\tvalid_0's poisson: -92.0616\tvalid_0's quantile: 4.65608\n",
"[87]\tvalid_0's poisson: -92.2364\tvalid_0's quantile: 4.62727\n",
"[88]\tvalid_0's poisson: -92.4078\tvalid_0's quantile: 4.59891\n",
"[89]\tvalid_0's poisson: -92.5792\tvalid_0's quantile: 4.56996\n",
"[90]\tvalid_0's poisson: -92.7483\tvalid_0's quantile: 4.54272\n",
"[91]\tvalid_0's poisson: -92.9135\tvalid_0's quantile: 4.51548\n",
"[92]\tvalid_0's poisson: -93.0712\tvalid_0's quantile: 4.48815\n",
"[93]\tvalid_0's poisson: -93.231\tvalid_0's quantile: 4.46054\n",
"[94]\tvalid_0's poisson: -93.3892\tvalid_0's quantile: 4.43544\n",
"[95]\tvalid_0's poisson: -93.5409\tvalid_0's quantile: 4.40944\n",
"[96]\tvalid_0's poisson: -93.7001\tvalid_0's quantile: 4.38328\n",
"[97]\tvalid_0's poisson: -93.856\tvalid_0's quantile: 4.35723\n",
"[98]\tvalid_0's poisson: -94.0108\tvalid_0's quantile: 4.33263\n",
"[99]\tvalid_0's poisson: -94.1595\tvalid_0's quantile: 4.30735\n",
"[100]\tvalid_0's poisson: -94.3087\tvalid_0's quantile: 4.28261\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8238\tvalid_0's quantile: 11.5064\n",
"[2]\tvalid_0's poisson: -63.4697\tvalid_0's quantile: 11.3235\n",
"[3]\tvalid_0's poisson: -64.0962\tvalid_0's quantile: 11.1428\n",
"[4]\tvalid_0's poisson: -64.7183\tvalid_0's quantile: 10.9651\n",
"[5]\tvalid_0's poisson: -65.3177\tvalid_0's quantile: 10.7916\n",
"[6]\tvalid_0's poisson: -65.9034\tvalid_0's quantile: 10.6243\n",
"[7]\tvalid_0's poisson: -66.4484\tvalid_0's quantile: 10.4693\n",
"[8]\tvalid_0's poisson: -67.0058\tvalid_0's quantile: 10.3171\n",
"[9]\tvalid_0's poisson: -67.5506\tvalid_0's quantile: 10.1683\n",
"[10]\tvalid_0's poisson: -68.0875\tvalid_0's quantile: 10.0206\n",
"[11]\tvalid_0's poisson: -68.6123\tvalid_0's quantile: 9.87903\n",
"[12]\tvalid_0's poisson: -69.1268\tvalid_0's quantile: 9.73762\n",
"[13]\tvalid_0's poisson: -69.6128\tvalid_0's quantile: 9.6004\n",
"[14]\tvalid_0's poisson: -70.1078\tvalid_0's quantile: 9.46745\n",
"[15]\tvalid_0's poisson: -70.5666\tvalid_0's quantile: 9.33967\n",
"[16]\tvalid_0's poisson: -71.0268\tvalid_0's quantile: 9.21456\n",
"[17]\tvalid_0's poisson: -71.5017\tvalid_0's quantile: 9.09014\n",
"[18]\tvalid_0's poisson: -71.9514\tvalid_0's quantile: 8.96968\n",
"[19]\tvalid_0's poisson: -72.3827\tvalid_0's quantile: 8.85219\n",
"[20]\tvalid_0's poisson: -72.801\tvalid_0's quantile: 8.7394\n",
"[21]\tvalid_0's poisson: -73.2315\tvalid_0's quantile: 8.62731\n",
"[22]\tvalid_0's poisson: -73.6749\tvalid_0's quantile: 8.51467\n",
"[23]\tvalid_0's poisson: -74.1277\tvalid_0's quantile: 8.40382\n",
"[24]\tvalid_0's poisson: -74.5732\tvalid_0's quantile: 8.29228\n",
"[25]\tvalid_0's poisson: -75.0041\tvalid_0's quantile: 8.18613\n",
"[26]\tvalid_0's poisson: -75.4105\tvalid_0's quantile: 8.08343\n",
"[27]\tvalid_0's poisson: -75.8239\tvalid_0's quantile: 7.9822\n",
"[28]\tvalid_0's poisson: -76.2246\tvalid_0's quantile: 7.88266\n",
"[29]\tvalid_0's poisson: -76.6355\tvalid_0's quantile: 7.78703\n",
"[30]\tvalid_0's poisson: -77.0251\tvalid_0's quantile: 7.69194\n",
"[31]\tvalid_0's poisson: -77.4126\tvalid_0's quantile: 7.60123\n",
"[32]\tvalid_0's poisson: -77.7962\tvalid_0's quantile: 7.51158\n",
"[33]\tvalid_0's poisson: -78.1716\tvalid_0's quantile: 7.421\n",
"[34]\tvalid_0's poisson: -78.5438\tvalid_0's quantile: 7.33176\n",
"[35]\tvalid_0's poisson: -78.905\tvalid_0's quantile: 7.24899\n",
"[36]\tvalid_0's poisson: -79.261\tvalid_0's quantile: 7.16661\n",
"[37]\tvalid_0's poisson: -79.6167\tvalid_0's quantile: 7.08349\n",
"[38]\tvalid_0's poisson: -79.9634\tvalid_0's quantile: 7.00478\n",
"[39]\tvalid_0's poisson: -80.3054\tvalid_0's quantile: 6.92699\n",
"[40]\tvalid_0's poisson: -80.6407\tvalid_0's quantile: 6.85167\n",
"[41]\tvalid_0's poisson: -80.981\tvalid_0's quantile: 6.7754\n",
"[42]\tvalid_0's poisson: -81.3104\tvalid_0's quantile: 6.70161\n",
"[43]\tvalid_0's poisson: -81.6405\tvalid_0's quantile: 6.62757\n",
"[44]\tvalid_0's poisson: -81.9619\tvalid_0's quantile: 6.55891\n",
"[45]\tvalid_0's poisson: -82.266\tvalid_0's quantile: 6.49294\n",
"[46]\tvalid_0's poisson: -82.576\tvalid_0's quantile: 6.42669\n",
"[47]\tvalid_0's poisson: -82.8783\tvalid_0's quantile: 6.36149\n",
"[48]\tvalid_0's poisson: -83.1806\tvalid_0's quantile: 6.29681\n",
"[49]\tvalid_0's poisson: -83.4736\tvalid_0's quantile: 6.23568\n",
"[50]\tvalid_0's poisson: -83.7656\tvalid_0's quantile: 6.1752\n",
"[51]\tvalid_0's poisson: -84.0518\tvalid_0's quantile: 6.11624\n",
"[52]\tvalid_0's poisson: -84.3366\tvalid_0's quantile: 6.05925\n",
"[53]\tvalid_0's poisson: -84.6206\tvalid_0's quantile: 6.00173\n",
"[54]\tvalid_0's poisson: -84.8934\tvalid_0's quantile: 5.94707\n",
"[55]\tvalid_0's poisson: -85.1686\tvalid_0's quantile: 5.89114\n",
"[56]\tvalid_0's poisson: -85.439\tvalid_0's quantile: 5.83722\n",
"[57]\tvalid_0's poisson: -85.7223\tvalid_0's quantile: 5.78316\n",
"[58]\tvalid_0's poisson: -85.9982\tvalid_0's quantile: 5.7313\n",
"[59]\tvalid_0's poisson: -86.2693\tvalid_0's quantile: 5.68042\n",
"[60]\tvalid_0's poisson: -86.5222\tvalid_0's quantile: 5.63172\n",
"[61]\tvalid_0's poisson: -86.7704\tvalid_0's quantile: 5.58547\n",
"[62]\tvalid_0's poisson: -87.0304\tvalid_0's quantile: 5.53712\n",
"[63]\tvalid_0's poisson: -87.2838\tvalid_0's quantile: 5.49101\n",
"[64]\tvalid_0's poisson: -87.5336\tvalid_0's quantile: 5.44498\n",
"[65]\tvalid_0's poisson: -87.7784\tvalid_0's quantile: 5.3991\n",
"[66]\tvalid_0's poisson: -88.0179\tvalid_0's quantile: 5.35535\n",
"[67]\tvalid_0's poisson: -88.2415\tvalid_0's quantile: 5.31401\n",
"[68]\tvalid_0's poisson: -88.4793\tvalid_0's quantile: 5.27175\n",
"[69]\tvalid_0's poisson: -88.7127\tvalid_0's quantile: 5.23089\n",
"[70]\tvalid_0's poisson: -88.9421\tvalid_0's quantile: 5.19022\n",
"[71]\tvalid_0's poisson: -89.1652\tvalid_0's quantile: 5.15185\n",
"[72]\tvalid_0's poisson: -89.387\tvalid_0's quantile: 5.1129\n",
"[73]\tvalid_0's poisson: -89.6052\tvalid_0's quantile: 5.07704\n",
"[74]\tvalid_0's poisson: -89.824\tvalid_0's quantile: 5.04037\n",
"[75]\tvalid_0's poisson: -90.0283\tvalid_0's quantile: 5.00409\n",
"[76]\tvalid_0's poisson: -90.2354\tvalid_0's quantile: 4.96833\n",
"[77]\tvalid_0's poisson: -90.4467\tvalid_0's quantile: 4.93421\n",
"[78]\tvalid_0's poisson: -90.6493\tvalid_0's quantile: 4.9019\n",
"[79]\tvalid_0's poisson: -90.8538\tvalid_0's quantile: 4.86712\n",
"[80]\tvalid_0's poisson: -91.0507\tvalid_0's quantile: 4.83429\n",
"[81]\tvalid_0's poisson: -91.2415\tvalid_0's quantile: 4.80249\n",
"[82]\tvalid_0's poisson: -91.4282\tvalid_0's quantile: 4.77137\n",
"[83]\tvalid_0's poisson: -91.6167\tvalid_0's quantile: 4.74068\n",
"[84]\tvalid_0's poisson: -91.7987\tvalid_0's quantile: 4.71085\n",
"[85]\tvalid_0's poisson: -91.9783\tvalid_0's quantile: 4.68012\n",
"[86]\tvalid_0's poisson: -92.1608\tvalid_0's quantile: 4.65095\n",
"[87]\tvalid_0's poisson: -92.3368\tvalid_0's quantile: 4.62135\n",
"[88]\tvalid_0's poisson: -92.5102\tvalid_0's quantile: 4.59362\n",
"[89]\tvalid_0's poisson: -92.6811\tvalid_0's quantile: 4.5644\n",
"[90]\tvalid_0's poisson: -92.8486\tvalid_0's quantile: 4.53616\n",
"[91]\tvalid_0's poisson: -93.0124\tvalid_0's quantile: 4.50793\n",
"[92]\tvalid_0's poisson: -93.1741\tvalid_0's quantile: 4.48074\n",
"[93]\tvalid_0's poisson: -93.3385\tvalid_0's quantile: 4.45497\n",
"[94]\tvalid_0's poisson: -93.4948\tvalid_0's quantile: 4.42996\n",
"[95]\tvalid_0's poisson: -93.6525\tvalid_0's quantile: 4.40484\n",
"[96]\tvalid_0's poisson: -93.803\tvalid_0's quantile: 4.38045\n",
"[97]\tvalid_0's poisson: -93.9575\tvalid_0's quantile: 4.35531\n",
"[98]\tvalid_0's poisson: -94.1095\tvalid_0's quantile: 4.33037\n",
"[99]\tvalid_0's poisson: -94.26\tvalid_0's quantile: 4.30757\n",
"[100]\tvalid_0's poisson: -94.4072\tvalid_0's quantile: 4.28292\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.4289\tvalid_0's quantile: 11.5023\n",
"[2]\tvalid_0's poisson: -64.0639\tvalid_0's quantile: 11.3177\n",
"[3]\tvalid_0's poisson: -64.6948\tvalid_0's quantile: 11.1388\n",
"[4]\tvalid_0's poisson: -65.3052\tvalid_0's quantile: 10.9648\n",
"[5]\tvalid_0's poisson: -65.8986\tvalid_0's quantile: 10.7945\n",
"[6]\tvalid_0's poisson: -66.4675\tvalid_0's quantile: 10.6304\n",
"[7]\tvalid_0's poisson: -67.0211\tvalid_0's quantile: 10.4724\n",
"[8]\tvalid_0's poisson: -67.5648\tvalid_0's quantile: 10.3175\n",
"[9]\tvalid_0's poisson: -68.0953\tvalid_0's quantile: 10.1701\n",
"[10]\tvalid_0's poisson: -68.6217\tvalid_0's quantile: 10.0214\n",
"[11]\tvalid_0's poisson: -69.1299\tvalid_0's quantile: 9.87812\n",
"[12]\tvalid_0's poisson: -69.6317\tvalid_0's quantile: 9.73725\n",
"[13]\tvalid_0's poisson: -70.1183\tvalid_0's quantile: 9.60163\n",
"[14]\tvalid_0's poisson: -70.603\tvalid_0's quantile: 9.4672\n",
"[15]\tvalid_0's poisson: -71.071\tvalid_0's quantile: 9.3366\n",
"[16]\tvalid_0's poisson: -71.5287\tvalid_0's quantile: 9.21134\n",
"[17]\tvalid_0's poisson: -71.979\tvalid_0's quantile: 9.08945\n",
"[18]\tvalid_0's poisson: -72.4324\tvalid_0's quantile: 8.96753\n",
"[19]\tvalid_0's poisson: -72.8619\tvalid_0's quantile: 8.8499\n",
"[20]\tvalid_0's poisson: -73.3199\tvalid_0's quantile: 8.73012\n",
"[21]\tvalid_0's poisson: -73.7465\tvalid_0's quantile: 8.61516\n",
"[22]\tvalid_0's poisson: -74.1993\tvalid_0's quantile: 8.49945\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[23]\tvalid_0's poisson: -74.6359\tvalid_0's quantile: 8.38618\n",
"[24]\tvalid_0's poisson: -75.0757\tvalid_0's quantile: 8.27712\n",
"[25]\tvalid_0's poisson: -75.4915\tvalid_0's quantile: 8.17257\n",
"[26]\tvalid_0's poisson: -75.9058\tvalid_0's quantile: 8.07096\n",
"[27]\tvalid_0's poisson: -76.3038\tvalid_0's quantile: 7.97052\n",
"[28]\tvalid_0's poisson: -76.7159\tvalid_0's quantile: 7.86868\n",
"[29]\tvalid_0's poisson: -77.121\tvalid_0's quantile: 7.76892\n",
"[30]\tvalid_0's poisson: -77.5119\tvalid_0's quantile: 7.67286\n",
"[31]\tvalid_0's poisson: -77.9006\tvalid_0's quantile: 7.57912\n",
"[32]\tvalid_0's poisson: -78.2802\tvalid_0's quantile: 7.48665\n",
"[33]\tvalid_0's poisson: -78.6517\tvalid_0's quantile: 7.39732\n",
"[34]\tvalid_0's poisson: -79.0163\tvalid_0's quantile: 7.3103\n",
"[35]\tvalid_0's poisson: -79.375\tvalid_0's quantile: 7.22574\n",
"[36]\tvalid_0's poisson: -79.7288\tvalid_0's quantile: 7.14057\n",
"[37]\tvalid_0's poisson: -80.0803\tvalid_0's quantile: 7.058\n",
"[38]\tvalid_0's poisson: -80.4259\tvalid_0's quantile: 6.97729\n",
"[39]\tvalid_0's poisson: -80.764\tvalid_0's quantile: 6.89601\n",
"[40]\tvalid_0's poisson: -81.0878\tvalid_0's quantile: 6.81996\n",
"[41]\tvalid_0's poisson: -81.4147\tvalid_0's quantile: 6.7455\n",
"[42]\tvalid_0's poisson: -81.7367\tvalid_0's quantile: 6.6756\n",
"[43]\tvalid_0's poisson: -82.0526\tvalid_0's quantile: 6.60656\n",
"[44]\tvalid_0's poisson: -82.3624\tvalid_0's quantile: 6.54001\n",
"[45]\tvalid_0's poisson: -82.6702\tvalid_0's quantile: 6.47339\n",
"[46]\tvalid_0's poisson: -82.9727\tvalid_0's quantile: 6.40726\n",
"[47]\tvalid_0's poisson: -83.2662\tvalid_0's quantile: 6.34322\n",
"[48]\tvalid_0's poisson: -83.5564\tvalid_0's quantile: 6.28246\n",
"[49]\tvalid_0's poisson: -83.8378\tvalid_0's quantile: 6.22214\n",
"[50]\tvalid_0's poisson: -84.1153\tvalid_0's quantile: 6.16527\n",
"[51]\tvalid_0's poisson: -84.3917\tvalid_0's quantile: 6.10677\n",
"[52]\tvalid_0's poisson: -84.6626\tvalid_0's quantile: 6.05031\n",
"[53]\tvalid_0's poisson: -84.9285\tvalid_0's quantile: 5.99533\n",
"[54]\tvalid_0's poisson: -85.1883\tvalid_0's quantile: 5.94295\n",
"[55]\tvalid_0's poisson: -85.4666\tvalid_0's quantile: 5.88642\n",
"[56]\tvalid_0's poisson: -85.7372\tvalid_0's quantile: 5.83351\n",
"[57]\tvalid_0's poisson: -86.004\tvalid_0's quantile: 5.78106\n",
"[58]\tvalid_0's poisson: -86.2656\tvalid_0's quantile: 5.72969\n",
"[59]\tvalid_0's poisson: -86.5215\tvalid_0's quantile: 5.68125\n",
"[60]\tvalid_0's poisson: -86.7772\tvalid_0's quantile: 5.63122\n",
"[61]\tvalid_0's poisson: -87.0272\tvalid_0's quantile: 5.58344\n",
"[62]\tvalid_0's poisson: -87.2781\tvalid_0's quantile: 5.53314\n",
"[63]\tvalid_0's poisson: -87.5213\tvalid_0's quantile: 5.48601\n",
"[64]\tvalid_0's poisson: -87.7597\tvalid_0's quantile: 5.43871\n",
"[65]\tvalid_0's poisson: -87.9959\tvalid_0's quantile: 5.39388\n",
"[66]\tvalid_0's poisson: -88.2239\tvalid_0's quantile: 5.35021\n",
"[67]\tvalid_0's poisson: -88.4511\tvalid_0's quantile: 5.30694\n",
"[68]\tvalid_0's poisson: -88.6722\tvalid_0's quantile: 5.26568\n",
"[69]\tvalid_0's poisson: -88.8914\tvalid_0's quantile: 5.22411\n",
"[70]\tvalid_0's poisson: -89.1072\tvalid_0's quantile: 5.18402\n",
"[71]\tvalid_0's poisson: -89.3175\tvalid_0's quantile: 5.14453\n",
"[72]\tvalid_0's poisson: -89.5161\tvalid_0's quantile: 5.1076\n",
"[73]\tvalid_0's poisson: -89.724\tvalid_0's quantile: 5.07206\n",
"[74]\tvalid_0's poisson: -89.9339\tvalid_0's quantile: 5.03435\n",
"[75]\tvalid_0's poisson: -90.1393\tvalid_0's quantile: 4.99613\n",
"[76]\tvalid_0's poisson: -90.3404\tvalid_0's quantile: 4.96277\n",
"[77]\tvalid_0's poisson: -90.5385\tvalid_0's quantile: 4.9279\n",
"[78]\tvalid_0's poisson: -90.733\tvalid_0's quantile: 4.89277\n",
"[79]\tvalid_0's poisson: -90.9264\tvalid_0's quantile: 4.8592\n",
"[80]\tvalid_0's poisson: -91.116\tvalid_0's quantile: 4.82563\n",
"[81]\tvalid_0's poisson: -91.3002\tvalid_0's quantile: 4.79262\n",
"[82]\tvalid_0's poisson: -91.4815\tvalid_0's quantile: 4.76125\n",
"[83]\tvalid_0's poisson: -91.6646\tvalid_0's quantile: 4.72789\n",
"[84]\tvalid_0's poisson: -91.846\tvalid_0's quantile: 4.69704\n",
"[85]\tvalid_0's poisson: -92.0198\tvalid_0's quantile: 4.66677\n",
"[86]\tvalid_0's poisson: -92.1977\tvalid_0's quantile: 4.63655\n",
"[87]\tvalid_0's poisson: -92.3697\tvalid_0's quantile: 4.60855\n",
"[88]\tvalid_0's poisson: -92.5342\tvalid_0's quantile: 4.58126\n",
"[89]\tvalid_0's poisson: -92.7026\tvalid_0's quantile: 4.55348\n",
"[90]\tvalid_0's poisson: -92.8698\tvalid_0's quantile: 4.52575\n",
"[91]\tvalid_0's poisson: -93.034\tvalid_0's quantile: 4.49935\n",
"[92]\tvalid_0's poisson: -93.1902\tvalid_0's quantile: 4.47395\n",
"[93]\tvalid_0's poisson: -93.3472\tvalid_0's quantile: 4.44672\n",
"[94]\tvalid_0's poisson: -93.4998\tvalid_0's quantile: 4.42143\n",
"[95]\tvalid_0's poisson: -93.6506\tvalid_0's quantile: 4.39714\n",
"[96]\tvalid_0's poisson: -93.7987\tvalid_0's quantile: 4.37197\n",
"[97]\tvalid_0's poisson: -93.9431\tvalid_0's quantile: 4.348\n",
"[98]\tvalid_0's poisson: -94.0867\tvalid_0's quantile: 4.32487\n",
"[99]\tvalid_0's poisson: -94.2378\tvalid_0's quantile: 4.30079\n",
"[100]\tvalid_0's poisson: -94.3755\tvalid_0's quantile: 4.27801\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -64.0744\tvalid_0's quantile: 11.4882\n",
"[2]\tvalid_0's poisson: -64.6973\tvalid_0's quantile: 11.3041\n",
"[3]\tvalid_0's poisson: -65.3021\tvalid_0's quantile: 11.1255\n",
"[4]\tvalid_0's poisson: -65.8904\tvalid_0's quantile: 10.9521\n",
"[5]\tvalid_0's poisson: -66.4647\tvalid_0's quantile: 10.7812\n",
"[6]\tvalid_0's poisson: -67.0234\tvalid_0's quantile: 10.6144\n",
"[7]\tvalid_0's poisson: -67.5676\tvalid_0's quantile: 10.452\n",
"[8]\tvalid_0's poisson: -68.0946\tvalid_0's quantile: 10.2978\n",
"[9]\tvalid_0's poisson: -68.6308\tvalid_0's quantile: 10.1419\n",
"[10]\tvalid_0's poisson: -69.1505\tvalid_0's quantile: 9.98926\n",
"[11]\tvalid_0's poisson: -69.654\tvalid_0's quantile: 9.84556\n",
"[12]\tvalid_0's poisson: -70.1347\tvalid_0's quantile: 9.71067\n",
"[13]\tvalid_0's poisson: -70.6171\tvalid_0's quantile: 9.57756\n",
"[14]\tvalid_0's poisson: -71.081\tvalid_0's quantile: 9.44892\n",
"[15]\tvalid_0's poisson: -71.5386\tvalid_0's quantile: 9.32098\n",
"[16]\tvalid_0's poisson: -72.0087\tvalid_0's quantile: 9.19393\n",
"[17]\tvalid_0's poisson: -72.4499\tvalid_0's quantile: 9.07239\n",
"[18]\tvalid_0's poisson: -72.9224\tvalid_0's quantile: 8.94908\n",
"[19]\tvalid_0's poisson: -73.3502\tvalid_0's quantile: 8.82749\n",
"[20]\tvalid_0's poisson: -73.8139\tvalid_0's quantile: 8.70806\n",
"[21]\tvalid_0's poisson: -74.2711\tvalid_0's quantile: 8.58957\n",
"[22]\tvalid_0's poisson: -74.7113\tvalid_0's quantile: 8.47841\n",
"[23]\tvalid_0's poisson: -75.1427\tvalid_0's quantile: 8.37086\n",
"[24]\tvalid_0's poisson: -75.5674\tvalid_0's quantile: 8.264\n",
"[25]\tvalid_0's poisson: -75.983\tvalid_0's quantile: 8.16033\n",
"[26]\tvalid_0's poisson: -76.3897\tvalid_0's quantile: 8.05817\n",
"[27]\tvalid_0's poisson: -76.7906\tvalid_0's quantile: 7.95815\n",
"[28]\tvalid_0's poisson: -77.1849\tvalid_0's quantile: 7.86174\n",
"[29]\tvalid_0's poisson: -77.5752\tvalid_0's quantile: 7.768\n",
"[30]\tvalid_0's poisson: -77.9644\tvalid_0's quantile: 7.67238\n",
"[31]\tvalid_0's poisson: -78.3413\tvalid_0's quantile: 7.58074\n",
"[32]\tvalid_0's poisson: -78.7061\tvalid_0's quantile: 7.49158\n",
"[33]\tvalid_0's poisson: -79.0648\tvalid_0's quantile: 7.40178\n",
"[34]\tvalid_0's poisson: -79.4222\tvalid_0's quantile: 7.31492\n",
"[35]\tvalid_0's poisson: -79.772\tvalid_0's quantile: 7.22899\n",
"[36]\tvalid_0's poisson: -80.1138\tvalid_0's quantile: 7.14203\n",
"[37]\tvalid_0's poisson: -80.4458\tvalid_0's quantile: 7.05967\n",
"[38]\tvalid_0's poisson: -80.7808\tvalid_0's quantile: 6.9799\n",
"[39]\tvalid_0's poisson: -81.1118\tvalid_0's quantile: 6.90034\n",
"[40]\tvalid_0's poisson: -81.4371\tvalid_0's quantile: 6.8245\n",
"[41]\tvalid_0's poisson: -81.7542\tvalid_0's quantile: 6.74858\n",
"[42]\tvalid_0's poisson: -82.0642\tvalid_0's quantile: 6.6751\n",
"[43]\tvalid_0's poisson: -82.3783\tvalid_0's quantile: 6.60365\n",
"[44]\tvalid_0's poisson: -82.6825\tvalid_0's quantile: 6.5341\n",
"[45]\tvalid_0's poisson: -82.9817\tvalid_0's quantile: 6.46774\n",
"[46]\tvalid_0's poisson: -83.2747\tvalid_0's quantile: 6.40245\n",
"[47]\tvalid_0's poisson: -83.563\tvalid_0's quantile: 6.33811\n",
"[48]\tvalid_0's poisson: -83.8417\tvalid_0's quantile: 6.27771\n",
"[49]\tvalid_0's poisson: -84.1161\tvalid_0's quantile: 6.21755\n",
"[50]\tvalid_0's poisson: -84.3894\tvalid_0's quantile: 6.16032\n",
"[51]\tvalid_0's poisson: -84.6535\tvalid_0's quantile: 6.10247\n",
"[52]\tvalid_0's poisson: -84.9131\tvalid_0's quantile: 6.0467\n",
"[53]\tvalid_0's poisson: -85.1651\tvalid_0's quantile: 5.99615\n",
"[54]\tvalid_0's poisson: -85.4185\tvalid_0's quantile: 5.94397\n",
"[55]\tvalid_0's poisson: -85.6862\tvalid_0's quantile: 5.89176\n",
"[56]\tvalid_0's poisson: -85.9472\tvalid_0's quantile: 5.83956\n",
"[57]\tvalid_0's poisson: -86.2049\tvalid_0's quantile: 5.78831\n",
"[58]\tvalid_0's poisson: -86.4598\tvalid_0's quantile: 5.73784\n",
"[59]\tvalid_0's poisson: -86.7155\tvalid_0's quantile: 5.68805\n",
"[60]\tvalid_0's poisson: -86.9628\tvalid_0's quantile: 5.64155\n",
"[61]\tvalid_0's poisson: -87.205\tvalid_0's quantile: 5.59395\n",
"[62]\tvalid_0's poisson: -87.4467\tvalid_0's quantile: 5.54951\n",
"[63]\tvalid_0's poisson: -87.6827\tvalid_0's quantile: 5.50523\n",
"[64]\tvalid_0's poisson: -87.9131\tvalid_0's quantile: 5.46231\n",
"[65]\tvalid_0's poisson: -88.1433\tvalid_0's quantile: 5.42009\n",
"[66]\tvalid_0's poisson: -88.3743\tvalid_0's quantile: 5.37607\n",
"[67]\tvalid_0's poisson: -88.5984\tvalid_0's quantile: 5.33499\n",
"[68]\tvalid_0's poisson: -88.8205\tvalid_0's quantile: 5.29334\n",
"[69]\tvalid_0's poisson: -89.0439\tvalid_0's quantile: 5.25188\n",
"[70]\tvalid_0's poisson: -89.2634\tvalid_0's quantile: 5.21181\n",
"[71]\tvalid_0's poisson: -89.4766\tvalid_0's quantile: 5.172\n",
"[72]\tvalid_0's poisson: -89.6885\tvalid_0's quantile: 5.13069\n",
"[73]\tvalid_0's poisson: -89.8985\tvalid_0's quantile: 5.09167\n",
"[74]\tvalid_0's poisson: -90.1031\tvalid_0's quantile: 5.05543\n",
"[75]\tvalid_0's poisson: -90.3037\tvalid_0's quantile: 5.01934\n",
"[76]\tvalid_0's poisson: -90.5036\tvalid_0's quantile: 4.9841\n",
"[77]\tvalid_0's poisson: -90.7022\tvalid_0's quantile: 4.94972\n",
"[78]\tvalid_0's poisson: -90.8936\tvalid_0's quantile: 4.9156\n",
"[79]\tvalid_0's poisson: -91.0792\tvalid_0's quantile: 4.88335\n",
"[80]\tvalid_0's poisson: -91.2648\tvalid_0's quantile: 4.85108\n",
"[81]\tvalid_0's poisson: -91.4466\tvalid_0's quantile: 4.81922\n",
"[82]\tvalid_0's poisson: -91.6259\tvalid_0's quantile: 4.78924\n",
"[83]\tvalid_0's poisson: -91.803\tvalid_0's quantile: 4.75951\n",
"[84]\tvalid_0's poisson: -91.9782\tvalid_0's quantile: 4.73052\n",
"[85]\tvalid_0's poisson: -92.1504\tvalid_0's quantile: 4.6989\n",
"[86]\tvalid_0's poisson: -92.3183\tvalid_0's quantile: 4.67287\n",
"[87]\tvalid_0's poisson: -92.4859\tvalid_0's quantile: 4.64589\n",
"[88]\tvalid_0's poisson: -92.6556\tvalid_0's quantile: 4.61848\n",
"[89]\tvalid_0's poisson: -92.8129\tvalid_0's quantile: 4.59201\n",
"[90]\tvalid_0's poisson: -92.9708\tvalid_0's quantile: 4.56578\n",
"[91]\tvalid_0's poisson: -93.1256\tvalid_0's quantile: 4.53947\n",
"[92]\tvalid_0's poisson: -93.2774\tvalid_0's quantile: 4.51349\n",
"[93]\tvalid_0's poisson: -93.4272\tvalid_0's quantile: 4.48836\n",
"[94]\tvalid_0's poisson: -93.5762\tvalid_0's quantile: 4.46352\n",
"[95]\tvalid_0's poisson: -93.7259\tvalid_0's quantile: 4.43741\n",
"[96]\tvalid_0's poisson: -93.8763\tvalid_0's quantile: 4.41312\n",
"[97]\tvalid_0's poisson: -94.0257\tvalid_0's quantile: 4.38613\n",
"[98]\tvalid_0's poisson: -94.1715\tvalid_0's quantile: 4.3609\n",
"[99]\tvalid_0's poisson: -94.3179\tvalid_0's quantile: 4.33545\n",
"[100]\tvalid_0's poisson: -94.4662\tvalid_0's quantile: 4.31131\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.8061\tvalid_0's quantile: 11.5107\n",
"[2]\tvalid_0's poisson: -63.4392\tvalid_0's quantile: 11.327\n",
"[3]\tvalid_0's poisson: -64.0538\tvalid_0's quantile: 11.1483\n",
"[4]\tvalid_0's poisson: -64.66\tvalid_0's quantile: 10.9718\n",
"[5]\tvalid_0's poisson: -65.2484\tvalid_0's quantile: 10.8034\n",
"[6]\tvalid_0's poisson: -65.8234\tvalid_0's quantile: 10.6376\n",
"[7]\tvalid_0's poisson: -66.3894\tvalid_0's quantile: 10.4801\n",
"[8]\tvalid_0's poisson: -66.941\tvalid_0's quantile: 10.3225\n",
"[9]\tvalid_0's poisson: -67.474\tvalid_0's quantile: 10.173\n",
"[10]\tvalid_0's poisson: -67.998\tvalid_0's quantile: 10.0304\n",
"[11]\tvalid_0's poisson: -68.5041\tvalid_0's quantile: 9.89047\n",
"[12]\tvalid_0's poisson: -69.0073\tvalid_0's quantile: 9.75459\n",
"[13]\tvalid_0's poisson: -69.4803\tvalid_0's quantile: 9.62527\n",
"[14]\tvalid_0's poisson: -69.9722\tvalid_0's quantile: 9.49276\n",
"[15]\tvalid_0's poisson: -70.4542\tvalid_0's quantile: 9.36262\n",
"[16]\tvalid_0's poisson: -70.9277\tvalid_0's quantile: 9.23786\n",
"[17]\tvalid_0's poisson: -71.3925\tvalid_0's quantile: 9.11487\n",
"[18]\tvalid_0's poisson: -71.8736\tvalid_0's quantile: 8.9907\n",
"[19]\tvalid_0's poisson: -72.2836\tvalid_0's quantile: 8.87619\n",
"[20]\tvalid_0's poisson: -72.7421\tvalid_0's quantile: 8.76264\n",
"[21]\tvalid_0's poisson: -73.195\tvalid_0's quantile: 8.65114\n",
"[22]\tvalid_0's poisson: -73.5965\tvalid_0's quantile: 8.54534\n",
"[23]\tvalid_0's poisson: -74.035\tvalid_0's quantile: 8.43847\n",
"[24]\tvalid_0's poisson: -74.4658\tvalid_0's quantile: 8.33373\n",
"[25]\tvalid_0's poisson: -74.8903\tvalid_0's quantile: 8.2271\n",
"[26]\tvalid_0's poisson: -75.3082\tvalid_0's quantile: 8.1223\n",
"[27]\tvalid_0's poisson: -75.7203\tvalid_0's quantile: 8.02127\n",
"[28]\tvalid_0's poisson: -76.1226\tvalid_0's quantile: 7.92477\n",
"[29]\tvalid_0's poisson: -76.5177\tvalid_0's quantile: 7.82725\n",
"[30]\tvalid_0's poisson: -76.9079\tvalid_0's quantile: 7.73123\n",
"[31]\tvalid_0's poisson: -77.2887\tvalid_0's quantile: 7.6382\n",
"[32]\tvalid_0's poisson: -77.684\tvalid_0's quantile: 7.54463\n",
"[33]\tvalid_0's poisson: -78.072\tvalid_0's quantile: 7.45344\n",
"[34]\tvalid_0's poisson: -78.4468\tvalid_0's quantile: 7.36442\n",
"[35]\tvalid_0's poisson: -78.8224\tvalid_0's quantile: 7.27804\n",
"[36]\tvalid_0's poisson: -79.163\tvalid_0's quantile: 7.19884\n",
"[37]\tvalid_0's poisson: -79.5263\tvalid_0's quantile: 7.11742\n",
"[38]\tvalid_0's poisson: -79.8828\tvalid_0's quantile: 7.03774\n",
"[39]\tvalid_0's poisson: -80.231\tvalid_0's quantile: 6.95944\n",
"[40]\tvalid_0's poisson: -80.5747\tvalid_0's quantile: 6.88379\n",
"[41]\tvalid_0's poisson: -80.9149\tvalid_0's quantile: 6.81011\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[42]\tvalid_0's poisson: -81.2464\tvalid_0's quantile: 6.73947\n",
"[43]\tvalid_0's poisson: -81.5675\tvalid_0's quantile: 6.67243\n",
"[44]\tvalid_0's poisson: -81.887\tvalid_0's quantile: 6.60681\n",
"[45]\tvalid_0's poisson: -82.2009\tvalid_0's quantile: 6.5415\n",
"[46]\tvalid_0's poisson: -82.51\tvalid_0's quantile: 6.47459\n",
"[47]\tvalid_0's poisson: -82.7981\tvalid_0's quantile: 6.41244\n",
"[48]\tvalid_0's poisson: -83.092\tvalid_0's quantile: 6.35273\n",
"[49]\tvalid_0's poisson: -83.384\tvalid_0's quantile: 6.28985\n",
"[50]\tvalid_0's poisson: -83.6742\tvalid_0's quantile: 6.23161\n",
"[51]\tvalid_0's poisson: -83.9605\tvalid_0's quantile: 6.17416\n",
"[52]\tvalid_0's poisson: -84.2405\tvalid_0's quantile: 6.11759\n",
"[53]\tvalid_0's poisson: -84.5155\tvalid_0's quantile: 6.06272\n",
"[54]\tvalid_0's poisson: -84.7828\tvalid_0's quantile: 6.01014\n",
"[55]\tvalid_0's poisson: -85.0493\tvalid_0's quantile: 5.95627\n",
"[56]\tvalid_0's poisson: -85.3119\tvalid_0's quantile: 5.9045\n",
"[57]\tvalid_0's poisson: -85.5695\tvalid_0's quantile: 5.85409\n",
"[58]\tvalid_0's poisson: -85.8231\tvalid_0's quantile: 5.80491\n",
"[59]\tvalid_0's poisson: -86.0753\tvalid_0's quantile: 5.75744\n",
"[60]\tvalid_0's poisson: -86.3139\tvalid_0's quantile: 5.71157\n",
"[61]\tvalid_0's poisson: -86.5607\tvalid_0's quantile: 5.66277\n",
"[62]\tvalid_0's poisson: -86.8012\tvalid_0's quantile: 5.61547\n",
"[63]\tvalid_0's poisson: -87.0589\tvalid_0's quantile: 5.56661\n",
"[64]\tvalid_0's poisson: -87.3121\tvalid_0's quantile: 5.51931\n",
"[65]\tvalid_0's poisson: -87.5576\tvalid_0's quantile: 5.47382\n",
"[66]\tvalid_0's poisson: -87.8028\tvalid_0's quantile: 5.42846\n",
"[67]\tvalid_0's poisson: -88.0437\tvalid_0's quantile: 5.38478\n",
"[68]\tvalid_0's poisson: -88.282\tvalid_0's quantile: 5.34072\n",
"[69]\tvalid_0's poisson: -88.5171\tvalid_0's quantile: 5.29808\n",
"[70]\tvalid_0's poisson: -88.7468\tvalid_0's quantile: 5.25616\n",
"[71]\tvalid_0's poisson: -88.9754\tvalid_0's quantile: 5.21691\n",
"[72]\tvalid_0's poisson: -89.1985\tvalid_0's quantile: 5.17641\n",
"[73]\tvalid_0's poisson: -89.4156\tvalid_0's quantile: 5.13757\n",
"[74]\tvalid_0's poisson: -89.6294\tvalid_0's quantile: 5.09867\n",
"[75]\tvalid_0's poisson: -89.8404\tvalid_0's quantile: 5.06027\n",
"[76]\tvalid_0's poisson: -90.0534\tvalid_0's quantile: 5.02338\n",
"[77]\tvalid_0's poisson: -90.262\tvalid_0's quantile: 4.98759\n",
"[78]\tvalid_0's poisson: -90.4684\tvalid_0's quantile: 4.95263\n",
"[79]\tvalid_0's poisson: -90.6693\tvalid_0's quantile: 4.91798\n",
"[80]\tvalid_0's poisson: -90.8695\tvalid_0's quantile: 4.88476\n",
"[81]\tvalid_0's poisson: -91.0653\tvalid_0's quantile: 4.85214\n",
"[82]\tvalid_0's poisson: -91.2598\tvalid_0's quantile: 4.817\n",
"[83]\tvalid_0's poisson: -91.4505\tvalid_0's quantile: 4.78281\n",
"[84]\tvalid_0's poisson: -91.6328\tvalid_0's quantile: 4.75221\n",
"[85]\tvalid_0's poisson: -91.8096\tvalid_0's quantile: 4.72303\n",
"[86]\tvalid_0's poisson: -91.9834\tvalid_0's quantile: 4.6941\n",
"[87]\tvalid_0's poisson: -92.1578\tvalid_0's quantile: 4.66543\n",
"[88]\tvalid_0's poisson: -92.333\tvalid_0's quantile: 4.63683\n",
"[89]\tvalid_0's poisson: -92.5055\tvalid_0's quantile: 4.60864\n",
"[90]\tvalid_0's poisson: -92.6758\tvalid_0's quantile: 4.58081\n",
"[91]\tvalid_0's poisson: -92.845\tvalid_0's quantile: 4.55239\n",
"[92]\tvalid_0's poisson: -93.0118\tvalid_0's quantile: 4.5244\n",
"[93]\tvalid_0's poisson: -93.1765\tvalid_0's quantile: 4.49669\n",
"[94]\tvalid_0's poisson: -93.3389\tvalid_0's quantile: 4.4701\n",
"[95]\tvalid_0's poisson: -93.4975\tvalid_0's quantile: 4.44435\n",
"[96]\tvalid_0's poisson: -93.6554\tvalid_0's quantile: 4.41865\n",
"[97]\tvalid_0's poisson: -93.8077\tvalid_0's quantile: 4.3926\n",
"[98]\tvalid_0's poisson: -93.9587\tvalid_0's quantile: 4.36828\n",
"[99]\tvalid_0's poisson: -94.1033\tvalid_0's quantile: 4.34405\n",
"[100]\tvalid_0's poisson: -94.2506\tvalid_0's quantile: 4.32004\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -70.949\tvalid_0's quantile: 9.25071\n",
"[2]\tvalid_0's poisson: -77.6655\tvalid_0's quantile: 7.51249\n",
"[3]\tvalid_0's poisson: -83.3201\tvalid_0's quantile: 6.30734\n",
"[4]\tvalid_0's poisson: -87.2819\tvalid_0's quantile: 5.53613\n",
"[5]\tvalid_0's poisson: -90.8168\tvalid_0's quantile: 4.96504\n",
"[6]\tvalid_0's poisson: -93.5086\tvalid_0's quantile: 4.512\n",
"[7]\tvalid_0's poisson: -95.6194\tvalid_0's quantile: 4.20011\n",
"[8]\tvalid_0's poisson: -97.3179\tvalid_0's quantile: 3.95178\n",
"[9]\tvalid_0's poisson: -98.5565\tvalid_0's quantile: 3.77798\n",
"[10]\tvalid_0's poisson: -99.6177\tvalid_0's quantile: 3.64957\n",
"[11]\tvalid_0's poisson: -100.35\tvalid_0's quantile: 3.55373\n",
"[12]\tvalid_0's poisson: -100.957\tvalid_0's quantile: 3.47657\n",
"[13]\tvalid_0's poisson: -101.447\tvalid_0's quantile: 3.4186\n",
"[14]\tvalid_0's poisson: -101.793\tvalid_0's quantile: 3.37455\n",
"[15]\tvalid_0's poisson: -102.173\tvalid_0's quantile: 3.30647\n",
"[16]\tvalid_0's poisson: -102.376\tvalid_0's quantile: 3.28042\n",
"[17]\tvalid_0's poisson: -102.649\tvalid_0's quantile: 3.25099\n",
"[18]\tvalid_0's poisson: -102.799\tvalid_0's quantile: 3.21084\n",
"[19]\tvalid_0's poisson: -102.997\tvalid_0's quantile: 3.18787\n",
"[20]\tvalid_0's poisson: -103.093\tvalid_0's quantile: 3.17805\n",
"[21]\tvalid_0's poisson: -103.19\tvalid_0's quantile: 3.17121\n",
"[22]\tvalid_0's poisson: -103.285\tvalid_0's quantile: 3.16304\n",
"[23]\tvalid_0's poisson: -103.346\tvalid_0's quantile: 3.15023\n",
"[24]\tvalid_0's poisson: -103.418\tvalid_0's quantile: 3.14222\n",
"[25]\tvalid_0's poisson: -103.469\tvalid_0's quantile: 3.13617\n",
"[26]\tvalid_0's poisson: -103.543\tvalid_0's quantile: 3.12667\n",
"[27]\tvalid_0's poisson: -103.594\tvalid_0's quantile: 3.11889\n",
"[28]\tvalid_0's poisson: -103.632\tvalid_0's quantile: 3.11329\n",
"[29]\tvalid_0's poisson: -103.661\tvalid_0's quantile: 3.10951\n",
"[30]\tvalid_0's poisson: -103.665\tvalid_0's quantile: 3.10448\n",
"[31]\tvalid_0's poisson: -103.68\tvalid_0's quantile: 3.0956\n",
"[32]\tvalid_0's poisson: -103.791\tvalid_0's quantile: 3.08063\n",
"[33]\tvalid_0's poisson: -103.864\tvalid_0's quantile: 3.06958\n",
"[34]\tvalid_0's poisson: -103.928\tvalid_0's quantile: 3.05039\n",
"[35]\tvalid_0's poisson: -104.018\tvalid_0's quantile: 3.03683\n",
"[36]\tvalid_0's poisson: -104.034\tvalid_0's quantile: 3.03383\n",
"[37]\tvalid_0's poisson: -104.099\tvalid_0's quantile: 3.02596\n",
"[38]\tvalid_0's poisson: -104.121\tvalid_0's quantile: 3.02392\n",
"[39]\tvalid_0's poisson: -104.119\tvalid_0's quantile: 3.02267\n",
"[40]\tvalid_0's poisson: -104.131\tvalid_0's quantile: 3.01529\n",
"[41]\tvalid_0's poisson: -104.238\tvalid_0's quantile: 2.97607\n",
"[42]\tvalid_0's poisson: -104.287\tvalid_0's quantile: 2.97283\n",
"[43]\tvalid_0's poisson: -104.323\tvalid_0's quantile: 2.9673\n",
"[44]\tvalid_0's poisson: -104.319\tvalid_0's quantile: 2.96871\n",
"[45]\tvalid_0's poisson: -104.396\tvalid_0's quantile: 2.95871\n",
"[46]\tvalid_0's poisson: -104.407\tvalid_0's quantile: 2.95506\n",
"[47]\tvalid_0's poisson: -104.377\tvalid_0's quantile: 2.95176\n",
"[48]\tvalid_0's poisson: -104.39\tvalid_0's quantile: 2.92031\n",
"[49]\tvalid_0's poisson: -104.406\tvalid_0's quantile: 2.92012\n",
"[50]\tvalid_0's poisson: -104.405\tvalid_0's quantile: 2.921\n",
"[51]\tvalid_0's poisson: -104.439\tvalid_0's quantile: 2.91812\n",
"[52]\tvalid_0's poisson: -104.472\tvalid_0's quantile: 2.91612\n",
"[53]\tvalid_0's poisson: -104.474\tvalid_0's quantile: 2.91592\n",
"[54]\tvalid_0's poisson: -104.477\tvalid_0's quantile: 2.91554\n",
"[55]\tvalid_0's poisson: -104.489\tvalid_0's quantile: 2.91487\n",
"[56]\tvalid_0's poisson: -104.5\tvalid_0's quantile: 2.91395\n",
"[57]\tvalid_0's poisson: -104.504\tvalid_0's quantile: 2.91363\n",
"[58]\tvalid_0's poisson: -104.519\tvalid_0's quantile: 2.91244\n",
"[59]\tvalid_0's poisson: -104.525\tvalid_0's quantile: 2.90759\n",
"[60]\tvalid_0's poisson: -104.577\tvalid_0's quantile: 2.90365\n",
"[61]\tvalid_0's poisson: -104.582\tvalid_0's quantile: 2.90278\n",
"[62]\tvalid_0's poisson: -104.595\tvalid_0's quantile: 2.88084\n",
"[63]\tvalid_0's poisson: -104.599\tvalid_0's quantile: 2.88031\n",
"[64]\tvalid_0's poisson: -104.605\tvalid_0's quantile: 2.87916\n",
"[65]\tvalid_0's poisson: -104.604\tvalid_0's quantile: 2.88005\n",
"[66]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.87554\n",
"[67]\tvalid_0's poisson: -104.647\tvalid_0's quantile: 2.87464\n",
"[68]\tvalid_0's poisson: -104.648\tvalid_0's quantile: 2.87386\n",
"[69]\tvalid_0's poisson: -104.655\tvalid_0's quantile: 2.87305\n",
"[70]\tvalid_0's poisson: -104.67\tvalid_0's quantile: 2.87296\n",
"[71]\tvalid_0's poisson: -104.679\tvalid_0's quantile: 2.87163\n",
"[72]\tvalid_0's poisson: -104.685\tvalid_0's quantile: 2.87063\n",
"[73]\tvalid_0's poisson: -104.682\tvalid_0's quantile: 2.86797\n",
"[74]\tvalid_0's poisson: -104.699\tvalid_0's quantile: 2.86756\n",
"[75]\tvalid_0's poisson: -104.701\tvalid_0's quantile: 2.86659\n",
"[76]\tvalid_0's poisson: -104.719\tvalid_0's quantile: 2.86457\n",
"[77]\tvalid_0's poisson: -104.729\tvalid_0's quantile: 2.86451\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[78]\tvalid_0's poisson: -104.748\tvalid_0's quantile: 2.86255\n",
"[79]\tvalid_0's poisson: -104.751\tvalid_0's quantile: 2.86255\n",
"[80]\tvalid_0's poisson: -104.756\tvalid_0's quantile: 2.86282\n",
"[81]\tvalid_0's poisson: -104.761\tvalid_0's quantile: 2.86198\n",
"[82]\tvalid_0's poisson: -104.755\tvalid_0's quantile: 2.86226\n",
"[83]\tvalid_0's poisson: -104.776\tvalid_0's quantile: 2.84309\n",
"[84]\tvalid_0's poisson: -104.768\tvalid_0's quantile: 2.84514\n",
"[85]\tvalid_0's poisson: -104.769\tvalid_0's quantile: 2.84422\n",
"[86]\tvalid_0's poisson: -104.775\tvalid_0's quantile: 2.84388\n",
"[87]\tvalid_0's poisson: -104.785\tvalid_0's quantile: 2.84256\n",
"[88]\tvalid_0's poisson: -104.788\tvalid_0's quantile: 2.84303\n",
"[89]\tvalid_0's poisson: -104.778\tvalid_0's quantile: 2.84333\n",
"[90]\tvalid_0's poisson: -104.778\tvalid_0's quantile: 2.84359\n",
"[91]\tvalid_0's poisson: -104.802\tvalid_0's quantile: 2.84195\n",
"[92]\tvalid_0's poisson: -104.829\tvalid_0's quantile: 2.83915\n",
"[93]\tvalid_0's poisson: -104.858\tvalid_0's quantile: 2.83841\n",
"[94]\tvalid_0's poisson: -104.867\tvalid_0's quantile: 2.8386\n",
"[95]\tvalid_0's poisson: -104.876\tvalid_0's quantile: 2.83715\n",
"[96]\tvalid_0's poisson: -104.877\tvalid_0's quantile: 2.83585\n",
"[97]\tvalid_0's poisson: -104.88\tvalid_0's quantile: 2.83586\n",
"[98]\tvalid_0's poisson: -104.875\tvalid_0's quantile: 2.83591\n",
"[99]\tvalid_0's poisson: -104.879\tvalid_0's quantile: 2.83465\n",
"[100]\tvalid_0's poisson: -104.884\tvalid_0's quantile: 2.83558\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -71.1886\tvalid_0's quantile: 9.21743\n",
"[2]\tvalid_0's poisson: -77.2817\tvalid_0's quantile: 7.61937\n",
"[3]\tvalid_0's poisson: -82.8176\tvalid_0's quantile: 6.41143\n",
"[4]\tvalid_0's poisson: -87.081\tvalid_0's quantile: 5.61004\n",
"[5]\tvalid_0's poisson: -90.4444\tvalid_0's quantile: 5.05069\n",
"[6]\tvalid_0's poisson: -93.0539\tvalid_0's quantile: 4.60431\n",
"[7]\tvalid_0's poisson: -95.1547\tvalid_0's quantile: 4.27903\n",
"[8]\tvalid_0's poisson: -96.92\tvalid_0's quantile: 4.03841\n",
"[9]\tvalid_0's poisson: -98.1904\tvalid_0's quantile: 3.84829\n",
"[10]\tvalid_0's poisson: -99.301\tvalid_0's quantile: 3.70583\n",
"[11]\tvalid_0's poisson: -100.262\tvalid_0's quantile: 3.59265\n",
"[12]\tvalid_0's poisson: -100.893\tvalid_0's quantile: 3.50396\n",
"[13]\tvalid_0's poisson: -101.44\tvalid_0's quantile: 3.44612\n",
"[14]\tvalid_0's poisson: -101.877\tvalid_0's quantile: 3.39892\n",
"[15]\tvalid_0's poisson: -102.158\tvalid_0's quantile: 3.35451\n",
"[16]\tvalid_0's poisson: -102.432\tvalid_0's quantile: 3.3265\n",
"[17]\tvalid_0's poisson: -102.689\tvalid_0's quantile: 3.29931\n",
"[18]\tvalid_0's poisson: -102.851\tvalid_0's quantile: 3.28321\n",
"[19]\tvalid_0's poisson: -102.969\tvalid_0's quantile: 3.27049\n",
"[20]\tvalid_0's poisson: -103.081\tvalid_0's quantile: 3.24379\n",
"[21]\tvalid_0's poisson: -103.165\tvalid_0's quantile: 3.22878\n",
"[22]\tvalid_0's poisson: -103.227\tvalid_0's quantile: 3.2228\n",
"[23]\tvalid_0's poisson: -103.331\tvalid_0's quantile: 3.2128\n",
"[24]\tvalid_0's poisson: -103.392\tvalid_0's quantile: 3.2061\n",
"[25]\tvalid_0's poisson: -103.436\tvalid_0's quantile: 3.19839\n",
"[26]\tvalid_0's poisson: -103.462\tvalid_0's quantile: 3.18963\n",
"[27]\tvalid_0's poisson: -103.483\tvalid_0's quantile: 3.18602\n",
"[28]\tvalid_0's poisson: -103.526\tvalid_0's quantile: 3.17668\n",
"[29]\tvalid_0's poisson: -103.556\tvalid_0's quantile: 3.17498\n",
"[30]\tvalid_0's poisson: -103.578\tvalid_0's quantile: 3.17026\n",
"[31]\tvalid_0's poisson: -103.609\tvalid_0's quantile: 3.16693\n",
"[32]\tvalid_0's poisson: -103.614\tvalid_0's quantile: 3.16463\n",
"[33]\tvalid_0's poisson: -103.621\tvalid_0's quantile: 3.16347\n",
"[34]\tvalid_0's poisson: -103.683\tvalid_0's quantile: 3.14161\n",
"[35]\tvalid_0's poisson: -103.731\tvalid_0's quantile: 3.13343\n",
"[36]\tvalid_0's poisson: -103.756\tvalid_0's quantile: 3.13096\n",
"[37]\tvalid_0's poisson: -103.785\tvalid_0's quantile: 3.12281\n",
"[38]\tvalid_0's poisson: -103.771\tvalid_0's quantile: 3.1193\n",
"[39]\tvalid_0's poisson: -103.812\tvalid_0's quantile: 3.11061\n",
"[40]\tvalid_0's poisson: -103.821\tvalid_0's quantile: 3.10355\n",
"[41]\tvalid_0's poisson: -103.827\tvalid_0's quantile: 3.10071\n",
"[42]\tvalid_0's poisson: -103.846\tvalid_0's quantile: 3.09817\n",
"[43]\tvalid_0's poisson: -103.877\tvalid_0's quantile: 3.09716\n",
"[44]\tvalid_0's poisson: -103.888\tvalid_0's quantile: 3.09529\n",
"[45]\tvalid_0's poisson: -103.894\tvalid_0's quantile: 3.09494\n",
"[46]\tvalid_0's poisson: -103.905\tvalid_0's quantile: 3.09393\n",
"[47]\tvalid_0's poisson: -103.918\tvalid_0's quantile: 3.09378\n",
"[48]\tvalid_0's poisson: -103.942\tvalid_0's quantile: 3.0927\n",
"[49]\tvalid_0's poisson: -103.942\tvalid_0's quantile: 3.0921\n",
"[50]\tvalid_0's poisson: -103.947\tvalid_0's quantile: 3.08994\n",
"[51]\tvalid_0's poisson: -103.929\tvalid_0's quantile: 3.0897\n",
"[52]\tvalid_0's poisson: -103.955\tvalid_0's quantile: 3.05817\n",
"[53]\tvalid_0's poisson: -103.997\tvalid_0's quantile: 3.05679\n",
"[54]\tvalid_0's poisson: -104.021\tvalid_0's quantile: 3.04035\n",
"[55]\tvalid_0's poisson: -103.985\tvalid_0's quantile: 3.0364\n",
"[56]\tvalid_0's poisson: -103.999\tvalid_0's quantile: 3.03022\n",
"[57]\tvalid_0's poisson: -103.967\tvalid_0's quantile: 3.02864\n",
"[58]\tvalid_0's poisson: -103.995\tvalid_0's quantile: 3.02102\n",
"[59]\tvalid_0's poisson: -104.051\tvalid_0's quantile: 3.01446\n",
"[60]\tvalid_0's poisson: -104.067\tvalid_0's quantile: 3.01065\n",
"[61]\tvalid_0's poisson: -104.089\tvalid_0's quantile: 3.00872\n",
"[62]\tvalid_0's poisson: -104.092\tvalid_0's quantile: 3.00785\n",
"[63]\tvalid_0's poisson: -104.108\tvalid_0's quantile: 3.00561\n",
"[64]\tvalid_0's poisson: -104.112\tvalid_0's quantile: 3.00598\n",
"[65]\tvalid_0's poisson: -104.116\tvalid_0's quantile: 3.00495\n",
"[66]\tvalid_0's poisson: -104.126\tvalid_0's quantile: 3.00456\n",
"[67]\tvalid_0's poisson: -104.127\tvalid_0's quantile: 3.00402\n",
"[68]\tvalid_0's poisson: -104.137\tvalid_0's quantile: 3.00236\n",
"[69]\tvalid_0's poisson: -104.145\tvalid_0's quantile: 3.00152\n",
"[70]\tvalid_0's poisson: -104.163\tvalid_0's quantile: 3.00082\n",
"[71]\tvalid_0's poisson: -104.162\tvalid_0's quantile: 3.00079\n",
"[72]\tvalid_0's poisson: -104.25\tvalid_0's quantile: 2.97737\n",
"[73]\tvalid_0's poisson: -104.296\tvalid_0's quantile: 2.96884\n",
"[74]\tvalid_0's poisson: -104.317\tvalid_0's quantile: 2.96724\n",
"[75]\tvalid_0's poisson: -104.356\tvalid_0's quantile: 2.96321\n",
"[76]\tvalid_0's poisson: -104.359\tvalid_0's quantile: 2.96257\n",
"[77]\tvalid_0's poisson: -104.367\tvalid_0's quantile: 2.96204\n",
"[78]\tvalid_0's poisson: -104.388\tvalid_0's quantile: 2.95964\n",
"[79]\tvalid_0's poisson: -104.391\tvalid_0's quantile: 2.93118\n",
"[80]\tvalid_0's poisson: -104.358\tvalid_0's quantile: 2.91898\n",
"[81]\tvalid_0's poisson: -104.373\tvalid_0's quantile: 2.91618\n",
"[82]\tvalid_0's poisson: -104.362\tvalid_0's quantile: 2.91649\n",
"[83]\tvalid_0's poisson: -104.353\tvalid_0's quantile: 2.91776\n",
"[84]\tvalid_0's poisson: -104.344\tvalid_0's quantile: 2.92072\n",
"[85]\tvalid_0's poisson: -104.355\tvalid_0's quantile: 2.92307\n",
"[86]\tvalid_0's poisson: -104.363\tvalid_0's quantile: 2.92166\n",
"[87]\tvalid_0's poisson: -104.396\tvalid_0's quantile: 2.91635\n",
"[88]\tvalid_0's poisson: -104.455\tvalid_0's quantile: 2.91252\n",
"[89]\tvalid_0's poisson: -104.472\tvalid_0's quantile: 2.91188\n",
"[90]\tvalid_0's poisson: -104.493\tvalid_0's quantile: 2.90193\n",
"[91]\tvalid_0's poisson: -104.493\tvalid_0's quantile: 2.9028\n",
"[92]\tvalid_0's poisson: -104.527\tvalid_0's quantile: 2.90034\n",
"[93]\tvalid_0's poisson: -104.539\tvalid_0's quantile: 2.8953\n",
"[94]\tvalid_0's poisson: -104.556\tvalid_0's quantile: 2.89434\n",
"[95]\tvalid_0's poisson: -104.563\tvalid_0's quantile: 2.89374\n",
"[96]\tvalid_0's poisson: -104.566\tvalid_0's quantile: 2.89377\n",
"[97]\tvalid_0's poisson: -104.598\tvalid_0's quantile: 2.88196\n",
"[98]\tvalid_0's poisson: -104.602\tvalid_0's quantile: 2.88162\n",
"[99]\tvalid_0's poisson: -104.606\tvalid_0's quantile: 2.88203\n",
"[100]\tvalid_0's poisson: -104.621\tvalid_0's quantile: 2.8811\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -71.3767\tvalid_0's quantile: 9.20761\n",
"[2]\tvalid_0's poisson: -77.4779\tvalid_0's quantile: 7.62027\n",
"[3]\tvalid_0's poisson: -83.1905\tvalid_0's quantile: 6.36047\n",
"[4]\tvalid_0's poisson: -87.5084\tvalid_0's quantile: 5.55812\n",
"[5]\tvalid_0's poisson: -90.7985\tvalid_0's quantile: 4.97796\n",
"[6]\tvalid_0's poisson: -93.3745\tvalid_0's quantile: 4.54223\n",
"[7]\tvalid_0's poisson: -95.4439\tvalid_0's quantile: 4.22451\n",
"[8]\tvalid_0's poisson: -97.0867\tvalid_0's quantile: 4.00405\n",
"[9]\tvalid_0's poisson: -98.474\tvalid_0's quantile: 3.83157\n",
"[10]\tvalid_0's poisson: -99.5231\tvalid_0's quantile: 3.68514\n",
"[11]\tvalid_0's poisson: -100.46\tvalid_0's quantile: 3.57505\n",
"[12]\tvalid_0's poisson: -101.169\tvalid_0's quantile: 3.4896\n",
"[13]\tvalid_0's poisson: -101.679\tvalid_0's quantile: 3.41896\n",
"[14]\tvalid_0's poisson: -102.089\tvalid_0's quantile: 3.37072\n",
"[15]\tvalid_0's poisson: -102.377\tvalid_0's quantile: 3.31569\n",
"[16]\tvalid_0's poisson: -102.605\tvalid_0's quantile: 3.28949\n",
"[17]\tvalid_0's poisson: -102.782\tvalid_0's quantile: 3.25486\n",
"[18]\tvalid_0's poisson: -102.964\tvalid_0's quantile: 3.2331\n",
"[19]\tvalid_0's poisson: -103.134\tvalid_0's quantile: 3.17761\n",
"[20]\tvalid_0's poisson: -103.274\tvalid_0's quantile: 3.1636\n",
"[21]\tvalid_0's poisson: -103.4\tvalid_0's quantile: 3.14866\n",
"[22]\tvalid_0's poisson: -103.509\tvalid_0's quantile: 3.12761\n",
"[23]\tvalid_0's poisson: -103.648\tvalid_0's quantile: 3.09939\n",
"[24]\tvalid_0's poisson: -103.734\tvalid_0's quantile: 3.07808\n",
"[25]\tvalid_0's poisson: -103.776\tvalid_0's quantile: 3.07062\n",
"[26]\tvalid_0's poisson: -103.828\tvalid_0's quantile: 3.06502\n",
"[27]\tvalid_0's poisson: -103.882\tvalid_0's quantile: 3.05958\n",
"[28]\tvalid_0's poisson: -103.947\tvalid_0's quantile: 3.04779\n",
"[29]\tvalid_0's poisson: -103.964\tvalid_0's quantile: 3.0461\n",
"[30]\tvalid_0's poisson: -103.991\tvalid_0's quantile: 3.04182\n",
"[31]\tvalid_0's poisson: -103.994\tvalid_0's quantile: 3.03652\n",
"[32]\tvalid_0's poisson: -103.984\tvalid_0's quantile: 3.02967\n",
"[33]\tvalid_0's poisson: -104.02\tvalid_0's quantile: 3.02195\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[34]\tvalid_0's poisson: -104.093\tvalid_0's quantile: 3.00358\n",
"[35]\tvalid_0's poisson: -104.078\tvalid_0's quantile: 2.99943\n",
"[36]\tvalid_0's poisson: -104.041\tvalid_0's quantile: 2.99825\n",
"[37]\tvalid_0's poisson: -104.085\tvalid_0's quantile: 2.9882\n",
"[38]\tvalid_0's poisson: -104.155\tvalid_0's quantile: 2.98688\n",
"[39]\tvalid_0's poisson: -104.153\tvalid_0's quantile: 2.98172\n",
"[40]\tvalid_0's poisson: -104.175\tvalid_0's quantile: 2.97992\n",
"[41]\tvalid_0's poisson: -104.197\tvalid_0's quantile: 2.97586\n",
"[42]\tvalid_0's poisson: -104.256\tvalid_0's quantile: 2.97588\n",
"[43]\tvalid_0's poisson: -104.271\tvalid_0's quantile: 2.97453\n",
"[44]\tvalid_0's poisson: -104.276\tvalid_0's quantile: 2.96432\n",
"[45]\tvalid_0's poisson: -104.357\tvalid_0's quantile: 2.96078\n",
"[46]\tvalid_0's poisson: -104.375\tvalid_0's quantile: 2.95566\n",
"[47]\tvalid_0's poisson: -104.416\tvalid_0's quantile: 2.95317\n",
"[48]\tvalid_0's poisson: -104.442\tvalid_0's quantile: 2.94972\n",
"[49]\tvalid_0's poisson: -104.439\tvalid_0's quantile: 2.94917\n",
"[50]\tvalid_0's poisson: -104.464\tvalid_0's quantile: 2.94561\n",
"[51]\tvalid_0's poisson: -104.468\tvalid_0's quantile: 2.94707\n",
"[52]\tvalid_0's poisson: -104.479\tvalid_0's quantile: 2.94693\n",
"[53]\tvalid_0's poisson: -104.479\tvalid_0's quantile: 2.94726\n",
"[54]\tvalid_0's poisson: -104.486\tvalid_0's quantile: 2.94664\n",
"[55]\tvalid_0's poisson: -104.486\tvalid_0's quantile: 2.94576\n",
"[56]\tvalid_0's poisson: -104.502\tvalid_0's quantile: 2.94778\n",
"[57]\tvalid_0's poisson: -104.507\tvalid_0's quantile: 2.9477\n",
"[58]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.94667\n",
"[59]\tvalid_0's poisson: -104.511\tvalid_0's quantile: 2.93114\n",
"[60]\tvalid_0's poisson: -104.514\tvalid_0's quantile: 2.9307\n",
"[61]\tvalid_0's poisson: -104.571\tvalid_0's quantile: 2.8976\n",
"[62]\tvalid_0's poisson: -104.574\tvalid_0's quantile: 2.8957\n",
"[63]\tvalid_0's poisson: -104.607\tvalid_0's quantile: 2.88969\n",
"[64]\tvalid_0's poisson: -104.634\tvalid_0's quantile: 2.88287\n",
"[65]\tvalid_0's poisson: -104.695\tvalid_0's quantile: 2.87303\n",
"[66]\tvalid_0's poisson: -104.699\tvalid_0's quantile: 2.87178\n",
"[67]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.87129\n",
"[68]\tvalid_0's poisson: -104.718\tvalid_0's quantile: 2.87031\n",
"[69]\tvalid_0's poisson: -104.732\tvalid_0's quantile: 2.86919\n",
"[70]\tvalid_0's poisson: -104.739\tvalid_0's quantile: 2.86879\n",
"[71]\tvalid_0's poisson: -104.741\tvalid_0's quantile: 2.86868\n",
"[72]\tvalid_0's poisson: -104.721\tvalid_0's quantile: 2.86842\n",
"[73]\tvalid_0's poisson: -104.729\tvalid_0's quantile: 2.86899\n",
"[74]\tvalid_0's poisson: -104.752\tvalid_0's quantile: 2.86845\n",
"[75]\tvalid_0's poisson: -104.748\tvalid_0's quantile: 2.86858\n",
"[76]\tvalid_0's poisson: -104.749\tvalid_0's quantile: 2.86835\n",
"[77]\tvalid_0's poisson: -104.77\tvalid_0's quantile: 2.86261\n",
"[78]\tvalid_0's poisson: -104.775\tvalid_0's quantile: 2.86368\n",
"[79]\tvalid_0's poisson: -104.775\tvalid_0's quantile: 2.86309\n",
"[80]\tvalid_0's poisson: -104.782\tvalid_0's quantile: 2.86324\n",
"[81]\tvalid_0's poisson: -104.78\tvalid_0's quantile: 2.86313\n",
"[82]\tvalid_0's poisson: -104.754\tvalid_0's quantile: 2.86488\n",
"[83]\tvalid_0's poisson: -104.76\tvalid_0's quantile: 2.8603\n",
"[84]\tvalid_0's poisson: -104.784\tvalid_0's quantile: 2.86032\n",
"[85]\tvalid_0's poisson: -104.787\tvalid_0's quantile: 2.85991\n",
"[86]\tvalid_0's poisson: -104.792\tvalid_0's quantile: 2.85956\n",
"[87]\tvalid_0's poisson: -104.786\tvalid_0's quantile: 2.85945\n",
"[88]\tvalid_0's poisson: -104.791\tvalid_0's quantile: 2.85937\n",
"[89]\tvalid_0's poisson: -104.791\tvalid_0's quantile: 2.85821\n",
"[90]\tvalid_0's poisson: -104.807\tvalid_0's quantile: 2.85555\n",
"[91]\tvalid_0's poisson: -104.862\tvalid_0's quantile: 2.84977\n",
"[92]\tvalid_0's poisson: -104.883\tvalid_0's quantile: 2.84805\n",
"[93]\tvalid_0's poisson: -104.92\tvalid_0's quantile: 2.83957\n",
"[94]\tvalid_0's poisson: -104.921\tvalid_0's quantile: 2.83943\n",
"[95]\tvalid_0's poisson: -104.928\tvalid_0's quantile: 2.83991\n",
"[96]\tvalid_0's poisson: -104.904\tvalid_0's quantile: 2.83088\n",
"[97]\tvalid_0's poisson: -104.904\tvalid_0's quantile: 2.82934\n",
"[98]\tvalid_0's poisson: -104.924\tvalid_0's quantile: 2.82826\n",
"[99]\tvalid_0's poisson: -104.923\tvalid_0's quantile: 2.82816\n",
"[100]\tvalid_0's poisson: -104.938\tvalid_0's quantile: 2.82803\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -72.3245\tvalid_0's quantile: 9.14731\n",
"[2]\tvalid_0's poisson: -79.0627\tvalid_0's quantile: 7.44931\n",
"[3]\tvalid_0's poisson: -84.1001\tvalid_0's quantile: 6.30632\n",
"[4]\tvalid_0's poisson: -88.0823\tvalid_0's quantile: 5.5218\n",
"[5]\tvalid_0's poisson: -91.2346\tvalid_0's quantile: 4.94865\n",
"[6]\tvalid_0's poisson: -93.8486\tvalid_0's quantile: 4.52101\n",
"[7]\tvalid_0's poisson: -95.9004\tvalid_0's quantile: 4.19977\n",
"[8]\tvalid_0's poisson: -97.5755\tvalid_0's quantile: 3.96113\n",
"[9]\tvalid_0's poisson: -98.8086\tvalid_0's quantile: 3.76487\n",
"[10]\tvalid_0's poisson: -99.9251\tvalid_0's quantile: 3.62577\n",
"[11]\tvalid_0's poisson: -100.79\tvalid_0's quantile: 3.51839\n",
"[12]\tvalid_0's poisson: -101.439\tvalid_0's quantile: 3.42918\n",
"[13]\tvalid_0's poisson: -101.925\tvalid_0's quantile: 3.37228\n",
"[14]\tvalid_0's poisson: -102.234\tvalid_0's quantile: 3.32706\n",
"[15]\tvalid_0's poisson: -102.51\tvalid_0's quantile: 3.28364\n",
"[16]\tvalid_0's poisson: -102.71\tvalid_0's quantile: 3.24972\n",
"[17]\tvalid_0's poisson: -102.886\tvalid_0's quantile: 3.23145\n",
"[18]\tvalid_0's poisson: -103.038\tvalid_0's quantile: 3.21398\n",
"[19]\tvalid_0's poisson: -103.134\tvalid_0's quantile: 3.19832\n",
"[20]\tvalid_0's poisson: -103.244\tvalid_0's quantile: 3.17908\n",
"[21]\tvalid_0's poisson: -103.326\tvalid_0's quantile: 3.17112\n",
"[22]\tvalid_0's poisson: -103.412\tvalid_0's quantile: 3.15977\n",
"[23]\tvalid_0's poisson: -103.483\tvalid_0's quantile: 3.14631\n",
"[24]\tvalid_0's poisson: -103.576\tvalid_0's quantile: 3.12006\n",
"[25]\tvalid_0's poisson: -103.668\tvalid_0's quantile: 3.10806\n",
"[26]\tvalid_0's poisson: -103.727\tvalid_0's quantile: 3.10031\n",
"[27]\tvalid_0's poisson: -103.794\tvalid_0's quantile: 3.09533\n",
"[28]\tvalid_0's poisson: -103.831\tvalid_0's quantile: 3.08914\n",
"[29]\tvalid_0's poisson: -103.832\tvalid_0's quantile: 3.06022\n",
"[30]\tvalid_0's poisson: -103.86\tvalid_0's quantile: 3.05155\n",
"[31]\tvalid_0's poisson: -103.9\tvalid_0's quantile: 3.04431\n",
"[32]\tvalid_0's poisson: -103.938\tvalid_0's quantile: 3.01249\n",
"[33]\tvalid_0's poisson: -103.985\tvalid_0's quantile: 3.00888\n",
"[34]\tvalid_0's poisson: -104.004\tvalid_0's quantile: 3.00443\n",
"[35]\tvalid_0's poisson: -104.052\tvalid_0's quantile: 3.00055\n",
"[36]\tvalid_0's poisson: -104.084\tvalid_0's quantile: 2.99331\n",
"[37]\tvalid_0's poisson: -104.095\tvalid_0's quantile: 2.99174\n",
"[38]\tvalid_0's poisson: -104.113\tvalid_0's quantile: 2.98857\n",
"[39]\tvalid_0's poisson: -104.125\tvalid_0's quantile: 2.98277\n",
"[40]\tvalid_0's poisson: -104.147\tvalid_0's quantile: 2.98358\n",
"[41]\tvalid_0's poisson: -104.163\tvalid_0's quantile: 2.98183\n",
"[42]\tvalid_0's poisson: -104.114\tvalid_0's quantile: 2.98249\n",
"[43]\tvalid_0's poisson: -104.129\tvalid_0's quantile: 2.97826\n",
"[44]\tvalid_0's poisson: -104.134\tvalid_0's quantile: 2.97686\n",
"[45]\tvalid_0's poisson: -104.161\tvalid_0's quantile: 2.97363\n",
"[46]\tvalid_0's poisson: -104.168\tvalid_0's quantile: 2.97306\n",
"[47]\tvalid_0's poisson: -104.161\tvalid_0's quantile: 2.97391\n",
"[48]\tvalid_0's poisson: -104.174\tvalid_0's quantile: 2.97065\n",
"[49]\tvalid_0's poisson: -104.183\tvalid_0's quantile: 2.97023\n",
"[50]\tvalid_0's poisson: -104.194\tvalid_0's quantile: 2.9695\n",
"[51]\tvalid_0's poisson: -104.219\tvalid_0's quantile: 2.96534\n",
"[52]\tvalid_0's poisson: -104.253\tvalid_0's quantile: 2.95883\n",
"[53]\tvalid_0's poisson: -104.263\tvalid_0's quantile: 2.95605\n",
"[54]\tvalid_0's poisson: -104.299\tvalid_0's quantile: 2.95086\n",
"[55]\tvalid_0's poisson: -104.316\tvalid_0's quantile: 2.94483\n",
"[56]\tvalid_0's poisson: -104.341\tvalid_0's quantile: 2.94264\n",
"[57]\tvalid_0's poisson: -104.369\tvalid_0's quantile: 2.93957\n",
"[58]\tvalid_0's poisson: -104.377\tvalid_0's quantile: 2.93608\n",
"[59]\tvalid_0's poisson: -104.381\tvalid_0's quantile: 2.91865\n",
"[60]\tvalid_0's poisson: -104.414\tvalid_0's quantile: 2.91653\n",
"[61]\tvalid_0's poisson: -104.422\tvalid_0's quantile: 2.91577\n",
"[62]\tvalid_0's poisson: -104.445\tvalid_0's quantile: 2.91351\n",
"[63]\tvalid_0's poisson: -104.458\tvalid_0's quantile: 2.9116\n",
"[64]\tvalid_0's poisson: -104.493\tvalid_0's quantile: 2.90157\n",
"[65]\tvalid_0's poisson: -104.506\tvalid_0's quantile: 2.8999\n",
"[66]\tvalid_0's poisson: -104.51\tvalid_0's quantile: 2.89037\n",
"[67]\tvalid_0's poisson: -104.532\tvalid_0's quantile: 2.88303\n",
"[68]\tvalid_0's poisson: -104.546\tvalid_0's quantile: 2.88435\n",
"[69]\tvalid_0's poisson: -104.548\tvalid_0's quantile: 2.88432\n",
"[70]\tvalid_0's poisson: -104.567\tvalid_0's quantile: 2.88376\n",
"[71]\tvalid_0's poisson: -104.566\tvalid_0's quantile: 2.88206\n",
"[72]\tvalid_0's poisson: -104.604\tvalid_0's quantile: 2.88155\n",
"[73]\tvalid_0's poisson: -104.655\tvalid_0's quantile: 2.88063\n",
"[74]\tvalid_0's poisson: -104.693\tvalid_0's quantile: 2.87891\n",
"[75]\tvalid_0's poisson: -104.696\tvalid_0's quantile: 2.87866\n",
"[76]\tvalid_0's poisson: -104.693\tvalid_0's quantile: 2.87877\n",
"[77]\tvalid_0's poisson: -104.698\tvalid_0's quantile: 2.87839\n",
"[78]\tvalid_0's poisson: -104.702\tvalid_0's quantile: 2.87985\n",
"[79]\tvalid_0's poisson: -104.689\tvalid_0's quantile: 2.8796\n",
"[80]\tvalid_0's poisson: -104.694\tvalid_0's quantile: 2.87911\n",
"[81]\tvalid_0's poisson: -104.713\tvalid_0's quantile: 2.87829\n",
"[82]\tvalid_0's poisson: -104.706\tvalid_0's quantile: 2.8749\n",
"[83]\tvalid_0's poisson: -104.698\tvalid_0's quantile: 2.85972\n",
"[84]\tvalid_0's poisson: -104.721\tvalid_0's quantile: 2.85763\n",
"[85]\tvalid_0's poisson: -104.738\tvalid_0's quantile: 2.85386\n",
"[86]\tvalid_0's poisson: -104.764\tvalid_0's quantile: 2.84813\n",
"[87]\tvalid_0's poisson: -104.771\tvalid_0's quantile: 2.84638\n",
"[88]\tvalid_0's poisson: -104.774\tvalid_0's quantile: 2.84637\n",
"[89]\tvalid_0's poisson: -104.779\tvalid_0's quantile: 2.84609\n",
"[90]\tvalid_0's poisson: -104.796\tvalid_0's quantile: 2.84615\n",
"[91]\tvalid_0's poisson: -104.793\tvalid_0's quantile: 2.84462\n",
"[92]\tvalid_0's poisson: -104.793\tvalid_0's quantile: 2.8304\n",
"[93]\tvalid_0's poisson: -104.8\tvalid_0's quantile: 2.82912\n",
"[94]\tvalid_0's poisson: -104.825\tvalid_0's quantile: 2.82712\n",
"[95]\tvalid_0's poisson: -104.808\tvalid_0's quantile: 2.82689\n",
"[96]\tvalid_0's poisson: -104.817\tvalid_0's quantile: 2.82465\n",
"[97]\tvalid_0's poisson: -104.831\tvalid_0's quantile: 2.82504\n",
"[98]\tvalid_0's poisson: -104.841\tvalid_0's quantile: 2.82549\n",
"[99]\tvalid_0's poisson: -104.845\tvalid_0's quantile: 2.82476\n",
"[100]\tvalid_0's poisson: -104.851\tvalid_0's quantile: 2.82336\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -71.0212\tvalid_0's quantile: 9.23489\n",
"[2]\tvalid_0's poisson: -78.1112\tvalid_0's quantile: 7.50037\n",
"[3]\tvalid_0's poisson: -83.4739\tvalid_0's quantile: 6.38107\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[4]\tvalid_0's poisson: -87.5524\tvalid_0's quantile: 5.6202\n",
"[5]\tvalid_0's poisson: -90.9696\tvalid_0's quantile: 5.01431\n",
"[6]\tvalid_0's poisson: -93.6331\tvalid_0's quantile: 4.58142\n",
"[7]\tvalid_0's poisson: -95.8539\tvalid_0's quantile: 4.23458\n",
"[8]\tvalid_0's poisson: -97.4926\tvalid_0's quantile: 3.99748\n",
"[9]\tvalid_0's poisson: -98.9067\tvalid_0's quantile: 3.81038\n",
"[10]\tvalid_0's poisson: -100.007\tvalid_0's quantile: 3.67354\n",
"[11]\tvalid_0's poisson: -100.868\tvalid_0's quantile: 3.56392\n",
"[12]\tvalid_0's poisson: -101.487\tvalid_0's quantile: 3.48793\n",
"[13]\tvalid_0's poisson: -101.868\tvalid_0's quantile: 3.4115\n",
"[14]\tvalid_0's poisson: -102.31\tvalid_0's quantile: 3.36202\n",
"[15]\tvalid_0's poisson: -102.637\tvalid_0's quantile: 3.32756\n",
"[16]\tvalid_0's poisson: -102.878\tvalid_0's quantile: 3.30263\n",
"[17]\tvalid_0's poisson: -103.095\tvalid_0's quantile: 3.27666\n",
"[18]\tvalid_0's poisson: -103.192\tvalid_0's quantile: 3.25705\n",
"[19]\tvalid_0's poisson: -103.276\tvalid_0's quantile: 3.24431\n",
"[20]\tvalid_0's poisson: -103.363\tvalid_0's quantile: 3.2258\n",
"[21]\tvalid_0's poisson: -103.464\tvalid_0's quantile: 3.15801\n",
"[22]\tvalid_0's poisson: -103.559\tvalid_0's quantile: 3.13767\n",
"[23]\tvalid_0's poisson: -103.661\tvalid_0's quantile: 3.12975\n",
"[24]\tvalid_0's poisson: -103.718\tvalid_0's quantile: 3.11774\n",
"[25]\tvalid_0's poisson: -103.797\tvalid_0's quantile: 3.10955\n",
"[26]\tvalid_0's poisson: -103.825\tvalid_0's quantile: 3.10503\n",
"[27]\tvalid_0's poisson: -103.92\tvalid_0's quantile: 3.0909\n",
"[28]\tvalid_0's poisson: -103.945\tvalid_0's quantile: 3.08289\n",
"[29]\tvalid_0's poisson: -104.005\tvalid_0's quantile: 3.07417\n",
"[30]\tvalid_0's poisson: -104.069\tvalid_0's quantile: 3.06006\n",
"[31]\tvalid_0's poisson: -104.131\tvalid_0's quantile: 3.05555\n",
"[32]\tvalid_0's poisson: -104.146\tvalid_0's quantile: 3.05721\n",
"[33]\tvalid_0's poisson: -104.175\tvalid_0's quantile: 3.05103\n",
"[34]\tvalid_0's poisson: -104.194\tvalid_0's quantile: 3.0509\n",
"[35]\tvalid_0's poisson: -104.215\tvalid_0's quantile: 3.04997\n",
"[36]\tvalid_0's poisson: -104.22\tvalid_0's quantile: 3.04966\n",
"[37]\tvalid_0's poisson: -104.232\tvalid_0's quantile: 3.04937\n",
"[38]\tvalid_0's poisson: -104.243\tvalid_0's quantile: 3.04836\n",
"[39]\tvalid_0's poisson: -104.292\tvalid_0's quantile: 3.04073\n",
"[40]\tvalid_0's poisson: -104.287\tvalid_0's quantile: 3.03658\n",
"[41]\tvalid_0's poisson: -104.307\tvalid_0's quantile: 3.02794\n",
"[42]\tvalid_0's poisson: -104.323\tvalid_0's quantile: 3.02522\n",
"[43]\tvalid_0's poisson: -104.324\tvalid_0's quantile: 3.02012\n",
"[44]\tvalid_0's poisson: -104.337\tvalid_0's quantile: 3.01876\n",
"[45]\tvalid_0's poisson: -104.359\tvalid_0's quantile: 3.01394\n",
"[46]\tvalid_0's poisson: -104.356\tvalid_0's quantile: 3.01572\n",
"[47]\tvalid_0's poisson: -104.367\tvalid_0's quantile: 3.01463\n",
"[48]\tvalid_0's poisson: -104.369\tvalid_0's quantile: 3.00365\n",
"[49]\tvalid_0's poisson: -104.379\tvalid_0's quantile: 3.00271\n",
"[50]\tvalid_0's poisson: -104.378\tvalid_0's quantile: 2.99818\n",
"[51]\tvalid_0's poisson: -104.386\tvalid_0's quantile: 2.99786\n",
"[52]\tvalid_0's poisson: -104.403\tvalid_0's quantile: 2.99624\n",
"[53]\tvalid_0's poisson: -104.418\tvalid_0's quantile: 2.9936\n",
"[54]\tvalid_0's poisson: -104.425\tvalid_0's quantile: 2.99353\n",
"[55]\tvalid_0's poisson: -104.434\tvalid_0's quantile: 2.98927\n",
"[56]\tvalid_0's poisson: -104.446\tvalid_0's quantile: 2.98712\n",
"[57]\tvalid_0's poisson: -104.444\tvalid_0's quantile: 2.98812\n",
"[58]\tvalid_0's poisson: -104.441\tvalid_0's quantile: 2.98179\n",
"[59]\tvalid_0's poisson: -104.422\tvalid_0's quantile: 2.9791\n",
"[60]\tvalid_0's poisson: -104.404\tvalid_0's quantile: 2.97978\n",
"[61]\tvalid_0's poisson: -104.409\tvalid_0's quantile: 2.97955\n",
"[62]\tvalid_0's poisson: -104.415\tvalid_0's quantile: 2.97787\n",
"[63]\tvalid_0's poisson: -104.429\tvalid_0's quantile: 2.97503\n",
"[64]\tvalid_0's poisson: -104.441\tvalid_0's quantile: 2.97557\n",
"[65]\tvalid_0's poisson: -104.447\tvalid_0's quantile: 2.97509\n",
"[66]\tvalid_0's poisson: -104.46\tvalid_0's quantile: 2.97262\n",
"[67]\tvalid_0's poisson: -104.468\tvalid_0's quantile: 2.97237\n",
"[68]\tvalid_0's poisson: -104.47\tvalid_0's quantile: 2.97216\n",
"[69]\tvalid_0's poisson: -104.493\tvalid_0's quantile: 2.96936\n",
"[70]\tvalid_0's poisson: -104.491\tvalid_0's quantile: 2.96938\n",
"[71]\tvalid_0's poisson: -104.495\tvalid_0's quantile: 2.96875\n",
"[72]\tvalid_0's poisson: -104.541\tvalid_0's quantile: 2.95786\n",
"[73]\tvalid_0's poisson: -104.572\tvalid_0's quantile: 2.95925\n",
"[74]\tvalid_0's poisson: -104.578\tvalid_0's quantile: 2.96105\n",
"[75]\tvalid_0's poisson: -104.614\tvalid_0's quantile: 2.95476\n",
"[76]\tvalid_0's poisson: -104.609\tvalid_0's quantile: 2.95587\n",
"[77]\tvalid_0's poisson: -104.608\tvalid_0's quantile: 2.95568\n",
"[78]\tvalid_0's poisson: -104.61\tvalid_0's quantile: 2.9554\n",
"[79]\tvalid_0's poisson: -104.647\tvalid_0's quantile: 2.95253\n",
"[80]\tvalid_0's poisson: -104.642\tvalid_0's quantile: 2.94929\n",
"[81]\tvalid_0's poisson: -104.652\tvalid_0's quantile: 2.94841\n",
"[82]\tvalid_0's poisson: -104.658\tvalid_0's quantile: 2.94721\n",
"[83]\tvalid_0's poisson: -104.683\tvalid_0's quantile: 2.94505\n",
"[84]\tvalid_0's poisson: -104.631\tvalid_0's quantile: 2.94462\n",
"[85]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.94369\n",
"[86]\tvalid_0's poisson: -104.637\tvalid_0's quantile: 2.93994\n",
"[87]\tvalid_0's poisson: -104.638\tvalid_0's quantile: 2.93911\n",
"[88]\tvalid_0's poisson: -104.639\tvalid_0's quantile: 2.93747\n",
"[89]\tvalid_0's poisson: -104.651\tvalid_0's quantile: 2.93715\n",
"[90]\tvalid_0's poisson: -104.651\tvalid_0's quantile: 2.93756\n",
"[91]\tvalid_0's poisson: -104.654\tvalid_0's quantile: 2.93685\n",
"[92]\tvalid_0's poisson: -104.646\tvalid_0's quantile: 2.93405\n",
"[93]\tvalid_0's poisson: -104.65\tvalid_0's quantile: 2.93199\n",
"[94]\tvalid_0's poisson: -104.655\tvalid_0's quantile: 2.932\n",
"[95]\tvalid_0's poisson: -104.659\tvalid_0's quantile: 2.9306\n",
"[96]\tvalid_0's poisson: -104.669\tvalid_0's quantile: 2.9284\n",
"[97]\tvalid_0's poisson: -104.671\tvalid_0's quantile: 2.92795\n",
"[98]\tvalid_0's poisson: -104.673\tvalid_0's quantile: 2.92763\n",
"[99]\tvalid_0's poisson: -104.672\tvalid_0's quantile: 2.92563\n",
"[100]\tvalid_0's poisson: -104.673\tvalid_0's quantile: 2.92431\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.2765\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.405\tvalid_0's quantile: 11.6234\n",
"[3]\tvalid_0's poisson: -62.5328\tvalid_0's quantile: 11.5858\n",
"[4]\tvalid_0's poisson: -62.6595\tvalid_0's quantile: 11.5486\n",
"[5]\tvalid_0's poisson: -62.7856\tvalid_0's quantile: 11.5115\n",
"[6]\tvalid_0's poisson: -62.9105\tvalid_0's quantile: 11.4747\n",
"[7]\tvalid_0's poisson: -63.032\tvalid_0's quantile: 11.439\n",
"[8]\tvalid_0's poisson: -63.1552\tvalid_0's quantile: 11.4027\n",
"[9]\tvalid_0's poisson: -63.2775\tvalid_0's quantile: 11.3666\n",
"[10]\tvalid_0's poisson: -63.3861\tvalid_0's quantile: 11.3322\n",
"[11]\tvalid_0's poisson: -63.5068\tvalid_0's quantile: 11.2965\n",
"[12]\tvalid_0's poisson: -63.6138\tvalid_0's quantile: 11.2627\n",
"[13]\tvalid_0's poisson: -63.7337\tvalid_0's quantile: 11.2276\n",
"[14]\tvalid_0's poisson: -63.8528\tvalid_0's quantile: 11.1927\n",
"[15]\tvalid_0's poisson: -63.9711\tvalid_0's quantile: 11.158\n",
"[16]\tvalid_0's poisson: -64.0903\tvalid_0's quantile: 11.1233\n",
"[17]\tvalid_0's poisson: -64.2087\tvalid_0's quantile: 11.0887\n",
"[18]\tvalid_0's poisson: -64.3264\tvalid_0's quantile: 11.0544\n",
"[19]\tvalid_0's poisson: -64.4417\tvalid_0's quantile: 11.0206\n",
"[20]\tvalid_0's poisson: -64.5578\tvalid_0's quantile: 10.9871\n",
"[21]\tvalid_0's poisson: -64.6732\tvalid_0's quantile: 10.9537\n",
"[22]\tvalid_0's poisson: -64.7878\tvalid_0's quantile: 10.9205\n",
"[23]\tvalid_0's poisson: -64.897\tvalid_0's quantile: 10.8881\n",
"[24]\tvalid_0's poisson: -65.0054\tvalid_0's quantile: 10.856\n",
"[25]\tvalid_0's poisson: -65.1165\tvalid_0's quantile: 10.824\n",
"[26]\tvalid_0's poisson: -65.2267\tvalid_0's quantile: 10.7921\n",
"[27]\tvalid_0's poisson: -65.334\tvalid_0's quantile: 10.7609\n",
"[28]\tvalid_0's poisson: -65.4415\tvalid_0's quantile: 10.7295\n",
"[29]\tvalid_0's poisson: -65.5492\tvalid_0's quantile: 10.6985\n",
"[30]\tvalid_0's poisson: -65.6553\tvalid_0's quantile: 10.6677\n",
"[31]\tvalid_0's poisson: -65.7625\tvalid_0's quantile: 10.6371\n",
"[32]\tvalid_0's poisson: -65.8683\tvalid_0's quantile: 10.6065\n",
"[33]\tvalid_0's poisson: -65.9724\tvalid_0's quantile: 10.5763\n",
"[34]\tvalid_0's poisson: -66.0785\tvalid_0's quantile: 10.5461\n",
"[35]\tvalid_0's poisson: -66.1843\tvalid_0's quantile: 10.516\n",
"[36]\tvalid_0's poisson: -66.2884\tvalid_0's quantile: 10.4865\n",
"[37]\tvalid_0's poisson: -66.3915\tvalid_0's quantile: 10.457\n",
"[38]\tvalid_0's poisson: -66.4965\tvalid_0's quantile: 10.4275\n",
"[39]\tvalid_0's poisson: -66.5995\tvalid_0's quantile: 10.3988\n",
"[40]\tvalid_0's poisson: -66.7009\tvalid_0's quantile: 10.3702\n",
"[41]\tvalid_0's poisson: -66.8026\tvalid_0's quantile: 10.3418\n",
"[42]\tvalid_0's poisson: -66.902\tvalid_0's quantile: 10.314\n",
"[43]\tvalid_0's poisson: -67.0055\tvalid_0's quantile: 10.2859\n",
"[44]\tvalid_0's poisson: -67.1083\tvalid_0's quantile: 10.258\n",
"[45]\tvalid_0's poisson: -67.2101\tvalid_0's quantile: 10.2303\n",
"[46]\tvalid_0's poisson: -67.2989\tvalid_0's quantile: 10.2044\n",
"[47]\tvalid_0's poisson: -67.3995\tvalid_0's quantile: 10.1769\n",
"[48]\tvalid_0's poisson: -67.4941\tvalid_0's quantile: 10.1503\n",
"[49]\tvalid_0's poisson: -67.5904\tvalid_0's quantile: 10.1235\n",
"[50]\tvalid_0's poisson: -67.6869\tvalid_0's quantile: 10.0967\n",
"[51]\tvalid_0's poisson: -67.786\tvalid_0's quantile: 10.0698\n",
"[52]\tvalid_0's poisson: -67.8845\tvalid_0's quantile: 10.0431\n",
"[53]\tvalid_0's poisson: -67.9824\tvalid_0's quantile: 10.0165\n",
"[54]\tvalid_0's poisson: -68.0798\tvalid_0's quantile: 9.99008\n",
"[55]\tvalid_0's poisson: -68.1642\tvalid_0's quantile: 9.96547\n",
"[56]\tvalid_0's poisson: -68.2714\tvalid_0's quantile: 9.93644\n",
"[57]\tvalid_0's poisson: -68.378\tvalid_0's quantile: 9.9078\n",
"[58]\tvalid_0's poisson: -68.4839\tvalid_0's quantile: 9.87935\n",
"[59]\tvalid_0's poisson: -68.5892\tvalid_0's quantile: 9.85102\n",
"[60]\tvalid_0's poisson: -68.6841\tvalid_0's quantile: 9.82569\n",
"[61]\tvalid_0's poisson: -68.7784\tvalid_0's quantile: 9.80064\n",
"[62]\tvalid_0's poisson: -68.8719\tvalid_0's quantile: 9.77584\n",
"[63]\tvalid_0's poisson: -68.9653\tvalid_0's quantile: 9.751\n",
"[64]\tvalid_0's poisson: -69.068\tvalid_0's quantile: 9.72351\n",
"[65]\tvalid_0's poisson: -69.1701\tvalid_0's quantile: 9.69619\n",
"[66]\tvalid_0's poisson: -69.2605\tvalid_0's quantile: 9.67026\n",
"[67]\tvalid_0's poisson: -69.3612\tvalid_0's quantile: 9.64328\n",
"[68]\tvalid_0's poisson: -69.4612\tvalid_0's quantile: 9.61655\n",
"[69]\tvalid_0's poisson: -69.5607\tvalid_0's quantile: 9.59023\n",
"[70]\tvalid_0's poisson: -69.6599\tvalid_0's quantile: 9.56442\n",
"[71]\tvalid_0's poisson: -69.7585\tvalid_0's quantile: 9.53874\n",
"[72]\tvalid_0's poisson: -69.8565\tvalid_0's quantile: 9.51322\n",
"[73]\tvalid_0's poisson: -69.954\tvalid_0's quantile: 9.48786\n",
"[74]\tvalid_0's poisson: -70.0509\tvalid_0's quantile: 9.46262\n",
"[75]\tvalid_0's poisson: -70.1472\tvalid_0's quantile: 9.43759\n",
"[76]\tvalid_0's poisson: -70.2422\tvalid_0's quantile: 9.41244\n",
"[77]\tvalid_0's poisson: -70.3376\tvalid_0's quantile: 9.38799\n",
"[78]\tvalid_0's poisson: -70.4317\tvalid_0's quantile: 9.36317\n",
"[79]\tvalid_0's poisson: -70.5262\tvalid_0's quantile: 9.33866\n",
"[80]\tvalid_0's poisson: -70.628\tvalid_0's quantile: 9.3135\n",
"[81]\tvalid_0's poisson: -70.7301\tvalid_0's quantile: 9.2886\n",
"[82]\tvalid_0's poisson: -70.8309\tvalid_0's quantile: 9.26375\n",
"[83]\tvalid_0's poisson: -70.9312\tvalid_0's quantile: 9.239\n",
"[84]\tvalid_0's poisson: -71.0308\tvalid_0's quantile: 9.21437\n",
"[85]\tvalid_0's poisson: -71.1309\tvalid_0's quantile: 9.18985\n",
"[86]\tvalid_0's poisson: -71.2296\tvalid_0's quantile: 9.16556\n",
"[87]\tvalid_0's poisson: -71.3195\tvalid_0's quantile: 9.14197\n",
"[88]\tvalid_0's poisson: -71.4173\tvalid_0's quantile: 9.11812\n",
"[89]\tvalid_0's poisson: -71.5158\tvalid_0's quantile: 9.09403\n",
"[90]\tvalid_0's poisson: -71.6187\tvalid_0's quantile: 9.06944\n",
"[91]\tvalid_0's poisson: -71.7212\tvalid_0's quantile: 9.04498\n",
"[92]\tvalid_0's poisson: -71.823\tvalid_0's quantile: 9.02069\n",
"[93]\tvalid_0's poisson: -71.9234\tvalid_0's quantile: 8.99668\n",
"[94]\tvalid_0's poisson: -72.0199\tvalid_0's quantile: 8.97322\n",
"[95]\tvalid_0's poisson: -72.1194\tvalid_0's quantile: 8.9495\n",
"[96]\tvalid_0's poisson: -72.219\tvalid_0's quantile: 8.92566\n",
"[97]\tvalid_0's poisson: -72.3173\tvalid_0's quantile: 8.90216\n",
"[98]\tvalid_0's poisson: -72.4157\tvalid_0's quantile: 8.87813\n",
"[99]\tvalid_0's poisson: -72.514\tvalid_0's quantile: 8.85474\n",
"[100]\tvalid_0's poisson: -72.6118\tvalid_0's quantile: 8.83157\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.2785\tvalid_0's quantile: 11.6611\n",
"[2]\tvalid_0's poisson: -62.3954\tvalid_0's quantile: 11.6251\n",
"[3]\tvalid_0's poisson: -62.5114\tvalid_0's quantile: 11.5893\n",
"[4]\tvalid_0's poisson: -62.6266\tvalid_0's quantile: 11.5538\n",
"[5]\tvalid_0's poisson: -62.7409\tvalid_0's quantile: 11.5185\n",
"[6]\tvalid_0's poisson: -62.8545\tvalid_0's quantile: 11.4834\n",
"[7]\tvalid_0's poisson: -62.9839\tvalid_0's quantile: 11.4462\n",
"[8]\tvalid_0's poisson: -63.1125\tvalid_0's quantile: 11.4094\n",
"[9]\tvalid_0's poisson: -63.2403\tvalid_0's quantile: 11.3727\n",
"[10]\tvalid_0's poisson: -63.3504\tvalid_0's quantile: 11.3383\n",
"[11]\tvalid_0's poisson: -63.4765\tvalid_0's quantile: 11.3021\n",
"[12]\tvalid_0's poisson: -63.6017\tvalid_0's quantile: 11.266\n",
"[13]\tvalid_0's poisson: -63.7261\tvalid_0's quantile: 11.2306\n",
"[14]\tvalid_0's poisson: -63.8497\tvalid_0's quantile: 11.1953\n",
"[15]\tvalid_0's poisson: -63.9725\tvalid_0's quantile: 11.1601\n",
"[16]\tvalid_0's poisson: -64.0945\tvalid_0's quantile: 11.1251\n",
"[17]\tvalid_0's poisson: -64.2156\tvalid_0's quantile: 11.0903\n",
"[18]\tvalid_0's poisson: -64.336\tvalid_0's quantile: 11.0559\n",
"[19]\tvalid_0's poisson: -64.44\tvalid_0's quantile: 11.0239\n",
"[20]\tvalid_0's poisson: -64.5589\tvalid_0's quantile: 10.9902\n",
"[21]\tvalid_0's poisson: -64.677\tvalid_0's quantile: 10.9567\n",
"[22]\tvalid_0's poisson: -64.7943\tvalid_0's quantile: 10.9233\n",
"[23]\tvalid_0's poisson: -64.9109\tvalid_0's quantile: 10.8901\n",
"[24]\tvalid_0's poisson: -65.0268\tvalid_0's quantile: 10.8571\n",
"[25]\tvalid_0's poisson: -65.1378\tvalid_0's quantile: 10.8253\n",
"[26]\tvalid_0's poisson: -65.2522\tvalid_0's quantile: 10.7931\n",
"[27]\tvalid_0's poisson: -65.3475\tvalid_0's quantile: 10.7637\n",
"[28]\tvalid_0's poisson: -65.4606\tvalid_0's quantile: 10.7319\n",
"[29]\tvalid_0's poisson: -65.5691\tvalid_0's quantile: 10.7012\n",
"[30]\tvalid_0's poisson: -65.677\tvalid_0's quantile: 10.6706\n",
"[31]\tvalid_0's poisson: -65.7883\tvalid_0's quantile: 10.6395\n",
"[32]\tvalid_0's poisson: -65.895\tvalid_0's quantile: 10.6092\n",
"[33]\tvalid_0's poisson: -66.0051\tvalid_0's quantile: 10.5784\n",
"[34]\tvalid_0's poisson: -66.1105\tvalid_0's quantile: 10.5485\n",
"[35]\tvalid_0's poisson: -66.2061\tvalid_0's quantile: 10.5202\n",
"[36]\tvalid_0's poisson: -66.3107\tvalid_0's quantile: 10.4907\n",
"[37]\tvalid_0's poisson: -66.4191\tvalid_0's quantile: 10.4607\n",
"[38]\tvalid_0's poisson: -66.5226\tvalid_0's quantile: 10.4319\n",
"[39]\tvalid_0's poisson: -66.6254\tvalid_0's quantile: 10.4035\n",
"[40]\tvalid_0's poisson: -66.732\tvalid_0's quantile: 10.3746\n",
"[41]\tvalid_0's poisson: -66.8337\tvalid_0's quantile: 10.3466\n",
"[42]\tvalid_0's poisson: -66.9385\tvalid_0's quantile: 10.3182\n",
"[43]\tvalid_0's poisson: -67.0262\tvalid_0's quantile: 10.2925\n",
"[44]\tvalid_0's poisson: -67.1305\tvalid_0's quantile: 10.2645\n",
"[45]\tvalid_0's poisson: -67.2357\tvalid_0's quantile: 10.2367\n",
"[46]\tvalid_0's poisson: -67.3403\tvalid_0's quantile: 10.209\n",
"[47]\tvalid_0's poisson: -67.4429\tvalid_0's quantile: 10.1815\n",
"[48]\tvalid_0's poisson: -67.5463\tvalid_0's quantile: 10.154\n",
"[49]\tvalid_0's poisson: -67.6477\tvalid_0's quantile: 10.1267\n",
"[50]\tvalid_0's poisson: -67.7499\tvalid_0's quantile: 10.0996\n",
"[51]\tvalid_0's poisson: -67.8515\tvalid_0's quantile: 10.0726\n",
"[52]\tvalid_0's poisson: -67.9392\tvalid_0's quantile: 10.0476\n",
"[53]\tvalid_0's poisson: -68.0397\tvalid_0's quantile: 10.021\n",
"[54]\tvalid_0's poisson: -68.1395\tvalid_0's quantile: 9.99447\n",
"[55]\tvalid_0's poisson: -68.2483\tvalid_0's quantile: 9.96449\n",
"[56]\tvalid_0's poisson: -68.3564\tvalid_0's quantile: 9.93496\n",
"[57]\tvalid_0's poisson: -68.4638\tvalid_0's quantile: 9.90568\n",
"[58]\tvalid_0's poisson: -68.5706\tvalid_0's quantile: 9.87662\n",
"[59]\tvalid_0's poisson: -68.6767\tvalid_0's quantile: 9.84768\n",
"[60]\tvalid_0's poisson: -68.7822\tvalid_0's quantile: 9.8189\n",
"[61]\tvalid_0's poisson: -68.8762\tvalid_0's quantile: 9.79181\n",
"[62]\tvalid_0's poisson: -68.9804\tvalid_0's quantile: 9.76338\n",
"[63]\tvalid_0's poisson: -69.084\tvalid_0's quantile: 9.73507\n",
"[64]\tvalid_0's poisson: -69.1869\tvalid_0's quantile: 9.70707\n",
"[65]\tvalid_0's poisson: -69.2893\tvalid_0's quantile: 9.67937\n",
"[66]\tvalid_0's poisson: -69.391\tvalid_0's quantile: 9.65209\n",
"[67]\tvalid_0's poisson: -69.4921\tvalid_0's quantile: 9.6253\n",
"[68]\tvalid_0's poisson: -69.5926\tvalid_0's quantile: 9.59863\n",
"[69]\tvalid_0's poisson: -69.6925\tvalid_0's quantile: 9.57249\n",
"[70]\tvalid_0's poisson: -69.7919\tvalid_0's quantile: 9.54615\n",
"[71]\tvalid_0's poisson: -69.8907\tvalid_0's quantile: 9.5203\n",
"[72]\tvalid_0's poisson: -69.9889\tvalid_0's quantile: 9.49462\n",
"[73]\tvalid_0's poisson: -70.0865\tvalid_0's quantile: 9.46907\n",
"[74]\tvalid_0's poisson: -70.1835\tvalid_0's quantile: 9.44372\n",
"[75]\tvalid_0's poisson: -70.28\tvalid_0's quantile: 9.41847\n",
"[76]\tvalid_0's poisson: -70.376\tvalid_0's quantile: 9.39344\n",
"[77]\tvalid_0's poisson: -70.4713\tvalid_0's quantile: 9.36856\n",
"[78]\tvalid_0's poisson: -70.5661\tvalid_0's quantile: 9.34395\n",
"[79]\tvalid_0's poisson: -70.663\tvalid_0's quantile: 9.31882\n",
"[80]\tvalid_0's poisson: -70.7593\tvalid_0's quantile: 9.2938\n",
"[81]\tvalid_0's poisson: -70.855\tvalid_0's quantile: 9.26888\n",
"[82]\tvalid_0's poisson: -70.9502\tvalid_0's quantile: 9.24417\n",
"[83]\tvalid_0's poisson: -71.0448\tvalid_0's quantile: 9.21973\n",
"[84]\tvalid_0's poisson: -71.1389\tvalid_0's quantile: 9.1954\n",
"[85]\tvalid_0's poisson: -71.2403\tvalid_0's quantile: 9.1702\n",
"[86]\tvalid_0's poisson: -71.3412\tvalid_0's quantile: 9.14512\n",
"[87]\tvalid_0's poisson: -71.4448\tvalid_0's quantile: 9.11997\n",
"[88]\tvalid_0's poisson: -71.5479\tvalid_0's quantile: 9.095\n",
"[89]\tvalid_0's poisson: -71.6505\tvalid_0's quantile: 9.07013\n",
"[90]\tvalid_0's poisson: -71.7533\tvalid_0's quantile: 9.04475\n",
"[91]\tvalid_0's poisson: -71.8549\tvalid_0's quantile: 9.02005\n",
"[92]\tvalid_0's poisson: -71.9568\tvalid_0's quantile: 8.99498\n",
"[93]\tvalid_0's poisson: -72.0582\tvalid_0's quantile: 8.97006\n",
"[94]\tvalid_0's poisson: -72.159\tvalid_0's quantile: 8.94532\n",
"[95]\tvalid_0's poisson: -72.2596\tvalid_0's quantile: 8.91998\n",
"[96]\tvalid_0's poisson: -72.3597\tvalid_0's quantile: 8.89479\n",
"[97]\tvalid_0's poisson: -72.4592\tvalid_0's quantile: 8.8699\n",
"[98]\tvalid_0's poisson: -72.5582\tvalid_0's quantile: 8.8452\n",
"[99]\tvalid_0's poisson: -72.6564\tvalid_0's quantile: 8.82167\n",
"[100]\tvalid_0's poisson: -72.7511\tvalid_0's quantile: 8.79867\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.9087\tvalid_0's quantile: 11.6519\n",
"[2]\tvalid_0's poisson: -63.0235\tvalid_0's quantile: 11.6148\n",
"[3]\tvalid_0's poisson: -63.1373\tvalid_0's quantile: 11.5779\n",
"[4]\tvalid_0's poisson: -63.2503\tvalid_0's quantile: 11.5413\n",
"[5]\tvalid_0's poisson: -63.3624\tvalid_0's quantile: 11.5049\n",
"[6]\tvalid_0's poisson: -63.4736\tvalid_0's quantile: 11.4688\n",
"[7]\tvalid_0's poisson: -63.598\tvalid_0's quantile: 11.4309\n",
"[8]\tvalid_0's poisson: -63.7075\tvalid_0's quantile: 11.3951\n",
"[9]\tvalid_0's poisson: -63.8302\tvalid_0's quantile: 11.3577\n",
"[10]\tvalid_0's poisson: -63.952\tvalid_0's quantile: 11.3206\n",
"[11]\tvalid_0's poisson: -64.073\tvalid_0's quantile: 11.2836\n",
"[12]\tvalid_0's poisson: -64.1802\tvalid_0's quantile: 11.2486\n",
"[13]\tvalid_0's poisson: -64.2995\tvalid_0's quantile: 11.2121\n",
"[14]\tvalid_0's poisson: -64.4054\tvalid_0's quantile: 11.1779\n",
"[15]\tvalid_0's poisson: -64.5105\tvalid_0's quantile: 11.144\n",
"[16]\tvalid_0's poisson: -64.6275\tvalid_0's quantile: 11.1084\n",
"[17]\tvalid_0's poisson: -64.7313\tvalid_0's quantile: 11.0748\n",
"[18]\tvalid_0's poisson: -64.8459\tvalid_0's quantile: 11.0397\n",
"[19]\tvalid_0's poisson: -64.9597\tvalid_0's quantile: 11.0052\n",
"[20]\tvalid_0's poisson: -65.0727\tvalid_0's quantile: 10.9709\n",
"[21]\tvalid_0's poisson: -65.185\tvalid_0's quantile: 10.9371\n",
"[22]\tvalid_0's poisson: -65.2849\tvalid_0's quantile: 10.9049\n",
"[23]\tvalid_0's poisson: -65.3958\tvalid_0's quantile: 10.8713\n",
"[24]\tvalid_0's poisson: -65.5084\tvalid_0's quantile: 10.8376\n",
"[25]\tvalid_0's poisson: -65.6212\tvalid_0's quantile: 10.8041\n",
"[26]\tvalid_0's poisson: -65.7323\tvalid_0's quantile: 10.7711\n",
"[27]\tvalid_0's poisson: -65.8414\tvalid_0's quantile: 10.7389\n",
"[28]\tvalid_0's poisson: -65.951\tvalid_0's quantile: 10.7063\n",
"[29]\tvalid_0's poisson: -66.0476\tvalid_0's quantile: 10.6761\n",
"[30]\tvalid_0's poisson: -66.1536\tvalid_0's quantile: 10.6446\n",
"[31]\tvalid_0's poisson: -66.26\tvalid_0's quantile: 10.6133\n",
"[32]\tvalid_0's poisson: -66.3657\tvalid_0's quantile: 10.5821\n",
"[33]\tvalid_0's poisson: -66.4696\tvalid_0's quantile: 10.5511\n",
"[34]\tvalid_0's poisson: -66.574\tvalid_0's quantile: 10.5203\n",
"[35]\tvalid_0's poisson: -66.6663\tvalid_0's quantile: 10.4913\n",
"[36]\tvalid_0's poisson: -66.7695\tvalid_0's quantile: 10.461\n",
"[37]\tvalid_0's poisson: -66.872\tvalid_0's quantile: 10.431\n",
"[38]\tvalid_0's poisson: -66.975\tvalid_0's quantile: 10.4008\n",
"[39]\tvalid_0's poisson: -67.0763\tvalid_0's quantile: 10.3716\n",
"[40]\tvalid_0's poisson: -67.1757\tvalid_0's quantile: 10.3425\n",
"[41]\tvalid_0's poisson: -67.2804\tvalid_0's quantile: 10.3131\n",
"[42]\tvalid_0's poisson: -67.3787\tvalid_0's quantile: 10.2846\n",
"[43]\tvalid_0's poisson: -67.4669\tvalid_0's quantile: 10.2579\n",
"[44]\tvalid_0's poisson: -67.5653\tvalid_0's quantile: 10.2299\n",
"[45]\tvalid_0's poisson: -67.6618\tvalid_0's quantile: 10.202\n",
"[46]\tvalid_0's poisson: -67.7623\tvalid_0's quantile: 10.1738\n",
"[47]\tvalid_0's poisson: -67.8602\tvalid_0's quantile: 10.1456\n",
"[48]\tvalid_0's poisson: -67.9595\tvalid_0's quantile: 10.1177\n",
"[49]\tvalid_0's poisson: -68.0563\tvalid_0's quantile: 10.0903\n",
"[50]\tvalid_0's poisson: -68.1512\tvalid_0's quantile: 10.063\n",
"[51]\tvalid_0's poisson: -68.2478\tvalid_0's quantile: 10.0355\n",
"[52]\tvalid_0's poisson: -68.3439\tvalid_0's quantile: 10.0082\n",
"[53]\tvalid_0's poisson: -68.4372\tvalid_0's quantile: 9.98138\n",
"[54]\tvalid_0's poisson: -68.5322\tvalid_0's quantile: 9.95448\n",
"[55]\tvalid_0's poisson: -68.6243\tvalid_0's quantile: 9.92804\n",
"[56]\tvalid_0's poisson: -68.7181\tvalid_0's quantile: 9.90166\n",
"[57]\tvalid_0's poisson: -68.8114\tvalid_0's quantile: 9.87539\n",
"[58]\tvalid_0's poisson: -68.9019\tvalid_0's quantile: 9.84945\n",
"[59]\tvalid_0's poisson: -68.9941\tvalid_0's quantile: 9.82348\n",
"[60]\tvalid_0's poisson: -69.0859\tvalid_0's quantile: 9.79777\n",
"[61]\tvalid_0's poisson: -69.1747\tvalid_0's quantile: 9.77244\n",
"[62]\tvalid_0's poisson: -69.2685\tvalid_0's quantile: 9.74678\n",
"[63]\tvalid_0's poisson: -69.3593\tvalid_0's quantile: 9.72151\n",
"[64]\tvalid_0's poisson: -69.4492\tvalid_0's quantile: 9.69651\n",
"[65]\tvalid_0's poisson: -69.5417\tvalid_0's quantile: 9.67135\n",
"[66]\tvalid_0's poisson: -69.6283\tvalid_0's quantile: 9.64697\n",
"[67]\tvalid_0's poisson: -69.7199\tvalid_0's quantile: 9.62224\n",
"[68]\tvalid_0's poisson: -69.8082\tvalid_0's quantile: 9.59805\n",
"[69]\tvalid_0's poisson: -69.9052\tvalid_0's quantile: 9.57049\n",
"[70]\tvalid_0's poisson: -70.004\tvalid_0's quantile: 9.54292\n",
"[71]\tvalid_0's poisson: -70.0999\tvalid_0's quantile: 9.51569\n",
"[72]\tvalid_0's poisson: -70.1977\tvalid_0's quantile: 9.48844\n",
"[73]\tvalid_0's poisson: -70.295\tvalid_0's quantile: 9.46129\n",
"[74]\tvalid_0's poisson: -70.3892\tvalid_0's quantile: 9.43467\n",
"[75]\tvalid_0's poisson: -70.4855\tvalid_0's quantile: 9.40798\n",
"[76]\tvalid_0's poisson: -70.5813\tvalid_0's quantile: 9.38166\n",
"[77]\tvalid_0's poisson: -70.6741\tvalid_0's quantile: 9.3561\n",
"[78]\tvalid_0's poisson: -70.7717\tvalid_0's quantile: 9.3303\n",
"[79]\tvalid_0's poisson: -70.8687\tvalid_0's quantile: 9.30459\n",
"[80]\tvalid_0's poisson: -70.9604\tvalid_0's quantile: 9.27934\n",
"[81]\tvalid_0's poisson: -71.0564\tvalid_0's quantile: 9.25395\n",
"[82]\tvalid_0's poisson: -71.147\tvalid_0's quantile: 9.22897\n",
"[83]\tvalid_0's poisson: -71.2421\tvalid_0's quantile: 9.20375\n",
"[84]\tvalid_0's poisson: -71.3367\tvalid_0's quantile: 9.17864\n",
"[85]\tvalid_0's poisson: -71.4259\tvalid_0's quantile: 9.15403\n",
"[86]\tvalid_0's poisson: -71.5117\tvalid_0's quantile: 9.13203\n",
"[87]\tvalid_0's poisson: -71.5969\tvalid_0's quantile: 9.11011\n",
"[88]\tvalid_0's poisson: -71.6852\tvalid_0's quantile: 9.08542\n",
"[89]\tvalid_0's poisson: -71.7812\tvalid_0's quantile: 9.0603\n",
"[90]\tvalid_0's poisson: -71.8684\tvalid_0's quantile: 9.03844\n",
"[91]\tvalid_0's poisson: -71.9678\tvalid_0's quantile: 9.01319\n",
"[92]\tvalid_0's poisson: -72.0666\tvalid_0's quantile: 8.98816\n",
"[93]\tvalid_0's poisson: -72.1578\tvalid_0's quantile: 8.966\n",
"[94]\tvalid_0's poisson: -72.2476\tvalid_0's quantile: 8.94404\n",
"[95]\tvalid_0's poisson: -72.3454\tvalid_0's quantile: 8.91908\n",
"[96]\tvalid_0's poisson: -72.4387\tvalid_0's quantile: 8.89498\n",
"[97]\tvalid_0's poisson: -72.5337\tvalid_0's quantile: 8.87103\n",
"[98]\tvalid_0's poisson: -72.6324\tvalid_0's quantile: 8.84669\n",
"[99]\tvalid_0's poisson: -72.7306\tvalid_0's quantile: 8.82224\n",
"[100]\tvalid_0's poisson: -72.8284\tvalid_0's quantile: 8.79816\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -63.5495\tvalid_0's quantile: 11.6429\n",
"[2]\tvalid_0's poisson: -63.6764\tvalid_0's quantile: 11.6048\n",
"[3]\tvalid_0's poisson: -63.8025\tvalid_0's quantile: 11.5669\n",
"[4]\tvalid_0's poisson: -63.9277\tvalid_0's quantile: 11.5291\n",
"[5]\tvalid_0's poisson: -64.0519\tvalid_0's quantile: 11.4915\n",
"[6]\tvalid_0's poisson: -64.1752\tvalid_0's quantile: 11.4541\n",
"[7]\tvalid_0's poisson: -64.2977\tvalid_0's quantile: 11.417\n",
"[8]\tvalid_0's poisson: -64.4193\tvalid_0's quantile: 11.3802\n",
"[9]\tvalid_0's poisson: -64.54\tvalid_0's quantile: 11.3434\n",
"[10]\tvalid_0's poisson: -64.6599\tvalid_0's quantile: 11.3069\n",
"[11]\tvalid_0's poisson: -64.7673\tvalid_0's quantile: 11.2723\n",
"[12]\tvalid_0's poisson: -64.874\tvalid_0's quantile: 11.2379\n",
"[13]\tvalid_0's poisson: -64.9915\tvalid_0's quantile: 11.2019\n",
"[14]\tvalid_0's poisson: -65.1083\tvalid_0's quantile: 11.1662\n",
"[15]\tvalid_0's poisson: -65.2242\tvalid_0's quantile: 11.1308\n",
"[16]\tvalid_0's poisson: -65.3393\tvalid_0's quantile: 11.096\n",
"[17]\tvalid_0's poisson: -65.4537\tvalid_0's quantile: 11.0614\n",
"[18]\tvalid_0's poisson: -65.5673\tvalid_0's quantile: 11.0269\n",
"[19]\tvalid_0's poisson: -65.6801\tvalid_0's quantile: 10.9927\n",
"[20]\tvalid_0's poisson: -65.7921\tvalid_0's quantile: 10.9585\n",
"[21]\tvalid_0's poisson: -65.9055\tvalid_0's quantile: 10.9246\n",
"[22]\tvalid_0's poisson: -66.0182\tvalid_0's quantile: 10.8908\n",
"[23]\tvalid_0's poisson: -66.1301\tvalid_0's quantile: 10.8575\n",
"[24]\tvalid_0's poisson: -66.2413\tvalid_0's quantile: 10.8244\n",
"[25]\tvalid_0's poisson: -66.3517\tvalid_0's quantile: 10.7914\n",
"[26]\tvalid_0's poisson: -66.4614\tvalid_0's quantile: 10.7586\n",
"[27]\tvalid_0's poisson: -66.5704\tvalid_0's quantile: 10.7262\n",
"[28]\tvalid_0's poisson: -66.6787\tvalid_0's quantile: 10.694\n",
"[29]\tvalid_0's poisson: -66.7744\tvalid_0's quantile: 10.6638\n",
"[30]\tvalid_0's poisson: -66.8814\tvalid_0's quantile: 10.6323\n",
"[31]\tvalid_0's poisson: -66.9884\tvalid_0's quantile: 10.601\n",
"[32]\tvalid_0's poisson: -67.0947\tvalid_0's quantile: 10.57\n",
"[33]\tvalid_0's poisson: -67.1888\tvalid_0's quantile: 10.5407\n",
"[34]\tvalid_0's poisson: -67.2939\tvalid_0's quantile: 10.51\n",
"[35]\tvalid_0's poisson: -67.387\tvalid_0's quantile: 10.4809\n",
"[36]\tvalid_0's poisson: -67.4908\tvalid_0's quantile: 10.4507\n",
"[37]\tvalid_0's poisson: -67.5931\tvalid_0's quantile: 10.4206\n",
"[38]\tvalid_0's poisson: -67.6956\tvalid_0's quantile: 10.391\n",
"[39]\tvalid_0's poisson: -67.7975\tvalid_0's quantile: 10.3614\n",
"[40]\tvalid_0's poisson: -67.8979\tvalid_0's quantile: 10.332\n",
"[41]\tvalid_0's poisson: -67.9986\tvalid_0's quantile: 10.3028\n",
"[42]\tvalid_0's poisson: -68.0977\tvalid_0's quantile: 10.2742\n",
"[43]\tvalid_0's poisson: -68.1971\tvalid_0's quantile: 10.2458\n",
"[44]\tvalid_0's poisson: -68.2951\tvalid_0's quantile: 10.2176\n",
"[45]\tvalid_0's poisson: -68.3933\tvalid_0's quantile: 10.1897\n",
"[46]\tvalid_0's poisson: -68.4909\tvalid_0's quantile: 10.1622\n",
"[47]\tvalid_0's poisson: -68.587\tvalid_0's quantile: 10.1348\n",
"[48]\tvalid_0's poisson: -68.6834\tvalid_0's quantile: 10.1077\n",
"[49]\tvalid_0's poisson: -68.7793\tvalid_0's quantile: 10.0808\n",
"[50]\tvalid_0's poisson: -68.8745\tvalid_0's quantile: 10.0539\n",
"[51]\tvalid_0's poisson: -68.9692\tvalid_0's quantile: 10.0273\n",
"[52]\tvalid_0's poisson: -69.0634\tvalid_0's quantile: 10.0007\n",
"[53]\tvalid_0's poisson: -69.1569\tvalid_0's quantile: 9.97431\n",
"[54]\tvalid_0's poisson: -69.2499\tvalid_0's quantile: 9.9481\n",
"[55]\tvalid_0's poisson: -69.3335\tvalid_0's quantile: 9.92341\n",
"[56]\tvalid_0's poisson: -69.4165\tvalid_0's quantile: 9.89879\n",
"[57]\tvalid_0's poisson: -69.508\tvalid_0's quantile: 9.87319\n",
"[58]\tvalid_0's poisson: -69.5902\tvalid_0's quantile: 9.84888\n",
"[59]\tvalid_0's poisson: -69.672\tvalid_0's quantile: 9.82482\n",
"[60]\tvalid_0's poisson: -69.7619\tvalid_0's quantile: 9.7998\n",
"[61]\tvalid_0's poisson: -69.8426\tvalid_0's quantile: 9.77607\n",
"[62]\tvalid_0's poisson: -69.9219\tvalid_0's quantile: 9.75247\n",
"[63]\tvalid_0's poisson: -70.0017\tvalid_0's quantile: 9.72902\n",
"[64]\tvalid_0's poisson: -70.0907\tvalid_0's quantile: 9.70204\n",
"[65]\tvalid_0's poisson: -70.1791\tvalid_0's quantile: 9.67514\n",
"[66]\tvalid_0's poisson: -70.2718\tvalid_0's quantile: 9.6476\n",
"[67]\tvalid_0's poisson: -70.3639\tvalid_0's quantile: 9.62033\n",
"[68]\tvalid_0's poisson: -70.4597\tvalid_0's quantile: 9.59267\n",
"[69]\tvalid_0's poisson: -70.5549\tvalid_0's quantile: 9.56512\n",
"[70]\tvalid_0's poisson: -70.6394\tvalid_0's quantile: 9.54164\n",
"[71]\tvalid_0's poisson: -70.7209\tvalid_0's quantile: 9.51638\n",
"[72]\tvalid_0's poisson: -70.8106\tvalid_0's quantile: 9.49004\n",
"[73]\tvalid_0's poisson: -70.9009\tvalid_0's quantile: 9.46362\n",
"[74]\tvalid_0's poisson: -70.9906\tvalid_0's quantile: 9.4374\n",
"[75]\tvalid_0's poisson: -71.0817\tvalid_0's quantile: 9.4139\n",
"[76]\tvalid_0's poisson: -71.1865\tvalid_0's quantile: 9.38658\n",
"[77]\tvalid_0's poisson: -71.2917\tvalid_0's quantile: 9.35934\n",
"[78]\tvalid_0's poisson: -71.3963\tvalid_0's quantile: 9.33261\n",
"[79]\tvalid_0's poisson: -71.4963\tvalid_0's quantile: 9.30656\n",
"[80]\tvalid_0's poisson: -71.5958\tvalid_0's quantile: 9.28062\n",
"[81]\tvalid_0's poisson: -71.6989\tvalid_0's quantile: 9.25422\n",
"[82]\tvalid_0's poisson: -71.7973\tvalid_0's quantile: 9.2286\n",
"[83]\tvalid_0's poisson: -71.8994\tvalid_0's quantile: 9.2024\n",
"[84]\tvalid_0's poisson: -72.0009\tvalid_0's quantile: 9.17638\n",
"[85]\tvalid_0's poisson: -72.1018\tvalid_0's quantile: 9.15054\n",
"[86]\tvalid_0's poisson: -72.2021\tvalid_0's quantile: 9.12493\n",
"[87]\tvalid_0's poisson: -72.3019\tvalid_0's quantile: 9.09951\n",
"[88]\tvalid_0's poisson: -72.3976\tvalid_0's quantile: 9.0745\n",
"[89]\tvalid_0's poisson: -72.4964\tvalid_0's quantile: 9.04927\n",
"[90]\tvalid_0's poisson: -72.5947\tvalid_0's quantile: 9.02422\n",
"[91]\tvalid_0's poisson: -72.689\tvalid_0's quantile: 8.99962\n",
"[92]\tvalid_0's poisson: -72.7828\tvalid_0's quantile: 8.97517\n",
"[93]\tvalid_0's poisson: -72.8797\tvalid_0's quantile: 8.95044\n",
"[94]\tvalid_0's poisson: -72.9642\tvalid_0's quantile: 8.92934\n",
"[95]\tvalid_0's poisson: -73.0579\tvalid_0's quantile: 8.90541\n",
"[96]\tvalid_0's poisson: -73.1534\tvalid_0's quantile: 8.88128\n",
"[97]\tvalid_0's poisson: -73.2462\tvalid_0's quantile: 8.85757\n",
"[98]\tvalid_0's poisson: -73.3385\tvalid_0's quantile: 8.83401\n",
"[99]\tvalid_0's poisson: -73.4302\tvalid_0's quantile: 8.81057\n",
"[100]\tvalid_0's poisson: -73.5208\tvalid_0's quantile: 8.78807\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -62.2754\tvalid_0's quantile: 11.6612\n",
"[2]\tvalid_0's poisson: -62.3892\tvalid_0's quantile: 11.6253\n",
"[3]\tvalid_0's poisson: -62.5021\tvalid_0's quantile: 11.5896\n",
"[4]\tvalid_0's poisson: -62.6142\tvalid_0's quantile: 11.5542\n",
"[5]\tvalid_0's poisson: -62.7255\tvalid_0's quantile: 11.5191\n",
"[6]\tvalid_0's poisson: -62.836\tvalid_0's quantile: 11.4841\n",
"[7]\tvalid_0's poisson: -62.9457\tvalid_0's quantile: 11.4494\n",
"[8]\tvalid_0's poisson: -63.0545\tvalid_0's quantile: 11.4149\n",
"[9]\tvalid_0's poisson: -63.1626\tvalid_0's quantile: 11.3805\n",
"[10]\tvalid_0's poisson: -63.27\tvalid_0's quantile: 11.3463\n",
"[11]\tvalid_0's poisson: -63.3765\tvalid_0's quantile: 11.3124\n",
"[12]\tvalid_0's poisson: -63.4823\tvalid_0's quantile: 11.2786\n",
"[13]\tvalid_0's poisson: -63.5874\tvalid_0's quantile: 11.2455\n",
"[14]\tvalid_0's poisson: -63.6917\tvalid_0's quantile: 11.2125\n",
"[15]\tvalid_0's poisson: -63.7952\tvalid_0's quantile: 11.1797\n",
"[16]\tvalid_0's poisson: -63.8981\tvalid_0's quantile: 11.1471\n",
"[17]\tvalid_0's poisson: -64.0018\tvalid_0's quantile: 11.1145\n",
"[18]\tvalid_0's poisson: -64.1032\tvalid_0's quantile: 11.0826\n",
"[19]\tvalid_0's poisson: -64.2055\tvalid_0's quantile: 11.0507\n",
"[20]\tvalid_0's poisson: -64.3056\tvalid_0's quantile: 11.0194\n",
"[21]\tvalid_0's poisson: -64.4065\tvalid_0's quantile: 10.9881\n",
"[22]\tvalid_0's poisson: -64.5052\tvalid_0's quantile: 10.9571\n",
"[23]\tvalid_0's poisson: -64.6032\tvalid_0's quantile: 10.9262\n",
"[24]\tvalid_0's poisson: -64.7021\tvalid_0's quantile: 10.8955\n",
"[25]\tvalid_0's poisson: -64.7989\tvalid_0's quantile: 10.8652\n",
"[26]\tvalid_0's poisson: -64.8965\tvalid_0's quantile: 10.8352\n",
"[27]\tvalid_0's poisson: -64.9919\tvalid_0's quantile: 10.8055\n",
"[28]\tvalid_0's poisson: -65.0883\tvalid_0's quantile: 10.7759\n",
"[29]\tvalid_0's poisson: -65.1824\tvalid_0's quantile: 10.7467\n",
"[30]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.7176\n",
"[31]\tvalid_0's poisson: -65.3913\tvalid_0's quantile: 10.6864\n",
"[32]\tvalid_0's poisson: -65.5023\tvalid_0's quantile: 10.6552\n",
"[33]\tvalid_0's poisson: -65.6136\tvalid_0's quantile: 10.6244\n",
"[34]\tvalid_0's poisson: -65.7233\tvalid_0's quantile: 10.5937\n",
"[35]\tvalid_0's poisson: -65.8333\tvalid_0's quantile: 10.5633\n",
"[36]\tvalid_0's poisson: -65.9421\tvalid_0's quantile: 10.5331\n",
"[37]\tvalid_0's poisson: -66.0514\tvalid_0's quantile: 10.5031\n",
"[38]\tvalid_0's poisson: -66.1442\tvalid_0's quantile: 10.4755\n",
"[39]\tvalid_0's poisson: -66.2511\tvalid_0's quantile: 10.4463\n",
"[40]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.4173\n",
"[41]\tvalid_0's poisson: -66.4641\tvalid_0's quantile: 10.3885\n",
"[42]\tvalid_0's poisson: -66.5702\tvalid_0's quantile: 10.3599\n",
"[43]\tvalid_0's poisson: -66.6756\tvalid_0's quantile: 10.3317\n",
"[44]\tvalid_0's poisson: -66.7793\tvalid_0's quantile: 10.3038\n",
"[45]\tvalid_0's poisson: -66.8836\tvalid_0's quantile: 10.276\n",
"[46]\tvalid_0's poisson: -66.986\tvalid_0's quantile: 10.2483\n",
"[47]\tvalid_0's poisson: -67.0876\tvalid_0's quantile: 10.2208\n",
"[48]\tvalid_0's poisson: -67.189\tvalid_0's quantile: 10.1934\n",
"[49]\tvalid_0's poisson: -67.3011\tvalid_0's quantile: 10.1627\n",
"[50]\tvalid_0's poisson: -67.4132\tvalid_0's quantile: 10.1321\n",
"[51]\tvalid_0's poisson: -67.5245\tvalid_0's quantile: 10.1017\n",
"[52]\tvalid_0's poisson: -67.6352\tvalid_0's quantile: 10.0715\n",
"[53]\tvalid_0's poisson: -67.7447\tvalid_0's quantile: 10.0416\n",
"[54]\tvalid_0's poisson: -67.8541\tvalid_0's quantile: 10.0119\n",
"[55]\tvalid_0's poisson: -67.9628\tvalid_0's quantile: 9.98223\n",
"[56]\tvalid_0's poisson: -68.0708\tvalid_0's quantile: 9.95274\n",
"[57]\tvalid_0's poisson: -68.1778\tvalid_0's quantile: 9.92362\n",
"[58]\tvalid_0's poisson: -68.2846\tvalid_0's quantile: 9.8946\n",
"[59]\tvalid_0's poisson: -68.3907\tvalid_0's quantile: 9.86583\n",
"[60]\tvalid_0's poisson: -68.4928\tvalid_0's quantile: 9.8369\n",
"[61]\tvalid_0's poisson: -68.5941\tvalid_0's quantile: 9.8084\n",
"[62]\tvalid_0's poisson: -68.695\tvalid_0's quantile: 9.78043\n",
"[63]\tvalid_0's poisson: -68.7952\tvalid_0's quantile: 9.75271\n",
"[64]\tvalid_0's poisson: -68.8949\tvalid_0's quantile: 9.72521\n",
"[65]\tvalid_0's poisson: -68.9979\tvalid_0's quantile: 9.69791\n",
"[66]\tvalid_0's poisson: -69.0969\tvalid_0's quantile: 9.67064\n",
"[67]\tvalid_0's poisson: -69.1952\tvalid_0's quantile: 9.64363\n",
"[68]\tvalid_0's poisson: -69.2929\tvalid_0's quantile: 9.61686\n",
"[69]\tvalid_0's poisson: -69.3771\tvalid_0's quantile: 9.59193\n",
"[70]\tvalid_0's poisson: -69.4782\tvalid_0's quantile: 9.5654\n",
"[71]\tvalid_0's poisson: -69.5788\tvalid_0's quantile: 9.53904\n",
"[72]\tvalid_0's poisson: -69.6798\tvalid_0's quantile: 9.51263\n",
"[73]\tvalid_0's poisson: -69.7678\tvalid_0's quantile: 9.48806\n",
"[74]\tvalid_0's poisson: -69.8553\tvalid_0's quantile: 9.4636\n",
"[75]\tvalid_0's poisson: -69.9557\tvalid_0's quantile: 9.43792\n",
"[76]\tvalid_0's poisson: -70.052\tvalid_0's quantile: 9.41235\n",
"[77]\tvalid_0's poisson: -70.1515\tvalid_0's quantile: 9.38699\n",
"[78]\tvalid_0's poisson: -70.2358\tvalid_0's quantile: 9.36374\n",
"[79]\tvalid_0's poisson: -70.3161\tvalid_0's quantile: 9.34045\n",
"[80]\tvalid_0's poisson: -70.4135\tvalid_0's quantile: 9.31508\n",
"[81]\tvalid_0's poisson: -70.5124\tvalid_0's quantile: 9.28961\n",
"[82]\tvalid_0's poisson: -70.6108\tvalid_0's quantile: 9.26428\n",
"[83]\tvalid_0's poisson: -70.7126\tvalid_0's quantile: 9.23896\n",
"[84]\tvalid_0's poisson: -70.81\tvalid_0's quantile: 9.21391\n",
"[85]\tvalid_0's poisson: -70.9027\tvalid_0's quantile: 9.19162\n",
"[86]\tvalid_0's poisson: -71.0031\tvalid_0's quantile: 9.16671\n",
"[87]\tvalid_0's poisson: -71.1029\tvalid_0's quantile: 9.14193\n",
"[88]\tvalid_0's poisson: -71.2021\tvalid_0's quantile: 9.11724\n",
"[89]\tvalid_0's poisson: -71.2928\tvalid_0's quantile: 9.09544\n",
"[90]\tvalid_0's poisson: -71.383\tvalid_0's quantile: 9.07375\n",
"[91]\tvalid_0's poisson: -71.4727\tvalid_0's quantile: 9.05214\n",
"[92]\tvalid_0's poisson: -71.5616\tvalid_0's quantile: 9.03018\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -71.65\tvalid_0's quantile: 9.00831\n",
"[94]\tvalid_0's poisson: -71.7328\tvalid_0's quantile: 8.98718\n",
"[95]\tvalid_0's poisson: -71.8151\tvalid_0's quantile: 8.96614\n",
"[96]\tvalid_0's poisson: -71.8849\tvalid_0's quantile: 8.94696\n",
"[97]\tvalid_0's poisson: -71.9812\tvalid_0's quantile: 8.92334\n",
"[98]\tvalid_0's poisson: -72.077\tvalid_0's quantile: 8.89989\n",
"[99]\tvalid_0's poisson: -72.1723\tvalid_0's quantile: 8.87673\n",
"[100]\tvalid_0's poisson: -72.267\tvalid_0's quantile: 8.85376\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.345\tvalid_0's quantile: 11.2769\n",
"[2]\tvalid_0's poisson: -64.603\tvalid_0's quantile: 10.882\n",
"[3]\tvalid_0's poisson: -65.7262\tvalid_0's quantile: 10.4955\n",
"[4]\tvalid_0's poisson: -66.8204\tvalid_0's quantile: 10.1791\n",
"[5]\tvalid_0's poisson: -68.2369\tvalid_0's quantile: 9.81699\n",
"[6]\tvalid_0's poisson: -69.5303\tvalid_0's quantile: 9.49765\n",
"[7]\tvalid_0's poisson: -70.6659\tvalid_0's quantile: 9.23909\n",
"[8]\tvalid_0's poisson: -71.8045\tvalid_0's quantile: 8.96382\n",
"[9]\tvalid_0's poisson: -73.016\tvalid_0's quantile: 8.73009\n",
"[10]\tvalid_0's poisson: -73.9866\tvalid_0's quantile: 8.49325\n",
"[11]\tvalid_0's poisson: -75.0118\tvalid_0's quantile: 8.28107\n",
"[12]\tvalid_0's poisson: -76.2765\tvalid_0's quantile: 8.07023\n",
"[13]\tvalid_0's poisson: -77.1034\tvalid_0's quantile: 7.86815\n",
"[14]\tvalid_0's poisson: -78.2367\tvalid_0's quantile: 7.68422\n",
"[15]\tvalid_0's poisson: -78.9638\tvalid_0's quantile: 7.50622\n",
"[16]\tvalid_0's poisson: -79.8122\tvalid_0's quantile: 7.35379\n",
"[17]\tvalid_0's poisson: -80.809\tvalid_0's quantile: 7.20003\n",
"[18]\tvalid_0's poisson: -81.5686\tvalid_0's quantile: 7.06671\n",
"[19]\tvalid_0's poisson: -82.1939\tvalid_0's quantile: 6.91741\n",
"[20]\tvalid_0's poisson: -83.106\tvalid_0's quantile: 6.78242\n",
"[21]\tvalid_0's poisson: -83.857\tvalid_0's quantile: 6.63763\n",
"[22]\tvalid_0's poisson: -84.57\tvalid_0's quantile: 6.52054\n",
"[23]\tvalid_0's poisson: -85.3613\tvalid_0's quantile: 6.40872\n",
"[24]\tvalid_0's poisson: -85.8417\tvalid_0's quantile: 6.30021\n",
"[25]\tvalid_0's poisson: -86.5471\tvalid_0's quantile: 6.1973\n",
"[26]\tvalid_0's poisson: -87.0617\tvalid_0's quantile: 6.09112\n",
"[27]\tvalid_0's poisson: -87.6327\tvalid_0's quantile: 6.0022\n",
"[28]\tvalid_0's poisson: -88.1488\tvalid_0's quantile: 5.92282\n",
"[29]\tvalid_0's poisson: -88.5819\tvalid_0's quantile: 5.83695\n",
"[30]\tvalid_0's poisson: -89.1505\tvalid_0's quantile: 5.75751\n",
"[31]\tvalid_0's poisson: -89.6486\tvalid_0's quantile: 5.68971\n",
"[32]\tvalid_0's poisson: -90.1166\tvalid_0's quantile: 5.62614\n",
"[33]\tvalid_0's poisson: -90.5191\tvalid_0's quantile: 5.56188\n",
"[34]\tvalid_0's poisson: -90.9015\tvalid_0's quantile: 5.49526\n",
"[35]\tvalid_0's poisson: -91.1565\tvalid_0's quantile: 5.43693\n",
"[36]\tvalid_0's poisson: -91.5212\tvalid_0's quantile: 5.386\n",
"[37]\tvalid_0's poisson: -91.7648\tvalid_0's quantile: 5.3282\n",
"[38]\tvalid_0's poisson: -92.112\tvalid_0's quantile: 5.28147\n",
"[39]\tvalid_0's poisson: -92.4438\tvalid_0's quantile: 5.23873\n",
"[40]\tvalid_0's poisson: -92.744\tvalid_0's quantile: 5.19969\n",
"[41]\tvalid_0's poisson: -92.9099\tvalid_0's quantile: 5.15915\n",
"[42]\tvalid_0's poisson: -93.1777\tvalid_0's quantile: 5.12461\n",
"[43]\tvalid_0's poisson: -93.4218\tvalid_0's quantile: 5.09429\n",
"[44]\tvalid_0's poisson: -93.6624\tvalid_0's quantile: 5.06169\n",
"[45]\tvalid_0's poisson: -93.8695\tvalid_0's quantile: 5.03692\n",
"[46]\tvalid_0's poisson: -94.0549\tvalid_0's quantile: 5.01035\n",
"[47]\tvalid_0's poisson: -94.2386\tvalid_0's quantile: 4.98721\n",
"[48]\tvalid_0's poisson: -94.4071\tvalid_0's quantile: 4.96723\n",
"[49]\tvalid_0's poisson: -94.6109\tvalid_0's quantile: 4.94056\n",
"[50]\tvalid_0's poisson: -94.6942\tvalid_0's quantile: 4.91036\n",
"[51]\tvalid_0's poisson: -94.8149\tvalid_0's quantile: 4.88849\n",
"[52]\tvalid_0's poisson: -94.9845\tvalid_0's quantile: 4.86646\n",
"[53]\tvalid_0's poisson: -95.1423\tvalid_0's quantile: 4.84681\n",
"[54]\tvalid_0's poisson: -95.289\tvalid_0's quantile: 4.82867\n",
"[55]\tvalid_0's poisson: -95.4041\tvalid_0's quantile: 4.81495\n",
"[56]\tvalid_0's poisson: -95.4945\tvalid_0's quantile: 4.79749\n",
"[57]\tvalid_0's poisson: -95.618\tvalid_0's quantile: 4.78222\n",
"[58]\tvalid_0's poisson: -95.7227\tvalid_0's quantile: 4.76936\n",
"[59]\tvalid_0's poisson: -95.8291\tvalid_0's quantile: 4.75685\n",
"[60]\tvalid_0's poisson: -95.9295\tvalid_0's quantile: 4.74531\n",
"[61]\tvalid_0's poisson: -96.0214\tvalid_0's quantile: 4.73445\n",
"[62]\tvalid_0's poisson: -96.0878\tvalid_0's quantile: 4.72099\n",
"[63]\tvalid_0's poisson: -96.1537\tvalid_0's quantile: 4.70445\n",
"[64]\tvalid_0's poisson: -96.2131\tvalid_0's quantile: 4.69744\n",
"[65]\tvalid_0's poisson: -96.2113\tvalid_0's quantile: 4.67828\n",
"[66]\tvalid_0's poisson: -96.2638\tvalid_0's quantile: 4.67272\n",
"[67]\tvalid_0's poisson: -96.3058\tvalid_0's quantile: 4.66443\n",
"[68]\tvalid_0's poisson: -96.3514\tvalid_0's quantile: 4.66044\n",
"[69]\tvalid_0's poisson: -96.3958\tvalid_0's quantile: 4.65647\n",
"[70]\tvalid_0's poisson: -96.4907\tvalid_0's quantile: 4.64655\n",
"[71]\tvalid_0's poisson: -96.5792\tvalid_0's quantile: 4.63764\n",
"[72]\tvalid_0's poisson: -96.6615\tvalid_0's quantile: 4.62938\n",
"[73]\tvalid_0's poisson: -96.7266\tvalid_0's quantile: 4.61776\n",
"[74]\tvalid_0's poisson: -96.7884\tvalid_0's quantile: 4.61165\n",
"[75]\tvalid_0's poisson: -96.8344\tvalid_0's quantile: 4.60335\n",
"[76]\tvalid_0's poisson: -96.9295\tvalid_0's quantile: 4.59385\n",
"[77]\tvalid_0's poisson: -96.992\tvalid_0's quantile: 4.5876\n",
"[78]\tvalid_0's poisson: -97.0051\tvalid_0's quantile: 4.57809\n",
"[79]\tvalid_0's poisson: -97.0277\tvalid_0's quantile: 4.57599\n",
"[80]\tvalid_0's poisson: -97.0488\tvalid_0's quantile: 4.574\n",
"[81]\tvalid_0's poisson: -97.0612\tvalid_0's quantile: 4.56999\n",
"[82]\tvalid_0's poisson: -97.1112\tvalid_0's quantile: 4.56504\n",
"[83]\tvalid_0's poisson: -97.1318\tvalid_0's quantile: 4.56339\n",
"[84]\tvalid_0's poisson: -97.1786\tvalid_0's quantile: 4.55888\n",
"[85]\tvalid_0's poisson: -97.2176\tvalid_0's quantile: 4.55555\n",
"[86]\tvalid_0's poisson: -97.2846\tvalid_0's quantile: 4.54943\n",
"[87]\tvalid_0's poisson: -97.2967\tvalid_0's quantile: 4.54757\n",
"[88]\tvalid_0's poisson: -97.2722\tvalid_0's quantile: 4.5399\n",
"[89]\tvalid_0's poisson: -97.3019\tvalid_0's quantile: 4.53704\n",
"[90]\tvalid_0's poisson: -97.327\tvalid_0's quantile: 4.53474\n",
"[91]\tvalid_0's poisson: -97.3443\tvalid_0's quantile: 4.53305\n",
"[92]\tvalid_0's poisson: -97.459\tvalid_0's quantile: 4.51885\n",
"[93]\tvalid_0's poisson: -97.4739\tvalid_0's quantile: 4.51734\n",
"[94]\tvalid_0's poisson: -97.5215\tvalid_0's quantile: 4.51167\n",
"[95]\tvalid_0's poisson: -97.5641\tvalid_0's quantile: 4.50631\n",
"[96]\tvalid_0's poisson: -97.6065\tvalid_0's quantile: 4.50129\n",
"[97]\tvalid_0's poisson: -97.5895\tvalid_0's quantile: 4.49378\n",
"[98]\tvalid_0's poisson: -97.694\tvalid_0's quantile: 4.48076\n",
"[99]\tvalid_0's poisson: -97.682\tvalid_0's quantile: 4.47377\n",
"[100]\tvalid_0's poisson: -97.6904\tvalid_0's quantile: 4.47155\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.3378\tvalid_0's quantile: 11.2741\n",
"[2]\tvalid_0's poisson: -64.6188\tvalid_0's quantile: 10.8729\n",
"[3]\tvalid_0's poisson: -65.7653\tvalid_0's quantile: 10.5239\n",
"[4]\tvalid_0's poisson: -66.9809\tvalid_0's quantile: 10.1546\n",
"[5]\tvalid_0's poisson: -68.2547\tvalid_0's quantile: 9.80989\n",
"[6]\tvalid_0's poisson: -69.585\tvalid_0's quantile: 9.48603\n",
"[7]\tvalid_0's poisson: -70.8384\tvalid_0's quantile: 9.21021\n",
"[8]\tvalid_0's poisson: -71.964\tvalid_0's quantile: 8.93431\n",
"[9]\tvalid_0's poisson: -73.0188\tvalid_0's quantile: 8.68592\n",
"[10]\tvalid_0's poisson: -74.1388\tvalid_0's quantile: 8.4606\n",
"[11]\tvalid_0's poisson: -75.4502\tvalid_0's quantile: 8.23546\n",
"[12]\tvalid_0's poisson: -76.3475\tvalid_0's quantile: 8.02047\n",
"[13]\tvalid_0's poisson: -77.5281\tvalid_0's quantile: 7.82522\n",
"[14]\tvalid_0's poisson: -78.5254\tvalid_0's quantile: 7.642\n",
"[15]\tvalid_0's poisson: -79.2593\tvalid_0's quantile: 7.46188\n",
"[16]\tvalid_0's poisson: -80.2431\tvalid_0's quantile: 7.30029\n",
"[17]\tvalid_0's poisson: -80.891\tvalid_0's quantile: 7.14259\n",
"[18]\tvalid_0's poisson: -81.7634\tvalid_0's quantile: 7.00217\n",
"[19]\tvalid_0's poisson: -82.648\tvalid_0's quantile: 6.86711\n",
"[20]\tvalid_0's poisson: -83.2497\tvalid_0's quantile: 6.72734\n",
"[21]\tvalid_0's poisson: -84.0132\tvalid_0's quantile: 6.59982\n",
"[22]\tvalid_0's poisson: -84.7931\tvalid_0's quantile: 6.47793\n",
"[23]\tvalid_0's poisson: -85.3079\tvalid_0's quantile: 6.3639\n",
"[24]\tvalid_0's poisson: -85.9695\tvalid_0's quantile: 6.25825\n",
"[25]\tvalid_0's poisson: -86.5141\tvalid_0's quantile: 6.14544\n",
"[26]\tvalid_0's poisson: -87.139\tvalid_0's quantile: 6.05147\n",
"[27]\tvalid_0's poisson: -87.7349\tvalid_0's quantile: 5.97176\n",
"[28]\tvalid_0's poisson: -88.2818\tvalid_0's quantile: 5.89625\n",
"[29]\tvalid_0's poisson: -88.801\tvalid_0's quantile: 5.81706\n",
"[30]\tvalid_0's poisson: -89.2919\tvalid_0's quantile: 5.75014\n",
"[31]\tvalid_0's poisson: -89.6118\tvalid_0's quantile: 5.68383\n",
"[32]\tvalid_0's poisson: -90.0549\tvalid_0's quantile: 5.61901\n",
"[33]\tvalid_0's poisson: -90.4429\tvalid_0's quantile: 5.55353\n",
"[34]\tvalid_0's poisson: -90.828\tvalid_0's quantile: 5.4955\n",
"[35]\tvalid_0's poisson: -91.1084\tvalid_0's quantile: 5.43042\n",
"[36]\tvalid_0's poisson: -91.4766\tvalid_0's quantile: 5.38129\n",
"[37]\tvalid_0's poisson: -91.8187\tvalid_0's quantile: 5.33613\n",
"[38]\tvalid_0's poisson: -92.0298\tvalid_0's quantile: 5.2904\n",
"[39]\tvalid_0's poisson: -92.3379\tvalid_0's quantile: 5.25047\n",
"[40]\tvalid_0's poisson: -92.6188\tvalid_0's quantile: 5.21387\n",
"[41]\tvalid_0's poisson: -92.8646\tvalid_0's quantile: 5.17645\n",
"[42]\tvalid_0's poisson: -93.0909\tvalid_0's quantile: 5.14859\n",
"[43]\tvalid_0's poisson: -93.3012\tvalid_0's quantile: 5.12165\n",
"[44]\tvalid_0's poisson: -93.5794\tvalid_0's quantile: 5.08514\n",
"[45]\tvalid_0's poisson: -93.8384\tvalid_0's quantile: 5.05091\n",
"[46]\tvalid_0's poisson: -93.9631\tvalid_0's quantile: 5.01241\n",
"[47]\tvalid_0's poisson: -94.1244\tvalid_0's quantile: 4.98472\n",
"[48]\tvalid_0's poisson: -94.3447\tvalid_0's quantile: 4.95518\n",
"[49]\tvalid_0's poisson: -94.4971\tvalid_0's quantile: 4.93567\n",
"[50]\tvalid_0's poisson: -94.5915\tvalid_0's quantile: 4.90001\n",
"[51]\tvalid_0's poisson: -94.7792\tvalid_0's quantile: 4.87478\n",
"[52]\tvalid_0's poisson: -94.9021\tvalid_0's quantile: 4.85419\n",
"[53]\tvalid_0's poisson: -95.0706\tvalid_0's quantile: 4.8314\n",
"[54]\tvalid_0's poisson: -95.2209\tvalid_0's quantile: 4.81215\n",
"[55]\tvalid_0's poisson: -95.3607\tvalid_0's quantile: 4.79442\n",
"[56]\tvalid_0's poisson: -95.4832\tvalid_0's quantile: 4.76983\n",
"[57]\tvalid_0's poisson: -95.5713\tvalid_0's quantile: 4.75428\n",
"[58]\tvalid_0's poisson: -95.6017\tvalid_0's quantile: 4.72831\n",
"[59]\tvalid_0's poisson: -95.7239\tvalid_0's quantile: 4.71246\n",
"[60]\tvalid_0's poisson: -95.8339\tvalid_0's quantile: 4.6973\n",
"[61]\tvalid_0's poisson: -95.9413\tvalid_0's quantile: 4.68343\n",
"[62]\tvalid_0's poisson: -96.0433\tvalid_0's quantile: 4.67034\n",
"[63]\tvalid_0's poisson: -96.1333\tvalid_0's quantile: 4.65977\n",
"[64]\tvalid_0's poisson: -96.1868\tvalid_0's quantile: 4.65249\n",
"[65]\tvalid_0's poisson: -96.2368\tvalid_0's quantile: 4.64017\n",
"[66]\tvalid_0's poisson: -96.2822\tvalid_0's quantile: 4.6289\n",
"[67]\tvalid_0's poisson: -96.3237\tvalid_0's quantile: 4.61917\n",
"[68]\tvalid_0's poisson: -96.4216\tvalid_0's quantile: 4.6043\n",
"[69]\tvalid_0's poisson: -96.5202\tvalid_0's quantile: 4.59318\n",
"[70]\tvalid_0's poisson: -96.6121\tvalid_0's quantile: 4.58291\n",
"[71]\tvalid_0's poisson: -96.6866\tvalid_0's quantile: 4.56951\n",
"[72]\tvalid_0's poisson: -96.7582\tvalid_0's quantile: 4.55857\n",
"[73]\tvalid_0's poisson: -96.8673\tvalid_0's quantile: 4.54718\n",
"[74]\tvalid_0's poisson: -96.9002\tvalid_0's quantile: 4.54385\n",
"[75]\tvalid_0's poisson: -96.9991\tvalid_0's quantile: 4.53357\n",
"[76]\tvalid_0's poisson: -97.0912\tvalid_0's quantile: 4.52458\n",
"[77]\tvalid_0's poisson: -97.1769\tvalid_0's quantile: 4.51641\n",
"[78]\tvalid_0's poisson: -97.2199\tvalid_0's quantile: 4.50742\n",
"[79]\tvalid_0's poisson: -97.2641\tvalid_0's quantile: 4.50029\n",
"[80]\tvalid_0's poisson: -97.2743\tvalid_0's quantile: 4.49285\n",
"[81]\tvalid_0's poisson: -97.293\tvalid_0's quantile: 4.48753\n",
"[82]\tvalid_0's poisson: -97.3353\tvalid_0's quantile: 4.48349\n",
"[83]\tvalid_0's poisson: -97.3785\tvalid_0's quantile: 4.47984\n",
"[84]\tvalid_0's poisson: -97.4081\tvalid_0's quantile: 4.47374\n",
"[85]\tvalid_0's poisson: -97.4194\tvalid_0's quantile: 4.47046\n",
"[86]\tvalid_0's poisson: -97.4464\tvalid_0's quantile: 4.46519\n",
"[87]\tvalid_0's poisson: -97.4859\tvalid_0's quantile: 4.46144\n",
"[88]\tvalid_0's poisson: -97.5196\tvalid_0's quantile: 4.45695\n",
"[89]\tvalid_0's poisson: -97.5529\tvalid_0's quantile: 4.45363\n",
"[90]\tvalid_0's poisson: -97.5661\tvalid_0's quantile: 4.45179\n",
"[91]\tvalid_0's poisson: -97.5892\tvalid_0's quantile: 4.44966\n",
"[92]\tvalid_0's poisson: -97.626\tvalid_0's quantile: 4.44714\n",
"[93]\tvalid_0's poisson: -97.6487\tvalid_0's quantile: 4.4445\n",
"[94]\tvalid_0's poisson: -97.6932\tvalid_0's quantile: 4.43882\n",
"[95]\tvalid_0's poisson: -97.7361\tvalid_0's quantile: 4.4338\n",
"[96]\tvalid_0's poisson: -97.7744\tvalid_0's quantile: 4.42856\n",
"[97]\tvalid_0's poisson: -97.7909\tvalid_0's quantile: 4.42388\n",
"[98]\tvalid_0's poisson: -97.8246\tvalid_0's quantile: 4.4193\n",
"[99]\tvalid_0's poisson: -97.8569\tvalid_0's quantile: 4.41651\n",
"[100]\tvalid_0's poisson: -97.8781\tvalid_0's quantile: 4.41423\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.9444\tvalid_0's quantile: 11.2556\n",
"[2]\tvalid_0's poisson: -65.2008\tvalid_0's quantile: 10.8457\n",
"[3]\tvalid_0's poisson: -65.9547\tvalid_0's quantile: 10.5282\n",
"[4]\tvalid_0's poisson: -66.9731\tvalid_0's quantile: 10.161\n",
"[5]\tvalid_0's poisson: -68.3398\tvalid_0's quantile: 9.78841\n",
"[6]\tvalid_0's poisson: -69.664\tvalid_0's quantile: 9.48932\n",
"[7]\tvalid_0's poisson: -70.8298\tvalid_0's quantile: 9.18567\n",
"[8]\tvalid_0's poisson: -71.9202\tvalid_0's quantile: 8.94044\n",
"[9]\tvalid_0's poisson: -72.9368\tvalid_0's quantile: 8.68404\n",
"[10]\tvalid_0's poisson: -74.2553\tvalid_0's quantile: 8.45175\n",
"[11]\tvalid_0's poisson: -75.1479\tvalid_0's quantile: 8.22406\n",
"[12]\tvalid_0's poisson: -76.3492\tvalid_0's quantile: 8.01924\n",
"[13]\tvalid_0's poisson: -77.1198\tvalid_0's quantile: 7.81571\n",
"[14]\tvalid_0's poisson: -78.2137\tvalid_0's quantile: 7.63917\n",
"[15]\tvalid_0's poisson: -78.8915\tvalid_0's quantile: 7.45988\n",
"[16]\tvalid_0's poisson: -79.7457\tvalid_0's quantile: 7.30121\n",
"[17]\tvalid_0's poisson: -80.684\tvalid_0's quantile: 7.15274\n",
"[18]\tvalid_0's poisson: -81.4438\tvalid_0's quantile: 7.01431\n",
"[19]\tvalid_0's poisson: -82.0572\tvalid_0's quantile: 6.8637\n",
"[20]\tvalid_0's poisson: -82.8466\tvalid_0's quantile: 6.71678\n",
"[21]\tvalid_0's poisson: -83.6856\tvalid_0's quantile: 6.59308\n",
"[22]\tvalid_0's poisson: -84.4304\tvalid_0's quantile: 6.4741\n",
"[23]\tvalid_0's poisson: -84.9239\tvalid_0's quantile: 6.36253\n",
"[24]\tvalid_0's poisson: -85.6471\tvalid_0's quantile: 6.25609\n",
"[25]\tvalid_0's poisson: -86.3438\tvalid_0's quantile: 6.15347\n",
"[26]\tvalid_0's poisson: -86.9838\tvalid_0's quantile: 6.0671\n",
"[27]\tvalid_0's poisson: -87.3596\tvalid_0's quantile: 5.98246\n",
"[28]\tvalid_0's poisson: -87.9351\tvalid_0's quantile: 5.89837\n",
"[29]\tvalid_0's poisson: -88.4869\tvalid_0's quantile: 5.82631\n",
"[30]\tvalid_0's poisson: -88.9685\tvalid_0's quantile: 5.7512\n",
"[31]\tvalid_0's poisson: -89.3268\tvalid_0's quantile: 5.67336\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[32]\tvalid_0's poisson: -89.7952\tvalid_0's quantile: 5.61231\n",
"[33]\tvalid_0's poisson: -90.2249\tvalid_0's quantile: 5.55501\n",
"[34]\tvalid_0's poisson: -90.6216\tvalid_0's quantile: 5.49879\n",
"[35]\tvalid_0's poisson: -90.8729\tvalid_0's quantile: 5.44325\n",
"[36]\tvalid_0's poisson: -91.2385\tvalid_0's quantile: 5.39099\n",
"[37]\tvalid_0's poisson: -91.5465\tvalid_0's quantile: 5.33935\n",
"[38]\tvalid_0's poisson: -91.7591\tvalid_0's quantile: 5.28727\n",
"[39]\tvalid_0's poisson: -92.0804\tvalid_0's quantile: 5.24659\n",
"[40]\tvalid_0's poisson: -92.4201\tvalid_0's quantile: 5.20167\n",
"[41]\tvalid_0's poisson: -92.7114\tvalid_0's quantile: 5.16528\n",
"[42]\tvalid_0's poisson: -92.9685\tvalid_0's quantile: 5.13435\n",
"[43]\tvalid_0's poisson: -93.2675\tvalid_0's quantile: 5.09545\n",
"[44]\tvalid_0's poisson: -93.491\tvalid_0's quantile: 5.0673\n",
"[45]\tvalid_0's poisson: -93.6252\tvalid_0's quantile: 5.02851\n",
"[46]\tvalid_0's poisson: -93.8792\tvalid_0's quantile: 4.99447\n",
"[47]\tvalid_0's poisson: -94.1112\tvalid_0's quantile: 4.96343\n",
"[48]\tvalid_0's poisson: -94.2734\tvalid_0's quantile: 4.93852\n",
"[49]\tvalid_0's poisson: -94.4319\tvalid_0's quantile: 4.9083\n",
"[50]\tvalid_0's poisson: -94.6348\tvalid_0's quantile: 4.88176\n",
"[51]\tvalid_0's poisson: -94.7052\tvalid_0's quantile: 4.85005\n",
"[52]\tvalid_0's poisson: -94.885\tvalid_0's quantile: 4.82691\n",
"[53]\tvalid_0's poisson: -95.0066\tvalid_0's quantile: 4.80472\n",
"[54]\tvalid_0's poisson: -95.1651\tvalid_0's quantile: 4.78475\n",
"[55]\tvalid_0's poisson: -95.2732\tvalid_0's quantile: 4.76644\n",
"[56]\tvalid_0's poisson: -95.4114\tvalid_0's quantile: 4.74877\n",
"[57]\tvalid_0's poisson: -95.4416\tvalid_0's quantile: 4.72705\n",
"[58]\tvalid_0's poisson: -95.523\tvalid_0's quantile: 4.71167\n",
"[59]\tvalid_0's poisson: -95.6125\tvalid_0's quantile: 4.69609\n",
"[60]\tvalid_0's poisson: -95.7267\tvalid_0's quantile: 4.68162\n",
"[61]\tvalid_0's poisson: -95.734\tvalid_0's quantile: 4.66089\n",
"[62]\tvalid_0's poisson: -95.836\tvalid_0's quantile: 4.64864\n",
"[63]\tvalid_0's poisson: -95.9355\tvalid_0's quantile: 4.63729\n",
"[64]\tvalid_0's poisson: -96.0151\tvalid_0's quantile: 4.62838\n",
"[65]\tvalid_0's poisson: -96.094\tvalid_0's quantile: 4.61938\n",
"[66]\tvalid_0's poisson: -96.1514\tvalid_0's quantile: 4.60852\n",
"[67]\tvalid_0's poisson: -96.2041\tvalid_0's quantile: 4.60271\n",
"[68]\tvalid_0's poisson: -96.1887\tvalid_0's quantile: 4.58526\n",
"[69]\tvalid_0's poisson: -96.2613\tvalid_0's quantile: 4.57694\n",
"[70]\tvalid_0's poisson: -96.3355\tvalid_0's quantile: 4.56954\n",
"[71]\tvalid_0's poisson: -96.3753\tvalid_0's quantile: 4.56515\n",
"[72]\tvalid_0's poisson: -96.4126\tvalid_0's quantile: 4.56156\n",
"[73]\tvalid_0's poisson: -96.4964\tvalid_0's quantile: 4.55239\n",
"[74]\tvalid_0's poisson: -96.5745\tvalid_0's quantile: 4.54387\n",
"[75]\tvalid_0's poisson: -96.6285\tvalid_0's quantile: 4.53758\n",
"[76]\tvalid_0's poisson: -96.6788\tvalid_0's quantile: 4.5319\n",
"[77]\tvalid_0's poisson: -96.7429\tvalid_0's quantile: 4.52462\n",
"[78]\tvalid_0's poisson: -96.8035\tvalid_0's quantile: 4.51846\n",
"[79]\tvalid_0's poisson: -96.86\tvalid_0's quantile: 4.51294\n",
"[80]\tvalid_0's poisson: -96.8956\tvalid_0's quantile: 4.5035\n",
"[81]\tvalid_0's poisson: -96.9439\tvalid_0's quantile: 4.49864\n",
"[82]\tvalid_0's poisson: -96.9533\tvalid_0's quantile: 4.48811\n",
"[83]\tvalid_0's poisson: -97.022\tvalid_0's quantile: 4.48159\n",
"[84]\tvalid_0's poisson: -97.061\tvalid_0's quantile: 4.47776\n",
"[85]\tvalid_0's poisson: -97.0754\tvalid_0's quantile: 4.47634\n",
"[86]\tvalid_0's poisson: -97.1134\tvalid_0's quantile: 4.47292\n",
"[87]\tvalid_0's poisson: -97.1434\tvalid_0's quantile: 4.46784\n",
"[88]\tvalid_0's poisson: -97.1783\tvalid_0's quantile: 4.46486\n",
"[89]\tvalid_0's poisson: -97.21\tvalid_0's quantile: 4.46218\n",
"[90]\tvalid_0's poisson: -97.2586\tvalid_0's quantile: 4.45697\n",
"[91]\tvalid_0's poisson: -97.2656\tvalid_0's quantile: 4.4544\n",
"[92]\tvalid_0's poisson: -97.3088\tvalid_0's quantile: 4.44932\n",
"[93]\tvalid_0's poisson: -97.3308\tvalid_0's quantile: 4.44769\n",
"[94]\tvalid_0's poisson: -97.3582\tvalid_0's quantile: 4.44557\n",
"[95]\tvalid_0's poisson: -97.3946\tvalid_0's quantile: 4.44101\n",
"[96]\tvalid_0's poisson: -97.4342\tvalid_0's quantile: 4.43761\n",
"[97]\tvalid_0's poisson: -97.4783\tvalid_0's quantile: 4.4338\n",
"[98]\tvalid_0's poisson: -97.5126\tvalid_0's quantile: 4.4308\n",
"[99]\tvalid_0's poisson: -97.536\tvalid_0's quantile: 4.42707\n",
"[100]\tvalid_0's poisson: -97.5082\tvalid_0's quantile: 4.41947\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -64.8136\tvalid_0's quantile: 11.225\n",
"[2]\tvalid_0's poisson: -65.9495\tvalid_0's quantile: 10.779\n",
"[3]\tvalid_0's poisson: -67.1174\tvalid_0's quantile: 10.4161\n",
"[4]\tvalid_0's poisson: -68.5518\tvalid_0's quantile: 10.0706\n",
"[5]\tvalid_0's poisson: -69.6263\tvalid_0's quantile: 9.72556\n",
"[6]\tvalid_0's poisson: -70.8365\tvalid_0's quantile: 9.39615\n",
"[7]\tvalid_0's poisson: -72.0105\tvalid_0's quantile: 9.12697\n",
"[8]\tvalid_0's poisson: -72.9924\tvalid_0's quantile: 8.86026\n",
"[9]\tvalid_0's poisson: -73.958\tvalid_0's quantile: 8.61269\n",
"[10]\tvalid_0's poisson: -75.0769\tvalid_0's quantile: 8.38501\n",
"[11]\tvalid_0's poisson: -76.3354\tvalid_0's quantile: 8.16289\n",
"[12]\tvalid_0's poisson: -77.3587\tvalid_0's quantile: 7.96287\n",
"[13]\tvalid_0's poisson: -78.125\tvalid_0's quantile: 7.76634\n",
"[14]\tvalid_0's poisson: -79.2147\tvalid_0's quantile: 7.58568\n",
"[15]\tvalid_0's poisson: -79.8957\tvalid_0's quantile: 7.41035\n",
"[16]\tvalid_0's poisson: -80.848\tvalid_0's quantile: 7.24896\n",
"[17]\tvalid_0's poisson: -81.4447\tvalid_0's quantile: 7.0943\n",
"[18]\tvalid_0's poisson: -82.1896\tvalid_0's quantile: 6.95802\n",
"[19]\tvalid_0's poisson: -83.0985\tvalid_0's quantile: 6.81824\n",
"[20]\tvalid_0's poisson: -83.8331\tvalid_0's quantile: 6.69259\n",
"[21]\tvalid_0's poisson: -84.4943\tvalid_0's quantile: 6.551\n",
"[22]\tvalid_0's poisson: -85.2755\tvalid_0's quantile: 6.43117\n",
"[23]\tvalid_0's poisson: -85.7824\tvalid_0's quantile: 6.32061\n",
"[24]\tvalid_0's poisson: -86.4251\tvalid_0's quantile: 6.21584\n",
"[25]\tvalid_0's poisson: -87.0838\tvalid_0's quantile: 6.11702\n",
"[26]\tvalid_0's poisson: -87.5132\tvalid_0's quantile: 6.02469\n",
"[27]\tvalid_0's poisson: -88.1088\tvalid_0's quantile: 5.9342\n",
"[28]\tvalid_0's poisson: -88.6031\tvalid_0's quantile: 5.85707\n",
"[29]\tvalid_0's poisson: -89.1076\tvalid_0's quantile: 5.78156\n",
"[30]\tvalid_0's poisson: -89.6004\tvalid_0's quantile: 5.70771\n",
"[31]\tvalid_0's poisson: -89.9363\tvalid_0's quantile: 5.63575\n",
"[32]\tvalid_0's poisson: -90.3886\tvalid_0's quantile: 5.5758\n",
"[33]\tvalid_0's poisson: -90.6601\tvalid_0's quantile: 5.51781\n",
"[34]\tvalid_0's poisson: -91.0178\tvalid_0's quantile: 5.45821\n",
"[35]\tvalid_0's poisson: -91.2696\tvalid_0's quantile: 5.39899\n",
"[36]\tvalid_0's poisson: -91.5881\tvalid_0's quantile: 5.34296\n",
"[37]\tvalid_0's poisson: -91.9455\tvalid_0's quantile: 5.29648\n",
"[38]\tvalid_0's poisson: -92.1363\tvalid_0's quantile: 5.25315\n",
"[39]\tvalid_0's poisson: -92.4057\tvalid_0's quantile: 5.21373\n",
"[40]\tvalid_0's poisson: -92.5802\tvalid_0's quantile: 5.1715\n",
"[41]\tvalid_0's poisson: -92.8586\tvalid_0's quantile: 5.13532\n",
"[42]\tvalid_0's poisson: -93.095\tvalid_0's quantile: 5.10444\n",
"[43]\tvalid_0's poisson: -93.3869\tvalid_0's quantile: 5.06597\n",
"[44]\tvalid_0's poisson: -93.5961\tvalid_0's quantile: 5.03951\n",
"[45]\tvalid_0's poisson: -93.7806\tvalid_0's quantile: 5.01042\n",
"[46]\tvalid_0's poisson: -94.0326\tvalid_0's quantile: 4.97791\n",
"[47]\tvalid_0's poisson: -94.2671\tvalid_0's quantile: 4.94807\n",
"[48]\tvalid_0's poisson: -94.4299\tvalid_0's quantile: 4.92287\n",
"[49]\tvalid_0's poisson: -94.5861\tvalid_0's quantile: 4.89582\n",
"[50]\tvalid_0's poisson: -94.7879\tvalid_0's quantile: 4.87003\n",
"[51]\tvalid_0's poisson: -94.9127\tvalid_0's quantile: 4.84619\n",
"[52]\tvalid_0's poisson: -95.0891\tvalid_0's quantile: 4.82336\n",
"[53]\tvalid_0's poisson: -95.2531\tvalid_0's quantile: 4.80214\n",
"[54]\tvalid_0's poisson: -95.3676\tvalid_0's quantile: 4.78781\n",
"[55]\tvalid_0's poisson: -95.4155\tvalid_0's quantile: 4.76221\n",
"[56]\tvalid_0's poisson: -95.5541\tvalid_0's quantile: 4.74455\n",
"[57]\tvalid_0's poisson: -95.6829\tvalid_0's quantile: 4.72847\n",
"[58]\tvalid_0's poisson: -95.7778\tvalid_0's quantile: 4.71673\n",
"[59]\tvalid_0's poisson: -95.8991\tvalid_0's quantile: 4.70267\n",
"[60]\tvalid_0's poisson: -96.0262\tvalid_0's quantile: 4.67908\n",
"[61]\tvalid_0's poisson: -96.0631\tvalid_0's quantile: 4.66167\n",
"[62]\tvalid_0's poisson: -96.1125\tvalid_0's quantile: 4.64945\n",
"[63]\tvalid_0's poisson: -96.2335\tvalid_0's quantile: 4.63674\n",
"[64]\tvalid_0's poisson: -96.3462\tvalid_0's quantile: 4.62528\n",
"[65]\tvalid_0's poisson: -96.4294\tvalid_0's quantile: 4.61075\n",
"[66]\tvalid_0's poisson: -96.5161\tvalid_0's quantile: 4.59511\n",
"[67]\tvalid_0's poisson: -96.6102\tvalid_0's quantile: 4.58311\n",
"[68]\tvalid_0's poisson: -96.6933\tvalid_0's quantile: 4.57465\n",
"[69]\tvalid_0's poisson: -96.8187\tvalid_0's quantile: 4.56138\n",
"[70]\tvalid_0's poisson: -96.9004\tvalid_0's quantile: 4.5526\n",
"[71]\tvalid_0's poisson: -96.9731\tvalid_0's quantile: 4.54549\n",
"[72]\tvalid_0's poisson: -97.0396\tvalid_0's quantile: 4.53762\n",
"[73]\tvalid_0's poisson: -97.0777\tvalid_0's quantile: 4.52899\n",
"[74]\tvalid_0's poisson: -97.1363\tvalid_0's quantile: 4.52355\n",
"[75]\tvalid_0's poisson: -97.1905\tvalid_0's quantile: 4.51653\n",
"[76]\tvalid_0's poisson: -97.2606\tvalid_0's quantile: 4.50931\n",
"[77]\tvalid_0's poisson: -97.2895\tvalid_0's quantile: 4.50687\n",
"[78]\tvalid_0's poisson: -97.3375\tvalid_0's quantile: 4.50168\n",
"[79]\tvalid_0's poisson: -97.3199\tvalid_0's quantile: 4.4925\n",
"[80]\tvalid_0's poisson: -97.3659\tvalid_0's quantile: 4.48809\n",
"[81]\tvalid_0's poisson: -97.4087\tvalid_0's quantile: 4.48418\n",
"[82]\tvalid_0's poisson: -97.4486\tvalid_0's quantile: 4.48059\n",
"[83]\tvalid_0's poisson: -97.4643\tvalid_0's quantile: 4.47793\n",
"[84]\tvalid_0's poisson: -97.4832\tvalid_0's quantile: 4.47496\n",
"[85]\tvalid_0's poisson: -97.5177\tvalid_0's quantile: 4.47166\n",
"[86]\tvalid_0's poisson: -97.531\tvalid_0's quantile: 4.46935\n",
"[87]\tvalid_0's poisson: -97.5579\tvalid_0's quantile: 4.46644\n",
"[88]\tvalid_0's poisson: -97.5759\tvalid_0's quantile: 4.46415\n",
"[89]\tvalid_0's poisson: -97.5997\tvalid_0's quantile: 4.45914\n",
"[90]\tvalid_0's poisson: -97.6346\tvalid_0's quantile: 4.45549\n",
"[91]\tvalid_0's poisson: -97.6045\tvalid_0's quantile: 4.44857\n",
"[92]\tvalid_0's poisson: -97.6374\tvalid_0's quantile: 4.44402\n",
"[93]\tvalid_0's poisson: -97.6243\tvalid_0's quantile: 4.4373\n",
"[94]\tvalid_0's poisson: -97.6373\tvalid_0's quantile: 4.43616\n",
"[95]\tvalid_0's poisson: -97.624\tvalid_0's quantile: 4.43038\n",
"[96]\tvalid_0's poisson: -97.6563\tvalid_0's quantile: 4.42817\n",
"[97]\tvalid_0's poisson: -97.6903\tvalid_0's quantile: 4.42547\n",
"[98]\tvalid_0's poisson: -97.7121\tvalid_0's quantile: 4.4239\n",
"[99]\tvalid_0's poisson: -97.7381\tvalid_0's quantile: 4.42198\n",
"[100]\tvalid_0's poisson: -97.761\tvalid_0's quantile: 4.41991\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -63.3697\tvalid_0's quantile: 11.2654\n",
"[2]\tvalid_0's poisson: -64.4335\tvalid_0's quantile: 10.8878\n",
"[3]\tvalid_0's poisson: -65.5686\tvalid_0's quantile: 10.484\n",
"[4]\tvalid_0's poisson: -66.6717\tvalid_0's quantile: 10.166\n",
"[5]\tvalid_0's poisson: -67.9496\tvalid_0's quantile: 9.80615\n",
"[6]\tvalid_0's poisson: -69.2652\tvalid_0's quantile: 9.47381\n",
"[7]\tvalid_0's poisson: -70.4772\tvalid_0's quantile: 9.17548\n",
"[8]\tvalid_0's poisson: -71.6954\tvalid_0's quantile: 8.9197\n",
"[9]\tvalid_0's poisson: -72.7342\tvalid_0's quantile: 8.6713\n",
"[10]\tvalid_0's poisson: -73.9169\tvalid_0's quantile: 8.44243\n",
"[11]\tvalid_0's poisson: -74.8421\tvalid_0's quantile: 8.22167\n",
"[12]\tvalid_0's poisson: -76.11\tvalid_0's quantile: 8.00752\n",
"[13]\tvalid_0's poisson: -77.2994\tvalid_0's quantile: 7.8131\n",
"[14]\tvalid_0's poisson: -78.2928\tvalid_0's quantile: 7.63441\n",
"[15]\tvalid_0's poisson: -79.0166\tvalid_0's quantile: 7.45618\n",
"[16]\tvalid_0's poisson: -79.6825\tvalid_0's quantile: 7.29387\n",
"[17]\tvalid_0's poisson: -80.4837\tvalid_0's quantile: 7.13958\n",
"[18]\tvalid_0's poisson: -81.4159\tvalid_0's quantile: 6.99013\n",
"[19]\tvalid_0's poisson: -82.2813\tvalid_0's quantile: 6.85423\n",
"[20]\tvalid_0's poisson: -83.017\tvalid_0's quantile: 6.72547\n",
"[21]\tvalid_0's poisson: -83.7705\tvalid_0's quantile: 6.60293\n",
"[22]\tvalid_0's poisson: -84.3169\tvalid_0's quantile: 6.48387\n",
"[23]\tvalid_0's poisson: -85.0523\tvalid_0's quantile: 6.36508\n",
"[24]\tvalid_0's poisson: -85.7849\tvalid_0's quantile: 6.25792\n",
"[25]\tvalid_0's poisson: -86.2512\tvalid_0's quantile: 6.15879\n",
"[26]\tvalid_0's poisson: -86.8224\tvalid_0's quantile: 6.07102\n",
"[27]\tvalid_0's poisson: -87.424\tvalid_0's quantile: 5.97554\n",
"[28]\tvalid_0's poisson: -87.996\tvalid_0's quantile: 5.8972\n",
"[29]\tvalid_0's poisson: -88.3735\tvalid_0's quantile: 5.81875\n",
"[30]\tvalid_0's poisson: -88.8867\tvalid_0's quantile: 5.74224\n",
"[31]\tvalid_0's poisson: -89.3545\tvalid_0's quantile: 5.67387\n",
"[32]\tvalid_0's poisson: -89.7084\tvalid_0's quantile: 5.60092\n",
"[33]\tvalid_0's poisson: -90.1357\tvalid_0's quantile: 5.54173\n",
"[34]\tvalid_0's poisson: -90.5326\tvalid_0's quantile: 5.48673\n",
"[35]\tvalid_0's poisson: -90.9066\tvalid_0's quantile: 5.4366\n",
"[36]\tvalid_0's poisson: -91.2488\tvalid_0's quantile: 5.3912\n",
"[37]\tvalid_0's poisson: -91.4778\tvalid_0's quantile: 5.34202\n",
"[38]\tvalid_0's poisson: -91.7737\tvalid_0's quantile: 5.29099\n",
"[39]\tvalid_0's poisson: -92.0005\tvalid_0's quantile: 5.23956\n",
"[40]\tvalid_0's poisson: -92.2719\tvalid_0's quantile: 5.19896\n",
"[41]\tvalid_0's poisson: -92.5163\tvalid_0's quantile: 5.16907\n",
"[42]\tvalid_0's poisson: -92.7438\tvalid_0's quantile: 5.14114\n",
"[43]\tvalid_0's poisson: -92.9604\tvalid_0's quantile: 5.11346\n",
"[44]\tvalid_0's poisson: -93.2666\tvalid_0's quantile: 5.07426\n",
"[45]\tvalid_0's poisson: -93.4591\tvalid_0's quantile: 5.05044\n",
"[46]\tvalid_0's poisson: -93.7263\tvalid_0's quantile: 5.01528\n",
"[47]\tvalid_0's poisson: -93.9749\tvalid_0's quantile: 4.98248\n",
"[48]\tvalid_0's poisson: -94.0915\tvalid_0's quantile: 4.94714\n",
"[49]\tvalid_0's poisson: -94.3126\tvalid_0's quantile: 4.91802\n",
"[50]\tvalid_0's poisson: -94.469\tvalid_0's quantile: 4.88643\n",
"[51]\tvalid_0's poisson: -94.6624\tvalid_0's quantile: 4.86084\n",
"[52]\tvalid_0's poisson: -94.8403\tvalid_0's quantile: 4.83799\n",
"[53]\tvalid_0's poisson: -94.9593\tvalid_0's quantile: 4.81811\n",
"[54]\tvalid_0's poisson: -95.0305\tvalid_0's quantile: 4.79\n",
"[55]\tvalid_0's poisson: -95.1362\tvalid_0's quantile: 4.77129\n",
"[56]\tvalid_0's poisson: -95.2843\tvalid_0's quantile: 4.75207\n",
"[57]\tvalid_0's poisson: -95.4215\tvalid_0's quantile: 4.73502\n",
"[58]\tvalid_0's poisson: -95.5139\tvalid_0's quantile: 4.7174\n",
"[59]\tvalid_0's poisson: -95.6361\tvalid_0's quantile: 4.70214\n",
"[60]\tvalid_0's poisson: -95.7496\tvalid_0's quantile: 4.68827\n",
"[61]\tvalid_0's poisson: -95.8152\tvalid_0's quantile: 4.67636\n",
"[62]\tvalid_0's poisson: -95.8849\tvalid_0's quantile: 4.66714\n",
"[63]\tvalid_0's poisson: -95.9405\tvalid_0's quantile: 4.65513\n",
"[64]\tvalid_0's poisson: -96.001\tvalid_0's quantile: 4.64836\n",
"[65]\tvalid_0's poisson: -96.0564\tvalid_0's quantile: 4.641\n",
"[66]\tvalid_0's poisson: -96.0998\tvalid_0's quantile: 4.63098\n",
"[67]\tvalid_0's poisson: -96.1499\tvalid_0's quantile: 4.62376\n",
"[68]\tvalid_0's poisson: -96.2552\tvalid_0's quantile: 4.60702\n",
"[69]\tvalid_0's poisson: -96.3984\tvalid_0's quantile: 4.59097\n",
"[70]\tvalid_0's poisson: -96.4994\tvalid_0's quantile: 4.57925\n",
"[71]\tvalid_0's poisson: -96.6266\tvalid_0's quantile: 4.56584\n",
"[72]\tvalid_0's poisson: -96.7141\tvalid_0's quantile: 4.55688\n",
"[73]\tvalid_0's poisson: -96.7955\tvalid_0's quantile: 4.54642\n",
"[74]\tvalid_0's poisson: -96.9019\tvalid_0's quantile: 4.53507\n",
"[75]\tvalid_0's poisson: -96.9345\tvalid_0's quantile: 4.53195\n",
"[76]\tvalid_0's poisson: -97.0019\tvalid_0's quantile: 4.52285\n",
"[77]\tvalid_0's poisson: -97.094\tvalid_0's quantile: 4.51312\n",
"[78]\tvalid_0's poisson: -97.154\tvalid_0's quantile: 4.50706\n",
"[79]\tvalid_0's poisson: -97.164\tvalid_0's quantile: 4.49781\n",
"[80]\tvalid_0's poisson: -97.1825\tvalid_0's quantile: 4.49452\n",
"[81]\tvalid_0's poisson: -97.2011\tvalid_0's quantile: 4.48995\n",
"[82]\tvalid_0's poisson: -97.218\tvalid_0's quantile: 4.48602\n",
"[83]\tvalid_0's poisson: -97.2972\tvalid_0's quantile: 4.47773\n",
"[84]\tvalid_0's poisson: -97.3143\tvalid_0's quantile: 4.47575\n",
"[85]\tvalid_0's poisson: -97.3054\tvalid_0's quantile: 4.47111\n",
"[86]\tvalid_0's poisson: -97.3202\tvalid_0's quantile: 4.46933\n",
"[87]\tvalid_0's poisson: -97.3664\tvalid_0's quantile: 4.46453\n",
"[88]\tvalid_0's poisson: -97.3982\tvalid_0's quantile: 4.46076\n",
"[89]\tvalid_0's poisson: -97.4248\tvalid_0's quantile: 4.45773\n",
"[90]\tvalid_0's poisson: -97.4653\tvalid_0's quantile: 4.45276\n",
"[91]\tvalid_0's poisson: -97.4703\tvalid_0's quantile: 4.44557\n",
"[92]\tvalid_0's poisson: -97.5083\tvalid_0's quantile: 4.44165\n",
"[93]\tvalid_0's poisson: -97.481\tvalid_0's quantile: 4.43512\n",
"[94]\tvalid_0's poisson: -97.5048\tvalid_0's quantile: 4.43158\n",
"[95]\tvalid_0's poisson: -97.5417\tvalid_0's quantile: 4.42764\n",
"[96]\tvalid_0's poisson: -97.5273\tvalid_0's quantile: 4.42235\n",
"[97]\tvalid_0's poisson: -97.535\tvalid_0's quantile: 4.42056\n",
"[98]\tvalid_0's poisson: -97.5676\tvalid_0's quantile: 4.41777\n",
"[99]\tvalid_0's poisson: -97.5989\tvalid_0's quantile: 4.41512\n",
"[100]\tvalid_0's poisson: -97.6326\tvalid_0's quantile: 4.41248\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6214\tvalid_0's quantile: 11.5532\n",
"[2]\tvalid_0's poisson: -63.123\tvalid_0's quantile: 11.4057\n",
"[3]\tvalid_0's poisson: -63.6132\tvalid_0's quantile: 11.2609\n",
"[4]\tvalid_0's poisson: -64.0906\tvalid_0's quantile: 11.121\n",
"[5]\tvalid_0's poisson: -64.5618\tvalid_0's quantile: 10.984\n",
"[6]\tvalid_0's poisson: -65.0208\tvalid_0's quantile: 10.8509\n",
"[7]\tvalid_0's poisson: -65.4634\tvalid_0's quantile: 10.7238\n",
"[8]\tvalid_0's poisson: -65.8909\tvalid_0's quantile: 10.6007\n",
"[9]\tvalid_0's poisson: -66.3156\tvalid_0's quantile: 10.48\n",
"[10]\tvalid_0's poisson: -66.7262\tvalid_0's quantile: 10.3636\n",
"[11]\tvalid_0's poisson: -67.1304\tvalid_0's quantile: 10.2513\n",
"[12]\tvalid_0's poisson: -67.5172\tvalid_0's quantile: 10.1427\n",
"[13]\tvalid_0's poisson: -67.9149\tvalid_0's quantile: 10.0346\n",
"[14]\tvalid_0's poisson: -68.2537\tvalid_0's quantile: 9.93595\n",
"[15]\tvalid_0's poisson: -68.6793\tvalid_0's quantile: 9.82183\n",
"[16]\tvalid_0's poisson: -69.0561\tvalid_0's quantile: 9.72184\n",
"[17]\tvalid_0's poisson: -69.4213\tvalid_0's quantile: 9.6251\n",
"[18]\tvalid_0's poisson: -69.8213\tvalid_0's quantile: 9.51882\n",
"[19]\tvalid_0's poisson: -70.2076\tvalid_0's quantile: 9.417\n",
"[20]\tvalid_0's poisson: -70.5924\tvalid_0's quantile: 9.31792\n",
"[21]\tvalid_0's poisson: -70.9586\tvalid_0's quantile: 9.22225\n",
"[22]\tvalid_0's poisson: -71.3607\tvalid_0's quantile: 9.12425\n",
"[23]\tvalid_0's poisson: -71.7584\tvalid_0's quantile: 9.02771\n",
"[24]\tvalid_0's poisson: -72.1661\tvalid_0's quantile: 8.9312\n",
"[25]\tvalid_0's poisson: -72.5644\tvalid_0's quantile: 8.8371\n",
"[26]\tvalid_0's poisson: -72.9546\tvalid_0's quantile: 8.74508\n",
"[27]\tvalid_0's poisson: -73.3374\tvalid_0's quantile: 8.65233\n",
"[28]\tvalid_0's poisson: -73.712\tvalid_0's quantile: 8.56195\n",
"[29]\tvalid_0's poisson: -74.0786\tvalid_0's quantile: 8.4745\n",
"[30]\tvalid_0's poisson: -74.448\tvalid_0's quantile: 8.38895\n",
"[31]\tvalid_0's poisson: -74.8013\tvalid_0's quantile: 8.30491\n",
"[32]\tvalid_0's poisson: -75.1474\tvalid_0's quantile: 8.22333\n",
"[33]\tvalid_0's poisson: -75.4697\tvalid_0's quantile: 8.14449\n",
"[34]\tvalid_0's poisson: -75.7871\tvalid_0's quantile: 8.06712\n",
"[35]\tvalid_0's poisson: -76.0993\tvalid_0's quantile: 7.99006\n",
"[36]\tvalid_0's poisson: -76.4297\tvalid_0's quantile: 7.91965\n",
"[37]\tvalid_0's poisson: -76.7431\tvalid_0's quantile: 7.84585\n",
"[38]\tvalid_0's poisson: -77.0395\tvalid_0's quantile: 7.77259\n",
"[39]\tvalid_0's poisson: -77.3184\tvalid_0's quantile: 7.70309\n",
"[40]\tvalid_0's poisson: -77.6048\tvalid_0's quantile: 7.63315\n",
"[41]\tvalid_0's poisson: -77.8854\tvalid_0's quantile: 7.56576\n",
"[42]\tvalid_0's poisson: -78.1604\tvalid_0's quantile: 7.49962\n",
"[43]\tvalid_0's poisson: -78.4638\tvalid_0's quantile: 7.43606\n",
"[44]\tvalid_0's poisson: -78.7612\tvalid_0's quantile: 7.37484\n",
"[45]\tvalid_0's poisson: -79.0677\tvalid_0's quantile: 7.30738\n",
"[46]\tvalid_0's poisson: -79.3269\tvalid_0's quantile: 7.24529\n",
"[47]\tvalid_0's poisson: -79.5809\tvalid_0's quantile: 7.18458\n",
"[48]\tvalid_0's poisson: -79.832\tvalid_0's quantile: 7.12613\n",
"[49]\tvalid_0's poisson: -80.0775\tvalid_0's quantile: 7.06919\n",
"[50]\tvalid_0's poisson: -80.3637\tvalid_0's quantile: 7.00801\n",
"[51]\tvalid_0's poisson: -80.6443\tvalid_0's quantile: 6.94834\n",
"[52]\tvalid_0's poisson: -80.9156\tvalid_0's quantile: 6.89858\n",
"[53]\tvalid_0's poisson: -81.1818\tvalid_0's quantile: 6.84994\n",
"[54]\tvalid_0's poisson: -81.4477\tvalid_0's quantile: 6.79365\n",
"[55]\tvalid_0's poisson: -81.7086\tvalid_0's quantile: 6.73881\n",
"[56]\tvalid_0's poisson: -81.9661\tvalid_0's quantile: 6.68602\n",
"[57]\tvalid_0's poisson: -82.2186\tvalid_0's quantile: 6.63528\n",
"[58]\tvalid_0's poisson: -82.4663\tvalid_0's quantile: 6.58567\n",
"[59]\tvalid_0's poisson: -82.7263\tvalid_0's quantile: 6.54334\n",
"[60]\tvalid_0's poisson: -82.9653\tvalid_0's quantile: 6.49579\n",
"[61]\tvalid_0's poisson: -83.2226\tvalid_0's quantile: 6.44693\n",
"[62]\tvalid_0's poisson: -83.475\tvalid_0's quantile: 6.3993\n",
"[63]\tvalid_0's poisson: -83.7318\tvalid_0's quantile: 6.35763\n",
"[64]\tvalid_0's poisson: -83.9556\tvalid_0's quantile: 6.31402\n",
"[65]\tvalid_0's poisson: -84.2044\tvalid_0's quantile: 6.27405\n",
"[66]\tvalid_0's poisson: -84.4487\tvalid_0's quantile: 6.23474\n",
"[67]\tvalid_0's poisson: -84.6613\tvalid_0's quantile: 6.19351\n",
"[68]\tvalid_0's poisson: -84.8929\tvalid_0's quantile: 6.15052\n",
"[69]\tvalid_0's poisson: -85.1202\tvalid_0's quantile: 6.1085\n",
"[70]\tvalid_0's poisson: -85.3613\tvalid_0's quantile: 6.07217\n",
"[71]\tvalid_0's poisson: -85.5766\tvalid_0's quantile: 6.03205\n",
"[72]\tvalid_0's poisson: -85.7878\tvalid_0's quantile: 5.99274\n",
"[73]\tvalid_0's poisson: -86.0184\tvalid_0's quantile: 5.95852\n",
"[74]\tvalid_0's poisson: -86.2238\tvalid_0's quantile: 5.92066\n",
"[75]\tvalid_0's poisson: -86.4141\tvalid_0's quantile: 5.88486\n",
"[76]\tvalid_0's poisson: -86.6008\tvalid_0's quantile: 5.84992\n",
"[77]\tvalid_0's poisson: -86.8185\tvalid_0's quantile: 5.81783\n",
"[78]\tvalid_0's poisson: -87.0209\tvalid_0's quantile: 5.78597\n",
"[79]\tvalid_0's poisson: -87.2334\tvalid_0's quantile: 5.75499\n",
"[80]\tvalid_0's poisson: -87.4061\tvalid_0's quantile: 5.72186\n",
"[81]\tvalid_0's poisson: -87.6125\tvalid_0's quantile: 5.6917\n",
"[82]\tvalid_0's poisson: -87.8075\tvalid_0's quantile: 5.6615\n",
"[83]\tvalid_0's poisson: -87.993\tvalid_0's quantile: 5.62822\n",
"[84]\tvalid_0's poisson: -88.1857\tvalid_0's quantile: 5.59967\n",
"[85]\tvalid_0's poisson: -88.3612\tvalid_0's quantile: 5.56988\n",
"[86]\tvalid_0's poisson: -88.5473\tvalid_0's quantile: 5.54228\n",
"[87]\tvalid_0's poisson: -88.7094\tvalid_0's quantile: 5.51183\n",
"[88]\tvalid_0's poisson: -88.8842\tvalid_0's quantile: 5.48086\n",
"[89]\tvalid_0's poisson: -89.0529\tvalid_0's quantile: 5.45069\n",
"[90]\tvalid_0's poisson: -89.2186\tvalid_0's quantile: 5.42099\n",
"[91]\tvalid_0's poisson: -89.3957\tvalid_0's quantile: 5.39568\n",
"[92]\tvalid_0's poisson: -89.5527\tvalid_0's quantile: 5.36899\n",
"[93]\tvalid_0's poisson: -89.7153\tvalid_0's quantile: 5.34031\n",
"[94]\tvalid_0's poisson: -89.8744\tvalid_0's quantile: 5.31256\n",
"[95]\tvalid_0's poisson: -90.0307\tvalid_0's quantile: 5.28551\n",
"[96]\tvalid_0's poisson: -90.188\tvalid_0's quantile: 5.26118\n",
"[97]\tvalid_0's poisson: -90.3333\tvalid_0's quantile: 5.23668\n",
"[98]\tvalid_0's poisson: -90.476\tvalid_0's quantile: 5.21267\n",
"[99]\tvalid_0's poisson: -90.6199\tvalid_0's quantile: 5.18885\n",
"[100]\tvalid_0's poisson: -90.768\tvalid_0's quantile: 5.1639\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6293\tvalid_0's quantile: 11.5529\n",
"[2]\tvalid_0's poisson: -63.0843\tvalid_0's quantile: 11.4122\n",
"[3]\tvalid_0's poisson: -63.5934\tvalid_0's quantile: 11.2658\n",
"[4]\tvalid_0's poisson: -64.0889\tvalid_0's quantile: 11.124\n",
"[5]\tvalid_0's poisson: -64.5716\tvalid_0's quantile: 10.9863\n",
"[6]\tvalid_0's poisson: -65.0419\tvalid_0's quantile: 10.8525\n",
"[7]\tvalid_0's poisson: -65.4839\tvalid_0's quantile: 10.7262\n",
"[8]\tvalid_0's poisson: -65.8778\tvalid_0's quantile: 10.6084\n",
"[9]\tvalid_0's poisson: -66.3012\tvalid_0's quantile: 10.4889\n",
"[10]\tvalid_0's poisson: -66.7336\tvalid_0's quantile: 10.3708\n",
"[11]\tvalid_0's poisson: -67.1396\tvalid_0's quantile: 10.2598\n",
"[12]\tvalid_0's poisson: -67.5532\tvalid_0's quantile: 10.149\n",
"[13]\tvalid_0's poisson: -67.9633\tvalid_0's quantile: 10.0402\n",
"[14]\tvalid_0's poisson: -68.362\tvalid_0's quantile: 9.93448\n",
"[15]\tvalid_0's poisson: -68.7907\tvalid_0's quantile: 9.81753\n",
"[16]\tvalid_0's poisson: -69.1657\tvalid_0's quantile: 9.70923\n",
"[17]\tvalid_0's poisson: -69.5746\tvalid_0's quantile: 9.59934\n",
"[18]\tvalid_0's poisson: -69.9738\tvalid_0's quantile: 9.49374\n",
"[19]\tvalid_0's poisson: -70.364\tvalid_0's quantile: 9.39199\n",
"[20]\tvalid_0's poisson: -70.7452\tvalid_0's quantile: 9.29288\n",
"[21]\tvalid_0's poisson: -71.128\tvalid_0's quantile: 9.19366\n",
"[22]\tvalid_0's poisson: -71.502\tvalid_0's quantile: 9.09686\n",
"[23]\tvalid_0's poisson: -71.9141\tvalid_0's quantile: 8.99718\n",
"[24]\tvalid_0's poisson: -72.3224\tvalid_0's quantile: 8.89786\n",
"[25]\tvalid_0's poisson: -72.7222\tvalid_0's quantile: 8.7982\n",
"[26]\tvalid_0's poisson: -73.1132\tvalid_0's quantile: 8.70095\n",
"[27]\tvalid_0's poisson: -73.4956\tvalid_0's quantile: 8.6072\n",
"[28]\tvalid_0's poisson: -73.8698\tvalid_0's quantile: 8.51604\n",
"[29]\tvalid_0's poisson: -74.2337\tvalid_0's quantile: 8.42715\n",
"[30]\tvalid_0's poisson: -74.5899\tvalid_0's quantile: 8.33979\n",
"[31]\tvalid_0's poisson: -74.939\tvalid_0's quantile: 8.25664\n",
"[32]\tvalid_0's poisson: -75.2712\tvalid_0's quantile: 8.18012\n",
"[33]\tvalid_0's poisson: -75.6134\tvalid_0's quantile: 8.10573\n",
"[34]\tvalid_0's poisson: -75.9531\tvalid_0's quantile: 8.02601\n",
"[35]\tvalid_0's poisson: -76.2534\tvalid_0's quantile: 7.95119\n",
"[36]\tvalid_0's poisson: -76.5801\tvalid_0's quantile: 7.87563\n",
"[37]\tvalid_0's poisson: -76.8925\tvalid_0's quantile: 7.79899\n",
"[38]\tvalid_0's poisson: -77.2095\tvalid_0's quantile: 7.7241\n",
"[39]\tvalid_0's poisson: -77.5182\tvalid_0's quantile: 7.6523\n",
"[40]\tvalid_0's poisson: -77.8149\tvalid_0's quantile: 7.58047\n",
"[41]\tvalid_0's poisson: -78.1191\tvalid_0's quantile: 7.51562\n",
"[42]\tvalid_0's poisson: -78.4061\tvalid_0's quantile: 7.44615\n",
"[43]\tvalid_0's poisson: -78.6704\tvalid_0's quantile: 7.38172\n",
"[44]\tvalid_0's poisson: -78.9233\tvalid_0's quantile: 7.31987\n",
"[45]\tvalid_0's poisson: -79.218\tvalid_0's quantile: 7.25402\n",
"[46]\tvalid_0's poisson: -79.486\tvalid_0's quantile: 7.19067\n",
"[47]\tvalid_0's poisson: -79.7486\tvalid_0's quantile: 7.12931\n",
"[48]\tvalid_0's poisson: -80.0052\tvalid_0's quantile: 7.06932\n",
"[49]\tvalid_0's poisson: -80.2879\tvalid_0's quantile: 7.00837\n",
"[50]\tvalid_0's poisson: -80.5591\tvalid_0's quantile: 6.95381\n",
"[51]\tvalid_0's poisson: -80.8321\tvalid_0's quantile: 6.8956\n",
"[52]\tvalid_0's poisson: -81.0997\tvalid_0's quantile: 6.8387\n",
"[53]\tvalid_0's poisson: -81.3716\tvalid_0's quantile: 6.78941\n",
"[54]\tvalid_0's poisson: -81.6295\tvalid_0's quantile: 6.73613\n",
"[55]\tvalid_0's poisson: -81.8952\tvalid_0's quantile: 6.68866\n",
"[56]\tvalid_0's poisson: -82.145\tvalid_0's quantile: 6.63795\n",
"[57]\tvalid_0's poisson: -82.4088\tvalid_0's quantile: 6.58677\n",
"[58]\tvalid_0's poisson: -82.6514\tvalid_0's quantile: 6.53671\n",
"[59]\tvalid_0's poisson: -82.8891\tvalid_0's quantile: 6.4886\n",
"[60]\tvalid_0's poisson: -83.1274\tvalid_0's quantile: 6.44397\n",
"[61]\tvalid_0's poisson: -83.4014\tvalid_0's quantile: 6.40083\n",
"[62]\tvalid_0's poisson: -83.6485\tvalid_0's quantile: 6.3549\n",
"[63]\tvalid_0's poisson: -83.8909\tvalid_0's quantile: 6.30998\n",
"[64]\tvalid_0's poisson: -84.1101\tvalid_0's quantile: 6.26775\n",
"[65]\tvalid_0's poisson: -84.3585\tvalid_0's quantile: 6.22603\n",
"[66]\tvalid_0's poisson: -84.6004\tvalid_0's quantile: 6.18647\n",
"[67]\tvalid_0's poisson: -84.8491\tvalid_0's quantile: 6.14822\n",
"[68]\tvalid_0's poisson: -85.0933\tvalid_0's quantile: 6.1107\n",
"[69]\tvalid_0's poisson: -85.3113\tvalid_0's quantile: 6.07027\n",
"[70]\tvalid_0's poisson: -85.5472\tvalid_0's quantile: 6.03451\n",
"[71]\tvalid_0's poisson: -85.7472\tvalid_0's quantile: 5.99452\n",
"[72]\tvalid_0's poisson: -85.9502\tvalid_0's quantile: 5.95781\n",
"[73]\tvalid_0's poisson: -86.1767\tvalid_0's quantile: 5.92237\n",
"[74]\tvalid_0's poisson: -86.3666\tvalid_0's quantile: 5.88518\n",
"[75]\tvalid_0's poisson: -86.5529\tvalid_0's quantile: 5.84923\n",
"[76]\tvalid_0's poisson: -86.7356\tvalid_0's quantile: 5.8145\n",
"[77]\tvalid_0's poisson: -86.9373\tvalid_0's quantile: 5.77941\n",
"[78]\tvalid_0's poisson: -87.1526\tvalid_0's quantile: 5.74829\n",
"[79]\tvalid_0's poisson: -87.3582\tvalid_0's quantile: 5.71615\n",
"[80]\tvalid_0's poisson: -87.5549\tvalid_0's quantile: 5.68542\n",
"[81]\tvalid_0's poisson: -87.7393\tvalid_0's quantile: 5.65317\n",
"[82]\tvalid_0's poisson: -87.9369\tvalid_0's quantile: 5.62473\n",
"[83]\tvalid_0's poisson: -88.1309\tvalid_0's quantile: 5.59715\n",
"[84]\tvalid_0's poisson: -88.3055\tvalid_0's quantile: 5.56775\n",
"[85]\tvalid_0's poisson: -88.4819\tvalid_0's quantile: 5.53735\n",
"[86]\tvalid_0's poisson: -88.6402\tvalid_0's quantile: 5.50629\n",
"[87]\tvalid_0's poisson: -88.8248\tvalid_0's quantile: 5.47935\n",
"[88]\tvalid_0's poisson: -88.9779\tvalid_0's quantile: 5.44909\n",
"[89]\tvalid_0's poisson: -89.1466\tvalid_0's quantile: 5.42026\n",
"[90]\tvalid_0's poisson: -89.3126\tvalid_0's quantile: 5.39323\n",
"[91]\tvalid_0's poisson: -89.4754\tvalid_0's quantile: 5.36665\n",
"[92]\tvalid_0's poisson: -89.6519\tvalid_0's quantile: 5.34253\n",
"[93]\tvalid_0's poisson: -89.8252\tvalid_0's quantile: 5.31771\n",
"[94]\tvalid_0's poisson: -89.9953\tvalid_0's quantile: 5.2944\n",
"[95]\tvalid_0's poisson: -90.1606\tvalid_0's quantile: 5.26993\n",
"[96]\tvalid_0's poisson: -90.3228\tvalid_0's quantile: 5.24592\n",
"[97]\tvalid_0's poisson: -90.4778\tvalid_0's quantile: 5.22267\n",
"[98]\tvalid_0's poisson: -90.6306\tvalid_0's quantile: 5.19618\n",
"[99]\tvalid_0's poisson: -90.7837\tvalid_0's quantile: 5.16996\n",
"[100]\tvalid_0's poisson: -90.9343\tvalid_0's quantile: 5.14495\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.2529\tvalid_0's quantile: 11.5404\n",
"[2]\tvalid_0's poisson: -63.6987\tvalid_0's quantile: 11.3953\n",
"[3]\tvalid_0's poisson: -64.1874\tvalid_0's quantile: 11.2462\n",
"[4]\tvalid_0's poisson: -64.6624\tvalid_0's quantile: 11.1019\n",
"[5]\tvalid_0's poisson: -65.0751\tvalid_0's quantile: 10.9682\n",
"[6]\tvalid_0's poisson: -65.5226\tvalid_0's quantile: 10.833\n",
"[7]\tvalid_0's poisson: -65.9722\tvalid_0's quantile: 10.701\n",
"[8]\tvalid_0's poisson: -66.3967\tvalid_0's quantile: 10.5744\n",
"[9]\tvalid_0's poisson: -66.7738\tvalid_0's quantile: 10.4572\n",
"[10]\tvalid_0's poisson: -67.1781\tvalid_0's quantile: 10.3383\n",
"[11]\tvalid_0's poisson: -67.5771\tvalid_0's quantile: 10.2243\n",
"[12]\tvalid_0's poisson: -67.9742\tvalid_0's quantile: 10.1111\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[13]\tvalid_0's poisson: -68.349\tvalid_0's quantile: 10.0036\n",
"[14]\tvalid_0's poisson: -68.7174\tvalid_0's quantile: 9.89783\n",
"[15]\tvalid_0's poisson: -69.0862\tvalid_0's quantile: 9.79345\n",
"[16]\tvalid_0's poisson: -69.4619\tvalid_0's quantile: 9.69051\n",
"[17]\tvalid_0's poisson: -69.8182\tvalid_0's quantile: 9.59223\n",
"[18]\tvalid_0's poisson: -70.2137\tvalid_0's quantile: 9.48171\n",
"[19]\tvalid_0's poisson: -70.5916\tvalid_0's quantile: 9.37545\n",
"[20]\tvalid_0's poisson: -70.9992\tvalid_0's quantile: 9.27019\n",
"[21]\tvalid_0's poisson: -71.3974\tvalid_0's quantile: 9.16717\n",
"[22]\tvalid_0's poisson: -71.7549\tvalid_0's quantile: 9.06891\n",
"[23]\tvalid_0's poisson: -72.1039\tvalid_0's quantile: 8.98144\n",
"[24]\tvalid_0's poisson: -72.5087\tvalid_0's quantile: 8.88056\n",
"[25]\tvalid_0's poisson: -72.9046\tvalid_0's quantile: 8.78244\n",
"[26]\tvalid_0's poisson: -73.2947\tvalid_0's quantile: 8.687\n",
"[27]\tvalid_0's poisson: -73.6769\tvalid_0's quantile: 8.59344\n",
"[28]\tvalid_0's poisson: -74.0508\tvalid_0's quantile: 8.50249\n",
"[29]\tvalid_0's poisson: -74.4177\tvalid_0's quantile: 8.4103\n",
"[30]\tvalid_0's poisson: -74.7767\tvalid_0's quantile: 8.3203\n",
"[31]\tvalid_0's poisson: -75.1279\tvalid_0's quantile: 8.23236\n",
"[32]\tvalid_0's poisson: -75.4678\tvalid_0's quantile: 8.14758\n",
"[33]\tvalid_0's poisson: -75.8073\tvalid_0's quantile: 8.06523\n",
"[34]\tvalid_0's poisson: -76.1348\tvalid_0's quantile: 7.98338\n",
"[35]\tvalid_0's poisson: -76.4604\tvalid_0's quantile: 7.90417\n",
"[36]\tvalid_0's poisson: -76.7739\tvalid_0's quantile: 7.82841\n",
"[37]\tvalid_0's poisson: -77.0921\tvalid_0's quantile: 7.7528\n",
"[38]\tvalid_0's poisson: -77.3728\tvalid_0's quantile: 7.68179\n",
"[39]\tvalid_0's poisson: -77.6745\tvalid_0's quantile: 7.61117\n",
"[40]\tvalid_0's poisson: -77.9701\tvalid_0's quantile: 7.54183\n",
"[41]\tvalid_0's poisson: -78.2568\tvalid_0's quantile: 7.47092\n",
"[42]\tvalid_0's poisson: -78.546\tvalid_0's quantile: 7.40406\n",
"[43]\tvalid_0's poisson: -78.8299\tvalid_0's quantile: 7.33737\n",
"[44]\tvalid_0's poisson: -79.1411\tvalid_0's quantile: 7.26822\n",
"[45]\tvalid_0's poisson: -79.4277\tvalid_0's quantile: 7.20154\n",
"[46]\tvalid_0's poisson: -79.7086\tvalid_0's quantile: 7.13725\n",
"[47]\tvalid_0's poisson: -80.0264\tvalid_0's quantile: 7.081\n",
"[48]\tvalid_0's poisson: -80.3202\tvalid_0's quantile: 7.01726\n",
"[49]\tvalid_0's poisson: -80.5863\tvalid_0's quantile: 6.95698\n",
"[50]\tvalid_0's poisson: -80.868\tvalid_0's quantile: 6.89693\n",
"[51]\tvalid_0's poisson: -81.1678\tvalid_0's quantile: 6.84438\n",
"[52]\tvalid_0's poisson: -81.4617\tvalid_0's quantile: 6.7937\n",
"[53]\tvalid_0's poisson: -81.7348\tvalid_0's quantile: 6.73718\n",
"[54]\tvalid_0's poisson: -81.9705\tvalid_0's quantile: 6.68611\n",
"[55]\tvalid_0's poisson: -82.2383\tvalid_0's quantile: 6.64033\n",
"[56]\tvalid_0's poisson: -82.5001\tvalid_0's quantile: 6.58829\n",
"[57]\tvalid_0's poisson: -82.7569\tvalid_0's quantile: 6.53708\n",
"[58]\tvalid_0's poisson: -82.9911\tvalid_0's quantile: 6.48848\n",
"[59]\tvalid_0's poisson: -83.2398\tvalid_0's quantile: 6.43919\n",
"[60]\tvalid_0's poisson: -83.4666\tvalid_0's quantile: 6.39306\n",
"[61]\tvalid_0's poisson: -83.7076\tvalid_0's quantile: 6.3465\n",
"[62]\tvalid_0's poisson: -83.9427\tvalid_0's quantile: 6.30104\n",
"[63]\tvalid_0's poisson: -84.1591\tvalid_0's quantile: 6.25794\n",
"[64]\tvalid_0's poisson: -84.3955\tvalid_0's quantile: 6.21836\n",
"[65]\tvalid_0's poisson: -84.61\tvalid_0's quantile: 6.17616\n",
"[66]\tvalid_0's poisson: -84.8322\tvalid_0's quantile: 6.13378\n",
"[67]\tvalid_0's poisson: -85.0359\tvalid_0's quantile: 6.09388\n",
"[68]\tvalid_0's poisson: -85.2612\tvalid_0's quantile: 6.05653\n",
"[69]\tvalid_0's poisson: -85.4926\tvalid_0's quantile: 6.02035\n",
"[70]\tvalid_0's poisson: -85.7183\tvalid_0's quantile: 5.98379\n",
"[71]\tvalid_0's poisson: -85.9416\tvalid_0's quantile: 5.94913\n",
"[72]\tvalid_0's poisson: -86.129\tvalid_0's quantile: 5.91261\n",
"[73]\tvalid_0's poisson: -86.3451\tvalid_0's quantile: 5.87911\n",
"[74]\tvalid_0's poisson: -86.5568\tvalid_0's quantile: 5.84622\n",
"[75]\tvalid_0's poisson: -86.744\tvalid_0's quantile: 5.81024\n",
"[76]\tvalid_0's poisson: -86.9275\tvalid_0's quantile: 5.77504\n",
"[77]\tvalid_0's poisson: -87.115\tvalid_0's quantile: 5.74006\n",
"[78]\tvalid_0's poisson: -87.3133\tvalid_0's quantile: 5.70954\n",
"[79]\tvalid_0's poisson: -87.5079\tvalid_0's quantile: 5.67975\n",
"[80]\tvalid_0's poisson: -87.6734\tvalid_0's quantile: 5.64781\n",
"[81]\tvalid_0's poisson: -87.8357\tvalid_0's quantile: 5.61649\n",
"[82]\tvalid_0's poisson: -87.9948\tvalid_0's quantile: 5.58584\n",
"[83]\tvalid_0's poisson: -88.1509\tvalid_0's quantile: 5.55592\n",
"[84]\tvalid_0's poisson: -88.3278\tvalid_0's quantile: 5.52455\n",
"[85]\tvalid_0's poisson: -88.4875\tvalid_0's quantile: 5.49616\n",
"[86]\tvalid_0's poisson: -88.6697\tvalid_0's quantile: 5.46946\n",
"[87]\tvalid_0's poisson: -88.8386\tvalid_0's quantile: 5.43991\n",
"[88]\tvalid_0's poisson: -89.0025\tvalid_0's quantile: 5.41143\n",
"[89]\tvalid_0's poisson: -89.1795\tvalid_0's quantile: 5.38473\n",
"[90]\tvalid_0's poisson: -89.34\tvalid_0's quantile: 5.35686\n",
"[91]\tvalid_0's poisson: -89.4938\tvalid_0's quantile: 5.32992\n",
"[92]\tvalid_0's poisson: -89.6622\tvalid_0's quantile: 5.30433\n",
"[93]\tvalid_0's poisson: -89.811\tvalid_0's quantile: 5.27836\n",
"[94]\tvalid_0's poisson: -89.9768\tvalid_0's quantile: 5.25347\n",
"[95]\tvalid_0's poisson: -90.1397\tvalid_0's quantile: 5.22902\n",
"[96]\tvalid_0's poisson: -90.286\tvalid_0's quantile: 5.20366\n",
"[97]\tvalid_0's poisson: -90.4254\tvalid_0's quantile: 5.17911\n",
"[98]\tvalid_0's poisson: -90.5799\tvalid_0's quantile: 5.15686\n",
"[99]\tvalid_0's poisson: -90.7208\tvalid_0's quantile: 5.13245\n",
"[100]\tvalid_0's poisson: -90.8752\tvalid_0's quantile: 5.11104\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -63.9306\tvalid_0's quantile: 11.5282\n",
"[2]\tvalid_0's poisson: -64.425\tvalid_0's quantile: 11.3784\n",
"[3]\tvalid_0's poisson: -64.9055\tvalid_0's quantile: 11.2321\n",
"[4]\tvalid_0's poisson: -65.3265\tvalid_0's quantile: 11.096\n",
"[5]\tvalid_0's poisson: -65.7823\tvalid_0's quantile: 10.9577\n",
"[6]\tvalid_0's poisson: -66.2342\tvalid_0's quantile: 10.8228\n",
"[7]\tvalid_0's poisson: -66.6742\tvalid_0's quantile: 10.6919\n",
"[8]\tvalid_0's poisson: -67.095\tvalid_0's quantile: 10.5664\n",
"[9]\tvalid_0's poisson: -67.5161\tvalid_0's quantile: 10.4436\n",
"[10]\tvalid_0's poisson: -67.8852\tvalid_0's quantile: 10.3301\n",
"[11]\tvalid_0's poisson: -68.2832\tvalid_0's quantile: 10.2152\n",
"[12]\tvalid_0's poisson: -68.675\tvalid_0's quantile: 10.1048\n",
"[13]\tvalid_0's poisson: -69.0573\tvalid_0's quantile: 9.99722\n",
"[14]\tvalid_0's poisson: -69.4305\tvalid_0's quantile: 9.89254\n",
"[15]\tvalid_0's poisson: -69.7949\tvalid_0's quantile: 9.79078\n",
"[16]\tvalid_0's poisson: -70.1124\tvalid_0's quantile: 9.69637\n",
"[17]\tvalid_0's poisson: -70.4647\tvalid_0's quantile: 9.5897\n",
"[18]\tvalid_0's poisson: -70.8287\tvalid_0's quantile: 9.48241\n",
"[19]\tvalid_0's poisson: -71.1883\tvalid_0's quantile: 9.37778\n",
"[20]\tvalid_0's poisson: -71.6085\tvalid_0's quantile: 9.27051\n",
"[21]\tvalid_0's poisson: -72.0026\tvalid_0's quantile: 9.16795\n",
"[22]\tvalid_0's poisson: -72.4063\tvalid_0's quantile: 9.06508\n",
"[23]\tvalid_0's poisson: -72.8009\tvalid_0's quantile: 8.96456\n",
"[24]\tvalid_0's poisson: -73.1868\tvalid_0's quantile: 8.86681\n",
"[25]\tvalid_0's poisson: -73.5572\tvalid_0's quantile: 8.77296\n",
"[26]\tvalid_0's poisson: -73.9194\tvalid_0's quantile: 8.68153\n",
"[27]\tvalid_0's poisson: -74.2873\tvalid_0's quantile: 8.59798\n",
"[28]\tvalid_0's poisson: -74.6477\tvalid_0's quantile: 8.51695\n",
"[29]\tvalid_0's poisson: -74.9952\tvalid_0's quantile: 8.42994\n",
"[30]\tvalid_0's poisson: -75.3336\tvalid_0's quantile: 8.34487\n",
"[31]\tvalid_0's poisson: -75.6654\tvalid_0's quantile: 8.26008\n",
"[32]\tvalid_0's poisson: -75.9899\tvalid_0's quantile: 8.17717\n",
"[33]\tvalid_0's poisson: -76.3074\tvalid_0's quantile: 8.09568\n",
"[34]\tvalid_0's poisson: -76.6181\tvalid_0's quantile: 8.01662\n",
"[35]\tvalid_0's poisson: -76.9443\tvalid_0's quantile: 7.94437\n",
"[36]\tvalid_0's poisson: -77.2527\tvalid_0's quantile: 7.86672\n",
"[37]\tvalid_0's poisson: -77.5512\tvalid_0's quantile: 7.79302\n",
"[38]\tvalid_0's poisson: -77.8612\tvalid_0's quantile: 7.72419\n",
"[39]\tvalid_0's poisson: -78.165\tvalid_0's quantile: 7.65704\n",
"[40]\tvalid_0's poisson: -78.4491\tvalid_0's quantile: 7.58823\n",
"[41]\tvalid_0's poisson: -78.7421\tvalid_0's quantile: 7.52433\n",
"[42]\tvalid_0's poisson: -79.0295\tvalid_0's quantile: 7.46219\n",
"[43]\tvalid_0's poisson: -79.3222\tvalid_0's quantile: 7.39247\n",
"[44]\tvalid_0's poisson: -79.6044\tvalid_0's quantile: 7.32454\n",
"[45]\tvalid_0's poisson: -79.8673\tvalid_0's quantile: 7.25998\n",
"[46]\tvalid_0's poisson: -80.1486\tvalid_0's quantile: 7.194\n",
"[47]\tvalid_0's poisson: -80.4032\tvalid_0's quantile: 7.13209\n",
"[48]\tvalid_0's poisson: -80.6675\tvalid_0's quantile: 7.06944\n",
"[49]\tvalid_0's poisson: -80.9312\tvalid_0's quantile: 7.0076\n",
"[50]\tvalid_0's poisson: -81.1896\tvalid_0's quantile: 6.94794\n",
"[51]\tvalid_0's poisson: -81.443\tvalid_0's quantile: 6.89044\n",
"[52]\tvalid_0's poisson: -81.6914\tvalid_0's quantile: 6.83474\n",
"[53]\tvalid_0's poisson: -81.9337\tvalid_0's quantile: 6.78151\n",
"[54]\tvalid_0's poisson: -82.1713\tvalid_0's quantile: 6.73062\n",
"[55]\tvalid_0's poisson: -82.3984\tvalid_0's quantile: 6.68069\n",
"[56]\tvalid_0's poisson: -82.6386\tvalid_0's quantile: 6.63\n",
"[57]\tvalid_0's poisson: -82.874\tvalid_0's quantile: 6.58037\n",
"[58]\tvalid_0's poisson: -83.1164\tvalid_0's quantile: 6.53159\n",
"[59]\tvalid_0's poisson: -83.3496\tvalid_0's quantile: 6.48879\n",
"[60]\tvalid_0's poisson: -83.6063\tvalid_0's quantile: 6.44605\n",
"[61]\tvalid_0's poisson: -83.828\tvalid_0's quantile: 6.40042\n",
"[62]\tvalid_0's poisson: -84.0773\tvalid_0's quantile: 6.35892\n",
"[63]\tvalid_0's poisson: -84.2912\tvalid_0's quantile: 6.31494\n",
"[64]\tvalid_0's poisson: -84.5009\tvalid_0's quantile: 6.27255\n",
"[65]\tvalid_0's poisson: -84.7404\tvalid_0's quantile: 6.23358\n",
"[66]\tvalid_0's poisson: -84.9756\tvalid_0's quantile: 6.19531\n",
"[67]\tvalid_0's poisson: -85.1777\tvalid_0's quantile: 6.15546\n",
"[68]\tvalid_0's poisson: -85.373\tvalid_0's quantile: 6.11608\n",
"[69]\tvalid_0's poisson: -85.5924\tvalid_0's quantile: 6.07926\n",
"[70]\tvalid_0's poisson: -85.8073\tvalid_0's quantile: 6.04328\n",
"[71]\tvalid_0's poisson: -86.0142\tvalid_0's quantile: 6.00394\n",
"[72]\tvalid_0's poisson: -86.238\tvalid_0's quantile: 5.96889\n",
"[73]\tvalid_0's poisson: -86.4215\tvalid_0's quantile: 5.93246\n",
"[74]\tvalid_0's poisson: -86.637\tvalid_0's quantile: 5.89867\n",
"[75]\tvalid_0's poisson: -86.8285\tvalid_0's quantile: 5.8624\n",
"[76]\tvalid_0's poisson: -87.0258\tvalid_0's quantile: 5.82896\n",
"[77]\tvalid_0's poisson: -87.2005\tvalid_0's quantile: 5.7953\n",
"[78]\tvalid_0's poisson: -87.3755\tvalid_0's quantile: 5.76223\n",
"[79]\tvalid_0's poisson: -87.5563\tvalid_0's quantile: 5.72824\n",
"[80]\tvalid_0's poisson: -87.7192\tvalid_0's quantile: 5.69642\n",
"[81]\tvalid_0's poisson: -87.879\tvalid_0's quantile: 5.66538\n",
"[82]\tvalid_0's poisson: -88.0686\tvalid_0's quantile: 5.63537\n",
"[83]\tvalid_0's poisson: -88.2545\tvalid_0's quantile: 5.60463\n",
"[84]\tvalid_0's poisson: -88.4221\tvalid_0's quantile: 5.5737\n",
"[85]\tvalid_0's poisson: -88.59\tvalid_0's quantile: 5.5435\n",
"[86]\tvalid_0's poisson: -88.767\tvalid_0's quantile: 5.51445\n",
"[87]\tvalid_0's poisson: -88.9298\tvalid_0's quantile: 5.48524\n",
"[88]\tvalid_0's poisson: -89.0993\tvalid_0's quantile: 5.45682\n",
"[89]\tvalid_0's poisson: -89.2764\tvalid_0's quantile: 5.42938\n",
"[90]\tvalid_0's poisson: -89.4413\tvalid_0's quantile: 5.40064\n",
"[91]\tvalid_0's poisson: -89.5992\tvalid_0's quantile: 5.37322\n",
"[92]\tvalid_0's poisson: -89.7435\tvalid_0's quantile: 5.34731\n",
"[93]\tvalid_0's poisson: -89.885\tvalid_0's quantile: 5.32194\n",
"[94]\tvalid_0's poisson: -90.0345\tvalid_0's quantile: 5.29587\n",
"[95]\tvalid_0's poisson: -90.1968\tvalid_0's quantile: 5.27134\n",
"[96]\tvalid_0's poisson: -90.356\tvalid_0's quantile: 5.24729\n",
"[97]\tvalid_0's poisson: -90.5016\tvalid_0's quantile: 5.22169\n",
"[98]\tvalid_0's poisson: -90.6368\tvalid_0's quantile: 5.19688\n",
"[99]\tvalid_0's poisson: -90.7843\tvalid_0's quantile: 5.17297\n",
"[100]\tvalid_0's poisson: -90.9439\tvalid_0's quantile: 5.15036\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -62.6169\tvalid_0's quantile: 11.5534\n",
"[2]\tvalid_0's poisson: -63.0597\tvalid_0's quantile: 11.4132\n",
"[3]\tvalid_0's poisson: -63.4898\tvalid_0's quantile: 11.2763\n",
"[4]\tvalid_0's poisson: -63.9078\tvalid_0's quantile: 11.144\n",
"[5]\tvalid_0's poisson: -64.3204\tvalid_0's quantile: 11.0155\n",
"[6]\tvalid_0's poisson: -64.716\tvalid_0's quantile: 10.8911\n",
"[7]\tvalid_0's poisson: -65.1009\tvalid_0's quantile: 10.7712\n",
"[8]\tvalid_0's poisson: -65.4818\tvalid_0's quantile: 10.6546\n",
"[9]\tvalid_0's poisson: -65.9262\tvalid_0's quantile: 10.5319\n",
"[10]\tvalid_0's poisson: -66.3619\tvalid_0's quantile: 10.4134\n",
"[11]\tvalid_0's poisson: -66.7827\tvalid_0's quantile: 10.2995\n",
"[12]\tvalid_0's poisson: -67.1982\tvalid_0's quantile: 10.1883\n",
"[13]\tvalid_0's poisson: -67.6416\tvalid_0's quantile: 10.0662\n",
"[14]\tvalid_0's poisson: -68.0798\tvalid_0's quantile: 9.94691\n",
"[15]\tvalid_0's poisson: -68.5073\tvalid_0's quantile: 9.83095\n",
"[16]\tvalid_0's poisson: -68.9116\tvalid_0's quantile: 9.71844\n",
"[17]\tvalid_0's poisson: -69.3068\tvalid_0's quantile: 9.60974\n",
"[18]\tvalid_0's poisson: -69.6925\tvalid_0's quantile: 9.50416\n",
"[19]\tvalid_0's poisson: -70.0946\tvalid_0's quantile: 9.39996\n",
"[20]\tvalid_0's poisson: -70.4317\tvalid_0's quantile: 9.30632\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -70.8195\tvalid_0's quantile: 9.20595\n",
"[22]\tvalid_0's poisson: -71.1789\tvalid_0's quantile: 9.11826\n",
"[23]\tvalid_0's poisson: -71.5674\tvalid_0's quantile: 9.02101\n",
"[24]\tvalid_0's poisson: -71.9223\tvalid_0's quantile: 8.93405\n",
"[25]\tvalid_0's poisson: -72.2798\tvalid_0's quantile: 8.84836\n",
"[26]\tvalid_0's poisson: -72.6645\tvalid_0's quantile: 8.75539\n",
"[27]\tvalid_0's poisson: -73.0423\tvalid_0's quantile: 8.66351\n",
"[28]\tvalid_0's poisson: -73.4106\tvalid_0's quantile: 8.5754\n",
"[29]\tvalid_0's poisson: -73.7727\tvalid_0's quantile: 8.48799\n",
"[30]\tvalid_0's poisson: -74.131\tvalid_0's quantile: 8.41112\n",
"[31]\tvalid_0's poisson: -74.4794\tvalid_0's quantile: 8.32718\n",
"[32]\tvalid_0's poisson: -74.8205\tvalid_0's quantile: 8.24516\n",
"[33]\tvalid_0's poisson: -75.1545\tvalid_0's quantile: 8.16576\n",
"[34]\tvalid_0's poisson: -75.4813\tvalid_0's quantile: 8.09649\n",
"[35]\tvalid_0's poisson: -75.8096\tvalid_0's quantile: 8.02455\n",
"[36]\tvalid_0's poisson: -76.1397\tvalid_0's quantile: 7.94693\n",
"[37]\tvalid_0's poisson: -76.4531\tvalid_0's quantile: 7.87253\n",
"[38]\tvalid_0's poisson: -76.774\tvalid_0's quantile: 7.79718\n",
"[39]\tvalid_0's poisson: -77.0781\tvalid_0's quantile: 7.72531\n",
"[40]\tvalid_0's poisson: -77.3891\tvalid_0's quantile: 7.66006\n",
"[41]\tvalid_0's poisson: -77.6946\tvalid_0's quantile: 7.58877\n",
"[42]\tvalid_0's poisson: -77.9734\tvalid_0's quantile: 7.52327\n",
"[43]\tvalid_0's poisson: -78.2668\tvalid_0's quantile: 7.46081\n",
"[44]\tvalid_0's poisson: -78.549\tvalid_0's quantile: 7.40283\n",
"[45]\tvalid_0's poisson: -78.8489\tvalid_0's quantile: 7.33775\n",
"[46]\tvalid_0's poisson: -79.1506\tvalid_0's quantile: 7.27297\n",
"[47]\tvalid_0's poisson: -79.4241\tvalid_0's quantile: 7.2112\n",
"[48]\tvalid_0's poisson: -79.6852\tvalid_0's quantile: 7.15205\n",
"[49]\tvalid_0's poisson: -79.9837\tvalid_0's quantile: 7.08844\n",
"[50]\tvalid_0's poisson: -80.2764\tvalid_0's quantile: 7.02709\n",
"[51]\tvalid_0's poisson: -80.545\tvalid_0's quantile: 6.96979\n",
"[52]\tvalid_0's poisson: -80.7896\tvalid_0's quantile: 6.91662\n",
"[53]\tvalid_0's poisson: -81.0497\tvalid_0's quantile: 6.86264\n",
"[54]\tvalid_0's poisson: -81.3064\tvalid_0's quantile: 6.80997\n",
"[55]\tvalid_0's poisson: -81.543\tvalid_0's quantile: 6.76015\n",
"[56]\tvalid_0's poisson: -81.7749\tvalid_0's quantile: 6.71151\n",
"[57]\tvalid_0's poisson: -82.0022\tvalid_0's quantile: 6.664\n",
"[58]\tvalid_0's poisson: -82.2251\tvalid_0's quantile: 6.61766\n",
"[59]\tvalid_0's poisson: -82.4841\tvalid_0's quantile: 6.57328\n",
"[60]\tvalid_0's poisson: -82.7271\tvalid_0's quantile: 6.53105\n",
"[61]\tvalid_0's poisson: -82.9394\tvalid_0's quantile: 6.48714\n",
"[62]\tvalid_0's poisson: -83.1868\tvalid_0's quantile: 6.44474\n",
"[63]\tvalid_0's poisson: -83.4258\tvalid_0's quantile: 6.3987\n",
"[64]\tvalid_0's poisson: -83.6459\tvalid_0's quantile: 6.35542\n",
"[65]\tvalid_0's poisson: -83.8749\tvalid_0's quantile: 6.31168\n",
"[66]\tvalid_0's poisson: -84.0922\tvalid_0's quantile: 6.2697\n",
"[67]\tvalid_0's poisson: -84.2871\tvalid_0's quantile: 6.22997\n",
"[68]\tvalid_0's poisson: -84.5232\tvalid_0's quantile: 6.1914\n",
"[69]\tvalid_0's poisson: -84.7629\tvalid_0's quantile: 6.15245\n",
"[70]\tvalid_0's poisson: -84.9614\tvalid_0's quantile: 6.11331\n",
"[71]\tvalid_0's poisson: -85.1633\tvalid_0's quantile: 6.07475\n",
"[72]\tvalid_0's poisson: -85.3845\tvalid_0's quantile: 6.03903\n",
"[73]\tvalid_0's poisson: -85.5805\tvalid_0's quantile: 6.00213\n",
"[74]\tvalid_0's poisson: -85.7849\tvalid_0's quantile: 5.96506\n",
"[75]\tvalid_0's poisson: -86.0078\tvalid_0's quantile: 5.93069\n",
"[76]\tvalid_0's poisson: -86.2057\tvalid_0's quantile: 5.89491\n",
"[77]\tvalid_0's poisson: -86.3708\tvalid_0's quantile: 5.86226\n",
"[78]\tvalid_0's poisson: -86.5695\tvalid_0's quantile: 5.8267\n",
"[79]\tvalid_0's poisson: -86.7843\tvalid_0's quantile: 5.79401\n",
"[80]\tvalid_0's poisson: -86.9837\tvalid_0's quantile: 5.75873\n",
"[81]\tvalid_0's poisson: -87.1545\tvalid_0's quantile: 5.72724\n",
"[82]\tvalid_0's poisson: -87.3529\tvalid_0's quantile: 5.69706\n",
"[83]\tvalid_0's poisson: -87.5442\tvalid_0's quantile: 5.66349\n",
"[84]\tvalid_0's poisson: -87.7108\tvalid_0's quantile: 5.63337\n",
"[85]\tvalid_0's poisson: -87.9064\tvalid_0's quantile: 5.60405\n",
"[86]\tvalid_0's poisson: -88.0916\tvalid_0's quantile: 5.57647\n",
"[87]\tvalid_0's poisson: -88.2515\tvalid_0's quantile: 5.54774\n",
"[88]\tvalid_0's poisson: -88.427\tvalid_0's quantile: 5.51989\n",
"[89]\tvalid_0's poisson: -88.61\tvalid_0's quantile: 5.49265\n",
"[90]\tvalid_0's poisson: -88.7582\tvalid_0's quantile: 5.46543\n",
"[91]\tvalid_0's poisson: -88.9226\tvalid_0's quantile: 5.43903\n",
"[92]\tvalid_0's poisson: -89.0651\tvalid_0's quantile: 5.41271\n",
"[93]\tvalid_0's poisson: -89.2411\tvalid_0's quantile: 5.38636\n",
"[94]\tvalid_0's poisson: -89.394\tvalid_0's quantile: 5.36105\n",
"[95]\tvalid_0's poisson: -89.5575\tvalid_0's quantile: 5.33608\n",
"[96]\tvalid_0's poisson: -89.697\tvalid_0's quantile: 5.31115\n",
"[97]\tvalid_0's poisson: -89.8599\tvalid_0's quantile: 5.28637\n",
"[98]\tvalid_0's poisson: -90.0206\tvalid_0's quantile: 5.26202\n",
"[99]\tvalid_0's poisson: -90.1744\tvalid_0's quantile: 5.23847\n",
"[100]\tvalid_0's poisson: -90.3279\tvalid_0's quantile: 5.21313\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.3212\tvalid_0's quantile: 11.6508\n",
"[2]\tvalid_0's poisson: -62.4849\tvalid_0's quantile: 11.6037\n",
"[3]\tvalid_0's poisson: -62.6475\tvalid_0's quantile: 11.557\n",
"[4]\tvalid_0's poisson: -62.8089\tvalid_0's quantile: 11.5106\n",
"[5]\tvalid_0's poisson: -62.9692\tvalid_0's quantile: 11.4643\n",
"[6]\tvalid_0's poisson: -63.124\tvalid_0's quantile: 11.4193\n",
"[7]\tvalid_0's poisson: -63.282\tvalid_0's quantile: 11.3737\n",
"[8]\tvalid_0's poisson: -63.439\tvalid_0's quantile: 11.3282\n",
"[9]\tvalid_0's poisson: -63.5949\tvalid_0's quantile: 11.283\n",
"[10]\tvalid_0's poisson: -63.7497\tvalid_0's quantile: 11.2381\n",
"[11]\tvalid_0's poisson: -63.8992\tvalid_0's quantile: 11.1943\n",
"[12]\tvalid_0's poisson: -64.052\tvalid_0's quantile: 11.15\n",
"[13]\tvalid_0's poisson: -64.2031\tvalid_0's quantile: 11.1063\n",
"[14]\tvalid_0's poisson: -64.3532\tvalid_0's quantile: 11.0629\n",
"[15]\tvalid_0's poisson: -64.5023\tvalid_0's quantile: 11.0197\n",
"[16]\tvalid_0's poisson: -64.6505\tvalid_0's quantile: 10.9773\n",
"[17]\tvalid_0's poisson: -64.7981\tvalid_0's quantile: 10.9349\n",
"[18]\tvalid_0's poisson: -64.9447\tvalid_0's quantile: 10.8928\n",
"[19]\tvalid_0's poisson: -65.0901\tvalid_0's quantile: 10.8511\n",
"[20]\tvalid_0's poisson: -65.2326\tvalid_0's quantile: 10.8096\n",
"[21]\tvalid_0's poisson: -65.3762\tvalid_0's quantile: 10.7684\n",
"[22]\tvalid_0's poisson: -65.5188\tvalid_0's quantile: 10.7274\n",
"[23]\tvalid_0's poisson: -65.6605\tvalid_0's quantile: 10.6867\n",
"[24]\tvalid_0's poisson: -65.802\tvalid_0's quantile: 10.6465\n",
"[25]\tvalid_0's poisson: -65.9425\tvalid_0's quantile: 10.6065\n",
"[26]\tvalid_0's poisson: -66.0822\tvalid_0's quantile: 10.5667\n",
"[27]\tvalid_0's poisson: -66.221\tvalid_0's quantile: 10.5275\n",
"[28]\tvalid_0's poisson: -66.3589\tvalid_0's quantile: 10.4887\n",
"[29]\tvalid_0's poisson: -66.496\tvalid_0's quantile: 10.4503\n",
"[30]\tvalid_0's poisson: -66.6322\tvalid_0's quantile: 10.4124\n",
"[31]\tvalid_0's poisson: -66.767\tvalid_0's quantile: 10.375\n",
"[32]\tvalid_0's poisson: -66.9011\tvalid_0's quantile: 10.3386\n",
"[33]\tvalid_0's poisson: -67.0344\tvalid_0's quantile: 10.3024\n",
"[34]\tvalid_0's poisson: -67.1668\tvalid_0's quantile: 10.2664\n",
"[35]\tvalid_0's poisson: -67.2975\tvalid_0's quantile: 10.2302\n",
"[36]\tvalid_0's poisson: -67.4274\tvalid_0's quantile: 10.1943\n",
"[37]\tvalid_0's poisson: -67.5565\tvalid_0's quantile: 10.1585\n",
"[38]\tvalid_0's poisson: -67.6826\tvalid_0's quantile: 10.1234\n",
"[39]\tvalid_0's poisson: -67.808\tvalid_0's quantile: 10.0887\n",
"[40]\tvalid_0's poisson: -67.9348\tvalid_0's quantile: 10.0537\n",
"[41]\tvalid_0's poisson: -68.0609\tvalid_0's quantile: 10.0195\n",
"[42]\tvalid_0's poisson: -68.184\tvalid_0's quantile: 9.9854\n",
"[43]\tvalid_0's poisson: -68.3064\tvalid_0's quantile: 9.95151\n",
"[44]\tvalid_0's poisson: -68.4302\tvalid_0's quantile: 9.91794\n",
"[45]\tvalid_0's poisson: -68.5579\tvalid_0's quantile: 9.8839\n",
"[46]\tvalid_0's poisson: -68.6848\tvalid_0's quantile: 9.85003\n",
"[47]\tvalid_0's poisson: -68.8081\tvalid_0's quantile: 9.81663\n",
"[48]\tvalid_0's poisson: -68.9338\tvalid_0's quantile: 9.78319\n",
"[49]\tvalid_0's poisson: -69.0584\tvalid_0's quantile: 9.74994\n",
"[50]\tvalid_0's poisson: -69.1818\tvalid_0's quantile: 9.71667\n",
"[51]\tvalid_0's poisson: -69.3047\tvalid_0's quantile: 9.68362\n",
"[52]\tvalid_0's poisson: -69.4269\tvalid_0's quantile: 9.65052\n",
"[53]\tvalid_0's poisson: -69.5484\tvalid_0's quantile: 9.61807\n",
"[54]\tvalid_0's poisson: -69.6692\tvalid_0's quantile: 9.58583\n",
"[55]\tvalid_0's poisson: -69.7899\tvalid_0's quantile: 9.55395\n",
"[56]\tvalid_0's poisson: -69.9088\tvalid_0's quantile: 9.52264\n",
"[57]\tvalid_0's poisson: -70.0286\tvalid_0's quantile: 9.49051\n",
"[58]\tvalid_0's poisson: -70.1466\tvalid_0's quantile: 9.45891\n",
"[59]\tvalid_0's poisson: -70.2635\tvalid_0's quantile: 9.42815\n",
"[60]\tvalid_0's poisson: -70.3797\tvalid_0's quantile: 9.39765\n",
"[61]\tvalid_0's poisson: -70.4965\tvalid_0's quantile: 9.36644\n",
"[62]\tvalid_0's poisson: -70.6126\tvalid_0's quantile: 9.33535\n",
"[63]\tvalid_0's poisson: -70.7282\tvalid_0's quantile: 9.30411\n",
"[64]\tvalid_0's poisson: -70.8501\tvalid_0's quantile: 9.27338\n",
"[65]\tvalid_0's poisson: -70.9716\tvalid_0's quantile: 9.24254\n",
"[66]\tvalid_0's poisson: -71.0864\tvalid_0's quantile: 9.2122\n",
"[67]\tvalid_0's poisson: -71.2006\tvalid_0's quantile: 9.1821\n",
"[68]\tvalid_0's poisson: -71.3108\tvalid_0's quantile: 9.15283\n",
"[69]\tvalid_0's poisson: -71.4238\tvalid_0's quantile: 9.12338\n",
"[70]\tvalid_0's poisson: -71.5361\tvalid_0's quantile: 9.09397\n",
"[71]\tvalid_0's poisson: -71.6545\tvalid_0's quantile: 9.06411\n",
"[72]\tvalid_0's poisson: -71.7733\tvalid_0's quantile: 9.03416\n",
"[73]\tvalid_0's poisson: -71.8914\tvalid_0's quantile: 9.00436\n",
"[74]\tvalid_0's poisson: -72.006\tvalid_0's quantile: 8.97524\n",
"[75]\tvalid_0's poisson: -72.1229\tvalid_0's quantile: 8.94601\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -72.2365\tvalid_0's quantile: 8.91718\n",
"[77]\tvalid_0's poisson: -72.3495\tvalid_0's quantile: 8.88855\n",
"[78]\tvalid_0's poisson: -72.462\tvalid_0's quantile: 8.86022\n",
"[79]\tvalid_0's poisson: -72.5732\tvalid_0's quantile: 8.83203\n",
"[80]\tvalid_0's poisson: -72.6841\tvalid_0's quantile: 8.80346\n",
"[81]\tvalid_0's poisson: -72.7984\tvalid_0's quantile: 8.77467\n",
"[82]\tvalid_0's poisson: -72.9088\tvalid_0's quantile: 8.74651\n",
"[83]\tvalid_0's poisson: -73.0232\tvalid_0's quantile: 8.71864\n",
"[84]\tvalid_0's poisson: -73.1375\tvalid_0's quantile: 8.69067\n",
"[85]\tvalid_0's poisson: -73.2501\tvalid_0's quantile: 8.66388\n",
"[86]\tvalid_0's poisson: -73.3622\tvalid_0's quantile: 8.63726\n",
"[87]\tvalid_0's poisson: -73.4745\tvalid_0's quantile: 8.61032\n",
"[88]\tvalid_0's poisson: -73.5853\tvalid_0's quantile: 8.58377\n",
"[89]\tvalid_0's poisson: -73.6957\tvalid_0's quantile: 8.55733\n",
"[90]\tvalid_0's poisson: -73.8066\tvalid_0's quantile: 8.53028\n",
"[91]\tvalid_0's poisson: -73.9166\tvalid_0's quantile: 8.50398\n",
"[92]\tvalid_0's poisson: -74.0261\tvalid_0's quantile: 8.47779\n",
"[93]\tvalid_0's poisson: -74.1349\tvalid_0's quantile: 8.45143\n",
"[94]\tvalid_0's poisson: -74.2431\tvalid_0's quantile: 8.42547\n",
"[95]\tvalid_0's poisson: -74.3508\tvalid_0's quantile: 8.39963\n",
"[96]\tvalid_0's poisson: -74.4571\tvalid_0's quantile: 8.37405\n",
"[97]\tvalid_0's poisson: -74.5637\tvalid_0's quantile: 8.34876\n",
"[98]\tvalid_0's poisson: -74.6691\tvalid_0's quantile: 8.32317\n",
"[99]\tvalid_0's poisson: -74.7737\tvalid_0's quantile: 8.29816\n",
"[100]\tvalid_0's poisson: -74.8787\tvalid_0's quantile: 8.27333\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.3269\tvalid_0's quantile: 11.6495\n",
"[2]\tvalid_0's poisson: -62.493\tvalid_0's quantile: 11.602\n",
"[3]\tvalid_0's poisson: -62.6579\tvalid_0's quantile: 11.5549\n",
"[4]\tvalid_0's poisson: -62.8217\tvalid_0's quantile: 11.5081\n",
"[5]\tvalid_0's poisson: -62.9838\tvalid_0's quantile: 11.4624\n",
"[6]\tvalid_0's poisson: -63.145\tvalid_0's quantile: 11.4167\n",
"[7]\tvalid_0's poisson: -63.305\tvalid_0's quantile: 11.3713\n",
"[8]\tvalid_0's poisson: -63.464\tvalid_0's quantile: 11.3261\n",
"[9]\tvalid_0's poisson: -63.6223\tvalid_0's quantile: 11.2803\n",
"[10]\tvalid_0's poisson: -63.7785\tvalid_0's quantile: 11.2348\n",
"[11]\tvalid_0's poisson: -63.9332\tvalid_0's quantile: 11.1906\n",
"[12]\tvalid_0's poisson: -64.086\tvalid_0's quantile: 11.1466\n",
"[13]\tvalid_0's poisson: -64.2387\tvalid_0's quantile: 11.1029\n",
"[14]\tvalid_0's poisson: -64.3894\tvalid_0's quantile: 11.0597\n",
"[15]\tvalid_0's poisson: -64.5415\tvalid_0's quantile: 11.0155\n",
"[16]\tvalid_0's poisson: -64.6912\tvalid_0's quantile: 10.9724\n",
"[17]\tvalid_0's poisson: -64.839\tvalid_0's quantile: 10.9295\n",
"[18]\tvalid_0's poisson: -64.9868\tvalid_0's quantile: 10.887\n",
"[19]\tvalid_0's poisson: -65.1327\tvalid_0's quantile: 10.8446\n",
"[20]\tvalid_0's poisson: -65.2786\tvalid_0's quantile: 10.8025\n",
"[21]\tvalid_0's poisson: -65.4232\tvalid_0's quantile: 10.761\n",
"[22]\tvalid_0's poisson: -65.5661\tvalid_0's quantile: 10.7199\n",
"[23]\tvalid_0's poisson: -65.7088\tvalid_0's quantile: 10.6792\n",
"[24]\tvalid_0's poisson: -65.8499\tvalid_0's quantile: 10.6387\n",
"[25]\tvalid_0's poisson: -65.9909\tvalid_0's quantile: 10.5984\n",
"[26]\tvalid_0's poisson: -66.131\tvalid_0's quantile: 10.5584\n",
"[27]\tvalid_0's poisson: -66.2694\tvalid_0's quantile: 10.5191\n",
"[28]\tvalid_0's poisson: -66.4077\tvalid_0's quantile: 10.4801\n",
"[29]\tvalid_0's poisson: -66.5445\tvalid_0's quantile: 10.4418\n",
"[30]\tvalid_0's poisson: -66.6811\tvalid_0's quantile: 10.4031\n",
"[31]\tvalid_0's poisson: -66.8168\tvalid_0's quantile: 10.3656\n",
"[32]\tvalid_0's poisson: -66.9508\tvalid_0's quantile: 10.3284\n",
"[33]\tvalid_0's poisson: -67.0849\tvalid_0's quantile: 10.2913\n",
"[34]\tvalid_0's poisson: -67.2172\tvalid_0's quantile: 10.2538\n",
"[35]\tvalid_0's poisson: -67.3496\tvalid_0's quantile: 10.2168\n",
"[36]\tvalid_0's poisson: -67.483\tvalid_0's quantile: 10.1797\n",
"[37]\tvalid_0's poisson: -67.6149\tvalid_0's quantile: 10.1428\n",
"[38]\tvalid_0's poisson: -67.7466\tvalid_0's quantile: 10.1062\n",
"[39]\tvalid_0's poisson: -67.8753\tvalid_0's quantile: 10.0709\n",
"[40]\tvalid_0's poisson: -68.0038\tvalid_0's quantile: 10.0357\n",
"[41]\tvalid_0's poisson: -68.1313\tvalid_0's quantile: 10.0008\n",
"[42]\tvalid_0's poisson: -68.2594\tvalid_0's quantile: 9.96573\n",
"[43]\tvalid_0's poisson: -68.3877\tvalid_0's quantile: 9.93038\n",
"[44]\tvalid_0's poisson: -68.515\tvalid_0's quantile: 9.89554\n",
"[45]\tvalid_0's poisson: -68.6407\tvalid_0's quantile: 9.86127\n",
"[46]\tvalid_0's poisson: -68.765\tvalid_0's quantile: 9.82732\n",
"[47]\tvalid_0's poisson: -68.8877\tvalid_0's quantile: 9.79345\n",
"[48]\tvalid_0's poisson: -69.0119\tvalid_0's quantile: 9.75963\n",
"[49]\tvalid_0's poisson: -69.1353\tvalid_0's quantile: 9.72592\n",
"[50]\tvalid_0's poisson: -69.2573\tvalid_0's quantile: 9.69239\n",
"[51]\tvalid_0's poisson: -69.3793\tvalid_0's quantile: 9.65924\n",
"[52]\tvalid_0's poisson: -69.4986\tvalid_0's quantile: 9.62645\n",
"[53]\tvalid_0's poisson: -69.6197\tvalid_0's quantile: 9.59307\n",
"[54]\tvalid_0's poisson: -69.7399\tvalid_0's quantile: 9.56032\n",
"[55]\tvalid_0's poisson: -69.8589\tvalid_0's quantile: 9.52734\n",
"[56]\tvalid_0's poisson: -69.9777\tvalid_0's quantile: 9.49483\n",
"[57]\tvalid_0's poisson: -70.0939\tvalid_0's quantile: 9.46266\n",
"[58]\tvalid_0's poisson: -70.2107\tvalid_0's quantile: 9.43072\n",
"[59]\tvalid_0's poisson: -70.3279\tvalid_0's quantile: 9.39855\n",
"[60]\tvalid_0's poisson: -70.4444\tvalid_0's quantile: 9.3667\n",
"[61]\tvalid_0's poisson: -70.5578\tvalid_0's quantile: 9.33623\n",
"[62]\tvalid_0's poisson: -70.6725\tvalid_0's quantile: 9.30561\n",
"[63]\tvalid_0's poisson: -70.7851\tvalid_0's quantile: 9.27511\n",
"[64]\tvalid_0's poisson: -70.9019\tvalid_0's quantile: 9.24409\n",
"[65]\tvalid_0's poisson: -71.018\tvalid_0's quantile: 9.2133\n",
"[66]\tvalid_0's poisson: -71.1401\tvalid_0's quantile: 9.18191\n",
"[67]\tvalid_0's poisson: -71.2615\tvalid_0's quantile: 9.15069\n",
"[68]\tvalid_0's poisson: -71.3825\tvalid_0's quantile: 9.12\n",
"[69]\tvalid_0's poisson: -71.5028\tvalid_0's quantile: 9.08952\n",
"[70]\tvalid_0's poisson: -71.6222\tvalid_0's quantile: 9.05901\n",
"[71]\tvalid_0's poisson: -71.7361\tvalid_0's quantile: 9.03051\n",
"[72]\tvalid_0's poisson: -71.8543\tvalid_0's quantile: 9.00032\n",
"[73]\tvalid_0's poisson: -71.9718\tvalid_0's quantile: 8.97058\n",
"[74]\tvalid_0's poisson: -72.0838\tvalid_0's quantile: 8.94255\n",
"[75]\tvalid_0's poisson: -72.1952\tvalid_0's quantile: 8.91464\n",
"[76]\tvalid_0's poisson: -72.306\tvalid_0's quantile: 8.88684\n",
"[77]\tvalid_0's poisson: -72.4157\tvalid_0's quantile: 8.85918\n",
"[78]\tvalid_0's poisson: -72.5304\tvalid_0's quantile: 8.83014\n",
"[79]\tvalid_0's poisson: -72.6445\tvalid_0's quantile: 8.80129\n",
"[80]\tvalid_0's poisson: -72.7578\tvalid_0's quantile: 8.77266\n",
"[81]\tvalid_0's poisson: -72.8705\tvalid_0's quantile: 8.74413\n",
"[82]\tvalid_0's poisson: -72.9828\tvalid_0's quantile: 8.71579\n",
"[83]\tvalid_0's poisson: -73.092\tvalid_0's quantile: 8.68888\n",
"[84]\tvalid_0's poisson: -73.2005\tvalid_0's quantile: 8.66222\n",
"[85]\tvalid_0's poisson: -73.3084\tvalid_0's quantile: 8.63572\n",
"[86]\tvalid_0's poisson: -73.4158\tvalid_0's quantile: 8.60935\n",
"[87]\tvalid_0's poisson: -73.5225\tvalid_0's quantile: 8.58357\n",
"[88]\tvalid_0's poisson: -73.6312\tvalid_0's quantile: 8.55591\n",
"[89]\tvalid_0's poisson: -73.7369\tvalid_0's quantile: 8.53074\n",
"[90]\tvalid_0's poisson: -73.8478\tvalid_0's quantile: 8.50386\n",
"[91]\tvalid_0's poisson: -73.9525\tvalid_0's quantile: 8.47892\n",
"[92]\tvalid_0's poisson: -74.0566\tvalid_0's quantile: 8.4541\n",
"[93]\tvalid_0's poisson: -74.1603\tvalid_0's quantile: 8.42941\n",
"[94]\tvalid_0's poisson: -74.2664\tvalid_0's quantile: 8.40297\n",
"[95]\tvalid_0's poisson: -74.372\tvalid_0's quantile: 8.37671\n",
"[96]\tvalid_0's poisson: -74.474\tvalid_0's quantile: 8.35243\n",
"[97]\tvalid_0's poisson: -74.5751\tvalid_0's quantile: 8.32849\n",
"[98]\tvalid_0's poisson: -74.6771\tvalid_0's quantile: 8.30453\n",
"[99]\tvalid_0's poisson: -74.783\tvalid_0's quantile: 8.27913\n",
"[100]\tvalid_0's poisson: -74.8884\tvalid_0's quantile: 8.25385\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -62.9554\tvalid_0's quantile: 11.6417\n",
"[2]\tvalid_0's poisson: -63.1157\tvalid_0's quantile: 11.5946\n",
"[3]\tvalid_0's poisson: -63.2748\tvalid_0's quantile: 11.5477\n",
"[4]\tvalid_0's poisson: -63.4328\tvalid_0's quantile: 11.5012\n",
"[5]\tvalid_0's poisson: -63.591\tvalid_0's quantile: 11.455\n",
"[6]\tvalid_0's poisson: -63.7468\tvalid_0's quantile: 11.4091\n",
"[7]\tvalid_0's poisson: -63.9052\tvalid_0's quantile: 11.3636\n",
"[8]\tvalid_0's poisson: -64.0628\tvalid_0's quantile: 11.3181\n",
"[9]\tvalid_0's poisson: -64.2193\tvalid_0's quantile: 11.2729\n",
"[10]\tvalid_0's poisson: -64.3738\tvalid_0's quantile: 11.2279\n",
"[11]\tvalid_0's poisson: -64.5276\tvalid_0's quantile: 11.1824\n",
"[12]\tvalid_0's poisson: -64.6803\tvalid_0's quantile: 11.1373\n",
"[13]\tvalid_0's poisson: -64.832\tvalid_0's quantile: 11.0924\n",
"[14]\tvalid_0's poisson: -64.9821\tvalid_0's quantile: 11.0489\n",
"[15]\tvalid_0's poisson: -65.1314\tvalid_0's quantile: 11.0056\n",
"[16]\tvalid_0's poisson: -65.2796\tvalid_0's quantile: 10.9626\n",
"[17]\tvalid_0's poisson: -65.4269\tvalid_0's quantile: 10.9198\n",
"[18]\tvalid_0's poisson: -65.5732\tvalid_0's quantile: 10.8773\n",
"[19]\tvalid_0's poisson: -65.7185\tvalid_0's quantile: 10.835\n",
"[20]\tvalid_0's poisson: -65.8629\tvalid_0's quantile: 10.7929\n",
"[21]\tvalid_0's poisson: -66.0063\tvalid_0's quantile: 10.751\n",
"[22]\tvalid_0's poisson: -66.1487\tvalid_0's quantile: 10.7094\n",
"[23]\tvalid_0's poisson: -66.2902\tvalid_0's quantile: 10.6687\n",
"[24]\tvalid_0's poisson: -66.432\tvalid_0's quantile: 10.6284\n",
"[25]\tvalid_0's poisson: -66.5727\tvalid_0's quantile: 10.5884\n",
"[26]\tvalid_0's poisson: -66.7125\tvalid_0's quantile: 10.5485\n",
"[27]\tvalid_0's poisson: -66.8518\tvalid_0's quantile: 10.5092\n",
"[28]\tvalid_0's poisson: -66.9894\tvalid_0's quantile: 10.4702\n",
"[29]\tvalid_0's poisson: -67.1247\tvalid_0's quantile: 10.432\n",
"[30]\tvalid_0's poisson: -67.2591\tvalid_0's quantile: 10.3942\n",
"[31]\tvalid_0's poisson: -67.3929\tvalid_0's quantile: 10.3569\n",
"[32]\tvalid_0's poisson: -67.5257\tvalid_0's quantile: 10.3201\n",
"[33]\tvalid_0's poisson: -67.6576\tvalid_0's quantile: 10.2836\n",
"[34]\tvalid_0's poisson: -67.7899\tvalid_0's quantile: 10.2459\n",
"[35]\tvalid_0's poisson: -67.9207\tvalid_0's quantile: 10.2085\n",
"[36]\tvalid_0's poisson: -68.0517\tvalid_0's quantile: 10.172\n",
"[37]\tvalid_0's poisson: -68.1833\tvalid_0's quantile: 10.1352\n",
"[38]\tvalid_0's poisson: -68.3123\tvalid_0's quantile: 10.099\n",
"[39]\tvalid_0's poisson: -68.4405\tvalid_0's quantile: 10.0631\n",
"[40]\tvalid_0's poisson: -68.5702\tvalid_0's quantile: 10.0273\n",
"[41]\tvalid_0's poisson: -68.698\tvalid_0's quantile: 9.99202\n",
"[42]\tvalid_0's poisson: -68.8252\tvalid_0's quantile: 9.95668\n",
"[43]\tvalid_0's poisson: -68.9516\tvalid_0's quantile: 9.92148\n",
"[44]\tvalid_0's poisson: -69.0783\tvalid_0's quantile: 9.88632\n",
"[45]\tvalid_0's poisson: -69.2048\tvalid_0's quantile: 9.85129\n",
"[46]\tvalid_0's poisson: -69.3305\tvalid_0's quantile: 9.81658\n",
"[47]\tvalid_0's poisson: -69.456\tvalid_0's quantile: 9.78203\n",
"[48]\tvalid_0's poisson: -69.5807\tvalid_0's quantile: 9.74779\n",
"[49]\tvalid_0's poisson: -69.7041\tvalid_0's quantile: 9.71385\n",
"[50]\tvalid_0's poisson: -69.8267\tvalid_0's quantile: 9.67947\n",
"[51]\tvalid_0's poisson: -69.9486\tvalid_0's quantile: 9.64534\n",
"[52]\tvalid_0's poisson: -70.0699\tvalid_0's quantile: 9.61174\n",
"[53]\tvalid_0's poisson: -70.1909\tvalid_0's quantile: 9.57816\n",
"[54]\tvalid_0's poisson: -70.3108\tvalid_0's quantile: 9.5446\n",
"[55]\tvalid_0's poisson: -70.4293\tvalid_0's quantile: 9.51124\n",
"[56]\tvalid_0's poisson: -70.5477\tvalid_0's quantile: 9.47807\n",
"[57]\tvalid_0's poisson: -70.6653\tvalid_0's quantile: 9.44547\n",
"[58]\tvalid_0's poisson: -70.7828\tvalid_0's quantile: 9.41262\n",
"[59]\tvalid_0's poisson: -70.9001\tvalid_0's quantile: 9.3799\n",
"[60]\tvalid_0's poisson: -71.0165\tvalid_0's quantile: 9.34786\n",
"[61]\tvalid_0's poisson: -71.1316\tvalid_0's quantile: 9.31614\n",
"[62]\tvalid_0's poisson: -71.2453\tvalid_0's quantile: 9.2848\n",
"[63]\tvalid_0's poisson: -71.3596\tvalid_0's quantile: 9.25358\n",
"[64]\tvalid_0's poisson: -71.4731\tvalid_0's quantile: 9.22269\n",
"[65]\tvalid_0's poisson: -71.5866\tvalid_0's quantile: 9.19202\n",
"[66]\tvalid_0's poisson: -71.6959\tvalid_0's quantile: 9.16197\n",
"[67]\tvalid_0's poisson: -71.809\tvalid_0's quantile: 9.13157\n",
"[68]\tvalid_0's poisson: -71.924\tvalid_0's quantile: 9.10077\n",
"[69]\tvalid_0's poisson: -72.0381\tvalid_0's quantile: 9.0705\n",
"[70]\tvalid_0's poisson: -72.145\tvalid_0's quantile: 9.04152\n",
"[71]\tvalid_0's poisson: -72.2574\tvalid_0's quantile: 9.0114\n",
"[72]\tvalid_0's poisson: -72.3693\tvalid_0's quantile: 8.98144\n",
"[73]\tvalid_0's poisson: -72.4816\tvalid_0's quantile: 8.95151\n",
"[74]\tvalid_0's poisson: -72.5932\tvalid_0's quantile: 8.92169\n",
"[75]\tvalid_0's poisson: -72.6971\tvalid_0's quantile: 8.8934\n",
"[76]\tvalid_0's poisson: -72.8009\tvalid_0's quantile: 8.86498\n",
"[77]\tvalid_0's poisson: -72.9041\tvalid_0's quantile: 8.83681\n",
"[78]\tvalid_0's poisson: -73.0162\tvalid_0's quantile: 8.80823\n",
"[79]\tvalid_0's poisson: -73.1181\tvalid_0's quantile: 8.78082\n",
"[80]\tvalid_0's poisson: -73.2293\tvalid_0's quantile: 8.75193\n",
"[81]\tvalid_0's poisson: -73.34\tvalid_0's quantile: 8.72319\n",
"[82]\tvalid_0's poisson: -73.4498\tvalid_0's quantile: 8.69532\n",
"[83]\tvalid_0's poisson: -73.56\tvalid_0's quantile: 8.66766\n",
"[84]\tvalid_0's poisson: -73.6696\tvalid_0's quantile: 8.64011\n",
"[85]\tvalid_0's poisson: -73.7786\tvalid_0's quantile: 8.6128\n",
"[86]\tvalid_0's poisson: -73.8866\tvalid_0's quantile: 8.58533\n",
"[87]\tvalid_0's poisson: -73.995\tvalid_0's quantile: 8.55773\n",
"[88]\tvalid_0's poisson: -74.1021\tvalid_0's quantile: 8.53085\n",
"[89]\tvalid_0's poisson: -74.2098\tvalid_0's quantile: 8.50415\n",
"[90]\tvalid_0's poisson: -74.3178\tvalid_0's quantile: 8.47726\n",
"[91]\tvalid_0's poisson: -74.4244\tvalid_0's quantile: 8.45064\n",
"[92]\tvalid_0's poisson: -74.5303\tvalid_0's quantile: 8.42431\n",
"[93]\tvalid_0's poisson: -74.6357\tvalid_0's quantile: 8.39818\n",
"[94]\tvalid_0's poisson: -74.7406\tvalid_0's quantile: 8.37203\n",
"[95]\tvalid_0's poisson: -74.8445\tvalid_0's quantile: 8.3466\n",
"[96]\tvalid_0's poisson: -74.949\tvalid_0's quantile: 8.32115\n",
"[97]\tvalid_0's poisson: -75.0529\tvalid_0's quantile: 8.29608\n",
"[98]\tvalid_0's poisson: -75.1558\tvalid_0's quantile: 8.27095\n",
"[99]\tvalid_0's poisson: -75.2587\tvalid_0's quantile: 8.24541\n",
"[100]\tvalid_0's poisson: -75.3613\tvalid_0's quantile: 8.22007\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -63.5835\tvalid_0's quantile: 11.6341\n",
"[2]\tvalid_0's poisson: -63.7427\tvalid_0's quantile: 11.5866\n",
"[3]\tvalid_0's poisson: -63.9014\tvalid_0's quantile: 11.5401\n",
"[4]\tvalid_0's poisson: -64.059\tvalid_0's quantile: 11.4938\n",
"[5]\tvalid_0's poisson: -64.2169\tvalid_0's quantile: 11.4474\n",
"[6]\tvalid_0's poisson: -64.3723\tvalid_0's quantile: 11.4018\n",
"[7]\tvalid_0's poisson: -64.5265\tvalid_0's quantile: 11.3565\n",
"[8]\tvalid_0's poisson: -64.6811\tvalid_0's quantile: 11.3111\n",
"[9]\tvalid_0's poisson: -64.8329\tvalid_0's quantile: 11.2667\n",
"[10]\tvalid_0's poisson: -64.9838\tvalid_0's quantile: 11.2228\n",
"[11]\tvalid_0's poisson: -65.134\tvalid_0's quantile: 11.1781\n",
"[12]\tvalid_0's poisson: -65.2845\tvalid_0's quantile: 11.1336\n",
"[13]\tvalid_0's poisson: -65.4343\tvalid_0's quantile: 11.0885\n",
"[14]\tvalid_0's poisson: -65.5835\tvalid_0's quantile: 11.0436\n",
"[15]\tvalid_0's poisson: -65.7311\tvalid_0's quantile: 10.9991\n",
"[16]\tvalid_0's poisson: -65.8774\tvalid_0's quantile: 10.9557\n",
"[17]\tvalid_0's poisson: -66.0228\tvalid_0's quantile: 10.9123\n",
"[18]\tvalid_0's poisson: -66.1671\tvalid_0's quantile: 10.8693\n",
"[19]\tvalid_0's poisson: -66.3087\tvalid_0's quantile: 10.8267\n",
"[20]\tvalid_0's poisson: -66.4493\tvalid_0's quantile: 10.7843\n",
"[21]\tvalid_0's poisson: -66.5887\tvalid_0's quantile: 10.743\n",
"[22]\tvalid_0's poisson: -66.7271\tvalid_0's quantile: 10.702\n",
"[23]\tvalid_0's poisson: -66.8643\tvalid_0's quantile: 10.6612\n",
"[24]\tvalid_0's poisson: -67.0011\tvalid_0's quantile: 10.6204\n",
"[25]\tvalid_0's poisson: -67.1383\tvalid_0's quantile: 10.5801\n",
"[26]\tvalid_0's poisson: -67.2733\tvalid_0's quantile: 10.5404\n",
"[27]\tvalid_0's poisson: -67.4088\tvalid_0's quantile: 10.5007\n",
"[28]\tvalid_0's poisson: -67.542\tvalid_0's quantile: 10.4614\n",
"[29]\tvalid_0's poisson: -67.6748\tvalid_0's quantile: 10.423\n",
"[30]\tvalid_0's poisson: -67.8063\tvalid_0's quantile: 10.3845\n",
"[31]\tvalid_0's poisson: -67.9374\tvalid_0's quantile: 10.3468\n",
"[32]\tvalid_0's poisson: -68.0676\tvalid_0's quantile: 10.3094\n",
"[33]\tvalid_0's poisson: -68.1971\tvalid_0's quantile: 10.2708\n",
"[34]\tvalid_0's poisson: -68.326\tvalid_0's quantile: 10.2335\n",
"[35]\tvalid_0's poisson: -68.4544\tvalid_0's quantile: 10.1963\n",
"[36]\tvalid_0's poisson: -68.5838\tvalid_0's quantile: 10.1587\n",
"[37]\tvalid_0's poisson: -68.7101\tvalid_0's quantile: 10.1214\n",
"[38]\tvalid_0's poisson: -68.8375\tvalid_0's quantile: 10.0844\n",
"[39]\tvalid_0's poisson: -68.9648\tvalid_0's quantile: 10.0476\n",
"[40]\tvalid_0's poisson: -69.0913\tvalid_0's quantile: 10.0114\n",
"[41]\tvalid_0's poisson: -69.217\tvalid_0's quantile: 9.97544\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[42]\tvalid_0's poisson: -69.3424\tvalid_0's quantile: 9.94072\n",
"[43]\tvalid_0's poisson: -69.4666\tvalid_0's quantile: 9.9053\n",
"[44]\tvalid_0's poisson: -69.5909\tvalid_0's quantile: 9.87082\n",
"[45]\tvalid_0's poisson: -69.7144\tvalid_0's quantile: 9.83628\n",
"[46]\tvalid_0's poisson: -69.8371\tvalid_0's quantile: 9.80188\n",
"[47]\tvalid_0's poisson: -69.959\tvalid_0's quantile: 9.76767\n",
"[48]\tvalid_0's poisson: -70.0801\tvalid_0's quantile: 9.73377\n",
"[49]\tvalid_0's poisson: -70.1985\tvalid_0's quantile: 9.70044\n",
"[50]\tvalid_0's poisson: -70.3167\tvalid_0's quantile: 9.66717\n",
"[51]\tvalid_0's poisson: -70.4342\tvalid_0's quantile: 9.63415\n",
"[52]\tvalid_0's poisson: -70.5511\tvalid_0's quantile: 9.60096\n",
"[53]\tvalid_0's poisson: -70.6673\tvalid_0's quantile: 9.5679\n",
"[54]\tvalid_0's poisson: -70.783\tvalid_0's quantile: 9.5349\n",
"[55]\tvalid_0's poisson: -70.8976\tvalid_0's quantile: 9.50285\n",
"[56]\tvalid_0's poisson: -71.012\tvalid_0's quantile: 9.47044\n",
"[57]\tvalid_0's poisson: -71.1257\tvalid_0's quantile: 9.43852\n",
"[58]\tvalid_0's poisson: -71.2407\tvalid_0's quantile: 9.40664\n",
"[59]\tvalid_0's poisson: -71.355\tvalid_0's quantile: 9.37495\n",
"[60]\tvalid_0's poisson: -71.4676\tvalid_0's quantile: 9.34363\n",
"[61]\tvalid_0's poisson: -71.5845\tvalid_0's quantile: 9.31192\n",
"[62]\tvalid_0's poisson: -71.7006\tvalid_0's quantile: 9.28049\n",
"[63]\tvalid_0's poisson: -71.8204\tvalid_0's quantile: 9.24891\n",
"[64]\tvalid_0's poisson: -71.9406\tvalid_0's quantile: 9.21738\n",
"[65]\tvalid_0's poisson: -72.0591\tvalid_0's quantile: 9.18624\n",
"[66]\tvalid_0's poisson: -72.177\tvalid_0's quantile: 9.15522\n",
"[67]\tvalid_0's poisson: -72.2935\tvalid_0's quantile: 9.12462\n",
"[68]\tvalid_0's poisson: -72.4096\tvalid_0's quantile: 9.09461\n",
"[69]\tvalid_0's poisson: -72.5248\tvalid_0's quantile: 9.06455\n",
"[70]\tvalid_0's poisson: -72.6401\tvalid_0's quantile: 9.03437\n",
"[71]\tvalid_0's poisson: -72.7539\tvalid_0's quantile: 9.00451\n",
"[72]\tvalid_0's poisson: -72.8679\tvalid_0's quantile: 8.97459\n",
"[73]\tvalid_0's poisson: -72.9806\tvalid_0's quantile: 8.94502\n",
"[74]\tvalid_0's poisson: -73.0934\tvalid_0's quantile: 8.91563\n",
"[75]\tvalid_0's poisson: -73.2045\tvalid_0's quantile: 8.88694\n",
"[76]\tvalid_0's poisson: -73.315\tvalid_0's quantile: 8.85837\n",
"[77]\tvalid_0's poisson: -73.4275\tvalid_0's quantile: 8.82915\n",
"[78]\tvalid_0's poisson: -73.5388\tvalid_0's quantile: 8.80022\n",
"[79]\tvalid_0's poisson: -73.6498\tvalid_0's quantile: 8.77171\n",
"[80]\tvalid_0's poisson: -73.7599\tvalid_0's quantile: 8.74346\n",
"[81]\tvalid_0's poisson: -73.8701\tvalid_0's quantile: 8.7152\n",
"[82]\tvalid_0's poisson: -73.9791\tvalid_0's quantile: 8.68733\n",
"[83]\tvalid_0's poisson: -74.0877\tvalid_0's quantile: 8.65953\n",
"[84]\tvalid_0's poisson: -74.1951\tvalid_0's quantile: 8.63213\n",
"[85]\tvalid_0's poisson: -74.3024\tvalid_0's quantile: 8.6047\n",
"[86]\tvalid_0's poisson: -74.4097\tvalid_0's quantile: 8.57734\n",
"[87]\tvalid_0's poisson: -74.5158\tvalid_0's quantile: 8.55042\n",
"[88]\tvalid_0's poisson: -74.6221\tvalid_0's quantile: 8.52358\n",
"[89]\tvalid_0's poisson: -74.7276\tvalid_0's quantile: 8.49726\n",
"[90]\tvalid_0's poisson: -74.8318\tvalid_0's quantile: 8.47136\n",
"[91]\tvalid_0's poisson: -74.9351\tvalid_0's quantile: 8.44542\n",
"[92]\tvalid_0's poisson: -75.0391\tvalid_0's quantile: 8.41984\n",
"[93]\tvalid_0's poisson: -75.141\tvalid_0's quantile: 8.3943\n",
"[94]\tvalid_0's poisson: -75.2427\tvalid_0's quantile: 8.36909\n",
"[95]\tvalid_0's poisson: -75.3442\tvalid_0's quantile: 8.34408\n",
"[96]\tvalid_0's poisson: -75.4451\tvalid_0's quantile: 8.31907\n",
"[97]\tvalid_0's poisson: -75.5449\tvalid_0's quantile: 8.29432\n",
"[98]\tvalid_0's poisson: -75.6456\tvalid_0's quantile: 8.26913\n",
"[99]\tvalid_0's poisson: -75.7459\tvalid_0's quantile: 8.24387\n",
"[100]\tvalid_0's poisson: -75.8433\tvalid_0's quantile: 8.21943\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -62.3215\tvalid_0's quantile: 11.6515\n",
"[2]\tvalid_0's poisson: -62.4845\tvalid_0's quantile: 11.6053\n",
"[3]\tvalid_0's poisson: -62.6451\tvalid_0's quantile: 11.5601\n",
"[4]\tvalid_0's poisson: -62.8059\tvalid_0's quantile: 11.5146\n",
"[5]\tvalid_0's poisson: -62.9642\tvalid_0's quantile: 11.4699\n",
"[6]\tvalid_0's poisson: -63.1215\tvalid_0's quantile: 11.4253\n",
"[7]\tvalid_0's poisson: -63.2777\tvalid_0's quantile: 11.381\n",
"[8]\tvalid_0's poisson: -63.4355\tvalid_0's quantile: 11.3364\n",
"[9]\tvalid_0's poisson: -63.5915\tvalid_0's quantile: 11.2913\n",
"[10]\tvalid_0's poisson: -63.7463\tvalid_0's quantile: 11.2465\n",
"[11]\tvalid_0's poisson: -63.9015\tvalid_0's quantile: 11.2017\n",
"[12]\tvalid_0's poisson: -64.0538\tvalid_0's quantile: 11.1585\n",
"[13]\tvalid_0's poisson: -64.2046\tvalid_0's quantile: 11.1158\n",
"[14]\tvalid_0's poisson: -64.3552\tvalid_0's quantile: 11.0732\n",
"[15]\tvalid_0's poisson: -64.5038\tvalid_0's quantile: 11.0311\n",
"[16]\tvalid_0's poisson: -64.6515\tvalid_0's quantile: 10.9892\n",
"[17]\tvalid_0's poisson: -64.7983\tvalid_0's quantile: 10.9475\n",
"[18]\tvalid_0's poisson: -64.9451\tvalid_0's quantile: 10.9059\n",
"[19]\tvalid_0's poisson: -65.09\tvalid_0's quantile: 10.8647\n",
"[20]\tvalid_0's poisson: -65.2339\tvalid_0's quantile: 10.8238\n",
"[21]\tvalid_0's poisson: -65.377\tvalid_0's quantile: 10.7831\n",
"[22]\tvalid_0's poisson: -65.52\tvalid_0's quantile: 10.7424\n",
"[23]\tvalid_0's poisson: -65.6621\tvalid_0's quantile: 10.7023\n",
"[24]\tvalid_0's poisson: -65.8034\tvalid_0's quantile: 10.6625\n",
"[25]\tvalid_0's poisson: -65.9435\tvalid_0's quantile: 10.6226\n",
"[26]\tvalid_0's poisson: -66.0826\tvalid_0's quantile: 10.5834\n",
"[27]\tvalid_0's poisson: -66.221\tvalid_0's quantile: 10.5446\n",
"[28]\tvalid_0's poisson: -66.3585\tvalid_0's quantile: 10.5059\n",
"[29]\tvalid_0's poisson: -66.4953\tvalid_0's quantile: 10.468\n",
"[30]\tvalid_0's poisson: -66.6314\tvalid_0's quantile: 10.43\n",
"[31]\tvalid_0's poisson: -66.7663\tvalid_0's quantile: 10.3926\n",
"[32]\tvalid_0's poisson: -66.9008\tvalid_0's quantile: 10.3555\n",
"[33]\tvalid_0's poisson: -67.0344\tvalid_0's quantile: 10.3186\n",
"[34]\tvalid_0's poisson: -67.1672\tvalid_0's quantile: 10.2818\n",
"[35]\tvalid_0's poisson: -67.2988\tvalid_0's quantile: 10.2452\n",
"[36]\tvalid_0's poisson: -67.43\tvalid_0's quantile: 10.2091\n",
"[37]\tvalid_0's poisson: -67.5608\tvalid_0's quantile: 10.1732\n",
"[38]\tvalid_0's poisson: -67.6907\tvalid_0's quantile: 10.137\n",
"[39]\tvalid_0's poisson: -67.8194\tvalid_0's quantile: 10.1012\n",
"[40]\tvalid_0's poisson: -67.9475\tvalid_0's quantile: 10.0665\n",
"[41]\tvalid_0's poisson: -68.074\tvalid_0's quantile: 10.0328\n",
"[42]\tvalid_0's poisson: -68.2003\tvalid_0's quantile: 9.99835\n",
"[43]\tvalid_0's poisson: -68.3264\tvalid_0's quantile: 9.96349\n",
"[44]\tvalid_0's poisson: -68.4518\tvalid_0's quantile: 9.92883\n",
"[45]\tvalid_0's poisson: -68.5763\tvalid_0's quantile: 9.89472\n",
"[46]\tvalid_0's poisson: -68.6995\tvalid_0's quantile: 9.86124\n",
"[47]\tvalid_0's poisson: -68.8222\tvalid_0's quantile: 9.82839\n",
"[48]\tvalid_0's poisson: -68.944\tvalid_0's quantile: 9.79591\n",
"[49]\tvalid_0's poisson: -69.0658\tvalid_0's quantile: 9.76353\n",
"[50]\tvalid_0's poisson: -69.1876\tvalid_0's quantile: 9.73071\n",
"[51]\tvalid_0's poisson: -69.3082\tvalid_0's quantile: 9.6975\n",
"[52]\tvalid_0's poisson: -69.4282\tvalid_0's quantile: 9.66495\n",
"[53]\tvalid_0's poisson: -69.548\tvalid_0's quantile: 9.6326\n",
"[54]\tvalid_0's poisson: -69.6661\tvalid_0's quantile: 9.60041\n",
"[55]\tvalid_0's poisson: -69.7841\tvalid_0's quantile: 9.5678\n",
"[56]\tvalid_0's poisson: -69.9008\tvalid_0's quantile: 9.53673\n",
"[57]\tvalid_0's poisson: -70.0164\tvalid_0's quantile: 9.50564\n",
"[58]\tvalid_0's poisson: -70.1331\tvalid_0's quantile: 9.47404\n",
"[59]\tvalid_0's poisson: -70.2485\tvalid_0's quantile: 9.44274\n",
"[60]\tvalid_0's poisson: -70.3633\tvalid_0's quantile: 9.41152\n",
"[61]\tvalid_0's poisson: -70.4782\tvalid_0's quantile: 9.38064\n",
"[62]\tvalid_0's poisson: -70.5925\tvalid_0's quantile: 9.35\n",
"[63]\tvalid_0's poisson: -70.7061\tvalid_0's quantile: 9.31954\n",
"[64]\tvalid_0's poisson: -70.8162\tvalid_0's quantile: 9.28958\n",
"[65]\tvalid_0's poisson: -70.9281\tvalid_0's quantile: 9.2597\n",
"[66]\tvalid_0's poisson: -71.0394\tvalid_0's quantile: 9.2301\n",
"[67]\tvalid_0's poisson: -71.1479\tvalid_0's quantile: 9.20091\n",
"[68]\tvalid_0's poisson: -71.2582\tvalid_0's quantile: 9.17173\n",
"[69]\tvalid_0's poisson: -71.3683\tvalid_0's quantile: 9.1424\n",
"[70]\tvalid_0's poisson: -71.4792\tvalid_0's quantile: 9.11306\n",
"[71]\tvalid_0's poisson: -71.5966\tvalid_0's quantile: 9.08322\n",
"[72]\tvalid_0's poisson: -71.7047\tvalid_0's quantile: 9.05435\n",
"[73]\tvalid_0's poisson: -71.8178\tvalid_0's quantile: 9.02502\n",
"[74]\tvalid_0's poisson: -71.9311\tvalid_0's quantile: 8.99574\n",
"[75]\tvalid_0's poisson: -72.044\tvalid_0's quantile: 8.9673\n",
"[76]\tvalid_0's poisson: -72.1554\tvalid_0's quantile: 8.93924\n",
"[77]\tvalid_0's poisson: -72.2682\tvalid_0's quantile: 8.91127\n",
"[78]\tvalid_0's poisson: -72.3803\tvalid_0's quantile: 8.88347\n",
"[79]\tvalid_0's poisson: -72.4934\tvalid_0's quantile: 8.85551\n",
"[80]\tvalid_0's poisson: -72.6049\tvalid_0's quantile: 8.82731\n",
"[81]\tvalid_0's poisson: -72.7169\tvalid_0's quantile: 8.7992\n",
"[82]\tvalid_0's poisson: -72.8261\tvalid_0's quantile: 8.77202\n",
"[83]\tvalid_0's poisson: -72.9347\tvalid_0's quantile: 8.74496\n",
"[84]\tvalid_0's poisson: -73.0439\tvalid_0's quantile: 8.71763\n",
"[85]\tvalid_0's poisson: -73.1537\tvalid_0's quantile: 8.6903\n",
"[86]\tvalid_0's poisson: -73.2623\tvalid_0's quantile: 8.6631\n",
"[87]\tvalid_0's poisson: -73.3717\tvalid_0's quantile: 8.63607\n",
"[88]\tvalid_0's poisson: -73.4784\tvalid_0's quantile: 8.60986\n",
"[89]\tvalid_0's poisson: -73.5846\tvalid_0's quantile: 8.58387\n",
"[90]\tvalid_0's poisson: -73.6903\tvalid_0's quantile: 8.55801\n",
"[91]\tvalid_0's poisson: -73.7959\tvalid_0's quantile: 8.53167\n",
"[92]\tvalid_0's poisson: -73.9009\tvalid_0's quantile: 8.50558\n",
"[93]\tvalid_0's poisson: -74.0054\tvalid_0's quantile: 8.47959\n",
"[94]\tvalid_0's poisson: -74.1098\tvalid_0's quantile: 8.45361\n",
"[95]\tvalid_0's poisson: -74.2152\tvalid_0's quantile: 8.42751\n",
"[96]\tvalid_0's poisson: -74.3201\tvalid_0's quantile: 8.40155\n",
"[97]\tvalid_0's poisson: -74.4249\tvalid_0's quantile: 8.37587\n",
"[98]\tvalid_0's poisson: -74.526\tvalid_0's quantile: 8.3507\n",
"[99]\tvalid_0's poisson: -74.6257\tvalid_0's quantile: 8.32585\n",
"[100]\tvalid_0's poisson: -74.7269\tvalid_0's quantile: 8.30159\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -65.2905\tvalid_0's quantile: 10.9421\n",
"[2]\tvalid_0's poisson: -67.5687\tvalid_0's quantile: 10.2744\n",
"[3]\tvalid_0's poisson: -69.6992\tvalid_0's quantile: 9.67934\n",
"[4]\tvalid_0's poisson: -71.6184\tvalid_0's quantile: 9.15875\n",
"[5]\tvalid_0's poisson: -73.4974\tvalid_0's quantile: 8.67173\n",
"[6]\tvalid_0's poisson: -75.1187\tvalid_0's quantile: 8.23762\n",
"[7]\tvalid_0's poisson: -76.8475\tvalid_0's quantile: 7.81743\n",
"[8]\tvalid_0's poisson: -78.4054\tvalid_0's quantile: 7.43123\n",
"[9]\tvalid_0's poisson: -79.8825\tvalid_0's quantile: 7.08092\n",
"[10]\tvalid_0's poisson: -81.2972\tvalid_0's quantile: 6.75826\n",
"[11]\tvalid_0's poisson: -82.5976\tvalid_0's quantile: 6.47988\n",
"[12]\tvalid_0's poisson: -83.8055\tvalid_0's quantile: 6.22894\n",
"[13]\tvalid_0's poisson: -84.9413\tvalid_0's quantile: 5.99142\n",
"[14]\tvalid_0's poisson: -86.0008\tvalid_0's quantile: 5.77387\n",
"[15]\tvalid_0's poisson: -86.9976\tvalid_0's quantile: 5.58569\n",
"[16]\tvalid_0's poisson: -88.0311\tvalid_0's quantile: 5.39641\n",
"[17]\tvalid_0's poisson: -88.9901\tvalid_0's quantile: 5.22434\n",
"[18]\tvalid_0's poisson: -89.8964\tvalid_0's quantile: 5.06359\n",
"[19]\tvalid_0's poisson: -90.7517\tvalid_0's quantile: 4.92025\n",
"[20]\tvalid_0's poisson: -91.527\tvalid_0's quantile: 4.78142\n",
"[21]\tvalid_0's poisson: -92.2744\tvalid_0's quantile: 4.65808\n",
"[22]\tvalid_0's poisson: -92.9262\tvalid_0's quantile: 4.54385\n",
"[23]\tvalid_0's poisson: -93.5881\tvalid_0's quantile: 4.43741\n",
"[24]\tvalid_0's poisson: -94.1979\tvalid_0's quantile: 4.3351\n",
"[25]\tvalid_0's poisson: -94.7906\tvalid_0's quantile: 4.23469\n",
"[26]\tvalid_0's poisson: -95.3643\tvalid_0's quantile: 4.14003\n",
"[27]\tvalid_0's poisson: -95.8929\tvalid_0's quantile: 4.05509\n",
"[28]\tvalid_0's poisson: -96.402\tvalid_0's quantile: 3.97655\n",
"[29]\tvalid_0's poisson: -96.885\tvalid_0's quantile: 3.90304\n",
"[30]\tvalid_0's poisson: -97.35\tvalid_0's quantile: 3.83336\n",
"[31]\tvalid_0's poisson: -97.785\tvalid_0's quantile: 3.77044\n",
"[32]\tvalid_0's poisson: -98.207\tvalid_0's quantile: 3.71274\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[33]\tvalid_0's poisson: -98.6129\tvalid_0's quantile: 3.6566\n",
"[34]\tvalid_0's poisson: -98.9985\tvalid_0's quantile: 3.59866\n",
"[35]\tvalid_0's poisson: -99.3624\tvalid_0's quantile: 3.54575\n",
"[36]\tvalid_0's poisson: -99.7063\tvalid_0's quantile: 3.50034\n",
"[37]\tvalid_0's poisson: -100.041\tvalid_0's quantile: 3.45698\n",
"[38]\tvalid_0's poisson: -100.356\tvalid_0's quantile: 3.41413\n",
"[39]\tvalid_0's poisson: -100.66\tvalid_0's quantile: 3.37175\n",
"[40]\tvalid_0's poisson: -100.925\tvalid_0's quantile: 3.33336\n",
"[41]\tvalid_0's poisson: -101.174\tvalid_0's quantile: 3.29764\n",
"[42]\tvalid_0's poisson: -101.416\tvalid_0's quantile: 3.26679\n",
"[43]\tvalid_0's poisson: -101.631\tvalid_0's quantile: 3.237\n",
"[44]\tvalid_0's poisson: -101.833\tvalid_0's quantile: 3.20721\n",
"[45]\tvalid_0's poisson: -102.029\tvalid_0's quantile: 3.1802\n",
"[46]\tvalid_0's poisson: -102.21\tvalid_0's quantile: 3.15771\n",
"[47]\tvalid_0's poisson: -102.399\tvalid_0's quantile: 3.13454\n",
"[48]\tvalid_0's poisson: -102.571\tvalid_0's quantile: 3.11068\n",
"[49]\tvalid_0's poisson: -102.728\tvalid_0's quantile: 3.08786\n",
"[50]\tvalid_0's poisson: -102.876\tvalid_0's quantile: 3.06733\n",
"[51]\tvalid_0's poisson: -103.023\tvalid_0's quantile: 3.04763\n",
"[52]\tvalid_0's poisson: -103.161\tvalid_0's quantile: 3.02985\n",
"[53]\tvalid_0's poisson: -103.308\tvalid_0's quantile: 3.00163\n",
"[54]\tvalid_0's poisson: -103.435\tvalid_0's quantile: 2.98227\n",
"[55]\tvalid_0's poisson: -103.563\tvalid_0's quantile: 2.95908\n",
"[56]\tvalid_0's poisson: -103.678\tvalid_0's quantile: 2.94263\n",
"[57]\tvalid_0's poisson: -103.788\tvalid_0's quantile: 2.92924\n",
"[58]\tvalid_0's poisson: -103.89\tvalid_0's quantile: 2.91736\n",
"[59]\tvalid_0's poisson: -103.989\tvalid_0's quantile: 2.90521\n",
"[60]\tvalid_0's poisson: -104.088\tvalid_0's quantile: 2.88445\n",
"[61]\tvalid_0's poisson: -104.175\tvalid_0's quantile: 2.8741\n",
"[62]\tvalid_0's poisson: -104.251\tvalid_0's quantile: 2.86398\n",
"[63]\tvalid_0's poisson: -104.326\tvalid_0's quantile: 2.85393\n",
"[64]\tvalid_0's poisson: -104.401\tvalid_0's quantile: 2.84361\n",
"[65]\tvalid_0's poisson: -104.474\tvalid_0's quantile: 2.83102\n",
"[66]\tvalid_0's poisson: -104.541\tvalid_0's quantile: 2.81973\n",
"[67]\tvalid_0's poisson: -104.597\tvalid_0's quantile: 2.81142\n",
"[68]\tvalid_0's poisson: -104.655\tvalid_0's quantile: 2.80543\n",
"[69]\tvalid_0's poisson: -104.704\tvalid_0's quantile: 2.79714\n",
"[70]\tvalid_0's poisson: -104.754\tvalid_0's quantile: 2.78986\n",
"[71]\tvalid_0's poisson: -104.804\tvalid_0's quantile: 2.78335\n",
"[72]\tvalid_0's poisson: -104.856\tvalid_0's quantile: 2.76958\n",
"[73]\tvalid_0's poisson: -104.903\tvalid_0's quantile: 2.76472\n",
"[74]\tvalid_0's poisson: -104.941\tvalid_0's quantile: 2.75695\n",
"[75]\tvalid_0's poisson: -104.987\tvalid_0's quantile: 2.75218\n",
"[76]\tvalid_0's poisson: -105.028\tvalid_0's quantile: 2.74795\n",
"[77]\tvalid_0's poisson: -105.063\tvalid_0's quantile: 2.74132\n",
"[78]\tvalid_0's poisson: -105.097\tvalid_0's quantile: 2.73834\n",
"[79]\tvalid_0's poisson: -105.126\tvalid_0's quantile: 2.73635\n",
"[80]\tvalid_0's poisson: -105.151\tvalid_0's quantile: 2.73485\n",
"[81]\tvalid_0's poisson: -105.176\tvalid_0's quantile: 2.73343\n",
"[82]\tvalid_0's poisson: -105.197\tvalid_0's quantile: 2.72619\n",
"[83]\tvalid_0's poisson: -105.219\tvalid_0's quantile: 2.72486\n",
"[84]\tvalid_0's poisson: -105.242\tvalid_0's quantile: 2.72316\n",
"[85]\tvalid_0's poisson: -105.266\tvalid_0's quantile: 2.72085\n",
"[86]\tvalid_0's poisson: -105.291\tvalid_0's quantile: 2.71828\n",
"[87]\tvalid_0's poisson: -105.312\tvalid_0's quantile: 2.71596\n",
"[88]\tvalid_0's poisson: -105.336\tvalid_0's quantile: 2.71332\n",
"[89]\tvalid_0's poisson: -105.358\tvalid_0's quantile: 2.71106\n",
"[90]\tvalid_0's poisson: -105.376\tvalid_0's quantile: 2.7093\n",
"[91]\tvalid_0's poisson: -105.393\tvalid_0's quantile: 2.7072\n",
"[92]\tvalid_0's poisson: -105.405\tvalid_0's quantile: 2.70594\n",
"[93]\tvalid_0's poisson: -105.42\tvalid_0's quantile: 2.70329\n",
"[94]\tvalid_0's poisson: -105.444\tvalid_0's quantile: 2.70078\n",
"[95]\tvalid_0's poisson: -105.461\tvalid_0's quantile: 2.6971\n",
"[96]\tvalid_0's poisson: -105.478\tvalid_0's quantile: 2.69369\n",
"[97]\tvalid_0's poisson: -105.494\tvalid_0's quantile: 2.69177\n",
"[98]\tvalid_0's poisson: -105.512\tvalid_0's quantile: 2.69043\n",
"[99]\tvalid_0's poisson: -105.533\tvalid_0's quantile: 2.68802\n",
"[100]\tvalid_0's poisson: -105.548\tvalid_0's quantile: 2.68649\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5386\n",
"[2]\tvalid_0's poisson: -87.892\n",
"[3]\tvalid_0's poisson: -88.2344\n",
"[4]\tvalid_0's poisson: -88.567\n",
"[5]\tvalid_0's poisson: -88.8896\n",
"[6]\tvalid_0's poisson: -89.203\n",
"[7]\tvalid_0's poisson: -89.508\n",
"[8]\tvalid_0's poisson: -89.8044\n",
"[9]\tvalid_0's poisson: -90.0933\n",
"[10]\tvalid_0's poisson: -90.374\n",
"[11]\tvalid_0's poisson: -90.6478\n",
"[12]\tvalid_0's poisson: -90.9174\n",
"[13]\tvalid_0's poisson: -91.177\n",
"[14]\tvalid_0's poisson: -91.4322\n",
"[15]\tvalid_0's poisson: -91.6832\n",
"[16]\tvalid_0's poisson: -91.9261\n",
"[17]\tvalid_0's poisson: -92.1634\n",
"[18]\tvalid_0's poisson: -92.3988\n",
"[19]\tvalid_0's poisson: -92.6246\n",
"[20]\tvalid_0's poisson: -92.8489\n",
"[21]\tvalid_0's poisson: -93.067\n",
"[22]\tvalid_0's poisson: -93.2795\n",
"[23]\tvalid_0's poisson: -93.4897\n",
"[24]\tvalid_0's poisson: -93.6941\n",
"[25]\tvalid_0's poisson: -93.8944\n",
"[26]\tvalid_0's poisson: -94.0904\n",
"[27]\tvalid_0's poisson: -94.2824\n",
"[28]\tvalid_0's poisson: -94.4712\n",
"[29]\tvalid_0's poisson: -94.6574\n",
"[30]\tvalid_0's poisson: -94.842\n",
"[31]\tvalid_0's poisson: -95.0202\n",
"[32]\tvalid_0's poisson: -95.1985\n",
"[33]\tvalid_0's poisson: -95.374\n",
"[34]\tvalid_0's poisson: -95.5452\n",
"[35]\tvalid_0's poisson: -95.7141\n",
"[36]\tvalid_0's poisson: -95.8791\n",
"[37]\tvalid_0's poisson: -96.042\n",
"[38]\tvalid_0's poisson: -96.2015\n",
"[39]\tvalid_0's poisson: -96.3589\n",
"[40]\tvalid_0's poisson: -96.5127\n",
"[41]\tvalid_0's poisson: -96.665\n",
"[42]\tvalid_0's poisson: -96.8133\n",
"[43]\tvalid_0's poisson: -96.9603\n",
"[44]\tvalid_0's poisson: -97.1053\n",
"[45]\tvalid_0's poisson: -97.2466\n",
"[46]\tvalid_0's poisson: -97.3876\n",
"[47]\tvalid_0's poisson: -97.5243\n",
"[48]\tvalid_0's poisson: -97.6605\n",
"[49]\tvalid_0's poisson: -97.7942\n",
"[50]\tvalid_0's poisson: -97.9259\n",
"[51]\tvalid_0's poisson: -98.0552\n",
"[52]\tvalid_0's poisson: -98.1823\n",
"[53]\tvalid_0's poisson: -98.3064\n",
"[54]\tvalid_0's poisson: -98.4303\n",
"[55]\tvalid_0's poisson: -98.5505\n",
"[56]\tvalid_0's poisson: -98.6701\n",
"[57]\tvalid_0's poisson: -98.7862\n",
"[58]\tvalid_0's poisson: -98.9028\n",
"[59]\tvalid_0's poisson: -99.0173\n",
"[60]\tvalid_0's poisson: -99.1302\n",
"[61]\tvalid_0's poisson: -99.2407\n",
"[62]\tvalid_0's poisson: -99.3489\n",
"[63]\tvalid_0's poisson: -99.4564\n",
"[64]\tvalid_0's poisson: -99.5626\n",
"[65]\tvalid_0's poisson: -99.6682\n",
"[66]\tvalid_0's poisson: -99.771\n",
"[67]\tvalid_0's poisson: -99.8735\n",
"[68]\tvalid_0's poisson: -99.9749\n",
"[69]\tvalid_0's poisson: -100.072\n",
"[70]\tvalid_0's poisson: -100.171\n",
"[71]\tvalid_0's poisson: -100.267\n",
"[72]\tvalid_0's poisson: -100.362\n",
"[73]\tvalid_0's poisson: -100.456\n",
"[74]\tvalid_0's poisson: -100.546\n",
"[75]\tvalid_0's poisson: -100.636\n",
"[76]\tvalid_0's poisson: -100.724\n",
"[77]\tvalid_0's poisson: -100.812\n",
"[78]\tvalid_0's poisson: -100.899\n",
"[79]\tvalid_0's poisson: -100.985\n",
"[80]\tvalid_0's poisson: -101.073\n",
"[81]\tvalid_0's poisson: -101.157\n",
"[82]\tvalid_0's poisson: -101.239\n",
"[83]\tvalid_0's poisson: -101.32\n",
"[84]\tvalid_0's poisson: -101.401\n",
"[85]\tvalid_0's poisson: -101.48\n",
"[86]\tvalid_0's poisson: -101.558\n",
"[87]\tvalid_0's poisson: -101.635\n",
"[88]\tvalid_0's poisson: -101.712\n",
"[89]\tvalid_0's poisson: -101.788\n",
"[90]\tvalid_0's poisson: -101.862\n",
"[91]\tvalid_0's poisson: -101.936\n",
"[92]\tvalid_0's poisson: -102.012\n",
"[93]\tvalid_0's poisson: -102.084\n",
"[94]\tvalid_0's poisson: -102.155\n",
"[95]\tvalid_0's poisson: -102.226\n",
"[96]\tvalid_0's poisson: -102.299\n",
"[97]\tvalid_0's poisson: -102.368\n",
"[98]\tvalid_0's poisson: -102.436\n",
"[99]\tvalid_0's poisson: -102.505\n",
"[100]\tvalid_0's poisson: -102.572\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5406\n",
"[2]\tvalid_0's poisson: -87.9011\n",
"[3]\tvalid_0's poisson: -88.2489\n",
"[4]\tvalid_0's poisson: -88.5857\n",
"[5]\tvalid_0's poisson: -88.9092\n",
"[6]\tvalid_0's poisson: -89.2236\n",
"[7]\tvalid_0's poisson: -89.5342\n",
"[8]\tvalid_0's poisson: -89.8361\n",
"[9]\tvalid_0's poisson: -90.1261\n",
"[10]\tvalid_0's poisson: -90.4122\n",
"[11]\tvalid_0's poisson: -90.6886\n",
"[12]\tvalid_0's poisson: -90.9584\n",
"[13]\tvalid_0's poisson: -91.222\n",
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"[31]\tvalid_0's poisson: -95.0957\n",
"[32]\tvalid_0's poisson: -95.2738\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[33]\tvalid_0's poisson: -95.4493\n",
"[34]\tvalid_0's poisson: -95.6208\n",
"[35]\tvalid_0's poisson: -95.7891\n",
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"[79]\tvalid_0's poisson: -101.044\n",
"[80]\tvalid_0's poisson: -101.129\n",
"[81]\tvalid_0's poisson: -101.212\n",
"[82]\tvalid_0's poisson: -101.294\n",
"[83]\tvalid_0's poisson: -101.375\n",
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"[85]\tvalid_0's poisson: -101.534\n",
"[86]\tvalid_0's poisson: -101.611\n",
"[87]\tvalid_0's poisson: -101.688\n",
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"[89]\tvalid_0's poisson: -101.838\n",
"[90]\tvalid_0's poisson: -101.912\n",
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"[92]\tvalid_0's poisson: -102.058\n",
"[93]\tvalid_0's poisson: -102.129\n",
"[94]\tvalid_0's poisson: -102.199\n",
"[95]\tvalid_0's poisson: -102.269\n",
"[96]\tvalid_0's poisson: -102.337\n",
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"[99]\tvalid_0's poisson: -102.541\n",
"[100]\tvalid_0's poisson: -102.607\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5398\n",
"[2]\tvalid_0's poisson: -87.8996\n",
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"[12]\tvalid_0's poisson: -90.9608\n",
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"[72]\tvalid_0's poisson: -100.434\n",
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"[74]\tvalid_0's poisson: -100.618\n",
"[75]\tvalid_0's poisson: -100.708\n",
"[76]\tvalid_0's poisson: -100.797\n",
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"[78]\tvalid_0's poisson: -100.972\n",
"[79]\tvalid_0's poisson: -101.058\n",
"[80]\tvalid_0's poisson: -101.143\n",
"[81]\tvalid_0's poisson: -101.226\n",
"[82]\tvalid_0's poisson: -101.309\n",
"[83]\tvalid_0's poisson: -101.391\n",
"[84]\tvalid_0's poisson: -101.472\n",
"[85]\tvalid_0's poisson: -101.552\n",
"[86]\tvalid_0's poisson: -101.63\n",
"[87]\tvalid_0's poisson: -101.708\n",
"[88]\tvalid_0's poisson: -101.784\n",
"[89]\tvalid_0's poisson: -101.86\n",
"[90]\tvalid_0's poisson: -101.934\n",
"[91]\tvalid_0's poisson: -102.008\n",
"[92]\tvalid_0's poisson: -102.081\n",
"[93]\tvalid_0's poisson: -102.152\n",
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"[96]\tvalid_0's poisson: -102.364\n",
"[97]\tvalid_0's poisson: -102.433\n",
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"[99]\tvalid_0's poisson: -102.569\n",
"[100]\tvalid_0's poisson: -102.634\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.549\n",
"[2]\tvalid_0's poisson: -87.9099\n",
"[3]\tvalid_0's poisson: -88.2594\n",
"[4]\tvalid_0's poisson: -88.5978\n",
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"[15]\tvalid_0's poisson: -91.7523\n",
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"[19]\tvalid_0's poisson: -92.6983\n",
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"[57]\tvalid_0's poisson: -98.8729\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[58]\tvalid_0's poisson: -98.9884\n",
"[59]\tvalid_0's poisson: -99.1028\n",
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"[78]\tvalid_0's poisson: -100.992\n",
"[79]\tvalid_0's poisson: -101.077\n",
"[80]\tvalid_0's poisson: -101.162\n",
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"[83]\tvalid_0's poisson: -101.408\n",
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"[86]\tvalid_0's poisson: -101.647\n",
"[87]\tvalid_0's poisson: -101.724\n",
"[88]\tvalid_0's poisson: -101.8\n",
"[89]\tvalid_0's poisson: -101.874\n",
"[90]\tvalid_0's poisson: -101.949\n",
"[91]\tvalid_0's poisson: -102.022\n",
"[92]\tvalid_0's poisson: -102.094\n",
"[93]\tvalid_0's poisson: -102.165\n",
"[94]\tvalid_0's poisson: -102.237\n",
"[95]\tvalid_0's poisson: -102.307\n",
"[96]\tvalid_0's poisson: -102.376\n",
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"[98]\tvalid_0's poisson: -102.511\n",
"[99]\tvalid_0's poisson: -102.578\n",
"[100]\tvalid_0's poisson: -102.643\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.531\n",
"[2]\tvalid_0's poisson: -87.8867\n",
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"[76]\tvalid_0's poisson: -100.748\n",
"[77]\tvalid_0's poisson: -100.837\n",
"[78]\tvalid_0's poisson: -100.926\n",
"[79]\tvalid_0's poisson: -101.011\n",
"[80]\tvalid_0's poisson: -101.096\n",
"[81]\tvalid_0's poisson: -101.18\n",
"[82]\tvalid_0's poisson: -101.263\n",
"[83]\tvalid_0's poisson: -101.346\n",
"[84]\tvalid_0's poisson: -101.428\n",
"[85]\tvalid_0's poisson: -101.509\n",
"[86]\tvalid_0's poisson: -101.589\n",
"[87]\tvalid_0's poisson: -101.666\n",
"[88]\tvalid_0's poisson: -101.742\n",
"[89]\tvalid_0's poisson: -101.818\n",
"[90]\tvalid_0's poisson: -101.893\n",
"[91]\tvalid_0's poisson: -101.967\n",
"[92]\tvalid_0's poisson: -102.039\n",
"[93]\tvalid_0's poisson: -102.113\n",
"[94]\tvalid_0's poisson: -102.184\n",
"[95]\tvalid_0's poisson: -102.254\n",
"[96]\tvalid_0's poisson: -102.323\n",
"[97]\tvalid_0's poisson: -102.391\n",
"[98]\tvalid_0's poisson: -102.459\n",
"[99]\tvalid_0's poisson: -102.527\n",
"[100]\tvalid_0's poisson: -102.594\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5207\n",
"[2]\tvalid_0's poisson: -87.857\n",
"[3]\tvalid_0's poisson: -88.1834\n",
"[4]\tvalid_0's poisson: -88.5003\n",
"[5]\tvalid_0's poisson: -88.8091\n",
"[6]\tvalid_0's poisson: -89.1065\n",
"[7]\tvalid_0's poisson: -89.3969\n",
"[8]\tvalid_0's poisson: -89.6788\n",
"[9]\tvalid_0's poisson: -89.9581\n",
"[10]\tvalid_0's poisson: -90.2284\n",
"[11]\tvalid_0's poisson: -90.4933\n",
"[12]\tvalid_0's poisson: -90.7511\n",
"[13]\tvalid_0's poisson: -91.0048\n",
"[14]\tvalid_0's poisson: -91.2517\n",
"[15]\tvalid_0's poisson: -91.4928\n",
"[16]\tvalid_0's poisson: -91.7288\n",
"[17]\tvalid_0's poisson: -91.9597\n",
"[18]\tvalid_0's poisson: -92.1879\n",
"[19]\tvalid_0's poisson: -92.4083\n",
"[20]\tvalid_0's poisson: -92.6241\n",
"[21]\tvalid_0's poisson: -92.836\n",
"[22]\tvalid_0's poisson: -93.0459\n",
"[23]\tvalid_0's poisson: -93.2492\n",
"[24]\tvalid_0's poisson: -93.4487\n",
"[25]\tvalid_0's poisson: -93.6444\n",
"[26]\tvalid_0's poisson: -93.8365\n",
"[27]\tvalid_0's poisson: -94.0265\n",
"[28]\tvalid_0's poisson: -94.2112\n",
"[29]\tvalid_0's poisson: -94.3922\n",
"[30]\tvalid_0's poisson: -94.5725\n",
"[31]\tvalid_0's poisson: -94.747\n",
"[32]\tvalid_0's poisson: -94.9201\n",
"[33]\tvalid_0's poisson: -95.0905\n",
"[34]\tvalid_0's poisson: -95.2575\n",
"[35]\tvalid_0's poisson: -95.4211\n",
"[36]\tvalid_0's poisson: -95.5822\n",
"[37]\tvalid_0's poisson: -95.7403\n",
"[38]\tvalid_0's poisson: -95.8954\n",
"[39]\tvalid_0's poisson: -96.0499\n",
"[40]\tvalid_0's poisson: -96.1995\n",
"[41]\tvalid_0's poisson: -96.347\n",
"[42]\tvalid_0's poisson: -96.4916\n",
"[43]\tvalid_0's poisson: -96.636\n",
"[44]\tvalid_0's poisson: -96.7781\n",
"[45]\tvalid_0's poisson: -96.918\n",
"[46]\tvalid_0's poisson: -97.0538\n",
"[47]\tvalid_0's poisson: -97.1873\n",
"[48]\tvalid_0's poisson: -97.3203\n",
"[49]\tvalid_0's poisson: -97.4499\n",
"[50]\tvalid_0's poisson: -97.5773\n",
"[51]\tvalid_0's poisson: -97.7041\n",
"[52]\tvalid_0's poisson: -97.83\n",
"[53]\tvalid_0's poisson: -97.9515\n",
"[54]\tvalid_0's poisson: -98.0718\n",
"[55]\tvalid_0's poisson: -98.1906\n",
"[56]\tvalid_0's poisson: -98.3086\n",
"[57]\tvalid_0's poisson: -98.4259\n",
"[58]\tvalid_0's poisson: -98.5389\n",
"[59]\tvalid_0's poisson: -98.6508\n",
"[60]\tvalid_0's poisson: -98.7616\n",
"[61]\tvalid_0's poisson: -98.8724\n",
"[62]\tvalid_0's poisson: -98.9797\n",
"[63]\tvalid_0's poisson: -99.0863\n",
"[64]\tvalid_0's poisson: -99.1914\n",
"[65]\tvalid_0's poisson: -99.2944\n",
"[66]\tvalid_0's poisson: -99.3956\n",
"[67]\tvalid_0's poisson: -99.496\n",
"[68]\tvalid_0's poisson: -99.5948\n",
"[69]\tvalid_0's poisson: -99.6935\n",
"[70]\tvalid_0's poisson: -99.7888\n",
"[71]\tvalid_0's poisson: -99.8827\n",
"[72]\tvalid_0's poisson: -99.975\n",
"[73]\tvalid_0's poisson: -100.067\n",
"[74]\tvalid_0's poisson: -100.157\n",
"[75]\tvalid_0's poisson: -100.246\n",
"[76]\tvalid_0's poisson: -100.334\n",
"[77]\tvalid_0's poisson: -100.421\n",
"[78]\tvalid_0's poisson: -100.507\n",
"[79]\tvalid_0's poisson: -100.594\n",
"[80]\tvalid_0's poisson: -100.677\n",
"[81]\tvalid_0's poisson: -100.76\n",
"[82]\tvalid_0's poisson: -100.841\n",
"[83]\tvalid_0's poisson: -100.921\n",
"[84]\tvalid_0's poisson: -101.001\n",
"[85]\tvalid_0's poisson: -101.078\n",
"[86]\tvalid_0's poisson: -101.155\n",
"[87]\tvalid_0's poisson: -101.232\n",
"[88]\tvalid_0's poisson: -101.307\n",
"[89]\tvalid_0's poisson: -101.382\n",
"[90]\tvalid_0's poisson: -101.454\n",
"[91]\tvalid_0's poisson: -101.527\n",
"[92]\tvalid_0's poisson: -101.599\n",
"[93]\tvalid_0's poisson: -101.669\n",
"[94]\tvalid_0's poisson: -101.739\n",
"[95]\tvalid_0's poisson: -101.807\n",
"[96]\tvalid_0's poisson: -101.876\n",
"[97]\tvalid_0's poisson: -101.944\n",
"[98]\tvalid_0's poisson: -102.011\n",
"[99]\tvalid_0's poisson: -102.076\n",
"[100]\tvalid_0's poisson: -102.141\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5247\n",
"[2]\tvalid_0's poisson: -87.8735\n",
"[3]\tvalid_0's poisson: -88.2078\n",
"[4]\tvalid_0's poisson: -88.5291\n",
"[5]\tvalid_0's poisson: -88.8446\n",
"[6]\tvalid_0's poisson: -89.1483\n",
"[7]\tvalid_0's poisson: -89.4466\n",
"[8]\tvalid_0's poisson: -89.736\n",
"[9]\tvalid_0's poisson: -90.0142\n",
"[10]\tvalid_0's poisson: -90.2887\n",
"[11]\tvalid_0's poisson: -90.5537\n",
"[12]\tvalid_0's poisson: -90.8149\n",
"[13]\tvalid_0's poisson: -91.0674\n",
"[14]\tvalid_0's poisson: -91.3159\n",
"[15]\tvalid_0's poisson: -91.5612\n",
"[16]\tvalid_0's poisson: -91.7983\n",
"[17]\tvalid_0's poisson: -92.0326\n",
"[18]\tvalid_0's poisson: -92.2594\n",
"[19]\tvalid_0's poisson: -92.482\n",
"[20]\tvalid_0's poisson: -92.7012\n",
"[21]\tvalid_0's poisson: -92.9156\n",
"[22]\tvalid_0's poisson: -93.1241\n",
"[23]\tvalid_0's poisson: -93.3295\n",
"[24]\tvalid_0's poisson: -93.5305\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[25]\tvalid_0's poisson: -93.727\n",
"[26]\tvalid_0's poisson: -93.9203\n",
"[27]\tvalid_0's poisson: -94.1086\n",
"[28]\tvalid_0's poisson: -94.2946\n",
"[29]\tvalid_0's poisson: -94.4778\n",
"[30]\tvalid_0's poisson: -94.6575\n",
"[31]\tvalid_0's poisson: -94.8342\n",
"[32]\tvalid_0's poisson: -95.0074\n",
"[33]\tvalid_0's poisson: -95.1786\n",
"[34]\tvalid_0's poisson: -95.3451\n",
"[35]\tvalid_0's poisson: -95.5092\n",
"[36]\tvalid_0's poisson: -95.6713\n",
"[37]\tvalid_0's poisson: -95.8287\n",
"[38]\tvalid_0's poisson: -95.984\n",
"[39]\tvalid_0's poisson: -96.1374\n",
"[40]\tvalid_0's poisson: -96.2872\n",
"[41]\tvalid_0's poisson: -96.4347\n",
"[42]\tvalid_0's poisson: -96.5811\n",
"[43]\tvalid_0's poisson: -96.7235\n",
"[44]\tvalid_0's poisson: -96.8647\n",
"[45]\tvalid_0's poisson: -97.004\n",
"[46]\tvalid_0's poisson: -97.1399\n",
"[47]\tvalid_0's poisson: -97.276\n",
"[48]\tvalid_0's poisson: -97.4076\n",
"[49]\tvalid_0's poisson: -97.5389\n",
"[50]\tvalid_0's poisson: -97.6674\n",
"[51]\tvalid_0's poisson: -97.7933\n",
"[52]\tvalid_0's poisson: -97.9173\n",
"[53]\tvalid_0's poisson: -98.0441\n",
"[54]\tvalid_0's poisson: -98.1637\n",
"[55]\tvalid_0's poisson: -98.2813\n",
"[56]\tvalid_0's poisson: -98.3987\n",
"[57]\tvalid_0's poisson: -98.5142\n",
"[58]\tvalid_0's poisson: -98.6301\n",
"[59]\tvalid_0's poisson: -98.7434\n",
"[60]\tvalid_0's poisson: -98.853\n",
"[61]\tvalid_0's poisson: -98.9646\n",
"[62]\tvalid_0's poisson: -99.0708\n",
"[63]\tvalid_0's poisson: -99.1755\n",
"[64]\tvalid_0's poisson: -99.279\n",
"[65]\tvalid_0's poisson: -99.3841\n",
"[66]\tvalid_0's poisson: -99.4855\n",
"[67]\tvalid_0's poisson: -99.5841\n",
"[68]\tvalid_0's poisson: -99.6814\n",
"[69]\tvalid_0's poisson: -99.7805\n",
"[70]\tvalid_0's poisson: -99.875\n",
"[71]\tvalid_0's poisson: -99.9702\n",
"[72]\tvalid_0's poisson: -100.062\n",
"[73]\tvalid_0's poisson: -100.152\n",
"[74]\tvalid_0's poisson: -100.243\n",
"[75]\tvalid_0's poisson: -100.33\n",
"[76]\tvalid_0's poisson: -100.416\n",
"[77]\tvalid_0's poisson: -100.503\n",
"[78]\tvalid_0's poisson: -100.587\n",
"[79]\tvalid_0's poisson: -100.669\n",
"[80]\tvalid_0's poisson: -100.751\n",
"[81]\tvalid_0's poisson: -100.832\n",
"[82]\tvalid_0's poisson: -100.911\n",
"[83]\tvalid_0's poisson: -100.992\n",
"[84]\tvalid_0's poisson: -101.069\n",
"[85]\tvalid_0's poisson: -101.146\n",
"[86]\tvalid_0's poisson: -101.221\n",
"[87]\tvalid_0's poisson: -101.299\n",
"[88]\tvalid_0's poisson: -101.372\n",
"[89]\tvalid_0's poisson: -101.445\n",
"[90]\tvalid_0's poisson: -101.517\n",
"[91]\tvalid_0's poisson: -101.588\n",
"[92]\tvalid_0's poisson: -101.661\n",
"[93]\tvalid_0's poisson: -101.73\n",
"[94]\tvalid_0's poisson: -101.799\n",
"[95]\tvalid_0's poisson: -101.868\n",
"[96]\tvalid_0's poisson: -101.936\n",
"[97]\tvalid_0's poisson: -102.002\n",
"[98]\tvalid_0's poisson: -102.07\n",
"[99]\tvalid_0's poisson: -102.134\n",
"[100]\tvalid_0's poisson: -102.2\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5238\n",
"[2]\tvalid_0's poisson: -87.8675\n",
"[3]\tvalid_0's poisson: -88.2001\n",
"[4]\tvalid_0's poisson: -88.5183\n",
"[5]\tvalid_0's poisson: -88.8328\n",
"[6]\tvalid_0's poisson: -89.1346\n",
"[7]\tvalid_0's poisson: -89.4297\n",
"[8]\tvalid_0's poisson: -89.7172\n",
"[9]\tvalid_0's poisson: -89.9984\n",
"[10]\tvalid_0's poisson: -90.2729\n",
"[11]\tvalid_0's poisson: -90.5392\n",
"[12]\tvalid_0's poisson: -90.8005\n",
"[13]\tvalid_0's poisson: -91.0547\n",
"[14]\tvalid_0's poisson: -91.3051\n",
"[15]\tvalid_0's poisson: -91.5487\n",
"[16]\tvalid_0's poisson: -91.7861\n",
"[17]\tvalid_0's poisson: -92.018\n",
"[18]\tvalid_0's poisson: -92.2469\n",
"[19]\tvalid_0's poisson: -92.4679\n",
"[20]\tvalid_0's poisson: -92.6848\n",
"[21]\tvalid_0's poisson: -92.8986\n",
"[22]\tvalid_0's poisson: -93.1073\n",
"[23]\tvalid_0's poisson: -93.3135\n",
"[24]\tvalid_0's poisson: -93.5142\n",
"[25]\tvalid_0's poisson: -93.7101\n",
"[26]\tvalid_0's poisson: -93.9022\n",
"[27]\tvalid_0's poisson: -94.0927\n",
"[28]\tvalid_0's poisson: -94.2782\n",
"[29]\tvalid_0's poisson: -94.46\n",
"[30]\tvalid_0's poisson: -94.6401\n",
"[31]\tvalid_0's poisson: -94.8161\n",
"[32]\tvalid_0's poisson: -94.9876\n",
"[33]\tvalid_0's poisson: -95.1567\n",
"[34]\tvalid_0's poisson: -95.3241\n",
"[35]\tvalid_0's poisson: -95.4865\n",
"[36]\tvalid_0's poisson: -95.6499\n",
"[37]\tvalid_0's poisson: -95.8096\n",
"[38]\tvalid_0's poisson: -95.964\n",
"[39]\tvalid_0's poisson: -96.116\n",
"[40]\tvalid_0's poisson: -96.2678\n",
"[41]\tvalid_0's poisson: -96.4161\n",
"[42]\tvalid_0's poisson: -96.5617\n",
"[43]\tvalid_0's poisson: -96.705\n",
"[44]\tvalid_0's poisson: -96.8459\n",
"[45]\tvalid_0's poisson: -96.9859\n",
"[46]\tvalid_0's poisson: -97.1211\n",
"[47]\tvalid_0's poisson: -97.2556\n",
"[48]\tvalid_0's poisson: -97.3882\n",
"[49]\tvalid_0's poisson: -97.5187\n",
"[50]\tvalid_0's poisson: -97.6497\n",
"[51]\tvalid_0's poisson: -97.776\n",
"[52]\tvalid_0's poisson: -97.901\n",
"[53]\tvalid_0's poisson: -98.0251\n",
"[54]\tvalid_0's poisson: -98.1456\n",
"[55]\tvalid_0's poisson: -98.2675\n",
"[56]\tvalid_0's poisson: -98.385\n",
"[57]\tvalid_0's poisson: -98.4995\n",
"[58]\tvalid_0's poisson: -98.6127\n",
"[59]\tvalid_0's poisson: -98.7273\n",
"[60]\tvalid_0's poisson: -98.8373\n",
"[61]\tvalid_0's poisson: -98.9471\n",
"[62]\tvalid_0's poisson: -99.0547\n",
"[63]\tvalid_0's poisson: -99.1596\n",
"[64]\tvalid_0's poisson: -99.2641\n",
"[65]\tvalid_0's poisson: -99.3674\n",
"[66]\tvalid_0's poisson: -99.4696\n",
"[67]\tvalid_0's poisson: -99.5686\n",
"[68]\tvalid_0's poisson: -99.6662\n",
"[69]\tvalid_0's poisson: -99.7659\n",
"[70]\tvalid_0's poisson: -99.864\n",
"[71]\tvalid_0's poisson: -99.9572\n",
"[72]\tvalid_0's poisson: -100.05\n",
"[73]\tvalid_0's poisson: -100.142\n",
"[74]\tvalid_0's poisson: -100.232\n",
"[75]\tvalid_0's poisson: -100.322\n",
"[76]\tvalid_0's poisson: -100.412\n",
"[77]\tvalid_0's poisson: -100.498\n",
"[78]\tvalid_0's poisson: -100.586\n",
"[79]\tvalid_0's poisson: -100.67\n",
"[80]\tvalid_0's poisson: -100.752\n",
"[81]\tvalid_0's poisson: -100.834\n",
"[82]\tvalid_0's poisson: -100.917\n",
"[83]\tvalid_0's poisson: -100.996\n",
"[84]\tvalid_0's poisson: -101.075\n",
"[85]\tvalid_0's poisson: -101.154\n",
"[86]\tvalid_0's poisson: -101.231\n",
"[87]\tvalid_0's poisson: -101.308\n",
"[88]\tvalid_0's poisson: -101.382\n",
"[89]\tvalid_0's poisson: -101.457\n",
"[90]\tvalid_0's poisson: -101.531\n",
"[91]\tvalid_0's poisson: -101.602\n",
"[92]\tvalid_0's poisson: -101.675\n",
"[93]\tvalid_0's poisson: -101.745\n",
"[94]\tvalid_0's poisson: -101.813\n",
"[95]\tvalid_0's poisson: -101.883\n",
"[96]\tvalid_0's poisson: -101.951\n",
"[97]\tvalid_0's poisson: -102.019\n",
"[98]\tvalid_0's poisson: -102.085\n",
"[99]\tvalid_0's poisson: -102.15\n",
"[100]\tvalid_0's poisson: -102.213\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5336\n",
"[2]\tvalid_0's poisson: -87.8799\n",
"[3]\tvalid_0's poisson: -88.2155\n",
"[4]\tvalid_0's poisson: -88.5411\n",
"[5]\tvalid_0's poisson: -88.8573\n",
"[6]\tvalid_0's poisson: -89.1624\n",
"[7]\tvalid_0's poisson: -89.4616\n",
"[8]\tvalid_0's poisson: -89.7509\n",
"[9]\tvalid_0's poisson: -90.0325\n",
"[10]\tvalid_0's poisson: -90.3066\n",
"[11]\tvalid_0's poisson: -90.5735\n",
"[12]\tvalid_0's poisson: -90.8339\n",
"[13]\tvalid_0's poisson: -91.089\n",
"[14]\tvalid_0's poisson: -91.3377\n",
"[15]\tvalid_0's poisson: -91.5823\n",
"[16]\tvalid_0's poisson: -91.8204\n",
"[17]\tvalid_0's poisson: -92.054\n",
"[18]\tvalid_0's poisson: -92.2822\n",
"[19]\tvalid_0's poisson: -92.5059\n",
"[20]\tvalid_0's poisson: -92.7244\n",
"[21]\tvalid_0's poisson: -92.9388\n",
"[22]\tvalid_0's poisson: -93.1486\n",
"[23]\tvalid_0's poisson: -93.3539\n",
"[24]\tvalid_0's poisson: -93.5553\n",
"[25]\tvalid_0's poisson: -93.7536\n",
"[26]\tvalid_0's poisson: -93.9471\n",
"[27]\tvalid_0's poisson: -94.137\n",
"[28]\tvalid_0's poisson: -94.3241\n",
"[29]\tvalid_0's poisson: -94.5066\n",
"[30]\tvalid_0's poisson: -94.6858\n",
"[31]\tvalid_0's poisson: -94.8611\n",
"[32]\tvalid_0's poisson: -95.0338\n",
"[33]\tvalid_0's poisson: -95.2045\n",
"[34]\tvalid_0's poisson: -95.3715\n",
"[35]\tvalid_0's poisson: -95.536\n",
"[36]\tvalid_0's poisson: -95.6982\n",
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"[61]\tvalid_0's poisson: -98.9887\n",
"[62]\tvalid_0's poisson: -99.0952\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -99.2043\n",
"[64]\tvalid_0's poisson: -99.3081\n",
"[65]\tvalid_0's poisson: -99.4111\n",
"[66]\tvalid_0's poisson: -99.5132\n",
"[67]\tvalid_0's poisson: -99.6128\n",
"[68]\tvalid_0's poisson: -99.7141\n",
"[69]\tvalid_0's poisson: -99.8107\n",
"[70]\tvalid_0's poisson: -99.9082\n",
"[71]\tvalid_0's poisson: -100.005\n",
"[72]\tvalid_0's poisson: -100.099\n",
"[73]\tvalid_0's poisson: -100.19\n",
"[74]\tvalid_0's poisson: -100.281\n",
"[75]\tvalid_0's poisson: -100.37\n",
"[76]\tvalid_0's poisson: -100.459\n",
"[77]\tvalid_0's poisson: -100.546\n",
"[78]\tvalid_0's poisson: -100.633\n",
"[79]\tvalid_0's poisson: -100.718\n",
"[80]\tvalid_0's poisson: -100.801\n",
"[81]\tvalid_0's poisson: -100.882\n",
"[82]\tvalid_0's poisson: -100.963\n",
"[83]\tvalid_0's poisson: -101.042\n",
"[84]\tvalid_0's poisson: -101.126\n",
"[85]\tvalid_0's poisson: -101.202\n",
"[86]\tvalid_0's poisson: -101.278\n",
"[87]\tvalid_0's poisson: -101.354\n",
"[88]\tvalid_0's poisson: -101.428\n",
"[89]\tvalid_0's poisson: -101.501\n",
"[90]\tvalid_0's poisson: -101.574\n",
"[91]\tvalid_0's poisson: -101.645\n",
"[92]\tvalid_0's poisson: -101.719\n",
"[93]\tvalid_0's poisson: -101.788\n",
"[94]\tvalid_0's poisson: -101.857\n",
"[95]\tvalid_0's poisson: -101.927\n",
"[96]\tvalid_0's poisson: -101.994\n",
"[97]\tvalid_0's poisson: -102.061\n",
"[98]\tvalid_0's poisson: -102.128\n",
"[99]\tvalid_0's poisson: -102.193\n",
"[100]\tvalid_0's poisson: -102.258\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5142\n",
"[2]\tvalid_0's poisson: -87.854\n",
"[3]\tvalid_0's poisson: -88.1835\n",
"[4]\tvalid_0's poisson: -88.5031\n",
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"[6]\tvalid_0's poisson: -89.1155\n",
"[7]\tvalid_0's poisson: -89.4075\n",
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"[9]\tvalid_0's poisson: -89.9727\n",
"[10]\tvalid_0's poisson: -90.2442\n",
"[11]\tvalid_0's poisson: -90.5097\n",
"[12]\tvalid_0's poisson: -90.7682\n",
"[13]\tvalid_0's poisson: -91.0193\n",
"[14]\tvalid_0's poisson: -91.2662\n",
"[15]\tvalid_0's poisson: -91.5075\n",
"[16]\tvalid_0's poisson: -91.7432\n",
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"[19]\tvalid_0's poisson: -92.4224\n",
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"[21]\tvalid_0's poisson: -92.8507\n",
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"[74]\tvalid_0's poisson: -100.169\n",
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"[77]\tvalid_0's poisson: -100.433\n",
"[78]\tvalid_0's poisson: -100.523\n",
"[79]\tvalid_0's poisson: -100.609\n",
"[80]\tvalid_0's poisson: -100.692\n",
"[81]\tvalid_0's poisson: -100.778\n",
"[82]\tvalid_0's poisson: -100.859\n",
"[83]\tvalid_0's poisson: -100.94\n",
"[84]\tvalid_0's poisson: -101.022\n",
"[85]\tvalid_0's poisson: -101.101\n",
"[86]\tvalid_0's poisson: -101.179\n",
"[87]\tvalid_0's poisson: -101.255\n",
"[88]\tvalid_0's poisson: -101.333\n",
"[89]\tvalid_0's poisson: -101.408\n",
"[90]\tvalid_0's poisson: -101.482\n",
"[91]\tvalid_0's poisson: -101.554\n",
"[92]\tvalid_0's poisson: -101.627\n",
"[93]\tvalid_0's poisson: -101.699\n",
"[94]\tvalid_0's poisson: -101.769\n",
"[95]\tvalid_0's poisson: -101.838\n",
"[96]\tvalid_0's poisson: -101.908\n",
"[97]\tvalid_0's poisson: -101.975\n",
"[98]\tvalid_0's poisson: -102.041\n",
"[99]\tvalid_0's poisson: -102.109\n",
"[100]\tvalid_0's poisson: -102.174\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5386\n",
"[2]\tvalid_0's poisson: -87.892\n",
"[3]\tvalid_0's poisson: -88.2344\n",
"[4]\tvalid_0's poisson: -88.567\n",
"[5]\tvalid_0's poisson: -88.8896\n",
"[6]\tvalid_0's poisson: -89.203\n",
"[7]\tvalid_0's poisson: -89.508\n",
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"[9]\tvalid_0's poisson: -90.0933\n",
"[10]\tvalid_0's poisson: -90.374\n",
"[11]\tvalid_0's poisson: -90.6478\n",
"[12]\tvalid_0's poisson: -90.9174\n",
"[13]\tvalid_0's poisson: -91.177\n",
"[14]\tvalid_0's poisson: -91.4322\n",
"[15]\tvalid_0's poisson: -91.6832\n",
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"[17]\tvalid_0's poisson: -92.1634\n",
"[18]\tvalid_0's poisson: -92.3988\n",
"[19]\tvalid_0's poisson: -92.6246\n",
"[20]\tvalid_0's poisson: -92.8489\n",
"[21]\tvalid_0's poisson: -93.067\n",
"[22]\tvalid_0's poisson: -93.2795\n",
"[23]\tvalid_0's poisson: -93.4897\n",
"[24]\tvalid_0's poisson: -93.694\n",
"[25]\tvalid_0's poisson: -93.8943\n",
"[26]\tvalid_0's poisson: -94.0903\n",
"[27]\tvalid_0's poisson: -94.2824\n",
"[28]\tvalid_0's poisson: -94.4712\n",
"[29]\tvalid_0's poisson: -94.6574\n",
"[30]\tvalid_0's poisson: -94.842\n",
"[31]\tvalid_0's poisson: -95.0202\n",
"[32]\tvalid_0's poisson: -95.1985\n",
"[33]\tvalid_0's poisson: -95.3739\n",
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"[35]\tvalid_0's poisson: -95.7141\n",
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"[60]\tvalid_0's poisson: -99.1301\n",
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"[64]\tvalid_0's poisson: -99.5625\n",
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"[66]\tvalid_0's poisson: -99.7709\n",
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"[70]\tvalid_0's poisson: -100.171\n",
"[71]\tvalid_0's poisson: -100.267\n",
"[72]\tvalid_0's poisson: -100.362\n",
"[73]\tvalid_0's poisson: -100.456\n",
"[74]\tvalid_0's poisson: -100.546\n",
"[75]\tvalid_0's poisson: -100.636\n",
"[76]\tvalid_0's poisson: -100.724\n",
"[77]\tvalid_0's poisson: -100.812\n",
"[78]\tvalid_0's poisson: -100.899\n",
"[79]\tvalid_0's poisson: -100.985\n",
"[80]\tvalid_0's poisson: -101.073\n",
"[81]\tvalid_0's poisson: -101.157\n",
"[82]\tvalid_0's poisson: -101.239\n",
"[83]\tvalid_0's poisson: -101.32\n",
"[84]\tvalid_0's poisson: -101.401\n",
"[85]\tvalid_0's poisson: -101.48\n",
"[86]\tvalid_0's poisson: -101.558\n",
"[87]\tvalid_0's poisson: -101.635\n",
"[88]\tvalid_0's poisson: -101.712\n",
"[89]\tvalid_0's poisson: -101.788\n",
"[90]\tvalid_0's poisson: -101.862\n",
"[91]\tvalid_0's poisson: -101.936\n",
"[92]\tvalid_0's poisson: -102.012\n",
"[93]\tvalid_0's poisson: -102.084\n",
"[94]\tvalid_0's poisson: -102.155\n",
"[95]\tvalid_0's poisson: -102.226\n",
"[96]\tvalid_0's poisson: -102.299\n",
"[97]\tvalid_0's poisson: -102.368\n",
"[98]\tvalid_0's poisson: -102.435\n",
"[99]\tvalid_0's poisson: -102.505\n",
"[100]\tvalid_0's poisson: -102.572\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5406\n",
"[2]\tvalid_0's poisson: -87.9011\n",
"[3]\tvalid_0's poisson: -88.2489\n",
"[4]\tvalid_0's poisson: -88.5857\n",
"[5]\tvalid_0's poisson: -88.9092\n",
"[6]\tvalid_0's poisson: -89.2235\n",
"[7]\tvalid_0's poisson: -89.5341\n",
"[8]\tvalid_0's poisson: -89.8361\n",
"[9]\tvalid_0's poisson: -90.1261\n",
"[10]\tvalid_0's poisson: -90.4122\n",
"[11]\tvalid_0's poisson: -90.689\n",
"[12]\tvalid_0's poisson: -90.9588\n",
"[13]\tvalid_0's poisson: -91.2224\n",
"[14]\tvalid_0's poisson: -91.4795\n",
"[15]\tvalid_0's poisson: -91.7282\n",
"[16]\tvalid_0's poisson: -91.9758\n",
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"[18]\tvalid_0's poisson: -92.4478\n",
"[19]\tvalid_0's poisson: -92.6777\n",
"[20]\tvalid_0's poisson: -92.9036\n",
"[21]\tvalid_0's poisson: -93.1218\n",
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"[27]\tvalid_0's poisson: -94.3476\n",
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"[80]\tvalid_0's poisson: -101.128\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -101.211\n",
"[82]\tvalid_0's poisson: -101.293\n",
"[83]\tvalid_0's poisson: -101.374\n",
"[84]\tvalid_0's poisson: -101.454\n",
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"[98]\tvalid_0's poisson: -102.472\n",
"[99]\tvalid_0's poisson: -102.538\n",
"[100]\tvalid_0's poisson: -102.605\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.5398\n",
"[2]\tvalid_0's poisson: -87.8996\n",
"[3]\tvalid_0's poisson: -88.2475\n",
"[4]\tvalid_0's poisson: -88.5832\n",
"[5]\tvalid_0's poisson: -88.9098\n",
"[6]\tvalid_0's poisson: -89.2277\n",
"[7]\tvalid_0's poisson: -89.5365\n",
"[8]\tvalid_0's poisson: -89.8364\n",
"[9]\tvalid_0's poisson: -90.129\n",
"[10]\tvalid_0's poisson: -90.4143\n",
"[11]\tvalid_0's poisson: -90.6906\n",
"[12]\tvalid_0's poisson: -90.9608\n",
"[13]\tvalid_0's poisson: -91.2236\n",
"[14]\tvalid_0's poisson: -91.48\n",
"[15]\tvalid_0's poisson: -91.7323\n",
"[16]\tvalid_0's poisson: -91.9754\n",
"[17]\tvalid_0's poisson: -92.214\n",
"[18]\tvalid_0's poisson: -92.4456\n",
"[19]\tvalid_0's poisson: -92.6745\n",
"[20]\tvalid_0's poisson: -92.8964\n",
"[21]\tvalid_0's poisson: -93.1138\n",
"[22]\tvalid_0's poisson: -93.3299\n",
"[23]\tvalid_0's poisson: -93.54\n",
"[24]\tvalid_0's poisson: -93.7445\n",
"[25]\tvalid_0's poisson: -93.9442\n",
"[26]\tvalid_0's poisson: -94.1421\n",
"[27]\tvalid_0's poisson: -94.3373\n",
"[28]\tvalid_0's poisson: -94.5275\n",
"[29]\tvalid_0's poisson: -94.7144\n",
"[30]\tvalid_0's poisson: -94.9001\n",
"[31]\tvalid_0's poisson: -95.083\n",
"[32]\tvalid_0's poisson: -95.2612\n",
"[33]\tvalid_0's poisson: -95.4346\n",
"[34]\tvalid_0's poisson: -95.6061\n",
"[35]\tvalid_0's poisson: -95.7757\n",
"[36]\tvalid_0's poisson: -95.9417\n",
"[37]\tvalid_0's poisson: -96.1066\n",
"[38]\tvalid_0's poisson: -96.2669\n",
"[39]\tvalid_0's poisson: -96.4249\n",
"[40]\tvalid_0's poisson: -96.5803\n",
"[41]\tvalid_0's poisson: -96.7308\n",
"[42]\tvalid_0's poisson: -96.881\n",
"[43]\tvalid_0's poisson: -97.0284\n",
"[44]\tvalid_0's poisson: -97.1717\n",
"[45]\tvalid_0's poisson: -97.3154\n",
"[46]\tvalid_0's poisson: -97.4554\n",
"[47]\tvalid_0's poisson: -97.5938\n",
"[48]\tvalid_0's poisson: -97.7275\n",
"[49]\tvalid_0's poisson: -97.8614\n",
"[50]\tvalid_0's poisson: -97.9928\n",
"[51]\tvalid_0's poisson: -98.1211\n",
"[52]\tvalid_0's poisson: -98.2469\n",
"[53]\tvalid_0's poisson: -98.3728\n",
"[54]\tvalid_0's poisson: -98.4965\n",
"[55]\tvalid_0's poisson: -98.6188\n",
"[56]\tvalid_0's poisson: -98.7397\n",
"[57]\tvalid_0's poisson: -98.8577\n",
"[58]\tvalid_0's poisson: -98.9746\n",
"[59]\tvalid_0's poisson: -99.0898\n",
"[60]\tvalid_0's poisson: -99.2027\n",
"[61]\tvalid_0's poisson: -99.3146\n",
"[62]\tvalid_0's poisson: -99.4259\n",
"[63]\tvalid_0's poisson: -99.5327\n",
"[64]\tvalid_0's poisson: -99.6397\n",
"[65]\tvalid_0's poisson: -99.7442\n",
"[66]\tvalid_0's poisson: -99.848\n",
"[67]\tvalid_0's poisson: -99.9495\n",
"[68]\tvalid_0's poisson: -100.049\n",
"[69]\tvalid_0's poisson: -100.147\n",
"[70]\tvalid_0's poisson: -100.244\n",
"[71]\tvalid_0's poisson: -100.339\n",
"[72]\tvalid_0's poisson: -100.434\n",
"[73]\tvalid_0's poisson: -100.526\n",
"[74]\tvalid_0's poisson: -100.618\n",
"[75]\tvalid_0's poisson: -100.708\n",
"[76]\tvalid_0's poisson: -100.797\n",
"[77]\tvalid_0's poisson: -100.885\n",
"[78]\tvalid_0's poisson: -100.972\n",
"[79]\tvalid_0's poisson: -101.058\n",
"[80]\tvalid_0's poisson: -101.143\n",
"[81]\tvalid_0's poisson: -101.226\n",
"[82]\tvalid_0's poisson: -101.309\n",
"[83]\tvalid_0's poisson: -101.391\n",
"[84]\tvalid_0's poisson: -101.472\n",
"[85]\tvalid_0's poisson: -101.552\n",
"[86]\tvalid_0's poisson: -101.63\n",
"[87]\tvalid_0's poisson: -101.708\n",
"[88]\tvalid_0's poisson: -101.784\n",
"[89]\tvalid_0's poisson: -101.86\n",
"[90]\tvalid_0's poisson: -101.934\n",
"[91]\tvalid_0's poisson: -102.008\n",
"[92]\tvalid_0's poisson: -102.08\n",
"[93]\tvalid_0's poisson: -102.152\n",
"[94]\tvalid_0's poisson: -102.222\n",
"[95]\tvalid_0's poisson: -102.295\n",
"[96]\tvalid_0's poisson: -102.364\n",
"[97]\tvalid_0's poisson: -102.433\n",
"[98]\tvalid_0's poisson: -102.5\n",
"[99]\tvalid_0's poisson: -102.569\n",
"[100]\tvalid_0's poisson: -102.634\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.549\n",
"[2]\tvalid_0's poisson: -87.9099\n",
"[3]\tvalid_0's poisson: -88.2594\n",
"[4]\tvalid_0's poisson: -88.5977\n",
"[5]\tvalid_0's poisson: -88.9264\n",
"[6]\tvalid_0's poisson: -89.2453\n",
"[7]\tvalid_0's poisson: -89.5553\n",
"[8]\tvalid_0's poisson: -89.8538\n",
"[9]\tvalid_0's poisson: -90.1471\n",
"[10]\tvalid_0's poisson: -90.4317\n",
"[11]\tvalid_0's poisson: -90.7101\n",
"[12]\tvalid_0's poisson: -90.9804\n",
"[13]\tvalid_0's poisson: -91.2442\n",
"[14]\tvalid_0's poisson: -91.5013\n",
"[15]\tvalid_0's poisson: -91.7523\n",
"[16]\tvalid_0's poisson: -91.996\n",
"[17]\tvalid_0's poisson: -92.2354\n",
"[18]\tvalid_0's poisson: -92.4698\n",
"[19]\tvalid_0's poisson: -92.6983\n",
"[20]\tvalid_0's poisson: -92.9218\n",
"[21]\tvalid_0's poisson: -93.1395\n",
"[22]\tvalid_0's poisson: -93.3534\n",
"[23]\tvalid_0's poisson: -93.5637\n",
"[24]\tvalid_0's poisson: -93.7698\n",
"[25]\tvalid_0's poisson: -93.9709\n",
"[26]\tvalid_0's poisson: -94.1692\n",
"[27]\tvalid_0's poisson: -94.3644\n",
"[28]\tvalid_0's poisson: -94.5558\n",
"[29]\tvalid_0's poisson: -94.7429\n",
"[30]\tvalid_0's poisson: -94.9265\n",
"[31]\tvalid_0's poisson: -95.1054\n",
"[32]\tvalid_0's poisson: -95.2822\n",
"[33]\tvalid_0's poisson: -95.4556\n",
"[34]\tvalid_0's poisson: -95.6244\n",
"[35]\tvalid_0's poisson: -95.7913\n",
"[36]\tvalid_0's poisson: -95.9569\n",
"[37]\tvalid_0's poisson: -96.1207\n",
"[38]\tvalid_0's poisson: -96.2795\n",
"[39]\tvalid_0's poisson: -96.4373\n",
"[40]\tvalid_0's poisson: -96.5914\n",
"[41]\tvalid_0's poisson: -96.7439\n",
"[42]\tvalid_0's poisson: -96.8941\n",
"[43]\tvalid_0's poisson: -97.0394\n",
"[44]\tvalid_0's poisson: -97.183\n",
"[45]\tvalid_0's poisson: -97.3259\n",
"[46]\tvalid_0's poisson: -97.4665\n",
"[47]\tvalid_0's poisson: -97.6041\n",
"[48]\tvalid_0's poisson: -97.7401\n",
"[49]\tvalid_0's poisson: -97.8745\n",
"[50]\tvalid_0's poisson: -98.0062\n",
"[51]\tvalid_0's poisson: -98.1365\n",
"[52]\tvalid_0's poisson: -98.2636\n",
"[53]\tvalid_0's poisson: -98.3892\n",
"[54]\tvalid_0's poisson: -98.5131\n",
"[55]\tvalid_0's poisson: -98.6347\n",
"[56]\tvalid_0's poisson: -98.7546\n",
"[57]\tvalid_0's poisson: -98.8729\n",
"[58]\tvalid_0's poisson: -98.9884\n",
"[59]\tvalid_0's poisson: -99.1028\n",
"[60]\tvalid_0's poisson: -99.2152\n",
"[61]\tvalid_0's poisson: -99.3258\n",
"[62]\tvalid_0's poisson: -99.4355\n",
"[63]\tvalid_0's poisson: -99.543\n",
"[64]\tvalid_0's poisson: -99.65\n",
"[65]\tvalid_0's poisson: -99.7553\n",
"[66]\tvalid_0's poisson: -99.8584\n",
"[67]\tvalid_0's poisson: -99.9603\n",
"[68]\tvalid_0's poisson: -100.06\n",
"[69]\tvalid_0's poisson: -100.158\n",
"[70]\tvalid_0's poisson: -100.256\n",
"[71]\tvalid_0's poisson: -100.352\n",
"[72]\tvalid_0's poisson: -100.447\n",
"[73]\tvalid_0's poisson: -100.541\n",
"[74]\tvalid_0's poisson: -100.634\n",
"[75]\tvalid_0's poisson: -100.725\n",
"[76]\tvalid_0's poisson: -100.815\n",
"[77]\tvalid_0's poisson: -100.904\n",
"[78]\tvalid_0's poisson: -100.992\n",
"[79]\tvalid_0's poisson: -101.077\n",
"[80]\tvalid_0's poisson: -101.161\n",
"[81]\tvalid_0's poisson: -101.245\n",
"[82]\tvalid_0's poisson: -101.327\n",
"[83]\tvalid_0's poisson: -101.408\n",
"[84]\tvalid_0's poisson: -101.489\n",
"[85]\tvalid_0's poisson: -101.568\n",
"[86]\tvalid_0's poisson: -101.647\n",
"[87]\tvalid_0's poisson: -101.724\n",
"[88]\tvalid_0's poisson: -101.8\n",
"[89]\tvalid_0's poisson: -101.874\n",
"[90]\tvalid_0's poisson: -101.949\n",
"[91]\tvalid_0's poisson: -102.022\n",
"[92]\tvalid_0's poisson: -102.094\n",
"[93]\tvalid_0's poisson: -102.165\n",
"[94]\tvalid_0's poisson: -102.237\n",
"[95]\tvalid_0's poisson: -102.307\n",
"[96]\tvalid_0's poisson: -102.376\n",
"[97]\tvalid_0's poisson: -102.445\n",
"[98]\tvalid_0's poisson: -102.511\n",
"[99]\tvalid_0's poisson: -102.578\n",
"[100]\tvalid_0's poisson: -102.643\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.531\n",
"[2]\tvalid_0's poisson: -87.8867\n",
"[3]\tvalid_0's poisson: -88.2313\n",
"[4]\tvalid_0's poisson: -88.5653\n",
"[5]\tvalid_0's poisson: -88.8885\n",
"[6]\tvalid_0's poisson: -89.2035\n",
"[7]\tvalid_0's poisson: -89.5087\n",
"[8]\tvalid_0's poisson: -89.8069\n",
"[9]\tvalid_0's poisson: -90.0957\n",
"[10]\tvalid_0's poisson: -90.3742\n",
"[11]\tvalid_0's poisson: -90.6492\n",
"[12]\tvalid_0's poisson: -90.9179\n",
"[13]\tvalid_0's poisson: -91.1782\n",
"[14]\tvalid_0's poisson: -91.4311\n",
"[15]\tvalid_0's poisson: -91.6797\n",
"[16]\tvalid_0's poisson: -91.9259\n",
"[17]\tvalid_0's poisson: -92.1639\n",
"[18]\tvalid_0's poisson: -92.3978\n",
"[19]\tvalid_0's poisson: -92.6282\n",
"[20]\tvalid_0's poisson: -92.8515\n",
"[21]\tvalid_0's poisson: -93.0692\n",
"[22]\tvalid_0's poisson: -93.2825\n",
"[23]\tvalid_0's poisson: -93.4934\n",
"[24]\tvalid_0's poisson: -93.6991\n",
"[25]\tvalid_0's poisson: -93.8999\n",
"[26]\tvalid_0's poisson: -94.098\n",
"[27]\tvalid_0's poisson: -94.2937\n",
"[28]\tvalid_0's poisson: -94.4842\n",
"[29]\tvalid_0's poisson: -94.6706\n",
"[30]\tvalid_0's poisson: -94.8539\n",
"[31]\tvalid_0's poisson: -95.0343\n",
"[32]\tvalid_0's poisson: -95.2107\n",
"[33]\tvalid_0's poisson: -95.3857\n",
"[34]\tvalid_0's poisson: -95.5562\n",
"[35]\tvalid_0's poisson: -95.7248\n",
"[36]\tvalid_0's poisson: -95.8899\n",
"[37]\tvalid_0's poisson: -96.052\n",
"[38]\tvalid_0's poisson: -96.211\n",
"[39]\tvalid_0's poisson: -96.3685\n",
"[40]\tvalid_0's poisson: -96.5226\n",
"[41]\tvalid_0's poisson: -96.6739\n",
"[42]\tvalid_0's poisson: -96.8227\n",
"[43]\tvalid_0's poisson: -96.9703\n",
"[44]\tvalid_0's poisson: -97.114\n",
"[45]\tvalid_0's poisson: -97.257\n",
"[46]\tvalid_0's poisson: -97.3971\n",
"[47]\tvalid_0's poisson: -97.5342\n",
"[48]\tvalid_0's poisson: -97.6706\n",
"[49]\tvalid_0's poisson: -97.8039\n",
"[50]\tvalid_0's poisson: -97.9351\n",
"[51]\tvalid_0's poisson: -98.0649\n",
"[52]\tvalid_0's poisson: -98.191\n",
"[53]\tvalid_0's poisson: -98.3173\n",
"[54]\tvalid_0's poisson: -98.4405\n",
"[55]\tvalid_0's poisson: -98.5622\n",
"[56]\tvalid_0's poisson: -98.6831\n",
"[57]\tvalid_0's poisson: -98.801\n",
"[58]\tvalid_0's poisson: -98.919\n",
"[59]\tvalid_0's poisson: -99.0345\n",
"[60]\tvalid_0's poisson: -99.1476\n",
"[61]\tvalid_0's poisson: -99.2601\n",
"[62]\tvalid_0's poisson: -99.3692\n",
"[63]\tvalid_0's poisson: -99.4781\n",
"[64]\tvalid_0's poisson: -99.5844\n",
"[65]\tvalid_0's poisson: -99.6885\n",
"[66]\tvalid_0's poisson: -99.7913\n",
"[67]\tvalid_0's poisson: -99.894\n",
"[68]\tvalid_0's poisson: -99.9952\n",
"[69]\tvalid_0's poisson: -100.093\n",
"[70]\tvalid_0's poisson: -100.191\n",
"[71]\tvalid_0's poisson: -100.288\n",
"[72]\tvalid_0's poisson: -100.382\n",
"[73]\tvalid_0's poisson: -100.476\n",
"[74]\tvalid_0's poisson: -100.568\n",
"[75]\tvalid_0's poisson: -100.659\n",
"[76]\tvalid_0's poisson: -100.748\n",
"[77]\tvalid_0's poisson: -100.837\n",
"[78]\tvalid_0's poisson: -100.926\n",
"[79]\tvalid_0's poisson: -101.011\n",
"[80]\tvalid_0's poisson: -101.096\n",
"[81]\tvalid_0's poisson: -101.18\n",
"[82]\tvalid_0's poisson: -101.263\n",
"[83]\tvalid_0's poisson: -101.346\n",
"[84]\tvalid_0's poisson: -101.428\n",
"[85]\tvalid_0's poisson: -101.509\n",
"[86]\tvalid_0's poisson: -101.589\n",
"[87]\tvalid_0's poisson: -101.666\n",
"[88]\tvalid_0's poisson: -101.742\n",
"[89]\tvalid_0's poisson: -101.818\n",
"[90]\tvalid_0's poisson: -101.893\n",
"[91]\tvalid_0's poisson: -101.966\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[92]\tvalid_0's poisson: -102.039\n",
"[93]\tvalid_0's poisson: -102.113\n",
"[94]\tvalid_0's poisson: -102.184\n",
"[95]\tvalid_0's poisson: -102.254\n",
"[96]\tvalid_0's poisson: -102.323\n",
"[97]\tvalid_0's poisson: -102.391\n",
"[98]\tvalid_0's poisson: -102.459\n",
"[99]\tvalid_0's poisson: -102.527\n",
"[100]\tvalid_0's poisson: -102.593\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.015625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.4902\n",
"[2]\tvalid_0's poisson: -87.7974\n",
"[3]\tvalid_0's poisson: -88.0965\n",
"[4]\tvalid_0's poisson: -88.3872\n",
"[5]\tvalid_0's poisson: -88.6699\n",
"[6]\tvalid_0's poisson: -88.9484\n",
"[7]\tvalid_0's poisson: -89.2194\n",
"[8]\tvalid_0's poisson: -89.4859\n",
"[9]\tvalid_0's poisson: -89.7416\n",
"[10]\tvalid_0's poisson: -89.9932\n",
"[11]\tvalid_0's poisson: -90.2403\n",
"[12]\tvalid_0's poisson: -90.4784\n",
"[13]\tvalid_0's poisson: -90.7128\n",
"[14]\tvalid_0's poisson: -90.9432\n",
"[15]\tvalid_0's poisson: -91.1658\n",
"[16]\tvalid_0's poisson: -91.3849\n",
"[17]\tvalid_0's poisson: -91.6007\n",
"[18]\tvalid_0's poisson: -91.8094\n",
"[19]\tvalid_0's poisson: -92.0168\n",
"[20]\tvalid_0's poisson: -92.2186\n",
"[21]\tvalid_0's poisson: -92.4172\n",
"[22]\tvalid_0's poisson: -92.6095\n",
"[23]\tvalid_0's poisson: -92.7987\n",
"[24]\tvalid_0's poisson: -92.9857\n",
"[25]\tvalid_0's poisson: -93.1671\n",
"[26]\tvalid_0's poisson: -93.3454\n",
"[27]\tvalid_0's poisson: -93.5219\n",
"[28]\tvalid_0's poisson: -93.6933\n",
"[29]\tvalid_0's poisson: -93.8632\n",
"[30]\tvalid_0's poisson: -94.0298\n",
"[31]\tvalid_0's poisson: -94.1945\n",
"[32]\tvalid_0's poisson: -94.3638\n",
"[33]\tvalid_0's poisson: -94.5236\n",
"[34]\tvalid_0's poisson: -94.6798\n",
"[35]\tvalid_0's poisson: -94.8401\n",
"[36]\tvalid_0's poisson: -94.9928\n",
"[37]\tvalid_0's poisson: -95.1418\n",
"[38]\tvalid_0's poisson: -95.288\n",
"[39]\tvalid_0's poisson: -95.4386\n",
"[40]\tvalid_0's poisson: -95.5794\n",
"[41]\tvalid_0's poisson: -95.7186\n",
"[42]\tvalid_0's poisson: -95.8621\n",
"[43]\tvalid_0's poisson: -95.9978\n",
"[44]\tvalid_0's poisson: -96.1305\n",
"[45]\tvalid_0's poisson: -96.2677\n",
"[46]\tvalid_0's poisson: -96.397\n",
"[47]\tvalid_0's poisson: -96.5237\n",
"[48]\tvalid_0's poisson: -96.6567\n",
"[49]\tvalid_0's poisson: -96.781\n",
"[50]\tvalid_0's poisson: -96.9041\n",
"[51]\tvalid_0's poisson: -97.0248\n",
"[52]\tvalid_0's poisson: -97.1436\n",
"[53]\tvalid_0's poisson: -97.2668\n",
"[54]\tvalid_0's poisson: -97.3821\n",
"[55]\tvalid_0's poisson: -97.4967\n",
"[56]\tvalid_0's poisson: -97.6079\n",
"[57]\tvalid_0's poisson: -97.7244\n",
"[58]\tvalid_0's poisson: -97.834\n",
"[59]\tvalid_0's poisson: -97.9413\n",
"[60]\tvalid_0's poisson: -98.0537\n",
"[61]\tvalid_0's poisson: -98.159\n",
"[62]\tvalid_0's poisson: -98.2614\n",
"[63]\tvalid_0's poisson: -98.3643\n",
"[64]\tvalid_0's poisson: -98.4688\n",
"[65]\tvalid_0's poisson: -98.5668\n",
"[66]\tvalid_0's poisson: -98.6681\n",
"[67]\tvalid_0's poisson: -98.764\n",
"[68]\tvalid_0's poisson: -98.8604\n",
"[69]\tvalid_0's poisson: -98.9598\n",
"[70]\tvalid_0's poisson: -99.051\n",
"[71]\tvalid_0's poisson: -99.1476\n",
"[72]\tvalid_0's poisson: -99.2369\n",
"[73]\tvalid_0's poisson: -99.3256\n",
"[74]\tvalid_0's poisson: -99.4198\n",
"[75]\tvalid_0's poisson: -99.5076\n",
"[76]\tvalid_0's poisson: -99.5979\n",
"[77]\tvalid_0's poisson: -99.6819\n",
"[78]\tvalid_0's poisson: -99.7714\n",
"[79]\tvalid_0's poisson: -99.8542\n",
"[80]\tvalid_0's poisson: -99.9346\n",
"[81]\tvalid_0's poisson: -100.016\n",
"[82]\tvalid_0's poisson: -100.095\n",
"[83]\tvalid_0's poisson: -100.174\n",
"[84]\tvalid_0's poisson: -100.252\n",
"[85]\tvalid_0's poisson: -100.328\n",
"[86]\tvalid_0's poisson: -100.404\n",
"[87]\tvalid_0's poisson: -100.478\n",
"[88]\tvalid_0's poisson: -100.551\n",
"[89]\tvalid_0's poisson: -100.63\n",
"[90]\tvalid_0's poisson: -100.701\n",
"[91]\tvalid_0's poisson: -100.77\n",
"[92]\tvalid_0's poisson: -100.841\n",
"[93]\tvalid_0's poisson: -100.909\n",
"[94]\tvalid_0's poisson: -100.983\n",
"[95]\tvalid_0's poisson: -101.05\n",
"[96]\tvalid_0's poisson: -101.116\n",
"[97]\tvalid_0's poisson: -101.185\n",
"[98]\tvalid_0's poisson: -101.25\n",
"[99]\tvalid_0's poisson: -101.317\n",
"[100]\tvalid_0's poisson: -101.38\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.4959\n",
"[2]\tvalid_0's poisson: -87.8208\n",
"[3]\tvalid_0's poisson: -88.1266\n",
"[4]\tvalid_0's poisson: -88.4249\n",
"[5]\tvalid_0's poisson: -88.7236\n",
"[6]\tvalid_0's poisson: -89.0069\n",
"[7]\tvalid_0's poisson: -89.2827\n",
"[8]\tvalid_0's poisson: -89.5507\n",
"[9]\tvalid_0's poisson: -89.8105\n",
"[10]\tvalid_0's poisson: -90.0638\n",
"[11]\tvalid_0's poisson: -90.3207\n",
"[12]\tvalid_0's poisson: -90.5638\n",
"[13]\tvalid_0's poisson: -90.8017\n",
"[14]\tvalid_0's poisson: -91.0341\n",
"[15]\tvalid_0's poisson: -91.2601\n",
"[16]\tvalid_0's poisson: -91.4898\n",
"[17]\tvalid_0's poisson: -91.7067\n",
"[18]\tvalid_0's poisson: -91.9191\n",
"[19]\tvalid_0's poisson: -92.1267\n",
"[20]\tvalid_0's poisson: -92.3291\n",
"[21]\tvalid_0's poisson: -92.5273\n",
"[22]\tvalid_0's poisson: -92.7304\n",
"[23]\tvalid_0's poisson: -92.9218\n",
"[24]\tvalid_0's poisson: -93.1091\n",
"[25]\tvalid_0's poisson: -93.292\n",
"[26]\tvalid_0's poisson: -93.4714\n",
"[27]\tvalid_0's poisson: -93.6486\n",
"[28]\tvalid_0's poisson: -93.8298\n",
"[29]\tvalid_0's poisson: -94.0005\n",
"[30]\tvalid_0's poisson: -94.1692\n",
"[31]\tvalid_0's poisson: -94.3407\n",
"[32]\tvalid_0's poisson: -94.5033\n",
"[33]\tvalid_0's poisson: -94.6628\n",
"[34]\tvalid_0's poisson: -94.8197\n",
"[35]\tvalid_0's poisson: -94.9741\n",
"[36]\tvalid_0's poisson: -95.132\n",
"[37]\tvalid_0's poisson: -95.2817\n",
"[38]\tvalid_0's poisson: -95.428\n",
"[39]\tvalid_0's poisson: -95.5728\n",
"[40]\tvalid_0's poisson: -95.7142\n",
"[41]\tvalid_0's poisson: -95.8543\n",
"[42]\tvalid_0's poisson: -95.998\n",
"[43]\tvalid_0's poisson: -96.133\n",
"[44]\tvalid_0's poisson: -96.2662\n",
"[45]\tvalid_0's poisson: -96.3968\n",
"[46]\tvalid_0's poisson: -96.5262\n",
"[47]\tvalid_0's poisson: -96.6591\n",
"[48]\tvalid_0's poisson: -96.7842\n",
"[49]\tvalid_0's poisson: -96.9074\n",
"[50]\tvalid_0's poisson: -97.0286\n",
"[51]\tvalid_0's poisson: -97.1535\n",
"[52]\tvalid_0's poisson: -97.2709\n",
"[53]\tvalid_0's poisson: -97.387\n",
"[54]\tvalid_0's poisson: -97.5019\n",
"[55]\tvalid_0's poisson: -97.6192\n",
"[56]\tvalid_0's poisson: -97.731\n",
"[57]\tvalid_0's poisson: -97.8407\n",
"[58]\tvalid_0's poisson: -97.9527\n",
"[59]\tvalid_0's poisson: -98.0596\n",
"[60]\tvalid_0's poisson: -98.1645\n",
"[61]\tvalid_0's poisson: -98.2711\n",
"[62]\tvalid_0's poisson: -98.3774\n",
"[63]\tvalid_0's poisson: -98.4784\n",
"[64]\tvalid_0's poisson: -98.5775\n",
"[65]\tvalid_0's poisson: -98.6763\n",
"[66]\tvalid_0's poisson: -98.7775\n",
"[67]\tvalid_0's poisson: -98.8726\n",
"[68]\tvalid_0's poisson: -98.9673\n",
"[69]\tvalid_0's poisson: -99.0604\n",
"[70]\tvalid_0's poisson: -99.1576\n",
"[71]\tvalid_0's poisson: -99.248\n",
"[72]\tvalid_0's poisson: -99.3372\n",
"[73]\tvalid_0's poisson: -99.4309\n",
"[74]\tvalid_0's poisson: -99.5184\n",
"[75]\tvalid_0's poisson: -99.6055\n",
"[76]\tvalid_0's poisson: -99.6907\n",
"[77]\tvalid_0's poisson: -99.776\n",
"[78]\tvalid_0's poisson: -99.8589\n",
"[79]\tvalid_0's poisson: -99.941\n",
"[80]\tvalid_0's poisson: -100.023\n",
"[81]\tvalid_0's poisson: -100.103\n",
"[82]\tvalid_0's poisson: -100.182\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.336\n",
"[85]\tvalid_0's poisson: -100.413\n",
"[86]\tvalid_0's poisson: -100.487\n",
"[87]\tvalid_0's poisson: -100.562\n",
"[88]\tvalid_0's poisson: -100.641\n",
"[89]\tvalid_0's poisson: -100.713\n",
"[90]\tvalid_0's poisson: -100.784\n",
"[91]\tvalid_0's poisson: -100.856\n",
"[92]\tvalid_0's poisson: -100.925\n",
"[93]\tvalid_0's poisson: -100.994\n",
"[94]\tvalid_0's poisson: -101.062\n",
"[95]\tvalid_0's poisson: -101.129\n",
"[96]\tvalid_0's poisson: -101.196\n",
"[97]\tvalid_0's poisson: -101.268\n",
"[98]\tvalid_0's poisson: -101.332\n",
"[99]\tvalid_0's poisson: -101.397\n",
"[100]\tvalid_0's poisson: -101.46\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.4939\n",
"[2]\tvalid_0's poisson: -87.8091\n",
"[3]\tvalid_0's poisson: -88.1144\n",
"[4]\tvalid_0's poisson: -88.4126\n",
"[5]\tvalid_0's poisson: -88.7018\n",
"[6]\tvalid_0's poisson: -88.9843\n",
"[7]\tvalid_0's poisson: -89.2592\n",
"[8]\tvalid_0's poisson: -89.5245\n",
"[9]\tvalid_0's poisson: -89.792\n",
"[10]\tvalid_0's poisson: -90.0486\n",
"[11]\tvalid_0's poisson: -90.2979\n",
"[12]\tvalid_0's poisson: -90.5422\n",
"[13]\tvalid_0's poisson: -90.7793\n",
"[14]\tvalid_0's poisson: -91.0115\n",
"[15]\tvalid_0's poisson: -91.2447\n",
"[16]\tvalid_0's poisson: -91.4668\n",
"[17]\tvalid_0's poisson: -91.684\n",
"[18]\tvalid_0's poisson: -91.8948\n",
"[19]\tvalid_0's poisson: -92.1091\n",
"[20]\tvalid_0's poisson: -92.314\n",
"[21]\tvalid_0's poisson: -92.5133\n",
"[22]\tvalid_0's poisson: -92.7088\n",
"[23]\tvalid_0's poisson: -92.8994\n",
"[24]\tvalid_0's poisson: -93.0925\n",
"[25]\tvalid_0's poisson: -93.2767\n",
"[26]\tvalid_0's poisson: -93.4574\n",
"[27]\tvalid_0's poisson: -93.6338\n",
"[28]\tvalid_0's poisson: -93.8129\n",
"[29]\tvalid_0's poisson: -93.9841\n",
"[30]\tvalid_0's poisson: -94.1517\n",
"[31]\tvalid_0's poisson: -94.3159\n",
"[32]\tvalid_0's poisson: -94.4827\n",
"[33]\tvalid_0's poisson: -94.6436\n",
"[34]\tvalid_0's poisson: -94.799\n",
"[35]\tvalid_0's poisson: -94.9529\n",
"[36]\tvalid_0's poisson: -95.1089\n",
"[37]\tvalid_0's poisson: -95.2569\n",
"[38]\tvalid_0's poisson: -95.4048\n",
"[39]\tvalid_0's poisson: -95.5474\n",
"[40]\tvalid_0's poisson: -95.6933\n",
"[41]\tvalid_0's poisson: -95.8336\n",
"[42]\tvalid_0's poisson: -95.9718\n",
"[43]\tvalid_0's poisson: -96.1068\n",
"[44]\tvalid_0's poisson: -96.244\n",
"[45]\tvalid_0's poisson: -96.3732\n",
"[46]\tvalid_0's poisson: -96.5038\n",
"[47]\tvalid_0's poisson: -96.6299\n",
"[48]\tvalid_0's poisson: -96.7604\n",
"[49]\tvalid_0's poisson: -96.8836\n",
"[50]\tvalid_0's poisson: -97.0055\n",
"[51]\tvalid_0's poisson: -97.1298\n",
"[52]\tvalid_0's poisson: -97.2474\n",
"[53]\tvalid_0's poisson: -97.3637\n",
"[54]\tvalid_0's poisson: -97.4827\n",
"[55]\tvalid_0's poisson: -97.5953\n",
"[56]\tvalid_0's poisson: -97.7071\n",
"[57]\tvalid_0's poisson: -97.8213\n",
"[58]\tvalid_0's poisson: -97.932\n",
"[59]\tvalid_0's poisson: -98.0394\n",
"[60]\tvalid_0's poisson: -98.1452\n",
"[61]\tvalid_0's poisson: -98.2527\n",
"[62]\tvalid_0's poisson: -98.3554\n",
"[63]\tvalid_0's poisson: -98.4563\n",
"[64]\tvalid_0's poisson: -98.5591\n",
"[65]\tvalid_0's poisson: -98.6597\n",
"[66]\tvalid_0's poisson: -98.7576\n",
"[67]\tvalid_0's poisson: -98.8569\n",
"[68]\tvalid_0's poisson: -98.9513\n",
"[69]\tvalid_0's poisson: -99.0466\n",
"[70]\tvalid_0's poisson: -99.1406\n",
"[71]\tvalid_0's poisson: -99.236\n",
"[72]\tvalid_0's poisson: -99.3261\n",
"[73]\tvalid_0's poisson: -99.419\n",
"[74]\tvalid_0's poisson: -99.5081\n",
"[75]\tvalid_0's poisson: -99.5947\n",
"[76]\tvalid_0's poisson: -99.6837\n",
"[77]\tvalid_0's poisson: -99.7692\n",
"[78]\tvalid_0's poisson: -99.8534\n",
"[79]\tvalid_0's poisson: -99.9349\n",
"[80]\tvalid_0's poisson: -100.02\n",
"[81]\tvalid_0's poisson: -100.101\n",
"[82]\tvalid_0's poisson: -100.181\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.336\n",
"[85]\tvalid_0's poisson: -100.414\n",
"[86]\tvalid_0's poisson: -100.489\n",
"[87]\tvalid_0's poisson: -100.565\n",
"[88]\tvalid_0's poisson: -100.639\n",
"[89]\tvalid_0's poisson: -100.711\n",
"[90]\tvalid_0's poisson: -100.785\n",
"[91]\tvalid_0's poisson: -100.857\n",
"[92]\tvalid_0's poisson: -100.927\n",
"[93]\tvalid_0's poisson: -100.997\n",
"[94]\tvalid_0's poisson: -101.067\n",
"[95]\tvalid_0's poisson: -101.134\n",
"[96]\tvalid_0's poisson: -101.202\n",
"[97]\tvalid_0's poisson: -101.268\n",
"[98]\tvalid_0's poisson: -101.333\n",
"[99]\tvalid_0's poisson: -101.402\n",
"[100]\tvalid_0's poisson: -101.466\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.5015\n",
"[2]\tvalid_0's poisson: -87.8171\n",
"[3]\tvalid_0's poisson: -88.1241\n",
"[4]\tvalid_0's poisson: -88.4241\n",
"[5]\tvalid_0's poisson: -88.7157\n",
"[6]\tvalid_0's poisson: -88.9989\n",
"[7]\tvalid_0's poisson: -89.2752\n",
"[8]\tvalid_0's poisson: -89.5522\n",
"[9]\tvalid_0's poisson: -89.8157\n",
"[10]\tvalid_0's poisson: -90.07\n",
"[11]\tvalid_0's poisson: -90.3198\n",
"[12]\tvalid_0's poisson: -90.5638\n",
"[13]\tvalid_0's poisson: -90.8061\n",
"[14]\tvalid_0's poisson: -91.0376\n",
"[15]\tvalid_0's poisson: -91.2659\n",
"[16]\tvalid_0's poisson: -91.4886\n",
"[17]\tvalid_0's poisson: -91.7143\n",
"[18]\tvalid_0's poisson: -91.9282\n",
"[19]\tvalid_0's poisson: -92.1361\n",
"[20]\tvalid_0's poisson: -92.3389\n",
"[21]\tvalid_0's poisson: -92.5396\n",
"[22]\tvalid_0's poisson: -92.7408\n",
"[23]\tvalid_0's poisson: -92.9312\n",
"[24]\tvalid_0's poisson: -93.1197\n",
"[25]\tvalid_0's poisson: -93.3043\n",
"[26]\tvalid_0's poisson: -93.4909\n",
"[27]\tvalid_0's poisson: -93.6695\n",
"[28]\tvalid_0's poisson: -93.8431\n",
"[29]\tvalid_0's poisson: -94.0195\n",
"[30]\tvalid_0's poisson: -94.1862\n",
"[31]\tvalid_0's poisson: -94.3512\n",
"[32]\tvalid_0's poisson: -94.5141\n",
"[33]\tvalid_0's poisson: -94.6785\n",
"[34]\tvalid_0's poisson: -94.8344\n",
"[35]\tvalid_0's poisson: -94.9883\n",
"[36]\tvalid_0's poisson: -95.1401\n",
"[37]\tvalid_0's poisson: -95.2938\n",
"[38]\tvalid_0's poisson: -95.4416\n",
"[39]\tvalid_0's poisson: -95.5875\n",
"[40]\tvalid_0's poisson: -95.7313\n",
"[41]\tvalid_0's poisson: -95.8752\n",
"[42]\tvalid_0's poisson: -96.0122\n",
"[43]\tvalid_0's poisson: -96.149\n",
"[44]\tvalid_0's poisson: -96.2835\n",
"[45]\tvalid_0's poisson: -96.4184\n",
"[46]\tvalid_0's poisson: -96.5483\n",
"[47]\tvalid_0's poisson: -96.6764\n",
"[48]\tvalid_0's poisson: -96.8073\n",
"[49]\tvalid_0's poisson: -96.9319\n",
"[50]\tvalid_0's poisson: -97.0547\n",
"[51]\tvalid_0's poisson: -97.1798\n",
"[52]\tvalid_0's poisson: -97.2995\n",
"[53]\tvalid_0's poisson: -97.4166\n",
"[54]\tvalid_0's poisson: -97.5327\n",
"[55]\tvalid_0's poisson: -97.6506\n",
"[56]\tvalid_0's poisson: -97.7635\n",
"[57]\tvalid_0's poisson: -97.8744\n",
"[58]\tvalid_0's poisson: -97.984\n",
"[59]\tvalid_0's poisson: -98.0963\n",
"[60]\tvalid_0's poisson: -98.2035\n",
"[61]\tvalid_0's poisson: -98.3086\n",
"[62]\tvalid_0's poisson: -98.4113\n",
"[63]\tvalid_0's poisson: -98.5125\n",
"[64]\tvalid_0's poisson: -98.6158\n",
"[65]\tvalid_0's poisson: -98.716\n",
"[66]\tvalid_0's poisson: -98.8135\n",
"[67]\tvalid_0's poisson: -98.9125\n",
"[68]\tvalid_0's poisson: -99.0071\n",
"[69]\tvalid_0's poisson: -99.1003\n",
"[70]\tvalid_0's poisson: -99.1977\n",
"[71]\tvalid_0's poisson: -99.2888\n",
"[72]\tvalid_0's poisson: -99.3789\n",
"[73]\tvalid_0's poisson: -99.4721\n",
"[74]\tvalid_0's poisson: -99.5605\n",
"[75]\tvalid_0's poisson: -99.6463\n",
"[76]\tvalid_0's poisson: -99.7327\n",
"[77]\tvalid_0's poisson: -99.8214\n",
"[78]\tvalid_0's poisson: -99.905\n",
"[79]\tvalid_0's poisson: -99.9867\n",
"[80]\tvalid_0's poisson: -100.072\n",
"[81]\tvalid_0's poisson: -100.153\n",
"[82]\tvalid_0's poisson: -100.231\n",
"[83]\tvalid_0's poisson: -100.313\n",
"[84]\tvalid_0's poisson: -100.391\n",
"[85]\tvalid_0's poisson: -100.467\n",
"[86]\tvalid_0's poisson: -100.543\n",
"[87]\tvalid_0's poisson: -100.618\n",
"[88]\tvalid_0's poisson: -100.692\n",
"[89]\tvalid_0's poisson: -100.764\n",
"[90]\tvalid_0's poisson: -100.838\n",
"[91]\tvalid_0's poisson: -100.91\n",
"[92]\tvalid_0's poisson: -100.98\n",
"[93]\tvalid_0's poisson: -101.049\n",
"[94]\tvalid_0's poisson: -101.118\n",
"[95]\tvalid_0's poisson: -101.186\n",
"[96]\tvalid_0's poisson: -101.253\n",
"[97]\tvalid_0's poisson: -101.32\n",
"[98]\tvalid_0's poisson: -101.39\n",
"[99]\tvalid_0's poisson: -101.454\n",
"[100]\tvalid_0's poisson: -101.518\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.4847\n",
"[2]\tvalid_0's poisson: -87.7962\n",
"[3]\tvalid_0's poisson: -88.0986\n",
"[4]\tvalid_0's poisson: -88.3925\n",
"[5]\tvalid_0's poisson: -88.6783\n",
"[6]\tvalid_0's poisson: -88.958\n",
"[7]\tvalid_0's poisson: -89.2304\n",
"[8]\tvalid_0's poisson: -89.4963\n",
"[9]\tvalid_0's poisson: -89.7543\n",
"[10]\tvalid_0's poisson: -90.008\n",
"[11]\tvalid_0's poisson: -90.2552\n",
"[12]\tvalid_0's poisson: -90.4944\n",
"[13]\tvalid_0's poisson: -90.7394\n",
"[14]\tvalid_0's poisson: -90.9693\n",
"[15]\tvalid_0's poisson: -91.1948\n",
"[16]\tvalid_0's poisson: -91.4147\n",
"[17]\tvalid_0's poisson: -91.6391\n",
"[18]\tvalid_0's poisson: -91.8504\n",
"[19]\tvalid_0's poisson: -92.0564\n",
"[20]\tvalid_0's poisson: -92.259\n",
"[21]\tvalid_0's poisson: -92.4571\n",
"[22]\tvalid_0's poisson: -92.6597\n",
"[23]\tvalid_0's poisson: -92.8495\n",
"[24]\tvalid_0's poisson: -93.0355\n",
"[25]\tvalid_0's poisson: -93.2179\n",
"[26]\tvalid_0's poisson: -93.405\n",
"[27]\tvalid_0's poisson: -93.5813\n",
"[28]\tvalid_0's poisson: -93.7537\n",
"[29]\tvalid_0's poisson: -93.9308\n",
"[30]\tvalid_0's poisson: -94.0981\n",
"[31]\tvalid_0's poisson: -94.2619\n",
"[32]\tvalid_0's poisson: -94.4225\n",
"[33]\tvalid_0's poisson: -94.5819\n",
"[34]\tvalid_0's poisson: -94.7371\n",
"[35]\tvalid_0's poisson: -94.8969\n",
"[36]\tvalid_0's poisson: -95.0481\n",
"[37]\tvalid_0's poisson: -95.1952\n",
"[38]\tvalid_0's poisson: -95.3405\n",
"[39]\tvalid_0's poisson: -95.483\n",
"[40]\tvalid_0's poisson: -95.6307\n",
"[41]\tvalid_0's poisson: -95.7688\n",
"[42]\tvalid_0's poisson: -95.9051\n",
"[43]\tvalid_0's poisson: -96.0395\n",
"[44]\tvalid_0's poisson: -96.1712\n",
"[45]\tvalid_0's poisson: -96.3068\n",
"[46]\tvalid_0's poisson: -96.4352\n",
"[47]\tvalid_0's poisson: -96.5622\n",
"[48]\tvalid_0's poisson: -96.688\n",
"[49]\tvalid_0's poisson: -96.8166\n",
"[50]\tvalid_0's poisson: -96.9384\n",
"[51]\tvalid_0's poisson: -97.0574\n",
"[52]\tvalid_0's poisson: -97.1757\n",
"[53]\tvalid_0's poisson: -97.2975\n",
"[54]\tvalid_0's poisson: -97.4131\n",
"[55]\tvalid_0's poisson: -97.5267\n",
"[56]\tvalid_0's poisson: -97.6373\n",
"[57]\tvalid_0's poisson: -97.7525\n",
"[58]\tvalid_0's poisson: -97.8621\n",
"[59]\tvalid_0's poisson: -97.9701\n",
"[60]\tvalid_0's poisson: -98.0801\n",
"[61]\tvalid_0's poisson: -98.1849\n",
"[62]\tvalid_0's poisson: -98.2885\n",
"[63]\tvalid_0's poisson: -98.3947\n",
"[64]\tvalid_0's poisson: -98.4952\n",
"[65]\tvalid_0's poisson: -98.5982\n",
"[66]\tvalid_0's poisson: -98.6959\n",
"[67]\tvalid_0's poisson: -98.792\n",
"[68]\tvalid_0's poisson: -98.8906\n",
"[69]\tvalid_0's poisson: -98.9839\n",
"[70]\tvalid_0's poisson: -99.0758\n",
"[71]\tvalid_0's poisson: -99.1706\n",
"[72]\tvalid_0's poisson: -99.2599\n",
"[73]\tvalid_0's poisson: -99.349\n",
"[74]\tvalid_0's poisson: -99.4406\n",
"[75]\tvalid_0's poisson: -99.5274\n",
"[76]\tvalid_0's poisson: -99.6131\n",
"[77]\tvalid_0's poisson: -99.7027\n",
"[78]\tvalid_0's poisson: -99.7869\n",
"[79]\tvalid_0's poisson: -99.8706\n",
"[80]\tvalid_0's poisson: -99.9511\n",
"[81]\tvalid_0's poisson: -100.036\n",
"[82]\tvalid_0's poisson: -100.116\n",
"[83]\tvalid_0's poisson: -100.198\n",
"[84]\tvalid_0's poisson: -100.277\n",
"[85]\tvalid_0's poisson: -100.353\n",
"[86]\tvalid_0's poisson: -100.433\n",
"[87]\tvalid_0's poisson: -100.507\n",
"[88]\tvalid_0's poisson: -100.586\n",
"[89]\tvalid_0's poisson: -100.659\n",
"[90]\tvalid_0's poisson: -100.733\n",
"[91]\tvalid_0's poisson: -100.805\n",
"[92]\tvalid_0's poisson: -100.875\n",
"[93]\tvalid_0's poisson: -100.946\n",
"[94]\tvalid_0's poisson: -101.016\n",
"[95]\tvalid_0's poisson: -101.084\n",
"[96]\tvalid_0's poisson: -101.152\n",
"[97]\tvalid_0's poisson: -101.219\n",
"[98]\tvalid_0's poisson: -101.286\n",
"[99]\tvalid_0's poisson: -101.35\n",
"[100]\tvalid_0's poisson: -101.415\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.32\n",
"[2]\tvalid_0's poisson: -104.58\n",
"[3]\tvalid_0's poisson: -106.398\n",
"[4]\tvalid_0's poisson: -107.366\n",
"[5]\tvalid_0's poisson: -107.929\n",
"[6]\tvalid_0's poisson: -108.291\n",
"[7]\tvalid_0's poisson: -108.444\n",
"[8]\tvalid_0's poisson: -108.521\n",
"[9]\tvalid_0's poisson: -108.657\n",
"[10]\tvalid_0's poisson: -108.823\n",
"[11]\tvalid_0's poisson: -108.849\n",
"[12]\tvalid_0's poisson: -108.91\n",
"[13]\tvalid_0's poisson: -108.96\n",
"[14]\tvalid_0's poisson: -109.026\n",
"[15]\tvalid_0's poisson: -109.059\n",
"[16]\tvalid_0's poisson: -109.118\n",
"[17]\tvalid_0's poisson: -109.153\n",
"[18]\tvalid_0's poisson: -109.183\n",
"[19]\tvalid_0's poisson: -109.222\n",
"[20]\tvalid_0's poisson: -109.227\n",
"[21]\tvalid_0's poisson: -109.25\n",
"[22]\tvalid_0's poisson: -109.29\n",
"[23]\tvalid_0's poisson: -109.312\n",
"[24]\tvalid_0's poisson: -109.318\n",
"[25]\tvalid_0's poisson: -109.33\n",
"[26]\tvalid_0's poisson: -109.311\n",
"[27]\tvalid_0's poisson: -109.338\n",
"[28]\tvalid_0's poisson: -109.365\n",
"[29]\tvalid_0's poisson: -109.369\n",
"[30]\tvalid_0's poisson: -109.364\n",
"[31]\tvalid_0's poisson: -109.38\n",
"[32]\tvalid_0's poisson: -109.384\n",
"[33]\tvalid_0's poisson: -109.387\n",
"[34]\tvalid_0's poisson: -109.385\n",
"[35]\tvalid_0's poisson: -109.396\n",
"[36]\tvalid_0's poisson: -109.411\n",
"[37]\tvalid_0's poisson: -109.427\n",
"[38]\tvalid_0's poisson: -109.428\n",
"[39]\tvalid_0's poisson: -109.425\n",
"[40]\tvalid_0's poisson: -109.435\n",
"[41]\tvalid_0's poisson: -109.44\n",
"[42]\tvalid_0's poisson: -109.449\n",
"[43]\tvalid_0's poisson: -109.448\n",
"[44]\tvalid_0's poisson: -109.447\n",
"[45]\tvalid_0's poisson: -109.451\n",
"[46]\tvalid_0's poisson: -109.449\n",
"[47]\tvalid_0's poisson: -109.443\n",
"[48]\tvalid_0's poisson: -109.443\n",
"[49]\tvalid_0's poisson: -109.447\n",
"[50]\tvalid_0's poisson: -109.448\n",
"[51]\tvalid_0's poisson: -109.449\n",
"[52]\tvalid_0's poisson: -109.447\n",
"[53]\tvalid_0's poisson: -109.444\n",
"[54]\tvalid_0's poisson: -109.445\n",
"[55]\tvalid_0's poisson: -109.443\n",
"[56]\tvalid_0's poisson: -109.441\n",
"[57]\tvalid_0's poisson: -109.444\n",
"[58]\tvalid_0's poisson: -109.455\n",
"[59]\tvalid_0's poisson: -109.454\n",
"[60]\tvalid_0's poisson: -109.457\n",
"[61]\tvalid_0's poisson: -109.46\n",
"[62]\tvalid_0's poisson: -109.462\n",
"[63]\tvalid_0's poisson: -109.462\n",
"[64]\tvalid_0's poisson: -109.461\n",
"[65]\tvalid_0's poisson: -109.453\n",
"[66]\tvalid_0's poisson: -109.45\n",
"[67]\tvalid_0's poisson: -109.456\n",
"[68]\tvalid_0's poisson: -109.454\n",
"[69]\tvalid_0's poisson: -109.454\n",
"[70]\tvalid_0's poisson: -109.445\n",
"[71]\tvalid_0's poisson: -109.445\n",
"[72]\tvalid_0's poisson: -109.446\n",
"[73]\tvalid_0's poisson: -109.442\n",
"[74]\tvalid_0's poisson: -109.447\n",
"[75]\tvalid_0's poisson: -109.451\n",
"[76]\tvalid_0's poisson: -109.45\n",
"[77]\tvalid_0's poisson: -109.454\n",
"[78]\tvalid_0's poisson: -109.461\n",
"[79]\tvalid_0's poisson: -109.459\n",
"[80]\tvalid_0's poisson: -109.45\n",
"[81]\tvalid_0's poisson: -109.457\n",
"[82]\tvalid_0's poisson: -109.453\n",
"[83]\tvalid_0's poisson: -109.461\n",
"[84]\tvalid_0's poisson: -109.467\n",
"[85]\tvalid_0's poisson: -109.471\n",
"[86]\tvalid_0's poisson: -109.474\n",
"[87]\tvalid_0's poisson: -109.475\n",
"[88]\tvalid_0's poisson: -109.469\n",
"[89]\tvalid_0's poisson: -109.472\n",
"[90]\tvalid_0's poisson: -109.473\n",
"[91]\tvalid_0's poisson: -109.464\n",
"[92]\tvalid_0's poisson: -109.458\n",
"[93]\tvalid_0's poisson: -109.457\n",
"[94]\tvalid_0's poisson: -109.459\n",
"[95]\tvalid_0's poisson: -109.461\n",
"[96]\tvalid_0's poisson: -109.462\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -109.465\n",
"[98]\tvalid_0's poisson: -109.461\n",
"[99]\tvalid_0's poisson: -109.46\n",
"[100]\tvalid_0's poisson: -109.46\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -100.425\n",
"[2]\tvalid_0's poisson: -104.117\n",
"[3]\tvalid_0's poisson: -106\n",
"[4]\tvalid_0's poisson: -107.01\n",
"[5]\tvalid_0's poisson: -107.654\n",
"[6]\tvalid_0's poisson: -107.968\n",
"[7]\tvalid_0's poisson: -108.287\n",
"[8]\tvalid_0's poisson: -108.494\n",
"[9]\tvalid_0's poisson: -108.618\n",
"[10]\tvalid_0's poisson: -108.686\n",
"[11]\tvalid_0's poisson: -108.755\n",
"[12]\tvalid_0's poisson: -108.83\n",
"[13]\tvalid_0's poisson: -108.923\n",
"[14]\tvalid_0's poisson: -108.961\n",
"[15]\tvalid_0's poisson: -108.984\n",
"[16]\tvalid_0's poisson: -108.996\n",
"[17]\tvalid_0's poisson: -109.129\n",
"[18]\tvalid_0's poisson: -109.127\n",
"[19]\tvalid_0's poisson: -109.151\n",
"[20]\tvalid_0's poisson: -109.163\n",
"[21]\tvalid_0's poisson: -109.192\n",
"[22]\tvalid_0's poisson: -109.202\n",
"[23]\tvalid_0's poisson: -109.224\n",
"[24]\tvalid_0's poisson: -109.245\n",
"[25]\tvalid_0's poisson: -109.238\n",
"[26]\tvalid_0's poisson: -109.247\n",
"[27]\tvalid_0's poisson: -109.262\n",
"[28]\tvalid_0's poisson: -109.282\n",
"[29]\tvalid_0's poisson: -109.285\n",
"[30]\tvalid_0's poisson: -109.298\n",
"[31]\tvalid_0's poisson: -109.286\n",
"[32]\tvalid_0's poisson: -109.292\n",
"[33]\tvalid_0's poisson: -109.313\n",
"[34]\tvalid_0's poisson: -109.321\n",
"[35]\tvalid_0's poisson: -109.322\n",
"[36]\tvalid_0's poisson: -109.323\n",
"[37]\tvalid_0's poisson: -109.324\n",
"[38]\tvalid_0's poisson: -109.32\n",
"[39]\tvalid_0's poisson: -109.331\n",
"[40]\tvalid_0's poisson: -109.336\n",
"[41]\tvalid_0's poisson: -109.333\n",
"[42]\tvalid_0's poisson: -109.331\n",
"[43]\tvalid_0's poisson: -109.33\n",
"[44]\tvalid_0's poisson: -109.332\n",
"[45]\tvalid_0's poisson: -109.333\n",
"[46]\tvalid_0's poisson: -109.337\n",
"[47]\tvalid_0's poisson: -109.343\n",
"[48]\tvalid_0's poisson: -109.348\n",
"[49]\tvalid_0's poisson: -109.353\n",
"[50]\tvalid_0's poisson: -109.346\n",
"[51]\tvalid_0's poisson: -109.343\n",
"[52]\tvalid_0's poisson: -109.342\n",
"[53]\tvalid_0's poisson: -109.349\n",
"[54]\tvalid_0's poisson: -109.354\n",
"[55]\tvalid_0's poisson: -109.352\n",
"[56]\tvalid_0's poisson: -109.357\n",
"[57]\tvalid_0's poisson: -109.359\n",
"[58]\tvalid_0's poisson: -109.362\n",
"[59]\tvalid_0's poisson: -109.363\n",
"[60]\tvalid_0's poisson: -109.365\n",
"[61]\tvalid_0's poisson: -109.364\n",
"[62]\tvalid_0's poisson: -109.362\n",
"[63]\tvalid_0's poisson: -109.359\n",
"[64]\tvalid_0's poisson: -109.359\n",
"[65]\tvalid_0's poisson: -109.359\n",
"[66]\tvalid_0's poisson: -109.368\n",
"[67]\tvalid_0's poisson: -109.374\n",
"[68]\tvalid_0's poisson: -109.379\n",
"[69]\tvalid_0's poisson: -109.375\n",
"[70]\tvalid_0's poisson: -109.38\n",
"[71]\tvalid_0's poisson: -109.381\n",
"[72]\tvalid_0's poisson: -109.383\n",
"[73]\tvalid_0's poisson: -109.377\n",
"[74]\tvalid_0's poisson: -109.372\n",
"[75]\tvalid_0's poisson: -109.376\n",
"[76]\tvalid_0's poisson: -109.374\n",
"[77]\tvalid_0's poisson: -109.376\n",
"[78]\tvalid_0's poisson: -109.375\n",
"[79]\tvalid_0's poisson: -109.372\n",
"[80]\tvalid_0's poisson: -109.374\n",
"[81]\tvalid_0's poisson: -109.377\n",
"[82]\tvalid_0's poisson: -109.377\n",
"[83]\tvalid_0's poisson: -109.375\n",
"[84]\tvalid_0's poisson: -109.38\n",
"[85]\tvalid_0's poisson: -109.385\n",
"[86]\tvalid_0's poisson: -109.385\n",
"[87]\tvalid_0's poisson: -109.39\n",
"[88]\tvalid_0's poisson: -109.389\n",
"[89]\tvalid_0's poisson: -109.381\n",
"[90]\tvalid_0's poisson: -109.378\n",
"[91]\tvalid_0's poisson: -109.38\n",
"[92]\tvalid_0's poisson: -109.378\n",
"[93]\tvalid_0's poisson: -109.378\n",
"[94]\tvalid_0's poisson: -109.375\n",
"[95]\tvalid_0's poisson: -109.373\n",
"[96]\tvalid_0's poisson: -109.381\n",
"[97]\tvalid_0's poisson: -109.382\n",
"[98]\tvalid_0's poisson: -109.379\n",
"[99]\tvalid_0's poisson: -109.374\n",
"[100]\tvalid_0's poisson: -109.38\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.178\n",
"[2]\tvalid_0's poisson: -104.661\n",
"[3]\tvalid_0's poisson: -106.451\n",
"[4]\tvalid_0's poisson: -107.359\n",
"[5]\tvalid_0's poisson: -107.845\n",
"[6]\tvalid_0's poisson: -108.202\n",
"[7]\tvalid_0's poisson: -108.488\n",
"[8]\tvalid_0's poisson: -108.618\n",
"[9]\tvalid_0's poisson: -108.662\n",
"[10]\tvalid_0's poisson: -108.789\n",
"[11]\tvalid_0's poisson: -108.951\n",
"[12]\tvalid_0's poisson: -109.027\n",
"[13]\tvalid_0's poisson: -109.051\n",
"[14]\tvalid_0's poisson: -109.076\n",
"[15]\tvalid_0's poisson: -109.098\n",
"[16]\tvalid_0's poisson: -109.128\n",
"[17]\tvalid_0's poisson: -109.144\n",
"[18]\tvalid_0's poisson: -109.17\n",
"[19]\tvalid_0's poisson: -109.211\n",
"[20]\tvalid_0's poisson: -109.211\n",
"[21]\tvalid_0's poisson: -109.261\n",
"[22]\tvalid_0's poisson: -109.287\n",
"[23]\tvalid_0's poisson: -109.31\n",
"[24]\tvalid_0's poisson: -109.311\n",
"[25]\tvalid_0's poisson: -109.313\n",
"[26]\tvalid_0's poisson: -109.33\n",
"[27]\tvalid_0's poisson: -109.335\n",
"[28]\tvalid_0's poisson: -109.342\n",
"[29]\tvalid_0's poisson: -109.334\n",
"[30]\tvalid_0's poisson: -109.339\n",
"[31]\tvalid_0's poisson: -109.337\n",
"[32]\tvalid_0's poisson: -109.345\n",
"[33]\tvalid_0's poisson: -109.356\n",
"[34]\tvalid_0's poisson: -109.376\n",
"[35]\tvalid_0's poisson: -109.371\n",
"[36]\tvalid_0's poisson: -109.371\n",
"[37]\tvalid_0's poisson: -109.368\n",
"[38]\tvalid_0's poisson: -109.39\n",
"[39]\tvalid_0's poisson: -109.418\n",
"[40]\tvalid_0's poisson: -109.417\n",
"[41]\tvalid_0's poisson: -109.414\n",
"[42]\tvalid_0's poisson: -109.42\n",
"[43]\tvalid_0's poisson: -109.421\n",
"[44]\tvalid_0's poisson: -109.419\n",
"[45]\tvalid_0's poisson: -109.422\n",
"[46]\tvalid_0's poisson: -109.421\n",
"[47]\tvalid_0's poisson: -109.425\n",
"[48]\tvalid_0's poisson: -109.429\n",
"[49]\tvalid_0's poisson: -109.439\n",
"[50]\tvalid_0's poisson: -109.446\n",
"[51]\tvalid_0's poisson: -109.455\n",
"[52]\tvalid_0's poisson: -109.456\n",
"[53]\tvalid_0's poisson: -109.451\n",
"[54]\tvalid_0's poisson: -109.471\n",
"[55]\tvalid_0's poisson: -109.475\n",
"[56]\tvalid_0's poisson: -109.474\n",
"[57]\tvalid_0's poisson: -109.476\n",
"[58]\tvalid_0's poisson: -109.479\n",
"[59]\tvalid_0's poisson: -109.477\n",
"[60]\tvalid_0's poisson: -109.477\n",
"[61]\tvalid_0's poisson: -109.475\n",
"[62]\tvalid_0's poisson: -109.487\n",
"[63]\tvalid_0's poisson: -109.486\n",
"[64]\tvalid_0's poisson: -109.485\n",
"[65]\tvalid_0's poisson: -109.486\n",
"[66]\tvalid_0's poisson: -109.484\n",
"[67]\tvalid_0's poisson: -109.476\n",
"[68]\tvalid_0's poisson: -109.47\n",
"[69]\tvalid_0's poisson: -109.476\n",
"[70]\tvalid_0's poisson: -109.475\n",
"[71]\tvalid_0's poisson: -109.477\n",
"[72]\tvalid_0's poisson: -109.483\n",
"[73]\tvalid_0's poisson: -109.486\n",
"[74]\tvalid_0's poisson: -109.486\n",
"[75]\tvalid_0's poisson: -109.486\n",
"[76]\tvalid_0's poisson: -109.496\n",
"[77]\tvalid_0's poisson: -109.497\n",
"[78]\tvalid_0's poisson: -109.496\n",
"[79]\tvalid_0's poisson: -109.504\n",
"[80]\tvalid_0's poisson: -109.511\n",
"[81]\tvalid_0's poisson: -109.506\n",
"[82]\tvalid_0's poisson: -109.506\n",
"[83]\tvalid_0's poisson: -109.504\n",
"[84]\tvalid_0's poisson: -109.504\n",
"[85]\tvalid_0's poisson: -109.505\n",
"[86]\tvalid_0's poisson: -109.501\n",
"[87]\tvalid_0's poisson: -109.503\n",
"[88]\tvalid_0's poisson: -109.506\n",
"[89]\tvalid_0's poisson: -109.498\n",
"[90]\tvalid_0's poisson: -109.491\n",
"[91]\tvalid_0's poisson: -109.492\n",
"[92]\tvalid_0's poisson: -109.494\n",
"[93]\tvalid_0's poisson: -109.491\n",
"[94]\tvalid_0's poisson: -109.492\n",
"[95]\tvalid_0's poisson: -109.494\n",
"[96]\tvalid_0's poisson: -109.495\n",
"[97]\tvalid_0's poisson: -109.492\n",
"[98]\tvalid_0's poisson: -109.497\n",
"[99]\tvalid_0's poisson: -109.494\n",
"[100]\tvalid_0's poisson: -109.493\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.207\n",
"[2]\tvalid_0's poisson: -104.678\n",
"[3]\tvalid_0's poisson: -106.42\n",
"[4]\tvalid_0's poisson: -107.337\n",
"[5]\tvalid_0's poisson: -107.846\n",
"[6]\tvalid_0's poisson: -108.18\n",
"[7]\tvalid_0's poisson: -108.389\n",
"[8]\tvalid_0's poisson: -108.578\n",
"[9]\tvalid_0's poisson: -108.695\n",
"[10]\tvalid_0's poisson: -108.775\n",
"[11]\tvalid_0's poisson: -108.902\n",
"[12]\tvalid_0's poisson: -108.968\n",
"[13]\tvalid_0's poisson: -109.069\n",
"[14]\tvalid_0's poisson: -109.095\n",
"[15]\tvalid_0's poisson: -109.132\n",
"[16]\tvalid_0's poisson: -109.156\n",
"[17]\tvalid_0's poisson: -109.209\n",
"[18]\tvalid_0's poisson: -109.221\n",
"[19]\tvalid_0's poisson: -109.231\n",
"[20]\tvalid_0's poisson: -109.268\n",
"[21]\tvalid_0's poisson: -109.295\n",
"[22]\tvalid_0's poisson: -109.312\n",
"[23]\tvalid_0's poisson: -109.317\n",
"[24]\tvalid_0's poisson: -109.347\n",
"[25]\tvalid_0's poisson: -109.361\n",
"[26]\tvalid_0's poisson: -109.375\n",
"[27]\tvalid_0's poisson: -109.398\n",
"[28]\tvalid_0's poisson: -109.389\n",
"[29]\tvalid_0's poisson: -109.387\n",
"[30]\tvalid_0's poisson: -109.393\n",
"[31]\tvalid_0's poisson: -109.405\n",
"[32]\tvalid_0's poisson: -109.398\n",
"[33]\tvalid_0's poisson: -109.401\n",
"[34]\tvalid_0's poisson: -109.4\n",
"[35]\tvalid_0's poisson: -109.4\n",
"[36]\tvalid_0's poisson: -109.417\n",
"[37]\tvalid_0's poisson: -109.413\n",
"[38]\tvalid_0's poisson: -109.421\n",
"[39]\tvalid_0's poisson: -109.424\n",
"[40]\tvalid_0's poisson: -109.432\n",
"[41]\tvalid_0's poisson: -109.429\n",
"[42]\tvalid_0's poisson: -109.431\n",
"[43]\tvalid_0's poisson: -109.426\n",
"[44]\tvalid_0's poisson: -109.436\n",
"[45]\tvalid_0's poisson: -109.43\n",
"[46]\tvalid_0's poisson: -109.433\n",
"[47]\tvalid_0's poisson: -109.434\n",
"[48]\tvalid_0's poisson: -109.432\n",
"[49]\tvalid_0's poisson: -109.431\n",
"[50]\tvalid_0's poisson: -109.43\n",
"[51]\tvalid_0's poisson: -109.436\n",
"[52]\tvalid_0's poisson: -109.442\n",
"[53]\tvalid_0's poisson: -109.446\n",
"[54]\tvalid_0's poisson: -109.445\n",
"[55]\tvalid_0's poisson: -109.45\n",
"[56]\tvalid_0's poisson: -109.456\n",
"[57]\tvalid_0's poisson: -109.462\n",
"[58]\tvalid_0's poisson: -109.462\n",
"[59]\tvalid_0's poisson: -109.464\n",
"[60]\tvalid_0's poisson: -109.465\n",
"[61]\tvalid_0's poisson: -109.463\n",
"[62]\tvalid_0's poisson: -109.467\n",
"[63]\tvalid_0's poisson: -109.467\n",
"[64]\tvalid_0's poisson: -109.473\n",
"[65]\tvalid_0's poisson: -109.475\n",
"[66]\tvalid_0's poisson: -109.475\n",
"[67]\tvalid_0's poisson: -109.466\n",
"[68]\tvalid_0's poisson: -109.464\n",
"[69]\tvalid_0's poisson: -109.464\n",
"[70]\tvalid_0's poisson: -109.462\n",
"[71]\tvalid_0's poisson: -109.463\n",
"[72]\tvalid_0's poisson: -109.47\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -109.468\n",
"[74]\tvalid_0's poisson: -109.458\n",
"[75]\tvalid_0's poisson: -109.456\n",
"[76]\tvalid_0's poisson: -109.456\n",
"[77]\tvalid_0's poisson: -109.446\n",
"[78]\tvalid_0's poisson: -109.451\n",
"[79]\tvalid_0's poisson: -109.446\n",
"[80]\tvalid_0's poisson: -109.448\n",
"[81]\tvalid_0's poisson: -109.452\n",
"[82]\tvalid_0's poisson: -109.449\n",
"[83]\tvalid_0's poisson: -109.446\n",
"[84]\tvalid_0's poisson: -109.447\n",
"[85]\tvalid_0's poisson: -109.447\n",
"[86]\tvalid_0's poisson: -109.444\n",
"[87]\tvalid_0's poisson: -109.447\n",
"[88]\tvalid_0's poisson: -109.442\n",
"[89]\tvalid_0's poisson: -109.448\n",
"[90]\tvalid_0's poisson: -109.454\n",
"[91]\tvalid_0's poisson: -109.459\n",
"[92]\tvalid_0's poisson: -109.452\n",
"[93]\tvalid_0's poisson: -109.454\n",
"[94]\tvalid_0's poisson: -109.465\n",
"[95]\tvalid_0's poisson: -109.465\n",
"[96]\tvalid_0's poisson: -109.463\n",
"[97]\tvalid_0's poisson: -109.468\n",
"[98]\tvalid_0's poisson: -109.473\n",
"[99]\tvalid_0's poisson: -109.479\n",
"[100]\tvalid_0's poisson: -109.478\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -101.258\n",
"[2]\tvalid_0's poisson: -104.765\n",
"[3]\tvalid_0's poisson: -106.535\n",
"[4]\tvalid_0's poisson: -107.424\n",
"[5]\tvalid_0's poisson: -107.944\n",
"[6]\tvalid_0's poisson: -108.35\n",
"[7]\tvalid_0's poisson: -108.509\n",
"[8]\tvalid_0's poisson: -108.632\n",
"[9]\tvalid_0's poisson: -108.701\n",
"[10]\tvalid_0's poisson: -108.914\n",
"[11]\tvalid_0's poisson: -109.066\n",
"[12]\tvalid_0's poisson: -109.119\n",
"[13]\tvalid_0's poisson: -109.121\n",
"[14]\tvalid_0's poisson: -109.127\n",
"[15]\tvalid_0's poisson: -109.175\n",
"[16]\tvalid_0's poisson: -109.211\n",
"[17]\tvalid_0's poisson: -109.245\n",
"[18]\tvalid_0's poisson: -109.258\n",
"[19]\tvalid_0's poisson: -109.278\n",
"[20]\tvalid_0's poisson: -109.314\n",
"[21]\tvalid_0's poisson: -109.312\n",
"[22]\tvalid_0's poisson: -109.329\n",
"[23]\tvalid_0's poisson: -109.367\n",
"[24]\tvalid_0's poisson: -109.367\n",
"[25]\tvalid_0's poisson: -109.409\n",
"[26]\tvalid_0's poisson: -109.424\n",
"[27]\tvalid_0's poisson: -109.432\n",
"[28]\tvalid_0's poisson: -109.441\n",
"[29]\tvalid_0's poisson: -109.445\n",
"[30]\tvalid_0's poisson: -109.448\n",
"[31]\tvalid_0's poisson: -109.445\n",
"[32]\tvalid_0's poisson: -109.442\n",
"[33]\tvalid_0's poisson: -109.44\n",
"[34]\tvalid_0's poisson: -109.438\n",
"[35]\tvalid_0's poisson: -109.449\n",
"[36]\tvalid_0's poisson: -109.464\n",
"[37]\tvalid_0's poisson: -109.468\n",
"[38]\tvalid_0's poisson: -109.478\n",
"[39]\tvalid_0's poisson: -109.478\n",
"[40]\tvalid_0's poisson: -109.485\n",
"[41]\tvalid_0's poisson: -109.49\n",
"[42]\tvalid_0's poisson: -109.507\n",
"[43]\tvalid_0's poisson: -109.508\n",
"[44]\tvalid_0's poisson: -109.509\n",
"[45]\tvalid_0's poisson: -109.506\n",
"[46]\tvalid_0's poisson: -109.517\n",
"[47]\tvalid_0's poisson: -109.519\n",
"[48]\tvalid_0's poisson: -109.521\n",
"[49]\tvalid_0's poisson: -109.548\n",
"[50]\tvalid_0's poisson: -109.554\n",
"[51]\tvalid_0's poisson: -109.557\n",
"[52]\tvalid_0's poisson: -109.563\n",
"[53]\tvalid_0's poisson: -109.561\n",
"[54]\tvalid_0's poisson: -109.559\n",
"[55]\tvalid_0's poisson: -109.551\n",
"[56]\tvalid_0's poisson: -109.554\n",
"[57]\tvalid_0's poisson: -109.56\n",
"[58]\tvalid_0's poisson: -109.556\n",
"[59]\tvalid_0's poisson: -109.555\n",
"[60]\tvalid_0's poisson: -109.554\n",
"[61]\tvalid_0's poisson: -109.552\n",
"[62]\tvalid_0's poisson: -109.549\n",
"[63]\tvalid_0's poisson: -109.549\n",
"[64]\tvalid_0's poisson: -109.545\n",
"[65]\tvalid_0's poisson: -109.544\n",
"[66]\tvalid_0's poisson: -109.545\n",
"[67]\tvalid_0's poisson: -109.548\n",
"[68]\tvalid_0's poisson: -109.542\n",
"[69]\tvalid_0's poisson: -109.549\n",
"[70]\tvalid_0's poisson: -109.544\n",
"[71]\tvalid_0's poisson: -109.548\n",
"[72]\tvalid_0's poisson: -109.554\n",
"[73]\tvalid_0's poisson: -109.556\n",
"[74]\tvalid_0's poisson: -109.558\n",
"[75]\tvalid_0's poisson: -109.564\n",
"[76]\tvalid_0's poisson: -109.559\n",
"[77]\tvalid_0's poisson: -109.557\n",
"[78]\tvalid_0's poisson: -109.559\n",
"[79]\tvalid_0's poisson: -109.554\n",
"[80]\tvalid_0's poisson: -109.547\n",
"[81]\tvalid_0's poisson: -109.542\n",
"[82]\tvalid_0's poisson: -109.542\n",
"[83]\tvalid_0's poisson: -109.541\n",
"[84]\tvalid_0's poisson: -109.54\n",
"[85]\tvalid_0's poisson: -109.542\n",
"[86]\tvalid_0's poisson: -109.545\n",
"[87]\tvalid_0's poisson: -109.544\n",
"[88]\tvalid_0's poisson: -109.538\n",
"[89]\tvalid_0's poisson: -109.54\n",
"[90]\tvalid_0's poisson: -109.539\n",
"[91]\tvalid_0's poisson: -109.543\n",
"[92]\tvalid_0's poisson: -109.541\n",
"[93]\tvalid_0's poisson: -109.542\n",
"[94]\tvalid_0's poisson: -109.544\n",
"[95]\tvalid_0's poisson: -109.54\n",
"[96]\tvalid_0's poisson: -109.541\n",
"[97]\tvalid_0's poisson: -109.539\n",
"[98]\tvalid_0's poisson: -109.535\n",
"[99]\tvalid_0's poisson: -109.532\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.01, learning_rate=1.0, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2652\n",
"[2]\tvalid_0's poisson: -87.3559\n",
"[3]\tvalid_0's poisson: -87.4459\n",
"[4]\tvalid_0's poisson: -87.5352\n",
"[5]\tvalid_0's poisson: -87.6238\n",
"[6]\tvalid_0's poisson: -87.7117\n",
"[7]\tvalid_0's poisson: -87.799\n",
"[8]\tvalid_0's poisson: -87.8855\n",
"[9]\tvalid_0's poisson: -87.9715\n",
"[10]\tvalid_0's poisson: -88.0567\n",
"[11]\tvalid_0's poisson: -88.1413\n",
"[12]\tvalid_0's poisson: -88.2254\n",
"[13]\tvalid_0's poisson: -88.3087\n",
"[14]\tvalid_0's poisson: -88.3916\n",
"[15]\tvalid_0's poisson: -88.4737\n",
"[16]\tvalid_0's poisson: -88.5554\n",
"[17]\tvalid_0's poisson: -88.6363\n",
"[18]\tvalid_0's poisson: -88.7168\n",
"[19]\tvalid_0's poisson: -88.7966\n",
"[20]\tvalid_0's poisson: -88.8759\n",
"[21]\tvalid_0's poisson: -88.9547\n",
"[22]\tvalid_0's poisson: -89.0328\n",
"[23]\tvalid_0's poisson: -89.1104\n",
"[24]\tvalid_0's poisson: -89.1877\n",
"[25]\tvalid_0's poisson: -89.2642\n",
"[26]\tvalid_0's poisson: -89.3401\n",
"[27]\tvalid_0's poisson: -89.4156\n",
"[28]\tvalid_0's poisson: -89.4906\n",
"[29]\tvalid_0's poisson: -89.5651\n",
"[30]\tvalid_0's poisson: -89.6388\n",
"[31]\tvalid_0's poisson: -89.7123\n",
"[32]\tvalid_0's poisson: -89.7852\n",
"[33]\tvalid_0's poisson: -89.8579\n",
"[34]\tvalid_0's poisson: -89.9297\n",
"[35]\tvalid_0's poisson: -90.0014\n",
"[36]\tvalid_0's poisson: -90.0725\n",
"[37]\tvalid_0's poisson: -90.1431\n",
"[38]\tvalid_0's poisson: -90.2134\n",
"[39]\tvalid_0's poisson: -90.2832\n",
"[40]\tvalid_0's poisson: -90.3524\n",
"[41]\tvalid_0's poisson: -90.4211\n",
"[42]\tvalid_0's poisson: -90.4898\n",
"[43]\tvalid_0's poisson: -90.5577\n",
"[44]\tvalid_0's poisson: -90.6259\n",
"[45]\tvalid_0's poisson: -90.6931\n",
"[46]\tvalid_0's poisson: -90.76\n",
"[47]\tvalid_0's poisson: -90.8269\n",
"[48]\tvalid_0's poisson: -90.893\n",
"[49]\tvalid_0's poisson: -90.9584\n",
"[50]\tvalid_0's poisson: -91.0242\n",
"[51]\tvalid_0's poisson: -91.0888\n",
"[52]\tvalid_0's poisson: -91.153\n",
"[53]\tvalid_0's poisson: -91.2176\n",
"[54]\tvalid_0's poisson: -91.281\n",
"[55]\tvalid_0's poisson: -91.344\n",
"[56]\tvalid_0's poisson: -91.407\n",
"[57]\tvalid_0's poisson: -91.4701\n",
"[58]\tvalid_0's poisson: -91.5319\n",
"[59]\tvalid_0's poisson: -91.5937\n",
"[60]\tvalid_0's poisson: -91.6556\n",
"[61]\tvalid_0's poisson: -91.7166\n",
"[62]\tvalid_0's poisson: -91.7772\n",
"[63]\tvalid_0's poisson: -91.8384\n",
"[64]\tvalid_0's poisson: -91.898\n",
"[65]\tvalid_0's poisson: -91.9583\n",
"[66]\tvalid_0's poisson: -92.0176\n",
"[67]\tvalid_0's poisson: -92.0766\n",
"[68]\tvalid_0's poisson: -92.1358\n",
"[69]\tvalid_0's poisson: -92.1942\n",
"[70]\tvalid_0's poisson: -92.252\n",
"[71]\tvalid_0's poisson: -92.3102\n",
"[72]\tvalid_0's poisson: -92.3674\n",
"[73]\tvalid_0's poisson: -92.4245\n",
"[74]\tvalid_0's poisson: -92.482\n",
"[75]\tvalid_0's poisson: -92.5382\n",
"[76]\tvalid_0's poisson: -92.5944\n",
"[77]\tvalid_0's poisson: -92.6502\n",
"[78]\tvalid_0's poisson: -92.7064\n",
"[79]\tvalid_0's poisson: -92.7618\n",
"[80]\tvalid_0's poisson: -92.8167\n",
"[81]\tvalid_0's poisson: -92.872\n",
"[82]\tvalid_0's poisson: -92.9265\n",
"[83]\tvalid_0's poisson: -92.9814\n",
"[84]\tvalid_0's poisson: -93.0353\n",
"[85]\tvalid_0's poisson: -93.0886\n",
"[86]\tvalid_0's poisson: -93.1423\n",
"[87]\tvalid_0's poisson: -93.1955\n",
"[88]\tvalid_0's poisson: -93.2482\n",
"[89]\tvalid_0's poisson: -93.3006\n",
"[90]\tvalid_0's poisson: -93.3532\n",
"[91]\tvalid_0's poisson: -93.4051\n",
"[92]\tvalid_0's poisson: -93.4568\n",
"[93]\tvalid_0's poisson: -93.508\n",
"[94]\tvalid_0's poisson: -93.5597\n",
"[95]\tvalid_0's poisson: -93.6105\n",
"[96]\tvalid_0's poisson: -93.6615\n",
"[97]\tvalid_0's poisson: -93.7116\n",
"[98]\tvalid_0's poisson: -93.7617\n",
"[99]\tvalid_0's poisson: -93.8124\n",
"[100]\tvalid_0's poisson: -93.8621\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2659\n",
"[2]\tvalid_0's poisson: -87.3567\n",
"[3]\tvalid_0's poisson: -87.447\n",
"[4]\tvalid_0's poisson: -87.5381\n",
"[5]\tvalid_0's poisson: -87.6284\n",
"[6]\tvalid_0's poisson: -87.718\n",
"[7]\tvalid_0's poisson: -87.8065\n",
"[8]\tvalid_0's poisson: -87.8944\n",
"[9]\tvalid_0's poisson: -87.9816\n",
"[10]\tvalid_0's poisson: -88.0681\n",
"[11]\tvalid_0's poisson: -88.1539\n",
"[12]\tvalid_0's poisson: -88.2391\n",
"[13]\tvalid_0's poisson: -88.3226\n",
"[14]\tvalid_0's poisson: -88.4065\n",
"[15]\tvalid_0's poisson: -88.4889\n",
"[16]\tvalid_0's poisson: -88.5706\n",
"[17]\tvalid_0's poisson: -88.653\n",
"[18]\tvalid_0's poisson: -88.7336\n",
"[19]\tvalid_0's poisson: -88.8136\n",
"[20]\tvalid_0's poisson: -88.8942\n",
"[21]\tvalid_0's poisson: -88.9731\n",
"[22]\tvalid_0's poisson: -89.0514\n",
"[23]\tvalid_0's poisson: -89.1304\n",
"[24]\tvalid_0's poisson: -89.2077\n",
"[25]\tvalid_0's poisson: -89.2856\n",
"[26]\tvalid_0's poisson: -89.3629\n",
"[27]\tvalid_0's poisson: -89.4397\n",
"[28]\tvalid_0's poisson: -89.5159\n",
"[29]\tvalid_0's poisson: -89.5918\n",
"[30]\tvalid_0's poisson: -89.667\n",
"[31]\tvalid_0's poisson: -89.7417\n",
"[32]\tvalid_0's poisson: -89.816\n",
"[33]\tvalid_0's poisson: -89.8888\n",
"[34]\tvalid_0's poisson: -89.9614\n",
"[35]\tvalid_0's poisson: -90.0342\n",
"[36]\tvalid_0's poisson: -90.1059\n",
"[37]\tvalid_0's poisson: -90.1778\n",
"[38]\tvalid_0's poisson: -90.2485\n",
"[39]\tvalid_0's poisson: -90.3188\n",
"[40]\tvalid_0's poisson: -90.3893\n",
"[41]\tvalid_0's poisson: -90.4586\n",
"[42]\tvalid_0's poisson: -90.5274\n",
"[43]\tvalid_0's poisson: -90.5961\n",
"[44]\tvalid_0's poisson: -90.6643\n",
"[45]\tvalid_0's poisson: -90.7322\n",
"[46]\tvalid_0's poisson: -90.7988\n",
"[47]\tvalid_0's poisson: -90.8662\n",
"[48]\tvalid_0's poisson: -90.9323\n",
"[49]\tvalid_0's poisson: -90.9986\n",
"[50]\tvalid_0's poisson: -91.064\n",
"[51]\tvalid_0's poisson: -91.1294\n",
"[52]\tvalid_0's poisson: -91.1939\n",
"[53]\tvalid_0's poisson: -91.2579\n",
"[54]\tvalid_0's poisson: -91.3223\n",
"[55]\tvalid_0's poisson: -91.3856\n",
"[56]\tvalid_0's poisson: -91.4498\n",
"[57]\tvalid_0's poisson: -91.5129\n",
"[58]\tvalid_0's poisson: -91.575\n",
"[59]\tvalid_0's poisson: -91.6371\n",
"[60]\tvalid_0's poisson: -91.6998\n",
"[61]\tvalid_0's poisson: -91.7613\n",
"[62]\tvalid_0's poisson: -91.823\n",
"[63]\tvalid_0's poisson: -91.8835\n",
"[64]\tvalid_0's poisson: -91.9441\n",
"[65]\tvalid_0's poisson: -92.0047\n",
"[66]\tvalid_0's poisson: -92.065\n",
"[67]\tvalid_0's poisson: -92.1247\n",
"[68]\tvalid_0's poisson: -92.1834\n",
"[69]\tvalid_0's poisson: -92.2426\n",
"[70]\tvalid_0's poisson: -92.3011\n",
"[71]\tvalid_0's poisson: -92.3594\n",
"[72]\tvalid_0's poisson: -92.4171\n",
"[73]\tvalid_0's poisson: -92.4751\n",
"[74]\tvalid_0's poisson: -92.5323\n",
"[75]\tvalid_0's poisson: -92.5896\n",
"[76]\tvalid_0's poisson: -92.6459\n",
"[77]\tvalid_0's poisson: -92.7023\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[78]\tvalid_0's poisson: -92.7583\n",
"[79]\tvalid_0's poisson: -92.8145\n",
"[80]\tvalid_0's poisson: -92.8697\n",
"[81]\tvalid_0's poisson: -92.9251\n",
"[82]\tvalid_0's poisson: -92.9799\n",
"[83]\tvalid_0's poisson: -93.0345\n",
"[84]\tvalid_0's poisson: -93.089\n",
"[85]\tvalid_0's poisson: -93.1425\n",
"[86]\tvalid_0's poisson: -93.1967\n",
"[87]\tvalid_0's poisson: -93.2502\n",
"[88]\tvalid_0's poisson: -93.3034\n",
"[89]\tvalid_0's poisson: -93.3566\n",
"[90]\tvalid_0's poisson: -93.4089\n",
"[91]\tvalid_0's poisson: -93.4614\n",
"[92]\tvalid_0's poisson: -93.5135\n",
"[93]\tvalid_0's poisson: -93.5659\n",
"[94]\tvalid_0's poisson: -93.6176\n",
"[95]\tvalid_0's poisson: -93.6687\n",
"[96]\tvalid_0's poisson: -93.72\n",
"[97]\tvalid_0's poisson: -93.7704\n",
"[98]\tvalid_0's poisson: -93.8212\n",
"[99]\tvalid_0's poisson: -93.8719\n",
"[100]\tvalid_0's poisson: -93.9219\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2624\n",
"[2]\tvalid_0's poisson: -87.3544\n",
"[3]\tvalid_0's poisson: -87.4458\n",
"[4]\tvalid_0's poisson: -87.5363\n",
"[5]\tvalid_0's poisson: -87.6261\n",
"[6]\tvalid_0's poisson: -87.7159\n",
"[7]\tvalid_0's poisson: -87.8045\n",
"[8]\tvalid_0's poisson: -87.8928\n",
"[9]\tvalid_0's poisson: -87.9801\n",
"[10]\tvalid_0's poisson: -88.0671\n",
"[11]\tvalid_0's poisson: -88.1528\n",
"[12]\tvalid_0's poisson: -88.2385\n",
"[13]\tvalid_0's poisson: -88.3227\n",
"[14]\tvalid_0's poisson: -88.4066\n",
"[15]\tvalid_0's poisson: -88.4896\n",
"[16]\tvalid_0's poisson: -88.572\n",
"[17]\tvalid_0's poisson: -88.6538\n",
"[18]\tvalid_0's poisson: -88.735\n",
"[19]\tvalid_0's poisson: -88.8159\n",
"[20]\tvalid_0's poisson: -88.8963\n",
"[21]\tvalid_0's poisson: -88.9761\n",
"[22]\tvalid_0's poisson: -89.055\n",
"[23]\tvalid_0's poisson: -89.1337\n",
"[24]\tvalid_0's poisson: -89.2118\n",
"[25]\tvalid_0's poisson: -89.2895\n",
"[26]\tvalid_0's poisson: -89.3666\n",
"[27]\tvalid_0's poisson: -89.4431\n",
"[28]\tvalid_0's poisson: -89.5191\n",
"[29]\tvalid_0's poisson: -89.5948\n",
"[30]\tvalid_0's poisson: -89.6697\n",
"[31]\tvalid_0's poisson: -89.7443\n",
"[32]\tvalid_0's poisson: -89.8183\n",
"[33]\tvalid_0's poisson: -89.8919\n",
"[34]\tvalid_0's poisson: -89.9651\n",
"[35]\tvalid_0's poisson: -90.0377\n",
"[36]\tvalid_0's poisson: -90.1098\n",
"[37]\tvalid_0's poisson: -90.1811\n",
"[38]\tvalid_0's poisson: -90.2523\n",
"[39]\tvalid_0's poisson: -90.3226\n",
"[40]\tvalid_0's poisson: -90.3929\n",
"[41]\tvalid_0's poisson: -90.4622\n",
"[42]\tvalid_0's poisson: -90.5312\n",
"[43]\tvalid_0's poisson: -90.5997\n",
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"[45]\tvalid_0's poisson: -90.7359\n",
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"[48]\tvalid_0's poisson: -90.9369\n",
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"[50]\tvalid_0's poisson: -91.0691\n",
"[51]\tvalid_0's poisson: -91.1346\n",
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"[53]\tvalid_0's poisson: -91.2639\n",
"[54]\tvalid_0's poisson: -91.3279\n",
"[55]\tvalid_0's poisson: -91.3916\n",
"[56]\tvalid_0's poisson: -91.4553\n",
"[57]\tvalid_0's poisson: -91.5184\n",
"[58]\tvalid_0's poisson: -91.5813\n",
"[59]\tvalid_0's poisson: -91.6431\n",
"[60]\tvalid_0's poisson: -91.7052\n",
"[61]\tvalid_0's poisson: -91.7667\n",
"[62]\tvalid_0's poisson: -91.8275\n",
"[63]\tvalid_0's poisson: -91.8884\n",
"[64]\tvalid_0's poisson: -91.9487\n",
"[65]\tvalid_0's poisson: -92.0092\n",
"[66]\tvalid_0's poisson: -92.0687\n",
"[67]\tvalid_0's poisson: -92.1276\n",
"[68]\tvalid_0's poisson: -92.1866\n",
"[69]\tvalid_0's poisson: -92.2449\n",
"[70]\tvalid_0's poisson: -92.3034\n",
"[71]\tvalid_0's poisson: -92.3609\n",
"[72]\tvalid_0's poisson: -92.4191\n",
"[73]\tvalid_0's poisson: -92.4769\n",
"[74]\tvalid_0's poisson: -92.5337\n",
"[75]\tvalid_0's poisson: -92.59\n",
"[76]\tvalid_0's poisson: -92.6469\n",
"[77]\tvalid_0's poisson: -92.7031\n",
"[78]\tvalid_0's poisson: -92.7587\n",
"[79]\tvalid_0's poisson: -92.8142\n",
"[80]\tvalid_0's poisson: -92.8691\n",
"[81]\tvalid_0's poisson: -92.9239\n",
"[82]\tvalid_0's poisson: -92.9783\n",
"[83]\tvalid_0's poisson: -93.0331\n",
"[84]\tvalid_0's poisson: -93.0874\n",
"[85]\tvalid_0's poisson: -93.141\n",
"[86]\tvalid_0's poisson: -93.1941\n",
"[87]\tvalid_0's poisson: -93.2476\n",
"[88]\tvalid_0's poisson: -93.3008\n",
"[89]\tvalid_0's poisson: -93.3539\n",
"[90]\tvalid_0's poisson: -93.4065\n",
"[91]\tvalid_0's poisson: -93.4584\n",
"[92]\tvalid_0's poisson: -93.51\n",
"[93]\tvalid_0's poisson: -93.5615\n",
"[94]\tvalid_0's poisson: -93.6126\n",
"[95]\tvalid_0's poisson: -93.6642\n",
"[96]\tvalid_0's poisson: -93.7152\n",
"[97]\tvalid_0's poisson: -93.766\n",
"[98]\tvalid_0's poisson: -93.8163\n",
"[99]\tvalid_0's poisson: -93.8666\n",
"[100]\tvalid_0's poisson: -93.9167\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2695\n",
"[2]\tvalid_0's poisson: -87.3622\n",
"[3]\tvalid_0's poisson: -87.4542\n",
"[4]\tvalid_0's poisson: -87.5454\n",
"[5]\tvalid_0's poisson: -87.6359\n",
"[6]\tvalid_0's poisson: -87.7257\n",
"[7]\tvalid_0's poisson: -87.8147\n",
"[8]\tvalid_0's poisson: -87.9031\n",
"[9]\tvalid_0's poisson: -87.9908\n",
"[10]\tvalid_0's poisson: -88.0777\n",
"[11]\tvalid_0's poisson: -88.1641\n",
"[12]\tvalid_0's poisson: -88.2496\n",
"[13]\tvalid_0's poisson: -88.3346\n",
"[14]\tvalid_0's poisson: -88.4188\n",
"[15]\tvalid_0's poisson: -88.5025\n",
"[16]\tvalid_0's poisson: -88.5857\n",
"[17]\tvalid_0's poisson: -88.668\n",
"[18]\tvalid_0's poisson: -88.7501\n",
"[19]\tvalid_0's poisson: -88.8312\n",
"[20]\tvalid_0's poisson: -88.9118\n",
"[21]\tvalid_0's poisson: -88.9919\n",
"[22]\tvalid_0's poisson: -89.0712\n",
"[23]\tvalid_0's poisson: -89.1505\n",
"[24]\tvalid_0's poisson: -89.2285\n",
"[25]\tvalid_0's poisson: -89.3059\n",
"[26]\tvalid_0's poisson: -89.3836\n",
"[27]\tvalid_0's poisson: -89.46\n",
"[28]\tvalid_0's poisson: -89.5365\n",
"[29]\tvalid_0's poisson: -89.6118\n",
"[30]\tvalid_0's poisson: -89.6866\n",
"[31]\tvalid_0's poisson: -89.7612\n",
"[32]\tvalid_0's poisson: -89.8347\n",
"[33]\tvalid_0's poisson: -89.9085\n",
"[34]\tvalid_0's poisson: -89.9817\n",
"[35]\tvalid_0's poisson: -90.0544\n",
"[36]\tvalid_0's poisson: -90.1267\n",
"[37]\tvalid_0's poisson: -90.1982\n",
"[38]\tvalid_0's poisson: -90.2695\n",
"[39]\tvalid_0's poisson: -90.3404\n",
"[40]\tvalid_0's poisson: -90.4108\n",
"[41]\tvalid_0's poisson: -90.4804\n",
"[42]\tvalid_0's poisson: -90.5496\n",
"[43]\tvalid_0's poisson: -90.6187\n",
"[44]\tvalid_0's poisson: -90.6871\n",
"[45]\tvalid_0's poisson: -90.7553\n",
"[46]\tvalid_0's poisson: -90.8228\n",
"[47]\tvalid_0's poisson: -90.8901\n",
"[48]\tvalid_0's poisson: -90.9565\n",
"[49]\tvalid_0's poisson: -91.0227\n",
"[50]\tvalid_0's poisson: -91.0884\n",
"[51]\tvalid_0's poisson: -91.1539\n",
"[52]\tvalid_0's poisson: -91.2189\n",
"[53]\tvalid_0's poisson: -91.2834\n",
"[54]\tvalid_0's poisson: -91.3477\n",
"[55]\tvalid_0's poisson: -91.4115\n",
"[56]\tvalid_0's poisson: -91.4751\n",
"[57]\tvalid_0's poisson: -91.5381\n",
"[58]\tvalid_0's poisson: -91.6011\n",
"[59]\tvalid_0's poisson: -91.6633\n",
"[60]\tvalid_0's poisson: -91.7253\n",
"[61]\tvalid_0's poisson: -91.7869\n",
"[62]\tvalid_0's poisson: -91.8481\n",
"[63]\tvalid_0's poisson: -91.9091\n",
"[64]\tvalid_0's poisson: -91.9695\n",
"[65]\tvalid_0's poisson: -92.0296\n",
"[66]\tvalid_0's poisson: -92.0896\n",
"[67]\tvalid_0's poisson: -92.149\n",
"[68]\tvalid_0's poisson: -92.2081\n",
"[69]\tvalid_0's poisson: -92.267\n",
"[70]\tvalid_0's poisson: -92.3253\n",
"[71]\tvalid_0's poisson: -92.3835\n",
"[72]\tvalid_0's poisson: -92.4415\n",
"[73]\tvalid_0's poisson: -92.499\n",
"[74]\tvalid_0's poisson: -92.5562\n",
"[75]\tvalid_0's poisson: -92.6132\n",
"[76]\tvalid_0's poisson: -92.6696\n",
"[77]\tvalid_0's poisson: -92.7257\n",
"[78]\tvalid_0's poisson: -92.7817\n",
"[79]\tvalid_0's poisson: -92.8375\n",
"[80]\tvalid_0's poisson: -92.8929\n",
"[81]\tvalid_0's poisson: -92.9475\n",
"[82]\tvalid_0's poisson: -93.0025\n",
"[83]\tvalid_0's poisson: -93.0571\n",
"[84]\tvalid_0's poisson: -93.1115\n",
"[85]\tvalid_0's poisson: -93.1653\n",
"[86]\tvalid_0's poisson: -93.2188\n",
"[87]\tvalid_0's poisson: -93.2722\n",
"[88]\tvalid_0's poisson: -93.3254\n",
"[89]\tvalid_0's poisson: -93.3781\n",
"[90]\tvalid_0's poisson: -93.4307\n",
"[91]\tvalid_0's poisson: -93.4833\n",
"[92]\tvalid_0's poisson: -93.5352\n",
"[93]\tvalid_0's poisson: -93.5873\n",
"[94]\tvalid_0's poisson: -93.6392\n",
"[95]\tvalid_0's poisson: -93.6903\n",
"[96]\tvalid_0's poisson: -93.7412\n",
"[97]\tvalid_0's poisson: -93.7924\n",
"[98]\tvalid_0's poisson: -93.843\n",
"[99]\tvalid_0's poisson: -93.8934\n",
"[100]\tvalid_0's poisson: -93.9435\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2557\n",
"[2]\tvalid_0's poisson: -87.3471\n",
"[3]\tvalid_0's poisson: -87.4377\n",
"[4]\tvalid_0's poisson: -87.5276\n",
"[5]\tvalid_0's poisson: -87.6167\n",
"[6]\tvalid_0's poisson: -87.7052\n",
"[7]\tvalid_0's poisson: -87.793\n",
"[8]\tvalid_0's poisson: -87.8802\n",
"[9]\tvalid_0's poisson: -87.9666\n",
"[10]\tvalid_0's poisson: -88.0524\n",
"[11]\tvalid_0's poisson: -88.1375\n",
"[12]\tvalid_0's poisson: -88.222\n",
"[13]\tvalid_0's poisson: -88.3058\n",
"[14]\tvalid_0's poisson: -88.389\n",
"[15]\tvalid_0's poisson: -88.4716\n",
"[16]\tvalid_0's poisson: -88.5536\n",
"[17]\tvalid_0's poisson: -88.6347\n",
"[18]\tvalid_0's poisson: -88.7155\n",
"[19]\tvalid_0's poisson: -88.7955\n",
"[20]\tvalid_0's poisson: -88.8752\n",
"[21]\tvalid_0's poisson: -88.954\n",
"[22]\tvalid_0's poisson: -89.0326\n",
"[23]\tvalid_0's poisson: -89.1103\n",
"[24]\tvalid_0's poisson: -89.1878\n",
"[25]\tvalid_0's poisson: -89.2644\n",
"[26]\tvalid_0's poisson: -89.3408\n",
"[27]\tvalid_0's poisson: -89.4164\n",
"[28]\tvalid_0's poisson: -89.4918\n",
"[29]\tvalid_0's poisson: -89.5663\n",
"[30]\tvalid_0's poisson: -89.6406\n",
"[31]\tvalid_0's poisson: -89.7142\n",
"[32]\tvalid_0's poisson: -89.7869\n",
"[33]\tvalid_0's poisson: -89.8598\n",
"[34]\tvalid_0's poisson: -89.9316\n",
"[35]\tvalid_0's poisson: -90.0032\n",
"[36]\tvalid_0's poisson: -90.0744\n",
"[37]\tvalid_0's poisson: -90.1448\n",
"[38]\tvalid_0's poisson: -90.2145\n",
"[39]\tvalid_0's poisson: -90.2847\n",
"[40]\tvalid_0's poisson: -90.3534\n",
"[41]\tvalid_0's poisson: -90.4225\n",
"[42]\tvalid_0's poisson: -90.4912\n",
"[43]\tvalid_0's poisson: -90.5591\n",
"[44]\tvalid_0's poisson: -90.6264\n",
"[45]\tvalid_0's poisson: -90.694\n",
"[46]\tvalid_0's poisson: -90.7602\n",
"[47]\tvalid_0's poisson: -90.8268\n",
"[48]\tvalid_0's poisson: -90.8931\n",
"[49]\tvalid_0's poisson: -90.9585\n",
"[50]\tvalid_0's poisson: -91.024\n",
"[51]\tvalid_0's poisson: -91.0887\n",
"[52]\tvalid_0's poisson: -91.1526\n",
"[53]\tvalid_0's poisson: -91.2166\n",
"[54]\tvalid_0's poisson: -91.2801\n",
"[55]\tvalid_0's poisson: -91.3441\n",
"[56]\tvalid_0's poisson: -91.4066\n",
"[57]\tvalid_0's poisson: -91.4691\n",
"[58]\tvalid_0's poisson: -91.532\n",
"[59]\tvalid_0's poisson: -91.5943\n",
"[60]\tvalid_0's poisson: -91.6557\n",
"[61]\tvalid_0's poisson: -91.7165\n",
"[62]\tvalid_0's poisson: -91.7772\n",
"[63]\tvalid_0's poisson: -91.8377\n",
"[64]\tvalid_0's poisson: -91.8979\n",
"[65]\tvalid_0's poisson: -91.9584\n",
"[66]\tvalid_0's poisson: -92.0182\n",
"[67]\tvalid_0's poisson: -92.0775\n",
"[68]\tvalid_0's poisson: -92.136\n",
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"[70]\tvalid_0's poisson: -92.2534\n",
"[71]\tvalid_0's poisson: -92.3109\n",
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"[73]\tvalid_0's poisson: -92.4264\n",
"[74]\tvalid_0's poisson: -92.4838\n",
"[75]\tvalid_0's poisson: -92.5405\n",
"[76]\tvalid_0's poisson: -92.5972\n",
"[77]\tvalid_0's poisson: -92.6532\n",
"[78]\tvalid_0's poisson: -92.709\n",
"[79]\tvalid_0's poisson: -92.7651\n",
"[80]\tvalid_0's poisson: -92.8203\n",
"[81]\tvalid_0's poisson: -92.8751\n",
"[82]\tvalid_0's poisson: -92.9301\n",
"[83]\tvalid_0's poisson: -92.9844\n",
"[84]\tvalid_0's poisson: -93.039\n",
"[85]\tvalid_0's poisson: -93.0928\n",
"[86]\tvalid_0's poisson: -93.1462\n",
"[87]\tvalid_0's poisson: -93.1995\n",
"[88]\tvalid_0's poisson: -93.2528\n",
"[89]\tvalid_0's poisson: -93.3054\n",
"[90]\tvalid_0's poisson: -93.3581\n",
"[91]\tvalid_0's poisson: -93.4105\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[92]\tvalid_0's poisson: -93.4627\n",
"[93]\tvalid_0's poisson: -93.5145\n",
"[94]\tvalid_0's poisson: -93.5662\n",
"[95]\tvalid_0's poisson: -93.6176\n",
"[96]\tvalid_0's poisson: -93.6684\n",
"[97]\tvalid_0's poisson: -93.7193\n",
"[98]\tvalid_0's poisson: -93.7699\n",
"[99]\tvalid_0's poisson: -93.8203\n",
"[100]\tvalid_0's poisson: -93.8698\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9187\n",
"[2]\tvalid_0's poisson: -94.9319\n",
"[3]\tvalid_0's poisson: -97.1561\n",
"[4]\tvalid_0's poisson: -98.9664\n",
"[5]\tvalid_0's poisson: -100.342\n",
"[6]\tvalid_0's poisson: -101.457\n",
"[7]\tvalid_0's poisson: -102.392\n",
"[8]\tvalid_0's poisson: -103.215\n",
"[9]\tvalid_0's poisson: -103.894\n",
"[10]\tvalid_0's poisson: -104.473\n",
"[11]\tvalid_0's poisson: -105.037\n",
"[12]\tvalid_0's poisson: -105.462\n",
"[13]\tvalid_0's poisson: -105.823\n",
"[14]\tvalid_0's poisson: -106.141\n",
"[15]\tvalid_0's poisson: -106.456\n",
"[16]\tvalid_0's poisson: -106.698\n",
"[17]\tvalid_0's poisson: -106.924\n",
"[18]\tvalid_0's poisson: -107.124\n",
"[19]\tvalid_0's poisson: -107.299\n",
"[20]\tvalid_0's poisson: -107.458\n",
"[21]\tvalid_0's poisson: -107.583\n",
"[22]\tvalid_0's poisson: -107.691\n",
"[23]\tvalid_0's poisson: -107.797\n",
"[24]\tvalid_0's poisson: -107.88\n",
"[25]\tvalid_0's poisson: -107.964\n",
"[26]\tvalid_0's poisson: -108.026\n",
"[27]\tvalid_0's poisson: -108.106\n",
"[28]\tvalid_0's poisson: -108.169\n",
"[29]\tvalid_0's poisson: -108.238\n",
"[30]\tvalid_0's poisson: -108.286\n",
"[31]\tvalid_0's poisson: -108.338\n",
"[32]\tvalid_0's poisson: -108.377\n",
"[33]\tvalid_0's poisson: -108.408\n",
"[34]\tvalid_0's poisson: -108.484\n",
"[35]\tvalid_0's poisson: -108.518\n",
"[36]\tvalid_0's poisson: -108.556\n",
"[37]\tvalid_0's poisson: -108.596\n",
"[38]\tvalid_0's poisson: -108.624\n",
"[39]\tvalid_0's poisson: -108.65\n",
"[40]\tvalid_0's poisson: -108.681\n",
"[41]\tvalid_0's poisson: -108.703\n",
"[42]\tvalid_0's poisson: -108.725\n",
"[43]\tvalid_0's poisson: -108.744\n",
"[44]\tvalid_0's poisson: -108.782\n",
"[45]\tvalid_0's poisson: -108.788\n",
"[46]\tvalid_0's poisson: -108.808\n",
"[47]\tvalid_0's poisson: -108.837\n",
"[48]\tvalid_0's poisson: -108.852\n",
"[49]\tvalid_0's poisson: -108.883\n",
"[50]\tvalid_0's poisson: -108.9\n",
"[51]\tvalid_0's poisson: -108.926\n",
"[52]\tvalid_0's poisson: -108.939\n",
"[53]\tvalid_0's poisson: -108.945\n",
"[54]\tvalid_0's poisson: -108.964\n",
"[55]\tvalid_0's poisson: -108.983\n",
"[56]\tvalid_0's poisson: -109.003\n",
"[57]\tvalid_0's poisson: -109.024\n",
"[58]\tvalid_0's poisson: -109.026\n",
"[59]\tvalid_0's poisson: -109.042\n",
"[60]\tvalid_0's poisson: -109.051\n",
"[61]\tvalid_0's poisson: -109.066\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.077\n",
"[64]\tvalid_0's poisson: -109.096\n",
"[65]\tvalid_0's poisson: -109.108\n",
"[66]\tvalid_0's poisson: -109.118\n",
"[67]\tvalid_0's poisson: -109.137\n",
"[68]\tvalid_0's poisson: -109.146\n",
"[69]\tvalid_0's poisson: -109.15\n",
"[70]\tvalid_0's poisson: -109.156\n",
"[71]\tvalid_0's poisson: -109.163\n",
"[72]\tvalid_0's poisson: -109.172\n",
"[73]\tvalid_0's poisson: -109.178\n",
"[74]\tvalid_0's poisson: -109.184\n",
"[75]\tvalid_0's poisson: -109.189\n",
"[76]\tvalid_0's poisson: -109.195\n",
"[77]\tvalid_0's poisson: -109.204\n",
"[78]\tvalid_0's poisson: -109.207\n",
"[79]\tvalid_0's poisson: -109.214\n",
"[80]\tvalid_0's poisson: -109.219\n",
"[81]\tvalid_0's poisson: -109.225\n",
"[82]\tvalid_0's poisson: -109.237\n",
"[83]\tvalid_0's poisson: -109.246\n",
"[84]\tvalid_0's poisson: -109.257\n",
"[85]\tvalid_0's poisson: -109.262\n",
"[86]\tvalid_0's poisson: -109.267\n",
"[87]\tvalid_0's poisson: -109.268\n",
"[88]\tvalid_0's poisson: -109.276\n",
"[89]\tvalid_0's poisson: -109.283\n",
"[90]\tvalid_0's poisson: -109.286\n",
"[91]\tvalid_0's poisson: -109.295\n",
"[92]\tvalid_0's poisson: -109.3\n",
"[93]\tvalid_0's poisson: -109.304\n",
"[94]\tvalid_0's poisson: -109.304\n",
"[95]\tvalid_0's poisson: -109.321\n",
"[96]\tvalid_0's poisson: -109.325\n",
"[97]\tvalid_0's poisson: -109.332\n",
"[98]\tvalid_0's poisson: -109.338\n",
"[99]\tvalid_0's poisson: -109.345\n",
"[100]\tvalid_0's poisson: -109.363\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9965\n",
"[2]\tvalid_0's poisson: -95.1179\n",
"[3]\tvalid_0's poisson: -97.4168\n",
"[4]\tvalid_0's poisson: -99.1438\n",
"[5]\tvalid_0's poisson: -100.473\n",
"[6]\tvalid_0's poisson: -101.627\n",
"[7]\tvalid_0's poisson: -102.556\n",
"[8]\tvalid_0's poisson: -103.339\n",
"[9]\tvalid_0's poisson: -104.018\n",
"[10]\tvalid_0's poisson: -104.565\n",
"[11]\tvalid_0's poisson: -105.078\n",
"[12]\tvalid_0's poisson: -105.502\n",
"[13]\tvalid_0's poisson: -105.838\n",
"[14]\tvalid_0's poisson: -106.201\n",
"[15]\tvalid_0's poisson: -106.469\n",
"[16]\tvalid_0's poisson: -106.746\n",
"[17]\tvalid_0's poisson: -106.959\n",
"[18]\tvalid_0's poisson: -107.156\n",
"[19]\tvalid_0's poisson: -107.308\n",
"[20]\tvalid_0's poisson: -107.473\n",
"[21]\tvalid_0's poisson: -107.596\n",
"[22]\tvalid_0's poisson: -107.714\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.891\n",
"[25]\tvalid_0's poisson: -107.974\n",
"[26]\tvalid_0's poisson: -108.055\n",
"[27]\tvalid_0's poisson: -108.11\n",
"[28]\tvalid_0's poisson: -108.208\n",
"[29]\tvalid_0's poisson: -108.263\n",
"[30]\tvalid_0's poisson: -108.327\n",
"[31]\tvalid_0's poisson: -108.364\n",
"[32]\tvalid_0's poisson: -108.405\n",
"[33]\tvalid_0's poisson: -108.445\n",
"[34]\tvalid_0's poisson: -108.484\n",
"[35]\tvalid_0's poisson: -108.553\n",
"[36]\tvalid_0's poisson: -108.584\n",
"[37]\tvalid_0's poisson: -108.606\n",
"[38]\tvalid_0's poisson: -108.641\n",
"[39]\tvalid_0's poisson: -108.666\n",
"[40]\tvalid_0's poisson: -108.682\n",
"[41]\tvalid_0's poisson: -108.723\n",
"[42]\tvalid_0's poisson: -108.736\n",
"[43]\tvalid_0's poisson: -108.761\n",
"[44]\tvalid_0's poisson: -108.783\n",
"[45]\tvalid_0's poisson: -108.796\n",
"[46]\tvalid_0's poisson: -108.833\n",
"[47]\tvalid_0's poisson: -108.864\n",
"[48]\tvalid_0's poisson: -108.87\n",
"[49]\tvalid_0's poisson: -108.88\n",
"[50]\tvalid_0's poisson: -108.911\n",
"[51]\tvalid_0's poisson: -108.919\n",
"[52]\tvalid_0's poisson: -108.933\n",
"[53]\tvalid_0's poisson: -108.946\n",
"[54]\tvalid_0's poisson: -108.958\n",
"[55]\tvalid_0's poisson: -108.977\n",
"[56]\tvalid_0's poisson: -108.994\n",
"[57]\tvalid_0's poisson: -109\n",
"[58]\tvalid_0's poisson: -109.015\n",
"[59]\tvalid_0's poisson: -109.027\n",
"[60]\tvalid_0's poisson: -109.041\n",
"[61]\tvalid_0's poisson: -109.049\n",
"[62]\tvalid_0's poisson: -109.067\n",
"[63]\tvalid_0's poisson: -109.081\n",
"[64]\tvalid_0's poisson: -109.084\n",
"[65]\tvalid_0's poisson: -109.089\n",
"[66]\tvalid_0's poisson: -109.102\n",
"[67]\tvalid_0's poisson: -109.108\n",
"[68]\tvalid_0's poisson: -109.115\n",
"[69]\tvalid_0's poisson: -109.14\n",
"[70]\tvalid_0's poisson: -109.15\n",
"[71]\tvalid_0's poisson: -109.164\n",
"[72]\tvalid_0's poisson: -109.171\n",
"[73]\tvalid_0's poisson: -109.181\n",
"[74]\tvalid_0's poisson: -109.19\n",
"[75]\tvalid_0's poisson: -109.2\n",
"[76]\tvalid_0's poisson: -109.205\n",
"[77]\tvalid_0's poisson: -109.207\n",
"[78]\tvalid_0's poisson: -109.214\n",
"[79]\tvalid_0's poisson: -109.216\n",
"[80]\tvalid_0's poisson: -109.222\n",
"[81]\tvalid_0's poisson: -109.231\n",
"[82]\tvalid_0's poisson: -109.239\n",
"[83]\tvalid_0's poisson: -109.256\n",
"[84]\tvalid_0's poisson: -109.275\n",
"[85]\tvalid_0's poisson: -109.279\n",
"[86]\tvalid_0's poisson: -109.289\n",
"[87]\tvalid_0's poisson: -109.295\n",
"[88]\tvalid_0's poisson: -109.303\n",
"[89]\tvalid_0's poisson: -109.304\n",
"[90]\tvalid_0's poisson: -109.307\n",
"[91]\tvalid_0's poisson: -109.31\n",
"[92]\tvalid_0's poisson: -109.319\n",
"[93]\tvalid_0's poisson: -109.325\n",
"[94]\tvalid_0's poisson: -109.331\n",
"[95]\tvalid_0's poisson: -109.336\n",
"[96]\tvalid_0's poisson: -109.338\n",
"[97]\tvalid_0's poisson: -109.338\n",
"[98]\tvalid_0's poisson: -109.339\n",
"[99]\tvalid_0's poisson: -109.344\n",
"[100]\tvalid_0's poisson: -109.349\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.0256\n",
"[2]\tvalid_0's poisson: -95.1887\n",
"[3]\tvalid_0's poisson: -97.3708\n",
"[4]\tvalid_0's poisson: -99.0878\n",
"[5]\tvalid_0's poisson: -100.47\n",
"[6]\tvalid_0's poisson: -101.58\n",
"[7]\tvalid_0's poisson: -102.539\n",
"[8]\tvalid_0's poisson: -103.334\n",
"[9]\tvalid_0's poisson: -104.019\n",
"[10]\tvalid_0's poisson: -104.587\n",
"[11]\tvalid_0's poisson: -105.096\n",
"[12]\tvalid_0's poisson: -105.522\n",
"[13]\tvalid_0's poisson: -105.888\n",
"[14]\tvalid_0's poisson: -106.239\n",
"[15]\tvalid_0's poisson: -106.551\n",
"[16]\tvalid_0's poisson: -106.785\n",
"[17]\tvalid_0's poisson: -107.014\n",
"[18]\tvalid_0's poisson: -107.198\n",
"[19]\tvalid_0's poisson: -107.387\n",
"[20]\tvalid_0's poisson: -107.538\n",
"[21]\tvalid_0's poisson: -107.659\n",
"[22]\tvalid_0's poisson: -107.769\n",
"[23]\tvalid_0's poisson: -107.856\n",
"[24]\tvalid_0's poisson: -107.943\n",
"[25]\tvalid_0's poisson: -108.026\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.196\n",
"[28]\tvalid_0's poisson: -108.262\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.388\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.499\n",
"[33]\tvalid_0's poisson: -108.54\n",
"[34]\tvalid_0's poisson: -108.568\n",
"[35]\tvalid_0's poisson: -108.626\n",
"[36]\tvalid_0's poisson: -108.657\n",
"[37]\tvalid_0's poisson: -108.692\n",
"[38]\tvalid_0's poisson: -108.71\n",
"[39]\tvalid_0's poisson: -108.731\n",
"[40]\tvalid_0's poisson: -108.747\n",
"[41]\tvalid_0's poisson: -108.772\n",
"[42]\tvalid_0's poisson: -108.786\n",
"[43]\tvalid_0's poisson: -108.83\n",
"[44]\tvalid_0's poisson: -108.857\n",
"[45]\tvalid_0's poisson: -108.873\n",
"[46]\tvalid_0's poisson: -108.885\n",
"[47]\tvalid_0's poisson: -108.904\n",
"[48]\tvalid_0's poisson: -108.935\n",
"[49]\tvalid_0's poisson: -108.946\n",
"[50]\tvalid_0's poisson: -108.957\n",
"[51]\tvalid_0's poisson: -108.973\n",
"[52]\tvalid_0's poisson: -108.977\n",
"[53]\tvalid_0's poisson: -109.017\n",
"[54]\tvalid_0's poisson: -109.027\n",
"[55]\tvalid_0's poisson: -109.037\n",
"[56]\tvalid_0's poisson: -109.046\n",
"[57]\tvalid_0's poisson: -109.057\n",
"[58]\tvalid_0's poisson: -109.07\n",
"[59]\tvalid_0's poisson: -109.075\n",
"[60]\tvalid_0's poisson: -109.079\n",
"[61]\tvalid_0's poisson: -109.098\n",
"[62]\tvalid_0's poisson: -109.106\n",
"[63]\tvalid_0's poisson: -109.114\n",
"[64]\tvalid_0's poisson: -109.129\n",
"[65]\tvalid_0's poisson: -109.133\n",
"[66]\tvalid_0's poisson: -109.147\n",
"[67]\tvalid_0's poisson: -109.163\n",
"[68]\tvalid_0's poisson: -109.164\n",
"[69]\tvalid_0's poisson: -109.17\n",
"[70]\tvalid_0's poisson: -109.187\n",
"[71]\tvalid_0's poisson: -109.194\n",
"[72]\tvalid_0's poisson: -109.199\n",
"[73]\tvalid_0's poisson: -109.205\n",
"[74]\tvalid_0's poisson: -109.218\n",
"[75]\tvalid_0's poisson: -109.226\n",
"[76]\tvalid_0's poisson: -109.232\n",
"[77]\tvalid_0's poisson: -109.235\n",
"[78]\tvalid_0's poisson: -109.235\n",
"[79]\tvalid_0's poisson: -109.246\n",
"[80]\tvalid_0's poisson: -109.257\n",
"[81]\tvalid_0's poisson: -109.26\n",
"[82]\tvalid_0's poisson: -109.26\n",
"[83]\tvalid_0's poisson: -109.27\n",
"[84]\tvalid_0's poisson: -109.277\n",
"[85]\tvalid_0's poisson: -109.287\n",
"[86]\tvalid_0's poisson: -109.293\n",
"[87]\tvalid_0's poisson: -109.297\n",
"[88]\tvalid_0's poisson: -109.298\n",
"[89]\tvalid_0's poisson: -109.299\n",
"[90]\tvalid_0's poisson: -109.305\n",
"[91]\tvalid_0's poisson: -109.313\n",
"[92]\tvalid_0's poisson: -109.315\n",
"[93]\tvalid_0's poisson: -109.317\n",
"[94]\tvalid_0's poisson: -109.319\n",
"[95]\tvalid_0's poisson: -109.327\n",
"[96]\tvalid_0's poisson: -109.334\n",
"[97]\tvalid_0's poisson: -109.333\n",
"[98]\tvalid_0's poisson: -109.34\n",
"[99]\tvalid_0's poisson: -109.343\n",
"[100]\tvalid_0's poisson: -109.347\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -92.047\n",
"[2]\tvalid_0's poisson: -95.2282\n",
"[3]\tvalid_0's poisson: -97.4165\n",
"[4]\tvalid_0's poisson: -99.1505\n",
"[5]\tvalid_0's poisson: -100.522\n",
"[6]\tvalid_0's poisson: -101.648\n",
"[7]\tvalid_0's poisson: -102.59\n",
"[8]\tvalid_0's poisson: -103.372\n",
"[9]\tvalid_0's poisson: -104.087\n",
"[10]\tvalid_0's poisson: -104.65\n",
"[11]\tvalid_0's poisson: -105.113\n",
"[12]\tvalid_0's poisson: -105.576\n",
"[13]\tvalid_0's poisson: -105.956\n",
"[14]\tvalid_0's poisson: -106.271\n",
"[15]\tvalid_0's poisson: -106.544\n",
"[16]\tvalid_0's poisson: -106.807\n",
"[17]\tvalid_0's poisson: -107.046\n",
"[18]\tvalid_0's poisson: -107.231\n",
"[19]\tvalid_0's poisson: -107.39\n",
"[20]\tvalid_0's poisson: -107.552\n",
"[21]\tvalid_0's poisson: -107.675\n",
"[22]\tvalid_0's poisson: -107.792\n",
"[23]\tvalid_0's poisson: -107.883\n",
"[24]\tvalid_0's poisson: -107.977\n",
"[25]\tvalid_0's poisson: -108.061\n",
"[26]\tvalid_0's poisson: -108.129\n",
"[27]\tvalid_0's poisson: -108.185\n",
"[28]\tvalid_0's poisson: -108.25\n",
"[29]\tvalid_0's poisson: -108.316\n",
"[30]\tvalid_0's poisson: -108.367\n",
"[31]\tvalid_0's poisson: -108.412\n",
"[32]\tvalid_0's poisson: -108.444\n",
"[33]\tvalid_0's poisson: -108.483\n",
"[34]\tvalid_0's poisson: -108.519\n",
"[35]\tvalid_0's poisson: -108.563\n",
"[36]\tvalid_0's poisson: -108.59\n",
"[37]\tvalid_0's poisson: -108.606\n",
"[38]\tvalid_0's poisson: -108.653\n",
"[39]\tvalid_0's poisson: -108.671\n",
"[40]\tvalid_0's poisson: -108.696\n",
"[41]\tvalid_0's poisson: -108.734\n",
"[42]\tvalid_0's poisson: -108.753\n",
"[43]\tvalid_0's poisson: -108.773\n",
"[44]\tvalid_0's poisson: -108.784\n",
"[45]\tvalid_0's poisson: -108.809\n",
"[46]\tvalid_0's poisson: -108.834\n",
"[47]\tvalid_0's poisson: -108.844\n",
"[48]\tvalid_0's poisson: -108.859\n",
"[49]\tvalid_0's poisson: -108.881\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.903\n",
"[52]\tvalid_0's poisson: -108.913\n",
"[53]\tvalid_0's poisson: -108.94\n",
"[54]\tvalid_0's poisson: -108.952\n",
"[55]\tvalid_0's poisson: -108.956\n",
"[56]\tvalid_0's poisson: -108.971\n",
"[57]\tvalid_0's poisson: -108.995\n",
"[58]\tvalid_0's poisson: -109.005\n",
"[59]\tvalid_0's poisson: -109.019\n",
"[60]\tvalid_0's poisson: -109.033\n",
"[61]\tvalid_0's poisson: -109.048\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.078\n",
"[64]\tvalid_0's poisson: -109.087\n",
"[65]\tvalid_0's poisson: -109.104\n",
"[66]\tvalid_0's poisson: -109.109\n",
"[67]\tvalid_0's poisson: -109.117\n",
"[68]\tvalid_0's poisson: -109.131\n",
"[69]\tvalid_0's poisson: -109.149\n",
"[70]\tvalid_0's poisson: -109.156\n",
"[71]\tvalid_0's poisson: -109.171\n",
"[72]\tvalid_0's poisson: -109.182\n",
"[73]\tvalid_0's poisson: -109.184\n",
"[74]\tvalid_0's poisson: -109.196\n",
"[75]\tvalid_0's poisson: -109.21\n",
"[76]\tvalid_0's poisson: -109.216\n",
"[77]\tvalid_0's poisson: -109.225\n",
"[78]\tvalid_0's poisson: -109.229\n",
"[79]\tvalid_0's poisson: -109.23\n",
"[80]\tvalid_0's poisson: -109.233\n",
"[81]\tvalid_0's poisson: -109.241\n",
"[82]\tvalid_0's poisson: -109.251\n",
"[83]\tvalid_0's poisson: -109.252\n",
"[84]\tvalid_0's poisson: -109.267\n",
"[85]\tvalid_0's poisson: -109.273\n",
"[86]\tvalid_0's poisson: -109.281\n",
"[87]\tvalid_0's poisson: -109.281\n",
"[88]\tvalid_0's poisson: -109.288\n",
"[89]\tvalid_0's poisson: -109.298\n",
"[90]\tvalid_0's poisson: -109.308\n",
"[91]\tvalid_0's poisson: -109.31\n",
"[92]\tvalid_0's poisson: -109.312\n",
"[93]\tvalid_0's poisson: -109.315\n",
"[94]\tvalid_0's poisson: -109.321\n",
"[95]\tvalid_0's poisson: -109.331\n",
"[96]\tvalid_0's poisson: -109.332\n",
"[97]\tvalid_0's poisson: -109.338\n",
"[98]\tvalid_0's poisson: -109.338\n",
"[99]\tvalid_0's poisson: -109.344\n",
"[100]\tvalid_0's poisson: -109.347\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9729\n",
"[2]\tvalid_0's poisson: -95.1344\n",
"[3]\tvalid_0's poisson: -97.325\n",
"[4]\tvalid_0's poisson: -99.031\n",
"[5]\tvalid_0's poisson: -100.384\n",
"[6]\tvalid_0's poisson: -101.498\n",
"[7]\tvalid_0's poisson: -102.461\n",
"[8]\tvalid_0's poisson: -103.259\n",
"[9]\tvalid_0's poisson: -103.961\n",
"[10]\tvalid_0's poisson: -104.566\n",
"[11]\tvalid_0's poisson: -105.054\n",
"[12]\tvalid_0's poisson: -105.483\n",
"[13]\tvalid_0's poisson: -105.902\n",
"[14]\tvalid_0's poisson: -106.244\n",
"[15]\tvalid_0's poisson: -106.501\n",
"[16]\tvalid_0's poisson: -106.765\n",
"[17]\tvalid_0's poisson: -106.963\n",
"[18]\tvalid_0's poisson: -107.153\n",
"[19]\tvalid_0's poisson: -107.313\n",
"[20]\tvalid_0's poisson: -107.467\n",
"[21]\tvalid_0's poisson: -107.587\n",
"[22]\tvalid_0's poisson: -107.702\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.975\n",
"[26]\tvalid_0's poisson: -108.061\n",
"[27]\tvalid_0's poisson: -108.142\n",
"[28]\tvalid_0's poisson: -108.21\n",
"[29]\tvalid_0's poisson: -108.273\n",
"[30]\tvalid_0's poisson: -108.354\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.463\n",
"[33]\tvalid_0's poisson: -108.492\n",
"[34]\tvalid_0's poisson: -108.546\n",
"[35]\tvalid_0's poisson: -108.574\n",
"[36]\tvalid_0's poisson: -108.592\n",
"[37]\tvalid_0's poisson: -108.625\n",
"[38]\tvalid_0's poisson: -108.64\n",
"[39]\tvalid_0's poisson: -108.654\n",
"[40]\tvalid_0's poisson: -108.685\n",
"[41]\tvalid_0's poisson: -108.729\n",
"[42]\tvalid_0's poisson: -108.757\n",
"[43]\tvalid_0's poisson: -108.77\n",
"[44]\tvalid_0's poisson: -108.783\n",
"[45]\tvalid_0's poisson: -108.826\n",
"[46]\tvalid_0's poisson: -108.85\n",
"[47]\tvalid_0's poisson: -108.876\n",
"[48]\tvalid_0's poisson: -108.883\n",
"[49]\tvalid_0's poisson: -108.89\n",
"[50]\tvalid_0's poisson: -108.912\n",
"[51]\tvalid_0's poisson: -108.944\n",
"[52]\tvalid_0's poisson: -108.953\n",
"[53]\tvalid_0's poisson: -108.967\n",
"[54]\tvalid_0's poisson: -108.991\n",
"[55]\tvalid_0's poisson: -109.015\n",
"[56]\tvalid_0's poisson: -109.018\n",
"[57]\tvalid_0's poisson: -109.034\n",
"[58]\tvalid_0's poisson: -109.046\n",
"[59]\tvalid_0's poisson: -109.049\n",
"[60]\tvalid_0's poisson: -109.067\n",
"[61]\tvalid_0's poisson: -109.078\n",
"[62]\tvalid_0's poisson: -109.091\n",
"[63]\tvalid_0's poisson: -109.11\n",
"[64]\tvalid_0's poisson: -109.111\n",
"[65]\tvalid_0's poisson: -109.127\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.14\n",
"[68]\tvalid_0's poisson: -109.154\n",
"[69]\tvalid_0's poisson: -109.163\n",
"[70]\tvalid_0's poisson: -109.17\n",
"[71]\tvalid_0's poisson: -109.175\n",
"[72]\tvalid_0's poisson: -109.18\n",
"[73]\tvalid_0's poisson: -109.194\n",
"[74]\tvalid_0's poisson: -109.197\n",
"[75]\tvalid_0's poisson: -109.209\n",
"[76]\tvalid_0's poisson: -109.217\n",
"[77]\tvalid_0's poisson: -109.219\n",
"[78]\tvalid_0's poisson: -109.229\n",
"[79]\tvalid_0's poisson: -109.236\n",
"[80]\tvalid_0's poisson: -109.238\n",
"[81]\tvalid_0's poisson: -109.239\n",
"[82]\tvalid_0's poisson: -109.249\n",
"[83]\tvalid_0's poisson: -109.254\n",
"[84]\tvalid_0's poisson: -109.263\n",
"[85]\tvalid_0's poisson: -109.271\n",
"[86]\tvalid_0's poisson: -109.275\n",
"[87]\tvalid_0's poisson: -109.283\n",
"[88]\tvalid_0's poisson: -109.285\n",
"[89]\tvalid_0's poisson: -109.297\n",
"[90]\tvalid_0's poisson: -109.299\n",
"[91]\tvalid_0's poisson: -109.301\n",
"[92]\tvalid_0's poisson: -109.302\n",
"[93]\tvalid_0's poisson: -109.303\n",
"[94]\tvalid_0's poisson: -109.303\n",
"[95]\tvalid_0's poisson: -109.308\n",
"[96]\tvalid_0's poisson: -109.317\n",
"[97]\tvalid_0's poisson: -109.33\n",
"[98]\tvalid_0's poisson: -109.33\n",
"[99]\tvalid_0's poisson: -109.33\n",
"[100]\tvalid_0's poisson: -109.336\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3543\n",
"[2]\tvalid_0's poisson: -87.5318\n",
"[3]\tvalid_0's poisson: -87.7062\n",
"[4]\tvalid_0's poisson: -87.8775\n",
"[5]\tvalid_0's poisson: -88.046\n",
"[6]\tvalid_0's poisson: -88.2115\n",
"[7]\tvalid_0's poisson: -88.3742\n",
"[8]\tvalid_0's poisson: -88.5355\n",
"[9]\tvalid_0's poisson: -88.6929\n",
"[10]\tvalid_0's poisson: -88.8453\n",
"[11]\tvalid_0's poisson: -88.9989\n",
"[12]\tvalid_0's poisson: -89.1472\n",
"[13]\tvalid_0's poisson: -89.2981\n",
"[14]\tvalid_0's poisson: -89.4425\n",
"[15]\tvalid_0's poisson: -89.5888\n",
"[16]\tvalid_0's poisson: -89.7327\n",
"[17]\tvalid_0's poisson: -89.8722\n",
"[18]\tvalid_0's poisson: -90.0127\n",
"[19]\tvalid_0's poisson: -90.1485\n",
"[20]\tvalid_0's poisson: -90.2868\n",
"[21]\tvalid_0's poisson: -90.4191\n",
"[22]\tvalid_0's poisson: -90.5531\n",
"[23]\tvalid_0's poisson: -90.685\n",
"[24]\tvalid_0's poisson: -90.8129\n",
"[25]\tvalid_0's poisson: -90.9452\n",
"[26]\tvalid_0's poisson: -91.0694\n",
"[27]\tvalid_0's poisson: -91.1952\n",
"[28]\tvalid_0's poisson: -91.319\n",
"[29]\tvalid_0's poisson: -91.4396\n",
"[30]\tvalid_0's poisson: -91.5732\n",
"[31]\tvalid_0's poisson: -91.6937\n",
"[32]\tvalid_0's poisson: -91.8097\n",
"[33]\tvalid_0's poisson: -91.9381\n",
"[34]\tvalid_0's poisson: -92.0548\n",
"[35]\tvalid_0's poisson: -92.1693\n",
"[36]\tvalid_0's poisson: -92.2805\n",
"[37]\tvalid_0's poisson: -92.4029\n",
"[38]\tvalid_0's poisson: -92.5144\n",
"[39]\tvalid_0's poisson: -92.6218\n",
"[40]\tvalid_0's poisson: -92.7396\n",
"[41]\tvalid_0's poisson: -92.8482\n",
"[42]\tvalid_0's poisson: -92.9547\n",
"[43]\tvalid_0's poisson: -93.0577\n",
"[44]\tvalid_0's poisson: -93.1702\n",
"[45]\tvalid_0's poisson: -93.2741\n",
"[46]\tvalid_0's poisson: -93.3736\n",
"[47]\tvalid_0's poisson: -93.4752\n",
"[48]\tvalid_0's poisson: -93.5827\n",
"[49]\tvalid_0's poisson: -93.682\n",
"[50]\tvalid_0's poisson: -93.7775\n",
"[51]\tvalid_0's poisson: -93.8811\n",
"[52]\tvalid_0's poisson: -93.9776\n",
"[53]\tvalid_0's poisson: -94.0727\n",
"[54]\tvalid_0's poisson: -94.1684\n",
"[55]\tvalid_0's poisson: -94.2675\n",
"[56]\tvalid_0's poisson: -94.3598\n",
"[57]\tvalid_0's poisson: -94.4485\n",
"[58]\tvalid_0's poisson: -94.5472\n",
"[59]\tvalid_0's poisson: -94.6394\n",
"[60]\tvalid_0's poisson: -94.7279\n",
"[61]\tvalid_0's poisson: -94.8131\n",
"[62]\tvalid_0's poisson: -94.9046\n",
"[63]\tvalid_0's poisson: -94.9914\n",
"[64]\tvalid_0's poisson: -95.0805\n",
"[65]\tvalid_0's poisson: -95.1651\n",
"[66]\tvalid_0's poisson: -95.2509\n",
"[67]\tvalid_0's poisson: -95.3333\n",
"[68]\tvalid_0's poisson: -95.4126\n",
"[69]\tvalid_0's poisson: -95.4971\n",
"[70]\tvalid_0's poisson: -95.5779\n",
"[71]\tvalid_0's poisson: -95.6603\n",
"[72]\tvalid_0's poisson: -95.7393\n",
"[73]\tvalid_0's poisson: -95.8199\n",
"[74]\tvalid_0's poisson: -95.8967\n",
"[75]\tvalid_0's poisson: -95.9726\n",
"[76]\tvalid_0's poisson: -96.0511\n",
"[77]\tvalid_0's poisson: -96.1269\n",
"[78]\tvalid_0's poisson: -96.2033\n",
"[79]\tvalid_0's poisson: -96.2766\n",
"[80]\tvalid_0's poisson: -96.3489\n",
"[81]\tvalid_0's poisson: -96.4256\n",
"[82]\tvalid_0's poisson: -96.4992\n",
"[83]\tvalid_0's poisson: -96.5678\n",
"[84]\tvalid_0's poisson: -96.6418\n",
"[85]\tvalid_0's poisson: -96.7161\n",
"[86]\tvalid_0's poisson: -96.7863\n",
"[87]\tvalid_0's poisson: -96.8545\n",
"[88]\tvalid_0's poisson: -96.9268\n",
"[89]\tvalid_0's poisson: -96.9949\n",
"[90]\tvalid_0's poisson: -97.062\n",
"[91]\tvalid_0's poisson: -97.1282\n",
"[92]\tvalid_0's poisson: -97.1978\n",
"[93]\tvalid_0's poisson: -97.2627\n",
"[94]\tvalid_0's poisson: -97.3268\n",
"[95]\tvalid_0's poisson: -97.3913\n",
"[96]\tvalid_0's poisson: -97.4542\n",
"[97]\tvalid_0's poisson: -97.5162\n",
"[98]\tvalid_0's poisson: -97.5826\n",
"[99]\tvalid_0's poisson: -97.6448\n",
"[100]\tvalid_0's poisson: -97.7052\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3612\n",
"[2]\tvalid_0's poisson: -87.5481\n",
"[3]\tvalid_0's poisson: -87.7284\n",
"[4]\tvalid_0's poisson: -87.9055\n",
"[5]\tvalid_0's poisson: -88.0794\n",
"[6]\tvalid_0's poisson: -88.2524\n",
"[7]\tvalid_0's poisson: -88.4191\n",
"[8]\tvalid_0's poisson: -88.5829\n",
"[9]\tvalid_0's poisson: -88.7439\n",
"[10]\tvalid_0's poisson: -88.9036\n",
"[11]\tvalid_0's poisson: -89.0593\n",
"[12]\tvalid_0's poisson: -89.2089\n",
"[13]\tvalid_0's poisson: -89.3604\n",
"[14]\tvalid_0's poisson: -89.5111\n",
"[15]\tvalid_0's poisson: -89.6592\n",
"[16]\tvalid_0's poisson: -89.8062\n",
"[17]\tvalid_0's poisson: -89.9469\n",
"[18]\tvalid_0's poisson: -90.1015\n",
"[19]\tvalid_0's poisson: -90.2424\n",
"[20]\tvalid_0's poisson: -90.381\n",
"[21]\tvalid_0's poisson: -90.5199\n",
"[22]\tvalid_0's poisson: -90.6665\n",
"[23]\tvalid_0's poisson: -90.8006\n",
"[24]\tvalid_0's poisson: -90.9303\n",
"[25]\tvalid_0's poisson: -91.0612\n",
"[26]\tvalid_0's poisson: -91.1876\n",
"[27]\tvalid_0's poisson: -91.3253\n",
"[28]\tvalid_0's poisson: -91.4521\n",
"[29]\tvalid_0's poisson: -91.5855\n",
"[30]\tvalid_0's poisson: -91.7103\n",
"[31]\tvalid_0's poisson: -91.8332\n",
"[32]\tvalid_0's poisson: -91.9541\n",
"[33]\tvalid_0's poisson: -92.0706\n",
"[34]\tvalid_0's poisson: -92.1891\n",
"[35]\tvalid_0's poisson: -92.3136\n",
"[36]\tvalid_0's poisson: -92.4299\n",
"[37]\tvalid_0's poisson: -92.5439\n",
"[38]\tvalid_0's poisson: -92.6568\n",
"[39]\tvalid_0's poisson: -92.7695\n",
"[40]\tvalid_0's poisson: -92.8869\n",
"[41]\tvalid_0's poisson: -92.9962\n",
"[42]\tvalid_0's poisson: -93.1039\n",
"[43]\tvalid_0's poisson: -93.2083\n",
"[44]\tvalid_0's poisson: -93.3202\n",
"[45]\tvalid_0's poisson: -93.4254\n",
"[46]\tvalid_0's poisson: -93.5321\n",
"[47]\tvalid_0's poisson: -93.6349\n",
"[48]\tvalid_0's poisson: -93.7362\n",
"[49]\tvalid_0's poisson: -93.8363\n",
"[50]\tvalid_0's poisson: -93.9365\n",
"[51]\tvalid_0's poisson: -94.0376\n",
"[52]\tvalid_0's poisson: -94.1349\n",
"[53]\tvalid_0's poisson: -94.2308\n",
"[54]\tvalid_0's poisson: -94.3237\n",
"[55]\tvalid_0's poisson: -94.4204\n",
"[56]\tvalid_0's poisson: -94.5142\n",
"[57]\tvalid_0's poisson: -94.6082\n",
"[58]\tvalid_0's poisson: -94.7\n",
"[59]\tvalid_0's poisson: -94.7905\n",
"[60]\tvalid_0's poisson: -94.8805\n",
"[61]\tvalid_0's poisson: -94.9706\n",
"[62]\tvalid_0's poisson: -95.0585\n",
"[63]\tvalid_0's poisson: -95.1451\n",
"[64]\tvalid_0's poisson: -95.2306\n",
"[65]\tvalid_0's poisson: -95.3165\n",
"[66]\tvalid_0's poisson: -95.402\n",
"[67]\tvalid_0's poisson: -95.4851\n",
"[68]\tvalid_0's poisson: -95.5685\n",
"[69]\tvalid_0's poisson: -95.6498\n",
"[70]\tvalid_0's poisson: -95.7315\n",
"[71]\tvalid_0's poisson: -95.8121\n",
"[72]\tvalid_0's poisson: -95.8911\n",
"[73]\tvalid_0's poisson: -95.9677\n",
"[74]\tvalid_0's poisson: -96.0455\n",
"[75]\tvalid_0's poisson: -96.1243\n",
"[76]\tvalid_0's poisson: -96.2002\n",
"[77]\tvalid_0's poisson: -96.2737\n",
"[78]\tvalid_0's poisson: -96.3483\n",
"[79]\tvalid_0's poisson: -96.4226\n",
"[80]\tvalid_0's poisson: -96.4952\n",
"[81]\tvalid_0's poisson: -96.568\n",
"[82]\tvalid_0's poisson: -96.6418\n",
"[83]\tvalid_0's poisson: -96.7126\n",
"[84]\tvalid_0's poisson: -96.7827\n",
"[85]\tvalid_0's poisson: -96.852\n",
"[86]\tvalid_0's poisson: -96.9201\n",
"[87]\tvalid_0's poisson: -96.9894\n",
"[88]\tvalid_0's poisson: -97.0568\n",
"[89]\tvalid_0's poisson: -97.1234\n",
"[90]\tvalid_0's poisson: -97.189\n",
"[91]\tvalid_0's poisson: -97.2543\n",
"[92]\tvalid_0's poisson: -97.3183\n",
"[93]\tvalid_0's poisson: -97.3842\n",
"[94]\tvalid_0's poisson: -97.4478\n",
"[95]\tvalid_0's poisson: -97.5101\n",
"[96]\tvalid_0's poisson: -97.5717\n",
"[97]\tvalid_0's poisson: -97.6324\n",
"[98]\tvalid_0's poisson: -97.7001\n",
"[99]\tvalid_0's poisson: -97.7608\n",
"[100]\tvalid_0's poisson: -97.8189\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3534\n",
"[2]\tvalid_0's poisson: -87.534\n",
"[3]\tvalid_0's poisson: -87.7097\n",
"[4]\tvalid_0's poisson: -87.884\n",
"[5]\tvalid_0's poisson: -88.0537\n",
"[6]\tvalid_0's poisson: -88.2206\n",
"[7]\tvalid_0's poisson: -88.3787\n",
"[8]\tvalid_0's poisson: -88.5413\n",
"[9]\tvalid_0's poisson: -88.7037\n",
"[10]\tvalid_0's poisson: -88.8562\n",
"[11]\tvalid_0's poisson: -89.0126\n",
"[12]\tvalid_0's poisson: -89.161\n",
"[13]\tvalid_0's poisson: -89.3136\n",
"[14]\tvalid_0's poisson: -89.4651\n",
"[15]\tvalid_0's poisson: -89.6083\n",
"[16]\tvalid_0's poisson: -89.7536\n",
"[17]\tvalid_0's poisson: -89.8989\n",
"[18]\tvalid_0's poisson: -90.0444\n",
"[19]\tvalid_0's poisson: -90.1855\n",
"[20]\tvalid_0's poisson: -90.3202\n",
"[21]\tvalid_0's poisson: -90.4569\n",
"[22]\tvalid_0's poisson: -90.5935\n",
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"[35]\tvalid_0's poisson: -92.2302\n",
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"[37]\tvalid_0's poisson: -92.4596\n",
"[38]\tvalid_0's poisson: -92.5679\n",
"[39]\tvalid_0's poisson: -92.6889\n",
"[40]\tvalid_0's poisson: -92.7983\n",
"[41]\tvalid_0's poisson: -92.9156\n",
"[42]\tvalid_0's poisson: -93.0241\n",
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"[44]\tvalid_0's poisson: -93.2362\n",
"[45]\tvalid_0's poisson: -93.3366\n",
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"[56]\tvalid_0's poisson: -94.4329\n",
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"[63]\tvalid_0's poisson: -95.0724\n",
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"[70]\tvalid_0's poisson: -95.6629\n",
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"[74]\tvalid_0's poisson: -95.9808\n",
"[75]\tvalid_0's poisson: -96.0543\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[76]\tvalid_0's poisson: -96.1327\n",
"[77]\tvalid_0's poisson: -96.212\n",
"[78]\tvalid_0's poisson: -96.2872\n",
"[79]\tvalid_0's poisson: -96.3631\n",
"[80]\tvalid_0's poisson: -96.4367\n",
"[81]\tvalid_0's poisson: -96.5133\n",
"[82]\tvalid_0's poisson: -96.587\n",
"[83]\tvalid_0's poisson: -96.6585\n",
"[84]\tvalid_0's poisson: -96.7264\n",
"[85]\tvalid_0's poisson: -96.7976\n",
"[86]\tvalid_0's poisson: -96.8711\n",
"[87]\tvalid_0's poisson: -96.9402\n",
"[88]\tvalid_0's poisson: -97.0115\n",
"[89]\tvalid_0's poisson: -97.0797\n",
"[90]\tvalid_0's poisson: -97.1505\n",
"[91]\tvalid_0's poisson: -97.2175\n",
"[92]\tvalid_0's poisson: -97.2839\n",
"[93]\tvalid_0's poisson: -97.3494\n",
"[94]\tvalid_0's poisson: -97.414\n",
"[95]\tvalid_0's poisson: -97.4778\n",
"[96]\tvalid_0's poisson: -97.541\n",
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"[98]\tvalid_0's poisson: -97.6711\n",
"[99]\tvalid_0's poisson: -97.7325\n",
"[100]\tvalid_0's poisson: -97.793\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.3595\n",
"[2]\tvalid_0's poisson: -87.5397\n",
"[3]\tvalid_0's poisson: -87.7167\n",
"[4]\tvalid_0's poisson: -87.8908\n",
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"[6]\tvalid_0's poisson: -88.2306\n",
"[7]\tvalid_0's poisson: -88.3949\n",
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"[10]\tvalid_0's poisson: -88.8693\n",
"[11]\tvalid_0's poisson: -89.0261\n",
"[12]\tvalid_0's poisson: -89.1802\n",
"[13]\tvalid_0's poisson: -89.3318\n",
"[14]\tvalid_0's poisson: -89.4774\n",
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"[72]\tvalid_0's poisson: -95.8288\n",
"[73]\tvalid_0's poisson: -95.9047\n",
"[74]\tvalid_0's poisson: -95.9828\n",
"[75]\tvalid_0's poisson: -96.0625\n",
"[76]\tvalid_0's poisson: -96.1389\n",
"[77]\tvalid_0's poisson: -96.2118\n",
"[78]\tvalid_0's poisson: -96.2867\n",
"[79]\tvalid_0's poisson: -96.3632\n",
"[80]\tvalid_0's poisson: -96.4365\n",
"[81]\tvalid_0's poisson: -96.5089\n",
"[82]\tvalid_0's poisson: -96.581\n",
"[83]\tvalid_0's poisson: -96.6523\n",
"[84]\tvalid_0's poisson: -96.7223\n",
"[85]\tvalid_0's poisson: -96.7922\n",
"[86]\tvalid_0's poisson: -96.8661\n",
"[87]\tvalid_0's poisson: -96.9341\n",
"[88]\tvalid_0's poisson: -96.9999\n",
"[89]\tvalid_0's poisson: -97.0685\n",
"[90]\tvalid_0's poisson: -97.14\n",
"[91]\tvalid_0's poisson: -97.2064\n",
"[92]\tvalid_0's poisson: -97.2697\n",
"[93]\tvalid_0's poisson: -97.3349\n",
"[94]\tvalid_0's poisson: -97.3974\n",
"[95]\tvalid_0's poisson: -97.4662\n",
"[96]\tvalid_0's poisson: -97.5274\n",
"[97]\tvalid_0's poisson: -97.5909\n",
"[98]\tvalid_0's poisson: -97.6537\n",
"[99]\tvalid_0's poisson: -97.7156\n",
"[100]\tvalid_0's poisson: -97.7816\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.347\n",
"[2]\tvalid_0's poisson: -87.5271\n",
"[3]\tvalid_0's poisson: -87.7041\n",
"[4]\tvalid_0's poisson: -87.8779\n",
"[5]\tvalid_0's poisson: -88.0487\n",
"[6]\tvalid_0's poisson: -88.2165\n",
"[7]\tvalid_0's poisson: -88.3752\n",
"[8]\tvalid_0's poisson: -88.5388\n",
"[9]\tvalid_0's poisson: -88.6986\n",
"[10]\tvalid_0's poisson: -88.8516\n",
"[11]\tvalid_0's poisson: -89.0075\n",
"[12]\tvalid_0's poisson: -89.1564\n",
"[13]\tvalid_0's poisson: -89.3085\n",
"[14]\tvalid_0's poisson: -89.4534\n",
"[15]\tvalid_0's poisson: -89.6028\n",
"[16]\tvalid_0's poisson: -89.7488\n",
"[17]\tvalid_0's poisson: -89.8887\n",
"[18]\tvalid_0's poisson: -90.0312\n",
"[19]\tvalid_0's poisson: -90.1675\n",
"[20]\tvalid_0's poisson: -90.3066\n",
"[21]\tvalid_0's poisson: -90.4437\n",
"[22]\tvalid_0's poisson: -90.5919\n",
"[23]\tvalid_0's poisson: -90.7265\n",
"[24]\tvalid_0's poisson: -90.8589\n",
"[25]\tvalid_0's poisson: -90.9857\n",
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"[27]\tvalid_0's poisson: -91.2438\n",
"[28]\tvalid_0's poisson: -91.382\n",
"[29]\tvalid_0's poisson: -91.5072\n",
"[30]\tvalid_0's poisson: -91.6301\n",
"[31]\tvalid_0's poisson: -91.7484\n",
"[32]\tvalid_0's poisson: -91.8762\n",
"[33]\tvalid_0's poisson: -91.9952\n",
"[34]\tvalid_0's poisson: -92.1134\n",
"[35]\tvalid_0's poisson: -92.2362\n",
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"[40]\tvalid_0's poisson: -92.7958\n",
"[41]\tvalid_0's poisson: -92.9108\n",
"[42]\tvalid_0's poisson: -93.0184\n",
"[43]\tvalid_0's poisson: -93.1213\n",
"[44]\tvalid_0's poisson: -93.232\n",
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"[50]\tvalid_0's poisson: -93.8456\n",
"[51]\tvalid_0's poisson: -93.9474\n",
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"[53]\tvalid_0's poisson: -94.1393\n",
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"[55]\tvalid_0's poisson: -94.3283\n",
"[56]\tvalid_0's poisson: -94.421\n",
"[57]\tvalid_0's poisson: -94.514\n",
"[58]\tvalid_0's poisson: -94.6079\n",
"[59]\tvalid_0's poisson: -94.699\n",
"[60]\tvalid_0's poisson: -94.788\n",
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"[64]\tvalid_0's poisson: -95.1392\n",
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"[66]\tvalid_0's poisson: -95.3103\n",
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"[68]\tvalid_0's poisson: -95.4732\n",
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"[70]\tvalid_0's poisson: -95.6402\n",
"[71]\tvalid_0's poisson: -95.7206\n",
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"[73]\tvalid_0's poisson: -95.8764\n",
"[74]\tvalid_0's poisson: -95.9569\n",
"[75]\tvalid_0's poisson: -96.0339\n",
"[76]\tvalid_0's poisson: -96.1112\n",
"[77]\tvalid_0's poisson: -96.1864\n",
"[78]\tvalid_0's poisson: -96.2614\n",
"[79]\tvalid_0's poisson: -96.3361\n",
"[80]\tvalid_0's poisson: -96.4095\n",
"[81]\tvalid_0's poisson: -96.4818\n",
"[82]\tvalid_0's poisson: -96.554\n",
"[83]\tvalid_0's poisson: -96.6254\n",
"[84]\tvalid_0's poisson: -96.6959\n",
"[85]\tvalid_0's poisson: -96.7654\n",
"[86]\tvalid_0's poisson: -96.8348\n",
"[87]\tvalid_0's poisson: -96.9033\n",
"[88]\tvalid_0's poisson: -96.9682\n",
"[89]\tvalid_0's poisson: -97.0353\n",
"[90]\tvalid_0's poisson: -97.1072\n",
"[91]\tvalid_0's poisson: -97.1728\n",
"[92]\tvalid_0's poisson: -97.2433\n",
"[93]\tvalid_0's poisson: -97.3067\n",
"[94]\tvalid_0's poisson: -97.3714\n",
"[95]\tvalid_0's poisson: -97.4353\n",
"[96]\tvalid_0's poisson: -97.496\n",
"[97]\tvalid_0's poisson: -97.557\n",
"[98]\tvalid_0's poisson: -97.6247\n",
"[99]\tvalid_0's poisson: -97.6873\n",
"[100]\tvalid_0's poisson: -97.7489\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.6387\n",
"[2]\tvalid_0's poisson: -95.9088\n",
"[3]\tvalid_0's poisson: -98.2974\n",
"[4]\tvalid_0's poisson: -100.095\n",
"[5]\tvalid_0's poisson: -101.514\n",
"[6]\tvalid_0's poisson: -102.681\n",
"[7]\tvalid_0's poisson: -103.62\n",
"[8]\tvalid_0's poisson: -104.406\n",
"[9]\tvalid_0's poisson: -105.084\n",
"[10]\tvalid_0's poisson: -105.668\n",
"[11]\tvalid_0's poisson: -106.141\n",
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"[13]\tvalid_0's poisson: -106.921\n",
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"[17]\tvalid_0's poisson: -107.907\n",
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"[19]\tvalid_0's poisson: -108.208\n",
"[20]\tvalid_0's poisson: -108.353\n",
"[21]\tvalid_0's poisson: -108.46\n",
"[22]\tvalid_0's poisson: -108.561\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[23]\tvalid_0's poisson: -108.654\n",
"[24]\tvalid_0's poisson: -108.725\n",
"[25]\tvalid_0's poisson: -108.795\n",
"[26]\tvalid_0's poisson: -108.851\n",
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"[83]\tvalid_0's poisson: -109.592\n",
"[84]\tvalid_0's poisson: -109.593\n",
"[85]\tvalid_0's poisson: -109.601\n",
"[86]\tvalid_0's poisson: -109.603\n",
"[87]\tvalid_0's poisson: -109.606\n",
"[88]\tvalid_0's poisson: -109.607\n",
"[89]\tvalid_0's poisson: -109.61\n",
"[90]\tvalid_0's poisson: -109.611\n",
"[91]\tvalid_0's poisson: -109.617\n",
"[92]\tvalid_0's poisson: -109.619\n",
"[93]\tvalid_0's poisson: -109.62\n",
"[94]\tvalid_0's poisson: -109.622\n",
"[95]\tvalid_0's poisson: -109.624\n",
"[96]\tvalid_0's poisson: -109.623\n",
"[97]\tvalid_0's poisson: -109.624\n",
"[98]\tvalid_0's poisson: -109.625\n",
"[99]\tvalid_0's poisson: -109.631\n",
"[100]\tvalid_0's poisson: -109.63\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.6538\n",
"[2]\tvalid_0's poisson: -96.0474\n",
"[3]\tvalid_0's poisson: -98.4289\n",
"[4]\tvalid_0's poisson: -100.235\n",
"[5]\tvalid_0's poisson: -101.663\n",
"[6]\tvalid_0's poisson: -102.806\n",
"[7]\tvalid_0's poisson: -103.739\n",
"[8]\tvalid_0's poisson: -104.525\n",
"[9]\tvalid_0's poisson: -105.181\n",
"[10]\tvalid_0's poisson: -105.721\n",
"[11]\tvalid_0's poisson: -106.228\n",
"[12]\tvalid_0's poisson: -106.627\n",
"[13]\tvalid_0's poisson: -106.975\n",
"[14]\tvalid_0's poisson: -107.269\n",
"[15]\tvalid_0's poisson: -107.513\n",
"[16]\tvalid_0's poisson: -107.742\n",
"[17]\tvalid_0's poisson: -107.96\n",
"[18]\tvalid_0's poisson: -108.12\n",
"[19]\tvalid_0's poisson: -108.26\n",
"[20]\tvalid_0's poisson: -108.377\n",
"[21]\tvalid_0's poisson: -108.479\n",
"[22]\tvalid_0's poisson: -108.568\n",
"[23]\tvalid_0's poisson: -108.65\n",
"[24]\tvalid_0's poisson: -108.717\n",
"[25]\tvalid_0's poisson: -108.784\n",
"[26]\tvalid_0's poisson: -108.849\n",
"[27]\tvalid_0's poisson: -108.895\n",
"[28]\tvalid_0's poisson: -108.932\n",
"[29]\tvalid_0's poisson: -108.97\n",
"[30]\tvalid_0's poisson: -109.018\n",
"[31]\tvalid_0's poisson: -109.056\n",
"[32]\tvalid_0's poisson: -109.089\n",
"[33]\tvalid_0's poisson: -109.107\n",
"[34]\tvalid_0's poisson: -109.137\n",
"[35]\tvalid_0's poisson: -109.155\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.194\n",
"[38]\tvalid_0's poisson: -109.218\n",
"[39]\tvalid_0's poisson: -109.233\n",
"[40]\tvalid_0's poisson: -109.257\n",
"[41]\tvalid_0's poisson: -109.281\n",
"[42]\tvalid_0's poisson: -109.296\n",
"[43]\tvalid_0's poisson: -109.313\n",
"[44]\tvalid_0's poisson: -109.324\n",
"[45]\tvalid_0's poisson: -109.339\n",
"[46]\tvalid_0's poisson: -109.354\n",
"[47]\tvalid_0's poisson: -109.357\n",
"[48]\tvalid_0's poisson: -109.37\n",
"[49]\tvalid_0's poisson: -109.383\n",
"[50]\tvalid_0's poisson: -109.386\n",
"[51]\tvalid_0's poisson: -109.402\n",
"[52]\tvalid_0's poisson: -109.422\n",
"[53]\tvalid_0's poisson: -109.424\n",
"[54]\tvalid_0's poisson: -109.434\n",
"[55]\tvalid_0's poisson: -109.441\n",
"[56]\tvalid_0's poisson: -109.452\n",
"[57]\tvalid_0's poisson: -109.458\n",
"[58]\tvalid_0's poisson: -109.464\n",
"[59]\tvalid_0's poisson: -109.465\n",
"[60]\tvalid_0's poisson: -109.472\n",
"[61]\tvalid_0's poisson: -109.487\n",
"[62]\tvalid_0's poisson: -109.498\n",
"[63]\tvalid_0's poisson: -109.503\n",
"[64]\tvalid_0's poisson: -109.505\n",
"[65]\tvalid_0's poisson: -109.511\n",
"[66]\tvalid_0's poisson: -109.517\n",
"[67]\tvalid_0's poisson: -109.522\n",
"[68]\tvalid_0's poisson: -109.524\n",
"[69]\tvalid_0's poisson: -109.527\n",
"[70]\tvalid_0's poisson: -109.529\n",
"[71]\tvalid_0's poisson: -109.534\n",
"[72]\tvalid_0's poisson: -109.54\n",
"[73]\tvalid_0's poisson: -109.546\n",
"[74]\tvalid_0's poisson: -109.551\n",
"[75]\tvalid_0's poisson: -109.552\n",
"[76]\tvalid_0's poisson: -109.559\n",
"[77]\tvalid_0's poisson: -109.561\n",
"[78]\tvalid_0's poisson: -109.565\n",
"[79]\tvalid_0's poisson: -109.567\n",
"[80]\tvalid_0's poisson: -109.569\n",
"[81]\tvalid_0's poisson: -109.575\n",
"[82]\tvalid_0's poisson: -109.576\n",
"[83]\tvalid_0's poisson: -109.577\n",
"[84]\tvalid_0's poisson: -109.582\n",
"[85]\tvalid_0's poisson: -109.585\n",
"[86]\tvalid_0's poisson: -109.585\n",
"[87]\tvalid_0's poisson: -109.595\n",
"[88]\tvalid_0's poisson: -109.597\n",
"[89]\tvalid_0's poisson: -109.596\n",
"[90]\tvalid_0's poisson: -109.597\n",
"[91]\tvalid_0's poisson: -109.601\n",
"[92]\tvalid_0's poisson: -109.603\n",
"[93]\tvalid_0's poisson: -109.606\n",
"[94]\tvalid_0's poisson: -109.612\n",
"[95]\tvalid_0's poisson: -109.611\n",
"[96]\tvalid_0's poisson: -109.611\n",
"[97]\tvalid_0's poisson: -109.616\n",
"[98]\tvalid_0's poisson: -109.623\n",
"[99]\tvalid_0's poisson: -109.628\n",
"[100]\tvalid_0's poisson: -109.628\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.71\n",
"[2]\tvalid_0's poisson: -95.9955\n",
"[3]\tvalid_0's poisson: -98.3585\n",
"[4]\tvalid_0's poisson: -100.187\n",
"[5]\tvalid_0's poisson: -101.602\n",
"[6]\tvalid_0's poisson: -102.755\n",
"[7]\tvalid_0's poisson: -103.68\n",
"[8]\tvalid_0's poisson: -104.493\n",
"[9]\tvalid_0's poisson: -105.151\n",
"[10]\tvalid_0's poisson: -105.725\n",
"[11]\tvalid_0's poisson: -106.203\n",
"[12]\tvalid_0's poisson: -106.625\n",
"[13]\tvalid_0's poisson: -106.97\n",
"[14]\tvalid_0's poisson: -107.267\n",
"[15]\tvalid_0's poisson: -107.522\n",
"[16]\tvalid_0's poisson: -107.756\n",
"[17]\tvalid_0's poisson: -107.948\n",
"[18]\tvalid_0's poisson: -108.112\n",
"[19]\tvalid_0's poisson: -108.247\n",
"[20]\tvalid_0's poisson: -108.37\n",
"[21]\tvalid_0's poisson: -108.486\n",
"[22]\tvalid_0's poisson: -108.594\n",
"[23]\tvalid_0's poisson: -108.7\n",
"[24]\tvalid_0's poisson: -108.77\n",
"[25]\tvalid_0's poisson: -108.83\n",
"[26]\tvalid_0's poisson: -108.885\n",
"[27]\tvalid_0's poisson: -108.934\n",
"[28]\tvalid_0's poisson: -108.969\n",
"[29]\tvalid_0's poisson: -109.015\n",
"[30]\tvalid_0's poisson: -109.056\n",
"[31]\tvalid_0's poisson: -109.085\n",
"[32]\tvalid_0's poisson: -109.115\n",
"[33]\tvalid_0's poisson: -109.141\n",
"[34]\tvalid_0's poisson: -109.171\n",
"[35]\tvalid_0's poisson: -109.187\n",
"[36]\tvalid_0's poisson: -109.208\n",
"[37]\tvalid_0's poisson: -109.246\n",
"[38]\tvalid_0's poisson: -109.271\n",
"[39]\tvalid_0's poisson: -109.291\n",
"[40]\tvalid_0's poisson: -109.312\n",
"[41]\tvalid_0's poisson: -109.321\n",
"[42]\tvalid_0's poisson: -109.331\n",
"[43]\tvalid_0's poisson: -109.348\n",
"[44]\tvalid_0's poisson: -109.371\n",
"[45]\tvalid_0's poisson: -109.381\n",
"[46]\tvalid_0's poisson: -109.396\n",
"[47]\tvalid_0's poisson: -109.402\n",
"[48]\tvalid_0's poisson: -109.41\n",
"[49]\tvalid_0's poisson: -109.418\n",
"[50]\tvalid_0's poisson: -109.433\n",
"[51]\tvalid_0's poisson: -109.44\n",
"[52]\tvalid_0's poisson: -109.442\n",
"[53]\tvalid_0's poisson: -109.446\n",
"[54]\tvalid_0's poisson: -109.46\n",
"[55]\tvalid_0's poisson: -109.464\n",
"[56]\tvalid_0's poisson: -109.469\n",
"[57]\tvalid_0's poisson: -109.469\n",
"[58]\tvalid_0's poisson: -109.482\n",
"[59]\tvalid_0's poisson: -109.486\n",
"[60]\tvalid_0's poisson: -109.491\n",
"[61]\tvalid_0's poisson: -109.498\n",
"[62]\tvalid_0's poisson: -109.507\n",
"[63]\tvalid_0's poisson: -109.508\n",
"[64]\tvalid_0's poisson: -109.512\n",
"[65]\tvalid_0's poisson: -109.517\n",
"[66]\tvalid_0's poisson: -109.526\n",
"[67]\tvalid_0's poisson: -109.527\n",
"[68]\tvalid_0's poisson: -109.534\n",
"[69]\tvalid_0's poisson: -109.543\n",
"[70]\tvalid_0's poisson: -109.552\n",
"[71]\tvalid_0's poisson: -109.56\n",
"[72]\tvalid_0's poisson: -109.561\n",
"[73]\tvalid_0's poisson: -109.566\n",
"[74]\tvalid_0's poisson: -109.573\n",
"[75]\tvalid_0's poisson: -109.577\n",
"[76]\tvalid_0's poisson: -109.581\n",
"[77]\tvalid_0's poisson: -109.582\n",
"[78]\tvalid_0's poisson: -109.585\n",
"[79]\tvalid_0's poisson: -109.588\n",
"[80]\tvalid_0's poisson: -109.59\n",
"[81]\tvalid_0's poisson: -109.596\n",
"[82]\tvalid_0's poisson: -109.603\n",
"[83]\tvalid_0's poisson: -109.605\n",
"[84]\tvalid_0's poisson: -109.611\n",
"[85]\tvalid_0's poisson: -109.612\n",
"[86]\tvalid_0's poisson: -109.613\n",
"[87]\tvalid_0's poisson: -109.616\n",
"[88]\tvalid_0's poisson: -109.617\n",
"[89]\tvalid_0's poisson: -109.619\n",
"[90]\tvalid_0's poisson: -109.62\n",
"[91]\tvalid_0's poisson: -109.628\n",
"[92]\tvalid_0's poisson: -109.637\n",
"[93]\tvalid_0's poisson: -109.644\n",
"[94]\tvalid_0's poisson: -109.646\n",
"[95]\tvalid_0's poisson: -109.65\n",
"[96]\tvalid_0's poisson: -109.654\n",
"[97]\tvalid_0's poisson: -109.655\n",
"[98]\tvalid_0's poisson: -109.659\n",
"[99]\tvalid_0's poisson: -109.664\n",
"[100]\tvalid_0's poisson: -109.663\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.7561\n",
"[2]\tvalid_0's poisson: -96.0211\n",
"[3]\tvalid_0's poisson: -98.3897\n",
"[4]\tvalid_0's poisson: -100.206\n",
"[5]\tvalid_0's poisson: -101.63\n",
"[6]\tvalid_0's poisson: -102.766\n",
"[7]\tvalid_0's poisson: -103.704\n",
"[8]\tvalid_0's poisson: -104.482\n",
"[9]\tvalid_0's poisson: -105.142\n",
"[10]\tvalid_0's poisson: -105.7\n",
"[11]\tvalid_0's poisson: -106.205\n",
"[12]\tvalid_0's poisson: -106.613\n",
"[13]\tvalid_0's poisson: -106.968\n",
"[14]\tvalid_0's poisson: -107.252\n",
"[15]\tvalid_0's poisson: -107.5\n",
"[16]\tvalid_0's poisson: -107.72\n",
"[17]\tvalid_0's poisson: -107.915\n",
"[18]\tvalid_0's poisson: -108.093\n",
"[19]\tvalid_0's poisson: -108.242\n",
"[20]\tvalid_0's poisson: -108.354\n",
"[21]\tvalid_0's poisson: -108.463\n",
"[22]\tvalid_0's poisson: -108.551\n",
"[23]\tvalid_0's poisson: -108.636\n",
"[24]\tvalid_0's poisson: -108.71\n",
"[25]\tvalid_0's poisson: -108.765\n",
"[26]\tvalid_0's poisson: -108.835\n",
"[27]\tvalid_0's poisson: -108.882\n",
"[28]\tvalid_0's poisson: -108.922\n",
"[29]\tvalid_0's poisson: -108.96\n",
"[30]\tvalid_0's poisson: -108.996\n",
"[31]\tvalid_0's poisson: -109.023\n",
"[32]\tvalid_0's poisson: -109.051\n",
"[33]\tvalid_0's poisson: -109.092\n",
"[34]\tvalid_0's poisson: -109.11\n",
"[35]\tvalid_0's poisson: -109.128\n",
"[36]\tvalid_0's poisson: -109.164\n",
"[37]\tvalid_0's poisson: -109.175\n",
"[38]\tvalid_0's poisson: -109.204\n",
"[39]\tvalid_0's poisson: -109.233\n",
"[40]\tvalid_0's poisson: -109.244\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -109.255\n",
"[42]\tvalid_0's poisson: -109.276\n",
"[43]\tvalid_0's poisson: -109.292\n",
"[44]\tvalid_0's poisson: -109.299\n",
"[45]\tvalid_0's poisson: -109.314\n",
"[46]\tvalid_0's poisson: -109.333\n",
"[47]\tvalid_0's poisson: -109.337\n",
"[48]\tvalid_0's poisson: -109.347\n",
"[49]\tvalid_0's poisson: -109.365\n",
"[50]\tvalid_0's poisson: -109.383\n",
"[51]\tvalid_0's poisson: -109.401\n",
"[52]\tvalid_0's poisson: -109.409\n",
"[53]\tvalid_0's poisson: -109.421\n",
"[54]\tvalid_0's poisson: -109.436\n",
"[55]\tvalid_0's poisson: -109.448\n",
"[56]\tvalid_0's poisson: -109.453\n",
"[57]\tvalid_0's poisson: -109.456\n",
"[58]\tvalid_0's poisson: -109.468\n",
"[59]\tvalid_0's poisson: -109.476\n",
"[60]\tvalid_0's poisson: -109.482\n",
"[61]\tvalid_0's poisson: -109.487\n",
"[62]\tvalid_0's poisson: -109.496\n",
"[63]\tvalid_0's poisson: -109.497\n",
"[64]\tvalid_0's poisson: -109.503\n",
"[65]\tvalid_0's poisson: -109.512\n",
"[66]\tvalid_0's poisson: -109.52\n",
"[67]\tvalid_0's poisson: -109.522\n",
"[68]\tvalid_0's poisson: -109.527\n",
"[69]\tvalid_0's poisson: -109.528\n",
"[70]\tvalid_0's poisson: -109.535\n",
"[71]\tvalid_0's poisson: -109.543\n",
"[72]\tvalid_0's poisson: -109.547\n",
"[73]\tvalid_0's poisson: -109.552\n",
"[74]\tvalid_0's poisson: -109.554\n",
"[75]\tvalid_0's poisson: -109.561\n",
"[76]\tvalid_0's poisson: -109.561\n",
"[77]\tvalid_0's poisson: -109.568\n",
"[78]\tvalid_0's poisson: -109.569\n",
"[79]\tvalid_0's poisson: -109.57\n",
"[80]\tvalid_0's poisson: -109.57\n",
"[81]\tvalid_0's poisson: -109.574\n",
"[82]\tvalid_0's poisson: -109.579\n",
"[83]\tvalid_0's poisson: -109.581\n",
"[84]\tvalid_0's poisson: -109.584\n",
"[85]\tvalid_0's poisson: -109.589\n",
"[86]\tvalid_0's poisson: -109.59\n",
"[87]\tvalid_0's poisson: -109.593\n",
"[88]\tvalid_0's poisson: -109.593\n",
"[89]\tvalid_0's poisson: -109.599\n",
"[90]\tvalid_0's poisson: -109.6\n",
"[91]\tvalid_0's poisson: -109.606\n",
"[92]\tvalid_0's poisson: -109.608\n",
"[93]\tvalid_0's poisson: -109.609\n",
"[94]\tvalid_0's poisson: -109.613\n",
"[95]\tvalid_0's poisson: -109.617\n",
"[96]\tvalid_0's poisson: -109.622\n",
"[97]\tvalid_0's poisson: -109.626\n",
"[98]\tvalid_0's poisson: -109.628\n",
"[99]\tvalid_0's poisson: -109.629\n",
"[100]\tvalid_0's poisson: -109.633\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.6644\n",
"[2]\tvalid_0's poisson: -95.9522\n",
"[3]\tvalid_0's poisson: -98.3261\n",
"[4]\tvalid_0's poisson: -100.143\n",
"[5]\tvalid_0's poisson: -101.566\n",
"[6]\tvalid_0's poisson: -102.719\n",
"[7]\tvalid_0's poisson: -103.662\n",
"[8]\tvalid_0's poisson: -104.45\n",
"[9]\tvalid_0's poisson: -105.123\n",
"[10]\tvalid_0's poisson: -105.703\n",
"[11]\tvalid_0's poisson: -106.19\n",
"[12]\tvalid_0's poisson: -106.583\n",
"[13]\tvalid_0's poisson: -106.947\n",
"[14]\tvalid_0's poisson: -107.234\n",
"[15]\tvalid_0's poisson: -107.506\n",
"[16]\tvalid_0's poisson: -107.72\n",
"[17]\tvalid_0's poisson: -107.902\n",
"[18]\tvalid_0's poisson: -108.079\n",
"[19]\tvalid_0's poisson: -108.21\n",
"[20]\tvalid_0's poisson: -108.339\n",
"[21]\tvalid_0's poisson: -108.449\n",
"[22]\tvalid_0's poisson: -108.543\n",
"[23]\tvalid_0's poisson: -108.621\n",
"[24]\tvalid_0's poisson: -108.702\n",
"[25]\tvalid_0's poisson: -108.764\n",
"[26]\tvalid_0's poisson: -108.826\n",
"[27]\tvalid_0's poisson: -108.872\n",
"[28]\tvalid_0's poisson: -108.935\n",
"[29]\tvalid_0's poisson: -108.967\n",
"[30]\tvalid_0's poisson: -109.007\n",
"[31]\tvalid_0's poisson: -109.041\n",
"[32]\tvalid_0's poisson: -109.068\n",
"[33]\tvalid_0's poisson: -109.109\n",
"[34]\tvalid_0's poisson: -109.144\n",
"[35]\tvalid_0's poisson: -109.172\n",
"[36]\tvalid_0's poisson: -109.191\n",
"[37]\tvalid_0's poisson: -109.212\n",
"[38]\tvalid_0's poisson: -109.227\n",
"[39]\tvalid_0's poisson: -109.249\n",
"[40]\tvalid_0's poisson: -109.27\n",
"[41]\tvalid_0's poisson: -109.292\n",
"[42]\tvalid_0's poisson: -109.308\n",
"[43]\tvalid_0's poisson: -109.317\n",
"[44]\tvalid_0's poisson: -109.328\n",
"[45]\tvalid_0's poisson: -109.339\n",
"[46]\tvalid_0's poisson: -109.343\n",
"[47]\tvalid_0's poisson: -109.349\n",
"[48]\tvalid_0's poisson: -109.36\n",
"[49]\tvalid_0's poisson: -109.368\n",
"[50]\tvalid_0's poisson: -109.376\n",
"[51]\tvalid_0's poisson: -109.385\n",
"[52]\tvalid_0's poisson: -109.401\n",
"[53]\tvalid_0's poisson: -109.409\n",
"[54]\tvalid_0's poisson: -109.417\n",
"[55]\tvalid_0's poisson: -109.42\n",
"[56]\tvalid_0's poisson: -109.442\n",
"[57]\tvalid_0's poisson: -109.45\n",
"[58]\tvalid_0's poisson: -109.461\n",
"[59]\tvalid_0's poisson: -109.467\n",
"[60]\tvalid_0's poisson: -109.468\n",
"[61]\tvalid_0's poisson: -109.47\n",
"[62]\tvalid_0's poisson: -109.472\n",
"[63]\tvalid_0's poisson: -109.477\n",
"[64]\tvalid_0's poisson: -109.491\n",
"[65]\tvalid_0's poisson: -109.493\n",
"[66]\tvalid_0's poisson: -109.495\n",
"[67]\tvalid_0's poisson: -109.497\n",
"[68]\tvalid_0's poisson: -109.502\n",
"[69]\tvalid_0's poisson: -109.511\n",
"[70]\tvalid_0's poisson: -109.52\n",
"[71]\tvalid_0's poisson: -109.522\n",
"[72]\tvalid_0's poisson: -109.525\n",
"[73]\tvalid_0's poisson: -109.529\n",
"[74]\tvalid_0's poisson: -109.528\n",
"[75]\tvalid_0's poisson: -109.529\n",
"[76]\tvalid_0's poisson: -109.534\n",
"[77]\tvalid_0's poisson: -109.538\n",
"[78]\tvalid_0's poisson: -109.539\n",
"[79]\tvalid_0's poisson: -109.545\n",
"[80]\tvalid_0's poisson: -109.547\n",
"[81]\tvalid_0's poisson: -109.549\n",
"[82]\tvalid_0's poisson: -109.552\n",
"[83]\tvalid_0's poisson: -109.554\n",
"[84]\tvalid_0's poisson: -109.56\n",
"[85]\tvalid_0's poisson: -109.56\n",
"[86]\tvalid_0's poisson: -109.561\n",
"[87]\tvalid_0's poisson: -109.571\n",
"[88]\tvalid_0's poisson: -109.576\n",
"[89]\tvalid_0's poisson: -109.58\n",
"[90]\tvalid_0's poisson: -109.585\n",
"[91]\tvalid_0's poisson: -109.589\n",
"[92]\tvalid_0's poisson: -109.589\n",
"[93]\tvalid_0's poisson: -109.593\n",
"[94]\tvalid_0's poisson: -109.592\n",
"[95]\tvalid_0's poisson: -109.594\n",
"[96]\tvalid_0's poisson: -109.598\n",
"[97]\tvalid_0's poisson: -109.598\n",
"[98]\tvalid_0's poisson: -109.599\n",
"[99]\tvalid_0's poisson: -109.602\n",
"[100]\tvalid_0's poisson: -109.605\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=6; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.4902\n",
"[2]\tvalid_0's poisson: -87.7974\n",
"[3]\tvalid_0's poisson: -88.0965\n",
"[4]\tvalid_0's poisson: -88.3871\n",
"[5]\tvalid_0's poisson: -88.6699\n",
"[6]\tvalid_0's poisson: -88.9484\n",
"[7]\tvalid_0's poisson: -89.2194\n",
"[8]\tvalid_0's poisson: -89.4859\n",
"[9]\tvalid_0's poisson: -89.7415\n",
"[10]\tvalid_0's poisson: -89.9931\n",
"[11]\tvalid_0's poisson: -90.2402\n",
"[12]\tvalid_0's poisson: -90.4783\n",
"[13]\tvalid_0's poisson: -90.7127\n",
"[14]\tvalid_0's poisson: -90.9431\n",
"[15]\tvalid_0's poisson: -91.1657\n",
"[16]\tvalid_0's poisson: -91.3847\n",
"[17]\tvalid_0's poisson: -91.6006\n",
"[18]\tvalid_0's poisson: -91.8092\n",
"[19]\tvalid_0's poisson: -92.0167\n",
"[20]\tvalid_0's poisson: -92.2185\n",
"[21]\tvalid_0's poisson: -92.417\n",
"[22]\tvalid_0's poisson: -92.6093\n",
"[23]\tvalid_0's poisson: -92.7986\n",
"[24]\tvalid_0's poisson: -92.9856\n",
"[25]\tvalid_0's poisson: -93.1669\n",
"[26]\tvalid_0's poisson: -93.3453\n",
"[27]\tvalid_0's poisson: -93.5217\n",
"[28]\tvalid_0's poisson: -93.6931\n",
"[29]\tvalid_0's poisson: -93.863\n",
"[30]\tvalid_0's poisson: -94.0296\n",
"[31]\tvalid_0's poisson: -94.1943\n",
"[32]\tvalid_0's poisson: -94.3636\n",
"[33]\tvalid_0's poisson: -94.5235\n",
"[34]\tvalid_0's poisson: -94.6796\n",
"[35]\tvalid_0's poisson: -94.8399\n",
"[36]\tvalid_0's poisson: -94.9925\n",
"[37]\tvalid_0's poisson: -95.1416\n",
"[38]\tvalid_0's poisson: -95.2878\n",
"[39]\tvalid_0's poisson: -95.4384\n",
"[40]\tvalid_0's poisson: -95.5792\n",
"[41]\tvalid_0's poisson: -95.7184\n",
"[42]\tvalid_0's poisson: -95.8619\n",
"[43]\tvalid_0's poisson: -95.9975\n",
"[44]\tvalid_0's poisson: -96.1303\n",
"[45]\tvalid_0's poisson: -96.2675\n",
"[46]\tvalid_0's poisson: -96.3968\n",
"[47]\tvalid_0's poisson: -96.5234\n",
"[48]\tvalid_0's poisson: -96.6565\n",
"[49]\tvalid_0's poisson: -96.7808\n",
"[50]\tvalid_0's poisson: -96.9038\n",
"[51]\tvalid_0's poisson: -97.0245\n",
"[52]\tvalid_0's poisson: -97.1433\n",
"[53]\tvalid_0's poisson: -97.2666\n",
"[54]\tvalid_0's poisson: -97.3818\n",
"[55]\tvalid_0's poisson: -97.4965\n",
"[56]\tvalid_0's poisson: -97.6076\n",
"[57]\tvalid_0's poisson: -97.7241\n",
"[58]\tvalid_0's poisson: -97.8337\n",
"[59]\tvalid_0's poisson: -97.941\n",
"[60]\tvalid_0's poisson: -98.0535\n",
"[61]\tvalid_0's poisson: -98.1587\n",
"[62]\tvalid_0's poisson: -98.2611\n",
"[63]\tvalid_0's poisson: -98.364\n",
"[64]\tvalid_0's poisson: -98.4685\n",
"[65]\tvalid_0's poisson: -98.5665\n",
"[66]\tvalid_0's poisson: -98.6678\n",
"[67]\tvalid_0's poisson: -98.7637\n",
"[68]\tvalid_0's poisson: -98.8601\n",
"[69]\tvalid_0's poisson: -98.9595\n",
"[70]\tvalid_0's poisson: -99.0507\n",
"[71]\tvalid_0's poisson: -99.1473\n",
"[72]\tvalid_0's poisson: -99.2366\n",
"[73]\tvalid_0's poisson: -99.3253\n",
"[74]\tvalid_0's poisson: -99.4195\n",
"[75]\tvalid_0's poisson: -99.5073\n",
"[76]\tvalid_0's poisson: -99.5976\n",
"[77]\tvalid_0's poisson: -99.6816\n",
"[78]\tvalid_0's poisson: -99.771\n",
"[79]\tvalid_0's poisson: -99.8539\n",
"[80]\tvalid_0's poisson: -99.9343\n",
"[81]\tvalid_0's poisson: -100.015\n",
"[82]\tvalid_0's poisson: -100.095\n",
"[83]\tvalid_0's poisson: -100.174\n",
"[84]\tvalid_0's poisson: -100.251\n",
"[85]\tvalid_0's poisson: -100.328\n",
"[86]\tvalid_0's poisson: -100.403\n",
"[87]\tvalid_0's poisson: -100.478\n",
"[88]\tvalid_0's poisson: -100.551\n",
"[89]\tvalid_0's poisson: -100.629\n",
"[90]\tvalid_0's poisson: -100.7\n",
"[91]\tvalid_0's poisson: -100.77\n",
"[92]\tvalid_0's poisson: -100.84\n",
"[93]\tvalid_0's poisson: -100.909\n",
"[94]\tvalid_0's poisson: -100.984\n",
"[95]\tvalid_0's poisson: -101.05\n",
"[96]\tvalid_0's poisson: -101.116\n",
"[97]\tvalid_0's poisson: -101.186\n",
"[98]\tvalid_0's poisson: -101.25\n",
"[99]\tvalid_0's poisson: -101.317\n",
"[100]\tvalid_0's poisson: -101.38\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.4959\n",
"[2]\tvalid_0's poisson: -87.8207\n",
"[3]\tvalid_0's poisson: -88.1266\n",
"[4]\tvalid_0's poisson: -88.4248\n",
"[5]\tvalid_0's poisson: -88.7236\n",
"[6]\tvalid_0's poisson: -89.0069\n",
"[7]\tvalid_0's poisson: -89.2827\n",
"[8]\tvalid_0's poisson: -89.5507\n",
"[9]\tvalid_0's poisson: -89.8105\n",
"[10]\tvalid_0's poisson: -90.0637\n",
"[11]\tvalid_0's poisson: -90.3206\n",
"[12]\tvalid_0's poisson: -90.5637\n",
"[13]\tvalid_0's poisson: -90.8016\n",
"[14]\tvalid_0's poisson: -91.034\n",
"[15]\tvalid_0's poisson: -91.26\n",
"[16]\tvalid_0's poisson: -91.4897\n",
"[17]\tvalid_0's poisson: -91.7066\n",
"[18]\tvalid_0's poisson: -91.919\n",
"[19]\tvalid_0's poisson: -92.1266\n",
"[20]\tvalid_0's poisson: -92.329\n",
"[21]\tvalid_0's poisson: -92.5272\n",
"[22]\tvalid_0's poisson: -92.7303\n",
"[23]\tvalid_0's poisson: -92.9217\n",
"[24]\tvalid_0's poisson: -93.109\n",
"[25]\tvalid_0's poisson: -93.2919\n",
"[26]\tvalid_0's poisson: -93.4713\n",
"[27]\tvalid_0's poisson: -93.6485\n",
"[28]\tvalid_0's poisson: -93.8297\n",
"[29]\tvalid_0's poisson: -94.0003\n",
"[30]\tvalid_0's poisson: -94.169\n",
"[31]\tvalid_0's poisson: -94.3405\n",
"[32]\tvalid_0's poisson: -94.5031\n",
"[33]\tvalid_0's poisson: -94.6626\n",
"[34]\tvalid_0's poisson: -94.8195\n",
"[35]\tvalid_0's poisson: -94.9739\n",
"[36]\tvalid_0's poisson: -95.1318\n",
"[37]\tvalid_0's poisson: -95.2816\n",
"[38]\tvalid_0's poisson: -95.4279\n",
"[39]\tvalid_0's poisson: -95.5726\n",
"[40]\tvalid_0's poisson: -95.714\n",
"[41]\tvalid_0's poisson: -95.8541\n",
"[42]\tvalid_0's poisson: -95.9978\n",
"[43]\tvalid_0's poisson: -96.1328\n",
"[44]\tvalid_0's poisson: -96.266\n",
"[45]\tvalid_0's poisson: -96.3966\n",
"[46]\tvalid_0's poisson: -96.5259\n",
"[47]\tvalid_0's poisson: -96.6589\n",
"[48]\tvalid_0's poisson: -96.7839\n",
"[49]\tvalid_0's poisson: -96.9071\n",
"[50]\tvalid_0's poisson: -97.0283\n",
"[51]\tvalid_0's poisson: -97.1533\n",
"[52]\tvalid_0's poisson: -97.2707\n",
"[53]\tvalid_0's poisson: -97.3868\n",
"[54]\tvalid_0's poisson: -97.5017\n",
"[55]\tvalid_0's poisson: -97.619\n",
"[56]\tvalid_0's poisson: -97.7307\n",
"[57]\tvalid_0's poisson: -97.8405\n",
"[58]\tvalid_0's poisson: -97.9525\n",
"[59]\tvalid_0's poisson: -98.0593\n",
"[60]\tvalid_0's poisson: -98.1643\n",
"[61]\tvalid_0's poisson: -98.2709\n",
"[62]\tvalid_0's poisson: -98.3772\n",
"[63]\tvalid_0's poisson: -98.4781\n",
"[64]\tvalid_0's poisson: -98.5772\n",
"[65]\tvalid_0's poisson: -98.676\n",
"[66]\tvalid_0's poisson: -98.7773\n",
"[67]\tvalid_0's poisson: -98.8723\n",
"[68]\tvalid_0's poisson: -98.967\n",
"[69]\tvalid_0's poisson: -99.0601\n",
"[70]\tvalid_0's poisson: -99.1574\n",
"[71]\tvalid_0's poisson: -99.2477\n",
"[72]\tvalid_0's poisson: -99.3369\n",
"[73]\tvalid_0's poisson: -99.4306\n",
"[74]\tvalid_0's poisson: -99.5181\n",
"[75]\tvalid_0's poisson: -99.6052\n",
"[76]\tvalid_0's poisson: -99.6904\n",
"[77]\tvalid_0's poisson: -99.7753\n",
"[78]\tvalid_0's poisson: -99.8586\n",
"[79]\tvalid_0's poisson: -99.9407\n",
"[80]\tvalid_0's poisson: -100.022\n",
"[81]\tvalid_0's poisson: -100.102\n",
"[82]\tvalid_0's poisson: -100.182\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.335\n",
"[85]\tvalid_0's poisson: -100.412\n",
"[86]\tvalid_0's poisson: -100.487\n",
"[87]\tvalid_0's poisson: -100.562\n",
"[88]\tvalid_0's poisson: -100.641\n",
"[89]\tvalid_0's poisson: -100.713\n",
"[90]\tvalid_0's poisson: -100.784\n",
"[91]\tvalid_0's poisson: -100.856\n",
"[92]\tvalid_0's poisson: -100.925\n",
"[93]\tvalid_0's poisson: -100.994\n",
"[94]\tvalid_0's poisson: -101.061\n",
"[95]\tvalid_0's poisson: -101.13\n",
"[96]\tvalid_0's poisson: -101.195\n",
"[97]\tvalid_0's poisson: -101.268\n",
"[98]\tvalid_0's poisson: -101.332\n",
"[99]\tvalid_0's poisson: -101.396\n",
"[100]\tvalid_0's poisson: -101.46\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.4939\n",
"[2]\tvalid_0's poisson: -87.8091\n",
"[3]\tvalid_0's poisson: -88.1144\n",
"[4]\tvalid_0's poisson: -88.4126\n",
"[5]\tvalid_0's poisson: -88.7018\n",
"[6]\tvalid_0's poisson: -88.9843\n",
"[7]\tvalid_0's poisson: -89.2592\n",
"[8]\tvalid_0's poisson: -89.5245\n",
"[9]\tvalid_0's poisson: -89.7919\n",
"[10]\tvalid_0's poisson: -90.0485\n",
"[11]\tvalid_0's poisson: -90.2978\n",
"[12]\tvalid_0's poisson: -90.5421\n",
"[13]\tvalid_0's poisson: -90.7793\n",
"[14]\tvalid_0's poisson: -91.0114\n",
"[15]\tvalid_0's poisson: -91.2447\n",
"[16]\tvalid_0's poisson: -91.4667\n",
"[17]\tvalid_0's poisson: -91.6839\n",
"[18]\tvalid_0's poisson: -91.8947\n",
"[19]\tvalid_0's poisson: -92.109\n",
"[20]\tvalid_0's poisson: -92.3139\n",
"[21]\tvalid_0's poisson: -92.5132\n",
"[22]\tvalid_0's poisson: -92.7087\n",
"[23]\tvalid_0's poisson: -92.8993\n",
"[24]\tvalid_0's poisson: -93.0923\n",
"[25]\tvalid_0's poisson: -93.2765\n",
"[26]\tvalid_0's poisson: -93.4573\n",
"[27]\tvalid_0's poisson: -93.6336\n",
"[28]\tvalid_0's poisson: -93.8128\n",
"[29]\tvalid_0's poisson: -93.9839\n",
"[30]\tvalid_0's poisson: -94.1516\n",
"[31]\tvalid_0's poisson: -94.3158\n",
"[32]\tvalid_0's poisson: -94.4826\n",
"[33]\tvalid_0's poisson: -94.6434\n",
"[34]\tvalid_0's poisson: -94.7988\n",
"[35]\tvalid_0's poisson: -94.9528\n",
"[36]\tvalid_0's poisson: -95.1087\n",
"[37]\tvalid_0's poisson: -95.2567\n",
"[38]\tvalid_0's poisson: -95.4046\n",
"[39]\tvalid_0's poisson: -95.5472\n",
"[40]\tvalid_0's poisson: -95.6931\n",
"[41]\tvalid_0's poisson: -95.8334\n",
"[42]\tvalid_0's poisson: -95.9716\n",
"[43]\tvalid_0's poisson: -96.1066\n",
"[44]\tvalid_0's poisson: -96.2438\n",
"[45]\tvalid_0's poisson: -96.373\n",
"[46]\tvalid_0's poisson: -96.5036\n",
"[47]\tvalid_0's poisson: -96.6296\n",
"[48]\tvalid_0's poisson: -96.7602\n",
"[49]\tvalid_0's poisson: -96.8834\n",
"[50]\tvalid_0's poisson: -97.0052\n",
"[51]\tvalid_0's poisson: -97.1295\n",
"[52]\tvalid_0's poisson: -97.2472\n",
"[53]\tvalid_0's poisson: -97.3634\n",
"[54]\tvalid_0's poisson: -97.4825\n",
"[55]\tvalid_0's poisson: -97.595\n",
"[56]\tvalid_0's poisson: -97.7068\n",
"[57]\tvalid_0's poisson: -97.821\n",
"[58]\tvalid_0's poisson: -97.9317\n",
"[59]\tvalid_0's poisson: -98.0391\n",
"[60]\tvalid_0's poisson: -98.1449\n",
"[61]\tvalid_0's poisson: -98.2524\n",
"[62]\tvalid_0's poisson: -98.3552\n",
"[63]\tvalid_0's poisson: -98.4561\n",
"[64]\tvalid_0's poisson: -98.559\n",
"[65]\tvalid_0's poisson: -98.6597\n",
"[66]\tvalid_0's poisson: -98.7576\n",
"[67]\tvalid_0's poisson: -98.8566\n",
"[68]\tvalid_0's poisson: -98.951\n",
"[69]\tvalid_0's poisson: -99.0464\n",
"[70]\tvalid_0's poisson: -99.1403\n",
"[71]\tvalid_0's poisson: -99.2357\n",
"[72]\tvalid_0's poisson: -99.3258\n",
"[73]\tvalid_0's poisson: -99.4187\n",
"[74]\tvalid_0's poisson: -99.5078\n",
"[75]\tvalid_0's poisson: -99.5944\n",
"[76]\tvalid_0's poisson: -99.6834\n",
"[77]\tvalid_0's poisson: -99.7688\n",
"[78]\tvalid_0's poisson: -99.8531\n",
"[79]\tvalid_0's poisson: -99.9346\n",
"[80]\tvalid_0's poisson: -100.02\n",
"[81]\tvalid_0's poisson: -100.101\n",
"[82]\tvalid_0's poisson: -100.181\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.336\n",
"[85]\tvalid_0's poisson: -100.414\n",
"[86]\tvalid_0's poisson: -100.489\n",
"[87]\tvalid_0's poisson: -100.564\n",
"[88]\tvalid_0's poisson: -100.638\n",
"[89]\tvalid_0's poisson: -100.711\n",
"[90]\tvalid_0's poisson: -100.785\n",
"[91]\tvalid_0's poisson: -100.856\n",
"[92]\tvalid_0's poisson: -100.927\n",
"[93]\tvalid_0's poisson: -100.995\n",
"[94]\tvalid_0's poisson: -101.066\n",
"[95]\tvalid_0's poisson: -101.133\n",
"[96]\tvalid_0's poisson: -101.202\n",
"[97]\tvalid_0's poisson: -101.267\n",
"[98]\tvalid_0's poisson: -101.333\n",
"[99]\tvalid_0's poisson: -101.402\n",
"[100]\tvalid_0's poisson: -101.466\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5015\n",
"[2]\tvalid_0's poisson: -87.8171\n",
"[3]\tvalid_0's poisson: -88.1241\n",
"[4]\tvalid_0's poisson: -88.4241\n",
"[5]\tvalid_0's poisson: -88.7157\n",
"[6]\tvalid_0's poisson: -88.9988\n",
"[7]\tvalid_0's poisson: -89.2751\n",
"[8]\tvalid_0's poisson: -89.5522\n",
"[9]\tvalid_0's poisson: -89.8156\n",
"[10]\tvalid_0's poisson: -90.0698\n",
"[11]\tvalid_0's poisson: -90.3198\n",
"[12]\tvalid_0's poisson: -90.5637\n",
"[13]\tvalid_0's poisson: -90.806\n",
"[14]\tvalid_0's poisson: -91.0375\n",
"[15]\tvalid_0's poisson: -91.2658\n",
"[16]\tvalid_0's poisson: -91.4885\n",
"[17]\tvalid_0's poisson: -91.7142\n",
"[18]\tvalid_0's poisson: -91.9281\n",
"[19]\tvalid_0's poisson: -92.1358\n",
"[20]\tvalid_0's poisson: -92.3388\n",
"[21]\tvalid_0's poisson: -92.5394\n",
"[22]\tvalid_0's poisson: -92.7407\n",
"[23]\tvalid_0's poisson: -92.9311\n",
"[24]\tvalid_0's poisson: -93.1195\n",
"[25]\tvalid_0's poisson: -93.3042\n",
"[26]\tvalid_0's poisson: -93.4908\n",
"[27]\tvalid_0's poisson: -93.6694\n",
"[28]\tvalid_0's poisson: -93.8428\n",
"[29]\tvalid_0's poisson: -94.0194\n",
"[30]\tvalid_0's poisson: -94.1861\n",
"[31]\tvalid_0's poisson: -94.3511\n",
"[32]\tvalid_0's poisson: -94.514\n",
"[33]\tvalid_0's poisson: -94.6783\n",
"[34]\tvalid_0's poisson: -94.8342\n",
"[35]\tvalid_0's poisson: -94.9882\n",
"[36]\tvalid_0's poisson: -95.14\n",
"[37]\tvalid_0's poisson: -95.2934\n",
"[38]\tvalid_0's poisson: -95.4412\n",
"[39]\tvalid_0's poisson: -95.5872\n",
"[40]\tvalid_0's poisson: -95.731\n",
"[41]\tvalid_0's poisson: -95.8748\n",
"[42]\tvalid_0's poisson: -96.0118\n",
"[43]\tvalid_0's poisson: -96.1487\n",
"[44]\tvalid_0's poisson: -96.2831\n",
"[45]\tvalid_0's poisson: -96.4181\n",
"[46]\tvalid_0's poisson: -96.548\n",
"[47]\tvalid_0's poisson: -96.676\n",
"[48]\tvalid_0's poisson: -96.807\n",
"[49]\tvalid_0's poisson: -96.9315\n",
"[50]\tvalid_0's poisson: -97.0544\n",
"[51]\tvalid_0's poisson: -97.1794\n",
"[52]\tvalid_0's poisson: -97.2992\n",
"[53]\tvalid_0's poisson: -97.4163\n",
"[54]\tvalid_0's poisson: -97.5323\n",
"[55]\tvalid_0's poisson: -97.6502\n",
"[56]\tvalid_0's poisson: -97.7631\n",
"[57]\tvalid_0's poisson: -97.874\n",
"[58]\tvalid_0's poisson: -97.9836\n",
"[59]\tvalid_0's poisson: -98.096\n",
"[60]\tvalid_0's poisson: -98.2031\n",
"[61]\tvalid_0's poisson: -98.3082\n",
"[62]\tvalid_0's poisson: -98.4109\n",
"[63]\tvalid_0's poisson: -98.5121\n",
"[64]\tvalid_0's poisson: -98.6154\n",
"[65]\tvalid_0's poisson: -98.7157\n",
"[66]\tvalid_0's poisson: -98.8131\n",
"[67]\tvalid_0's poisson: -98.9121\n",
"[68]\tvalid_0's poisson: -99.0067\n",
"[69]\tvalid_0's poisson: -99.1\n",
"[70]\tvalid_0's poisson: -99.1973\n",
"[71]\tvalid_0's poisson: -99.2884\n",
"[72]\tvalid_0's poisson: -99.3785\n",
"[73]\tvalid_0's poisson: -99.4718\n",
"[74]\tvalid_0's poisson: -99.5601\n",
"[75]\tvalid_0's poisson: -99.6459\n",
"[76]\tvalid_0's poisson: -99.7323\n",
"[77]\tvalid_0's poisson: -99.821\n",
"[78]\tvalid_0's poisson: -99.9046\n",
"[79]\tvalid_0's poisson: -99.9863\n",
"[80]\tvalid_0's poisson: -100.072\n",
"[81]\tvalid_0's poisson: -100.152\n",
"[82]\tvalid_0's poisson: -100.23\n",
"[83]\tvalid_0's poisson: -100.313\n",
"[84]\tvalid_0's poisson: -100.39\n",
"[85]\tvalid_0's poisson: -100.466\n",
"[86]\tvalid_0's poisson: -100.542\n",
"[87]\tvalid_0's poisson: -100.617\n",
"[88]\tvalid_0's poisson: -100.69\n",
"[89]\tvalid_0's poisson: -100.763\n",
"[90]\tvalid_0's poisson: -100.837\n",
"[91]\tvalid_0's poisson: -100.908\n",
"[92]\tvalid_0's poisson: -100.979\n",
"[93]\tvalid_0's poisson: -101.048\n",
"[94]\tvalid_0's poisson: -101.117\n",
"[95]\tvalid_0's poisson: -101.185\n",
"[96]\tvalid_0's poisson: -101.254\n",
"[97]\tvalid_0's poisson: -101.32\n",
"[98]\tvalid_0's poisson: -101.386\n",
"[99]\tvalid_0's poisson: -101.451\n",
"[100]\tvalid_0's poisson: -101.514\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.4847\n",
"[2]\tvalid_0's poisson: -87.7962\n",
"[3]\tvalid_0's poisson: -88.0986\n",
"[4]\tvalid_0's poisson: -88.3925\n",
"[5]\tvalid_0's poisson: -88.6783\n",
"[6]\tvalid_0's poisson: -88.958\n",
"[7]\tvalid_0's poisson: -89.2304\n",
"[8]\tvalid_0's poisson: -89.4964\n",
"[9]\tvalid_0's poisson: -89.7542\n",
"[10]\tvalid_0's poisson: -90.0079\n",
"[11]\tvalid_0's poisson: -90.2551\n",
"[12]\tvalid_0's poisson: -90.4944\n",
"[13]\tvalid_0's poisson: -90.7393\n",
"[14]\tvalid_0's poisson: -90.9692\n",
"[15]\tvalid_0's poisson: -91.1947\n",
"[16]\tvalid_0's poisson: -91.4146\n",
"[17]\tvalid_0's poisson: -91.639\n",
"[18]\tvalid_0's poisson: -91.8503\n",
"[19]\tvalid_0's poisson: -92.0562\n",
"[20]\tvalid_0's poisson: -92.2589\n",
"[21]\tvalid_0's poisson: -92.457\n",
"[22]\tvalid_0's poisson: -92.6595\n",
"[23]\tvalid_0's poisson: -92.8493\n",
"[24]\tvalid_0's poisson: -93.0354\n",
"[25]\tvalid_0's poisson: -93.2178\n",
"[26]\tvalid_0's poisson: -93.4049\n",
"[27]\tvalid_0's poisson: -93.5813\n",
"[28]\tvalid_0's poisson: -93.7536\n",
"[29]\tvalid_0's poisson: -93.9307\n",
"[30]\tvalid_0's poisson: -94.0979\n",
"[31]\tvalid_0's poisson: -94.2618\n",
"[32]\tvalid_0's poisson: -94.4223\n",
"[33]\tvalid_0's poisson: -94.5817\n",
"[34]\tvalid_0's poisson: -94.737\n",
"[35]\tvalid_0's poisson: -94.8967\n",
"[36]\tvalid_0's poisson: -95.0479\n",
"[37]\tvalid_0's poisson: -95.195\n",
"[38]\tvalid_0's poisson: -95.3404\n",
"[39]\tvalid_0's poisson: -95.4828\n",
"[40]\tvalid_0's poisson: -95.6305\n",
"[41]\tvalid_0's poisson: -95.7687\n",
"[42]\tvalid_0's poisson: -95.9049\n",
"[43]\tvalid_0's poisson: -96.0397\n",
"[44]\tvalid_0's poisson: -96.1711\n",
"[45]\tvalid_0's poisson: -96.3066\n",
"[46]\tvalid_0's poisson: -96.435\n",
"[47]\tvalid_0's poisson: -96.5611\n",
"[48]\tvalid_0's poisson: -96.6869\n",
"[49]\tvalid_0's poisson: -96.8154\n",
"[50]\tvalid_0's poisson: -96.9373\n",
"[51]\tvalid_0's poisson: -97.0562\n",
"[52]\tvalid_0's poisson: -97.1746\n",
"[53]\tvalid_0's poisson: -97.2963\n",
"[54]\tvalid_0's poisson: -97.4119\n",
"[55]\tvalid_0's poisson: -97.5255\n",
"[56]\tvalid_0's poisson: -97.6361\n",
"[57]\tvalid_0's poisson: -97.7514\n",
"[58]\tvalid_0's poisson: -97.861\n",
"[59]\tvalid_0's poisson: -97.9689\n",
"[60]\tvalid_0's poisson: -98.0789\n",
"[61]\tvalid_0's poisson: -98.1837\n",
"[62]\tvalid_0's poisson: -98.2874\n",
"[63]\tvalid_0's poisson: -98.3935\n",
"[64]\tvalid_0's poisson: -98.4941\n",
"[65]\tvalid_0's poisson: -98.5971\n",
"[66]\tvalid_0's poisson: -98.6947\n",
"[67]\tvalid_0's poisson: -98.7909\n",
"[68]\tvalid_0's poisson: -98.8897\n",
"[69]\tvalid_0's poisson: -98.983\n",
"[70]\tvalid_0's poisson: -99.0749\n",
"[71]\tvalid_0's poisson: -99.1697\n",
"[72]\tvalid_0's poisson: -99.259\n",
"[73]\tvalid_0's poisson: -99.3481\n",
"[74]\tvalid_0's poisson: -99.4394\n",
"[75]\tvalid_0's poisson: -99.5263\n",
"[76]\tvalid_0's poisson: -99.6119\n",
"[77]\tvalid_0's poisson: -99.7016\n",
"[78]\tvalid_0's poisson: -99.7858\n",
"[79]\tvalid_0's poisson: -99.8695\n",
"[80]\tvalid_0's poisson: -99.95\n",
"[81]\tvalid_0's poisson: -100.035\n",
"[82]\tvalid_0's poisson: -100.115\n",
"[83]\tvalid_0's poisson: -100.197\n",
"[84]\tvalid_0's poisson: -100.275\n",
"[85]\tvalid_0's poisson: -100.352\n",
"[86]\tvalid_0's poisson: -100.432\n",
"[87]\tvalid_0's poisson: -100.507\n",
"[88]\tvalid_0's poisson: -100.585\n",
"[89]\tvalid_0's poisson: -100.658\n",
"[90]\tvalid_0's poisson: -100.732\n",
"[91]\tvalid_0's poisson: -100.804\n",
"[92]\tvalid_0's poisson: -100.874\n",
"[93]\tvalid_0's poisson: -100.945\n",
"[94]\tvalid_0's poisson: -101.014\n",
"[95]\tvalid_0's poisson: -101.083\n",
"[96]\tvalid_0's poisson: -101.151\n",
"[97]\tvalid_0's poisson: -101.218\n",
"[98]\tvalid_0's poisson: -101.284\n",
"[99]\tvalid_0's poisson: -101.349\n",
"[100]\tvalid_0's poisson: -101.414\n",
"[CV] END bagging_fraction=0.8, lambda_l1=1, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.4902\n",
"[2]\tvalid_0's poisson: -87.7974\n",
"[3]\tvalid_0's poisson: -88.0965\n",
"[4]\tvalid_0's poisson: -88.3872\n",
"[5]\tvalid_0's poisson: -88.6699\n",
"[6]\tvalid_0's poisson: -88.9484\n",
"[7]\tvalid_0's poisson: -89.2194\n",
"[8]\tvalid_0's poisson: -89.4859\n",
"[9]\tvalid_0's poisson: -89.7416\n",
"[10]\tvalid_0's poisson: -89.9932\n",
"[11]\tvalid_0's poisson: -90.2403\n",
"[12]\tvalid_0's poisson: -90.4784\n",
"[13]\tvalid_0's poisson: -90.7128\n",
"[14]\tvalid_0's poisson: -90.9432\n",
"[15]\tvalid_0's poisson: -91.1658\n",
"[16]\tvalid_0's poisson: -91.3849\n",
"[17]\tvalid_0's poisson: -91.6007\n",
"[18]\tvalid_0's poisson: -91.8094\n",
"[19]\tvalid_0's poisson: -92.0168\n",
"[20]\tvalid_0's poisson: -92.2186\n",
"[21]\tvalid_0's poisson: -92.4172\n",
"[22]\tvalid_0's poisson: -92.6095\n",
"[23]\tvalid_0's poisson: -92.7987\n",
"[24]\tvalid_0's poisson: -92.9858\n",
"[25]\tvalid_0's poisson: -93.1671\n",
"[26]\tvalid_0's poisson: -93.3454\n",
"[27]\tvalid_0's poisson: -93.5219\n",
"[28]\tvalid_0's poisson: -93.6933\n",
"[29]\tvalid_0's poisson: -93.8632\n",
"[30]\tvalid_0's poisson: -94.0298\n",
"[31]\tvalid_0's poisson: -94.1945\n",
"[32]\tvalid_0's poisson: -94.3638\n",
"[33]\tvalid_0's poisson: -94.5236\n",
"[34]\tvalid_0's poisson: -94.6798\n",
"[35]\tvalid_0's poisson: -94.8401\n",
"[36]\tvalid_0's poisson: -94.9928\n",
"[37]\tvalid_0's poisson: -95.1418\n",
"[38]\tvalid_0's poisson: -95.288\n",
"[39]\tvalid_0's poisson: -95.4387\n",
"[40]\tvalid_0's poisson: -95.5794\n",
"[41]\tvalid_0's poisson: -95.7186\n",
"[42]\tvalid_0's poisson: -95.8621\n",
"[43]\tvalid_0's poisson: -95.9978\n",
"[44]\tvalid_0's poisson: -96.1306\n",
"[45]\tvalid_0's poisson: -96.2677\n",
"[46]\tvalid_0's poisson: -96.397\n",
"[47]\tvalid_0's poisson: -96.5237\n",
"[48]\tvalid_0's poisson: -96.6567\n",
"[49]\tvalid_0's poisson: -96.7811\n",
"[50]\tvalid_0's poisson: -96.9041\n",
"[51]\tvalid_0's poisson: -97.0248\n",
"[52]\tvalid_0's poisson: -97.1436\n",
"[53]\tvalid_0's poisson: -97.2668\n",
"[54]\tvalid_0's poisson: -97.3821\n",
"[55]\tvalid_0's poisson: -97.4967\n",
"[56]\tvalid_0's poisson: -97.6079\n",
"[57]\tvalid_0's poisson: -97.7244\n",
"[58]\tvalid_0's poisson: -97.834\n",
"[59]\tvalid_0's poisson: -97.9413\n",
"[60]\tvalid_0's poisson: -98.0538\n",
"[61]\tvalid_0's poisson: -98.159\n",
"[62]\tvalid_0's poisson: -98.2614\n",
"[63]\tvalid_0's poisson: -98.3643\n",
"[64]\tvalid_0's poisson: -98.4688\n",
"[65]\tvalid_0's poisson: -98.5668\n",
"[66]\tvalid_0's poisson: -98.6682\n",
"[67]\tvalid_0's poisson: -98.764\n",
"[68]\tvalid_0's poisson: -98.8605\n",
"[69]\tvalid_0's poisson: -98.9598\n",
"[70]\tvalid_0's poisson: -99.0511\n",
"[71]\tvalid_0's poisson: -99.1477\n",
"[72]\tvalid_0's poisson: -99.237\n",
"[73]\tvalid_0's poisson: -99.3256\n",
"[74]\tvalid_0's poisson: -99.4198\n",
"[75]\tvalid_0's poisson: -99.5076\n",
"[76]\tvalid_0's poisson: -99.598\n",
"[77]\tvalid_0's poisson: -99.682\n",
"[78]\tvalid_0's poisson: -99.7714\n",
"[79]\tvalid_0's poisson: -99.8543\n",
"[80]\tvalid_0's poisson: -99.9346\n",
"[81]\tvalid_0's poisson: -100.016\n",
"[82]\tvalid_0's poisson: -100.095\n",
"[83]\tvalid_0's poisson: -100.174\n",
"[84]\tvalid_0's poisson: -100.252\n",
"[85]\tvalid_0's poisson: -100.328\n",
"[86]\tvalid_0's poisson: -100.404\n",
"[87]\tvalid_0's poisson: -100.478\n",
"[88]\tvalid_0's poisson: -100.551\n",
"[89]\tvalid_0's poisson: -100.63\n",
"[90]\tvalid_0's poisson: -100.701\n",
"[91]\tvalid_0's poisson: -100.77\n",
"[92]\tvalid_0's poisson: -100.841\n",
"[93]\tvalid_0's poisson: -100.909\n",
"[94]\tvalid_0's poisson: -100.983\n",
"[95]\tvalid_0's poisson: -101.05\n",
"[96]\tvalid_0's poisson: -101.116\n",
"[97]\tvalid_0's poisson: -101.185\n",
"[98]\tvalid_0's poisson: -101.25\n",
"[99]\tvalid_0's poisson: -101.317\n",
"[100]\tvalid_0's poisson: -101.38\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.4959\n",
"[2]\tvalid_0's poisson: -87.8208\n",
"[3]\tvalid_0's poisson: -88.1266\n",
"[4]\tvalid_0's poisson: -88.4249\n",
"[5]\tvalid_0's poisson: -88.7236\n",
"[6]\tvalid_0's poisson: -89.0069\n",
"[7]\tvalid_0's poisson: -89.2827\n",
"[8]\tvalid_0's poisson: -89.5507\n",
"[9]\tvalid_0's poisson: -89.8105\n",
"[10]\tvalid_0's poisson: -90.0638\n",
"[11]\tvalid_0's poisson: -90.3207\n",
"[12]\tvalid_0's poisson: -90.5638\n",
"[13]\tvalid_0's poisson: -90.8017\n",
"[14]\tvalid_0's poisson: -91.0341\n",
"[15]\tvalid_0's poisson: -91.2601\n",
"[16]\tvalid_0's poisson: -91.4898\n",
"[17]\tvalid_0's poisson: -91.7067\n",
"[18]\tvalid_0's poisson: -91.9191\n",
"[19]\tvalid_0's poisson: -92.1267\n",
"[20]\tvalid_0's poisson: -92.3291\n",
"[21]\tvalid_0's poisson: -92.5274\n",
"[22]\tvalid_0's poisson: -92.7304\n",
"[23]\tvalid_0's poisson: -92.9218\n",
"[24]\tvalid_0's poisson: -93.1092\n",
"[25]\tvalid_0's poisson: -93.292\n",
"[26]\tvalid_0's poisson: -93.4714\n",
"[27]\tvalid_0's poisson: -93.6486\n",
"[28]\tvalid_0's poisson: -93.8298\n",
"[29]\tvalid_0's poisson: -94.0005\n",
"[30]\tvalid_0's poisson: -94.1692\n",
"[31]\tvalid_0's poisson: -94.3407\n",
"[32]\tvalid_0's poisson: -94.5033\n",
"[33]\tvalid_0's poisson: -94.6628\n",
"[34]\tvalid_0's poisson: -94.8197\n",
"[35]\tvalid_0's poisson: -94.9741\n",
"[36]\tvalid_0's poisson: -95.132\n",
"[37]\tvalid_0's poisson: -95.2818\n",
"[38]\tvalid_0's poisson: -95.4281\n",
"[39]\tvalid_0's poisson: -95.5728\n",
"[40]\tvalid_0's poisson: -95.7142\n",
"[41]\tvalid_0's poisson: -95.8543\n",
"[42]\tvalid_0's poisson: -95.998\n",
"[43]\tvalid_0's poisson: -96.1331\n",
"[44]\tvalid_0's poisson: -96.2662\n",
"[45]\tvalid_0's poisson: -96.3968\n",
"[46]\tvalid_0's poisson: -96.5262\n",
"[47]\tvalid_0's poisson: -96.6591\n",
"[48]\tvalid_0's poisson: -96.7842\n",
"[49]\tvalid_0's poisson: -96.9074\n",
"[50]\tvalid_0's poisson: -97.0286\n",
"[51]\tvalid_0's poisson: -97.1535\n",
"[52]\tvalid_0's poisson: -97.2709\n",
"[53]\tvalid_0's poisson: -97.3871\n",
"[54]\tvalid_0's poisson: -97.502\n",
"[55]\tvalid_0's poisson: -97.6192\n",
"[56]\tvalid_0's poisson: -97.731\n",
"[57]\tvalid_0's poisson: -97.8408\n",
"[58]\tvalid_0's poisson: -97.9527\n",
"[59]\tvalid_0's poisson: -98.0596\n",
"[60]\tvalid_0's poisson: -98.1646\n",
"[61]\tvalid_0's poisson: -98.2712\n",
"[62]\tvalid_0's poisson: -98.3774\n",
"[63]\tvalid_0's poisson: -98.4784\n",
"[64]\tvalid_0's poisson: -98.5775\n",
"[65]\tvalid_0's poisson: -98.6763\n",
"[66]\tvalid_0's poisson: -98.7776\n",
"[67]\tvalid_0's poisson: -98.8726\n",
"[68]\tvalid_0's poisson: -98.9673\n",
"[69]\tvalid_0's poisson: -99.0604\n",
"[70]\tvalid_0's poisson: -99.1577\n",
"[71]\tvalid_0's poisson: -99.248\n",
"[72]\tvalid_0's poisson: -99.3372\n",
"[73]\tvalid_0's poisson: -99.4309\n",
"[74]\tvalid_0's poisson: -99.5184\n",
"[75]\tvalid_0's poisson: -99.6055\n",
"[76]\tvalid_0's poisson: -99.6907\n",
"[77]\tvalid_0's poisson: -99.776\n",
"[78]\tvalid_0's poisson: -99.8589\n",
"[79]\tvalid_0's poisson: -99.9411\n",
"[80]\tvalid_0's poisson: -100.023\n",
"[81]\tvalid_0's poisson: -100.103\n",
"[82]\tvalid_0's poisson: -100.182\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.336\n",
"[85]\tvalid_0's poisson: -100.413\n",
"[86]\tvalid_0's poisson: -100.487\n",
"[87]\tvalid_0's poisson: -100.562\n",
"[88]\tvalid_0's poisson: -100.641\n",
"[89]\tvalid_0's poisson: -100.713\n",
"[90]\tvalid_0's poisson: -100.784\n",
"[91]\tvalid_0's poisson: -100.856\n",
"[92]\tvalid_0's poisson: -100.925\n",
"[93]\tvalid_0's poisson: -100.994\n",
"[94]\tvalid_0's poisson: -101.062\n",
"[95]\tvalid_0's poisson: -101.129\n",
"[96]\tvalid_0's poisson: -101.196\n",
"[97]\tvalid_0's poisson: -101.268\n",
"[98]\tvalid_0's poisson: -101.332\n",
"[99]\tvalid_0's poisson: -101.397\n",
"[100]\tvalid_0's poisson: -101.46\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.4939\n",
"[2]\tvalid_0's poisson: -87.8091\n",
"[3]\tvalid_0's poisson: -88.1144\n",
"[4]\tvalid_0's poisson: -88.4126\n",
"[5]\tvalid_0's poisson: -88.7018\n",
"[6]\tvalid_0's poisson: -88.9843\n",
"[7]\tvalid_0's poisson: -89.2592\n",
"[8]\tvalid_0's poisson: -89.5245\n",
"[9]\tvalid_0's poisson: -89.792\n",
"[10]\tvalid_0's poisson: -90.0486\n",
"[11]\tvalid_0's poisson: -90.2979\n",
"[12]\tvalid_0's poisson: -90.5422\n",
"[13]\tvalid_0's poisson: -90.7793\n",
"[14]\tvalid_0's poisson: -91.0115\n",
"[15]\tvalid_0's poisson: -91.2448\n",
"[16]\tvalid_0's poisson: -91.4668\n",
"[17]\tvalid_0's poisson: -91.684\n",
"[18]\tvalid_0's poisson: -91.8948\n",
"[19]\tvalid_0's poisson: -92.1091\n",
"[20]\tvalid_0's poisson: -92.3141\n",
"[21]\tvalid_0's poisson: -92.5134\n",
"[22]\tvalid_0's poisson: -92.7089\n",
"[23]\tvalid_0's poisson: -92.8994\n",
"[24]\tvalid_0's poisson: -93.0925\n",
"[25]\tvalid_0's poisson: -93.2767\n",
"[26]\tvalid_0's poisson: -93.4574\n",
"[27]\tvalid_0's poisson: -93.6338\n",
"[28]\tvalid_0's poisson: -93.8129\n",
"[29]\tvalid_0's poisson: -93.9841\n",
"[30]\tvalid_0's poisson: -94.1518\n",
"[31]\tvalid_0's poisson: -94.3159\n",
"[32]\tvalid_0's poisson: -94.4827\n",
"[33]\tvalid_0's poisson: -94.6436\n",
"[34]\tvalid_0's poisson: -94.799\n",
"[35]\tvalid_0's poisson: -94.953\n",
"[36]\tvalid_0's poisson: -95.1089\n",
"[37]\tvalid_0's poisson: -95.2569\n",
"[38]\tvalid_0's poisson: -95.4048\n",
"[39]\tvalid_0's poisson: -95.5474\n",
"[40]\tvalid_0's poisson: -95.6933\n",
"[41]\tvalid_0's poisson: -95.8336\n",
"[42]\tvalid_0's poisson: -95.9718\n",
"[43]\tvalid_0's poisson: -96.1069\n",
"[44]\tvalid_0's poisson: -96.244\n",
"[45]\tvalid_0's poisson: -96.3732\n",
"[46]\tvalid_0's poisson: -96.5038\n",
"[47]\tvalid_0's poisson: -96.6299\n",
"[48]\tvalid_0's poisson: -96.7604\n",
"[49]\tvalid_0's poisson: -96.8837\n",
"[50]\tvalid_0's poisson: -97.0055\n",
"[51]\tvalid_0's poisson: -97.1298\n",
"[52]\tvalid_0's poisson: -97.2475\n",
"[53]\tvalid_0's poisson: -97.3637\n",
"[54]\tvalid_0's poisson: -97.4828\n",
"[55]\tvalid_0's poisson: -97.5953\n",
"[56]\tvalid_0's poisson: -97.7071\n",
"[57]\tvalid_0's poisson: -97.8213\n",
"[58]\tvalid_0's poisson: -97.932\n",
"[59]\tvalid_0's poisson: -98.0394\n",
"[60]\tvalid_0's poisson: -98.1452\n",
"[61]\tvalid_0's poisson: -98.2527\n",
"[62]\tvalid_0's poisson: -98.3554\n",
"[63]\tvalid_0's poisson: -98.4564\n",
"[64]\tvalid_0's poisson: -98.5591\n",
"[65]\tvalid_0's poisson: -98.6598\n",
"[66]\tvalid_0's poisson: -98.7576\n",
"[67]\tvalid_0's poisson: -98.857\n",
"[68]\tvalid_0's poisson: -98.9514\n",
"[69]\tvalid_0's poisson: -99.0466\n",
"[70]\tvalid_0's poisson: -99.1407\n",
"[71]\tvalid_0's poisson: -99.236\n",
"[72]\tvalid_0's poisson: -99.3261\n",
"[73]\tvalid_0's poisson: -99.4191\n",
"[74]\tvalid_0's poisson: -99.5081\n",
"[75]\tvalid_0's poisson: -99.5947\n",
"[76]\tvalid_0's poisson: -99.6837\n",
"[77]\tvalid_0's poisson: -99.7692\n",
"[78]\tvalid_0's poisson: -99.8534\n",
"[79]\tvalid_0's poisson: -99.9349\n",
"[80]\tvalid_0's poisson: -100.02\n",
"[81]\tvalid_0's poisson: -100.101\n",
"[82]\tvalid_0's poisson: -100.181\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.336\n",
"[85]\tvalid_0's poisson: -100.414\n",
"[86]\tvalid_0's poisson: -100.489\n",
"[87]\tvalid_0's poisson: -100.565\n",
"[88]\tvalid_0's poisson: -100.639\n",
"[89]\tvalid_0's poisson: -100.711\n",
"[90]\tvalid_0's poisson: -100.785\n",
"[91]\tvalid_0's poisson: -100.857\n",
"[92]\tvalid_0's poisson: -100.927\n",
"[93]\tvalid_0's poisson: -100.997\n",
"[94]\tvalid_0's poisson: -101.067\n",
"[95]\tvalid_0's poisson: -101.134\n",
"[96]\tvalid_0's poisson: -101.202\n",
"[97]\tvalid_0's poisson: -101.268\n",
"[98]\tvalid_0's poisson: -101.333\n",
"[99]\tvalid_0's poisson: -101.402\n",
"[100]\tvalid_0's poisson: -101.466\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.5015\n",
"[2]\tvalid_0's poisson: -87.8171\n",
"[3]\tvalid_0's poisson: -88.1241\n",
"[4]\tvalid_0's poisson: -88.4241\n",
"[5]\tvalid_0's poisson: -88.7157\n",
"[6]\tvalid_0's poisson: -88.9989\n",
"[7]\tvalid_0's poisson: -89.2752\n",
"[8]\tvalid_0's poisson: -89.5522\n",
"[9]\tvalid_0's poisson: -89.8157\n",
"[10]\tvalid_0's poisson: -90.07\n",
"[11]\tvalid_0's poisson: -90.3199\n",
"[12]\tvalid_0's poisson: -90.5638\n",
"[13]\tvalid_0's poisson: -90.8061\n",
"[14]\tvalid_0's poisson: -91.0376\n",
"[15]\tvalid_0's poisson: -91.2659\n",
"[16]\tvalid_0's poisson: -91.4886\n",
"[17]\tvalid_0's poisson: -91.7144\n",
"[18]\tvalid_0's poisson: -91.9282\n",
"[19]\tvalid_0's poisson: -92.1361\n",
"[20]\tvalid_0's poisson: -92.3389\n",
"[21]\tvalid_0's poisson: -92.5396\n",
"[22]\tvalid_0's poisson: -92.7408\n",
"[23]\tvalid_0's poisson: -92.9312\n",
"[24]\tvalid_0's poisson: -93.1197\n",
"[25]\tvalid_0's poisson: -93.3044\n",
"[26]\tvalid_0's poisson: -93.4909\n",
"[27]\tvalid_0's poisson: -93.6696\n",
"[28]\tvalid_0's poisson: -93.8431\n",
"[29]\tvalid_0's poisson: -94.0195\n",
"[30]\tvalid_0's poisson: -94.1862\n",
"[31]\tvalid_0's poisson: -94.3512\n",
"[32]\tvalid_0's poisson: -94.5142\n",
"[33]\tvalid_0's poisson: -94.6785\n",
"[34]\tvalid_0's poisson: -94.8344\n",
"[35]\tvalid_0's poisson: -94.9883\n",
"[36]\tvalid_0's poisson: -95.1402\n",
"[37]\tvalid_0's poisson: -95.2938\n",
"[38]\tvalid_0's poisson: -95.4416\n",
"[39]\tvalid_0's poisson: -95.5875\n",
"[40]\tvalid_0's poisson: -95.7313\n",
"[41]\tvalid_0's poisson: -95.8752\n",
"[42]\tvalid_0's poisson: -96.0122\n",
"[43]\tvalid_0's poisson: -96.149\n",
"[44]\tvalid_0's poisson: -96.2835\n",
"[45]\tvalid_0's poisson: -96.4185\n",
"[46]\tvalid_0's poisson: -96.5484\n",
"[47]\tvalid_0's poisson: -96.6764\n",
"[48]\tvalid_0's poisson: -96.8074\n",
"[49]\tvalid_0's poisson: -96.9319\n",
"[50]\tvalid_0's poisson: -97.0547\n",
"[51]\tvalid_0's poisson: -97.1798\n",
"[52]\tvalid_0's poisson: -97.2995\n",
"[53]\tvalid_0's poisson: -97.4167\n",
"[54]\tvalid_0's poisson: -97.5327\n",
"[55]\tvalid_0's poisson: -97.6506\n",
"[56]\tvalid_0's poisson: -97.7635\n",
"[57]\tvalid_0's poisson: -97.8744\n",
"[58]\tvalid_0's poisson: -97.984\n",
"[59]\tvalid_0's poisson: -98.0964\n",
"[60]\tvalid_0's poisson: -98.2035\n",
"[61]\tvalid_0's poisson: -98.3086\n",
"[62]\tvalid_0's poisson: -98.4113\n",
"[63]\tvalid_0's poisson: -98.5125\n",
"[64]\tvalid_0's poisson: -98.6158\n",
"[65]\tvalid_0's poisson: -98.7161\n",
"[66]\tvalid_0's poisson: -98.8135\n",
"[67]\tvalid_0's poisson: -98.9125\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -99.0071\n",
"[69]\tvalid_0's poisson: -99.1004\n",
"[70]\tvalid_0's poisson: -99.1977\n",
"[71]\tvalid_0's poisson: -99.2889\n",
"[72]\tvalid_0's poisson: -99.3789\n",
"[73]\tvalid_0's poisson: -99.4722\n",
"[74]\tvalid_0's poisson: -99.5606\n",
"[75]\tvalid_0's poisson: -99.6463\n",
"[76]\tvalid_0's poisson: -99.7328\n",
"[77]\tvalid_0's poisson: -99.8215\n",
"[78]\tvalid_0's poisson: -99.9051\n",
"[79]\tvalid_0's poisson: -99.9867\n",
"[80]\tvalid_0's poisson: -100.072\n",
"[81]\tvalid_0's poisson: -100.153\n",
"[82]\tvalid_0's poisson: -100.231\n",
"[83]\tvalid_0's poisson: -100.313\n",
"[84]\tvalid_0's poisson: -100.391\n",
"[85]\tvalid_0's poisson: -100.467\n",
"[86]\tvalid_0's poisson: -100.543\n",
"[87]\tvalid_0's poisson: -100.618\n",
"[88]\tvalid_0's poisson: -100.692\n",
"[89]\tvalid_0's poisson: -100.764\n",
"[90]\tvalid_0's poisson: -100.838\n",
"[91]\tvalid_0's poisson: -100.91\n",
"[92]\tvalid_0's poisson: -100.98\n",
"[93]\tvalid_0's poisson: -101.049\n",
"[94]\tvalid_0's poisson: -101.118\n",
"[95]\tvalid_0's poisson: -101.186\n",
"[96]\tvalid_0's poisson: -101.253\n",
"[97]\tvalid_0's poisson: -101.32\n",
"[98]\tvalid_0's poisson: -101.39\n",
"[99]\tvalid_0's poisson: -101.454\n",
"[100]\tvalid_0's poisson: -101.518\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.4847\n",
"[2]\tvalid_0's poisson: -87.7962\n",
"[3]\tvalid_0's poisson: -88.0986\n",
"[4]\tvalid_0's poisson: -88.3925\n",
"[5]\tvalid_0's poisson: -88.6783\n",
"[6]\tvalid_0's poisson: -88.958\n",
"[7]\tvalid_0's poisson: -89.2304\n",
"[8]\tvalid_0's poisson: -89.4963\n",
"[9]\tvalid_0's poisson: -89.7543\n",
"[10]\tvalid_0's poisson: -90.008\n",
"[11]\tvalid_0's poisson: -90.2552\n",
"[12]\tvalid_0's poisson: -90.4944\n",
"[13]\tvalid_0's poisson: -90.7394\n",
"[14]\tvalid_0's poisson: -90.9693\n",
"[15]\tvalid_0's poisson: -91.1948\n",
"[16]\tvalid_0's poisson: -91.4147\n",
"[17]\tvalid_0's poisson: -91.6391\n",
"[18]\tvalid_0's poisson: -91.8504\n",
"[19]\tvalid_0's poisson: -92.0564\n",
"[20]\tvalid_0's poisson: -92.259\n",
"[21]\tvalid_0's poisson: -92.4571\n",
"[22]\tvalid_0's poisson: -92.6597\n",
"[23]\tvalid_0's poisson: -92.8495\n",
"[24]\tvalid_0's poisson: -93.0355\n",
"[25]\tvalid_0's poisson: -93.2179\n",
"[26]\tvalid_0's poisson: -93.4051\n",
"[27]\tvalid_0's poisson: -93.5814\n",
"[28]\tvalid_0's poisson: -93.7537\n",
"[29]\tvalid_0's poisson: -93.9309\n",
"[30]\tvalid_0's poisson: -94.0981\n",
"[31]\tvalid_0's poisson: -94.2619\n",
"[32]\tvalid_0's poisson: -94.4225\n",
"[33]\tvalid_0's poisson: -94.5819\n",
"[34]\tvalid_0's poisson: -94.7371\n",
"[35]\tvalid_0's poisson: -94.8969\n",
"[36]\tvalid_0's poisson: -95.0481\n",
"[37]\tvalid_0's poisson: -95.1952\n",
"[38]\tvalid_0's poisson: -95.3406\n",
"[39]\tvalid_0's poisson: -95.483\n",
"[40]\tvalid_0's poisson: -95.6307\n",
"[41]\tvalid_0's poisson: -95.7689\n",
"[42]\tvalid_0's poisson: -95.9051\n",
"[43]\tvalid_0's poisson: -96.0396\n",
"[44]\tvalid_0's poisson: -96.1713\n",
"[45]\tvalid_0's poisson: -96.3069\n",
"[46]\tvalid_0's poisson: -96.4353\n",
"[47]\tvalid_0's poisson: -96.5623\n",
"[48]\tvalid_0's poisson: -96.688\n",
"[49]\tvalid_0's poisson: -96.8166\n",
"[50]\tvalid_0's poisson: -96.9385\n",
"[51]\tvalid_0's poisson: -97.0574\n",
"[52]\tvalid_0's poisson: -97.1757\n",
"[53]\tvalid_0's poisson: -97.2975\n",
"[54]\tvalid_0's poisson: -97.4131\n",
"[55]\tvalid_0's poisson: -97.5267\n",
"[56]\tvalid_0's poisson: -97.6373\n",
"[57]\tvalid_0's poisson: -97.7525\n",
"[58]\tvalid_0's poisson: -97.8622\n",
"[59]\tvalid_0's poisson: -97.9702\n",
"[60]\tvalid_0's poisson: -98.0801\n",
"[61]\tvalid_0's poisson: -98.185\n",
"[62]\tvalid_0's poisson: -98.2886\n",
"[63]\tvalid_0's poisson: -98.3947\n",
"[64]\tvalid_0's poisson: -98.4952\n",
"[65]\tvalid_0's poisson: -98.5983\n",
"[66]\tvalid_0's poisson: -98.6959\n",
"[67]\tvalid_0's poisson: -98.7921\n",
"[68]\tvalid_0's poisson: -98.8906\n",
"[69]\tvalid_0's poisson: -98.9839\n",
"[70]\tvalid_0's poisson: -99.0759\n",
"[71]\tvalid_0's poisson: -99.1706\n",
"[72]\tvalid_0's poisson: -99.2599\n",
"[73]\tvalid_0's poisson: -99.3491\n",
"[74]\tvalid_0's poisson: -99.4406\n",
"[75]\tvalid_0's poisson: -99.5275\n",
"[76]\tvalid_0's poisson: -99.6131\n",
"[77]\tvalid_0's poisson: -99.7027\n",
"[78]\tvalid_0's poisson: -99.787\n",
"[79]\tvalid_0's poisson: -99.8706\n",
"[80]\tvalid_0's poisson: -99.9511\n",
"[81]\tvalid_0's poisson: -100.036\n",
"[82]\tvalid_0's poisson: -100.116\n",
"[83]\tvalid_0's poisson: -100.199\n",
"[84]\tvalid_0's poisson: -100.277\n",
"[85]\tvalid_0's poisson: -100.353\n",
"[86]\tvalid_0's poisson: -100.433\n",
"[87]\tvalid_0's poisson: -100.507\n",
"[88]\tvalid_0's poisson: -100.586\n",
"[89]\tvalid_0's poisson: -100.659\n",
"[90]\tvalid_0's poisson: -100.733\n",
"[91]\tvalid_0's poisson: -100.805\n",
"[92]\tvalid_0's poisson: -100.875\n",
"[93]\tvalid_0's poisson: -100.946\n",
"[94]\tvalid_0's poisson: -101.016\n",
"[95]\tvalid_0's poisson: -101.084\n",
"[96]\tvalid_0's poisson: -101.152\n",
"[97]\tvalid_0's poisson: -101.219\n",
"[98]\tvalid_0's poisson: -101.286\n",
"[99]\tvalid_0's poisson: -101.35\n",
"[100]\tvalid_0's poisson: -101.415\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.4402\n",
"[2]\tvalid_0's poisson: -87.7002\n",
"[3]\tvalid_0's poisson: -87.9535\n",
"[4]\tvalid_0's poisson: -88.2008\n",
"[5]\tvalid_0's poisson: -88.442\n",
"[6]\tvalid_0's poisson: -88.6776\n",
"[7]\tvalid_0's poisson: -88.9097\n",
"[8]\tvalid_0's poisson: -89.1347\n",
"[9]\tvalid_0's poisson: -89.3564\n",
"[10]\tvalid_0's poisson: -89.5715\n",
"[11]\tvalid_0's poisson: -89.7819\n",
"[12]\tvalid_0's poisson: -89.9894\n",
"[13]\tvalid_0's poisson: -90.191\n",
"[14]\tvalid_0's poisson: -90.3883\n",
"[15]\tvalid_0's poisson: -90.5831\n",
"[16]\tvalid_0's poisson: -90.7725\n",
"[17]\tvalid_0's poisson: -90.9594\n",
"[18]\tvalid_0's poisson: -91.1449\n",
"[19]\tvalid_0's poisson: -91.3237\n",
"[20]\tvalid_0's poisson: -91.5021\n",
"[21]\tvalid_0's poisson: -91.6744\n",
"[22]\tvalid_0's poisson: -91.8434\n",
"[23]\tvalid_0's poisson: -92.0123\n",
"[24]\tvalid_0's poisson: -92.1753\n",
"[25]\tvalid_0's poisson: -92.3382\n",
"[26]\tvalid_0's poisson: -92.4965\n",
"[27]\tvalid_0's poisson: -92.651\n",
"[28]\tvalid_0's poisson: -92.8054\n",
"[29]\tvalid_0's poisson: -92.9564\n",
"[30]\tvalid_0's poisson: -93.1056\n",
"[31]\tvalid_0's poisson: -93.2517\n",
"[32]\tvalid_0's poisson: -93.3958\n",
"[33]\tvalid_0's poisson: -93.5356\n",
"[34]\tvalid_0's poisson: -93.6745\n",
"[35]\tvalid_0's poisson: -93.8118\n",
"[36]\tvalid_0's poisson: -93.9463\n",
"[37]\tvalid_0's poisson: -94.0791\n",
"[38]\tvalid_0's poisson: -94.2102\n",
"[39]\tvalid_0's poisson: -94.3377\n",
"[40]\tvalid_0's poisson: -94.4644\n",
"[41]\tvalid_0's poisson: -94.5896\n",
"[42]\tvalid_0's poisson: -94.7127\n",
"[43]\tvalid_0's poisson: -94.8336\n",
"[44]\tvalid_0's poisson: -94.9577\n",
"[45]\tvalid_0's poisson: -95.0756\n",
"[46]\tvalid_0's poisson: -95.1966\n",
"[47]\tvalid_0's poisson: -95.3158\n",
"[48]\tvalid_0's poisson: -95.4331\n",
"[49]\tvalid_0's poisson: -95.5456\n",
"[50]\tvalid_0's poisson: -95.6654\n",
"[51]\tvalid_0's poisson: -95.775\n",
"[52]\tvalid_0's poisson: -95.8917\n",
"[53]\tvalid_0's poisson: -95.9985\n",
"[54]\tvalid_0's poisson: -96.1075\n",
"[55]\tvalid_0's poisson: -96.2261\n",
"[56]\tvalid_0's poisson: -96.3323\n",
"[57]\tvalid_0's poisson: -96.44\n",
"[58]\tvalid_0's poisson: -96.5404\n",
"[59]\tvalid_0's poisson: -96.6531\n",
"[60]\tvalid_0's poisson: -96.7541\n",
"[61]\tvalid_0's poisson: -96.8596\n",
"[62]\tvalid_0's poisson: -96.9552\n",
"[63]\tvalid_0's poisson: -97.0498\n",
"[64]\tvalid_0's poisson: -97.1561\n",
"[65]\tvalid_0's poisson: -97.2511\n",
"[66]\tvalid_0's poisson: -97.3546\n",
"[67]\tvalid_0's poisson: -97.4478\n",
"[68]\tvalid_0's poisson: -97.537\n",
"[69]\tvalid_0's poisson: -97.6367\n",
"[70]\tvalid_0's poisson: -97.7264\n",
"[71]\tvalid_0's poisson: -97.8195\n",
"[72]\tvalid_0's poisson: -97.9039\n",
"[73]\tvalid_0's poisson: -97.9871\n",
"[74]\tvalid_0's poisson: -98.0692\n",
"[75]\tvalid_0's poisson: -98.1526\n",
"[76]\tvalid_0's poisson: -98.2451\n",
"[77]\tvalid_0's poisson: -98.3242\n",
"[78]\tvalid_0's poisson: -98.4044\n",
"[79]\tvalid_0's poisson: -98.4816\n",
"[80]\tvalid_0's poisson: -98.5599\n",
"[81]\tvalid_0's poisson: -98.6479\n",
"[82]\tvalid_0's poisson: -98.7262\n",
"[83]\tvalid_0's poisson: -98.8032\n",
"[84]\tvalid_0's poisson: -98.8762\n",
"[85]\tvalid_0's poisson: -98.9481\n",
"[86]\tvalid_0's poisson: -99.0218\n",
"[87]\tvalid_0's poisson: -99.1047\n",
"[88]\tvalid_0's poisson: -99.1779\n",
"[89]\tvalid_0's poisson: -99.2492\n",
"[90]\tvalid_0's poisson: -99.319\n",
"[91]\tvalid_0's poisson: -99.3988\n",
"[92]\tvalid_0's poisson: -99.4682\n",
"[93]\tvalid_0's poisson: -99.5375\n",
"[94]\tvalid_0's poisson: -99.6026\n",
"[95]\tvalid_0's poisson: -99.6709\n",
"[96]\tvalid_0's poisson: -99.7368\n",
"[97]\tvalid_0's poisson: -99.8124\n",
"[98]\tvalid_0's poisson: -99.8774\n",
"[99]\tvalid_0's poisson: -99.9392\n",
"[100]\tvalid_0's poisson: -100.002\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.44\n",
"[2]\tvalid_0's poisson: -87.7104\n",
"[3]\tvalid_0's poisson: -87.9695\n",
"[4]\tvalid_0's poisson: -88.2221\n",
"[5]\tvalid_0's poisson: -88.4685\n",
"[6]\tvalid_0's poisson: -88.7088\n",
"[7]\tvalid_0's poisson: -88.9434\n",
"[8]\tvalid_0's poisson: -89.172\n",
"[9]\tvalid_0's poisson: -89.3954\n",
"[10]\tvalid_0's poisson: -89.6143\n",
"[11]\tvalid_0's poisson: -89.8278\n",
"[12]\tvalid_0's poisson: -90.0365\n",
"[13]\tvalid_0's poisson: -90.2412\n",
"[14]\tvalid_0's poisson: -90.4458\n",
"[15]\tvalid_0's poisson: -90.6416\n",
"[16]\tvalid_0's poisson: -90.8334\n",
"[17]\tvalid_0's poisson: -91.0216\n",
"[18]\tvalid_0's poisson: -91.2058\n",
"[19]\tvalid_0's poisson: -91.3861\n",
"[20]\tvalid_0's poisson: -91.5633\n",
"[21]\tvalid_0's poisson: -91.7388\n",
"[22]\tvalid_0's poisson: -91.9092\n",
"[23]\tvalid_0's poisson: -92.0817\n",
"[24]\tvalid_0's poisson: -92.246\n",
"[25]\tvalid_0's poisson: -92.4075\n",
"[26]\tvalid_0's poisson: -92.5676\n",
"[27]\tvalid_0's poisson: -92.7233\n",
"[28]\tvalid_0's poisson: -92.8779\n",
"[29]\tvalid_0's poisson: -93.0297\n",
"[30]\tvalid_0's poisson: -93.182\n",
"[31]\tvalid_0's poisson: -93.3288\n",
"[32]\tvalid_0's poisson: -93.4725\n",
"[33]\tvalid_0's poisson: -93.6144\n",
"[34]\tvalid_0's poisson: -93.754\n",
"[35]\tvalid_0's poisson: -93.8942\n",
"[36]\tvalid_0's poisson: -94.0293\n",
"[37]\tvalid_0's poisson: -94.1621\n",
"[38]\tvalid_0's poisson: -94.2929\n",
"[39]\tvalid_0's poisson: -94.4252\n",
"[40]\tvalid_0's poisson: -94.552\n",
"[41]\tvalid_0's poisson: -94.6766\n",
"[42]\tvalid_0's poisson: -94.7992\n",
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"[44]\tvalid_0's poisson: -95.0493\n",
"[45]\tvalid_0's poisson: -95.1716\n",
"[46]\tvalid_0's poisson: -95.2986\n",
"[47]\tvalid_0's poisson: -95.4148\n",
"[48]\tvalid_0's poisson: -95.5283\n",
"[49]\tvalid_0's poisson: -95.6494\n",
"[50]\tvalid_0's poisson: -95.761\n",
"[51]\tvalid_0's poisson: -95.8746\n",
"[52]\tvalid_0's poisson: -95.9917\n",
"[53]\tvalid_0's poisson: -96.0991\n",
"[54]\tvalid_0's poisson: -96.2049\n",
"[55]\tvalid_0's poisson: -96.3092\n",
"[56]\tvalid_0's poisson: -96.4217\n",
"[57]\tvalid_0's poisson: -96.5233\n",
"[58]\tvalid_0's poisson: -96.6235\n",
"[59]\tvalid_0's poisson: -96.7307\n",
"[60]\tvalid_0's poisson: -96.8283\n",
"[61]\tvalid_0's poisson: -96.9244\n",
"[62]\tvalid_0's poisson: -97.0336\n",
"[63]\tvalid_0's poisson: -97.1316\n",
"[64]\tvalid_0's poisson: -97.2327\n",
"[65]\tvalid_0's poisson: -97.327\n",
"[66]\tvalid_0's poisson: -97.4165\n",
"[67]\tvalid_0's poisson: -97.5087\n",
"[68]\tvalid_0's poisson: -97.5959\n",
"[69]\tvalid_0's poisson: -97.6843\n",
"[70]\tvalid_0's poisson: -97.7694\n",
"[71]\tvalid_0's poisson: -97.8688\n",
"[72]\tvalid_0's poisson: -97.9557\n",
"[73]\tvalid_0's poisson: -98.0378\n",
"[74]\tvalid_0's poisson: -98.1227\n",
"[75]\tvalid_0's poisson: -98.2067\n",
"[76]\tvalid_0's poisson: -98.2859\n",
"[77]\tvalid_0's poisson: -98.3668\n",
"[78]\tvalid_0's poisson: -98.4476\n",
"[79]\tvalid_0's poisson: -98.5394\n",
"[80]\tvalid_0's poisson: -98.619\n",
"[81]\tvalid_0's poisson: -98.6971\n",
"[82]\tvalid_0's poisson: -98.7861\n",
"[83]\tvalid_0's poisson: -98.8631\n",
"[84]\tvalid_0's poisson: -98.9355\n",
"[85]\tvalid_0's poisson: -99.0108\n",
"[86]\tvalid_0's poisson: -99.0852\n",
"[87]\tvalid_0's poisson: -99.1576\n",
"[88]\tvalid_0's poisson: -99.2267\n",
"[89]\tvalid_0's poisson: -99.3099\n",
"[90]\tvalid_0's poisson: -99.3804\n",
"[91]\tvalid_0's poisson: -99.4504\n",
"[92]\tvalid_0's poisson: -99.5201\n",
"[93]\tvalid_0's poisson: -99.5856\n",
"[94]\tvalid_0's poisson: -99.6527\n",
"[95]\tvalid_0's poisson: -99.7313\n",
"[96]\tvalid_0's poisson: -99.7973\n",
"[97]\tvalid_0's poisson: -99.863\n",
"[98]\tvalid_0's poisson: -99.9275\n",
"[99]\tvalid_0's poisson: -99.9916\n",
"[100]\tvalid_0's poisson: -100.066\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.4434\n",
"[2]\tvalid_0's poisson: -87.7099\n",
"[3]\tvalid_0's poisson: -87.9699\n",
"[4]\tvalid_0's poisson: -88.2229\n",
"[5]\tvalid_0's poisson: -88.4688\n",
"[6]\tvalid_0's poisson: -88.7088\n",
"[7]\tvalid_0's poisson: -88.943\n",
"[8]\tvalid_0's poisson: -89.1716\n",
"[9]\tvalid_0's poisson: -89.3961\n",
"[10]\tvalid_0's poisson: -89.6151\n",
"[11]\tvalid_0's poisson: -89.8298\n",
"[12]\tvalid_0's poisson: -90.0398\n",
"[13]\tvalid_0's poisson: -90.2465\n",
"[14]\tvalid_0's poisson: -90.448\n",
"[15]\tvalid_0's poisson: -90.6454\n",
"[16]\tvalid_0's poisson: -90.8386\n",
"[17]\tvalid_0's poisson: -91.0284\n",
"[18]\tvalid_0's poisson: -91.2142\n",
"[19]\tvalid_0's poisson: -91.3965\n",
"[20]\tvalid_0's poisson: -91.5761\n",
"[21]\tvalid_0's poisson: -91.7515\n",
"[22]\tvalid_0's poisson: -91.9236\n",
"[23]\tvalid_0's poisson: -92.0926\n",
"[24]\tvalid_0's poisson: -92.2583\n",
"[25]\tvalid_0's poisson: -92.4212\n",
"[26]\tvalid_0's poisson: -92.5811\n",
"[27]\tvalid_0's poisson: -92.7381\n",
"[28]\tvalid_0's poisson: -92.8925\n",
"[29]\tvalid_0's poisson: -93.0473\n",
"[30]\tvalid_0's poisson: -93.1966\n",
"[31]\tvalid_0's poisson: -93.3432\n",
"[32]\tvalid_0's poisson: -93.4872\n",
"[33]\tvalid_0's poisson: -93.629\n",
"[34]\tvalid_0's poisson: -93.7681\n",
"[35]\tvalid_0's poisson: -93.9102\n",
"[36]\tvalid_0's poisson: -94.0452\n",
"[37]\tvalid_0's poisson: -94.1779\n",
"[38]\tvalid_0's poisson: -94.3086\n",
"[39]\tvalid_0's poisson: -94.4369\n",
"[40]\tvalid_0's poisson: -94.5689\n",
"[41]\tvalid_0's poisson: -94.6936\n",
"[42]\tvalid_0's poisson: -94.8163\n",
"[43]\tvalid_0's poisson: -94.9425\n",
"[44]\tvalid_0's poisson: -95.064\n",
"[45]\tvalid_0's poisson: -95.1834\n",
"[46]\tvalid_0's poisson: -95.3009\n",
"[47]\tvalid_0's poisson: -95.4286\n",
"[48]\tvalid_0's poisson: -95.5474\n",
"[49]\tvalid_0's poisson: -95.6716\n",
"[50]\tvalid_0's poisson: -95.788\n",
"[51]\tvalid_0's poisson: -95.8983\n",
"[52]\tvalid_0's poisson: -96.0175\n",
"[53]\tvalid_0's poisson: -96.1261\n",
"[54]\tvalid_0's poisson: -96.2361\n",
"[55]\tvalid_0's poisson: -96.3511\n",
"[56]\tvalid_0's poisson: -96.4581\n",
"[57]\tvalid_0's poisson: -96.567\n",
"[58]\tvalid_0's poisson: -96.6684\n",
"[59]\tvalid_0's poisson: -96.7683\n",
"[60]\tvalid_0's poisson: -96.8765\n",
"[61]\tvalid_0's poisson: -96.9774\n",
"[62]\tvalid_0's poisson: -97.0828\n",
"[63]\tvalid_0's poisson: -97.1777\n",
"[64]\tvalid_0's poisson: -97.2756\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -97.3768\n",
"[66]\tvalid_0's poisson: -97.4696\n",
"[67]\tvalid_0's poisson: -97.5603\n",
"[68]\tvalid_0's poisson: -97.6585\n",
"[69]\tvalid_0's poisson: -97.7503\n",
"[70]\tvalid_0's poisson: -97.8377\n",
"[71]\tvalid_0's poisson: -97.9246\n",
"[72]\tvalid_0's poisson: -98.0085\n",
"[73]\tvalid_0's poisson: -98.0935\n",
"[74]\tvalid_0's poisson: -98.1862\n",
"[75]\tvalid_0's poisson: -98.2705\n",
"[76]\tvalid_0's poisson: -98.3505\n",
"[77]\tvalid_0's poisson: -98.4316\n",
"[78]\tvalid_0's poisson: -98.5204\n",
"[79]\tvalid_0's poisson: -98.5976\n",
"[80]\tvalid_0's poisson: -98.6772\n",
"[81]\tvalid_0's poisson: -98.7528\n",
"[82]\tvalid_0's poisson: -98.8292\n",
"[83]\tvalid_0's poisson: -98.9134\n",
"[84]\tvalid_0's poisson: -98.9905\n",
"[85]\tvalid_0's poisson: -99.0675\n",
"[86]\tvalid_0's poisson: -99.1414\n",
"[87]\tvalid_0's poisson: -99.2119\n",
"[88]\tvalid_0's poisson: -99.2856\n",
"[89]\tvalid_0's poisson: -99.3546\n",
"[90]\tvalid_0's poisson: -99.4239\n",
"[91]\tvalid_0's poisson: -99.5017\n",
"[92]\tvalid_0's poisson: -99.5712\n",
"[93]\tvalid_0's poisson: -99.6412\n",
"[94]\tvalid_0's poisson: -99.7085\n",
"[95]\tvalid_0's poisson: -99.7833\n",
"[96]\tvalid_0's poisson: -99.8511\n",
"[97]\tvalid_0's poisson: -99.9143\n",
"[98]\tvalid_0's poisson: -99.9781\n",
"[99]\tvalid_0's poisson: -100.05\n",
"[100]\tvalid_0's poisson: -100.115\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.4475\n",
"[2]\tvalid_0's poisson: -87.7119\n",
"[3]\tvalid_0's poisson: -87.9699\n",
"[4]\tvalid_0's poisson: -88.2212\n",
"[5]\tvalid_0's poisson: -88.4623\n",
"[6]\tvalid_0's poisson: -88.7023\n",
"[7]\tvalid_0's poisson: -88.9357\n",
"[8]\tvalid_0's poisson: -89.1611\n",
"[9]\tvalid_0's poisson: -89.3846\n",
"[10]\tvalid_0's poisson: -89.6029\n",
"[11]\tvalid_0's poisson: -89.8143\n",
"[12]\tvalid_0's poisson: -90.0247\n",
"[13]\tvalid_0's poisson: -90.2298\n",
"[14]\tvalid_0's poisson: -90.4285\n",
"[15]\tvalid_0's poisson: -90.6255\n",
"[16]\tvalid_0's poisson: -90.8183\n",
"[17]\tvalid_0's poisson: -91.0099\n",
"[18]\tvalid_0's poisson: -91.1954\n",
"[19]\tvalid_0's poisson: -91.3756\n",
"[20]\tvalid_0's poisson: -91.5542\n",
"[21]\tvalid_0's poisson: -91.7293\n",
"[22]\tvalid_0's poisson: -91.8997\n",
"[23]\tvalid_0's poisson: -92.0685\n",
"[24]\tvalid_0's poisson: -92.2351\n",
"[25]\tvalid_0's poisson: -92.3963\n",
"[26]\tvalid_0's poisson: -92.5584\n",
"[27]\tvalid_0's poisson: -92.7157\n",
"[28]\tvalid_0's poisson: -92.8701\n",
"[29]\tvalid_0's poisson: -93.0216\n",
"[30]\tvalid_0's poisson: -93.1695\n",
"[31]\tvalid_0's poisson: -93.3159\n",
"[32]\tvalid_0's poisson: -93.4587\n",
"[33]\tvalid_0's poisson: -93.6004\n",
"[34]\tvalid_0's poisson: -93.7438\n",
"[35]\tvalid_0's poisson: -93.8811\n",
"[36]\tvalid_0's poisson: -94.0166\n",
"[37]\tvalid_0's poisson: -94.1496\n",
"[38]\tvalid_0's poisson: -94.2847\n",
"[39]\tvalid_0's poisson: -94.4162\n",
"[40]\tvalid_0's poisson: -94.5455\n",
"[41]\tvalid_0's poisson: -94.6725\n",
"[42]\tvalid_0's poisson: -94.8038\n",
"[43]\tvalid_0's poisson: -94.9275\n",
"[44]\tvalid_0's poisson: -95.0492\n",
"[45]\tvalid_0's poisson: -95.1689\n",
"[46]\tvalid_0's poisson: -95.294\n",
"[47]\tvalid_0's poisson: -95.4106\n",
"[48]\tvalid_0's poisson: -95.529\n",
"[49]\tvalid_0's poisson: -95.6516\n",
"[50]\tvalid_0's poisson: -95.7638\n",
"[51]\tvalid_0's poisson: -95.8742\n",
"[52]\tvalid_0's poisson: -95.9903\n",
"[53]\tvalid_0's poisson: -96.0982\n",
"[54]\tvalid_0's poisson: -96.2044\n",
"[55]\tvalid_0's poisson: -96.3165\n",
"[56]\tvalid_0's poisson: -96.42\n",
"[57]\tvalid_0's poisson: -96.522\n",
"[58]\tvalid_0's poisson: -96.6352\n",
"[59]\tvalid_0's poisson: -96.7383\n",
"[60]\tvalid_0's poisson: -96.844\n",
"[61]\tvalid_0's poisson: -96.9412\n",
"[62]\tvalid_0's poisson: -97.0406\n",
"[63]\tvalid_0's poisson: -97.1474\n",
"[64]\tvalid_0's poisson: -97.2451\n",
"[65]\tvalid_0's poisson: -97.3461\n",
"[66]\tvalid_0's poisson: -97.4412\n",
"[67]\tvalid_0's poisson: -97.5394\n",
"[68]\tvalid_0's poisson: -97.6294\n",
"[69]\tvalid_0's poisson: -97.7182\n",
"[70]\tvalid_0's poisson: -97.8168\n",
"[71]\tvalid_0's poisson: -97.9031\n",
"[72]\tvalid_0's poisson: -97.9885\n",
"[73]\tvalid_0's poisson: -98.0736\n",
"[74]\tvalid_0's poisson: -98.1685\n",
"[75]\tvalid_0's poisson: -98.2499\n",
"[76]\tvalid_0's poisson: -98.3337\n",
"[77]\tvalid_0's poisson: -98.4244\n",
"[78]\tvalid_0's poisson: -98.503\n",
"[79]\tvalid_0's poisson: -98.5803\n",
"[80]\tvalid_0's poisson: -98.659\n",
"[81]\tvalid_0's poisson: -98.7382\n",
"[82]\tvalid_0's poisson: -98.8252\n",
"[83]\tvalid_0's poisson: -98.9026\n",
"[84]\tvalid_0's poisson: -98.9756\n",
"[85]\tvalid_0's poisson: -99.0507\n",
"[86]\tvalid_0's poisson: -99.1255\n",
"[87]\tvalid_0's poisson: -99.1979\n",
"[88]\tvalid_0's poisson: -99.2793\n",
"[89]\tvalid_0's poisson: -99.3517\n",
"[90]\tvalid_0's poisson: -99.4236\n",
"[91]\tvalid_0's poisson: -99.4913\n",
"[92]\tvalid_0's poisson: -99.5598\n",
"[93]\tvalid_0's poisson: -99.629\n",
"[94]\tvalid_0's poisson: -99.6944\n",
"[95]\tvalid_0's poisson: -99.7715\n",
"[96]\tvalid_0's poisson: -99.8386\n",
"[97]\tvalid_0's poisson: -99.906\n",
"[98]\tvalid_0's poisson: -99.9686\n",
"[99]\tvalid_0's poisson: -100.032\n",
"[100]\tvalid_0's poisson: -100.095\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.4328\n",
"[2]\tvalid_0's poisson: -87.6951\n",
"[3]\tvalid_0's poisson: -87.9508\n",
"[4]\tvalid_0's poisson: -88.2001\n",
"[5]\tvalid_0's poisson: -88.4434\n",
"[6]\tvalid_0's poisson: -88.6809\n",
"[7]\tvalid_0's poisson: -88.9127\n",
"[8]\tvalid_0's poisson: -89.1398\n",
"[9]\tvalid_0's poisson: -89.361\n",
"[10]\tvalid_0's poisson: -89.5774\n",
"[11]\tvalid_0's poisson: -89.7888\n",
"[12]\tvalid_0's poisson: -89.9956\n",
"[13]\tvalid_0's poisson: -90.1989\n",
"[14]\tvalid_0's poisson: -90.3971\n",
"[15]\tvalid_0's poisson: -90.5911\n",
"[16]\tvalid_0's poisson: -90.781\n",
"[17]\tvalid_0's poisson: -90.9682\n",
"[18]\tvalid_0's poisson: -91.1507\n",
"[19]\tvalid_0's poisson: -91.3324\n",
"[20]\tvalid_0's poisson: -91.5081\n",
"[21]\tvalid_0's poisson: -91.6813\n",
"[22]\tvalid_0's poisson: -91.8532\n",
"[23]\tvalid_0's poisson: -92.0193\n",
"[24]\tvalid_0's poisson: -92.185\n",
"[25]\tvalid_0's poisson: -92.3455\n",
"[26]\tvalid_0's poisson: -92.5052\n",
"[27]\tvalid_0's poisson: -92.6601\n",
"[28]\tvalid_0's poisson: -92.8131\n",
"[29]\tvalid_0's poisson: -92.9648\n",
"[30]\tvalid_0's poisson: -93.112\n",
"[31]\tvalid_0's poisson: -93.2586\n",
"[32]\tvalid_0's poisson: -93.4008\n",
"[33]\tvalid_0's poisson: -93.5406\n",
"[34]\tvalid_0's poisson: -93.6861\n",
"[35]\tvalid_0's poisson: -93.8222\n",
"[36]\tvalid_0's poisson: -93.9554\n",
"[37]\tvalid_0's poisson: -94.0885\n",
"[38]\tvalid_0's poisson: -94.2181\n",
"[39]\tvalid_0's poisson: -94.3468\n",
"[40]\tvalid_0's poisson: -94.4724\n",
"[41]\tvalid_0's poisson: -94.6076\n",
"[42]\tvalid_0's poisson: -94.7317\n",
"[43]\tvalid_0's poisson: -94.8516\n",
"[44]\tvalid_0's poisson: -94.9718\n",
"[45]\tvalid_0's poisson: -95.0931\n",
"[46]\tvalid_0's poisson: -95.2199\n",
"[47]\tvalid_0's poisson: -95.335\n",
"[48]\tvalid_0's poisson: -95.4474\n",
"[49]\tvalid_0's poisson: -95.5696\n",
"[50]\tvalid_0's poisson: -95.6801\n",
"[51]\tvalid_0's poisson: -95.7927\n",
"[52]\tvalid_0's poisson: -95.9101\n",
"[53]\tvalid_0's poisson: -96.018\n",
"[54]\tvalid_0's poisson: -96.1243\n",
"[55]\tvalid_0's poisson: -96.2437\n",
"[56]\tvalid_0's poisson: -96.347\n",
"[57]\tvalid_0's poisson: -96.448\n",
"[58]\tvalid_0's poisson: -96.5484\n",
"[59]\tvalid_0's poisson: -96.662\n",
"[60]\tvalid_0's poisson: -96.7638\n",
"[61]\tvalid_0's poisson: -96.8743\n",
"[62]\tvalid_0's poisson: -96.9699\n",
"[63]\tvalid_0's poisson: -97.0775\n",
"[64]\tvalid_0's poisson: -97.1754\n",
"[65]\tvalid_0's poisson: -97.2768\n",
"[66]\tvalid_0's poisson: -97.3679\n",
"[67]\tvalid_0's poisson: -97.4596\n",
"[68]\tvalid_0's poisson: -97.5612\n",
"[69]\tvalid_0's poisson: -97.6527\n",
"[70]\tvalid_0's poisson: -97.7482\n",
"[71]\tvalid_0's poisson: -97.8342\n",
"[72]\tvalid_0's poisson: -97.9207\n",
"[73]\tvalid_0's poisson: -98.0166\n",
"[74]\tvalid_0's poisson: -98.1028\n",
"[75]\tvalid_0's poisson: -98.1927\n",
"[76]\tvalid_0's poisson: -98.2738\n",
"[77]\tvalid_0's poisson: -98.3538\n",
"[78]\tvalid_0's poisson: -98.4367\n",
"[79]\tvalid_0's poisson: -98.5165\n",
"[80]\tvalid_0's poisson: -98.5931\n",
"[81]\tvalid_0's poisson: -98.6849\n",
"[82]\tvalid_0's poisson: -98.7628\n",
"[83]\tvalid_0's poisson: -98.8368\n",
"[84]\tvalid_0's poisson: -98.9122\n",
"[85]\tvalid_0's poisson: -99.0002\n",
"[86]\tvalid_0's poisson: -99.0758\n",
"[87]\tvalid_0's poisson: -99.1509\n",
"[88]\tvalid_0's poisson: -99.2238\n",
"[89]\tvalid_0's poisson: -99.293\n",
"[90]\tvalid_0's poisson: -99.3633\n",
"[91]\tvalid_0's poisson: -99.4345\n",
"[92]\tvalid_0's poisson: -99.5039\n",
"[93]\tvalid_0's poisson: -99.5829\n",
"[94]\tvalid_0's poisson: -99.6483\n",
"[95]\tvalid_0's poisson: -99.7144\n",
"[96]\tvalid_0's poisson: -99.7821\n",
"[97]\tvalid_0's poisson: -99.8454\n",
"[98]\tvalid_0's poisson: -99.9114\n",
"[99]\tvalid_0's poisson: -99.9759\n",
"[100]\tvalid_0's poisson: -100.053\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5446\n",
"[2]\tvalid_0's poisson: -89.7498\n",
"[3]\tvalid_0's poisson: -90.852\n",
"[4]\tvalid_0's poisson: -91.8346\n",
"[5]\tvalid_0's poisson: -92.7292\n",
"[6]\tvalid_0's poisson: -93.5529\n",
"[7]\tvalid_0's poisson: -94.3189\n",
"[8]\tvalid_0's poisson: -95.0271\n",
"[9]\tvalid_0's poisson: -95.6906\n",
"[10]\tvalid_0's poisson: -96.3062\n",
"[11]\tvalid_0's poisson: -96.8788\n",
"[12]\tvalid_0's poisson: -97.4223\n",
"[13]\tvalid_0's poisson: -97.9317\n",
"[14]\tvalid_0's poisson: -98.4058\n",
"[15]\tvalid_0's poisson: -98.8539\n",
"[16]\tvalid_0's poisson: -99.2761\n",
"[17]\tvalid_0's poisson: -99.676\n",
"[18]\tvalid_0's poisson: -100.056\n",
"[19]\tvalid_0's poisson: -100.41\n",
"[20]\tvalid_0's poisson: -100.751\n",
"[21]\tvalid_0's poisson: -101.069\n",
"[22]\tvalid_0's poisson: -101.37\n",
"[23]\tvalid_0's poisson: -101.657\n",
"[24]\tvalid_0's poisson: -101.934\n",
"[25]\tvalid_0's poisson: -102.198\n",
"[26]\tvalid_0's poisson: -102.447\n",
"[27]\tvalid_0's poisson: -102.695\n",
"[28]\tvalid_0's poisson: -102.926\n",
"[29]\tvalid_0's poisson: -103.141\n",
"[30]\tvalid_0's poisson: -103.349\n",
"[31]\tvalid_0's poisson: -103.557\n",
"[32]\tvalid_0's poisson: -103.756\n",
"[33]\tvalid_0's poisson: -103.945\n",
"[34]\tvalid_0's poisson: -104.121\n",
"[35]\tvalid_0's poisson: -104.295\n",
"[36]\tvalid_0's poisson: -104.461\n",
"[37]\tvalid_0's poisson: -104.618\n",
"[38]\tvalid_0's poisson: -104.763\n",
"[39]\tvalid_0's poisson: -104.915\n",
"[40]\tvalid_0's poisson: -105.057\n",
"[41]\tvalid_0's poisson: -105.193\n",
"[42]\tvalid_0's poisson: -105.321\n",
"[43]\tvalid_0's poisson: -105.446\n",
"[44]\tvalid_0's poisson: -105.571\n",
"[45]\tvalid_0's poisson: -105.704\n",
"[46]\tvalid_0's poisson: -105.812\n",
"[47]\tvalid_0's poisson: -105.922\n",
"[48]\tvalid_0's poisson: -106.019\n",
"[49]\tvalid_0's poisson: -106.12\n",
"[50]\tvalid_0's poisson: -106.229\n",
"[51]\tvalid_0's poisson: -106.322\n",
"[52]\tvalid_0's poisson: -106.423\n",
"[53]\tvalid_0's poisson: -106.512\n",
"[54]\tvalid_0's poisson: -106.595\n",
"[55]\tvalid_0's poisson: -106.674\n",
"[56]\tvalid_0's poisson: -106.752\n",
"[57]\tvalid_0's poisson: -106.826\n",
"[58]\tvalid_0's poisson: -106.896\n",
"[59]\tvalid_0's poisson: -106.965\n",
"[60]\tvalid_0's poisson: -107.033\n",
"[61]\tvalid_0's poisson: -107.098\n",
"[62]\tvalid_0's poisson: -107.159\n",
"[63]\tvalid_0's poisson: -107.219\n",
"[64]\tvalid_0's poisson: -107.28\n",
"[65]\tvalid_0's poisson: -107.341\n",
"[66]\tvalid_0's poisson: -107.395\n",
"[67]\tvalid_0's poisson: -107.452\n",
"[68]\tvalid_0's poisson: -107.506\n",
"[69]\tvalid_0's poisson: -107.554\n",
"[70]\tvalid_0's poisson: -107.605\n",
"[71]\tvalid_0's poisson: -107.654\n",
"[72]\tvalid_0's poisson: -107.701\n",
"[73]\tvalid_0's poisson: -107.745\n",
"[74]\tvalid_0's poisson: -107.788\n",
"[75]\tvalid_0's poisson: -107.827\n",
"[76]\tvalid_0's poisson: -107.866\n",
"[77]\tvalid_0's poisson: -107.904\n",
"[78]\tvalid_0's poisson: -107.94\n",
"[79]\tvalid_0's poisson: -107.981\n",
"[80]\tvalid_0's poisson: -108.015\n",
"[81]\tvalid_0's poisson: -108.047\n",
"[82]\tvalid_0's poisson: -108.08\n",
"[83]\tvalid_0's poisson: -108.11\n",
"[84]\tvalid_0's poisson: -108.139\n",
"[85]\tvalid_0's poisson: -108.166\n",
"[86]\tvalid_0's poisson: -108.196\n",
"[87]\tvalid_0's poisson: -108.227\n",
"[88]\tvalid_0's poisson: -108.251\n",
"[89]\tvalid_0's poisson: -108.274\n",
"[90]\tvalid_0's poisson: -108.296\n",
"[91]\tvalid_0's poisson: -108.318\n",
"[92]\tvalid_0's poisson: -108.338\n",
"[93]\tvalid_0's poisson: -108.36\n",
"[94]\tvalid_0's poisson: -108.382\n",
"[95]\tvalid_0's poisson: -108.405\n",
"[96]\tvalid_0's poisson: -108.431\n",
"[97]\tvalid_0's poisson: -108.454\n",
"[98]\tvalid_0's poisson: -108.475\n",
"[99]\tvalid_0's poisson: -108.494\n",
"[100]\tvalid_0's poisson: -108.513\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5596\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2]\tvalid_0's poisson: -89.8188\n",
"[3]\tvalid_0's poisson: -90.9292\n",
"[4]\tvalid_0's poisson: -91.9344\n",
"[5]\tvalid_0's poisson: -92.8504\n",
"[6]\tvalid_0's poisson: -93.6829\n",
"[7]\tvalid_0's poisson: -94.4544\n",
"[8]\tvalid_0's poisson: -95.1579\n",
"[9]\tvalid_0's poisson: -95.8207\n",
"[10]\tvalid_0's poisson: -96.4369\n",
"[11]\tvalid_0's poisson: -97.0156\n",
"[12]\tvalid_0's poisson: -97.5512\n",
"[13]\tvalid_0's poisson: -98.0585\n",
"[14]\tvalid_0's poisson: -98.5318\n",
"[15]\tvalid_0's poisson: -98.9798\n",
"[16]\tvalid_0's poisson: -99.4076\n",
"[17]\tvalid_0's poisson: -99.802\n",
"[18]\tvalid_0's poisson: -100.175\n",
"[19]\tvalid_0's poisson: -100.533\n",
"[20]\tvalid_0's poisson: -100.863\n",
"[21]\tvalid_0's poisson: -101.175\n",
"[22]\tvalid_0's poisson: -101.473\n",
"[23]\tvalid_0's poisson: -101.763\n",
"[24]\tvalid_0's poisson: -102.044\n",
"[25]\tvalid_0's poisson: -102.298\n",
"[26]\tvalid_0's poisson: -102.55\n",
"[27]\tvalid_0's poisson: -102.783\n",
"[28]\tvalid_0's poisson: -103.011\n",
"[29]\tvalid_0's poisson: -103.227\n",
"[30]\tvalid_0's poisson: -103.442\n",
"[31]\tvalid_0's poisson: -103.647\n",
"[32]\tvalid_0's poisson: -103.841\n",
"[33]\tvalid_0's poisson: -104.028\n",
"[34]\tvalid_0's poisson: -104.207\n",
"[35]\tvalid_0's poisson: -104.376\n",
"[36]\tvalid_0's poisson: -104.54\n",
"[37]\tvalid_0's poisson: -104.691\n",
"[38]\tvalid_0's poisson: -104.845\n",
"[39]\tvalid_0's poisson: -104.989\n",
"[40]\tvalid_0's poisson: -105.127\n",
"[41]\tvalid_0's poisson: -105.26\n",
"[42]\tvalid_0's poisson: -105.392\n",
"[43]\tvalid_0's poisson: -105.517\n",
"[44]\tvalid_0's poisson: -105.637\n",
"[45]\tvalid_0's poisson: -105.753\n",
"[46]\tvalid_0's poisson: -105.862\n",
"[47]\tvalid_0's poisson: -105.968\n",
"[48]\tvalid_0's poisson: -106.071\n",
"[49]\tvalid_0's poisson: -106.185\n",
"[50]\tvalid_0's poisson: -106.278\n",
"[51]\tvalid_0's poisson: -106.372\n",
"[52]\tvalid_0's poisson: -106.455\n",
"[53]\tvalid_0's poisson: -106.553\n",
"[54]\tvalid_0's poisson: -106.633\n",
"[55]\tvalid_0's poisson: -106.723\n",
"[56]\tvalid_0's poisson: -106.801\n",
"[57]\tvalid_0's poisson: -106.875\n",
"[58]\tvalid_0's poisson: -106.943\n",
"[59]\tvalid_0's poisson: -107.011\n",
"[60]\tvalid_0's poisson: -107.074\n",
"[61]\tvalid_0's poisson: -107.137\n",
"[62]\tvalid_0's poisson: -107.201\n",
"[63]\tvalid_0's poisson: -107.263\n",
"[64]\tvalid_0's poisson: -107.32\n",
"[65]\tvalid_0's poisson: -107.376\n",
"[66]\tvalid_0's poisson: -107.435\n",
"[67]\tvalid_0's poisson: -107.483\n",
"[68]\tvalid_0's poisson: -107.54\n",
"[69]\tvalid_0's poisson: -107.59\n",
"[70]\tvalid_0's poisson: -107.637\n",
"[71]\tvalid_0's poisson: -107.685\n",
"[72]\tvalid_0's poisson: -107.724\n",
"[73]\tvalid_0's poisson: -107.771\n",
"[74]\tvalid_0's poisson: -107.814\n",
"[75]\tvalid_0's poisson: -107.854\n",
"[76]\tvalid_0's poisson: -107.895\n",
"[77]\tvalid_0's poisson: -107.931\n",
"[78]\tvalid_0's poisson: -107.966\n",
"[79]\tvalid_0's poisson: -108.007\n",
"[80]\tvalid_0's poisson: -108.038\n",
"[81]\tvalid_0's poisson: -108.07\n",
"[82]\tvalid_0's poisson: -108.104\n",
"[83]\tvalid_0's poisson: -108.136\n",
"[84]\tvalid_0's poisson: -108.164\n",
"[85]\tvalid_0's poisson: -108.194\n",
"[86]\tvalid_0's poisson: -108.224\n",
"[87]\tvalid_0's poisson: -108.249\n",
"[88]\tvalid_0's poisson: -108.279\n",
"[89]\tvalid_0's poisson: -108.305\n",
"[90]\tvalid_0's poisson: -108.33\n",
"[91]\tvalid_0's poisson: -108.351\n",
"[92]\tvalid_0's poisson: -108.371\n",
"[93]\tvalid_0's poisson: -108.394\n",
"[94]\tvalid_0's poisson: -108.412\n",
"[95]\tvalid_0's poisson: -108.432\n",
"[96]\tvalid_0's poisson: -108.451\n",
"[97]\tvalid_0's poisson: -108.474\n",
"[98]\tvalid_0's poisson: -108.49\n",
"[99]\tvalid_0's poisson: -108.51\n",
"[100]\tvalid_0's poisson: -108.531\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5686\n",
"[2]\tvalid_0's poisson: -89.7887\n",
"[3]\tvalid_0's poisson: -90.8872\n",
"[4]\tvalid_0's poisson: -91.8907\n",
"[5]\tvalid_0's poisson: -92.7964\n",
"[6]\tvalid_0's poisson: -93.6253\n",
"[7]\tvalid_0's poisson: -94.3965\n",
"[8]\tvalid_0's poisson: -95.1065\n",
"[9]\tvalid_0's poisson: -95.7666\n",
"[10]\tvalid_0's poisson: -96.3854\n",
"[11]\tvalid_0's poisson: -96.9557\n",
"[12]\tvalid_0's poisson: -97.5073\n",
"[13]\tvalid_0's poisson: -98.0133\n",
"[14]\tvalid_0's poisson: -98.4901\n",
"[15]\tvalid_0's poisson: -98.9385\n",
"[16]\tvalid_0's poisson: -99.3618\n",
"[17]\tvalid_0's poisson: -99.7615\n",
"[18]\tvalid_0's poisson: -100.143\n",
"[19]\tvalid_0's poisson: -100.498\n",
"[20]\tvalid_0's poisson: -100.831\n",
"[21]\tvalid_0's poisson: -101.148\n",
"[22]\tvalid_0's poisson: -101.447\n",
"[23]\tvalid_0's poisson: -101.741\n",
"[24]\tvalid_0's poisson: -102.013\n",
"[25]\tvalid_0's poisson: -102.277\n",
"[26]\tvalid_0's poisson: -102.523\n",
"[27]\tvalid_0's poisson: -102.761\n",
"[28]\tvalid_0's poisson: -102.987\n",
"[29]\tvalid_0's poisson: -103.212\n",
"[30]\tvalid_0's poisson: -103.43\n",
"[31]\tvalid_0's poisson: -103.63\n",
"[32]\tvalid_0's poisson: -103.827\n",
"[33]\tvalid_0's poisson: -104.018\n",
"[34]\tvalid_0's poisson: -104.201\n",
"[35]\tvalid_0's poisson: -104.373\n",
"[36]\tvalid_0's poisson: -104.54\n",
"[37]\tvalid_0's poisson: -104.701\n",
"[38]\tvalid_0's poisson: -104.855\n",
"[39]\tvalid_0's poisson: -105.002\n",
"[40]\tvalid_0's poisson: -105.139\n",
"[41]\tvalid_0's poisson: -105.274\n",
"[42]\tvalid_0's poisson: -105.398\n",
"[43]\tvalid_0's poisson: -105.522\n",
"[44]\tvalid_0's poisson: -105.641\n",
"[45]\tvalid_0's poisson: -105.773\n",
"[46]\tvalid_0's poisson: -105.885\n",
"[47]\tvalid_0's poisson: -105.993\n",
"[48]\tvalid_0's poisson: -106.092\n",
"[49]\tvalid_0's poisson: -106.191\n",
"[50]\tvalid_0's poisson: -106.287\n",
"[51]\tvalid_0's poisson: -106.384\n",
"[52]\tvalid_0's poisson: -106.473\n",
"[53]\tvalid_0's poisson: -106.56\n",
"[54]\tvalid_0's poisson: -106.644\n",
"[55]\tvalid_0's poisson: -106.727\n",
"[56]\tvalid_0's poisson: -106.798\n",
"[57]\tvalid_0's poisson: -106.873\n",
"[58]\tvalid_0's poisson: -106.946\n",
"[59]\tvalid_0's poisson: -107.017\n",
"[60]\tvalid_0's poisson: -107.081\n",
"[61]\tvalid_0's poisson: -107.147\n",
"[62]\tvalid_0's poisson: -107.206\n",
"[63]\tvalid_0's poisson: -107.264\n",
"[64]\tvalid_0's poisson: -107.328\n",
"[65]\tvalid_0's poisson: -107.382\n",
"[66]\tvalid_0's poisson: -107.442\n",
"[67]\tvalid_0's poisson: -107.5\n",
"[68]\tvalid_0's poisson: -107.546\n",
"[69]\tvalid_0's poisson: -107.597\n",
"[70]\tvalid_0's poisson: -107.646\n",
"[71]\tvalid_0's poisson: -107.693\n",
"[72]\tvalid_0's poisson: -107.74\n",
"[73]\tvalid_0's poisson: -107.779\n",
"[74]\tvalid_0's poisson: -107.821\n",
"[75]\tvalid_0's poisson: -107.866\n",
"[76]\tvalid_0's poisson: -107.901\n",
"[77]\tvalid_0's poisson: -107.939\n",
"[78]\tvalid_0's poisson: -107.978\n",
"[79]\tvalid_0's poisson: -108.013\n",
"[80]\tvalid_0's poisson: -108.047\n",
"[81]\tvalid_0's poisson: -108.077\n",
"[82]\tvalid_0's poisson: -108.108\n",
"[83]\tvalid_0's poisson: -108.139\n",
"[84]\tvalid_0's poisson: -108.168\n",
"[85]\tvalid_0's poisson: -108.196\n",
"[86]\tvalid_0's poisson: -108.225\n",
"[87]\tvalid_0's poisson: -108.254\n",
"[88]\tvalid_0's poisson: -108.279\n",
"[89]\tvalid_0's poisson: -108.303\n",
"[90]\tvalid_0's poisson: -108.325\n",
"[91]\tvalid_0's poisson: -108.349\n",
"[92]\tvalid_0's poisson: -108.376\n",
"[93]\tvalid_0's poisson: -108.395\n",
"[94]\tvalid_0's poisson: -108.417\n",
"[95]\tvalid_0's poisson: -108.437\n",
"[96]\tvalid_0's poisson: -108.463\n",
"[97]\tvalid_0's poisson: -108.486\n",
"[98]\tvalid_0's poisson: -108.504\n",
"[99]\tvalid_0's poisson: -108.527\n",
"[100]\tvalid_0's poisson: -108.545\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5884\n",
"[2]\tvalid_0's poisson: -89.8305\n",
"[3]\tvalid_0's poisson: -90.9329\n",
"[4]\tvalid_0's poisson: -91.9259\n",
"[5]\tvalid_0's poisson: -92.8369\n",
"[6]\tvalid_0's poisson: -93.6722\n",
"[7]\tvalid_0's poisson: -94.4403\n",
"[8]\tvalid_0's poisson: -95.1493\n",
"[9]\tvalid_0's poisson: -95.8082\n",
"[10]\tvalid_0's poisson: -96.4269\n",
"[11]\tvalid_0's poisson: -96.9969\n",
"[12]\tvalid_0's poisson: -97.5403\n",
"[13]\tvalid_0's poisson: -98.0497\n",
"[14]\tvalid_0's poisson: -98.5256\n",
"[15]\tvalid_0's poisson: -98.9754\n",
"[16]\tvalid_0's poisson: -99.3952\n",
"[17]\tvalid_0's poisson: -99.8034\n",
"[18]\tvalid_0's poisson: -100.18\n",
"[19]\tvalid_0's poisson: -100.539\n",
"[20]\tvalid_0's poisson: -100.879\n",
"[21]\tvalid_0's poisson: -101.198\n",
"[22]\tvalid_0's poisson: -101.496\n",
"[23]\tvalid_0's poisson: -101.779\n",
"[24]\tvalid_0's poisson: -102.057\n",
"[25]\tvalid_0's poisson: -102.317\n",
"[26]\tvalid_0's poisson: -102.572\n",
"[27]\tvalid_0's poisson: -102.807\n",
"[28]\tvalid_0's poisson: -103.037\n",
"[29]\tvalid_0's poisson: -103.252\n",
"[30]\tvalid_0's poisson: -103.465\n",
"[31]\tvalid_0's poisson: -103.668\n",
"[32]\tvalid_0's poisson: -103.856\n",
"[33]\tvalid_0's poisson: -104.044\n",
"[34]\tvalid_0's poisson: -104.226\n",
"[35]\tvalid_0's poisson: -104.403\n",
"[36]\tvalid_0's poisson: -104.568\n",
"[37]\tvalid_0's poisson: -104.728\n",
"[38]\tvalid_0's poisson: -104.883\n",
"[39]\tvalid_0's poisson: -105.031\n",
"[40]\tvalid_0's poisson: -105.179\n",
"[41]\tvalid_0's poisson: -105.315\n",
"[42]\tvalid_0's poisson: -105.446\n",
"[43]\tvalid_0's poisson: -105.571\n",
"[44]\tvalid_0's poisson: -105.686\n",
"[45]\tvalid_0's poisson: -105.808\n",
"[46]\tvalid_0's poisson: -105.918\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -106.031\n",
"[48]\tvalid_0's poisson: -106.133\n",
"[49]\tvalid_0's poisson: -106.228\n",
"[50]\tvalid_0's poisson: -106.323\n",
"[51]\tvalid_0's poisson: -106.413\n",
"[52]\tvalid_0's poisson: -106.503\n",
"[53]\tvalid_0's poisson: -106.588\n",
"[54]\tvalid_0's poisson: -106.67\n",
"[55]\tvalid_0's poisson: -106.759\n",
"[56]\tvalid_0's poisson: -106.836\n",
"[57]\tvalid_0's poisson: -106.913\n",
"[58]\tvalid_0's poisson: -106.99\n",
"[59]\tvalid_0's poisson: -107.054\n",
"[60]\tvalid_0's poisson: -107.126\n",
"[61]\tvalid_0's poisson: -107.191\n",
"[62]\tvalid_0's poisson: -107.251\n",
"[63]\tvalid_0's poisson: -107.307\n",
"[64]\tvalid_0's poisson: -107.367\n",
"[65]\tvalid_0's poisson: -107.419\n",
"[66]\tvalid_0's poisson: -107.476\n",
"[67]\tvalid_0's poisson: -107.533\n",
"[68]\tvalid_0's poisson: -107.58\n",
"[69]\tvalid_0's poisson: -107.628\n",
"[70]\tvalid_0's poisson: -107.673\n",
"[71]\tvalid_0's poisson: -107.72\n",
"[72]\tvalid_0's poisson: -107.763\n",
"[73]\tvalid_0's poisson: -107.804\n",
"[74]\tvalid_0's poisson: -107.845\n",
"[75]\tvalid_0's poisson: -107.881\n",
"[76]\tvalid_0's poisson: -107.917\n",
"[77]\tvalid_0's poisson: -107.951\n",
"[78]\tvalid_0's poisson: -107.986\n",
"[79]\tvalid_0's poisson: -108.019\n",
"[80]\tvalid_0's poisson: -108.053\n",
"[81]\tvalid_0's poisson: -108.087\n",
"[82]\tvalid_0's poisson: -108.118\n",
"[83]\tvalid_0's poisson: -108.145\n",
"[84]\tvalid_0's poisson: -108.177\n",
"[85]\tvalid_0's poisson: -108.202\n",
"[86]\tvalid_0's poisson: -108.227\n",
"[87]\tvalid_0's poisson: -108.251\n",
"[88]\tvalid_0's poisson: -108.274\n",
"[89]\tvalid_0's poisson: -108.299\n",
"[90]\tvalid_0's poisson: -108.321\n",
"[91]\tvalid_0's poisson: -108.343\n",
"[92]\tvalid_0's poisson: -108.369\n",
"[93]\tvalid_0's poisson: -108.387\n",
"[94]\tvalid_0's poisson: -108.407\n",
"[95]\tvalid_0's poisson: -108.425\n",
"[96]\tvalid_0's poisson: -108.442\n",
"[97]\tvalid_0's poisson: -108.464\n",
"[98]\tvalid_0's poisson: -108.481\n",
"[99]\tvalid_0's poisson: -108.5\n",
"[100]\tvalid_0's poisson: -108.519\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5488\n",
"[2]\tvalid_0's poisson: -89.7691\n",
"[3]\tvalid_0's poisson: -90.8639\n",
"[4]\tvalid_0's poisson: -91.8458\n",
"[5]\tvalid_0's poisson: -92.7486\n",
"[6]\tvalid_0's poisson: -93.5762\n",
"[7]\tvalid_0's poisson: -94.3386\n",
"[8]\tvalid_0's poisson: -95.0421\n",
"[9]\tvalid_0's poisson: -95.7029\n",
"[10]\tvalid_0's poisson: -96.3142\n",
"[11]\tvalid_0's poisson: -96.8906\n",
"[12]\tvalid_0's poisson: -97.421\n",
"[13]\tvalid_0's poisson: -97.9286\n",
"[14]\tvalid_0's poisson: -98.4056\n",
"[15]\tvalid_0's poisson: -98.8556\n",
"[16]\tvalid_0's poisson: -99.2826\n",
"[17]\tvalid_0's poisson: -99.6814\n",
"[18]\tvalid_0's poisson: -100.071\n",
"[19]\tvalid_0's poisson: -100.43\n",
"[20]\tvalid_0's poisson: -100.773\n",
"[21]\tvalid_0's poisson: -101.094\n",
"[22]\tvalid_0's poisson: -101.409\n",
"[23]\tvalid_0's poisson: -101.699\n",
"[24]\tvalid_0's poisson: -101.974\n",
"[25]\tvalid_0's poisson: -102.243\n",
"[26]\tvalid_0's poisson: -102.491\n",
"[27]\tvalid_0's poisson: -102.733\n",
"[28]\tvalid_0's poisson: -102.965\n",
"[29]\tvalid_0's poisson: -103.183\n",
"[30]\tvalid_0's poisson: -103.395\n",
"[31]\tvalid_0's poisson: -103.604\n",
"[32]\tvalid_0's poisson: -103.801\n",
"[33]\tvalid_0's poisson: -103.989\n",
"[34]\tvalid_0's poisson: -104.166\n",
"[35]\tvalid_0's poisson: -104.34\n",
"[36]\tvalid_0's poisson: -104.506\n",
"[37]\tvalid_0's poisson: -104.667\n",
"[38]\tvalid_0's poisson: -104.821\n",
"[39]\tvalid_0's poisson: -104.968\n",
"[40]\tvalid_0's poisson: -105.109\n",
"[41]\tvalid_0's poisson: -105.243\n",
"[42]\tvalid_0's poisson: -105.384\n",
"[43]\tvalid_0's poisson: -105.511\n",
"[44]\tvalid_0's poisson: -105.647\n",
"[45]\tvalid_0's poisson: -105.761\n",
"[46]\tvalid_0's poisson: -105.874\n",
"[47]\tvalid_0's poisson: -105.995\n",
"[48]\tvalid_0's poisson: -106.097\n",
"[49]\tvalid_0's poisson: -106.194\n",
"[50]\tvalid_0's poisson: -106.301\n",
"[51]\tvalid_0's poisson: -106.389\n",
"[52]\tvalid_0's poisson: -106.477\n",
"[53]\tvalid_0's poisson: -106.566\n",
"[54]\tvalid_0's poisson: -106.657\n",
"[55]\tvalid_0's poisson: -106.734\n",
"[56]\tvalid_0's poisson: -106.819\n",
"[57]\tvalid_0's poisson: -106.888\n",
"[58]\tvalid_0's poisson: -106.966\n",
"[59]\tvalid_0's poisson: -107.034\n",
"[60]\tvalid_0's poisson: -107.097\n",
"[61]\tvalid_0's poisson: -107.165\n",
"[62]\tvalid_0's poisson: -107.229\n",
"[63]\tvalid_0's poisson: -107.291\n",
"[64]\tvalid_0's poisson: -107.349\n",
"[65]\tvalid_0's poisson: -107.406\n",
"[66]\tvalid_0's poisson: -107.459\n",
"[67]\tvalid_0's poisson: -107.511\n",
"[68]\tvalid_0's poisson: -107.563\n",
"[69]\tvalid_0's poisson: -107.608\n",
"[70]\tvalid_0's poisson: -107.656\n",
"[71]\tvalid_0's poisson: -107.7\n",
"[72]\tvalid_0's poisson: -107.744\n",
"[73]\tvalid_0's poisson: -107.786\n",
"[74]\tvalid_0's poisson: -107.827\n",
"[75]\tvalid_0's poisson: -107.864\n",
"[76]\tvalid_0's poisson: -107.905\n",
"[77]\tvalid_0's poisson: -107.944\n",
"[78]\tvalid_0's poisson: -107.979\n",
"[79]\tvalid_0's poisson: -108.014\n",
"[80]\tvalid_0's poisson: -108.045\n",
"[81]\tvalid_0's poisson: -108.075\n",
"[82]\tvalid_0's poisson: -108.102\n",
"[83]\tvalid_0's poisson: -108.133\n",
"[84]\tvalid_0's poisson: -108.162\n",
"[85]\tvalid_0's poisson: -108.188\n",
"[86]\tvalid_0's poisson: -108.223\n",
"[87]\tvalid_0's poisson: -108.245\n",
"[88]\tvalid_0's poisson: -108.277\n",
"[89]\tvalid_0's poisson: -108.299\n",
"[90]\tvalid_0's poisson: -108.32\n",
"[91]\tvalid_0's poisson: -108.341\n",
"[92]\tvalid_0's poisson: -108.363\n",
"[93]\tvalid_0's poisson: -108.383\n",
"[94]\tvalid_0's poisson: -108.409\n",
"[95]\tvalid_0's poisson: -108.431\n",
"[96]\tvalid_0's poisson: -108.451\n",
"[97]\tvalid_0's poisson: -108.468\n",
"[98]\tvalid_0's poisson: -108.49\n",
"[99]\tvalid_0's poisson: -108.51\n",
"[100]\tvalid_0's poisson: -108.527\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.219\n",
"[2]\tvalid_0's poisson: -87.2641\n",
"[3]\tvalid_0's poisson: -87.309\n",
"[4]\tvalid_0's poisson: -87.3537\n",
"[5]\tvalid_0's poisson: -87.3982\n",
"[6]\tvalid_0's poisson: -87.4425\n",
"[7]\tvalid_0's poisson: -87.4866\n",
"[8]\tvalid_0's poisson: -87.5305\n",
"[9]\tvalid_0's poisson: -87.5743\n",
"[10]\tvalid_0's poisson: -87.6178\n",
"[11]\tvalid_0's poisson: -87.6612\n",
"[12]\tvalid_0's poisson: -87.7043\n",
"[13]\tvalid_0's poisson: -87.7473\n",
"[14]\tvalid_0's poisson: -87.7901\n",
"[15]\tvalid_0's poisson: -87.8327\n",
"[16]\tvalid_0's poisson: -87.8752\n",
"[17]\tvalid_0's poisson: -87.9174\n",
"[18]\tvalid_0's poisson: -87.9595\n",
"[19]\tvalid_0's poisson: -88.0014\n",
"[20]\tvalid_0's poisson: -88.0431\n",
"[21]\tvalid_0's poisson: -88.0846\n",
"[22]\tvalid_0's poisson: -88.1259\n",
"[23]\tvalid_0's poisson: -88.1671\n",
"[24]\tvalid_0's poisson: -88.2081\n",
"[25]\tvalid_0's poisson: -88.2489\n",
"[26]\tvalid_0's poisson: -88.2899\n",
"[27]\tvalid_0's poisson: -88.3304\n",
"[28]\tvalid_0's poisson: -88.3707\n",
"[29]\tvalid_0's poisson: -88.4109\n",
"[30]\tvalid_0's poisson: -88.4511\n",
"[31]\tvalid_0's poisson: -88.491\n",
"[32]\tvalid_0's poisson: -88.5306\n",
"[33]\tvalid_0's poisson: -88.5701\n",
"[34]\tvalid_0's poisson: -88.6097\n",
"[35]\tvalid_0's poisson: -88.6481\n",
"[36]\tvalid_0's poisson: -88.6872\n",
"[37]\tvalid_0's poisson: -88.7253\n",
"[38]\tvalid_0's poisson: -88.7641\n",
"[39]\tvalid_0's poisson: -88.802\n",
"[40]\tvalid_0's poisson: -88.8406\n",
"[41]\tvalid_0's poisson: -88.8782\n",
"[42]\tvalid_0's poisson: -88.9169\n",
"[43]\tvalid_0's poisson: -88.9551\n",
"[44]\tvalid_0's poisson: -88.9923\n",
"[45]\tvalid_0's poisson: -89.0303\n",
"[46]\tvalid_0's poisson: -89.0674\n",
"[47]\tvalid_0's poisson: -89.1054\n",
"[48]\tvalid_0's poisson: -89.143\n",
"[49]\tvalid_0's poisson: -89.1797\n",
"[50]\tvalid_0's poisson: -89.2171\n",
"[51]\tvalid_0's poisson: -89.2535\n",
"[52]\tvalid_0's poisson: -89.2907\n",
"[53]\tvalid_0's poisson: -89.3269\n",
"[54]\tvalid_0's poisson: -89.3641\n",
"[55]\tvalid_0's poisson: -89.4001\n",
"[56]\tvalid_0's poisson: -89.4368\n",
"[57]\tvalid_0's poisson: -89.4733\n",
"[58]\tvalid_0's poisson: -89.509\n",
"[59]\tvalid_0's poisson: -89.5453\n",
"[60]\tvalid_0's poisson: -89.5808\n",
"[61]\tvalid_0's poisson: -89.6172\n",
"[62]\tvalid_0's poisson: -89.6524\n",
"[63]\tvalid_0's poisson: -89.6883\n",
"[64]\tvalid_0's poisson: -89.724\n",
"[65]\tvalid_0's poisson: -89.7589\n",
"[66]\tvalid_0's poisson: -89.7944\n",
"[67]\tvalid_0's poisson: -89.8291\n",
"[68]\tvalid_0's poisson: -89.8647\n",
"[69]\tvalid_0's poisson: -89.8992\n",
"[70]\tvalid_0's poisson: -89.9343\n",
"[71]\tvalid_0's poisson: -89.9693\n",
"[72]\tvalid_0's poisson: -90.0034\n",
"[73]\tvalid_0's poisson: -90.0385\n",
"[74]\tvalid_0's poisson: -90.0724\n",
"[75]\tvalid_0's poisson: -90.107\n",
"[76]\tvalid_0's poisson: -90.1407\n",
"[77]\tvalid_0's poisson: -90.175\n",
"[78]\tvalid_0's poisson: -90.2093\n",
"[79]\tvalid_0's poisson: -90.2427\n",
"[80]\tvalid_0's poisson: -90.277\n",
"[81]\tvalid_0's poisson: -90.3102\n",
"[82]\tvalid_0's poisson: -90.344\n",
"[83]\tvalid_0's poisson: -90.377\n",
"[84]\tvalid_0's poisson: -90.4106\n",
"[85]\tvalid_0's poisson: -90.4434\n",
"[86]\tvalid_0's poisson: -90.4768\n",
"[87]\tvalid_0's poisson: -90.5109\n",
"[88]\tvalid_0's poisson: -90.5435\n",
"[89]\tvalid_0's poisson: -90.5766\n",
"[90]\tvalid_0's poisson: -90.6089\n",
"[91]\tvalid_0's poisson: -90.6418\n",
"[92]\tvalid_0's poisson: -90.6749\n",
"[93]\tvalid_0's poisson: -90.7069\n",
"[94]\tvalid_0's poisson: -90.7395\n",
"[95]\tvalid_0's poisson: -90.7713\n",
"[96]\tvalid_0's poisson: -90.8046\n",
"[97]\tvalid_0's poisson: -90.8369\n",
"[98]\tvalid_0's poisson: -90.8684\n",
"[99]\tvalid_0's poisson: -90.9005\n",
"[100]\tvalid_0's poisson: -90.9317\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2209\n",
"[2]\tvalid_0's poisson: -87.2676\n",
"[3]\tvalid_0's poisson: -87.3147\n",
"[4]\tvalid_0's poisson: -87.3616\n",
"[5]\tvalid_0's poisson: -87.4082\n",
"[6]\tvalid_0's poisson: -87.4539\n",
"[7]\tvalid_0's poisson: -87.4993\n",
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"[21]\tvalid_0's poisson: -88.1149\n",
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"[51]\tvalid_0's poisson: -89.3101\n",
"[52]\tvalid_0's poisson: -89.3468\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[53]\tvalid_0's poisson: -89.3842\n",
"[54]\tvalid_0's poisson: -89.4207\n",
"[55]\tvalid_0's poisson: -89.4612\n",
"[56]\tvalid_0's poisson: -89.4985\n",
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"[64]\tvalid_0's poisson: -89.7942\n",
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"[67]\tvalid_0's poisson: -89.9044\n",
"[68]\tvalid_0's poisson: -89.9401\n",
"[69]\tvalid_0's poisson: -89.9761\n",
"[70]\tvalid_0's poisson: -90.0147\n",
"[71]\tvalid_0's poisson: -90.0501\n",
"[72]\tvalid_0's poisson: -90.0854\n",
"[73]\tvalid_0's poisson: -90.1199\n",
"[74]\tvalid_0's poisson: -90.1549\n",
"[75]\tvalid_0's poisson: -90.1892\n",
"[76]\tvalid_0's poisson: -90.2271\n",
"[77]\tvalid_0's poisson: -90.2621\n",
"[78]\tvalid_0's poisson: -90.2997\n",
"[79]\tvalid_0's poisson: -90.3344\n",
"[80]\tvalid_0's poisson: -90.3689\n",
"[81]\tvalid_0's poisson: -90.4032\n",
"[82]\tvalid_0's poisson: -90.4368\n",
"[83]\tvalid_0's poisson: -90.4712\n",
"[84]\tvalid_0's poisson: -90.5081\n",
"[85]\tvalid_0's poisson: -90.5422\n",
"[86]\tvalid_0's poisson: -90.576\n",
"[87]\tvalid_0's poisson: -90.6101\n",
"[88]\tvalid_0's poisson: -90.643\n",
"[89]\tvalid_0's poisson: -90.6794\n",
"[90]\tvalid_0's poisson: -90.7131\n",
"[91]\tvalid_0's poisson: -90.7492\n",
"[92]\tvalid_0's poisson: -90.7825\n",
"[93]\tvalid_0's poisson: -90.8157\n",
"[94]\tvalid_0's poisson: -90.8488\n",
"[95]\tvalid_0's poisson: -90.8811\n",
"[96]\tvalid_0's poisson: -90.9142\n",
"[97]\tvalid_0's poisson: -90.9496\n",
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"[100]\tvalid_0's poisson: -91.0467\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2157\n",
"[2]\tvalid_0's poisson: -87.2616\n",
"[3]\tvalid_0's poisson: -87.3073\n",
"[4]\tvalid_0's poisson: -87.3527\n",
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"[6]\tvalid_0's poisson: -87.4431\n",
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"[10]\tvalid_0's poisson: -87.6206\n",
"[11]\tvalid_0's poisson: -87.6647\n",
"[12]\tvalid_0's poisson: -87.7082\n",
"[13]\tvalid_0's poisson: -87.7515\n",
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"[72]\tvalid_0's poisson: -90.0322\n",
"[73]\tvalid_0's poisson: -90.0663\n",
"[74]\tvalid_0's poisson: -90.1022\n",
"[75]\tvalid_0's poisson: -90.1372\n",
"[76]\tvalid_0's poisson: -90.1723\n",
"[77]\tvalid_0's poisson: -90.2072\n",
"[78]\tvalid_0's poisson: -90.2408\n",
"[79]\tvalid_0's poisson: -90.2755\n",
"[80]\tvalid_0's poisson: -90.3089\n",
"[81]\tvalid_0's poisson: -90.3432\n",
"[82]\tvalid_0's poisson: -90.3782\n",
"[83]\tvalid_0's poisson: -90.4126\n",
"[84]\tvalid_0's poisson: -90.4468\n",
"[85]\tvalid_0's poisson: -90.4797\n",
"[86]\tvalid_0's poisson: -90.514\n",
"[87]\tvalid_0's poisson: -90.5478\n",
"[88]\tvalid_0's poisson: -90.5821\n",
"[89]\tvalid_0's poisson: -90.6158\n",
"[90]\tvalid_0's poisson: -90.6482\n",
"[91]\tvalid_0's poisson: -90.6817\n",
"[92]\tvalid_0's poisson: -90.7139\n",
"[93]\tvalid_0's poisson: -90.747\n",
"[94]\tvalid_0's poisson: -90.7802\n",
"[95]\tvalid_0's poisson: -90.8139\n",
"[96]\tvalid_0's poisson: -90.8469\n",
"[97]\tvalid_0's poisson: -90.8786\n",
"[98]\tvalid_0's poisson: -90.9114\n",
"[99]\tvalid_0's poisson: -90.9439\n",
"[100]\tvalid_0's poisson: -90.9766\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.222\n",
"[2]\tvalid_0's poisson: -87.2678\n",
"[3]\tvalid_0's poisson: -87.3134\n",
"[4]\tvalid_0's poisson: -87.3588\n",
"[5]\tvalid_0's poisson: -87.404\n",
"[6]\tvalid_0's poisson: -87.449\n",
"[7]\tvalid_0's poisson: -87.4938\n",
"[8]\tvalid_0's poisson: -87.5384\n",
"[9]\tvalid_0's poisson: -87.5828\n",
"[10]\tvalid_0's poisson: -87.627\n",
"[11]\tvalid_0's poisson: -87.671\n",
"[12]\tvalid_0's poisson: -87.7148\n",
"[13]\tvalid_0's poisson: -87.7585\n",
"[14]\tvalid_0's poisson: -87.8019\n",
"[15]\tvalid_0's poisson: -87.8452\n",
"[16]\tvalid_0's poisson: -87.8883\n",
"[17]\tvalid_0's poisson: -87.9312\n",
"[18]\tvalid_0's poisson: -87.9739\n",
"[19]\tvalid_0's poisson: -88.0165\n",
"[20]\tvalid_0's poisson: -88.0588\n",
"[21]\tvalid_0's poisson: -88.1011\n",
"[22]\tvalid_0's poisson: -88.1428\n",
"[23]\tvalid_0's poisson: -88.1843\n",
"[24]\tvalid_0's poisson: -88.2257\n",
"[25]\tvalid_0's poisson: -88.2672\n",
"[26]\tvalid_0's poisson: -88.3082\n",
"[27]\tvalid_0's poisson: -88.3491\n",
"[28]\tvalid_0's poisson: -88.3902\n",
"[29]\tvalid_0's poisson: -88.4307\n",
"[30]\tvalid_0's poisson: -88.4711\n",
"[31]\tvalid_0's poisson: -88.5113\n",
"[32]\tvalid_0's poisson: -88.5502\n",
"[33]\tvalid_0's poisson: -88.5905\n",
"[34]\tvalid_0's poisson: -88.6303\n",
"[35]\tvalid_0's poisson: -88.6689\n",
"[36]\tvalid_0's poisson: -88.7085\n",
"[37]\tvalid_0's poisson: -88.7468\n",
"[38]\tvalid_0's poisson: -88.7861\n",
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"[40]\tvalid_0's poisson: -88.8648\n",
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"[42]\tvalid_0's poisson: -88.9418\n",
"[43]\tvalid_0's poisson: -88.9805\n",
"[44]\tvalid_0's poisson: -89.0191\n",
"[45]\tvalid_0's poisson: -89.0576\n",
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"[48]\tvalid_0's poisson: -89.1716\n",
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"[56]\tvalid_0's poisson: -89.4704\n",
"[57]\tvalid_0's poisson: -89.5078\n",
"[58]\tvalid_0's poisson: -89.5447\n",
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"[60]\tvalid_0's poisson: -89.6172\n",
"[61]\tvalid_0's poisson: -89.6528\n",
"[62]\tvalid_0's poisson: -89.6892\n",
"[63]\tvalid_0's poisson: -89.7256\n",
"[64]\tvalid_0's poisson: -89.7623\n",
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"[66]\tvalid_0's poisson: -89.8334\n",
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"[68]\tvalid_0's poisson: -89.9052\n",
"[69]\tvalid_0's poisson: -89.9409\n",
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"[71]\tvalid_0's poisson: -90.0113\n",
"[72]\tvalid_0's poisson: -90.0467\n",
"[73]\tvalid_0's poisson: -90.081\n",
"[74]\tvalid_0's poisson: -90.1161\n",
"[75]\tvalid_0's poisson: -90.1512\n",
"[76]\tvalid_0's poisson: -90.1864\n",
"[77]\tvalid_0's poisson: -90.2217\n",
"[78]\tvalid_0's poisson: -90.2554\n",
"[79]\tvalid_0's poisson: -90.29\n",
"[80]\tvalid_0's poisson: -90.3246\n",
"[81]\tvalid_0's poisson: -90.359\n",
"[82]\tvalid_0's poisson: -90.3933\n",
"[83]\tvalid_0's poisson: -90.4265\n",
"[84]\tvalid_0's poisson: -90.461\n",
"[85]\tvalid_0's poisson: -90.4941\n",
"[86]\tvalid_0's poisson: -90.5299\n",
"[87]\tvalid_0's poisson: -90.5637\n",
"[88]\tvalid_0's poisson: -90.5975\n",
"[89]\tvalid_0's poisson: -90.6311\n",
"[90]\tvalid_0's poisson: -90.6646\n",
"[91]\tvalid_0's poisson: -90.6971\n",
"[92]\tvalid_0's poisson: -90.7323\n",
"[93]\tvalid_0's poisson: -90.7656\n",
"[94]\tvalid_0's poisson: -90.8006\n",
"[95]\tvalid_0's poisson: -90.8336\n",
"[96]\tvalid_0's poisson: -90.8666\n",
"[97]\tvalid_0's poisson: -90.8994\n",
"[98]\tvalid_0's poisson: -90.9312\n",
"[99]\tvalid_0's poisson: -90.9657\n",
"[100]\tvalid_0's poisson: -90.9983\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2096\n",
"[2]\tvalid_0's poisson: -87.2554\n",
"[3]\tvalid_0's poisson: -87.301\n",
"[4]\tvalid_0's poisson: -87.3463\n",
"[5]\tvalid_0's poisson: -87.3915\n",
"[6]\tvalid_0's poisson: -87.4365\n",
"[7]\tvalid_0's poisson: -87.4812\n",
"[8]\tvalid_0's poisson: -87.5258\n",
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"[10]\tvalid_0's poisson: -87.6144\n",
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"[13]\tvalid_0's poisson: -87.7458\n",
"[14]\tvalid_0's poisson: -87.7892\n",
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"[19]\tvalid_0's poisson: -88.0034\n",
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"[42]\tvalid_0's poisson: -88.9238\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43]\tvalid_0's poisson: -88.9626\n",
"[44]\tvalid_0's poisson: -89\n",
"[45]\tvalid_0's poisson: -89.0388\n",
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"[66]\tvalid_0's poisson: -89.8102\n",
"[67]\tvalid_0's poisson: -89.845\n",
"[68]\tvalid_0's poisson: -89.8811\n",
"[69]\tvalid_0's poisson: -89.9157\n",
"[70]\tvalid_0's poisson: -89.9513\n",
"[71]\tvalid_0's poisson: -89.9856\n",
"[72]\tvalid_0's poisson: -90.021\n",
"[73]\tvalid_0's poisson: -90.0563\n",
"[74]\tvalid_0's poisson: -90.0903\n",
"[75]\tvalid_0's poisson: -90.1256\n",
"[76]\tvalid_0's poisson: -90.1594\n",
"[77]\tvalid_0's poisson: -90.1943\n",
"[78]\tvalid_0's poisson: -90.2279\n",
"[79]\tvalid_0's poisson: -90.2624\n",
"[80]\tvalid_0's poisson: -90.297\n",
"[81]\tvalid_0's poisson: -90.3314\n",
"[82]\tvalid_0's poisson: -90.366\n",
"[83]\tvalid_0's poisson: -90.3991\n",
"[84]\tvalid_0's poisson: -90.4332\n",
"[85]\tvalid_0's poisson: -90.4671\n",
"[86]\tvalid_0's poisson: -90.501\n",
"[87]\tvalid_0's poisson: -90.5337\n",
"[88]\tvalid_0's poisson: -90.5706\n",
"[89]\tvalid_0's poisson: -90.6042\n",
"[90]\tvalid_0's poisson: -90.6377\n",
"[91]\tvalid_0's poisson: -90.67\n",
"[92]\tvalid_0's poisson: -90.7064\n",
"[93]\tvalid_0's poisson: -90.7396\n",
"[94]\tvalid_0's poisson: -90.7757\n",
"[95]\tvalid_0's poisson: -90.8088\n",
"[96]\tvalid_0's poisson: -90.8417\n",
"[97]\tvalid_0's poisson: -90.8745\n",
"[98]\tvalid_0's poisson: -90.9062\n",
"[99]\tvalid_0's poisson: -90.9387\n",
"[100]\tvalid_0's poisson: -90.9742\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.2271\n",
"[2]\tvalid_0's poisson: -89.178\n",
"[3]\tvalid_0's poisson: -90.0497\n",
"[4]\tvalid_0's poisson: -90.8407\n",
"[5]\tvalid_0's poisson: -91.5813\n",
"[6]\tvalid_0's poisson: -92.2585\n",
"[7]\tvalid_0's poisson: -92.8886\n",
"[8]\tvalid_0's poisson: -93.4806\n",
"[9]\tvalid_0's poisson: -94.0338\n",
"[10]\tvalid_0's poisson: -94.5448\n",
"[11]\tvalid_0's poisson: -95.0312\n",
"[12]\tvalid_0's poisson: -95.5127\n",
"[13]\tvalid_0's poisson: -95.9504\n",
"[14]\tvalid_0's poisson: -96.425\n",
"[15]\tvalid_0's poisson: -96.8415\n",
"[16]\tvalid_0's poisson: -97.2581\n",
"[17]\tvalid_0's poisson: -97.6198\n",
"[18]\tvalid_0's poisson: -97.9731\n",
"[19]\tvalid_0's poisson: -98.3477\n",
"[20]\tvalid_0's poisson: -98.67\n",
"[21]\tvalid_0's poisson: -98.9685\n",
"[22]\tvalid_0's poisson: -99.2503\n",
"[23]\tvalid_0's poisson: -99.5275\n",
"[24]\tvalid_0's poisson: -99.794\n",
"[25]\tvalid_0's poisson: -100.048\n",
"[26]\tvalid_0's poisson: -100.347\n",
"[27]\tvalid_0's poisson: -100.584\n",
"[28]\tvalid_0's poisson: -100.845\n",
"[29]\tvalid_0's poisson: -101.068\n",
"[30]\tvalid_0's poisson: -101.277\n",
"[31]\tvalid_0's poisson: -101.469\n",
"[32]\tvalid_0's poisson: -101.663\n",
"[33]\tvalid_0's poisson: -101.888\n",
"[34]\tvalid_0's poisson: -102.07\n",
"[35]\tvalid_0's poisson: -102.27\n",
"[36]\tvalid_0's poisson: -102.439\n",
"[37]\tvalid_0's poisson: -102.598\n",
"[38]\tvalid_0's poisson: -102.784\n",
"[39]\tvalid_0's poisson: -102.933\n",
"[40]\tvalid_0's poisson: -103.076\n",
"[41]\tvalid_0's poisson: -103.214\n",
"[42]\tvalid_0's poisson: -103.377\n",
"[43]\tvalid_0's poisson: -103.524\n",
"[44]\tvalid_0's poisson: -103.647\n",
"[45]\tvalid_0's poisson: -103.788\n",
"[46]\tvalid_0's poisson: -103.911\n",
"[47]\tvalid_0's poisson: -104.025\n",
"[48]\tvalid_0's poisson: -104.136\n",
"[49]\tvalid_0's poisson: -104.246\n",
"[50]\tvalid_0's poisson: -104.349\n",
"[51]\tvalid_0's poisson: -104.452\n",
"[52]\tvalid_0's poisson: -104.551\n",
"[53]\tvalid_0's poisson: -104.659\n",
"[54]\tvalid_0's poisson: -104.751\n",
"[55]\tvalid_0's poisson: -104.842\n",
"[56]\tvalid_0's poisson: -104.928\n",
"[57]\tvalid_0's poisson: -105.011\n",
"[58]\tvalid_0's poisson: -105.091\n",
"[59]\tvalid_0's poisson: -105.188\n",
"[60]\tvalid_0's poisson: -105.271\n",
"[61]\tvalid_0's poisson: -105.36\n",
"[62]\tvalid_0's poisson: -105.434\n",
"[63]\tvalid_0's poisson: -105.503\n",
"[64]\tvalid_0's poisson: -105.572\n",
"[65]\tvalid_0's poisson: -105.651\n",
"[66]\tvalid_0's poisson: -105.717\n",
"[67]\tvalid_0's poisson: -105.787\n",
"[68]\tvalid_0's poisson: -105.845\n",
"[69]\tvalid_0's poisson: -105.909\n",
"[70]\tvalid_0's poisson: -105.974\n",
"[71]\tvalid_0's poisson: -106.041\n",
"[72]\tvalid_0's poisson: -106.095\n",
"[73]\tvalid_0's poisson: -106.148\n",
"[74]\tvalid_0's poisson: -106.201\n",
"[75]\tvalid_0's poisson: -106.251\n",
"[76]\tvalid_0's poisson: -106.311\n",
"[77]\tvalid_0's poisson: -106.368\n",
"[78]\tvalid_0's poisson: -106.412\n",
"[79]\tvalid_0's poisson: -106.463\n",
"[80]\tvalid_0's poisson: -106.508\n",
"[81]\tvalid_0's poisson: -106.55\n",
"[82]\tvalid_0's poisson: -106.593\n",
"[83]\tvalid_0's poisson: -106.635\n",
"[84]\tvalid_0's poisson: -106.684\n",
"[85]\tvalid_0's poisson: -106.728\n",
"[86]\tvalid_0's poisson: -106.773\n",
"[87]\tvalid_0's poisson: -106.812\n",
"[88]\tvalid_0's poisson: -106.847\n",
"[89]\tvalid_0's poisson: -106.883\n",
"[90]\tvalid_0's poisson: -106.916\n",
"[91]\tvalid_0's poisson: -106.95\n",
"[92]\tvalid_0's poisson: -106.987\n",
"[93]\tvalid_0's poisson: -107.023\n",
"[94]\tvalid_0's poisson: -107.054\n",
"[95]\tvalid_0's poisson: -107.088\n",
"[96]\tvalid_0's poisson: -107.122\n",
"[97]\tvalid_0's poisson: -107.151\n",
"[98]\tvalid_0's poisson: -107.179\n",
"[99]\tvalid_0's poisson: -107.209\n",
"[100]\tvalid_0's poisson: -107.236\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.2257\n",
"[2]\tvalid_0's poisson: -89.2094\n",
"[3]\tvalid_0's poisson: -90.0981\n",
"[4]\tvalid_0's poisson: -90.9101\n",
"[5]\tvalid_0's poisson: -91.6533\n",
"[6]\tvalid_0's poisson: -92.3541\n",
"[7]\tvalid_0's poisson: -92.9882\n",
"[8]\tvalid_0's poisson: -93.5806\n",
"[9]\tvalid_0's poisson: -94.1356\n",
"[10]\tvalid_0's poisson: -94.6539\n",
"[11]\tvalid_0's poisson: -95.1398\n",
"[12]\tvalid_0's poisson: -95.6188\n",
"[13]\tvalid_0's poisson: -96.0926\n",
"[14]\tvalid_0's poisson: -96.5138\n",
"[15]\tvalid_0's poisson: -96.9141\n",
"[16]\tvalid_0's poisson: -97.3456\n",
"[17]\tvalid_0's poisson: -97.7161\n",
"[18]\tvalid_0's poisson: -98.0549\n",
"[19]\tvalid_0's poisson: -98.389\n",
"[20]\tvalid_0's poisson: -98.7099\n",
"[21]\tvalid_0's poisson: -99.0591\n",
"[22]\tvalid_0's poisson: -99.355\n",
"[23]\tvalid_0's poisson: -99.6239\n",
"[24]\tvalid_0's poisson: -99.8921\n",
"[25]\tvalid_0's poisson: -100.148\n",
"[26]\tvalid_0's poisson: -100.393\n",
"[27]\tvalid_0's poisson: -100.682\n",
"[28]\tvalid_0's poisson: -100.908\n",
"[29]\tvalid_0's poisson: -101.116\n",
"[30]\tvalid_0's poisson: -101.362\n",
"[31]\tvalid_0's poisson: -101.565\n",
"[32]\tvalid_0's poisson: -101.759\n",
"[33]\tvalid_0's poisson: -101.977\n",
"[34]\tvalid_0's poisson: -102.155\n",
"[35]\tvalid_0's poisson: -102.324\n",
"[36]\tvalid_0's poisson: -102.484\n",
"[37]\tvalid_0's poisson: -102.651\n",
"[38]\tvalid_0's poisson: -102.84\n",
"[39]\tvalid_0's poisson: -103.017\n",
"[40]\tvalid_0's poisson: -103.161\n",
"[41]\tvalid_0's poisson: -103.3\n",
"[42]\tvalid_0's poisson: -103.452\n",
"[43]\tvalid_0's poisson: -103.58\n",
"[44]\tvalid_0's poisson: -103.727\n",
"[45]\tvalid_0's poisson: -103.846\n",
"[46]\tvalid_0's poisson: -103.961\n",
"[47]\tvalid_0's poisson: -104.086\n",
"[48]\tvalid_0's poisson: -104.213\n",
"[49]\tvalid_0's poisson: -104.32\n",
"[50]\tvalid_0's poisson: -104.425\n",
"[51]\tvalid_0's poisson: -104.525\n",
"[52]\tvalid_0's poisson: -104.626\n",
"[53]\tvalid_0's poisson: -104.72\n",
"[54]\tvalid_0's poisson: -104.823\n",
"[55]\tvalid_0's poisson: -104.91\n",
"[56]\tvalid_0's poisson: -104.998\n",
"[57]\tvalid_0's poisson: -105.084\n",
"[58]\tvalid_0's poisson: -105.165\n",
"[59]\tvalid_0's poisson: -105.245\n",
"[60]\tvalid_0's poisson: -105.326\n",
"[61]\tvalid_0's poisson: -105.401\n",
"[62]\tvalid_0's poisson: -105.474\n",
"[63]\tvalid_0's poisson: -105.541\n",
"[64]\tvalid_0's poisson: -105.625\n",
"[65]\tvalid_0's poisson: -105.695\n",
"[66]\tvalid_0's poisson: -105.76\n",
"[67]\tvalid_0's poisson: -105.822\n",
"[68]\tvalid_0's poisson: -105.881\n",
"[69]\tvalid_0's poisson: -105.937\n",
"[70]\tvalid_0's poisson: -105.993\n",
"[71]\tvalid_0's poisson: -106.059\n",
"[72]\tvalid_0's poisson: -106.113\n",
"[73]\tvalid_0's poisson: -106.166\n",
"[74]\tvalid_0's poisson: -106.213\n",
"[75]\tvalid_0's poisson: -106.263\n",
"[76]\tvalid_0's poisson: -106.325\n",
"[77]\tvalid_0's poisson: -106.377\n",
"[78]\tvalid_0's poisson: -106.422\n",
"[79]\tvalid_0's poisson: -106.478\n",
"[80]\tvalid_0's poisson: -106.519\n",
"[81]\tvalid_0's poisson: -106.571\n",
"[82]\tvalid_0's poisson: -106.611\n",
"[83]\tvalid_0's poisson: -106.659\n",
"[84]\tvalid_0's poisson: -106.694\n",
"[85]\tvalid_0's poisson: -106.735\n",
"[86]\tvalid_0's poisson: -106.774\n",
"[87]\tvalid_0's poisson: -106.812\n",
"[88]\tvalid_0's poisson: -106.851\n",
"[89]\tvalid_0's poisson: -106.892\n",
"[90]\tvalid_0's poisson: -106.928\n",
"[91]\tvalid_0's poisson: -106.968\n",
"[92]\tvalid_0's poisson: -107.005\n",
"[93]\tvalid_0's poisson: -107.039\n",
"[94]\tvalid_0's poisson: -107.068\n",
"[95]\tvalid_0's poisson: -107.103\n",
"[96]\tvalid_0's poisson: -107.133\n",
"[97]\tvalid_0's poisson: -107.168\n",
"[98]\tvalid_0's poisson: -107.197\n",
"[99]\tvalid_0's poisson: -107.225\n",
"[100]\tvalid_0's poisson: -107.249\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.2513\n",
"[2]\tvalid_0's poisson: -89.2197\n",
"[3]\tvalid_0's poisson: -90.1014\n",
"[4]\tvalid_0's poisson: -90.9121\n",
"[5]\tvalid_0's poisson: -91.6573\n",
"[6]\tvalid_0's poisson: -92.3441\n",
"[7]\tvalid_0's poisson: -92.9823\n",
"[8]\tvalid_0's poisson: -93.5735\n",
"[9]\tvalid_0's poisson: -94.1468\n",
"[10]\tvalid_0's poisson: -94.6701\n",
"[11]\tvalid_0's poisson: -95.1561\n",
"[12]\tvalid_0's poisson: -95.6385\n",
"[13]\tvalid_0's poisson: -96.0967\n",
"[14]\tvalid_0's poisson: -96.5192\n",
"[15]\tvalid_0's poisson: -96.9369\n",
"[16]\tvalid_0's poisson: -97.3622\n",
"[17]\tvalid_0's poisson: -97.7374\n",
"[18]\tvalid_0's poisson: -98.1189\n",
"[19]\tvalid_0's poisson: -98.4445\n",
"[20]\tvalid_0's poisson: -98.7647\n",
"[21]\tvalid_0's poisson: -99.0692\n",
"[22]\tvalid_0's poisson: -99.3899\n",
"[23]\tvalid_0's poisson: -99.6788\n",
"[24]\tvalid_0's poisson: -99.939\n",
"[25]\tvalid_0's poisson: -100.201\n",
"[26]\tvalid_0's poisson: -100.444\n",
"[27]\tvalid_0's poisson: -100.682\n",
"[28]\tvalid_0's poisson: -100.9\n",
"[29]\tvalid_0's poisson: -101.116\n",
"[30]\tvalid_0's poisson: -101.355\n",
"[31]\tvalid_0's poisson: -101.558\n",
"[32]\tvalid_0's poisson: -101.777\n",
"[33]\tvalid_0's poisson: -101.964\n",
"[34]\tvalid_0's poisson: -102.143\n",
"[35]\tvalid_0's poisson: -102.337\n",
"[36]\tvalid_0's poisson: -102.506\n",
"[37]\tvalid_0's poisson: -102.659\n",
"[38]\tvalid_0's poisson: -102.811\n",
"[39]\tvalid_0's poisson: -102.987\n",
"[40]\tvalid_0's poisson: -103.132\n",
"[41]\tvalid_0's poisson: -103.271\n",
"[42]\tvalid_0's poisson: -103.421\n",
"[43]\tvalid_0's poisson: -103.549\n",
"[44]\tvalid_0's poisson: -103.667\n",
"[45]\tvalid_0's poisson: -103.808\n",
"[46]\tvalid_0's poisson: -103.933\n",
"[47]\tvalid_0's poisson: -104.046\n",
"[48]\tvalid_0's poisson: -104.168\n",
"[49]\tvalid_0's poisson: -104.275\n",
"[50]\tvalid_0's poisson: -104.383\n",
"[51]\tvalid_0's poisson: -104.486\n",
"[52]\tvalid_0's poisson: -104.59\n",
"[53]\tvalid_0's poisson: -104.688\n",
"[54]\tvalid_0's poisson: -104.779\n",
"[55]\tvalid_0's poisson: -104.868\n",
"[56]\tvalid_0's poisson: -104.956\n",
"[57]\tvalid_0's poisson: -105.039\n",
"[58]\tvalid_0's poisson: -105.119\n",
"[59]\tvalid_0's poisson: -105.207\n",
"[60]\tvalid_0's poisson: -105.285\n",
"[61]\tvalid_0's poisson: -105.36\n",
"[62]\tvalid_0's poisson: -105.439\n",
"[63]\tvalid_0's poisson: -105.508\n",
"[64]\tvalid_0's poisson: -105.576\n",
"[65]\tvalid_0's poisson: -105.654\n",
"[66]\tvalid_0's poisson: -105.718\n",
"[67]\tvalid_0's poisson: -105.782\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -105.845\n",
"[69]\tvalid_0's poisson: -105.906\n",
"[70]\tvalid_0's poisson: -105.961\n",
"[71]\tvalid_0's poisson: -106.018\n",
"[72]\tvalid_0's poisson: -106.084\n",
"[73]\tvalid_0's poisson: -106.139\n",
"[74]\tvalid_0's poisson: -106.2\n",
"[75]\tvalid_0's poisson: -106.251\n",
"[76]\tvalid_0's poisson: -106.308\n",
"[77]\tvalid_0's poisson: -106.358\n",
"[78]\tvalid_0's poisson: -106.405\n",
"[79]\tvalid_0's poisson: -106.455\n",
"[80]\tvalid_0's poisson: -106.499\n",
"[81]\tvalid_0's poisson: -106.544\n",
"[82]\tvalid_0's poisson: -106.596\n",
"[83]\tvalid_0's poisson: -106.634\n",
"[84]\tvalid_0's poisson: -106.68\n",
"[85]\tvalid_0's poisson: -106.727\n",
"[86]\tvalid_0's poisson: -106.769\n",
"[87]\tvalid_0's poisson: -106.804\n",
"[88]\tvalid_0's poisson: -106.841\n",
"[89]\tvalid_0's poisson: -106.879\n",
"[90]\tvalid_0's poisson: -106.911\n",
"[91]\tvalid_0's poisson: -106.946\n",
"[92]\tvalid_0's poisson: -106.983\n",
"[93]\tvalid_0's poisson: -107.018\n",
"[94]\tvalid_0's poisson: -107.052\n",
"[95]\tvalid_0's poisson: -107.083\n",
"[96]\tvalid_0's poisson: -107.117\n",
"[97]\tvalid_0's poisson: -107.148\n",
"[98]\tvalid_0's poisson: -107.176\n",
"[99]\tvalid_0's poisson: -107.209\n",
"[100]\tvalid_0's poisson: -107.236\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.2489\n",
"[2]\tvalid_0's poisson: -89.1998\n",
"[3]\tvalid_0's poisson: -90.0839\n",
"[4]\tvalid_0's poisson: -90.8946\n",
"[5]\tvalid_0's poisson: -91.6347\n",
"[6]\tvalid_0's poisson: -92.3308\n",
"[7]\tvalid_0's poisson: -92.9677\n",
"[8]\tvalid_0's poisson: -93.5548\n",
"[9]\tvalid_0's poisson: -94.109\n",
"[10]\tvalid_0's poisson: -94.625\n",
"[11]\tvalid_0's poisson: -95.1067\n",
"[12]\tvalid_0's poisson: -95.5729\n",
"[13]\tvalid_0's poisson: -96.0669\n",
"[14]\tvalid_0's poisson: -96.5072\n",
"[15]\tvalid_0's poisson: -96.9389\n",
"[16]\tvalid_0's poisson: -97.3215\n",
"[17]\tvalid_0's poisson: -97.6985\n",
"[18]\tvalid_0's poisson: -98.0895\n",
"[19]\tvalid_0's poisson: -98.4191\n",
"[20]\tvalid_0's poisson: -98.7438\n",
"[21]\tvalid_0's poisson: -99.0802\n",
"[22]\tvalid_0's poisson: -99.3806\n",
"[23]\tvalid_0's poisson: -99.6569\n",
"[24]\tvalid_0's poisson: -99.9168\n",
"[25]\tvalid_0's poisson: -100.18\n",
"[26]\tvalid_0's poisson: -100.425\n",
"[27]\tvalid_0's poisson: -100.708\n",
"[28]\tvalid_0's poisson: -100.937\n",
"[29]\tvalid_0's poisson: -101.158\n",
"[30]\tvalid_0's poisson: -101.363\n",
"[31]\tvalid_0's poisson: -101.602\n",
"[32]\tvalid_0's poisson: -101.8\n",
"[33]\tvalid_0's poisson: -101.987\n",
"[34]\tvalid_0's poisson: -102.19\n",
"[35]\tvalid_0's poisson: -102.366\n",
"[36]\tvalid_0's poisson: -102.533\n",
"[37]\tvalid_0's poisson: -102.69\n",
"[38]\tvalid_0's poisson: -102.875\n",
"[39]\tvalid_0's poisson: -103.024\n",
"[40]\tvalid_0's poisson: -103.164\n",
"[41]\tvalid_0's poisson: -103.321\n",
"[42]\tvalid_0's poisson: -103.447\n",
"[43]\tvalid_0's poisson: -103.575\n",
"[44]\tvalid_0's poisson: -103.714\n",
"[45]\tvalid_0's poisson: -103.835\n",
"[46]\tvalid_0's poisson: -103.971\n",
"[47]\tvalid_0's poisson: -104.101\n",
"[48]\tvalid_0's poisson: -104.212\n",
"[49]\tvalid_0's poisson: -104.322\n",
"[50]\tvalid_0's poisson: -104.427\n",
"[51]\tvalid_0's poisson: -104.534\n",
"[52]\tvalid_0's poisson: -104.631\n",
"[53]\tvalid_0's poisson: -104.726\n",
"[54]\tvalid_0's poisson: -104.816\n",
"[55]\tvalid_0's poisson: -104.912\n",
"[56]\tvalid_0's poisson: -104.998\n",
"[57]\tvalid_0's poisson: -105.084\n",
"[58]\tvalid_0's poisson: -105.167\n",
"[59]\tvalid_0's poisson: -105.246\n",
"[60]\tvalid_0's poisson: -105.322\n",
"[61]\tvalid_0's poisson: -105.398\n",
"[62]\tvalid_0's poisson: -105.481\n",
"[63]\tvalid_0's poisson: -105.551\n",
"[64]\tvalid_0's poisson: -105.621\n",
"[65]\tvalid_0's poisson: -105.697\n",
"[66]\tvalid_0's poisson: -105.762\n",
"[67]\tvalid_0's poisson: -105.82\n",
"[68]\tvalid_0's poisson: -105.883\n",
"[69]\tvalid_0's poisson: -105.956\n",
"[70]\tvalid_0's poisson: -106.014\n",
"[71]\tvalid_0's poisson: -106.08\n",
"[72]\tvalid_0's poisson: -106.132\n",
"[73]\tvalid_0's poisson: -106.188\n",
"[74]\tvalid_0's poisson: -106.244\n",
"[75]\tvalid_0's poisson: -106.306\n",
"[76]\tvalid_0's poisson: -106.355\n",
"[77]\tvalid_0's poisson: -106.409\n",
"[78]\tvalid_0's poisson: -106.454\n",
"[79]\tvalid_0's poisson: -106.503\n",
"[80]\tvalid_0's poisson: -106.549\n",
"[81]\tvalid_0's poisson: -106.595\n",
"[82]\tvalid_0's poisson: -106.646\n",
"[83]\tvalid_0's poisson: -106.685\n",
"[84]\tvalid_0's poisson: -106.726\n",
"[85]\tvalid_0's poisson: -106.769\n",
"[86]\tvalid_0's poisson: -106.806\n",
"[87]\tvalid_0's poisson: -106.845\n",
"[88]\tvalid_0's poisson: -106.885\n",
"[89]\tvalid_0's poisson: -106.922\n",
"[90]\tvalid_0's poisson: -106.956\n",
"[91]\tvalid_0's poisson: -106.989\n",
"[92]\tvalid_0's poisson: -107.02\n",
"[93]\tvalid_0's poisson: -107.052\n",
"[94]\tvalid_0's poisson: -107.085\n",
"[95]\tvalid_0's poisson: -107.12\n",
"[96]\tvalid_0's poisson: -107.15\n",
"[97]\tvalid_0's poisson: -107.183\n",
"[98]\tvalid_0's poisson: -107.21\n",
"[99]\tvalid_0's poisson: -107.237\n",
"[100]\tvalid_0's poisson: -107.268\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.2276\n",
"[2]\tvalid_0's poisson: -89.1855\n",
"[3]\tvalid_0's poisson: -90.0547\n",
"[4]\tvalid_0's poisson: -90.8515\n",
"[5]\tvalid_0's poisson: -91.5803\n",
"[6]\tvalid_0's poisson: -92.2672\n",
"[7]\tvalid_0's poisson: -92.8955\n",
"[8]\tvalid_0's poisson: -93.4881\n",
"[9]\tvalid_0's poisson: -94.0357\n",
"[10]\tvalid_0's poisson: -94.5912\n",
"[11]\tvalid_0's poisson: -95.0875\n",
"[12]\tvalid_0's poisson: -95.5465\n",
"[13]\tvalid_0's poisson: -95.9828\n",
"[14]\tvalid_0's poisson: -96.4014\n",
"[15]\tvalid_0's poisson: -96.8566\n",
"[16]\tvalid_0's poisson: -97.2544\n",
"[17]\tvalid_0's poisson: -97.6629\n",
"[18]\tvalid_0's poisson: -98.0221\n",
"[19]\tvalid_0's poisson: -98.3826\n",
"[20]\tvalid_0's poisson: -98.6973\n",
"[21]\tvalid_0's poisson: -99.0124\n",
"[22]\tvalid_0's poisson: -99.3042\n",
"[23]\tvalid_0's poisson: -99.5759\n",
"[24]\tvalid_0's poisson: -99.844\n",
"[25]\tvalid_0's poisson: -100.153\n",
"[26]\tvalid_0's poisson: -100.405\n",
"[27]\tvalid_0's poisson: -100.632\n",
"[28]\tvalid_0's poisson: -100.855\n",
"[29]\tvalid_0's poisson: -101.077\n",
"[30]\tvalid_0's poisson: -101.284\n",
"[31]\tvalid_0's poisson: -101.533\n",
"[32]\tvalid_0's poisson: -101.728\n",
"[33]\tvalid_0's poisson: -101.914\n",
"[34]\tvalid_0's poisson: -102.133\n",
"[35]\tvalid_0's poisson: -102.306\n",
"[36]\tvalid_0's poisson: -102.466\n",
"[37]\tvalid_0's poisson: -102.655\n",
"[38]\tvalid_0's poisson: -102.807\n",
"[39]\tvalid_0's poisson: -102.954\n",
"[40]\tvalid_0's poisson: -103.121\n",
"[41]\tvalid_0's poisson: -103.26\n",
"[42]\tvalid_0's poisson: -103.389\n",
"[43]\tvalid_0's poisson: -103.544\n",
"[44]\tvalid_0's poisson: -103.668\n",
"[45]\tvalid_0's poisson: -103.812\n",
"[46]\tvalid_0's poisson: -103.928\n",
"[47]\tvalid_0's poisson: -104.04\n",
"[48]\tvalid_0's poisson: -104.163\n",
"[49]\tvalid_0's poisson: -104.273\n",
"[50]\tvalid_0's poisson: -104.381\n",
"[51]\tvalid_0's poisson: -104.482\n",
"[52]\tvalid_0's poisson: -104.589\n",
"[53]\tvalid_0's poisson: -104.684\n",
"[54]\tvalid_0's poisson: -104.788\n",
"[55]\tvalid_0's poisson: -104.883\n",
"[56]\tvalid_0's poisson: -104.969\n",
"[57]\tvalid_0's poisson: -105.056\n",
"[58]\tvalid_0's poisson: -105.14\n",
"[59]\tvalid_0's poisson: -105.217\n",
"[60]\tvalid_0's poisson: -105.295\n",
"[61]\tvalid_0's poisson: -105.369\n",
"[62]\tvalid_0's poisson: -105.457\n",
"[63]\tvalid_0's poisson: -105.529\n",
"[64]\tvalid_0's poisson: -105.599\n",
"[65]\tvalid_0's poisson: -105.669\n",
"[66]\tvalid_0's poisson: -105.748\n",
"[67]\tvalid_0's poisson: -105.811\n",
"[68]\tvalid_0's poisson: -105.884\n",
"[69]\tvalid_0's poisson: -105.944\n",
"[70]\tvalid_0's poisson: -106.01\n",
"[71]\tvalid_0's poisson: -106.063\n",
"[72]\tvalid_0's poisson: -106.121\n",
"[73]\tvalid_0's poisson: -106.173\n",
"[74]\tvalid_0's poisson: -106.227\n",
"[75]\tvalid_0's poisson: -106.289\n",
"[76]\tvalid_0's poisson: -106.336\n",
"[77]\tvalid_0's poisson: -106.393\n",
"[78]\tvalid_0's poisson: -106.438\n",
"[79]\tvalid_0's poisson: -106.485\n",
"[80]\tvalid_0's poisson: -106.538\n",
"[81]\tvalid_0's poisson: -106.58\n",
"[82]\tvalid_0's poisson: -106.619\n",
"[83]\tvalid_0's poisson: -106.666\n",
"[84]\tvalid_0's poisson: -106.709\n",
"[85]\tvalid_0's poisson: -106.751\n",
"[86]\tvalid_0's poisson: -106.787\n",
"[87]\tvalid_0's poisson: -106.826\n",
"[88]\tvalid_0's poisson: -106.867\n",
"[89]\tvalid_0's poisson: -106.9\n",
"[90]\tvalid_0's poisson: -106.931\n",
"[91]\tvalid_0's poisson: -106.969\n",
"[92]\tvalid_0's poisson: -107.003\n",
"[93]\tvalid_0's poisson: -107.034\n",
"[94]\tvalid_0's poisson: -107.065\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[95]\tvalid_0's poisson: -107.098\n",
"[96]\tvalid_0's poisson: -107.132\n",
"[97]\tvalid_0's poisson: -107.161\n",
"[98]\tvalid_0's poisson: -107.191\n",
"[99]\tvalid_0's poisson: -107.223\n",
"[100]\tvalid_0's poisson: -107.251\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.047\n",
"[2]\tvalid_0's poisson: -103.481\n",
"[3]\tvalid_0's poisson: -105.221\n",
"[4]\tvalid_0's poisson: -106.189\n",
"[5]\tvalid_0's poisson: -106.802\n",
"[6]\tvalid_0's poisson: -107.115\n",
"[7]\tvalid_0's poisson: -107.426\n",
"[8]\tvalid_0's poisson: -107.867\n",
"[9]\tvalid_0's poisson: -107.994\n",
"[10]\tvalid_0's poisson: -108.136\n",
"[11]\tvalid_0's poisson: -108.214\n",
"[12]\tvalid_0's poisson: -108.286\n",
"[13]\tvalid_0's poisson: -108.364\n",
"[14]\tvalid_0's poisson: -108.522\n",
"[15]\tvalid_0's poisson: -108.655\n",
"[16]\tvalid_0's poisson: -108.825\n",
"[17]\tvalid_0's poisson: -108.853\n",
"[18]\tvalid_0's poisson: -108.884\n",
"[19]\tvalid_0's poisson: -108.906\n",
"[20]\tvalid_0's poisson: -108.93\n",
"[21]\tvalid_0's poisson: -108.948\n",
"[22]\tvalid_0's poisson: -108.963\n",
"[23]\tvalid_0's poisson: -109.023\n",
"[24]\tvalid_0's poisson: -109.089\n",
"[25]\tvalid_0's poisson: -109.094\n",
"[26]\tvalid_0's poisson: -109.1\n",
"[27]\tvalid_0's poisson: -109.126\n",
"[28]\tvalid_0's poisson: -109.152\n",
"[29]\tvalid_0's poisson: -109.196\n",
"[30]\tvalid_0's poisson: -109.211\n",
"[31]\tvalid_0's poisson: -109.22\n",
"[32]\tvalid_0's poisson: -109.238\n",
"[33]\tvalid_0's poisson: -109.281\n",
"[34]\tvalid_0's poisson: -109.287\n",
"[35]\tvalid_0's poisson: -109.3\n",
"[36]\tvalid_0's poisson: -109.305\n",
"[37]\tvalid_0's poisson: -109.303\n",
"[38]\tvalid_0's poisson: -109.304\n",
"[39]\tvalid_0's poisson: -109.343\n",
"[40]\tvalid_0's poisson: -109.341\n",
"[41]\tvalid_0's poisson: -109.352\n",
"[42]\tvalid_0's poisson: -109.357\n",
"[43]\tvalid_0's poisson: -109.352\n",
"[44]\tvalid_0's poisson: -109.349\n",
"[45]\tvalid_0's poisson: -109.354\n",
"[46]\tvalid_0's poisson: -109.364\n",
"[47]\tvalid_0's poisson: -109.371\n",
"[48]\tvalid_0's poisson: -109.378\n",
"[49]\tvalid_0's poisson: -109.402\n",
"[50]\tvalid_0's poisson: -109.409\n",
"[51]\tvalid_0's poisson: -109.407\n",
"[52]\tvalid_0's poisson: -109.419\n",
"[53]\tvalid_0's poisson: -109.428\n",
"[54]\tvalid_0's poisson: -109.451\n",
"[55]\tvalid_0's poisson: -109.451\n",
"[56]\tvalid_0's poisson: -109.457\n",
"[57]\tvalid_0's poisson: -109.468\n",
"[58]\tvalid_0's poisson: -109.47\n",
"[59]\tvalid_0's poisson: -109.473\n",
"[60]\tvalid_0's poisson: -109.472\n",
"[61]\tvalid_0's poisson: -109.485\n",
"[62]\tvalid_0's poisson: -109.49\n",
"[63]\tvalid_0's poisson: -109.49\n",
"[64]\tvalid_0's poisson: -109.485\n",
"[65]\tvalid_0's poisson: -109.504\n",
"[66]\tvalid_0's poisson: -109.505\n",
"[67]\tvalid_0's poisson: -109.52\n",
"[68]\tvalid_0's poisson: -109.523\n",
"[69]\tvalid_0's poisson: -109.519\n",
"[70]\tvalid_0's poisson: -109.516\n",
"[71]\tvalid_0's poisson: -109.526\n",
"[72]\tvalid_0's poisson: -109.529\n",
"[73]\tvalid_0's poisson: -109.526\n",
"[74]\tvalid_0's poisson: -109.536\n",
"[75]\tvalid_0's poisson: -109.539\n",
"[76]\tvalid_0's poisson: -109.538\n",
"[77]\tvalid_0's poisson: -109.539\n",
"[78]\tvalid_0's poisson: -109.539\n",
"[79]\tvalid_0's poisson: -109.529\n",
"[80]\tvalid_0's poisson: -109.53\n",
"[81]\tvalid_0's poisson: -109.539\n",
"[82]\tvalid_0's poisson: -109.541\n",
"[83]\tvalid_0's poisson: -109.546\n",
"[84]\tvalid_0's poisson: -109.554\n",
"[85]\tvalid_0's poisson: -109.557\n",
"[86]\tvalid_0's poisson: -109.557\n",
"[87]\tvalid_0's poisson: -109.559\n",
"[88]\tvalid_0's poisson: -109.561\n",
"[89]\tvalid_0's poisson: -109.56\n",
"[90]\tvalid_0's poisson: -109.556\n",
"[91]\tvalid_0's poisson: -109.558\n",
"[92]\tvalid_0's poisson: -109.558\n",
"[93]\tvalid_0's poisson: -109.559\n",
"[94]\tvalid_0's poisson: -109.557\n",
"[95]\tvalid_0's poisson: -109.561\n",
"[96]\tvalid_0's poisson: -109.56\n",
"[97]\tvalid_0's poisson: -109.563\n",
"[98]\tvalid_0's poisson: -109.56\n",
"[99]\tvalid_0's poisson: -109.559\n",
"[100]\tvalid_0's poisson: -109.562\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -99.8462\n",
"[2]\tvalid_0's poisson: -102.694\n",
"[3]\tvalid_0's poisson: -104.772\n",
"[4]\tvalid_0's poisson: -105.871\n",
"[5]\tvalid_0's poisson: -106.598\n",
"[6]\tvalid_0's poisson: -107.06\n",
"[7]\tvalid_0's poisson: -107.507\n",
"[8]\tvalid_0's poisson: -107.722\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.009\n",
"[11]\tvalid_0's poisson: -108.178\n",
"[12]\tvalid_0's poisson: -108.288\n",
"[13]\tvalid_0's poisson: -108.386\n",
"[14]\tvalid_0's poisson: -108.442\n",
"[15]\tvalid_0's poisson: -108.518\n",
"[16]\tvalid_0's poisson: -108.531\n",
"[17]\tvalid_0's poisson: -108.615\n",
"[18]\tvalid_0's poisson: -108.723\n",
"[19]\tvalid_0's poisson: -108.804\n",
"[20]\tvalid_0's poisson: -108.812\n",
"[21]\tvalid_0's poisson: -108.833\n",
"[22]\tvalid_0's poisson: -108.914\n",
"[23]\tvalid_0's poisson: -108.933\n",
"[24]\tvalid_0's poisson: -108.975\n",
"[25]\tvalid_0's poisson: -108.982\n",
"[26]\tvalid_0's poisson: -108.994\n",
"[27]\tvalid_0's poisson: -109\n",
"[28]\tvalid_0's poisson: -109.085\n",
"[29]\tvalid_0's poisson: -109.121\n",
"[30]\tvalid_0's poisson: -109.143\n",
"[31]\tvalid_0's poisson: -109.152\n",
"[32]\tvalid_0's poisson: -109.161\n",
"[33]\tvalid_0's poisson: -109.172\n",
"[34]\tvalid_0's poisson: -109.189\n",
"[35]\tvalid_0's poisson: -109.198\n",
"[36]\tvalid_0's poisson: -109.238\n",
"[37]\tvalid_0's poisson: -109.247\n",
"[38]\tvalid_0's poisson: -109.26\n",
"[39]\tvalid_0's poisson: -109.275\n",
"[40]\tvalid_0's poisson: -109.28\n",
"[41]\tvalid_0's poisson: -109.288\n",
"[42]\tvalid_0's poisson: -109.288\n",
"[43]\tvalid_0's poisson: -109.292\n",
"[44]\tvalid_0's poisson: -109.315\n",
"[45]\tvalid_0's poisson: -109.321\n",
"[46]\tvalid_0's poisson: -109.33\n",
"[47]\tvalid_0's poisson: -109.338\n",
"[48]\tvalid_0's poisson: -109.343\n",
"[49]\tvalid_0's poisson: -109.364\n",
"[50]\tvalid_0's poisson: -109.372\n",
"[51]\tvalid_0's poisson: -109.372\n",
"[52]\tvalid_0's poisson: -109.375\n",
"[53]\tvalid_0's poisson: -109.378\n",
"[54]\tvalid_0's poisson: -109.393\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.415\n",
"[57]\tvalid_0's poisson: -109.417\n",
"[58]\tvalid_0's poisson: -109.428\n",
"[59]\tvalid_0's poisson: -109.427\n",
"[60]\tvalid_0's poisson: -109.426\n",
"[61]\tvalid_0's poisson: -109.428\n",
"[62]\tvalid_0's poisson: -109.426\n",
"[63]\tvalid_0's poisson: -109.432\n",
"[64]\tvalid_0's poisson: -109.429\n",
"[65]\tvalid_0's poisson: -109.438\n",
"[66]\tvalid_0's poisson: -109.442\n",
"[67]\tvalid_0's poisson: -109.448\n",
"[68]\tvalid_0's poisson: -109.445\n",
"[69]\tvalid_0's poisson: -109.443\n",
"[70]\tvalid_0's poisson: -109.457\n",
"[71]\tvalid_0's poisson: -109.46\n",
"[72]\tvalid_0's poisson: -109.463\n",
"[73]\tvalid_0's poisson: -109.465\n",
"[74]\tvalid_0's poisson: -109.464\n",
"[75]\tvalid_0's poisson: -109.466\n",
"[76]\tvalid_0's poisson: -109.47\n",
"[77]\tvalid_0's poisson: -109.466\n",
"[78]\tvalid_0's poisson: -109.465\n",
"[79]\tvalid_0's poisson: -109.484\n",
"[80]\tvalid_0's poisson: -109.502\n",
"[81]\tvalid_0's poisson: -109.501\n",
"[82]\tvalid_0's poisson: -109.505\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.512\n",
"[85]\tvalid_0's poisson: -109.513\n",
"[86]\tvalid_0's poisson: -109.516\n",
"[87]\tvalid_0's poisson: -109.518\n",
"[88]\tvalid_0's poisson: -109.521\n",
"[89]\tvalid_0's poisson: -109.517\n",
"[90]\tvalid_0's poisson: -109.516\n",
"[91]\tvalid_0's poisson: -109.527\n",
"[92]\tvalid_0's poisson: -109.531\n",
"[93]\tvalid_0's poisson: -109.531\n",
"[94]\tvalid_0's poisson: -109.539\n",
"[95]\tvalid_0's poisson: -109.539\n",
"[96]\tvalid_0's poisson: -109.545\n",
"[97]\tvalid_0's poisson: -109.555\n",
"[98]\tvalid_0's poisson: -109.555\n",
"[99]\tvalid_0's poisson: -109.558\n",
"[100]\tvalid_0's poisson: -109.556\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -99.989\n",
"[2]\tvalid_0's poisson: -103.127\n",
"[3]\tvalid_0's poisson: -104.849\n",
"[4]\tvalid_0's poisson: -105.815\n",
"[5]\tvalid_0's poisson: -106.458\n",
"[6]\tvalid_0's poisson: -106.921\n",
"[7]\tvalid_0's poisson: -107.183\n",
"[8]\tvalid_0's poisson: -107.334\n",
"[9]\tvalid_0's poisson: -107.437\n",
"[10]\tvalid_0's poisson: -107.636\n",
"[11]\tvalid_0's poisson: -108.245\n",
"[12]\tvalid_0's poisson: -108.474\n",
"[13]\tvalid_0's poisson: -108.558\n",
"[14]\tvalid_0's poisson: -108.596\n",
"[15]\tvalid_0's poisson: -108.662\n",
"[16]\tvalid_0's poisson: -108.718\n",
"[17]\tvalid_0's poisson: -108.757\n",
"[18]\tvalid_0's poisson: -108.845\n",
"[19]\tvalid_0's poisson: -108.92\n",
"[20]\tvalid_0's poisson: -108.934\n",
"[21]\tvalid_0's poisson: -108.955\n",
"[22]\tvalid_0's poisson: -109.004\n",
"[23]\tvalid_0's poisson: -109.058\n",
"[24]\tvalid_0's poisson: -109.088\n",
"[25]\tvalid_0's poisson: -109.09\n",
"[26]\tvalid_0's poisson: -109.112\n",
"[27]\tvalid_0's poisson: -109.123\n",
"[28]\tvalid_0's poisson: -109.158\n",
"[29]\tvalid_0's poisson: -109.158\n",
"[30]\tvalid_0's poisson: -109.213\n",
"[31]\tvalid_0's poisson: -109.217\n",
"[32]\tvalid_0's poisson: -109.226\n",
"[33]\tvalid_0's poisson: -109.253\n",
"[34]\tvalid_0's poisson: -109.268\n",
"[35]\tvalid_0's poisson: -109.282\n",
"[36]\tvalid_0's poisson: -109.296\n",
"[37]\tvalid_0's poisson: -109.299\n",
"[38]\tvalid_0's poisson: -109.297\n",
"[39]\tvalid_0's poisson: -109.298\n",
"[40]\tvalid_0's poisson: -109.298\n",
"[41]\tvalid_0's poisson: -109.312\n",
"[42]\tvalid_0's poisson: -109.319\n",
"[43]\tvalid_0's poisson: -109.316\n",
"[44]\tvalid_0's poisson: -109.319\n",
"[45]\tvalid_0's poisson: -109.36\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.359\n",
"[48]\tvalid_0's poisson: -109.369\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.374\n",
"[51]\tvalid_0's poisson: -109.378\n",
"[52]\tvalid_0's poisson: -109.377\n",
"[53]\tvalid_0's poisson: -109.383\n",
"[54]\tvalid_0's poisson: -109.378\n",
"[55]\tvalid_0's poisson: -109.387\n",
"[56]\tvalid_0's poisson: -109.392\n",
"[57]\tvalid_0's poisson: -109.406\n",
"[58]\tvalid_0's poisson: -109.408\n",
"[59]\tvalid_0's poisson: -109.402\n",
"[60]\tvalid_0's poisson: -109.402\n",
"[61]\tvalid_0's poisson: -109.406\n",
"[62]\tvalid_0's poisson: -109.409\n",
"[63]\tvalid_0's poisson: -109.412\n",
"[64]\tvalid_0's poisson: -109.42\n",
"[65]\tvalid_0's poisson: -109.426\n",
"[66]\tvalid_0's poisson: -109.425\n",
"[67]\tvalid_0's poisson: -109.428\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.433\n",
"[70]\tvalid_0's poisson: -109.441\n",
"[71]\tvalid_0's poisson: -109.439\n",
"[72]\tvalid_0's poisson: -109.472\n",
"[73]\tvalid_0's poisson: -109.469\n",
"[74]\tvalid_0's poisson: -109.475\n",
"[75]\tvalid_0's poisson: -109.478\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.487\n",
"[78]\tvalid_0's poisson: -109.483\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.489\n",
"[81]\tvalid_0's poisson: -109.492\n",
"[82]\tvalid_0's poisson: -109.502\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.517\n",
"[85]\tvalid_0's poisson: -109.516\n",
"[86]\tvalid_0's poisson: -109.52\n",
"[87]\tvalid_0's poisson: -109.524\n",
"[88]\tvalid_0's poisson: -109.523\n",
"[89]\tvalid_0's poisson: -109.523\n",
"[90]\tvalid_0's poisson: -109.524\n",
"[91]\tvalid_0's poisson: -109.52\n",
"[92]\tvalid_0's poisson: -109.517\n",
"[93]\tvalid_0's poisson: -109.516\n",
"[94]\tvalid_0's poisson: -109.523\n",
"[95]\tvalid_0's poisson: -109.521\n",
"[96]\tvalid_0's poisson: -109.519\n",
"[97]\tvalid_0's poisson: -109.527\n",
"[98]\tvalid_0's poisson: -109.532\n",
"[99]\tvalid_0's poisson: -109.532\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.013\n",
"[2]\tvalid_0's poisson: -103.203\n",
"[3]\tvalid_0's poisson: -104.867\n",
"[4]\tvalid_0's poisson: -105.841\n",
"[5]\tvalid_0's poisson: -106.436\n",
"[6]\tvalid_0's poisson: -106.808\n",
"[7]\tvalid_0's poisson: -107.522\n",
"[8]\tvalid_0's poisson: -107.814\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.225\n",
"[11]\tvalid_0's poisson: -108.304\n",
"[12]\tvalid_0's poisson: -108.381\n",
"[13]\tvalid_0's poisson: -108.477\n",
"[14]\tvalid_0's poisson: -108.509\n",
"[15]\tvalid_0's poisson: -108.664\n",
"[16]\tvalid_0's poisson: -108.735\n",
"[17]\tvalid_0's poisson: -108.804\n",
"[18]\tvalid_0's poisson: -108.823\n",
"[19]\tvalid_0's poisson: -108.866\n",
"[20]\tvalid_0's poisson: -108.937\n",
"[21]\tvalid_0's poisson: -108.972\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[22]\tvalid_0's poisson: -108.977\n",
"[23]\tvalid_0's poisson: -108.988\n",
"[24]\tvalid_0's poisson: -109.009\n",
"[25]\tvalid_0's poisson: -109.033\n",
"[26]\tvalid_0's poisson: -109.042\n",
"[27]\tvalid_0's poisson: -109.048\n",
"[28]\tvalid_0's poisson: -109.072\n",
"[29]\tvalid_0's poisson: -109.115\n",
"[30]\tvalid_0's poisson: -109.128\n",
"[31]\tvalid_0's poisson: -109.145\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.163\n",
"[34]\tvalid_0's poisson: -109.176\n",
"[35]\tvalid_0's poisson: -109.216\n",
"[36]\tvalid_0's poisson: -109.252\n",
"[37]\tvalid_0's poisson: -109.268\n",
"[38]\tvalid_0's poisson: -109.276\n",
"[39]\tvalid_0's poisson: -109.293\n",
"[40]\tvalid_0's poisson: -109.297\n",
"[41]\tvalid_0's poisson: -109.303\n",
"[42]\tvalid_0's poisson: -109.307\n",
"[43]\tvalid_0's poisson: -109.304\n",
"[44]\tvalid_0's poisson: -109.309\n",
"[45]\tvalid_0's poisson: -109.328\n",
"[46]\tvalid_0's poisson: -109.343\n",
"[47]\tvalid_0's poisson: -109.377\n",
"[48]\tvalid_0's poisson: -109.382\n",
"[49]\tvalid_0's poisson: -109.384\n",
"[50]\tvalid_0's poisson: -109.386\n",
"[51]\tvalid_0's poisson: -109.39\n",
"[52]\tvalid_0's poisson: -109.385\n",
"[53]\tvalid_0's poisson: -109.391\n",
"[54]\tvalid_0's poisson: -109.394\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.4\n",
"[57]\tvalid_0's poisson: -109.405\n",
"[58]\tvalid_0's poisson: -109.418\n",
"[59]\tvalid_0's poisson: -109.441\n",
"[60]\tvalid_0's poisson: -109.45\n",
"[61]\tvalid_0's poisson: -109.461\n",
"[62]\tvalid_0's poisson: -109.466\n",
"[63]\tvalid_0's poisson: -109.466\n",
"[64]\tvalid_0's poisson: -109.472\n",
"[65]\tvalid_0's poisson: -109.472\n",
"[66]\tvalid_0's poisson: -109.479\n",
"[67]\tvalid_0's poisson: -109.482\n",
"[68]\tvalid_0's poisson: -109.476\n",
"[69]\tvalid_0's poisson: -109.474\n",
"[70]\tvalid_0's poisson: -109.474\n",
"[71]\tvalid_0's poisson: -109.482\n",
"[72]\tvalid_0's poisson: -109.485\n",
"[73]\tvalid_0's poisson: -109.485\n",
"[74]\tvalid_0's poisson: -109.486\n",
"[75]\tvalid_0's poisson: -109.493\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.479\n",
"[78]\tvalid_0's poisson: -109.478\n",
"[79]\tvalid_0's poisson: -109.479\n",
"[80]\tvalid_0's poisson: -109.482\n",
"[81]\tvalid_0's poisson: -109.48\n",
"[82]\tvalid_0's poisson: -109.486\n",
"[83]\tvalid_0's poisson: -109.488\n",
"[84]\tvalid_0's poisson: -109.489\n",
"[85]\tvalid_0's poisson: -109.494\n",
"[86]\tvalid_0's poisson: -109.493\n",
"[87]\tvalid_0's poisson: -109.502\n",
"[88]\tvalid_0's poisson: -109.504\n",
"[89]\tvalid_0's poisson: -109.507\n",
"[90]\tvalid_0's poisson: -109.506\n",
"[91]\tvalid_0's poisson: -109.499\n",
"[92]\tvalid_0's poisson: -109.5\n",
"[93]\tvalid_0's poisson: -109.513\n",
"[94]\tvalid_0's poisson: -109.507\n",
"[95]\tvalid_0's poisson: -109.508\n",
"[96]\tvalid_0's poisson: -109.508\n",
"[97]\tvalid_0's poisson: -109.507\n",
"[98]\tvalid_0's poisson: -109.51\n",
"[99]\tvalid_0's poisson: -109.51\n",
"[100]\tvalid_0's poisson: -109.513\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.006\n",
"[2]\tvalid_0's poisson: -103.183\n",
"[3]\tvalid_0's poisson: -104.915\n",
"[4]\tvalid_0's poisson: -105.848\n",
"[5]\tvalid_0's poisson: -106.835\n",
"[6]\tvalid_0's poisson: -107.238\n",
"[7]\tvalid_0's poisson: -107.458\n",
"[8]\tvalid_0's poisson: -107.669\n",
"[9]\tvalid_0's poisson: -107.759\n",
"[10]\tvalid_0's poisson: -107.892\n",
"[11]\tvalid_0's poisson: -108.092\n",
"[12]\tvalid_0's poisson: -108.217\n",
"[13]\tvalid_0's poisson: -108.421\n",
"[14]\tvalid_0's poisson: -108.542\n",
"[15]\tvalid_0's poisson: -108.613\n",
"[16]\tvalid_0's poisson: -108.672\n",
"[17]\tvalid_0's poisson: -108.712\n",
"[18]\tvalid_0's poisson: -108.791\n",
"[19]\tvalid_0's poisson: -108.856\n",
"[20]\tvalid_0's poisson: -108.891\n",
"[21]\tvalid_0's poisson: -108.944\n",
"[22]\tvalid_0's poisson: -108.988\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.032\n",
"[25]\tvalid_0's poisson: -109.059\n",
"[26]\tvalid_0's poisson: -109.085\n",
"[27]\tvalid_0's poisson: -109.093\n",
"[28]\tvalid_0's poisson: -109.101\n",
"[29]\tvalid_0's poisson: -109.119\n",
"[30]\tvalid_0's poisson: -109.121\n",
"[31]\tvalid_0's poisson: -109.131\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.165\n",
"[34]\tvalid_0's poisson: -109.164\n",
"[35]\tvalid_0's poisson: -109.176\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.207\n",
"[38]\tvalid_0's poisson: -109.208\n",
"[39]\tvalid_0's poisson: -109.226\n",
"[40]\tvalid_0's poisson: -109.227\n",
"[41]\tvalid_0's poisson: -109.243\n",
"[42]\tvalid_0's poisson: -109.262\n",
"[43]\tvalid_0's poisson: -109.283\n",
"[44]\tvalid_0's poisson: -109.288\n",
"[45]\tvalid_0's poisson: -109.292\n",
"[46]\tvalid_0's poisson: -109.298\n",
"[47]\tvalid_0's poisson: -109.294\n",
"[48]\tvalid_0's poisson: -109.297\n",
"[49]\tvalid_0's poisson: -109.308\n",
"[50]\tvalid_0's poisson: -109.324\n",
"[51]\tvalid_0's poisson: -109.322\n",
"[52]\tvalid_0's poisson: -109.327\n",
"[53]\tvalid_0's poisson: -109.328\n",
"[54]\tvalid_0's poisson: -109.328\n",
"[55]\tvalid_0's poisson: -109.333\n",
"[56]\tvalid_0's poisson: -109.332\n",
"[57]\tvalid_0's poisson: -109.333\n",
"[58]\tvalid_0's poisson: -109.334\n",
"[59]\tvalid_0's poisson: -109.367\n",
"[60]\tvalid_0's poisson: -109.377\n",
"[61]\tvalid_0's poisson: -109.376\n",
"[62]\tvalid_0's poisson: -109.374\n",
"[63]\tvalid_0's poisson: -109.401\n",
"[64]\tvalid_0's poisson: -109.402\n",
"[65]\tvalid_0's poisson: -109.405\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.429\n",
"[70]\tvalid_0's poisson: -109.446\n",
"[71]\tvalid_0's poisson: -109.447\n",
"[72]\tvalid_0's poisson: -109.447\n",
"[73]\tvalid_0's poisson: -109.451\n",
"[74]\tvalid_0's poisson: -109.453\n",
"[75]\tvalid_0's poisson: -109.452\n",
"[76]\tvalid_0's poisson: -109.449\n",
"[77]\tvalid_0's poisson: -109.457\n",
"[78]\tvalid_0's poisson: -109.456\n",
"[79]\tvalid_0's poisson: -109.455\n",
"[80]\tvalid_0's poisson: -109.457\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.464\n",
"[83]\tvalid_0's poisson: -109.468\n",
"[84]\tvalid_0's poisson: -109.469\n",
"[85]\tvalid_0's poisson: -109.467\n",
"[86]\tvalid_0's poisson: -109.477\n",
"[87]\tvalid_0's poisson: -109.482\n",
"[88]\tvalid_0's poisson: -109.486\n",
"[89]\tvalid_0's poisson: -109.491\n",
"[90]\tvalid_0's poisson: -109.494\n",
"[91]\tvalid_0's poisson: -109.494\n",
"[92]\tvalid_0's poisson: -109.5\n",
"[93]\tvalid_0's poisson: -109.496\n",
"[94]\tvalid_0's poisson: -109.491\n",
"[95]\tvalid_0's poisson: -109.499\n",
"[96]\tvalid_0's poisson: -109.5\n",
"[97]\tvalid_0's poisson: -109.502\n",
"[98]\tvalid_0's poisson: -109.501\n",
"[99]\tvalid_0's poisson: -109.501\n",
"[100]\tvalid_0's poisson: -109.503\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -88.2271\n",
"[2]\tvalid_0's poisson: -89.178\n",
"[3]\tvalid_0's poisson: -90.0496\n",
"[4]\tvalid_0's poisson: -90.8407\n",
"[5]\tvalid_0's poisson: -91.5813\n",
"[6]\tvalid_0's poisson: -92.2585\n",
"[7]\tvalid_0's poisson: -92.8885\n",
"[8]\tvalid_0's poisson: -93.4805\n",
"[9]\tvalid_0's poisson: -94.0337\n",
"[10]\tvalid_0's poisson: -94.5447\n",
"[11]\tvalid_0's poisson: -95.0311\n",
"[12]\tvalid_0's poisson: -95.5126\n",
"[13]\tvalid_0's poisson: -95.9503\n",
"[14]\tvalid_0's poisson: -96.4249\n",
"[15]\tvalid_0's poisson: -96.8414\n",
"[16]\tvalid_0's poisson: -97.258\n",
"[17]\tvalid_0's poisson: -97.6197\n",
"[18]\tvalid_0's poisson: -97.9729\n",
"[19]\tvalid_0's poisson: -98.3476\n",
"[20]\tvalid_0's poisson: -98.6699\n",
"[21]\tvalid_0's poisson: -98.9684\n",
"[22]\tvalid_0's poisson: -99.2502\n",
"[23]\tvalid_0's poisson: -99.5273\n",
"[24]\tvalid_0's poisson: -99.7938\n",
"[25]\tvalid_0's poisson: -100.048\n",
"[26]\tvalid_0's poisson: -100.347\n",
"[27]\tvalid_0's poisson: -100.584\n",
"[28]\tvalid_0's poisson: -100.845\n",
"[29]\tvalid_0's poisson: -101.067\n",
"[30]\tvalid_0's poisson: -101.277\n",
"[31]\tvalid_0's poisson: -101.469\n",
"[32]\tvalid_0's poisson: -101.662\n",
"[33]\tvalid_0's poisson: -101.888\n",
"[34]\tvalid_0's poisson: -102.07\n",
"[35]\tvalid_0's poisson: -102.27\n",
"[36]\tvalid_0's poisson: -102.439\n",
"[37]\tvalid_0's poisson: -102.597\n",
"[38]\tvalid_0's poisson: -102.783\n",
"[39]\tvalid_0's poisson: -102.932\n",
"[40]\tvalid_0's poisson: -103.076\n",
"[41]\tvalid_0's poisson: -103.214\n",
"[42]\tvalid_0's poisson: -103.377\n",
"[43]\tvalid_0's poisson: -103.524\n",
"[44]\tvalid_0's poisson: -103.647\n",
"[45]\tvalid_0's poisson: -103.788\n",
"[46]\tvalid_0's poisson: -103.911\n",
"[47]\tvalid_0's poisson: -104.025\n",
"[48]\tvalid_0's poisson: -104.136\n",
"[49]\tvalid_0's poisson: -104.246\n",
"[50]\tvalid_0's poisson: -104.348\n",
"[51]\tvalid_0's poisson: -104.452\n",
"[52]\tvalid_0's poisson: -104.551\n",
"[53]\tvalid_0's poisson: -104.659\n",
"[54]\tvalid_0's poisson: -104.751\n",
"[55]\tvalid_0's poisson: -104.842\n",
"[56]\tvalid_0's poisson: -104.928\n",
"[57]\tvalid_0's poisson: -105.011\n",
"[58]\tvalid_0's poisson: -105.091\n",
"[59]\tvalid_0's poisson: -105.188\n",
"[60]\tvalid_0's poisson: -105.271\n",
"[61]\tvalid_0's poisson: -105.36\n",
"[62]\tvalid_0's poisson: -105.434\n",
"[63]\tvalid_0's poisson: -105.503\n",
"[64]\tvalid_0's poisson: -105.572\n",
"[65]\tvalid_0's poisson: -105.651\n",
"[66]\tvalid_0's poisson: -105.716\n",
"[67]\tvalid_0's poisson: -105.787\n",
"[68]\tvalid_0's poisson: -105.845\n",
"[69]\tvalid_0's poisson: -105.909\n",
"[70]\tvalid_0's poisson: -105.974\n",
"[71]\tvalid_0's poisson: -106.041\n",
"[72]\tvalid_0's poisson: -106.095\n",
"[73]\tvalid_0's poisson: -106.148\n",
"[74]\tvalid_0's poisson: -106.201\n",
"[75]\tvalid_0's poisson: -106.25\n",
"[76]\tvalid_0's poisson: -106.311\n",
"[77]\tvalid_0's poisson: -106.367\n",
"[78]\tvalid_0's poisson: -106.411\n",
"[79]\tvalid_0's poisson: -106.463\n",
"[80]\tvalid_0's poisson: -106.508\n",
"[81]\tvalid_0's poisson: -106.55\n",
"[82]\tvalid_0's poisson: -106.592\n",
"[83]\tvalid_0's poisson: -106.634\n",
"[84]\tvalid_0's poisson: -106.683\n",
"[85]\tvalid_0's poisson: -106.728\n",
"[86]\tvalid_0's poisson: -106.773\n",
"[87]\tvalid_0's poisson: -106.811\n",
"[88]\tvalid_0's poisson: -106.846\n",
"[89]\tvalid_0's poisson: -106.883\n",
"[90]\tvalid_0's poisson: -106.915\n",
"[91]\tvalid_0's poisson: -106.95\n",
"[92]\tvalid_0's poisson: -106.987\n",
"[93]\tvalid_0's poisson: -107.023\n",
"[94]\tvalid_0's poisson: -107.054\n",
"[95]\tvalid_0's poisson: -107.088\n",
"[96]\tvalid_0's poisson: -107.118\n",
"[97]\tvalid_0's poisson: -107.146\n",
"[98]\tvalid_0's poisson: -107.178\n",
"[99]\tvalid_0's poisson: -107.206\n",
"[100]\tvalid_0's poisson: -107.239\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -88.2257\n",
"[2]\tvalid_0's poisson: -89.2094\n",
"[3]\tvalid_0's poisson: -90.0981\n",
"[4]\tvalid_0's poisson: -90.91\n",
"[5]\tvalid_0's poisson: -91.6532\n",
"[6]\tvalid_0's poisson: -92.3541\n",
"[7]\tvalid_0's poisson: -92.9882\n",
"[8]\tvalid_0's poisson: -93.5805\n",
"[9]\tvalid_0's poisson: -94.1355\n",
"[10]\tvalid_0's poisson: -94.6538\n",
"[11]\tvalid_0's poisson: -95.1397\n",
"[12]\tvalid_0's poisson: -95.6186\n",
"[13]\tvalid_0's poisson: -96.0925\n",
"[14]\tvalid_0's poisson: -96.5137\n",
"[15]\tvalid_0's poisson: -96.9139\n",
"[16]\tvalid_0's poisson: -97.3455\n",
"[17]\tvalid_0's poisson: -97.716\n",
"[18]\tvalid_0's poisson: -98.0548\n",
"[19]\tvalid_0's poisson: -98.3889\n",
"[20]\tvalid_0's poisson: -98.7097\n",
"[21]\tvalid_0's poisson: -99.059\n",
"[22]\tvalid_0's poisson: -99.3549\n",
"[23]\tvalid_0's poisson: -99.6238\n",
"[24]\tvalid_0's poisson: -99.8919\n",
"[25]\tvalid_0's poisson: -100.148\n",
"[26]\tvalid_0's poisson: -100.393\n",
"[27]\tvalid_0's poisson: -100.682\n",
"[28]\tvalid_0's poisson: -100.908\n",
"[29]\tvalid_0's poisson: -101.116\n",
"[30]\tvalid_0's poisson: -101.361\n",
"[31]\tvalid_0's poisson: -101.564\n",
"[32]\tvalid_0's poisson: -101.759\n",
"[33]\tvalid_0's poisson: -101.977\n",
"[34]\tvalid_0's poisson: -102.155\n",
"[35]\tvalid_0's poisson: -102.324\n",
"[36]\tvalid_0's poisson: -102.484\n",
"[37]\tvalid_0's poisson: -102.651\n",
"[38]\tvalid_0's poisson: -102.84\n",
"[39]\tvalid_0's poisson: -103.016\n",
"[40]\tvalid_0's poisson: -103.161\n",
"[41]\tvalid_0's poisson: -103.3\n",
"[42]\tvalid_0's poisson: -103.452\n",
"[43]\tvalid_0's poisson: -103.58\n",
"[44]\tvalid_0's poisson: -103.727\n",
"[45]\tvalid_0's poisson: -103.846\n",
"[46]\tvalid_0's poisson: -103.961\n",
"[47]\tvalid_0's poisson: -104.085\n",
"[48]\tvalid_0's poisson: -104.213\n",
"[49]\tvalid_0's poisson: -104.32\n",
"[50]\tvalid_0's poisson: -104.425\n",
"[51]\tvalid_0's poisson: -104.525\n",
"[52]\tvalid_0's poisson: -104.625\n",
"[53]\tvalid_0's poisson: -104.719\n",
"[54]\tvalid_0's poisson: -104.823\n",
"[55]\tvalid_0's poisson: -104.909\n",
"[56]\tvalid_0's poisson: -104.997\n",
"[57]\tvalid_0's poisson: -105.084\n",
"[58]\tvalid_0's poisson: -105.165\n",
"[59]\tvalid_0's poisson: -105.244\n",
"[60]\tvalid_0's poisson: -105.326\n",
"[61]\tvalid_0's poisson: -105.401\n",
"[62]\tvalid_0's poisson: -105.474\n",
"[63]\tvalid_0's poisson: -105.543\n",
"[64]\tvalid_0's poisson: -105.608\n",
"[65]\tvalid_0's poisson: -105.67\n",
"[66]\tvalid_0's poisson: -105.733\n",
"[67]\tvalid_0's poisson: -105.811\n",
"[68]\tvalid_0's poisson: -105.871\n",
"[69]\tvalid_0's poisson: -105.926\n",
"[70]\tvalid_0's poisson: -105.986\n",
"[71]\tvalid_0's poisson: -106.052\n",
"[72]\tvalid_0's poisson: -106.106\n",
"[73]\tvalid_0's poisson: -106.16\n",
"[74]\tvalid_0's poisson: -106.21\n",
"[75]\tvalid_0's poisson: -106.274\n",
"[76]\tvalid_0's poisson: -106.327\n",
"[77]\tvalid_0's poisson: -106.373\n",
"[78]\tvalid_0's poisson: -106.42\n",
"[79]\tvalid_0's poisson: -106.477\n",
"[80]\tvalid_0's poisson: -106.518\n",
"[81]\tvalid_0's poisson: -106.569\n",
"[82]\tvalid_0's poisson: -106.609\n",
"[83]\tvalid_0's poisson: -106.651\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[84]\tvalid_0's poisson: -106.7\n",
"[85]\tvalid_0's poisson: -106.735\n",
"[86]\tvalid_0's poisson: -106.771\n",
"[87]\tvalid_0's poisson: -106.812\n",
"[88]\tvalid_0's poisson: -106.853\n",
"[89]\tvalid_0's poisson: -106.89\n",
"[90]\tvalid_0's poisson: -106.926\n",
"[91]\tvalid_0's poisson: -106.966\n",
"[92]\tvalid_0's poisson: -107.003\n",
"[93]\tvalid_0's poisson: -107.041\n",
"[94]\tvalid_0's poisson: -107.073\n",
"[95]\tvalid_0's poisson: -107.101\n",
"[96]\tvalid_0's poisson: -107.132\n",
"[97]\tvalid_0's poisson: -107.16\n",
"[98]\tvalid_0's poisson: -107.19\n",
"[99]\tvalid_0's poisson: -107.22\n",
"[100]\tvalid_0's poisson: -107.248\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -88.2513\n",
"[2]\tvalid_0's poisson: -89.2197\n",
"[3]\tvalid_0's poisson: -90.1014\n",
"[4]\tvalid_0's poisson: -90.9121\n",
"[5]\tvalid_0's poisson: -91.6573\n",
"[6]\tvalid_0's poisson: -92.3441\n",
"[7]\tvalid_0's poisson: -92.9822\n",
"[8]\tvalid_0's poisson: -93.5734\n",
"[9]\tvalid_0's poisson: -94.1467\n",
"[10]\tvalid_0's poisson: -94.67\n",
"[11]\tvalid_0's poisson: -95.156\n",
"[12]\tvalid_0's poisson: -95.6384\n",
"[13]\tvalid_0's poisson: -96.0966\n",
"[14]\tvalid_0's poisson: -96.5191\n",
"[15]\tvalid_0's poisson: -96.9368\n",
"[16]\tvalid_0's poisson: -97.3621\n",
"[17]\tvalid_0's poisson: -97.7373\n",
"[18]\tvalid_0's poisson: -98.1188\n",
"[19]\tvalid_0's poisson: -98.4443\n",
"[20]\tvalid_0's poisson: -98.7645\n",
"[21]\tvalid_0's poisson: -99.069\n",
"[22]\tvalid_0's poisson: -99.3897\n",
"[23]\tvalid_0's poisson: -99.6787\n",
"[24]\tvalid_0's poisson: -99.9388\n",
"[25]\tvalid_0's poisson: -100.201\n",
"[26]\tvalid_0's poisson: -100.444\n",
"[27]\tvalid_0's poisson: -100.681\n",
"[28]\tvalid_0's poisson: -100.9\n",
"[29]\tvalid_0's poisson: -101.116\n",
"[30]\tvalid_0's poisson: -101.355\n",
"[31]\tvalid_0's poisson: -101.558\n",
"[32]\tvalid_0's poisson: -101.777\n",
"[33]\tvalid_0's poisson: -101.964\n",
"[34]\tvalid_0's poisson: -102.143\n",
"[35]\tvalid_0's poisson: -102.337\n",
"[36]\tvalid_0's poisson: -102.506\n",
"[37]\tvalid_0's poisson: -102.659\n",
"[38]\tvalid_0's poisson: -102.811\n",
"[39]\tvalid_0's poisson: -102.986\n",
"[40]\tvalid_0's poisson: -103.132\n",
"[41]\tvalid_0's poisson: -103.271\n",
"[42]\tvalid_0's poisson: -103.42\n",
"[43]\tvalid_0's poisson: -103.549\n",
"[44]\tvalid_0's poisson: -103.666\n",
"[45]\tvalid_0's poisson: -103.808\n",
"[46]\tvalid_0's poisson: -103.933\n",
"[47]\tvalid_0's poisson: -104.046\n",
"[48]\tvalid_0's poisson: -104.168\n",
"[49]\tvalid_0's poisson: -104.275\n",
"[50]\tvalid_0's poisson: -104.382\n",
"[51]\tvalid_0's poisson: -104.485\n",
"[52]\tvalid_0's poisson: -104.59\n",
"[53]\tvalid_0's poisson: -104.687\n",
"[54]\tvalid_0's poisson: -104.779\n",
"[55]\tvalid_0's poisson: -104.867\n",
"[56]\tvalid_0's poisson: -104.956\n",
"[57]\tvalid_0's poisson: -105.039\n",
"[58]\tvalid_0's poisson: -105.119\n",
"[59]\tvalid_0's poisson: -105.207\n",
"[60]\tvalid_0's poisson: -105.285\n",
"[61]\tvalid_0's poisson: -105.36\n",
"[62]\tvalid_0's poisson: -105.439\n",
"[63]\tvalid_0's poisson: -105.509\n",
"[64]\tvalid_0's poisson: -105.576\n",
"[65]\tvalid_0's poisson: -105.654\n",
"[66]\tvalid_0's poisson: -105.719\n",
"[67]\tvalid_0's poisson: -105.782\n",
"[68]\tvalid_0's poisson: -105.846\n",
"[69]\tvalid_0's poisson: -105.906\n",
"[70]\tvalid_0's poisson: -105.961\n",
"[71]\tvalid_0's poisson: -106.018\n",
"[72]\tvalid_0's poisson: -106.085\n",
"[73]\tvalid_0's poisson: -106.139\n",
"[74]\tvalid_0's poisson: -106.2\n",
"[75]\tvalid_0's poisson: -106.251\n",
"[76]\tvalid_0's poisson: -106.308\n",
"[77]\tvalid_0's poisson: -106.358\n",
"[78]\tvalid_0's poisson: -106.405\n",
"[79]\tvalid_0's poisson: -106.456\n",
"[80]\tvalid_0's poisson: -106.5\n",
"[81]\tvalid_0's poisson: -106.544\n",
"[82]\tvalid_0's poisson: -106.597\n",
"[83]\tvalid_0's poisson: -106.634\n",
"[84]\tvalid_0's poisson: -106.68\n",
"[85]\tvalid_0's poisson: -106.727\n",
"[86]\tvalid_0's poisson: -106.769\n",
"[87]\tvalid_0's poisson: -106.804\n",
"[88]\tvalid_0's poisson: -106.841\n",
"[89]\tvalid_0's poisson: -106.879\n",
"[90]\tvalid_0's poisson: -106.912\n",
"[91]\tvalid_0's poisson: -106.947\n",
"[92]\tvalid_0's poisson: -106.984\n",
"[93]\tvalid_0's poisson: -107.019\n",
"[94]\tvalid_0's poisson: -107.052\n",
"[95]\tvalid_0's poisson: -107.084\n",
"[96]\tvalid_0's poisson: -107.117\n",
"[97]\tvalid_0's poisson: -107.148\n",
"[98]\tvalid_0's poisson: -107.176\n",
"[99]\tvalid_0's poisson: -107.209\n",
"[100]\tvalid_0's poisson: -107.236\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -88.2488\n",
"[2]\tvalid_0's poisson: -89.1998\n",
"[3]\tvalid_0's poisson: -90.0839\n",
"[4]\tvalid_0's poisson: -90.8945\n",
"[5]\tvalid_0's poisson: -91.6347\n",
"[6]\tvalid_0's poisson: -92.3307\n",
"[7]\tvalid_0's poisson: -92.9676\n",
"[8]\tvalid_0's poisson: -93.5547\n",
"[9]\tvalid_0's poisson: -94.109\n",
"[10]\tvalid_0's poisson: -94.6249\n",
"[11]\tvalid_0's poisson: -95.1066\n",
"[12]\tvalid_0's poisson: -95.5728\n",
"[13]\tvalid_0's poisson: -96.0668\n",
"[14]\tvalid_0's poisson: -96.5071\n",
"[15]\tvalid_0's poisson: -96.9388\n",
"[16]\tvalid_0's poisson: -97.3214\n",
"[17]\tvalid_0's poisson: -97.6984\n",
"[18]\tvalid_0's poisson: -98.0894\n",
"[19]\tvalid_0's poisson: -98.419\n",
"[20]\tvalid_0's poisson: -98.7437\n",
"[21]\tvalid_0's poisson: -99.0801\n",
"[22]\tvalid_0's poisson: -99.3804\n",
"[23]\tvalid_0's poisson: -99.6568\n",
"[24]\tvalid_0's poisson: -99.9166\n",
"[25]\tvalid_0's poisson: -100.18\n",
"[26]\tvalid_0's poisson: -100.425\n",
"[27]\tvalid_0's poisson: -100.708\n",
"[28]\tvalid_0's poisson: -100.937\n",
"[29]\tvalid_0's poisson: -101.158\n",
"[30]\tvalid_0's poisson: -101.362\n",
"[31]\tvalid_0's poisson: -101.602\n",
"[32]\tvalid_0's poisson: -101.8\n",
"[33]\tvalid_0's poisson: -101.987\n",
"[34]\tvalid_0's poisson: -102.19\n",
"[35]\tvalid_0's poisson: -102.365\n",
"[36]\tvalid_0's poisson: -102.533\n",
"[37]\tvalid_0's poisson: -102.69\n",
"[38]\tvalid_0's poisson: -102.875\n",
"[39]\tvalid_0's poisson: -103.024\n",
"[40]\tvalid_0's poisson: -103.164\n",
"[41]\tvalid_0's poisson: -103.321\n",
"[42]\tvalid_0's poisson: -103.447\n",
"[43]\tvalid_0's poisson: -103.575\n",
"[44]\tvalid_0's poisson: -103.714\n",
"[45]\tvalid_0's poisson: -103.835\n",
"[46]\tvalid_0's poisson: -103.971\n",
"[47]\tvalid_0's poisson: -104.101\n",
"[48]\tvalid_0's poisson: -104.212\n",
"[49]\tvalid_0's poisson: -104.322\n",
"[50]\tvalid_0's poisson: -104.427\n",
"[51]\tvalid_0's poisson: -104.533\n",
"[52]\tvalid_0's poisson: -104.631\n",
"[53]\tvalid_0's poisson: -104.726\n",
"[54]\tvalid_0's poisson: -104.816\n",
"[55]\tvalid_0's poisson: -104.912\n",
"[56]\tvalid_0's poisson: -104.998\n",
"[57]\tvalid_0's poisson: -105.084\n",
"[58]\tvalid_0's poisson: -105.167\n",
"[59]\tvalid_0's poisson: -105.246\n",
"[60]\tvalid_0's poisson: -105.322\n",
"[61]\tvalid_0's poisson: -105.398\n",
"[62]\tvalid_0's poisson: -105.481\n",
"[63]\tvalid_0's poisson: -105.551\n",
"[64]\tvalid_0's poisson: -105.621\n",
"[65]\tvalid_0's poisson: -105.697\n",
"[66]\tvalid_0's poisson: -105.762\n",
"[67]\tvalid_0's poisson: -105.82\n",
"[68]\tvalid_0's poisson: -105.883\n",
"[69]\tvalid_0's poisson: -105.956\n",
"[70]\tvalid_0's poisson: -106.014\n",
"[71]\tvalid_0's poisson: -106.08\n",
"[72]\tvalid_0's poisson: -106.132\n",
"[73]\tvalid_0's poisson: -106.187\n",
"[74]\tvalid_0's poisson: -106.244\n",
"[75]\tvalid_0's poisson: -106.306\n",
"[76]\tvalid_0's poisson: -106.355\n",
"[77]\tvalid_0's poisson: -106.409\n",
"[78]\tvalid_0's poisson: -106.454\n",
"[79]\tvalid_0's poisson: -106.503\n",
"[80]\tvalid_0's poisson: -106.549\n",
"[81]\tvalid_0's poisson: -106.595\n",
"[82]\tvalid_0's poisson: -106.646\n",
"[83]\tvalid_0's poisson: -106.685\n",
"[84]\tvalid_0's poisson: -106.726\n",
"[85]\tvalid_0's poisson: -106.769\n",
"[86]\tvalid_0's poisson: -106.806\n",
"[87]\tvalid_0's poisson: -106.845\n",
"[88]\tvalid_0's poisson: -106.886\n",
"[89]\tvalid_0's poisson: -106.922\n",
"[90]\tvalid_0's poisson: -106.956\n",
"[91]\tvalid_0's poisson: -106.989\n",
"[92]\tvalid_0's poisson: -107.02\n",
"[93]\tvalid_0's poisson: -107.052\n",
"[94]\tvalid_0's poisson: -107.086\n",
"[95]\tvalid_0's poisson: -107.12\n",
"[96]\tvalid_0's poisson: -107.15\n",
"[97]\tvalid_0's poisson: -107.184\n",
"[98]\tvalid_0's poisson: -107.21\n",
"[99]\tvalid_0's poisson: -107.237\n",
"[100]\tvalid_0's poisson: -107.269\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -88.2275\n",
"[2]\tvalid_0's poisson: -89.1854\n",
"[3]\tvalid_0's poisson: -90.0546\n",
"[4]\tvalid_0's poisson: -90.8514\n",
"[5]\tvalid_0's poisson: -91.5802\n",
"[6]\tvalid_0's poisson: -92.2674\n",
"[7]\tvalid_0's poisson: -92.8954\n",
"[8]\tvalid_0's poisson: -93.4881\n",
"[9]\tvalid_0's poisson: -94.0356\n",
"[10]\tvalid_0's poisson: -94.5912\n",
"[11]\tvalid_0's poisson: -95.0874\n",
"[12]\tvalid_0's poisson: -95.5464\n",
"[13]\tvalid_0's poisson: -95.9827\n",
"[14]\tvalid_0's poisson: -96.4013\n",
"[15]\tvalid_0's poisson: -96.8565\n",
"[16]\tvalid_0's poisson: -97.2542\n",
"[17]\tvalid_0's poisson: -97.6627\n",
"[18]\tvalid_0's poisson: -98.022\n",
"[19]\tvalid_0's poisson: -98.3825\n",
"[20]\tvalid_0's poisson: -98.6972\n",
"[21]\tvalid_0's poisson: -99.0123\n",
"[22]\tvalid_0's poisson: -99.304\n",
"[23]\tvalid_0's poisson: -99.5757\n",
"[24]\tvalid_0's poisson: -99.8438\n",
"[25]\tvalid_0's poisson: -100.153\n",
"[26]\tvalid_0's poisson: -100.405\n",
"[27]\tvalid_0's poisson: -100.632\n",
"[28]\tvalid_0's poisson: -100.856\n",
"[29]\tvalid_0's poisson: -101.077\n",
"[30]\tvalid_0's poisson: -101.284\n",
"[31]\tvalid_0's poisson: -101.532\n",
"[32]\tvalid_0's poisson: -101.728\n",
"[33]\tvalid_0's poisson: -101.914\n",
"[34]\tvalid_0's poisson: -102.133\n",
"[35]\tvalid_0's poisson: -102.306\n",
"[36]\tvalid_0's poisson: -102.466\n",
"[37]\tvalid_0's poisson: -102.655\n",
"[38]\tvalid_0's poisson: -102.807\n",
"[39]\tvalid_0's poisson: -102.954\n",
"[40]\tvalid_0's poisson: -103.121\n",
"[41]\tvalid_0's poisson: -103.26\n",
"[42]\tvalid_0's poisson: -103.389\n",
"[43]\tvalid_0's poisson: -103.544\n",
"[44]\tvalid_0's poisson: -103.668\n",
"[45]\tvalid_0's poisson: -103.811\n",
"[46]\tvalid_0's poisson: -103.928\n",
"[47]\tvalid_0's poisson: -104.04\n",
"[48]\tvalid_0's poisson: -104.163\n",
"[49]\tvalid_0's poisson: -104.273\n",
"[50]\tvalid_0's poisson: -104.38\n",
"[51]\tvalid_0's poisson: -104.481\n",
"[52]\tvalid_0's poisson: -104.589\n",
"[53]\tvalid_0's poisson: -104.683\n",
"[54]\tvalid_0's poisson: -104.788\n",
"[55]\tvalid_0's poisson: -104.882\n",
"[56]\tvalid_0's poisson: -104.969\n",
"[57]\tvalid_0's poisson: -105.056\n",
"[58]\tvalid_0's poisson: -105.14\n",
"[59]\tvalid_0's poisson: -105.217\n",
"[60]\tvalid_0's poisson: -105.294\n",
"[61]\tvalid_0's poisson: -105.368\n",
"[62]\tvalid_0's poisson: -105.457\n",
"[63]\tvalid_0's poisson: -105.529\n",
"[64]\tvalid_0's poisson: -105.599\n",
"[65]\tvalid_0's poisson: -105.669\n",
"[66]\tvalid_0's poisson: -105.748\n",
"[67]\tvalid_0's poisson: -105.811\n",
"[68]\tvalid_0's poisson: -105.884\n",
"[69]\tvalid_0's poisson: -105.944\n",
"[70]\tvalid_0's poisson: -106.01\n",
"[71]\tvalid_0's poisson: -106.063\n",
"[72]\tvalid_0's poisson: -106.121\n",
"[73]\tvalid_0's poisson: -106.173\n",
"[74]\tvalid_0's poisson: -106.227\n",
"[75]\tvalid_0's poisson: -106.288\n",
"[76]\tvalid_0's poisson: -106.335\n",
"[77]\tvalid_0's poisson: -106.393\n",
"[78]\tvalid_0's poisson: -106.437\n",
"[79]\tvalid_0's poisson: -106.485\n",
"[80]\tvalid_0's poisson: -106.538\n",
"[81]\tvalid_0's poisson: -106.58\n",
"[82]\tvalid_0's poisson: -106.618\n",
"[83]\tvalid_0's poisson: -106.666\n",
"[84]\tvalid_0's poisson: -106.709\n",
"[85]\tvalid_0's poisson: -106.751\n",
"[86]\tvalid_0's poisson: -106.787\n",
"[87]\tvalid_0's poisson: -106.826\n",
"[88]\tvalid_0's poisson: -106.866\n",
"[89]\tvalid_0's poisson: -106.9\n",
"[90]\tvalid_0's poisson: -106.931\n",
"[91]\tvalid_0's poisson: -106.969\n",
"[92]\tvalid_0's poisson: -107.003\n",
"[93]\tvalid_0's poisson: -107.034\n",
"[94]\tvalid_0's poisson: -107.065\n",
"[95]\tvalid_0's poisson: -107.098\n",
"[96]\tvalid_0's poisson: -107.132\n",
"[97]\tvalid_0's poisson: -107.161\n",
"[98]\tvalid_0's poisson: -107.191\n",
"[99]\tvalid_0's poisson: -107.223\n",
"[100]\tvalid_0's poisson: -107.251\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.6389\n",
"[2]\tvalid_0's poisson: -95.9092\n",
"[3]\tvalid_0's poisson: -98.2978\n",
"[4]\tvalid_0's poisson: -100.095\n",
"[5]\tvalid_0's poisson: -101.514\n",
"[6]\tvalid_0's poisson: -102.681\n",
"[7]\tvalid_0's poisson: -103.621\n",
"[8]\tvalid_0's poisson: -104.409\n",
"[9]\tvalid_0's poisson: -105.08\n",
"[10]\tvalid_0's poisson: -105.64\n",
"[11]\tvalid_0's poisson: -106.146\n",
"[12]\tvalid_0's poisson: -106.568\n",
"[13]\tvalid_0's poisson: -106.918\n",
"[14]\tvalid_0's poisson: -107.218\n",
"[15]\tvalid_0's poisson: -107.49\n",
"[16]\tvalid_0's poisson: -107.699\n",
"[17]\tvalid_0's poisson: -107.885\n",
"[18]\tvalid_0's poisson: -108.061\n",
"[19]\tvalid_0's poisson: -108.189\n",
"[20]\tvalid_0's poisson: -108.337\n",
"[21]\tvalid_0's poisson: -108.446\n",
"[22]\tvalid_0's poisson: -108.537\n",
"[23]\tvalid_0's poisson: -108.636\n",
"[24]\tvalid_0's poisson: -108.714\n",
"[25]\tvalid_0's poisson: -108.792\n",
"[26]\tvalid_0's poisson: -108.847\n",
"[27]\tvalid_0's poisson: -108.894\n",
"[28]\tvalid_0's poisson: -108.941\n",
"[29]\tvalid_0's poisson: -108.981\n",
"[30]\tvalid_0's poisson: -109.014\n",
"[31]\tvalid_0's poisson: -109.037\n",
"[32]\tvalid_0's poisson: -109.085\n",
"[33]\tvalid_0's poisson: -109.103\n",
"[34]\tvalid_0's poisson: -109.136\n",
"[35]\tvalid_0's poisson: -109.156\n",
"[36]\tvalid_0's poisson: -109.189\n",
"[37]\tvalid_0's poisson: -109.218\n",
"[38]\tvalid_0's poisson: -109.225\n",
"[39]\tvalid_0's poisson: -109.251\n",
"[40]\tvalid_0's poisson: -109.263\n",
"[41]\tvalid_0's poisson: -109.276\n",
"[42]\tvalid_0's poisson: -109.296\n",
"[43]\tvalid_0's poisson: -109.307\n",
"[44]\tvalid_0's poisson: -109.325\n",
"[45]\tvalid_0's poisson: -109.336\n",
"[46]\tvalid_0's poisson: -109.349\n",
"[47]\tvalid_0's poisson: -109.36\n",
"[48]\tvalid_0's poisson: -109.383\n",
"[49]\tvalid_0's poisson: -109.401\n",
"[50]\tvalid_0's poisson: -109.404\n",
"[51]\tvalid_0's poisson: -109.415\n",
"[52]\tvalid_0's poisson: -109.423\n",
"[53]\tvalid_0's poisson: -109.432\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[54]\tvalid_0's poisson: -109.444\n",
"[55]\tvalid_0's poisson: -109.445\n",
"[56]\tvalid_0's poisson: -109.458\n",
"[57]\tvalid_0's poisson: -109.467\n",
"[58]\tvalid_0's poisson: -109.475\n",
"[59]\tvalid_0's poisson: -109.477\n",
"[60]\tvalid_0's poisson: -109.481\n",
"[61]\tvalid_0's poisson: -109.489\n",
"[62]\tvalid_0's poisson: -109.493\n",
"[63]\tvalid_0's poisson: -109.497\n",
"[64]\tvalid_0's poisson: -109.498\n",
"[65]\tvalid_0's poisson: -109.505\n",
"[66]\tvalid_0's poisson: -109.517\n",
"[67]\tvalid_0's poisson: -109.52\n",
"[68]\tvalid_0's poisson: -109.524\n",
"[69]\tvalid_0's poisson: -109.525\n",
"[70]\tvalid_0's poisson: -109.531\n",
"[71]\tvalid_0's poisson: -109.538\n",
"[72]\tvalid_0's poisson: -109.545\n",
"[73]\tvalid_0's poisson: -109.552\n",
"[74]\tvalid_0's poisson: -109.552\n",
"[75]\tvalid_0's poisson: -109.557\n",
"[76]\tvalid_0's poisson: -109.564\n",
"[77]\tvalid_0's poisson: -109.566\n",
"[78]\tvalid_0's poisson: -109.568\n",
"[79]\tvalid_0's poisson: -109.569\n",
"[80]\tvalid_0's poisson: -109.576\n",
"[81]\tvalid_0's poisson: -109.581\n",
"[82]\tvalid_0's poisson: -109.582\n",
"[83]\tvalid_0's poisson: -109.586\n",
"[84]\tvalid_0's poisson: -109.59\n",
"[85]\tvalid_0's poisson: -109.593\n",
"[86]\tvalid_0's poisson: -109.594\n",
"[87]\tvalid_0's poisson: -109.598\n",
"[88]\tvalid_0's poisson: -109.602\n",
"[89]\tvalid_0's poisson: -109.601\n",
"[90]\tvalid_0's poisson: -109.602\n",
"[91]\tvalid_0's poisson: -109.602\n",
"[92]\tvalid_0's poisson: -109.604\n",
"[93]\tvalid_0's poisson: -109.606\n",
"[94]\tvalid_0's poisson: -109.605\n",
"[95]\tvalid_0's poisson: -109.605\n",
"[96]\tvalid_0's poisson: -109.61\n",
"[97]\tvalid_0's poisson: -109.613\n",
"[98]\tvalid_0's poisson: -109.615\n",
"[99]\tvalid_0's poisson: -109.617\n",
"[100]\tvalid_0's poisson: -109.617\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.6542\n",
"[2]\tvalid_0's poisson: -96.0478\n",
"[3]\tvalid_0's poisson: -98.4293\n",
"[4]\tvalid_0's poisson: -100.235\n",
"[5]\tvalid_0's poisson: -101.662\n",
"[6]\tvalid_0's poisson: -102.806\n",
"[7]\tvalid_0's poisson: -103.751\n",
"[8]\tvalid_0's poisson: -104.518\n",
"[9]\tvalid_0's poisson: -105.181\n",
"[10]\tvalid_0's poisson: -105.734\n",
"[11]\tvalid_0's poisson: -106.2\n",
"[12]\tvalid_0's poisson: -106.607\n",
"[13]\tvalid_0's poisson: -106.964\n",
"[14]\tvalid_0's poisson: -107.28\n",
"[15]\tvalid_0's poisson: -107.53\n",
"[16]\tvalid_0's poisson: -107.746\n",
"[17]\tvalid_0's poisson: -107.933\n",
"[18]\tvalid_0's poisson: -108.105\n",
"[19]\tvalid_0's poisson: -108.236\n",
"[20]\tvalid_0's poisson: -108.36\n",
"[21]\tvalid_0's poisson: -108.47\n",
"[22]\tvalid_0's poisson: -108.585\n",
"[23]\tvalid_0's poisson: -108.67\n",
"[24]\tvalid_0's poisson: -108.74\n",
"[25]\tvalid_0's poisson: -108.798\n",
"[26]\tvalid_0's poisson: -108.861\n",
"[27]\tvalid_0's poisson: -108.926\n",
"[28]\tvalid_0's poisson: -108.965\n",
"[29]\tvalid_0's poisson: -109.001\n",
"[30]\tvalid_0's poisson: -109.041\n",
"[31]\tvalid_0's poisson: -109.069\n",
"[32]\tvalid_0's poisson: -109.085\n",
"[33]\tvalid_0's poisson: -109.126\n",
"[34]\tvalid_0's poisson: -109.159\n",
"[35]\tvalid_0's poisson: -109.178\n",
"[36]\tvalid_0's poisson: -109.194\n",
"[37]\tvalid_0's poisson: -109.22\n",
"[38]\tvalid_0's poisson: -109.226\n",
"[39]\tvalid_0's poisson: -109.244\n",
"[40]\tvalid_0's poisson: -109.273\n",
"[41]\tvalid_0's poisson: -109.285\n",
"[42]\tvalid_0's poisson: -109.297\n",
"[43]\tvalid_0's poisson: -109.314\n",
"[44]\tvalid_0's poisson: -109.337\n",
"[45]\tvalid_0's poisson: -109.35\n",
"[46]\tvalid_0's poisson: -109.36\n",
"[47]\tvalid_0's poisson: -109.37\n",
"[48]\tvalid_0's poisson: -109.376\n",
"[49]\tvalid_0's poisson: -109.386\n",
"[50]\tvalid_0's poisson: -109.4\n",
"[51]\tvalid_0's poisson: -109.409\n",
"[52]\tvalid_0's poisson: -109.412\n",
"[53]\tvalid_0's poisson: -109.419\n",
"[54]\tvalid_0's poisson: -109.431\n",
"[55]\tvalid_0's poisson: -109.44\n",
"[56]\tvalid_0's poisson: -109.45\n",
"[57]\tvalid_0's poisson: -109.459\n",
"[58]\tvalid_0's poisson: -109.461\n",
"[59]\tvalid_0's poisson: -109.471\n",
"[60]\tvalid_0's poisson: -109.476\n",
"[61]\tvalid_0's poisson: -109.483\n",
"[62]\tvalid_0's poisson: -109.49\n",
"[63]\tvalid_0's poisson: -109.494\n",
"[64]\tvalid_0's poisson: -109.496\n",
"[65]\tvalid_0's poisson: -109.505\n",
"[66]\tvalid_0's poisson: -109.512\n",
"[67]\tvalid_0's poisson: -109.519\n",
"[68]\tvalid_0's poisson: -109.522\n",
"[69]\tvalid_0's poisson: -109.525\n",
"[70]\tvalid_0's poisson: -109.529\n",
"[71]\tvalid_0's poisson: -109.542\n",
"[72]\tvalid_0's poisson: -109.548\n",
"[73]\tvalid_0's poisson: -109.549\n",
"[74]\tvalid_0's poisson: -109.552\n",
"[75]\tvalid_0's poisson: -109.557\n",
"[76]\tvalid_0's poisson: -109.561\n",
"[77]\tvalid_0's poisson: -109.56\n",
"[78]\tvalid_0's poisson: -109.561\n",
"[79]\tvalid_0's poisson: -109.565\n",
"[80]\tvalid_0's poisson: -109.569\n",
"[81]\tvalid_0's poisson: -109.571\n",
"[82]\tvalid_0's poisson: -109.574\n",
"[83]\tvalid_0's poisson: -109.58\n",
"[84]\tvalid_0's poisson: -109.581\n",
"[85]\tvalid_0's poisson: -109.583\n",
"[86]\tvalid_0's poisson: -109.584\n",
"[87]\tvalid_0's poisson: -109.585\n",
"[88]\tvalid_0's poisson: -109.586\n",
"[89]\tvalid_0's poisson: -109.591\n",
"[90]\tvalid_0's poisson: -109.591\n",
"[91]\tvalid_0's poisson: -109.599\n",
"[92]\tvalid_0's poisson: -109.604\n",
"[93]\tvalid_0's poisson: -109.605\n",
"[94]\tvalid_0's poisson: -109.611\n",
"[95]\tvalid_0's poisson: -109.616\n",
"[96]\tvalid_0's poisson: -109.616\n",
"[97]\tvalid_0's poisson: -109.617\n",
"[98]\tvalid_0's poisson: -109.619\n",
"[99]\tvalid_0's poisson: -109.621\n",
"[100]\tvalid_0's poisson: -109.624\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.7102\n",
"[2]\tvalid_0's poisson: -95.9959\n",
"[3]\tvalid_0's poisson: -98.3589\n",
"[4]\tvalid_0's poisson: -100.188\n",
"[5]\tvalid_0's poisson: -101.602\n",
"[6]\tvalid_0's poisson: -102.755\n",
"[7]\tvalid_0's poisson: -103.681\n",
"[8]\tvalid_0's poisson: -104.494\n",
"[9]\tvalid_0's poisson: -105.152\n",
"[10]\tvalid_0's poisson: -105.726\n",
"[11]\tvalid_0's poisson: -106.204\n",
"[12]\tvalid_0's poisson: -106.626\n",
"[13]\tvalid_0's poisson: -106.971\n",
"[14]\tvalid_0's poisson: -107.267\n",
"[15]\tvalid_0's poisson: -107.522\n",
"[16]\tvalid_0's poisson: -107.756\n",
"[17]\tvalid_0's poisson: -107.949\n",
"[18]\tvalid_0's poisson: -108.113\n",
"[19]\tvalid_0's poisson: -108.247\n",
"[20]\tvalid_0's poisson: -108.371\n",
"[21]\tvalid_0's poisson: -108.486\n",
"[22]\tvalid_0's poisson: -108.586\n",
"[23]\tvalid_0's poisson: -108.676\n",
"[24]\tvalid_0's poisson: -108.756\n",
"[25]\tvalid_0's poisson: -108.816\n",
"[26]\tvalid_0's poisson: -108.869\n",
"[27]\tvalid_0's poisson: -108.927\n",
"[28]\tvalid_0's poisson: -108.972\n",
"[29]\tvalid_0's poisson: -109.004\n",
"[30]\tvalid_0's poisson: -109.05\n",
"[31]\tvalid_0's poisson: -109.079\n",
"[32]\tvalid_0's poisson: -109.111\n",
"[33]\tvalid_0's poisson: -109.132\n",
"[34]\tvalid_0's poisson: -109.166\n",
"[35]\tvalid_0's poisson: -109.208\n",
"[36]\tvalid_0's poisson: -109.227\n",
"[37]\tvalid_0's poisson: -109.239\n",
"[38]\tvalid_0's poisson: -109.266\n",
"[39]\tvalid_0's poisson: -109.271\n",
"[40]\tvalid_0's poisson: -109.292\n",
"[41]\tvalid_0's poisson: -109.323\n",
"[42]\tvalid_0's poisson: -109.335\n",
"[43]\tvalid_0's poisson: -109.354\n",
"[44]\tvalid_0's poisson: -109.368\n",
"[45]\tvalid_0's poisson: -109.388\n",
"[46]\tvalid_0's poisson: -109.395\n",
"[47]\tvalid_0's poisson: -109.405\n",
"[48]\tvalid_0's poisson: -109.415\n",
"[49]\tvalid_0's poisson: -109.427\n",
"[50]\tvalid_0's poisson: -109.438\n",
"[51]\tvalid_0's poisson: -109.45\n",
"[52]\tvalid_0's poisson: -109.466\n",
"[53]\tvalid_0's poisson: -109.477\n",
"[54]\tvalid_0's poisson: -109.478\n",
"[55]\tvalid_0's poisson: -109.484\n",
"[56]\tvalid_0's poisson: -109.497\n",
"[57]\tvalid_0's poisson: -109.507\n",
"[58]\tvalid_0's poisson: -109.509\n",
"[59]\tvalid_0's poisson: -109.512\n",
"[60]\tvalid_0's poisson: -109.516\n",
"[61]\tvalid_0's poisson: -109.524\n",
"[62]\tvalid_0's poisson: -109.534\n",
"[63]\tvalid_0's poisson: -109.536\n",
"[64]\tvalid_0's poisson: -109.54\n",
"[65]\tvalid_0's poisson: -109.547\n",
"[66]\tvalid_0's poisson: -109.55\n",
"[67]\tvalid_0's poisson: -109.552\n",
"[68]\tvalid_0's poisson: -109.553\n",
"[69]\tvalid_0's poisson: -109.557\n",
"[70]\tvalid_0's poisson: -109.557\n",
"[71]\tvalid_0's poisson: -109.559\n",
"[72]\tvalid_0's poisson: -109.559\n",
"[73]\tvalid_0's poisson: -109.565\n",
"[74]\tvalid_0's poisson: -109.564\n",
"[75]\tvalid_0's poisson: -109.564\n",
"[76]\tvalid_0's poisson: -109.572\n",
"[77]\tvalid_0's poisson: -109.575\n",
"[78]\tvalid_0's poisson: -109.586\n",
"[79]\tvalid_0's poisson: -109.594\n",
"[80]\tvalid_0's poisson: -109.598\n",
"[81]\tvalid_0's poisson: -109.606\n",
"[82]\tvalid_0's poisson: -109.608\n",
"[83]\tvalid_0's poisson: -109.608\n",
"[84]\tvalid_0's poisson: -109.607\n",
"[85]\tvalid_0's poisson: -109.608\n",
"[86]\tvalid_0's poisson: -109.612\n",
"[87]\tvalid_0's poisson: -109.616\n",
"[88]\tvalid_0's poisson: -109.618\n",
"[89]\tvalid_0's poisson: -109.624\n",
"[90]\tvalid_0's poisson: -109.628\n",
"[91]\tvalid_0's poisson: -109.633\n",
"[92]\tvalid_0's poisson: -109.637\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -109.638\n",
"[94]\tvalid_0's poisson: -109.639\n",
"[95]\tvalid_0's poisson: -109.643\n",
"[96]\tvalid_0's poisson: -109.649\n",
"[97]\tvalid_0's poisson: -109.651\n",
"[98]\tvalid_0's poisson: -109.653\n",
"[99]\tvalid_0's poisson: -109.653\n",
"[100]\tvalid_0's poisson: -109.655\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.7564\n",
"[2]\tvalid_0's poisson: -96.0214\n",
"[3]\tvalid_0's poisson: -98.3902\n",
"[4]\tvalid_0's poisson: -100.206\n",
"[5]\tvalid_0's poisson: -101.63\n",
"[6]\tvalid_0's poisson: -102.767\n",
"[7]\tvalid_0's poisson: -103.705\n",
"[8]\tvalid_0's poisson: -104.483\n",
"[9]\tvalid_0's poisson: -105.143\n",
"[10]\tvalid_0's poisson: -105.7\n",
"[11]\tvalid_0's poisson: -106.206\n",
"[12]\tvalid_0's poisson: -106.614\n",
"[13]\tvalid_0's poisson: -106.969\n",
"[14]\tvalid_0's poisson: -107.253\n",
"[15]\tvalid_0's poisson: -107.5\n",
"[16]\tvalid_0's poisson: -107.721\n",
"[17]\tvalid_0's poisson: -107.916\n",
"[18]\tvalid_0's poisson: -108.094\n",
"[19]\tvalid_0's poisson: -108.243\n",
"[20]\tvalid_0's poisson: -108.355\n",
"[21]\tvalid_0's poisson: -108.464\n",
"[22]\tvalid_0's poisson: -108.552\n",
"[23]\tvalid_0's poisson: -108.637\n",
"[24]\tvalid_0's poisson: -108.712\n",
"[25]\tvalid_0's poisson: -108.766\n",
"[26]\tvalid_0's poisson: -108.836\n",
"[27]\tvalid_0's poisson: -108.883\n",
"[28]\tvalid_0's poisson: -108.924\n",
"[29]\tvalid_0's poisson: -108.962\n",
"[30]\tvalid_0's poisson: -109.006\n",
"[31]\tvalid_0's poisson: -109.038\n",
"[32]\tvalid_0's poisson: -109.062\n",
"[33]\tvalid_0's poisson: -109.088\n",
"[34]\tvalid_0's poisson: -109.11\n",
"[35]\tvalid_0's poisson: -109.139\n",
"[36]\tvalid_0's poisson: -109.174\n",
"[37]\tvalid_0's poisson: -109.188\n",
"[38]\tvalid_0's poisson: -109.21\n",
"[39]\tvalid_0's poisson: -109.236\n",
"[40]\tvalid_0's poisson: -109.242\n",
"[41]\tvalid_0's poisson: -109.255\n",
"[42]\tvalid_0's poisson: -109.266\n",
"[43]\tvalid_0's poisson: -109.287\n",
"[44]\tvalid_0's poisson: -109.304\n",
"[45]\tvalid_0's poisson: -109.309\n",
"[46]\tvalid_0's poisson: -109.334\n",
"[47]\tvalid_0's poisson: -109.341\n",
"[48]\tvalid_0's poisson: -109.351\n",
"[49]\tvalid_0's poisson: -109.354\n",
"[50]\tvalid_0's poisson: -109.362\n",
"[51]\tvalid_0's poisson: -109.375\n",
"[52]\tvalid_0's poisson: -109.381\n",
"[53]\tvalid_0's poisson: -109.398\n",
"[54]\tvalid_0's poisson: -109.404\n",
"[55]\tvalid_0's poisson: -109.42\n",
"[56]\tvalid_0's poisson: -109.433\n",
"[57]\tvalid_0's poisson: -109.443\n",
"[58]\tvalid_0's poisson: -109.45\n",
"[59]\tvalid_0's poisson: -109.454\n",
"[60]\tvalid_0's poisson: -109.457\n",
"[61]\tvalid_0's poisson: -109.467\n",
"[62]\tvalid_0's poisson: -109.473\n",
"[63]\tvalid_0's poisson: -109.483\n",
"[64]\tvalid_0's poisson: -109.49\n",
"[65]\tvalid_0's poisson: -109.495\n",
"[66]\tvalid_0's poisson: -109.497\n",
"[67]\tvalid_0's poisson: -109.499\n",
"[68]\tvalid_0's poisson: -109.504\n",
"[69]\tvalid_0's poisson: -109.511\n",
"[70]\tvalid_0's poisson: -109.518\n",
"[71]\tvalid_0's poisson: -109.52\n",
"[72]\tvalid_0's poisson: -109.53\n",
"[73]\tvalid_0's poisson: -109.533\n",
"[74]\tvalid_0's poisson: -109.541\n",
"[75]\tvalid_0's poisson: -109.544\n",
"[76]\tvalid_0's poisson: -109.55\n",
"[77]\tvalid_0's poisson: -109.549\n",
"[78]\tvalid_0's poisson: -109.553\n",
"[79]\tvalid_0's poisson: -109.554\n",
"[80]\tvalid_0's poisson: -109.561\n",
"[81]\tvalid_0's poisson: -109.565\n",
"[82]\tvalid_0's poisson: -109.571\n",
"[83]\tvalid_0's poisson: -109.579\n",
"[84]\tvalid_0's poisson: -109.581\n",
"[85]\tvalid_0's poisson: -109.583\n",
"[86]\tvalid_0's poisson: -109.584\n",
"[87]\tvalid_0's poisson: -109.592\n",
"[88]\tvalid_0's poisson: -109.592\n",
"[89]\tvalid_0's poisson: -109.597\n",
"[90]\tvalid_0's poisson: -109.598\n",
"[91]\tvalid_0's poisson: -109.598\n",
"[92]\tvalid_0's poisson: -109.602\n",
"[93]\tvalid_0's poisson: -109.603\n",
"[94]\tvalid_0's poisson: -109.603\n",
"[95]\tvalid_0's poisson: -109.607\n",
"[96]\tvalid_0's poisson: -109.611\n",
"[97]\tvalid_0's poisson: -109.615\n",
"[98]\tvalid_0's poisson: -109.62\n",
"[99]\tvalid_0's poisson: -109.621\n",
"[100]\tvalid_0's poisson: -109.621\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.6646\n",
"[2]\tvalid_0's poisson: -95.9526\n",
"[3]\tvalid_0's poisson: -98.3265\n",
"[4]\tvalid_0's poisson: -100.14\n",
"[5]\tvalid_0's poisson: -101.563\n",
"[6]\tvalid_0's poisson: -102.716\n",
"[7]\tvalid_0's poisson: -103.659\n",
"[8]\tvalid_0's poisson: -104.447\n",
"[9]\tvalid_0's poisson: -105.113\n",
"[10]\tvalid_0's poisson: -105.699\n",
"[11]\tvalid_0's poisson: -106.192\n",
"[12]\tvalid_0's poisson: -106.585\n",
"[13]\tvalid_0's poisson: -106.958\n",
"[14]\tvalid_0's poisson: -107.249\n",
"[15]\tvalid_0's poisson: -107.501\n",
"[16]\tvalid_0's poisson: -107.723\n",
"[17]\tvalid_0's poisson: -107.904\n",
"[18]\tvalid_0's poisson: -108.066\n",
"[19]\tvalid_0's poisson: -108.195\n",
"[20]\tvalid_0's poisson: -108.335\n",
"[21]\tvalid_0's poisson: -108.439\n",
"[22]\tvalid_0's poisson: -108.552\n",
"[23]\tvalid_0's poisson: -108.629\n",
"[24]\tvalid_0's poisson: -108.695\n",
"[25]\tvalid_0's poisson: -108.768\n",
"[26]\tvalid_0's poisson: -108.822\n",
"[27]\tvalid_0's poisson: -108.878\n",
"[28]\tvalid_0's poisson: -108.916\n",
"[29]\tvalid_0's poisson: -108.953\n",
"[30]\tvalid_0's poisson: -108.994\n",
"[31]\tvalid_0's poisson: -109.025\n",
"[32]\tvalid_0's poisson: -109.059\n",
"[33]\tvalid_0's poisson: -109.089\n",
"[34]\tvalid_0's poisson: -109.107\n",
"[35]\tvalid_0's poisson: -109.129\n",
"[36]\tvalid_0's poisson: -109.153\n",
"[37]\tvalid_0's poisson: -109.172\n",
"[38]\tvalid_0's poisson: -109.204\n",
"[39]\tvalid_0's poisson: -109.229\n",
"[40]\tvalid_0's poisson: -109.247\n",
"[41]\tvalid_0's poisson: -109.265\n",
"[42]\tvalid_0's poisson: -109.284\n",
"[43]\tvalid_0's poisson: -109.299\n",
"[44]\tvalid_0's poisson: -109.326\n",
"[45]\tvalid_0's poisson: -109.336\n",
"[46]\tvalid_0's poisson: -109.341\n",
"[47]\tvalid_0's poisson: -109.351\n",
"[48]\tvalid_0's poisson: -109.365\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.395\n",
"[51]\tvalid_0's poisson: -109.398\n",
"[52]\tvalid_0's poisson: -109.398\n",
"[53]\tvalid_0's poisson: -109.417\n",
"[54]\tvalid_0's poisson: -109.423\n",
"[55]\tvalid_0's poisson: -109.429\n",
"[56]\tvalid_0's poisson: -109.443\n",
"[57]\tvalid_0's poisson: -109.446\n",
"[58]\tvalid_0's poisson: -109.454\n",
"[59]\tvalid_0's poisson: -109.461\n",
"[60]\tvalid_0's poisson: -109.468\n",
"[61]\tvalid_0's poisson: -109.471\n",
"[62]\tvalid_0's poisson: -109.477\n",
"[63]\tvalid_0's poisson: -109.484\n",
"[64]\tvalid_0's poisson: -109.494\n",
"[65]\tvalid_0's poisson: -109.503\n",
"[66]\tvalid_0's poisson: -109.504\n",
"[67]\tvalid_0's poisson: -109.509\n",
"[68]\tvalid_0's poisson: -109.511\n",
"[69]\tvalid_0's poisson: -109.521\n",
"[70]\tvalid_0's poisson: -109.527\n",
"[71]\tvalid_0's poisson: -109.527\n",
"[72]\tvalid_0's poisson: -109.532\n",
"[73]\tvalid_0's poisson: -109.53\n",
"[74]\tvalid_0's poisson: -109.535\n",
"[75]\tvalid_0's poisson: -109.536\n",
"[76]\tvalid_0's poisson: -109.541\n",
"[77]\tvalid_0's poisson: -109.542\n",
"[78]\tvalid_0's poisson: -109.543\n",
"[79]\tvalid_0's poisson: -109.547\n",
"[80]\tvalid_0's poisson: -109.55\n",
"[81]\tvalid_0's poisson: -109.551\n",
"[82]\tvalid_0's poisson: -109.554\n",
"[83]\tvalid_0's poisson: -109.559\n",
"[84]\tvalid_0's poisson: -109.561\n",
"[85]\tvalid_0's poisson: -109.566\n",
"[86]\tvalid_0's poisson: -109.57\n",
"[87]\tvalid_0's poisson: -109.576\n",
"[88]\tvalid_0's poisson: -109.579\n",
"[89]\tvalid_0's poisson: -109.589\n",
"[90]\tvalid_0's poisson: -109.596\n",
"[91]\tvalid_0's poisson: -109.596\n",
"[92]\tvalid_0's poisson: -109.6\n",
"[93]\tvalid_0's poisson: -109.6\n",
"[94]\tvalid_0's poisson: -109.606\n",
"[95]\tvalid_0's poisson: -109.612\n",
"[96]\tvalid_0's poisson: -109.614\n",
"[97]\tvalid_0's poisson: -109.612\n",
"[98]\tvalid_0's poisson: -109.612\n",
"[99]\tvalid_0's poisson: -109.612\n",
"[100]\tvalid_0's poisson: -109.61\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=0.25, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -91.9186\n",
"[2]\tvalid_0's poisson: -94.9318\n",
"[3]\tvalid_0's poisson: -97.1554\n",
"[4]\tvalid_0's poisson: -98.9657\n",
"[5]\tvalid_0's poisson: -100.341\n",
"[6]\tvalid_0's poisson: -101.456\n",
"[7]\tvalid_0's poisson: -102.391\n",
"[8]\tvalid_0's poisson: -103.214\n",
"[9]\tvalid_0's poisson: -103.893\n",
"[10]\tvalid_0's poisson: -104.472\n",
"[11]\tvalid_0's poisson: -105.036\n",
"[12]\tvalid_0's poisson: -105.462\n",
"[13]\tvalid_0's poisson: -105.822\n",
"[14]\tvalid_0's poisson: -106.14\n",
"[15]\tvalid_0's poisson: -106.456\n",
"[16]\tvalid_0's poisson: -106.698\n",
"[17]\tvalid_0's poisson: -106.923\n",
"[18]\tvalid_0's poisson: -107.124\n",
"[19]\tvalid_0's poisson: -107.3\n",
"[20]\tvalid_0's poisson: -107.462\n",
"[21]\tvalid_0's poisson: -107.581\n",
"[22]\tvalid_0's poisson: -107.689\n",
"[23]\tvalid_0's poisson: -107.777\n",
"[24]\tvalid_0's poisson: -107.864\n",
"[25]\tvalid_0's poisson: -107.969\n",
"[26]\tvalid_0's poisson: -108.053\n",
"[27]\tvalid_0's poisson: -108.116\n",
"[28]\tvalid_0's poisson: -108.19\n",
"[29]\tvalid_0's poisson: -108.238\n",
"[30]\tvalid_0's poisson: -108.308\n",
"[31]\tvalid_0's poisson: -108.371\n",
"[32]\tvalid_0's poisson: -108.412\n",
"[33]\tvalid_0's poisson: -108.466\n",
"[34]\tvalid_0's poisson: -108.493\n",
"[35]\tvalid_0's poisson: -108.528\n",
"[36]\tvalid_0's poisson: -108.556\n",
"[37]\tvalid_0's poisson: -108.582\n",
"[38]\tvalid_0's poisson: -108.61\n",
"[39]\tvalid_0's poisson: -108.627\n",
"[40]\tvalid_0's poisson: -108.664\n",
"[41]\tvalid_0's poisson: -108.679\n",
"[42]\tvalid_0's poisson: -108.726\n",
"[43]\tvalid_0's poisson: -108.752\n",
"[44]\tvalid_0's poisson: -108.772\n",
"[45]\tvalid_0's poisson: -108.789\n",
"[46]\tvalid_0's poisson: -108.805\n",
"[47]\tvalid_0's poisson: -108.815\n",
"[48]\tvalid_0's poisson: -108.842\n",
"[49]\tvalid_0's poisson: -108.874\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.912\n",
"[52]\tvalid_0's poisson: -108.915\n",
"[53]\tvalid_0's poisson: -108.945\n",
"[54]\tvalid_0's poisson: -108.958\n",
"[55]\tvalid_0's poisson: -108.98\n",
"[56]\tvalid_0's poisson: -108.992\n",
"[57]\tvalid_0's poisson: -109.011\n",
"[58]\tvalid_0's poisson: -109.031\n",
"[59]\tvalid_0's poisson: -109.04\n",
"[60]\tvalid_0's poisson: -109.042\n",
"[61]\tvalid_0's poisson: -109.052\n",
"[62]\tvalid_0's poisson: -109.069\n",
"[63]\tvalid_0's poisson: -109.082\n",
"[64]\tvalid_0's poisson: -109.085\n",
"[65]\tvalid_0's poisson: -109.098\n",
"[66]\tvalid_0's poisson: -109.101\n",
"[67]\tvalid_0's poisson: -109.119\n",
"[68]\tvalid_0's poisson: -109.129\n",
"[69]\tvalid_0's poisson: -109.139\n",
"[70]\tvalid_0's poisson: -109.147\n",
"[71]\tvalid_0's poisson: -109.148\n",
"[72]\tvalid_0's poisson: -109.155\n",
"[73]\tvalid_0's poisson: -109.172\n",
"[74]\tvalid_0's poisson: -109.182\n",
"[75]\tvalid_0's poisson: -109.195\n",
"[76]\tvalid_0's poisson: -109.201\n",
"[77]\tvalid_0's poisson: -109.203\n",
"[78]\tvalid_0's poisson: -109.212\n",
"[79]\tvalid_0's poisson: -109.214\n",
"[80]\tvalid_0's poisson: -109.22\n",
"[81]\tvalid_0's poisson: -109.229\n",
"[82]\tvalid_0's poisson: -109.237\n",
"[83]\tvalid_0's poisson: -109.248\n",
"[84]\tvalid_0's poisson: -109.254\n",
"[85]\tvalid_0's poisson: -109.261\n",
"[86]\tvalid_0's poisson: -109.262\n",
"[87]\tvalid_0's poisson: -109.268\n",
"[88]\tvalid_0's poisson: -109.272\n",
"[89]\tvalid_0's poisson: -109.283\n",
"[90]\tvalid_0's poisson: -109.295\n",
"[91]\tvalid_0's poisson: -109.302\n",
"[92]\tvalid_0's poisson: -109.304\n",
"[93]\tvalid_0's poisson: -109.311\n",
"[94]\tvalid_0's poisson: -109.314\n",
"[95]\tvalid_0's poisson: -109.322\n",
"[96]\tvalid_0's poisson: -109.326\n",
"[97]\tvalid_0's poisson: -109.329\n",
"[98]\tvalid_0's poisson: -109.33\n",
"[99]\tvalid_0's poisson: -109.336\n",
"[100]\tvalid_0's poisson: -109.337\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -91.9964\n",
"[2]\tvalid_0's poisson: -95.1178\n",
"[3]\tvalid_0's poisson: -97.4166\n",
"[4]\tvalid_0's poisson: -99.1435\n",
"[5]\tvalid_0's poisson: -100.472\n",
"[6]\tvalid_0's poisson: -101.627\n",
"[7]\tvalid_0's poisson: -102.556\n",
"[8]\tvalid_0's poisson: -103.339\n",
"[9]\tvalid_0's poisson: -104.017\n",
"[10]\tvalid_0's poisson: -104.565\n",
"[11]\tvalid_0's poisson: -105.078\n",
"[12]\tvalid_0's poisson: -105.502\n",
"[13]\tvalid_0's poisson: -105.838\n",
"[14]\tvalid_0's poisson: -106.2\n",
"[15]\tvalid_0's poisson: -106.469\n",
"[16]\tvalid_0's poisson: -106.745\n",
"[17]\tvalid_0's poisson: -106.959\n",
"[18]\tvalid_0's poisson: -107.156\n",
"[19]\tvalid_0's poisson: -107.308\n",
"[20]\tvalid_0's poisson: -107.473\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[21]\tvalid_0's poisson: -107.595\n",
"[22]\tvalid_0's poisson: -107.713\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.891\n",
"[25]\tvalid_0's poisson: -107.973\n",
"[26]\tvalid_0's poisson: -108.055\n",
"[27]\tvalid_0's poisson: -108.111\n",
"[28]\tvalid_0's poisson: -108.208\n",
"[29]\tvalid_0's poisson: -108.263\n",
"[30]\tvalid_0's poisson: -108.327\n",
"[31]\tvalid_0's poisson: -108.364\n",
"[32]\tvalid_0's poisson: -108.404\n",
"[33]\tvalid_0's poisson: -108.449\n",
"[34]\tvalid_0's poisson: -108.497\n",
"[35]\tvalid_0's poisson: -108.549\n",
"[36]\tvalid_0's poisson: -108.571\n",
"[37]\tvalid_0's poisson: -108.61\n",
"[38]\tvalid_0's poisson: -108.661\n",
"[39]\tvalid_0's poisson: -108.684\n",
"[40]\tvalid_0's poisson: -108.702\n",
"[41]\tvalid_0's poisson: -108.731\n",
"[42]\tvalid_0's poisson: -108.75\n",
"[43]\tvalid_0's poisson: -108.764\n",
"[44]\tvalid_0's poisson: -108.776\n",
"[45]\tvalid_0's poisson: -108.796\n",
"[46]\tvalid_0's poisson: -108.838\n",
"[47]\tvalid_0's poisson: -108.847\n",
"[48]\tvalid_0's poisson: -108.859\n",
"[49]\tvalid_0's poisson: -108.88\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.899\n",
"[52]\tvalid_0's poisson: -108.92\n",
"[53]\tvalid_0's poisson: -108.929\n",
"[54]\tvalid_0's poisson: -108.95\n",
"[55]\tvalid_0's poisson: -108.958\n",
"[56]\tvalid_0's poisson: -108.986\n",
"[57]\tvalid_0's poisson: -109.018\n",
"[58]\tvalid_0's poisson: -109.022\n",
"[59]\tvalid_0's poisson: -109.037\n",
"[60]\tvalid_0's poisson: -109.058\n",
"[61]\tvalid_0's poisson: -109.078\n",
"[62]\tvalid_0's poisson: -109.084\n",
"[63]\tvalid_0's poisson: -109.088\n",
"[64]\tvalid_0's poisson: -109.093\n",
"[65]\tvalid_0's poisson: -109.115\n",
"[66]\tvalid_0's poisson: -109.13\n",
"[67]\tvalid_0's poisson: -109.145\n",
"[68]\tvalid_0's poisson: -109.159\n",
"[69]\tvalid_0's poisson: -109.165\n",
"[70]\tvalid_0's poisson: -109.175\n",
"[71]\tvalid_0's poisson: -109.186\n",
"[72]\tvalid_0's poisson: -109.196\n",
"[73]\tvalid_0's poisson: -109.207\n",
"[74]\tvalid_0's poisson: -109.218\n",
"[75]\tvalid_0's poisson: -109.232\n",
"[76]\tvalid_0's poisson: -109.243\n",
"[77]\tvalid_0's poisson: -109.245\n",
"[78]\tvalid_0's poisson: -109.248\n",
"[79]\tvalid_0's poisson: -109.254\n",
"[80]\tvalid_0's poisson: -109.261\n",
"[81]\tvalid_0's poisson: -109.271\n",
"[82]\tvalid_0's poisson: -109.276\n",
"[83]\tvalid_0's poisson: -109.28\n",
"[84]\tvalid_0's poisson: -109.285\n",
"[85]\tvalid_0's poisson: -109.293\n",
"[86]\tvalid_0's poisson: -109.301\n",
"[87]\tvalid_0's poisson: -109.306\n",
"[88]\tvalid_0's poisson: -109.317\n",
"[89]\tvalid_0's poisson: -109.32\n",
"[90]\tvalid_0's poisson: -109.323\n",
"[91]\tvalid_0's poisson: -109.327\n",
"[92]\tvalid_0's poisson: -109.329\n",
"[93]\tvalid_0's poisson: -109.332\n",
"[94]\tvalid_0's poisson: -109.34\n",
"[95]\tvalid_0's poisson: -109.344\n",
"[96]\tvalid_0's poisson: -109.349\n",
"[97]\tvalid_0's poisson: -109.354\n",
"[98]\tvalid_0's poisson: -109.357\n",
"[99]\tvalid_0's poisson: -109.367\n",
"[100]\tvalid_0's poisson: -109.373\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.0255\n",
"[2]\tvalid_0's poisson: -95.1885\n",
"[3]\tvalid_0's poisson: -97.3706\n",
"[4]\tvalid_0's poisson: -99.0879\n",
"[5]\tvalid_0's poisson: -100.47\n",
"[6]\tvalid_0's poisson: -101.58\n",
"[7]\tvalid_0's poisson: -102.539\n",
"[8]\tvalid_0's poisson: -103.334\n",
"[9]\tvalid_0's poisson: -104.019\n",
"[10]\tvalid_0's poisson: -104.587\n",
"[11]\tvalid_0's poisson: -105.096\n",
"[12]\tvalid_0's poisson: -105.522\n",
"[13]\tvalid_0's poisson: -105.888\n",
"[14]\tvalid_0's poisson: -106.239\n",
"[15]\tvalid_0's poisson: -106.551\n",
"[16]\tvalid_0's poisson: -106.785\n",
"[17]\tvalid_0's poisson: -107.014\n",
"[18]\tvalid_0's poisson: -107.198\n",
"[19]\tvalid_0's poisson: -107.386\n",
"[20]\tvalid_0's poisson: -107.538\n",
"[21]\tvalid_0's poisson: -107.658\n",
"[22]\tvalid_0's poisson: -107.769\n",
"[23]\tvalid_0's poisson: -107.856\n",
"[24]\tvalid_0's poisson: -107.943\n",
"[25]\tvalid_0's poisson: -108.026\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.196\n",
"[28]\tvalid_0's poisson: -108.262\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.387\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.501\n",
"[33]\tvalid_0's poisson: -108.543\n",
"[34]\tvalid_0's poisson: -108.571\n",
"[35]\tvalid_0's poisson: -108.608\n",
"[36]\tvalid_0's poisson: -108.637\n",
"[37]\tvalid_0's poisson: -108.683\n",
"[38]\tvalid_0's poisson: -108.71\n",
"[39]\tvalid_0's poisson: -108.732\n",
"[40]\tvalid_0's poisson: -108.748\n",
"[41]\tvalid_0's poisson: -108.768\n",
"[42]\tvalid_0's poisson: -108.784\n",
"[43]\tvalid_0's poisson: -108.822\n",
"[44]\tvalid_0's poisson: -108.845\n",
"[45]\tvalid_0's poisson: -108.862\n",
"[46]\tvalid_0's poisson: -108.878\n",
"[47]\tvalid_0's poisson: -108.889\n",
"[48]\tvalid_0's poisson: -108.899\n",
"[49]\tvalid_0's poisson: -108.915\n",
"[50]\tvalid_0's poisson: -108.945\n",
"[51]\tvalid_0's poisson: -108.972\n",
"[52]\tvalid_0's poisson: -108.988\n",
"[53]\tvalid_0's poisson: -109.013\n",
"[54]\tvalid_0's poisson: -109.027\n",
"[55]\tvalid_0's poisson: -109.031\n",
"[56]\tvalid_0's poisson: -109.043\n",
"[57]\tvalid_0's poisson: -109.057\n",
"[58]\tvalid_0's poisson: -109.067\n",
"[59]\tvalid_0's poisson: -109.075\n",
"[60]\tvalid_0's poisson: -109.082\n",
"[61]\tvalid_0's poisson: -109.084\n",
"[62]\tvalid_0's poisson: -109.101\n",
"[63]\tvalid_0's poisson: -109.107\n",
"[64]\tvalid_0's poisson: -109.116\n",
"[65]\tvalid_0's poisson: -109.127\n",
"[66]\tvalid_0's poisson: -109.137\n",
"[67]\tvalid_0's poisson: -109.142\n",
"[68]\tvalid_0's poisson: -109.156\n",
"[69]\tvalid_0's poisson: -109.16\n",
"[70]\tvalid_0's poisson: -109.168\n",
"[71]\tvalid_0's poisson: -109.174\n",
"[72]\tvalid_0's poisson: -109.179\n",
"[73]\tvalid_0's poisson: -109.189\n",
"[74]\tvalid_0's poisson: -109.195\n",
"[75]\tvalid_0's poisson: -109.196\n",
"[76]\tvalid_0's poisson: -109.212\n",
"[77]\tvalid_0's poisson: -109.22\n",
"[78]\tvalid_0's poisson: -109.228\n",
"[79]\tvalid_0's poisson: -109.231\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.235\n",
"[82]\tvalid_0's poisson: -109.237\n",
"[83]\tvalid_0's poisson: -109.245\n",
"[84]\tvalid_0's poisson: -109.247\n",
"[85]\tvalid_0's poisson: -109.258\n",
"[86]\tvalid_0's poisson: -109.259\n",
"[87]\tvalid_0's poisson: -109.258\n",
"[88]\tvalid_0's poisson: -109.264\n",
"[89]\tvalid_0's poisson: -109.268\n",
"[90]\tvalid_0's poisson: -109.27\n",
"[91]\tvalid_0's poisson: -109.279\n",
"[92]\tvalid_0's poisson: -109.288\n",
"[93]\tvalid_0's poisson: -109.297\n",
"[94]\tvalid_0's poisson: -109.305\n",
"[95]\tvalid_0's poisson: -109.304\n",
"[96]\tvalid_0's poisson: -109.313\n",
"[97]\tvalid_0's poisson: -109.314\n",
"[98]\tvalid_0's poisson: -109.315\n",
"[99]\tvalid_0's poisson: -109.321\n",
"[100]\tvalid_0's poisson: -109.328\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.0469\n",
"[2]\tvalid_0's poisson: -95.228\n",
"[3]\tvalid_0's poisson: -97.4163\n",
"[4]\tvalid_0's poisson: -99.1503\n",
"[5]\tvalid_0's poisson: -100.522\n",
"[6]\tvalid_0's poisson: -101.648\n",
"[7]\tvalid_0's poisson: -102.59\n",
"[8]\tvalid_0's poisson: -103.372\n",
"[9]\tvalid_0's poisson: -104.086\n",
"[10]\tvalid_0's poisson: -104.65\n",
"[11]\tvalid_0's poisson: -105.112\n",
"[12]\tvalid_0's poisson: -105.575\n",
"[13]\tvalid_0's poisson: -105.956\n",
"[14]\tvalid_0's poisson: -106.27\n",
"[15]\tvalid_0's poisson: -106.544\n",
"[16]\tvalid_0's poisson: -106.807\n",
"[17]\tvalid_0's poisson: -107.045\n",
"[18]\tvalid_0's poisson: -107.23\n",
"[19]\tvalid_0's poisson: -107.389\n",
"[20]\tvalid_0's poisson: -107.525\n",
"[21]\tvalid_0's poisson: -107.663\n",
"[22]\tvalid_0's poisson: -107.779\n",
"[23]\tvalid_0's poisson: -107.876\n",
"[24]\tvalid_0's poisson: -107.97\n",
"[25]\tvalid_0's poisson: -108.056\n",
"[26]\tvalid_0's poisson: -108.12\n",
"[27]\tvalid_0's poisson: -108.183\n",
"[28]\tvalid_0's poisson: -108.24\n",
"[29]\tvalid_0's poisson: -108.312\n",
"[30]\tvalid_0's poisson: -108.369\n",
"[31]\tvalid_0's poisson: -108.42\n",
"[32]\tvalid_0's poisson: -108.463\n",
"[33]\tvalid_0's poisson: -108.497\n",
"[34]\tvalid_0's poisson: -108.536\n",
"[35]\tvalid_0's poisson: -108.568\n",
"[36]\tvalid_0's poisson: -108.617\n",
"[37]\tvalid_0's poisson: -108.637\n",
"[38]\tvalid_0's poisson: -108.654\n",
"[39]\tvalid_0's poisson: -108.689\n",
"[40]\tvalid_0's poisson: -108.717\n",
"[41]\tvalid_0's poisson: -108.748\n",
"[42]\tvalid_0's poisson: -108.761\n",
"[43]\tvalid_0's poisson: -108.802\n",
"[44]\tvalid_0's poisson: -108.822\n",
"[45]\tvalid_0's poisson: -108.856\n",
"[46]\tvalid_0's poisson: -108.871\n",
"[47]\tvalid_0's poisson: -108.886\n",
"[48]\tvalid_0's poisson: -108.896\n",
"[49]\tvalid_0's poisson: -108.905\n",
"[50]\tvalid_0's poisson: -108.921\n",
"[51]\tvalid_0's poisson: -108.949\n",
"[52]\tvalid_0's poisson: -108.968\n",
"[53]\tvalid_0's poisson: -108.973\n",
"[54]\tvalid_0's poisson: -108.985\n",
"[55]\tvalid_0's poisson: -109.004\n",
"[56]\tvalid_0's poisson: -109.023\n",
"[57]\tvalid_0's poisson: -109.034\n",
"[58]\tvalid_0's poisson: -109.064\n",
"[59]\tvalid_0's poisson: -109.067\n",
"[60]\tvalid_0's poisson: -109.08\n",
"[61]\tvalid_0's poisson: -109.085\n",
"[62]\tvalid_0's poisson: -109.093\n",
"[63]\tvalid_0's poisson: -109.102\n",
"[64]\tvalid_0's poisson: -109.118\n",
"[65]\tvalid_0's poisson: -109.128\n",
"[66]\tvalid_0's poisson: -109.153\n",
"[67]\tvalid_0's poisson: -109.155\n",
"[68]\tvalid_0's poisson: -109.162\n",
"[69]\tvalid_0's poisson: -109.176\n",
"[70]\tvalid_0's poisson: -109.182\n",
"[71]\tvalid_0's poisson: -109.195\n",
"[72]\tvalid_0's poisson: -109.204\n",
"[73]\tvalid_0's poisson: -109.213\n",
"[74]\tvalid_0's poisson: -109.226\n",
"[75]\tvalid_0's poisson: -109.227\n",
"[76]\tvalid_0's poisson: -109.233\n",
"[77]\tvalid_0's poisson: -109.237\n",
"[78]\tvalid_0's poisson: -109.247\n",
"[79]\tvalid_0's poisson: -109.25\n",
"[80]\tvalid_0's poisson: -109.254\n",
"[81]\tvalid_0's poisson: -109.259\n",
"[82]\tvalid_0's poisson: -109.267\n",
"[83]\tvalid_0's poisson: -109.274\n",
"[84]\tvalid_0's poisson: -109.276\n",
"[85]\tvalid_0's poisson: -109.282\n",
"[86]\tvalid_0's poisson: -109.284\n",
"[87]\tvalid_0's poisson: -109.286\n",
"[88]\tvalid_0's poisson: -109.292\n",
"[89]\tvalid_0's poisson: -109.296\n",
"[90]\tvalid_0's poisson: -109.306\n",
"[91]\tvalid_0's poisson: -109.314\n",
"[92]\tvalid_0's poisson: -109.316\n",
"[93]\tvalid_0's poisson: -109.32\n",
"[94]\tvalid_0's poisson: -109.324\n",
"[95]\tvalid_0's poisson: -109.324\n",
"[96]\tvalid_0's poisson: -109.329\n",
"[97]\tvalid_0's poisson: -109.333\n",
"[98]\tvalid_0's poisson: -109.338\n",
"[99]\tvalid_0's poisson: -109.34\n",
"[100]\tvalid_0's poisson: -109.343\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -91.9728\n",
"[2]\tvalid_0's poisson: -95.1342\n",
"[3]\tvalid_0's poisson: -97.3248\n",
"[4]\tvalid_0's poisson: -99.0308\n",
"[5]\tvalid_0's poisson: -100.384\n",
"[6]\tvalid_0's poisson: -101.496\n",
"[7]\tvalid_0's poisson: -102.461\n",
"[8]\tvalid_0's poisson: -103.259\n",
"[9]\tvalid_0's poisson: -103.961\n",
"[10]\tvalid_0's poisson: -104.566\n",
"[11]\tvalid_0's poisson: -105.053\n",
"[12]\tvalid_0's poisson: -105.482\n",
"[13]\tvalid_0's poisson: -105.902\n",
"[14]\tvalid_0's poisson: -106.243\n",
"[15]\tvalid_0's poisson: -106.501\n",
"[16]\tvalid_0's poisson: -106.764\n",
"[17]\tvalid_0's poisson: -106.962\n",
"[18]\tvalid_0's poisson: -107.152\n",
"[19]\tvalid_0's poisson: -107.312\n",
"[20]\tvalid_0's poisson: -107.466\n",
"[21]\tvalid_0's poisson: -107.587\n",
"[22]\tvalid_0's poisson: -107.702\n",
"[23]\tvalid_0's poisson: -107.803\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.974\n",
"[26]\tvalid_0's poisson: -108.06\n",
"[27]\tvalid_0's poisson: -108.142\n",
"[28]\tvalid_0's poisson: -108.21\n",
"[29]\tvalid_0's poisson: -108.271\n",
"[30]\tvalid_0's poisson: -108.324\n",
"[31]\tvalid_0's poisson: -108.402\n",
"[32]\tvalid_0's poisson: -108.467\n",
"[33]\tvalid_0's poisson: -108.501\n",
"[34]\tvalid_0's poisson: -108.528\n",
"[35]\tvalid_0's poisson: -108.581\n",
"[36]\tvalid_0's poisson: -108.631\n",
"[37]\tvalid_0's poisson: -108.652\n",
"[38]\tvalid_0's poisson: -108.669\n",
"[39]\tvalid_0's poisson: -108.704\n",
"[40]\tvalid_0's poisson: -108.718\n",
"[41]\tvalid_0's poisson: -108.755\n",
"[42]\tvalid_0's poisson: -108.785\n",
"[43]\tvalid_0's poisson: -108.796\n",
"[44]\tvalid_0's poisson: -108.819\n",
"[45]\tvalid_0's poisson: -108.837\n",
"[46]\tvalid_0's poisson: -108.856\n",
"[47]\tvalid_0's poisson: -108.88\n",
"[48]\tvalid_0's poisson: -108.892\n",
"[49]\tvalid_0's poisson: -108.911\n",
"[50]\tvalid_0's poisson: -108.918\n",
"[51]\tvalid_0's poisson: -108.933\n",
"[52]\tvalid_0's poisson: -108.955\n",
"[53]\tvalid_0's poisson: -108.958\n",
"[54]\tvalid_0's poisson: -108.974\n",
"[55]\tvalid_0's poisson: -108.985\n",
"[56]\tvalid_0's poisson: -109.01\n",
"[57]\tvalid_0's poisson: -109.014\n",
"[58]\tvalid_0's poisson: -109.021\n",
"[59]\tvalid_0's poisson: -109.033\n",
"[60]\tvalid_0's poisson: -109.045\n",
"[61]\tvalid_0's poisson: -109.05\n",
"[62]\tvalid_0's poisson: -109.061\n",
"[63]\tvalid_0's poisson: -109.073\n",
"[64]\tvalid_0's poisson: -109.092\n",
"[65]\tvalid_0's poisson: -109.099\n",
"[66]\tvalid_0's poisson: -109.111\n",
"[67]\tvalid_0's poisson: -109.118\n",
"[68]\tvalid_0's poisson: -109.123\n",
"[69]\tvalid_0's poisson: -109.125\n",
"[70]\tvalid_0's poisson: -109.138\n",
"[71]\tvalid_0's poisson: -109.144\n",
"[72]\tvalid_0's poisson: -109.159\n",
"[73]\tvalid_0's poisson: -109.17\n",
"[74]\tvalid_0's poisson: -109.17\n",
"[75]\tvalid_0's poisson: -109.182\n",
"[76]\tvalid_0's poisson: -109.186\n",
"[77]\tvalid_0's poisson: -109.191\n",
"[78]\tvalid_0's poisson: -109.194\n",
"[79]\tvalid_0's poisson: -109.197\n",
"[80]\tvalid_0's poisson: -109.203\n",
"[81]\tvalid_0's poisson: -109.205\n",
"[82]\tvalid_0's poisson: -109.212\n",
"[83]\tvalid_0's poisson: -109.213\n",
"[84]\tvalid_0's poisson: -109.222\n",
"[85]\tvalid_0's poisson: -109.231\n",
"[86]\tvalid_0's poisson: -109.24\n",
"[87]\tvalid_0's poisson: -109.241\n",
"[88]\tvalid_0's poisson: -109.245\n",
"[89]\tvalid_0's poisson: -109.25\n",
"[90]\tvalid_0's poisson: -109.258\n",
"[91]\tvalid_0's poisson: -109.272\n",
"[92]\tvalid_0's poisson: -109.282\n",
"[93]\tvalid_0's poisson: -109.289\n",
"[94]\tvalid_0's poisson: -109.298\n",
"[95]\tvalid_0's poisson: -109.305\n",
"[96]\tvalid_0's poisson: -109.306\n",
"[97]\tvalid_0's poisson: -109.309\n",
"[98]\tvalid_0's poisson: -109.309\n",
"[99]\tvalid_0's poisson: -109.314\n",
"[100]\tvalid_0's poisson: -109.323\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.5207\n",
"[2]\tvalid_0's poisson: -87.8571\n",
"[3]\tvalid_0's poisson: -88.1835\n",
"[4]\tvalid_0's poisson: -88.5004\n",
"[5]\tvalid_0's poisson: -88.8092\n",
"[6]\tvalid_0's poisson: -89.1066\n",
"[7]\tvalid_0's poisson: -89.3971\n",
"[8]\tvalid_0's poisson: -89.679\n",
"[9]\tvalid_0's poisson: -89.9583\n",
"[10]\tvalid_0's poisson: -90.2286\n",
"[11]\tvalid_0's poisson: -90.4935\n",
"[12]\tvalid_0's poisson: -90.7514\n",
"[13]\tvalid_0's poisson: -91.0051\n",
"[14]\tvalid_0's poisson: -91.252\n",
"[15]\tvalid_0's poisson: -91.4931\n",
"[16]\tvalid_0's poisson: -91.7291\n",
"[17]\tvalid_0's poisson: -91.96\n",
"[18]\tvalid_0's poisson: -92.1883\n",
"[19]\tvalid_0's poisson: -92.4086\n",
"[20]\tvalid_0's poisson: -92.6244\n",
"[21]\tvalid_0's poisson: -92.8364\n",
"[22]\tvalid_0's poisson: -93.0462\n",
"[23]\tvalid_0's poisson: -93.2496\n",
"[24]\tvalid_0's poisson: -93.4491\n",
"[25]\tvalid_0's poisson: -93.6448\n",
"[26]\tvalid_0's poisson: -93.837\n",
"[27]\tvalid_0's poisson: -94.0269\n",
"[28]\tvalid_0's poisson: -94.2116\n",
"[29]\tvalid_0's poisson: -94.3926\n",
"[30]\tvalid_0's poisson: -94.5729\n",
"[31]\tvalid_0's poisson: -94.7474\n",
"[32]\tvalid_0's poisson: -94.9206\n",
"[33]\tvalid_0's poisson: -95.091\n",
"[34]\tvalid_0's poisson: -95.2579\n",
"[35]\tvalid_0's poisson: -95.4216\n",
"[36]\tvalid_0's poisson: -95.5827\n",
"[37]\tvalid_0's poisson: -95.7408\n",
"[38]\tvalid_0's poisson: -95.8959\n",
"[39]\tvalid_0's poisson: -96.0505\n",
"[40]\tvalid_0's poisson: -96.2001\n",
"[41]\tvalid_0's poisson: -96.3475\n",
"[42]\tvalid_0's poisson: -96.4922\n",
"[43]\tvalid_0's poisson: -96.6366\n",
"[44]\tvalid_0's poisson: -96.7786\n",
"[45]\tvalid_0's poisson: -96.9185\n",
"[46]\tvalid_0's poisson: -97.0543\n",
"[47]\tvalid_0's poisson: -97.1878\n",
"[48]\tvalid_0's poisson: -97.3209\n",
"[49]\tvalid_0's poisson: -97.4505\n",
"[50]\tvalid_0's poisson: -97.5779\n",
"[51]\tvalid_0's poisson: -97.7047\n",
"[52]\tvalid_0's poisson: -97.8306\n",
"[53]\tvalid_0's poisson: -97.9522\n",
"[54]\tvalid_0's poisson: -98.0727\n",
"[55]\tvalid_0's poisson: -98.1913\n",
"[56]\tvalid_0's poisson: -98.3093\n",
"[57]\tvalid_0's poisson: -98.4266\n",
"[58]\tvalid_0's poisson: -98.5396\n",
"[59]\tvalid_0's poisson: -98.6515\n",
"[60]\tvalid_0's poisson: -98.7623\n",
"[61]\tvalid_0's poisson: -98.8731\n",
"[62]\tvalid_0's poisson: -98.9804\n",
"[63]\tvalid_0's poisson: -99.087\n",
"[64]\tvalid_0's poisson: -99.1921\n",
"[65]\tvalid_0's poisson: -99.2951\n",
"[66]\tvalid_0's poisson: -99.3963\n",
"[67]\tvalid_0's poisson: -99.4967\n",
"[68]\tvalid_0's poisson: -99.5955\n",
"[69]\tvalid_0's poisson: -99.6942\n",
"[70]\tvalid_0's poisson: -99.7894\n",
"[71]\tvalid_0's poisson: -99.8834\n",
"[72]\tvalid_0's poisson: -99.9756\n",
"[73]\tvalid_0's poisson: -100.068\n",
"[74]\tvalid_0's poisson: -100.158\n",
"[75]\tvalid_0's poisson: -100.247\n",
"[76]\tvalid_0's poisson: -100.335\n",
"[77]\tvalid_0's poisson: -100.421\n",
"[78]\tvalid_0's poisson: -100.508\n",
"[79]\tvalid_0's poisson: -100.595\n",
"[80]\tvalid_0's poisson: -100.678\n",
"[81]\tvalid_0's poisson: -100.76\n",
"[82]\tvalid_0's poisson: -100.842\n",
"[83]\tvalid_0's poisson: -100.921\n",
"[84]\tvalid_0's poisson: -101.001\n",
"[85]\tvalid_0's poisson: -101.08\n",
"[86]\tvalid_0's poisson: -101.157\n",
"[87]\tvalid_0's poisson: -101.234\n",
"[88]\tvalid_0's poisson: -101.308\n",
"[89]\tvalid_0's poisson: -101.382\n",
"[90]\tvalid_0's poisson: -101.456\n",
"[91]\tvalid_0's poisson: -101.528\n",
"[92]\tvalid_0's poisson: -101.6\n",
"[93]\tvalid_0's poisson: -101.67\n",
"[94]\tvalid_0's poisson: -101.74\n",
"[95]\tvalid_0's poisson: -101.81\n",
"[96]\tvalid_0's poisson: -101.878\n",
"[97]\tvalid_0's poisson: -101.945\n",
"[98]\tvalid_0's poisson: -102.012\n",
"[99]\tvalid_0's poisson: -102.077\n",
"[100]\tvalid_0's poisson: -102.143\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5248\n",
"[2]\tvalid_0's poisson: -87.8736\n",
"[3]\tvalid_0's poisson: -88.2078\n",
"[4]\tvalid_0's poisson: -88.5292\n",
"[5]\tvalid_0's poisson: -88.8447\n",
"[6]\tvalid_0's poisson: -89.1484\n",
"[7]\tvalid_0's poisson: -89.4467\n",
"[8]\tvalid_0's poisson: -89.7362\n",
"[9]\tvalid_0's poisson: -90.0144\n",
"[10]\tvalid_0's poisson: -90.2889\n",
"[11]\tvalid_0's poisson: -90.5539\n",
"[12]\tvalid_0's poisson: -90.8151\n",
"[13]\tvalid_0's poisson: -91.0677\n",
"[14]\tvalid_0's poisson: -91.3162\n",
"[15]\tvalid_0's poisson: -91.5614\n",
"[16]\tvalid_0's poisson: -91.7985\n",
"[17]\tvalid_0's poisson: -92.0329\n",
"[18]\tvalid_0's poisson: -92.2597\n",
"[19]\tvalid_0's poisson: -92.4823\n",
"[20]\tvalid_0's poisson: -92.7015\n",
"[21]\tvalid_0's poisson: -92.9159\n",
"[22]\tvalid_0's poisson: -93.1245\n",
"[23]\tvalid_0's poisson: -93.3299\n",
"[24]\tvalid_0's poisson: -93.5309\n",
"[25]\tvalid_0's poisson: -93.7273\n",
"[26]\tvalid_0's poisson: -93.9207\n",
"[27]\tvalid_0's poisson: -94.109\n",
"[28]\tvalid_0's poisson: -94.295\n",
"[29]\tvalid_0's poisson: -94.4782\n",
"[30]\tvalid_0's poisson: -94.6579\n",
"[31]\tvalid_0's poisson: -94.8347\n",
"[32]\tvalid_0's poisson: -95.0078\n",
"[33]\tvalid_0's poisson: -95.1791\n",
"[34]\tvalid_0's poisson: -95.3455\n",
"[35]\tvalid_0's poisson: -95.5096\n",
"[36]\tvalid_0's poisson: -95.6718\n",
"[37]\tvalid_0's poisson: -95.8292\n",
"[38]\tvalid_0's poisson: -95.9845\n",
"[39]\tvalid_0's poisson: -96.1377\n",
"[40]\tvalid_0's poisson: -96.2877\n",
"[41]\tvalid_0's poisson: -96.4352\n",
"[42]\tvalid_0's poisson: -96.5815\n",
"[43]\tvalid_0's poisson: -96.724\n",
"[44]\tvalid_0's poisson: -96.8653\n",
"[45]\tvalid_0's poisson: -97.0045\n",
"[46]\tvalid_0's poisson: -97.1405\n",
"[47]\tvalid_0's poisson: -97.2765\n",
"[48]\tvalid_0's poisson: -97.4081\n",
"[49]\tvalid_0's poisson: -97.5394\n",
"[50]\tvalid_0's poisson: -97.668\n",
"[51]\tvalid_0's poisson: -97.7939\n",
"[52]\tvalid_0's poisson: -97.9179\n",
"[53]\tvalid_0's poisson: -98.0447\n",
"[54]\tvalid_0's poisson: -98.1646\n",
"[55]\tvalid_0's poisson: -98.2823\n",
"[56]\tvalid_0's poisson: -98.3996\n",
"[57]\tvalid_0's poisson: -98.5152\n",
"[58]\tvalid_0's poisson: -98.6308\n",
"[59]\tvalid_0's poisson: -98.7441\n",
"[60]\tvalid_0's poisson: -98.8536\n",
"[61]\tvalid_0's poisson: -98.9652\n",
"[62]\tvalid_0's poisson: -99.0715\n",
"[63]\tvalid_0's poisson: -99.1762\n",
"[64]\tvalid_0's poisson: -99.2796\n",
"[65]\tvalid_0's poisson: -99.3848\n",
"[66]\tvalid_0's poisson: -99.4862\n",
"[67]\tvalid_0's poisson: -99.5848\n",
"[68]\tvalid_0's poisson: -99.6821\n",
"[69]\tvalid_0's poisson: -99.7812\n",
"[70]\tvalid_0's poisson: -99.8756\n",
"[71]\tvalid_0's poisson: -99.9709\n",
"[72]\tvalid_0's poisson: -100.063\n",
"[73]\tvalid_0's poisson: -100.153\n",
"[74]\tvalid_0's poisson: -100.243\n",
"[75]\tvalid_0's poisson: -100.331\n",
"[76]\tvalid_0's poisson: -100.417\n",
"[77]\tvalid_0's poisson: -100.504\n",
"[78]\tvalid_0's poisson: -100.588\n",
"[79]\tvalid_0's poisson: -100.671\n",
"[80]\tvalid_0's poisson: -100.752\n",
"[81]\tvalid_0's poisson: -100.833\n",
"[82]\tvalid_0's poisson: -100.912\n",
"[83]\tvalid_0's poisson: -100.993\n",
"[84]\tvalid_0's poisson: -101.071\n",
"[85]\tvalid_0's poisson: -101.147\n",
"[86]\tvalid_0's poisson: -101.226\n",
"[87]\tvalid_0's poisson: -101.3\n",
"[88]\tvalid_0's poisson: -101.374\n",
"[89]\tvalid_0's poisson: -101.446\n",
"[90]\tvalid_0's poisson: -101.518\n",
"[91]\tvalid_0's poisson: -101.59\n",
"[92]\tvalid_0's poisson: -101.663\n",
"[93]\tvalid_0's poisson: -101.732\n",
"[94]\tvalid_0's poisson: -101.801\n",
"[95]\tvalid_0's poisson: -101.87\n",
"[96]\tvalid_0's poisson: -101.937\n",
"[97]\tvalid_0's poisson: -102.003\n",
"[98]\tvalid_0's poisson: -102.07\n",
"[99]\tvalid_0's poisson: -102.136\n",
"[100]\tvalid_0's poisson: -102.2\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=5; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5238\n",
"[2]\tvalid_0's poisson: -87.8676\n",
"[3]\tvalid_0's poisson: -88.2002\n",
"[4]\tvalid_0's poisson: -88.5184\n",
"[5]\tvalid_0's poisson: -88.8329\n",
"[6]\tvalid_0's poisson: -89.1347\n",
"[7]\tvalid_0's poisson: -89.4299\n",
"[8]\tvalid_0's poisson: -89.7173\n",
"[9]\tvalid_0's poisson: -89.9986\n",
"[10]\tvalid_0's poisson: -90.2731\n",
"[11]\tvalid_0's poisson: -90.5394\n",
"[12]\tvalid_0's poisson: -90.8007\n",
"[13]\tvalid_0's poisson: -91.055\n",
"[14]\tvalid_0's poisson: -91.3054\n",
"[15]\tvalid_0's poisson: -91.549\n",
"[16]\tvalid_0's poisson: -91.7864\n",
"[17]\tvalid_0's poisson: -92.0183\n",
"[18]\tvalid_0's poisson: -92.2472\n",
"[19]\tvalid_0's poisson: -92.4682\n",
"[20]\tvalid_0's poisson: -92.6851\n",
"[21]\tvalid_0's poisson: -92.899\n",
"[22]\tvalid_0's poisson: -93.1076\n",
"[23]\tvalid_0's poisson: -93.3138\n",
"[24]\tvalid_0's poisson: -93.5146\n",
"[25]\tvalid_0's poisson: -93.7105\n",
"[26]\tvalid_0's poisson: -93.9026\n",
"[27]\tvalid_0's poisson: -94.0931\n",
"[28]\tvalid_0's poisson: -94.2786\n",
"[29]\tvalid_0's poisson: -94.4604\n",
"[30]\tvalid_0's poisson: -94.6406\n",
"[31]\tvalid_0's poisson: -94.8165\n",
"[32]\tvalid_0's poisson: -94.9881\n",
"[33]\tvalid_0's poisson: -95.1571\n",
"[34]\tvalid_0's poisson: -95.3245\n",
"[35]\tvalid_0's poisson: -95.487\n",
"[36]\tvalid_0's poisson: -95.6504\n",
"[37]\tvalid_0's poisson: -95.8101\n",
"[38]\tvalid_0's poisson: -95.9645\n",
"[39]\tvalid_0's poisson: -96.1165\n",
"[40]\tvalid_0's poisson: -96.2683\n",
"[41]\tvalid_0's poisson: -96.4166\n",
"[42]\tvalid_0's poisson: -96.5622\n",
"[43]\tvalid_0's poisson: -96.7055\n",
"[44]\tvalid_0's poisson: -96.8464\n",
"[45]\tvalid_0's poisson: -96.9865\n",
"[46]\tvalid_0's poisson: -97.1218\n",
"[47]\tvalid_0's poisson: -97.2562\n",
"[48]\tvalid_0's poisson: -97.3889\n",
"[49]\tvalid_0's poisson: -97.5193\n",
"[50]\tvalid_0's poisson: -97.6504\n",
"[51]\tvalid_0's poisson: -97.7767\n",
"[52]\tvalid_0's poisson: -97.9017\n",
"[53]\tvalid_0's poisson: -98.0257\n",
"[54]\tvalid_0's poisson: -98.1463\n",
"[55]\tvalid_0's poisson: -98.2683\n",
"[56]\tvalid_0's poisson: -98.3857\n",
"[57]\tvalid_0's poisson: -98.5002\n",
"[58]\tvalid_0's poisson: -98.6134\n",
"[59]\tvalid_0's poisson: -98.728\n",
"[60]\tvalid_0's poisson: -98.838\n",
"[61]\tvalid_0's poisson: -98.9479\n",
"[62]\tvalid_0's poisson: -99.0555\n",
"[63]\tvalid_0's poisson: -99.1604\n",
"[64]\tvalid_0's poisson: -99.2649\n",
"[65]\tvalid_0's poisson: -99.3682\n",
"[66]\tvalid_0's poisson: -99.4704\n",
"[67]\tvalid_0's poisson: -99.5693\n",
"[68]\tvalid_0's poisson: -99.667\n",
"[69]\tvalid_0's poisson: -99.7666\n",
"[70]\tvalid_0's poisson: -99.8648\n",
"[71]\tvalid_0's poisson: -99.958\n",
"[72]\tvalid_0's poisson: -100.051\n",
"[73]\tvalid_0's poisson: -100.143\n",
"[74]\tvalid_0's poisson: -100.233\n",
"[75]\tvalid_0's poisson: -100.323\n",
"[76]\tvalid_0's poisson: -100.413\n",
"[77]\tvalid_0's poisson: -100.499\n",
"[78]\tvalid_0's poisson: -100.587\n",
"[79]\tvalid_0's poisson: -100.67\n",
"[80]\tvalid_0's poisson: -100.753\n",
"[81]\tvalid_0's poisson: -100.835\n",
"[82]\tvalid_0's poisson: -100.917\n",
"[83]\tvalid_0's poisson: -100.997\n",
"[84]\tvalid_0's poisson: -101.076\n",
"[85]\tvalid_0's poisson: -101.155\n",
"[86]\tvalid_0's poisson: -101.231\n",
"[87]\tvalid_0's poisson: -101.309\n",
"[88]\tvalid_0's poisson: -101.383\n",
"[89]\tvalid_0's poisson: -101.457\n",
"[90]\tvalid_0's poisson: -101.532\n",
"[91]\tvalid_0's poisson: -101.603\n",
"[92]\tvalid_0's poisson: -101.676\n",
"[93]\tvalid_0's poisson: -101.746\n",
"[94]\tvalid_0's poisson: -101.814\n",
"[95]\tvalid_0's poisson: -101.884\n",
"[96]\tvalid_0's poisson: -101.952\n",
"[97]\tvalid_0's poisson: -102.02\n",
"[98]\tvalid_0's poisson: -102.085\n",
"[99]\tvalid_0's poisson: -102.151\n",
"[100]\tvalid_0's poisson: -102.214\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5336\n",
"[2]\tvalid_0's poisson: -87.8799\n",
"[3]\tvalid_0's poisson: -88.2155\n",
"[4]\tvalid_0's poisson: -88.5412\n",
"[5]\tvalid_0's poisson: -88.8574\n",
"[6]\tvalid_0's poisson: -89.1625\n",
"[7]\tvalid_0's poisson: -89.4617\n",
"[8]\tvalid_0's poisson: -89.751\n",
"[9]\tvalid_0's poisson: -90.0327\n",
"[10]\tvalid_0's poisson: -90.3068\n",
"[11]\tvalid_0's poisson: -90.5737\n",
"[12]\tvalid_0's poisson: -90.8341\n",
"[13]\tvalid_0's poisson: -91.0893\n",
"[14]\tvalid_0's poisson: -91.338\n",
"[15]\tvalid_0's poisson: -91.5827\n",
"[16]\tvalid_0's poisson: -91.8207\n",
"[17]\tvalid_0's poisson: -92.0543\n",
"[18]\tvalid_0's poisson: -92.2825\n",
"[19]\tvalid_0's poisson: -92.5062\n",
"[20]\tvalid_0's poisson: -92.7247\n",
"[21]\tvalid_0's poisson: -92.9391\n",
"[22]\tvalid_0's poisson: -93.149\n",
"[23]\tvalid_0's poisson: -93.3542\n",
"[24]\tvalid_0's poisson: -93.5557\n",
"[25]\tvalid_0's poisson: -93.754\n",
"[26]\tvalid_0's poisson: -93.9476\n",
"[27]\tvalid_0's poisson: -94.1374\n",
"[28]\tvalid_0's poisson: -94.3245\n",
"[29]\tvalid_0's poisson: -94.5071\n",
"[30]\tvalid_0's poisson: -94.6863\n",
"[31]\tvalid_0's poisson: -94.8616\n",
"[32]\tvalid_0's poisson: -95.0343\n",
"[33]\tvalid_0's poisson: -95.205\n",
"[34]\tvalid_0's poisson: -95.3721\n",
"[35]\tvalid_0's poisson: -95.5366\n",
"[36]\tvalid_0's poisson: -95.6987\n",
"[37]\tvalid_0's poisson: -95.8564\n",
"[38]\tvalid_0's poisson: -96.0113\n",
"[39]\tvalid_0's poisson: -96.1647\n",
"[40]\tvalid_0's poisson: -96.3146\n",
"[41]\tvalid_0's poisson: -96.4622\n",
"[42]\tvalid_0's poisson: -96.6086\n",
"[43]\tvalid_0's poisson: -96.7521\n",
"[44]\tvalid_0's poisson: -96.8937\n",
"[45]\tvalid_0's poisson: -97.0327\n",
"[46]\tvalid_0's poisson: -97.1698\n",
"[47]\tvalid_0's poisson: -97.3044\n",
"[48]\tvalid_0's poisson: -97.4376\n",
"[49]\tvalid_0's poisson: -97.5682\n",
"[50]\tvalid_0's poisson: -97.6964\n",
"[51]\tvalid_0's poisson: -97.8231\n",
"[52]\tvalid_0's poisson: -97.9484\n",
"[53]\tvalid_0's poisson: -98.0708\n",
"[54]\tvalid_0's poisson: -98.1913\n",
"[55]\tvalid_0's poisson: -98.3103\n",
"[56]\tvalid_0's poisson: -98.4281\n",
"[57]\tvalid_0's poisson: -98.544\n",
"[58]\tvalid_0's poisson: -98.6572\n",
"[59]\tvalid_0's poisson: -98.7689\n",
"[60]\tvalid_0's poisson: -98.8808\n",
"[61]\tvalid_0's poisson: -98.9898\n",
"[62]\tvalid_0's poisson: -99.1005\n",
"[63]\tvalid_0's poisson: -99.2058\n",
"[64]\tvalid_0's poisson: -99.3093\n",
"[65]\tvalid_0's poisson: -99.4115\n",
"[66]\tvalid_0's poisson: -99.5161\n",
"[67]\tvalid_0's poisson: -99.6156\n",
"[68]\tvalid_0's poisson: -99.7137\n",
"[69]\tvalid_0's poisson: -99.8137\n",
"[70]\tvalid_0's poisson: -99.9105\n",
"[71]\tvalid_0's poisson: -100.005\n",
"[72]\tvalid_0's poisson: -100.097\n",
"[73]\tvalid_0's poisson: -100.192\n",
"[74]\tvalid_0's poisson: -100.282\n",
"[75]\tvalid_0's poisson: -100.372\n",
"[76]\tvalid_0's poisson: -100.459\n",
"[77]\tvalid_0's poisson: -100.546\n",
"[78]\tvalid_0's poisson: -100.634\n",
"[79]\tvalid_0's poisson: -100.718\n",
"[80]\tvalid_0's poisson: -100.801\n",
"[81]\tvalid_0's poisson: -100.883\n",
"[82]\tvalid_0's poisson: -100.964\n",
"[83]\tvalid_0's poisson: -101.043\n",
"[84]\tvalid_0's poisson: -101.122\n",
"[85]\tvalid_0's poisson: -101.198\n",
"[86]\tvalid_0's poisson: -101.274\n",
"[87]\tvalid_0's poisson: -101.349\n",
"[88]\tvalid_0's poisson: -101.423\n",
"[89]\tvalid_0's poisson: -101.497\n",
"[90]\tvalid_0's poisson: -101.572\n",
"[91]\tvalid_0's poisson: -101.643\n",
"[92]\tvalid_0's poisson: -101.713\n",
"[93]\tvalid_0's poisson: -101.783\n",
"[94]\tvalid_0's poisson: -101.853\n",
"[95]\tvalid_0's poisson: -101.921\n",
"[96]\tvalid_0's poisson: -101.99\n",
"[97]\tvalid_0's poisson: -102.057\n",
"[98]\tvalid_0's poisson: -102.124\n",
"[99]\tvalid_0's poisson: -102.188\n",
"[100]\tvalid_0's poisson: -102.254\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.5143\n",
"[2]\tvalid_0's poisson: -87.854\n",
"[3]\tvalid_0's poisson: -88.1835\n",
"[4]\tvalid_0's poisson: -88.5032\n",
"[5]\tvalid_0's poisson: -88.8139\n",
"[6]\tvalid_0's poisson: -89.1156\n",
"[7]\tvalid_0's poisson: -89.4076\n",
"[8]\tvalid_0's poisson: -89.6937\n",
"[9]\tvalid_0's poisson: -89.9729\n",
"[10]\tvalid_0's poisson: -90.2443\n",
"[11]\tvalid_0's poisson: -90.5099\n",
"[12]\tvalid_0's poisson: -90.7684\n",
"[13]\tvalid_0's poisson: -91.0195\n",
"[14]\tvalid_0's poisson: -91.2667\n",
"[15]\tvalid_0's poisson: -91.5078\n",
"[16]\tvalid_0's poisson: -91.7435\n",
"[17]\tvalid_0's poisson: -91.9747\n",
"[18]\tvalid_0's poisson: -92.2005\n",
"[19]\tvalid_0's poisson: -92.4227\n",
"[20]\tvalid_0's poisson: -92.6387\n",
"[21]\tvalid_0's poisson: -92.851\n",
"[22]\tvalid_0's poisson: -93.0591\n",
"[23]\tvalid_0's poisson: -93.2622\n",
"[24]\tvalid_0's poisson: -93.462\n",
"[25]\tvalid_0's poisson: -93.6572\n",
"[26]\tvalid_0's poisson: -93.8488\n",
"[27]\tvalid_0's poisson: -94.0383\n",
"[28]\tvalid_0's poisson: -94.2226\n",
"[29]\tvalid_0's poisson: -94.4049\n",
"[30]\tvalid_0's poisson: -94.5821\n",
"[31]\tvalid_0's poisson: -94.7563\n",
"[32]\tvalid_0's poisson: -94.928\n",
"[33]\tvalid_0's poisson: -95.0962\n",
"[34]\tvalid_0's poisson: -95.2632\n",
"[35]\tvalid_0's poisson: -95.4258\n",
"[36]\tvalid_0's poisson: -95.5878\n",
"[37]\tvalid_0's poisson: -95.7448\n",
"[38]\tvalid_0's poisson: -95.9012\n",
"[39]\tvalid_0's poisson: -96.053\n",
"[40]\tvalid_0's poisson: -96.2033\n",
"[41]\tvalid_0's poisson: -96.3502\n",
"[42]\tvalid_0's poisson: -96.4958\n",
"[43]\tvalid_0's poisson: -96.6385\n",
"[44]\tvalid_0's poisson: -96.7798\n",
"[45]\tvalid_0's poisson: -96.9166\n",
"[46]\tvalid_0's poisson: -97.0527\n",
"[47]\tvalid_0's poisson: -97.1868\n",
"[48]\tvalid_0's poisson: -97.3188\n",
"[49]\tvalid_0's poisson: -97.4471\n",
"[50]\tvalid_0's poisson: -97.5744\n",
"[51]\tvalid_0's poisson: -97.7009\n",
"[52]\tvalid_0's poisson: -97.8239\n",
"[53]\tvalid_0's poisson: -97.9475\n",
"[54]\tvalid_0's poisson: -98.0691\n",
"[55]\tvalid_0's poisson: -98.189\n",
"[56]\tvalid_0's poisson: -98.3063\n",
"[57]\tvalid_0's poisson: -98.4205\n",
"[58]\tvalid_0's poisson: -98.5356\n",
"[59]\tvalid_0's poisson: -98.6483\n",
"[60]\tvalid_0's poisson: -98.7602\n",
"[61]\tvalid_0's poisson: -98.8698\n",
"[62]\tvalid_0's poisson: -98.9777\n",
"[63]\tvalid_0's poisson: -99.0849\n",
"[64]\tvalid_0's poisson: -99.1896\n",
"[65]\tvalid_0's poisson: -99.2946\n",
"[66]\tvalid_0's poisson: -99.3964\n",
"[67]\tvalid_0's poisson: -99.5001\n",
"[68]\tvalid_0's poisson: -99.599\n",
"[69]\tvalid_0's poisson: -99.6965\n",
"[70]\tvalid_0's poisson: -99.7921\n",
"[71]\tvalid_0's poisson: -99.8878\n",
"[72]\tvalid_0's poisson: -99.9845\n",
"[73]\tvalid_0's poisson: -100.076\n",
"[74]\tvalid_0's poisson: -100.167\n",
"[75]\tvalid_0's poisson: -100.26\n",
"[76]\tvalid_0's poisson: -100.349\n",
"[77]\tvalid_0's poisson: -100.436\n",
"[78]\tvalid_0's poisson: -100.525\n",
"[79]\tvalid_0's poisson: -100.609\n",
"[80]\tvalid_0's poisson: -100.693\n",
"[81]\tvalid_0's poisson: -100.776\n",
"[82]\tvalid_0's poisson: -100.861\n",
"[83]\tvalid_0's poisson: -100.941\n",
"[84]\tvalid_0's poisson: -101.022\n",
"[85]\tvalid_0's poisson: -101.103\n",
"[86]\tvalid_0's poisson: -101.18\n",
"[87]\tvalid_0's poisson: -101.258\n",
"[88]\tvalid_0's poisson: -101.334\n",
"[89]\tvalid_0's poisson: -101.408\n",
"[90]\tvalid_0's poisson: -101.484\n",
"[91]\tvalid_0's poisson: -101.557\n",
"[92]\tvalid_0's poisson: -101.629\n",
"[93]\tvalid_0's poisson: -101.701\n",
"[94]\tvalid_0's poisson: -101.771\n",
"[95]\tvalid_0's poisson: -101.841\n",
"[96]\tvalid_0's poisson: -101.911\n",
"[97]\tvalid_0's poisson: -101.978\n",
"[98]\tvalid_0's poisson: -102.044\n",
"[99]\tvalid_0's poisson: -102.112\n",
"[100]\tvalid_0's poisson: -102.177\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5451\n",
"[2]\tvalid_0's poisson: -89.7506\n",
"[3]\tvalid_0's poisson: -90.8531\n",
"[4]\tvalid_0's poisson: -91.8361\n",
"[5]\tvalid_0's poisson: -92.7309\n",
"[6]\tvalid_0's poisson: -93.555\n",
"[7]\tvalid_0's poisson: -94.3212\n",
"[8]\tvalid_0's poisson: -95.0297\n",
"[9]\tvalid_0's poisson: -95.6935\n",
"[10]\tvalid_0's poisson: -96.3093\n",
"[11]\tvalid_0's poisson: -96.8823\n",
"[12]\tvalid_0's poisson: -97.4261\n",
"[13]\tvalid_0's poisson: -97.9356\n",
"[14]\tvalid_0's poisson: -98.4131\n",
"[15]\tvalid_0's poisson: -98.8615\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[16]\tvalid_0's poisson: -99.2837\n",
"[17]\tvalid_0's poisson: -99.6835\n",
"[18]\tvalid_0's poisson: -100.064\n",
"[19]\tvalid_0's poisson: -100.418\n",
"[20]\tvalid_0's poisson: -100.76\n",
"[21]\tvalid_0's poisson: -101.078\n",
"[22]\tvalid_0's poisson: -101.38\n",
"[23]\tvalid_0's poisson: -101.666\n",
"[24]\tvalid_0's poisson: -101.944\n",
"[25]\tvalid_0's poisson: -102.207\n",
"[26]\tvalid_0's poisson: -102.456\n",
"[27]\tvalid_0's poisson: -102.697\n",
"[28]\tvalid_0's poisson: -102.928\n",
"[29]\tvalid_0's poisson: -103.157\n",
"[30]\tvalid_0's poisson: -103.366\n",
"[31]\tvalid_0's poisson: -103.575\n",
"[32]\tvalid_0's poisson: -103.762\n",
"[33]\tvalid_0's poisson: -103.948\n",
"[34]\tvalid_0's poisson: -104.127\n",
"[35]\tvalid_0's poisson: -104.294\n",
"[36]\tvalid_0's poisson: -104.462\n",
"[37]\tvalid_0's poisson: -104.624\n",
"[38]\tvalid_0's poisson: -104.776\n",
"[39]\tvalid_0's poisson: -104.925\n",
"[40]\tvalid_0's poisson: -105.068\n",
"[41]\tvalid_0's poisson: -105.203\n",
"[42]\tvalid_0's poisson: -105.334\n",
"[43]\tvalid_0's poisson: -105.459\n",
"[44]\tvalid_0's poisson: -105.576\n",
"[45]\tvalid_0's poisson: -105.696\n",
"[46]\tvalid_0's poisson: -105.808\n",
"[47]\tvalid_0's poisson: -105.932\n",
"[48]\tvalid_0's poisson: -106.039\n",
"[49]\tvalid_0's poisson: -106.137\n",
"[50]\tvalid_0's poisson: -106.236\n",
"[51]\tvalid_0's poisson: -106.334\n",
"[52]\tvalid_0's poisson: -106.435\n",
"[53]\tvalid_0's poisson: -106.521\n",
"[54]\tvalid_0's poisson: -106.614\n",
"[55]\tvalid_0's poisson: -106.697\n",
"[56]\tvalid_0's poisson: -106.774\n",
"[57]\tvalid_0's poisson: -106.848\n",
"[58]\tvalid_0's poisson: -106.928\n",
"[59]\tvalid_0's poisson: -106.994\n",
"[60]\tvalid_0's poisson: -107.061\n",
"[61]\tvalid_0's poisson: -107.129\n",
"[62]\tvalid_0's poisson: -107.2\n",
"[63]\tvalid_0's poisson: -107.256\n",
"[64]\tvalid_0's poisson: -107.319\n",
"[65]\tvalid_0's poisson: -107.379\n",
"[66]\tvalid_0's poisson: -107.433\n",
"[67]\tvalid_0's poisson: -107.481\n",
"[68]\tvalid_0's poisson: -107.537\n",
"[69]\tvalid_0's poisson: -107.588\n",
"[70]\tvalid_0's poisson: -107.639\n",
"[71]\tvalid_0's poisson: -107.686\n",
"[72]\tvalid_0's poisson: -107.731\n",
"[73]\tvalid_0's poisson: -107.774\n",
"[74]\tvalid_0's poisson: -107.817\n",
"[75]\tvalid_0's poisson: -107.855\n",
"[76]\tvalid_0's poisson: -107.893\n",
"[77]\tvalid_0's poisson: -107.93\n",
"[78]\tvalid_0's poisson: -107.968\n",
"[79]\tvalid_0's poisson: -108.003\n",
"[80]\tvalid_0's poisson: -108.037\n",
"[81]\tvalid_0's poisson: -108.069\n",
"[82]\tvalid_0's poisson: -108.103\n",
"[83]\tvalid_0's poisson: -108.133\n",
"[84]\tvalid_0's poisson: -108.162\n",
"[85]\tvalid_0's poisson: -108.19\n",
"[86]\tvalid_0's poisson: -108.218\n",
"[87]\tvalid_0's poisson: -108.243\n",
"[88]\tvalid_0's poisson: -108.267\n",
"[89]\tvalid_0's poisson: -108.296\n",
"[90]\tvalid_0's poisson: -108.318\n",
"[91]\tvalid_0's poisson: -108.34\n",
"[92]\tvalid_0's poisson: -108.367\n",
"[93]\tvalid_0's poisson: -108.387\n",
"[94]\tvalid_0's poisson: -108.412\n",
"[95]\tvalid_0's poisson: -108.433\n",
"[96]\tvalid_0's poisson: -108.45\n",
"[97]\tvalid_0's poisson: -108.474\n",
"[98]\tvalid_0's poisson: -108.492\n",
"[99]\tvalid_0's poisson: -108.514\n",
"[100]\tvalid_0's poisson: -108.532\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5602\n",
"[2]\tvalid_0's poisson: -89.82\n",
"[3]\tvalid_0's poisson: -90.9309\n",
"[4]\tvalid_0's poisson: -91.9366\n",
"[5]\tvalid_0's poisson: -92.8532\n",
"[6]\tvalid_0's poisson: -93.686\n",
"[7]\tvalid_0's poisson: -94.458\n",
"[8]\tvalid_0's poisson: -95.1617\n",
"[9]\tvalid_0's poisson: -95.8248\n",
"[10]\tvalid_0's poisson: -96.4411\n",
"[11]\tvalid_0's poisson: -97.02\n",
"[12]\tvalid_0's poisson: -97.5556\n",
"[13]\tvalid_0's poisson: -98.0632\n",
"[14]\tvalid_0's poisson: -98.5368\n",
"[15]\tvalid_0's poisson: -98.985\n",
"[16]\tvalid_0's poisson: -99.4127\n",
"[17]\tvalid_0's poisson: -99.8074\n",
"[18]\tvalid_0's poisson: -100.18\n",
"[19]\tvalid_0's poisson: -100.538\n",
"[20]\tvalid_0's poisson: -100.869\n",
"[21]\tvalid_0's poisson: -101.182\n",
"[22]\tvalid_0's poisson: -101.479\n",
"[23]\tvalid_0's poisson: -101.77\n",
"[24]\tvalid_0's poisson: -102.051\n",
"[25]\tvalid_0's poisson: -102.306\n",
"[26]\tvalid_0's poisson: -102.558\n",
"[27]\tvalid_0's poisson: -102.792\n",
"[28]\tvalid_0's poisson: -103.02\n",
"[29]\tvalid_0's poisson: -103.237\n",
"[30]\tvalid_0's poisson: -103.453\n",
"[31]\tvalid_0's poisson: -103.658\n",
"[32]\tvalid_0's poisson: -103.851\n",
"[33]\tvalid_0's poisson: -104.039\n",
"[34]\tvalid_0's poisson: -104.215\n",
"[35]\tvalid_0's poisson: -104.386\n",
"[36]\tvalid_0's poisson: -104.552\n",
"[37]\tvalid_0's poisson: -104.71\n",
"[38]\tvalid_0's poisson: -104.86\n",
"[39]\tvalid_0's poisson: -104.998\n",
"[40]\tvalid_0's poisson: -105.137\n",
"[41]\tvalid_0's poisson: -105.273\n",
"[42]\tvalid_0's poisson: -105.399\n",
"[43]\tvalid_0's poisson: -105.526\n",
"[44]\tvalid_0's poisson: -105.645\n",
"[45]\tvalid_0's poisson: -105.761\n",
"[46]\tvalid_0's poisson: -105.872\n",
"[47]\tvalid_0's poisson: -105.985\n",
"[48]\tvalid_0's poisson: -106.085\n",
"[49]\tvalid_0's poisson: -106.191\n",
"[50]\tvalid_0's poisson: -106.287\n",
"[51]\tvalid_0's poisson: -106.379\n",
"[52]\tvalid_0's poisson: -106.482\n",
"[53]\tvalid_0's poisson: -106.561\n",
"[54]\tvalid_0's poisson: -106.655\n",
"[55]\tvalid_0's poisson: -106.73\n",
"[56]\tvalid_0's poisson: -106.808\n",
"[57]\tvalid_0's poisson: -106.882\n",
"[58]\tvalid_0's poisson: -106.95\n",
"[59]\tvalid_0's poisson: -107.019\n",
"[60]\tvalid_0's poisson: -107.086\n",
"[61]\tvalid_0's poisson: -107.147\n",
"[62]\tvalid_0's poisson: -107.208\n",
"[63]\tvalid_0's poisson: -107.269\n",
"[64]\tvalid_0's poisson: -107.329\n",
"[65]\tvalid_0's poisson: -107.384\n",
"[66]\tvalid_0's poisson: -107.441\n",
"[67]\tvalid_0's poisson: -107.498\n",
"[68]\tvalid_0's poisson: -107.547\n",
"[69]\tvalid_0's poisson: -107.6\n",
"[70]\tvalid_0's poisson: -107.647\n",
"[71]\tvalid_0's poisson: -107.698\n",
"[72]\tvalid_0's poisson: -107.741\n",
"[73]\tvalid_0's poisson: -107.785\n",
"[74]\tvalid_0's poisson: -107.824\n",
"[75]\tvalid_0's poisson: -107.868\n",
"[76]\tvalid_0's poisson: -107.905\n",
"[77]\tvalid_0's poisson: -107.945\n",
"[78]\tvalid_0's poisson: -107.983\n",
"[79]\tvalid_0's poisson: -108.017\n",
"[80]\tvalid_0's poisson: -108.053\n",
"[81]\tvalid_0's poisson: -108.09\n",
"[82]\tvalid_0's poisson: -108.12\n",
"[83]\tvalid_0's poisson: -108.148\n",
"[84]\tvalid_0's poisson: -108.179\n",
"[85]\tvalid_0's poisson: -108.206\n",
"[86]\tvalid_0's poisson: -108.235\n",
"[87]\tvalid_0's poisson: -108.264\n",
"[88]\tvalid_0's poisson: -108.29\n",
"[89]\tvalid_0's poisson: -108.319\n",
"[90]\tvalid_0's poisson: -108.346\n",
"[91]\tvalid_0's poisson: -108.367\n",
"[92]\tvalid_0's poisson: -108.392\n",
"[93]\tvalid_0's poisson: -108.414\n",
"[94]\tvalid_0's poisson: -108.432\n",
"[95]\tvalid_0's poisson: -108.451\n",
"[96]\tvalid_0's poisson: -108.472\n",
"[97]\tvalid_0's poisson: -108.488\n",
"[98]\tvalid_0's poisson: -108.512\n",
"[99]\tvalid_0's poisson: -108.527\n",
"[100]\tvalid_0's poisson: -108.549\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5693\n",
"[2]\tvalid_0's poisson: -89.79\n",
"[3]\tvalid_0's poisson: -90.8891\n",
"[4]\tvalid_0's poisson: -91.8929\n",
"[5]\tvalid_0's poisson: -92.7991\n",
"[6]\tvalid_0's poisson: -93.6284\n",
"[7]\tvalid_0's poisson: -94.3999\n",
"[8]\tvalid_0's poisson: -95.1102\n",
"[9]\tvalid_0's poisson: -95.7672\n",
"[10]\tvalid_0's poisson: -96.3854\n",
"[11]\tvalid_0's poisson: -96.958\n",
"[12]\tvalid_0's poisson: -97.5027\n",
"[13]\tvalid_0's poisson: -98.0112\n",
"[14]\tvalid_0's poisson: -98.4894\n",
"[15]\tvalid_0's poisson: -98.9502\n",
"[16]\tvalid_0's poisson: -99.3736\n",
"[17]\tvalid_0's poisson: -99.7759\n",
"[18]\tvalid_0's poisson: -100.149\n",
"[19]\tvalid_0's poisson: -100.503\n",
"[20]\tvalid_0's poisson: -100.833\n",
"[21]\tvalid_0's poisson: -101.158\n",
"[22]\tvalid_0's poisson: -101.462\n",
"[23]\tvalid_0's poisson: -101.75\n",
"[24]\tvalid_0's poisson: -102.023\n",
"[25]\tvalid_0's poisson: -102.289\n",
"[26]\tvalid_0's poisson: -102.531\n",
"[27]\tvalid_0's poisson: -102.773\n",
"[28]\tvalid_0's poisson: -103.006\n",
"[29]\tvalid_0's poisson: -103.233\n",
"[30]\tvalid_0's poisson: -103.444\n",
"[31]\tvalid_0's poisson: -103.644\n",
"[32]\tvalid_0's poisson: -103.843\n",
"[33]\tvalid_0's poisson: -104.027\n",
"[34]\tvalid_0's poisson: -104.201\n",
"[35]\tvalid_0's poisson: -104.368\n",
"[36]\tvalid_0's poisson: -104.536\n",
"[37]\tvalid_0's poisson: -104.697\n",
"[38]\tvalid_0's poisson: -104.853\n",
"[39]\tvalid_0's poisson: -105\n",
"[40]\tvalid_0's poisson: -105.143\n",
"[41]\tvalid_0's poisson: -105.277\n",
"[42]\tvalid_0's poisson: -105.406\n",
"[43]\tvalid_0's poisson: -105.53\n",
"[44]\tvalid_0's poisson: -105.646\n",
"[45]\tvalid_0's poisson: -105.769\n",
"[46]\tvalid_0's poisson: -105.88\n",
"[47]\tvalid_0's poisson: -105.985\n",
"[48]\tvalid_0's poisson: -106.089\n",
"[49]\tvalid_0's poisson: -106.192\n",
"[50]\tvalid_0's poisson: -106.289\n",
"[51]\tvalid_0's poisson: -106.385\n",
"[52]\tvalid_0's poisson: -106.477\n",
"[53]\tvalid_0's poisson: -106.556\n",
"[54]\tvalid_0's poisson: -106.641\n",
"[55]\tvalid_0's poisson: -106.72\n",
"[56]\tvalid_0's poisson: -106.796\n",
"[57]\tvalid_0's poisson: -106.869\n",
"[58]\tvalid_0's poisson: -106.937\n",
"[59]\tvalid_0's poisson: -107.006\n",
"[60]\tvalid_0's poisson: -107.075\n",
"[61]\tvalid_0's poisson: -107.141\n",
"[62]\tvalid_0's poisson: -107.203\n",
"[63]\tvalid_0's poisson: -107.27\n",
"[64]\tvalid_0's poisson: -107.327\n",
"[65]\tvalid_0's poisson: -107.388\n",
"[66]\tvalid_0's poisson: -107.44\n",
"[67]\tvalid_0's poisson: -107.496\n",
"[68]\tvalid_0's poisson: -107.55\n",
"[69]\tvalid_0's poisson: -107.597\n",
"[70]\tvalid_0's poisson: -107.651\n",
"[71]\tvalid_0's poisson: -107.693\n",
"[72]\tvalid_0's poisson: -107.738\n",
"[73]\tvalid_0's poisson: -107.786\n",
"[74]\tvalid_0's poisson: -107.825\n",
"[75]\tvalid_0's poisson: -107.866\n",
"[76]\tvalid_0's poisson: -107.906\n",
"[77]\tvalid_0's poisson: -107.942\n",
"[78]\tvalid_0's poisson: -107.978\n",
"[79]\tvalid_0's poisson: -108.012\n",
"[80]\tvalid_0's poisson: -108.049\n",
"[81]\tvalid_0's poisson: -108.081\n",
"[82]\tvalid_0's poisson: -108.114\n",
"[83]\tvalid_0's poisson: -108.145\n",
"[84]\tvalid_0's poisson: -108.173\n",
"[85]\tvalid_0's poisson: -108.207\n",
"[86]\tvalid_0's poisson: -108.231\n",
"[87]\tvalid_0's poisson: -108.256\n",
"[88]\tvalid_0's poisson: -108.282\n",
"[89]\tvalid_0's poisson: -108.306\n",
"[90]\tvalid_0's poisson: -108.331\n",
"[91]\tvalid_0's poisson: -108.355\n",
"[92]\tvalid_0's poisson: -108.377\n",
"[93]\tvalid_0's poisson: -108.4\n",
"[94]\tvalid_0's poisson: -108.42\n",
"[95]\tvalid_0's poisson: -108.448\n",
"[96]\tvalid_0's poisson: -108.467\n",
"[97]\tvalid_0's poisson: -108.483\n",
"[98]\tvalid_0's poisson: -108.501\n",
"[99]\tvalid_0's poisson: -108.523\n",
"[100]\tvalid_0's poisson: -108.539\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5891\n",
"[2]\tvalid_0's poisson: -89.8319\n",
"[3]\tvalid_0's poisson: -90.9351\n",
"[4]\tvalid_0's poisson: -91.9286\n",
"[5]\tvalid_0's poisson: -92.8401\n",
"[6]\tvalid_0's poisson: -93.6757\n",
"[7]\tvalid_0's poisson: -94.4438\n",
"[8]\tvalid_0's poisson: -95.1534\n",
"[9]\tvalid_0's poisson: -95.8123\n",
"[10]\tvalid_0's poisson: -96.431\n",
"[11]\tvalid_0's poisson: -97.0004\n",
"[12]\tvalid_0's poisson: -97.5442\n",
"[13]\tvalid_0's poisson: -98.0547\n",
"[14]\tvalid_0's poisson: -98.5308\n",
"[15]\tvalid_0's poisson: -98.9785\n",
"[16]\tvalid_0's poisson: -99.3985\n",
"[17]\tvalid_0's poisson: -99.8071\n",
"[18]\tvalid_0's poisson: -100.184\n",
"[19]\tvalid_0's poisson: -100.545\n",
"[20]\tvalid_0's poisson: -100.885\n",
"[21]\tvalid_0's poisson: -101.204\n",
"[22]\tvalid_0's poisson: -101.502\n",
"[23]\tvalid_0's poisson: -101.784\n",
"[24]\tvalid_0's poisson: -102.057\n",
"[25]\tvalid_0's poisson: -102.322\n",
"[26]\tvalid_0's poisson: -102.566\n",
"[27]\tvalid_0's poisson: -102.807\n",
"[28]\tvalid_0's poisson: -103.041\n",
"[29]\tvalid_0's poisson: -103.258\n",
"[30]\tvalid_0's poisson: -103.472\n",
"[31]\tvalid_0's poisson: -103.677\n",
"[32]\tvalid_0's poisson: -103.87\n",
"[33]\tvalid_0's poisson: -104.061\n",
"[34]\tvalid_0's poisson: -104.242\n",
"[35]\tvalid_0's poisson: -104.413\n",
"[36]\tvalid_0's poisson: -104.581\n",
"[37]\tvalid_0's poisson: -104.741\n",
"[38]\tvalid_0's poisson: -104.897\n",
"[39]\tvalid_0's poisson: -105.044\n",
"[40]\tvalid_0's poisson: -105.187\n",
"[41]\tvalid_0's poisson: -105.317\n",
"[42]\tvalid_0's poisson: -105.447\n",
"[43]\tvalid_0's poisson: -105.574\n",
"[44]\tvalid_0's poisson: -105.694\n",
"[45]\tvalid_0's poisson: -105.81\n",
"[46]\tvalid_0's poisson: -105.923\n",
"[47]\tvalid_0's poisson: -106.029\n",
"[48]\tvalid_0's poisson: -106.133\n",
"[49]\tvalid_0's poisson: -106.234\n",
"[50]\tvalid_0's poisson: -106.329\n",
"[51]\tvalid_0's poisson: -106.42\n",
"[52]\tvalid_0's poisson: -106.511\n",
"[53]\tvalid_0's poisson: -106.593\n",
"[54]\tvalid_0's poisson: -106.674\n",
"[55]\tvalid_0's poisson: -106.752\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -106.829\n",
"[57]\tvalid_0's poisson: -106.907\n",
"[58]\tvalid_0's poisson: -106.985\n",
"[59]\tvalid_0's poisson: -107.051\n",
"[60]\tvalid_0's poisson: -107.117\n",
"[61]\tvalid_0's poisson: -107.178\n",
"[62]\tvalid_0's poisson: -107.244\n",
"[63]\tvalid_0's poisson: -107.302\n",
"[64]\tvalid_0's poisson: -107.367\n",
"[65]\tvalid_0's poisson: -107.419\n",
"[66]\tvalid_0's poisson: -107.477\n",
"[67]\tvalid_0's poisson: -107.527\n",
"[68]\tvalid_0's poisson: -107.58\n",
"[69]\tvalid_0's poisson: -107.624\n",
"[70]\tvalid_0's poisson: -107.673\n",
"[71]\tvalid_0's poisson: -107.723\n",
"[72]\tvalid_0's poisson: -107.764\n",
"[73]\tvalid_0's poisson: -107.807\n",
"[74]\tvalid_0's poisson: -107.845\n",
"[75]\tvalid_0's poisson: -107.883\n",
"[76]\tvalid_0's poisson: -107.924\n",
"[77]\tvalid_0's poisson: -107.961\n",
"[78]\tvalid_0's poisson: -107.995\n",
"[79]\tvalid_0's poisson: -108.028\n",
"[80]\tvalid_0's poisson: -108.06\n",
"[81]\tvalid_0's poisson: -108.09\n",
"[82]\tvalid_0's poisson: -108.121\n",
"[83]\tvalid_0's poisson: -108.149\n",
"[84]\tvalid_0's poisson: -108.176\n",
"[85]\tvalid_0's poisson: -108.202\n",
"[86]\tvalid_0's poisson: -108.229\n",
"[87]\tvalid_0's poisson: -108.253\n",
"[88]\tvalid_0's poisson: -108.277\n",
"[89]\tvalid_0's poisson: -108.303\n",
"[90]\tvalid_0's poisson: -108.328\n",
"[91]\tvalid_0's poisson: -108.35\n",
"[92]\tvalid_0's poisson: -108.37\n",
"[93]\tvalid_0's poisson: -108.389\n",
"[94]\tvalid_0's poisson: -108.408\n",
"[95]\tvalid_0's poisson: -108.428\n",
"[96]\tvalid_0's poisson: -108.445\n",
"[97]\tvalid_0's poisson: -108.463\n",
"[98]\tvalid_0's poisson: -108.479\n",
"[99]\tvalid_0's poisson: -108.499\n",
"[100]\tvalid_0's poisson: -108.518\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5494\n",
"[2]\tvalid_0's poisson: -89.7697\n",
"[3]\tvalid_0's poisson: -90.8656\n",
"[4]\tvalid_0's poisson: -91.8484\n",
"[5]\tvalid_0's poisson: -92.7509\n",
"[6]\tvalid_0's poisson: -93.5789\n",
"[7]\tvalid_0's poisson: -94.3418\n",
"[8]\tvalid_0's poisson: -95.0462\n",
"[9]\tvalid_0's poisson: -95.7065\n",
"[10]\tvalid_0's poisson: -96.3182\n",
"[11]\tvalid_0's poisson: -96.8952\n",
"[12]\tvalid_0's poisson: -97.4288\n",
"[13]\tvalid_0's poisson: -97.9372\n",
"[14]\tvalid_0's poisson: -98.4137\n",
"[15]\tvalid_0's poisson: -98.8643\n",
"[16]\tvalid_0's poisson: -99.292\n",
"[17]\tvalid_0's poisson: -99.6907\n",
"[18]\tvalid_0's poisson: -100.083\n",
"[19]\tvalid_0's poisson: -100.442\n",
"[20]\tvalid_0's poisson: -100.785\n",
"[21]\tvalid_0's poisson: -101.105\n",
"[22]\tvalid_0's poisson: -101.42\n",
"[23]\tvalid_0's poisson: -101.711\n",
"[24]\tvalid_0's poisson: -101.986\n",
"[25]\tvalid_0's poisson: -102.255\n",
"[26]\tvalid_0's poisson: -102.507\n",
"[27]\tvalid_0's poisson: -102.748\n",
"[28]\tvalid_0's poisson: -102.981\n",
"[29]\tvalid_0's poisson: -103.197\n",
"[30]\tvalid_0's poisson: -103.417\n",
"[31]\tvalid_0's poisson: -103.616\n",
"[32]\tvalid_0's poisson: -103.813\n",
"[33]\tvalid_0's poisson: -104\n",
"[34]\tvalid_0's poisson: -104.18\n",
"[35]\tvalid_0's poisson: -104.354\n",
"[36]\tvalid_0's poisson: -104.518\n",
"[37]\tvalid_0's poisson: -104.68\n",
"[38]\tvalid_0's poisson: -104.832\n",
"[39]\tvalid_0's poisson: -104.981\n",
"[40]\tvalid_0's poisson: -105.121\n",
"[41]\tvalid_0's poisson: -105.256\n",
"[42]\tvalid_0's poisson: -105.389\n",
"[43]\tvalid_0's poisson: -105.532\n",
"[44]\tvalid_0's poisson: -105.657\n",
"[45]\tvalid_0's poisson: -105.769\n",
"[46]\tvalid_0's poisson: -105.882\n",
"[47]\tvalid_0's poisson: -105.992\n",
"[48]\tvalid_0's poisson: -106.094\n",
"[49]\tvalid_0's poisson: -106.194\n",
"[50]\tvalid_0's poisson: -106.291\n",
"[51]\tvalid_0's poisson: -106.395\n",
"[52]\tvalid_0's poisson: -106.481\n",
"[53]\tvalid_0's poisson: -106.57\n",
"[54]\tvalid_0's poisson: -106.65\n",
"[55]\tvalid_0's poisson: -106.732\n",
"[56]\tvalid_0's poisson: -106.813\n",
"[57]\tvalid_0's poisson: -106.887\n",
"[58]\tvalid_0's poisson: -106.96\n",
"[59]\tvalid_0's poisson: -107.028\n",
"[60]\tvalid_0's poisson: -107.1\n",
"[61]\tvalid_0's poisson: -107.161\n",
"[62]\tvalid_0's poisson: -107.229\n",
"[63]\tvalid_0's poisson: -107.288\n",
"[64]\tvalid_0's poisson: -107.352\n",
"[65]\tvalid_0's poisson: -107.41\n",
"[66]\tvalid_0's poisson: -107.466\n",
"[67]\tvalid_0's poisson: -107.516\n",
"[68]\tvalid_0's poisson: -107.568\n",
"[69]\tvalid_0's poisson: -107.615\n",
"[70]\tvalid_0's poisson: -107.664\n",
"[71]\tvalid_0's poisson: -107.709\n",
"[72]\tvalid_0's poisson: -107.753\n",
"[73]\tvalid_0's poisson: -107.795\n",
"[74]\tvalid_0's poisson: -107.835\n",
"[75]\tvalid_0's poisson: -107.874\n",
"[76]\tvalid_0's poisson: -107.913\n",
"[77]\tvalid_0's poisson: -107.95\n",
"[78]\tvalid_0's poisson: -107.989\n",
"[79]\tvalid_0's poisson: -108.031\n",
"[80]\tvalid_0's poisson: -108.062\n",
"[81]\tvalid_0's poisson: -108.092\n",
"[82]\tvalid_0's poisson: -108.121\n",
"[83]\tvalid_0's poisson: -108.148\n",
"[84]\tvalid_0's poisson: -108.179\n",
"[85]\tvalid_0's poisson: -108.208\n",
"[86]\tvalid_0's poisson: -108.235\n",
"[87]\tvalid_0's poisson: -108.266\n",
"[88]\tvalid_0's poisson: -108.289\n",
"[89]\tvalid_0's poisson: -108.313\n",
"[90]\tvalid_0's poisson: -108.335\n",
"[91]\tvalid_0's poisson: -108.354\n",
"[92]\tvalid_0's poisson: -108.374\n",
"[93]\tvalid_0's poisson: -108.395\n",
"[94]\tvalid_0's poisson: -108.414\n",
"[95]\tvalid_0's poisson: -108.432\n",
"[96]\tvalid_0's poisson: -108.451\n",
"[97]\tvalid_0's poisson: -108.469\n",
"[98]\tvalid_0's poisson: -108.493\n",
"[99]\tvalid_0's poisson: -108.51\n",
"[100]\tvalid_0's poisson: -108.527\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2652\n",
"[2]\tvalid_0's poisson: -87.356\n",
"[3]\tvalid_0's poisson: -87.446\n",
"[4]\tvalid_0's poisson: -87.5353\n",
"[5]\tvalid_0's poisson: -87.624\n",
"[6]\tvalid_0's poisson: -87.7119\n",
"[7]\tvalid_0's poisson: -87.7992\n",
"[8]\tvalid_0's poisson: -87.8857\n",
"[9]\tvalid_0's poisson: -87.9717\n",
"[10]\tvalid_0's poisson: -88.057\n",
"[11]\tvalid_0's poisson: -88.1416\n",
"[12]\tvalid_0's poisson: -88.2257\n",
"[13]\tvalid_0's poisson: -88.3091\n",
"[14]\tvalid_0's poisson: -88.3919\n",
"[15]\tvalid_0's poisson: -88.4742\n",
"[16]\tvalid_0's poisson: -88.5557\n",
"[17]\tvalid_0's poisson: -88.6367\n",
"[18]\tvalid_0's poisson: -88.7172\n",
"[19]\tvalid_0's poisson: -88.797\n",
"[20]\tvalid_0's poisson: -88.8764\n",
"[21]\tvalid_0's poisson: -88.9551\n",
"[22]\tvalid_0's poisson: -89.0333\n",
"[23]\tvalid_0's poisson: -89.1109\n",
"[24]\tvalid_0's poisson: -89.1882\n",
"[25]\tvalid_0's poisson: -89.2648\n",
"[26]\tvalid_0's poisson: -89.3408\n",
"[27]\tvalid_0's poisson: -89.4161\n",
"[28]\tvalid_0's poisson: -89.4912\n",
"[29]\tvalid_0's poisson: -89.5657\n",
"[30]\tvalid_0's poisson: -89.6396\n",
"[31]\tvalid_0's poisson: -89.713\n",
"[32]\tvalid_0's poisson: -89.7859\n",
"[33]\tvalid_0's poisson: -89.8587\n",
"[34]\tvalid_0's poisson: -89.9306\n",
"[35]\tvalid_0's poisson: -90.0023\n",
"[36]\tvalid_0's poisson: -90.0733\n",
"[37]\tvalid_0's poisson: -90.1439\n",
"[38]\tvalid_0's poisson: -90.2142\n",
"[39]\tvalid_0's poisson: -90.2841\n",
"[40]\tvalid_0's poisson: -90.3534\n",
"[41]\tvalid_0's poisson: -90.4223\n",
"[42]\tvalid_0's poisson: -90.4907\n",
"[43]\tvalid_0's poisson: -90.5593\n",
"[44]\tvalid_0's poisson: -90.627\n",
"[45]\tvalid_0's poisson: -90.694\n",
"[46]\tvalid_0's poisson: -90.761\n",
"[47]\tvalid_0's poisson: -90.8279\n",
"[48]\tvalid_0's poisson: -90.8939\n",
"[49]\tvalid_0's poisson: -90.9594\n",
"[50]\tvalid_0's poisson: -91.0251\n",
"[51]\tvalid_0's poisson: -91.0898\n",
"[52]\tvalid_0's poisson: -91.1538\n",
"[53]\tvalid_0's poisson: -91.2184\n",
"[54]\tvalid_0's poisson: -91.282\n",
"[55]\tvalid_0's poisson: -91.3454\n",
"[56]\tvalid_0's poisson: -91.4084\n",
"[57]\tvalid_0's poisson: -91.4715\n",
"[58]\tvalid_0's poisson: -91.5332\n",
"[59]\tvalid_0's poisson: -91.595\n",
"[60]\tvalid_0's poisson: -91.657\n",
"[61]\tvalid_0's poisson: -91.718\n",
"[62]\tvalid_0's poisson: -91.7786\n",
"[63]\tvalid_0's poisson: -91.8398\n",
"[64]\tvalid_0's poisson: -91.8996\n",
"[65]\tvalid_0's poisson: -91.9598\n",
"[66]\tvalid_0's poisson: -92.0191\n",
"[67]\tvalid_0's poisson: -92.0777\n",
"[68]\tvalid_0's poisson: -92.137\n",
"[69]\tvalid_0's poisson: -92.1951\n",
"[70]\tvalid_0's poisson: -92.2533\n",
"[71]\tvalid_0's poisson: -92.311\n",
"[72]\tvalid_0's poisson: -92.369\n",
"[73]\tvalid_0's poisson: -92.4261\n",
"[74]\tvalid_0's poisson: -92.483\n",
"[75]\tvalid_0's poisson: -92.5401\n",
"[76]\tvalid_0's poisson: -92.5963\n",
"[77]\tvalid_0's poisson: -92.6519\n",
"[78]\tvalid_0's poisson: -92.708\n",
"[79]\tvalid_0's poisson: -92.7632\n",
"[80]\tvalid_0's poisson: -92.8181\n",
"[81]\tvalid_0's poisson: -92.8735\n",
"[82]\tvalid_0's poisson: -92.9278\n",
"[83]\tvalid_0's poisson: -92.982\n",
"[84]\tvalid_0's poisson: -93.0367\n",
"[85]\tvalid_0's poisson: -93.0903\n",
"[86]\tvalid_0's poisson: -93.1441\n",
"[87]\tvalid_0's poisson: -93.1971\n",
"[88]\tvalid_0's poisson: -93.2499\n",
"[89]\tvalid_0's poisson: -93.3023\n",
"[90]\tvalid_0's poisson: -93.355\n",
"[91]\tvalid_0's poisson: -93.4067\n",
"[92]\tvalid_0's poisson: -93.4586\n",
"[93]\tvalid_0's poisson: -93.5101\n",
"[94]\tvalid_0's poisson: -93.5621\n",
"[95]\tvalid_0's poisson: -93.6131\n",
"[96]\tvalid_0's poisson: -93.6637\n",
"[97]\tvalid_0's poisson: -93.7138\n",
"[98]\tvalid_0's poisson: -93.7645\n",
"[99]\tvalid_0's poisson: -93.8142\n",
"[100]\tvalid_0's poisson: -93.8642\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2659\n",
"[2]\tvalid_0's poisson: -87.3568\n",
"[3]\tvalid_0's poisson: -87.4472\n",
"[4]\tvalid_0's poisson: -87.5382\n",
"[5]\tvalid_0's poisson: -87.6286\n",
"[6]\tvalid_0's poisson: -87.7182\n",
"[7]\tvalid_0's poisson: -87.8068\n",
"[8]\tvalid_0's poisson: -87.8947\n",
"[9]\tvalid_0's poisson: -87.9819\n",
"[10]\tvalid_0's poisson: -88.0684\n",
"[11]\tvalid_0's poisson: -88.1542\n",
"[12]\tvalid_0's poisson: -88.2394\n",
"[13]\tvalid_0's poisson: -88.323\n",
"[14]\tvalid_0's poisson: -88.4069\n",
"[15]\tvalid_0's poisson: -88.4893\n",
"[16]\tvalid_0's poisson: -88.5711\n",
"[17]\tvalid_0's poisson: -88.6535\n",
"[18]\tvalid_0's poisson: -88.7341\n",
"[19]\tvalid_0's poisson: -88.8141\n",
"[20]\tvalid_0's poisson: -88.8948\n",
"[21]\tvalid_0's poisson: -88.9737\n",
"[22]\tvalid_0's poisson: -89.052\n",
"[23]\tvalid_0's poisson: -89.131\n",
"[24]\tvalid_0's poisson: -89.2082\n",
"[25]\tvalid_0's poisson: -89.2861\n",
"[26]\tvalid_0's poisson: -89.3635\n",
"[27]\tvalid_0's poisson: -89.4404\n",
"[28]\tvalid_0's poisson: -89.5166\n",
"[29]\tvalid_0's poisson: -89.5924\n",
"[30]\tvalid_0's poisson: -89.6677\n",
"[31]\tvalid_0's poisson: -89.7424\n",
"[32]\tvalid_0's poisson: -89.8167\n",
"[33]\tvalid_0's poisson: -89.8895\n",
"[34]\tvalid_0's poisson: -89.9621\n",
"[35]\tvalid_0's poisson: -90.035\n",
"[36]\tvalid_0's poisson: -90.1067\n",
"[37]\tvalid_0's poisson: -90.1785\n",
"[38]\tvalid_0's poisson: -90.2493\n",
"[39]\tvalid_0's poisson: -90.3195\n",
"[40]\tvalid_0's poisson: -90.39\n",
"[41]\tvalid_0's poisson: -90.4591\n",
"[42]\tvalid_0's poisson: -90.5279\n",
"[43]\tvalid_0's poisson: -90.5967\n",
"[44]\tvalid_0's poisson: -90.6649\n",
"[45]\tvalid_0's poisson: -90.7327\n",
"[46]\tvalid_0's poisson: -90.7997\n",
"[47]\tvalid_0's poisson: -90.8672\n",
"[48]\tvalid_0's poisson: -90.9333\n",
"[49]\tvalid_0's poisson: -90.9995\n",
"[50]\tvalid_0's poisson: -91.065\n",
"[51]\tvalid_0's poisson: -91.1304\n",
"[52]\tvalid_0's poisson: -91.1949\n",
"[53]\tvalid_0's poisson: -91.26\n",
"[54]\tvalid_0's poisson: -91.3233\n",
"[55]\tvalid_0's poisson: -91.3867\n",
"[56]\tvalid_0's poisson: -91.4507\n",
"[57]\tvalid_0's poisson: -91.5138\n",
"[58]\tvalid_0's poisson: -91.5759\n",
"[59]\tvalid_0's poisson: -91.6386\n",
"[60]\tvalid_0's poisson: -91.701\n",
"[61]\tvalid_0's poisson: -91.763\n",
"[62]\tvalid_0's poisson: -91.8236\n",
"[63]\tvalid_0's poisson: -91.8847\n",
"[64]\tvalid_0's poisson: -91.9453\n",
"[65]\tvalid_0's poisson: -92.006\n",
"[66]\tvalid_0's poisson: -92.0657\n",
"[67]\tvalid_0's poisson: -92.1258\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -92.185\n",
"[69]\tvalid_0's poisson: -92.2442\n",
"[70]\tvalid_0's poisson: -92.3023\n",
"[71]\tvalid_0's poisson: -92.3606\n",
"[72]\tvalid_0's poisson: -92.4188\n",
"[73]\tvalid_0's poisson: -92.4768\n",
"[74]\tvalid_0's poisson: -92.5341\n",
"[75]\tvalid_0's poisson: -92.5913\n",
"[76]\tvalid_0's poisson: -92.6475\n",
"[77]\tvalid_0's poisson: -92.7039\n",
"[78]\tvalid_0's poisson: -92.76\n",
"[79]\tvalid_0's poisson: -92.8162\n",
"[80]\tvalid_0's poisson: -92.8713\n",
"[81]\tvalid_0's poisson: -92.9268\n",
"[82]\tvalid_0's poisson: -92.9818\n",
"[83]\tvalid_0's poisson: -93.0362\n",
"[84]\tvalid_0's poisson: -93.0906\n",
"[85]\tvalid_0's poisson: -93.1451\n",
"[86]\tvalid_0's poisson: -93.1985\n",
"[87]\tvalid_0's poisson: -93.252\n",
"[88]\tvalid_0's poisson: -93.3052\n",
"[89]\tvalid_0's poisson: -93.3585\n",
"[90]\tvalid_0's poisson: -93.4106\n",
"[91]\tvalid_0's poisson: -93.4632\n",
"[92]\tvalid_0's poisson: -93.5156\n",
"[93]\tvalid_0's poisson: -93.5676\n",
"[94]\tvalid_0's poisson: -93.6196\n",
"[95]\tvalid_0's poisson: -93.6704\n",
"[96]\tvalid_0's poisson: -93.7216\n",
"[97]\tvalid_0's poisson: -93.7723\n",
"[98]\tvalid_0's poisson: -93.8231\n",
"[99]\tvalid_0's poisson: -93.8736\n",
"[100]\tvalid_0's poisson: -93.9236\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2624\n",
"[2]\tvalid_0's poisson: -87.3545\n",
"[3]\tvalid_0's poisson: -87.4458\n",
"[4]\tvalid_0's poisson: -87.5364\n",
"[5]\tvalid_0's poisson: -87.6267\n",
"[6]\tvalid_0's poisson: -87.716\n",
"[7]\tvalid_0's poisson: -87.8047\n",
"[8]\tvalid_0's poisson: -87.893\n",
"[9]\tvalid_0's poisson: -87.9803\n",
"[10]\tvalid_0's poisson: -88.0674\n",
"[11]\tvalid_0's poisson: -88.1531\n",
"[12]\tvalid_0's poisson: -88.2388\n",
"[13]\tvalid_0's poisson: -88.3231\n",
"[14]\tvalid_0's poisson: -88.407\n",
"[15]\tvalid_0's poisson: -88.49\n",
"[16]\tvalid_0's poisson: -88.5724\n",
"[17]\tvalid_0's poisson: -88.6542\n",
"[18]\tvalid_0's poisson: -88.7354\n",
"[19]\tvalid_0's poisson: -88.8163\n",
"[20]\tvalid_0's poisson: -88.8967\n",
"[21]\tvalid_0's poisson: -88.9765\n",
"[22]\tvalid_0's poisson: -89.0555\n",
"[23]\tvalid_0's poisson: -89.1342\n",
"[24]\tvalid_0's poisson: -89.2124\n",
"[25]\tvalid_0's poisson: -89.29\n",
"[26]\tvalid_0's poisson: -89.3672\n",
"[27]\tvalid_0's poisson: -89.4437\n",
"[28]\tvalid_0's poisson: -89.5199\n",
"[29]\tvalid_0's poisson: -89.5955\n",
"[30]\tvalid_0's poisson: -89.6706\n",
"[31]\tvalid_0's poisson: -89.7452\n",
"[32]\tvalid_0's poisson: -89.8192\n",
"[33]\tvalid_0's poisson: -89.8928\n",
"[34]\tvalid_0's poisson: -89.9659\n",
"[35]\tvalid_0's poisson: -90.0385\n",
"[36]\tvalid_0's poisson: -90.1107\n",
"[37]\tvalid_0's poisson: -90.1819\n",
"[38]\tvalid_0's poisson: -90.2532\n",
"[39]\tvalid_0's poisson: -90.3235\n",
"[40]\tvalid_0's poisson: -90.3938\n",
"[41]\tvalid_0's poisson: -90.4631\n",
"[42]\tvalid_0's poisson: -90.5321\n",
"[43]\tvalid_0's poisson: -90.6006\n",
"[44]\tvalid_0's poisson: -90.6688\n",
"[45]\tvalid_0's poisson: -90.7368\n",
"[46]\tvalid_0's poisson: -90.8041\n",
"[47]\tvalid_0's poisson: -90.8714\n",
"[48]\tvalid_0's poisson: -90.9378\n",
"[49]\tvalid_0's poisson: -91.0043\n",
"[50]\tvalid_0's poisson: -91.0701\n",
"[51]\tvalid_0's poisson: -91.1355\n",
"[52]\tvalid_0's poisson: -91.2004\n",
"[53]\tvalid_0's poisson: -91.2649\n",
"[54]\tvalid_0's poisson: -91.3289\n",
"[55]\tvalid_0's poisson: -91.393\n",
"[56]\tvalid_0's poisson: -91.4563\n",
"[57]\tvalid_0's poisson: -91.5194\n",
"[58]\tvalid_0's poisson: -91.5824\n",
"[59]\tvalid_0's poisson: -91.644\n",
"[60]\tvalid_0's poisson: -91.7062\n",
"[61]\tvalid_0's poisson: -91.7678\n",
"[62]\tvalid_0's poisson: -91.8286\n",
"[63]\tvalid_0's poisson: -91.8896\n",
"[64]\tvalid_0's poisson: -91.9499\n",
"[65]\tvalid_0's poisson: -92.0104\n",
"[66]\tvalid_0's poisson: -92.0698\n",
"[67]\tvalid_0's poisson: -92.1286\n",
"[68]\tvalid_0's poisson: -92.1877\n",
"[69]\tvalid_0's poisson: -92.2461\n",
"[70]\tvalid_0's poisson: -92.3044\n",
"[71]\tvalid_0's poisson: -92.3628\n",
"[72]\tvalid_0's poisson: -92.4202\n",
"[73]\tvalid_0's poisson: -92.4775\n",
"[74]\tvalid_0's poisson: -92.5343\n",
"[75]\tvalid_0's poisson: -92.5908\n",
"[76]\tvalid_0's poisson: -92.6473\n",
"[77]\tvalid_0's poisson: -92.7037\n",
"[78]\tvalid_0's poisson: -92.7598\n",
"[79]\tvalid_0's poisson: -92.8152\n",
"[80]\tvalid_0's poisson: -92.8701\n",
"[81]\tvalid_0's poisson: -92.9248\n",
"[82]\tvalid_0's poisson: -92.9796\n",
"[83]\tvalid_0's poisson: -93.0345\n",
"[84]\tvalid_0's poisson: -93.0884\n",
"[85]\tvalid_0's poisson: -93.1422\n",
"[86]\tvalid_0's poisson: -93.1953\n",
"[87]\tvalid_0's poisson: -93.2488\n",
"[88]\tvalid_0's poisson: -93.3016\n",
"[89]\tvalid_0's poisson: -93.3546\n",
"[90]\tvalid_0's poisson: -93.4075\n",
"[91]\tvalid_0's poisson: -93.4594\n",
"[92]\tvalid_0's poisson: -93.5111\n",
"[93]\tvalid_0's poisson: -93.5628\n",
"[94]\tvalid_0's poisson: -93.6141\n",
"[95]\tvalid_0's poisson: -93.6657\n",
"[96]\tvalid_0's poisson: -93.717\n",
"[97]\tvalid_0's poisson: -93.7674\n",
"[98]\tvalid_0's poisson: -93.8177\n",
"[99]\tvalid_0's poisson: -93.8677\n",
"[100]\tvalid_0's poisson: -93.9174\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2695\n",
"[2]\tvalid_0's poisson: -87.3623\n",
"[3]\tvalid_0's poisson: -87.4543\n",
"[4]\tvalid_0's poisson: -87.5455\n",
"[5]\tvalid_0's poisson: -87.636\n",
"[6]\tvalid_0's poisson: -87.7258\n",
"[7]\tvalid_0's poisson: -87.8149\n",
"[8]\tvalid_0's poisson: -87.9033\n",
"[9]\tvalid_0's poisson: -87.991\n",
"[10]\tvalid_0's poisson: -88.078\n",
"[11]\tvalid_0's poisson: -88.1643\n",
"[12]\tvalid_0's poisson: -88.2499\n",
"[13]\tvalid_0's poisson: -88.3349\n",
"[14]\tvalid_0's poisson: -88.4192\n",
"[15]\tvalid_0's poisson: -88.5031\n",
"[16]\tvalid_0's poisson: -88.5861\n",
"[17]\tvalid_0's poisson: -88.6685\n",
"[18]\tvalid_0's poisson: -88.7505\n",
"[19]\tvalid_0's poisson: -88.8317\n",
"[20]\tvalid_0's poisson: -88.9123\n",
"[21]\tvalid_0's poisson: -88.9924\n",
"[22]\tvalid_0's poisson: -89.0717\n",
"[23]\tvalid_0's poisson: -89.151\n",
"[24]\tvalid_0's poisson: -89.2291\n",
"[25]\tvalid_0's poisson: -89.3069\n",
"[26]\tvalid_0's poisson: -89.3842\n",
"[27]\tvalid_0's poisson: -89.4606\n",
"[28]\tvalid_0's poisson: -89.5371\n",
"[29]\tvalid_0's poisson: -89.6125\n",
"[30]\tvalid_0's poisson: -89.6872\n",
"[31]\tvalid_0's poisson: -89.7619\n",
"[32]\tvalid_0's poisson: -89.8354\n",
"[33]\tvalid_0's poisson: -89.9092\n",
"[34]\tvalid_0's poisson: -89.9824\n",
"[35]\tvalid_0's poisson: -90.0551\n",
"[36]\tvalid_0's poisson: -90.1273\n",
"[37]\tvalid_0's poisson: -90.1989\n",
"[38]\tvalid_0's poisson: -90.2702\n",
"[39]\tvalid_0's poisson: -90.3411\n",
"[40]\tvalid_0's poisson: -90.4115\n",
"[41]\tvalid_0's poisson: -90.4812\n",
"[42]\tvalid_0's poisson: -90.5502\n",
"[43]\tvalid_0's poisson: -90.619\n",
"[44]\tvalid_0's poisson: -90.6876\n",
"[45]\tvalid_0's poisson: -90.7556\n",
"[46]\tvalid_0's poisson: -90.8231\n",
"[47]\tvalid_0's poisson: -90.8905\n",
"[48]\tvalid_0's poisson: -90.9569\n",
"[49]\tvalid_0's poisson: -91.0234\n",
"[50]\tvalid_0's poisson: -91.0893\n",
"[51]\tvalid_0's poisson: -91.1548\n",
"[52]\tvalid_0's poisson: -91.2198\n",
"[53]\tvalid_0's poisson: -91.2845\n",
"[54]\tvalid_0's poisson: -91.3488\n",
"[55]\tvalid_0's poisson: -91.4127\n",
"[56]\tvalid_0's poisson: -91.4763\n",
"[57]\tvalid_0's poisson: -91.5393\n",
"[58]\tvalid_0's poisson: -91.6022\n",
"[59]\tvalid_0's poisson: -91.6643\n",
"[60]\tvalid_0's poisson: -91.7263\n",
"[61]\tvalid_0's poisson: -91.7876\n",
"[62]\tvalid_0's poisson: -91.8488\n",
"[63]\tvalid_0's poisson: -91.9098\n",
"[64]\tvalid_0's poisson: -91.9703\n",
"[65]\tvalid_0's poisson: -92.0303\n",
"[66]\tvalid_0's poisson: -92.0902\n",
"[67]\tvalid_0's poisson: -92.1498\n",
"[68]\tvalid_0's poisson: -92.2088\n",
"[69]\tvalid_0's poisson: -92.2675\n",
"[70]\tvalid_0's poisson: -92.326\n",
"[71]\tvalid_0's poisson: -92.3843\n",
"[72]\tvalid_0's poisson: -92.4423\n",
"[73]\tvalid_0's poisson: -92.4999\n",
"[74]\tvalid_0's poisson: -92.5571\n",
"[75]\tvalid_0's poisson: -92.6135\n",
"[76]\tvalid_0's poisson: -92.6703\n",
"[77]\tvalid_0's poisson: -92.7264\n",
"[78]\tvalid_0's poisson: -92.7826\n",
"[79]\tvalid_0's poisson: -92.8381\n",
"[80]\tvalid_0's poisson: -92.893\n",
"[81]\tvalid_0's poisson: -92.9481\n",
"[82]\tvalid_0's poisson: -93.003\n",
"[83]\tvalid_0's poisson: -93.0574\n",
"[84]\tvalid_0's poisson: -93.1118\n",
"[85]\tvalid_0's poisson: -93.1656\n",
"[86]\tvalid_0's poisson: -93.2193\n",
"[87]\tvalid_0's poisson: -93.2728\n",
"[88]\tvalid_0's poisson: -93.3257\n",
"[89]\tvalid_0's poisson: -93.3786\n",
"[90]\tvalid_0's poisson: -93.4315\n",
"[91]\tvalid_0's poisson: -93.4839\n",
"[92]\tvalid_0's poisson: -93.5362\n",
"[93]\tvalid_0's poisson: -93.588\n",
"[94]\tvalid_0's poisson: -93.6394\n",
"[95]\tvalid_0's poisson: -93.6911\n",
"[96]\tvalid_0's poisson: -93.7424\n",
"[97]\tvalid_0's poisson: -93.7935\n",
"[98]\tvalid_0's poisson: -93.8439\n",
"[99]\tvalid_0's poisson: -93.8948\n",
"[100]\tvalid_0's poisson: -93.9449\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2557\n",
"[2]\tvalid_0's poisson: -87.3471\n",
"[3]\tvalid_0's poisson: -87.4377\n",
"[4]\tvalid_0's poisson: -87.5277\n",
"[5]\tvalid_0's poisson: -87.6169\n",
"[6]\tvalid_0's poisson: -87.7054\n",
"[7]\tvalid_0's poisson: -87.7932\n",
"[8]\tvalid_0's poisson: -87.8804\n",
"[9]\tvalid_0's poisson: -87.9668\n",
"[10]\tvalid_0's poisson: -88.0526\n",
"[11]\tvalid_0's poisson: -88.1378\n",
"[12]\tvalid_0's poisson: -88.2223\n",
"[13]\tvalid_0's poisson: -88.3061\n",
"[14]\tvalid_0's poisson: -88.3893\n",
"[15]\tvalid_0's poisson: -88.472\n",
"[16]\tvalid_0's poisson: -88.554\n",
"[17]\tvalid_0's poisson: -88.6351\n",
"[18]\tvalid_0's poisson: -88.7159\n",
"[19]\tvalid_0's poisson: -88.7959\n",
"[20]\tvalid_0's poisson: -88.8756\n",
"[21]\tvalid_0's poisson: -88.9544\n",
"[22]\tvalid_0's poisson: -89.033\n",
"[23]\tvalid_0's poisson: -89.1107\n",
"[24]\tvalid_0's poisson: -89.1883\n",
"[25]\tvalid_0's poisson: -89.2649\n",
"[26]\tvalid_0's poisson: -89.3413\n",
"[27]\tvalid_0's poisson: -89.4169\n",
"[28]\tvalid_0's poisson: -89.4923\n",
"[29]\tvalid_0's poisson: -89.5668\n",
"[30]\tvalid_0's poisson: -89.6412\n",
"[31]\tvalid_0's poisson: -89.7147\n",
"[32]\tvalid_0's poisson: -89.7875\n",
"[33]\tvalid_0's poisson: -89.8604\n",
"[34]\tvalid_0's poisson: -89.9323\n",
"[35]\tvalid_0's poisson: -90.0039\n",
"[36]\tvalid_0's poisson: -90.0751\n",
"[37]\tvalid_0's poisson: -90.1454\n",
"[38]\tvalid_0's poisson: -90.2152\n",
"[39]\tvalid_0's poisson: -90.2855\n",
"[40]\tvalid_0's poisson: -90.3541\n",
"[41]\tvalid_0's poisson: -90.4232\n",
"[42]\tvalid_0's poisson: -90.4919\n",
"[43]\tvalid_0's poisson: -90.5598\n",
"[44]\tvalid_0's poisson: -90.6281\n",
"[45]\tvalid_0's poisson: -90.6948\n",
"[46]\tvalid_0's poisson: -90.7614\n",
"[47]\tvalid_0's poisson: -90.8276\n",
"[48]\tvalid_0's poisson: -90.894\n",
"[49]\tvalid_0's poisson: -90.9594\n",
"[50]\tvalid_0's poisson: -91.0249\n",
"[51]\tvalid_0's poisson: -91.0896\n",
"[52]\tvalid_0's poisson: -91.1535\n",
"[53]\tvalid_0's poisson: -91.2174\n",
"[54]\tvalid_0's poisson: -91.281\n",
"[55]\tvalid_0's poisson: -91.345\n",
"[56]\tvalid_0's poisson: -91.4074\n",
"[57]\tvalid_0's poisson: -91.4703\n",
"[58]\tvalid_0's poisson: -91.5329\n",
"[59]\tvalid_0's poisson: -91.5944\n",
"[60]\tvalid_0's poisson: -91.6559\n",
"[61]\tvalid_0's poisson: -91.7175\n",
"[62]\tvalid_0's poisson: -91.7778\n",
"[63]\tvalid_0's poisson: -91.8387\n",
"[64]\tvalid_0's poisson: -91.8992\n",
"[65]\tvalid_0's poisson: -91.959\n",
"[66]\tvalid_0's poisson: -92.0189\n",
"[67]\tvalid_0's poisson: -92.0782\n",
"[68]\tvalid_0's poisson: -92.137\n",
"[69]\tvalid_0's poisson: -92.1954\n",
"[70]\tvalid_0's poisson: -92.2544\n",
"[71]\tvalid_0's poisson: -92.3123\n",
"[72]\tvalid_0's poisson: -92.3696\n",
"[73]\tvalid_0's poisson: -92.4272\n",
"[74]\tvalid_0's poisson: -92.4841\n",
"[75]\tvalid_0's poisson: -92.5412\n",
"[76]\tvalid_0's poisson: -92.5978\n",
"[77]\tvalid_0's poisson: -92.6539\n",
"[78]\tvalid_0's poisson: -92.7101\n",
"[79]\tvalid_0's poisson: -92.7662\n",
"[80]\tvalid_0's poisson: -92.8212\n",
"[81]\tvalid_0's poisson: -92.8759\n",
"[82]\tvalid_0's poisson: -92.9308\n",
"[83]\tvalid_0's poisson: -92.9855\n",
"[84]\tvalid_0's poisson: -93.0398\n",
"[85]\tvalid_0's poisson: -93.0938\n",
"[86]\tvalid_0's poisson: -93.1473\n",
"[87]\tvalid_0's poisson: -93.2008\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[88]\tvalid_0's poisson: -93.2538\n",
"[89]\tvalid_0's poisson: -93.3067\n",
"[90]\tvalid_0's poisson: -93.3594\n",
"[91]\tvalid_0's poisson: -93.4116\n",
"[92]\tvalid_0's poisson: -93.4637\n",
"[93]\tvalid_0's poisson: -93.5155\n",
"[94]\tvalid_0's poisson: -93.5672\n",
"[95]\tvalid_0's poisson: -93.6185\n",
"[96]\tvalid_0's poisson: -93.6694\n",
"[97]\tvalid_0's poisson: -93.7203\n",
"[98]\tvalid_0's poisson: -93.7703\n",
"[99]\tvalid_0's poisson: -93.8207\n",
"[100]\tvalid_0's poisson: -93.8708\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=1, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.5666\n",
"[2]\tvalid_0's poisson: -100.006\n",
"[3]\tvalid_0's poisson: -102.279\n",
"[4]\tvalid_0's poisson: -103.844\n",
"[5]\tvalid_0's poisson: -104.791\n",
"[6]\tvalid_0's poisson: -105.582\n",
"[7]\tvalid_0's poisson: -106.094\n",
"[8]\tvalid_0's poisson: -106.516\n",
"[9]\tvalid_0's poisson: -106.801\n",
"[10]\tvalid_0's poisson: -107.075\n",
"[11]\tvalid_0's poisson: -107.347\n",
"[12]\tvalid_0's poisson: -107.502\n",
"[13]\tvalid_0's poisson: -107.619\n",
"[14]\tvalid_0's poisson: -107.717\n",
"[15]\tvalid_0's poisson: -107.776\n",
"[16]\tvalid_0's poisson: -107.863\n",
"[17]\tvalid_0's poisson: -107.894\n",
"[18]\tvalid_0's poisson: -107.998\n",
"[19]\tvalid_0's poisson: -108.055\n",
"[20]\tvalid_0's poisson: -108.083\n",
"[21]\tvalid_0's poisson: -108.152\n",
"[22]\tvalid_0's poisson: -108.203\n",
"[23]\tvalid_0's poisson: -108.235\n",
"[24]\tvalid_0's poisson: -108.25\n",
"[25]\tvalid_0's poisson: -108.286\n",
"[26]\tvalid_0's poisson: -108.327\n",
"[27]\tvalid_0's poisson: -108.358\n",
"[28]\tvalid_0's poisson: -108.41\n",
"[29]\tvalid_0's poisson: -108.441\n",
"[30]\tvalid_0's poisson: -108.492\n",
"[31]\tvalid_0's poisson: -108.546\n",
"[32]\tvalid_0's poisson: -108.549\n",
"[33]\tvalid_0's poisson: -108.586\n",
"[34]\tvalid_0's poisson: -108.611\n",
"[35]\tvalid_0's poisson: -108.623\n",
"[36]\tvalid_0's poisson: -108.651\n",
"[37]\tvalid_0's poisson: -108.679\n",
"[38]\tvalid_0's poisson: -108.688\n",
"[39]\tvalid_0's poisson: -108.7\n",
"[40]\tvalid_0's poisson: -108.709\n",
"[41]\tvalid_0's poisson: -108.725\n",
"[42]\tvalid_0's poisson: -108.763\n",
"[43]\tvalid_0's poisson: -108.788\n",
"[44]\tvalid_0's poisson: -108.796\n",
"[45]\tvalid_0's poisson: -108.797\n",
"[46]\tvalid_0's poisson: -108.807\n",
"[47]\tvalid_0's poisson: -108.819\n",
"[48]\tvalid_0's poisson: -108.824\n",
"[49]\tvalid_0's poisson: -108.833\n",
"[50]\tvalid_0's poisson: -108.863\n",
"[51]\tvalid_0's poisson: -108.869\n",
"[52]\tvalid_0's poisson: -108.87\n",
"[53]\tvalid_0's poisson: -108.873\n",
"[54]\tvalid_0's poisson: -108.894\n",
"[55]\tvalid_0's poisson: -108.917\n",
"[56]\tvalid_0's poisson: -108.93\n",
"[57]\tvalid_0's poisson: -108.954\n",
"[58]\tvalid_0's poisson: -108.965\n",
"[59]\tvalid_0's poisson: -108.967\n",
"[60]\tvalid_0's poisson: -108.985\n",
"[61]\tvalid_0's poisson: -108.985\n",
"[62]\tvalid_0's poisson: -109\n",
"[63]\tvalid_0's poisson: -109.016\n",
"[64]\tvalid_0's poisson: -109.021\n",
"[65]\tvalid_0's poisson: -109.031\n",
"[66]\tvalid_0's poisson: -109.038\n",
"[67]\tvalid_0's poisson: -109.046\n",
"[68]\tvalid_0's poisson: -109.053\n",
"[69]\tvalid_0's poisson: -109.07\n",
"[70]\tvalid_0's poisson: -109.081\n",
"[71]\tvalid_0's poisson: -109.087\n",
"[72]\tvalid_0's poisson: -109.091\n",
"[73]\tvalid_0's poisson: -109.096\n",
"[74]\tvalid_0's poisson: -109.101\n",
"[75]\tvalid_0's poisson: -109.101\n",
"[76]\tvalid_0's poisson: -109.111\n",
"[77]\tvalid_0's poisson: -109.113\n",
"[78]\tvalid_0's poisson: -109.111\n",
"[79]\tvalid_0's poisson: -109.114\n",
"[80]\tvalid_0's poisson: -109.113\n",
"[81]\tvalid_0's poisson: -109.122\n",
"[82]\tvalid_0's poisson: -109.127\n",
"[83]\tvalid_0's poisson: -109.134\n",
"[84]\tvalid_0's poisson: -109.14\n",
"[85]\tvalid_0's poisson: -109.132\n",
"[86]\tvalid_0's poisson: -109.137\n",
"[87]\tvalid_0's poisson: -109.147\n",
"[88]\tvalid_0's poisson: -109.152\n",
"[89]\tvalid_0's poisson: -109.151\n",
"[90]\tvalid_0's poisson: -109.154\n",
"[91]\tvalid_0's poisson: -109.16\n",
"[92]\tvalid_0's poisson: -109.163\n",
"[93]\tvalid_0's poisson: -109.167\n",
"[94]\tvalid_0's poisson: -109.183\n",
"[95]\tvalid_0's poisson: -109.187\n",
"[96]\tvalid_0's poisson: -109.195\n",
"[97]\tvalid_0's poisson: -109.203\n",
"[98]\tvalid_0's poisson: -109.213\n",
"[99]\tvalid_0's poisson: -109.214\n",
"[100]\tvalid_0's poisson: -109.214\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.4074\n",
"[2]\tvalid_0's poisson: -99.5128\n",
"[3]\tvalid_0's poisson: -102.133\n",
"[4]\tvalid_0's poisson: -103.324\n",
"[5]\tvalid_0's poisson: -104.103\n",
"[6]\tvalid_0's poisson: -104.718\n",
"[7]\tvalid_0's poisson: -105.766\n",
"[8]\tvalid_0's poisson: -106.135\n",
"[9]\tvalid_0's poisson: -106.461\n",
"[10]\tvalid_0's poisson: -106.745\n",
"[11]\tvalid_0's poisson: -106.907\n",
"[12]\tvalid_0's poisson: -107.066\n",
"[13]\tvalid_0's poisson: -107.208\n",
"[14]\tvalid_0's poisson: -107.337\n",
"[15]\tvalid_0's poisson: -107.575\n",
"[16]\tvalid_0's poisson: -107.655\n",
"[17]\tvalid_0's poisson: -107.719\n",
"[18]\tvalid_0's poisson: -107.79\n",
"[19]\tvalid_0's poisson: -107.838\n",
"[20]\tvalid_0's poisson: -107.904\n",
"[21]\tvalid_0's poisson: -107.942\n",
"[22]\tvalid_0's poisson: -108.022\n",
"[23]\tvalid_0's poisson: -108.097\n",
"[24]\tvalid_0's poisson: -108.136\n",
"[25]\tvalid_0's poisson: -108.16\n",
"[26]\tvalid_0's poisson: -108.166\n",
"[27]\tvalid_0's poisson: -108.236\n",
"[28]\tvalid_0's poisson: -108.274\n",
"[29]\tvalid_0's poisson: -108.327\n",
"[30]\tvalid_0's poisson: -108.333\n",
"[31]\tvalid_0's poisson: -108.368\n",
"[32]\tvalid_0's poisson: -108.384\n",
"[33]\tvalid_0's poisson: -108.393\n",
"[34]\tvalid_0's poisson: -108.422\n",
"[35]\tvalid_0's poisson: -108.455\n",
"[36]\tvalid_0's poisson: -108.48\n",
"[37]\tvalid_0's poisson: -108.488\n",
"[38]\tvalid_0's poisson: -108.498\n",
"[39]\tvalid_0's poisson: -108.507\n",
"[40]\tvalid_0's poisson: -108.529\n",
"[41]\tvalid_0's poisson: -108.553\n",
"[42]\tvalid_0's poisson: -108.561\n",
"[43]\tvalid_0's poisson: -108.569\n",
"[44]\tvalid_0's poisson: -108.585\n",
"[45]\tvalid_0's poisson: -108.592\n",
"[46]\tvalid_0's poisson: -108.594\n",
"[47]\tvalid_0's poisson: -108.623\n",
"[48]\tvalid_0's poisson: -108.646\n",
"[49]\tvalid_0's poisson: -108.671\n",
"[50]\tvalid_0's poisson: -108.688\n",
"[51]\tvalid_0's poisson: -108.698\n",
"[52]\tvalid_0's poisson: -108.703\n",
"[53]\tvalid_0's poisson: -108.715\n",
"[54]\tvalid_0's poisson: -108.726\n",
"[55]\tvalid_0's poisson: -108.73\n",
"[56]\tvalid_0's poisson: -108.743\n",
"[57]\tvalid_0's poisson: -108.744\n",
"[58]\tvalid_0's poisson: -108.76\n",
"[59]\tvalid_0's poisson: -108.776\n",
"[60]\tvalid_0's poisson: -108.78\n",
"[61]\tvalid_0's poisson: -108.79\n",
"[62]\tvalid_0's poisson: -108.791\n",
"[63]\tvalid_0's poisson: -108.806\n",
"[64]\tvalid_0's poisson: -108.813\n",
"[65]\tvalid_0's poisson: -108.827\n",
"[66]\tvalid_0's poisson: -108.845\n",
"[67]\tvalid_0's poisson: -108.851\n",
"[68]\tvalid_0's poisson: -108.852\n",
"[69]\tvalid_0's poisson: -108.857\n",
"[70]\tvalid_0's poisson: -108.863\n",
"[71]\tvalid_0's poisson: -108.867\n",
"[72]\tvalid_0's poisson: -108.868\n",
"[73]\tvalid_0's poisson: -108.873\n",
"[74]\tvalid_0's poisson: -108.878\n",
"[75]\tvalid_0's poisson: -108.891\n",
"[76]\tvalid_0's poisson: -108.892\n",
"[77]\tvalid_0's poisson: -108.899\n",
"[78]\tvalid_0's poisson: -108.937\n",
"[79]\tvalid_0's poisson: -108.94\n",
"[80]\tvalid_0's poisson: -108.945\n",
"[81]\tvalid_0's poisson: -108.949\n",
"[82]\tvalid_0's poisson: -108.95\n",
"[83]\tvalid_0's poisson: -108.951\n",
"[84]\tvalid_0's poisson: -108.954\n",
"[85]\tvalid_0's poisson: -108.964\n",
"[86]\tvalid_0's poisson: -108.969\n",
"[87]\tvalid_0's poisson: -108.969\n",
"[88]\tvalid_0's poisson: -108.977\n",
"[89]\tvalid_0's poisson: -108.979\n",
"[90]\tvalid_0's poisson: -108.979\n",
"[91]\tvalid_0's poisson: -109.009\n",
"[92]\tvalid_0's poisson: -109.008\n",
"[93]\tvalid_0's poisson: -109.021\n",
"[94]\tvalid_0's poisson: -109.022\n",
"[95]\tvalid_0's poisson: -109.019\n",
"[96]\tvalid_0's poisson: -109.021\n",
"[97]\tvalid_0's poisson: -109.025\n",
"[98]\tvalid_0's poisson: -109.03\n",
"[99]\tvalid_0's poisson: -109.039\n",
"[100]\tvalid_0's poisson: -109.04\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.6673\n",
"[2]\tvalid_0's poisson: -100.12\n",
"[3]\tvalid_0's poisson: -102.336\n",
"[4]\tvalid_0's poisson: -103.919\n",
"[5]\tvalid_0's poisson: -104.848\n",
"[6]\tvalid_0's poisson: -105.628\n",
"[7]\tvalid_0's poisson: -106.158\n",
"[8]\tvalid_0's poisson: -106.579\n",
"[9]\tvalid_0's poisson: -106.821\n",
"[10]\tvalid_0's poisson: -107.023\n",
"[11]\tvalid_0's poisson: -107.194\n",
"[12]\tvalid_0's poisson: -107.311\n",
"[13]\tvalid_0's poisson: -107.561\n",
"[14]\tvalid_0's poisson: -107.626\n",
"[15]\tvalid_0's poisson: -107.686\n",
"[16]\tvalid_0's poisson: -107.755\n",
"[17]\tvalid_0's poisson: -107.825\n",
"[18]\tvalid_0's poisson: -107.919\n",
"[19]\tvalid_0's poisson: -107.965\n",
"[20]\tvalid_0's poisson: -108.012\n",
"[21]\tvalid_0's poisson: -108.052\n",
"[22]\tvalid_0's poisson: -108.099\n",
"[23]\tvalid_0's poisson: -108.135\n",
"[24]\tvalid_0's poisson: -108.183\n",
"[25]\tvalid_0's poisson: -108.225\n",
"[26]\tvalid_0's poisson: -108.249\n",
"[27]\tvalid_0's poisson: -108.269\n",
"[28]\tvalid_0's poisson: -108.301\n",
"[29]\tvalid_0's poisson: -108.34\n",
"[30]\tvalid_0's poisson: -108.378\n",
"[31]\tvalid_0's poisson: -108.448\n",
"[32]\tvalid_0's poisson: -108.48\n",
"[33]\tvalid_0's poisson: -108.517\n",
"[34]\tvalid_0's poisson: -108.53\n",
"[35]\tvalid_0's poisson: -108.531\n",
"[36]\tvalid_0's poisson: -108.559\n",
"[37]\tvalid_0's poisson: -108.571\n",
"[38]\tvalid_0's poisson: -108.576\n",
"[39]\tvalid_0's poisson: -108.582\n",
"[40]\tvalid_0's poisson: -108.592\n",
"[41]\tvalid_0's poisson: -108.593\n",
"[42]\tvalid_0's poisson: -108.653\n",
"[43]\tvalid_0's poisson: -108.678\n",
"[44]\tvalid_0's poisson: -108.688\n",
"[45]\tvalid_0's poisson: -108.708\n",
"[46]\tvalid_0's poisson: -108.715\n",
"[47]\tvalid_0's poisson: -108.714\n",
"[48]\tvalid_0's poisson: -108.736\n",
"[49]\tvalid_0's poisson: -108.766\n",
"[50]\tvalid_0's poisson: -108.788\n",
"[51]\tvalid_0's poisson: -108.807\n",
"[52]\tvalid_0's poisson: -108.819\n",
"[53]\tvalid_0's poisson: -108.842\n",
"[54]\tvalid_0's poisson: -108.858\n",
"[55]\tvalid_0's poisson: -108.862\n",
"[56]\tvalid_0's poisson: -108.888\n",
"[57]\tvalid_0's poisson: -108.893\n",
"[58]\tvalid_0's poisson: -108.911\n",
"[59]\tvalid_0's poisson: -108.915\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[60]\tvalid_0's poisson: -108.921\n",
"[61]\tvalid_0's poisson: -108.932\n",
"[62]\tvalid_0's poisson: -108.938\n",
"[63]\tvalid_0's poisson: -108.94\n",
"[64]\tvalid_0's poisson: -108.948\n",
"[65]\tvalid_0's poisson: -108.965\n",
"[66]\tvalid_0's poisson: -108.988\n",
"[67]\tvalid_0's poisson: -108.993\n",
"[68]\tvalid_0's poisson: -108.995\n",
"[69]\tvalid_0's poisson: -108.997\n",
"[70]\tvalid_0's poisson: -109.007\n",
"[71]\tvalid_0's poisson: -109.009\n",
"[72]\tvalid_0's poisson: -109.017\n",
"[73]\tvalid_0's poisson: -109.016\n",
"[74]\tvalid_0's poisson: -109.016\n",
"[75]\tvalid_0's poisson: -109.024\n",
"[76]\tvalid_0's poisson: -109.023\n",
"[77]\tvalid_0's poisson: -109.026\n",
"[78]\tvalid_0's poisson: -109.029\n",
"[79]\tvalid_0's poisson: -109.053\n",
"[80]\tvalid_0's poisson: -109.055\n",
"[81]\tvalid_0's poisson: -109.069\n",
"[82]\tvalid_0's poisson: -109.079\n",
"[83]\tvalid_0's poisson: -109.091\n",
"[84]\tvalid_0's poisson: -109.09\n",
"[85]\tvalid_0's poisson: -109.091\n",
"[86]\tvalid_0's poisson: -109.093\n",
"[87]\tvalid_0's poisson: -109.093\n",
"[88]\tvalid_0's poisson: -109.095\n",
"[89]\tvalid_0's poisson: -109.095\n",
"[90]\tvalid_0's poisson: -109.088\n",
"[91]\tvalid_0's poisson: -109.097\n",
"[92]\tvalid_0's poisson: -109.105\n",
"[93]\tvalid_0's poisson: -109.105\n",
"[94]\tvalid_0's poisson: -109.108\n",
"[95]\tvalid_0's poisson: -109.114\n",
"[96]\tvalid_0's poisson: -109.125\n",
"[97]\tvalid_0's poisson: -109.13\n",
"[98]\tvalid_0's poisson: -109.135\n",
"[99]\tvalid_0's poisson: -109.136\n",
"[100]\tvalid_0's poisson: -109.129\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.6854\n",
"[2]\tvalid_0's poisson: -100.136\n",
"[3]\tvalid_0's poisson: -102.356\n",
"[4]\tvalid_0's poisson: -103.913\n",
"[5]\tvalid_0's poisson: -104.967\n",
"[6]\tvalid_0's poisson: -105.899\n",
"[7]\tvalid_0's poisson: -106.373\n",
"[8]\tvalid_0's poisson: -106.746\n",
"[9]\tvalid_0's poisson: -107.032\n",
"[10]\tvalid_0's poisson: -107.224\n",
"[11]\tvalid_0's poisson: -107.378\n",
"[12]\tvalid_0's poisson: -107.481\n",
"[13]\tvalid_0's poisson: -107.601\n",
"[14]\tvalid_0's poisson: -107.752\n",
"[15]\tvalid_0's poisson: -107.874\n",
"[16]\tvalid_0's poisson: -107.974\n",
"[17]\tvalid_0's poisson: -108.062\n",
"[18]\tvalid_0's poisson: -108.107\n",
"[19]\tvalid_0's poisson: -108.138\n",
"[20]\tvalid_0's poisson: -108.169\n",
"[21]\tvalid_0's poisson: -108.202\n",
"[22]\tvalid_0's poisson: -108.246\n",
"[23]\tvalid_0's poisson: -108.275\n",
"[24]\tvalid_0's poisson: -108.332\n",
"[25]\tvalid_0's poisson: -108.355\n",
"[26]\tvalid_0's poisson: -108.386\n",
"[27]\tvalid_0's poisson: -108.402\n",
"[28]\tvalid_0's poisson: -108.461\n",
"[29]\tvalid_0's poisson: -108.478\n",
"[30]\tvalid_0's poisson: -108.509\n",
"[31]\tvalid_0's poisson: -108.515\n",
"[32]\tvalid_0's poisson: -108.539\n",
"[33]\tvalid_0's poisson: -108.577\n",
"[34]\tvalid_0's poisson: -108.604\n",
"[35]\tvalid_0's poisson: -108.632\n",
"[36]\tvalid_0's poisson: -108.645\n",
"[37]\tvalid_0's poisson: -108.653\n",
"[38]\tvalid_0's poisson: -108.669\n",
"[39]\tvalid_0's poisson: -108.73\n",
"[40]\tvalid_0's poisson: -108.745\n",
"[41]\tvalid_0's poisson: -108.754\n",
"[42]\tvalid_0's poisson: -108.775\n",
"[43]\tvalid_0's poisson: -108.779\n",
"[44]\tvalid_0's poisson: -108.807\n",
"[45]\tvalid_0's poisson: -108.812\n",
"[46]\tvalid_0's poisson: -108.841\n",
"[47]\tvalid_0's poisson: -108.849\n",
"[48]\tvalid_0's poisson: -108.871\n",
"[49]\tvalid_0's poisson: -108.877\n",
"[50]\tvalid_0's poisson: -108.883\n",
"[51]\tvalid_0's poisson: -108.899\n",
"[52]\tvalid_0's poisson: -108.919\n",
"[53]\tvalid_0's poisson: -108.935\n",
"[54]\tvalid_0's poisson: -108.937\n",
"[55]\tvalid_0's poisson: -108.946\n",
"[56]\tvalid_0's poisson: -108.952\n",
"[57]\tvalid_0's poisson: -108.957\n",
"[58]\tvalid_0's poisson: -108.972\n",
"[59]\tvalid_0's poisson: -108.985\n",
"[60]\tvalid_0's poisson: -108.992\n",
"[61]\tvalid_0's poisson: -109.012\n",
"[62]\tvalid_0's poisson: -109.022\n",
"[63]\tvalid_0's poisson: -109.027\n",
"[64]\tvalid_0's poisson: -109.032\n",
"[65]\tvalid_0's poisson: -109.035\n",
"[66]\tvalid_0's poisson: -109.038\n",
"[67]\tvalid_0's poisson: -109.048\n",
"[68]\tvalid_0's poisson: -109.054\n",
"[69]\tvalid_0's poisson: -109.056\n",
"[70]\tvalid_0's poisson: -109.062\n",
"[71]\tvalid_0's poisson: -109.071\n",
"[72]\tvalid_0's poisson: -109.07\n",
"[73]\tvalid_0's poisson: -109.078\n",
"[74]\tvalid_0's poisson: -109.083\n",
"[75]\tvalid_0's poisson: -109.088\n",
"[76]\tvalid_0's poisson: -109.094\n",
"[77]\tvalid_0's poisson: -109.094\n",
"[78]\tvalid_0's poisson: -109.098\n",
"[79]\tvalid_0's poisson: -109.102\n",
"[80]\tvalid_0's poisson: -109.109\n",
"[81]\tvalid_0's poisson: -109.118\n",
"[82]\tvalid_0's poisson: -109.124\n",
"[83]\tvalid_0's poisson: -109.126\n",
"[84]\tvalid_0's poisson: -109.128\n",
"[85]\tvalid_0's poisson: -109.13\n",
"[86]\tvalid_0's poisson: -109.139\n",
"[87]\tvalid_0's poisson: -109.139\n",
"[88]\tvalid_0's poisson: -109.139\n",
"[89]\tvalid_0's poisson: -109.138\n",
"[90]\tvalid_0's poisson: -109.144\n",
"[91]\tvalid_0's poisson: -109.144\n",
"[92]\tvalid_0's poisson: -109.146\n",
"[93]\tvalid_0's poisson: -109.148\n",
"[94]\tvalid_0's poisson: -109.154\n",
"[95]\tvalid_0's poisson: -109.155\n",
"[96]\tvalid_0's poisson: -109.157\n",
"[97]\tvalid_0's poisson: -109.16\n",
"[98]\tvalid_0's poisson: -109.163\n",
"[99]\tvalid_0's poisson: -109.158\n",
"[100]\tvalid_0's poisson: -109.158\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.6559\n",
"[2]\tvalid_0's poisson: -100.115\n",
"[3]\tvalid_0's poisson: -102.318\n",
"[4]\tvalid_0's poisson: -103.895\n",
"[5]\tvalid_0's poisson: -104.943\n",
"[6]\tvalid_0's poisson: -105.879\n",
"[7]\tvalid_0's poisson: -106.357\n",
"[8]\tvalid_0's poisson: -106.733\n",
"[9]\tvalid_0's poisson: -107.015\n",
"[10]\tvalid_0's poisson: -107.221\n",
"[11]\tvalid_0's poisson: -107.437\n",
"[12]\tvalid_0's poisson: -107.566\n",
"[13]\tvalid_0's poisson: -107.678\n",
"[14]\tvalid_0's poisson: -107.821\n",
"[15]\tvalid_0's poisson: -107.898\n",
"[16]\tvalid_0's poisson: -107.922\n",
"[17]\tvalid_0's poisson: -107.971\n",
"[18]\tvalid_0's poisson: -108.004\n",
"[19]\tvalid_0's poisson: -108.008\n",
"[20]\tvalid_0's poisson: -108.095\n",
"[21]\tvalid_0's poisson: -108.182\n",
"[22]\tvalid_0's poisson: -108.254\n",
"[23]\tvalid_0's poisson: -108.302\n",
"[24]\tvalid_0's poisson: -108.344\n",
"[25]\tvalid_0's poisson: -108.357\n",
"[26]\tvalid_0's poisson: -108.374\n",
"[27]\tvalid_0's poisson: -108.402\n",
"[28]\tvalid_0's poisson: -108.44\n",
"[29]\tvalid_0's poisson: -108.474\n",
"[30]\tvalid_0's poisson: -108.507\n",
"[31]\tvalid_0's poisson: -108.54\n",
"[32]\tvalid_0's poisson: -108.592\n",
"[33]\tvalid_0's poisson: -108.625\n",
"[34]\tvalid_0's poisson: -108.649\n",
"[35]\tvalid_0's poisson: -108.67\n",
"[36]\tvalid_0's poisson: -108.68\n",
"[37]\tvalid_0's poisson: -108.689\n",
"[38]\tvalid_0's poisson: -108.719\n",
"[39]\tvalid_0's poisson: -108.75\n",
"[40]\tvalid_0's poisson: -108.756\n",
"[41]\tvalid_0's poisson: -108.763\n",
"[42]\tvalid_0's poisson: -108.775\n",
"[43]\tvalid_0's poisson: -108.831\n",
"[44]\tvalid_0's poisson: -108.843\n",
"[45]\tvalid_0's poisson: -108.866\n",
"[46]\tvalid_0's poisson: -108.886\n",
"[47]\tvalid_0's poisson: -108.892\n",
"[48]\tvalid_0's poisson: -108.902\n",
"[49]\tvalid_0's poisson: -108.906\n",
"[50]\tvalid_0's poisson: -108.901\n",
"[51]\tvalid_0's poisson: -108.912\n",
"[52]\tvalid_0's poisson: -108.914\n",
"[53]\tvalid_0's poisson: -108.918\n",
"[54]\tvalid_0's poisson: -108.917\n",
"[55]\tvalid_0's poisson: -108.919\n",
"[56]\tvalid_0's poisson: -108.936\n",
"[57]\tvalid_0's poisson: -108.937\n",
"[58]\tvalid_0's poisson: -108.946\n",
"[59]\tvalid_0's poisson: -108.96\n",
"[60]\tvalid_0's poisson: -108.981\n",
"[61]\tvalid_0's poisson: -108.988\n",
"[62]\tvalid_0's poisson: -108.995\n",
"[63]\tvalid_0's poisson: -109\n",
"[64]\tvalid_0's poisson: -109.006\n",
"[65]\tvalid_0's poisson: -109.01\n",
"[66]\tvalid_0's poisson: -109.021\n",
"[67]\tvalid_0's poisson: -109.023\n",
"[68]\tvalid_0's poisson: -109.027\n",
"[69]\tvalid_0's poisson: -109.032\n",
"[70]\tvalid_0's poisson: -109.042\n",
"[71]\tvalid_0's poisson: -109.065\n",
"[72]\tvalid_0's poisson: -109.071\n",
"[73]\tvalid_0's poisson: -109.072\n",
"[74]\tvalid_0's poisson: -109.075\n",
"[75]\tvalid_0's poisson: -109.082\n",
"[76]\tvalid_0's poisson: -109.083\n",
"[77]\tvalid_0's poisson: -109.086\n",
"[78]\tvalid_0's poisson: -109.088\n",
"[79]\tvalid_0's poisson: -109.091\n",
"[80]\tvalid_0's poisson: -109.096\n",
"[81]\tvalid_0's poisson: -109.105\n",
"[82]\tvalid_0's poisson: -109.111\n",
"[83]\tvalid_0's poisson: -109.111\n",
"[84]\tvalid_0's poisson: -109.117\n",
"[85]\tvalid_0's poisson: -109.12\n",
"[86]\tvalid_0's poisson: -109.12\n",
"[87]\tvalid_0's poisson: -109.123\n",
"[88]\tvalid_0's poisson: -109.127\n",
"[89]\tvalid_0's poisson: -109.127\n",
"[90]\tvalid_0's poisson: -109.13\n",
"[91]\tvalid_0's poisson: -109.129\n",
"[92]\tvalid_0's poisson: -109.128\n",
"[93]\tvalid_0's poisson: -109.134\n",
"[94]\tvalid_0's poisson: -109.13\n",
"[95]\tvalid_0's poisson: -109.147\n",
"[96]\tvalid_0's poisson: -109.152\n",
"[97]\tvalid_0's poisson: -109.153\n",
"[98]\tvalid_0's poisson: -109.159\n",
"[99]\tvalid_0's poisson: -109.164\n",
"[100]\tvalid_0's poisson: -109.171\n",
"[CV] END bagging_fraction=0.5, lambda_l1=10, lambda_l2=0.1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.047\n",
"[2]\tvalid_0's poisson: -103.481\n",
"[3]\tvalid_0's poisson: -105.221\n",
"[4]\tvalid_0's poisson: -106.189\n",
"[5]\tvalid_0's poisson: -106.802\n",
"[6]\tvalid_0's poisson: -107.115\n",
"[7]\tvalid_0's poisson: -107.426\n",
"[8]\tvalid_0's poisson: -107.868\n",
"[9]\tvalid_0's poisson: -107.994\n",
"[10]\tvalid_0's poisson: -108.136\n",
"[11]\tvalid_0's poisson: -108.214\n",
"[12]\tvalid_0's poisson: -108.286\n",
"[13]\tvalid_0's poisson: -108.364\n",
"[14]\tvalid_0's poisson: -108.522\n",
"[15]\tvalid_0's poisson: -108.655\n",
"[16]\tvalid_0's poisson: -108.825\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[17]\tvalid_0's poisson: -108.853\n",
"[18]\tvalid_0's poisson: -108.884\n",
"[19]\tvalid_0's poisson: -108.906\n",
"[20]\tvalid_0's poisson: -108.93\n",
"[21]\tvalid_0's poisson: -108.948\n",
"[22]\tvalid_0's poisson: -108.963\n",
"[23]\tvalid_0's poisson: -109.023\n",
"[24]\tvalid_0's poisson: -109.089\n",
"[25]\tvalid_0's poisson: -109.094\n",
"[26]\tvalid_0's poisson: -109.1\n",
"[27]\tvalid_0's poisson: -109.126\n",
"[28]\tvalid_0's poisson: -109.152\n",
"[29]\tvalid_0's poisson: -109.196\n",
"[30]\tvalid_0's poisson: -109.211\n",
"[31]\tvalid_0's poisson: -109.22\n",
"[32]\tvalid_0's poisson: -109.238\n",
"[33]\tvalid_0's poisson: -109.281\n",
"[34]\tvalid_0's poisson: -109.287\n",
"[35]\tvalid_0's poisson: -109.3\n",
"[36]\tvalid_0's poisson: -109.305\n",
"[37]\tvalid_0's poisson: -109.303\n",
"[38]\tvalid_0's poisson: -109.304\n",
"[39]\tvalid_0's poisson: -109.343\n",
"[40]\tvalid_0's poisson: -109.341\n",
"[41]\tvalid_0's poisson: -109.352\n",
"[42]\tvalid_0's poisson: -109.357\n",
"[43]\tvalid_0's poisson: -109.352\n",
"[44]\tvalid_0's poisson: -109.349\n",
"[45]\tvalid_0's poisson: -109.354\n",
"[46]\tvalid_0's poisson: -109.364\n",
"[47]\tvalid_0's poisson: -109.371\n",
"[48]\tvalid_0's poisson: -109.378\n",
"[49]\tvalid_0's poisson: -109.402\n",
"[50]\tvalid_0's poisson: -109.409\n",
"[51]\tvalid_0's poisson: -109.407\n",
"[52]\tvalid_0's poisson: -109.419\n",
"[53]\tvalid_0's poisson: -109.428\n",
"[54]\tvalid_0's poisson: -109.451\n",
"[55]\tvalid_0's poisson: -109.451\n",
"[56]\tvalid_0's poisson: -109.457\n",
"[57]\tvalid_0's poisson: -109.468\n",
"[58]\tvalid_0's poisson: -109.47\n",
"[59]\tvalid_0's poisson: -109.473\n",
"[60]\tvalid_0's poisson: -109.472\n",
"[61]\tvalid_0's poisson: -109.485\n",
"[62]\tvalid_0's poisson: -109.49\n",
"[63]\tvalid_0's poisson: -109.49\n",
"[64]\tvalid_0's poisson: -109.485\n",
"[65]\tvalid_0's poisson: -109.504\n",
"[66]\tvalid_0's poisson: -109.505\n",
"[67]\tvalid_0's poisson: -109.52\n",
"[68]\tvalid_0's poisson: -109.523\n",
"[69]\tvalid_0's poisson: -109.519\n",
"[70]\tvalid_0's poisson: -109.516\n",
"[71]\tvalid_0's poisson: -109.526\n",
"[72]\tvalid_0's poisson: -109.529\n",
"[73]\tvalid_0's poisson: -109.526\n",
"[74]\tvalid_0's poisson: -109.536\n",
"[75]\tvalid_0's poisson: -109.539\n",
"[76]\tvalid_0's poisson: -109.538\n",
"[77]\tvalid_0's poisson: -109.539\n",
"[78]\tvalid_0's poisson: -109.539\n",
"[79]\tvalid_0's poisson: -109.529\n",
"[80]\tvalid_0's poisson: -109.53\n",
"[81]\tvalid_0's poisson: -109.539\n",
"[82]\tvalid_0's poisson: -109.541\n",
"[83]\tvalid_0's poisson: -109.546\n",
"[84]\tvalid_0's poisson: -109.554\n",
"[85]\tvalid_0's poisson: -109.557\n",
"[86]\tvalid_0's poisson: -109.557\n",
"[87]\tvalid_0's poisson: -109.559\n",
"[88]\tvalid_0's poisson: -109.561\n",
"[89]\tvalid_0's poisson: -109.559\n",
"[90]\tvalid_0's poisson: -109.556\n",
"[91]\tvalid_0's poisson: -109.558\n",
"[92]\tvalid_0's poisson: -109.558\n",
"[93]\tvalid_0's poisson: -109.559\n",
"[94]\tvalid_0's poisson: -109.557\n",
"[95]\tvalid_0's poisson: -109.561\n",
"[96]\tvalid_0's poisson: -109.56\n",
"[97]\tvalid_0's poisson: -109.563\n",
"[98]\tvalid_0's poisson: -109.56\n",
"[99]\tvalid_0's poisson: -109.559\n",
"[100]\tvalid_0's poisson: -109.562\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.8462\n",
"[2]\tvalid_0's poisson: -102.694\n",
"[3]\tvalid_0's poisson: -104.772\n",
"[4]\tvalid_0's poisson: -105.871\n",
"[5]\tvalid_0's poisson: -106.598\n",
"[6]\tvalid_0's poisson: -107.06\n",
"[7]\tvalid_0's poisson: -107.507\n",
"[8]\tvalid_0's poisson: -107.722\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.009\n",
"[11]\tvalid_0's poisson: -108.178\n",
"[12]\tvalid_0's poisson: -108.288\n",
"[13]\tvalid_0's poisson: -108.386\n",
"[14]\tvalid_0's poisson: -108.442\n",
"[15]\tvalid_0's poisson: -108.518\n",
"[16]\tvalid_0's poisson: -108.531\n",
"[17]\tvalid_0's poisson: -108.615\n",
"[18]\tvalid_0's poisson: -108.723\n",
"[19]\tvalid_0's poisson: -108.804\n",
"[20]\tvalid_0's poisson: -108.812\n",
"[21]\tvalid_0's poisson: -108.833\n",
"[22]\tvalid_0's poisson: -108.914\n",
"[23]\tvalid_0's poisson: -108.933\n",
"[24]\tvalid_0's poisson: -108.975\n",
"[25]\tvalid_0's poisson: -108.982\n",
"[26]\tvalid_0's poisson: -108.994\n",
"[27]\tvalid_0's poisson: -109\n",
"[28]\tvalid_0's poisson: -109.085\n",
"[29]\tvalid_0's poisson: -109.121\n",
"[30]\tvalid_0's poisson: -109.143\n",
"[31]\tvalid_0's poisson: -109.152\n",
"[32]\tvalid_0's poisson: -109.161\n",
"[33]\tvalid_0's poisson: -109.172\n",
"[34]\tvalid_0's poisson: -109.189\n",
"[35]\tvalid_0's poisson: -109.198\n",
"[36]\tvalid_0's poisson: -109.238\n",
"[37]\tvalid_0's poisson: -109.247\n",
"[38]\tvalid_0's poisson: -109.26\n",
"[39]\tvalid_0's poisson: -109.275\n",
"[40]\tvalid_0's poisson: -109.28\n",
"[41]\tvalid_0's poisson: -109.288\n",
"[42]\tvalid_0's poisson: -109.288\n",
"[43]\tvalid_0's poisson: -109.292\n",
"[44]\tvalid_0's poisson: -109.315\n",
"[45]\tvalid_0's poisson: -109.321\n",
"[46]\tvalid_0's poisson: -109.33\n",
"[47]\tvalid_0's poisson: -109.338\n",
"[48]\tvalid_0's poisson: -109.343\n",
"[49]\tvalid_0's poisson: -109.364\n",
"[50]\tvalid_0's poisson: -109.372\n",
"[51]\tvalid_0's poisson: -109.372\n",
"[52]\tvalid_0's poisson: -109.375\n",
"[53]\tvalid_0's poisson: -109.378\n",
"[54]\tvalid_0's poisson: -109.393\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.415\n",
"[57]\tvalid_0's poisson: -109.417\n",
"[58]\tvalid_0's poisson: -109.428\n",
"[59]\tvalid_0's poisson: -109.427\n",
"[60]\tvalid_0's poisson: -109.426\n",
"[61]\tvalid_0's poisson: -109.428\n",
"[62]\tvalid_0's poisson: -109.426\n",
"[63]\tvalid_0's poisson: -109.432\n",
"[64]\tvalid_0's poisson: -109.429\n",
"[65]\tvalid_0's poisson: -109.438\n",
"[66]\tvalid_0's poisson: -109.442\n",
"[67]\tvalid_0's poisson: -109.448\n",
"[68]\tvalid_0's poisson: -109.445\n",
"[69]\tvalid_0's poisson: -109.443\n",
"[70]\tvalid_0's poisson: -109.457\n",
"[71]\tvalid_0's poisson: -109.46\n",
"[72]\tvalid_0's poisson: -109.463\n",
"[73]\tvalid_0's poisson: -109.465\n",
"[74]\tvalid_0's poisson: -109.464\n",
"[75]\tvalid_0's poisson: -109.466\n",
"[76]\tvalid_0's poisson: -109.47\n",
"[77]\tvalid_0's poisson: -109.466\n",
"[78]\tvalid_0's poisson: -109.465\n",
"[79]\tvalid_0's poisson: -109.484\n",
"[80]\tvalid_0's poisson: -109.502\n",
"[81]\tvalid_0's poisson: -109.501\n",
"[82]\tvalid_0's poisson: -109.505\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.512\n",
"[85]\tvalid_0's poisson: -109.513\n",
"[86]\tvalid_0's poisson: -109.516\n",
"[87]\tvalid_0's poisson: -109.518\n",
"[88]\tvalid_0's poisson: -109.521\n",
"[89]\tvalid_0's poisson: -109.517\n",
"[90]\tvalid_0's poisson: -109.516\n",
"[91]\tvalid_0's poisson: -109.527\n",
"[92]\tvalid_0's poisson: -109.531\n",
"[93]\tvalid_0's poisson: -109.531\n",
"[94]\tvalid_0's poisson: -109.539\n",
"[95]\tvalid_0's poisson: -109.539\n",
"[96]\tvalid_0's poisson: -109.545\n",
"[97]\tvalid_0's poisson: -109.555\n",
"[98]\tvalid_0's poisson: -109.555\n",
"[99]\tvalid_0's poisson: -109.558\n",
"[100]\tvalid_0's poisson: -109.556\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.989\n",
"[2]\tvalid_0's poisson: -103.127\n",
"[3]\tvalid_0's poisson: -104.849\n",
"[4]\tvalid_0's poisson: -105.816\n",
"[5]\tvalid_0's poisson: -106.458\n",
"[6]\tvalid_0's poisson: -106.921\n",
"[7]\tvalid_0's poisson: -107.183\n",
"[8]\tvalid_0's poisson: -107.334\n",
"[9]\tvalid_0's poisson: -107.437\n",
"[10]\tvalid_0's poisson: -107.636\n",
"[11]\tvalid_0's poisson: -108.245\n",
"[12]\tvalid_0's poisson: -108.474\n",
"[13]\tvalid_0's poisson: -108.558\n",
"[14]\tvalid_0's poisson: -108.596\n",
"[15]\tvalid_0's poisson: -108.662\n",
"[16]\tvalid_0's poisson: -108.718\n",
"[17]\tvalid_0's poisson: -108.757\n",
"[18]\tvalid_0's poisson: -108.845\n",
"[19]\tvalid_0's poisson: -108.92\n",
"[20]\tvalid_0's poisson: -108.934\n",
"[21]\tvalid_0's poisson: -108.955\n",
"[22]\tvalid_0's poisson: -109.004\n",
"[23]\tvalid_0's poisson: -109.058\n",
"[24]\tvalid_0's poisson: -109.088\n",
"[25]\tvalid_0's poisson: -109.09\n",
"[26]\tvalid_0's poisson: -109.112\n",
"[27]\tvalid_0's poisson: -109.123\n",
"[28]\tvalid_0's poisson: -109.158\n",
"[29]\tvalid_0's poisson: -109.158\n",
"[30]\tvalid_0's poisson: -109.213\n",
"[31]\tvalid_0's poisson: -109.217\n",
"[32]\tvalid_0's poisson: -109.226\n",
"[33]\tvalid_0's poisson: -109.253\n",
"[34]\tvalid_0's poisson: -109.268\n",
"[35]\tvalid_0's poisson: -109.282\n",
"[36]\tvalid_0's poisson: -109.296\n",
"[37]\tvalid_0's poisson: -109.299\n",
"[38]\tvalid_0's poisson: -109.297\n",
"[39]\tvalid_0's poisson: -109.298\n",
"[40]\tvalid_0's poisson: -109.298\n",
"[41]\tvalid_0's poisson: -109.312\n",
"[42]\tvalid_0's poisson: -109.319\n",
"[43]\tvalid_0's poisson: -109.316\n",
"[44]\tvalid_0's poisson: -109.319\n",
"[45]\tvalid_0's poisson: -109.36\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.359\n",
"[48]\tvalid_0's poisson: -109.369\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.374\n",
"[51]\tvalid_0's poisson: -109.377\n",
"[52]\tvalid_0's poisson: -109.377\n",
"[53]\tvalid_0's poisson: -109.383\n",
"[54]\tvalid_0's poisson: -109.377\n",
"[55]\tvalid_0's poisson: -109.387\n",
"[56]\tvalid_0's poisson: -109.392\n",
"[57]\tvalid_0's poisson: -109.406\n",
"[58]\tvalid_0's poisson: -109.408\n",
"[59]\tvalid_0's poisson: -109.402\n",
"[60]\tvalid_0's poisson: -109.402\n",
"[61]\tvalid_0's poisson: -109.406\n",
"[62]\tvalid_0's poisson: -109.409\n",
"[63]\tvalid_0's poisson: -109.412\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[64]\tvalid_0's poisson: -109.42\n",
"[65]\tvalid_0's poisson: -109.426\n",
"[66]\tvalid_0's poisson: -109.425\n",
"[67]\tvalid_0's poisson: -109.428\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.433\n",
"[70]\tvalid_0's poisson: -109.441\n",
"[71]\tvalid_0's poisson: -109.439\n",
"[72]\tvalid_0's poisson: -109.472\n",
"[73]\tvalid_0's poisson: -109.469\n",
"[74]\tvalid_0's poisson: -109.475\n",
"[75]\tvalid_0's poisson: -109.478\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.487\n",
"[78]\tvalid_0's poisson: -109.483\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.489\n",
"[81]\tvalid_0's poisson: -109.492\n",
"[82]\tvalid_0's poisson: -109.502\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.517\n",
"[85]\tvalid_0's poisson: -109.516\n",
"[86]\tvalid_0's poisson: -109.52\n",
"[87]\tvalid_0's poisson: -109.524\n",
"[88]\tvalid_0's poisson: -109.523\n",
"[89]\tvalid_0's poisson: -109.523\n",
"[90]\tvalid_0's poisson: -109.524\n",
"[91]\tvalid_0's poisson: -109.52\n",
"[92]\tvalid_0's poisson: -109.517\n",
"[93]\tvalid_0's poisson: -109.516\n",
"[94]\tvalid_0's poisson: -109.523\n",
"[95]\tvalid_0's poisson: -109.521\n",
"[96]\tvalid_0's poisson: -109.519\n",
"[97]\tvalid_0's poisson: -109.527\n",
"[98]\tvalid_0's poisson: -109.532\n",
"[99]\tvalid_0's poisson: -109.532\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.013\n",
"[2]\tvalid_0's poisson: -103.203\n",
"[3]\tvalid_0's poisson: -104.867\n",
"[4]\tvalid_0's poisson: -105.841\n",
"[5]\tvalid_0's poisson: -106.436\n",
"[6]\tvalid_0's poisson: -106.808\n",
"[7]\tvalid_0's poisson: -107.522\n",
"[8]\tvalid_0's poisson: -107.814\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.225\n",
"[11]\tvalid_0's poisson: -108.304\n",
"[12]\tvalid_0's poisson: -108.381\n",
"[13]\tvalid_0's poisson: -108.477\n",
"[14]\tvalid_0's poisson: -108.509\n",
"[15]\tvalid_0's poisson: -108.664\n",
"[16]\tvalid_0's poisson: -108.735\n",
"[17]\tvalid_0's poisson: -108.804\n",
"[18]\tvalid_0's poisson: -108.823\n",
"[19]\tvalid_0's poisson: -108.866\n",
"[20]\tvalid_0's poisson: -108.937\n",
"[21]\tvalid_0's poisson: -108.972\n",
"[22]\tvalid_0's poisson: -108.977\n",
"[23]\tvalid_0's poisson: -108.988\n",
"[24]\tvalid_0's poisson: -109.009\n",
"[25]\tvalid_0's poisson: -109.033\n",
"[26]\tvalid_0's poisson: -109.042\n",
"[27]\tvalid_0's poisson: -109.048\n",
"[28]\tvalid_0's poisson: -109.072\n",
"[29]\tvalid_0's poisson: -109.115\n",
"[30]\tvalid_0's poisson: -109.128\n",
"[31]\tvalid_0's poisson: -109.145\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.163\n",
"[34]\tvalid_0's poisson: -109.176\n",
"[35]\tvalid_0's poisson: -109.216\n",
"[36]\tvalid_0's poisson: -109.252\n",
"[37]\tvalid_0's poisson: -109.268\n",
"[38]\tvalid_0's poisson: -109.276\n",
"[39]\tvalid_0's poisson: -109.292\n",
"[40]\tvalid_0's poisson: -109.297\n",
"[41]\tvalid_0's poisson: -109.303\n",
"[42]\tvalid_0's poisson: -109.307\n",
"[43]\tvalid_0's poisson: -109.304\n",
"[44]\tvalid_0's poisson: -109.309\n",
"[45]\tvalid_0's poisson: -109.328\n",
"[46]\tvalid_0's poisson: -109.343\n",
"[47]\tvalid_0's poisson: -109.377\n",
"[48]\tvalid_0's poisson: -109.382\n",
"[49]\tvalid_0's poisson: -109.384\n",
"[50]\tvalid_0's poisson: -109.386\n",
"[51]\tvalid_0's poisson: -109.39\n",
"[52]\tvalid_0's poisson: -109.385\n",
"[53]\tvalid_0's poisson: -109.391\n",
"[54]\tvalid_0's poisson: -109.394\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.4\n",
"[57]\tvalid_0's poisson: -109.405\n",
"[58]\tvalid_0's poisson: -109.418\n",
"[59]\tvalid_0's poisson: -109.441\n",
"[60]\tvalid_0's poisson: -109.45\n",
"[61]\tvalid_0's poisson: -109.461\n",
"[62]\tvalid_0's poisson: -109.466\n",
"[63]\tvalid_0's poisson: -109.466\n",
"[64]\tvalid_0's poisson: -109.472\n",
"[65]\tvalid_0's poisson: -109.472\n",
"[66]\tvalid_0's poisson: -109.479\n",
"[67]\tvalid_0's poisson: -109.482\n",
"[68]\tvalid_0's poisson: -109.476\n",
"[69]\tvalid_0's poisson: -109.474\n",
"[70]\tvalid_0's poisson: -109.474\n",
"[71]\tvalid_0's poisson: -109.482\n",
"[72]\tvalid_0's poisson: -109.485\n",
"[73]\tvalid_0's poisson: -109.485\n",
"[74]\tvalid_0's poisson: -109.486\n",
"[75]\tvalid_0's poisson: -109.493\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.479\n",
"[78]\tvalid_0's poisson: -109.478\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.484\n",
"[81]\tvalid_0's poisson: -109.484\n",
"[82]\tvalid_0's poisson: -109.479\n",
"[83]\tvalid_0's poisson: -109.482\n",
"[84]\tvalid_0's poisson: -109.482\n",
"[85]\tvalid_0's poisson: -109.487\n",
"[86]\tvalid_0's poisson: -109.491\n",
"[87]\tvalid_0's poisson: -109.49\n",
"[88]\tvalid_0's poisson: -109.493\n",
"[89]\tvalid_0's poisson: -109.49\n",
"[90]\tvalid_0's poisson: -109.49\n",
"[91]\tvalid_0's poisson: -109.489\n",
"[92]\tvalid_0's poisson: -109.489\n",
"[93]\tvalid_0's poisson: -109.493\n",
"[94]\tvalid_0's poisson: -109.494\n",
"[95]\tvalid_0's poisson: -109.493\n",
"[96]\tvalid_0's poisson: -109.49\n",
"[97]\tvalid_0's poisson: -109.493\n",
"[98]\tvalid_0's poisson: -109.49\n",
"[99]\tvalid_0's poisson: -109.49\n",
"[100]\tvalid_0's poisson: -109.498\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.006\n",
"[2]\tvalid_0's poisson: -103.183\n",
"[3]\tvalid_0's poisson: -104.915\n",
"[4]\tvalid_0's poisson: -105.848\n",
"[5]\tvalid_0's poisson: -106.835\n",
"[6]\tvalid_0's poisson: -107.238\n",
"[7]\tvalid_0's poisson: -107.458\n",
"[8]\tvalid_0's poisson: -107.669\n",
"[9]\tvalid_0's poisson: -107.759\n",
"[10]\tvalid_0's poisson: -107.892\n",
"[11]\tvalid_0's poisson: -108.092\n",
"[12]\tvalid_0's poisson: -108.217\n",
"[13]\tvalid_0's poisson: -108.421\n",
"[14]\tvalid_0's poisson: -108.542\n",
"[15]\tvalid_0's poisson: -108.613\n",
"[16]\tvalid_0's poisson: -108.672\n",
"[17]\tvalid_0's poisson: -108.712\n",
"[18]\tvalid_0's poisson: -108.791\n",
"[19]\tvalid_0's poisson: -108.856\n",
"[20]\tvalid_0's poisson: -108.891\n",
"[21]\tvalid_0's poisson: -108.944\n",
"[22]\tvalid_0's poisson: -108.988\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.032\n",
"[25]\tvalid_0's poisson: -109.059\n",
"[26]\tvalid_0's poisson: -109.085\n",
"[27]\tvalid_0's poisson: -109.093\n",
"[28]\tvalid_0's poisson: -109.101\n",
"[29]\tvalid_0's poisson: -109.119\n",
"[30]\tvalid_0's poisson: -109.121\n",
"[31]\tvalid_0's poisson: -109.131\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.165\n",
"[34]\tvalid_0's poisson: -109.164\n",
"[35]\tvalid_0's poisson: -109.176\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.207\n",
"[38]\tvalid_0's poisson: -109.208\n",
"[39]\tvalid_0's poisson: -109.226\n",
"[40]\tvalid_0's poisson: -109.227\n",
"[41]\tvalid_0's poisson: -109.243\n",
"[42]\tvalid_0's poisson: -109.262\n",
"[43]\tvalid_0's poisson: -109.283\n",
"[44]\tvalid_0's poisson: -109.288\n",
"[45]\tvalid_0's poisson: -109.292\n",
"[46]\tvalid_0's poisson: -109.298\n",
"[47]\tvalid_0's poisson: -109.294\n",
"[48]\tvalid_0's poisson: -109.297\n",
"[49]\tvalid_0's poisson: -109.308\n",
"[50]\tvalid_0's poisson: -109.324\n",
"[51]\tvalid_0's poisson: -109.322\n",
"[52]\tvalid_0's poisson: -109.327\n",
"[53]\tvalid_0's poisson: -109.328\n",
"[54]\tvalid_0's poisson: -109.328\n",
"[55]\tvalid_0's poisson: -109.333\n",
"[56]\tvalid_0's poisson: -109.332\n",
"[57]\tvalid_0's poisson: -109.333\n",
"[58]\tvalid_0's poisson: -109.334\n",
"[59]\tvalid_0's poisson: -109.367\n",
"[60]\tvalid_0's poisson: -109.377\n",
"[61]\tvalid_0's poisson: -109.376\n",
"[62]\tvalid_0's poisson: -109.374\n",
"[63]\tvalid_0's poisson: -109.401\n",
"[64]\tvalid_0's poisson: -109.402\n",
"[65]\tvalid_0's poisson: -109.405\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.428\n",
"[70]\tvalid_0's poisson: -109.446\n",
"[71]\tvalid_0's poisson: -109.447\n",
"[72]\tvalid_0's poisson: -109.447\n",
"[73]\tvalid_0's poisson: -109.451\n",
"[74]\tvalid_0's poisson: -109.453\n",
"[75]\tvalid_0's poisson: -109.452\n",
"[76]\tvalid_0's poisson: -109.449\n",
"[77]\tvalid_0's poisson: -109.457\n",
"[78]\tvalid_0's poisson: -109.456\n",
"[79]\tvalid_0's poisson: -109.455\n",
"[80]\tvalid_0's poisson: -109.457\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.464\n",
"[83]\tvalid_0's poisson: -109.468\n",
"[84]\tvalid_0's poisson: -109.469\n",
"[85]\tvalid_0's poisson: -109.467\n",
"[86]\tvalid_0's poisson: -109.477\n",
"[87]\tvalid_0's poisson: -109.482\n",
"[88]\tvalid_0's poisson: -109.486\n",
"[89]\tvalid_0's poisson: -109.491\n",
"[90]\tvalid_0's poisson: -109.494\n",
"[91]\tvalid_0's poisson: -109.494\n",
"[92]\tvalid_0's poisson: -109.5\n",
"[93]\tvalid_0's poisson: -109.496\n",
"[94]\tvalid_0's poisson: -109.491\n",
"[95]\tvalid_0's poisson: -109.499\n",
"[96]\tvalid_0's poisson: -109.5\n",
"[97]\tvalid_0's poisson: -109.502\n",
"[98]\tvalid_0's poisson: -109.501\n",
"[99]\tvalid_0's poisson: -109.501\n",
"[100]\tvalid_0's poisson: -109.503\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.91\n",
"[2]\tvalid_0's poisson: -104.232\n",
"[3]\tvalid_0's poisson: -105.858\n",
"[4]\tvalid_0's poisson: -106.794\n",
"[5]\tvalid_0's poisson: -107.451\n",
"[6]\tvalid_0's poisson: -107.926\n",
"[7]\tvalid_0's poisson: -108.134\n",
"[8]\tvalid_0's poisson: -108.312\n",
"[9]\tvalid_0's poisson: -108.403\n",
"[10]\tvalid_0's poisson: -108.497\n",
"[11]\tvalid_0's poisson: -108.669\n",
"[12]\tvalid_0's poisson: -108.7\n",
"[13]\tvalid_0's poisson: -108.73\n",
"[14]\tvalid_0's poisson: -108.918\n",
"[15]\tvalid_0's poisson: -108.969\n",
"[16]\tvalid_0's poisson: -108.986\n",
"[17]\tvalid_0's poisson: -109.015\n",
"[18]\tvalid_0's poisson: -109.113\n",
"[19]\tvalid_0's poisson: -109.129\n",
"[20]\tvalid_0's poisson: -109.145\n",
"[21]\tvalid_0's poisson: -109.172\n",
"[22]\tvalid_0's poisson: -109.206\n",
"[23]\tvalid_0's poisson: -109.225\n",
"[24]\tvalid_0's poisson: -109.254\n",
"[25]\tvalid_0's poisson: -109.265\n",
"[26]\tvalid_0's poisson: -109.304\n",
"[27]\tvalid_0's poisson: -109.3\n",
"[28]\tvalid_0's poisson: -109.32\n",
"[29]\tvalid_0's poisson: -109.322\n",
"[30]\tvalid_0's poisson: -109.341\n",
"[31]\tvalid_0's poisson: -109.363\n",
"[32]\tvalid_0's poisson: -109.365\n",
"[33]\tvalid_0's poisson: -109.362\n",
"[34]\tvalid_0's poisson: -109.365\n",
"[35]\tvalid_0's poisson: -109.372\n",
"[36]\tvalid_0's poisson: -109.437\n",
"[37]\tvalid_0's poisson: -109.446\n",
"[38]\tvalid_0's poisson: -109.437\n",
"[39]\tvalid_0's poisson: -109.441\n",
"[40]\tvalid_0's poisson: -109.442\n",
"[41]\tvalid_0's poisson: -109.448\n",
"[42]\tvalid_0's poisson: -109.447\n",
"[43]\tvalid_0's poisson: -109.454\n",
"[44]\tvalid_0's poisson: -109.467\n",
"[45]\tvalid_0's poisson: -109.478\n",
"[46]\tvalid_0's poisson: -109.478\n",
"[47]\tvalid_0's poisson: -109.494\n",
"[48]\tvalid_0's poisson: -109.502\n",
"[49]\tvalid_0's poisson: -109.496\n",
"[50]\tvalid_0's poisson: -109.495\n",
"[51]\tvalid_0's poisson: -109.495\n",
"[52]\tvalid_0's poisson: -109.503\n",
"[53]\tvalid_0's poisson: -109.503\n",
"[54]\tvalid_0's poisson: -109.499\n",
"[55]\tvalid_0's poisson: -109.515\n",
"[56]\tvalid_0's poisson: -109.52\n",
"[57]\tvalid_0's poisson: -109.519\n",
"[58]\tvalid_0's poisson: -109.517\n",
"[59]\tvalid_0's poisson: -109.517\n",
"[60]\tvalid_0's poisson: -109.521\n",
"[61]\tvalid_0's poisson: -109.52\n",
"[62]\tvalid_0's poisson: -109.525\n",
"[63]\tvalid_0's poisson: -109.521\n",
"[64]\tvalid_0's poisson: -109.518\n",
"[65]\tvalid_0's poisson: -109.522\n",
"[66]\tvalid_0's poisson: -109.526\n",
"[67]\tvalid_0's poisson: -109.533\n",
"[68]\tvalid_0's poisson: -109.535\n",
"[69]\tvalid_0's poisson: -109.537\n",
"[70]\tvalid_0's poisson: -109.537\n",
"[71]\tvalid_0's poisson: -109.539\n",
"[72]\tvalid_0's poisson: -109.549\n",
"[73]\tvalid_0's poisson: -109.551\n",
"[74]\tvalid_0's poisson: -109.557\n",
"[75]\tvalid_0's poisson: -109.57\n",
"[76]\tvalid_0's poisson: -109.561\n",
"[77]\tvalid_0's poisson: -109.561\n",
"[78]\tvalid_0's poisson: -109.561\n",
"[79]\tvalid_0's poisson: -109.559\n",
"[80]\tvalid_0's poisson: -109.56\n",
"[81]\tvalid_0's poisson: -109.557\n",
"[82]\tvalid_0's poisson: -109.558\n",
"[83]\tvalid_0's poisson: -109.561\n",
"[84]\tvalid_0's poisson: -109.574\n",
"[85]\tvalid_0's poisson: -109.576\n",
"[86]\tvalid_0's poisson: -109.572\n",
"[87]\tvalid_0's poisson: -109.562\n",
"[88]\tvalid_0's poisson: -109.566\n",
"[89]\tvalid_0's poisson: -109.565\n",
"[90]\tvalid_0's poisson: -109.562\n",
"[91]\tvalid_0's poisson: -109.562\n",
"[92]\tvalid_0's poisson: -109.559\n",
"[93]\tvalid_0's poisson: -109.562\n",
"[94]\tvalid_0's poisson: -109.563\n",
"[95]\tvalid_0's poisson: -109.561\n",
"[96]\tvalid_0's poisson: -109.563\n",
"[97]\tvalid_0's poisson: -109.573\n",
"[98]\tvalid_0's poisson: -109.577\n",
"[99]\tvalid_0's poisson: -109.578\n",
"[100]\tvalid_0's poisson: -109.584\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -100.564\n",
"[2]\tvalid_0's poisson: -103.86\n",
"[3]\tvalid_0's poisson: -105.756\n",
"[4]\tvalid_0's poisson: -106.834\n",
"[5]\tvalid_0's poisson: -107.33\n",
"[6]\tvalid_0's poisson: -107.718\n",
"[7]\tvalid_0's poisson: -107.97\n",
"[8]\tvalid_0's poisson: -108.157\n",
"[9]\tvalid_0's poisson: -108.271\n",
"[10]\tvalid_0's poisson: -108.429\n",
"[11]\tvalid_0's poisson: -108.585\n",
"[12]\tvalid_0's poisson: -108.599\n",
"[13]\tvalid_0's poisson: -108.764\n",
"[14]\tvalid_0's poisson: -108.858\n",
"[15]\tvalid_0's poisson: -108.898\n",
"[16]\tvalid_0's poisson: -108.931\n",
"[17]\tvalid_0's poisson: -108.961\n",
"[18]\tvalid_0's poisson: -108.961\n",
"[19]\tvalid_0's poisson: -109.007\n",
"[20]\tvalid_0's poisson: -108.99\n",
"[21]\tvalid_0's poisson: -108.989\n",
"[22]\tvalid_0's poisson: -108.997\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.049\n",
"[25]\tvalid_0's poisson: -109.069\n",
"[26]\tvalid_0's poisson: -109.107\n",
"[27]\tvalid_0's poisson: -109.129\n",
"[28]\tvalid_0's poisson: -109.148\n",
"[29]\tvalid_0's poisson: -109.159\n",
"[30]\tvalid_0's poisson: -109.164\n",
"[31]\tvalid_0's poisson: -109.167\n",
"[32]\tvalid_0's poisson: -109.179\n",
"[33]\tvalid_0's poisson: -109.183\n",
"[34]\tvalid_0's poisson: -109.193\n",
"[35]\tvalid_0's poisson: -109.2\n",
"[36]\tvalid_0's poisson: -109.204\n",
"[37]\tvalid_0's poisson: -109.218\n",
"[38]\tvalid_0's poisson: -109.263\n",
"[39]\tvalid_0's poisson: -109.259\n",
"[40]\tvalid_0's poisson: -109.288\n",
"[41]\tvalid_0's poisson: -109.294\n",
"[42]\tvalid_0's poisson: -109.292\n",
"[43]\tvalid_0's poisson: -109.282\n",
"[44]\tvalid_0's poisson: -109.289\n",
"[45]\tvalid_0's poisson: -109.292\n",
"[46]\tvalid_0's poisson: -109.31\n",
"[47]\tvalid_0's poisson: -109.316\n",
"[48]\tvalid_0's poisson: -109.339\n",
"[49]\tvalid_0's poisson: -109.343\n",
"[50]\tvalid_0's poisson: -109.383\n",
"[51]\tvalid_0's poisson: -109.381\n",
"[52]\tvalid_0's poisson: -109.385\n",
"[53]\tvalid_0's poisson: -109.386\n",
"[54]\tvalid_0's poisson: -109.386\n",
"[55]\tvalid_0's poisson: -109.377\n",
"[56]\tvalid_0's poisson: -109.368\n",
"[57]\tvalid_0's poisson: -109.367\n",
"[58]\tvalid_0's poisson: -109.366\n",
"[59]\tvalid_0's poisson: -109.366\n",
"[60]\tvalid_0's poisson: -109.369\n",
"[61]\tvalid_0's poisson: -109.37\n",
"[62]\tvalid_0's poisson: -109.373\n",
"[63]\tvalid_0's poisson: -109.371\n",
"[64]\tvalid_0's poisson: -109.369\n",
"[65]\tvalid_0's poisson: -109.37\n",
"[66]\tvalid_0's poisson: -109.372\n",
"[67]\tvalid_0's poisson: -109.382\n",
"[68]\tvalid_0's poisson: -109.384\n",
"[69]\tvalid_0's poisson: -109.384\n",
"[70]\tvalid_0's poisson: -109.385\n",
"[71]\tvalid_0's poisson: -109.386\n",
"[72]\tvalid_0's poisson: -109.407\n",
"[73]\tvalid_0's poisson: -109.408\n",
"[74]\tvalid_0's poisson: -109.41\n",
"[75]\tvalid_0's poisson: -109.403\n",
"[76]\tvalid_0's poisson: -109.407\n",
"[77]\tvalid_0's poisson: -109.401\n",
"[78]\tvalid_0's poisson: -109.402\n",
"[79]\tvalid_0's poisson: -109.402\n",
"[80]\tvalid_0's poisson: -109.41\n",
"[81]\tvalid_0's poisson: -109.413\n",
"[82]\tvalid_0's poisson: -109.408\n",
"[83]\tvalid_0's poisson: -109.422\n",
"[84]\tvalid_0's poisson: -109.428\n",
"[85]\tvalid_0's poisson: -109.422\n",
"[86]\tvalid_0's poisson: -109.423\n",
"[87]\tvalid_0's poisson: -109.422\n",
"[88]\tvalid_0's poisson: -109.424\n",
"[89]\tvalid_0's poisson: -109.432\n",
"[90]\tvalid_0's poisson: -109.433\n",
"[91]\tvalid_0's poisson: -109.431\n",
"[92]\tvalid_0's poisson: -109.43\n",
"[93]\tvalid_0's poisson: -109.431\n",
"[94]\tvalid_0's poisson: -109.432\n",
"[95]\tvalid_0's poisson: -109.442\n",
"[96]\tvalid_0's poisson: -109.438\n",
"[97]\tvalid_0's poisson: -109.432\n",
"[98]\tvalid_0's poisson: -109.434\n",
"[99]\tvalid_0's poisson: -109.434\n",
"[100]\tvalid_0's poisson: -109.446\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.827\n",
"[2]\tvalid_0's poisson: -104\n",
"[3]\tvalid_0's poisson: -105.703\n",
"[4]\tvalid_0's poisson: -106.752\n",
"[5]\tvalid_0's poisson: -107.282\n",
"[6]\tvalid_0's poisson: -107.986\n",
"[7]\tvalid_0's poisson: -108.217\n",
"[8]\tvalid_0's poisson: -108.477\n",
"[9]\tvalid_0's poisson: -108.753\n",
"[10]\tvalid_0's poisson: -108.842\n",
"[11]\tvalid_0's poisson: -108.897\n",
"[12]\tvalid_0's poisson: -108.947\n",
"[13]\tvalid_0's poisson: -108.989\n",
"[14]\tvalid_0's poisson: -109.06\n",
"[15]\tvalid_0's poisson: -109.069\n",
"[16]\tvalid_0's poisson: -109.089\n",
"[17]\tvalid_0's poisson: -109.188\n",
"[18]\tvalid_0's poisson: -109.197\n",
"[19]\tvalid_0's poisson: -109.219\n",
"[20]\tvalid_0's poisson: -109.247\n",
"[21]\tvalid_0's poisson: -109.251\n",
"[22]\tvalid_0's poisson: -109.27\n",
"[23]\tvalid_0's poisson: -109.29\n",
"[24]\tvalid_0's poisson: -109.318\n",
"[25]\tvalid_0's poisson: -109.336\n",
"[26]\tvalid_0's poisson: -109.369\n",
"[27]\tvalid_0's poisson: -109.375\n",
"[28]\tvalid_0's poisson: -109.382\n",
"[29]\tvalid_0's poisson: -109.409\n",
"[30]\tvalid_0's poisson: -109.412\n",
"[31]\tvalid_0's poisson: -109.421\n",
"[32]\tvalid_0's poisson: -109.434\n",
"[33]\tvalid_0's poisson: -109.443\n",
"[34]\tvalid_0's poisson: -109.45\n",
"[35]\tvalid_0's poisson: -109.451\n",
"[36]\tvalid_0's poisson: -109.464\n",
"[37]\tvalid_0's poisson: -109.466\n",
"[38]\tvalid_0's poisson: -109.473\n",
"[39]\tvalid_0's poisson: -109.475\n",
"[40]\tvalid_0's poisson: -109.481\n",
"[41]\tvalid_0's poisson: -109.481\n",
"[42]\tvalid_0's poisson: -109.485\n",
"[43]\tvalid_0's poisson: -109.486\n",
"[44]\tvalid_0's poisson: -109.485\n",
"[45]\tvalid_0's poisson: -109.497\n",
"[46]\tvalid_0's poisson: -109.503\n",
"[47]\tvalid_0's poisson: -109.511\n",
"[48]\tvalid_0's poisson: -109.529\n",
"[49]\tvalid_0's poisson: -109.529\n",
"[50]\tvalid_0's poisson: -109.54\n",
"[51]\tvalid_0's poisson: -109.536\n",
"[52]\tvalid_0's poisson: -109.536\n",
"[53]\tvalid_0's poisson: -109.535\n",
"[54]\tvalid_0's poisson: -109.536\n",
"[55]\tvalid_0's poisson: -109.544\n",
"[56]\tvalid_0's poisson: -109.547\n",
"[57]\tvalid_0's poisson: -109.549\n",
"[58]\tvalid_0's poisson: -109.548\n",
"[59]\tvalid_0's poisson: -109.551\n",
"[60]\tvalid_0's poisson: -109.553\n",
"[61]\tvalid_0's poisson: -109.552\n",
"[62]\tvalid_0's poisson: -109.549\n",
"[63]\tvalid_0's poisson: -109.571\n",
"[64]\tvalid_0's poisson: -109.568\n",
"[65]\tvalid_0's poisson: -109.569\n",
"[66]\tvalid_0's poisson: -109.566\n",
"[67]\tvalid_0's poisson: -109.566\n",
"[68]\tvalid_0's poisson: -109.577\n",
"[69]\tvalid_0's poisson: -109.581\n",
"[70]\tvalid_0's poisson: -109.585\n",
"[71]\tvalid_0's poisson: -109.587\n",
"[72]\tvalid_0's poisson: -109.587\n",
"[73]\tvalid_0's poisson: -109.586\n",
"[74]\tvalid_0's poisson: -109.583\n",
"[75]\tvalid_0's poisson: -109.58\n",
"[76]\tvalid_0's poisson: -109.581\n",
"[77]\tvalid_0's poisson: -109.583\n",
"[78]\tvalid_0's poisson: -109.585\n",
"[79]\tvalid_0's poisson: -109.577\n",
"[80]\tvalid_0's poisson: -109.571\n",
"[81]\tvalid_0's poisson: -109.566\n",
"[82]\tvalid_0's poisson: -109.568\n",
"[83]\tvalid_0's poisson: -109.574\n",
"[84]\tvalid_0's poisson: -109.579\n",
"[85]\tvalid_0's poisson: -109.582\n",
"[86]\tvalid_0's poisson: -109.585\n",
"[87]\tvalid_0's poisson: -109.584\n",
"[88]\tvalid_0's poisson: -109.583\n",
"[89]\tvalid_0's poisson: -109.588\n",
"[90]\tvalid_0's poisson: -109.589\n",
"[91]\tvalid_0's poisson: -109.586\n",
"[92]\tvalid_0's poisson: -109.59\n",
"[93]\tvalid_0's poisson: -109.591\n",
"[94]\tvalid_0's poisson: -109.59\n",
"[95]\tvalid_0's poisson: -109.59\n",
"[96]\tvalid_0's poisson: -109.588\n",
"[97]\tvalid_0's poisson: -109.589\n",
"[98]\tvalid_0's poisson: -109.589\n",
"[99]\tvalid_0's poisson: -109.587\n",
"[100]\tvalid_0's poisson: -109.593\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.859\n",
"[2]\tvalid_0's poisson: -104.043\n",
"[3]\tvalid_0's poisson: -105.789\n",
"[4]\tvalid_0's poisson: -106.788\n",
"[5]\tvalid_0's poisson: -107.39\n",
"[6]\tvalid_0's poisson: -107.817\n",
"[7]\tvalid_0's poisson: -108.122\n",
"[8]\tvalid_0's poisson: -108.29\n",
"[9]\tvalid_0's poisson: -108.416\n",
"[10]\tvalid_0's poisson: -108.536\n",
"[11]\tvalid_0's poisson: -108.721\n",
"[12]\tvalid_0's poisson: -108.782\n",
"[13]\tvalid_0's poisson: -108.831\n",
"[14]\tvalid_0's poisson: -108.906\n",
"[15]\tvalid_0's poisson: -108.939\n",
"[16]\tvalid_0's poisson: -108.995\n",
"[17]\tvalid_0's poisson: -109.043\n",
"[18]\tvalid_0's poisson: -109.084\n",
"[19]\tvalid_0's poisson: -109.11\n",
"[20]\tvalid_0's poisson: -109.104\n",
"[21]\tvalid_0's poisson: -109.152\n",
"[22]\tvalid_0's poisson: -109.179\n",
"[23]\tvalid_0's poisson: -109.184\n",
"[24]\tvalid_0's poisson: -109.22\n",
"[25]\tvalid_0's poisson: -109.225\n",
"[26]\tvalid_0's poisson: -109.221\n",
"[27]\tvalid_0's poisson: -109.242\n",
"[28]\tvalid_0's poisson: -109.268\n",
"[29]\tvalid_0's poisson: -109.349\n",
"[30]\tvalid_0's poisson: -109.37\n",
"[31]\tvalid_0's poisson: -109.384\n",
"[32]\tvalid_0's poisson: -109.39\n",
"[33]\tvalid_0's poisson: -109.402\n",
"[34]\tvalid_0's poisson: -109.408\n",
"[35]\tvalid_0's poisson: -109.416\n",
"[36]\tvalid_0's poisson: -109.417\n",
"[37]\tvalid_0's poisson: -109.414\n",
"[38]\tvalid_0's poisson: -109.416\n",
"[39]\tvalid_0's poisson: -109.419\n",
"[40]\tvalid_0's poisson: -109.418\n",
"[41]\tvalid_0's poisson: -109.418\n",
"[42]\tvalid_0's poisson: -109.423\n",
"[43]\tvalid_0's poisson: -109.43\n",
"[44]\tvalid_0's poisson: -109.435\n",
"[45]\tvalid_0's poisson: -109.433\n",
"[46]\tvalid_0's poisson: -109.436\n",
"[47]\tvalid_0's poisson: -109.436\n",
"[48]\tvalid_0's poisson: -109.437\n",
"[49]\tvalid_0's poisson: -109.443\n",
"[50]\tvalid_0's poisson: -109.44\n",
"[51]\tvalid_0's poisson: -109.446\n",
"[52]\tvalid_0's poisson: -109.445\n",
"[53]\tvalid_0's poisson: -109.451\n",
"[54]\tvalid_0's poisson: -109.449\n",
"[55]\tvalid_0's poisson: -109.453\n",
"[56]\tvalid_0's poisson: -109.461\n",
"[57]\tvalid_0's poisson: -109.458\n",
"[58]\tvalid_0's poisson: -109.452\n",
"[59]\tvalid_0's poisson: -109.45\n",
"[60]\tvalid_0's poisson: -109.452\n",
"[61]\tvalid_0's poisson: -109.459\n",
"[62]\tvalid_0's poisson: -109.456\n",
"[63]\tvalid_0's poisson: -109.466\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[64]\tvalid_0's poisson: -109.464\n",
"[65]\tvalid_0's poisson: -109.467\n",
"[66]\tvalid_0's poisson: -109.467\n",
"[67]\tvalid_0's poisson: -109.47\n",
"[68]\tvalid_0's poisson: -109.464\n",
"[69]\tvalid_0's poisson: -109.463\n",
"[70]\tvalid_0's poisson: -109.461\n",
"[71]\tvalid_0's poisson: -109.465\n",
"[72]\tvalid_0's poisson: -109.465\n",
"[73]\tvalid_0's poisson: -109.467\n",
"[74]\tvalid_0's poisson: -109.465\n",
"[75]\tvalid_0's poisson: -109.467\n",
"[76]\tvalid_0's poisson: -109.466\n",
"[77]\tvalid_0's poisson: -109.468\n",
"[78]\tvalid_0's poisson: -109.473\n",
"[79]\tvalid_0's poisson: -109.491\n",
"[80]\tvalid_0's poisson: -109.494\n",
"[81]\tvalid_0's poisson: -109.502\n",
"[82]\tvalid_0's poisson: -109.514\n",
"[83]\tvalid_0's poisson: -109.512\n",
"[84]\tvalid_0's poisson: -109.509\n",
"[85]\tvalid_0's poisson: -109.508\n",
"[86]\tvalid_0's poisson: -109.508\n",
"[87]\tvalid_0's poisson: -109.508\n",
"[88]\tvalid_0's poisson: -109.508\n",
"[89]\tvalid_0's poisson: -109.512\n",
"[90]\tvalid_0's poisson: -109.512\n",
"[91]\tvalid_0's poisson: -109.516\n",
"[92]\tvalid_0's poisson: -109.514\n",
"[93]\tvalid_0's poisson: -109.512\n",
"[94]\tvalid_0's poisson: -109.509\n",
"[95]\tvalid_0's poisson: -109.508\n",
"[96]\tvalid_0's poisson: -109.508\n",
"[97]\tvalid_0's poisson: -109.504\n",
"[98]\tvalid_0's poisson: -109.497\n",
"[99]\tvalid_0's poisson: -109.496\n",
"[100]\tvalid_0's poisson: -109.499\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.869\n",
"[2]\tvalid_0's poisson: -104.022\n",
"[3]\tvalid_0's poisson: -105.871\n",
"[4]\tvalid_0's poisson: -106.873\n",
"[5]\tvalid_0's poisson: -107.537\n",
"[6]\tvalid_0's poisson: -107.864\n",
"[7]\tvalid_0's poisson: -108.089\n",
"[8]\tvalid_0's poisson: -108.307\n",
"[9]\tvalid_0's poisson: -108.567\n",
"[10]\tvalid_0's poisson: -108.677\n",
"[11]\tvalid_0's poisson: -108.768\n",
"[12]\tvalid_0's poisson: -108.78\n",
"[13]\tvalid_0's poisson: -108.877\n",
"[14]\tvalid_0's poisson: -108.905\n",
"[15]\tvalid_0's poisson: -109.015\n",
"[16]\tvalid_0's poisson: -109.059\n",
"[17]\tvalid_0's poisson: -109.076\n",
"[18]\tvalid_0's poisson: -109.089\n",
"[19]\tvalid_0's poisson: -109.108\n",
"[20]\tvalid_0's poisson: -109.149\n",
"[21]\tvalid_0's poisson: -109.173\n",
"[22]\tvalid_0's poisson: -109.171\n",
"[23]\tvalid_0's poisson: -109.213\n",
"[24]\tvalid_0's poisson: -109.222\n",
"[25]\tvalid_0's poisson: -109.233\n",
"[26]\tvalid_0's poisson: -109.237\n",
"[27]\tvalid_0's poisson: -109.244\n",
"[28]\tvalid_0's poisson: -109.262\n",
"[29]\tvalid_0's poisson: -109.269\n",
"[30]\tvalid_0's poisson: -109.295\n",
"[31]\tvalid_0's poisson: -109.342\n",
"[32]\tvalid_0's poisson: -109.362\n",
"[33]\tvalid_0's poisson: -109.376\n",
"[34]\tvalid_0's poisson: -109.376\n",
"[35]\tvalid_0's poisson: -109.38\n",
"[36]\tvalid_0's poisson: -109.389\n",
"[37]\tvalid_0's poisson: -109.394\n",
"[38]\tvalid_0's poisson: -109.404\n",
"[39]\tvalid_0's poisson: -109.41\n",
"[40]\tvalid_0's poisson: -109.416\n",
"[41]\tvalid_0's poisson: -109.414\n",
"[42]\tvalid_0's poisson: -109.433\n",
"[43]\tvalid_0's poisson: -109.437\n",
"[44]\tvalid_0's poisson: -109.451\n",
"[45]\tvalid_0's poisson: -109.475\n",
"[46]\tvalid_0's poisson: -109.474\n",
"[47]\tvalid_0's poisson: -109.483\n",
"[48]\tvalid_0's poisson: -109.487\n",
"[49]\tvalid_0's poisson: -109.486\n",
"[50]\tvalid_0's poisson: -109.481\n",
"[51]\tvalid_0's poisson: -109.491\n",
"[52]\tvalid_0's poisson: -109.497\n",
"[53]\tvalid_0's poisson: -109.499\n",
"[54]\tvalid_0's poisson: -109.496\n",
"[55]\tvalid_0's poisson: -109.497\n",
"[56]\tvalid_0's poisson: -109.499\n",
"[57]\tvalid_0's poisson: -109.498\n",
"[58]\tvalid_0's poisson: -109.499\n",
"[59]\tvalid_0's poisson: -109.498\n",
"[60]\tvalid_0's poisson: -109.501\n",
"[61]\tvalid_0's poisson: -109.508\n",
"[62]\tvalid_0's poisson: -109.509\n",
"[63]\tvalid_0's poisson: -109.51\n",
"[64]\tvalid_0's poisson: -109.52\n",
"[65]\tvalid_0's poisson: -109.525\n",
"[66]\tvalid_0's poisson: -109.522\n",
"[67]\tvalid_0's poisson: -109.523\n",
"[68]\tvalid_0's poisson: -109.526\n",
"[69]\tvalid_0's poisson: -109.524\n",
"[70]\tvalid_0's poisson: -109.536\n",
"[71]\tvalid_0's poisson: -109.538\n",
"[72]\tvalid_0's poisson: -109.534\n",
"[73]\tvalid_0's poisson: -109.534\n",
"[74]\tvalid_0's poisson: -109.535\n",
"[75]\tvalid_0's poisson: -109.546\n",
"[76]\tvalid_0's poisson: -109.547\n",
"[77]\tvalid_0's poisson: -109.55\n",
"[78]\tvalid_0's poisson: -109.548\n",
"[79]\tvalid_0's poisson: -109.549\n",
"[80]\tvalid_0's poisson: -109.55\n",
"[81]\tvalid_0's poisson: -109.547\n",
"[82]\tvalid_0's poisson: -109.546\n",
"[83]\tvalid_0's poisson: -109.548\n",
"[84]\tvalid_0's poisson: -109.544\n",
"[85]\tvalid_0's poisson: -109.547\n",
"[86]\tvalid_0's poisson: -109.542\n",
"[87]\tvalid_0's poisson: -109.541\n",
"[88]\tvalid_0's poisson: -109.542\n",
"[89]\tvalid_0's poisson: -109.539\n",
"[90]\tvalid_0's poisson: -109.542\n",
"[91]\tvalid_0's poisson: -109.548\n",
"[92]\tvalid_0's poisson: -109.551\n",
"[93]\tvalid_0's poisson: -109.557\n",
"[94]\tvalid_0's poisson: -109.55\n",
"[95]\tvalid_0's poisson: -109.548\n",
"[96]\tvalid_0's poisson: -109.552\n",
"[97]\tvalid_0's poisson: -109.555\n",
"[98]\tvalid_0's poisson: -109.554\n",
"[99]\tvalid_0's poisson: -109.555\n",
"[100]\tvalid_0's poisson: -109.563\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9188\n",
"[2]\tvalid_0's poisson: -94.932\n",
"[3]\tvalid_0's poisson: -97.1562\n",
"[4]\tvalid_0's poisson: -98.9664\n",
"[5]\tvalid_0's poisson: -100.342\n",
"[6]\tvalid_0's poisson: -101.457\n",
"[7]\tvalid_0's poisson: -102.392\n",
"[8]\tvalid_0's poisson: -103.215\n",
"[9]\tvalid_0's poisson: -103.894\n",
"[10]\tvalid_0's poisson: -104.473\n",
"[11]\tvalid_0's poisson: -105.037\n",
"[12]\tvalid_0's poisson: -105.462\n",
"[13]\tvalid_0's poisson: -105.823\n",
"[14]\tvalid_0's poisson: -106.141\n",
"[15]\tvalid_0's poisson: -106.456\n",
"[16]\tvalid_0's poisson: -106.698\n",
"[17]\tvalid_0's poisson: -106.924\n",
"[18]\tvalid_0's poisson: -107.124\n",
"[19]\tvalid_0's poisson: -107.299\n",
"[20]\tvalid_0's poisson: -107.458\n",
"[21]\tvalid_0's poisson: -107.583\n",
"[22]\tvalid_0's poisson: -107.691\n",
"[23]\tvalid_0's poisson: -107.797\n",
"[24]\tvalid_0's poisson: -107.88\n",
"[25]\tvalid_0's poisson: -107.964\n",
"[26]\tvalid_0's poisson: -108.026\n",
"[27]\tvalid_0's poisson: -108.106\n",
"[28]\tvalid_0's poisson: -108.169\n",
"[29]\tvalid_0's poisson: -108.238\n",
"[30]\tvalid_0's poisson: -108.286\n",
"[31]\tvalid_0's poisson: -108.338\n",
"[32]\tvalid_0's poisson: -108.377\n",
"[33]\tvalid_0's poisson: -108.408\n",
"[34]\tvalid_0's poisson: -108.484\n",
"[35]\tvalid_0's poisson: -108.518\n",
"[36]\tvalid_0's poisson: -108.556\n",
"[37]\tvalid_0's poisson: -108.596\n",
"[38]\tvalid_0's poisson: -108.624\n",
"[39]\tvalid_0's poisson: -108.65\n",
"[40]\tvalid_0's poisson: -108.681\n",
"[41]\tvalid_0's poisson: -108.703\n",
"[42]\tvalid_0's poisson: -108.725\n",
"[43]\tvalid_0's poisson: -108.744\n",
"[44]\tvalid_0's poisson: -108.782\n",
"[45]\tvalid_0's poisson: -108.788\n",
"[46]\tvalid_0's poisson: -108.808\n",
"[47]\tvalid_0's poisson: -108.837\n",
"[48]\tvalid_0's poisson: -108.852\n",
"[49]\tvalid_0's poisson: -108.883\n",
"[50]\tvalid_0's poisson: -108.9\n",
"[51]\tvalid_0's poisson: -108.926\n",
"[52]\tvalid_0's poisson: -108.939\n",
"[53]\tvalid_0's poisson: -108.945\n",
"[54]\tvalid_0's poisson: -108.964\n",
"[55]\tvalid_0's poisson: -108.984\n",
"[56]\tvalid_0's poisson: -109.003\n",
"[57]\tvalid_0's poisson: -109.024\n",
"[58]\tvalid_0's poisson: -109.027\n",
"[59]\tvalid_0's poisson: -109.042\n",
"[60]\tvalid_0's poisson: -109.051\n",
"[61]\tvalid_0's poisson: -109.067\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.077\n",
"[64]\tvalid_0's poisson: -109.096\n",
"[65]\tvalid_0's poisson: -109.109\n",
"[66]\tvalid_0's poisson: -109.114\n",
"[67]\tvalid_0's poisson: -109.129\n",
"[68]\tvalid_0's poisson: -109.138\n",
"[69]\tvalid_0's poisson: -109.148\n",
"[70]\tvalid_0's poisson: -109.149\n",
"[71]\tvalid_0's poisson: -109.162\n",
"[72]\tvalid_0's poisson: -109.173\n",
"[73]\tvalid_0's poisson: -109.182\n",
"[74]\tvalid_0's poisson: -109.187\n",
"[75]\tvalid_0's poisson: -109.197\n",
"[76]\tvalid_0's poisson: -109.206\n",
"[77]\tvalid_0's poisson: -109.206\n",
"[78]\tvalid_0's poisson: -109.213\n",
"[79]\tvalid_0's poisson: -109.215\n",
"[80]\tvalid_0's poisson: -109.219\n",
"[81]\tvalid_0's poisson: -109.226\n",
"[82]\tvalid_0's poisson: -109.227\n",
"[83]\tvalid_0's poisson: -109.242\n",
"[84]\tvalid_0's poisson: -109.246\n",
"[85]\tvalid_0's poisson: -109.254\n",
"[86]\tvalid_0's poisson: -109.263\n",
"[87]\tvalid_0's poisson: -109.266\n",
"[88]\tvalid_0's poisson: -109.27\n",
"[89]\tvalid_0's poisson: -109.274\n",
"[90]\tvalid_0's poisson: -109.282\n",
"[91]\tvalid_0's poisson: -109.283\n",
"[92]\tvalid_0's poisson: -109.285\n",
"[93]\tvalid_0's poisson: -109.295\n",
"[94]\tvalid_0's poisson: -109.302\n",
"[95]\tvalid_0's poisson: -109.31\n",
"[96]\tvalid_0's poisson: -109.315\n",
"[97]\tvalid_0's poisson: -109.316\n",
"[98]\tvalid_0's poisson: -109.321\n",
"[99]\tvalid_0's poisson: -109.327\n",
"[100]\tvalid_0's poisson: -109.329\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9965\n",
"[2]\tvalid_0's poisson: -95.1179\n",
"[3]\tvalid_0's poisson: -97.4168\n",
"[4]\tvalid_0's poisson: -99.1438\n",
"[5]\tvalid_0's poisson: -100.473\n",
"[6]\tvalid_0's poisson: -101.628\n",
"[7]\tvalid_0's poisson: -102.556\n",
"[8]\tvalid_0's poisson: -103.339\n",
"[9]\tvalid_0's poisson: -104.018\n",
"[10]\tvalid_0's poisson: -104.565\n",
"[11]\tvalid_0's poisson: -105.078\n",
"[12]\tvalid_0's poisson: -105.502\n",
"[13]\tvalid_0's poisson: -105.838\n",
"[14]\tvalid_0's poisson: -106.201\n",
"[15]\tvalid_0's poisson: -106.469\n",
"[16]\tvalid_0's poisson: -106.746\n",
"[17]\tvalid_0's poisson: -106.959\n",
"[18]\tvalid_0's poisson: -107.156\n",
"[19]\tvalid_0's poisson: -107.308\n",
"[20]\tvalid_0's poisson: -107.473\n",
"[21]\tvalid_0's poisson: -107.596\n",
"[22]\tvalid_0's poisson: -107.714\n",
"[23]\tvalid_0's poisson: -107.805\n",
"[24]\tvalid_0's poisson: -107.891\n",
"[25]\tvalid_0's poisson: -107.974\n",
"[26]\tvalid_0's poisson: -108.055\n",
"[27]\tvalid_0's poisson: -108.111\n",
"[28]\tvalid_0's poisson: -108.208\n",
"[29]\tvalid_0's poisson: -108.263\n",
"[30]\tvalid_0's poisson: -108.327\n",
"[31]\tvalid_0's poisson: -108.364\n",
"[32]\tvalid_0's poisson: -108.405\n",
"[33]\tvalid_0's poisson: -108.445\n",
"[34]\tvalid_0's poisson: -108.484\n",
"[35]\tvalid_0's poisson: -108.553\n",
"[36]\tvalid_0's poisson: -108.584\n",
"[37]\tvalid_0's poisson: -108.606\n",
"[38]\tvalid_0's poisson: -108.642\n",
"[39]\tvalid_0's poisson: -108.664\n",
"[40]\tvalid_0's poisson: -108.68\n",
"[41]\tvalid_0's poisson: -108.721\n",
"[42]\tvalid_0's poisson: -108.734\n",
"[43]\tvalid_0's poisson: -108.759\n",
"[44]\tvalid_0's poisson: -108.781\n",
"[45]\tvalid_0's poisson: -108.794\n",
"[46]\tvalid_0's poisson: -108.809\n",
"[47]\tvalid_0's poisson: -108.832\n",
"[48]\tvalid_0's poisson: -108.854\n",
"[49]\tvalid_0's poisson: -108.864\n",
"[50]\tvalid_0's poisson: -108.894\n",
"[51]\tvalid_0's poisson: -108.905\n",
"[52]\tvalid_0's poisson: -108.934\n",
"[53]\tvalid_0's poisson: -108.955\n",
"[54]\tvalid_0's poisson: -108.969\n",
"[55]\tvalid_0's poisson: -108.976\n",
"[56]\tvalid_0's poisson: -108.996\n",
"[57]\tvalid_0's poisson: -109.013\n",
"[58]\tvalid_0's poisson: -109.029\n",
"[59]\tvalid_0's poisson: -109.053\n",
"[60]\tvalid_0's poisson: -109.063\n",
"[61]\tvalid_0's poisson: -109.075\n",
"[62]\tvalid_0's poisson: -109.078\n",
"[63]\tvalid_0's poisson: -109.086\n",
"[64]\tvalid_0's poisson: -109.101\n",
"[65]\tvalid_0's poisson: -109.107\n",
"[66]\tvalid_0's poisson: -109.119\n",
"[67]\tvalid_0's poisson: -109.131\n",
"[68]\tvalid_0's poisson: -109.133\n",
"[69]\tvalid_0's poisson: -109.141\n",
"[70]\tvalid_0's poisson: -109.148\n",
"[71]\tvalid_0's poisson: -109.161\n",
"[72]\tvalid_0's poisson: -109.178\n",
"[73]\tvalid_0's poisson: -109.197\n",
"[74]\tvalid_0's poisson: -109.208\n",
"[75]\tvalid_0's poisson: -109.209\n",
"[76]\tvalid_0's poisson: -109.216\n",
"[77]\tvalid_0's poisson: -109.233\n",
"[78]\tvalid_0's poisson: -109.238\n",
"[79]\tvalid_0's poisson: -109.247\n",
"[80]\tvalid_0's poisson: -109.252\n",
"[81]\tvalid_0's poisson: -109.258\n",
"[82]\tvalid_0's poisson: -109.274\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[83]\tvalid_0's poisson: -109.282\n",
"[84]\tvalid_0's poisson: -109.29\n",
"[85]\tvalid_0's poisson: -109.291\n",
"[86]\tvalid_0's poisson: -109.293\n",
"[87]\tvalid_0's poisson: -109.295\n",
"[88]\tvalid_0's poisson: -109.297\n",
"[89]\tvalid_0's poisson: -109.299\n",
"[90]\tvalid_0's poisson: -109.304\n",
"[91]\tvalid_0's poisson: -109.305\n",
"[92]\tvalid_0's poisson: -109.307\n",
"[93]\tvalid_0's poisson: -109.309\n",
"[94]\tvalid_0's poisson: -109.316\n",
"[95]\tvalid_0's poisson: -109.322\n",
"[96]\tvalid_0's poisson: -109.328\n",
"[97]\tvalid_0's poisson: -109.331\n",
"[98]\tvalid_0's poisson: -109.339\n",
"[99]\tvalid_0's poisson: -109.345\n",
"[100]\tvalid_0's poisson: -109.354\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.0256\n",
"[2]\tvalid_0's poisson: -95.1887\n",
"[3]\tvalid_0's poisson: -97.3708\n",
"[4]\tvalid_0's poisson: -99.0878\n",
"[5]\tvalid_0's poisson: -100.47\n",
"[6]\tvalid_0's poisson: -101.58\n",
"[7]\tvalid_0's poisson: -102.539\n",
"[8]\tvalid_0's poisson: -103.335\n",
"[9]\tvalid_0's poisson: -104.02\n",
"[10]\tvalid_0's poisson: -104.588\n",
"[11]\tvalid_0's poisson: -105.097\n",
"[12]\tvalid_0's poisson: -105.522\n",
"[13]\tvalid_0's poisson: -105.888\n",
"[14]\tvalid_0's poisson: -106.239\n",
"[15]\tvalid_0's poisson: -106.551\n",
"[16]\tvalid_0's poisson: -106.785\n",
"[17]\tvalid_0's poisson: -107.014\n",
"[18]\tvalid_0's poisson: -107.198\n",
"[19]\tvalid_0's poisson: -107.387\n",
"[20]\tvalid_0's poisson: -107.538\n",
"[21]\tvalid_0's poisson: -107.659\n",
"[22]\tvalid_0's poisson: -107.769\n",
"[23]\tvalid_0's poisson: -107.856\n",
"[24]\tvalid_0's poisson: -107.943\n",
"[25]\tvalid_0's poisson: -108.026\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.196\n",
"[28]\tvalid_0's poisson: -108.262\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.388\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.499\n",
"[33]\tvalid_0's poisson: -108.54\n",
"[34]\tvalid_0's poisson: -108.568\n",
"[35]\tvalid_0's poisson: -108.626\n",
"[36]\tvalid_0's poisson: -108.657\n",
"[37]\tvalid_0's poisson: -108.692\n",
"[38]\tvalid_0's poisson: -108.71\n",
"[39]\tvalid_0's poisson: -108.731\n",
"[40]\tvalid_0's poisson: -108.747\n",
"[41]\tvalid_0's poisson: -108.772\n",
"[42]\tvalid_0's poisson: -108.786\n",
"[43]\tvalid_0's poisson: -108.83\n",
"[44]\tvalid_0's poisson: -108.856\n",
"[45]\tvalid_0's poisson: -108.873\n",
"[46]\tvalid_0's poisson: -108.884\n",
"[47]\tvalid_0's poisson: -108.904\n",
"[48]\tvalid_0's poisson: -108.935\n",
"[49]\tvalid_0's poisson: -108.946\n",
"[50]\tvalid_0's poisson: -108.96\n",
"[51]\tvalid_0's poisson: -108.975\n",
"[52]\tvalid_0's poisson: -108.979\n",
"[53]\tvalid_0's poisson: -108.995\n",
"[54]\tvalid_0's poisson: -109.014\n",
"[55]\tvalid_0's poisson: -109.019\n",
"[56]\tvalid_0's poisson: -109.04\n",
"[57]\tvalid_0's poisson: -109.047\n",
"[58]\tvalid_0's poisson: -109.056\n",
"[59]\tvalid_0's poisson: -109.063\n",
"[60]\tvalid_0's poisson: -109.082\n",
"[61]\tvalid_0's poisson: -109.105\n",
"[62]\tvalid_0's poisson: -109.109\n",
"[63]\tvalid_0's poisson: -109.112\n",
"[64]\tvalid_0's poisson: -109.125\n",
"[65]\tvalid_0's poisson: -109.125\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.137\n",
"[68]\tvalid_0's poisson: -109.14\n",
"[69]\tvalid_0's poisson: -109.147\n",
"[70]\tvalid_0's poisson: -109.168\n",
"[71]\tvalid_0's poisson: -109.172\n",
"[72]\tvalid_0's poisson: -109.18\n",
"[73]\tvalid_0's poisson: -109.183\n",
"[74]\tvalid_0's poisson: -109.189\n",
"[75]\tvalid_0's poisson: -109.196\n",
"[76]\tvalid_0's poisson: -109.21\n",
"[77]\tvalid_0's poisson: -109.212\n",
"[78]\tvalid_0's poisson: -109.222\n",
"[79]\tvalid_0's poisson: -109.228\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.237\n",
"[82]\tvalid_0's poisson: -109.243\n",
"[83]\tvalid_0's poisson: -109.245\n",
"[84]\tvalid_0's poisson: -109.252\n",
"[85]\tvalid_0's poisson: -109.257\n",
"[86]\tvalid_0's poisson: -109.265\n",
"[87]\tvalid_0's poisson: -109.268\n",
"[88]\tvalid_0's poisson: -109.272\n",
"[89]\tvalid_0's poisson: -109.286\n",
"[90]\tvalid_0's poisson: -109.291\n",
"[91]\tvalid_0's poisson: -109.296\n",
"[92]\tvalid_0's poisson: -109.298\n",
"[93]\tvalid_0's poisson: -109.298\n",
"[94]\tvalid_0's poisson: -109.303\n",
"[95]\tvalid_0's poisson: -109.311\n",
"[96]\tvalid_0's poisson: -109.313\n",
"[97]\tvalid_0's poisson: -109.316\n",
"[98]\tvalid_0's poisson: -109.325\n",
"[99]\tvalid_0's poisson: -109.332\n",
"[100]\tvalid_0's poisson: -109.344\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.047\n",
"[2]\tvalid_0's poisson: -95.2282\n",
"[3]\tvalid_0's poisson: -97.4165\n",
"[4]\tvalid_0's poisson: -99.1506\n",
"[5]\tvalid_0's poisson: -100.523\n",
"[6]\tvalid_0's poisson: -101.648\n",
"[7]\tvalid_0's poisson: -102.59\n",
"[8]\tvalid_0's poisson: -103.372\n",
"[9]\tvalid_0's poisson: -104.087\n",
"[10]\tvalid_0's poisson: -104.65\n",
"[11]\tvalid_0's poisson: -105.113\n",
"[12]\tvalid_0's poisson: -105.576\n",
"[13]\tvalid_0's poisson: -105.956\n",
"[14]\tvalid_0's poisson: -106.271\n",
"[15]\tvalid_0's poisson: -106.544\n",
"[16]\tvalid_0's poisson: -106.807\n",
"[17]\tvalid_0's poisson: -107.046\n",
"[18]\tvalid_0's poisson: -107.231\n",
"[19]\tvalid_0's poisson: -107.39\n",
"[20]\tvalid_0's poisson: -107.552\n",
"[21]\tvalid_0's poisson: -107.675\n",
"[22]\tvalid_0's poisson: -107.792\n",
"[23]\tvalid_0's poisson: -107.883\n",
"[24]\tvalid_0's poisson: -107.977\n",
"[25]\tvalid_0's poisson: -108.061\n",
"[26]\tvalid_0's poisson: -108.129\n",
"[27]\tvalid_0's poisson: -108.185\n",
"[28]\tvalid_0's poisson: -108.25\n",
"[29]\tvalid_0's poisson: -108.316\n",
"[30]\tvalid_0's poisson: -108.368\n",
"[31]\tvalid_0's poisson: -108.412\n",
"[32]\tvalid_0's poisson: -108.444\n",
"[33]\tvalid_0's poisson: -108.483\n",
"[34]\tvalid_0's poisson: -108.519\n",
"[35]\tvalid_0's poisson: -108.563\n",
"[36]\tvalid_0's poisson: -108.59\n",
"[37]\tvalid_0's poisson: -108.606\n",
"[38]\tvalid_0's poisson: -108.653\n",
"[39]\tvalid_0's poisson: -108.671\n",
"[40]\tvalid_0's poisson: -108.695\n",
"[41]\tvalid_0's poisson: -108.733\n",
"[42]\tvalid_0's poisson: -108.753\n",
"[43]\tvalid_0's poisson: -108.773\n",
"[44]\tvalid_0's poisson: -108.784\n",
"[45]\tvalid_0's poisson: -108.809\n",
"[46]\tvalid_0's poisson: -108.834\n",
"[47]\tvalid_0's poisson: -108.844\n",
"[48]\tvalid_0's poisson: -108.859\n",
"[49]\tvalid_0's poisson: -108.881\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.903\n",
"[52]\tvalid_0's poisson: -108.913\n",
"[53]\tvalid_0's poisson: -108.94\n",
"[54]\tvalid_0's poisson: -108.952\n",
"[55]\tvalid_0's poisson: -108.956\n",
"[56]\tvalid_0's poisson: -108.971\n",
"[57]\tvalid_0's poisson: -108.995\n",
"[58]\tvalid_0's poisson: -109.005\n",
"[59]\tvalid_0's poisson: -109.019\n",
"[60]\tvalid_0's poisson: -109.033\n",
"[61]\tvalid_0's poisson: -109.048\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.078\n",
"[64]\tvalid_0's poisson: -109.087\n",
"[65]\tvalid_0's poisson: -109.104\n",
"[66]\tvalid_0's poisson: -109.109\n",
"[67]\tvalid_0's poisson: -109.117\n",
"[68]\tvalid_0's poisson: -109.131\n",
"[69]\tvalid_0's poisson: -109.149\n",
"[70]\tvalid_0's poisson: -109.156\n",
"[71]\tvalid_0's poisson: -109.171\n",
"[72]\tvalid_0's poisson: -109.177\n",
"[73]\tvalid_0's poisson: -109.185\n",
"[74]\tvalid_0's poisson: -109.192\n",
"[75]\tvalid_0's poisson: -109.204\n",
"[76]\tvalid_0's poisson: -109.207\n",
"[77]\tvalid_0's poisson: -109.21\n",
"[78]\tvalid_0's poisson: -109.225\n",
"[79]\tvalid_0's poisson: -109.234\n",
"[80]\tvalid_0's poisson: -109.236\n",
"[81]\tvalid_0's poisson: -109.247\n",
"[82]\tvalid_0's poisson: -109.254\n",
"[83]\tvalid_0's poisson: -109.265\n",
"[84]\tvalid_0's poisson: -109.272\n",
"[85]\tvalid_0's poisson: -109.283\n",
"[86]\tvalid_0's poisson: -109.284\n",
"[87]\tvalid_0's poisson: -109.288\n",
"[88]\tvalid_0's poisson: -109.297\n",
"[89]\tvalid_0's poisson: -109.302\n",
"[90]\tvalid_0's poisson: -109.308\n",
"[91]\tvalid_0's poisson: -109.314\n",
"[92]\tvalid_0's poisson: -109.317\n",
"[93]\tvalid_0's poisson: -109.32\n",
"[94]\tvalid_0's poisson: -109.324\n",
"[95]\tvalid_0's poisson: -109.33\n",
"[96]\tvalid_0's poisson: -109.335\n",
"[97]\tvalid_0's poisson: -109.339\n",
"[98]\tvalid_0's poisson: -109.347\n",
"[99]\tvalid_0's poisson: -109.351\n",
"[100]\tvalid_0's poisson: -109.352\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9729\n",
"[2]\tvalid_0's poisson: -95.1344\n",
"[3]\tvalid_0's poisson: -97.325\n",
"[4]\tvalid_0's poisson: -99.0311\n",
"[5]\tvalid_0's poisson: -100.384\n",
"[6]\tvalid_0's poisson: -101.498\n",
"[7]\tvalid_0's poisson: -102.461\n",
"[8]\tvalid_0's poisson: -103.259\n",
"[9]\tvalid_0's poisson: -103.961\n",
"[10]\tvalid_0's poisson: -104.566\n",
"[11]\tvalid_0's poisson: -105.054\n",
"[12]\tvalid_0's poisson: -105.483\n",
"[13]\tvalid_0's poisson: -105.902\n",
"[14]\tvalid_0's poisson: -106.244\n",
"[15]\tvalid_0's poisson: -106.501\n",
"[16]\tvalid_0's poisson: -106.765\n",
"[17]\tvalid_0's poisson: -106.963\n",
"[18]\tvalid_0's poisson: -107.153\n",
"[19]\tvalid_0's poisson: -107.313\n",
"[20]\tvalid_0's poisson: -107.467\n",
"[21]\tvalid_0's poisson: -107.588\n",
"[22]\tvalid_0's poisson: -107.702\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.975\n",
"[26]\tvalid_0's poisson: -108.061\n",
"[27]\tvalid_0's poisson: -108.143\n",
"[28]\tvalid_0's poisson: -108.21\n",
"[29]\tvalid_0's poisson: -108.273\n",
"[30]\tvalid_0's poisson: -108.354\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.463\n",
"[33]\tvalid_0's poisson: -108.492\n",
"[34]\tvalid_0's poisson: -108.546\n",
"[35]\tvalid_0's poisson: -108.574\n",
"[36]\tvalid_0's poisson: -108.592\n",
"[37]\tvalid_0's poisson: -108.625\n",
"[38]\tvalid_0's poisson: -108.64\n",
"[39]\tvalid_0's poisson: -108.654\n",
"[40]\tvalid_0's poisson: -108.685\n",
"[41]\tvalid_0's poisson: -108.729\n",
"[42]\tvalid_0's poisson: -108.757\n",
"[43]\tvalid_0's poisson: -108.77\n",
"[44]\tvalid_0's poisson: -108.783\n",
"[45]\tvalid_0's poisson: -108.826\n",
"[46]\tvalid_0's poisson: -108.85\n",
"[47]\tvalid_0's poisson: -108.876\n",
"[48]\tvalid_0's poisson: -108.883\n",
"[49]\tvalid_0's poisson: -108.89\n",
"[50]\tvalid_0's poisson: -108.912\n",
"[51]\tvalid_0's poisson: -108.944\n",
"[52]\tvalid_0's poisson: -108.953\n",
"[53]\tvalid_0's poisson: -108.967\n",
"[54]\tvalid_0's poisson: -108.991\n",
"[55]\tvalid_0's poisson: -109.016\n",
"[56]\tvalid_0's poisson: -109.018\n",
"[57]\tvalid_0's poisson: -109.034\n",
"[58]\tvalid_0's poisson: -109.046\n",
"[59]\tvalid_0's poisson: -109.049\n",
"[60]\tvalid_0's poisson: -109.067\n",
"[61]\tvalid_0's poisson: -109.078\n",
"[62]\tvalid_0's poisson: -109.091\n",
"[63]\tvalid_0's poisson: -109.11\n",
"[64]\tvalid_0's poisson: -109.111\n",
"[65]\tvalid_0's poisson: -109.127\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.14\n",
"[68]\tvalid_0's poisson: -109.154\n",
"[69]\tvalid_0's poisson: -109.163\n",
"[70]\tvalid_0's poisson: -109.171\n",
"[71]\tvalid_0's poisson: -109.176\n",
"[72]\tvalid_0's poisson: -109.184\n",
"[73]\tvalid_0's poisson: -109.188\n",
"[74]\tvalid_0's poisson: -109.195\n",
"[75]\tvalid_0's poisson: -109.202\n",
"[76]\tvalid_0's poisson: -109.212\n",
"[77]\tvalid_0's poisson: -109.223\n",
"[78]\tvalid_0's poisson: -109.225\n",
"[79]\tvalid_0's poisson: -109.231\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.238\n",
"[82]\tvalid_0's poisson: -109.249\n",
"[83]\tvalid_0's poisson: -109.255\n",
"[84]\tvalid_0's poisson: -109.259\n",
"[85]\tvalid_0's poisson: -109.261\n",
"[86]\tvalid_0's poisson: -109.266\n",
"[87]\tvalid_0's poisson: -109.274\n",
"[88]\tvalid_0's poisson: -109.281\n",
"[89]\tvalid_0's poisson: -109.285\n",
"[90]\tvalid_0's poisson: -109.286\n",
"[91]\tvalid_0's poisson: -109.295\n",
"[92]\tvalid_0's poisson: -109.297\n",
"[93]\tvalid_0's poisson: -109.305\n",
"[94]\tvalid_0's poisson: -109.306\n",
"[95]\tvalid_0's poisson: -109.309\n",
"[96]\tvalid_0's poisson: -109.314\n",
"[97]\tvalid_0's poisson: -109.315\n",
"[98]\tvalid_0's poisson: -109.316\n",
"[99]\tvalid_0's poisson: -109.319\n",
"[100]\tvalid_0's poisson: -109.32\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5206\n",
"[2]\tvalid_0's poisson: -87.8569\n",
"[3]\tvalid_0's poisson: -88.1832\n",
"[4]\tvalid_0's poisson: -88.5\n",
"[5]\tvalid_0's poisson: -88.8088\n",
"[6]\tvalid_0's poisson: -89.1062\n",
"[7]\tvalid_0's poisson: -89.3963\n",
"[8]\tvalid_0's poisson: -89.6784\n",
"[9]\tvalid_0's poisson: -89.9551\n",
"[10]\tvalid_0's poisson: -90.2278\n",
"[11]\tvalid_0's poisson: -90.4925\n",
"[12]\tvalid_0's poisson: -90.7505\n",
"[13]\tvalid_0's poisson: -91.0041\n",
"[14]\tvalid_0's poisson: -91.2509\n",
"[15]\tvalid_0's poisson: -91.492\n",
"[16]\tvalid_0's poisson: -91.7281\n",
"[17]\tvalid_0's poisson: -91.9589\n",
"[18]\tvalid_0's poisson: -92.1871\n",
"[19]\tvalid_0's poisson: -92.4075\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[20]\tvalid_0's poisson: -92.6232\n",
"[21]\tvalid_0's poisson: -92.8372\n",
"[22]\tvalid_0's poisson: -93.0451\n",
"[23]\tvalid_0's poisson: -93.2479\n",
"[24]\tvalid_0's poisson: -93.4477\n",
"[25]\tvalid_0's poisson: -93.6451\n",
"[26]\tvalid_0's poisson: -93.8371\n",
"[27]\tvalid_0's poisson: -94.025\n",
"[28]\tvalid_0's poisson: -94.21\n",
"[29]\tvalid_0's poisson: -94.3907\n",
"[30]\tvalid_0's poisson: -94.5711\n",
"[31]\tvalid_0's poisson: -94.7472\n",
"[32]\tvalid_0's poisson: -94.9203\n",
"[33]\tvalid_0's poisson: -95.0903\n",
"[34]\tvalid_0's poisson: -95.2572\n",
"[35]\tvalid_0's poisson: -95.4208\n",
"[36]\tvalid_0's poisson: -95.582\n",
"[37]\tvalid_0's poisson: -95.74\n",
"[38]\tvalid_0's poisson: -95.8953\n",
"[39]\tvalid_0's poisson: -96.0474\n",
"[40]\tvalid_0's poisson: -96.1996\n",
"[41]\tvalid_0's poisson: -96.3472\n",
"[42]\tvalid_0's poisson: -96.4917\n",
"[43]\tvalid_0's poisson: -96.6361\n",
"[44]\tvalid_0's poisson: -96.7781\n",
"[45]\tvalid_0's poisson: -96.9182\n",
"[46]\tvalid_0's poisson: -97.0542\n",
"[47]\tvalid_0's poisson: -97.1876\n",
"[48]\tvalid_0's poisson: -97.3208\n",
"[49]\tvalid_0's poisson: -97.4505\n",
"[50]\tvalid_0's poisson: -97.5779\n",
"[51]\tvalid_0's poisson: -97.7052\n",
"[52]\tvalid_0's poisson: -97.8287\n",
"[53]\tvalid_0's poisson: -97.9516\n",
"[54]\tvalid_0's poisson: -98.0719\n",
"[55]\tvalid_0's poisson: -98.1918\n",
"[56]\tvalid_0's poisson: -98.3106\n",
"[57]\tvalid_0's poisson: -98.4255\n",
"[58]\tvalid_0's poisson: -98.5391\n",
"[59]\tvalid_0's poisson: -98.6505\n",
"[60]\tvalid_0's poisson: -98.7614\n",
"[61]\tvalid_0's poisson: -98.8723\n",
"[62]\tvalid_0's poisson: -98.9793\n",
"[63]\tvalid_0's poisson: -99.0851\n",
"[64]\tvalid_0's poisson: -99.1902\n",
"[65]\tvalid_0's poisson: -99.2927\n",
"[66]\tvalid_0's poisson: -99.3942\n",
"[67]\tvalid_0's poisson: -99.4949\n",
"[68]\tvalid_0's poisson: -99.5938\n",
"[69]\tvalid_0's poisson: -99.6927\n",
"[70]\tvalid_0's poisson: -99.7878\n",
"[71]\tvalid_0's poisson: -99.8816\n",
"[72]\tvalid_0's poisson: -99.974\n",
"[73]\tvalid_0's poisson: -100.066\n",
"[74]\tvalid_0's poisson: -100.156\n",
"[75]\tvalid_0's poisson: -100.245\n",
"[76]\tvalid_0's poisson: -100.333\n",
"[77]\tvalid_0's poisson: -100.421\n",
"[78]\tvalid_0's poisson: -100.506\n",
"[79]\tvalid_0's poisson: -100.593\n",
"[80]\tvalid_0's poisson: -100.676\n",
"[81]\tvalid_0's poisson: -100.759\n",
"[82]\tvalid_0's poisson: -100.84\n",
"[83]\tvalid_0's poisson: -100.92\n",
"[84]\tvalid_0's poisson: -101\n",
"[85]\tvalid_0's poisson: -101.078\n",
"[86]\tvalid_0's poisson: -101.154\n",
"[87]\tvalid_0's poisson: -101.231\n",
"[88]\tvalid_0's poisson: -101.306\n",
"[89]\tvalid_0's poisson: -101.38\n",
"[90]\tvalid_0's poisson: -101.454\n",
"[91]\tvalid_0's poisson: -101.527\n",
"[92]\tvalid_0's poisson: -101.597\n",
"[93]\tvalid_0's poisson: -101.668\n",
"[94]\tvalid_0's poisson: -101.738\n",
"[95]\tvalid_0's poisson: -101.807\n",
"[96]\tvalid_0's poisson: -101.875\n",
"[97]\tvalid_0's poisson: -101.942\n",
"[98]\tvalid_0's poisson: -102.009\n",
"[99]\tvalid_0's poisson: -102.075\n",
"[100]\tvalid_0's poisson: -102.141\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5246\n",
"[2]\tvalid_0's poisson: -87.8733\n",
"[3]\tvalid_0's poisson: -88.2075\n",
"[4]\tvalid_0's poisson: -88.5288\n",
"[5]\tvalid_0's poisson: -88.8443\n",
"[6]\tvalid_0's poisson: -89.1479\n",
"[7]\tvalid_0's poisson: -89.4461\n",
"[8]\tvalid_0's poisson: -89.7356\n",
"[9]\tvalid_0's poisson: -90.0137\n",
"[10]\tvalid_0's poisson: -90.2882\n",
"[11]\tvalid_0's poisson: -90.5532\n",
"[12]\tvalid_0's poisson: -90.8143\n",
"[13]\tvalid_0's poisson: -91.0668\n",
"[14]\tvalid_0's poisson: -91.3153\n",
"[15]\tvalid_0's poisson: -91.5605\n",
"[16]\tvalid_0's poisson: -91.7976\n",
"[17]\tvalid_0's poisson: -92.0318\n",
"[18]\tvalid_0's poisson: -92.2587\n",
"[19]\tvalid_0's poisson: -92.4813\n",
"[20]\tvalid_0's poisson: -92.7004\n",
"[21]\tvalid_0's poisson: -92.9148\n",
"[22]\tvalid_0's poisson: -93.1233\n",
"[23]\tvalid_0's poisson: -93.3287\n",
"[24]\tvalid_0's poisson: -93.5296\n",
"[25]\tvalid_0's poisson: -93.7261\n",
"[26]\tvalid_0's poisson: -93.9194\n",
"[27]\tvalid_0's poisson: -94.1077\n",
"[28]\tvalid_0's poisson: -94.2923\n",
"[29]\tvalid_0's poisson: -94.4754\n",
"[30]\tvalid_0's poisson: -94.6557\n",
"[31]\tvalid_0's poisson: -94.8336\n",
"[32]\tvalid_0's poisson: -95.0065\n",
"[33]\tvalid_0's poisson: -95.1767\n",
"[34]\tvalid_0's poisson: -95.3448\n",
"[35]\tvalid_0's poisson: -95.5084\n",
"[36]\tvalid_0's poisson: -95.6695\n",
"[37]\tvalid_0's poisson: -95.8277\n",
"[38]\tvalid_0's poisson: -95.9839\n",
"[39]\tvalid_0's poisson: -96.1363\n",
"[40]\tvalid_0's poisson: -96.2861\n",
"[41]\tvalid_0's poisson: -96.4345\n",
"[42]\tvalid_0's poisson: -96.5801\n",
"[43]\tvalid_0's poisson: -96.7223\n",
"[44]\tvalid_0's poisson: -96.8636\n",
"[45]\tvalid_0's poisson: -97.0027\n",
"[46]\tvalid_0's poisson: -97.1387\n",
"[47]\tvalid_0's poisson: -97.2748\n",
"[48]\tvalid_0's poisson: -97.4084\n",
"[49]\tvalid_0's poisson: -97.5387\n",
"[50]\tvalid_0's poisson: -97.6665\n",
"[51]\tvalid_0's poisson: -97.7917\n",
"[52]\tvalid_0's poisson: -97.9202\n",
"[53]\tvalid_0's poisson: -98.0418\n",
"[54]\tvalid_0's poisson: -98.162\n",
"[55]\tvalid_0's poisson: -98.2815\n",
"[56]\tvalid_0's poisson: -98.3974\n",
"[57]\tvalid_0's poisson: -98.5158\n",
"[58]\tvalid_0's poisson: -98.6305\n",
"[59]\tvalid_0's poisson: -98.7433\n",
"[60]\tvalid_0's poisson: -98.8529\n",
"[61]\tvalid_0's poisson: -98.9628\n",
"[62]\tvalid_0's poisson: -99.0691\n",
"[63]\tvalid_0's poisson: -99.1774\n",
"[64]\tvalid_0's poisson: -99.2806\n",
"[65]\tvalid_0's poisson: -99.3833\n",
"[66]\tvalid_0's poisson: -99.4833\n",
"[67]\tvalid_0's poisson: -99.5853\n",
"[68]\tvalid_0's poisson: -99.6827\n",
"[69]\tvalid_0's poisson: -99.7786\n",
"[70]\tvalid_0's poisson: -99.8765\n",
"[71]\tvalid_0's poisson: -99.9697\n",
"[72]\tvalid_0's poisson: -100.064\n",
"[73]\tvalid_0's poisson: -100.153\n",
"[74]\tvalid_0's poisson: -100.242\n",
"[75]\tvalid_0's poisson: -100.331\n",
"[76]\tvalid_0's poisson: -100.417\n",
"[77]\tvalid_0's poisson: -100.501\n",
"[78]\tvalid_0's poisson: -100.588\n",
"[79]\tvalid_0's poisson: -100.67\n",
"[80]\tvalid_0's poisson: -100.752\n",
"[81]\tvalid_0's poisson: -100.832\n",
"[82]\tvalid_0's poisson: -100.912\n",
"[83]\tvalid_0's poisson: -100.993\n",
"[84]\tvalid_0's poisson: -101.07\n",
"[85]\tvalid_0's poisson: -101.147\n",
"[86]\tvalid_0's poisson: -101.222\n",
"[87]\tvalid_0's poisson: -101.297\n",
"[88]\tvalid_0's poisson: -101.373\n",
"[89]\tvalid_0's poisson: -101.446\n",
"[90]\tvalid_0's poisson: -101.517\n",
"[91]\tvalid_0's poisson: -101.591\n",
"[92]\tvalid_0's poisson: -101.661\n",
"[93]\tvalid_0's poisson: -101.732\n",
"[94]\tvalid_0's poisson: -101.802\n",
"[95]\tvalid_0's poisson: -101.869\n",
"[96]\tvalid_0's poisson: -101.936\n",
"[97]\tvalid_0's poisson: -102.003\n",
"[98]\tvalid_0's poisson: -102.071\n",
"[99]\tvalid_0's poisson: -102.136\n",
"[100]\tvalid_0's poisson: -102.201\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5237\n",
"[2]\tvalid_0's poisson: -87.8674\n",
"[3]\tvalid_0's poisson: -88.1999\n",
"[4]\tvalid_0's poisson: -88.5181\n",
"[5]\tvalid_0's poisson: -88.8325\n",
"[6]\tvalid_0's poisson: -89.1342\n",
"[7]\tvalid_0's poisson: -89.4293\n",
"[8]\tvalid_0's poisson: -89.7167\n",
"[9]\tvalid_0's poisson: -89.9979\n",
"[10]\tvalid_0's poisson: -90.2724\n",
"[11]\tvalid_0's poisson: -90.5386\n",
"[12]\tvalid_0's poisson: -90.7999\n",
"[13]\tvalid_0's poisson: -91.0541\n",
"[14]\tvalid_0's poisson: -91.3045\n",
"[15]\tvalid_0's poisson: -91.5481\n",
"[16]\tvalid_0's poisson: -91.7854\n",
"[17]\tvalid_0's poisson: -92.0162\n",
"[18]\tvalid_0's poisson: -92.2454\n",
"[19]\tvalid_0's poisson: -92.4662\n",
"[20]\tvalid_0's poisson: -92.686\n",
"[21]\tvalid_0's poisson: -92.8993\n",
"[22]\tvalid_0's poisson: -93.108\n",
"[23]\tvalid_0's poisson: -93.3141\n",
"[24]\tvalid_0's poisson: -93.5139\n",
"[25]\tvalid_0's poisson: -93.7106\n",
"[26]\tvalid_0's poisson: -93.9033\n",
"[27]\tvalid_0's poisson: -94.0936\n",
"[28]\tvalid_0's poisson: -94.2784\n",
"[29]\tvalid_0's poisson: -94.4596\n",
"[30]\tvalid_0's poisson: -94.6389\n",
"[31]\tvalid_0's poisson: -94.8147\n",
"[32]\tvalid_0's poisson: -94.987\n",
"[33]\tvalid_0's poisson: -95.1559\n",
"[34]\tvalid_0's poisson: -95.3233\n",
"[35]\tvalid_0's poisson: -95.4858\n",
"[36]\tvalid_0's poisson: -95.6492\n",
"[37]\tvalid_0's poisson: -95.8088\n",
"[38]\tvalid_0's poisson: -95.9632\n",
"[39]\tvalid_0's poisson: -96.1152\n",
"[40]\tvalid_0's poisson: -96.2669\n",
"[41]\tvalid_0's poisson: -96.4149\n",
"[42]\tvalid_0's poisson: -96.5605\n",
"[43]\tvalid_0's poisson: -96.7038\n",
"[44]\tvalid_0's poisson: -96.8447\n",
"[45]\tvalid_0's poisson: -96.9847\n",
"[46]\tvalid_0's poisson: -97.1199\n",
"[47]\tvalid_0's poisson: -97.2544\n",
"[48]\tvalid_0's poisson: -97.3872\n",
"[49]\tvalid_0's poisson: -97.5175\n",
"[50]\tvalid_0's poisson: -97.646\n",
"[51]\tvalid_0's poisson: -97.7751\n",
"[52]\tvalid_0's poisson: -97.8997\n",
"[53]\tvalid_0's poisson: -98.0221\n",
"[54]\tvalid_0's poisson: -98.1433\n",
"[55]\tvalid_0's poisson: -98.2653\n",
"[56]\tvalid_0's poisson: -98.3828\n",
"[57]\tvalid_0's poisson: -98.4978\n",
"[58]\tvalid_0's poisson: -98.6109\n",
"[59]\tvalid_0's poisson: -98.7255\n",
"[60]\tvalid_0's poisson: -98.8355\n",
"[61]\tvalid_0's poisson: -98.9449\n",
"[62]\tvalid_0's poisson: -99.0523\n",
"[63]\tvalid_0's poisson: -99.1603\n",
"[64]\tvalid_0's poisson: -99.2638\n",
"[65]\tvalid_0's poisson: -99.3666\n",
"[66]\tvalid_0's poisson: -99.4671\n",
"[67]\tvalid_0's poisson: -99.5678\n",
"[68]\tvalid_0's poisson: -99.6652\n",
"[69]\tvalid_0's poisson: -99.7648\n",
"[70]\tvalid_0's poisson: -99.863\n",
"[71]\tvalid_0's poisson: -99.9563\n",
"[72]\tvalid_0's poisson: -100.049\n",
"[73]\tvalid_0's poisson: -100.143\n",
"[74]\tvalid_0's poisson: -100.232\n",
"[75]\tvalid_0's poisson: -100.321\n",
"[76]\tvalid_0's poisson: -100.409\n",
"[77]\tvalid_0's poisson: -100.496\n",
"[78]\tvalid_0's poisson: -100.584\n",
"[79]\tvalid_0's poisson: -100.667\n",
"[80]\tvalid_0's poisson: -100.75\n",
"[81]\tvalid_0's poisson: -100.833\n",
"[82]\tvalid_0's poisson: -100.913\n",
"[83]\tvalid_0's poisson: -100.993\n",
"[84]\tvalid_0's poisson: -101.074\n",
"[85]\tvalid_0's poisson: -101.151\n",
"[86]\tvalid_0's poisson: -101.23\n",
"[87]\tvalid_0's poisson: -101.305\n",
"[88]\tvalid_0's poisson: -101.38\n",
"[89]\tvalid_0's poisson: -101.455\n",
"[90]\tvalid_0's poisson: -101.527\n",
"[91]\tvalid_0's poisson: -101.601\n",
"[92]\tvalid_0's poisson: -101.672\n",
"[93]\tvalid_0's poisson: -101.742\n",
"[94]\tvalid_0's poisson: -101.812\n",
"[95]\tvalid_0's poisson: -101.88\n",
"[96]\tvalid_0's poisson: -101.949\n",
"[97]\tvalid_0's poisson: -102.017\n",
"[98]\tvalid_0's poisson: -102.083\n",
"[99]\tvalid_0's poisson: -102.148\n",
"[100]\tvalid_0's poisson: -102.212\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5335\n",
"[2]\tvalid_0's poisson: -87.8797\n",
"[3]\tvalid_0's poisson: -88.2152\n",
"[4]\tvalid_0's poisson: -88.5408\n",
"[5]\tvalid_0's poisson: -88.857\n",
"[6]\tvalid_0's poisson: -89.162\n",
"[7]\tvalid_0's poisson: -89.4611\n",
"[8]\tvalid_0's poisson: -89.7505\n",
"[9]\tvalid_0's poisson: -90.0321\n",
"[10]\tvalid_0's poisson: -90.3062\n",
"[11]\tvalid_0's poisson: -90.573\n",
"[12]\tvalid_0's poisson: -90.8333\n",
"[13]\tvalid_0's poisson: -91.0884\n",
"[14]\tvalid_0's poisson: -91.3371\n",
"[15]\tvalid_0's poisson: -91.5817\n",
"[16]\tvalid_0's poisson: -91.8197\n",
"[17]\tvalid_0's poisson: -92.0533\n",
"[18]\tvalid_0's poisson: -92.2815\n",
"[19]\tvalid_0's poisson: -92.5051\n",
"[20]\tvalid_0's poisson: -92.7236\n",
"[21]\tvalid_0's poisson: -92.938\n",
"[22]\tvalid_0's poisson: -93.1478\n",
"[23]\tvalid_0's poisson: -93.3531\n",
"[24]\tvalid_0's poisson: -93.5545\n",
"[25]\tvalid_0's poisson: -93.7527\n",
"[26]\tvalid_0's poisson: -93.9463\n",
"[27]\tvalid_0's poisson: -94.1361\n",
"[28]\tvalid_0's poisson: -94.3231\n",
"[29]\tvalid_0's poisson: -94.5058\n",
"[30]\tvalid_0's poisson: -94.6849\n",
"[31]\tvalid_0's poisson: -94.8601\n",
"[32]\tvalid_0's poisson: -95.0328\n",
"[33]\tvalid_0's poisson: -95.2035\n",
"[34]\tvalid_0's poisson: -95.3705\n",
"[35]\tvalid_0's poisson: -95.5351\n",
"[36]\tvalid_0's poisson: -95.6971\n",
"[37]\tvalid_0's poisson: -95.855\n",
"[38]\tvalid_0's poisson: -96.0098\n",
"[39]\tvalid_0's poisson: -96.1632\n",
"[40]\tvalid_0's poisson: -96.3124\n",
"[41]\tvalid_0's poisson: -96.4599\n",
"[42]\tvalid_0's poisson: -96.6057\n",
"[43]\tvalid_0's poisson: -96.7492\n",
"[44]\tvalid_0's poisson: -96.8907\n",
"[45]\tvalid_0's poisson: -97.0298\n",
"[46]\tvalid_0's poisson: -97.1669\n",
"[47]\tvalid_0's poisson: -97.3014\n",
"[48]\tvalid_0's poisson: -97.4347\n",
"[49]\tvalid_0's poisson: -97.5652\n",
"[50]\tvalid_0's poisson: -97.6934\n",
"[51]\tvalid_0's poisson: -97.8196\n",
"[52]\tvalid_0's poisson: -97.9449\n",
"[53]\tvalid_0's poisson: -98.0673\n",
"[54]\tvalid_0's poisson: -98.1883\n",
"[55]\tvalid_0's poisson: -98.3078\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -98.4246\n",
"[57]\tvalid_0's poisson: -98.5396\n",
"[58]\tvalid_0's poisson: -98.6537\n",
"[59]\tvalid_0's poisson: -98.7653\n",
"[60]\tvalid_0's poisson: -98.8792\n",
"[61]\tvalid_0's poisson: -98.9874\n",
"[62]\tvalid_0's poisson: -99.0939\n",
"[63]\tvalid_0's poisson: -99.2029\n",
"[64]\tvalid_0's poisson: -99.3068\n",
"[65]\tvalid_0's poisson: -99.4098\n",
"[66]\tvalid_0's poisson: -99.5118\n",
"[67]\tvalid_0's poisson: -99.6114\n",
"[68]\tvalid_0's poisson: -99.7127\n",
"[69]\tvalid_0's poisson: -99.8093\n",
"[70]\tvalid_0's poisson: -99.9068\n",
"[71]\tvalid_0's poisson: -100.002\n",
"[72]\tvalid_0's poisson: -100.094\n",
"[73]\tvalid_0's poisson: -100.186\n",
"[74]\tvalid_0's poisson: -100.277\n",
"[75]\tvalid_0's poisson: -100.366\n",
"[76]\tvalid_0's poisson: -100.455\n",
"[77]\tvalid_0's poisson: -100.541\n",
"[78]\tvalid_0's poisson: -100.628\n",
"[79]\tvalid_0's poisson: -100.713\n",
"[80]\tvalid_0's poisson: -100.796\n",
"[81]\tvalid_0's poisson: -100.879\n",
"[82]\tvalid_0's poisson: -100.959\n",
"[83]\tvalid_0's poisson: -101.043\n",
"[84]\tvalid_0's poisson: -101.121\n",
"[85]\tvalid_0's poisson: -101.198\n",
"[86]\tvalid_0's poisson: -101.274\n",
"[87]\tvalid_0's poisson: -101.349\n",
"[88]\tvalid_0's poisson: -101.423\n",
"[89]\tvalid_0's poisson: -101.497\n",
"[90]\tvalid_0's poisson: -101.569\n",
"[91]\tvalid_0's poisson: -101.643\n",
"[92]\tvalid_0's poisson: -101.714\n",
"[93]\tvalid_0's poisson: -101.783\n",
"[94]\tvalid_0's poisson: -101.852\n",
"[95]\tvalid_0's poisson: -101.922\n",
"[96]\tvalid_0's poisson: -101.991\n",
"[97]\tvalid_0's poisson: -102.057\n",
"[98]\tvalid_0's poisson: -102.122\n",
"[99]\tvalid_0's poisson: -102.188\n",
"[100]\tvalid_0's poisson: -102.253\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.5142\n",
"[2]\tvalid_0's poisson: -87.8538\n",
"[3]\tvalid_0's poisson: -88.1833\n",
"[4]\tvalid_0's poisson: -88.5029\n",
"[5]\tvalid_0's poisson: -88.8135\n",
"[6]\tvalid_0's poisson: -89.1153\n",
"[7]\tvalid_0's poisson: -89.4071\n",
"[8]\tvalid_0's poisson: -89.6929\n",
"[9]\tvalid_0's poisson: -89.9722\n",
"[10]\tvalid_0's poisson: -90.2436\n",
"[11]\tvalid_0's poisson: -90.5092\n",
"[12]\tvalid_0's poisson: -90.7678\n",
"[13]\tvalid_0's poisson: -91.0187\n",
"[14]\tvalid_0's poisson: -91.2656\n",
"[15]\tvalid_0's poisson: -91.5068\n",
"[16]\tvalid_0's poisson: -91.7425\n",
"[17]\tvalid_0's poisson: -91.9736\n",
"[18]\tvalid_0's poisson: -92.1994\n",
"[19]\tvalid_0's poisson: -92.4217\n",
"[20]\tvalid_0's poisson: -92.6376\n",
"[21]\tvalid_0's poisson: -92.8499\n",
"[22]\tvalid_0's poisson: -93.058\n",
"[23]\tvalid_0's poisson: -93.261\n",
"[24]\tvalid_0's poisson: -93.4607\n",
"[25]\tvalid_0's poisson: -93.656\n",
"[26]\tvalid_0's poisson: -93.8476\n",
"[27]\tvalid_0's poisson: -94.0371\n",
"[28]\tvalid_0's poisson: -94.2214\n",
"[29]\tvalid_0's poisson: -94.4028\n",
"[30]\tvalid_0's poisson: -94.581\n",
"[31]\tvalid_0's poisson: -94.7553\n",
"[32]\tvalid_0's poisson: -94.9269\n",
"[33]\tvalid_0's poisson: -95.095\n",
"[34]\tvalid_0's poisson: -95.2618\n",
"[35]\tvalid_0's poisson: -95.4258\n",
"[36]\tvalid_0's poisson: -95.587\n",
"[37]\tvalid_0's poisson: -95.7435\n",
"[38]\tvalid_0's poisson: -95.8999\n",
"[39]\tvalid_0's poisson: -96.051\n",
"[40]\tvalid_0's poisson: -96.202\n",
"[41]\tvalid_0's poisson: -96.3497\n",
"[42]\tvalid_0's poisson: -96.4943\n",
"[43]\tvalid_0's poisson: -96.6372\n",
"[44]\tvalid_0's poisson: -96.7784\n",
"[45]\tvalid_0's poisson: -96.9162\n",
"[46]\tvalid_0's poisson: -97.0519\n",
"[47]\tvalid_0's poisson: -97.1846\n",
"[48]\tvalid_0's poisson: -97.3172\n",
"[49]\tvalid_0's poisson: -97.4471\n",
"[50]\tvalid_0's poisson: -97.5744\n",
"[51]\tvalid_0's poisson: -97.6996\n",
"[52]\tvalid_0's poisson: -97.8244\n",
"[53]\tvalid_0's poisson: -97.9479\n",
"[54]\tvalid_0's poisson: -98.0696\n",
"[55]\tvalid_0's poisson: -98.1885\n",
"[56]\tvalid_0's poisson: -98.3056\n",
"[57]\tvalid_0's poisson: -98.4211\n",
"[58]\tvalid_0's poisson: -98.5355\n",
"[59]\tvalid_0's poisson: -98.6482\n",
"[60]\tvalid_0's poisson: -98.759\n",
"[61]\tvalid_0's poisson: -98.8691\n",
"[62]\tvalid_0's poisson: -98.9769\n",
"[63]\tvalid_0's poisson: -99.0829\n",
"[64]\tvalid_0's poisson: -99.1883\n",
"[65]\tvalid_0's poisson: -99.2924\n",
"[66]\tvalid_0's poisson: -99.3975\n",
"[67]\tvalid_0's poisson: -99.4978\n",
"[68]\tvalid_0's poisson: -99.5967\n",
"[69]\tvalid_0's poisson: -99.6941\n",
"[70]\tvalid_0's poisson: -99.7909\n",
"[71]\tvalid_0's poisson: -99.8888\n",
"[72]\tvalid_0's poisson: -99.9823\n",
"[73]\tvalid_0's poisson: -100.075\n",
"[74]\tvalid_0's poisson: -100.166\n",
"[75]\tvalid_0's poisson: -100.256\n",
"[76]\tvalid_0's poisson: -100.344\n",
"[77]\tvalid_0's poisson: -100.434\n",
"[78]\tvalid_0's poisson: -100.52\n",
"[79]\tvalid_0's poisson: -100.606\n",
"[80]\tvalid_0's poisson: -100.69\n",
"[81]\tvalid_0's poisson: -100.776\n",
"[82]\tvalid_0's poisson: -100.858\n",
"[83]\tvalid_0's poisson: -100.938\n",
"[84]\tvalid_0's poisson: -101.02\n",
"[85]\tvalid_0's poisson: -101.099\n",
"[86]\tvalid_0's poisson: -101.177\n",
"[87]\tvalid_0's poisson: -101.254\n",
"[88]\tvalid_0's poisson: -101.332\n",
"[89]\tvalid_0's poisson: -101.407\n",
"[90]\tvalid_0's poisson: -101.481\n",
"[91]\tvalid_0's poisson: -101.553\n",
"[92]\tvalid_0's poisson: -101.627\n",
"[93]\tvalid_0's poisson: -101.697\n",
"[94]\tvalid_0's poisson: -101.768\n",
"[95]\tvalid_0's poisson: -101.839\n",
"[96]\tvalid_0's poisson: -101.906\n",
"[97]\tvalid_0's poisson: -101.974\n",
"[98]\tvalid_0's poisson: -102.042\n",
"[99]\tvalid_0's poisson: -102.107\n",
"[100]\tvalid_0's poisson: -102.172\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=10, learning_rate=0.015625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9186\n",
"[2]\tvalid_0's poisson: -94.9318\n",
"[3]\tvalid_0's poisson: -97.1554\n",
"[4]\tvalid_0's poisson: -98.9657\n",
"[5]\tvalid_0's poisson: -100.341\n",
"[6]\tvalid_0's poisson: -101.456\n",
"[7]\tvalid_0's poisson: -102.391\n",
"[8]\tvalid_0's poisson: -103.214\n",
"[9]\tvalid_0's poisson: -103.893\n",
"[10]\tvalid_0's poisson: -104.472\n",
"[11]\tvalid_0's poisson: -105.036\n",
"[12]\tvalid_0's poisson: -105.462\n",
"[13]\tvalid_0's poisson: -105.822\n",
"[14]\tvalid_0's poisson: -106.14\n",
"[15]\tvalid_0's poisson: -106.456\n",
"[16]\tvalid_0's poisson: -106.698\n",
"[17]\tvalid_0's poisson: -106.923\n",
"[18]\tvalid_0's poisson: -107.124\n",
"[19]\tvalid_0's poisson: -107.3\n",
"[20]\tvalid_0's poisson: -107.462\n",
"[21]\tvalid_0's poisson: -107.581\n",
"[22]\tvalid_0's poisson: -107.689\n",
"[23]\tvalid_0's poisson: -107.777\n",
"[24]\tvalid_0's poisson: -107.864\n",
"[25]\tvalid_0's poisson: -107.969\n",
"[26]\tvalid_0's poisson: -108.053\n",
"[27]\tvalid_0's poisson: -108.116\n",
"[28]\tvalid_0's poisson: -108.19\n",
"[29]\tvalid_0's poisson: -108.238\n",
"[30]\tvalid_0's poisson: -108.308\n",
"[31]\tvalid_0's poisson: -108.371\n",
"[32]\tvalid_0's poisson: -108.412\n",
"[33]\tvalid_0's poisson: -108.466\n",
"[34]\tvalid_0's poisson: -108.493\n",
"[35]\tvalid_0's poisson: -108.528\n",
"[36]\tvalid_0's poisson: -108.556\n",
"[37]\tvalid_0's poisson: -108.582\n",
"[38]\tvalid_0's poisson: -108.61\n",
"[39]\tvalid_0's poisson: -108.627\n",
"[40]\tvalid_0's poisson: -108.664\n",
"[41]\tvalid_0's poisson: -108.679\n",
"[42]\tvalid_0's poisson: -108.726\n",
"[43]\tvalid_0's poisson: -108.752\n",
"[44]\tvalid_0's poisson: -108.772\n",
"[45]\tvalid_0's poisson: -108.792\n",
"[46]\tvalid_0's poisson: -108.818\n",
"[47]\tvalid_0's poisson: -108.834\n",
"[48]\tvalid_0's poisson: -108.847\n",
"[49]\tvalid_0's poisson: -108.867\n",
"[50]\tvalid_0's poisson: -108.896\n",
"[51]\tvalid_0's poisson: -108.91\n",
"[52]\tvalid_0's poisson: -108.936\n",
"[53]\tvalid_0's poisson: -108.953\n",
"[54]\tvalid_0's poisson: -108.977\n",
"[55]\tvalid_0's poisson: -108.983\n",
"[56]\tvalid_0's poisson: -108.991\n",
"[57]\tvalid_0's poisson: -109.013\n",
"[58]\tvalid_0's poisson: -109.02\n",
"[59]\tvalid_0's poisson: -109.044\n",
"[60]\tvalid_0's poisson: -109.063\n",
"[61]\tvalid_0's poisson: -109.082\n",
"[62]\tvalid_0's poisson: -109.084\n",
"[63]\tvalid_0's poisson: -109.104\n",
"[64]\tvalid_0's poisson: -109.119\n",
"[65]\tvalid_0's poisson: -109.131\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.139\n",
"[68]\tvalid_0's poisson: -109.151\n",
"[69]\tvalid_0's poisson: -109.166\n",
"[70]\tvalid_0's poisson: -109.175\n",
"[71]\tvalid_0's poisson: -109.18\n",
"[72]\tvalid_0's poisson: -109.184\n",
"[73]\tvalid_0's poisson: -109.192\n",
"[74]\tvalid_0's poisson: -109.2\n",
"[75]\tvalid_0's poisson: -109.202\n",
"[76]\tvalid_0's poisson: -109.208\n",
"[77]\tvalid_0's poisson: -109.213\n",
"[78]\tvalid_0's poisson: -109.224\n",
"[79]\tvalid_0's poisson: -109.23\n",
"[80]\tvalid_0's poisson: -109.239\n",
"[81]\tvalid_0's poisson: -109.244\n",
"[82]\tvalid_0's poisson: -109.25\n",
"[83]\tvalid_0's poisson: -109.251\n",
"[84]\tvalid_0's poisson: -109.262\n",
"[85]\tvalid_0's poisson: -109.263\n",
"[86]\tvalid_0's poisson: -109.266\n",
"[87]\tvalid_0's poisson: -109.275\n",
"[88]\tvalid_0's poisson: -109.277\n",
"[89]\tvalid_0's poisson: -109.282\n",
"[90]\tvalid_0's poisson: -109.289\n",
"[91]\tvalid_0's poisson: -109.294\n",
"[92]\tvalid_0's poisson: -109.302\n",
"[93]\tvalid_0's poisson: -109.307\n",
"[94]\tvalid_0's poisson: -109.317\n",
"[95]\tvalid_0's poisson: -109.324\n",
"[96]\tvalid_0's poisson: -109.33\n",
"[97]\tvalid_0's poisson: -109.334\n",
"[98]\tvalid_0's poisson: -109.343\n",
"[99]\tvalid_0's poisson: -109.347\n",
"[100]\tvalid_0's poisson: -109.354\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9963\n",
"[2]\tvalid_0's poisson: -95.1178\n",
"[3]\tvalid_0's poisson: -97.4166\n",
"[4]\tvalid_0's poisson: -99.1435\n",
"[5]\tvalid_0's poisson: -100.472\n",
"[6]\tvalid_0's poisson: -101.627\n",
"[7]\tvalid_0's poisson: -102.556\n",
"[8]\tvalid_0's poisson: -103.339\n",
"[9]\tvalid_0's poisson: -104.017\n",
"[10]\tvalid_0's poisson: -104.565\n",
"[11]\tvalid_0's poisson: -105.078\n",
"[12]\tvalid_0's poisson: -105.502\n",
"[13]\tvalid_0's poisson: -105.838\n",
"[14]\tvalid_0's poisson: -106.2\n",
"[15]\tvalid_0's poisson: -106.469\n",
"[16]\tvalid_0's poisson: -106.745\n",
"[17]\tvalid_0's poisson: -106.959\n",
"[18]\tvalid_0's poisson: -107.156\n",
"[19]\tvalid_0's poisson: -107.308\n",
"[20]\tvalid_0's poisson: -107.473\n",
"[21]\tvalid_0's poisson: -107.595\n",
"[22]\tvalid_0's poisson: -107.713\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.891\n",
"[25]\tvalid_0's poisson: -107.973\n",
"[26]\tvalid_0's poisson: -108.055\n",
"[27]\tvalid_0's poisson: -108.111\n",
"[28]\tvalid_0's poisson: -108.208\n",
"[29]\tvalid_0's poisson: -108.263\n",
"[30]\tvalid_0's poisson: -108.327\n",
"[31]\tvalid_0's poisson: -108.364\n",
"[32]\tvalid_0's poisson: -108.404\n",
"[33]\tvalid_0's poisson: -108.449\n",
"[34]\tvalid_0's poisson: -108.497\n",
"[35]\tvalid_0's poisson: -108.549\n",
"[36]\tvalid_0's poisson: -108.571\n",
"[37]\tvalid_0's poisson: -108.61\n",
"[38]\tvalid_0's poisson: -108.661\n",
"[39]\tvalid_0's poisson: -108.684\n",
"[40]\tvalid_0's poisson: -108.701\n",
"[41]\tvalid_0's poisson: -108.731\n",
"[42]\tvalid_0's poisson: -108.75\n",
"[43]\tvalid_0's poisson: -108.764\n",
"[44]\tvalid_0's poisson: -108.776\n",
"[45]\tvalid_0's poisson: -108.796\n",
"[46]\tvalid_0's poisson: -108.838\n",
"[47]\tvalid_0's poisson: -108.847\n",
"[48]\tvalid_0's poisson: -108.859\n",
"[49]\tvalid_0's poisson: -108.88\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.899\n",
"[52]\tvalid_0's poisson: -108.92\n",
"[53]\tvalid_0's poisson: -108.929\n",
"[54]\tvalid_0's poisson: -108.95\n",
"[55]\tvalid_0's poisson: -108.958\n",
"[56]\tvalid_0's poisson: -108.986\n",
"[57]\tvalid_0's poisson: -109.018\n",
"[58]\tvalid_0's poisson: -109.022\n",
"[59]\tvalid_0's poisson: -109.037\n",
"[60]\tvalid_0's poisson: -109.058\n",
"[61]\tvalid_0's poisson: -109.078\n",
"[62]\tvalid_0's poisson: -109.084\n",
"[63]\tvalid_0's poisson: -109.088\n",
"[64]\tvalid_0's poisson: -109.093\n",
"[65]\tvalid_0's poisson: -109.115\n",
"[66]\tvalid_0's poisson: -109.13\n",
"[67]\tvalid_0's poisson: -109.145\n",
"[68]\tvalid_0's poisson: -109.159\n",
"[69]\tvalid_0's poisson: -109.165\n",
"[70]\tvalid_0's poisson: -109.175\n",
"[71]\tvalid_0's poisson: -109.186\n",
"[72]\tvalid_0's poisson: -109.196\n",
"[73]\tvalid_0's poisson: -109.207\n",
"[74]\tvalid_0's poisson: -109.218\n",
"[75]\tvalid_0's poisson: -109.232\n",
"[76]\tvalid_0's poisson: -109.243\n",
"[77]\tvalid_0's poisson: -109.245\n",
"[78]\tvalid_0's poisson: -109.248\n",
"[79]\tvalid_0's poisson: -109.254\n",
"[80]\tvalid_0's poisson: -109.261\n",
"[81]\tvalid_0's poisson: -109.271\n",
"[82]\tvalid_0's poisson: -109.276\n",
"[83]\tvalid_0's poisson: -109.28\n",
"[84]\tvalid_0's poisson: -109.285\n",
"[85]\tvalid_0's poisson: -109.293\n",
"[86]\tvalid_0's poisson: -109.301\n",
"[87]\tvalid_0's poisson: -109.306\n",
"[88]\tvalid_0's poisson: -109.317\n",
"[89]\tvalid_0's poisson: -109.32\n",
"[90]\tvalid_0's poisson: -109.323\n",
"[91]\tvalid_0's poisson: -109.327\n",
"[92]\tvalid_0's poisson: -109.329\n",
"[93]\tvalid_0's poisson: -109.332\n",
"[94]\tvalid_0's poisson: -109.34\n",
"[95]\tvalid_0's poisson: -109.344\n",
"[96]\tvalid_0's poisson: -109.349\n",
"[97]\tvalid_0's poisson: -109.354\n",
"[98]\tvalid_0's poisson: -109.357\n",
"[99]\tvalid_0's poisson: -109.367\n",
"[100]\tvalid_0's poisson: -109.373\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.0255\n",
"[2]\tvalid_0's poisson: -95.1885\n",
"[3]\tvalid_0's poisson: -97.3706\n",
"[4]\tvalid_0's poisson: -99.0879\n",
"[5]\tvalid_0's poisson: -100.47\n",
"[6]\tvalid_0's poisson: -101.58\n",
"[7]\tvalid_0's poisson: -102.539\n",
"[8]\tvalid_0's poisson: -103.334\n",
"[9]\tvalid_0's poisson: -104.019\n",
"[10]\tvalid_0's poisson: -104.587\n",
"[11]\tvalid_0's poisson: -105.096\n",
"[12]\tvalid_0's poisson: -105.522\n",
"[13]\tvalid_0's poisson: -105.888\n",
"[14]\tvalid_0's poisson: -106.239\n",
"[15]\tvalid_0's poisson: -106.551\n",
"[16]\tvalid_0's poisson: -106.785\n",
"[17]\tvalid_0's poisson: -107.014\n",
"[18]\tvalid_0's poisson: -107.198\n",
"[19]\tvalid_0's poisson: -107.386\n",
"[20]\tvalid_0's poisson: -107.538\n",
"[21]\tvalid_0's poisson: -107.658\n",
"[22]\tvalid_0's poisson: -107.769\n",
"[23]\tvalid_0's poisson: -107.856\n",
"[24]\tvalid_0's poisson: -107.943\n",
"[25]\tvalid_0's poisson: -108.026\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.196\n",
"[28]\tvalid_0's poisson: -108.262\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.387\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.501\n",
"[33]\tvalid_0's poisson: -108.543\n",
"[34]\tvalid_0's poisson: -108.571\n",
"[35]\tvalid_0's poisson: -108.608\n",
"[36]\tvalid_0's poisson: -108.637\n",
"[37]\tvalid_0's poisson: -108.683\n",
"[38]\tvalid_0's poisson: -108.71\n",
"[39]\tvalid_0's poisson: -108.732\n",
"[40]\tvalid_0's poisson: -108.748\n",
"[41]\tvalid_0's poisson: -108.768\n",
"[42]\tvalid_0's poisson: -108.784\n",
"[43]\tvalid_0's poisson: -108.822\n",
"[44]\tvalid_0's poisson: -108.845\n",
"[45]\tvalid_0's poisson: -108.862\n",
"[46]\tvalid_0's poisson: -108.878\n",
"[47]\tvalid_0's poisson: -108.889\n",
"[48]\tvalid_0's poisson: -108.899\n",
"[49]\tvalid_0's poisson: -108.915\n",
"[50]\tvalid_0's poisson: -108.945\n",
"[51]\tvalid_0's poisson: -108.972\n",
"[52]\tvalid_0's poisson: -108.988\n",
"[53]\tvalid_0's poisson: -109.013\n",
"[54]\tvalid_0's poisson: -109.027\n",
"[55]\tvalid_0's poisson: -109.031\n",
"[56]\tvalid_0's poisson: -109.043\n",
"[57]\tvalid_0's poisson: -109.057\n",
"[58]\tvalid_0's poisson: -109.067\n",
"[59]\tvalid_0's poisson: -109.075\n",
"[60]\tvalid_0's poisson: -109.082\n",
"[61]\tvalid_0's poisson: -109.084\n",
"[62]\tvalid_0's poisson: -109.101\n",
"[63]\tvalid_0's poisson: -109.107\n",
"[64]\tvalid_0's poisson: -109.116\n",
"[65]\tvalid_0's poisson: -109.127\n",
"[66]\tvalid_0's poisson: -109.137\n",
"[67]\tvalid_0's poisson: -109.142\n",
"[68]\tvalid_0's poisson: -109.156\n",
"[69]\tvalid_0's poisson: -109.16\n",
"[70]\tvalid_0's poisson: -109.168\n",
"[71]\tvalid_0's poisson: -109.174\n",
"[72]\tvalid_0's poisson: -109.179\n",
"[73]\tvalid_0's poisson: -109.189\n",
"[74]\tvalid_0's poisson: -109.195\n",
"[75]\tvalid_0's poisson: -109.196\n",
"[76]\tvalid_0's poisson: -109.212\n",
"[77]\tvalid_0's poisson: -109.22\n",
"[78]\tvalid_0's poisson: -109.228\n",
"[79]\tvalid_0's poisson: -109.231\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.235\n",
"[82]\tvalid_0's poisson: -109.237\n",
"[83]\tvalid_0's poisson: -109.245\n",
"[84]\tvalid_0's poisson: -109.247\n",
"[85]\tvalid_0's poisson: -109.258\n",
"[86]\tvalid_0's poisson: -109.259\n",
"[87]\tvalid_0's poisson: -109.258\n",
"[88]\tvalid_0's poisson: -109.264\n",
"[89]\tvalid_0's poisson: -109.268\n",
"[90]\tvalid_0's poisson: -109.27\n",
"[91]\tvalid_0's poisson: -109.279\n",
"[92]\tvalid_0's poisson: -109.288\n",
"[93]\tvalid_0's poisson: -109.297\n",
"[94]\tvalid_0's poisson: -109.305\n",
"[95]\tvalid_0's poisson: -109.304\n",
"[96]\tvalid_0's poisson: -109.313\n",
"[97]\tvalid_0's poisson: -109.314\n",
"[98]\tvalid_0's poisson: -109.315\n",
"[99]\tvalid_0's poisson: -109.321\n",
"[100]\tvalid_0's poisson: -109.328\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.0469\n",
"[2]\tvalid_0's poisson: -95.228\n",
"[3]\tvalid_0's poisson: -97.4163\n",
"[4]\tvalid_0's poisson: -99.1503\n",
"[5]\tvalid_0's poisson: -100.522\n",
"[6]\tvalid_0's poisson: -101.648\n",
"[7]\tvalid_0's poisson: -102.59\n",
"[8]\tvalid_0's poisson: -103.372\n",
"[9]\tvalid_0's poisson: -104.086\n",
"[10]\tvalid_0's poisson: -104.649\n",
"[11]\tvalid_0's poisson: -105.112\n",
"[12]\tvalid_0's poisson: -105.575\n",
"[13]\tvalid_0's poisson: -105.956\n",
"[14]\tvalid_0's poisson: -106.27\n",
"[15]\tvalid_0's poisson: -106.544\n",
"[16]\tvalid_0's poisson: -106.807\n",
"[17]\tvalid_0's poisson: -107.045\n",
"[18]\tvalid_0's poisson: -107.23\n",
"[19]\tvalid_0's poisson: -107.389\n",
"[20]\tvalid_0's poisson: -107.525\n",
"[21]\tvalid_0's poisson: -107.663\n",
"[22]\tvalid_0's poisson: -107.779\n",
"[23]\tvalid_0's poisson: -107.876\n",
"[24]\tvalid_0's poisson: -107.97\n",
"[25]\tvalid_0's poisson: -108.056\n",
"[26]\tvalid_0's poisson: -108.12\n",
"[27]\tvalid_0's poisson: -108.183\n",
"[28]\tvalid_0's poisson: -108.24\n",
"[29]\tvalid_0's poisson: -108.312\n",
"[30]\tvalid_0's poisson: -108.369\n",
"[31]\tvalid_0's poisson: -108.42\n",
"[32]\tvalid_0's poisson: -108.463\n",
"[33]\tvalid_0's poisson: -108.497\n",
"[34]\tvalid_0's poisson: -108.536\n",
"[35]\tvalid_0's poisson: -108.568\n",
"[36]\tvalid_0's poisson: -108.617\n",
"[37]\tvalid_0's poisson: -108.636\n",
"[38]\tvalid_0's poisson: -108.654\n",
"[39]\tvalid_0's poisson: -108.689\n",
"[40]\tvalid_0's poisson: -108.717\n",
"[41]\tvalid_0's poisson: -108.748\n",
"[42]\tvalid_0's poisson: -108.761\n",
"[43]\tvalid_0's poisson: -108.802\n",
"[44]\tvalid_0's poisson: -108.822\n",
"[45]\tvalid_0's poisson: -108.856\n",
"[46]\tvalid_0's poisson: -108.871\n",
"[47]\tvalid_0's poisson: -108.886\n",
"[48]\tvalid_0's poisson: -108.896\n",
"[49]\tvalid_0's poisson: -108.905\n",
"[50]\tvalid_0's poisson: -108.921\n",
"[51]\tvalid_0's poisson: -108.949\n",
"[52]\tvalid_0's poisson: -108.968\n",
"[53]\tvalid_0's poisson: -108.973\n",
"[54]\tvalid_0's poisson: -108.985\n",
"[55]\tvalid_0's poisson: -109.004\n",
"[56]\tvalid_0's poisson: -109.023\n",
"[57]\tvalid_0's poisson: -109.034\n",
"[58]\tvalid_0's poisson: -109.064\n",
"[59]\tvalid_0's poisson: -109.067\n",
"[60]\tvalid_0's poisson: -109.08\n",
"[61]\tvalid_0's poisson: -109.085\n",
"[62]\tvalid_0's poisson: -109.093\n",
"[63]\tvalid_0's poisson: -109.102\n",
"[64]\tvalid_0's poisson: -109.118\n",
"[65]\tvalid_0's poisson: -109.128\n",
"[66]\tvalid_0's poisson: -109.153\n",
"[67]\tvalid_0's poisson: -109.155\n",
"[68]\tvalid_0's poisson: -109.162\n",
"[69]\tvalid_0's poisson: -109.176\n",
"[70]\tvalid_0's poisson: -109.182\n",
"[71]\tvalid_0's poisson: -109.195\n",
"[72]\tvalid_0's poisson: -109.204\n",
"[73]\tvalid_0's poisson: -109.213\n",
"[74]\tvalid_0's poisson: -109.226\n",
"[75]\tvalid_0's poisson: -109.227\n",
"[76]\tvalid_0's poisson: -109.233\n",
"[77]\tvalid_0's poisson: -109.237\n",
"[78]\tvalid_0's poisson: -109.247\n",
"[79]\tvalid_0's poisson: -109.25\n",
"[80]\tvalid_0's poisson: -109.254\n",
"[81]\tvalid_0's poisson: -109.259\n",
"[82]\tvalid_0's poisson: -109.267\n",
"[83]\tvalid_0's poisson: -109.274\n",
"[84]\tvalid_0's poisson: -109.276\n",
"[85]\tvalid_0's poisson: -109.282\n",
"[86]\tvalid_0's poisson: -109.284\n",
"[87]\tvalid_0's poisson: -109.286\n",
"[88]\tvalid_0's poisson: -109.292\n",
"[89]\tvalid_0's poisson: -109.296\n",
"[90]\tvalid_0's poisson: -109.306\n",
"[91]\tvalid_0's poisson: -109.314\n",
"[92]\tvalid_0's poisson: -109.316\n",
"[93]\tvalid_0's poisson: -109.32\n",
"[94]\tvalid_0's poisson: -109.324\n",
"[95]\tvalid_0's poisson: -109.324\n",
"[96]\tvalid_0's poisson: -109.329\n",
"[97]\tvalid_0's poisson: -109.333\n",
"[98]\tvalid_0's poisson: -109.338\n",
"[99]\tvalid_0's poisson: -109.34\n",
"[100]\tvalid_0's poisson: -109.343\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9728\n",
"[2]\tvalid_0's poisson: -95.1342\n",
"[3]\tvalid_0's poisson: -97.3248\n",
"[4]\tvalid_0's poisson: -99.0308\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[5]\tvalid_0's poisson: -100.384\n",
"[6]\tvalid_0's poisson: -101.496\n",
"[7]\tvalid_0's poisson: -102.461\n",
"[8]\tvalid_0's poisson: -103.258\n",
"[9]\tvalid_0's poisson: -103.961\n",
"[10]\tvalid_0's poisson: -104.566\n",
"[11]\tvalid_0's poisson: -105.053\n",
"[12]\tvalid_0's poisson: -105.482\n",
"[13]\tvalid_0's poisson: -105.902\n",
"[14]\tvalid_0's poisson: -106.243\n",
"[15]\tvalid_0's poisson: -106.501\n",
"[16]\tvalid_0's poisson: -106.764\n",
"[17]\tvalid_0's poisson: -106.962\n",
"[18]\tvalid_0's poisson: -107.152\n",
"[19]\tvalid_0's poisson: -107.312\n",
"[20]\tvalid_0's poisson: -107.466\n",
"[21]\tvalid_0's poisson: -107.587\n",
"[22]\tvalid_0's poisson: -107.702\n",
"[23]\tvalid_0's poisson: -107.803\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.974\n",
"[26]\tvalid_0's poisson: -108.06\n",
"[27]\tvalid_0's poisson: -108.142\n",
"[28]\tvalid_0's poisson: -108.21\n",
"[29]\tvalid_0's poisson: -108.271\n",
"[30]\tvalid_0's poisson: -108.324\n",
"[31]\tvalid_0's poisson: -108.402\n",
"[32]\tvalid_0's poisson: -108.467\n",
"[33]\tvalid_0's poisson: -108.501\n",
"[34]\tvalid_0's poisson: -108.528\n",
"[35]\tvalid_0's poisson: -108.581\n",
"[36]\tvalid_0's poisson: -108.631\n",
"[37]\tvalid_0's poisson: -108.652\n",
"[38]\tvalid_0's poisson: -108.669\n",
"[39]\tvalid_0's poisson: -108.704\n",
"[40]\tvalid_0's poisson: -108.718\n",
"[41]\tvalid_0's poisson: -108.755\n",
"[42]\tvalid_0's poisson: -108.785\n",
"[43]\tvalid_0's poisson: -108.796\n",
"[44]\tvalid_0's poisson: -108.819\n",
"[45]\tvalid_0's poisson: -108.837\n",
"[46]\tvalid_0's poisson: -108.856\n",
"[47]\tvalid_0's poisson: -108.88\n",
"[48]\tvalid_0's poisson: -108.892\n",
"[49]\tvalid_0's poisson: -108.911\n",
"[50]\tvalid_0's poisson: -108.918\n",
"[51]\tvalid_0's poisson: -108.933\n",
"[52]\tvalid_0's poisson: -108.955\n",
"[53]\tvalid_0's poisson: -108.958\n",
"[54]\tvalid_0's poisson: -108.974\n",
"[55]\tvalid_0's poisson: -108.985\n",
"[56]\tvalid_0's poisson: -109.01\n",
"[57]\tvalid_0's poisson: -109.014\n",
"[58]\tvalid_0's poisson: -109.021\n",
"[59]\tvalid_0's poisson: -109.033\n",
"[60]\tvalid_0's poisson: -109.045\n",
"[61]\tvalid_0's poisson: -109.05\n",
"[62]\tvalid_0's poisson: -109.061\n",
"[63]\tvalid_0's poisson: -109.073\n",
"[64]\tvalid_0's poisson: -109.092\n",
"[65]\tvalid_0's poisson: -109.099\n",
"[66]\tvalid_0's poisson: -109.111\n",
"[67]\tvalid_0's poisson: -109.118\n",
"[68]\tvalid_0's poisson: -109.123\n",
"[69]\tvalid_0's poisson: -109.125\n",
"[70]\tvalid_0's poisson: -109.138\n",
"[71]\tvalid_0's poisson: -109.144\n",
"[72]\tvalid_0's poisson: -109.159\n",
"[73]\tvalid_0's poisson: -109.17\n",
"[74]\tvalid_0's poisson: -109.17\n",
"[75]\tvalid_0's poisson: -109.182\n",
"[76]\tvalid_0's poisson: -109.186\n",
"[77]\tvalid_0's poisson: -109.191\n",
"[78]\tvalid_0's poisson: -109.194\n",
"[79]\tvalid_0's poisson: -109.197\n",
"[80]\tvalid_0's poisson: -109.203\n",
"[81]\tvalid_0's poisson: -109.205\n",
"[82]\tvalid_0's poisson: -109.212\n",
"[83]\tvalid_0's poisson: -109.213\n",
"[84]\tvalid_0's poisson: -109.222\n",
"[85]\tvalid_0's poisson: -109.231\n",
"[86]\tvalid_0's poisson: -109.24\n",
"[87]\tvalid_0's poisson: -109.241\n",
"[88]\tvalid_0's poisson: -109.245\n",
"[89]\tvalid_0's poisson: -109.25\n",
"[90]\tvalid_0's poisson: -109.258\n",
"[91]\tvalid_0's poisson: -109.272\n",
"[92]\tvalid_0's poisson: -109.282\n",
"[93]\tvalid_0's poisson: -109.289\n",
"[94]\tvalid_0's poisson: -109.298\n",
"[95]\tvalid_0's poisson: -109.305\n",
"[96]\tvalid_0's poisson: -109.306\n",
"[97]\tvalid_0's poisson: -109.309\n",
"[98]\tvalid_0's poisson: -109.309\n",
"[99]\tvalid_0's poisson: -109.314\n",
"[100]\tvalid_0's poisson: -109.323\n",
"[CV] END bagging_fraction=0.6, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.8839\n",
"[2]\tvalid_0's poisson: -92.0246\n",
"[3]\tvalid_0's poisson: -93.9198\n",
"[4]\tvalid_0's poisson: -95.4696\n",
"[5]\tvalid_0's poisson: -96.7326\n",
"[6]\tvalid_0's poisson: -97.7664\n",
"[7]\tvalid_0's poisson: -98.6785\n",
"[8]\tvalid_0's poisson: -99.5317\n",
"[9]\tvalid_0's poisson: -100.277\n",
"[10]\tvalid_0's poisson: -100.921\n",
"[11]\tvalid_0's poisson: -101.604\n",
"[12]\tvalid_0's poisson: -102.11\n",
"[13]\tvalid_0's poisson: -102.546\n",
"[14]\tvalid_0's poisson: -102.975\n",
"[15]\tvalid_0's poisson: -103.387\n",
"[16]\tvalid_0's poisson: -103.74\n",
"[17]\tvalid_0's poisson: -104.093\n",
"[18]\tvalid_0's poisson: -104.373\n",
"[19]\tvalid_0's poisson: -104.636\n",
"[20]\tvalid_0's poisson: -104.867\n",
"[21]\tvalid_0's poisson: -105.111\n",
"[22]\tvalid_0's poisson: -105.341\n",
"[23]\tvalid_0's poisson: -105.523\n",
"[24]\tvalid_0's poisson: -105.69\n",
"[25]\tvalid_0's poisson: -105.857\n",
"[26]\tvalid_0's poisson: -106.007\n",
"[27]\tvalid_0's poisson: -106.13\n",
"[28]\tvalid_0's poisson: -106.262\n",
"[29]\tvalid_0's poisson: -106.377\n",
"[30]\tvalid_0's poisson: -106.485\n",
"[31]\tvalid_0's poisson: -106.604\n",
"[32]\tvalid_0's poisson: -106.704\n",
"[33]\tvalid_0's poisson: -106.788\n",
"[34]\tvalid_0's poisson: -106.861\n",
"[35]\tvalid_0's poisson: -106.941\n",
"[36]\tvalid_0's poisson: -107.025\n",
"[37]\tvalid_0's poisson: -107.085\n",
"[38]\tvalid_0's poisson: -107.153\n",
"[39]\tvalid_0's poisson: -107.204\n",
"[40]\tvalid_0's poisson: -107.249\n",
"[41]\tvalid_0's poisson: -107.304\n",
"[42]\tvalid_0's poisson: -107.348\n",
"[43]\tvalid_0's poisson: -107.393\n",
"[44]\tvalid_0's poisson: -107.436\n",
"[45]\tvalid_0's poisson: -107.472\n",
"[46]\tvalid_0's poisson: -107.506\n",
"[47]\tvalid_0's poisson: -107.545\n",
"[48]\tvalid_0's poisson: -107.588\n",
"[49]\tvalid_0's poisson: -107.621\n",
"[50]\tvalid_0's poisson: -107.644\n",
"[51]\tvalid_0's poisson: -107.669\n",
"[52]\tvalid_0's poisson: -107.693\n",
"[53]\tvalid_0's poisson: -107.724\n",
"[54]\tvalid_0's poisson: -107.752\n",
"[55]\tvalid_0's poisson: -107.794\n",
"[56]\tvalid_0's poisson: -107.829\n",
"[57]\tvalid_0's poisson: -107.85\n",
"[58]\tvalid_0's poisson: -107.87\n",
"[59]\tvalid_0's poisson: -107.892\n",
"[60]\tvalid_0's poisson: -107.917\n",
"[61]\tvalid_0's poisson: -107.947\n",
"[62]\tvalid_0's poisson: -107.961\n",
"[63]\tvalid_0's poisson: -107.979\n",
"[64]\tvalid_0's poisson: -107.994\n",
"[65]\tvalid_0's poisson: -108.024\n",
"[66]\tvalid_0's poisson: -108.036\n",
"[67]\tvalid_0's poisson: -108.054\n",
"[68]\tvalid_0's poisson: -108.08\n",
"[69]\tvalid_0's poisson: -108.091\n",
"[70]\tvalid_0's poisson: -108.102\n",
"[71]\tvalid_0's poisson: -108.131\n",
"[72]\tvalid_0's poisson: -108.139\n",
"[73]\tvalid_0's poisson: -108.153\n",
"[74]\tvalid_0's poisson: -108.162\n",
"[75]\tvalid_0's poisson: -108.177\n",
"[76]\tvalid_0's poisson: -108.194\n",
"[77]\tvalid_0's poisson: -108.208\n",
"[78]\tvalid_0's poisson: -108.228\n",
"[79]\tvalid_0's poisson: -108.237\n",
"[80]\tvalid_0's poisson: -108.243\n",
"[81]\tvalid_0's poisson: -108.249\n",
"[82]\tvalid_0's poisson: -108.256\n",
"[83]\tvalid_0's poisson: -108.261\n",
"[84]\tvalid_0's poisson: -108.274\n",
"[85]\tvalid_0's poisson: -108.285\n",
"[86]\tvalid_0's poisson: -108.306\n",
"[87]\tvalid_0's poisson: -108.318\n",
"[88]\tvalid_0's poisson: -108.329\n",
"[89]\tvalid_0's poisson: -108.337\n",
"[90]\tvalid_0's poisson: -108.342\n",
"[91]\tvalid_0's poisson: -108.345\n",
"[92]\tvalid_0's poisson: -108.364\n",
"[93]\tvalid_0's poisson: -108.381\n",
"[94]\tvalid_0's poisson: -108.392\n",
"[95]\tvalid_0's poisson: -108.402\n",
"[96]\tvalid_0's poisson: -108.413\n",
"[97]\tvalid_0's poisson: -108.415\n",
"[98]\tvalid_0's poisson: -108.424\n",
"[99]\tvalid_0's poisson: -108.442\n",
"[100]\tvalid_0's poisson: -108.453\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.9881\n",
"[2]\tvalid_0's poisson: -92.3678\n",
"[3]\tvalid_0's poisson: -94.1258\n",
"[4]\tvalid_0's poisson: -95.6916\n",
"[5]\tvalid_0's poisson: -96.9376\n",
"[6]\tvalid_0's poisson: -97.9307\n",
"[7]\tvalid_0's poisson: -98.8773\n",
"[8]\tvalid_0's poisson: -99.66\n",
"[9]\tvalid_0's poisson: -100.383\n",
"[10]\tvalid_0's poisson: -101.053\n",
"[11]\tvalid_0's poisson: -101.615\n",
"[12]\tvalid_0's poisson: -102.121\n",
"[13]\tvalid_0's poisson: -102.614\n",
"[14]\tvalid_0's poisson: -103.086\n",
"[15]\tvalid_0's poisson: -103.456\n",
"[16]\tvalid_0's poisson: -103.793\n",
"[17]\tvalid_0's poisson: -104.102\n",
"[18]\tvalid_0's poisson: -104.436\n",
"[19]\tvalid_0's poisson: -104.717\n",
"[20]\tvalid_0's poisson: -104.944\n",
"[21]\tvalid_0's poisson: -105.157\n",
"[22]\tvalid_0's poisson: -105.356\n",
"[23]\tvalid_0's poisson: -105.535\n",
"[24]\tvalid_0's poisson: -105.718\n",
"[25]\tvalid_0's poisson: -105.907\n",
"[26]\tvalid_0's poisson: -106.068\n",
"[27]\tvalid_0's poisson: -106.188\n",
"[28]\tvalid_0's poisson: -106.312\n",
"[29]\tvalid_0's poisson: -106.421\n",
"[30]\tvalid_0's poisson: -106.539\n",
"[31]\tvalid_0's poisson: -106.628\n",
"[32]\tvalid_0's poisson: -106.736\n",
"[33]\tvalid_0's poisson: -106.815\n",
"[34]\tvalid_0's poisson: -106.9\n",
"[35]\tvalid_0's poisson: -106.974\n",
"[36]\tvalid_0's poisson: -107.035\n",
"[37]\tvalid_0's poisson: -107.105\n",
"[38]\tvalid_0's poisson: -107.181\n",
"[39]\tvalid_0's poisson: -107.244\n",
"[40]\tvalid_0's poisson: -107.291\n",
"[41]\tvalid_0's poisson: -107.353\n",
"[42]\tvalid_0's poisson: -107.403\n",
"[43]\tvalid_0's poisson: -107.458\n",
"[44]\tvalid_0's poisson: -107.494\n",
"[45]\tvalid_0's poisson: -107.53\n",
"[46]\tvalid_0's poisson: -107.568\n",
"[47]\tvalid_0's poisson: -107.603\n",
"[48]\tvalid_0's poisson: -107.632\n",
"[49]\tvalid_0's poisson: -107.654\n",
"[50]\tvalid_0's poisson: -107.7\n",
"[51]\tvalid_0's poisson: -107.73\n",
"[52]\tvalid_0's poisson: -107.772\n",
"[53]\tvalid_0's poisson: -107.798\n",
"[54]\tvalid_0's poisson: -107.82\n",
"[55]\tvalid_0's poisson: -107.853\n",
"[56]\tvalid_0's poisson: -107.872\n",
"[57]\tvalid_0's poisson: -107.899\n",
"[58]\tvalid_0's poisson: -107.922\n",
"[59]\tvalid_0's poisson: -107.954\n",
"[60]\tvalid_0's poisson: -107.97\n",
"[61]\tvalid_0's poisson: -107.991\n",
"[62]\tvalid_0's poisson: -108.009\n",
"[63]\tvalid_0's poisson: -108.036\n",
"[64]\tvalid_0's poisson: -108.051\n",
"[65]\tvalid_0's poisson: -108.064\n",
"[66]\tvalid_0's poisson: -108.077\n",
"[67]\tvalid_0's poisson: -108.1\n",
"[68]\tvalid_0's poisson: -108.116\n",
"[69]\tvalid_0's poisson: -108.125\n",
"[70]\tvalid_0's poisson: -108.135\n",
"[71]\tvalid_0's poisson: -108.157\n",
"[72]\tvalid_0's poisson: -108.181\n",
"[73]\tvalid_0's poisson: -108.191\n",
"[74]\tvalid_0's poisson: -108.207\n",
"[75]\tvalid_0's poisson: -108.227\n",
"[76]\tvalid_0's poisson: -108.235\n",
"[77]\tvalid_0's poisson: -108.25\n",
"[78]\tvalid_0's poisson: -108.26\n",
"[79]\tvalid_0's poisson: -108.276\n",
"[80]\tvalid_0's poisson: -108.284\n",
"[81]\tvalid_0's poisson: -108.294\n",
"[82]\tvalid_0's poisson: -108.304\n",
"[83]\tvalid_0's poisson: -108.321\n",
"[84]\tvalid_0's poisson: -108.34\n",
"[85]\tvalid_0's poisson: -108.344\n",
"[86]\tvalid_0's poisson: -108.35\n",
"[87]\tvalid_0's poisson: -108.361\n",
"[88]\tvalid_0's poisson: -108.376\n",
"[89]\tvalid_0's poisson: -108.382\n",
"[90]\tvalid_0's poisson: -108.403\n",
"[91]\tvalid_0's poisson: -108.408\n",
"[92]\tvalid_0's poisson: -108.426\n",
"[93]\tvalid_0's poisson: -108.432\n",
"[94]\tvalid_0's poisson: -108.434\n",
"[95]\tvalid_0's poisson: -108.445\n",
"[96]\tvalid_0's poisson: -108.454\n",
"[97]\tvalid_0's poisson: -108.459\n",
"[98]\tvalid_0's poisson: -108.462\n",
"[99]\tvalid_0's poisson: -108.471\n",
"[100]\tvalid_0's poisson: -108.479\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.9272\n",
"[2]\tvalid_0's poisson: -92.0901\n",
"[3]\tvalid_0's poisson: -93.9977\n",
"[4]\tvalid_0's poisson: -95.5911\n",
"[5]\tvalid_0's poisson: -96.8406\n",
"[6]\tvalid_0's poisson: -97.8757\n",
"[7]\tvalid_0's poisson: -98.7507\n",
"[8]\tvalid_0's poisson: -99.5962\n",
"[9]\tvalid_0's poisson: -100.391\n",
"[10]\tvalid_0's poisson: -101.054\n",
"[11]\tvalid_0's poisson: -101.627\n",
"[12]\tvalid_0's poisson: -102.107\n",
"[13]\tvalid_0's poisson: -102.643\n",
"[14]\tvalid_0's poisson: -103.065\n",
"[15]\tvalid_0's poisson: -103.466\n",
"[16]\tvalid_0's poisson: -103.782\n",
"[17]\tvalid_0's poisson: -104.097\n",
"[18]\tvalid_0's poisson: -104.382\n",
"[19]\tvalid_0's poisson: -104.627\n",
"[20]\tvalid_0's poisson: -104.913\n",
"[21]\tvalid_0's poisson: -105.138\n",
"[22]\tvalid_0's poisson: -105.351\n",
"[23]\tvalid_0's poisson: -105.555\n",
"[24]\tvalid_0's poisson: -105.733\n",
"[25]\tvalid_0's poisson: -105.889\n",
"[26]\tvalid_0's poisson: -106.042\n",
"[27]\tvalid_0's poisson: -106.169\n",
"[28]\tvalid_0's poisson: -106.3\n",
"[29]\tvalid_0's poisson: -106.42\n",
"[30]\tvalid_0's poisson: -106.528\n",
"[31]\tvalid_0's poisson: -106.651\n",
"[32]\tvalid_0's poisson: -106.743\n",
"[33]\tvalid_0's poisson: -106.827\n",
"[34]\tvalid_0's poisson: -106.91\n",
"[35]\tvalid_0's poisson: -106.99\n",
"[36]\tvalid_0's poisson: -107.069\n",
"[37]\tvalid_0's poisson: -107.13\n",
"[38]\tvalid_0's poisson: -107.192\n",
"[39]\tvalid_0's poisson: -107.247\n",
"[40]\tvalid_0's poisson: -107.305\n",
"[41]\tvalid_0's poisson: -107.362\n",
"[42]\tvalid_0's poisson: -107.409\n",
"[43]\tvalid_0's poisson: -107.471\n",
"[44]\tvalid_0's poisson: -107.514\n",
"[45]\tvalid_0's poisson: -107.555\n",
"[46]\tvalid_0's poisson: -107.586\n",
"[47]\tvalid_0's poisson: -107.619\n",
"[48]\tvalid_0's poisson: -107.657\n",
"[49]\tvalid_0's poisson: -107.688\n",
"[50]\tvalid_0's poisson: -107.713\n",
"[51]\tvalid_0's poisson: -107.756\n",
"[52]\tvalid_0's poisson: -107.783\n",
"[53]\tvalid_0's poisson: -107.809\n",
"[54]\tvalid_0's poisson: -107.843\n",
"[55]\tvalid_0's poisson: -107.88\n",
"[56]\tvalid_0's poisson: -107.903\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -107.917\n",
"[58]\tvalid_0's poisson: -107.934\n",
"[59]\tvalid_0's poisson: -107.949\n",
"[60]\tvalid_0's poisson: -107.974\n",
"[61]\tvalid_0's poisson: -107.992\n",
"[62]\tvalid_0's poisson: -108.021\n",
"[63]\tvalid_0's poisson: -108.038\n",
"[64]\tvalid_0's poisson: -108.055\n",
"[65]\tvalid_0's poisson: -108.082\n",
"[66]\tvalid_0's poisson: -108.105\n",
"[67]\tvalid_0's poisson: -108.113\n",
"[68]\tvalid_0's poisson: -108.139\n",
"[69]\tvalid_0's poisson: -108.161\n",
"[70]\tvalid_0's poisson: -108.173\n",
"[71]\tvalid_0's poisson: -108.185\n",
"[72]\tvalid_0's poisson: -108.195\n",
"[73]\tvalid_0's poisson: -108.209\n",
"[74]\tvalid_0's poisson: -108.216\n",
"[75]\tvalid_0's poisson: -108.226\n",
"[76]\tvalid_0's poisson: -108.236\n",
"[77]\tvalid_0's poisson: -108.246\n",
"[78]\tvalid_0's poisson: -108.264\n",
"[79]\tvalid_0's poisson: -108.274\n",
"[80]\tvalid_0's poisson: -108.281\n",
"[81]\tvalid_0's poisson: -108.29\n",
"[82]\tvalid_0's poisson: -108.308\n",
"[83]\tvalid_0's poisson: -108.319\n",
"[84]\tvalid_0's poisson: -108.331\n",
"[85]\tvalid_0's poisson: -108.339\n",
"[86]\tvalid_0's poisson: -108.352\n",
"[87]\tvalid_0's poisson: -108.367\n",
"[88]\tvalid_0's poisson: -108.371\n",
"[89]\tvalid_0's poisson: -108.391\n",
"[90]\tvalid_0's poisson: -108.399\n",
"[91]\tvalid_0's poisson: -108.419\n",
"[92]\tvalid_0's poisson: -108.423\n",
"[93]\tvalid_0's poisson: -108.429\n",
"[94]\tvalid_0's poisson: -108.439\n",
"[95]\tvalid_0's poisson: -108.453\n",
"[96]\tvalid_0's poisson: -108.462\n",
"[97]\tvalid_0's poisson: -108.468\n",
"[98]\tvalid_0's poisson: -108.472\n",
"[99]\tvalid_0's poisson: -108.488\n",
"[100]\tvalid_0's poisson: -108.499\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.9297\n",
"[2]\tvalid_0's poisson: -92.1541\n",
"[3]\tvalid_0's poisson: -94.0417\n",
"[4]\tvalid_0's poisson: -95.586\n",
"[5]\tvalid_0's poisson: -96.8303\n",
"[6]\tvalid_0's poisson: -97.873\n",
"[7]\tvalid_0's poisson: -98.7703\n",
"[8]\tvalid_0's poisson: -99.5968\n",
"[9]\tvalid_0's poisson: -100.334\n",
"[10]\tvalid_0's poisson: -100.985\n",
"[11]\tvalid_0's poisson: -101.615\n",
"[12]\tvalid_0's poisson: -102.113\n",
"[13]\tvalid_0's poisson: -102.605\n",
"[14]\tvalid_0's poisson: -103.024\n",
"[15]\tvalid_0's poisson: -103.4\n",
"[16]\tvalid_0's poisson: -103.796\n",
"[17]\tvalid_0's poisson: -104.084\n",
"[18]\tvalid_0's poisson: -104.367\n",
"[19]\tvalid_0's poisson: -104.64\n",
"[20]\tvalid_0's poisson: -104.888\n",
"[21]\tvalid_0's poisson: -105.154\n",
"[22]\tvalid_0's poisson: -105.339\n",
"[23]\tvalid_0's poisson: -105.536\n",
"[24]\tvalid_0's poisson: -105.711\n",
"[25]\tvalid_0's poisson: -105.899\n",
"[26]\tvalid_0's poisson: -106.063\n",
"[27]\tvalid_0's poisson: -106.209\n",
"[28]\tvalid_0's poisson: -106.331\n",
"[29]\tvalid_0's poisson: -106.452\n",
"[30]\tvalid_0's poisson: -106.578\n",
"[31]\tvalid_0's poisson: -106.669\n",
"[32]\tvalid_0's poisson: -106.773\n",
"[33]\tvalid_0's poisson: -106.862\n",
"[34]\tvalid_0's poisson: -106.942\n",
"[35]\tvalid_0's poisson: -107.013\n",
"[36]\tvalid_0's poisson: -107.085\n",
"[37]\tvalid_0's poisson: -107.141\n",
"[38]\tvalid_0's poisson: -107.219\n",
"[39]\tvalid_0's poisson: -107.263\n",
"[40]\tvalid_0's poisson: -107.319\n",
"[41]\tvalid_0's poisson: -107.367\n",
"[42]\tvalid_0's poisson: -107.411\n",
"[43]\tvalid_0's poisson: -107.455\n",
"[44]\tvalid_0's poisson: -107.496\n",
"[45]\tvalid_0's poisson: -107.552\n",
"[46]\tvalid_0's poisson: -107.593\n",
"[47]\tvalid_0's poisson: -107.625\n",
"[48]\tvalid_0's poisson: -107.669\n",
"[49]\tvalid_0's poisson: -107.701\n",
"[50]\tvalid_0's poisson: -107.746\n",
"[51]\tvalid_0's poisson: -107.776\n",
"[52]\tvalid_0's poisson: -107.796\n",
"[53]\tvalid_0's poisson: -107.817\n",
"[54]\tvalid_0's poisson: -107.846\n",
"[55]\tvalid_0's poisson: -107.878\n",
"[56]\tvalid_0's poisson: -107.916\n",
"[57]\tvalid_0's poisson: -107.933\n",
"[58]\tvalid_0's poisson: -107.951\n",
"[59]\tvalid_0's poisson: -107.97\n",
"[60]\tvalid_0's poisson: -107.995\n",
"[61]\tvalid_0's poisson: -108.009\n",
"[62]\tvalid_0's poisson: -108.028\n",
"[63]\tvalid_0's poisson: -108.041\n",
"[64]\tvalid_0's poisson: -108.068\n",
"[65]\tvalid_0's poisson: -108.081\n",
"[66]\tvalid_0's poisson: -108.094\n",
"[67]\tvalid_0's poisson: -108.108\n",
"[68]\tvalid_0's poisson: -108.121\n",
"[69]\tvalid_0's poisson: -108.136\n",
"[70]\tvalid_0's poisson: -108.153\n",
"[71]\tvalid_0's poisson: -108.163\n",
"[72]\tvalid_0's poisson: -108.172\n",
"[73]\tvalid_0's poisson: -108.192\n",
"[74]\tvalid_0's poisson: -108.214\n",
"[75]\tvalid_0's poisson: -108.228\n",
"[76]\tvalid_0's poisson: -108.236\n",
"[77]\tvalid_0's poisson: -108.245\n",
"[78]\tvalid_0's poisson: -108.252\n",
"[79]\tvalid_0's poisson: -108.261\n",
"[80]\tvalid_0's poisson: -108.272\n",
"[81]\tvalid_0's poisson: -108.282\n",
"[82]\tvalid_0's poisson: -108.304\n",
"[83]\tvalid_0's poisson: -108.316\n",
"[84]\tvalid_0's poisson: -108.332\n",
"[85]\tvalid_0's poisson: -108.339\n",
"[86]\tvalid_0's poisson: -108.356\n",
"[87]\tvalid_0's poisson: -108.367\n",
"[88]\tvalid_0's poisson: -108.374\n",
"[89]\tvalid_0's poisson: -108.379\n",
"[90]\tvalid_0's poisson: -108.384\n",
"[91]\tvalid_0's poisson: -108.391\n",
"[92]\tvalid_0's poisson: -108.41\n",
"[93]\tvalid_0's poisson: -108.427\n",
"[94]\tvalid_0's poisson: -108.438\n",
"[95]\tvalid_0's poisson: -108.452\n",
"[96]\tvalid_0's poisson: -108.459\n",
"[97]\tvalid_0's poisson: -108.466\n",
"[98]\tvalid_0's poisson: -108.474\n",
"[99]\tvalid_0's poisson: -108.478\n",
"[100]\tvalid_0's poisson: -108.481\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.9146\n",
"[2]\tvalid_0's poisson: -92.0839\n",
"[3]\tvalid_0's poisson: -94.011\n",
"[4]\tvalid_0's poisson: -95.601\n",
"[5]\tvalid_0's poisson: -96.846\n",
"[6]\tvalid_0's poisson: -97.8797\n",
"[7]\tvalid_0's poisson: -98.7617\n",
"[8]\tvalid_0's poisson: -99.5904\n",
"[9]\tvalid_0's poisson: -100.362\n",
"[10]\tvalid_0's poisson: -101.031\n",
"[11]\tvalid_0's poisson: -101.603\n",
"[12]\tvalid_0's poisson: -102.164\n",
"[13]\tvalid_0's poisson: -102.619\n",
"[14]\tvalid_0's poisson: -103.063\n",
"[15]\tvalid_0's poisson: -103.474\n",
"[16]\tvalid_0's poisson: -103.848\n",
"[17]\tvalid_0's poisson: -104.142\n",
"[18]\tvalid_0's poisson: -104.418\n",
"[19]\tvalid_0's poisson: -104.676\n",
"[20]\tvalid_0's poisson: -104.929\n",
"[21]\tvalid_0's poisson: -105.148\n",
"[22]\tvalid_0's poisson: -105.35\n",
"[23]\tvalid_0's poisson: -105.555\n",
"[24]\tvalid_0's poisson: -105.731\n",
"[25]\tvalid_0's poisson: -105.914\n",
"[26]\tvalid_0's poisson: -106.065\n",
"[27]\tvalid_0's poisson: -106.208\n",
"[28]\tvalid_0's poisson: -106.336\n",
"[29]\tvalid_0's poisson: -106.439\n",
"[30]\tvalid_0's poisson: -106.548\n",
"[31]\tvalid_0's poisson: -106.658\n",
"[32]\tvalid_0's poisson: -106.746\n",
"[33]\tvalid_0's poisson: -106.836\n",
"[34]\tvalid_0's poisson: -106.924\n",
"[35]\tvalid_0's poisson: -107.003\n",
"[36]\tvalid_0's poisson: -107.066\n",
"[37]\tvalid_0's poisson: -107.131\n",
"[38]\tvalid_0's poisson: -107.194\n",
"[39]\tvalid_0's poisson: -107.242\n",
"[40]\tvalid_0's poisson: -107.298\n",
"[41]\tvalid_0's poisson: -107.347\n",
"[42]\tvalid_0's poisson: -107.407\n",
"[43]\tvalid_0's poisson: -107.449\n",
"[44]\tvalid_0's poisson: -107.5\n",
"[45]\tvalid_0's poisson: -107.535\n",
"[46]\tvalid_0's poisson: -107.571\n",
"[47]\tvalid_0's poisson: -107.607\n",
"[48]\tvalid_0's poisson: -107.637\n",
"[49]\tvalid_0's poisson: -107.688\n",
"[50]\tvalid_0's poisson: -107.721\n",
"[51]\tvalid_0's poisson: -107.744\n",
"[52]\tvalid_0's poisson: -107.772\n",
"[53]\tvalid_0's poisson: -107.796\n",
"[54]\tvalid_0's poisson: -107.825\n",
"[55]\tvalid_0's poisson: -107.855\n",
"[56]\tvalid_0's poisson: -107.893\n",
"[57]\tvalid_0's poisson: -107.913\n",
"[58]\tvalid_0's poisson: -107.942\n",
"[59]\tvalid_0's poisson: -107.956\n",
"[60]\tvalid_0's poisson: -107.983\n",
"[61]\tvalid_0's poisson: -107.995\n",
"[62]\tvalid_0's poisson: -108.009\n",
"[63]\tvalid_0's poisson: -108.027\n",
"[64]\tvalid_0's poisson: -108.036\n",
"[65]\tvalid_0's poisson: -108.061\n",
"[66]\tvalid_0's poisson: -108.079\n",
"[67]\tvalid_0's poisson: -108.091\n",
"[68]\tvalid_0's poisson: -108.109\n",
"[69]\tvalid_0's poisson: -108.12\n",
"[70]\tvalid_0's poisson: -108.132\n",
"[71]\tvalid_0's poisson: -108.157\n",
"[72]\tvalid_0's poisson: -108.178\n",
"[73]\tvalid_0's poisson: -108.188\n",
"[74]\tvalid_0's poisson: -108.195\n",
"[75]\tvalid_0's poisson: -108.217\n",
"[76]\tvalid_0's poisson: -108.226\n",
"[77]\tvalid_0's poisson: -108.235\n",
"[78]\tvalid_0's poisson: -108.256\n",
"[79]\tvalid_0's poisson: -108.265\n",
"[80]\tvalid_0's poisson: -108.271\n",
"[81]\tvalid_0's poisson: -108.289\n",
"[82]\tvalid_0's poisson: -108.3\n",
"[83]\tvalid_0's poisson: -108.305\n",
"[84]\tvalid_0's poisson: -108.318\n",
"[85]\tvalid_0's poisson: -108.323\n",
"[86]\tvalid_0's poisson: -108.333\n",
"[87]\tvalid_0's poisson: -108.337\n",
"[88]\tvalid_0's poisson: -108.356\n",
"[89]\tvalid_0's poisson: -108.361\n",
"[90]\tvalid_0's poisson: -108.363\n",
"[91]\tvalid_0's poisson: -108.372\n",
"[92]\tvalid_0's poisson: -108.389\n",
"[93]\tvalid_0's poisson: -108.396\n",
"[94]\tvalid_0's poisson: -108.403\n",
"[95]\tvalid_0's poisson: -108.415\n",
"[96]\tvalid_0's poisson: -108.42\n",
"[97]\tvalid_0's poisson: -108.431\n",
"[98]\tvalid_0's poisson: -108.435\n",
"[99]\tvalid_0's poisson: -108.451\n",
"[100]\tvalid_0's poisson: -108.464\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=10, learning_rate=0.25, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5451\n",
"[2]\tvalid_0's poisson: -89.7506\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3]\tvalid_0's poisson: -90.8531\n",
"[4]\tvalid_0's poisson: -91.8361\n",
"[5]\tvalid_0's poisson: -92.7309\n",
"[6]\tvalid_0's poisson: -93.555\n",
"[7]\tvalid_0's poisson: -94.3212\n",
"[8]\tvalid_0's poisson: -95.0297\n",
"[9]\tvalid_0's poisson: -95.6935\n",
"[10]\tvalid_0's poisson: -96.3093\n",
"[11]\tvalid_0's poisson: -96.8823\n",
"[12]\tvalid_0's poisson: -97.4261\n",
"[13]\tvalid_0's poisson: -97.9356\n",
"[14]\tvalid_0's poisson: -98.4131\n",
"[15]\tvalid_0's poisson: -98.8615\n",
"[16]\tvalid_0's poisson: -99.2837\n",
"[17]\tvalid_0's poisson: -99.6835\n",
"[18]\tvalid_0's poisson: -100.064\n",
"[19]\tvalid_0's poisson: -100.418\n",
"[20]\tvalid_0's poisson: -100.76\n",
"[21]\tvalid_0's poisson: -101.078\n",
"[22]\tvalid_0's poisson: -101.38\n",
"[23]\tvalid_0's poisson: -101.666\n",
"[24]\tvalid_0's poisson: -101.944\n",
"[25]\tvalid_0's poisson: -102.207\n",
"[26]\tvalid_0's poisson: -102.456\n",
"[27]\tvalid_0's poisson: -102.697\n",
"[28]\tvalid_0's poisson: -102.928\n",
"[29]\tvalid_0's poisson: -103.157\n",
"[30]\tvalid_0's poisson: -103.366\n",
"[31]\tvalid_0's poisson: -103.575\n",
"[32]\tvalid_0's poisson: -103.762\n",
"[33]\tvalid_0's poisson: -103.948\n",
"[34]\tvalid_0's poisson: -104.127\n",
"[35]\tvalid_0's poisson: -104.294\n",
"[36]\tvalid_0's poisson: -104.462\n",
"[37]\tvalid_0's poisson: -104.624\n",
"[38]\tvalid_0's poisson: -104.776\n",
"[39]\tvalid_0's poisson: -104.925\n",
"[40]\tvalid_0's poisson: -105.068\n",
"[41]\tvalid_0's poisson: -105.203\n",
"[42]\tvalid_0's poisson: -105.334\n",
"[43]\tvalid_0's poisson: -105.459\n",
"[44]\tvalid_0's poisson: -105.576\n",
"[45]\tvalid_0's poisson: -105.696\n",
"[46]\tvalid_0's poisson: -105.808\n",
"[47]\tvalid_0's poisson: -105.932\n",
"[48]\tvalid_0's poisson: -106.039\n",
"[49]\tvalid_0's poisson: -106.137\n",
"[50]\tvalid_0's poisson: -106.236\n",
"[51]\tvalid_0's poisson: -106.334\n",
"[52]\tvalid_0's poisson: -106.435\n",
"[53]\tvalid_0's poisson: -106.52\n",
"[54]\tvalid_0's poisson: -106.614\n",
"[55]\tvalid_0's poisson: -106.697\n",
"[56]\tvalid_0's poisson: -106.774\n",
"[57]\tvalid_0's poisson: -106.848\n",
"[58]\tvalid_0's poisson: -106.928\n",
"[59]\tvalid_0's poisson: -106.994\n",
"[60]\tvalid_0's poisson: -107.061\n",
"[61]\tvalid_0's poisson: -107.129\n",
"[62]\tvalid_0's poisson: -107.2\n",
"[63]\tvalid_0's poisson: -107.256\n",
"[64]\tvalid_0's poisson: -107.319\n",
"[65]\tvalid_0's poisson: -107.379\n",
"[66]\tvalid_0's poisson: -107.433\n",
"[67]\tvalid_0's poisson: -107.481\n",
"[68]\tvalid_0's poisson: -107.537\n",
"[69]\tvalid_0's poisson: -107.588\n",
"[70]\tvalid_0's poisson: -107.639\n",
"[71]\tvalid_0's poisson: -107.686\n",
"[72]\tvalid_0's poisson: -107.731\n",
"[73]\tvalid_0's poisson: -107.774\n",
"[74]\tvalid_0's poisson: -107.817\n",
"[75]\tvalid_0's poisson: -107.855\n",
"[76]\tvalid_0's poisson: -107.893\n",
"[77]\tvalid_0's poisson: -107.93\n",
"[78]\tvalid_0's poisson: -107.968\n",
"[79]\tvalid_0's poisson: -108.003\n",
"[80]\tvalid_0's poisson: -108.037\n",
"[81]\tvalid_0's poisson: -108.069\n",
"[82]\tvalid_0's poisson: -108.103\n",
"[83]\tvalid_0's poisson: -108.133\n",
"[84]\tvalid_0's poisson: -108.162\n",
"[85]\tvalid_0's poisson: -108.19\n",
"[86]\tvalid_0's poisson: -108.218\n",
"[87]\tvalid_0's poisson: -108.243\n",
"[88]\tvalid_0's poisson: -108.267\n",
"[89]\tvalid_0's poisson: -108.296\n",
"[90]\tvalid_0's poisson: -108.318\n",
"[91]\tvalid_0's poisson: -108.34\n",
"[92]\tvalid_0's poisson: -108.367\n",
"[93]\tvalid_0's poisson: -108.387\n",
"[94]\tvalid_0's poisson: -108.412\n",
"[95]\tvalid_0's poisson: -108.433\n",
"[96]\tvalid_0's poisson: -108.45\n",
"[97]\tvalid_0's poisson: -108.474\n",
"[98]\tvalid_0's poisson: -108.492\n",
"[99]\tvalid_0's poisson: -108.514\n",
"[100]\tvalid_0's poisson: -108.532\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5602\n",
"[2]\tvalid_0's poisson: -89.82\n",
"[3]\tvalid_0's poisson: -90.9309\n",
"[4]\tvalid_0's poisson: -91.9366\n",
"[5]\tvalid_0's poisson: -92.8532\n",
"[6]\tvalid_0's poisson: -93.686\n",
"[7]\tvalid_0's poisson: -94.458\n",
"[8]\tvalid_0's poisson: -95.1617\n",
"[9]\tvalid_0's poisson: -95.8248\n",
"[10]\tvalid_0's poisson: -96.4411\n",
"[11]\tvalid_0's poisson: -97.02\n",
"[12]\tvalid_0's poisson: -97.5556\n",
"[13]\tvalid_0's poisson: -98.0632\n",
"[14]\tvalid_0's poisson: -98.5368\n",
"[15]\tvalid_0's poisson: -98.985\n",
"[16]\tvalid_0's poisson: -99.4127\n",
"[17]\tvalid_0's poisson: -99.8074\n",
"[18]\tvalid_0's poisson: -100.18\n",
"[19]\tvalid_0's poisson: -100.538\n",
"[20]\tvalid_0's poisson: -100.869\n",
"[21]\tvalid_0's poisson: -101.182\n",
"[22]\tvalid_0's poisson: -101.479\n",
"[23]\tvalid_0's poisson: -101.77\n",
"[24]\tvalid_0's poisson: -102.051\n",
"[25]\tvalid_0's poisson: -102.306\n",
"[26]\tvalid_0's poisson: -102.558\n",
"[27]\tvalid_0's poisson: -102.792\n",
"[28]\tvalid_0's poisson: -103.02\n",
"[29]\tvalid_0's poisson: -103.237\n",
"[30]\tvalid_0's poisson: -103.453\n",
"[31]\tvalid_0's poisson: -103.658\n",
"[32]\tvalid_0's poisson: -103.851\n",
"[33]\tvalid_0's poisson: -104.039\n",
"[34]\tvalid_0's poisson: -104.215\n",
"[35]\tvalid_0's poisson: -104.386\n",
"[36]\tvalid_0's poisson: -104.552\n",
"[37]\tvalid_0's poisson: -104.71\n",
"[38]\tvalid_0's poisson: -104.86\n",
"[39]\tvalid_0's poisson: -104.998\n",
"[40]\tvalid_0's poisson: -105.137\n",
"[41]\tvalid_0's poisson: -105.273\n",
"[42]\tvalid_0's poisson: -105.399\n",
"[43]\tvalid_0's poisson: -105.526\n",
"[44]\tvalid_0's poisson: -105.645\n",
"[45]\tvalid_0's poisson: -105.761\n",
"[46]\tvalid_0's poisson: -105.872\n",
"[47]\tvalid_0's poisson: -105.985\n",
"[48]\tvalid_0's poisson: -106.085\n",
"[49]\tvalid_0's poisson: -106.191\n",
"[50]\tvalid_0's poisson: -106.287\n",
"[51]\tvalid_0's poisson: -106.379\n",
"[52]\tvalid_0's poisson: -106.482\n",
"[53]\tvalid_0's poisson: -106.561\n",
"[54]\tvalid_0's poisson: -106.655\n",
"[55]\tvalid_0's poisson: -106.73\n",
"[56]\tvalid_0's poisson: -106.808\n",
"[57]\tvalid_0's poisson: -106.882\n",
"[58]\tvalid_0's poisson: -106.95\n",
"[59]\tvalid_0's poisson: -107.019\n",
"[60]\tvalid_0's poisson: -107.086\n",
"[61]\tvalid_0's poisson: -107.147\n",
"[62]\tvalid_0's poisson: -107.208\n",
"[63]\tvalid_0's poisson: -107.269\n",
"[64]\tvalid_0's poisson: -107.329\n",
"[65]\tvalid_0's poisson: -107.384\n",
"[66]\tvalid_0's poisson: -107.441\n",
"[67]\tvalid_0's poisson: -107.498\n",
"[68]\tvalid_0's poisson: -107.547\n",
"[69]\tvalid_0's poisson: -107.6\n",
"[70]\tvalid_0's poisson: -107.647\n",
"[71]\tvalid_0's poisson: -107.698\n",
"[72]\tvalid_0's poisson: -107.741\n",
"[73]\tvalid_0's poisson: -107.785\n",
"[74]\tvalid_0's poisson: -107.824\n",
"[75]\tvalid_0's poisson: -107.868\n",
"[76]\tvalid_0's poisson: -107.905\n",
"[77]\tvalid_0's poisson: -107.945\n",
"[78]\tvalid_0's poisson: -107.983\n",
"[79]\tvalid_0's poisson: -108.017\n",
"[80]\tvalid_0's poisson: -108.053\n",
"[81]\tvalid_0's poisson: -108.09\n",
"[82]\tvalid_0's poisson: -108.12\n",
"[83]\tvalid_0's poisson: -108.148\n",
"[84]\tvalid_0's poisson: -108.179\n",
"[85]\tvalid_0's poisson: -108.206\n",
"[86]\tvalid_0's poisson: -108.234\n",
"[87]\tvalid_0's poisson: -108.264\n",
"[88]\tvalid_0's poisson: -108.29\n",
"[89]\tvalid_0's poisson: -108.319\n",
"[90]\tvalid_0's poisson: -108.346\n",
"[91]\tvalid_0's poisson: -108.367\n",
"[92]\tvalid_0's poisson: -108.392\n",
"[93]\tvalid_0's poisson: -108.414\n",
"[94]\tvalid_0's poisson: -108.432\n",
"[95]\tvalid_0's poisson: -108.451\n",
"[96]\tvalid_0's poisson: -108.472\n",
"[97]\tvalid_0's poisson: -108.488\n",
"[98]\tvalid_0's poisson: -108.512\n",
"[99]\tvalid_0's poisson: -108.527\n",
"[100]\tvalid_0's poisson: -108.549\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5693\n",
"[2]\tvalid_0's poisson: -89.79\n",
"[3]\tvalid_0's poisson: -90.8891\n",
"[4]\tvalid_0's poisson: -91.8929\n",
"[5]\tvalid_0's poisson: -92.7991\n",
"[6]\tvalid_0's poisson: -93.6284\n",
"[7]\tvalid_0's poisson: -94.3999\n",
"[8]\tvalid_0's poisson: -95.1102\n",
"[9]\tvalid_0's poisson: -95.7672\n",
"[10]\tvalid_0's poisson: -96.3854\n",
"[11]\tvalid_0's poisson: -96.958\n",
"[12]\tvalid_0's poisson: -97.5027\n",
"[13]\tvalid_0's poisson: -98.0112\n",
"[14]\tvalid_0's poisson: -98.4894\n",
"[15]\tvalid_0's poisson: -98.9501\n",
"[16]\tvalid_0's poisson: -99.3736\n",
"[17]\tvalid_0's poisson: -99.7759\n",
"[18]\tvalid_0's poisson: -100.149\n",
"[19]\tvalid_0's poisson: -100.503\n",
"[20]\tvalid_0's poisson: -100.833\n",
"[21]\tvalid_0's poisson: -101.158\n",
"[22]\tvalid_0's poisson: -101.462\n",
"[23]\tvalid_0's poisson: -101.75\n",
"[24]\tvalid_0's poisson: -102.023\n",
"[25]\tvalid_0's poisson: -102.289\n",
"[26]\tvalid_0's poisson: -102.531\n",
"[27]\tvalid_0's poisson: -102.773\n",
"[28]\tvalid_0's poisson: -103.006\n",
"[29]\tvalid_0's poisson: -103.233\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -103.444\n",
"[31]\tvalid_0's poisson: -103.644\n",
"[32]\tvalid_0's poisson: -103.843\n",
"[33]\tvalid_0's poisson: -104.027\n",
"[34]\tvalid_0's poisson: -104.201\n",
"[35]\tvalid_0's poisson: -104.368\n",
"[36]\tvalid_0's poisson: -104.536\n",
"[37]\tvalid_0's poisson: -104.697\n",
"[38]\tvalid_0's poisson: -104.853\n",
"[39]\tvalid_0's poisson: -105\n",
"[40]\tvalid_0's poisson: -105.143\n",
"[41]\tvalid_0's poisson: -105.277\n",
"[42]\tvalid_0's poisson: -105.406\n",
"[43]\tvalid_0's poisson: -105.53\n",
"[44]\tvalid_0's poisson: -105.646\n",
"[45]\tvalid_0's poisson: -105.769\n",
"[46]\tvalid_0's poisson: -105.88\n",
"[47]\tvalid_0's poisson: -105.985\n",
"[48]\tvalid_0's poisson: -106.089\n",
"[49]\tvalid_0's poisson: -106.192\n",
"[50]\tvalid_0's poisson: -106.289\n",
"[51]\tvalid_0's poisson: -106.384\n",
"[52]\tvalid_0's poisson: -106.476\n",
"[53]\tvalid_0's poisson: -106.556\n",
"[54]\tvalid_0's poisson: -106.641\n",
"[55]\tvalid_0's poisson: -106.72\n",
"[56]\tvalid_0's poisson: -106.796\n",
"[57]\tvalid_0's poisson: -106.869\n",
"[58]\tvalid_0's poisson: -106.937\n",
"[59]\tvalid_0's poisson: -107.006\n",
"[60]\tvalid_0's poisson: -107.075\n",
"[61]\tvalid_0's poisson: -107.141\n",
"[62]\tvalid_0's poisson: -107.203\n",
"[63]\tvalid_0's poisson: -107.27\n",
"[64]\tvalid_0's poisson: -107.327\n",
"[65]\tvalid_0's poisson: -107.388\n",
"[66]\tvalid_0's poisson: -107.44\n",
"[67]\tvalid_0's poisson: -107.496\n",
"[68]\tvalid_0's poisson: -107.55\n",
"[69]\tvalid_0's poisson: -107.597\n",
"[70]\tvalid_0's poisson: -107.651\n",
"[71]\tvalid_0's poisson: -107.693\n",
"[72]\tvalid_0's poisson: -107.738\n",
"[73]\tvalid_0's poisson: -107.786\n",
"[74]\tvalid_0's poisson: -107.825\n",
"[75]\tvalid_0's poisson: -107.866\n",
"[76]\tvalid_0's poisson: -107.906\n",
"[77]\tvalid_0's poisson: -107.942\n",
"[78]\tvalid_0's poisson: -107.978\n",
"[79]\tvalid_0's poisson: -108.012\n",
"[80]\tvalid_0's poisson: -108.049\n",
"[81]\tvalid_0's poisson: -108.081\n",
"[82]\tvalid_0's poisson: -108.114\n",
"[83]\tvalid_0's poisson: -108.145\n",
"[84]\tvalid_0's poisson: -108.173\n",
"[85]\tvalid_0's poisson: -108.207\n",
"[86]\tvalid_0's poisson: -108.231\n",
"[87]\tvalid_0's poisson: -108.256\n",
"[88]\tvalid_0's poisson: -108.282\n",
"[89]\tvalid_0's poisson: -108.306\n",
"[90]\tvalid_0's poisson: -108.331\n",
"[91]\tvalid_0's poisson: -108.355\n",
"[92]\tvalid_0's poisson: -108.377\n",
"[93]\tvalid_0's poisson: -108.4\n",
"[94]\tvalid_0's poisson: -108.42\n",
"[95]\tvalid_0's poisson: -108.448\n",
"[96]\tvalid_0's poisson: -108.467\n",
"[97]\tvalid_0's poisson: -108.483\n",
"[98]\tvalid_0's poisson: -108.501\n",
"[99]\tvalid_0's poisson: -108.523\n",
"[100]\tvalid_0's poisson: -108.539\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5891\n",
"[2]\tvalid_0's poisson: -89.8319\n",
"[3]\tvalid_0's poisson: -90.935\n",
"[4]\tvalid_0's poisson: -91.9286\n",
"[5]\tvalid_0's poisson: -92.8401\n",
"[6]\tvalid_0's poisson: -93.6757\n",
"[7]\tvalid_0's poisson: -94.4438\n",
"[8]\tvalid_0's poisson: -95.1534\n",
"[9]\tvalid_0's poisson: -95.8123\n",
"[10]\tvalid_0's poisson: -96.431\n",
"[11]\tvalid_0's poisson: -97.0004\n",
"[12]\tvalid_0's poisson: -97.5442\n",
"[13]\tvalid_0's poisson: -98.0547\n",
"[14]\tvalid_0's poisson: -98.5308\n",
"[15]\tvalid_0's poisson: -98.9785\n",
"[16]\tvalid_0's poisson: -99.3985\n",
"[17]\tvalid_0's poisson: -99.8071\n",
"[18]\tvalid_0's poisson: -100.184\n",
"[19]\tvalid_0's poisson: -100.545\n",
"[20]\tvalid_0's poisson: -100.885\n",
"[21]\tvalid_0's poisson: -101.204\n",
"[22]\tvalid_0's poisson: -101.502\n",
"[23]\tvalid_0's poisson: -101.784\n",
"[24]\tvalid_0's poisson: -102.057\n",
"[25]\tvalid_0's poisson: -102.322\n",
"[26]\tvalid_0's poisson: -102.566\n",
"[27]\tvalid_0's poisson: -102.807\n",
"[28]\tvalid_0's poisson: -103.041\n",
"[29]\tvalid_0's poisson: -103.258\n",
"[30]\tvalid_0's poisson: -103.472\n",
"[31]\tvalid_0's poisson: -103.677\n",
"[32]\tvalid_0's poisson: -103.87\n",
"[33]\tvalid_0's poisson: -104.061\n",
"[34]\tvalid_0's poisson: -104.242\n",
"[35]\tvalid_0's poisson: -104.413\n",
"[36]\tvalid_0's poisson: -104.581\n",
"[37]\tvalid_0's poisson: -104.741\n",
"[38]\tvalid_0's poisson: -104.897\n",
"[39]\tvalid_0's poisson: -105.044\n",
"[40]\tvalid_0's poisson: -105.187\n",
"[41]\tvalid_0's poisson: -105.317\n",
"[42]\tvalid_0's poisson: -105.447\n",
"[43]\tvalid_0's poisson: -105.574\n",
"[44]\tvalid_0's poisson: -105.694\n",
"[45]\tvalid_0's poisson: -105.81\n",
"[46]\tvalid_0's poisson: -105.923\n",
"[47]\tvalid_0's poisson: -106.029\n",
"[48]\tvalid_0's poisson: -106.133\n",
"[49]\tvalid_0's poisson: -106.234\n",
"[50]\tvalid_0's poisson: -106.329\n",
"[51]\tvalid_0's poisson: -106.42\n",
"[52]\tvalid_0's poisson: -106.511\n",
"[53]\tvalid_0's poisson: -106.593\n",
"[54]\tvalid_0's poisson: -106.674\n",
"[55]\tvalid_0's poisson: -106.752\n",
"[56]\tvalid_0's poisson: -106.829\n",
"[57]\tvalid_0's poisson: -106.907\n",
"[58]\tvalid_0's poisson: -106.985\n",
"[59]\tvalid_0's poisson: -107.051\n",
"[60]\tvalid_0's poisson: -107.117\n",
"[61]\tvalid_0's poisson: -107.178\n",
"[62]\tvalid_0's poisson: -107.244\n",
"[63]\tvalid_0's poisson: -107.302\n",
"[64]\tvalid_0's poisson: -107.367\n",
"[65]\tvalid_0's poisson: -107.419\n",
"[66]\tvalid_0's poisson: -107.477\n",
"[67]\tvalid_0's poisson: -107.527\n",
"[68]\tvalid_0's poisson: -107.58\n",
"[69]\tvalid_0's poisson: -107.624\n",
"[70]\tvalid_0's poisson: -107.673\n",
"[71]\tvalid_0's poisson: -107.723\n",
"[72]\tvalid_0's poisson: -107.764\n",
"[73]\tvalid_0's poisson: -107.807\n",
"[74]\tvalid_0's poisson: -107.845\n",
"[75]\tvalid_0's poisson: -107.883\n",
"[76]\tvalid_0's poisson: -107.924\n",
"[77]\tvalid_0's poisson: -107.961\n",
"[78]\tvalid_0's poisson: -107.995\n",
"[79]\tvalid_0's poisson: -108.028\n",
"[80]\tvalid_0's poisson: -108.06\n",
"[81]\tvalid_0's poisson: -108.09\n",
"[82]\tvalid_0's poisson: -108.121\n",
"[83]\tvalid_0's poisson: -108.149\n",
"[84]\tvalid_0's poisson: -108.176\n",
"[85]\tvalid_0's poisson: -108.202\n",
"[86]\tvalid_0's poisson: -108.229\n",
"[87]\tvalid_0's poisson: -108.253\n",
"[88]\tvalid_0's poisson: -108.277\n",
"[89]\tvalid_0's poisson: -108.303\n",
"[90]\tvalid_0's poisson: -108.328\n",
"[91]\tvalid_0's poisson: -108.35\n",
"[92]\tvalid_0's poisson: -108.37\n",
"[93]\tvalid_0's poisson: -108.389\n",
"[94]\tvalid_0's poisson: -108.408\n",
"[95]\tvalid_0's poisson: -108.428\n",
"[96]\tvalid_0's poisson: -108.445\n",
"[97]\tvalid_0's poisson: -108.463\n",
"[98]\tvalid_0's poisson: -108.479\n",
"[99]\tvalid_0's poisson: -108.499\n",
"[100]\tvalid_0's poisson: -108.518\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5494\n",
"[2]\tvalid_0's poisson: -89.7697\n",
"[3]\tvalid_0's poisson: -90.8656\n",
"[4]\tvalid_0's poisson: -91.8484\n",
"[5]\tvalid_0's poisson: -92.7509\n",
"[6]\tvalid_0's poisson: -93.5789\n",
"[7]\tvalid_0's poisson: -94.3418\n",
"[8]\tvalid_0's poisson: -95.0462\n",
"[9]\tvalid_0's poisson: -95.7065\n",
"[10]\tvalid_0's poisson: -96.3182\n",
"[11]\tvalid_0's poisson: -96.8952\n",
"[12]\tvalid_0's poisson: -97.4288\n",
"[13]\tvalid_0's poisson: -97.9372\n",
"[14]\tvalid_0's poisson: -98.4137\n",
"[15]\tvalid_0's poisson: -98.8643\n",
"[16]\tvalid_0's poisson: -99.292\n",
"[17]\tvalid_0's poisson: -99.6906\n",
"[18]\tvalid_0's poisson: -100.083\n",
"[19]\tvalid_0's poisson: -100.442\n",
"[20]\tvalid_0's poisson: -100.785\n",
"[21]\tvalid_0's poisson: -101.105\n",
"[22]\tvalid_0's poisson: -101.42\n",
"[23]\tvalid_0's poisson: -101.711\n",
"[24]\tvalid_0's poisson: -101.986\n",
"[25]\tvalid_0's poisson: -102.255\n",
"[26]\tvalid_0's poisson: -102.507\n",
"[27]\tvalid_0's poisson: -102.748\n",
"[28]\tvalid_0's poisson: -102.981\n",
"[29]\tvalid_0's poisson: -103.197\n",
"[30]\tvalid_0's poisson: -103.417\n",
"[31]\tvalid_0's poisson: -103.616\n",
"[32]\tvalid_0's poisson: -103.813\n",
"[33]\tvalid_0's poisson: -104\n",
"[34]\tvalid_0's poisson: -104.18\n",
"[35]\tvalid_0's poisson: -104.354\n",
"[36]\tvalid_0's poisson: -104.518\n",
"[37]\tvalid_0's poisson: -104.68\n",
"[38]\tvalid_0's poisson: -104.832\n",
"[39]\tvalid_0's poisson: -104.981\n",
"[40]\tvalid_0's poisson: -105.121\n",
"[41]\tvalid_0's poisson: -105.256\n",
"[42]\tvalid_0's poisson: -105.389\n",
"[43]\tvalid_0's poisson: -105.532\n",
"[44]\tvalid_0's poisson: -105.657\n",
"[45]\tvalid_0's poisson: -105.769\n",
"[46]\tvalid_0's poisson: -105.882\n",
"[47]\tvalid_0's poisson: -105.992\n",
"[48]\tvalid_0's poisson: -106.094\n",
"[49]\tvalid_0's poisson: -106.194\n",
"[50]\tvalid_0's poisson: -106.291\n",
"[51]\tvalid_0's poisson: -106.395\n",
"[52]\tvalid_0's poisson: -106.481\n",
"[53]\tvalid_0's poisson: -106.57\n",
"[54]\tvalid_0's poisson: -106.65\n",
"[55]\tvalid_0's poisson: -106.732\n",
"[56]\tvalid_0's poisson: -106.813\n",
"[57]\tvalid_0's poisson: -106.887\n",
"[58]\tvalid_0's poisson: -106.96\n",
"[59]\tvalid_0's poisson: -107.028\n",
"[60]\tvalid_0's poisson: -107.1\n",
"[61]\tvalid_0's poisson: -107.161\n",
"[62]\tvalid_0's poisson: -107.229\n",
"[63]\tvalid_0's poisson: -107.288\n",
"[64]\tvalid_0's poisson: -107.352\n",
"[65]\tvalid_0's poisson: -107.41\n",
"[66]\tvalid_0's poisson: -107.466\n",
"[67]\tvalid_0's poisson: -107.516\n",
"[68]\tvalid_0's poisson: -107.568\n",
"[69]\tvalid_0's poisson: -107.615\n",
"[70]\tvalid_0's poisson: -107.664\n",
"[71]\tvalid_0's poisson: -107.709\n",
"[72]\tvalid_0's poisson: -107.753\n",
"[73]\tvalid_0's poisson: -107.795\n",
"[74]\tvalid_0's poisson: -107.835\n",
"[75]\tvalid_0's poisson: -107.874\n",
"[76]\tvalid_0's poisson: -107.913\n",
"[77]\tvalid_0's poisson: -107.95\n",
"[78]\tvalid_0's poisson: -107.989\n",
"[79]\tvalid_0's poisson: -108.031\n",
"[80]\tvalid_0's poisson: -108.062\n",
"[81]\tvalid_0's poisson: -108.092\n",
"[82]\tvalid_0's poisson: -108.121\n",
"[83]\tvalid_0's poisson: -108.148\n",
"[84]\tvalid_0's poisson: -108.179\n",
"[85]\tvalid_0's poisson: -108.208\n",
"[86]\tvalid_0's poisson: -108.235\n",
"[87]\tvalid_0's poisson: -108.266\n",
"[88]\tvalid_0's poisson: -108.289\n",
"[89]\tvalid_0's poisson: -108.313\n",
"[90]\tvalid_0's poisson: -108.335\n",
"[91]\tvalid_0's poisson: -108.354\n",
"[92]\tvalid_0's poisson: -108.374\n",
"[93]\tvalid_0's poisson: -108.395\n",
"[94]\tvalid_0's poisson: -108.414\n",
"[95]\tvalid_0's poisson: -108.432\n",
"[96]\tvalid_0's poisson: -108.451\n",
"[97]\tvalid_0's poisson: -108.469\n",
"[98]\tvalid_0's poisson: -108.493\n",
"[99]\tvalid_0's poisson: -108.51\n",
"[100]\tvalid_0's poisson: -108.527\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.3706\n",
"[2]\tvalid_0's poisson: -95.602\n",
"[3]\tvalid_0's poisson: -97.9133\n",
"[4]\tvalid_0's poisson: -99.7079\n",
"[5]\tvalid_0's poisson: -101.123\n",
"[6]\tvalid_0's poisson: -102.247\n",
"[7]\tvalid_0's poisson: -103.175\n",
"[8]\tvalid_0's poisson: -103.95\n",
"[9]\tvalid_0's poisson: -104.651\n",
"[10]\tvalid_0's poisson: -105.227\n",
"[11]\tvalid_0's poisson: -105.736\n",
"[12]\tvalid_0's poisson: -106.176\n",
"[13]\tvalid_0's poisson: -106.528\n",
"[14]\tvalid_0's poisson: -106.851\n",
"[15]\tvalid_0's poisson: -107.112\n",
"[16]\tvalid_0's poisson: -107.339\n",
"[17]\tvalid_0's poisson: -107.546\n",
"[18]\tvalid_0's poisson: -107.74\n",
"[19]\tvalid_0's poisson: -107.914\n",
"[20]\tvalid_0's poisson: -108.035\n",
"[21]\tvalid_0's poisson: -108.153\n",
"[22]\tvalid_0's poisson: -108.246\n",
"[23]\tvalid_0's poisson: -108.35\n",
"[24]\tvalid_0's poisson: -108.447\n",
"[25]\tvalid_0's poisson: -108.509\n",
"[26]\tvalid_0's poisson: -108.576\n",
"[27]\tvalid_0's poisson: -108.633\n",
"[28]\tvalid_0's poisson: -108.674\n",
"[29]\tvalid_0's poisson: -108.736\n",
"[30]\tvalid_0's poisson: -108.772\n",
"[31]\tvalid_0's poisson: -108.802\n",
"[32]\tvalid_0's poisson: -108.833\n",
"[33]\tvalid_0's poisson: -108.865\n",
"[34]\tvalid_0's poisson: -108.893\n",
"[35]\tvalid_0's poisson: -108.946\n",
"[36]\tvalid_0's poisson: -108.974\n",
"[37]\tvalid_0's poisson: -108.995\n",
"[38]\tvalid_0's poisson: -109.042\n",
"[39]\tvalid_0's poisson: -109.078\n",
"[40]\tvalid_0's poisson: -109.108\n",
"[41]\tvalid_0's poisson: -109.112\n",
"[42]\tvalid_0's poisson: -109.12\n",
"[43]\tvalid_0's poisson: -109.151\n",
"[44]\tvalid_0's poisson: -109.178\n",
"[45]\tvalid_0's poisson: -109.201\n",
"[46]\tvalid_0's poisson: -109.216\n",
"[47]\tvalid_0's poisson: -109.22\n",
"[48]\tvalid_0's poisson: -109.234\n",
"[49]\tvalid_0's poisson: -109.242\n",
"[50]\tvalid_0's poisson: -109.265\n",
"[51]\tvalid_0's poisson: -109.267\n",
"[52]\tvalid_0's poisson: -109.285\n",
"[53]\tvalid_0's poisson: -109.302\n",
"[54]\tvalid_0's poisson: -109.303\n",
"[55]\tvalid_0's poisson: -109.322\n",
"[56]\tvalid_0's poisson: -109.324\n",
"[57]\tvalid_0's poisson: -109.339\n",
"[58]\tvalid_0's poisson: -109.342\n",
"[59]\tvalid_0's poisson: -109.358\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[60]\tvalid_0's poisson: -109.375\n",
"[61]\tvalid_0's poisson: -109.379\n",
"[62]\tvalid_0's poisson: -109.384\n",
"[63]\tvalid_0's poisson: -109.392\n",
"[64]\tvalid_0's poisson: -109.402\n",
"[65]\tvalid_0's poisson: -109.414\n",
"[66]\tvalid_0's poisson: -109.416\n",
"[67]\tvalid_0's poisson: -109.416\n",
"[68]\tvalid_0's poisson: -109.418\n",
"[69]\tvalid_0's poisson: -109.43\n",
"[70]\tvalid_0's poisson: -109.44\n",
"[71]\tvalid_0's poisson: -109.457\n",
"[72]\tvalid_0's poisson: -109.46\n",
"[73]\tvalid_0's poisson: -109.461\n",
"[74]\tvalid_0's poisson: -109.468\n",
"[75]\tvalid_0's poisson: -109.478\n",
"[76]\tvalid_0's poisson: -109.483\n",
"[77]\tvalid_0's poisson: -109.488\n",
"[78]\tvalid_0's poisson: -109.495\n",
"[79]\tvalid_0's poisson: -109.494\n",
"[80]\tvalid_0's poisson: -109.504\n",
"[81]\tvalid_0's poisson: -109.512\n",
"[82]\tvalid_0's poisson: -109.515\n",
"[83]\tvalid_0's poisson: -109.52\n",
"[84]\tvalid_0's poisson: -109.524\n",
"[85]\tvalid_0's poisson: -109.525\n",
"[86]\tvalid_0's poisson: -109.527\n",
"[87]\tvalid_0's poisson: -109.534\n",
"[88]\tvalid_0's poisson: -109.54\n",
"[89]\tvalid_0's poisson: -109.543\n",
"[90]\tvalid_0's poisson: -109.546\n",
"[91]\tvalid_0's poisson: -109.554\n",
"[92]\tvalid_0's poisson: -109.556\n",
"[93]\tvalid_0's poisson: -109.557\n",
"[94]\tvalid_0's poisson: -109.561\n",
"[95]\tvalid_0's poisson: -109.563\n",
"[96]\tvalid_0's poisson: -109.57\n",
"[97]\tvalid_0's poisson: -109.572\n",
"[98]\tvalid_0's poisson: -109.576\n",
"[99]\tvalid_0's poisson: -109.58\n",
"[100]\tvalid_0's poisson: -109.581\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.4213\n",
"[2]\tvalid_0's poisson: -95.7341\n",
"[3]\tvalid_0's poisson: -98.0738\n",
"[4]\tvalid_0's poisson: -99.8531\n",
"[5]\tvalid_0's poisson: -101.239\n",
"[6]\tvalid_0's poisson: -102.374\n",
"[7]\tvalid_0's poisson: -103.297\n",
"[8]\tvalid_0's poisson: -104.089\n",
"[9]\tvalid_0's poisson: -104.754\n",
"[10]\tvalid_0's poisson: -105.331\n",
"[11]\tvalid_0's poisson: -105.812\n",
"[12]\tvalid_0's poisson: -106.248\n",
"[13]\tvalid_0's poisson: -106.595\n",
"[14]\tvalid_0's poisson: -106.9\n",
"[15]\tvalid_0's poisson: -107.163\n",
"[16]\tvalid_0's poisson: -107.382\n",
"[17]\tvalid_0's poisson: -107.586\n",
"[18]\tvalid_0's poisson: -107.747\n",
"[19]\tvalid_0's poisson: -107.9\n",
"[20]\tvalid_0's poisson: -108.04\n",
"[21]\tvalid_0's poisson: -108.184\n",
"[22]\tvalid_0's poisson: -108.296\n",
"[23]\tvalid_0's poisson: -108.385\n",
"[24]\tvalid_0's poisson: -108.459\n",
"[25]\tvalid_0's poisson: -108.528\n",
"[26]\tvalid_0's poisson: -108.586\n",
"[27]\tvalid_0's poisson: -108.661\n",
"[28]\tvalid_0's poisson: -108.711\n",
"[29]\tvalid_0's poisson: -108.753\n",
"[30]\tvalid_0's poisson: -108.789\n",
"[31]\tvalid_0's poisson: -108.817\n",
"[32]\tvalid_0's poisson: -108.848\n",
"[33]\tvalid_0's poisson: -108.875\n",
"[34]\tvalid_0's poisson: -108.901\n",
"[35]\tvalid_0's poisson: -108.926\n",
"[36]\tvalid_0's poisson: -108.951\n",
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"[38]\tvalid_0's poisson: -109.015\n",
"[39]\tvalid_0's poisson: -109.038\n",
"[40]\tvalid_0's poisson: -109.051\n",
"[41]\tvalid_0's poisson: -109.088\n",
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"[60]\tvalid_0's poisson: -109.342\n",
"[61]\tvalid_0's poisson: -109.354\n",
"[62]\tvalid_0's poisson: -109.355\n",
"[63]\tvalid_0's poisson: -109.369\n",
"[64]\tvalid_0's poisson: -109.376\n",
"[65]\tvalid_0's poisson: -109.385\n",
"[66]\tvalid_0's poisson: -109.391\n",
"[67]\tvalid_0's poisson: -109.392\n",
"[68]\tvalid_0's poisson: -109.399\n",
"[69]\tvalid_0's poisson: -109.41\n",
"[70]\tvalid_0's poisson: -109.417\n",
"[71]\tvalid_0's poisson: -109.422\n",
"[72]\tvalid_0's poisson: -109.424\n",
"[73]\tvalid_0's poisson: -109.433\n",
"[74]\tvalid_0's poisson: -109.441\n",
"[75]\tvalid_0's poisson: -109.444\n",
"[76]\tvalid_0's poisson: -109.446\n",
"[77]\tvalid_0's poisson: -109.448\n",
"[78]\tvalid_0's poisson: -109.45\n",
"[79]\tvalid_0's poisson: -109.451\n",
"[80]\tvalid_0's poisson: -109.458\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.461\n",
"[83]\tvalid_0's poisson: -109.467\n",
"[84]\tvalid_0's poisson: -109.47\n",
"[85]\tvalid_0's poisson: -109.473\n",
"[86]\tvalid_0's poisson: -109.475\n",
"[87]\tvalid_0's poisson: -109.476\n",
"[88]\tvalid_0's poisson: -109.48\n",
"[89]\tvalid_0's poisson: -109.487\n",
"[90]\tvalid_0's poisson: -109.491\n",
"[91]\tvalid_0's poisson: -109.491\n",
"[92]\tvalid_0's poisson: -109.499\n",
"[93]\tvalid_0's poisson: -109.502\n",
"[94]\tvalid_0's poisson: -109.503\n",
"[95]\tvalid_0's poisson: -109.515\n",
"[96]\tvalid_0's poisson: -109.518\n",
"[97]\tvalid_0's poisson: -109.518\n",
"[98]\tvalid_0's poisson: -109.52\n",
"[99]\tvalid_0's poisson: -109.52\n",
"[100]\tvalid_0's poisson: -109.529\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.4687\n",
"[2]\tvalid_0's poisson: -95.7099\n",
"[3]\tvalid_0's poisson: -98.0006\n",
"[4]\tvalid_0's poisson: -99.8197\n",
"[5]\tvalid_0's poisson: -101.243\n",
"[6]\tvalid_0's poisson: -102.346\n",
"[7]\tvalid_0's poisson: -103.278\n",
"[8]\tvalid_0's poisson: -104.086\n",
"[9]\tvalid_0's poisson: -104.749\n",
"[10]\tvalid_0's poisson: -105.317\n",
"[11]\tvalid_0's poisson: -105.822\n",
"[12]\tvalid_0's poisson: -106.234\n",
"[13]\tvalid_0's poisson: -106.591\n",
"[14]\tvalid_0's poisson: -106.9\n",
"[15]\tvalid_0's poisson: -107.163\n",
"[16]\tvalid_0's poisson: -107.399\n",
"[17]\tvalid_0's poisson: -107.619\n",
"[18]\tvalid_0's poisson: -107.808\n",
"[19]\tvalid_0's poisson: -107.975\n",
"[20]\tvalid_0's poisson: -108.095\n",
"[21]\tvalid_0's poisson: -108.216\n",
"[22]\tvalid_0's poisson: -108.317\n",
"[23]\tvalid_0's poisson: -108.413\n",
"[24]\tvalid_0's poisson: -108.485\n",
"[25]\tvalid_0's poisson: -108.55\n",
"[26]\tvalid_0's poisson: -108.598\n",
"[27]\tvalid_0's poisson: -108.653\n",
"[28]\tvalid_0's poisson: -108.705\n",
"[29]\tvalid_0's poisson: -108.758\n",
"[30]\tvalid_0's poisson: -108.793\n",
"[31]\tvalid_0's poisson: -108.856\n",
"[32]\tvalid_0's poisson: -108.899\n",
"[33]\tvalid_0's poisson: -108.945\n",
"[34]\tvalid_0's poisson: -108.97\n",
"[35]\tvalid_0's poisson: -109.001\n",
"[36]\tvalid_0's poisson: -109.041\n",
"[37]\tvalid_0's poisson: -109.065\n",
"[38]\tvalid_0's poisson: -109.086\n",
"[39]\tvalid_0's poisson: -109.102\n",
"[40]\tvalid_0's poisson: -109.119\n",
"[41]\tvalid_0's poisson: -109.132\n",
"[42]\tvalid_0's poisson: -109.145\n",
"[43]\tvalid_0's poisson: -109.16\n",
"[44]\tvalid_0's poisson: -109.18\n",
"[45]\tvalid_0's poisson: -109.198\n",
"[46]\tvalid_0's poisson: -109.222\n",
"[47]\tvalid_0's poisson: -109.23\n",
"[48]\tvalid_0's poisson: -109.232\n",
"[49]\tvalid_0's poisson: -109.244\n",
"[50]\tvalid_0's poisson: -109.25\n",
"[51]\tvalid_0's poisson: -109.273\n",
"[52]\tvalid_0's poisson: -109.276\n",
"[53]\tvalid_0's poisson: -109.294\n",
"[54]\tvalid_0's poisson: -109.302\n",
"[55]\tvalid_0's poisson: -109.309\n",
"[56]\tvalid_0's poisson: -109.31\n",
"[57]\tvalid_0's poisson: -109.322\n",
"[58]\tvalid_0's poisson: -109.326\n",
"[59]\tvalid_0's poisson: -109.331\n",
"[60]\tvalid_0's poisson: -109.341\n",
"[61]\tvalid_0's poisson: -109.352\n",
"[62]\tvalid_0's poisson: -109.36\n",
"[63]\tvalid_0's poisson: -109.374\n",
"[64]\tvalid_0's poisson: -109.38\n",
"[65]\tvalid_0's poisson: -109.387\n",
"[66]\tvalid_0's poisson: -109.392\n",
"[67]\tvalid_0's poisson: -109.4\n",
"[68]\tvalid_0's poisson: -109.416\n",
"[69]\tvalid_0's poisson: -109.42\n",
"[70]\tvalid_0's poisson: -109.425\n",
"[71]\tvalid_0's poisson: -109.428\n",
"[72]\tvalid_0's poisson: -109.43\n",
"[73]\tvalid_0's poisson: -109.431\n",
"[74]\tvalid_0's poisson: -109.435\n",
"[75]\tvalid_0's poisson: -109.437\n",
"[76]\tvalid_0's poisson: -109.445\n",
"[77]\tvalid_0's poisson: -109.446\n",
"[78]\tvalid_0's poisson: -109.448\n",
"[79]\tvalid_0's poisson: -109.452\n",
"[80]\tvalid_0's poisson: -109.455\n",
"[81]\tvalid_0's poisson: -109.457\n",
"[82]\tvalid_0's poisson: -109.46\n",
"[83]\tvalid_0's poisson: -109.461\n",
"[84]\tvalid_0's poisson: -109.467\n",
"[85]\tvalid_0's poisson: -109.468\n",
"[86]\tvalid_0's poisson: -109.473\n",
"[87]\tvalid_0's poisson: -109.483\n",
"[88]\tvalid_0's poisson: -109.485\n",
"[89]\tvalid_0's poisson: -109.487\n",
"[90]\tvalid_0's poisson: -109.491\n",
"[91]\tvalid_0's poisson: -109.494\n",
"[92]\tvalid_0's poisson: -109.495\n",
"[93]\tvalid_0's poisson: -109.502\n",
"[94]\tvalid_0's poisson: -109.507\n",
"[95]\tvalid_0's poisson: -109.51\n",
"[96]\tvalid_0's poisson: -109.515\n",
"[97]\tvalid_0's poisson: -109.518\n",
"[98]\tvalid_0's poisson: -109.519\n",
"[99]\tvalid_0's poisson: -109.524\n",
"[100]\tvalid_0's poisson: -109.526\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.5238\n",
"[2]\tvalid_0's poisson: -95.7689\n",
"[3]\tvalid_0's poisson: -98.0748\n",
"[4]\tvalid_0's poisson: -99.8631\n",
"[5]\tvalid_0's poisson: -101.25\n",
"[6]\tvalid_0's poisson: -102.369\n",
"[7]\tvalid_0's poisson: -103.305\n",
"[8]\tvalid_0's poisson: -104.131\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[9]\tvalid_0's poisson: -104.803\n",
"[10]\tvalid_0's poisson: -105.368\n",
"[11]\tvalid_0's poisson: -105.881\n",
"[12]\tvalid_0's poisson: -106.303\n",
"[13]\tvalid_0's poisson: -106.651\n",
"[14]\tvalid_0's poisson: -106.956\n",
"[15]\tvalid_0's poisson: -107.205\n",
"[16]\tvalid_0's poisson: -107.427\n",
"[17]\tvalid_0's poisson: -107.642\n",
"[18]\tvalid_0's poisson: -107.815\n",
"[19]\tvalid_0's poisson: -107.974\n",
"[20]\tvalid_0's poisson: -108.106\n",
"[21]\tvalid_0's poisson: -108.217\n",
"[22]\tvalid_0's poisson: -108.308\n",
"[23]\tvalid_0's poisson: -108.387\n",
"[24]\tvalid_0's poisson: -108.455\n",
"[25]\tvalid_0's poisson: -108.535\n",
"[26]\tvalid_0's poisson: -108.589\n",
"[27]\tvalid_0's poisson: -108.652\n",
"[28]\tvalid_0's poisson: -108.711\n",
"[29]\tvalid_0's poisson: -108.753\n",
"[30]\tvalid_0's poisson: -108.789\n",
"[31]\tvalid_0's poisson: -108.832\n",
"[32]\tvalid_0's poisson: -108.859\n",
"[33]\tvalid_0's poisson: -108.892\n",
"[34]\tvalid_0's poisson: -108.937\n",
"[35]\tvalid_0's poisson: -108.989\n",
"[36]\tvalid_0's poisson: -109.003\n",
"[37]\tvalid_0's poisson: -109.019\n",
"[38]\tvalid_0's poisson: -109.033\n",
"[39]\tvalid_0's poisson: -109.062\n",
"[40]\tvalid_0's poisson: -109.085\n",
"[41]\tvalid_0's poisson: -109.105\n",
"[42]\tvalid_0's poisson: -109.132\n",
"[43]\tvalid_0's poisson: -109.147\n",
"[44]\tvalid_0's poisson: -109.163\n",
"[45]\tvalid_0's poisson: -109.18\n",
"[46]\tvalid_0's poisson: -109.194\n",
"[47]\tvalid_0's poisson: -109.223\n",
"[48]\tvalid_0's poisson: -109.239\n",
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"[50]\tvalid_0's poisson: -109.259\n",
"[51]\tvalid_0's poisson: -109.282\n",
"[52]\tvalid_0's poisson: -109.289\n",
"[53]\tvalid_0's poisson: -109.31\n",
"[54]\tvalid_0's poisson: -109.316\n",
"[55]\tvalid_0's poisson: -109.329\n",
"[56]\tvalid_0's poisson: -109.338\n",
"[57]\tvalid_0's poisson: -109.349\n",
"[58]\tvalid_0's poisson: -109.36\n",
"[59]\tvalid_0's poisson: -109.367\n",
"[60]\tvalid_0's poisson: -109.373\n",
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"[62]\tvalid_0's poisson: -109.386\n",
"[63]\tvalid_0's poisson: -109.39\n",
"[64]\tvalid_0's poisson: -109.393\n",
"[65]\tvalid_0's poisson: -109.393\n",
"[66]\tvalid_0's poisson: -109.396\n",
"[67]\tvalid_0's poisson: -109.406\n",
"[68]\tvalid_0's poisson: -109.42\n",
"[69]\tvalid_0's poisson: -109.425\n",
"[70]\tvalid_0's poisson: -109.433\n",
"[71]\tvalid_0's poisson: -109.439\n",
"[72]\tvalid_0's poisson: -109.441\n",
"[73]\tvalid_0's poisson: -109.441\n",
"[74]\tvalid_0's poisson: -109.45\n",
"[75]\tvalid_0's poisson: -109.459\n",
"[76]\tvalid_0's poisson: -109.466\n",
"[77]\tvalid_0's poisson: -109.469\n",
"[78]\tvalid_0's poisson: -109.477\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.489\n",
"[81]\tvalid_0's poisson: -109.491\n",
"[82]\tvalid_0's poisson: -109.499\n",
"[83]\tvalid_0's poisson: -109.5\n",
"[84]\tvalid_0's poisson: -109.502\n",
"[85]\tvalid_0's poisson: -109.506\n",
"[86]\tvalid_0's poisson: -109.507\n",
"[87]\tvalid_0's poisson: -109.513\n",
"[88]\tvalid_0's poisson: -109.515\n",
"[89]\tvalid_0's poisson: -109.522\n",
"[90]\tvalid_0's poisson: -109.528\n",
"[91]\tvalid_0's poisson: -109.528\n",
"[92]\tvalid_0's poisson: -109.537\n",
"[93]\tvalid_0's poisson: -109.54\n",
"[94]\tvalid_0's poisson: -109.543\n",
"[95]\tvalid_0's poisson: -109.546\n",
"[96]\tvalid_0's poisson: -109.549\n",
"[97]\tvalid_0's poisson: -109.554\n",
"[98]\tvalid_0's poisson: -109.559\n",
"[99]\tvalid_0's poisson: -109.565\n",
"[100]\tvalid_0's poisson: -109.566\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.4132\n",
"[2]\tvalid_0's poisson: -95.6261\n",
"[3]\tvalid_0's poisson: -97.9314\n",
"[4]\tvalid_0's poisson: -99.7099\n",
"[5]\tvalid_0's poisson: -101.158\n",
"[6]\tvalid_0's poisson: -102.288\n",
"[7]\tvalid_0's poisson: -103.243\n",
"[8]\tvalid_0's poisson: -104.066\n",
"[9]\tvalid_0's poisson: -104.734\n",
"[10]\tvalid_0's poisson: -105.29\n",
"[11]\tvalid_0's poisson: -105.843\n",
"[12]\tvalid_0's poisson: -106.243\n",
"[13]\tvalid_0's poisson: -106.607\n",
"[14]\tvalid_0's poisson: -106.911\n",
"[15]\tvalid_0's poisson: -107.179\n",
"[16]\tvalid_0's poisson: -107.413\n",
"[17]\tvalid_0's poisson: -107.619\n",
"[18]\tvalid_0's poisson: -107.814\n",
"[19]\tvalid_0's poisson: -107.953\n",
"[20]\tvalid_0's poisson: -108.079\n",
"[21]\tvalid_0's poisson: -108.207\n",
"[22]\tvalid_0's poisson: -108.306\n",
"[23]\tvalid_0's poisson: -108.392\n",
"[24]\tvalid_0's poisson: -108.462\n",
"[25]\tvalid_0's poisson: -108.521\n",
"[26]\tvalid_0's poisson: -108.578\n",
"[27]\tvalid_0's poisson: -108.631\n",
"[28]\tvalid_0's poisson: -108.689\n",
"[29]\tvalid_0's poisson: -108.728\n",
"[30]\tvalid_0's poisson: -108.757\n",
"[31]\tvalid_0's poisson: -108.782\n",
"[32]\tvalid_0's poisson: -108.822\n",
"[33]\tvalid_0's poisson: -108.871\n",
"[34]\tvalid_0's poisson: -108.925\n",
"[35]\tvalid_0's poisson: -108.944\n",
"[36]\tvalid_0's poisson: -108.972\n",
"[37]\tvalid_0's poisson: -108.998\n",
"[38]\tvalid_0's poisson: -109.011\n",
"[39]\tvalid_0's poisson: -109.026\n",
"[40]\tvalid_0's poisson: -109.061\n",
"[41]\tvalid_0's poisson: -109.087\n",
"[42]\tvalid_0's poisson: -109.11\n",
"[43]\tvalid_0's poisson: -109.129\n",
"[44]\tvalid_0's poisson: -109.135\n",
"[45]\tvalid_0's poisson: -109.15\n",
"[46]\tvalid_0's poisson: -109.184\n",
"[47]\tvalid_0's poisson: -109.204\n",
"[48]\tvalid_0's poisson: -109.213\n",
"[49]\tvalid_0's poisson: -109.222\n",
"[50]\tvalid_0's poisson: -109.229\n",
"[51]\tvalid_0's poisson: -109.245\n",
"[52]\tvalid_0's poisson: -109.264\n",
"[53]\tvalid_0's poisson: -109.269\n",
"[54]\tvalid_0's poisson: -109.281\n",
"[55]\tvalid_0's poisson: -109.282\n",
"[56]\tvalid_0's poisson: -109.297\n",
"[57]\tvalid_0's poisson: -109.305\n",
"[58]\tvalid_0's poisson: -109.308\n",
"[59]\tvalid_0's poisson: -109.315\n",
"[60]\tvalid_0's poisson: -109.334\n",
"[61]\tvalid_0's poisson: -109.337\n",
"[62]\tvalid_0's poisson: -109.34\n",
"[63]\tvalid_0's poisson: -109.352\n",
"[64]\tvalid_0's poisson: -109.363\n",
"[65]\tvalid_0's poisson: -109.377\n",
"[66]\tvalid_0's poisson: -109.379\n",
"[67]\tvalid_0's poisson: -109.392\n",
"[68]\tvalid_0's poisson: -109.404\n",
"[69]\tvalid_0's poisson: -109.41\n",
"[70]\tvalid_0's poisson: -109.421\n",
"[71]\tvalid_0's poisson: -109.422\n",
"[72]\tvalid_0's poisson: -109.426\n",
"[73]\tvalid_0's poisson: -109.427\n",
"[74]\tvalid_0's poisson: -109.435\n",
"[75]\tvalid_0's poisson: -109.437\n",
"[76]\tvalid_0's poisson: -109.44\n",
"[77]\tvalid_0's poisson: -109.447\n",
"[78]\tvalid_0's poisson: -109.452\n",
"[79]\tvalid_0's poisson: -109.458\n",
"[80]\tvalid_0's poisson: -109.459\n",
"[81]\tvalid_0's poisson: -109.464\n",
"[82]\tvalid_0's poisson: -109.472\n",
"[83]\tvalid_0's poisson: -109.479\n",
"[84]\tvalid_0's poisson: -109.482\n",
"[85]\tvalid_0's poisson: -109.484\n",
"[86]\tvalid_0's poisson: -109.487\n",
"[87]\tvalid_0's poisson: -109.489\n",
"[88]\tvalid_0's poisson: -109.496\n",
"[89]\tvalid_0's poisson: -109.499\n",
"[90]\tvalid_0's poisson: -109.506\n",
"[91]\tvalid_0's poisson: -109.506\n",
"[92]\tvalid_0's poisson: -109.509\n",
"[93]\tvalid_0's poisson: -109.509\n",
"[94]\tvalid_0's poisson: -109.513\n",
"[95]\tvalid_0's poisson: -109.515\n",
"[96]\tvalid_0's poisson: -109.516\n",
"[97]\tvalid_0's poisson: -109.518\n",
"[98]\tvalid_0's poisson: -109.521\n",
"[99]\tvalid_0's poisson: -109.532\n",
"[100]\tvalid_0's poisson: -109.534\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.253\n",
"[2]\tvalid_0's poisson: -87.3318\n",
"[3]\tvalid_0's poisson: -87.4099\n",
"[4]\tvalid_0's poisson: -87.4875\n",
"[5]\tvalid_0's poisson: -87.5646\n",
"[6]\tvalid_0's poisson: -87.641\n",
"[7]\tvalid_0's poisson: -87.7171\n",
"[8]\tvalid_0's poisson: -87.7925\n",
"[9]\tvalid_0's poisson: -87.8675\n",
"[10]\tvalid_0's poisson: -87.942\n",
"[11]\tvalid_0's poisson: -88.016\n",
"[12]\tvalid_0's poisson: -88.0894\n",
"[13]\tvalid_0's poisson: -88.1623\n",
"[14]\tvalid_0's poisson: -88.2348\n",
"[15]\tvalid_0's poisson: -88.3067\n",
"[16]\tvalid_0's poisson: -88.3781\n",
"[17]\tvalid_0's poisson: -88.4491\n",
"[18]\tvalid_0's poisson: -88.5196\n",
"[19]\tvalid_0's poisson: -88.5903\n",
"[20]\tvalid_0's poisson: -88.6607\n",
"[21]\tvalid_0's poisson: -88.7298\n",
"[22]\tvalid_0's poisson: -88.7991\n",
"[23]\tvalid_0's poisson: -88.8681\n",
"[24]\tvalid_0's poisson: -88.9366\n",
"[25]\tvalid_0's poisson: -89.0039\n",
"[26]\tvalid_0's poisson: -89.0716\n",
"[27]\tvalid_0's poisson: -89.1393\n",
"[28]\tvalid_0's poisson: -89.2054\n",
"[29]\tvalid_0's poisson: -89.2719\n",
"[30]\tvalid_0's poisson: -89.3382\n",
"[31]\tvalid_0's poisson: -89.4038\n",
"[32]\tvalid_0's poisson: -89.4683\n",
"[33]\tvalid_0's poisson: -89.5334\n",
"[34]\tvalid_0's poisson: -89.5978\n",
"[35]\tvalid_0's poisson: -89.6612\n",
"[36]\tvalid_0's poisson: -89.7251\n",
"[37]\tvalid_0's poisson: -89.7884\n",
"[38]\tvalid_0's poisson: -89.8506\n",
"[39]\tvalid_0's poisson: -89.9134\n",
"[40]\tvalid_0's poisson: -89.9755\n",
"[41]\tvalid_0's poisson: -90.0372\n",
"[42]\tvalid_0's poisson: -90.0989\n",
"[43]\tvalid_0's poisson: -90.1594\n",
"[44]\tvalid_0's poisson: -90.22\n",
"[45]\tvalid_0's poisson: -90.2806\n",
"[46]\tvalid_0's poisson: -90.3401\n",
"[47]\tvalid_0's poisson: -90.3996\n",
"[48]\tvalid_0's poisson: -90.4592\n",
"[49]\tvalid_0's poisson: -90.5176\n",
"[50]\tvalid_0's poisson: -90.5763\n",
"[51]\tvalid_0's poisson: -90.6349\n",
"[52]\tvalid_0's poisson: -90.6922\n",
"[53]\tvalid_0's poisson: -90.7499\n",
"[54]\tvalid_0's poisson: -90.8075\n",
"[55]\tvalid_0's poisson: -90.8639\n",
"[56]\tvalid_0's poisson: -90.9206\n",
"[57]\tvalid_0's poisson: -90.9772\n",
"[58]\tvalid_0's poisson: -91.0328\n",
"[59]\tvalid_0's poisson: -91.0885\n",
"[60]\tvalid_0's poisson: -91.1442\n",
"[61]\tvalid_0's poisson: -91.1989\n",
"[62]\tvalid_0's poisson: -91.2537\n",
"[63]\tvalid_0's poisson: -91.3085\n",
"[64]\tvalid_0's poisson: -91.3624\n",
"[65]\tvalid_0's poisson: -91.4166\n",
"[66]\tvalid_0's poisson: -91.4704\n",
"[67]\tvalid_0's poisson: -91.5232\n",
"[68]\tvalid_0's poisson: -91.5766\n",
"[69]\tvalid_0's poisson: -91.6295\n",
"[70]\tvalid_0's poisson: -91.682\n",
"[71]\tvalid_0's poisson: -91.7347\n",
"[72]\tvalid_0's poisson: -91.7863\n",
"[73]\tvalid_0's poisson: -91.8383\n",
"[74]\tvalid_0's poisson: -91.8894\n",
"[75]\tvalid_0's poisson: -91.9405\n",
"[76]\tvalid_0's poisson: -91.9918\n",
"[77]\tvalid_0's poisson: -92.0421\n",
"[78]\tvalid_0's poisson: -92.0928\n",
"[79]\tvalid_0's poisson: -92.143\n",
"[80]\tvalid_0's poisson: -92.1924\n",
"[81]\tvalid_0's poisson: -92.2423\n",
"[82]\tvalid_0's poisson: -92.2918\n",
"[83]\tvalid_0's poisson: -92.3404\n",
"[84]\tvalid_0's poisson: -92.3896\n",
"[85]\tvalid_0's poisson: -92.4384\n",
"[86]\tvalid_0's poisson: -92.4871\n",
"[87]\tvalid_0's poisson: -92.535\n",
"[88]\tvalid_0's poisson: -92.5832\n",
"[89]\tvalid_0's poisson: -92.6304\n",
"[90]\tvalid_0's poisson: -92.678\n",
"[91]\tvalid_0's poisson: -92.7255\n",
"[92]\tvalid_0's poisson: -92.772\n",
"[93]\tvalid_0's poisson: -92.8188\n",
"[94]\tvalid_0's poisson: -92.8656\n",
"[95]\tvalid_0's poisson: -92.9117\n",
"[96]\tvalid_0's poisson: -92.9581\n",
"[97]\tvalid_0's poisson: -93.0039\n",
"[98]\tvalid_0's poisson: -93.0498\n",
"[99]\tvalid_0's poisson: -93.0949\n",
"[100]\tvalid_0's poisson: -93.14\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2547\n",
"[2]\tvalid_0's poisson: -87.335\n",
"[3]\tvalid_0's poisson: -87.4145\n",
"[4]\tvalid_0's poisson: -87.4965\n",
"[5]\tvalid_0's poisson: -87.5779\n",
"[6]\tvalid_0's poisson: -87.6586\n",
"[7]\tvalid_0's poisson: -87.7364\n",
"[8]\tvalid_0's poisson: -87.8136\n",
"[9]\tvalid_0's poisson: -87.8902\n",
"[10]\tvalid_0's poisson: -87.9667\n",
"[11]\tvalid_0's poisson: -88.0447\n",
"[12]\tvalid_0's poisson: -88.1201\n",
"[13]\tvalid_0's poisson: -88.1949\n",
"[14]\tvalid_0's poisson: -88.2692\n",
"[15]\tvalid_0's poisson: -88.3431\n",
"[16]\tvalid_0's poisson: -88.4185\n",
"[17]\tvalid_0's poisson: -88.4913\n",
"[18]\tvalid_0's poisson: -88.5637\n",
"[19]\tvalid_0's poisson: -88.6351\n",
"[20]\tvalid_0's poisson: -88.7064\n",
"[21]\tvalid_0's poisson: -88.7794\n",
"[22]\tvalid_0's poisson: -88.8499\n",
"[23]\tvalid_0's poisson: -88.92\n",
"[24]\tvalid_0's poisson: -88.9894\n",
"[25]\tvalid_0's poisson: -89.0584\n",
"[26]\tvalid_0's poisson: -89.1267\n",
"[27]\tvalid_0's poisson: -89.197\n",
"[28]\tvalid_0's poisson: -89.2647\n",
"[29]\tvalid_0's poisson: -89.332\n",
"[30]\tvalid_0's poisson: -89.3984\n",
"[31]\tvalid_0's poisson: -89.4644\n",
"[32]\tvalid_0's poisson: -89.5326\n",
"[33]\tvalid_0's poisson: -89.5981\n",
"[34]\tvalid_0's poisson: -89.6629\n",
"[35]\tvalid_0's poisson: -89.7273\n",
"[36]\tvalid_0's poisson: -89.7917\n",
"[37]\tvalid_0's poisson: -89.8577\n",
"[38]\tvalid_0's poisson: -89.9213\n",
"[39]\tvalid_0's poisson: -89.9844\n",
"[40]\tvalid_0's poisson: -90.0473\n",
"[41]\tvalid_0's poisson: -90.1096\n",
"[42]\tvalid_0's poisson: -90.1738\n",
"[43]\tvalid_0's poisson: -90.2355\n",
"[44]\tvalid_0's poisson: -90.2968\n",
"[45]\tvalid_0's poisson: -90.3574\n",
"[46]\tvalid_0's poisson: -90.418\n",
"[47]\tvalid_0's poisson: -90.4803\n",
"[48]\tvalid_0's poisson: -90.5403\n",
"[49]\tvalid_0's poisson: -90.6\n",
"[50]\tvalid_0's poisson: -90.6594\n",
"[51]\tvalid_0's poisson: -90.7181\n",
"[52]\tvalid_0's poisson: -90.7787\n",
"[53]\tvalid_0's poisson: -90.837\n",
"[54]\tvalid_0's poisson: -90.895\n",
"[55]\tvalid_0's poisson: -90.9527\n",
"[56]\tvalid_0's poisson: -91.0099\n",
"[57]\tvalid_0's poisson: -91.067\n",
"[58]\tvalid_0's poisson: -91.1256\n",
"[59]\tvalid_0's poisson: -91.1819\n",
"[60]\tvalid_0's poisson: -91.2381\n",
"[61]\tvalid_0's poisson: -91.2935\n",
"[62]\tvalid_0's poisson: -91.349\n",
"[63]\tvalid_0's poisson: -91.4061\n",
"[64]\tvalid_0's poisson: -91.4609\n",
"[65]\tvalid_0's poisson: -91.5154\n",
"[66]\tvalid_0's poisson: -91.5696\n",
"[67]\tvalid_0's poisson: -91.6235\n",
"[68]\tvalid_0's poisson: -91.6791\n",
"[69]\tvalid_0's poisson: -91.7325\n",
"[70]\tvalid_0's poisson: -91.7853\n",
"[71]\tvalid_0's poisson: -91.838\n",
"[72]\tvalid_0's poisson: -91.8905\n",
"[73]\tvalid_0's poisson: -91.9425\n",
"[74]\tvalid_0's poisson: -91.9944\n",
"[75]\tvalid_0's poisson: -92.048\n",
"[76]\tvalid_0's poisson: -92.0995\n",
"[77]\tvalid_0's poisson: -92.1506\n",
"[78]\tvalid_0's poisson: -92.2014\n",
"[79]\tvalid_0's poisson: -92.252\n",
"[80]\tvalid_0's poisson: -92.3019\n",
"[81]\tvalid_0's poisson: -92.3539\n",
"[82]\tvalid_0's poisson: -92.4037\n",
"[83]\tvalid_0's poisson: -92.4533\n",
"[84]\tvalid_0's poisson: -92.5023\n",
"[85]\tvalid_0's poisson: -92.5514\n",
"[86]\tvalid_0's poisson: -92.6002\n",
"[87]\tvalid_0's poisson: -92.6507\n",
"[88]\tvalid_0's poisson: -92.6988\n",
"[89]\tvalid_0's poisson: -92.7467\n",
"[90]\tvalid_0's poisson: -92.7945\n",
"[91]\tvalid_0's poisson: -92.8421\n",
"[92]\tvalid_0's poisson: -92.8914\n",
"[93]\tvalid_0's poisson: -92.9383\n",
"[94]\tvalid_0's poisson: -92.985\n",
"[95]\tvalid_0's poisson: -93.0315\n",
"[96]\tvalid_0's poisson: -93.0779\n",
"[97]\tvalid_0's poisson: -93.1239\n",
"[98]\tvalid_0's poisson: -93.1718\n",
"[99]\tvalid_0's poisson: -93.2175\n",
"[100]\tvalid_0's poisson: -93.2631\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2509\n",
"[2]\tvalid_0's poisson: -87.3316\n",
"[3]\tvalid_0's poisson: -87.4117\n",
"[4]\tvalid_0's poisson: -87.4911\n",
"[5]\tvalid_0's poisson: -87.5702\n",
"[6]\tvalid_0's poisson: -87.6486\n",
"[7]\tvalid_0's poisson: -87.7263\n",
"[8]\tvalid_0's poisson: -87.8036\n",
"[9]\tvalid_0's poisson: -87.8803\n",
"[10]\tvalid_0's poisson: -87.9563\n",
"[11]\tvalid_0's poisson: -88.032\n",
"[12]\tvalid_0's poisson: -88.107\n",
"[13]\tvalid_0's poisson: -88.1819\n",
"[14]\tvalid_0's poisson: -88.2554\n",
"[15]\tvalid_0's poisson: -88.3297\n",
"[16]\tvalid_0's poisson: -88.403\n",
"[17]\tvalid_0's poisson: -88.4751\n",
"[18]\tvalid_0's poisson: -88.5474\n",
"[19]\tvalid_0's poisson: -88.6197\n",
"[20]\tvalid_0's poisson: -88.691\n",
"[21]\tvalid_0's poisson: -88.7612\n",
"[22]\tvalid_0's poisson: -88.8321\n",
"[23]\tvalid_0's poisson: -88.902\n",
"[24]\tvalid_0's poisson: -88.9708\n",
"[25]\tvalid_0's poisson: -89.0402\n",
"[26]\tvalid_0's poisson: -89.1088\n",
"[27]\tvalid_0's poisson: -89.1769\n",
"[28]\tvalid_0's poisson: -89.244\n",
"[29]\tvalid_0's poisson: -89.3116\n",
"[30]\tvalid_0's poisson: -89.3784\n",
"[31]\tvalid_0's poisson: -89.4442\n",
"[32]\tvalid_0's poisson: -89.5119\n",
"[33]\tvalid_0's poisson: -89.5778\n",
"[34]\tvalid_0's poisson: -89.6431\n",
"[35]\tvalid_0's poisson: -89.7083\n",
"[36]\tvalid_0's poisson: -89.7727\n",
"[37]\tvalid_0's poisson: -89.8366\n",
"[38]\tvalid_0's poisson: -89.9019\n",
"[39]\tvalid_0's poisson: -89.9654\n",
"[40]\tvalid_0's poisson: -90.0284\n",
"[41]\tvalid_0's poisson: -90.0903\n",
"[42]\tvalid_0's poisson: -90.1527\n",
"[43]\tvalid_0's poisson: -90.2161\n",
"[44]\tvalid_0's poisson: -90.2776\n",
"[45]\tvalid_0's poisson: -90.3389\n",
"[46]\tvalid_0's poisson: -90.3996\n",
"[47]\tvalid_0's poisson: -90.46\n",
"[48]\tvalid_0's poisson: -90.5197\n",
"[49]\tvalid_0's poisson: -90.581\n",
"[50]\tvalid_0's poisson: -90.6403\n",
"[51]\tvalid_0's poisson: -90.6995\n",
"[52]\tvalid_0's poisson: -90.7582\n",
"[53]\tvalid_0's poisson: -90.8164\n",
"[54]\tvalid_0's poisson: -90.876\n",
"[55]\tvalid_0's poisson: -90.9339\n",
"[56]\tvalid_0's poisson: -90.9913\n",
"[57]\tvalid_0's poisson: -91.0479\n",
"[58]\tvalid_0's poisson: -91.1045\n",
"[59]\tvalid_0's poisson: -91.1625\n",
"[60]\tvalid_0's poisson: -91.2182\n",
"[61]\tvalid_0's poisson: -91.274\n",
"[62]\tvalid_0's poisson: -91.3293\n",
"[63]\tvalid_0's poisson: -91.3841\n",
"[64]\tvalid_0's poisson: -91.4405\n",
"[65]\tvalid_0's poisson: -91.4951\n",
"[66]\tvalid_0's poisson: -91.5494\n",
"[67]\tvalid_0's poisson: -91.6034\n",
"[68]\tvalid_0's poisson: -91.6587\n",
"[69]\tvalid_0's poisson: -91.7121\n",
"[70]\tvalid_0's poisson: -91.7652\n",
"[71]\tvalid_0's poisson: -91.818\n",
"[72]\tvalid_0's poisson: -91.8722\n",
"[73]\tvalid_0's poisson: -91.9244\n",
"[74]\tvalid_0's poisson: -91.9764\n",
"[75]\tvalid_0's poisson: -92.0282\n",
"[76]\tvalid_0's poisson: -92.0813\n",
"[77]\tvalid_0's poisson: -92.1324\n",
"[78]\tvalid_0's poisson: -92.1834\n",
"[79]\tvalid_0's poisson: -92.2341\n",
"[80]\tvalid_0's poisson: -92.2841\n",
"[81]\tvalid_0's poisson: -92.3355\n",
"[82]\tvalid_0's poisson: -92.3854\n",
"[83]\tvalid_0's poisson: -92.4351\n",
"[84]\tvalid_0's poisson: -92.4848\n",
"[85]\tvalid_0's poisson: -92.5352\n",
"[86]\tvalid_0's poisson: -92.584\n",
"[87]\tvalid_0's poisson: -92.6323\n",
"[88]\tvalid_0's poisson: -92.6807\n",
"[89]\tvalid_0's poisson: -92.7301\n",
"[90]\tvalid_0's poisson: -92.7779\n",
"[91]\tvalid_0's poisson: -92.8256\n",
"[92]\tvalid_0's poisson: -92.8731\n",
"[93]\tvalid_0's poisson: -92.9216\n",
"[94]\tvalid_0's poisson: -92.9682\n",
"[95]\tvalid_0's poisson: -93.0148\n",
"[96]\tvalid_0's poisson: -93.0614\n",
"[97]\tvalid_0's poisson: -93.109\n",
"[98]\tvalid_0's poisson: -93.1551\n",
"[99]\tvalid_0's poisson: -93.2009\n",
"[100]\tvalid_0's poisson: -93.2464\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2576\n",
"[2]\tvalid_0's poisson: -87.3386\n",
"[3]\tvalid_0's poisson: -87.4189\n",
"[4]\tvalid_0's poisson: -87.4987\n",
"[5]\tvalid_0's poisson: -87.5778\n",
"[6]\tvalid_0's poisson: -87.6564\n",
"[7]\tvalid_0's poisson: -87.7344\n",
"[8]\tvalid_0's poisson: -87.8118\n",
"[9]\tvalid_0's poisson: -87.8888\n",
"[10]\tvalid_0's poisson: -87.9651\n",
"[11]\tvalid_0's poisson: -88.0408\n",
"[12]\tvalid_0's poisson: -88.1168\n",
"[13]\tvalid_0's poisson: -88.192\n",
"[14]\tvalid_0's poisson: -88.2662\n",
"[15]\tvalid_0's poisson: -88.3405\n",
"[16]\tvalid_0's poisson: -88.4142\n",
"[17]\tvalid_0's poisson: -88.487\n",
"[18]\tvalid_0's poisson: -88.5597\n",
"[19]\tvalid_0's poisson: -88.6319\n",
"[20]\tvalid_0's poisson: -88.704\n",
"[21]\tvalid_0's poisson: -88.7746\n",
"[22]\tvalid_0's poisson: -88.8456\n",
"[23]\tvalid_0's poisson: -88.916\n",
"[24]\tvalid_0's poisson: -88.9855\n",
"[25]\tvalid_0's poisson: -89.0549\n",
"[26]\tvalid_0's poisson: -89.1241\n",
"[27]\tvalid_0's poisson: -89.1925\n",
"[28]\tvalid_0's poisson: -89.2625\n",
"[29]\tvalid_0's poisson: -89.3303\n",
"[30]\tvalid_0's poisson: -89.397\n",
"[31]\tvalid_0's poisson: -89.4633\n",
"[32]\tvalid_0's poisson: -89.5296\n",
"[33]\tvalid_0's poisson: -89.5975\n",
"[34]\tvalid_0's poisson: -89.6625\n",
"[35]\tvalid_0's poisson: -89.7271\n",
"[36]\tvalid_0's poisson: -89.7919\n",
"[37]\tvalid_0's poisson: -89.8562\n",
"[38]\tvalid_0's poisson: -89.9221\n",
"[39]\tvalid_0's poisson: -89.9857\n",
"[40]\tvalid_0's poisson: -90.0489\n",
"[41]\tvalid_0's poisson: -90.1112\n",
"[42]\tvalid_0's poisson: -90.1737\n",
"[43]\tvalid_0's poisson: -90.2367\n",
"[44]\tvalid_0's poisson: -90.2984\n",
"[45]\tvalid_0's poisson: -90.3593\n",
"[46]\tvalid_0's poisson: -90.4202\n",
"[47]\tvalid_0's poisson: -90.4817\n",
"[48]\tvalid_0's poisson: -90.5415\n",
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"[50]\tvalid_0's poisson: -90.6611\n",
"[51]\tvalid_0's poisson: -90.7198\n",
"[52]\tvalid_0's poisson: -90.7807\n",
"[53]\tvalid_0's poisson: -90.8393\n",
"[54]\tvalid_0's poisson: -90.8976\n",
"[55]\tvalid_0's poisson: -90.9555\n",
"[56]\tvalid_0's poisson: -91.0141\n",
"[57]\tvalid_0's poisson: -91.0713\n",
"[58]\tvalid_0's poisson: -91.1279\n",
"[59]\tvalid_0's poisson: -91.1845\n",
"[60]\tvalid_0's poisson: -91.2409\n",
"[61]\tvalid_0's poisson: -91.2979\n",
"[62]\tvalid_0's poisson: -91.3532\n",
"[63]\tvalid_0's poisson: -91.4084\n",
"[64]\tvalid_0's poisson: -91.4634\n",
"[65]\tvalid_0's poisson: -91.5193\n",
"[66]\tvalid_0's poisson: -91.5734\n",
"[67]\tvalid_0's poisson: -91.6277\n",
"[68]\tvalid_0's poisson: -91.6814\n",
"[69]\tvalid_0's poisson: -91.737\n",
"[70]\tvalid_0's poisson: -91.7905\n",
"[71]\tvalid_0's poisson: -91.8435\n",
"[72]\tvalid_0's poisson: -91.8959\n",
"[73]\tvalid_0's poisson: -91.9495\n",
"[74]\tvalid_0's poisson: -92.0016\n",
"[75]\tvalid_0's poisson: -92.0536\n",
"[76]\tvalid_0's poisson: -92.1047\n",
"[77]\tvalid_0's poisson: -92.1563\n",
"[78]\tvalid_0's poisson: -92.2086\n",
"[79]\tvalid_0's poisson: -92.2591\n",
"[80]\tvalid_0's poisson: -92.3095\n",
"[81]\tvalid_0's poisson: -92.3599\n",
"[82]\tvalid_0's poisson: -92.4111\n",
"[83]\tvalid_0's poisson: -92.4607\n",
"[84]\tvalid_0's poisson: -92.5104\n",
"[85]\tvalid_0's poisson: -92.5592\n",
"[86]\tvalid_0's poisson: -92.6103\n",
"[87]\tvalid_0's poisson: -92.6592\n",
"[88]\tvalid_0's poisson: -92.7077\n",
"[89]\tvalid_0's poisson: -92.7561\n",
"[90]\tvalid_0's poisson: -92.8054\n",
"[91]\tvalid_0's poisson: -92.8533\n",
"[92]\tvalid_0's poisson: -92.9005\n",
"[93]\tvalid_0's poisson: -92.9479\n",
"[94]\tvalid_0's poisson: -92.9963\n",
"[95]\tvalid_0's poisson: -93.043\n",
"[96]\tvalid_0's poisson: -93.0898\n",
"[97]\tvalid_0's poisson: -93.1361\n",
"[98]\tvalid_0's poisson: -93.1836\n",
"[99]\tvalid_0's poisson: -93.2295\n",
"[100]\tvalid_0's poisson: -93.2755\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.2441\n",
"[2]\tvalid_0's poisson: -87.324\n",
"[3]\tvalid_0's poisson: -87.4032\n",
"[4]\tvalid_0's poisson: -87.4819\n",
"[5]\tvalid_0's poisson: -87.56\n",
"[6]\tvalid_0's poisson: -87.6376\n",
"[7]\tvalid_0's poisson: -87.7146\n",
"[8]\tvalid_0's poisson: -87.791\n",
"[9]\tvalid_0's poisson: -87.8669\n",
"[10]\tvalid_0's poisson: -87.9422\n",
"[11]\tvalid_0's poisson: -88.017\n",
"[12]\tvalid_0's poisson: -88.0913\n",
"[13]\tvalid_0's poisson: -88.165\n",
"[14]\tvalid_0's poisson: -88.2382\n",
"[15]\tvalid_0's poisson: -88.311\n",
"[16]\tvalid_0's poisson: -88.3832\n",
"[17]\tvalid_0's poisson: -88.4549\n",
"[18]\tvalid_0's poisson: -88.5267\n",
"[19]\tvalid_0's poisson: -88.5978\n",
"[20]\tvalid_0's poisson: -88.6681\n",
"[21]\tvalid_0's poisson: -88.7383\n",
"[22]\tvalid_0's poisson: -88.808\n",
"[23]\tvalid_0's poisson: -88.877\n",
"[24]\tvalid_0's poisson: -88.9458\n",
"[25]\tvalid_0's poisson: -89.0141\n",
"[26]\tvalid_0's poisson: -89.0822\n",
"[27]\tvalid_0's poisson: -89.1493\n",
"[28]\tvalid_0's poisson: -89.2163\n",
"[29]\tvalid_0's poisson: -89.2831\n",
"[30]\tvalid_0's poisson: -89.3491\n",
"[31]\tvalid_0's poisson: -89.415\n",
"[32]\tvalid_0's poisson: -89.4806\n",
"[33]\tvalid_0's poisson: -89.5459\n",
"[34]\tvalid_0's poisson: -89.6101\n",
"[35]\tvalid_0's poisson: -89.6745\n",
"[36]\tvalid_0's poisson: -89.7386\n",
"[37]\tvalid_0's poisson: -89.8015\n",
"[38]\tvalid_0's poisson: -89.8648\n",
"[39]\tvalid_0's poisson: -89.9277\n",
"[40]\tvalid_0's poisson: -89.9897\n",
"[41]\tvalid_0's poisson: -90.0518\n",
"[42]\tvalid_0's poisson: -90.1135\n",
"[43]\tvalid_0's poisson: -90.1747\n",
"[44]\tvalid_0's poisson: -90.2353\n",
"[45]\tvalid_0's poisson: -90.2958\n",
"[46]\tvalid_0's poisson: -90.3562\n",
"[47]\tvalid_0's poisson: -90.4155\n",
"[48]\tvalid_0's poisson: -90.4751\n",
"[49]\tvalid_0's poisson: -90.5366\n",
"[50]\tvalid_0's poisson: -90.5955\n",
"[51]\tvalid_0's poisson: -90.6541\n",
"[52]\tvalid_0's poisson: -90.7124\n",
"[53]\tvalid_0's poisson: -90.7725\n",
"[54]\tvalid_0's poisson: -90.8301\n",
"[55]\tvalid_0's poisson: -90.8872\n",
"[56]\tvalid_0's poisson: -90.9437\n",
"[57]\tvalid_0's poisson: -91.0025\n",
"[58]\tvalid_0's poisson: -91.0588\n",
"[59]\tvalid_0's poisson: -91.1146\n",
"[60]\tvalid_0's poisson: -91.1702\n",
"[61]\tvalid_0's poisson: -91.2278\n",
"[62]\tvalid_0's poisson: -91.2829\n",
"[63]\tvalid_0's poisson: -91.3377\n",
"[64]\tvalid_0's poisson: -91.3923\n",
"[65]\tvalid_0's poisson: -91.4465\n",
"[66]\tvalid_0's poisson: -91.5026\n",
"[67]\tvalid_0's poisson: -91.556\n",
"[68]\tvalid_0's poisson: -91.6092\n",
"[69]\tvalid_0's poisson: -91.6644\n",
"[70]\tvalid_0's poisson: -91.717\n",
"[71]\tvalid_0's poisson: -91.7696\n",
"[72]\tvalid_0's poisson: -91.8215\n",
"[73]\tvalid_0's poisson: -91.8756\n",
"[74]\tvalid_0's poisson: -91.9273\n",
"[75]\tvalid_0's poisson: -91.9788\n",
"[76]\tvalid_0's poisson: -92.0297\n",
"[77]\tvalid_0's poisson: -92.0807\n",
"[78]\tvalid_0's poisson: -92.1334\n",
"[79]\tvalid_0's poisson: -92.1836\n",
"[80]\tvalid_0's poisson: -92.2337\n",
"[81]\tvalid_0's poisson: -92.2831\n",
"[82]\tvalid_0's poisson: -92.3348\n",
"[83]\tvalid_0's poisson: -92.3842\n",
"[84]\tvalid_0's poisson: -92.4333\n",
"[85]\tvalid_0's poisson: -92.4842\n",
"[86]\tvalid_0's poisson: -92.5327\n",
"[87]\tvalid_0's poisson: -92.5812\n",
"[88]\tvalid_0's poisson: -92.6292\n",
"[89]\tvalid_0's poisson: -92.6771\n",
"[90]\tvalid_0's poisson: -92.7268\n",
"[91]\tvalid_0's poisson: -92.7741\n",
"[92]\tvalid_0's poisson: -92.8211\n",
"[93]\tvalid_0's poisson: -92.8701\n",
"[94]\tvalid_0's poisson: -92.9169\n",
"[95]\tvalid_0's poisson: -92.9635\n",
"[96]\tvalid_0's poisson: -93.0093\n",
"[97]\tvalid_0's poisson: -93.0553\n",
"[98]\tvalid_0's poisson: -93.103\n",
"[99]\tvalid_0's poisson: -93.1485\n",
"[100]\tvalid_0's poisson: -93.1936\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2531\n",
"[2]\tvalid_0's poisson: -87.3318\n",
"[3]\tvalid_0's poisson: -87.41\n",
"[4]\tvalid_0's poisson: -87.4876\n",
"[5]\tvalid_0's poisson: -87.5647\n",
"[6]\tvalid_0's poisson: -87.6412\n",
"[7]\tvalid_0's poisson: -87.7173\n",
"[8]\tvalid_0's poisson: -87.7927\n",
"[9]\tvalid_0's poisson: -87.8677\n",
"[10]\tvalid_0's poisson: -87.9422\n",
"[11]\tvalid_0's poisson: -88.0162\n",
"[12]\tvalid_0's poisson: -88.0896\n",
"[13]\tvalid_0's poisson: -88.1626\n",
"[14]\tvalid_0's poisson: -88.235\n",
"[15]\tvalid_0's poisson: -88.307\n",
"[16]\tvalid_0's poisson: -88.3784\n",
"[17]\tvalid_0's poisson: -88.4494\n",
"[18]\tvalid_0's poisson: -88.5199\n",
"[19]\tvalid_0's poisson: -88.5907\n",
"[20]\tvalid_0's poisson: -88.661\n",
"[21]\tvalid_0's poisson: -88.7302\n",
"[22]\tvalid_0's poisson: -88.7995\n",
"[23]\tvalid_0's poisson: -88.8685\n",
"[24]\tvalid_0's poisson: -88.9363\n",
"[25]\tvalid_0's poisson: -89.0044\n",
"[26]\tvalid_0's poisson: -89.0721\n",
"[27]\tvalid_0's poisson: -89.1398\n",
"[28]\tvalid_0's poisson: -89.206\n",
"[29]\tvalid_0's poisson: -89.2724\n",
"[30]\tvalid_0's poisson: -89.3388\n",
"[31]\tvalid_0's poisson: -89.4037\n",
"[32]\tvalid_0's poisson: -89.4689\n",
"[33]\tvalid_0's poisson: -89.534\n",
"[34]\tvalid_0's poisson: -89.5985\n",
"[35]\tvalid_0's poisson: -89.6618\n",
"[36]\tvalid_0's poisson: -89.7258\n",
"[37]\tvalid_0's poisson: -89.7891\n",
"[38]\tvalid_0's poisson: -89.8513\n",
"[39]\tvalid_0's poisson: -89.9141\n",
"[40]\tvalid_0's poisson: -89.9763\n",
"[41]\tvalid_0's poisson: -90.0374\n",
"[42]\tvalid_0's poisson: -90.0991\n",
"[43]\tvalid_0's poisson: -90.1602\n",
"[44]\tvalid_0's poisson: -90.2208\n",
"[45]\tvalid_0's poisson: -90.2815\n",
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"[52]\tvalid_0's poisson: -90.6932\n",
"[53]\tvalid_0's poisson: -90.7509\n",
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"[56]\tvalid_0's poisson: -90.9217\n",
"[57]\tvalid_0's poisson: -90.9784\n",
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"[60]\tvalid_0's poisson: -91.1454\n",
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"[63]\tvalid_0's poisson: -91.3098\n",
"[64]\tvalid_0's poisson: -91.3636\n",
"[65]\tvalid_0's poisson: -91.4179\n",
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"[67]\tvalid_0's poisson: -91.5245\n",
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"[79]\tvalid_0's poisson: -92.1444\n",
"[80]\tvalid_0's poisson: -92.1939\n",
"[81]\tvalid_0's poisson: -92.2438\n",
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"[88]\tvalid_0's poisson: -92.5848\n",
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"[90]\tvalid_0's poisson: -92.6796\n",
"[91]\tvalid_0's poisson: -92.7271\n",
"[92]\tvalid_0's poisson: -92.7736\n",
"[93]\tvalid_0's poisson: -92.8205\n",
"[94]\tvalid_0's poisson: -92.8673\n",
"[95]\tvalid_0's poisson: -92.9133\n",
"[96]\tvalid_0's poisson: -92.9598\n",
"[97]\tvalid_0's poisson: -93.0055\n",
"[98]\tvalid_0's poisson: -93.0514\n",
"[99]\tvalid_0's poisson: -93.0966\n",
"[100]\tvalid_0's poisson: -93.1417\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2547\n",
"[2]\tvalid_0's poisson: -87.3351\n",
"[3]\tvalid_0's poisson: -87.4146\n",
"[4]\tvalid_0's poisson: -87.4966\n",
"[5]\tvalid_0's poisson: -87.578\n",
"[6]\tvalid_0's poisson: -87.6587\n",
"[7]\tvalid_0's poisson: -87.7365\n",
"[8]\tvalid_0's poisson: -87.8137\n",
"[9]\tvalid_0's poisson: -87.8904\n",
"[10]\tvalid_0's poisson: -87.9669\n",
"[11]\tvalid_0's poisson: -88.0449\n",
"[12]\tvalid_0's poisson: -88.1204\n",
"[13]\tvalid_0's poisson: -88.1952\n",
"[14]\tvalid_0's poisson: -88.2695\n",
"[15]\tvalid_0's poisson: -88.3434\n",
"[16]\tvalid_0's poisson: -88.4188\n",
"[17]\tvalid_0's poisson: -88.4916\n",
"[18]\tvalid_0's poisson: -88.5641\n",
"[19]\tvalid_0's poisson: -88.6355\n",
"[20]\tvalid_0's poisson: -88.7068\n",
"[21]\tvalid_0's poisson: -88.7778\n",
"[22]\tvalid_0's poisson: -88.8504\n",
"[23]\tvalid_0's poisson: -88.9203\n",
"[24]\tvalid_0's poisson: -88.9899\n",
"[25]\tvalid_0's poisson: -89.0589\n",
"[26]\tvalid_0's poisson: -89.1272\n",
"[27]\tvalid_0's poisson: -89.1975\n",
"[28]\tvalid_0's poisson: -89.2652\n",
"[29]\tvalid_0's poisson: -89.3325\n",
"[30]\tvalid_0's poisson: -89.399\n",
"[31]\tvalid_0's poisson: -89.465\n",
"[32]\tvalid_0's poisson: -89.5332\n",
"[33]\tvalid_0's poisson: -89.5988\n",
"[34]\tvalid_0's poisson: -89.6636\n",
"[35]\tvalid_0's poisson: -89.7279\n",
"[36]\tvalid_0's poisson: -89.7923\n",
"[37]\tvalid_0's poisson: -89.8584\n",
"[38]\tvalid_0's poisson: -89.922\n",
"[39]\tvalid_0's poisson: -89.9851\n",
"[40]\tvalid_0's poisson: -90.048\n",
"[41]\tvalid_0's poisson: -90.1101\n",
"[42]\tvalid_0's poisson: -90.1743\n",
"[43]\tvalid_0's poisson: -90.2359\n",
"[44]\tvalid_0's poisson: -90.2973\n",
"[45]\tvalid_0's poisson: -90.3582\n",
"[46]\tvalid_0's poisson: -90.4188\n",
"[47]\tvalid_0's poisson: -90.4812\n",
"[48]\tvalid_0's poisson: -90.5411\n",
"[49]\tvalid_0's poisson: -90.6009\n",
"[50]\tvalid_0's poisson: -90.6603\n",
"[51]\tvalid_0's poisson: -90.719\n",
"[52]\tvalid_0's poisson: -90.7796\n",
"[53]\tvalid_0's poisson: -90.8379\n",
"[54]\tvalid_0's poisson: -90.8959\n",
"[55]\tvalid_0's poisson: -90.9536\n",
"[56]\tvalid_0's poisson: -91.0109\n",
"[57]\tvalid_0's poisson: -91.0679\n",
"[58]\tvalid_0's poisson: -91.1266\n",
"[59]\tvalid_0's poisson: -91.183\n",
"[60]\tvalid_0's poisson: -91.239\n",
"[61]\tvalid_0's poisson: -91.2946\n",
"[62]\tvalid_0's poisson: -91.35\n",
"[63]\tvalid_0's poisson: -91.4071\n",
"[64]\tvalid_0's poisson: -91.4619\n",
"[65]\tvalid_0's poisson: -91.5165\n",
"[66]\tvalid_0's poisson: -91.5707\n",
"[67]\tvalid_0's poisson: -91.6246\n",
"[68]\tvalid_0's poisson: -91.6803\n",
"[69]\tvalid_0's poisson: -91.7336\n",
"[70]\tvalid_0's poisson: -91.7864\n",
"[71]\tvalid_0's poisson: -91.8392\n",
"[72]\tvalid_0's poisson: -91.8917\n",
"[73]\tvalid_0's poisson: -91.9437\n",
"[74]\tvalid_0's poisson: -91.9956\n",
"[75]\tvalid_0's poisson: -92.0493\n",
"[76]\tvalid_0's poisson: -92.1007\n",
"[77]\tvalid_0's poisson: -92.1518\n",
"[78]\tvalid_0's poisson: -92.2026\n",
"[79]\tvalid_0's poisson: -92.253\n",
"[80]\tvalid_0's poisson: -92.3032\n",
"[81]\tvalid_0's poisson: -92.3552\n",
"[82]\tvalid_0's poisson: -92.405\n",
"[83]\tvalid_0's poisson: -92.4546\n",
"[84]\tvalid_0's poisson: -92.5037\n",
"[85]\tvalid_0's poisson: -92.5528\n",
"[86]\tvalid_0's poisson: -92.6015\n",
"[87]\tvalid_0's poisson: -92.6521\n",
"[88]\tvalid_0's poisson: -92.7\n",
"[89]\tvalid_0's poisson: -92.7481\n",
"[90]\tvalid_0's poisson: -92.7959\n",
"[91]\tvalid_0's poisson: -92.8435\n",
"[92]\tvalid_0's poisson: -92.8905\n",
"[93]\tvalid_0's poisson: -92.9396\n",
"[94]\tvalid_0's poisson: -92.9862\n",
"[95]\tvalid_0's poisson: -93.0329\n",
"[96]\tvalid_0's poisson: -93.0794\n",
"[97]\tvalid_0's poisson: -93.1252\n",
"[98]\tvalid_0's poisson: -93.1731\n",
"[99]\tvalid_0's poisson: -93.2189\n",
"[100]\tvalid_0's poisson: -93.2645\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2509\n",
"[2]\tvalid_0's poisson: -87.3316\n",
"[3]\tvalid_0's poisson: -87.4117\n",
"[4]\tvalid_0's poisson: -87.4912\n",
"[5]\tvalid_0's poisson: -87.5703\n",
"[6]\tvalid_0's poisson: -87.6487\n",
"[7]\tvalid_0's poisson: -87.7265\n",
"[8]\tvalid_0's poisson: -87.8038\n",
"[9]\tvalid_0's poisson: -87.8805\n",
"[10]\tvalid_0's poisson: -87.9565\n",
"[11]\tvalid_0's poisson: -88.0322\n",
"[12]\tvalid_0's poisson: -88.1073\n",
"[13]\tvalid_0's poisson: -88.1821\n",
"[14]\tvalid_0's poisson: -88.2557\n",
"[15]\tvalid_0's poisson: -88.33\n",
"[16]\tvalid_0's poisson: -88.4033\n",
"[17]\tvalid_0's poisson: -88.4754\n",
"[18]\tvalid_0's poisson: -88.5477\n",
"[19]\tvalid_0's poisson: -88.6201\n",
"[20]\tvalid_0's poisson: -88.6914\n",
"[21]\tvalid_0's poisson: -88.7616\n",
"[22]\tvalid_0's poisson: -88.8325\n",
"[23]\tvalid_0's poisson: -88.9024\n",
"[24]\tvalid_0's poisson: -88.9713\n",
"[25]\tvalid_0's poisson: -89.0403\n",
"[26]\tvalid_0's poisson: -89.1093\n",
"[27]\tvalid_0's poisson: -89.1774\n",
"[28]\tvalid_0's poisson: -89.2445\n",
"[29]\tvalid_0's poisson: -89.3121\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -89.379\n",
"[31]\tvalid_0's poisson: -89.4448\n",
"[32]\tvalid_0's poisson: -89.5124\n",
"[33]\tvalid_0's poisson: -89.5784\n",
"[34]\tvalid_0's poisson: -89.6437\n",
"[35]\tvalid_0's poisson: -89.7089\n",
"[36]\tvalid_0's poisson: -89.7733\n",
"[37]\tvalid_0's poisson: -89.8373\n",
"[38]\tvalid_0's poisson: -89.9025\n",
"[39]\tvalid_0's poisson: -89.9662\n",
"[40]\tvalid_0's poisson: -90.0291\n",
"[41]\tvalid_0's poisson: -90.091\n",
"[42]\tvalid_0's poisson: -90.1535\n",
"[43]\tvalid_0's poisson: -90.2169\n",
"[44]\tvalid_0's poisson: -90.2784\n",
"[45]\tvalid_0's poisson: -90.3397\n",
"[46]\tvalid_0's poisson: -90.4004\n",
"[47]\tvalid_0's poisson: -90.4608\n",
"[48]\tvalid_0's poisson: -90.5206\n",
"[49]\tvalid_0's poisson: -90.5819\n",
"[50]\tvalid_0's poisson: -90.6411\n",
"[51]\tvalid_0's poisson: -90.7004\n",
"[52]\tvalid_0's poisson: -90.7591\n",
"[53]\tvalid_0's poisson: -90.8173\n",
"[54]\tvalid_0's poisson: -90.8769\n",
"[55]\tvalid_0's poisson: -90.9348\n",
"[56]\tvalid_0's poisson: -90.9922\n",
"[57]\tvalid_0's poisson: -91.0489\n",
"[58]\tvalid_0's poisson: -91.1055\n",
"[59]\tvalid_0's poisson: -91.1635\n",
"[60]\tvalid_0's poisson: -91.2192\n",
"[61]\tvalid_0's poisson: -91.275\n",
"[62]\tvalid_0's poisson: -91.3304\n",
"[63]\tvalid_0's poisson: -91.3852\n",
"[64]\tvalid_0's poisson: -91.4416\n",
"[65]\tvalid_0's poisson: -91.4962\n",
"[66]\tvalid_0's poisson: -91.5505\n",
"[67]\tvalid_0's poisson: -91.6046\n",
"[68]\tvalid_0's poisson: -91.6598\n",
"[69]\tvalid_0's poisson: -91.7132\n",
"[70]\tvalid_0's poisson: -91.7664\n",
"[71]\tvalid_0's poisson: -91.8193\n",
"[72]\tvalid_0's poisson: -91.8734\n",
"[73]\tvalid_0's poisson: -91.9257\n",
"[74]\tvalid_0's poisson: -91.9777\n",
"[75]\tvalid_0's poisson: -92.0294\n",
"[76]\tvalid_0's poisson: -92.0825\n",
"[77]\tvalid_0's poisson: -92.1337\n",
"[78]\tvalid_0's poisson: -92.1847\n",
"[79]\tvalid_0's poisson: -92.2354\n",
"[80]\tvalid_0's poisson: -92.2854\n",
"[81]\tvalid_0's poisson: -92.3368\n",
"[82]\tvalid_0's poisson: -92.3867\n",
"[83]\tvalid_0's poisson: -92.4364\n",
"[84]\tvalid_0's poisson: -92.4861\n",
"[85]\tvalid_0's poisson: -92.5365\n",
"[86]\tvalid_0's poisson: -92.5854\n",
"[87]\tvalid_0's poisson: -92.6337\n",
"[88]\tvalid_0's poisson: -92.6821\n",
"[89]\tvalid_0's poisson: -92.7316\n",
"[90]\tvalid_0's poisson: -92.7793\n",
"[91]\tvalid_0's poisson: -92.827\n",
"[92]\tvalid_0's poisson: -92.8745\n",
"[93]\tvalid_0's poisson: -92.923\n",
"[94]\tvalid_0's poisson: -92.9696\n",
"[95]\tvalid_0's poisson: -93.0163\n",
"[96]\tvalid_0's poisson: -93.0628\n",
"[97]\tvalid_0's poisson: -93.1107\n",
"[98]\tvalid_0's poisson: -93.1566\n",
"[99]\tvalid_0's poisson: -93.2026\n",
"[100]\tvalid_0's poisson: -93.2484\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2576\n",
"[2]\tvalid_0's poisson: -87.3386\n",
"[3]\tvalid_0's poisson: -87.419\n",
"[4]\tvalid_0's poisson: -87.4988\n",
"[5]\tvalid_0's poisson: -87.5779\n",
"[6]\tvalid_0's poisson: -87.6565\n",
"[7]\tvalid_0's poisson: -87.7345\n",
"[8]\tvalid_0's poisson: -87.8119\n",
"[9]\tvalid_0's poisson: -87.889\n",
"[10]\tvalid_0's poisson: -87.9653\n",
"[11]\tvalid_0's poisson: -88.041\n",
"[12]\tvalid_0's poisson: -88.117\n",
"[13]\tvalid_0's poisson: -88.1923\n",
"[14]\tvalid_0's poisson: -88.2664\n",
"[15]\tvalid_0's poisson: -88.3408\n",
"[16]\tvalid_0's poisson: -88.4145\n",
"[17]\tvalid_0's poisson: -88.4872\n",
"[18]\tvalid_0's poisson: -88.5601\n",
"[19]\tvalid_0's poisson: -88.6323\n",
"[20]\tvalid_0's poisson: -88.7042\n",
"[21]\tvalid_0's poisson: -88.775\n",
"[22]\tvalid_0's poisson: -88.846\n",
"[23]\tvalid_0's poisson: -88.9165\n",
"[24]\tvalid_0's poisson: -88.986\n",
"[25]\tvalid_0's poisson: -89.0554\n",
"[26]\tvalid_0's poisson: -89.1247\n",
"[27]\tvalid_0's poisson: -89.1926\n",
"[28]\tvalid_0's poisson: -89.2627\n",
"[29]\tvalid_0's poisson: -89.3305\n",
"[30]\tvalid_0's poisson: -89.3972\n",
"[31]\tvalid_0's poisson: -89.4634\n",
"[32]\tvalid_0's poisson: -89.5298\n",
"[33]\tvalid_0's poisson: -89.5976\n",
"[34]\tvalid_0's poisson: -89.6627\n",
"[35]\tvalid_0's poisson: -89.7278\n",
"[36]\tvalid_0's poisson: -89.7926\n",
"[37]\tvalid_0's poisson: -89.8565\n",
"[38]\tvalid_0's poisson: -89.9224\n",
"[39]\tvalid_0's poisson: -89.9861\n",
"[40]\tvalid_0's poisson: -90.0492\n",
"[41]\tvalid_0's poisson: -90.112\n",
"[42]\tvalid_0's poisson: -90.1745\n",
"[43]\tvalid_0's poisson: -90.2375\n",
"[44]\tvalid_0's poisson: -90.2988\n",
"[45]\tvalid_0's poisson: -90.3601\n",
"[46]\tvalid_0's poisson: -90.4211\n",
"[47]\tvalid_0's poisson: -90.4826\n",
"[48]\tvalid_0's poisson: -90.5424\n",
"[49]\tvalid_0's poisson: -90.6024\n",
"[50]\tvalid_0's poisson: -90.662\n",
"[51]\tvalid_0's poisson: -90.7208\n",
"[52]\tvalid_0's poisson: -90.7816\n",
"[53]\tvalid_0's poisson: -90.8403\n",
"[54]\tvalid_0's poisson: -90.8985\n",
"[55]\tvalid_0's poisson: -90.9566\n",
"[56]\tvalid_0's poisson: -91.0151\n",
"[57]\tvalid_0's poisson: -91.0724\n",
"[58]\tvalid_0's poisson: -91.1289\n",
"[59]\tvalid_0's poisson: -91.1855\n",
"[60]\tvalid_0's poisson: -91.2419\n",
"[61]\tvalid_0's poisson: -91.299\n",
"[62]\tvalid_0's poisson: -91.3543\n",
"[63]\tvalid_0's poisson: -91.4095\n",
"[64]\tvalid_0's poisson: -91.4645\n",
"[65]\tvalid_0's poisson: -91.5204\n",
"[66]\tvalid_0's poisson: -91.5746\n",
"[67]\tvalid_0's poisson: -91.6289\n",
"[68]\tvalid_0's poisson: -91.6828\n",
"[69]\tvalid_0's poisson: -91.7384\n",
"[70]\tvalid_0's poisson: -91.7919\n",
"[71]\tvalid_0's poisson: -91.8447\n",
"[72]\tvalid_0's poisson: -91.8971\n",
"[73]\tvalid_0's poisson: -91.9508\n",
"[74]\tvalid_0's poisson: -92.0028\n",
"[75]\tvalid_0's poisson: -92.0549\n",
"[76]\tvalid_0's poisson: -92.106\n",
"[77]\tvalid_0's poisson: -92.1576\n",
"[78]\tvalid_0's poisson: -92.2098\n",
"[79]\tvalid_0's poisson: -92.2604\n",
"[80]\tvalid_0's poisson: -92.3108\n",
"[81]\tvalid_0's poisson: -92.3612\n",
"[82]\tvalid_0's poisson: -92.4125\n",
"[83]\tvalid_0's poisson: -92.462\n",
"[84]\tvalid_0's poisson: -92.5118\n",
"[85]\tvalid_0's poisson: -92.5606\n",
"[86]\tvalid_0's poisson: -92.6117\n",
"[87]\tvalid_0's poisson: -92.6606\n",
"[88]\tvalid_0's poisson: -92.7091\n",
"[89]\tvalid_0's poisson: -92.7575\n",
"[90]\tvalid_0's poisson: -92.8069\n",
"[91]\tvalid_0's poisson: -92.8548\n",
"[92]\tvalid_0's poisson: -92.902\n",
"[93]\tvalid_0's poisson: -92.9494\n",
"[94]\tvalid_0's poisson: -92.9978\n",
"[95]\tvalid_0's poisson: -93.0445\n",
"[96]\tvalid_0's poisson: -93.0913\n",
"[97]\tvalid_0's poisson: -93.1376\n",
"[98]\tvalid_0's poisson: -93.1851\n",
"[99]\tvalid_0's poisson: -93.2309\n",
"[100]\tvalid_0's poisson: -93.277\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.2441\n",
"[2]\tvalid_0's poisson: -87.324\n",
"[3]\tvalid_0's poisson: -87.4033\n",
"[4]\tvalid_0's poisson: -87.482\n",
"[5]\tvalid_0's poisson: -87.5602\n",
"[6]\tvalid_0's poisson: -87.6377\n",
"[7]\tvalid_0's poisson: -87.7147\n",
"[8]\tvalid_0's poisson: -87.7911\n",
"[9]\tvalid_0's poisson: -87.867\n",
"[10]\tvalid_0's poisson: -87.9424\n",
"[11]\tvalid_0's poisson: -88.0172\n",
"[12]\tvalid_0's poisson: -88.0915\n",
"[13]\tvalid_0's poisson: -88.1652\n",
"[14]\tvalid_0's poisson: -88.2384\n",
"[15]\tvalid_0's poisson: -88.3112\n",
"[16]\tvalid_0's poisson: -88.3834\n",
"[17]\tvalid_0's poisson: -88.4551\n",
"[18]\tvalid_0's poisson: -88.5268\n",
"[19]\tvalid_0's poisson: -88.598\n",
"[20]\tvalid_0's poisson: -88.6682\n",
"[21]\tvalid_0's poisson: -88.7386\n",
"[22]\tvalid_0's poisson: -88.8083\n",
"[23]\tvalid_0's poisson: -88.8771\n",
"[24]\tvalid_0's poisson: -88.9461\n",
"[25]\tvalid_0's poisson: -89.0145\n",
"[26]\tvalid_0's poisson: -89.0825\n",
"[27]\tvalid_0's poisson: -89.1496\n",
"[28]\tvalid_0's poisson: -89.2166\n",
"[29]\tvalid_0's poisson: -89.2834\n",
"[30]\tvalid_0's poisson: -89.3494\n",
"[31]\tvalid_0's poisson: -89.4155\n",
"[32]\tvalid_0's poisson: -89.481\n",
"[33]\tvalid_0's poisson: -89.5458\n",
"[34]\tvalid_0's poisson: -89.6107\n",
"[35]\tvalid_0's poisson: -89.6749\n",
"[36]\tvalid_0's poisson: -89.739\n",
"[37]\tvalid_0's poisson: -89.8022\n",
"[38]\tvalid_0's poisson: -89.8655\n",
"[39]\tvalid_0's poisson: -89.9281\n",
"[40]\tvalid_0's poisson: -89.9902\n",
"[41]\tvalid_0's poisson: -90.0523\n",
"[42]\tvalid_0's poisson: -90.1141\n",
"[43]\tvalid_0's poisson: -90.1748\n",
"[44]\tvalid_0's poisson: -90.2359\n",
"[45]\tvalid_0's poisson: -90.2964\n",
"[46]\tvalid_0's poisson: -90.3564\n",
"[47]\tvalid_0's poisson: -90.4161\n",
"[48]\tvalid_0's poisson: -90.4757\n",
"[49]\tvalid_0's poisson: -90.5373\n",
"[50]\tvalid_0's poisson: -90.5962\n",
"[51]\tvalid_0's poisson: -90.6548\n",
"[52]\tvalid_0's poisson: -90.713\n",
"[53]\tvalid_0's poisson: -90.7732\n",
"[54]\tvalid_0's poisson: -90.8308\n",
"[55]\tvalid_0's poisson: -90.8879\n",
"[56]\tvalid_0's poisson: -90.9444\n",
"[57]\tvalid_0's poisson: -91.0033\n",
"[58]\tvalid_0's poisson: -91.0596\n",
"[59]\tvalid_0's poisson: -91.1156\n",
"[60]\tvalid_0's poisson: -91.1712\n",
"[61]\tvalid_0's poisson: -91.2288\n",
"[62]\tvalid_0's poisson: -91.284\n",
"[63]\tvalid_0's poisson: -91.3386\n",
"[64]\tvalid_0's poisson: -91.3932\n",
"[65]\tvalid_0's poisson: -91.4473\n",
"[66]\tvalid_0's poisson: -91.5034\n",
"[67]\tvalid_0's poisson: -91.5569\n",
"[68]\tvalid_0's poisson: -91.6101\n",
"[69]\tvalid_0's poisson: -91.6629\n",
"[70]\tvalid_0's poisson: -91.7178\n",
"[71]\tvalid_0's poisson: -91.7703\n",
"[72]\tvalid_0's poisson: -91.8224\n",
"[73]\tvalid_0's poisson: -91.8744\n",
"[74]\tvalid_0's poisson: -91.9282\n",
"[75]\tvalid_0's poisson: -91.9797\n",
"[76]\tvalid_0's poisson: -92.0306\n",
"[77]\tvalid_0's poisson: -92.0815\n",
"[78]\tvalid_0's poisson: -92.1343\n",
"[79]\tvalid_0's poisson: -92.1847\n",
"[80]\tvalid_0's poisson: -92.2347\n",
"[81]\tvalid_0's poisson: -92.2841\n",
"[82]\tvalid_0's poisson: -92.3358\n",
"[83]\tvalid_0's poisson: -92.385\n",
"[84]\tvalid_0's poisson: -92.4343\n",
"[85]\tvalid_0's poisson: -92.4832\n",
"[86]\tvalid_0's poisson: -92.5339\n",
"[87]\tvalid_0's poisson: -92.5823\n",
"[88]\tvalid_0's poisson: -92.6303\n",
"[89]\tvalid_0's poisson: -92.6782\n",
"[90]\tvalid_0's poisson: -92.728\n",
"[91]\tvalid_0's poisson: -92.7753\n",
"[92]\tvalid_0's poisson: -92.8223\n",
"[93]\tvalid_0's poisson: -92.869\n",
"[94]\tvalid_0's poisson: -92.9178\n",
"[95]\tvalid_0's poisson: -92.9644\n",
"[96]\tvalid_0's poisson: -93.0105\n",
"[97]\tvalid_0's poisson: -93.0565\n",
"[98]\tvalid_0's poisson: -93.1042\n",
"[99]\tvalid_0's poisson: -93.1497\n",
"[100]\tvalid_0's poisson: -93.1949\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.918\n",
"[2]\tvalid_0's poisson: -94.9311\n",
"[3]\tvalid_0's poisson: -97.1547\n",
"[4]\tvalid_0's poisson: -98.9649\n",
"[5]\tvalid_0's poisson: -100.34\n",
"[6]\tvalid_0's poisson: -101.456\n",
"[7]\tvalid_0's poisson: -102.39\n",
"[8]\tvalid_0's poisson: -103.213\n",
"[9]\tvalid_0's poisson: -103.892\n",
"[10]\tvalid_0's poisson: -104.471\n",
"[11]\tvalid_0's poisson: -105.021\n",
"[12]\tvalid_0's poisson: -105.448\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[13]\tvalid_0's poisson: -105.823\n",
"[14]\tvalid_0's poisson: -106.175\n",
"[15]\tvalid_0's poisson: -106.444\n",
"[16]\tvalid_0's poisson: -106.71\n",
"[17]\tvalid_0's poisson: -106.924\n",
"[18]\tvalid_0's poisson: -107.113\n",
"[19]\tvalid_0's poisson: -107.276\n",
"[20]\tvalid_0's poisson: -107.468\n",
"[21]\tvalid_0's poisson: -107.609\n",
"[22]\tvalid_0's poisson: -107.719\n",
"[23]\tvalid_0's poisson: -107.812\n",
"[24]\tvalid_0's poisson: -107.912\n",
"[25]\tvalid_0's poisson: -107.99\n",
"[26]\tvalid_0's poisson: -108.053\n",
"[27]\tvalid_0's poisson: -108.122\n",
"[28]\tvalid_0's poisson: -108.189\n",
"[29]\tvalid_0's poisson: -108.258\n",
"[30]\tvalid_0's poisson: -108.307\n",
"[31]\tvalid_0's poisson: -108.353\n",
"[32]\tvalid_0's poisson: -108.395\n",
"[33]\tvalid_0's poisson: -108.462\n",
"[34]\tvalid_0's poisson: -108.485\n",
"[35]\tvalid_0's poisson: -108.532\n",
"[36]\tvalid_0's poisson: -108.579\n",
"[37]\tvalid_0's poisson: -108.604\n",
"[38]\tvalid_0's poisson: -108.634\n",
"[39]\tvalid_0's poisson: -108.666\n",
"[40]\tvalid_0's poisson: -108.684\n",
"[41]\tvalid_0's poisson: -108.698\n",
"[42]\tvalid_0's poisson: -108.725\n",
"[43]\tvalid_0's poisson: -108.772\n",
"[44]\tvalid_0's poisson: -108.792\n",
"[45]\tvalid_0's poisson: -108.805\n",
"[46]\tvalid_0's poisson: -108.848\n",
"[47]\tvalid_0's poisson: -108.858\n",
"[48]\tvalid_0's poisson: -108.863\n",
"[49]\tvalid_0's poisson: -108.883\n",
"[50]\tvalid_0's poisson: -108.896\n",
"[51]\tvalid_0's poisson: -108.911\n",
"[52]\tvalid_0's poisson: -108.919\n",
"[53]\tvalid_0's poisson: -108.939\n",
"[54]\tvalid_0's poisson: -108.955\n",
"[55]\tvalid_0's poisson: -108.982\n",
"[56]\tvalid_0's poisson: -108.998\n",
"[57]\tvalid_0's poisson: -109.004\n",
"[58]\tvalid_0's poisson: -109.027\n",
"[59]\tvalid_0's poisson: -109.053\n",
"[60]\tvalid_0's poisson: -109.055\n",
"[61]\tvalid_0's poisson: -109.062\n",
"[62]\tvalid_0's poisson: -109.077\n",
"[63]\tvalid_0's poisson: -109.094\n",
"[64]\tvalid_0's poisson: -109.095\n",
"[65]\tvalid_0's poisson: -109.124\n",
"[66]\tvalid_0's poisson: -109.134\n",
"[67]\tvalid_0's poisson: -109.142\n",
"[68]\tvalid_0's poisson: -109.147\n",
"[69]\tvalid_0's poisson: -109.159\n",
"[70]\tvalid_0's poisson: -109.168\n",
"[71]\tvalid_0's poisson: -109.18\n",
"[72]\tvalid_0's poisson: -109.19\n",
"[73]\tvalid_0's poisson: -109.192\n",
"[74]\tvalid_0's poisson: -109.199\n",
"[75]\tvalid_0's poisson: -109.209\n",
"[76]\tvalid_0's poisson: -109.211\n",
"[77]\tvalid_0's poisson: -109.223\n",
"[78]\tvalid_0's poisson: -109.231\n",
"[79]\tvalid_0's poisson: -109.238\n",
"[80]\tvalid_0's poisson: -109.246\n",
"[81]\tvalid_0's poisson: -109.256\n",
"[82]\tvalid_0's poisson: -109.262\n",
"[83]\tvalid_0's poisson: -109.269\n",
"[84]\tvalid_0's poisson: -109.27\n",
"[85]\tvalid_0's poisson: -109.285\n",
"[86]\tvalid_0's poisson: -109.291\n",
"[87]\tvalid_0's poisson: -109.298\n",
"[88]\tvalid_0's poisson: -109.303\n",
"[89]\tvalid_0's poisson: -109.308\n",
"[90]\tvalid_0's poisson: -109.314\n",
"[91]\tvalid_0's poisson: -109.323\n",
"[92]\tvalid_0's poisson: -109.338\n",
"[93]\tvalid_0's poisson: -109.342\n",
"[94]\tvalid_0's poisson: -109.344\n",
"[95]\tvalid_0's poisson: -109.345\n",
"[96]\tvalid_0's poisson: -109.355\n",
"[97]\tvalid_0's poisson: -109.366\n",
"[98]\tvalid_0's poisson: -109.371\n",
"[99]\tvalid_0's poisson: -109.372\n",
"[100]\tvalid_0's poisson: -109.376\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.9955\n",
"[2]\tvalid_0's poisson: -95.1169\n",
"[3]\tvalid_0's poisson: -97.4158\n",
"[4]\tvalid_0's poisson: -99.1427\n",
"[5]\tvalid_0's poisson: -100.471\n",
"[6]\tvalid_0's poisson: -101.626\n",
"[7]\tvalid_0's poisson: -102.555\n",
"[8]\tvalid_0's poisson: -103.338\n",
"[9]\tvalid_0's poisson: -104.016\n",
"[10]\tvalid_0's poisson: -104.564\n",
"[11]\tvalid_0's poisson: -105.077\n",
"[12]\tvalid_0's poisson: -105.5\n",
"[13]\tvalid_0's poisson: -105.837\n",
"[14]\tvalid_0's poisson: -106.199\n",
"[15]\tvalid_0's poisson: -106.468\n",
"[16]\tvalid_0's poisson: -106.744\n",
"[17]\tvalid_0's poisson: -106.958\n",
"[18]\tvalid_0's poisson: -107.155\n",
"[19]\tvalid_0's poisson: -107.307\n",
"[20]\tvalid_0's poisson: -107.472\n",
"[21]\tvalid_0's poisson: -107.594\n",
"[22]\tvalid_0's poisson: -107.713\n",
"[23]\tvalid_0's poisson: -107.803\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.972\n",
"[26]\tvalid_0's poisson: -108.054\n",
"[27]\tvalid_0's poisson: -108.11\n",
"[28]\tvalid_0's poisson: -108.207\n",
"[29]\tvalid_0's poisson: -108.262\n",
"[30]\tvalid_0's poisson: -108.326\n",
"[31]\tvalid_0's poisson: -108.363\n",
"[32]\tvalid_0's poisson: -108.403\n",
"[33]\tvalid_0's poisson: -108.448\n",
"[34]\tvalid_0's poisson: -108.496\n",
"[35]\tvalid_0's poisson: -108.548\n",
"[36]\tvalid_0's poisson: -108.57\n",
"[37]\tvalid_0's poisson: -108.609\n",
"[38]\tvalid_0's poisson: -108.66\n",
"[39]\tvalid_0's poisson: -108.682\n",
"[40]\tvalid_0's poisson: -108.696\n",
"[41]\tvalid_0's poisson: -108.723\n",
"[42]\tvalid_0's poisson: -108.739\n",
"[43]\tvalid_0's poisson: -108.754\n",
"[44]\tvalid_0's poisson: -108.768\n",
"[45]\tvalid_0's poisson: -108.805\n",
"[46]\tvalid_0's poisson: -108.818\n",
"[47]\tvalid_0's poisson: -108.841\n",
"[48]\tvalid_0's poisson: -108.87\n",
"[49]\tvalid_0's poisson: -108.875\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.922\n",
"[52]\tvalid_0's poisson: -108.953\n",
"[53]\tvalid_0's poisson: -108.958\n",
"[54]\tvalid_0's poisson: -108.982\n",
"[55]\tvalid_0's poisson: -109.004\n",
"[56]\tvalid_0's poisson: -109.014\n",
"[57]\tvalid_0's poisson: -109.018\n",
"[58]\tvalid_0's poisson: -109.034\n",
"[59]\tvalid_0's poisson: -109.04\n",
"[60]\tvalid_0's poisson: -109.06\n",
"[61]\tvalid_0's poisson: -109.064\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.092\n",
"[64]\tvalid_0's poisson: -109.111\n",
"[65]\tvalid_0's poisson: -109.123\n",
"[66]\tvalid_0's poisson: -109.13\n",
"[67]\tvalid_0's poisson: -109.138\n",
"[68]\tvalid_0's poisson: -109.146\n",
"[69]\tvalid_0's poisson: -109.162\n",
"[70]\tvalid_0's poisson: -109.167\n",
"[71]\tvalid_0's poisson: -109.173\n",
"[72]\tvalid_0's poisson: -109.18\n",
"[73]\tvalid_0's poisson: -109.182\n",
"[74]\tvalid_0's poisson: -109.19\n",
"[75]\tvalid_0's poisson: -109.195\n",
"[76]\tvalid_0's poisson: -109.206\n",
"[77]\tvalid_0's poisson: -109.217\n",
"[78]\tvalid_0's poisson: -109.224\n",
"[79]\tvalid_0's poisson: -109.233\n",
"[80]\tvalid_0's poisson: -109.239\n",
"[81]\tvalid_0's poisson: -109.243\n",
"[82]\tvalid_0's poisson: -109.249\n",
"[83]\tvalid_0's poisson: -109.258\n",
"[84]\tvalid_0's poisson: -109.26\n",
"[85]\tvalid_0's poisson: -109.268\n",
"[86]\tvalid_0's poisson: -109.271\n",
"[87]\tvalid_0's poisson: -109.279\n",
"[88]\tvalid_0's poisson: -109.287\n",
"[89]\tvalid_0's poisson: -109.291\n",
"[90]\tvalid_0's poisson: -109.296\n",
"[91]\tvalid_0's poisson: -109.305\n",
"[92]\tvalid_0's poisson: -109.31\n",
"[93]\tvalid_0's poisson: -109.313\n",
"[94]\tvalid_0's poisson: -109.315\n",
"[95]\tvalid_0's poisson: -109.315\n",
"[96]\tvalid_0's poisson: -109.318\n",
"[97]\tvalid_0's poisson: -109.324\n",
"[98]\tvalid_0's poisson: -109.324\n",
"[99]\tvalid_0's poisson: -109.327\n",
"[100]\tvalid_0's poisson: -109.33\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.0248\n",
"[2]\tvalid_0's poisson: -95.1878\n",
"[3]\tvalid_0's poisson: -97.3698\n",
"[4]\tvalid_0's poisson: -99.0871\n",
"[5]\tvalid_0's poisson: -100.469\n",
"[6]\tvalid_0's poisson: -101.579\n",
"[7]\tvalid_0's poisson: -102.538\n",
"[8]\tvalid_0's poisson: -103.333\n",
"[9]\tvalid_0's poisson: -104.018\n",
"[10]\tvalid_0's poisson: -104.586\n",
"[11]\tvalid_0's poisson: -105.095\n",
"[12]\tvalid_0's poisson: -105.521\n",
"[13]\tvalid_0's poisson: -105.887\n",
"[14]\tvalid_0's poisson: -106.238\n",
"[15]\tvalid_0's poisson: -106.55\n",
"[16]\tvalid_0's poisson: -106.784\n",
"[17]\tvalid_0's poisson: -107.013\n",
"[18]\tvalid_0's poisson: -107.197\n",
"[19]\tvalid_0's poisson: -107.386\n",
"[20]\tvalid_0's poisson: -107.537\n",
"[21]\tvalid_0's poisson: -107.657\n",
"[22]\tvalid_0's poisson: -107.768\n",
"[23]\tvalid_0's poisson: -107.855\n",
"[24]\tvalid_0's poisson: -107.942\n",
"[25]\tvalid_0's poisson: -108.025\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.202\n",
"[28]\tvalid_0's poisson: -108.252\n",
"[29]\tvalid_0's poisson: -108.317\n",
"[30]\tvalid_0's poisson: -108.364\n",
"[31]\tvalid_0's poisson: -108.408\n",
"[32]\tvalid_0's poisson: -108.478\n",
"[33]\tvalid_0's poisson: -108.512\n",
"[34]\tvalid_0's poisson: -108.576\n",
"[35]\tvalid_0's poisson: -108.602\n",
"[36]\tvalid_0's poisson: -108.631\n",
"[37]\tvalid_0's poisson: -108.664\n",
"[38]\tvalid_0's poisson: -108.69\n",
"[39]\tvalid_0's poisson: -108.71\n",
"[40]\tvalid_0's poisson: -108.754\n",
"[41]\tvalid_0's poisson: -108.77\n",
"[42]\tvalid_0's poisson: -108.793\n",
"[43]\tvalid_0's poisson: -108.837\n",
"[44]\tvalid_0's poisson: -108.849\n",
"[45]\tvalid_0's poisson: -108.883\n",
"[46]\tvalid_0's poisson: -108.903\n",
"[47]\tvalid_0's poisson: -108.914\n",
"[48]\tvalid_0's poisson: -108.93\n",
"[49]\tvalid_0's poisson: -108.947\n",
"[50]\tvalid_0's poisson: -108.964\n",
"[51]\tvalid_0's poisson: -108.978\n",
"[52]\tvalid_0's poisson: -109\n",
"[53]\tvalid_0's poisson: -109.005\n",
"[54]\tvalid_0's poisson: -109.017\n",
"[55]\tvalid_0's poisson: -109.03\n",
"[56]\tvalid_0's poisson: -109.036\n",
"[57]\tvalid_0's poisson: -109.049\n",
"[58]\tvalid_0's poisson: -109.067\n",
"[59]\tvalid_0's poisson: -109.068\n",
"[60]\tvalid_0's poisson: -109.077\n",
"[61]\tvalid_0's poisson: -109.084\n",
"[62]\tvalid_0's poisson: -109.107\n",
"[63]\tvalid_0's poisson: -109.115\n",
"[64]\tvalid_0's poisson: -109.121\n",
"[65]\tvalid_0's poisson: -109.124\n",
"[66]\tvalid_0's poisson: -109.129\n",
"[67]\tvalid_0's poisson: -109.133\n",
"[68]\tvalid_0's poisson: -109.153\n",
"[69]\tvalid_0's poisson: -109.155\n",
"[70]\tvalid_0's poisson: -109.176\n",
"[71]\tvalid_0's poisson: -109.185\n",
"[72]\tvalid_0's poisson: -109.199\n",
"[73]\tvalid_0's poisson: -109.202\n",
"[74]\tvalid_0's poisson: -109.204\n",
"[75]\tvalid_0's poisson: -109.213\n",
"[76]\tvalid_0's poisson: -109.228\n",
"[77]\tvalid_0's poisson: -109.238\n",
"[78]\tvalid_0's poisson: -109.241\n",
"[79]\tvalid_0's poisson: -109.249\n",
"[80]\tvalid_0's poisson: -109.251\n",
"[81]\tvalid_0's poisson: -109.258\n",
"[82]\tvalid_0's poisson: -109.257\n",
"[83]\tvalid_0's poisson: -109.261\n",
"[84]\tvalid_0's poisson: -109.265\n",
"[85]\tvalid_0's poisson: -109.275\n",
"[86]\tvalid_0's poisson: -109.283\n",
"[87]\tvalid_0's poisson: -109.295\n",
"[88]\tvalid_0's poisson: -109.301\n",
"[89]\tvalid_0's poisson: -109.304\n",
"[90]\tvalid_0's poisson: -109.307\n",
"[91]\tvalid_0's poisson: -109.307\n",
"[92]\tvalid_0's poisson: -109.308\n",
"[93]\tvalid_0's poisson: -109.311\n",
"[94]\tvalid_0's poisson: -109.311\n",
"[95]\tvalid_0's poisson: -109.312\n",
"[96]\tvalid_0's poisson: -109.317\n",
"[97]\tvalid_0's poisson: -109.323\n",
"[98]\tvalid_0's poisson: -109.328\n",
"[99]\tvalid_0's poisson: -109.331\n",
"[100]\tvalid_0's poisson: -109.341\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -92.0462\n",
"[2]\tvalid_0's poisson: -95.2272\n",
"[3]\tvalid_0's poisson: -97.4154\n",
"[4]\tvalid_0's poisson: -99.1494\n",
"[5]\tvalid_0's poisson: -100.521\n",
"[6]\tvalid_0's poisson: -101.647\n",
"[7]\tvalid_0's poisson: -102.589\n",
"[8]\tvalid_0's poisson: -103.37\n",
"[9]\tvalid_0's poisson: -104.085\n",
"[10]\tvalid_0's poisson: -104.648\n",
"[11]\tvalid_0's poisson: -105.111\n",
"[12]\tvalid_0's poisson: -105.574\n",
"[13]\tvalid_0's poisson: -105.955\n",
"[14]\tvalid_0's poisson: -106.269\n",
"[15]\tvalid_0's poisson: -106.543\n",
"[16]\tvalid_0's poisson: -106.806\n",
"[17]\tvalid_0's poisson: -107.044\n",
"[18]\tvalid_0's poisson: -107.225\n",
"[19]\tvalid_0's poisson: -107.405\n",
"[20]\tvalid_0's poisson: -107.552\n",
"[21]\tvalid_0's poisson: -107.671\n",
"[22]\tvalid_0's poisson: -107.777\n",
"[23]\tvalid_0's poisson: -107.867\n",
"[24]\tvalid_0's poisson: -107.971\n",
"[25]\tvalid_0's poisson: -108.053\n",
"[26]\tvalid_0's poisson: -108.13\n",
"[27]\tvalid_0's poisson: -108.186\n",
"[28]\tvalid_0's poisson: -108.237\n",
"[29]\tvalid_0's poisson: -108.297\n",
"[30]\tvalid_0's poisson: -108.356\n",
"[31]\tvalid_0's poisson: -108.405\n",
"[32]\tvalid_0's poisson: -108.435\n",
"[33]\tvalid_0's poisson: -108.475\n",
"[34]\tvalid_0's poisson: -108.519\n",
"[35]\tvalid_0's poisson: -108.549\n",
"[36]\tvalid_0's poisson: -108.58\n",
"[37]\tvalid_0's poisson: -108.598\n",
"[38]\tvalid_0's poisson: -108.622\n",
"[39]\tvalid_0's poisson: -108.655\n",
"[40]\tvalid_0's poisson: -108.705\n",
"[41]\tvalid_0's poisson: -108.718\n",
"[42]\tvalid_0's poisson: -108.743\n",
"[43]\tvalid_0's poisson: -108.761\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -108.794\n",
"[45]\tvalid_0's poisson: -108.811\n",
"[46]\tvalid_0's poisson: -108.834\n",
"[47]\tvalid_0's poisson: -108.852\n",
"[48]\tvalid_0's poisson: -108.867\n",
"[49]\tvalid_0's poisson: -108.875\n",
"[50]\tvalid_0's poisson: -108.897\n",
"[51]\tvalid_0's poisson: -108.91\n",
"[52]\tvalid_0's poisson: -108.927\n",
"[53]\tvalid_0's poisson: -108.936\n",
"[54]\tvalid_0's poisson: -108.962\n",
"[55]\tvalid_0's poisson: -108.986\n",
"[56]\tvalid_0's poisson: -109.003\n",
"[57]\tvalid_0's poisson: -109.007\n",
"[58]\tvalid_0's poisson: -109.032\n",
"[59]\tvalid_0's poisson: -109.047\n",
"[60]\tvalid_0's poisson: -109.065\n",
"[61]\tvalid_0's poisson: -109.072\n",
"[62]\tvalid_0's poisson: -109.08\n",
"[63]\tvalid_0's poisson: -109.099\n",
"[64]\tvalid_0's poisson: -109.113\n",
"[65]\tvalid_0's poisson: -109.12\n",
"[66]\tvalid_0's poisson: -109.122\n",
"[67]\tvalid_0's poisson: -109.139\n",
"[68]\tvalid_0's poisson: -109.151\n",
"[69]\tvalid_0's poisson: -109.158\n",
"[70]\tvalid_0's poisson: -109.166\n",
"[71]\tvalid_0's poisson: -109.173\n",
"[72]\tvalid_0's poisson: -109.177\n",
"[73]\tvalid_0's poisson: -109.191\n",
"[74]\tvalid_0's poisson: -109.202\n",
"[75]\tvalid_0's poisson: -109.205\n",
"[76]\tvalid_0's poisson: -109.213\n",
"[77]\tvalid_0's poisson: -109.215\n",
"[78]\tvalid_0's poisson: -109.216\n",
"[79]\tvalid_0's poisson: -109.223\n",
"[80]\tvalid_0's poisson: -109.226\n",
"[81]\tvalid_0's poisson: -109.232\n",
"[82]\tvalid_0's poisson: -109.244\n",
"[83]\tvalid_0's poisson: -109.249\n",
"[84]\tvalid_0's poisson: -109.251\n",
"[85]\tvalid_0's poisson: -109.256\n",
"[86]\tvalid_0's poisson: -109.259\n",
"[87]\tvalid_0's poisson: -109.264\n",
"[88]\tvalid_0's poisson: -109.269\n",
"[89]\tvalid_0's poisson: -109.278\n",
"[90]\tvalid_0's poisson: -109.281\n",
"[91]\tvalid_0's poisson: -109.282\n",
"[92]\tvalid_0's poisson: -109.289\n",
"[93]\tvalid_0's poisson: -109.292\n",
"[94]\tvalid_0's poisson: -109.297\n",
"[95]\tvalid_0's poisson: -109.303\n",
"[96]\tvalid_0's poisson: -109.311\n",
"[97]\tvalid_0's poisson: -109.317\n",
"[98]\tvalid_0's poisson: -109.331\n",
"[99]\tvalid_0's poisson: -109.338\n",
"[100]\tvalid_0's poisson: -109.344\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -91.9722\n",
"[2]\tvalid_0's poisson: -95.1335\n",
"[3]\tvalid_0's poisson: -97.324\n",
"[4]\tvalid_0's poisson: -99.03\n",
"[5]\tvalid_0's poisson: -100.383\n",
"[6]\tvalid_0's poisson: -101.496\n",
"[7]\tvalid_0's poisson: -102.46\n",
"[8]\tvalid_0's poisson: -103.257\n",
"[9]\tvalid_0's poisson: -103.96\n",
"[10]\tvalid_0's poisson: -104.564\n",
"[11]\tvalid_0's poisson: -105.052\n",
"[12]\tvalid_0's poisson: -105.481\n",
"[13]\tvalid_0's poisson: -105.901\n",
"[14]\tvalid_0's poisson: -106.243\n",
"[15]\tvalid_0's poisson: -106.5\n",
"[16]\tvalid_0's poisson: -106.764\n",
"[17]\tvalid_0's poisson: -106.962\n",
"[18]\tvalid_0's poisson: -107.151\n",
"[19]\tvalid_0's poisson: -107.311\n",
"[20]\tvalid_0's poisson: -107.465\n",
"[21]\tvalid_0's poisson: -107.593\n",
"[22]\tvalid_0's poisson: -107.713\n",
"[23]\tvalid_0's poisson: -107.819\n",
"[24]\tvalid_0's poisson: -107.918\n",
"[25]\tvalid_0's poisson: -107.993\n",
"[26]\tvalid_0's poisson: -108.081\n",
"[27]\tvalid_0's poisson: -108.146\n",
"[28]\tvalid_0's poisson: -108.203\n",
"[29]\tvalid_0's poisson: -108.274\n",
"[30]\tvalid_0's poisson: -108.315\n",
"[31]\tvalid_0's poisson: -108.354\n",
"[32]\tvalid_0's poisson: -108.401\n",
"[33]\tvalid_0's poisson: -108.441\n",
"[34]\tvalid_0's poisson: -108.466\n",
"[35]\tvalid_0's poisson: -108.494\n",
"[36]\tvalid_0's poisson: -108.554\n",
"[37]\tvalid_0's poisson: -108.579\n",
"[38]\tvalid_0's poisson: -108.615\n",
"[39]\tvalid_0's poisson: -108.65\n",
"[40]\tvalid_0's poisson: -108.663\n",
"[41]\tvalid_0's poisson: -108.688\n",
"[42]\tvalid_0's poisson: -108.702\n",
"[43]\tvalid_0's poisson: -108.738\n",
"[44]\tvalid_0's poisson: -108.752\n",
"[45]\tvalid_0's poisson: -108.765\n",
"[46]\tvalid_0's poisson: -108.8\n",
"[47]\tvalid_0's poisson: -108.826\n",
"[48]\tvalid_0's poisson: -108.846\n",
"[49]\tvalid_0's poisson: -108.873\n",
"[50]\tvalid_0's poisson: -108.902\n",
"[51]\tvalid_0's poisson: -108.921\n",
"[52]\tvalid_0's poisson: -108.946\n",
"[53]\tvalid_0's poisson: -108.964\n",
"[54]\tvalid_0's poisson: -108.972\n",
"[55]\tvalid_0's poisson: -108.994\n",
"[56]\tvalid_0's poisson: -109.011\n",
"[57]\tvalid_0's poisson: -109.024\n",
"[58]\tvalid_0's poisson: -109.036\n",
"[59]\tvalid_0's poisson: -109.042\n",
"[60]\tvalid_0's poisson: -109.053\n",
"[61]\tvalid_0's poisson: -109.054\n",
"[62]\tvalid_0's poisson: -109.059\n",
"[63]\tvalid_0's poisson: -109.061\n",
"[64]\tvalid_0's poisson: -109.073\n",
"[65]\tvalid_0's poisson: -109.089\n",
"[66]\tvalid_0's poisson: -109.103\n",
"[67]\tvalid_0's poisson: -109.12\n",
"[68]\tvalid_0's poisson: -109.124\n",
"[69]\tvalid_0's poisson: -109.134\n",
"[70]\tvalid_0's poisson: -109.135\n",
"[71]\tvalid_0's poisson: -109.15\n",
"[72]\tvalid_0's poisson: -109.163\n",
"[73]\tvalid_0's poisson: -109.172\n",
"[74]\tvalid_0's poisson: -109.173\n",
"[75]\tvalid_0's poisson: -109.185\n",
"[76]\tvalid_0's poisson: -109.189\n",
"[77]\tvalid_0's poisson: -109.191\n",
"[78]\tvalid_0's poisson: -109.203\n",
"[79]\tvalid_0's poisson: -109.207\n",
"[80]\tvalid_0's poisson: -109.211\n",
"[81]\tvalid_0's poisson: -109.223\n",
"[82]\tvalid_0's poisson: -109.224\n",
"[83]\tvalid_0's poisson: -109.229\n",
"[84]\tvalid_0's poisson: -109.24\n",
"[85]\tvalid_0's poisson: -109.25\n",
"[86]\tvalid_0's poisson: -109.252\n",
"[87]\tvalid_0's poisson: -109.256\n",
"[88]\tvalid_0's poisson: -109.265\n",
"[89]\tvalid_0's poisson: -109.267\n",
"[90]\tvalid_0's poisson: -109.269\n",
"[91]\tvalid_0's poisson: -109.277\n",
"[92]\tvalid_0's poisson: -109.278\n",
"[93]\tvalid_0's poisson: -109.281\n",
"[94]\tvalid_0's poisson: -109.288\n",
"[95]\tvalid_0's poisson: -109.294\n",
"[96]\tvalid_0's poisson: -109.3\n",
"[97]\tvalid_0's poisson: -109.306\n",
"[98]\tvalid_0's poisson: -109.307\n",
"[99]\tvalid_0's poisson: -109.308\n",
"[100]\tvalid_0's poisson: -109.31\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=10, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.5671\n",
"[2]\tvalid_0's poisson: -100.007\n",
"[3]\tvalid_0's poisson: -102.28\n",
"[4]\tvalid_0's poisson: -103.845\n",
"[5]\tvalid_0's poisson: -104.792\n",
"[6]\tvalid_0's poisson: -105.583\n",
"[7]\tvalid_0's poisson: -106.095\n",
"[8]\tvalid_0's poisson: -106.517\n",
"[9]\tvalid_0's poisson: -106.802\n",
"[10]\tvalid_0's poisson: -107.076\n",
"[11]\tvalid_0's poisson: -107.348\n",
"[12]\tvalid_0's poisson: -107.503\n",
"[13]\tvalid_0's poisson: -107.62\n",
"[14]\tvalid_0's poisson: -107.718\n",
"[15]\tvalid_0's poisson: -107.777\n",
"[16]\tvalid_0's poisson: -107.865\n",
"[17]\tvalid_0's poisson: -107.895\n",
"[18]\tvalid_0's poisson: -107.999\n",
"[19]\tvalid_0's poisson: -108.056\n",
"[20]\tvalid_0's poisson: -108.084\n",
"[21]\tvalid_0's poisson: -108.153\n",
"[22]\tvalid_0's poisson: -108.204\n",
"[23]\tvalid_0's poisson: -108.236\n",
"[24]\tvalid_0's poisson: -108.252\n",
"[25]\tvalid_0's poisson: -108.285\n",
"[26]\tvalid_0's poisson: -108.326\n",
"[27]\tvalid_0's poisson: -108.357\n",
"[28]\tvalid_0's poisson: -108.409\n",
"[29]\tvalid_0's poisson: -108.44\n",
"[30]\tvalid_0's poisson: -108.491\n",
"[31]\tvalid_0's poisson: -108.545\n",
"[32]\tvalid_0's poisson: -108.548\n",
"[33]\tvalid_0's poisson: -108.584\n",
"[34]\tvalid_0's poisson: -108.61\n",
"[35]\tvalid_0's poisson: -108.626\n",
"[36]\tvalid_0's poisson: -108.654\n",
"[37]\tvalid_0's poisson: -108.683\n",
"[38]\tvalid_0's poisson: -108.719\n",
"[39]\tvalid_0's poisson: -108.728\n",
"[40]\tvalid_0's poisson: -108.737\n",
"[41]\tvalid_0's poisson: -108.741\n",
"[42]\tvalid_0's poisson: -108.758\n",
"[43]\tvalid_0's poisson: -108.763\n",
"[44]\tvalid_0's poisson: -108.774\n",
"[45]\tvalid_0's poisson: -108.779\n",
"[46]\tvalid_0's poisson: -108.785\n",
"[47]\tvalid_0's poisson: -108.819\n",
"[48]\tvalid_0's poisson: -108.821\n",
"[49]\tvalid_0's poisson: -108.835\n",
"[50]\tvalid_0's poisson: -108.846\n",
"[51]\tvalid_0's poisson: -108.866\n",
"[52]\tvalid_0's poisson: -108.866\n",
"[53]\tvalid_0's poisson: -108.879\n",
"[54]\tvalid_0's poisson: -108.884\n",
"[55]\tvalid_0's poisson: -108.894\n",
"[56]\tvalid_0's poisson: -108.907\n",
"[57]\tvalid_0's poisson: -108.927\n",
"[58]\tvalid_0's poisson: -108.954\n",
"[59]\tvalid_0's poisson: -108.961\n",
"[60]\tvalid_0's poisson: -108.959\n",
"[61]\tvalid_0's poisson: -108.987\n",
"[62]\tvalid_0's poisson: -109.003\n",
"[63]\tvalid_0's poisson: -109.006\n",
"[64]\tvalid_0's poisson: -109.006\n",
"[65]\tvalid_0's poisson: -109.008\n",
"[66]\tvalid_0's poisson: -109.009\n",
"[67]\tvalid_0's poisson: -109.029\n",
"[68]\tvalid_0's poisson: -109.036\n",
"[69]\tvalid_0's poisson: -109.054\n",
"[70]\tvalid_0's poisson: -109.06\n",
"[71]\tvalid_0's poisson: -109.064\n",
"[72]\tvalid_0's poisson: -109.063\n",
"[73]\tvalid_0's poisson: -109.075\n",
"[74]\tvalid_0's poisson: -109.082\n",
"[75]\tvalid_0's poisson: -109.089\n",
"[76]\tvalid_0's poisson: -109.095\n",
"[77]\tvalid_0's poisson: -109.097\n",
"[78]\tvalid_0's poisson: -109.107\n",
"[79]\tvalid_0's poisson: -109.108\n",
"[80]\tvalid_0's poisson: -109.114\n",
"[81]\tvalid_0's poisson: -109.117\n",
"[82]\tvalid_0's poisson: -109.118\n",
"[83]\tvalid_0's poisson: -109.123\n",
"[84]\tvalid_0's poisson: -109.139\n",
"[85]\tvalid_0's poisson: -109.144\n",
"[86]\tvalid_0's poisson: -109.145\n",
"[87]\tvalid_0's poisson: -109.145\n",
"[88]\tvalid_0's poisson: -109.151\n",
"[89]\tvalid_0's poisson: -109.16\n",
"[90]\tvalid_0's poisson: -109.163\n",
"[91]\tvalid_0's poisson: -109.171\n",
"[92]\tvalid_0's poisson: -109.175\n",
"[93]\tvalid_0's poisson: -109.175\n",
"[94]\tvalid_0's poisson: -109.175\n",
"[95]\tvalid_0's poisson: -109.186\n",
"[96]\tvalid_0's poisson: -109.191\n",
"[97]\tvalid_0's poisson: -109.191\n",
"[98]\tvalid_0's poisson: -109.191\n",
"[99]\tvalid_0's poisson: -109.198\n",
"[100]\tvalid_0's poisson: -109.203\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.4078\n",
"[2]\tvalid_0's poisson: -99.5134\n",
"[3]\tvalid_0's poisson: -102.134\n",
"[4]\tvalid_0's poisson: -103.325\n",
"[5]\tvalid_0's poisson: -104.104\n",
"[6]\tvalid_0's poisson: -104.719\n",
"[7]\tvalid_0's poisson: -105.768\n",
"[8]\tvalid_0's poisson: -106.137\n",
"[9]\tvalid_0's poisson: -106.462\n",
"[10]\tvalid_0's poisson: -106.747\n",
"[11]\tvalid_0's poisson: -106.908\n",
"[12]\tvalid_0's poisson: -107.068\n",
"[13]\tvalid_0's poisson: -107.21\n",
"[14]\tvalid_0's poisson: -107.338\n",
"[15]\tvalid_0's poisson: -107.576\n",
"[16]\tvalid_0's poisson: -107.656\n",
"[17]\tvalid_0's poisson: -107.721\n",
"[18]\tvalid_0's poisson: -107.792\n",
"[19]\tvalid_0's poisson: -107.839\n",
"[20]\tvalid_0's poisson: -107.906\n",
"[21]\tvalid_0's poisson: -107.944\n",
"[22]\tvalid_0's poisson: -108.024\n",
"[23]\tvalid_0's poisson: -108.099\n",
"[24]\tvalid_0's poisson: -108.137\n",
"[25]\tvalid_0's poisson: -108.161\n",
"[26]\tvalid_0's poisson: -108.168\n",
"[27]\tvalid_0's poisson: -108.238\n",
"[28]\tvalid_0's poisson: -108.275\n",
"[29]\tvalid_0's poisson: -108.329\n",
"[30]\tvalid_0's poisson: -108.334\n",
"[31]\tvalid_0's poisson: -108.369\n",
"[32]\tvalid_0's poisson: -108.386\n",
"[33]\tvalid_0's poisson: -108.394\n",
"[34]\tvalid_0's poisson: -108.423\n",
"[35]\tvalid_0's poisson: -108.456\n",
"[36]\tvalid_0's poisson: -108.481\n",
"[37]\tvalid_0's poisson: -108.489\n",
"[38]\tvalid_0's poisson: -108.5\n",
"[39]\tvalid_0's poisson: -108.508\n",
"[40]\tvalid_0's poisson: -108.531\n",
"[41]\tvalid_0's poisson: -108.555\n",
"[42]\tvalid_0's poisson: -108.553\n",
"[43]\tvalid_0's poisson: -108.563\n",
"[44]\tvalid_0's poisson: -108.579\n",
"[45]\tvalid_0's poisson: -108.592\n",
"[46]\tvalid_0's poisson: -108.598\n",
"[47]\tvalid_0's poisson: -108.617\n",
"[48]\tvalid_0's poisson: -108.63\n",
"[49]\tvalid_0's poisson: -108.65\n",
"[50]\tvalid_0's poisson: -108.673\n",
"[51]\tvalid_0's poisson: -108.681\n",
"[52]\tvalid_0's poisson: -108.679\n",
"[53]\tvalid_0's poisson: -108.682\n",
"[54]\tvalid_0's poisson: -108.705\n",
"[55]\tvalid_0's poisson: -108.705\n",
"[56]\tvalid_0's poisson: -108.708\n",
"[57]\tvalid_0's poisson: -108.709\n",
"[58]\tvalid_0's poisson: -108.724\n",
"[59]\tvalid_0's poisson: -108.739\n",
"[60]\tvalid_0's poisson: -108.751\n",
"[61]\tvalid_0's poisson: -108.762\n",
"[62]\tvalid_0's poisson: -108.789\n",
"[63]\tvalid_0's poisson: -108.793\n",
"[64]\tvalid_0's poisson: -108.797\n",
"[65]\tvalid_0's poisson: -108.814\n",
"[66]\tvalid_0's poisson: -108.818\n",
"[67]\tvalid_0's poisson: -108.826\n",
"[68]\tvalid_0's poisson: -108.836\n",
"[69]\tvalid_0's poisson: -108.845\n",
"[70]\tvalid_0's poisson: -108.894\n",
"[71]\tvalid_0's poisson: -108.898\n",
"[72]\tvalid_0's poisson: -108.904\n",
"[73]\tvalid_0's poisson: -108.907\n",
"[74]\tvalid_0's poisson: -108.915\n",
"[75]\tvalid_0's poisson: -108.923\n",
"[76]\tvalid_0's poisson: -108.928\n",
"[77]\tvalid_0's poisson: -108.946\n",
"[78]\tvalid_0's poisson: -109.025\n",
"[79]\tvalid_0's poisson: -109.031\n",
"[80]\tvalid_0's poisson: -109.034\n",
"[81]\tvalid_0's poisson: -109.037\n",
"[82]\tvalid_0's poisson: -109.045\n",
"[83]\tvalid_0's poisson: -109.046\n",
"[84]\tvalid_0's poisson: -109.045\n",
"[85]\tvalid_0's poisson: -109.047\n",
"[86]\tvalid_0's poisson: -109.05\n",
"[87]\tvalid_0's poisson: -109.058\n",
"[88]\tvalid_0's poisson: -109.057\n",
"[89]\tvalid_0's poisson: -109.059\n",
"[90]\tvalid_0's poisson: -109.058\n",
"[91]\tvalid_0's poisson: -109.065\n",
"[92]\tvalid_0's poisson: -109.069\n",
"[93]\tvalid_0's poisson: -109.077\n",
"[94]\tvalid_0's poisson: -109.076\n",
"[95]\tvalid_0's poisson: -109.077\n",
"[96]\tvalid_0's poisson: -109.095\n",
"[97]\tvalid_0's poisson: -109.099\n",
"[98]\tvalid_0's poisson: -109.118\n",
"[99]\tvalid_0's poisson: -109.132\n",
"[100]\tvalid_0's poisson: -109.136\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.6678\n",
"[2]\tvalid_0's poisson: -100.121\n",
"[3]\tvalid_0's poisson: -102.337\n",
"[4]\tvalid_0's poisson: -103.92\n",
"[5]\tvalid_0's poisson: -104.849\n",
"[6]\tvalid_0's poisson: -105.629\n",
"[7]\tvalid_0's poisson: -106.159\n",
"[8]\tvalid_0's poisson: -106.58\n",
"[9]\tvalid_0's poisson: -106.822\n",
"[10]\tvalid_0's poisson: -107.024\n",
"[11]\tvalid_0's poisson: -107.195\n",
"[12]\tvalid_0's poisson: -107.312\n",
"[13]\tvalid_0's poisson: -107.562\n",
"[14]\tvalid_0's poisson: -107.627\n",
"[15]\tvalid_0's poisson: -107.687\n",
"[16]\tvalid_0's poisson: -107.756\n",
"[17]\tvalid_0's poisson: -107.827\n",
"[18]\tvalid_0's poisson: -107.92\n",
"[19]\tvalid_0's poisson: -107.967\n",
"[20]\tvalid_0's poisson: -108.014\n",
"[21]\tvalid_0's poisson: -108.054\n",
"[22]\tvalid_0's poisson: -108.101\n",
"[23]\tvalid_0's poisson: -108.137\n",
"[24]\tvalid_0's poisson: -108.185\n",
"[25]\tvalid_0's poisson: -108.227\n",
"[26]\tvalid_0's poisson: -108.25\n",
"[27]\tvalid_0's poisson: -108.27\n",
"[28]\tvalid_0's poisson: -108.303\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.379\n",
"[31]\tvalid_0's poisson: -108.45\n",
"[32]\tvalid_0's poisson: -108.482\n",
"[33]\tvalid_0's poisson: -108.519\n",
"[34]\tvalid_0's poisson: -108.527\n",
"[35]\tvalid_0's poisson: -108.545\n",
"[36]\tvalid_0's poisson: -108.546\n",
"[37]\tvalid_0's poisson: -108.568\n",
"[38]\tvalid_0's poisson: -108.589\n",
"[39]\tvalid_0's poisson: -108.598\n",
"[40]\tvalid_0's poisson: -108.611\n",
"[41]\tvalid_0's poisson: -108.619\n",
"[42]\tvalid_0's poisson: -108.678\n",
"[43]\tvalid_0's poisson: -108.688\n",
"[44]\tvalid_0's poisson: -108.707\n",
"[45]\tvalid_0's poisson: -108.722\n",
"[46]\tvalid_0's poisson: -108.745\n",
"[47]\tvalid_0's poisson: -108.756\n",
"[48]\tvalid_0's poisson: -108.771\n",
"[49]\tvalid_0's poisson: -108.803\n",
"[50]\tvalid_0's poisson: -108.841\n",
"[51]\tvalid_0's poisson: -108.848\n",
"[52]\tvalid_0's poisson: -108.867\n",
"[53]\tvalid_0's poisson: -108.877\n",
"[54]\tvalid_0's poisson: -108.884\n",
"[55]\tvalid_0's poisson: -108.89\n",
"[56]\tvalid_0's poisson: -108.908\n",
"[57]\tvalid_0's poisson: -108.92\n",
"[58]\tvalid_0's poisson: -108.938\n",
"[59]\tvalid_0's poisson: -108.94\n",
"[60]\tvalid_0's poisson: -108.958\n",
"[61]\tvalid_0's poisson: -108.965\n",
"[62]\tvalid_0's poisson: -108.974\n",
"[63]\tvalid_0's poisson: -108.98\n",
"[64]\tvalid_0's poisson: -108.988\n",
"[65]\tvalid_0's poisson: -108.996\n",
"[66]\tvalid_0's poisson: -108.998\n",
"[67]\tvalid_0's poisson: -109.002\n",
"[68]\tvalid_0's poisson: -109.014\n",
"[69]\tvalid_0's poisson: -109.022\n",
"[70]\tvalid_0's poisson: -109.038\n",
"[71]\tvalid_0's poisson: -109.036\n",
"[72]\tvalid_0's poisson: -109.035\n",
"[73]\tvalid_0's poisson: -109.044\n",
"[74]\tvalid_0's poisson: -109.061\n",
"[75]\tvalid_0's poisson: -109.069\n",
"[76]\tvalid_0's poisson: -109.072\n",
"[77]\tvalid_0's poisson: -109.076\n",
"[78]\tvalid_0's poisson: -109.092\n",
"[79]\tvalid_0's poisson: -109.093\n",
"[80]\tvalid_0's poisson: -109.097\n",
"[81]\tvalid_0's poisson: -109.095\n",
"[82]\tvalid_0's poisson: -109.097\n",
"[83]\tvalid_0's poisson: -109.102\n",
"[84]\tvalid_0's poisson: -109.107\n",
"[85]\tvalid_0's poisson: -109.11\n",
"[86]\tvalid_0's poisson: -109.122\n",
"[87]\tvalid_0's poisson: -109.124\n",
"[88]\tvalid_0's poisson: -109.124\n",
"[89]\tvalid_0's poisson: -109.141\n",
"[90]\tvalid_0's poisson: -109.146\n",
"[91]\tvalid_0's poisson: -109.169\n",
"[92]\tvalid_0's poisson: -109.179\n",
"[93]\tvalid_0's poisson: -109.174\n",
"[94]\tvalid_0's poisson: -109.175\n",
"[95]\tvalid_0's poisson: -109.192\n",
"[96]\tvalid_0's poisson: -109.194\n",
"[97]\tvalid_0's poisson: -109.197\n",
"[98]\tvalid_0's poisson: -109.203\n",
"[99]\tvalid_0's poisson: -109.204\n",
"[100]\tvalid_0's poisson: -109.205\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.6859\n",
"[2]\tvalid_0's poisson: -100.137\n",
"[3]\tvalid_0's poisson: -102.357\n",
"[4]\tvalid_0's poisson: -103.914\n",
"[5]\tvalid_0's poisson: -104.969\n",
"[6]\tvalid_0's poisson: -105.9\n",
"[7]\tvalid_0's poisson: -106.374\n",
"[8]\tvalid_0's poisson: -106.748\n",
"[9]\tvalid_0's poisson: -107.033\n",
"[10]\tvalid_0's poisson: -107.225\n",
"[11]\tvalid_0's poisson: -107.379\n",
"[12]\tvalid_0's poisson: -107.482\n",
"[13]\tvalid_0's poisson: -107.603\n",
"[14]\tvalid_0's poisson: -107.753\n",
"[15]\tvalid_0's poisson: -107.876\n",
"[16]\tvalid_0's poisson: -107.975\n",
"[17]\tvalid_0's poisson: -108.063\n",
"[18]\tvalid_0's poisson: -108.108\n",
"[19]\tvalid_0's poisson: -108.19\n",
"[20]\tvalid_0's poisson: -108.214\n",
"[21]\tvalid_0's poisson: -108.239\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[22]\tvalid_0's poisson: -108.272\n",
"[23]\tvalid_0's poisson: -108.296\n",
"[24]\tvalid_0's poisson: -108.336\n",
"[25]\tvalid_0's poisson: -108.351\n",
"[26]\tvalid_0's poisson: -108.374\n",
"[27]\tvalid_0's poisson: -108.408\n",
"[28]\tvalid_0's poisson: -108.426\n",
"[29]\tvalid_0's poisson: -108.457\n",
"[30]\tvalid_0's poisson: -108.487\n",
"[31]\tvalid_0's poisson: -108.496\n",
"[32]\tvalid_0's poisson: -108.54\n",
"[33]\tvalid_0's poisson: -108.545\n",
"[34]\tvalid_0's poisson: -108.553\n",
"[35]\tvalid_0's poisson: -108.574\n",
"[36]\tvalid_0's poisson: -108.648\n",
"[37]\tvalid_0's poisson: -108.676\n",
"[38]\tvalid_0's poisson: -108.7\n",
"[39]\tvalid_0's poisson: -108.709\n",
"[40]\tvalid_0's poisson: -108.71\n",
"[41]\tvalid_0's poisson: -108.743\n",
"[42]\tvalid_0's poisson: -108.757\n",
"[43]\tvalid_0's poisson: -108.794\n",
"[44]\tvalid_0's poisson: -108.824\n",
"[45]\tvalid_0's poisson: -108.846\n",
"[46]\tvalid_0's poisson: -108.85\n",
"[47]\tvalid_0's poisson: -108.861\n",
"[48]\tvalid_0's poisson: -108.88\n",
"[49]\tvalid_0's poisson: -108.896\n",
"[50]\tvalid_0's poisson: -108.902\n",
"[51]\tvalid_0's poisson: -108.906\n",
"[52]\tvalid_0's poisson: -108.912\n",
"[53]\tvalid_0's poisson: -108.915\n",
"[54]\tvalid_0's poisson: -108.919\n",
"[55]\tvalid_0's poisson: -108.929\n",
"[56]\tvalid_0's poisson: -108.955\n",
"[57]\tvalid_0's poisson: -108.96\n",
"[58]\tvalid_0's poisson: -108.964\n",
"[59]\tvalid_0's poisson: -108.971\n",
"[60]\tvalid_0's poisson: -108.983\n",
"[61]\tvalid_0's poisson: -108.993\n",
"[62]\tvalid_0's poisson: -109.003\n",
"[63]\tvalid_0's poisson: -109.011\n",
"[64]\tvalid_0's poisson: -109.02\n",
"[65]\tvalid_0's poisson: -109.023\n",
"[66]\tvalid_0's poisson: -109.033\n",
"[67]\tvalid_0's poisson: -109.038\n",
"[68]\tvalid_0's poisson: -109.048\n",
"[69]\tvalid_0's poisson: -109.049\n",
"[70]\tvalid_0's poisson: -109.053\n",
"[71]\tvalid_0's poisson: -109.055\n",
"[72]\tvalid_0's poisson: -109.055\n",
"[73]\tvalid_0's poisson: -109.079\n",
"[74]\tvalid_0's poisson: -109.088\n",
"[75]\tvalid_0's poisson: -109.086\n",
"[76]\tvalid_0's poisson: -109.086\n",
"[77]\tvalid_0's poisson: -109.115\n",
"[78]\tvalid_0's poisson: -109.118\n",
"[79]\tvalid_0's poisson: -109.126\n",
"[80]\tvalid_0's poisson: -109.13\n",
"[81]\tvalid_0's poisson: -109.136\n",
"[82]\tvalid_0's poisson: -109.137\n",
"[83]\tvalid_0's poisson: -109.139\n",
"[84]\tvalid_0's poisson: -109.142\n",
"[85]\tvalid_0's poisson: -109.143\n",
"[86]\tvalid_0's poisson: -109.145\n",
"[87]\tvalid_0's poisson: -109.157\n",
"[88]\tvalid_0's poisson: -109.158\n",
"[89]\tvalid_0's poisson: -109.173\n",
"[90]\tvalid_0's poisson: -109.172\n",
"[91]\tvalid_0's poisson: -109.191\n",
"[92]\tvalid_0's poisson: -109.192\n",
"[93]\tvalid_0's poisson: -109.193\n",
"[94]\tvalid_0's poisson: -109.197\n",
"[95]\tvalid_0's poisson: -109.198\n",
"[96]\tvalid_0's poisson: -109.198\n",
"[97]\tvalid_0's poisson: -109.199\n",
"[98]\tvalid_0's poisson: -109.204\n",
"[99]\tvalid_0's poisson: -109.209\n",
"[100]\tvalid_0's poisson: -109.214\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.6565\n",
"[2]\tvalid_0's poisson: -100.116\n",
"[3]\tvalid_0's poisson: -102.319\n",
"[4]\tvalid_0's poisson: -103.896\n",
"[5]\tvalid_0's poisson: -104.944\n",
"[6]\tvalid_0's poisson: -105.88\n",
"[7]\tvalid_0's poisson: -106.358\n",
"[8]\tvalid_0's poisson: -106.734\n",
"[9]\tvalid_0's poisson: -107.016\n",
"[10]\tvalid_0's poisson: -107.222\n",
"[11]\tvalid_0's poisson: -107.438\n",
"[12]\tvalid_0's poisson: -107.567\n",
"[13]\tvalid_0's poisson: -107.679\n",
"[14]\tvalid_0's poisson: -107.82\n",
"[15]\tvalid_0's poisson: -107.897\n",
"[16]\tvalid_0's poisson: -107.923\n",
"[17]\tvalid_0's poisson: -107.972\n",
"[18]\tvalid_0's poisson: -108.005\n",
"[19]\tvalid_0's poisson: -108.009\n",
"[20]\tvalid_0's poisson: -108.096\n",
"[21]\tvalid_0's poisson: -108.183\n",
"[22]\tvalid_0's poisson: -108.255\n",
"[23]\tvalid_0's poisson: -108.302\n",
"[24]\tvalid_0's poisson: -108.345\n",
"[25]\tvalid_0's poisson: -108.367\n",
"[26]\tvalid_0's poisson: -108.385\n",
"[27]\tvalid_0's poisson: -108.413\n",
"[28]\tvalid_0's poisson: -108.443\n",
"[29]\tvalid_0's poisson: -108.481\n",
"[30]\tvalid_0's poisson: -108.505\n",
"[31]\tvalid_0's poisson: -108.537\n",
"[32]\tvalid_0's poisson: -108.561\n",
"[33]\tvalid_0's poisson: -108.572\n",
"[34]\tvalid_0's poisson: -108.591\n",
"[35]\tvalid_0's poisson: -108.602\n",
"[36]\tvalid_0's poisson: -108.615\n",
"[37]\tvalid_0's poisson: -108.669\n",
"[38]\tvalid_0's poisson: -108.675\n",
"[39]\tvalid_0's poisson: -108.681\n",
"[40]\tvalid_0's poisson: -108.71\n",
"[41]\tvalid_0's poisson: -108.73\n",
"[42]\tvalid_0's poisson: -108.738\n",
"[43]\tvalid_0's poisson: -108.74\n",
"[44]\tvalid_0's poisson: -108.747\n",
"[45]\tvalid_0's poisson: -108.776\n",
"[46]\tvalid_0's poisson: -108.801\n",
"[47]\tvalid_0's poisson: -108.806\n",
"[48]\tvalid_0's poisson: -108.822\n",
"[49]\tvalid_0's poisson: -108.827\n",
"[50]\tvalid_0's poisson: -108.851\n",
"[51]\tvalid_0's poisson: -108.884\n",
"[52]\tvalid_0's poisson: -108.893\n",
"[53]\tvalid_0's poisson: -108.908\n",
"[54]\tvalid_0's poisson: -108.915\n",
"[55]\tvalid_0's poisson: -108.921\n",
"[56]\tvalid_0's poisson: -108.924\n",
"[57]\tvalid_0's poisson: -108.921\n",
"[58]\tvalid_0's poisson: -108.925\n",
"[59]\tvalid_0's poisson: -108.955\n",
"[60]\tvalid_0's poisson: -108.986\n",
"[61]\tvalid_0's poisson: -108.993\n",
"[62]\tvalid_0's poisson: -109\n",
"[63]\tvalid_0's poisson: -109.01\n",
"[64]\tvalid_0's poisson: -109.012\n",
"[65]\tvalid_0's poisson: -109.016\n",
"[66]\tvalid_0's poisson: -109.033\n",
"[67]\tvalid_0's poisson: -109.039\n",
"[68]\tvalid_0's poisson: -109.04\n",
"[69]\tvalid_0's poisson: -109.049\n",
"[70]\tvalid_0's poisson: -109.049\n",
"[71]\tvalid_0's poisson: -109.051\n",
"[72]\tvalid_0's poisson: -109.056\n",
"[73]\tvalid_0's poisson: -109.061\n",
"[74]\tvalid_0's poisson: -109.066\n",
"[75]\tvalid_0's poisson: -109.081\n",
"[76]\tvalid_0's poisson: -109.077\n",
"[77]\tvalid_0's poisson: -109.077\n",
"[78]\tvalid_0's poisson: -109.083\n",
"[79]\tvalid_0's poisson: -109.085\n",
"[80]\tvalid_0's poisson: -109.081\n",
"[81]\tvalid_0's poisson: -109.091\n",
"[82]\tvalid_0's poisson: -109.096\n",
"[83]\tvalid_0's poisson: -109.105\n",
"[84]\tvalid_0's poisson: -109.109\n",
"[85]\tvalid_0's poisson: -109.11\n",
"[86]\tvalid_0's poisson: -109.113\n",
"[87]\tvalid_0's poisson: -109.117\n",
"[88]\tvalid_0's poisson: -109.116\n",
"[89]\tvalid_0's poisson: -109.115\n",
"[90]\tvalid_0's poisson: -109.123\n",
"[91]\tvalid_0's poisson: -109.124\n",
"[92]\tvalid_0's poisson: -109.124\n",
"[93]\tvalid_0's poisson: -109.127\n",
"[94]\tvalid_0's poisson: -109.123\n",
"[95]\tvalid_0's poisson: -109.127\n",
"[96]\tvalid_0's poisson: -109.13\n",
"[97]\tvalid_0's poisson: -109.127\n",
"[98]\tvalid_0's poisson: -109.132\n",
"[99]\tvalid_0's poisson: -109.132\n",
"[100]\tvalid_0's poisson: -109.135\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=1, learning_rate=1.0, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.047\n",
"[2]\tvalid_0's poisson: -103.481\n",
"[3]\tvalid_0's poisson: -105.221\n",
"[4]\tvalid_0's poisson: -106.189\n",
"[5]\tvalid_0's poisson: -106.802\n",
"[6]\tvalid_0's poisson: -107.115\n",
"[7]\tvalid_0's poisson: -107.426\n",
"[8]\tvalid_0's poisson: -107.867\n",
"[9]\tvalid_0's poisson: -107.994\n",
"[10]\tvalid_0's poisson: -108.136\n",
"[11]\tvalid_0's poisson: -108.214\n",
"[12]\tvalid_0's poisson: -108.286\n",
"[13]\tvalid_0's poisson: -108.364\n",
"[14]\tvalid_0's poisson: -108.522\n",
"[15]\tvalid_0's poisson: -108.655\n",
"[16]\tvalid_0's poisson: -108.825\n",
"[17]\tvalid_0's poisson: -108.853\n",
"[18]\tvalid_0's poisson: -108.884\n",
"[19]\tvalid_0's poisson: -108.906\n",
"[20]\tvalid_0's poisson: -108.93\n",
"[21]\tvalid_0's poisson: -108.948\n",
"[22]\tvalid_0's poisson: -108.963\n",
"[23]\tvalid_0's poisson: -109.023\n",
"[24]\tvalid_0's poisson: -109.089\n",
"[25]\tvalid_0's poisson: -109.094\n",
"[26]\tvalid_0's poisson: -109.1\n",
"[27]\tvalid_0's poisson: -109.126\n",
"[28]\tvalid_0's poisson: -109.152\n",
"[29]\tvalid_0's poisson: -109.196\n",
"[30]\tvalid_0's poisson: -109.211\n",
"[31]\tvalid_0's poisson: -109.22\n",
"[32]\tvalid_0's poisson: -109.238\n",
"[33]\tvalid_0's poisson: -109.281\n",
"[34]\tvalid_0's poisson: -109.287\n",
"[35]\tvalid_0's poisson: -109.3\n",
"[36]\tvalid_0's poisson: -109.305\n",
"[37]\tvalid_0's poisson: -109.303\n",
"[38]\tvalid_0's poisson: -109.304\n",
"[39]\tvalid_0's poisson: -109.343\n",
"[40]\tvalid_0's poisson: -109.341\n",
"[41]\tvalid_0's poisson: -109.352\n",
"[42]\tvalid_0's poisson: -109.357\n",
"[43]\tvalid_0's poisson: -109.352\n",
"[44]\tvalid_0's poisson: -109.349\n",
"[45]\tvalid_0's poisson: -109.354\n",
"[46]\tvalid_0's poisson: -109.364\n",
"[47]\tvalid_0's poisson: -109.371\n",
"[48]\tvalid_0's poisson: -109.378\n",
"[49]\tvalid_0's poisson: -109.402\n",
"[50]\tvalid_0's poisson: -109.409\n",
"[51]\tvalid_0's poisson: -109.407\n",
"[52]\tvalid_0's poisson: -109.419\n",
"[53]\tvalid_0's poisson: -109.428\n",
"[54]\tvalid_0's poisson: -109.451\n",
"[55]\tvalid_0's poisson: -109.451\n",
"[56]\tvalid_0's poisson: -109.457\n",
"[57]\tvalid_0's poisson: -109.468\n",
"[58]\tvalid_0's poisson: -109.47\n",
"[59]\tvalid_0's poisson: -109.473\n",
"[60]\tvalid_0's poisson: -109.472\n",
"[61]\tvalid_0's poisson: -109.485\n",
"[62]\tvalid_0's poisson: -109.49\n",
"[63]\tvalid_0's poisson: -109.49\n",
"[64]\tvalid_0's poisson: -109.485\n",
"[65]\tvalid_0's poisson: -109.504\n",
"[66]\tvalid_0's poisson: -109.505\n",
"[67]\tvalid_0's poisson: -109.52\n",
"[68]\tvalid_0's poisson: -109.523\n",
"[69]\tvalid_0's poisson: -109.519\n",
"[70]\tvalid_0's poisson: -109.516\n",
"[71]\tvalid_0's poisson: -109.526\n",
"[72]\tvalid_0's poisson: -109.529\n",
"[73]\tvalid_0's poisson: -109.526\n",
"[74]\tvalid_0's poisson: -109.536\n",
"[75]\tvalid_0's poisson: -109.539\n",
"[76]\tvalid_0's poisson: -109.538\n",
"[77]\tvalid_0's poisson: -109.539\n",
"[78]\tvalid_0's poisson: -109.539\n",
"[79]\tvalid_0's poisson: -109.529\n",
"[80]\tvalid_0's poisson: -109.53\n",
"[81]\tvalid_0's poisson: -109.539\n",
"[82]\tvalid_0's poisson: -109.541\n",
"[83]\tvalid_0's poisson: -109.546\n",
"[84]\tvalid_0's poisson: -109.554\n",
"[85]\tvalid_0's poisson: -109.557\n",
"[86]\tvalid_0's poisson: -109.557\n",
"[87]\tvalid_0's poisson: -109.559\n",
"[88]\tvalid_0's poisson: -109.561\n",
"[89]\tvalid_0's poisson: -109.56\n",
"[90]\tvalid_0's poisson: -109.556\n",
"[91]\tvalid_0's poisson: -109.558\n",
"[92]\tvalid_0's poisson: -109.558\n",
"[93]\tvalid_0's poisson: -109.559\n",
"[94]\tvalid_0's poisson: -109.557\n",
"[95]\tvalid_0's poisson: -109.561\n",
"[96]\tvalid_0's poisson: -109.56\n",
"[97]\tvalid_0's poisson: -109.563\n",
"[98]\tvalid_0's poisson: -109.56\n",
"[99]\tvalid_0's poisson: -109.559\n",
"[100]\tvalid_0's poisson: -109.562\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -99.8462\n",
"[2]\tvalid_0's poisson: -102.694\n",
"[3]\tvalid_0's poisson: -104.772\n",
"[4]\tvalid_0's poisson: -105.871\n",
"[5]\tvalid_0's poisson: -106.598\n",
"[6]\tvalid_0's poisson: -107.06\n",
"[7]\tvalid_0's poisson: -107.507\n",
"[8]\tvalid_0's poisson: -107.722\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.009\n",
"[11]\tvalid_0's poisson: -108.178\n",
"[12]\tvalid_0's poisson: -108.288\n",
"[13]\tvalid_0's poisson: -108.386\n",
"[14]\tvalid_0's poisson: -108.442\n",
"[15]\tvalid_0's poisson: -108.518\n",
"[16]\tvalid_0's poisson: -108.531\n",
"[17]\tvalid_0's poisson: -108.615\n",
"[18]\tvalid_0's poisson: -108.723\n",
"[19]\tvalid_0's poisson: -108.804\n",
"[20]\tvalid_0's poisson: -108.812\n",
"[21]\tvalid_0's poisson: -108.833\n",
"[22]\tvalid_0's poisson: -108.914\n",
"[23]\tvalid_0's poisson: -108.933\n",
"[24]\tvalid_0's poisson: -108.975\n",
"[25]\tvalid_0's poisson: -108.982\n",
"[26]\tvalid_0's poisson: -108.994\n",
"[27]\tvalid_0's poisson: -109\n",
"[28]\tvalid_0's poisson: -109.085\n",
"[29]\tvalid_0's poisson: -109.121\n",
"[30]\tvalid_0's poisson: -109.143\n",
"[31]\tvalid_0's poisson: -109.152\n",
"[32]\tvalid_0's poisson: -109.161\n",
"[33]\tvalid_0's poisson: -109.172\n",
"[34]\tvalid_0's poisson: -109.189\n",
"[35]\tvalid_0's poisson: -109.198\n",
"[36]\tvalid_0's poisson: -109.238\n",
"[37]\tvalid_0's poisson: -109.247\n",
"[38]\tvalid_0's poisson: -109.26\n",
"[39]\tvalid_0's poisson: -109.275\n",
"[40]\tvalid_0's poisson: -109.28\n",
"[41]\tvalid_0's poisson: -109.288\n",
"[42]\tvalid_0's poisson: -109.288\n",
"[43]\tvalid_0's poisson: -109.292\n",
"[44]\tvalid_0's poisson: -109.315\n",
"[45]\tvalid_0's poisson: -109.321\n",
"[46]\tvalid_0's poisson: -109.33\n",
"[47]\tvalid_0's poisson: -109.338\n",
"[48]\tvalid_0's poisson: -109.343\n",
"[49]\tvalid_0's poisson: -109.364\n",
"[50]\tvalid_0's poisson: -109.372\n",
"[51]\tvalid_0's poisson: -109.372\n",
"[52]\tvalid_0's poisson: -109.375\n",
"[53]\tvalid_0's poisson: -109.378\n",
"[54]\tvalid_0's poisson: -109.393\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.415\n",
"[57]\tvalid_0's poisson: -109.417\n",
"[58]\tvalid_0's poisson: -109.428\n",
"[59]\tvalid_0's poisson: -109.427\n",
"[60]\tvalid_0's poisson: -109.426\n",
"[61]\tvalid_0's poisson: -109.428\n",
"[62]\tvalid_0's poisson: -109.426\n",
"[63]\tvalid_0's poisson: -109.432\n",
"[64]\tvalid_0's poisson: -109.429\n",
"[65]\tvalid_0's poisson: -109.438\n",
"[66]\tvalid_0's poisson: -109.442\n",
"[67]\tvalid_0's poisson: -109.448\n",
"[68]\tvalid_0's poisson: -109.445\n",
"[69]\tvalid_0's poisson: -109.443\n",
"[70]\tvalid_0's poisson: -109.457\n",
"[71]\tvalid_0's poisson: -109.46\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[72]\tvalid_0's poisson: -109.463\n",
"[73]\tvalid_0's poisson: -109.465\n",
"[74]\tvalid_0's poisson: -109.464\n",
"[75]\tvalid_0's poisson: -109.466\n",
"[76]\tvalid_0's poisson: -109.47\n",
"[77]\tvalid_0's poisson: -109.466\n",
"[78]\tvalid_0's poisson: -109.465\n",
"[79]\tvalid_0's poisson: -109.484\n",
"[80]\tvalid_0's poisson: -109.502\n",
"[81]\tvalid_0's poisson: -109.501\n",
"[82]\tvalid_0's poisson: -109.505\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.512\n",
"[85]\tvalid_0's poisson: -109.513\n",
"[86]\tvalid_0's poisson: -109.516\n",
"[87]\tvalid_0's poisson: -109.518\n",
"[88]\tvalid_0's poisson: -109.521\n",
"[89]\tvalid_0's poisson: -109.517\n",
"[90]\tvalid_0's poisson: -109.516\n",
"[91]\tvalid_0's poisson: -109.527\n",
"[92]\tvalid_0's poisson: -109.531\n",
"[93]\tvalid_0's poisson: -109.531\n",
"[94]\tvalid_0's poisson: -109.539\n",
"[95]\tvalid_0's poisson: -109.539\n",
"[96]\tvalid_0's poisson: -109.545\n",
"[97]\tvalid_0's poisson: -109.555\n",
"[98]\tvalid_0's poisson: -109.555\n",
"[99]\tvalid_0's poisson: -109.558\n",
"[100]\tvalid_0's poisson: -109.556\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -99.989\n",
"[2]\tvalid_0's poisson: -103.127\n",
"[3]\tvalid_0's poisson: -104.849\n",
"[4]\tvalid_0's poisson: -105.815\n",
"[5]\tvalid_0's poisson: -106.458\n",
"[6]\tvalid_0's poisson: -106.921\n",
"[7]\tvalid_0's poisson: -107.183\n",
"[8]\tvalid_0's poisson: -107.334\n",
"[9]\tvalid_0's poisson: -107.437\n",
"[10]\tvalid_0's poisson: -107.636\n",
"[11]\tvalid_0's poisson: -108.245\n",
"[12]\tvalid_0's poisson: -108.474\n",
"[13]\tvalid_0's poisson: -108.558\n",
"[14]\tvalid_0's poisson: -108.596\n",
"[15]\tvalid_0's poisson: -108.662\n",
"[16]\tvalid_0's poisson: -108.718\n",
"[17]\tvalid_0's poisson: -108.757\n",
"[18]\tvalid_0's poisson: -108.845\n",
"[19]\tvalid_0's poisson: -108.92\n",
"[20]\tvalid_0's poisson: -108.934\n",
"[21]\tvalid_0's poisson: -108.955\n",
"[22]\tvalid_0's poisson: -109.004\n",
"[23]\tvalid_0's poisson: -109.058\n",
"[24]\tvalid_0's poisson: -109.088\n",
"[25]\tvalid_0's poisson: -109.09\n",
"[26]\tvalid_0's poisson: -109.112\n",
"[27]\tvalid_0's poisson: -109.123\n",
"[28]\tvalid_0's poisson: -109.158\n",
"[29]\tvalid_0's poisson: -109.158\n",
"[30]\tvalid_0's poisson: -109.213\n",
"[31]\tvalid_0's poisson: -109.217\n",
"[32]\tvalid_0's poisson: -109.226\n",
"[33]\tvalid_0's poisson: -109.253\n",
"[34]\tvalid_0's poisson: -109.268\n",
"[35]\tvalid_0's poisson: -109.282\n",
"[36]\tvalid_0's poisson: -109.296\n",
"[37]\tvalid_0's poisson: -109.299\n",
"[38]\tvalid_0's poisson: -109.297\n",
"[39]\tvalid_0's poisson: -109.298\n",
"[40]\tvalid_0's poisson: -109.298\n",
"[41]\tvalid_0's poisson: -109.312\n",
"[42]\tvalid_0's poisson: -109.319\n",
"[43]\tvalid_0's poisson: -109.316\n",
"[44]\tvalid_0's poisson: -109.319\n",
"[45]\tvalid_0's poisson: -109.36\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.359\n",
"[48]\tvalid_0's poisson: -109.369\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.374\n",
"[51]\tvalid_0's poisson: -109.378\n",
"[52]\tvalid_0's poisson: -109.377\n",
"[53]\tvalid_0's poisson: -109.383\n",
"[54]\tvalid_0's poisson: -109.378\n",
"[55]\tvalid_0's poisson: -109.387\n",
"[56]\tvalid_0's poisson: -109.392\n",
"[57]\tvalid_0's poisson: -109.406\n",
"[58]\tvalid_0's poisson: -109.408\n",
"[59]\tvalid_0's poisson: -109.402\n",
"[60]\tvalid_0's poisson: -109.402\n",
"[61]\tvalid_0's poisson: -109.406\n",
"[62]\tvalid_0's poisson: -109.409\n",
"[63]\tvalid_0's poisson: -109.412\n",
"[64]\tvalid_0's poisson: -109.42\n",
"[65]\tvalid_0's poisson: -109.426\n",
"[66]\tvalid_0's poisson: -109.425\n",
"[67]\tvalid_0's poisson: -109.428\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.433\n",
"[70]\tvalid_0's poisson: -109.441\n",
"[71]\tvalid_0's poisson: -109.439\n",
"[72]\tvalid_0's poisson: -109.472\n",
"[73]\tvalid_0's poisson: -109.469\n",
"[74]\tvalid_0's poisson: -109.475\n",
"[75]\tvalid_0's poisson: -109.478\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.487\n",
"[78]\tvalid_0's poisson: -109.483\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.489\n",
"[81]\tvalid_0's poisson: -109.492\n",
"[82]\tvalid_0's poisson: -109.502\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.517\n",
"[85]\tvalid_0's poisson: -109.516\n",
"[86]\tvalid_0's poisson: -109.52\n",
"[87]\tvalid_0's poisson: -109.524\n",
"[88]\tvalid_0's poisson: -109.523\n",
"[89]\tvalid_0's poisson: -109.523\n",
"[90]\tvalid_0's poisson: -109.524\n",
"[91]\tvalid_0's poisson: -109.52\n",
"[92]\tvalid_0's poisson: -109.517\n",
"[93]\tvalid_0's poisson: -109.516\n",
"[94]\tvalid_0's poisson: -109.523\n",
"[95]\tvalid_0's poisson: -109.521\n",
"[96]\tvalid_0's poisson: -109.519\n",
"[97]\tvalid_0's poisson: -109.527\n",
"[98]\tvalid_0's poisson: -109.532\n",
"[99]\tvalid_0's poisson: -109.532\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.013\n",
"[2]\tvalid_0's poisson: -103.203\n",
"[3]\tvalid_0's poisson: -104.867\n",
"[4]\tvalid_0's poisson: -105.841\n",
"[5]\tvalid_0's poisson: -106.436\n",
"[6]\tvalid_0's poisson: -106.808\n",
"[7]\tvalid_0's poisson: -107.522\n",
"[8]\tvalid_0's poisson: -107.814\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.225\n",
"[11]\tvalid_0's poisson: -108.304\n",
"[12]\tvalid_0's poisson: -108.381\n",
"[13]\tvalid_0's poisson: -108.477\n",
"[14]\tvalid_0's poisson: -108.509\n",
"[15]\tvalid_0's poisson: -108.664\n",
"[16]\tvalid_0's poisson: -108.735\n",
"[17]\tvalid_0's poisson: -108.804\n",
"[18]\tvalid_0's poisson: -108.823\n",
"[19]\tvalid_0's poisson: -108.866\n",
"[20]\tvalid_0's poisson: -108.937\n",
"[21]\tvalid_0's poisson: -108.972\n",
"[22]\tvalid_0's poisson: -108.977\n",
"[23]\tvalid_0's poisson: -108.988\n",
"[24]\tvalid_0's poisson: -109.009\n",
"[25]\tvalid_0's poisson: -109.033\n",
"[26]\tvalid_0's poisson: -109.042\n",
"[27]\tvalid_0's poisson: -109.048\n",
"[28]\tvalid_0's poisson: -109.072\n",
"[29]\tvalid_0's poisson: -109.115\n",
"[30]\tvalid_0's poisson: -109.128\n",
"[31]\tvalid_0's poisson: -109.145\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.163\n",
"[34]\tvalid_0's poisson: -109.176\n",
"[35]\tvalid_0's poisson: -109.216\n",
"[36]\tvalid_0's poisson: -109.252\n",
"[37]\tvalid_0's poisson: -109.268\n",
"[38]\tvalid_0's poisson: -109.276\n",
"[39]\tvalid_0's poisson: -109.293\n",
"[40]\tvalid_0's poisson: -109.297\n",
"[41]\tvalid_0's poisson: -109.303\n",
"[42]\tvalid_0's poisson: -109.307\n",
"[43]\tvalid_0's poisson: -109.304\n",
"[44]\tvalid_0's poisson: -109.309\n",
"[45]\tvalid_0's poisson: -109.328\n",
"[46]\tvalid_0's poisson: -109.343\n",
"[47]\tvalid_0's poisson: -109.377\n",
"[48]\tvalid_0's poisson: -109.382\n",
"[49]\tvalid_0's poisson: -109.384\n",
"[50]\tvalid_0's poisson: -109.386\n",
"[51]\tvalid_0's poisson: -109.39\n",
"[52]\tvalid_0's poisson: -109.385\n",
"[53]\tvalid_0's poisson: -109.391\n",
"[54]\tvalid_0's poisson: -109.394\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.4\n",
"[57]\tvalid_0's poisson: -109.405\n",
"[58]\tvalid_0's poisson: -109.418\n",
"[59]\tvalid_0's poisson: -109.441\n",
"[60]\tvalid_0's poisson: -109.45\n",
"[61]\tvalid_0's poisson: -109.461\n",
"[62]\tvalid_0's poisson: -109.466\n",
"[63]\tvalid_0's poisson: -109.466\n",
"[64]\tvalid_0's poisson: -109.472\n",
"[65]\tvalid_0's poisson: -109.472\n",
"[66]\tvalid_0's poisson: -109.479\n",
"[67]\tvalid_0's poisson: -109.482\n",
"[68]\tvalid_0's poisson: -109.476\n",
"[69]\tvalid_0's poisson: -109.474\n",
"[70]\tvalid_0's poisson: -109.474\n",
"[71]\tvalid_0's poisson: -109.482\n",
"[72]\tvalid_0's poisson: -109.485\n",
"[73]\tvalid_0's poisson: -109.485\n",
"[74]\tvalid_0's poisson: -109.486\n",
"[75]\tvalid_0's poisson: -109.493\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.479\n",
"[78]\tvalid_0's poisson: -109.478\n",
"[79]\tvalid_0's poisson: -109.479\n",
"[80]\tvalid_0's poisson: -109.482\n",
"[81]\tvalid_0's poisson: -109.48\n",
"[82]\tvalid_0's poisson: -109.486\n",
"[83]\tvalid_0's poisson: -109.488\n",
"[84]\tvalid_0's poisson: -109.489\n",
"[85]\tvalid_0's poisson: -109.494\n",
"[86]\tvalid_0's poisson: -109.493\n",
"[87]\tvalid_0's poisson: -109.502\n",
"[88]\tvalid_0's poisson: -109.504\n",
"[89]\tvalid_0's poisson: -109.507\n",
"[90]\tvalid_0's poisson: -109.506\n",
"[91]\tvalid_0's poisson: -109.499\n",
"[92]\tvalid_0's poisson: -109.5\n",
"[93]\tvalid_0's poisson: -109.513\n",
"[94]\tvalid_0's poisson: -109.507\n",
"[95]\tvalid_0's poisson: -109.508\n",
"[96]\tvalid_0's poisson: -109.508\n",
"[97]\tvalid_0's poisson: -109.507\n",
"[98]\tvalid_0's poisson: -109.51\n",
"[99]\tvalid_0's poisson: -109.51\n",
"[100]\tvalid_0's poisson: -109.513\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.006\n",
"[2]\tvalid_0's poisson: -103.183\n",
"[3]\tvalid_0's poisson: -104.915\n",
"[4]\tvalid_0's poisson: -105.848\n",
"[5]\tvalid_0's poisson: -106.835\n",
"[6]\tvalid_0's poisson: -107.238\n",
"[7]\tvalid_0's poisson: -107.458\n",
"[8]\tvalid_0's poisson: -107.669\n",
"[9]\tvalid_0's poisson: -107.759\n",
"[10]\tvalid_0's poisson: -107.892\n",
"[11]\tvalid_0's poisson: -108.092\n",
"[12]\tvalid_0's poisson: -108.217\n",
"[13]\tvalid_0's poisson: -108.421\n",
"[14]\tvalid_0's poisson: -108.542\n",
"[15]\tvalid_0's poisson: -108.613\n",
"[16]\tvalid_0's poisson: -108.672\n",
"[17]\tvalid_0's poisson: -108.712\n",
"[18]\tvalid_0's poisson: -108.791\n",
"[19]\tvalid_0's poisson: -108.856\n",
"[20]\tvalid_0's poisson: -108.891\n",
"[21]\tvalid_0's poisson: -108.944\n",
"[22]\tvalid_0's poisson: -108.988\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.032\n",
"[25]\tvalid_0's poisson: -109.059\n",
"[26]\tvalid_0's poisson: -109.085\n",
"[27]\tvalid_0's poisson: -109.093\n",
"[28]\tvalid_0's poisson: -109.101\n",
"[29]\tvalid_0's poisson: -109.119\n",
"[30]\tvalid_0's poisson: -109.121\n",
"[31]\tvalid_0's poisson: -109.131\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.165\n",
"[34]\tvalid_0's poisson: -109.164\n",
"[35]\tvalid_0's poisson: -109.176\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.207\n",
"[38]\tvalid_0's poisson: -109.208\n",
"[39]\tvalid_0's poisson: -109.226\n",
"[40]\tvalid_0's poisson: -109.227\n",
"[41]\tvalid_0's poisson: -109.243\n",
"[42]\tvalid_0's poisson: -109.262\n",
"[43]\tvalid_0's poisson: -109.283\n",
"[44]\tvalid_0's poisson: -109.288\n",
"[45]\tvalid_0's poisson: -109.292\n",
"[46]\tvalid_0's poisson: -109.298\n",
"[47]\tvalid_0's poisson: -109.294\n",
"[48]\tvalid_0's poisson: -109.297\n",
"[49]\tvalid_0's poisson: -109.308\n",
"[50]\tvalid_0's poisson: -109.324\n",
"[51]\tvalid_0's poisson: -109.322\n",
"[52]\tvalid_0's poisson: -109.327\n",
"[53]\tvalid_0's poisson: -109.328\n",
"[54]\tvalid_0's poisson: -109.328\n",
"[55]\tvalid_0's poisson: -109.333\n",
"[56]\tvalid_0's poisson: -109.332\n",
"[57]\tvalid_0's poisson: -109.333\n",
"[58]\tvalid_0's poisson: -109.334\n",
"[59]\tvalid_0's poisson: -109.367\n",
"[60]\tvalid_0's poisson: -109.377\n",
"[61]\tvalid_0's poisson: -109.376\n",
"[62]\tvalid_0's poisson: -109.374\n",
"[63]\tvalid_0's poisson: -109.401\n",
"[64]\tvalid_0's poisson: -109.402\n",
"[65]\tvalid_0's poisson: -109.405\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.429\n",
"[70]\tvalid_0's poisson: -109.446\n",
"[71]\tvalid_0's poisson: -109.447\n",
"[72]\tvalid_0's poisson: -109.447\n",
"[73]\tvalid_0's poisson: -109.451\n",
"[74]\tvalid_0's poisson: -109.453\n",
"[75]\tvalid_0's poisson: -109.452\n",
"[76]\tvalid_0's poisson: -109.449\n",
"[77]\tvalid_0's poisson: -109.457\n",
"[78]\tvalid_0's poisson: -109.456\n",
"[79]\tvalid_0's poisson: -109.455\n",
"[80]\tvalid_0's poisson: -109.457\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.464\n",
"[83]\tvalid_0's poisson: -109.468\n",
"[84]\tvalid_0's poisson: -109.469\n",
"[85]\tvalid_0's poisson: -109.467\n",
"[86]\tvalid_0's poisson: -109.477\n",
"[87]\tvalid_0's poisson: -109.482\n",
"[88]\tvalid_0's poisson: -109.486\n",
"[89]\tvalid_0's poisson: -109.491\n",
"[90]\tvalid_0's poisson: -109.494\n",
"[91]\tvalid_0's poisson: -109.494\n",
"[92]\tvalid_0's poisson: -109.5\n",
"[93]\tvalid_0's poisson: -109.496\n",
"[94]\tvalid_0's poisson: -109.491\n",
"[95]\tvalid_0's poisson: -109.499\n",
"[96]\tvalid_0's poisson: -109.5\n",
"[97]\tvalid_0's poisson: -109.502\n",
"[98]\tvalid_0's poisson: -109.501\n",
"[99]\tvalid_0's poisson: -109.501\n",
"[100]\tvalid_0's poisson: -109.503\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2405\n",
"[2]\tvalid_0's poisson: -87.3069\n",
"[3]\tvalid_0's poisson: -87.3729\n",
"[4]\tvalid_0's poisson: -87.4385\n",
"[5]\tvalid_0's poisson: -87.5037\n",
"[6]\tvalid_0's poisson: -87.5684\n",
"[7]\tvalid_0's poisson: -87.6327\n",
"[8]\tvalid_0's poisson: -87.6967\n",
"[9]\tvalid_0's poisson: -87.7602\n",
"[10]\tvalid_0's poisson: -87.8234\n",
"[11]\tvalid_0's poisson: -87.8862\n",
"[12]\tvalid_0's poisson: -87.9486\n",
"[13]\tvalid_0's poisson: -88.0106\n",
"[14]\tvalid_0's poisson: -88.0723\n",
"[15]\tvalid_0's poisson: -88.1335\n",
"[16]\tvalid_0's poisson: -88.1944\n",
"[17]\tvalid_0's poisson: -88.2549\n",
"[18]\tvalid_0's poisson: -88.3151\n",
"[19]\tvalid_0's poisson: -88.375\n",
"[20]\tvalid_0's poisson: -88.4344\n",
"[21]\tvalid_0's poisson: -88.4935\n",
"[22]\tvalid_0's poisson: -88.5523\n",
"[23]\tvalid_0's poisson: -88.6113\n",
"[24]\tvalid_0's poisson: -88.6693\n",
"[25]\tvalid_0's poisson: -88.7271\n",
"[26]\tvalid_0's poisson: -88.785\n",
"[27]\tvalid_0's poisson: -88.8421\n",
"[28]\tvalid_0's poisson: -88.8994\n",
"[29]\tvalid_0's poisson: -88.9558\n",
"[30]\tvalid_0's poisson: -89.012\n",
"[31]\tvalid_0's poisson: -89.0683\n",
"[32]\tvalid_0's poisson: -89.1238\n",
"[33]\tvalid_0's poisson: -89.1795\n",
"[34]\tvalid_0's poisson: -89.2344\n",
"[35]\tvalid_0's poisson: -89.289\n",
"[36]\tvalid_0's poisson: -89.3437\n",
"[37]\tvalid_0's poisson: -89.3977\n",
"[38]\tvalid_0's poisson: -89.4518\n",
"[39]\tvalid_0's poisson: -89.5053\n",
"[40]\tvalid_0's poisson: -89.5584\n",
"[41]\tvalid_0's poisson: -89.6116\n",
"[42]\tvalid_0's poisson: -89.6642\n",
"[43]\tvalid_0's poisson: -89.7169\n",
"[44]\tvalid_0's poisson: -89.7689\n",
"[45]\tvalid_0's poisson: -89.8206\n",
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"[47]\tvalid_0's poisson: -89.9236\n",
"[48]\tvalid_0's poisson: -89.9749\n",
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"[50]\tvalid_0's poisson: -90.0759\n",
"[51]\tvalid_0's poisson: -90.1264\n",
"[52]\tvalid_0's poisson: -90.1762\n",
"[53]\tvalid_0's poisson: -90.2262\n",
"[54]\tvalid_0's poisson: -90.2755\n",
"[55]\tvalid_0's poisson: -90.3245\n",
"[56]\tvalid_0's poisson: -90.3737\n",
"[57]\tvalid_0's poisson: -90.4223\n",
"[58]\tvalid_0's poisson: -90.471\n",
"[59]\tvalid_0's poisson: -90.519\n",
"[60]\tvalid_0's poisson: -90.5669\n",
"[61]\tvalid_0's poisson: -90.6148\n",
"[62]\tvalid_0's poisson: -90.6622\n",
"[63]\tvalid_0's poisson: -90.7096\n",
"[64]\tvalid_0's poisson: -90.7565\n",
"[65]\tvalid_0's poisson: -90.8031\n",
"[66]\tvalid_0's poisson: -90.8504\n",
"[67]\tvalid_0's poisson: -90.8965\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -90.9428\n",
"[69]\tvalid_0's poisson: -90.9894\n",
"[70]\tvalid_0's poisson: -91.0349\n",
"[71]\tvalid_0's poisson: -91.0811\n",
"[72]\tvalid_0's poisson: -91.1262\n",
"[73]\tvalid_0's poisson: -91.1714\n",
"[74]\tvalid_0's poisson: -91.2169\n",
"[75]\tvalid_0's poisson: -91.2614\n",
"[76]\tvalid_0's poisson: -91.3056\n",
"[77]\tvalid_0's poisson: -91.3505\n",
"[78]\tvalid_0's poisson: -91.3943\n",
"[79]\tvalid_0's poisson: -91.4387\n",
"[80]\tvalid_0's poisson: -91.4822\n",
"[81]\tvalid_0's poisson: -91.5262\n",
"[82]\tvalid_0's poisson: -91.5693\n",
"[83]\tvalid_0's poisson: -91.6124\n",
"[84]\tvalid_0's poisson: -91.6558\n",
"[85]\tvalid_0's poisson: -91.6983\n",
"[86]\tvalid_0's poisson: -91.7413\n",
"[87]\tvalid_0's poisson: -91.7834\n",
"[88]\tvalid_0's poisson: -91.8253\n",
"[89]\tvalid_0's poisson: -91.8677\n",
"[90]\tvalid_0's poisson: -91.9093\n",
"[91]\tvalid_0's poisson: -91.9513\n",
"[92]\tvalid_0's poisson: -91.9927\n",
"[93]\tvalid_0's poisson: -92.0337\n",
"[94]\tvalid_0's poisson: -92.0752\n",
"[95]\tvalid_0's poisson: -92.1158\n",
"[96]\tvalid_0's poisson: -92.1569\n",
"[97]\tvalid_0's poisson: -92.1971\n",
"[98]\tvalid_0's poisson: -92.2378\n",
"[99]\tvalid_0's poisson: -92.2777\n",
"[100]\tvalid_0's poisson: -92.3177\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2407\n",
"[2]\tvalid_0's poisson: -87.3069\n",
"[3]\tvalid_0's poisson: -87.3727\n",
"[4]\tvalid_0's poisson: -87.438\n",
"[5]\tvalid_0's poisson: -87.5058\n",
"[6]\tvalid_0's poisson: -87.5721\n",
"[7]\tvalid_0's poisson: -87.6379\n",
"[8]\tvalid_0's poisson: -87.7033\n",
"[9]\tvalid_0's poisson: -87.7683\n",
"[10]\tvalid_0's poisson: -87.8328\n",
"[11]\tvalid_0's poisson: -87.897\n",
"[12]\tvalid_0's poisson: -87.9607\n",
"[13]\tvalid_0's poisson: -88.0241\n",
"[14]\tvalid_0's poisson: -88.088\n",
"[15]\tvalid_0's poisson: -88.1506\n",
"[16]\tvalid_0's poisson: -88.2128\n",
"[17]\tvalid_0's poisson: -88.2746\n",
"[18]\tvalid_0's poisson: -88.336\n",
"[19]\tvalid_0's poisson: -88.3971\n",
"[20]\tvalid_0's poisson: -88.4577\n",
"[21]\tvalid_0's poisson: -88.5181\n",
"[22]\tvalid_0's poisson: -88.578\n",
"[23]\tvalid_0's poisson: -88.6376\n",
"[24]\tvalid_0's poisson: -88.6968\n",
"[25]\tvalid_0's poisson: -88.7557\n",
"[26]\tvalid_0's poisson: -88.8142\n",
"[27]\tvalid_0's poisson: -88.8724\n",
"[28]\tvalid_0's poisson: -88.9301\n",
"[29]\tvalid_0's poisson: -88.9877\n",
"[30]\tvalid_0's poisson: -89.0447\n",
"[31]\tvalid_0's poisson: -89.1026\n",
"[32]\tvalid_0's poisson: -89.1591\n",
"[33]\tvalid_0's poisson: -89.2152\n",
"[34]\tvalid_0's poisson: -89.271\n",
"[35]\tvalid_0's poisson: -89.3264\n",
"[36]\tvalid_0's poisson: -89.3817\n",
"[37]\tvalid_0's poisson: -89.4365\n",
"[38]\tvalid_0's poisson: -89.491\n",
"[39]\tvalid_0's poisson: -89.5454\n",
"[40]\tvalid_0's poisson: -89.5993\n",
"[41]\tvalid_0's poisson: -89.6541\n",
"[42]\tvalid_0's poisson: -89.7075\n",
"[43]\tvalid_0's poisson: -89.7606\n",
"[44]\tvalid_0's poisson: -89.8133\n",
"[45]\tvalid_0's poisson: -89.8658\n",
"[46]\tvalid_0's poisson: -89.918\n",
"[47]\tvalid_0's poisson: -89.9699\n",
"[48]\tvalid_0's poisson: -90.0216\n",
"[49]\tvalid_0's poisson: -90.0729\n",
"[50]\tvalid_0's poisson: -90.1251\n",
"[51]\tvalid_0's poisson: -90.1759\n",
"[52]\tvalid_0's poisson: -90.2265\n",
"[53]\tvalid_0's poisson: -90.2768\n",
"[54]\tvalid_0's poisson: -90.3267\n",
"[55]\tvalid_0's poisson: -90.3766\n",
"[56]\tvalid_0's poisson: -90.426\n",
"[57]\tvalid_0's poisson: -90.4752\n",
"[58]\tvalid_0's poisson: -90.5243\n",
"[59]\tvalid_0's poisson: -90.573\n",
"[60]\tvalid_0's poisson: -90.6225\n",
"[61]\tvalid_0's poisson: -90.6708\n",
"[62]\tvalid_0's poisson: -90.7187\n",
"[63]\tvalid_0's poisson: -90.7664\n",
"[64]\tvalid_0's poisson: -90.814\n",
"[65]\tvalid_0's poisson: -90.8612\n",
"[66]\tvalid_0's poisson: -90.9082\n",
"[67]\tvalid_0's poisson: -90.955\n",
"[68]\tvalid_0's poisson: -91.0015\n",
"[69]\tvalid_0's poisson: -91.0488\n",
"[70]\tvalid_0's poisson: -91.0949\n",
"[71]\tvalid_0's poisson: -91.1407\n",
"[72]\tvalid_0's poisson: -91.1863\n",
"[73]\tvalid_0's poisson: -91.2318\n",
"[74]\tvalid_0's poisson: -91.2769\n",
"[75]\tvalid_0's poisson: -91.3218\n",
"[76]\tvalid_0's poisson: -91.3665\n",
"[77]\tvalid_0's poisson: -91.4121\n",
"[78]\tvalid_0's poisson: -91.4563\n",
"[79]\tvalid_0's poisson: -91.5004\n",
"[80]\tvalid_0's poisson: -91.5447\n",
"[81]\tvalid_0's poisson: -91.5883\n",
"[82]\tvalid_0's poisson: -91.6322\n",
"[83]\tvalid_0's poisson: -91.6754\n",
"[84]\tvalid_0's poisson: -91.7189\n",
"[85]\tvalid_0's poisson: -91.7617\n",
"[86]\tvalid_0's poisson: -91.8057\n",
"[87]\tvalid_0's poisson: -91.8481\n",
"[88]\tvalid_0's poisson: -91.8904\n",
"[89]\tvalid_0's poisson: -91.9329\n",
"[90]\tvalid_0's poisson: -91.9747\n",
"[91]\tvalid_0's poisson: -92.0168\n",
"[92]\tvalid_0's poisson: -92.0583\n",
"[93]\tvalid_0's poisson: -92.0996\n",
"[94]\tvalid_0's poisson: -92.142\n",
"[95]\tvalid_0's poisson: -92.1829\n",
"[96]\tvalid_0's poisson: -92.2241\n",
"[97]\tvalid_0's poisson: -92.2646\n",
"[98]\tvalid_0's poisson: -92.3054\n",
"[99]\tvalid_0's poisson: -92.3456\n",
"[100]\tvalid_0's poisson: -92.3857\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2382\n",
"[2]\tvalid_0's poisson: -87.3064\n",
"[3]\tvalid_0's poisson: -87.3741\n",
"[4]\tvalid_0's poisson: -87.4414\n",
"[5]\tvalid_0's poisson: -87.5083\n",
"[6]\tvalid_0's poisson: -87.5748\n",
"[7]\tvalid_0's poisson: -87.6408\n",
"[8]\tvalid_0's poisson: -87.7065\n",
"[9]\tvalid_0's poisson: -87.7716\n",
"[10]\tvalid_0's poisson: -87.8363\n",
"[11]\tvalid_0's poisson: -87.9007\n",
"[12]\tvalid_0's poisson: -87.9645\n",
"[13]\tvalid_0's poisson: -88.0278\n",
"[14]\tvalid_0's poisson: -88.0906\n",
"[15]\tvalid_0's poisson: -88.1534\n",
"[16]\tvalid_0's poisson: -88.2155\n",
"[17]\tvalid_0's poisson: -88.2772\n",
"[18]\tvalid_0's poisson: -88.3388\n",
"[19]\tvalid_0's poisson: -88.3998\n",
"[20]\tvalid_0's poisson: -88.4604\n",
"[21]\tvalid_0's poisson: -88.5209\n",
"[22]\tvalid_0's poisson: -88.5808\n",
"[23]\tvalid_0's poisson: -88.6403\n",
"[24]\tvalid_0's poisson: -88.6997\n",
"[25]\tvalid_0's poisson: -88.7585\n",
"[26]\tvalid_0's poisson: -88.817\n",
"[27]\tvalid_0's poisson: -88.8754\n",
"[28]\tvalid_0's poisson: -88.9332\n",
"[29]\tvalid_0's poisson: -88.9906\n",
"[30]\tvalid_0's poisson: -89.0477\n",
"[31]\tvalid_0's poisson: -89.1046\n",
"[32]\tvalid_0's poisson: -89.1614\n",
"[33]\tvalid_0's poisson: -89.2176\n",
"[34]\tvalid_0's poisson: -89.2735\n",
"[35]\tvalid_0's poisson: -89.3291\n",
"[36]\tvalid_0's poisson: -89.3844\n",
"[37]\tvalid_0's poisson: -89.4394\n",
"[38]\tvalid_0's poisson: -89.4942\n",
"[39]\tvalid_0's poisson: -89.5486\n",
"[40]\tvalid_0's poisson: -89.6027\n",
"[41]\tvalid_0's poisson: -89.6565\n",
"[42]\tvalid_0's poisson: -89.7101\n",
"[43]\tvalid_0's poisson: -89.7635\n",
"[44]\tvalid_0's poisson: -89.8166\n",
"[45]\tvalid_0's poisson: -89.8693\n",
"[46]\tvalid_0's poisson: -89.9217\n",
"[47]\tvalid_0's poisson: -89.9739\n",
"[48]\tvalid_0's poisson: -90.0258\n",
"[49]\tvalid_0's poisson: -90.0774\n",
"[50]\tvalid_0's poisson: -90.1288\n",
"[51]\tvalid_0's poisson: -90.1798\n",
"[52]\tvalid_0's poisson: -90.2307\n",
"[53]\tvalid_0's poisson: -90.2813\n",
"[54]\tvalid_0's poisson: -90.3316\n",
"[55]\tvalid_0's poisson: -90.3817\n",
"[56]\tvalid_0's poisson: -90.4317\n",
"[57]\tvalid_0's poisson: -90.4813\n",
"[58]\tvalid_0's poisson: -90.5306\n",
"[59]\tvalid_0's poisson: -90.5796\n",
"[60]\tvalid_0's poisson: -90.6285\n",
"[61]\tvalid_0's poisson: -90.677\n",
"[62]\tvalid_0's poisson: -90.7254\n",
"[63]\tvalid_0's poisson: -90.7735\n",
"[64]\tvalid_0's poisson: -90.8213\n",
"[65]\tvalid_0's poisson: -90.8689\n",
"[66]\tvalid_0's poisson: -90.9165\n",
"[67]\tvalid_0's poisson: -90.9636\n",
"[68]\tvalid_0's poisson: -91.0106\n",
"[69]\tvalid_0's poisson: -91.0573\n",
"[70]\tvalid_0's poisson: -91.1037\n",
"[71]\tvalid_0's poisson: -91.15\n",
"[72]\tvalid_0's poisson: -91.196\n",
"[73]\tvalid_0's poisson: -91.2418\n",
"[74]\tvalid_0's poisson: -91.2875\n",
"[75]\tvalid_0's poisson: -91.3329\n",
"[76]\tvalid_0's poisson: -91.378\n",
"[77]\tvalid_0's poisson: -91.4229\n",
"[78]\tvalid_0's poisson: -91.4677\n",
"[79]\tvalid_0's poisson: -91.5122\n",
"[80]\tvalid_0's poisson: -91.5564\n",
"[81]\tvalid_0's poisson: -91.6005\n",
"[82]\tvalid_0's poisson: -91.6446\n",
"[83]\tvalid_0's poisson: -91.6882\n",
"[84]\tvalid_0's poisson: -91.7317\n",
"[85]\tvalid_0's poisson: -91.7749\n",
"[86]\tvalid_0's poisson: -91.818\n",
"[87]\tvalid_0's poisson: -91.8608\n",
"[88]\tvalid_0's poisson: -91.9035\n",
"[89]\tvalid_0's poisson: -91.946\n",
"[90]\tvalid_0's poisson: -91.9885\n",
"[91]\tvalid_0's poisson: -92.0305\n",
"[92]\tvalid_0's poisson: -92.0724\n",
"[93]\tvalid_0's poisson: -92.1141\n",
"[94]\tvalid_0's poisson: -92.1556\n",
"[95]\tvalid_0's poisson: -92.1969\n",
"[96]\tvalid_0's poisson: -92.238\n",
"[97]\tvalid_0's poisson: -92.2789\n",
"[98]\tvalid_0's poisson: -92.3197\n",
"[99]\tvalid_0's poisson: -92.3602\n",
"[100]\tvalid_0's poisson: -92.4008\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2441\n",
"[2]\tvalid_0's poisson: -87.3117\n",
"[3]\tvalid_0's poisson: -87.3789\n",
"[4]\tvalid_0's poisson: -87.4456\n",
"[5]\tvalid_0's poisson: -87.5119\n",
"[6]\tvalid_0's poisson: -87.5778\n",
"[7]\tvalid_0's poisson: -87.6433\n",
"[8]\tvalid_0's poisson: -87.7084\n",
"[9]\tvalid_0's poisson: -87.773\n",
"[10]\tvalid_0's poisson: -87.8373\n",
"[11]\tvalid_0's poisson: -87.9012\n",
"[12]\tvalid_0's poisson: -87.9647\n",
"[13]\tvalid_0's poisson: -88.0277\n",
"[14]\tvalid_0's poisson: -88.0904\n",
"[15]\tvalid_0's poisson: -88.1527\n",
"[16]\tvalid_0's poisson: -88.2135\n",
"[17]\tvalid_0's poisson: -88.275\n",
"[18]\tvalid_0's poisson: -88.3352\n",
"[19]\tvalid_0's poisson: -88.396\n",
"[20]\tvalid_0's poisson: -88.4566\n",
"[21]\tvalid_0's poisson: -88.5157\n",
"[22]\tvalid_0's poisson: -88.5755\n",
"[23]\tvalid_0's poisson: -88.635\n",
"[24]\tvalid_0's poisson: -88.6931\n",
"[25]\tvalid_0's poisson: -88.7517\n",
"[26]\tvalid_0's poisson: -88.8099\n",
"[27]\tvalid_0's poisson: -88.8671\n",
"[28]\tvalid_0's poisson: -88.9247\n",
"[29]\tvalid_0's poisson: -88.9819\n",
"[30]\tvalid_0's poisson: -89.0382\n",
"[31]\tvalid_0's poisson: -89.0948\n",
"[32]\tvalid_0's poisson: -89.1514\n",
"[33]\tvalid_0's poisson: -89.2067\n",
"[34]\tvalid_0's poisson: -89.2625\n",
"[35]\tvalid_0's poisson: -89.3179\n",
"[36]\tvalid_0's poisson: -89.3724\n",
"[37]\tvalid_0's poisson: -89.4272\n",
"[38]\tvalid_0's poisson: -89.4817\n",
"[39]\tvalid_0's poisson: -89.5353\n",
"[40]\tvalid_0's poisson: -89.5893\n",
"[41]\tvalid_0's poisson: -89.643\n",
"[42]\tvalid_0's poisson: -89.6958\n",
"[43]\tvalid_0's poisson: -89.7489\n",
"[44]\tvalid_0's poisson: -89.802\n",
"[45]\tvalid_0's poisson: -89.854\n",
"[46]\tvalid_0's poisson: -89.9063\n",
"[47]\tvalid_0's poisson: -89.9583\n",
"[48]\tvalid_0's poisson: -90.0095\n",
"[49]\tvalid_0's poisson: -90.061\n",
"[50]\tvalid_0's poisson: -90.1116\n",
"[51]\tvalid_0's poisson: -90.1626\n",
"[52]\tvalid_0's poisson: -90.2135\n",
"[53]\tvalid_0's poisson: -90.264\n",
"[54]\tvalid_0's poisson: -90.3136\n",
"[55]\tvalid_0's poisson: -90.3636\n",
"[56]\tvalid_0's poisson: -90.4127\n",
"[57]\tvalid_0's poisson: -90.4622\n",
"[58]\tvalid_0's poisson: -90.5113\n",
"[59]\tvalid_0's poisson: -90.5598\n",
"[60]\tvalid_0's poisson: -90.6085\n",
"[61]\tvalid_0's poisson: -90.6569\n",
"[62]\tvalid_0's poisson: -90.7046\n",
"[63]\tvalid_0's poisson: -90.7526\n",
"[64]\tvalid_0's poisson: -90.8009\n",
"[65]\tvalid_0's poisson: -90.8485\n",
"[66]\tvalid_0's poisson: -90.8959\n",
"[67]\tvalid_0's poisson: -90.9425\n",
"[68]\tvalid_0's poisson: -90.9894\n",
"[69]\tvalid_0's poisson: -91.036\n",
"[70]\tvalid_0's poisson: -91.0819\n",
"[71]\tvalid_0's poisson: -91.128\n",
"[72]\tvalid_0's poisson: -91.1739\n",
"[73]\tvalid_0's poisson: -91.2192\n",
"[74]\tvalid_0's poisson: -91.2653\n",
"[75]\tvalid_0's poisson: -91.3106\n",
"[76]\tvalid_0's poisson: -91.3556\n",
"[77]\tvalid_0's poisson: -91.4007\n",
"[78]\tvalid_0's poisson: -91.4449\n",
"[79]\tvalid_0's poisson: -91.4893\n",
"[80]\tvalid_0's poisson: -91.5335\n",
"[81]\tvalid_0's poisson: -91.5771\n",
"[82]\tvalid_0's poisson: -91.6209\n",
"[83]\tvalid_0's poisson: -91.6651\n",
"[84]\tvalid_0's poisson: -91.7085\n",
"[85]\tvalid_0's poisson: -91.7517\n",
"[86]\tvalid_0's poisson: -91.7943\n",
"[87]\tvalid_0's poisson: -91.8371\n",
"[88]\tvalid_0's poisson: -91.8793\n",
"[89]\tvalid_0's poisson: -91.9217\n",
"[90]\tvalid_0's poisson: -91.9641\n",
"[91]\tvalid_0's poisson: -92.0068\n",
"[92]\tvalid_0's poisson: -92.0486\n",
"[93]\tvalid_0's poisson: -92.0902\n",
"[94]\tvalid_0's poisson: -92.1313\n",
"[95]\tvalid_0's poisson: -92.1726\n",
"[96]\tvalid_0's poisson: -92.2133\n",
"[97]\tvalid_0's poisson: -92.2542\n",
"[98]\tvalid_0's poisson: -92.2949\n",
"[99]\tvalid_0's poisson: -92.336\n",
"[100]\tvalid_0's poisson: -92.3764\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.2311\n",
"[2]\tvalid_0's poisson: -87.2982\n",
"[3]\tvalid_0's poisson: -87.3648\n",
"[4]\tvalid_0's poisson: -87.431\n",
"[5]\tvalid_0's poisson: -87.4968\n",
"[6]\tvalid_0's poisson: -87.5621\n",
"[7]\tvalid_0's poisson: -87.6271\n",
"[8]\tvalid_0's poisson: -87.6916\n",
"[9]\tvalid_0's poisson: -87.7557\n",
"[10]\tvalid_0's poisson: -87.8195\n",
"[11]\tvalid_0's poisson: -87.8828\n",
"[12]\tvalid_0's poisson: -87.9458\n",
"[13]\tvalid_0's poisson: -88.0083\n",
"[14]\tvalid_0's poisson: -88.0705\n",
"[15]\tvalid_0's poisson: -88.1323\n",
"[16]\tvalid_0's poisson: -88.1937\n",
"[17]\tvalid_0's poisson: -88.2547\n",
"[18]\tvalid_0's poisson: -88.3154\n",
"[19]\tvalid_0's poisson: -88.3757\n",
"[20]\tvalid_0's poisson: -88.4357\n",
"[21]\tvalid_0's poisson: -88.4953\n",
"[22]\tvalid_0's poisson: -88.5545\n",
"[23]\tvalid_0's poisson: -88.6134\n",
"[24]\tvalid_0's poisson: -88.6719\n",
"[25]\tvalid_0's poisson: -88.7301\n",
"[26]\tvalid_0's poisson: -88.788\n",
"[27]\tvalid_0's poisson: -88.8455\n",
"[28]\tvalid_0's poisson: -88.9027\n",
"[29]\tvalid_0's poisson: -88.9597\n",
"[30]\tvalid_0's poisson: -89.0164\n",
"[31]\tvalid_0's poisson: -89.0726\n",
"[32]\tvalid_0's poisson: -89.1285\n",
"[33]\tvalid_0's poisson: -89.1842\n",
"[34]\tvalid_0's poisson: -89.2396\n",
"[35]\tvalid_0's poisson: -89.2946\n",
"[36]\tvalid_0's poisson: -89.3492\n",
"[37]\tvalid_0's poisson: -89.4035\n",
"[38]\tvalid_0's poisson: -89.4577\n",
"[39]\tvalid_0's poisson: -89.5114\n",
"[40]\tvalid_0's poisson: -89.565\n",
"[41]\tvalid_0's poisson: -89.6181\n",
"[42]\tvalid_0's poisson: -89.6709\n",
"[43]\tvalid_0's poisson: -89.7236\n",
"[44]\tvalid_0's poisson: -89.7758\n",
"[45]\tvalid_0's poisson: -89.8278\n",
"[46]\tvalid_0's poisson: -89.8794\n",
"[47]\tvalid_0's poisson: -89.9311\n",
"[48]\tvalid_0's poisson: -89.9822\n",
"[49]\tvalid_0's poisson: -90.033\n",
"[50]\tvalid_0's poisson: -90.0838\n",
"[51]\tvalid_0's poisson: -90.1341\n",
"[52]\tvalid_0's poisson: -90.1841\n",
"[53]\tvalid_0's poisson: -90.2342\n",
"[54]\tvalid_0's poisson: -90.2837\n",
"[55]\tvalid_0's poisson: -90.3329\n",
"[56]\tvalid_0's poisson: -90.3819\n",
"[57]\tvalid_0's poisson: -90.4309\n",
"[58]\tvalid_0's poisson: -90.4794\n",
"[59]\tvalid_0's poisson: -90.5276\n",
"[60]\tvalid_0's poisson: -90.5759\n",
"[61]\tvalid_0's poisson: -90.6236\n",
"[62]\tvalid_0's poisson: -90.6711\n",
"[63]\tvalid_0's poisson: -90.7187\n",
"[64]\tvalid_0's poisson: -90.7657\n",
"[65]\tvalid_0's poisson: -90.8125\n",
"[66]\tvalid_0's poisson: -90.8593\n",
"[67]\tvalid_0's poisson: -90.9056\n",
"[68]\tvalid_0's poisson: -90.9516\n",
"[69]\tvalid_0's poisson: -90.9978\n",
"[70]\tvalid_0's poisson: -91.0434\n",
"[71]\tvalid_0's poisson: -91.0888\n",
"[72]\tvalid_0's poisson: -91.1346\n",
"[73]\tvalid_0's poisson: -91.1796\n",
"[74]\tvalid_0's poisson: -91.2243\n",
"[75]\tvalid_0's poisson: -91.2696\n",
"[76]\tvalid_0's poisson: -91.3139\n",
"[77]\tvalid_0's poisson: -91.3587\n",
"[78]\tvalid_0's poisson: -91.4026\n",
"[79]\tvalid_0's poisson: -91.4466\n",
"[80]\tvalid_0's poisson: -91.4908\n",
"[81]\tvalid_0's poisson: -91.5341\n",
"[82]\tvalid_0's poisson: -91.5779\n",
"[83]\tvalid_0's poisson: -91.6208\n",
"[84]\tvalid_0's poisson: -91.6636\n",
"[85]\tvalid_0's poisson: -91.7067\n",
"[86]\tvalid_0's poisson: -91.7491\n",
"[87]\tvalid_0's poisson: -91.7918\n",
"[88]\tvalid_0's poisson: -91.8338\n",
"[89]\tvalid_0's poisson: -91.8762\n",
"[90]\tvalid_0's poisson: -91.9178\n",
"[91]\tvalid_0's poisson: -91.9594\n",
"[92]\tvalid_0's poisson: -92.0013\n",
"[93]\tvalid_0's poisson: -92.0423\n",
"[94]\tvalid_0's poisson: -92.0837\n",
"[95]\tvalid_0's poisson: -92.1244\n",
"[96]\tvalid_0's poisson: -92.1649\n",
"[97]\tvalid_0's poisson: -92.2058\n",
"[98]\tvalid_0's poisson: -92.2459\n",
"[99]\tvalid_0's poisson: -92.2864\n",
"[100]\tvalid_0's poisson: -92.3262\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=10, learning_rate=0.00390625, max_depth=3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -91.9188\n",
"[2]\tvalid_0's poisson: -94.932\n",
"[3]\tvalid_0's poisson: -97.1562\n",
"[4]\tvalid_0's poisson: -98.9665\n",
"[5]\tvalid_0's poisson: -100.342\n",
"[6]\tvalid_0's poisson: -101.457\n",
"[7]\tvalid_0's poisson: -102.392\n",
"[8]\tvalid_0's poisson: -103.215\n",
"[9]\tvalid_0's poisson: -103.894\n",
"[10]\tvalid_0's poisson: -104.473\n",
"[11]\tvalid_0's poisson: -105.037\n",
"[12]\tvalid_0's poisson: -105.462\n",
"[13]\tvalid_0's poisson: -105.823\n",
"[14]\tvalid_0's poisson: -106.141\n",
"[15]\tvalid_0's poisson: -106.456\n",
"[16]\tvalid_0's poisson: -106.698\n",
"[17]\tvalid_0's poisson: -106.924\n",
"[18]\tvalid_0's poisson: -107.124\n",
"[19]\tvalid_0's poisson: -107.299\n",
"[20]\tvalid_0's poisson: -107.458\n",
"[21]\tvalid_0's poisson: -107.583\n",
"[22]\tvalid_0's poisson: -107.691\n",
"[23]\tvalid_0's poisson: -107.797\n",
"[24]\tvalid_0's poisson: -107.88\n",
"[25]\tvalid_0's poisson: -107.964\n",
"[26]\tvalid_0's poisson: -108.026\n",
"[27]\tvalid_0's poisson: -108.106\n",
"[28]\tvalid_0's poisson: -108.169\n",
"[29]\tvalid_0's poisson: -108.238\n",
"[30]\tvalid_0's poisson: -108.286\n",
"[31]\tvalid_0's poisson: -108.338\n",
"[32]\tvalid_0's poisson: -108.377\n",
"[33]\tvalid_0's poisson: -108.408\n",
"[34]\tvalid_0's poisson: -108.484\n",
"[35]\tvalid_0's poisson: -108.518\n",
"[36]\tvalid_0's poisson: -108.556\n",
"[37]\tvalid_0's poisson: -108.596\n",
"[38]\tvalid_0's poisson: -108.624\n",
"[39]\tvalid_0's poisson: -108.65\n",
"[40]\tvalid_0's poisson: -108.681\n",
"[41]\tvalid_0's poisson: -108.703\n",
"[42]\tvalid_0's poisson: -108.725\n",
"[43]\tvalid_0's poisson: -108.744\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -108.782\n",
"[45]\tvalid_0's poisson: -108.788\n",
"[46]\tvalid_0's poisson: -108.808\n",
"[47]\tvalid_0's poisson: -108.837\n",
"[48]\tvalid_0's poisson: -108.852\n",
"[49]\tvalid_0's poisson: -108.883\n",
"[50]\tvalid_0's poisson: -108.9\n",
"[51]\tvalid_0's poisson: -108.926\n",
"[52]\tvalid_0's poisson: -108.939\n",
"[53]\tvalid_0's poisson: -108.946\n",
"[54]\tvalid_0's poisson: -108.964\n",
"[55]\tvalid_0's poisson: -108.984\n",
"[56]\tvalid_0's poisson: -109.003\n",
"[57]\tvalid_0's poisson: -109.024\n",
"[58]\tvalid_0's poisson: -109.027\n",
"[59]\tvalid_0's poisson: -109.042\n",
"[60]\tvalid_0's poisson: -109.051\n",
"[61]\tvalid_0's poisson: -109.067\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.077\n",
"[64]\tvalid_0's poisson: -109.096\n",
"[65]\tvalid_0's poisson: -109.109\n",
"[66]\tvalid_0's poisson: -109.114\n",
"[67]\tvalid_0's poisson: -109.129\n",
"[68]\tvalid_0's poisson: -109.138\n",
"[69]\tvalid_0's poisson: -109.148\n",
"[70]\tvalid_0's poisson: -109.149\n",
"[71]\tvalid_0's poisson: -109.162\n",
"[72]\tvalid_0's poisson: -109.173\n",
"[73]\tvalid_0's poisson: -109.182\n",
"[74]\tvalid_0's poisson: -109.187\n",
"[75]\tvalid_0's poisson: -109.197\n",
"[76]\tvalid_0's poisson: -109.206\n",
"[77]\tvalid_0's poisson: -109.206\n",
"[78]\tvalid_0's poisson: -109.213\n",
"[79]\tvalid_0's poisson: -109.215\n",
"[80]\tvalid_0's poisson: -109.219\n",
"[81]\tvalid_0's poisson: -109.226\n",
"[82]\tvalid_0's poisson: -109.227\n",
"[83]\tvalid_0's poisson: -109.242\n",
"[84]\tvalid_0's poisson: -109.246\n",
"[85]\tvalid_0's poisson: -109.254\n",
"[86]\tvalid_0's poisson: -109.263\n",
"[87]\tvalid_0's poisson: -109.266\n",
"[88]\tvalid_0's poisson: -109.27\n",
"[89]\tvalid_0's poisson: -109.274\n",
"[90]\tvalid_0's poisson: -109.282\n",
"[91]\tvalid_0's poisson: -109.283\n",
"[92]\tvalid_0's poisson: -109.285\n",
"[93]\tvalid_0's poisson: -109.295\n",
"[94]\tvalid_0's poisson: -109.302\n",
"[95]\tvalid_0's poisson: -109.31\n",
"[96]\tvalid_0's poisson: -109.315\n",
"[97]\tvalid_0's poisson: -109.316\n",
"[98]\tvalid_0's poisson: -109.321\n",
"[99]\tvalid_0's poisson: -109.327\n",
"[100]\tvalid_0's poisson: -109.329\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -91.9965\n",
"[2]\tvalid_0's poisson: -95.1179\n",
"[3]\tvalid_0's poisson: -97.4168\n",
"[4]\tvalid_0's poisson: -99.1438\n",
"[5]\tvalid_0's poisson: -100.473\n",
"[6]\tvalid_0's poisson: -101.628\n",
"[7]\tvalid_0's poisson: -102.556\n",
"[8]\tvalid_0's poisson: -103.339\n",
"[9]\tvalid_0's poisson: -104.018\n",
"[10]\tvalid_0's poisson: -104.565\n",
"[11]\tvalid_0's poisson: -105.078\n",
"[12]\tvalid_0's poisson: -105.502\n",
"[13]\tvalid_0's poisson: -105.838\n",
"[14]\tvalid_0's poisson: -106.201\n",
"[15]\tvalid_0's poisson: -106.47\n",
"[16]\tvalid_0's poisson: -106.746\n",
"[17]\tvalid_0's poisson: -106.959\n",
"[18]\tvalid_0's poisson: -107.156\n",
"[19]\tvalid_0's poisson: -107.308\n",
"[20]\tvalid_0's poisson: -107.473\n",
"[21]\tvalid_0's poisson: -107.596\n",
"[22]\tvalid_0's poisson: -107.714\n",
"[23]\tvalid_0's poisson: -107.805\n",
"[24]\tvalid_0's poisson: -107.892\n",
"[25]\tvalid_0's poisson: -107.974\n",
"[26]\tvalid_0's poisson: -108.055\n",
"[27]\tvalid_0's poisson: -108.111\n",
"[28]\tvalid_0's poisson: -108.208\n",
"[29]\tvalid_0's poisson: -108.263\n",
"[30]\tvalid_0's poisson: -108.327\n",
"[31]\tvalid_0's poisson: -108.364\n",
"[32]\tvalid_0's poisson: -108.405\n",
"[33]\tvalid_0's poisson: -108.445\n",
"[34]\tvalid_0's poisson: -108.484\n",
"[35]\tvalid_0's poisson: -108.553\n",
"[36]\tvalid_0's poisson: -108.584\n",
"[37]\tvalid_0's poisson: -108.606\n",
"[38]\tvalid_0's poisson: -108.642\n",
"[39]\tvalid_0's poisson: -108.664\n",
"[40]\tvalid_0's poisson: -108.68\n",
"[41]\tvalid_0's poisson: -108.721\n",
"[42]\tvalid_0's poisson: -108.734\n",
"[43]\tvalid_0's poisson: -108.759\n",
"[44]\tvalid_0's poisson: -108.781\n",
"[45]\tvalid_0's poisson: -108.794\n",
"[46]\tvalid_0's poisson: -108.809\n",
"[47]\tvalid_0's poisson: -108.832\n",
"[48]\tvalid_0's poisson: -108.854\n",
"[49]\tvalid_0's poisson: -108.864\n",
"[50]\tvalid_0's poisson: -108.894\n",
"[51]\tvalid_0's poisson: -108.905\n",
"[52]\tvalid_0's poisson: -108.934\n",
"[53]\tvalid_0's poisson: -108.955\n",
"[54]\tvalid_0's poisson: -108.969\n",
"[55]\tvalid_0's poisson: -108.976\n",
"[56]\tvalid_0's poisson: -108.997\n",
"[57]\tvalid_0's poisson: -109.013\n",
"[58]\tvalid_0's poisson: -109.029\n",
"[59]\tvalid_0's poisson: -109.053\n",
"[60]\tvalid_0's poisson: -109.063\n",
"[61]\tvalid_0's poisson: -109.075\n",
"[62]\tvalid_0's poisson: -109.078\n",
"[63]\tvalid_0's poisson: -109.086\n",
"[64]\tvalid_0's poisson: -109.101\n",
"[65]\tvalid_0's poisson: -109.107\n",
"[66]\tvalid_0's poisson: -109.119\n",
"[67]\tvalid_0's poisson: -109.131\n",
"[68]\tvalid_0's poisson: -109.133\n",
"[69]\tvalid_0's poisson: -109.141\n",
"[70]\tvalid_0's poisson: -109.148\n",
"[71]\tvalid_0's poisson: -109.161\n",
"[72]\tvalid_0's poisson: -109.178\n",
"[73]\tvalid_0's poisson: -109.197\n",
"[74]\tvalid_0's poisson: -109.208\n",
"[75]\tvalid_0's poisson: -109.209\n",
"[76]\tvalid_0's poisson: -109.216\n",
"[77]\tvalid_0's poisson: -109.233\n",
"[78]\tvalid_0's poisson: -109.238\n",
"[79]\tvalid_0's poisson: -109.247\n",
"[80]\tvalid_0's poisson: -109.252\n",
"[81]\tvalid_0's poisson: -109.258\n",
"[82]\tvalid_0's poisson: -109.271\n",
"[83]\tvalid_0's poisson: -109.276\n",
"[84]\tvalid_0's poisson: -109.277\n",
"[85]\tvalid_0's poisson: -109.284\n",
"[86]\tvalid_0's poisson: -109.295\n",
"[87]\tvalid_0's poisson: -109.302\n",
"[88]\tvalid_0's poisson: -109.31\n",
"[89]\tvalid_0's poisson: -109.313\n",
"[90]\tvalid_0's poisson: -109.315\n",
"[91]\tvalid_0's poisson: -109.317\n",
"[92]\tvalid_0's poisson: -109.32\n",
"[93]\tvalid_0's poisson: -109.322\n",
"[94]\tvalid_0's poisson: -109.325\n",
"[95]\tvalid_0's poisson: -109.33\n",
"[96]\tvalid_0's poisson: -109.334\n",
"[97]\tvalid_0's poisson: -109.337\n",
"[98]\tvalid_0's poisson: -109.342\n",
"[99]\tvalid_0's poisson: -109.344\n",
"[100]\tvalid_0's poisson: -109.345\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -92.0256\n",
"[2]\tvalid_0's poisson: -95.1887\n",
"[3]\tvalid_0's poisson: -97.3708\n",
"[4]\tvalid_0's poisson: -99.0878\n",
"[5]\tvalid_0's poisson: -100.47\n",
"[6]\tvalid_0's poisson: -101.58\n",
"[7]\tvalid_0's poisson: -102.539\n",
"[8]\tvalid_0's poisson: -103.335\n",
"[9]\tvalid_0's poisson: -104.02\n",
"[10]\tvalid_0's poisson: -104.588\n",
"[11]\tvalid_0's poisson: -105.097\n",
"[12]\tvalid_0's poisson: -105.522\n",
"[13]\tvalid_0's poisson: -105.888\n",
"[14]\tvalid_0's poisson: -106.239\n",
"[15]\tvalid_0's poisson: -106.551\n",
"[16]\tvalid_0's poisson: -106.785\n",
"[17]\tvalid_0's poisson: -107.014\n",
"[18]\tvalid_0's poisson: -107.198\n",
"[19]\tvalid_0's poisson: -107.387\n",
"[20]\tvalid_0's poisson: -107.538\n",
"[21]\tvalid_0's poisson: -107.659\n",
"[22]\tvalid_0's poisson: -107.769\n",
"[23]\tvalid_0's poisson: -107.856\n",
"[24]\tvalid_0's poisson: -107.943\n",
"[25]\tvalid_0's poisson: -108.026\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.196\n",
"[28]\tvalid_0's poisson: -108.262\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.388\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.499\n",
"[33]\tvalid_0's poisson: -108.54\n",
"[34]\tvalid_0's poisson: -108.568\n",
"[35]\tvalid_0's poisson: -108.626\n",
"[36]\tvalid_0's poisson: -108.657\n",
"[37]\tvalid_0's poisson: -108.692\n",
"[38]\tvalid_0's poisson: -108.71\n",
"[39]\tvalid_0's poisson: -108.731\n",
"[40]\tvalid_0's poisson: -108.747\n",
"[41]\tvalid_0's poisson: -108.772\n",
"[42]\tvalid_0's poisson: -108.786\n",
"[43]\tvalid_0's poisson: -108.83\n",
"[44]\tvalid_0's poisson: -108.856\n",
"[45]\tvalid_0's poisson: -108.873\n",
"[46]\tvalid_0's poisson: -108.884\n",
"[47]\tvalid_0's poisson: -108.904\n",
"[48]\tvalid_0's poisson: -108.935\n",
"[49]\tvalid_0's poisson: -108.946\n",
"[50]\tvalid_0's poisson: -108.96\n",
"[51]\tvalid_0's poisson: -108.975\n",
"[52]\tvalid_0's poisson: -108.979\n",
"[53]\tvalid_0's poisson: -108.995\n",
"[54]\tvalid_0's poisson: -109.014\n",
"[55]\tvalid_0's poisson: -109.019\n",
"[56]\tvalid_0's poisson: -109.04\n",
"[57]\tvalid_0's poisson: -109.047\n",
"[58]\tvalid_0's poisson: -109.056\n",
"[59]\tvalid_0's poisson: -109.063\n",
"[60]\tvalid_0's poisson: -109.082\n",
"[61]\tvalid_0's poisson: -109.105\n",
"[62]\tvalid_0's poisson: -109.109\n",
"[63]\tvalid_0's poisson: -109.112\n",
"[64]\tvalid_0's poisson: -109.125\n",
"[65]\tvalid_0's poisson: -109.125\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.137\n",
"[68]\tvalid_0's poisson: -109.14\n",
"[69]\tvalid_0's poisson: -109.147\n",
"[70]\tvalid_0's poisson: -109.168\n",
"[71]\tvalid_0's poisson: -109.172\n",
"[72]\tvalid_0's poisson: -109.18\n",
"[73]\tvalid_0's poisson: -109.183\n",
"[74]\tvalid_0's poisson: -109.189\n",
"[75]\tvalid_0's poisson: -109.196\n",
"[76]\tvalid_0's poisson: -109.21\n",
"[77]\tvalid_0's poisson: -109.212\n",
"[78]\tvalid_0's poisson: -109.222\n",
"[79]\tvalid_0's poisson: -109.228\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.237\n",
"[82]\tvalid_0's poisson: -109.243\n",
"[83]\tvalid_0's poisson: -109.245\n",
"[84]\tvalid_0's poisson: -109.252\n",
"[85]\tvalid_0's poisson: -109.257\n",
"[86]\tvalid_0's poisson: -109.265\n",
"[87]\tvalid_0's poisson: -109.268\n",
"[88]\tvalid_0's poisson: -109.272\n",
"[89]\tvalid_0's poisson: -109.286\n",
"[90]\tvalid_0's poisson: -109.291\n",
"[91]\tvalid_0's poisson: -109.296\n",
"[92]\tvalid_0's poisson: -109.298\n",
"[93]\tvalid_0's poisson: -109.298\n",
"[94]\tvalid_0's poisson: -109.303\n",
"[95]\tvalid_0's poisson: -109.311\n",
"[96]\tvalid_0's poisson: -109.313\n",
"[97]\tvalid_0's poisson: -109.316\n",
"[98]\tvalid_0's poisson: -109.325\n",
"[99]\tvalid_0's poisson: -109.332\n",
"[100]\tvalid_0's poisson: -109.344\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -92.047\n",
"[2]\tvalid_0's poisson: -95.2282\n",
"[3]\tvalid_0's poisson: -97.4165\n",
"[4]\tvalid_0's poisson: -99.1506\n",
"[5]\tvalid_0's poisson: -100.523\n",
"[6]\tvalid_0's poisson: -101.649\n",
"[7]\tvalid_0's poisson: -102.59\n",
"[8]\tvalid_0's poisson: -103.372\n",
"[9]\tvalid_0's poisson: -104.087\n",
"[10]\tvalid_0's poisson: -104.65\n",
"[11]\tvalid_0's poisson: -105.113\n",
"[12]\tvalid_0's poisson: -105.576\n",
"[13]\tvalid_0's poisson: -105.956\n",
"[14]\tvalid_0's poisson: -106.271\n",
"[15]\tvalid_0's poisson: -106.544\n",
"[16]\tvalid_0's poisson: -106.807\n",
"[17]\tvalid_0's poisson: -107.046\n",
"[18]\tvalid_0's poisson: -107.231\n",
"[19]\tvalid_0's poisson: -107.39\n",
"[20]\tvalid_0's poisson: -107.552\n",
"[21]\tvalid_0's poisson: -107.675\n",
"[22]\tvalid_0's poisson: -107.792\n",
"[23]\tvalid_0's poisson: -107.883\n",
"[24]\tvalid_0's poisson: -107.978\n",
"[25]\tvalid_0's poisson: -108.061\n",
"[26]\tvalid_0's poisson: -108.129\n",
"[27]\tvalid_0's poisson: -108.185\n",
"[28]\tvalid_0's poisson: -108.25\n",
"[29]\tvalid_0's poisson: -108.316\n",
"[30]\tvalid_0's poisson: -108.368\n",
"[31]\tvalid_0's poisson: -108.412\n",
"[32]\tvalid_0's poisson: -108.444\n",
"[33]\tvalid_0's poisson: -108.483\n",
"[34]\tvalid_0's poisson: -108.519\n",
"[35]\tvalid_0's poisson: -108.563\n",
"[36]\tvalid_0's poisson: -108.59\n",
"[37]\tvalid_0's poisson: -108.606\n",
"[38]\tvalid_0's poisson: -108.653\n",
"[39]\tvalid_0's poisson: -108.671\n",
"[40]\tvalid_0's poisson: -108.695\n",
"[41]\tvalid_0's poisson: -108.733\n",
"[42]\tvalid_0's poisson: -108.753\n",
"[43]\tvalid_0's poisson: -108.773\n",
"[44]\tvalid_0's poisson: -108.784\n",
"[45]\tvalid_0's poisson: -108.809\n",
"[46]\tvalid_0's poisson: -108.834\n",
"[47]\tvalid_0's poisson: -108.844\n",
"[48]\tvalid_0's poisson: -108.859\n",
"[49]\tvalid_0's poisson: -108.881\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.903\n",
"[52]\tvalid_0's poisson: -108.913\n",
"[53]\tvalid_0's poisson: -108.94\n",
"[54]\tvalid_0's poisson: -108.952\n",
"[55]\tvalid_0's poisson: -108.956\n",
"[56]\tvalid_0's poisson: -108.971\n",
"[57]\tvalid_0's poisson: -108.995\n",
"[58]\tvalid_0's poisson: -109.005\n",
"[59]\tvalid_0's poisson: -109.019\n",
"[60]\tvalid_0's poisson: -109.033\n",
"[61]\tvalid_0's poisson: -109.048\n",
"[62]\tvalid_0's poisson: -109.075\n",
"[63]\tvalid_0's poisson: -109.078\n",
"[64]\tvalid_0's poisson: -109.087\n",
"[65]\tvalid_0's poisson: -109.104\n",
"[66]\tvalid_0's poisson: -109.109\n",
"[67]\tvalid_0's poisson: -109.117\n",
"[68]\tvalid_0's poisson: -109.131\n",
"[69]\tvalid_0's poisson: -109.149\n",
"[70]\tvalid_0's poisson: -109.156\n",
"[71]\tvalid_0's poisson: -109.172\n",
"[72]\tvalid_0's poisson: -109.177\n",
"[73]\tvalid_0's poisson: -109.185\n",
"[74]\tvalid_0's poisson: -109.192\n",
"[75]\tvalid_0's poisson: -109.204\n",
"[76]\tvalid_0's poisson: -109.207\n",
"[77]\tvalid_0's poisson: -109.21\n",
"[78]\tvalid_0's poisson: -109.225\n",
"[79]\tvalid_0's poisson: -109.234\n",
"[80]\tvalid_0's poisson: -109.236\n",
"[81]\tvalid_0's poisson: -109.247\n",
"[82]\tvalid_0's poisson: -109.254\n",
"[83]\tvalid_0's poisson: -109.265\n",
"[84]\tvalid_0's poisson: -109.272\n",
"[85]\tvalid_0's poisson: -109.283\n",
"[86]\tvalid_0's poisson: -109.284\n",
"[87]\tvalid_0's poisson: -109.288\n",
"[88]\tvalid_0's poisson: -109.297\n",
"[89]\tvalid_0's poisson: -109.302\n",
"[90]\tvalid_0's poisson: -109.308\n",
"[91]\tvalid_0's poisson: -109.314\n",
"[92]\tvalid_0's poisson: -109.317\n",
"[93]\tvalid_0's poisson: -109.32\n",
"[94]\tvalid_0's poisson: -109.324\n",
"[95]\tvalid_0's poisson: -109.33\n",
"[96]\tvalid_0's poisson: -109.335\n",
"[97]\tvalid_0's poisson: -109.339\n",
"[98]\tvalid_0's poisson: -109.347\n",
"[99]\tvalid_0's poisson: -109.351\n",
"[100]\tvalid_0's poisson: -109.352\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -91.9729\n",
"[2]\tvalid_0's poisson: -95.1344\n",
"[3]\tvalid_0's poisson: -97.325\n",
"[4]\tvalid_0's poisson: -99.0311\n",
"[5]\tvalid_0's poisson: -100.384\n",
"[6]\tvalid_0's poisson: -101.498\n",
"[7]\tvalid_0's poisson: -102.461\n",
"[8]\tvalid_0's poisson: -103.259\n",
"[9]\tvalid_0's poisson: -103.961\n",
"[10]\tvalid_0's poisson: -104.566\n",
"[11]\tvalid_0's poisson: -105.054\n",
"[12]\tvalid_0's poisson: -105.483\n",
"[13]\tvalid_0's poisson: -105.902\n",
"[14]\tvalid_0's poisson: -106.244\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[15]\tvalid_0's poisson: -106.501\n",
"[16]\tvalid_0's poisson: -106.765\n",
"[17]\tvalid_0's poisson: -106.963\n",
"[18]\tvalid_0's poisson: -107.153\n",
"[19]\tvalid_0's poisson: -107.313\n",
"[20]\tvalid_0's poisson: -107.467\n",
"[21]\tvalid_0's poisson: -107.588\n",
"[22]\tvalid_0's poisson: -107.702\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.975\n",
"[26]\tvalid_0's poisson: -108.061\n",
"[27]\tvalid_0's poisson: -108.143\n",
"[28]\tvalid_0's poisson: -108.21\n",
"[29]\tvalid_0's poisson: -108.273\n",
"[30]\tvalid_0's poisson: -108.354\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.463\n",
"[33]\tvalid_0's poisson: -108.492\n",
"[34]\tvalid_0's poisson: -108.546\n",
"[35]\tvalid_0's poisson: -108.574\n",
"[36]\tvalid_0's poisson: -108.592\n",
"[37]\tvalid_0's poisson: -108.625\n",
"[38]\tvalid_0's poisson: -108.64\n",
"[39]\tvalid_0's poisson: -108.654\n",
"[40]\tvalid_0's poisson: -108.685\n",
"[41]\tvalid_0's poisson: -108.729\n",
"[42]\tvalid_0's poisson: -108.757\n",
"[43]\tvalid_0's poisson: -108.77\n",
"[44]\tvalid_0's poisson: -108.783\n",
"[45]\tvalid_0's poisson: -108.826\n",
"[46]\tvalid_0's poisson: -108.85\n",
"[47]\tvalid_0's poisson: -108.876\n",
"[48]\tvalid_0's poisson: -108.883\n",
"[49]\tvalid_0's poisson: -108.89\n",
"[50]\tvalid_0's poisson: -108.912\n",
"[51]\tvalid_0's poisson: -108.944\n",
"[52]\tvalid_0's poisson: -108.953\n",
"[53]\tvalid_0's poisson: -108.967\n",
"[54]\tvalid_0's poisson: -108.991\n",
"[55]\tvalid_0's poisson: -109.016\n",
"[56]\tvalid_0's poisson: -109.018\n",
"[57]\tvalid_0's poisson: -109.034\n",
"[58]\tvalid_0's poisson: -109.046\n",
"[59]\tvalid_0's poisson: -109.049\n",
"[60]\tvalid_0's poisson: -109.067\n",
"[61]\tvalid_0's poisson: -109.078\n",
"[62]\tvalid_0's poisson: -109.091\n",
"[63]\tvalid_0's poisson: -109.11\n",
"[64]\tvalid_0's poisson: -109.111\n",
"[65]\tvalid_0's poisson: -109.127\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.141\n",
"[68]\tvalid_0's poisson: -109.155\n",
"[69]\tvalid_0's poisson: -109.159\n",
"[70]\tvalid_0's poisson: -109.174\n",
"[71]\tvalid_0's poisson: -109.177\n",
"[72]\tvalid_0's poisson: -109.186\n",
"[73]\tvalid_0's poisson: -109.194\n",
"[74]\tvalid_0's poisson: -109.203\n",
"[75]\tvalid_0's poisson: -109.212\n",
"[76]\tvalid_0's poisson: -109.216\n",
"[77]\tvalid_0's poisson: -109.222\n",
"[78]\tvalid_0's poisson: -109.224\n",
"[79]\tvalid_0's poisson: -109.225\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.244\n",
"[82]\tvalid_0's poisson: -109.247\n",
"[83]\tvalid_0's poisson: -109.256\n",
"[84]\tvalid_0's poisson: -109.261\n",
"[85]\tvalid_0's poisson: -109.263\n",
"[86]\tvalid_0's poisson: -109.269\n",
"[87]\tvalid_0's poisson: -109.284\n",
"[88]\tvalid_0's poisson: -109.295\n",
"[89]\tvalid_0's poisson: -109.299\n",
"[90]\tvalid_0's poisson: -109.3\n",
"[91]\tvalid_0's poisson: -109.302\n",
"[92]\tvalid_0's poisson: -109.311\n",
"[93]\tvalid_0's poisson: -109.314\n",
"[94]\tvalid_0's poisson: -109.314\n",
"[95]\tvalid_0's poisson: -109.314\n",
"[96]\tvalid_0's poisson: -109.317\n",
"[97]\tvalid_0's poisson: -109.323\n",
"[98]\tvalid_0's poisson: -109.328\n",
"[99]\tvalid_0's poisson: -109.333\n",
"[100]\tvalid_0's poisson: -109.341\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.01, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.047\n",
"[2]\tvalid_0's poisson: -103.481\n",
"[3]\tvalid_0's poisson: -105.221\n",
"[4]\tvalid_0's poisson: -106.189\n",
"[5]\tvalid_0's poisson: -106.802\n",
"[6]\tvalid_0's poisson: -107.115\n",
"[7]\tvalid_0's poisson: -107.426\n",
"[8]\tvalid_0's poisson: -107.868\n",
"[9]\tvalid_0's poisson: -107.994\n",
"[10]\tvalid_0's poisson: -108.136\n",
"[11]\tvalid_0's poisson: -108.214\n",
"[12]\tvalid_0's poisson: -108.286\n",
"[13]\tvalid_0's poisson: -108.364\n",
"[14]\tvalid_0's poisson: -108.522\n",
"[15]\tvalid_0's poisson: -108.655\n",
"[16]\tvalid_0's poisson: -108.825\n",
"[17]\tvalid_0's poisson: -108.853\n",
"[18]\tvalid_0's poisson: -108.884\n",
"[19]\tvalid_0's poisson: -108.906\n",
"[20]\tvalid_0's poisson: -108.93\n",
"[21]\tvalid_0's poisson: -108.948\n",
"[22]\tvalid_0's poisson: -108.963\n",
"[23]\tvalid_0's poisson: -109.023\n",
"[24]\tvalid_0's poisson: -109.089\n",
"[25]\tvalid_0's poisson: -109.094\n",
"[26]\tvalid_0's poisson: -109.1\n",
"[27]\tvalid_0's poisson: -109.126\n",
"[28]\tvalid_0's poisson: -109.152\n",
"[29]\tvalid_0's poisson: -109.196\n",
"[30]\tvalid_0's poisson: -109.211\n",
"[31]\tvalid_0's poisson: -109.22\n",
"[32]\tvalid_0's poisson: -109.238\n",
"[33]\tvalid_0's poisson: -109.281\n",
"[34]\tvalid_0's poisson: -109.287\n",
"[35]\tvalid_0's poisson: -109.3\n",
"[36]\tvalid_0's poisson: -109.305\n",
"[37]\tvalid_0's poisson: -109.303\n",
"[38]\tvalid_0's poisson: -109.304\n",
"[39]\tvalid_0's poisson: -109.343\n",
"[40]\tvalid_0's poisson: -109.341\n",
"[41]\tvalid_0's poisson: -109.352\n",
"[42]\tvalid_0's poisson: -109.357\n",
"[43]\tvalid_0's poisson: -109.352\n",
"[44]\tvalid_0's poisson: -109.354\n",
"[45]\tvalid_0's poisson: -109.359\n",
"[46]\tvalid_0's poisson: -109.363\n",
"[47]\tvalid_0's poisson: -109.39\n",
"[48]\tvalid_0's poisson: -109.393\n",
"[49]\tvalid_0's poisson: -109.406\n",
"[50]\tvalid_0's poisson: -109.419\n",
"[51]\tvalid_0's poisson: -109.441\n",
"[52]\tvalid_0's poisson: -109.443\n",
"[53]\tvalid_0's poisson: -109.441\n",
"[54]\tvalid_0's poisson: -109.441\n",
"[55]\tvalid_0's poisson: -109.441\n",
"[56]\tvalid_0's poisson: -109.439\n",
"[57]\tvalid_0's poisson: -109.442\n",
"[58]\tvalid_0's poisson: -109.441\n",
"[59]\tvalid_0's poisson: -109.453\n",
"[60]\tvalid_0's poisson: -109.455\n",
"[61]\tvalid_0's poisson: -109.454\n",
"[62]\tvalid_0's poisson: -109.458\n",
"[63]\tvalid_0's poisson: -109.466\n",
"[64]\tvalid_0's poisson: -109.477\n",
"[65]\tvalid_0's poisson: -109.48\n",
"[66]\tvalid_0's poisson: -109.481\n",
"[67]\tvalid_0's poisson: -109.489\n",
"[68]\tvalid_0's poisson: -109.486\n",
"[69]\tvalid_0's poisson: -109.495\n",
"[70]\tvalid_0's poisson: -109.501\n",
"[71]\tvalid_0's poisson: -109.501\n",
"[72]\tvalid_0's poisson: -109.508\n",
"[73]\tvalid_0's poisson: -109.511\n",
"[74]\tvalid_0's poisson: -109.508\n",
"[75]\tvalid_0's poisson: -109.512\n",
"[76]\tvalid_0's poisson: -109.509\n",
"[77]\tvalid_0's poisson: -109.516\n",
"[78]\tvalid_0's poisson: -109.518\n",
"[79]\tvalid_0's poisson: -109.523\n",
"[80]\tvalid_0's poisson: -109.525\n",
"[81]\tvalid_0's poisson: -109.523\n",
"[82]\tvalid_0's poisson: -109.527\n",
"[83]\tvalid_0's poisson: -109.527\n",
"[84]\tvalid_0's poisson: -109.521\n",
"[85]\tvalid_0's poisson: -109.525\n",
"[86]\tvalid_0's poisson: -109.527\n",
"[87]\tvalid_0's poisson: -109.533\n",
"[88]\tvalid_0's poisson: -109.533\n",
"[89]\tvalid_0's poisson: -109.534\n",
"[90]\tvalid_0's poisson: -109.537\n",
"[91]\tvalid_0's poisson: -109.537\n",
"[92]\tvalid_0's poisson: -109.538\n",
"[93]\tvalid_0's poisson: -109.532\n",
"[94]\tvalid_0's poisson: -109.53\n",
"[95]\tvalid_0's poisson: -109.539\n",
"[96]\tvalid_0's poisson: -109.537\n",
"[97]\tvalid_0's poisson: -109.54\n",
"[98]\tvalid_0's poisson: -109.541\n",
"[99]\tvalid_0's poisson: -109.543\n",
"[100]\tvalid_0's poisson: -109.542\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -99.8462\n",
"[2]\tvalid_0's poisson: -102.694\n",
"[3]\tvalid_0's poisson: -104.772\n",
"[4]\tvalid_0's poisson: -105.871\n",
"[5]\tvalid_0's poisson: -106.598\n",
"[6]\tvalid_0's poisson: -107.06\n",
"[7]\tvalid_0's poisson: -107.507\n",
"[8]\tvalid_0's poisson: -107.722\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.009\n",
"[11]\tvalid_0's poisson: -108.178\n",
"[12]\tvalid_0's poisson: -108.288\n",
"[13]\tvalid_0's poisson: -108.386\n",
"[14]\tvalid_0's poisson: -108.442\n",
"[15]\tvalid_0's poisson: -108.518\n",
"[16]\tvalid_0's poisson: -108.531\n",
"[17]\tvalid_0's poisson: -108.615\n",
"[18]\tvalid_0's poisson: -108.723\n",
"[19]\tvalid_0's poisson: -108.804\n",
"[20]\tvalid_0's poisson: -108.812\n",
"[21]\tvalid_0's poisson: -108.833\n",
"[22]\tvalid_0's poisson: -108.914\n",
"[23]\tvalid_0's poisson: -108.938\n",
"[24]\tvalid_0's poisson: -108.98\n",
"[25]\tvalid_0's poisson: -108.986\n",
"[26]\tvalid_0's poisson: -109.001\n",
"[27]\tvalid_0's poisson: -109.01\n",
"[28]\tvalid_0's poisson: -109.09\n",
"[29]\tvalid_0's poisson: -109.105\n",
"[30]\tvalid_0's poisson: -109.195\n",
"[31]\tvalid_0's poisson: -109.202\n",
"[32]\tvalid_0's poisson: -109.2\n",
"[33]\tvalid_0's poisson: -109.219\n",
"[34]\tvalid_0's poisson: -109.226\n",
"[35]\tvalid_0's poisson: -109.249\n",
"[36]\tvalid_0's poisson: -109.268\n",
"[37]\tvalid_0's poisson: -109.283\n",
"[38]\tvalid_0's poisson: -109.302\n",
"[39]\tvalid_0's poisson: -109.303\n",
"[40]\tvalid_0's poisson: -109.308\n",
"[41]\tvalid_0's poisson: -109.319\n",
"[42]\tvalid_0's poisson: -109.323\n",
"[43]\tvalid_0's poisson: -109.332\n",
"[44]\tvalid_0's poisson: -109.339\n",
"[45]\tvalid_0's poisson: -109.345\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.361\n",
"[48]\tvalid_0's poisson: -109.364\n",
"[49]\tvalid_0's poisson: -109.367\n",
"[50]\tvalid_0's poisson: -109.374\n",
"[51]\tvalid_0's poisson: -109.365\n",
"[52]\tvalid_0's poisson: -109.371\n",
"[53]\tvalid_0's poisson: -109.374\n",
"[54]\tvalid_0's poisson: -109.376\n",
"[55]\tvalid_0's poisson: -109.374\n",
"[56]\tvalid_0's poisson: -109.373\n",
"[57]\tvalid_0's poisson: -109.371\n",
"[58]\tvalid_0's poisson: -109.373\n",
"[59]\tvalid_0's poisson: -109.38\n",
"[60]\tvalid_0's poisson: -109.391\n",
"[61]\tvalid_0's poisson: -109.397\n",
"[62]\tvalid_0's poisson: -109.408\n",
"[63]\tvalid_0's poisson: -109.41\n",
"[64]\tvalid_0's poisson: -109.421\n",
"[65]\tvalid_0's poisson: -109.42\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.418\n",
"[69]\tvalid_0's poisson: -109.42\n",
"[70]\tvalid_0's poisson: -109.434\n",
"[71]\tvalid_0's poisson: -109.435\n",
"[72]\tvalid_0's poisson: -109.437\n",
"[73]\tvalid_0's poisson: -109.44\n",
"[74]\tvalid_0's poisson: -109.442\n",
"[75]\tvalid_0's poisson: -109.446\n",
"[76]\tvalid_0's poisson: -109.447\n",
"[77]\tvalid_0's poisson: -109.462\n",
"[78]\tvalid_0's poisson: -109.483\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.485\n",
"[81]\tvalid_0's poisson: -109.487\n",
"[82]\tvalid_0's poisson: -109.485\n",
"[83]\tvalid_0's poisson: -109.487\n",
"[84]\tvalid_0's poisson: -109.495\n",
"[85]\tvalid_0's poisson: -109.515\n",
"[86]\tvalid_0's poisson: -109.518\n",
"[87]\tvalid_0's poisson: -109.52\n",
"[88]\tvalid_0's poisson: -109.521\n",
"[89]\tvalid_0's poisson: -109.526\n",
"[90]\tvalid_0's poisson: -109.531\n",
"[91]\tvalid_0's poisson: -109.527\n",
"[92]\tvalid_0's poisson: -109.529\n",
"[93]\tvalid_0's poisson: -109.531\n",
"[94]\tvalid_0's poisson: -109.532\n",
"[95]\tvalid_0's poisson: -109.529\n",
"[96]\tvalid_0's poisson: -109.533\n",
"[97]\tvalid_0's poisson: -109.532\n",
"[98]\tvalid_0's poisson: -109.532\n",
"[99]\tvalid_0's poisson: -109.531\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -99.989\n",
"[2]\tvalid_0's poisson: -103.127\n",
"[3]\tvalid_0's poisson: -104.849\n",
"[4]\tvalid_0's poisson: -105.816\n",
"[5]\tvalid_0's poisson: -106.458\n",
"[6]\tvalid_0's poisson: -106.921\n",
"[7]\tvalid_0's poisson: -107.183\n",
"[8]\tvalid_0's poisson: -107.334\n",
"[9]\tvalid_0's poisson: -107.437\n",
"[10]\tvalid_0's poisson: -107.636\n",
"[11]\tvalid_0's poisson: -108.245\n",
"[12]\tvalid_0's poisson: -108.474\n",
"[13]\tvalid_0's poisson: -108.558\n",
"[14]\tvalid_0's poisson: -108.596\n",
"[15]\tvalid_0's poisson: -108.662\n",
"[16]\tvalid_0's poisson: -108.718\n",
"[17]\tvalid_0's poisson: -108.757\n",
"[18]\tvalid_0's poisson: -108.845\n",
"[19]\tvalid_0's poisson: -108.92\n",
"[20]\tvalid_0's poisson: -108.934\n",
"[21]\tvalid_0's poisson: -108.955\n",
"[22]\tvalid_0's poisson: -109.004\n",
"[23]\tvalid_0's poisson: -109.058\n",
"[24]\tvalid_0's poisson: -109.088\n",
"[25]\tvalid_0's poisson: -109.09\n",
"[26]\tvalid_0's poisson: -109.112\n",
"[27]\tvalid_0's poisson: -109.123\n",
"[28]\tvalid_0's poisson: -109.158\n",
"[29]\tvalid_0's poisson: -109.158\n",
"[30]\tvalid_0's poisson: -109.213\n",
"[31]\tvalid_0's poisson: -109.217\n",
"[32]\tvalid_0's poisson: -109.226\n",
"[33]\tvalid_0's poisson: -109.253\n",
"[34]\tvalid_0's poisson: -109.268\n",
"[35]\tvalid_0's poisson: -109.282\n",
"[36]\tvalid_0's poisson: -109.296\n",
"[37]\tvalid_0's poisson: -109.299\n",
"[38]\tvalid_0's poisson: -109.297\n",
"[39]\tvalid_0's poisson: -109.298\n",
"[40]\tvalid_0's poisson: -109.298\n",
"[41]\tvalid_0's poisson: -109.312\n",
"[42]\tvalid_0's poisson: -109.319\n",
"[43]\tvalid_0's poisson: -109.316\n",
"[44]\tvalid_0's poisson: -109.319\n",
"[45]\tvalid_0's poisson: -109.36\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.359\n",
"[48]\tvalid_0's poisson: -109.369\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.373\n",
"[51]\tvalid_0's poisson: -109.377\n",
"[52]\tvalid_0's poisson: -109.377\n",
"[53]\tvalid_0's poisson: -109.382\n",
"[54]\tvalid_0's poisson: -109.377\n",
"[55]\tvalid_0's poisson: -109.387\n",
"[56]\tvalid_0's poisson: -109.392\n",
"[57]\tvalid_0's poisson: -109.406\n",
"[58]\tvalid_0's poisson: -109.408\n",
"[59]\tvalid_0's poisson: -109.402\n",
"[60]\tvalid_0's poisson: -109.399\n",
"[61]\tvalid_0's poisson: -109.404\n",
"[62]\tvalid_0's poisson: -109.41\n",
"[63]\tvalid_0's poisson: -109.409\n",
"[64]\tvalid_0's poisson: -109.42\n",
"[65]\tvalid_0's poisson: -109.427\n",
"[66]\tvalid_0's poisson: -109.436\n",
"[67]\tvalid_0's poisson: -109.439\n",
"[68]\tvalid_0's poisson: -109.436\n",
"[69]\tvalid_0's poisson: -109.441\n",
"[70]\tvalid_0's poisson: -109.441\n",
"[71]\tvalid_0's poisson: -109.444\n",
"[72]\tvalid_0's poisson: -109.455\n",
"[73]\tvalid_0's poisson: -109.458\n",
"[74]\tvalid_0's poisson: -109.458\n",
"[75]\tvalid_0's poisson: -109.466\n",
"[76]\tvalid_0's poisson: -109.465\n",
"[77]\tvalid_0's poisson: -109.477\n",
"[78]\tvalid_0's poisson: -109.481\n",
"[79]\tvalid_0's poisson: -109.478\n",
"[80]\tvalid_0's poisson: -109.478\n",
"[81]\tvalid_0's poisson: -109.482\n",
"[82]\tvalid_0's poisson: -109.474\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.523\n",
"[85]\tvalid_0's poisson: -109.526\n",
"[86]\tvalid_0's poisson: -109.527\n",
"[87]\tvalid_0's poisson: -109.525\n",
"[88]\tvalid_0's poisson: -109.534\n",
"[89]\tvalid_0's poisson: -109.531\n",
"[90]\tvalid_0's poisson: -109.534\n",
"[91]\tvalid_0's poisson: -109.533\n",
"[92]\tvalid_0's poisson: -109.543\n",
"[93]\tvalid_0's poisson: -109.541\n",
"[94]\tvalid_0's poisson: -109.544\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[95]\tvalid_0's poisson: -109.546\n",
"[96]\tvalid_0's poisson: -109.546\n",
"[97]\tvalid_0's poisson: -109.554\n",
"[98]\tvalid_0's poisson: -109.553\n",
"[99]\tvalid_0's poisson: -109.551\n",
"[100]\tvalid_0's poisson: -109.554\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.013\n",
"[2]\tvalid_0's poisson: -103.203\n",
"[3]\tvalid_0's poisson: -104.867\n",
"[4]\tvalid_0's poisson: -105.841\n",
"[5]\tvalid_0's poisson: -106.436\n",
"[6]\tvalid_0's poisson: -106.808\n",
"[7]\tvalid_0's poisson: -107.522\n",
"[8]\tvalid_0's poisson: -107.814\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.225\n",
"[11]\tvalid_0's poisson: -108.305\n",
"[12]\tvalid_0's poisson: -108.381\n",
"[13]\tvalid_0's poisson: -108.477\n",
"[14]\tvalid_0's poisson: -108.509\n",
"[15]\tvalid_0's poisson: -108.664\n",
"[16]\tvalid_0's poisson: -108.735\n",
"[17]\tvalid_0's poisson: -108.806\n",
"[18]\tvalid_0's poisson: -108.828\n",
"[19]\tvalid_0's poisson: -108.928\n",
"[20]\tvalid_0's poisson: -108.968\n",
"[21]\tvalid_0's poisson: -109.013\n",
"[22]\tvalid_0's poisson: -109.036\n",
"[23]\tvalid_0's poisson: -109.044\n",
"[24]\tvalid_0's poisson: -109.062\n",
"[25]\tvalid_0's poisson: -109.071\n",
"[26]\tvalid_0's poisson: -109.114\n",
"[27]\tvalid_0's poisson: -109.138\n",
"[28]\tvalid_0's poisson: -109.166\n",
"[29]\tvalid_0's poisson: -109.181\n",
"[30]\tvalid_0's poisson: -109.199\n",
"[31]\tvalid_0's poisson: -109.23\n",
"[32]\tvalid_0's poisson: -109.25\n",
"[33]\tvalid_0's poisson: -109.257\n",
"[34]\tvalid_0's poisson: -109.269\n",
"[35]\tvalid_0's poisson: -109.302\n",
"[36]\tvalid_0's poisson: -109.301\n",
"[37]\tvalid_0's poisson: -109.315\n",
"[38]\tvalid_0's poisson: -109.336\n",
"[39]\tvalid_0's poisson: -109.351\n",
"[40]\tvalid_0's poisson: -109.37\n",
"[41]\tvalid_0's poisson: -109.379\n",
"[42]\tvalid_0's poisson: -109.384\n",
"[43]\tvalid_0's poisson: -109.398\n",
"[44]\tvalid_0's poisson: -109.42\n",
"[45]\tvalid_0's poisson: -109.418\n",
"[46]\tvalid_0's poisson: -109.421\n",
"[47]\tvalid_0's poisson: -109.43\n",
"[48]\tvalid_0's poisson: -109.424\n",
"[49]\tvalid_0's poisson: -109.422\n",
"[50]\tvalid_0's poisson: -109.422\n",
"[51]\tvalid_0's poisson: -109.423\n",
"[52]\tvalid_0's poisson: -109.442\n",
"[53]\tvalid_0's poisson: -109.448\n",
"[54]\tvalid_0's poisson: -109.466\n",
"[55]\tvalid_0's poisson: -109.466\n",
"[56]\tvalid_0's poisson: -109.461\n",
"[57]\tvalid_0's poisson: -109.47\n",
"[58]\tvalid_0's poisson: -109.472\n",
"[59]\tvalid_0's poisson: -109.479\n",
"[60]\tvalid_0's poisson: -109.487\n",
"[61]\tvalid_0's poisson: -109.485\n",
"[62]\tvalid_0's poisson: -109.494\n",
"[63]\tvalid_0's poisson: -109.495\n",
"[64]\tvalid_0's poisson: -109.498\n",
"[65]\tvalid_0's poisson: -109.5\n",
"[66]\tvalid_0's poisson: -109.497\n",
"[67]\tvalid_0's poisson: -109.499\n",
"[68]\tvalid_0's poisson: -109.501\n",
"[69]\tvalid_0's poisson: -109.501\n",
"[70]\tvalid_0's poisson: -109.507\n",
"[71]\tvalid_0's poisson: -109.507\n",
"[72]\tvalid_0's poisson: -109.503\n",
"[73]\tvalid_0's poisson: -109.511\n",
"[74]\tvalid_0's poisson: -109.515\n",
"[75]\tvalid_0's poisson: -109.517\n",
"[76]\tvalid_0's poisson: -109.52\n",
"[77]\tvalid_0's poisson: -109.53\n",
"[78]\tvalid_0's poisson: -109.533\n",
"[79]\tvalid_0's poisson: -109.534\n",
"[80]\tvalid_0's poisson: -109.533\n",
"[81]\tvalid_0's poisson: -109.535\n",
"[82]\tvalid_0's poisson: -109.536\n",
"[83]\tvalid_0's poisson: -109.538\n",
"[84]\tvalid_0's poisson: -109.541\n",
"[85]\tvalid_0's poisson: -109.541\n",
"[86]\tvalid_0's poisson: -109.54\n",
"[87]\tvalid_0's poisson: -109.542\n",
"[88]\tvalid_0's poisson: -109.545\n",
"[89]\tvalid_0's poisson: -109.546\n",
"[90]\tvalid_0's poisson: -109.546\n",
"[91]\tvalid_0's poisson: -109.56\n",
"[92]\tvalid_0's poisson: -109.561\n",
"[93]\tvalid_0's poisson: -109.562\n",
"[94]\tvalid_0's poisson: -109.564\n",
"[95]\tvalid_0's poisson: -109.57\n",
"[96]\tvalid_0's poisson: -109.572\n",
"[97]\tvalid_0's poisson: -109.571\n",
"[98]\tvalid_0's poisson: -109.572\n",
"[99]\tvalid_0's poisson: -109.569\n",
"[100]\tvalid_0's poisson: -109.57\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -100.006\n",
"[2]\tvalid_0's poisson: -103.183\n",
"[3]\tvalid_0's poisson: -104.915\n",
"[4]\tvalid_0's poisson: -105.848\n",
"[5]\tvalid_0's poisson: -106.835\n",
"[6]\tvalid_0's poisson: -107.238\n",
"[7]\tvalid_0's poisson: -107.458\n",
"[8]\tvalid_0's poisson: -107.669\n",
"[9]\tvalid_0's poisson: -107.759\n",
"[10]\tvalid_0's poisson: -107.892\n",
"[11]\tvalid_0's poisson: -108.092\n",
"[12]\tvalid_0's poisson: -108.217\n",
"[13]\tvalid_0's poisson: -108.421\n",
"[14]\tvalid_0's poisson: -108.542\n",
"[15]\tvalid_0's poisson: -108.613\n",
"[16]\tvalid_0's poisson: -108.672\n",
"[17]\tvalid_0's poisson: -108.712\n",
"[18]\tvalid_0's poisson: -108.791\n",
"[19]\tvalid_0's poisson: -108.856\n",
"[20]\tvalid_0's poisson: -108.891\n",
"[21]\tvalid_0's poisson: -108.944\n",
"[22]\tvalid_0's poisson: -108.988\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.032\n",
"[25]\tvalid_0's poisson: -109.059\n",
"[26]\tvalid_0's poisson: -109.085\n",
"[27]\tvalid_0's poisson: -109.093\n",
"[28]\tvalid_0's poisson: -109.101\n",
"[29]\tvalid_0's poisson: -109.119\n",
"[30]\tvalid_0's poisson: -109.121\n",
"[31]\tvalid_0's poisson: -109.131\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.165\n",
"[34]\tvalid_0's poisson: -109.164\n",
"[35]\tvalid_0's poisson: -109.176\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.207\n",
"[38]\tvalid_0's poisson: -109.208\n",
"[39]\tvalid_0's poisson: -109.226\n",
"[40]\tvalid_0's poisson: -109.227\n",
"[41]\tvalid_0's poisson: -109.243\n",
"[42]\tvalid_0's poisson: -109.262\n",
"[43]\tvalid_0's poisson: -109.283\n",
"[44]\tvalid_0's poisson: -109.288\n",
"[45]\tvalid_0's poisson: -109.292\n",
"[46]\tvalid_0's poisson: -109.298\n",
"[47]\tvalid_0's poisson: -109.294\n",
"[48]\tvalid_0's poisson: -109.297\n",
"[49]\tvalid_0's poisson: -109.308\n",
"[50]\tvalid_0's poisson: -109.324\n",
"[51]\tvalid_0's poisson: -109.322\n",
"[52]\tvalid_0's poisson: -109.327\n",
"[53]\tvalid_0's poisson: -109.328\n",
"[54]\tvalid_0's poisson: -109.328\n",
"[55]\tvalid_0's poisson: -109.333\n",
"[56]\tvalid_0's poisson: -109.332\n",
"[57]\tvalid_0's poisson: -109.333\n",
"[58]\tvalid_0's poisson: -109.334\n",
"[59]\tvalid_0's poisson: -109.367\n",
"[60]\tvalid_0's poisson: -109.377\n",
"[61]\tvalid_0's poisson: -109.376\n",
"[62]\tvalid_0's poisson: -109.374\n",
"[63]\tvalid_0's poisson: -109.401\n",
"[64]\tvalid_0's poisson: -109.402\n",
"[65]\tvalid_0's poisson: -109.405\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.428\n",
"[70]\tvalid_0's poisson: -109.446\n",
"[71]\tvalid_0's poisson: -109.447\n",
"[72]\tvalid_0's poisson: -109.447\n",
"[73]\tvalid_0's poisson: -109.451\n",
"[74]\tvalid_0's poisson: -109.453\n",
"[75]\tvalid_0's poisson: -109.452\n",
"[76]\tvalid_0's poisson: -109.448\n",
"[77]\tvalid_0's poisson: -109.457\n",
"[78]\tvalid_0's poisson: -109.456\n",
"[79]\tvalid_0's poisson: -109.455\n",
"[80]\tvalid_0's poisson: -109.457\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.464\n",
"[83]\tvalid_0's poisson: -109.468\n",
"[84]\tvalid_0's poisson: -109.469\n",
"[85]\tvalid_0's poisson: -109.467\n",
"[86]\tvalid_0's poisson: -109.477\n",
"[87]\tvalid_0's poisson: -109.482\n",
"[88]\tvalid_0's poisson: -109.486\n",
"[89]\tvalid_0's poisson: -109.49\n",
"[90]\tvalid_0's poisson: -109.491\n",
"[91]\tvalid_0's poisson: -109.496\n",
"[92]\tvalid_0's poisson: -109.499\n",
"[93]\tvalid_0's poisson: -109.502\n",
"[94]\tvalid_0's poisson: -109.501\n",
"[95]\tvalid_0's poisson: -109.5\n",
"[96]\tvalid_0's poisson: -109.506\n",
"[97]\tvalid_0's poisson: -109.51\n",
"[98]\tvalid_0's poisson: -109.511\n",
"[99]\tvalid_0's poisson: -109.511\n",
"[100]\tvalid_0's poisson: -109.514\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.01, lambda_l2=0.1, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.6152\n",
"[2]\tvalid_0's poisson: -89.8837\n",
"[3]\tvalid_0's poisson: -91.0113\n",
"[4]\tvalid_0's poisson: -92.0395\n",
"[5]\tvalid_0's poisson: -92.9659\n",
"[6]\tvalid_0's poisson: -93.809\n",
"[7]\tvalid_0's poisson: -94.6002\n",
"[8]\tvalid_0's poisson: -95.3232\n",
"[9]\tvalid_0's poisson: -96.0002\n",
"[10]\tvalid_0's poisson: -96.6321\n",
"[11]\tvalid_0's poisson: -97.2229\n",
"[12]\tvalid_0's poisson: -97.7735\n",
"[13]\tvalid_0's poisson: -98.29\n",
"[14]\tvalid_0's poisson: -98.7732\n",
"[15]\tvalid_0's poisson: -99.229\n",
"[16]\tvalid_0's poisson: -99.6567\n",
"[17]\tvalid_0's poisson: -100.064\n",
"[18]\tvalid_0's poisson: -100.448\n",
"[19]\tvalid_0's poisson: -100.811\n",
"[20]\tvalid_0's poisson: -101.152\n",
"[21]\tvalid_0's poisson: -101.474\n",
"[22]\tvalid_0's poisson: -101.786\n",
"[23]\tvalid_0's poisson: -102.078\n",
"[24]\tvalid_0's poisson: -102.358\n",
"[25]\tvalid_0's poisson: -102.636\n",
"[26]\tvalid_0's poisson: -102.892\n",
"[27]\tvalid_0's poisson: -103.134\n",
"[28]\tvalid_0's poisson: -103.369\n",
"[29]\tvalid_0's poisson: -103.59\n",
"[30]\tvalid_0's poisson: -103.808\n",
"[31]\tvalid_0's poisson: -104.008\n",
"[32]\tvalid_0's poisson: -104.208\n",
"[33]\tvalid_0's poisson: -104.39\n",
"[34]\tvalid_0's poisson: -104.565\n",
"[35]\tvalid_0's poisson: -104.737\n",
"[36]\tvalid_0's poisson: -104.908\n",
"[37]\tvalid_0's poisson: -105.064\n",
"[38]\tvalid_0's poisson: -105.217\n",
"[39]\tvalid_0's poisson: -105.362\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[40]\tvalid_0's poisson: -105.506\n",
"[41]\tvalid_0's poisson: -105.636\n",
"[42]\tvalid_0's poisson: -105.769\n",
"[43]\tvalid_0's poisson: -105.892\n",
"[44]\tvalid_0's poisson: -106.015\n",
"[45]\tvalid_0's poisson: -106.136\n",
"[46]\tvalid_0's poisson: -106.243\n",
"[47]\tvalid_0's poisson: -106.351\n",
"[48]\tvalid_0's poisson: -106.445\n",
"[49]\tvalid_0's poisson: -106.545\n",
"[50]\tvalid_0's poisson: -106.64\n",
"[51]\tvalid_0's poisson: -106.735\n",
"[52]\tvalid_0's poisson: -106.826\n",
"[53]\tvalid_0's poisson: -106.909\n",
"[54]\tvalid_0's poisson: -106.989\n",
"[55]\tvalid_0's poisson: -107.067\n",
"[56]\tvalid_0's poisson: -107.139\n",
"[57]\tvalid_0's poisson: -107.215\n",
"[58]\tvalid_0's poisson: -107.285\n",
"[59]\tvalid_0's poisson: -107.351\n",
"[60]\tvalid_0's poisson: -107.42\n",
"[61]\tvalid_0's poisson: -107.484\n",
"[62]\tvalid_0's poisson: -107.543\n",
"[63]\tvalid_0's poisson: -107.601\n",
"[64]\tvalid_0's poisson: -107.655\n",
"[65]\tvalid_0's poisson: -107.708\n",
"[66]\tvalid_0's poisson: -107.76\n",
"[67]\tvalid_0's poisson: -107.81\n",
"[68]\tvalid_0's poisson: -107.859\n",
"[69]\tvalid_0's poisson: -107.904\n",
"[70]\tvalid_0's poisson: -107.947\n",
"[71]\tvalid_0's poisson: -107.995\n",
"[72]\tvalid_0's poisson: -108.034\n",
"[73]\tvalid_0's poisson: -108.076\n",
"[74]\tvalid_0's poisson: -108.114\n",
"[75]\tvalid_0's poisson: -108.149\n",
"[76]\tvalid_0's poisson: -108.189\n",
"[77]\tvalid_0's poisson: -108.223\n",
"[78]\tvalid_0's poisson: -108.259\n",
"[79]\tvalid_0's poisson: -108.289\n",
"[80]\tvalid_0's poisson: -108.32\n",
"[81]\tvalid_0's poisson: -108.355\n",
"[82]\tvalid_0's poisson: -108.383\n",
"[83]\tvalid_0's poisson: -108.408\n",
"[84]\tvalid_0's poisson: -108.439\n",
"[85]\tvalid_0's poisson: -108.466\n",
"[86]\tvalid_0's poisson: -108.494\n",
"[87]\tvalid_0's poisson: -108.522\n",
"[88]\tvalid_0's poisson: -108.543\n",
"[89]\tvalid_0's poisson: -108.566\n",
"[90]\tvalid_0's poisson: -108.587\n",
"[91]\tvalid_0's poisson: -108.61\n",
"[92]\tvalid_0's poisson: -108.629\n",
"[93]\tvalid_0's poisson: -108.652\n",
"[94]\tvalid_0's poisson: -108.674\n",
"[95]\tvalid_0's poisson: -108.697\n",
"[96]\tvalid_0's poisson: -108.716\n",
"[97]\tvalid_0's poisson: -108.733\n",
"[98]\tvalid_0's poisson: -108.751\n",
"[99]\tvalid_0's poisson: -108.768\n",
"[100]\tvalid_0's poisson: -108.784\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.622\n",
"[2]\tvalid_0's poisson: -89.9188\n",
"[3]\tvalid_0's poisson: -91.0728\n",
"[4]\tvalid_0's poisson: -92.0952\n",
"[5]\tvalid_0's poisson: -93.0362\n",
"[6]\tvalid_0's poisson: -93.8989\n",
"[7]\tvalid_0's poisson: -94.6874\n",
"[8]\tvalid_0's poisson: -95.4135\n",
"[9]\tvalid_0's poisson: -96.0922\n",
"[10]\tvalid_0's poisson: -96.721\n",
"[11]\tvalid_0's poisson: -97.3111\n",
"[12]\tvalid_0's poisson: -97.8628\n",
"[13]\tvalid_0's poisson: -98.3747\n",
"[14]\tvalid_0's poisson: -98.8593\n",
"[15]\tvalid_0's poisson: -99.3108\n",
"[16]\tvalid_0's poisson: -99.7409\n",
"[17]\tvalid_0's poisson: -100.145\n",
"[18]\tvalid_0's poisson: -100.527\n",
"[19]\tvalid_0's poisson: -100.887\n",
"[20]\tvalid_0's poisson: -101.228\n",
"[21]\tvalid_0's poisson: -101.55\n",
"[22]\tvalid_0's poisson: -101.855\n",
"[23]\tvalid_0's poisson: -102.148\n",
"[24]\tvalid_0's poisson: -102.42\n",
"[25]\tvalid_0's poisson: -102.685\n",
"[26]\tvalid_0's poisson: -102.94\n",
"[27]\tvalid_0's poisson: -103.182\n",
"[28]\tvalid_0's poisson: -103.411\n",
"[29]\tvalid_0's poisson: -103.628\n",
"[30]\tvalid_0's poisson: -103.84\n",
"[31]\tvalid_0's poisson: -104.037\n",
"[32]\tvalid_0's poisson: -104.234\n",
"[33]\tvalid_0's poisson: -104.415\n",
"[34]\tvalid_0's poisson: -104.59\n",
"[35]\tvalid_0's poisson: -104.764\n",
"[36]\tvalid_0's poisson: -104.93\n",
"[37]\tvalid_0's poisson: -105.087\n",
"[38]\tvalid_0's poisson: -105.238\n",
"[39]\tvalid_0's poisson: -105.38\n",
"[40]\tvalid_0's poisson: -105.519\n",
"[41]\tvalid_0's poisson: -105.648\n",
"[42]\tvalid_0's poisson: -105.772\n",
"[43]\tvalid_0's poisson: -105.894\n",
"[44]\tvalid_0's poisson: -106.008\n",
"[45]\tvalid_0's poisson: -106.12\n",
"[46]\tvalid_0's poisson: -106.234\n",
"[47]\tvalid_0's poisson: -106.341\n",
"[48]\tvalid_0's poisson: -106.44\n",
"[49]\tvalid_0's poisson: -106.543\n",
"[50]\tvalid_0's poisson: -106.638\n",
"[51]\tvalid_0's poisson: -106.728\n",
"[52]\tvalid_0's poisson: -106.813\n",
"[53]\tvalid_0's poisson: -106.895\n",
"[54]\tvalid_0's poisson: -106.981\n",
"[55]\tvalid_0's poisson: -107.061\n",
"[56]\tvalid_0's poisson: -107.142\n",
"[57]\tvalid_0's poisson: -107.218\n",
"[58]\tvalid_0's poisson: -107.286\n",
"[59]\tvalid_0's poisson: -107.352\n",
"[60]\tvalid_0's poisson: -107.42\n",
"[61]\tvalid_0's poisson: -107.482\n",
"[62]\tvalid_0's poisson: -107.542\n",
"[63]\tvalid_0's poisson: -107.599\n",
"[64]\tvalid_0's poisson: -107.651\n",
"[65]\tvalid_0's poisson: -107.71\n",
"[66]\tvalid_0's poisson: -107.76\n",
"[67]\tvalid_0's poisson: -107.81\n",
"[68]\tvalid_0's poisson: -107.856\n",
"[69]\tvalid_0's poisson: -107.901\n",
"[70]\tvalid_0's poisson: -107.945\n",
"[71]\tvalid_0's poisson: -107.987\n",
"[72]\tvalid_0's poisson: -108.028\n",
"[73]\tvalid_0's poisson: -108.069\n",
"[74]\tvalid_0's poisson: -108.106\n",
"[75]\tvalid_0's poisson: -108.142\n",
"[76]\tvalid_0's poisson: -108.176\n",
"[77]\tvalid_0's poisson: -108.214\n",
"[78]\tvalid_0's poisson: -108.247\n",
"[79]\tvalid_0's poisson: -108.283\n",
"[80]\tvalid_0's poisson: -108.313\n",
"[81]\tvalid_0's poisson: -108.345\n",
"[82]\tvalid_0's poisson: -108.372\n",
"[83]\tvalid_0's poisson: -108.402\n",
"[84]\tvalid_0's poisson: -108.428\n",
"[85]\tvalid_0's poisson: -108.459\n",
"[86]\tvalid_0's poisson: -108.484\n",
"[87]\tvalid_0's poisson: -108.512\n",
"[88]\tvalid_0's poisson: -108.539\n",
"[89]\tvalid_0's poisson: -108.565\n",
"[90]\tvalid_0's poisson: -108.589\n",
"[91]\tvalid_0's poisson: -108.611\n",
"[92]\tvalid_0's poisson: -108.632\n",
"[93]\tvalid_0's poisson: -108.652\n",
"[94]\tvalid_0's poisson: -108.672\n",
"[95]\tvalid_0's poisson: -108.694\n",
"[96]\tvalid_0's poisson: -108.715\n",
"[97]\tvalid_0's poisson: -108.732\n",
"[98]\tvalid_0's poisson: -108.748\n",
"[99]\tvalid_0's poisson: -108.769\n",
"[100]\tvalid_0's poisson: -108.783\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.6322\n",
"[2]\tvalid_0's poisson: -89.911\n",
"[3]\tvalid_0's poisson: -91.0567\n",
"[4]\tvalid_0's poisson: -92.087\n",
"[5]\tvalid_0's poisson: -93.02\n",
"[6]\tvalid_0's poisson: -93.8678\n",
"[7]\tvalid_0's poisson: -94.6494\n",
"[8]\tvalid_0's poisson: -95.3839\n",
"[9]\tvalid_0's poisson: -96.0603\n",
"[10]\tvalid_0's poisson: -96.6922\n",
"[11]\tvalid_0's poisson: -97.2859\n",
"[12]\tvalid_0's poisson: -97.833\n",
"[13]\tvalid_0's poisson: -98.3515\n",
"[14]\tvalid_0's poisson: -98.8405\n",
"[15]\tvalid_0's poisson: -99.3017\n",
"[16]\tvalid_0's poisson: -99.7334\n",
"[17]\tvalid_0's poisson: -100.142\n",
"[18]\tvalid_0's poisson: -100.521\n",
"[19]\tvalid_0's poisson: -100.882\n",
"[20]\tvalid_0's poisson: -101.225\n",
"[21]\tvalid_0's poisson: -101.552\n",
"[22]\tvalid_0's poisson: -101.862\n",
"[23]\tvalid_0's poisson: -102.155\n",
"[24]\tvalid_0's poisson: -102.435\n",
"[25]\tvalid_0's poisson: -102.703\n",
"[26]\tvalid_0's poisson: -102.965\n",
"[27]\tvalid_0's poisson: -103.204\n",
"[28]\tvalid_0's poisson: -103.432\n",
"[29]\tvalid_0's poisson: -103.649\n",
"[30]\tvalid_0's poisson: -103.861\n",
"[31]\tvalid_0's poisson: -104.066\n",
"[32]\tvalid_0's poisson: -104.256\n",
"[33]\tvalid_0's poisson: -104.435\n",
"[34]\tvalid_0's poisson: -104.616\n",
"[35]\tvalid_0's poisson: -104.792\n",
"[36]\tvalid_0's poisson: -104.959\n",
"[37]\tvalid_0's poisson: -105.112\n",
"[38]\tvalid_0's poisson: -105.259\n",
"[39]\tvalid_0's poisson: -105.407\n",
"[40]\tvalid_0's poisson: -105.548\n",
"[41]\tvalid_0's poisson: -105.678\n",
"[42]\tvalid_0's poisson: -105.804\n",
"[43]\tvalid_0's poisson: -105.93\n",
"[44]\tvalid_0's poisson: -106.051\n",
"[45]\tvalid_0's poisson: -106.17\n",
"[46]\tvalid_0's poisson: -106.277\n",
"[47]\tvalid_0's poisson: -106.386\n",
"[48]\tvalid_0's poisson: -106.489\n",
"[49]\tvalid_0's poisson: -106.583\n",
"[50]\tvalid_0's poisson: -106.683\n",
"[51]\tvalid_0's poisson: -106.773\n",
"[52]\tvalid_0's poisson: -106.855\n",
"[53]\tvalid_0's poisson: -106.942\n",
"[54]\tvalid_0's poisson: -107.018\n",
"[55]\tvalid_0's poisson: -107.094\n",
"[56]\tvalid_0's poisson: -107.172\n",
"[57]\tvalid_0's poisson: -107.241\n",
"[58]\tvalid_0's poisson: -107.311\n",
"[59]\tvalid_0's poisson: -107.377\n",
"[60]\tvalid_0's poisson: -107.443\n",
"[61]\tvalid_0's poisson: -107.502\n",
"[62]\tvalid_0's poisson: -107.564\n",
"[63]\tvalid_0's poisson: -107.622\n",
"[64]\tvalid_0's poisson: -107.674\n",
"[65]\tvalid_0's poisson: -107.725\n",
"[66]\tvalid_0's poisson: -107.78\n",
"[67]\tvalid_0's poisson: -107.83\n",
"[68]\tvalid_0's poisson: -107.876\n",
"[69]\tvalid_0's poisson: -107.922\n",
"[70]\tvalid_0's poisson: -107.963\n",
"[71]\tvalid_0's poisson: -108.006\n",
"[72]\tvalid_0's poisson: -108.045\n",
"[73]\tvalid_0's poisson: -108.087\n",
"[74]\tvalid_0's poisson: -108.127\n",
"[75]\tvalid_0's poisson: -108.168\n",
"[76]\tvalid_0's poisson: -108.204\n",
"[77]\tvalid_0's poisson: -108.238\n",
"[78]\tvalid_0's poisson: -108.27\n",
"[79]\tvalid_0's poisson: -108.307\n",
"[80]\tvalid_0's poisson: -108.337\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -108.365\n",
"[82]\tvalid_0's poisson: -108.394\n",
"[83]\tvalid_0's poisson: -108.424\n",
"[84]\tvalid_0's poisson: -108.452\n",
"[85]\tvalid_0's poisson: -108.476\n",
"[86]\tvalid_0's poisson: -108.505\n",
"[87]\tvalid_0's poisson: -108.527\n",
"[88]\tvalid_0's poisson: -108.55\n",
"[89]\tvalid_0's poisson: -108.573\n",
"[90]\tvalid_0's poisson: -108.594\n",
"[91]\tvalid_0's poisson: -108.615\n",
"[92]\tvalid_0's poisson: -108.64\n",
"[93]\tvalid_0's poisson: -108.661\n",
"[94]\tvalid_0's poisson: -108.679\n",
"[95]\tvalid_0's poisson: -108.696\n",
"[96]\tvalid_0's poisson: -108.717\n",
"[97]\tvalid_0's poisson: -108.735\n",
"[98]\tvalid_0's poisson: -108.753\n",
"[99]\tvalid_0's poisson: -108.769\n",
"[100]\tvalid_0's poisson: -108.786\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.6494\n",
"[2]\tvalid_0's poisson: -89.939\n",
"[3]\tvalid_0's poisson: -91.0815\n",
"[4]\tvalid_0's poisson: -92.1022\n",
"[5]\tvalid_0's poisson: -93.0392\n",
"[6]\tvalid_0's poisson: -93.8907\n",
"[7]\tvalid_0's poisson: -94.6814\n",
"[8]\tvalid_0's poisson: -95.4071\n",
"[9]\tvalid_0's poisson: -96.0772\n",
"[10]\tvalid_0's poisson: -96.706\n",
"[11]\tvalid_0's poisson: -97.2963\n",
"[12]\tvalid_0's poisson: -97.8543\n",
"[13]\tvalid_0's poisson: -98.3756\n",
"[14]\tvalid_0's poisson: -98.8607\n",
"[15]\tvalid_0's poisson: -99.3188\n",
"[16]\tvalid_0's poisson: -99.7443\n",
"[17]\tvalid_0's poisson: -100.151\n",
"[18]\tvalid_0's poisson: -100.536\n",
"[19]\tvalid_0's poisson: -100.897\n",
"[20]\tvalid_0's poisson: -101.246\n",
"[21]\tvalid_0's poisson: -101.572\n",
"[22]\tvalid_0's poisson: -101.879\n",
"[23]\tvalid_0's poisson: -102.176\n",
"[24]\tvalid_0's poisson: -102.454\n",
"[25]\tvalid_0's poisson: -102.719\n",
"[26]\tvalid_0's poisson: -102.97\n",
"[27]\tvalid_0's poisson: -103.209\n",
"[28]\tvalid_0's poisson: -103.436\n",
"[29]\tvalid_0's poisson: -103.661\n",
"[30]\tvalid_0's poisson: -103.867\n",
"[31]\tvalid_0's poisson: -104.064\n",
"[32]\tvalid_0's poisson: -104.253\n",
"[33]\tvalid_0's poisson: -104.439\n",
"[34]\tvalid_0's poisson: -104.612\n",
"[35]\tvalid_0's poisson: -104.791\n",
"[36]\tvalid_0's poisson: -104.957\n",
"[37]\tvalid_0's poisson: -105.112\n",
"[38]\tvalid_0's poisson: -105.265\n",
"[39]\tvalid_0's poisson: -105.405\n",
"[40]\tvalid_0's poisson: -105.545\n",
"[41]\tvalid_0's poisson: -105.679\n",
"[42]\tvalid_0's poisson: -105.805\n",
"[43]\tvalid_0's poisson: -105.928\n",
"[44]\tvalid_0's poisson: -106.048\n",
"[45]\tvalid_0's poisson: -106.167\n",
"[46]\tvalid_0's poisson: -106.272\n",
"[47]\tvalid_0's poisson: -106.38\n",
"[48]\tvalid_0's poisson: -106.486\n",
"[49]\tvalid_0's poisson: -106.577\n",
"[50]\tvalid_0's poisson: -106.672\n",
"[51]\tvalid_0's poisson: -106.766\n",
"[52]\tvalid_0's poisson: -106.847\n",
"[53]\tvalid_0's poisson: -106.93\n",
"[54]\tvalid_0's poisson: -107.013\n",
"[55]\tvalid_0's poisson: -107.086\n",
"[56]\tvalid_0's poisson: -107.161\n",
"[57]\tvalid_0's poisson: -107.23\n",
"[58]\tvalid_0's poisson: -107.296\n",
"[59]\tvalid_0's poisson: -107.358\n",
"[60]\tvalid_0's poisson: -107.42\n",
"[61]\tvalid_0's poisson: -107.48\n",
"[62]\tvalid_0's poisson: -107.538\n",
"[63]\tvalid_0's poisson: -107.595\n",
"[64]\tvalid_0's poisson: -107.648\n",
"[65]\tvalid_0's poisson: -107.7\n",
"[66]\tvalid_0's poisson: -107.752\n",
"[67]\tvalid_0's poisson: -107.803\n",
"[68]\tvalid_0's poisson: -107.848\n",
"[69]\tvalid_0's poisson: -107.89\n",
"[70]\tvalid_0's poisson: -107.931\n",
"[71]\tvalid_0's poisson: -107.976\n",
"[72]\tvalid_0's poisson: -108.019\n",
"[73]\tvalid_0's poisson: -108.059\n",
"[74]\tvalid_0's poisson: -108.097\n",
"[75]\tvalid_0's poisson: -108.137\n",
"[76]\tvalid_0's poisson: -108.172\n",
"[77]\tvalid_0's poisson: -108.207\n",
"[78]\tvalid_0's poisson: -108.238\n",
"[79]\tvalid_0's poisson: -108.268\n",
"[80]\tvalid_0's poisson: -108.302\n",
"[81]\tvalid_0's poisson: -108.331\n",
"[82]\tvalid_0's poisson: -108.361\n",
"[83]\tvalid_0's poisson: -108.387\n",
"[84]\tvalid_0's poisson: -108.415\n",
"[85]\tvalid_0's poisson: -108.443\n",
"[86]\tvalid_0's poisson: -108.469\n",
"[87]\tvalid_0's poisson: -108.494\n",
"[88]\tvalid_0's poisson: -108.519\n",
"[89]\tvalid_0's poisson: -108.54\n",
"[90]\tvalid_0's poisson: -108.561\n",
"[91]\tvalid_0's poisson: -108.584\n",
"[92]\tvalid_0's poisson: -108.606\n",
"[93]\tvalid_0's poisson: -108.628\n",
"[94]\tvalid_0's poisson: -108.647\n",
"[95]\tvalid_0's poisson: -108.666\n",
"[96]\tvalid_0's poisson: -108.683\n",
"[97]\tvalid_0's poisson: -108.701\n",
"[98]\tvalid_0's poisson: -108.719\n",
"[99]\tvalid_0's poisson: -108.735\n",
"[100]\tvalid_0's poisson: -108.75\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.615\n",
"[2]\tvalid_0's poisson: -89.8841\n",
"[3]\tvalid_0's poisson: -91.008\n",
"[4]\tvalid_0's poisson: -92.0269\n",
"[5]\tvalid_0's poisson: -92.9668\n",
"[6]\tvalid_0's poisson: -93.8206\n",
"[7]\tvalid_0's poisson: -94.6096\n",
"[8]\tvalid_0's poisson: -95.3352\n",
"[9]\tvalid_0's poisson: -96.0074\n",
"[10]\tvalid_0's poisson: -96.6364\n",
"[11]\tvalid_0's poisson: -97.2215\n",
"[12]\tvalid_0's poisson: -97.777\n",
"[13]\tvalid_0's poisson: -98.2967\n",
"[14]\tvalid_0's poisson: -98.7831\n",
"[15]\tvalid_0's poisson: -99.2488\n",
"[16]\tvalid_0's poisson: -99.6806\n",
"[17]\tvalid_0's poisson: -100.087\n",
"[18]\tvalid_0's poisson: -100.475\n",
"[19]\tvalid_0's poisson: -100.841\n",
"[20]\tvalid_0's poisson: -101.178\n",
"[21]\tvalid_0's poisson: -101.505\n",
"[22]\tvalid_0's poisson: -101.819\n",
"[23]\tvalid_0's poisson: -102.114\n",
"[24]\tvalid_0's poisson: -102.392\n",
"[25]\tvalid_0's poisson: -102.66\n",
"[26]\tvalid_0's poisson: -102.913\n",
"[27]\tvalid_0's poisson: -103.159\n",
"[28]\tvalid_0's poisson: -103.39\n",
"[29]\tvalid_0's poisson: -103.61\n",
"[30]\tvalid_0's poisson: -103.818\n",
"[31]\tvalid_0's poisson: -104.018\n",
"[32]\tvalid_0's poisson: -104.208\n",
"[33]\tvalid_0's poisson: -104.402\n",
"[34]\tvalid_0's poisson: -104.578\n",
"[35]\tvalid_0's poisson: -104.754\n",
"[36]\tvalid_0's poisson: -104.917\n",
"[37]\tvalid_0's poisson: -105.078\n",
"[38]\tvalid_0's poisson: -105.231\n",
"[39]\tvalid_0's poisson: -105.372\n",
"[40]\tvalid_0's poisson: -105.509\n",
"[41]\tvalid_0's poisson: -105.647\n",
"[42]\tvalid_0's poisson: -105.77\n",
"[43]\tvalid_0's poisson: -105.893\n",
"[44]\tvalid_0's poisson: -106.018\n",
"[45]\tvalid_0's poisson: -106.132\n",
"[46]\tvalid_0's poisson: -106.249\n",
"[47]\tvalid_0's poisson: -106.36\n",
"[48]\tvalid_0's poisson: -106.458\n",
"[49]\tvalid_0's poisson: -106.557\n",
"[50]\tvalid_0's poisson: -106.654\n",
"[51]\tvalid_0's poisson: -106.737\n",
"[52]\tvalid_0's poisson: -106.824\n",
"[53]\tvalid_0's poisson: -106.911\n",
"[54]\tvalid_0's poisson: -106.989\n",
"[55]\tvalid_0's poisson: -107.065\n",
"[56]\tvalid_0's poisson: -107.143\n",
"[57]\tvalid_0's poisson: -107.214\n",
"[58]\tvalid_0's poisson: -107.281\n",
"[59]\tvalid_0's poisson: -107.349\n",
"[60]\tvalid_0's poisson: -107.412\n",
"[61]\tvalid_0's poisson: -107.474\n",
"[62]\tvalid_0's poisson: -107.535\n",
"[63]\tvalid_0's poisson: -107.593\n",
"[64]\tvalid_0's poisson: -107.65\n",
"[65]\tvalid_0's poisson: -107.701\n",
"[66]\tvalid_0's poisson: -107.753\n",
"[67]\tvalid_0's poisson: -107.8\n",
"[68]\tvalid_0's poisson: -107.847\n",
"[69]\tvalid_0's poisson: -107.893\n",
"[70]\tvalid_0's poisson: -107.936\n",
"[71]\tvalid_0's poisson: -107.978\n",
"[72]\tvalid_0's poisson: -108.019\n",
"[73]\tvalid_0's poisson: -108.055\n",
"[74]\tvalid_0's poisson: -108.092\n",
"[75]\tvalid_0's poisson: -108.129\n",
"[76]\tvalid_0's poisson: -108.173\n",
"[77]\tvalid_0's poisson: -108.204\n",
"[78]\tvalid_0's poisson: -108.24\n",
"[79]\tvalid_0's poisson: -108.273\n",
"[80]\tvalid_0's poisson: -108.302\n",
"[81]\tvalid_0's poisson: -108.334\n",
"[82]\tvalid_0's poisson: -108.367\n",
"[83]\tvalid_0's poisson: -108.393\n",
"[84]\tvalid_0's poisson: -108.423\n",
"[85]\tvalid_0's poisson: -108.446\n",
"[86]\tvalid_0's poisson: -108.472\n",
"[87]\tvalid_0's poisson: -108.5\n",
"[88]\tvalid_0's poisson: -108.521\n",
"[89]\tvalid_0's poisson: -108.544\n",
"[90]\tvalid_0's poisson: -108.566\n",
"[91]\tvalid_0's poisson: -108.588\n",
"[92]\tvalid_0's poisson: -108.611\n",
"[93]\tvalid_0's poisson: -108.633\n",
"[94]\tvalid_0's poisson: -108.654\n",
"[95]\tvalid_0's poisson: -108.674\n",
"[96]\tvalid_0's poisson: -108.693\n",
"[97]\tvalid_0's poisson: -108.711\n",
"[98]\tvalid_0's poisson: -108.733\n",
"[99]\tvalid_0's poisson: -108.75\n",
"[100]\tvalid_0's poisson: -108.767\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.4246\n",
"[2]\tvalid_0's poisson: -89.538\n",
"[3]\tvalid_0's poisson: -90.5583\n",
"[4]\tvalid_0's poisson: -91.4766\n",
"[5]\tvalid_0's poisson: -92.3163\n",
"[6]\tvalid_0's poisson: -93.0857\n",
"[7]\tvalid_0's poisson: -93.7951\n",
"[8]\tvalid_0's poisson: -94.4608\n",
"[9]\tvalid_0's poisson: -95.1099\n",
"[10]\tvalid_0's poisson: -95.6914\n",
"[11]\tvalid_0's poisson: -96.2348\n",
"[12]\tvalid_0's poisson: -96.7653\n",
"[13]\tvalid_0's poisson: -97.2523\n",
"[14]\tvalid_0's poisson: -97.7133\n",
"[15]\tvalid_0's poisson: -98.1416\n",
"[16]\tvalid_0's poisson: -98.5647\n",
"[17]\tvalid_0's poisson: -98.9466\n",
"[18]\tvalid_0's poisson: -99.3164\n",
"[19]\tvalid_0's poisson: -99.6829\n",
"[20]\tvalid_0's poisson: -100.011\n",
"[21]\tvalid_0's poisson: -100.324\n",
"[22]\tvalid_0's poisson: -100.623\n",
"[23]\tvalid_0's poisson: -100.903\n",
"[24]\tvalid_0's poisson: -101.198\n",
"[25]\tvalid_0's poisson: -101.455\n",
"[26]\tvalid_0's poisson: -101.704\n",
"[27]\tvalid_0's poisson: -101.95\n",
"[28]\tvalid_0's poisson: -102.178\n",
"[29]\tvalid_0's poisson: -102.403\n",
"[30]\tvalid_0's poisson: -102.619\n",
"[31]\tvalid_0's poisson: -102.826\n",
"[32]\tvalid_0's poisson: -103.021\n",
"[33]\tvalid_0's poisson: -103.212\n",
"[34]\tvalid_0's poisson: -103.394\n",
"[35]\tvalid_0's poisson: -103.567\n",
"[36]\tvalid_0's poisson: -103.737\n",
"[37]\tvalid_0's poisson: -103.893\n",
"[38]\tvalid_0's poisson: -104.044\n",
"[39]\tvalid_0's poisson: -104.194\n",
"[40]\tvalid_0's poisson: -104.333\n",
"[41]\tvalid_0's poisson: -104.474\n",
"[42]\tvalid_0's poisson: -104.623\n",
"[43]\tvalid_0's poisson: -104.752\n",
"[44]\tvalid_0's poisson: -104.874\n",
"[45]\tvalid_0's poisson: -104.988\n",
"[46]\tvalid_0's poisson: -105.116\n",
"[47]\tvalid_0's poisson: -105.23\n",
"[48]\tvalid_0's poisson: -105.336\n",
"[49]\tvalid_0's poisson: -105.45\n",
"[50]\tvalid_0's poisson: -105.543\n",
"[51]\tvalid_0's poisson: -105.648\n",
"[52]\tvalid_0's poisson: -105.738\n",
"[53]\tvalid_0's poisson: -105.835\n",
"[54]\tvalid_0's poisson: -105.928\n",
"[55]\tvalid_0's poisson: -106.009\n",
"[56]\tvalid_0's poisson: -106.09\n",
"[57]\tvalid_0's poisson: -106.172\n",
"[58]\tvalid_0's poisson: -106.243\n",
"[59]\tvalid_0's poisson: -106.32\n",
"[60]\tvalid_0's poisson: -106.393\n",
"[61]\tvalid_0's poisson: -106.457\n",
"[62]\tvalid_0's poisson: -106.526\n",
"[63]\tvalid_0's poisson: -106.595\n",
"[64]\tvalid_0's poisson: -106.654\n",
"[65]\tvalid_0's poisson: -106.715\n",
"[66]\tvalid_0's poisson: -106.773\n",
"[67]\tvalid_0's poisson: -106.835\n",
"[68]\tvalid_0's poisson: -106.886\n",
"[69]\tvalid_0's poisson: -106.939\n",
"[70]\tvalid_0's poisson: -106.986\n",
"[71]\tvalid_0's poisson: -107.038\n",
"[72]\tvalid_0's poisson: -107.095\n",
"[73]\tvalid_0's poisson: -107.144\n",
"[74]\tvalid_0's poisson: -107.196\n",
"[75]\tvalid_0's poisson: -107.239\n",
"[76]\tvalid_0's poisson: -107.286\n",
"[77]\tvalid_0's poisson: -107.326\n",
"[78]\tvalid_0's poisson: -107.367\n",
"[79]\tvalid_0's poisson: -107.404\n",
"[80]\tvalid_0's poisson: -107.44\n",
"[81]\tvalid_0's poisson: -107.474\n",
"[82]\tvalid_0's poisson: -107.513\n",
"[83]\tvalid_0's poisson: -107.544\n",
"[84]\tvalid_0's poisson: -107.578\n",
"[85]\tvalid_0's poisson: -107.606\n",
"[86]\tvalid_0's poisson: -107.64\n",
"[87]\tvalid_0's poisson: -107.668\n",
"[88]\tvalid_0's poisson: -107.695\n",
"[89]\tvalid_0's poisson: -107.727\n",
"[90]\tvalid_0's poisson: -107.752\n",
"[91]\tvalid_0's poisson: -107.782\n",
"[92]\tvalid_0's poisson: -107.806\n",
"[93]\tvalid_0's poisson: -107.829\n",
"[94]\tvalid_0's poisson: -107.854\n",
"[95]\tvalid_0's poisson: -107.879\n",
"[96]\tvalid_0's poisson: -107.899\n",
"[97]\tvalid_0's poisson: -107.922\n",
"[98]\tvalid_0's poisson: -107.949\n",
"[99]\tvalid_0's poisson: -107.968\n",
"[100]\tvalid_0's poisson: -107.987\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -88.4463\n",
"[2]\tvalid_0's poisson: -89.592\n",
"[3]\tvalid_0's poisson: -90.657\n",
"[4]\tvalid_0's poisson: -91.596\n",
"[5]\tvalid_0's poisson: -92.4506\n",
"[6]\tvalid_0's poisson: -93.2323\n",
"[7]\tvalid_0's poisson: -93.9525\n",
"[8]\tvalid_0's poisson: -94.619\n",
"[9]\tvalid_0's poisson: -95.2669\n",
"[10]\tvalid_0's poisson: -95.8491\n",
"[11]\tvalid_0's poisson: -96.395\n",
"[12]\tvalid_0's poisson: -96.9027\n",
"[13]\tvalid_0's poisson: -97.4053\n",
"[14]\tvalid_0's poisson: -97.861\n",
"[15]\tvalid_0's poisson: -98.2896\n",
"[16]\tvalid_0's poisson: -98.6915\n",
"[17]\tvalid_0's poisson: -99.0874\n",
"[18]\tvalid_0's poisson: -99.4592\n",
"[19]\tvalid_0's poisson: -99.8047\n",
"[20]\tvalid_0's poisson: -100.128\n",
"[21]\tvalid_0's poisson: -100.443\n",
"[22]\tvalid_0's poisson: -100.735\n",
"[23]\tvalid_0's poisson: -101.038\n",
"[24]\tvalid_0's poisson: -101.302\n",
"[25]\tvalid_0's poisson: -101.555\n",
"[26]\tvalid_0's poisson: -101.814\n",
"[27]\tvalid_0's poisson: -102.044\n",
"[28]\tvalid_0's poisson: -102.272\n",
"[29]\tvalid_0's poisson: -102.493\n",
"[30]\tvalid_0's poisson: -102.703\n",
"[31]\tvalid_0's poisson: -102.906\n",
"[32]\tvalid_0's poisson: -103.1\n",
"[33]\tvalid_0's poisson: -103.296\n",
"[34]\tvalid_0's poisson: -103.472\n",
"[35]\tvalid_0's poisson: -103.649\n",
"[36]\tvalid_0's poisson: -103.81\n",
"[37]\tvalid_0's poisson: -103.975\n",
"[38]\tvalid_0's poisson: -104.128\n",
"[39]\tvalid_0's poisson: -104.289\n",
"[40]\tvalid_0's poisson: -104.428\n",
"[41]\tvalid_0's poisson: -104.565\n",
"[42]\tvalid_0's poisson: -104.696\n",
"[43]\tvalid_0's poisson: -104.839\n",
"[44]\tvalid_0's poisson: -104.958\n",
"[45]\tvalid_0's poisson: -105.075\n",
"[46]\tvalid_0's poisson: -105.188\n",
"[47]\tvalid_0's poisson: -105.297\n",
"[48]\tvalid_0's poisson: -105.416\n",
"[49]\tvalid_0's poisson: -105.511\n",
"[50]\tvalid_0's poisson: -105.622\n",
"[51]\tvalid_0's poisson: -105.711\n",
"[52]\tvalid_0's poisson: -105.808\n",
"[53]\tvalid_0's poisson: -105.894\n",
"[54]\tvalid_0's poisson: -105.988\n",
"[55]\tvalid_0's poisson: -106.067\n",
"[56]\tvalid_0's poisson: -106.15\n",
"[57]\tvalid_0's poisson: -106.223\n",
"[58]\tvalid_0's poisson: -106.304\n",
"[59]\tvalid_0's poisson: -106.372\n",
"[60]\tvalid_0's poisson: -106.444\n",
"[61]\tvalid_0's poisson: -106.514\n",
"[62]\tvalid_0's poisson: -106.582\n",
"[63]\tvalid_0's poisson: -106.646\n",
"[64]\tvalid_0's poisson: -106.703\n",
"[65]\tvalid_0's poisson: -106.762\n",
"[66]\tvalid_0's poisson: -106.816\n",
"[67]\tvalid_0's poisson: -106.874\n",
"[68]\tvalid_0's poisson: -106.925\n",
"[69]\tvalid_0's poisson: -106.977\n",
"[70]\tvalid_0's poisson: -107.034\n",
"[71]\tvalid_0's poisson: -107.08\n",
"[72]\tvalid_0's poisson: -107.127\n",
"[73]\tvalid_0's poisson: -107.181\n",
"[74]\tvalid_0's poisson: -107.231\n",
"[75]\tvalid_0's poisson: -107.275\n",
"[76]\tvalid_0's poisson: -107.322\n",
"[77]\tvalid_0's poisson: -107.365\n",
"[78]\tvalid_0's poisson: -107.403\n",
"[79]\tvalid_0's poisson: -107.44\n",
"[80]\tvalid_0's poisson: -107.478\n",
"[81]\tvalid_0's poisson: -107.512\n",
"[82]\tvalid_0's poisson: -107.547\n",
"[83]\tvalid_0's poisson: -107.582\n",
"[84]\tvalid_0's poisson: -107.613\n",
"[85]\tvalid_0's poisson: -107.642\n",
"[86]\tvalid_0's poisson: -107.672\n",
"[87]\tvalid_0's poisson: -107.701\n",
"[88]\tvalid_0's poisson: -107.73\n",
"[89]\tvalid_0's poisson: -107.756\n",
"[90]\tvalid_0's poisson: -107.787\n",
"[91]\tvalid_0's poisson: -107.811\n",
"[92]\tvalid_0's poisson: -107.836\n",
"[93]\tvalid_0's poisson: -107.857\n",
"[94]\tvalid_0's poisson: -107.885\n",
"[95]\tvalid_0's poisson: -107.907\n",
"[96]\tvalid_0's poisson: -107.93\n",
"[97]\tvalid_0's poisson: -107.955\n",
"[98]\tvalid_0's poisson: -107.977\n",
"[99]\tvalid_0's poisson: -107.997\n",
"[100]\tvalid_0's poisson: -108.018\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.4514\n",
"[2]\tvalid_0's poisson: -89.5934\n",
"[3]\tvalid_0's poisson: -90.6423\n",
"[4]\tvalid_0's poisson: -91.5785\n",
"[5]\tvalid_0's poisson: -92.4277\n",
"[6]\tvalid_0's poisson: -93.207\n",
"[7]\tvalid_0's poisson: -93.9227\n",
"[8]\tvalid_0's poisson: -94.5858\n",
"[9]\tvalid_0's poisson: -95.2295\n",
"[10]\tvalid_0's poisson: -95.8157\n",
"[11]\tvalid_0's poisson: -96.3592\n",
"[12]\tvalid_0's poisson: -96.8657\n",
"[13]\tvalid_0's poisson: -97.3449\n",
"[14]\tvalid_0's poisson: -97.8155\n",
"[15]\tvalid_0's poisson: -98.2483\n",
"[16]\tvalid_0's poisson: -98.6547\n",
"[17]\tvalid_0's poisson: -99.052\n",
"[18]\tvalid_0's poisson: -99.418\n",
"[19]\tvalid_0's poisson: -99.7696\n",
"[20]\tvalid_0's poisson: -100.101\n",
"[21]\tvalid_0's poisson: -100.414\n",
"[22]\tvalid_0's poisson: -100.725\n",
"[23]\tvalid_0's poisson: -101.006\n",
"[24]\tvalid_0's poisson: -101.279\n",
"[25]\tvalid_0's poisson: -101.541\n",
"[26]\tvalid_0's poisson: -101.792\n",
"[27]\tvalid_0's poisson: -102.039\n",
"[28]\tvalid_0's poisson: -102.264\n",
"[29]\tvalid_0's poisson: -102.484\n",
"[30]\tvalid_0's poisson: -102.691\n",
"[31]\tvalid_0's poisson: -102.884\n",
"[32]\tvalid_0's poisson: -103.1\n",
"[33]\tvalid_0's poisson: -103.287\n",
"[34]\tvalid_0's poisson: -103.467\n",
"[35]\tvalid_0's poisson: -103.635\n",
"[36]\tvalid_0's poisson: -103.804\n",
"[37]\tvalid_0's poisson: -103.981\n",
"[38]\tvalid_0's poisson: -104.127\n",
"[39]\tvalid_0's poisson: -104.278\n",
"[40]\tvalid_0's poisson: -104.42\n",
"[41]\tvalid_0's poisson: -104.571\n",
"[42]\tvalid_0's poisson: -104.704\n",
"[43]\tvalid_0's poisson: -104.829\n",
"[44]\tvalid_0's poisson: -104.965\n",
"[45]\tvalid_0's poisson: -105.081\n",
"[46]\tvalid_0's poisson: -105.193\n",
"[47]\tvalid_0's poisson: -105.304\n",
"[48]\tvalid_0's poisson: -105.42\n",
"[49]\tvalid_0's poisson: -105.52\n",
"[50]\tvalid_0's poisson: -105.616\n",
"[51]\tvalid_0's poisson: -105.718\n",
"[52]\tvalid_0's poisson: -105.811\n",
"[53]\tvalid_0's poisson: -105.905\n",
"[54]\tvalid_0's poisson: -105.984\n",
"[55]\tvalid_0's poisson: -106.073\n",
"[56]\tvalid_0's poisson: -106.147\n",
"[57]\tvalid_0's poisson: -106.229\n",
"[58]\tvalid_0's poisson: -106.306\n",
"[59]\tvalid_0's poisson: -106.376\n",
"[60]\tvalid_0's poisson: -106.449\n",
"[61]\tvalid_0's poisson: -106.514\n",
"[62]\tvalid_0's poisson: -106.582\n",
"[63]\tvalid_0's poisson: -106.639\n",
"[64]\tvalid_0's poisson: -106.703\n",
"[65]\tvalid_0's poisson: -106.766\n",
"[66]\tvalid_0's poisson: -106.822\n",
"[67]\tvalid_0's poisson: -106.884\n",
"[68]\tvalid_0's poisson: -106.934\n",
"[69]\tvalid_0's poisson: -106.993\n",
"[70]\tvalid_0's poisson: -107.049\n",
"[71]\tvalid_0's poisson: -107.097\n",
"[72]\tvalid_0's poisson: -107.147\n",
"[73]\tvalid_0's poisson: -107.19\n",
"[74]\tvalid_0's poisson: -107.237\n",
"[75]\tvalid_0's poisson: -107.283\n",
"[76]\tvalid_0's poisson: -107.325\n",
"[77]\tvalid_0's poisson: -107.37\n",
"[78]\tvalid_0's poisson: -107.414\n",
"[79]\tvalid_0's poisson: -107.451\n",
"[80]\tvalid_0's poisson: -107.487\n",
"[81]\tvalid_0's poisson: -107.522\n",
"[82]\tvalid_0's poisson: -107.559\n",
"[83]\tvalid_0's poisson: -107.589\n",
"[84]\tvalid_0's poisson: -107.621\n",
"[85]\tvalid_0's poisson: -107.65\n",
"[86]\tvalid_0's poisson: -107.677\n",
"[87]\tvalid_0's poisson: -107.707\n",
"[88]\tvalid_0's poisson: -107.734\n",
"[89]\tvalid_0's poisson: -107.759\n",
"[90]\tvalid_0's poisson: -107.786\n",
"[91]\tvalid_0's poisson: -107.813\n",
"[92]\tvalid_0's poisson: -107.84\n",
"[93]\tvalid_0's poisson: -107.868\n",
"[94]\tvalid_0's poisson: -107.89\n",
"[95]\tvalid_0's poisson: -107.912\n",
"[96]\tvalid_0's poisson: -107.936\n",
"[97]\tvalid_0's poisson: -107.962\n",
"[98]\tvalid_0's poisson: -107.986\n",
"[99]\tvalid_0's poisson: -108.005\n",
"[100]\tvalid_0's poisson: -108.029\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.4622\n",
"[2]\tvalid_0's poisson: -89.6123\n",
"[3]\tvalid_0's poisson: -90.6725\n",
"[4]\tvalid_0's poisson: -91.5917\n",
"[5]\tvalid_0's poisson: -92.4484\n",
"[6]\tvalid_0's poisson: -93.2333\n",
"[7]\tvalid_0's poisson: -93.95\n",
"[8]\tvalid_0's poisson: -94.6438\n",
"[9]\tvalid_0's poisson: -95.2668\n",
"[10]\tvalid_0's poisson: -95.8462\n",
"[11]\tvalid_0's poisson: -96.397\n",
"[12]\tvalid_0's poisson: -96.915\n",
"[13]\tvalid_0's poisson: -97.4152\n",
"[14]\tvalid_0's poisson: -97.8732\n",
"[15]\tvalid_0's poisson: -98.3068\n",
"[16]\tvalid_0's poisson: -98.7132\n",
"[17]\tvalid_0's poisson: -99.114\n",
"[18]\tvalid_0's poisson: -99.4765\n",
"[19]\tvalid_0's poisson: -99.822\n",
"[20]\tvalid_0's poisson: -100.168\n",
"[21]\tvalid_0's poisson: -100.481\n",
"[22]\tvalid_0's poisson: -100.783\n",
"[23]\tvalid_0's poisson: -101.066\n",
"[24]\tvalid_0's poisson: -101.338\n",
"[25]\tvalid_0's poisson: -101.595\n",
"[26]\tvalid_0's poisson: -101.837\n",
"[27]\tvalid_0's poisson: -102.084\n",
"[28]\tvalid_0's poisson: -102.307\n",
"[29]\tvalid_0's poisson: -102.533\n",
"[30]\tvalid_0's poisson: -102.738\n",
"[31]\tvalid_0's poisson: -102.943\n",
"[32]\tvalid_0's poisson: -103.138\n",
"[33]\tvalid_0's poisson: -103.324\n",
"[34]\tvalid_0's poisson: -103.505\n",
"[35]\tvalid_0's poisson: -103.673\n",
"[36]\tvalid_0's poisson: -103.858\n",
"[37]\tvalid_0's poisson: -104.013\n",
"[38]\tvalid_0's poisson: -104.168\n",
"[39]\tvalid_0's poisson: -104.309\n",
"[40]\tvalid_0's poisson: -104.465\n",
"[41]\tvalid_0's poisson: -104.602\n",
"[42]\tvalid_0's poisson: -104.732\n",
"[43]\tvalid_0's poisson: -104.872\n",
"[44]\tvalid_0's poisson: -104.995\n",
"[45]\tvalid_0's poisson: -105.105\n",
"[46]\tvalid_0's poisson: -105.229\n",
"[47]\tvalid_0's poisson: -105.336\n",
"[48]\tvalid_0's poisson: -105.449\n",
"[49]\tvalid_0's poisson: -105.554\n",
"[50]\tvalid_0's poisson: -105.66\n",
"[51]\tvalid_0's poisson: -105.748\n",
"[52]\tvalid_0's poisson: -105.846\n",
"[53]\tvalid_0's poisson: -105.932\n",
"[54]\tvalid_0's poisson: -106.015\n",
"[55]\tvalid_0's poisson: -106.104\n",
"[56]\tvalid_0's poisson: -106.179\n",
"[57]\tvalid_0's poisson: -106.26\n",
"[58]\tvalid_0's poisson: -106.332\n",
"[59]\tvalid_0's poisson: -106.409\n",
"[60]\tvalid_0's poisson: -106.476\n",
"[61]\tvalid_0's poisson: -106.543\n",
"[62]\tvalid_0's poisson: -106.609\n",
"[63]\tvalid_0's poisson: -106.673\n",
"[64]\tvalid_0's poisson: -106.732\n",
"[65]\tvalid_0's poisson: -106.792\n",
"[66]\tvalid_0's poisson: -106.844\n",
"[67]\tvalid_0's poisson: -106.903\n",
"[68]\tvalid_0's poisson: -106.956\n",
"[69]\tvalid_0's poisson: -107.007\n",
"[70]\tvalid_0's poisson: -107.055\n",
"[71]\tvalid_0's poisson: -107.103\n",
"[72]\tvalid_0's poisson: -107.151\n",
"[73]\tvalid_0's poisson: -107.205\n",
"[74]\tvalid_0's poisson: -107.257\n",
"[75]\tvalid_0's poisson: -107.3\n",
"[76]\tvalid_0's poisson: -107.345\n",
"[77]\tvalid_0's poisson: -107.386\n",
"[78]\tvalid_0's poisson: -107.422\n",
"[79]\tvalid_0's poisson: -107.46\n",
"[80]\tvalid_0's poisson: -107.493\n",
"[81]\tvalid_0's poisson: -107.529\n",
"[82]\tvalid_0's poisson: -107.569\n",
"[83]\tvalid_0's poisson: -107.6\n",
"[84]\tvalid_0's poisson: -107.63\n",
"[85]\tvalid_0's poisson: -107.659\n",
"[86]\tvalid_0's poisson: -107.691\n",
"[87]\tvalid_0's poisson: -107.718\n",
"[88]\tvalid_0's poisson: -107.746\n",
"[89]\tvalid_0's poisson: -107.775\n",
"[90]\tvalid_0's poisson: -107.8\n",
"[91]\tvalid_0's poisson: -107.823\n",
"[92]\tvalid_0's poisson: -107.846\n",
"[93]\tvalid_0's poisson: -107.873\n",
"[94]\tvalid_0's poisson: -107.893\n",
"[95]\tvalid_0's poisson: -107.918\n",
"[96]\tvalid_0's poisson: -107.941\n",
"[97]\tvalid_0's poisson: -107.966\n",
"[98]\tvalid_0's poisson: -107.985\n",
"[99]\tvalid_0's poisson: -108.011\n",
"[100]\tvalid_0's poisson: -108.029\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -88.4325\n",
"[2]\tvalid_0's poisson: -89.5644\n",
"[3]\tvalid_0's poisson: -90.5762\n",
"[4]\tvalid_0's poisson: -91.5346\n",
"[5]\tvalid_0's poisson: -92.3795\n",
"[6]\tvalid_0's poisson: -93.1516\n",
"[7]\tvalid_0's poisson: -93.8648\n",
"[8]\tvalid_0's poisson: -94.5249\n",
"[9]\tvalid_0's poisson: -95.1688\n",
"[10]\tvalid_0's poisson: -95.7455\n",
"[11]\tvalid_0's poisson: -96.2837\n",
"[12]\tvalid_0's poisson: -96.7916\n",
"[13]\tvalid_0's poisson: -97.2731\n",
"[14]\tvalid_0's poisson: -97.7444\n",
"[15]\tvalid_0's poisson: -98.1771\n",
"[16]\tvalid_0's poisson: -98.5837\n",
"[17]\tvalid_0's poisson: -98.982\n",
"[18]\tvalid_0's poisson: -99.3469\n",
"[19]\tvalid_0's poisson: -99.6966\n",
"[20]\tvalid_0's poisson: -100.045\n",
"[21]\tvalid_0's poisson: -100.359\n",
"[22]\tvalid_0's poisson: -100.662\n",
"[23]\tvalid_0's poisson: -100.948\n",
"[24]\tvalid_0's poisson: -101.222\n",
"[25]\tvalid_0's poisson: -101.487\n",
"[26]\tvalid_0's poisson: -101.733\n",
"[27]\tvalid_0's poisson: -101.989\n",
"[28]\tvalid_0's poisson: -102.219\n",
"[29]\tvalid_0's poisson: -102.436\n",
"[30]\tvalid_0's poisson: -102.654\n",
"[31]\tvalid_0's poisson: -102.855\n",
"[32]\tvalid_0's poisson: -103.05\n",
"[33]\tvalid_0's poisson: -103.239\n",
"[34]\tvalid_0's poisson: -103.425\n",
"[35]\tvalid_0's poisson: -103.593\n",
"[36]\tvalid_0's poisson: -103.765\n",
"[37]\tvalid_0's poisson: -103.944\n",
"[38]\tvalid_0's poisson: -104.093\n",
"[39]\tvalid_0's poisson: -104.24\n",
"[40]\tvalid_0's poisson: -104.381\n",
"[41]\tvalid_0's poisson: -104.518\n",
"[42]\tvalid_0's poisson: -104.644\n",
"[43]\tvalid_0's poisson: -104.789\n",
"[44]\tvalid_0's poisson: -104.915\n",
"[45]\tvalid_0's poisson: -105.037\n",
"[46]\tvalid_0's poisson: -105.165\n",
"[47]\tvalid_0's poisson: -105.276\n",
"[48]\tvalid_0's poisson: -105.395\n",
"[49]\tvalid_0's poisson: -105.496\n",
"[50]\tvalid_0's poisson: -105.591\n",
"[51]\tvalid_0's poisson: -105.694\n",
"[52]\tvalid_0's poisson: -105.785\n",
"[53]\tvalid_0's poisson: -105.883\n",
"[54]\tvalid_0's poisson: -105.966\n",
"[55]\tvalid_0's poisson: -106.044\n",
"[56]\tvalid_0's poisson: -106.133\n",
"[57]\tvalid_0's poisson: -106.215\n",
"[58]\tvalid_0's poisson: -106.287\n",
"[59]\tvalid_0's poisson: -106.365\n",
"[60]\tvalid_0's poisson: -106.431\n",
"[61]\tvalid_0's poisson: -106.502\n",
"[62]\tvalid_0's poisson: -106.569\n",
"[63]\tvalid_0's poisson: -106.635\n",
"[64]\tvalid_0's poisson: -106.693\n",
"[65]\tvalid_0's poisson: -106.754\n",
"[66]\tvalid_0's poisson: -106.809\n",
"[67]\tvalid_0's poisson: -106.874\n",
"[68]\tvalid_0's poisson: -106.928\n",
"[69]\tvalid_0's poisson: -106.985\n",
"[70]\tvalid_0's poisson: -107.031\n",
"[71]\tvalid_0's poisson: -107.084\n",
"[72]\tvalid_0's poisson: -107.135\n",
"[73]\tvalid_0's poisson: -107.18\n",
"[74]\tvalid_0's poisson: -107.23\n",
"[75]\tvalid_0's poisson: -107.274\n",
"[76]\tvalid_0's poisson: -107.312\n",
"[77]\tvalid_0's poisson: -107.357\n",
"[78]\tvalid_0's poisson: -107.396\n",
"[79]\tvalid_0's poisson: -107.431\n",
"[80]\tvalid_0's poisson: -107.47\n",
"[81]\tvalid_0's poisson: -107.506\n",
"[82]\tvalid_0's poisson: -107.539\n",
"[83]\tvalid_0's poisson: -107.57\n",
"[84]\tvalid_0's poisson: -107.604\n",
"[85]\tvalid_0's poisson: -107.633\n",
"[86]\tvalid_0's poisson: -107.668\n",
"[87]\tvalid_0's poisson: -107.697\n",
"[88]\tvalid_0's poisson: -107.727\n",
"[89]\tvalid_0's poisson: -107.752\n",
"[90]\tvalid_0's poisson: -107.781\n",
"[91]\tvalid_0's poisson: -107.806\n",
"[92]\tvalid_0's poisson: -107.832\n",
"[93]\tvalid_0's poisson: -107.859\n",
"[94]\tvalid_0's poisson: -107.881\n",
"[95]\tvalid_0's poisson: -107.902\n",
"[96]\tvalid_0's poisson: -107.93\n",
"[97]\tvalid_0's poisson: -107.95\n",
"[98]\tvalid_0's poisson: -107.976\n",
"[99]\tvalid_0's poisson: -107.993\n",
"[100]\tvalid_0's poisson: -108.014\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8872\n",
"[2]\tvalid_0's poisson: -88.5517\n",
"[3]\tvalid_0's poisson: -89.1769\n",
"[4]\tvalid_0's poisson: -89.7637\n",
"[5]\tvalid_0's poisson: -90.3264\n",
"[6]\tvalid_0's poisson: -90.853\n",
"[7]\tvalid_0's poisson: -91.3637\n",
"[8]\tvalid_0's poisson: -91.8363\n",
"[9]\tvalid_0's poisson: -92.3474\n",
"[10]\tvalid_0's poisson: -92.7972\n",
"[11]\tvalid_0's poisson: -93.2224\n",
"[12]\tvalid_0's poisson: -93.6202\n",
"[13]\tvalid_0's poisson: -94.0429\n",
"[14]\tvalid_0's poisson: -94.4299\n",
"[15]\tvalid_0's poisson: -94.7872\n",
"[16]\tvalid_0's poisson: -95.1243\n",
"[17]\tvalid_0's poisson: -95.477\n",
"[18]\tvalid_0's poisson: -95.8054\n",
"[19]\tvalid_0's poisson: -96.1341\n",
"[20]\tvalid_0's poisson: -96.4261\n",
"[21]\tvalid_0's poisson: -96.7025\n",
"[22]\tvalid_0's poisson: -96.9805\n",
"[23]\tvalid_0's poisson: -97.2659\n",
"[24]\tvalid_0's poisson: -97.5231\n",
"[25]\tvalid_0's poisson: -97.7695\n",
"[26]\tvalid_0's poisson: -98.0071\n",
"[27]\tvalid_0's poisson: -98.2326\n",
"[28]\tvalid_0's poisson: -98.4764\n",
"[29]\tvalid_0's poisson: -98.688\n",
"[30]\tvalid_0's poisson: -98.8875\n",
"[31]\tvalid_0's poisson: -99.0847\n",
"[32]\tvalid_0's poisson: -99.2677\n",
"[33]\tvalid_0's poisson: -99.4591\n",
"[34]\tvalid_0's poisson: -99.6699\n",
"[35]\tvalid_0's poisson: -99.8661\n",
"[36]\tvalid_0's poisson: -100.034\n",
"[37]\tvalid_0's poisson: -100.199\n",
"[38]\tvalid_0's poisson: -100.367\n",
"[39]\tvalid_0's poisson: -100.548\n",
"[40]\tvalid_0's poisson: -100.704\n",
"[41]\tvalid_0's poisson: -100.852\n",
"[42]\tvalid_0's poisson: -101.012\n",
"[43]\tvalid_0's poisson: -101.146\n",
"[44]\tvalid_0's poisson: -101.285\n",
"[45]\tvalid_0's poisson: -101.439\n",
"[46]\tvalid_0's poisson: -101.583\n",
"[47]\tvalid_0's poisson: -101.709\n",
"[48]\tvalid_0's poisson: -101.834\n",
"[49]\tvalid_0's poisson: -101.97\n",
"[50]\tvalid_0's poisson: -102.096\n",
"[51]\tvalid_0's poisson: -102.204\n",
"[52]\tvalid_0's poisson: -102.325\n",
"[53]\tvalid_0's poisson: -102.433\n",
"[54]\tvalid_0's poisson: -102.539\n",
"[55]\tvalid_0's poisson: -102.658\n",
"[56]\tvalid_0's poisson: -102.767\n",
"[57]\tvalid_0's poisson: -102.865\n",
"[58]\tvalid_0's poisson: -102.959\n",
"[59]\tvalid_0's poisson: -103.063\n",
"[60]\tvalid_0's poisson: -103.153\n",
"[61]\tvalid_0's poisson: -103.249\n",
"[62]\tvalid_0's poisson: -103.332\n",
"[63]\tvalid_0's poisson: -103.422\n",
"[64]\tvalid_0's poisson: -103.503\n",
"[65]\tvalid_0's poisson: -103.604\n",
"[66]\tvalid_0's poisson: -103.694\n",
"[67]\tvalid_0's poisson: -103.773\n",
"[68]\tvalid_0's poisson: -103.853\n",
"[69]\tvalid_0's poisson: -103.925\n",
"[70]\tvalid_0's poisson: -104.013\n",
"[71]\tvalid_0's poisson: -104.091\n",
"[72]\tvalid_0's poisson: -104.166\n",
"[73]\tvalid_0's poisson: -104.234\n",
"[74]\tvalid_0's poisson: -104.314\n",
"[75]\tvalid_0's poisson: -104.385\n",
"[76]\tvalid_0's poisson: -104.449\n",
"[77]\tvalid_0's poisson: -104.512\n",
"[78]\tvalid_0's poisson: -104.576\n",
"[79]\tvalid_0's poisson: -104.647\n",
"[80]\tvalid_0's poisson: -104.711\n",
"[81]\tvalid_0's poisson: -104.77\n",
"[82]\tvalid_0's poisson: -104.836\n",
"[83]\tvalid_0's poisson: -104.892\n",
"[84]\tvalid_0's poisson: -104.948\n",
"[85]\tvalid_0's poisson: -105.009\n",
"[86]\tvalid_0's poisson: -105.071\n",
"[87]\tvalid_0's poisson: -105.12\n",
"[88]\tvalid_0's poisson: -105.17\n",
"[89]\tvalid_0's poisson: -105.22\n",
"[90]\tvalid_0's poisson: -105.276\n",
"[91]\tvalid_0's poisson: -105.33\n",
"[92]\tvalid_0's poisson: -105.383\n",
"[93]\tvalid_0's poisson: -105.427\n",
"[94]\tvalid_0's poisson: -105.473\n",
"[95]\tvalid_0's poisson: -105.515\n",
"[96]\tvalid_0's poisson: -105.562\n",
"[97]\tvalid_0's poisson: -105.603\n",
"[98]\tvalid_0's poisson: -105.645\n",
"[99]\tvalid_0's poisson: -105.69\n",
"[100]\tvalid_0's poisson: -105.735\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.9141\n",
"[2]\tvalid_0's poisson: -88.6246\n",
"[3]\tvalid_0's poisson: -89.2808\n",
"[4]\tvalid_0's poisson: -89.8875\n",
"[5]\tvalid_0's poisson: -90.4484\n",
"[6]\tvalid_0's poisson: -91.0024\n",
"[7]\tvalid_0's poisson: -91.5172\n",
"[8]\tvalid_0's poisson: -92.0221\n",
"[9]\tvalid_0's poisson: -92.5222\n",
"[10]\tvalid_0's poisson: -92.9756\n",
"[11]\tvalid_0's poisson: -93.3978\n",
"[12]\tvalid_0's poisson: -93.8114\n",
"[13]\tvalid_0's poisson: -94.1937\n",
"[14]\tvalid_0's poisson: -94.5827\n",
"[15]\tvalid_0's poisson: -94.9606\n",
"[16]\tvalid_0's poisson: -95.3092\n",
"[17]\tvalid_0's poisson: -95.6476\n",
"[18]\tvalid_0's poisson: -95.9674\n",
"[19]\tvalid_0's poisson: -96.2827\n",
"[20]\tvalid_0's poisson: -96.5766\n",
"[21]\tvalid_0's poisson: -96.8628\n",
"[22]\tvalid_0's poisson: -97.1339\n",
"[23]\tvalid_0's poisson: -97.4034\n",
"[24]\tvalid_0's poisson: -97.6534\n",
"[25]\tvalid_0's poisson: -97.8918\n",
"[26]\tvalid_0's poisson: -98.1156\n",
"[27]\tvalid_0's poisson: -98.339\n",
"[28]\tvalid_0's poisson: -98.5881\n",
"[29]\tvalid_0's poisson: -98.8026\n",
"[30]\tvalid_0's poisson: -99.0047\n",
"[31]\tvalid_0's poisson: -99.195\n",
"[32]\tvalid_0's poisson: -99.3882\n",
"[33]\tvalid_0's poisson: -99.5672\n",
"[34]\tvalid_0's poisson: -99.7777\n",
"[35]\tvalid_0's poisson: -99.9712\n",
"[36]\tvalid_0's poisson: -100.138\n",
"[37]\tvalid_0's poisson: -100.306\n",
"[38]\tvalid_0's poisson: -100.471\n",
"[39]\tvalid_0's poisson: -100.642\n",
"[40]\tvalid_0's poisson: -100.82\n",
"[41]\tvalid_0's poisson: -100.972\n",
"[42]\tvalid_0's poisson: -101.11\n",
"[43]\tvalid_0's poisson: -101.265\n",
"[44]\tvalid_0's poisson: -101.404\n",
"[45]\tvalid_0's poisson: -101.538\n",
"[46]\tvalid_0's poisson: -101.689\n",
"[47]\tvalid_0's poisson: -101.824\n",
"[48]\tvalid_0's poisson: -101.942\n",
"[49]\tvalid_0's poisson: -102.069\n",
"[50]\tvalid_0's poisson: -102.189\n",
"[51]\tvalid_0's poisson: -102.303\n",
"[52]\tvalid_0's poisson: -102.434\n",
"[53]\tvalid_0's poisson: -102.547\n",
"[54]\tvalid_0's poisson: -102.652\n",
"[55]\tvalid_0's poisson: -102.755\n",
"[56]\tvalid_0's poisson: -102.87\n",
"[57]\tvalid_0's poisson: -102.973\n",
"[58]\tvalid_0's poisson: -103.063\n",
"[59]\tvalid_0's poisson: -103.161\n",
"[60]\tvalid_0's poisson: -103.251\n",
"[61]\tvalid_0's poisson: -103.358\n",
"[62]\tvalid_0's poisson: -103.448\n",
"[63]\tvalid_0's poisson: -103.532\n",
"[64]\tvalid_0's poisson: -103.63\n",
"[65]\tvalid_0's poisson: -103.723\n",
"[66]\tvalid_0's poisson: -103.805\n",
"[67]\tvalid_0's poisson: -103.885\n",
"[68]\tvalid_0's poisson: -103.959\n",
"[69]\tvalid_0's poisson: -104.037\n",
"[70]\tvalid_0's poisson: -104.122\n",
"[71]\tvalid_0's poisson: -104.201\n",
"[72]\tvalid_0's poisson: -104.272\n",
"[73]\tvalid_0's poisson: -104.34\n",
"[74]\tvalid_0's poisson: -104.408\n",
"[75]\tvalid_0's poisson: -104.469\n",
"[76]\tvalid_0's poisson: -104.534\n",
"[77]\tvalid_0's poisson: -104.604\n",
"[78]\tvalid_0's poisson: -104.676\n",
"[79]\tvalid_0's poisson: -104.733\n",
"[80]\tvalid_0's poisson: -104.79\n",
"[81]\tvalid_0's poisson: -104.853\n",
"[82]\tvalid_0's poisson: -104.908\n",
"[83]\tvalid_0's poisson: -104.965\n",
"[84]\tvalid_0's poisson: -105.019\n",
"[85]\tvalid_0's poisson: -105.072\n",
"[86]\tvalid_0's poisson: -105.132\n",
"[87]\tvalid_0's poisson: -105.188\n",
"[88]\tvalid_0's poisson: -105.235\n",
"[89]\tvalid_0's poisson: -105.282\n",
"[90]\tvalid_0's poisson: -105.331\n",
"[91]\tvalid_0's poisson: -105.381\n",
"[92]\tvalid_0's poisson: -105.435\n",
"[93]\tvalid_0's poisson: -105.487\n",
"[94]\tvalid_0's poisson: -105.53\n",
"[95]\tvalid_0's poisson: -105.579\n",
"[96]\tvalid_0's poisson: -105.619\n",
"[97]\tvalid_0's poisson: -105.666\n",
"[98]\tvalid_0's poisson: -105.709\n",
"[99]\tvalid_0's poisson: -105.754\n",
"[100]\tvalid_0's poisson: -105.795\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.8958\n",
"[2]\tvalid_0's poisson: -88.5657\n",
"[3]\tvalid_0's poisson: -89.1794\n",
"[4]\tvalid_0's poisson: -89.8057\n",
"[5]\tvalid_0's poisson: -90.3787\n",
"[6]\tvalid_0's poisson: -90.9105\n",
"[7]\tvalid_0's poisson: -91.4302\n",
"[8]\tvalid_0's poisson: -91.9069\n",
"[9]\tvalid_0's poisson: -92.4195\n",
"[10]\tvalid_0's poisson: -92.8741\n",
"[11]\tvalid_0's poisson: -93.3037\n",
"[12]\tvalid_0's poisson: -93.7401\n",
"[13]\tvalid_0's poisson: -94.1407\n",
"[14]\tvalid_0's poisson: -94.5231\n",
"[15]\tvalid_0's poisson: -94.8722\n",
"[16]\tvalid_0's poisson: -95.2346\n",
"[17]\tvalid_0's poisson: -95.5838\n",
"[18]\tvalid_0's poisson: -95.9056\n",
"[19]\tvalid_0's poisson: -96.2023\n",
"[20]\tvalid_0's poisson: -96.5068\n",
"[21]\tvalid_0's poisson: -96.8098\n",
"[22]\tvalid_0's poisson: -97.0885\n",
"[23]\tvalid_0's poisson: -97.3576\n",
"[24]\tvalid_0's poisson: -97.6165\n",
"[25]\tvalid_0's poisson: -97.8621\n",
"[26]\tvalid_0's poisson: -98.0957\n",
"[27]\tvalid_0's poisson: -98.3451\n",
"[28]\tvalid_0's poisson: -98.5756\n",
"[29]\tvalid_0's poisson: -98.7789\n",
"[30]\tvalid_0's poisson: -98.9955\n",
"[31]\tvalid_0's poisson: -99.1942\n",
"[32]\tvalid_0's poisson: -99.3749\n",
"[33]\tvalid_0's poisson: -99.5652\n",
"[34]\tvalid_0's poisson: -99.7764\n",
"[35]\tvalid_0's poisson: -99.9738\n",
"[36]\tvalid_0's poisson: -100.145\n",
"[37]\tvalid_0's poisson: -100.317\n",
"[38]\tvalid_0's poisson: -100.479\n",
"[39]\tvalid_0's poisson: -100.641\n",
"[40]\tvalid_0's poisson: -100.817\n",
"[41]\tvalid_0's poisson: -100.984\n",
"[42]\tvalid_0's poisson: -101.12\n",
"[43]\tvalid_0's poisson: -101.275\n",
"[44]\tvalid_0's poisson: -101.411\n",
"[45]\tvalid_0's poisson: -101.549\n",
"[46]\tvalid_0's poisson: -101.697\n",
"[47]\tvalid_0's poisson: -101.825\n",
"[48]\tvalid_0's poisson: -101.947\n",
"[49]\tvalid_0's poisson: -102.079\n",
"[50]\tvalid_0's poisson: -102.188\n",
"[51]\tvalid_0's poisson: -102.311\n",
"[52]\tvalid_0's poisson: -102.439\n",
"[53]\tvalid_0's poisson: -102.549\n",
"[54]\tvalid_0's poisson: -102.653\n",
"[55]\tvalid_0's poisson: -102.756\n",
"[56]\tvalid_0's poisson: -102.869\n",
"[57]\tvalid_0's poisson: -102.976\n",
"[58]\tvalid_0's poisson: -103.071\n",
"[59]\tvalid_0's poisson: -103.166\n",
"[60]\tvalid_0's poisson: -103.255\n",
"[61]\tvalid_0's poisson: -103.355\n",
"[62]\tvalid_0's poisson: -103.443\n",
"[63]\tvalid_0's poisson: -103.536\n",
"[64]\tvalid_0's poisson: -103.616\n",
"[65]\tvalid_0's poisson: -103.713\n",
"[66]\tvalid_0's poisson: -103.799\n",
"[67]\tvalid_0's poisson: -103.884\n",
"[68]\tvalid_0's poisson: -103.973\n",
"[69]\tvalid_0's poisson: -104.046\n",
"[70]\tvalid_0's poisson: -104.112\n",
"[71]\tvalid_0's poisson: -104.188\n",
"[72]\tvalid_0's poisson: -104.263\n",
"[73]\tvalid_0's poisson: -104.331\n",
"[74]\tvalid_0's poisson: -104.401\n",
"[75]\tvalid_0's poisson: -104.464\n",
"[76]\tvalid_0's poisson: -104.538\n",
"[77]\tvalid_0's poisson: -104.605\n",
"[78]\tvalid_0's poisson: -104.669\n",
"[79]\tvalid_0's poisson: -104.738\n",
"[80]\tvalid_0's poisson: -104.797\n",
"[81]\tvalid_0's poisson: -104.858\n",
"[82]\tvalid_0's poisson: -104.921\n",
"[83]\tvalid_0's poisson: -104.976\n",
"[84]\tvalid_0's poisson: -105.034\n",
"[85]\tvalid_0's poisson: -105.091\n",
"[86]\tvalid_0's poisson: -105.145\n",
"[87]\tvalid_0's poisson: -105.196\n",
"[88]\tvalid_0's poisson: -105.25\n",
"[89]\tvalid_0's poisson: -105.3\n",
"[90]\tvalid_0's poisson: -105.346\n",
"[91]\tvalid_0's poisson: -105.396\n",
"[92]\tvalid_0's poisson: -105.443\n",
"[93]\tvalid_0's poisson: -105.49\n",
"[94]\tvalid_0's poisson: -105.538\n",
"[95]\tvalid_0's poisson: -105.586\n",
"[96]\tvalid_0's poisson: -105.627\n",
"[97]\tvalid_0's poisson: -105.673\n",
"[98]\tvalid_0's poisson: -105.716\n",
"[99]\tvalid_0's poisson: -105.754\n",
"[100]\tvalid_0's poisson: -105.796\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.9009\n",
"[2]\tvalid_0's poisson: -88.5772\n",
"[3]\tvalid_0's poisson: -89.2089\n",
"[4]\tvalid_0's poisson: -89.8182\n",
"[5]\tvalid_0's poisson: -90.3896\n",
"[6]\tvalid_0's poisson: -90.9207\n",
"[7]\tvalid_0's poisson: -91.4662\n",
"[8]\tvalid_0's poisson: -91.9649\n",
"[9]\tvalid_0's poisson: -92.4219\n",
"[10]\tvalid_0's poisson: -92.8854\n",
"[11]\tvalid_0's poisson: -93.3376\n",
"[12]\tvalid_0's poisson: -93.755\n",
"[13]\tvalid_0's poisson: -94.1402\n",
"[14]\tvalid_0's poisson: -94.5226\n",
"[15]\tvalid_0's poisson: -94.8852\n",
"[16]\tvalid_0's poisson: -95.2418\n",
"[17]\tvalid_0's poisson: -95.583\n",
"[18]\tvalid_0's poisson: -95.9057\n",
"[19]\tvalid_0's poisson: -96.2031\n",
"[20]\tvalid_0's poisson: -96.5029\n",
"[21]\tvalid_0's poisson: -96.8001\n",
"[22]\tvalid_0's poisson: -97.0712\n",
"[23]\tvalid_0's poisson: -97.3372\n",
"[24]\tvalid_0's poisson: -97.6133\n",
"[25]\tvalid_0's poisson: -97.8598\n",
"[26]\tvalid_0's poisson: -98.0998\n",
"[27]\tvalid_0's poisson: -98.328\n",
"[28]\tvalid_0's poisson: -98.538\n",
"[29]\tvalid_0's poisson: -98.7503\n",
"[30]\tvalid_0's poisson: -98.9563\n",
"[31]\tvalid_0's poisson: -99.1567\n",
"[32]\tvalid_0's poisson: -99.3762\n",
"[33]\tvalid_0's poisson: -99.5708\n",
"[34]\tvalid_0's poisson: -99.7505\n",
"[35]\tvalid_0's poisson: -99.9516\n",
"[36]\tvalid_0's poisson: -100.127\n",
"[37]\tvalid_0's poisson: -100.287\n",
"[38]\tvalid_0's poisson: -100.466\n",
"[39]\tvalid_0's poisson: -100.624\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[40]\tvalid_0's poisson: -100.79\n",
"[41]\tvalid_0's poisson: -100.934\n",
"[42]\tvalid_0's poisson: -101.08\n",
"[43]\tvalid_0's poisson: -101.244\n",
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"[63]\tvalid_0's poisson: -103.517\n",
"[64]\tvalid_0's poisson: -103.595\n",
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"[68]\tvalid_0's poisson: -103.926\n",
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"[70]\tvalid_0's poisson: -104.075\n",
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"[72]\tvalid_0's poisson: -104.232\n",
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"[75]\tvalid_0's poisson: -104.439\n",
"[76]\tvalid_0's poisson: -104.501\n",
"[77]\tvalid_0's poisson: -104.57\n",
"[78]\tvalid_0's poisson: -104.635\n",
"[79]\tvalid_0's poisson: -104.695\n",
"[80]\tvalid_0's poisson: -104.764\n",
"[81]\tvalid_0's poisson: -104.826\n",
"[82]\tvalid_0's poisson: -104.88\n",
"[83]\tvalid_0's poisson: -104.938\n",
"[84]\tvalid_0's poisson: -104.99\n",
"[85]\tvalid_0's poisson: -105.044\n",
"[86]\tvalid_0's poisson: -105.106\n",
"[87]\tvalid_0's poisson: -105.157\n",
"[88]\tvalid_0's poisson: -105.209\n",
"[89]\tvalid_0's poisson: -105.265\n",
"[90]\tvalid_0's poisson: -105.317\n",
"[91]\tvalid_0's poisson: -105.366\n",
"[92]\tvalid_0's poisson: -105.418\n",
"[93]\tvalid_0's poisson: -105.469\n",
"[94]\tvalid_0's poisson: -105.511\n",
"[95]\tvalid_0's poisson: -105.557\n",
"[96]\tvalid_0's poisson: -105.6\n",
"[97]\tvalid_0's poisson: -105.643\n",
"[98]\tvalid_0's poisson: -105.69\n",
"[99]\tvalid_0's poisson: -105.735\n",
"[100]\tvalid_0's poisson: -105.771\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.888\n",
"[2]\tvalid_0's poisson: -88.5618\n",
"[3]\tvalid_0's poisson: -89.1774\n",
"[4]\tvalid_0's poisson: -89.7819\n",
"[5]\tvalid_0's poisson: -90.3327\n",
"[6]\tvalid_0's poisson: -90.921\n",
"[7]\tvalid_0's poisson: -91.4618\n",
"[8]\tvalid_0's poisson: -91.957\n",
"[9]\tvalid_0's poisson: -92.4145\n",
"[10]\tvalid_0's poisson: -92.8827\n",
"[11]\tvalid_0's poisson: -93.3171\n",
"[12]\tvalid_0's poisson: -93.7142\n",
"[13]\tvalid_0's poisson: -94.1229\n",
"[14]\tvalid_0's poisson: -94.5001\n",
"[15]\tvalid_0's poisson: -94.8494\n",
"[16]\tvalid_0's poisson: -95.2097\n",
"[17]\tvalid_0's poisson: -95.5577\n",
"[18]\tvalid_0's poisson: -95.8787\n",
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"[21]\tvalid_0's poisson: -96.7741\n",
"[22]\tvalid_0's poisson: -97.0486\n",
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"[60]\tvalid_0's poisson: -103.216\n",
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"[69]\tvalid_0's poisson: -103.978\n",
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"[71]\tvalid_0's poisson: -104.121\n",
"[72]\tvalid_0's poisson: -104.19\n",
"[73]\tvalid_0's poisson: -104.274\n",
"[74]\tvalid_0's poisson: -104.348\n",
"[75]\tvalid_0's poisson: -104.419\n",
"[76]\tvalid_0's poisson: -104.495\n",
"[77]\tvalid_0's poisson: -104.559\n",
"[78]\tvalid_0's poisson: -104.619\n",
"[79]\tvalid_0's poisson: -104.683\n",
"[80]\tvalid_0's poisson: -104.741\n",
"[81]\tvalid_0's poisson: -104.803\n",
"[82]\tvalid_0's poisson: -104.87\n",
"[83]\tvalid_0's poisson: -104.925\n",
"[84]\tvalid_0's poisson: -104.981\n",
"[85]\tvalid_0's poisson: -105.033\n",
"[86]\tvalid_0's poisson: -105.086\n",
"[87]\tvalid_0's poisson: -105.146\n",
"[88]\tvalid_0's poisson: -105.199\n",
"[89]\tvalid_0's poisson: -105.257\n",
"[90]\tvalid_0's poisson: -105.312\n",
"[91]\tvalid_0's poisson: -105.356\n",
"[92]\tvalid_0's poisson: -105.401\n",
"[93]\tvalid_0's poisson: -105.452\n",
"[94]\tvalid_0's poisson: -105.501\n",
"[95]\tvalid_0's poisson: -105.541\n",
"[96]\tvalid_0's poisson: -105.591\n",
"[97]\tvalid_0's poisson: -105.636\n",
"[98]\tvalid_0's poisson: -105.675\n",
"[99]\tvalid_0's poisson: -105.713\n",
"[100]\tvalid_0's poisson: -105.76\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=2; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.4902\n",
"[2]\tvalid_0's poisson: -87.7974\n",
"[3]\tvalid_0's poisson: -88.0965\n",
"[4]\tvalid_0's poisson: -88.3872\n",
"[5]\tvalid_0's poisson: -88.6699\n",
"[6]\tvalid_0's poisson: -88.9484\n",
"[7]\tvalid_0's poisson: -89.2194\n",
"[8]\tvalid_0's poisson: -89.4859\n",
"[9]\tvalid_0's poisson: -89.7416\n",
"[10]\tvalid_0's poisson: -89.9932\n",
"[11]\tvalid_0's poisson: -90.2403\n",
"[12]\tvalid_0's poisson: -90.4784\n",
"[13]\tvalid_0's poisson: -90.7128\n",
"[14]\tvalid_0's poisson: -90.9432\n",
"[15]\tvalid_0's poisson: -91.1658\n",
"[16]\tvalid_0's poisson: -91.3849\n",
"[17]\tvalid_0's poisson: -91.6007\n",
"[18]\tvalid_0's poisson: -91.8094\n",
"[19]\tvalid_0's poisson: -92.0168\n",
"[20]\tvalid_0's poisson: -92.2186\n",
"[21]\tvalid_0's poisson: -92.4172\n",
"[22]\tvalid_0's poisson: -92.6095\n",
"[23]\tvalid_0's poisson: -92.7987\n",
"[24]\tvalid_0's poisson: -92.9857\n",
"[25]\tvalid_0's poisson: -93.1671\n",
"[26]\tvalid_0's poisson: -93.3454\n",
"[27]\tvalid_0's poisson: -93.5219\n",
"[28]\tvalid_0's poisson: -93.6933\n",
"[29]\tvalid_0's poisson: -93.8632\n",
"[30]\tvalid_0's poisson: -94.0298\n",
"[31]\tvalid_0's poisson: -94.1945\n",
"[32]\tvalid_0's poisson: -94.3638\n",
"[33]\tvalid_0's poisson: -94.5236\n",
"[34]\tvalid_0's poisson: -94.6798\n",
"[35]\tvalid_0's poisson: -94.8401\n",
"[36]\tvalid_0's poisson: -94.9928\n",
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"[38]\tvalid_0's poisson: -95.288\n",
"[39]\tvalid_0's poisson: -95.4387\n",
"[40]\tvalid_0's poisson: -95.5794\n",
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"[42]\tvalid_0's poisson: -95.8621\n",
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"[44]\tvalid_0's poisson: -96.1305\n",
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"[55]\tvalid_0's poisson: -97.4967\n",
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"[69]\tvalid_0's poisson: -98.9598\n",
"[70]\tvalid_0's poisson: -99.0511\n",
"[71]\tvalid_0's poisson: -99.1476\n",
"[72]\tvalid_0's poisson: -99.2369\n",
"[73]\tvalid_0's poisson: -99.3256\n",
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"[75]\tvalid_0's poisson: -99.5076\n",
"[76]\tvalid_0's poisson: -99.598\n",
"[77]\tvalid_0's poisson: -99.6819\n",
"[78]\tvalid_0's poisson: -99.7714\n",
"[79]\tvalid_0's poisson: -99.8542\n",
"[80]\tvalid_0's poisson: -99.9346\n",
"[81]\tvalid_0's poisson: -100.016\n",
"[82]\tvalid_0's poisson: -100.095\n",
"[83]\tvalid_0's poisson: -100.174\n",
"[84]\tvalid_0's poisson: -100.252\n",
"[85]\tvalid_0's poisson: -100.328\n",
"[86]\tvalid_0's poisson: -100.404\n",
"[87]\tvalid_0's poisson: -100.478\n",
"[88]\tvalid_0's poisson: -100.551\n",
"[89]\tvalid_0's poisson: -100.63\n",
"[90]\tvalid_0's poisson: -100.701\n",
"[91]\tvalid_0's poisson: -100.77\n",
"[92]\tvalid_0's poisson: -100.841\n",
"[93]\tvalid_0's poisson: -100.909\n",
"[94]\tvalid_0's poisson: -100.983\n",
"[95]\tvalid_0's poisson: -101.05\n",
"[96]\tvalid_0's poisson: -101.116\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -101.185\n",
"[98]\tvalid_0's poisson: -101.25\n",
"[99]\tvalid_0's poisson: -101.317\n",
"[100]\tvalid_0's poisson: -101.38\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.4959\n",
"[2]\tvalid_0's poisson: -87.8208\n",
"[3]\tvalid_0's poisson: -88.1266\n",
"[4]\tvalid_0's poisson: -88.4249\n",
"[5]\tvalid_0's poisson: -88.7236\n",
"[6]\tvalid_0's poisson: -89.0069\n",
"[7]\tvalid_0's poisson: -89.2827\n",
"[8]\tvalid_0's poisson: -89.5507\n",
"[9]\tvalid_0's poisson: -89.8105\n",
"[10]\tvalid_0's poisson: -90.0638\n",
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"[12]\tvalid_0's poisson: -90.5638\n",
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"[16]\tvalid_0's poisson: -91.4898\n",
"[17]\tvalid_0's poisson: -91.7067\n",
"[18]\tvalid_0's poisson: -91.9191\n",
"[19]\tvalid_0's poisson: -92.1267\n",
"[20]\tvalid_0's poisson: -92.3291\n",
"[21]\tvalid_0's poisson: -92.5273\n",
"[22]\tvalid_0's poisson: -92.7304\n",
"[23]\tvalid_0's poisson: -92.9218\n",
"[24]\tvalid_0's poisson: -93.1092\n",
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"[27]\tvalid_0's poisson: -93.6486\n",
"[28]\tvalid_0's poisson: -93.8298\n",
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"[30]\tvalid_0's poisson: -94.1692\n",
"[31]\tvalid_0's poisson: -94.3407\n",
"[32]\tvalid_0's poisson: -94.5033\n",
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"[34]\tvalid_0's poisson: -94.8197\n",
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"[57]\tvalid_0's poisson: -97.8408\n",
"[58]\tvalid_0's poisson: -97.9527\n",
"[59]\tvalid_0's poisson: -98.0596\n",
"[60]\tvalid_0's poisson: -98.1646\n",
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"[69]\tvalid_0's poisson: -99.0604\n",
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"[75]\tvalid_0's poisson: -99.6055\n",
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"[78]\tvalid_0's poisson: -99.8589\n",
"[79]\tvalid_0's poisson: -99.9411\n",
"[80]\tvalid_0's poisson: -100.023\n",
"[81]\tvalid_0's poisson: -100.103\n",
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"[99]\tvalid_0's poisson: -101.397\n",
"[100]\tvalid_0's poisson: -101.46\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.4939\n",
"[2]\tvalid_0's poisson: -87.8091\n",
"[3]\tvalid_0's poisson: -88.1144\n",
"[4]\tvalid_0's poisson: -88.4126\n",
"[5]\tvalid_0's poisson: -88.7018\n",
"[6]\tvalid_0's poisson: -88.9843\n",
"[7]\tvalid_0's poisson: -89.2592\n",
"[8]\tvalid_0's poisson: -89.5245\n",
"[9]\tvalid_0's poisson: -89.792\n",
"[10]\tvalid_0's poisson: -90.0486\n",
"[11]\tvalid_0's poisson: -90.2979\n",
"[12]\tvalid_0's poisson: -90.5422\n",
"[13]\tvalid_0's poisson: -90.7793\n",
"[14]\tvalid_0's poisson: -91.0115\n",
"[15]\tvalid_0's poisson: -91.2447\n",
"[16]\tvalid_0's poisson: -91.4668\n",
"[17]\tvalid_0's poisson: -91.684\n",
"[18]\tvalid_0's poisson: -91.8948\n",
"[19]\tvalid_0's poisson: -92.1091\n",
"[20]\tvalid_0's poisson: -92.314\n",
"[21]\tvalid_0's poisson: -92.5133\n",
"[22]\tvalid_0's poisson: -92.7089\n",
"[23]\tvalid_0's poisson: -92.8994\n",
"[24]\tvalid_0's poisson: -93.0925\n",
"[25]\tvalid_0's poisson: -93.2767\n",
"[26]\tvalid_0's poisson: -93.4574\n",
"[27]\tvalid_0's poisson: -93.6338\n",
"[28]\tvalid_0's poisson: -93.8129\n",
"[29]\tvalid_0's poisson: -93.9841\n",
"[30]\tvalid_0's poisson: -94.1518\n",
"[31]\tvalid_0's poisson: -94.3159\n",
"[32]\tvalid_0's poisson: -94.4827\n",
"[33]\tvalid_0's poisson: -94.6436\n",
"[34]\tvalid_0's poisson: -94.799\n",
"[35]\tvalid_0's poisson: -94.9529\n",
"[36]\tvalid_0's poisson: -95.1089\n",
"[37]\tvalid_0's poisson: -95.2569\n",
"[38]\tvalid_0's poisson: -95.4048\n",
"[39]\tvalid_0's poisson: -95.5474\n",
"[40]\tvalid_0's poisson: -95.6933\n",
"[41]\tvalid_0's poisson: -95.8336\n",
"[42]\tvalid_0's poisson: -95.9718\n",
"[43]\tvalid_0's poisson: -96.1069\n",
"[44]\tvalid_0's poisson: -96.244\n",
"[45]\tvalid_0's poisson: -96.3732\n",
"[46]\tvalid_0's poisson: -96.5038\n",
"[47]\tvalid_0's poisson: -96.6299\n",
"[48]\tvalid_0's poisson: -96.7604\n",
"[49]\tvalid_0's poisson: -96.8836\n",
"[50]\tvalid_0's poisson: -97.0055\n",
"[51]\tvalid_0's poisson: -97.1298\n",
"[52]\tvalid_0's poisson: -97.2474\n",
"[53]\tvalid_0's poisson: -97.3637\n",
"[54]\tvalid_0's poisson: -97.4827\n",
"[55]\tvalid_0's poisson: -97.5953\n",
"[56]\tvalid_0's poisson: -97.7071\n",
"[57]\tvalid_0's poisson: -97.8213\n",
"[58]\tvalid_0's poisson: -97.932\n",
"[59]\tvalid_0's poisson: -98.0394\n",
"[60]\tvalid_0's poisson: -98.1452\n",
"[61]\tvalid_0's poisson: -98.2527\n",
"[62]\tvalid_0's poisson: -98.3554\n",
"[63]\tvalid_0's poisson: -98.4564\n",
"[64]\tvalid_0's poisson: -98.5591\n",
"[65]\tvalid_0's poisson: -98.6598\n",
"[66]\tvalid_0's poisson: -98.7576\n",
"[67]\tvalid_0's poisson: -98.8569\n",
"[68]\tvalid_0's poisson: -98.9514\n",
"[69]\tvalid_0's poisson: -99.0466\n",
"[70]\tvalid_0's poisson: -99.1407\n",
"[71]\tvalid_0's poisson: -99.236\n",
"[72]\tvalid_0's poisson: -99.3261\n",
"[73]\tvalid_0's poisson: -99.4191\n",
"[74]\tvalid_0's poisson: -99.5081\n",
"[75]\tvalid_0's poisson: -99.5947\n",
"[76]\tvalid_0's poisson: -99.6837\n",
"[77]\tvalid_0's poisson: -99.7692\n",
"[78]\tvalid_0's poisson: -99.8534\n",
"[79]\tvalid_0's poisson: -99.9349\n",
"[80]\tvalid_0's poisson: -100.02\n",
"[81]\tvalid_0's poisson: -100.101\n",
"[82]\tvalid_0's poisson: -100.181\n",
"[83]\tvalid_0's poisson: -100.259\n",
"[84]\tvalid_0's poisson: -100.336\n",
"[85]\tvalid_0's poisson: -100.414\n",
"[86]\tvalid_0's poisson: -100.489\n",
"[87]\tvalid_0's poisson: -100.565\n",
"[88]\tvalid_0's poisson: -100.639\n",
"[89]\tvalid_0's poisson: -100.711\n",
"[90]\tvalid_0's poisson: -100.785\n",
"[91]\tvalid_0's poisson: -100.857\n",
"[92]\tvalid_0's poisson: -100.927\n",
"[93]\tvalid_0's poisson: -100.997\n",
"[94]\tvalid_0's poisson: -101.067\n",
"[95]\tvalid_0's poisson: -101.134\n",
"[96]\tvalid_0's poisson: -101.202\n",
"[97]\tvalid_0's poisson: -101.268\n",
"[98]\tvalid_0's poisson: -101.333\n",
"[99]\tvalid_0's poisson: -101.402\n",
"[100]\tvalid_0's poisson: -101.466\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.5015\n",
"[2]\tvalid_0's poisson: -87.8171\n",
"[3]\tvalid_0's poisson: -88.1241\n",
"[4]\tvalid_0's poisson: -88.4241\n",
"[5]\tvalid_0's poisson: -88.7157\n",
"[6]\tvalid_0's poisson: -88.9989\n",
"[7]\tvalid_0's poisson: -89.2752\n",
"[8]\tvalid_0's poisson: -89.5522\n",
"[9]\tvalid_0's poisson: -89.8157\n",
"[10]\tvalid_0's poisson: -90.07\n",
"[11]\tvalid_0's poisson: -90.3198\n",
"[12]\tvalid_0's poisson: -90.5638\n",
"[13]\tvalid_0's poisson: -90.8061\n",
"[14]\tvalid_0's poisson: -91.0376\n",
"[15]\tvalid_0's poisson: -91.2659\n",
"[16]\tvalid_0's poisson: -91.4886\n",
"[17]\tvalid_0's poisson: -91.7144\n",
"[18]\tvalid_0's poisson: -91.9282\n",
"[19]\tvalid_0's poisson: -92.1361\n",
"[20]\tvalid_0's poisson: -92.3389\n",
"[21]\tvalid_0's poisson: -92.5396\n",
"[22]\tvalid_0's poisson: -92.7408\n",
"[23]\tvalid_0's poisson: -92.9312\n",
"[24]\tvalid_0's poisson: -93.1197\n",
"[25]\tvalid_0's poisson: -93.3043\n",
"[26]\tvalid_0's poisson: -93.4909\n",
"[27]\tvalid_0's poisson: -93.6696\n",
"[28]\tvalid_0's poisson: -93.8431\n",
"[29]\tvalid_0's poisson: -94.0195\n",
"[30]\tvalid_0's poisson: -94.1862\n",
"[31]\tvalid_0's poisson: -94.3512\n",
"[32]\tvalid_0's poisson: -94.5141\n",
"[33]\tvalid_0's poisson: -94.6785\n",
"[34]\tvalid_0's poisson: -94.8344\n",
"[35]\tvalid_0's poisson: -94.9883\n",
"[36]\tvalid_0's poisson: -95.1402\n",
"[37]\tvalid_0's poisson: -95.2938\n",
"[38]\tvalid_0's poisson: -95.4416\n",
"[39]\tvalid_0's poisson: -95.5875\n",
"[40]\tvalid_0's poisson: -95.7313\n",
"[41]\tvalid_0's poisson: -95.8752\n",
"[42]\tvalid_0's poisson: -96.0122\n",
"[43]\tvalid_0's poisson: -96.149\n",
"[44]\tvalid_0's poisson: -96.2835\n",
"[45]\tvalid_0's poisson: -96.4185\n",
"[46]\tvalid_0's poisson: -96.5484\n",
"[47]\tvalid_0's poisson: -96.6764\n",
"[48]\tvalid_0's poisson: -96.8073\n",
"[49]\tvalid_0's poisson: -96.9319\n",
"[50]\tvalid_0's poisson: -97.0547\n",
"[51]\tvalid_0's poisson: -97.1798\n",
"[52]\tvalid_0's poisson: -97.2995\n",
"[53]\tvalid_0's poisson: -97.4166\n",
"[54]\tvalid_0's poisson: -97.5327\n",
"[55]\tvalid_0's poisson: -97.6506\n",
"[56]\tvalid_0's poisson: -97.7635\n",
"[57]\tvalid_0's poisson: -97.8744\n",
"[58]\tvalid_0's poisson: -97.984\n",
"[59]\tvalid_0's poisson: -98.0964\n",
"[60]\tvalid_0's poisson: -98.2035\n",
"[61]\tvalid_0's poisson: -98.3086\n",
"[62]\tvalid_0's poisson: -98.4113\n",
"[63]\tvalid_0's poisson: -98.5125\n",
"[64]\tvalid_0's poisson: -98.6158\n",
"[65]\tvalid_0's poisson: -98.7161\n",
"[66]\tvalid_0's poisson: -98.8135\n",
"[67]\tvalid_0's poisson: -98.9125\n",
"[68]\tvalid_0's poisson: -99.0071\n",
"[69]\tvalid_0's poisson: -99.1004\n",
"[70]\tvalid_0's poisson: -99.1977\n",
"[71]\tvalid_0's poisson: -99.2888\n",
"[72]\tvalid_0's poisson: -99.3789\n",
"[73]\tvalid_0's poisson: -99.4722\n",
"[74]\tvalid_0's poisson: -99.5605\n",
"[75]\tvalid_0's poisson: -99.6463\n",
"[76]\tvalid_0's poisson: -99.7327\n",
"[77]\tvalid_0's poisson: -99.8215\n",
"[78]\tvalid_0's poisson: -99.9051\n",
"[79]\tvalid_0's poisson: -99.9867\n",
"[80]\tvalid_0's poisson: -100.072\n",
"[81]\tvalid_0's poisson: -100.153\n",
"[82]\tvalid_0's poisson: -100.231\n",
"[83]\tvalid_0's poisson: -100.313\n",
"[84]\tvalid_0's poisson: -100.391\n",
"[85]\tvalid_0's poisson: -100.467\n",
"[86]\tvalid_0's poisson: -100.543\n",
"[87]\tvalid_0's poisson: -100.618\n",
"[88]\tvalid_0's poisson: -100.692\n",
"[89]\tvalid_0's poisson: -100.764\n",
"[90]\tvalid_0's poisson: -100.838\n",
"[91]\tvalid_0's poisson: -100.91\n",
"[92]\tvalid_0's poisson: -100.98\n",
"[93]\tvalid_0's poisson: -101.049\n",
"[94]\tvalid_0's poisson: -101.118\n",
"[95]\tvalid_0's poisson: -101.186\n",
"[96]\tvalid_0's poisson: -101.253\n",
"[97]\tvalid_0's poisson: -101.32\n",
"[98]\tvalid_0's poisson: -101.39\n",
"[99]\tvalid_0's poisson: -101.454\n",
"[100]\tvalid_0's poisson: -101.518\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.4847\n",
"[2]\tvalid_0's poisson: -87.7962\n",
"[3]\tvalid_0's poisson: -88.0986\n",
"[4]\tvalid_0's poisson: -88.3925\n",
"[5]\tvalid_0's poisson: -88.6783\n",
"[6]\tvalid_0's poisson: -88.958\n",
"[7]\tvalid_0's poisson: -89.2304\n",
"[8]\tvalid_0's poisson: -89.4963\n",
"[9]\tvalid_0's poisson: -89.7543\n",
"[10]\tvalid_0's poisson: -90.008\n",
"[11]\tvalid_0's poisson: -90.2552\n",
"[12]\tvalid_0's poisson: -90.4944\n",
"[13]\tvalid_0's poisson: -90.7394\n",
"[14]\tvalid_0's poisson: -90.9693\n",
"[15]\tvalid_0's poisson: -91.1948\n",
"[16]\tvalid_0's poisson: -91.4147\n",
"[17]\tvalid_0's poisson: -91.6391\n",
"[18]\tvalid_0's poisson: -91.8504\n",
"[19]\tvalid_0's poisson: -92.0564\n",
"[20]\tvalid_0's poisson: -92.259\n",
"[21]\tvalid_0's poisson: -92.4571\n",
"[22]\tvalid_0's poisson: -92.6597\n",
"[23]\tvalid_0's poisson: -92.8495\n",
"[24]\tvalid_0's poisson: -93.0355\n",
"[25]\tvalid_0's poisson: -93.2179\n",
"[26]\tvalid_0's poisson: -93.405\n",
"[27]\tvalid_0's poisson: -93.5814\n",
"[28]\tvalid_0's poisson: -93.7537\n",
"[29]\tvalid_0's poisson: -93.9308\n",
"[30]\tvalid_0's poisson: -94.0981\n",
"[31]\tvalid_0's poisson: -94.2619\n",
"[32]\tvalid_0's poisson: -94.4225\n",
"[33]\tvalid_0's poisson: -94.5819\n",
"[34]\tvalid_0's poisson: -94.7371\n",
"[35]\tvalid_0's poisson: -94.8969\n",
"[36]\tvalid_0's poisson: -95.0481\n",
"[37]\tvalid_0's poisson: -95.1952\n",
"[38]\tvalid_0's poisson: -95.3406\n",
"[39]\tvalid_0's poisson: -95.483\n",
"[40]\tvalid_0's poisson: -95.6307\n",
"[41]\tvalid_0's poisson: -95.7689\n",
"[42]\tvalid_0's poisson: -95.9051\n",
"[43]\tvalid_0's poisson: -96.0395\n",
"[44]\tvalid_0's poisson: -96.1712\n",
"[45]\tvalid_0's poisson: -96.3069\n",
"[46]\tvalid_0's poisson: -96.4352\n",
"[47]\tvalid_0's poisson: -96.5623\n",
"[48]\tvalid_0's poisson: -96.688\n",
"[49]\tvalid_0's poisson: -96.8166\n",
"[50]\tvalid_0's poisson: -96.9385\n",
"[51]\tvalid_0's poisson: -97.0574\n",
"[52]\tvalid_0's poisson: -97.1757\n",
"[53]\tvalid_0's poisson: -97.2975\n",
"[54]\tvalid_0's poisson: -97.4131\n",
"[55]\tvalid_0's poisson: -97.5267\n",
"[56]\tvalid_0's poisson: -97.6373\n",
"[57]\tvalid_0's poisson: -97.7525\n",
"[58]\tvalid_0's poisson: -97.8622\n",
"[59]\tvalid_0's poisson: -97.9701\n",
"[60]\tvalid_0's poisson: -98.0801\n",
"[61]\tvalid_0's poisson: -98.1849\n",
"[62]\tvalid_0's poisson: -98.2885\n",
"[63]\tvalid_0's poisson: -98.3947\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[64]\tvalid_0's poisson: -98.4952\n",
"[65]\tvalid_0's poisson: -98.5982\n",
"[66]\tvalid_0's poisson: -98.6959\n",
"[67]\tvalid_0's poisson: -98.7921\n",
"[68]\tvalid_0's poisson: -98.8906\n",
"[69]\tvalid_0's poisson: -98.9839\n",
"[70]\tvalid_0's poisson: -99.0758\n",
"[71]\tvalid_0's poisson: -99.1706\n",
"[72]\tvalid_0's poisson: -99.2599\n",
"[73]\tvalid_0's poisson: -99.349\n",
"[74]\tvalid_0's poisson: -99.4406\n",
"[75]\tvalid_0's poisson: -99.5274\n",
"[76]\tvalid_0's poisson: -99.6131\n",
"[77]\tvalid_0's poisson: -99.7027\n",
"[78]\tvalid_0's poisson: -99.787\n",
"[79]\tvalid_0's poisson: -99.8706\n",
"[80]\tvalid_0's poisson: -99.9511\n",
"[81]\tvalid_0's poisson: -100.036\n",
"[82]\tvalid_0's poisson: -100.116\n",
"[83]\tvalid_0's poisson: -100.199\n",
"[84]\tvalid_0's poisson: -100.277\n",
"[85]\tvalid_0's poisson: -100.353\n",
"[86]\tvalid_0's poisson: -100.433\n",
"[87]\tvalid_0's poisson: -100.507\n",
"[88]\tvalid_0's poisson: -100.586\n",
"[89]\tvalid_0's poisson: -100.659\n",
"[90]\tvalid_0's poisson: -100.733\n",
"[91]\tvalid_0's poisson: -100.805\n",
"[92]\tvalid_0's poisson: -100.875\n",
"[93]\tvalid_0's poisson: -100.946\n",
"[94]\tvalid_0's poisson: -101.016\n",
"[95]\tvalid_0's poisson: -101.084\n",
"[96]\tvalid_0's poisson: -101.152\n",
"[97]\tvalid_0's poisson: -101.219\n",
"[98]\tvalid_0's poisson: -101.286\n",
"[99]\tvalid_0's poisson: -101.35\n",
"[100]\tvalid_0's poisson: -101.415\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.047\n",
"[2]\tvalid_0's poisson: -103.481\n",
"[3]\tvalid_0's poisson: -105.221\n",
"[4]\tvalid_0's poisson: -106.189\n",
"[5]\tvalid_0's poisson: -106.802\n",
"[6]\tvalid_0's poisson: -107.115\n",
"[7]\tvalid_0's poisson: -107.426\n",
"[8]\tvalid_0's poisson: -107.868\n",
"[9]\tvalid_0's poisson: -107.994\n",
"[10]\tvalid_0's poisson: -108.136\n",
"[11]\tvalid_0's poisson: -108.214\n",
"[12]\tvalid_0's poisson: -108.286\n",
"[13]\tvalid_0's poisson: -108.364\n",
"[14]\tvalid_0's poisson: -108.522\n",
"[15]\tvalid_0's poisson: -108.655\n",
"[16]\tvalid_0's poisson: -108.825\n",
"[17]\tvalid_0's poisson: -108.853\n",
"[18]\tvalid_0's poisson: -108.884\n",
"[19]\tvalid_0's poisson: -108.906\n",
"[20]\tvalid_0's poisson: -108.93\n",
"[21]\tvalid_0's poisson: -108.948\n",
"[22]\tvalid_0's poisson: -108.963\n",
"[23]\tvalid_0's poisson: -109.023\n",
"[24]\tvalid_0's poisson: -109.089\n",
"[25]\tvalid_0's poisson: -109.094\n",
"[26]\tvalid_0's poisson: -109.1\n",
"[27]\tvalid_0's poisson: -109.126\n",
"[28]\tvalid_0's poisson: -109.152\n",
"[29]\tvalid_0's poisson: -109.196\n",
"[30]\tvalid_0's poisson: -109.211\n",
"[31]\tvalid_0's poisson: -109.22\n",
"[32]\tvalid_0's poisson: -109.238\n",
"[33]\tvalid_0's poisson: -109.281\n",
"[34]\tvalid_0's poisson: -109.286\n",
"[35]\tvalid_0's poisson: -109.298\n",
"[36]\tvalid_0's poisson: -109.302\n",
"[37]\tvalid_0's poisson: -109.317\n",
"[38]\tvalid_0's poisson: -109.317\n",
"[39]\tvalid_0's poisson: -109.31\n",
"[40]\tvalid_0's poisson: -109.331\n",
"[41]\tvalid_0's poisson: -109.344\n",
"[42]\tvalid_0's poisson: -109.345\n",
"[43]\tvalid_0's poisson: -109.348\n",
"[44]\tvalid_0's poisson: -109.355\n",
"[45]\tvalid_0's poisson: -109.373\n",
"[46]\tvalid_0's poisson: -109.376\n",
"[47]\tvalid_0's poisson: -109.38\n",
"[48]\tvalid_0's poisson: -109.386\n",
"[49]\tvalid_0's poisson: -109.391\n",
"[50]\tvalid_0's poisson: -109.42\n",
"[51]\tvalid_0's poisson: -109.44\n",
"[52]\tvalid_0's poisson: -109.456\n",
"[53]\tvalid_0's poisson: -109.473\n",
"[54]\tvalid_0's poisson: -109.466\n",
"[55]\tvalid_0's poisson: -109.47\n",
"[56]\tvalid_0's poisson: -109.484\n",
"[57]\tvalid_0's poisson: -109.489\n",
"[58]\tvalid_0's poisson: -109.489\n",
"[59]\tvalid_0's poisson: -109.494\n",
"[60]\tvalid_0's poisson: -109.492\n",
"[61]\tvalid_0's poisson: -109.485\n",
"[62]\tvalid_0's poisson: -109.489\n",
"[63]\tvalid_0's poisson: -109.486\n",
"[64]\tvalid_0's poisson: -109.496\n",
"[65]\tvalid_0's poisson: -109.492\n",
"[66]\tvalid_0's poisson: -109.498\n",
"[67]\tvalid_0's poisson: -109.5\n",
"[68]\tvalid_0's poisson: -109.502\n",
"[69]\tvalid_0's poisson: -109.5\n",
"[70]\tvalid_0's poisson: -109.495\n",
"[71]\tvalid_0's poisson: -109.504\n",
"[72]\tvalid_0's poisson: -109.507\n",
"[73]\tvalid_0's poisson: -109.512\n",
"[74]\tvalid_0's poisson: -109.516\n",
"[75]\tvalid_0's poisson: -109.518\n",
"[76]\tvalid_0's poisson: -109.516\n",
"[77]\tvalid_0's poisson: -109.519\n",
"[78]\tvalid_0's poisson: -109.527\n",
"[79]\tvalid_0's poisson: -109.524\n",
"[80]\tvalid_0's poisson: -109.527\n",
"[81]\tvalid_0's poisson: -109.533\n",
"[82]\tvalid_0's poisson: -109.53\n",
"[83]\tvalid_0's poisson: -109.533\n",
"[84]\tvalid_0's poisson: -109.536\n",
"[85]\tvalid_0's poisson: -109.536\n",
"[86]\tvalid_0's poisson: -109.534\n",
"[87]\tvalid_0's poisson: -109.53\n",
"[88]\tvalid_0's poisson: -109.54\n",
"[89]\tvalid_0's poisson: -109.541\n",
"[90]\tvalid_0's poisson: -109.543\n",
"[91]\tvalid_0's poisson: -109.544\n",
"[92]\tvalid_0's poisson: -109.548\n",
"[93]\tvalid_0's poisson: -109.548\n",
"[94]\tvalid_0's poisson: -109.549\n",
"[95]\tvalid_0's poisson: -109.558\n",
"[96]\tvalid_0's poisson: -109.557\n",
"[97]\tvalid_0's poisson: -109.556\n",
"[98]\tvalid_0's poisson: -109.555\n",
"[99]\tvalid_0's poisson: -109.557\n",
"[100]\tvalid_0's poisson: -109.556\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.8462\n",
"[2]\tvalid_0's poisson: -102.694\n",
"[3]\tvalid_0's poisson: -104.772\n",
"[4]\tvalid_0's poisson: -105.871\n",
"[5]\tvalid_0's poisson: -106.598\n",
"[6]\tvalid_0's poisson: -107.06\n",
"[7]\tvalid_0's poisson: -107.507\n",
"[8]\tvalid_0's poisson: -107.722\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.009\n",
"[11]\tvalid_0's poisson: -108.178\n",
"[12]\tvalid_0's poisson: -108.288\n",
"[13]\tvalid_0's poisson: -108.386\n",
"[14]\tvalid_0's poisson: -108.442\n",
"[15]\tvalid_0's poisson: -108.518\n",
"[16]\tvalid_0's poisson: -108.531\n",
"[17]\tvalid_0's poisson: -108.615\n",
"[18]\tvalid_0's poisson: -108.723\n",
"[19]\tvalid_0's poisson: -108.804\n",
"[20]\tvalid_0's poisson: -108.812\n",
"[21]\tvalid_0's poisson: -108.833\n",
"[22]\tvalid_0's poisson: -108.914\n",
"[23]\tvalid_0's poisson: -108.938\n",
"[24]\tvalid_0's poisson: -108.98\n",
"[25]\tvalid_0's poisson: -108.986\n",
"[26]\tvalid_0's poisson: -109.001\n",
"[27]\tvalid_0's poisson: -109.01\n",
"[28]\tvalid_0's poisson: -109.09\n",
"[29]\tvalid_0's poisson: -109.105\n",
"[30]\tvalid_0's poisson: -109.195\n",
"[31]\tvalid_0's poisson: -109.202\n",
"[32]\tvalid_0's poisson: -109.2\n",
"[33]\tvalid_0's poisson: -109.219\n",
"[34]\tvalid_0's poisson: -109.226\n",
"[35]\tvalid_0's poisson: -109.249\n",
"[36]\tvalid_0's poisson: -109.268\n",
"[37]\tvalid_0's poisson: -109.283\n",
"[38]\tvalid_0's poisson: -109.302\n",
"[39]\tvalid_0's poisson: -109.303\n",
"[40]\tvalid_0's poisson: -109.308\n",
"[41]\tvalid_0's poisson: -109.319\n",
"[42]\tvalid_0's poisson: -109.323\n",
"[43]\tvalid_0's poisson: -109.332\n",
"[44]\tvalid_0's poisson: -109.339\n",
"[45]\tvalid_0's poisson: -109.345\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.361\n",
"[48]\tvalid_0's poisson: -109.364\n",
"[49]\tvalid_0's poisson: -109.367\n",
"[50]\tvalid_0's poisson: -109.374\n",
"[51]\tvalid_0's poisson: -109.365\n",
"[52]\tvalid_0's poisson: -109.371\n",
"[53]\tvalid_0's poisson: -109.374\n",
"[54]\tvalid_0's poisson: -109.376\n",
"[55]\tvalid_0's poisson: -109.374\n",
"[56]\tvalid_0's poisson: -109.373\n",
"[57]\tvalid_0's poisson: -109.371\n",
"[58]\tvalid_0's poisson: -109.373\n",
"[59]\tvalid_0's poisson: -109.38\n",
"[60]\tvalid_0's poisson: -109.391\n",
"[61]\tvalid_0's poisson: -109.397\n",
"[62]\tvalid_0's poisson: -109.408\n",
"[63]\tvalid_0's poisson: -109.41\n",
"[64]\tvalid_0's poisson: -109.421\n",
"[65]\tvalid_0's poisson: -109.42\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.418\n",
"[69]\tvalid_0's poisson: -109.42\n",
"[70]\tvalid_0's poisson: -109.434\n",
"[71]\tvalid_0's poisson: -109.435\n",
"[72]\tvalid_0's poisson: -109.437\n",
"[73]\tvalid_0's poisson: -109.44\n",
"[74]\tvalid_0's poisson: -109.442\n",
"[75]\tvalid_0's poisson: -109.446\n",
"[76]\tvalid_0's poisson: -109.447\n",
"[77]\tvalid_0's poisson: -109.462\n",
"[78]\tvalid_0's poisson: -109.483\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.485\n",
"[81]\tvalid_0's poisson: -109.487\n",
"[82]\tvalid_0's poisson: -109.485\n",
"[83]\tvalid_0's poisson: -109.487\n",
"[84]\tvalid_0's poisson: -109.495\n",
"[85]\tvalid_0's poisson: -109.515\n",
"[86]\tvalid_0's poisson: -109.518\n",
"[87]\tvalid_0's poisson: -109.52\n",
"[88]\tvalid_0's poisson: -109.521\n",
"[89]\tvalid_0's poisson: -109.526\n",
"[90]\tvalid_0's poisson: -109.53\n",
"[91]\tvalid_0's poisson: -109.527\n",
"[92]\tvalid_0's poisson: -109.529\n",
"[93]\tvalid_0's poisson: -109.531\n",
"[94]\tvalid_0's poisson: -109.532\n",
"[95]\tvalid_0's poisson: -109.529\n",
"[96]\tvalid_0's poisson: -109.533\n",
"[97]\tvalid_0's poisson: -109.532\n",
"[98]\tvalid_0's poisson: -109.532\n",
"[99]\tvalid_0's poisson: -109.531\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.989\n",
"[2]\tvalid_0's poisson: -103.127\n",
"[3]\tvalid_0's poisson: -104.849\n",
"[4]\tvalid_0's poisson: -105.816\n",
"[5]\tvalid_0's poisson: -106.458\n",
"[6]\tvalid_0's poisson: -106.921\n",
"[7]\tvalid_0's poisson: -107.183\n",
"[8]\tvalid_0's poisson: -107.334\n",
"[9]\tvalid_0's poisson: -107.437\n",
"[10]\tvalid_0's poisson: -107.636\n",
"[11]\tvalid_0's poisson: -108.245\n",
"[12]\tvalid_0's poisson: -108.474\n",
"[13]\tvalid_0's poisson: -108.558\n",
"[14]\tvalid_0's poisson: -108.596\n",
"[15]\tvalid_0's poisson: -108.662\n",
"[16]\tvalid_0's poisson: -108.718\n",
"[17]\tvalid_0's poisson: -108.757\n",
"[18]\tvalid_0's poisson: -108.845\n",
"[19]\tvalid_0's poisson: -108.92\n",
"[20]\tvalid_0's poisson: -108.934\n",
"[21]\tvalid_0's poisson: -108.955\n",
"[22]\tvalid_0's poisson: -109.004\n",
"[23]\tvalid_0's poisson: -109.058\n",
"[24]\tvalid_0's poisson: -109.088\n",
"[25]\tvalid_0's poisson: -109.09\n",
"[26]\tvalid_0's poisson: -109.112\n",
"[27]\tvalid_0's poisson: -109.123\n",
"[28]\tvalid_0's poisson: -109.158\n",
"[29]\tvalid_0's poisson: -109.158\n",
"[30]\tvalid_0's poisson: -109.213\n",
"[31]\tvalid_0's poisson: -109.217\n",
"[32]\tvalid_0's poisson: -109.226\n",
"[33]\tvalid_0's poisson: -109.253\n",
"[34]\tvalid_0's poisson: -109.268\n",
"[35]\tvalid_0's poisson: -109.282\n",
"[36]\tvalid_0's poisson: -109.296\n",
"[37]\tvalid_0's poisson: -109.299\n",
"[38]\tvalid_0's poisson: -109.297\n",
"[39]\tvalid_0's poisson: -109.298\n",
"[40]\tvalid_0's poisson: -109.298\n",
"[41]\tvalid_0's poisson: -109.312\n",
"[42]\tvalid_0's poisson: -109.319\n",
"[43]\tvalid_0's poisson: -109.316\n",
"[44]\tvalid_0's poisson: -109.318\n",
"[45]\tvalid_0's poisson: -109.36\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.359\n",
"[48]\tvalid_0's poisson: -109.369\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.373\n",
"[51]\tvalid_0's poisson: -109.377\n",
"[52]\tvalid_0's poisson: -109.377\n",
"[53]\tvalid_0's poisson: -109.382\n",
"[54]\tvalid_0's poisson: -109.377\n",
"[55]\tvalid_0's poisson: -109.387\n",
"[56]\tvalid_0's poisson: -109.392\n",
"[57]\tvalid_0's poisson: -109.406\n",
"[58]\tvalid_0's poisson: -109.408\n",
"[59]\tvalid_0's poisson: -109.402\n",
"[60]\tvalid_0's poisson: -109.399\n",
"[61]\tvalid_0's poisson: -109.404\n",
"[62]\tvalid_0's poisson: -109.41\n",
"[63]\tvalid_0's poisson: -109.409\n",
"[64]\tvalid_0's poisson: -109.42\n",
"[65]\tvalid_0's poisson: -109.427\n",
"[66]\tvalid_0's poisson: -109.436\n",
"[67]\tvalid_0's poisson: -109.439\n",
"[68]\tvalid_0's poisson: -109.436\n",
"[69]\tvalid_0's poisson: -109.441\n",
"[70]\tvalid_0's poisson: -109.441\n",
"[71]\tvalid_0's poisson: -109.444\n",
"[72]\tvalid_0's poisson: -109.455\n",
"[73]\tvalid_0's poisson: -109.458\n",
"[74]\tvalid_0's poisson: -109.458\n",
"[75]\tvalid_0's poisson: -109.466\n",
"[76]\tvalid_0's poisson: -109.465\n",
"[77]\tvalid_0's poisson: -109.476\n",
"[78]\tvalid_0's poisson: -109.481\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -109.478\n",
"[80]\tvalid_0's poisson: -109.478\n",
"[81]\tvalid_0's poisson: -109.482\n",
"[82]\tvalid_0's poisson: -109.474\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.523\n",
"[85]\tvalid_0's poisson: -109.526\n",
"[86]\tvalid_0's poisson: -109.527\n",
"[87]\tvalid_0's poisson: -109.525\n",
"[88]\tvalid_0's poisson: -109.534\n",
"[89]\tvalid_0's poisson: -109.531\n",
"[90]\tvalid_0's poisson: -109.534\n",
"[91]\tvalid_0's poisson: -109.533\n",
"[92]\tvalid_0's poisson: -109.543\n",
"[93]\tvalid_0's poisson: -109.541\n",
"[94]\tvalid_0's poisson: -109.544\n",
"[95]\tvalid_0's poisson: -109.546\n",
"[96]\tvalid_0's poisson: -109.546\n",
"[97]\tvalid_0's poisson: -109.554\n",
"[98]\tvalid_0's poisson: -109.553\n",
"[99]\tvalid_0's poisson: -109.551\n",
"[100]\tvalid_0's poisson: -109.554\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.013\n",
"[2]\tvalid_0's poisson: -103.203\n",
"[3]\tvalid_0's poisson: -104.867\n",
"[4]\tvalid_0's poisson: -105.841\n",
"[5]\tvalid_0's poisson: -106.436\n",
"[6]\tvalid_0's poisson: -106.808\n",
"[7]\tvalid_0's poisson: -107.522\n",
"[8]\tvalid_0's poisson: -107.814\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.225\n",
"[11]\tvalid_0's poisson: -108.305\n",
"[12]\tvalid_0's poisson: -108.381\n",
"[13]\tvalid_0's poisson: -108.477\n",
"[14]\tvalid_0's poisson: -108.509\n",
"[15]\tvalid_0's poisson: -108.664\n",
"[16]\tvalid_0's poisson: -108.735\n",
"[17]\tvalid_0's poisson: -108.806\n",
"[18]\tvalid_0's poisson: -108.828\n",
"[19]\tvalid_0's poisson: -108.928\n",
"[20]\tvalid_0's poisson: -108.968\n",
"[21]\tvalid_0's poisson: -109.013\n",
"[22]\tvalid_0's poisson: -109.036\n",
"[23]\tvalid_0's poisson: -109.044\n",
"[24]\tvalid_0's poisson: -109.062\n",
"[25]\tvalid_0's poisson: -109.071\n",
"[26]\tvalid_0's poisson: -109.114\n",
"[27]\tvalid_0's poisson: -109.138\n",
"[28]\tvalid_0's poisson: -109.166\n",
"[29]\tvalid_0's poisson: -109.181\n",
"[30]\tvalid_0's poisson: -109.199\n",
"[31]\tvalid_0's poisson: -109.23\n",
"[32]\tvalid_0's poisson: -109.25\n",
"[33]\tvalid_0's poisson: -109.257\n",
"[34]\tvalid_0's poisson: -109.269\n",
"[35]\tvalid_0's poisson: -109.302\n",
"[36]\tvalid_0's poisson: -109.302\n",
"[37]\tvalid_0's poisson: -109.315\n",
"[38]\tvalid_0's poisson: -109.336\n",
"[39]\tvalid_0's poisson: -109.351\n",
"[40]\tvalid_0's poisson: -109.37\n",
"[41]\tvalid_0's poisson: -109.379\n",
"[42]\tvalid_0's poisson: -109.384\n",
"[43]\tvalid_0's poisson: -109.398\n",
"[44]\tvalid_0's poisson: -109.42\n",
"[45]\tvalid_0's poisson: -109.418\n",
"[46]\tvalid_0's poisson: -109.421\n",
"[47]\tvalid_0's poisson: -109.43\n",
"[48]\tvalid_0's poisson: -109.424\n",
"[49]\tvalid_0's poisson: -109.422\n",
"[50]\tvalid_0's poisson: -109.422\n",
"[51]\tvalid_0's poisson: -109.423\n",
"[52]\tvalid_0's poisson: -109.442\n",
"[53]\tvalid_0's poisson: -109.448\n",
"[54]\tvalid_0's poisson: -109.466\n",
"[55]\tvalid_0's poisson: -109.466\n",
"[56]\tvalid_0's poisson: -109.461\n",
"[57]\tvalid_0's poisson: -109.47\n",
"[58]\tvalid_0's poisson: -109.468\n",
"[59]\tvalid_0's poisson: -109.476\n",
"[60]\tvalid_0's poisson: -109.483\n",
"[61]\tvalid_0's poisson: -109.488\n",
"[62]\tvalid_0's poisson: -109.492\n",
"[63]\tvalid_0's poisson: -109.494\n",
"[64]\tvalid_0's poisson: -109.496\n",
"[65]\tvalid_0's poisson: -109.5\n",
"[66]\tvalid_0's poisson: -109.489\n",
"[67]\tvalid_0's poisson: -109.496\n",
"[68]\tvalid_0's poisson: -109.496\n",
"[69]\tvalid_0's poisson: -109.496\n",
"[70]\tvalid_0's poisson: -109.503\n",
"[71]\tvalid_0's poisson: -109.496\n",
"[72]\tvalid_0's poisson: -109.5\n",
"[73]\tvalid_0's poisson: -109.502\n",
"[74]\tvalid_0's poisson: -109.506\n",
"[75]\tvalid_0's poisson: -109.508\n",
"[76]\tvalid_0's poisson: -109.511\n",
"[77]\tvalid_0's poisson: -109.531\n",
"[78]\tvalid_0's poisson: -109.537\n",
"[79]\tvalid_0's poisson: -109.552\n",
"[80]\tvalid_0's poisson: -109.556\n",
"[81]\tvalid_0's poisson: -109.559\n",
"[82]\tvalid_0's poisson: -109.565\n",
"[83]\tvalid_0's poisson: -109.565\n",
"[84]\tvalid_0's poisson: -109.559\n",
"[85]\tvalid_0's poisson: -109.563\n",
"[86]\tvalid_0's poisson: -109.565\n",
"[87]\tvalid_0's poisson: -109.571\n",
"[88]\tvalid_0's poisson: -109.566\n",
"[89]\tvalid_0's poisson: -109.568\n",
"[90]\tvalid_0's poisson: -109.562\n",
"[91]\tvalid_0's poisson: -109.566\n",
"[92]\tvalid_0's poisson: -109.569\n",
"[93]\tvalid_0's poisson: -109.57\n",
"[94]\tvalid_0's poisson: -109.563\n",
"[95]\tvalid_0's poisson: -109.565\n",
"[96]\tvalid_0's poisson: -109.564\n",
"[97]\tvalid_0's poisson: -109.573\n",
"[98]\tvalid_0's poisson: -109.57\n",
"[99]\tvalid_0's poisson: -109.567\n",
"[100]\tvalid_0's poisson: -109.566\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.006\n",
"[2]\tvalid_0's poisson: -103.183\n",
"[3]\tvalid_0's poisson: -104.915\n",
"[4]\tvalid_0's poisson: -105.848\n",
"[5]\tvalid_0's poisson: -106.835\n",
"[6]\tvalid_0's poisson: -107.238\n",
"[7]\tvalid_0's poisson: -107.458\n",
"[8]\tvalid_0's poisson: -107.669\n",
"[9]\tvalid_0's poisson: -107.759\n",
"[10]\tvalid_0's poisson: -107.892\n",
"[11]\tvalid_0's poisson: -108.092\n",
"[12]\tvalid_0's poisson: -108.217\n",
"[13]\tvalid_0's poisson: -108.421\n",
"[14]\tvalid_0's poisson: -108.542\n",
"[15]\tvalid_0's poisson: -108.613\n",
"[16]\tvalid_0's poisson: -108.672\n",
"[17]\tvalid_0's poisson: -108.712\n",
"[18]\tvalid_0's poisson: -108.791\n",
"[19]\tvalid_0's poisson: -108.856\n",
"[20]\tvalid_0's poisson: -108.891\n",
"[21]\tvalid_0's poisson: -108.944\n",
"[22]\tvalid_0's poisson: -108.988\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.032\n",
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"[28]\tvalid_0's poisson: -109.101\n",
"[29]\tvalid_0's poisson: -109.119\n",
"[30]\tvalid_0's poisson: -109.121\n",
"[31]\tvalid_0's poisson: -109.131\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.165\n",
"[34]\tvalid_0's poisson: -109.164\n",
"[35]\tvalid_0's poisson: -109.176\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.207\n",
"[38]\tvalid_0's poisson: -109.208\n",
"[39]\tvalid_0's poisson: -109.226\n",
"[40]\tvalid_0's poisson: -109.227\n",
"[41]\tvalid_0's poisson: -109.243\n",
"[42]\tvalid_0's poisson: -109.262\n",
"[43]\tvalid_0's poisson: -109.283\n",
"[44]\tvalid_0's poisson: -109.288\n",
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"[50]\tvalid_0's poisson: -109.324\n",
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"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.428\n",
"[70]\tvalid_0's poisson: -109.446\n",
"[71]\tvalid_0's poisson: -109.447\n",
"[72]\tvalid_0's poisson: -109.447\n",
"[73]\tvalid_0's poisson: -109.451\n",
"[74]\tvalid_0's poisson: -109.453\n",
"[75]\tvalid_0's poisson: -109.452\n",
"[76]\tvalid_0's poisson: -109.448\n",
"[77]\tvalid_0's poisson: -109.457\n",
"[78]\tvalid_0's poisson: -109.456\n",
"[79]\tvalid_0's poisson: -109.455\n",
"[80]\tvalid_0's poisson: -109.457\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.464\n",
"[83]\tvalid_0's poisson: -109.468\n",
"[84]\tvalid_0's poisson: -109.469\n",
"[85]\tvalid_0's poisson: -109.467\n",
"[86]\tvalid_0's poisson: -109.477\n",
"[87]\tvalid_0's poisson: -109.482\n",
"[88]\tvalid_0's poisson: -109.486\n",
"[89]\tvalid_0's poisson: -109.49\n",
"[90]\tvalid_0's poisson: -109.491\n",
"[91]\tvalid_0's poisson: -109.496\n",
"[92]\tvalid_0's poisson: -109.499\n",
"[93]\tvalid_0's poisson: -109.502\n",
"[94]\tvalid_0's poisson: -109.501\n",
"[95]\tvalid_0's poisson: -109.5\n",
"[96]\tvalid_0's poisson: -109.506\n",
"[97]\tvalid_0's poisson: -109.51\n",
"[98]\tvalid_0's poisson: -109.511\n",
"[99]\tvalid_0's poisson: -109.511\n",
"[100]\tvalid_0's poisson: -109.514\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -88.5448\n",
"[2]\tvalid_0's poisson: -89.75\n",
"[3]\tvalid_0's poisson: -90.8522\n",
"[4]\tvalid_0's poisson: -91.8349\n",
"[5]\tvalid_0's poisson: -92.7298\n",
"[6]\tvalid_0's poisson: -93.5538\n",
"[7]\tvalid_0's poisson: -94.3198\n",
"[8]\tvalid_0's poisson: -95.0283\n",
"[9]\tvalid_0's poisson: -95.6919\n",
"[10]\tvalid_0's poisson: -96.3076\n",
"[11]\tvalid_0's poisson: -96.8805\n",
"[12]\tvalid_0's poisson: -97.4244\n",
"[13]\tvalid_0's poisson: -97.9337\n",
"[14]\tvalid_0's poisson: -98.4079\n",
"[15]\tvalid_0's poisson: -98.8563\n",
"[16]\tvalid_0's poisson: -99.2787\n",
"[17]\tvalid_0's poisson: -99.6784\n",
"[18]\tvalid_0's poisson: -100.059\n",
"[19]\tvalid_0's poisson: -100.413\n",
"[20]\tvalid_0's poisson: -100.755\n",
"[21]\tvalid_0's poisson: -101.073\n",
"[22]\tvalid_0's poisson: -101.375\n",
"[23]\tvalid_0's poisson: -101.66\n",
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"[42]\tvalid_0's poisson: -105.342\n",
"[43]\tvalid_0's poisson: -105.471\n",
"[44]\tvalid_0's poisson: -105.587\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[45]\tvalid_0's poisson: -105.703\n",
"[46]\tvalid_0's poisson: -105.831\n",
"[47]\tvalid_0's poisson: -105.94\n",
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"[79]\tvalid_0's poisson: -107.985\n",
"[80]\tvalid_0's poisson: -108.017\n",
"[81]\tvalid_0's poisson: -108.052\n",
"[82]\tvalid_0's poisson: -108.086\n",
"[83]\tvalid_0's poisson: -108.116\n",
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"[85]\tvalid_0's poisson: -108.175\n",
"[86]\tvalid_0's poisson: -108.202\n",
"[87]\tvalid_0's poisson: -108.233\n",
"[88]\tvalid_0's poisson: -108.257\n",
"[89]\tvalid_0's poisson: -108.281\n",
"[90]\tvalid_0's poisson: -108.305\n",
"[91]\tvalid_0's poisson: -108.328\n",
"[92]\tvalid_0's poisson: -108.35\n",
"[93]\tvalid_0's poisson: -108.373\n",
"[94]\tvalid_0's poisson: -108.399\n",
"[95]\tvalid_0's poisson: -108.418\n",
"[96]\tvalid_0's poisson: -108.444\n",
"[97]\tvalid_0's poisson: -108.467\n",
"[98]\tvalid_0's poisson: -108.488\n",
"[99]\tvalid_0's poisson: -108.503\n",
"[100]\tvalid_0's poisson: -108.521\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -88.5596\n",
"[2]\tvalid_0's poisson: -89.8192\n",
"[3]\tvalid_0's poisson: -90.9299\n",
"[4]\tvalid_0's poisson: -91.9354\n",
"[5]\tvalid_0's poisson: -92.8519\n",
"[6]\tvalid_0's poisson: -93.6847\n",
"[7]\tvalid_0's poisson: -94.4564\n",
"[8]\tvalid_0's poisson: -95.1602\n",
"[9]\tvalid_0's poisson: -95.8231\n",
"[10]\tvalid_0's poisson: -96.4395\n",
"[11]\tvalid_0's poisson: -97.0182\n",
"[12]\tvalid_0's poisson: -97.5538\n",
"[13]\tvalid_0's poisson: -98.0614\n",
"[14]\tvalid_0's poisson: -98.5349\n",
"[15]\tvalid_0's poisson: -98.9831\n",
"[16]\tvalid_0's poisson: -99.411\n",
"[17]\tvalid_0's poisson: -99.8054\n",
"[18]\tvalid_0's poisson: -100.178\n",
"[19]\tvalid_0's poisson: -100.536\n",
"[20]\tvalid_0's poisson: -100.867\n",
"[21]\tvalid_0's poisson: -101.18\n",
"[22]\tvalid_0's poisson: -101.477\n",
"[23]\tvalid_0's poisson: -101.767\n",
"[24]\tvalid_0's poisson: -102.048\n",
"[25]\tvalid_0's poisson: -102.304\n",
"[26]\tvalid_0's poisson: -102.555\n",
"[27]\tvalid_0's poisson: -102.789\n",
"[28]\tvalid_0's poisson: -103.018\n",
"[29]\tvalid_0's poisson: -103.235\n",
"[30]\tvalid_0's poisson: -103.45\n",
"[31]\tvalid_0's poisson: -103.655\n",
"[32]\tvalid_0's poisson: -103.848\n",
"[33]\tvalid_0's poisson: -104.036\n",
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"[35]\tvalid_0's poisson: -104.384\n",
"[36]\tvalid_0's poisson: -104.549\n",
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"[38]\tvalid_0's poisson: -104.857\n",
"[39]\tvalid_0's poisson: -104.995\n",
"[40]\tvalid_0's poisson: -105.134\n",
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"[42]\tvalid_0's poisson: -105.396\n",
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"[44]\tvalid_0's poisson: -105.642\n",
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"[60]\tvalid_0's poisson: -107.083\n",
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"[64]\tvalid_0's poisson: -107.326\n",
"[65]\tvalid_0's poisson: -107.381\n",
"[66]\tvalid_0's poisson: -107.439\n",
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"[68]\tvalid_0's poisson: -107.545\n",
"[69]\tvalid_0's poisson: -107.6\n",
"[70]\tvalid_0's poisson: -107.648\n",
"[71]\tvalid_0's poisson: -107.691\n",
"[72]\tvalid_0's poisson: -107.74\n",
"[73]\tvalid_0's poisson: -107.78\n",
"[74]\tvalid_0's poisson: -107.82\n",
"[75]\tvalid_0's poisson: -107.861\n",
"[76]\tvalid_0's poisson: -107.896\n",
"[77]\tvalid_0's poisson: -107.935\n",
"[78]\tvalid_0's poisson: -107.973\n",
"[79]\tvalid_0's poisson: -108.004\n",
"[80]\tvalid_0's poisson: -108.045\n",
"[81]\tvalid_0's poisson: -108.075\n",
"[82]\tvalid_0's poisson: -108.108\n",
"[83]\tvalid_0's poisson: -108.137\n",
"[84]\tvalid_0's poisson: -108.169\n",
"[85]\tvalid_0's poisson: -108.2\n",
"[86]\tvalid_0's poisson: -108.226\n",
"[87]\tvalid_0's poisson: -108.254\n",
"[88]\tvalid_0's poisson: -108.283\n",
"[89]\tvalid_0's poisson: -108.311\n",
"[90]\tvalid_0's poisson: -108.334\n",
"[91]\tvalid_0's poisson: -108.355\n",
"[92]\tvalid_0's poisson: -108.378\n",
"[93]\tvalid_0's poisson: -108.4\n",
"[94]\tvalid_0's poisson: -108.419\n",
"[95]\tvalid_0's poisson: -108.436\n",
"[96]\tvalid_0's poisson: -108.454\n",
"[97]\tvalid_0's poisson: -108.479\n",
"[98]\tvalid_0's poisson: -108.495\n",
"[99]\tvalid_0's poisson: -108.514\n",
"[100]\tvalid_0's poisson: -108.535\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -88.5689\n",
"[2]\tvalid_0's poisson: -89.7893\n",
"[3]\tvalid_0's poisson: -90.8883\n",
"[4]\tvalid_0's poisson: -91.8919\n",
"[5]\tvalid_0's poisson: -92.7979\n",
"[6]\tvalid_0's poisson: -93.6271\n",
"[7]\tvalid_0's poisson: -94.3985\n",
"[8]\tvalid_0's poisson: -95.1087\n",
"[9]\tvalid_0's poisson: -95.7656\n",
"[10]\tvalid_0's poisson: -96.3838\n",
"[11]\tvalid_0's poisson: -96.9563\n",
"[12]\tvalid_0's poisson: -97.501\n",
"[13]\tvalid_0's poisson: -98.0096\n",
"[14]\tvalid_0's poisson: -98.4875\n",
"[15]\tvalid_0's poisson: -98.9482\n",
"[16]\tvalid_0's poisson: -99.3716\n",
"[17]\tvalid_0's poisson: -99.7737\n",
"[18]\tvalid_0's poisson: -100.147\n",
"[19]\tvalid_0's poisson: -100.501\n",
"[20]\tvalid_0's poisson: -100.831\n",
"[21]\tvalid_0's poisson: -101.156\n",
"[22]\tvalid_0's poisson: -101.459\n",
"[23]\tvalid_0's poisson: -101.747\n",
"[24]\tvalid_0's poisson: -102.02\n",
"[25]\tvalid_0's poisson: -102.286\n",
"[26]\tvalid_0's poisson: -102.528\n",
"[27]\tvalid_0's poisson: -102.77\n",
"[28]\tvalid_0's poisson: -103.003\n",
"[29]\tvalid_0's poisson: -103.231\n",
"[30]\tvalid_0's poisson: -103.441\n",
"[31]\tvalid_0's poisson: -103.641\n",
"[32]\tvalid_0's poisson: -103.841\n",
"[33]\tvalid_0's poisson: -104.024\n",
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"[60]\tvalid_0's poisson: -107.073\n",
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"[85]\tvalid_0's poisson: -108.202\n",
"[86]\tvalid_0's poisson: -108.232\n",
"[87]\tvalid_0's poisson: -108.258\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[88]\tvalid_0's poisson: -108.283\n",
"[89]\tvalid_0's poisson: -108.308\n",
"[90]\tvalid_0's poisson: -108.332\n",
"[91]\tvalid_0's poisson: -108.354\n",
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"[93]\tvalid_0's poisson: -108.402\n",
"[94]\tvalid_0's poisson: -108.423\n",
"[95]\tvalid_0's poisson: -108.442\n",
"[96]\tvalid_0's poisson: -108.461\n",
"[97]\tvalid_0's poisson: -108.48\n",
"[98]\tvalid_0's poisson: -108.5\n",
"[99]\tvalid_0's poisson: -108.516\n",
"[100]\tvalid_0's poisson: -108.535\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -88.5888\n",
"[2]\tvalid_0's poisson: -89.8313\n",
"[3]\tvalid_0's poisson: -90.9342\n",
"[4]\tvalid_0's poisson: -91.9275\n",
"[5]\tvalid_0's poisson: -92.8389\n",
"[6]\tvalid_0's poisson: -93.6744\n",
"[7]\tvalid_0's poisson: -94.4424\n",
"[8]\tvalid_0's poisson: -95.1518\n",
"[9]\tvalid_0's poisson: -95.8109\n",
"[10]\tvalid_0's poisson: -96.4293\n",
"[11]\tvalid_0's poisson: -96.9989\n",
"[12]\tvalid_0's poisson: -97.5424\n",
"[13]\tvalid_0's poisson: -98.0529\n",
"[14]\tvalid_0's poisson: -98.5289\n",
"[15]\tvalid_0's poisson: -98.9764\n",
"[16]\tvalid_0's poisson: -99.3963\n",
"[17]\tvalid_0's poisson: -99.8048\n",
"[18]\tvalid_0's poisson: -100.182\n",
"[19]\tvalid_0's poisson: -100.543\n",
"[20]\tvalid_0's poisson: -100.882\n",
"[21]\tvalid_0's poisson: -101.201\n",
"[22]\tvalid_0's poisson: -101.5\n",
"[23]\tvalid_0's poisson: -101.782\n",
"[24]\tvalid_0's poisson: -102.054\n",
"[25]\tvalid_0's poisson: -102.319\n",
"[26]\tvalid_0's poisson: -102.563\n",
"[27]\tvalid_0's poisson: -102.805\n",
"[28]\tvalid_0's poisson: -103.038\n",
"[29]\tvalid_0's poisson: -103.255\n",
"[30]\tvalid_0's poisson: -103.47\n",
"[31]\tvalid_0's poisson: -103.675\n",
"[32]\tvalid_0's poisson: -103.867\n",
"[33]\tvalid_0's poisson: -104.058\n",
"[34]\tvalid_0's poisson: -104.239\n",
"[35]\tvalid_0's poisson: -104.41\n",
"[36]\tvalid_0's poisson: -104.578\n",
"[37]\tvalid_0's poisson: -104.738\n",
"[38]\tvalid_0's poisson: -104.894\n",
"[39]\tvalid_0's poisson: -105.042\n",
"[40]\tvalid_0's poisson: -105.184\n",
"[41]\tvalid_0's poisson: -105.313\n",
"[42]\tvalid_0's poisson: -105.444\n",
"[43]\tvalid_0's poisson: -105.571\n",
"[44]\tvalid_0's poisson: -105.691\n",
"[45]\tvalid_0's poisson: -105.807\n",
"[46]\tvalid_0's poisson: -105.92\n",
"[47]\tvalid_0's poisson: -106.026\n",
"[48]\tvalid_0's poisson: -106.13\n",
"[49]\tvalid_0's poisson: -106.232\n",
"[50]\tvalid_0's poisson: -106.327\n",
"[51]\tvalid_0's poisson: -106.418\n",
"[52]\tvalid_0's poisson: -106.508\n",
"[53]\tvalid_0's poisson: -106.59\n",
"[54]\tvalid_0's poisson: -106.672\n",
"[55]\tvalid_0's poisson: -106.75\n",
"[56]\tvalid_0's poisson: -106.826\n",
"[57]\tvalid_0's poisson: -106.904\n",
"[58]\tvalid_0's poisson: -106.982\n",
"[59]\tvalid_0's poisson: -107.049\n",
"[60]\tvalid_0's poisson: -107.115\n",
"[61]\tvalid_0's poisson: -107.175\n",
"[62]\tvalid_0's poisson: -107.245\n",
"[63]\tvalid_0's poisson: -107.303\n",
"[64]\tvalid_0's poisson: -107.366\n",
"[65]\tvalid_0's poisson: -107.418\n",
"[66]\tvalid_0's poisson: -107.475\n",
"[67]\tvalid_0's poisson: -107.526\n",
"[68]\tvalid_0's poisson: -107.578\n",
"[69]\tvalid_0's poisson: -107.623\n",
"[70]\tvalid_0's poisson: -107.672\n",
"[71]\tvalid_0's poisson: -107.721\n",
"[72]\tvalid_0's poisson: -107.762\n",
"[73]\tvalid_0's poisson: -107.805\n",
"[74]\tvalid_0's poisson: -107.843\n",
"[75]\tvalid_0's poisson: -107.881\n",
"[76]\tvalid_0's poisson: -107.922\n",
"[77]\tvalid_0's poisson: -107.956\n",
"[78]\tvalid_0's poisson: -107.99\n",
"[79]\tvalid_0's poisson: -108.023\n",
"[80]\tvalid_0's poisson: -108.056\n",
"[81]\tvalid_0's poisson: -108.085\n",
"[82]\tvalid_0's poisson: -108.116\n",
"[83]\tvalid_0's poisson: -108.143\n",
"[84]\tvalid_0's poisson: -108.172\n",
"[85]\tvalid_0's poisson: -108.202\n",
"[86]\tvalid_0's poisson: -108.226\n",
"[87]\tvalid_0's poisson: -108.25\n",
"[88]\tvalid_0's poisson: -108.273\n",
"[89]\tvalid_0's poisson: -108.3\n",
"[90]\tvalid_0's poisson: -108.321\n",
"[91]\tvalid_0's poisson: -108.343\n",
"[92]\tvalid_0's poisson: -108.362\n",
"[93]\tvalid_0's poisson: -108.384\n",
"[94]\tvalid_0's poisson: -108.402\n",
"[95]\tvalid_0's poisson: -108.421\n",
"[96]\tvalid_0's poisson: -108.441\n",
"[97]\tvalid_0's poisson: -108.459\n",
"[98]\tvalid_0's poisson: -108.481\n",
"[99]\tvalid_0's poisson: -108.5\n",
"[100]\tvalid_0's poisson: -108.518\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -88.549\n",
"[2]\tvalid_0's poisson: -89.7696\n",
"[3]\tvalid_0's poisson: -90.8646\n",
"[4]\tvalid_0's poisson: -91.8467\n",
"[5]\tvalid_0's poisson: -92.7498\n",
"[6]\tvalid_0's poisson: -93.5777\n",
"[7]\tvalid_0's poisson: -94.3405\n",
"[8]\tvalid_0's poisson: -95.0447\n",
"[9]\tvalid_0's poisson: -95.7051\n",
"[10]\tvalid_0's poisson: -96.3166\n",
"[11]\tvalid_0's poisson: -96.8935\n",
"[12]\tvalid_0's poisson: -97.4274\n",
"[13]\tvalid_0's poisson: -97.9355\n",
"[14]\tvalid_0's poisson: -98.4121\n",
"[15]\tvalid_0's poisson: -98.8621\n",
"[16]\tvalid_0's poisson: -99.2902\n",
"[17]\tvalid_0's poisson: -99.6888\n",
"[18]\tvalid_0's poisson: -100.08\n",
"[19]\tvalid_0's poisson: -100.44\n",
"[20]\tvalid_0's poisson: -100.782\n",
"[21]\tvalid_0's poisson: -101.102\n",
"[22]\tvalid_0's poisson: -101.417\n",
"[23]\tvalid_0's poisson: -101.708\n",
"[24]\tvalid_0's poisson: -101.982\n",
"[25]\tvalid_0's poisson: -102.252\n",
"[26]\tvalid_0's poisson: -102.504\n",
"[27]\tvalid_0's poisson: -102.745\n",
"[28]\tvalid_0's poisson: -102.977\n",
"[29]\tvalid_0's poisson: -103.194\n",
"[30]\tvalid_0's poisson: -103.413\n",
"[31]\tvalid_0's poisson: -103.612\n",
"[32]\tvalid_0's poisson: -103.809\n",
"[33]\tvalid_0's poisson: -103.996\n",
"[34]\tvalid_0's poisson: -104.176\n",
"[35]\tvalid_0's poisson: -104.351\n",
"[36]\tvalid_0's poisson: -104.513\n",
"[37]\tvalid_0's poisson: -104.676\n",
"[38]\tvalid_0's poisson: -104.829\n",
"[39]\tvalid_0's poisson: -104.977\n",
"[40]\tvalid_0's poisson: -105.118\n",
"[41]\tvalid_0's poisson: -105.254\n",
"[42]\tvalid_0's poisson: -105.387\n",
"[43]\tvalid_0's poisson: -105.521\n",
"[44]\tvalid_0's poisson: -105.641\n",
"[45]\tvalid_0's poisson: -105.772\n",
"[46]\tvalid_0's poisson: -105.887\n",
"[47]\tvalid_0's poisson: -105.99\n",
"[48]\tvalid_0's poisson: -106.098\n",
"[49]\tvalid_0's poisson: -106.199\n",
"[50]\tvalid_0's poisson: -106.295\n",
"[51]\tvalid_0's poisson: -106.386\n",
"[52]\tvalid_0's poisson: -106.486\n",
"[53]\tvalid_0's poisson: -106.571\n",
"[54]\tvalid_0's poisson: -106.658\n",
"[55]\tvalid_0's poisson: -106.744\n",
"[56]\tvalid_0's poisson: -106.828\n",
"[57]\tvalid_0's poisson: -106.9\n",
"[58]\tvalid_0's poisson: -106.977\n",
"[59]\tvalid_0's poisson: -107.042\n",
"[60]\tvalid_0's poisson: -107.113\n",
"[61]\tvalid_0's poisson: -107.172\n",
"[62]\tvalid_0's poisson: -107.24\n",
"[63]\tvalid_0's poisson: -107.301\n",
"[64]\tvalid_0's poisson: -107.36\n",
"[65]\tvalid_0's poisson: -107.413\n",
"[66]\tvalid_0's poisson: -107.468\n",
"[67]\tvalid_0's poisson: -107.521\n",
"[68]\tvalid_0's poisson: -107.571\n",
"[69]\tvalid_0's poisson: -107.62\n",
"[70]\tvalid_0's poisson: -107.665\n",
"[71]\tvalid_0's poisson: -107.71\n",
"[72]\tvalid_0's poisson: -107.754\n",
"[73]\tvalid_0's poisson: -107.796\n",
"[74]\tvalid_0's poisson: -107.838\n",
"[75]\tvalid_0's poisson: -107.875\n",
"[76]\tvalid_0's poisson: -107.916\n",
"[77]\tvalid_0's poisson: -107.95\n",
"[78]\tvalid_0's poisson: -107.986\n",
"[79]\tvalid_0's poisson: -108.017\n",
"[80]\tvalid_0's poisson: -108.05\n",
"[81]\tvalid_0's poisson: -108.079\n",
"[82]\tvalid_0's poisson: -108.108\n",
"[83]\tvalid_0's poisson: -108.139\n",
"[84]\tvalid_0's poisson: -108.163\n",
"[85]\tvalid_0's poisson: -108.191\n",
"[86]\tvalid_0's poisson: -108.218\n",
"[87]\tvalid_0's poisson: -108.241\n",
"[88]\tvalid_0's poisson: -108.267\n",
"[89]\tvalid_0's poisson: -108.29\n",
"[90]\tvalid_0's poisson: -108.31\n",
"[91]\tvalid_0's poisson: -108.331\n",
"[92]\tvalid_0's poisson: -108.352\n",
"[93]\tvalid_0's poisson: -108.373\n",
"[94]\tvalid_0's poisson: -108.393\n",
"[95]\tvalid_0's poisson: -108.419\n",
"[96]\tvalid_0's poisson: -108.44\n",
"[97]\tvalid_0's poisson: -108.462\n",
"[98]\tvalid_0's poisson: -108.478\n",
"[99]\tvalid_0's poisson: -108.497\n",
"[100]\tvalid_0's poisson: -108.512\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2531\n",
"[2]\tvalid_0's poisson: -87.3318\n",
"[3]\tvalid_0's poisson: -87.41\n",
"[4]\tvalid_0's poisson: -87.4876\n",
"[5]\tvalid_0's poisson: -87.5647\n",
"[6]\tvalid_0's poisson: -87.6412\n",
"[7]\tvalid_0's poisson: -87.7173\n",
"[8]\tvalid_0's poisson: -87.7927\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[9]\tvalid_0's poisson: -87.8677\n",
"[10]\tvalid_0's poisson: -87.9422\n",
"[11]\tvalid_0's poisson: -88.0162\n",
"[12]\tvalid_0's poisson: -88.0896\n",
"[13]\tvalid_0's poisson: -88.1625\n",
"[14]\tvalid_0's poisson: -88.235\n",
"[15]\tvalid_0's poisson: -88.307\n",
"[16]\tvalid_0's poisson: -88.3784\n",
"[17]\tvalid_0's poisson: -88.4494\n",
"[18]\tvalid_0's poisson: -88.5199\n",
"[19]\tvalid_0's poisson: -88.5907\n",
"[20]\tvalid_0's poisson: -88.661\n",
"[21]\tvalid_0's poisson: -88.7302\n",
"[22]\tvalid_0's poisson: -88.7995\n",
"[23]\tvalid_0's poisson: -88.8685\n",
"[24]\tvalid_0's poisson: -88.9363\n",
"[25]\tvalid_0's poisson: -89.0044\n",
"[26]\tvalid_0's poisson: -89.0721\n",
"[27]\tvalid_0's poisson: -89.1398\n",
"[28]\tvalid_0's poisson: -89.206\n",
"[29]\tvalid_0's poisson: -89.2724\n",
"[30]\tvalid_0's poisson: -89.3388\n",
"[31]\tvalid_0's poisson: -89.4037\n",
"[32]\tvalid_0's poisson: -89.4689\n",
"[33]\tvalid_0's poisson: -89.534\n",
"[34]\tvalid_0's poisson: -89.5985\n",
"[35]\tvalid_0's poisson: -89.6618\n",
"[36]\tvalid_0's poisson: -89.7258\n",
"[37]\tvalid_0's poisson: -89.7891\n",
"[38]\tvalid_0's poisson: -89.8513\n",
"[39]\tvalid_0's poisson: -89.9141\n",
"[40]\tvalid_0's poisson: -89.9763\n",
"[41]\tvalid_0's poisson: -90.0374\n",
"[42]\tvalid_0's poisson: -90.0991\n",
"[43]\tvalid_0's poisson: -90.1602\n",
"[44]\tvalid_0's poisson: -90.2208\n",
"[45]\tvalid_0's poisson: -90.2815\n",
"[46]\tvalid_0's poisson: -90.3409\n",
"[47]\tvalid_0's poisson: -90.4005\n",
"[48]\tvalid_0's poisson: -90.4601\n",
"[49]\tvalid_0's poisson: -90.5186\n",
"[50]\tvalid_0's poisson: -90.5773\n",
"[51]\tvalid_0's poisson: -90.6359\n",
"[52]\tvalid_0's poisson: -90.6932\n",
"[53]\tvalid_0's poisson: -90.7509\n",
"[54]\tvalid_0's poisson: -90.8085\n",
"[55]\tvalid_0's poisson: -90.8651\n",
"[56]\tvalid_0's poisson: -90.9217\n",
"[57]\tvalid_0's poisson: -90.9784\n",
"[58]\tvalid_0's poisson: -91.034\n",
"[59]\tvalid_0's poisson: -91.0896\n",
"[60]\tvalid_0's poisson: -91.1454\n",
"[61]\tvalid_0's poisson: -91.2001\n",
"[62]\tvalid_0's poisson: -91.2549\n",
"[63]\tvalid_0's poisson: -91.3098\n",
"[64]\tvalid_0's poisson: -91.3636\n",
"[65]\tvalid_0's poisson: -91.4179\n",
"[66]\tvalid_0's poisson: -91.4717\n",
"[67]\tvalid_0's poisson: -91.5245\n",
"[68]\tvalid_0's poisson: -91.5779\n",
"[69]\tvalid_0's poisson: -91.6308\n",
"[70]\tvalid_0's poisson: -91.6829\n",
"[71]\tvalid_0's poisson: -91.7356\n",
"[72]\tvalid_0's poisson: -91.7877\n",
"[73]\tvalid_0's poisson: -91.8397\n",
"[74]\tvalid_0's poisson: -91.8908\n",
"[75]\tvalid_0's poisson: -91.9419\n",
"[76]\tvalid_0's poisson: -91.9932\n",
"[77]\tvalid_0's poisson: -92.0435\n",
"[78]\tvalid_0's poisson: -92.0942\n",
"[79]\tvalid_0's poisson: -92.1444\n",
"[80]\tvalid_0's poisson: -92.1939\n",
"[81]\tvalid_0's poisson: -92.2438\n",
"[82]\tvalid_0's poisson: -92.2933\n",
"[83]\tvalid_0's poisson: -92.3419\n",
"[84]\tvalid_0's poisson: -92.3911\n",
"[85]\tvalid_0's poisson: -92.4399\n",
"[86]\tvalid_0's poisson: -92.4887\n",
"[87]\tvalid_0's poisson: -92.5365\n",
"[88]\tvalid_0's poisson: -92.5848\n",
"[89]\tvalid_0's poisson: -92.632\n",
"[90]\tvalid_0's poisson: -92.6795\n",
"[91]\tvalid_0's poisson: -92.727\n",
"[92]\tvalid_0's poisson: -92.7736\n",
"[93]\tvalid_0's poisson: -92.8205\n",
"[94]\tvalid_0's poisson: -92.8673\n",
"[95]\tvalid_0's poisson: -92.9133\n",
"[96]\tvalid_0's poisson: -92.9598\n",
"[97]\tvalid_0's poisson: -93.0055\n",
"[98]\tvalid_0's poisson: -93.0514\n",
"[99]\tvalid_0's poisson: -93.0966\n",
"[100]\tvalid_0's poisson: -93.1417\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2547\n",
"[2]\tvalid_0's poisson: -87.3351\n",
"[3]\tvalid_0's poisson: -87.4146\n",
"[4]\tvalid_0's poisson: -87.4966\n",
"[5]\tvalid_0's poisson: -87.578\n",
"[6]\tvalid_0's poisson: -87.6587\n",
"[7]\tvalid_0's poisson: -87.7365\n",
"[8]\tvalid_0's poisson: -87.8137\n",
"[9]\tvalid_0's poisson: -87.8904\n",
"[10]\tvalid_0's poisson: -87.9669\n",
"[11]\tvalid_0's poisson: -88.0449\n",
"[12]\tvalid_0's poisson: -88.1204\n",
"[13]\tvalid_0's poisson: -88.1952\n",
"[14]\tvalid_0's poisson: -88.2695\n",
"[15]\tvalid_0's poisson: -88.3434\n",
"[16]\tvalid_0's poisson: -88.4188\n",
"[17]\tvalid_0's poisson: -88.4916\n",
"[18]\tvalid_0's poisson: -88.5641\n",
"[19]\tvalid_0's poisson: -88.6355\n",
"[20]\tvalid_0's poisson: -88.7068\n",
"[21]\tvalid_0's poisson: -88.7778\n",
"[22]\tvalid_0's poisson: -88.8504\n",
"[23]\tvalid_0's poisson: -88.9203\n",
"[24]\tvalid_0's poisson: -88.9899\n",
"[25]\tvalid_0's poisson: -89.0589\n",
"[26]\tvalid_0's poisson: -89.1272\n",
"[27]\tvalid_0's poisson: -89.1975\n",
"[28]\tvalid_0's poisson: -89.2652\n",
"[29]\tvalid_0's poisson: -89.3325\n",
"[30]\tvalid_0's poisson: -89.399\n",
"[31]\tvalid_0's poisson: -89.465\n",
"[32]\tvalid_0's poisson: -89.5332\n",
"[33]\tvalid_0's poisson: -89.5988\n",
"[34]\tvalid_0's poisson: -89.6636\n",
"[35]\tvalid_0's poisson: -89.7279\n",
"[36]\tvalid_0's poisson: -89.7923\n",
"[37]\tvalid_0's poisson: -89.8584\n",
"[38]\tvalid_0's poisson: -89.922\n",
"[39]\tvalid_0's poisson: -89.9851\n",
"[40]\tvalid_0's poisson: -90.048\n",
"[41]\tvalid_0's poisson: -90.1101\n",
"[42]\tvalid_0's poisson: -90.1743\n",
"[43]\tvalid_0's poisson: -90.2359\n",
"[44]\tvalid_0's poisson: -90.2973\n",
"[45]\tvalid_0's poisson: -90.3582\n",
"[46]\tvalid_0's poisson: -90.4188\n",
"[47]\tvalid_0's poisson: -90.4812\n",
"[48]\tvalid_0's poisson: -90.5411\n",
"[49]\tvalid_0's poisson: -90.6009\n",
"[50]\tvalid_0's poisson: -90.6603\n",
"[51]\tvalid_0's poisson: -90.719\n",
"[52]\tvalid_0's poisson: -90.7796\n",
"[53]\tvalid_0's poisson: -90.8379\n",
"[54]\tvalid_0's poisson: -90.8959\n",
"[55]\tvalid_0's poisson: -90.9536\n",
"[56]\tvalid_0's poisson: -91.0109\n",
"[57]\tvalid_0's poisson: -91.0679\n",
"[58]\tvalid_0's poisson: -91.1266\n",
"[59]\tvalid_0's poisson: -91.183\n",
"[60]\tvalid_0's poisson: -91.239\n",
"[61]\tvalid_0's poisson: -91.2946\n",
"[62]\tvalid_0's poisson: -91.35\n",
"[63]\tvalid_0's poisson: -91.4071\n",
"[64]\tvalid_0's poisson: -91.4619\n",
"[65]\tvalid_0's poisson: -91.5165\n",
"[66]\tvalid_0's poisson: -91.5707\n",
"[67]\tvalid_0's poisson: -91.6246\n",
"[68]\tvalid_0's poisson: -91.6803\n",
"[69]\tvalid_0's poisson: -91.7336\n",
"[70]\tvalid_0's poisson: -91.7864\n",
"[71]\tvalid_0's poisson: -91.8392\n",
"[72]\tvalid_0's poisson: -91.8917\n",
"[73]\tvalid_0's poisson: -91.9437\n",
"[74]\tvalid_0's poisson: -91.9956\n",
"[75]\tvalid_0's poisson: -92.0493\n",
"[76]\tvalid_0's poisson: -92.1007\n",
"[77]\tvalid_0's poisson: -92.1518\n",
"[78]\tvalid_0's poisson: -92.2026\n",
"[79]\tvalid_0's poisson: -92.253\n",
"[80]\tvalid_0's poisson: -92.3032\n",
"[81]\tvalid_0's poisson: -92.3552\n",
"[82]\tvalid_0's poisson: -92.405\n",
"[83]\tvalid_0's poisson: -92.4546\n",
"[84]\tvalid_0's poisson: -92.5037\n",
"[85]\tvalid_0's poisson: -92.5528\n",
"[86]\tvalid_0's poisson: -92.6015\n",
"[87]\tvalid_0's poisson: -92.6521\n",
"[88]\tvalid_0's poisson: -92.7\n",
"[89]\tvalid_0's poisson: -92.7481\n",
"[90]\tvalid_0's poisson: -92.7959\n",
"[91]\tvalid_0's poisson: -92.8435\n",
"[92]\tvalid_0's poisson: -92.8905\n",
"[93]\tvalid_0's poisson: -92.9396\n",
"[94]\tvalid_0's poisson: -92.9862\n",
"[95]\tvalid_0's poisson: -93.0329\n",
"[96]\tvalid_0's poisson: -93.0794\n",
"[97]\tvalid_0's poisson: -93.1252\n",
"[98]\tvalid_0's poisson: -93.1731\n",
"[99]\tvalid_0's poisson: -93.2189\n",
"[100]\tvalid_0's poisson: -93.2645\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2509\n",
"[2]\tvalid_0's poisson: -87.3316\n",
"[3]\tvalid_0's poisson: -87.4117\n",
"[4]\tvalid_0's poisson: -87.4912\n",
"[5]\tvalid_0's poisson: -87.5703\n",
"[6]\tvalid_0's poisson: -87.6487\n",
"[7]\tvalid_0's poisson: -87.7265\n",
"[8]\tvalid_0's poisson: -87.8038\n",
"[9]\tvalid_0's poisson: -87.8805\n",
"[10]\tvalid_0's poisson: -87.9565\n",
"[11]\tvalid_0's poisson: -88.0322\n",
"[12]\tvalid_0's poisson: -88.1073\n",
"[13]\tvalid_0's poisson: -88.1821\n",
"[14]\tvalid_0's poisson: -88.2557\n",
"[15]\tvalid_0's poisson: -88.33\n",
"[16]\tvalid_0's poisson: -88.4033\n",
"[17]\tvalid_0's poisson: -88.4754\n",
"[18]\tvalid_0's poisson: -88.5477\n",
"[19]\tvalid_0's poisson: -88.6201\n",
"[20]\tvalid_0's poisson: -88.6914\n",
"[21]\tvalid_0's poisson: -88.7616\n",
"[22]\tvalid_0's poisson: -88.8325\n",
"[23]\tvalid_0's poisson: -88.9024\n",
"[24]\tvalid_0's poisson: -88.9713\n",
"[25]\tvalid_0's poisson: -89.0403\n",
"[26]\tvalid_0's poisson: -89.1093\n",
"[27]\tvalid_0's poisson: -89.1774\n",
"[28]\tvalid_0's poisson: -89.2445\n",
"[29]\tvalid_0's poisson: -89.3121\n",
"[30]\tvalid_0's poisson: -89.379\n",
"[31]\tvalid_0's poisson: -89.4448\n",
"[32]\tvalid_0's poisson: -89.5124\n",
"[33]\tvalid_0's poisson: -89.5784\n",
"[34]\tvalid_0's poisson: -89.6437\n",
"[35]\tvalid_0's poisson: -89.7089\n",
"[36]\tvalid_0's poisson: -89.7733\n",
"[37]\tvalid_0's poisson: -89.8373\n",
"[38]\tvalid_0's poisson: -89.9025\n",
"[39]\tvalid_0's poisson: -89.9661\n",
"[40]\tvalid_0's poisson: -90.0291\n",
"[41]\tvalid_0's poisson: -90.091\n",
"[42]\tvalid_0's poisson: -90.1535\n",
"[43]\tvalid_0's poisson: -90.2169\n",
"[44]\tvalid_0's poisson: -90.2784\n",
"[45]\tvalid_0's poisson: -90.3397\n",
"[46]\tvalid_0's poisson: -90.4004\n",
"[47]\tvalid_0's poisson: -90.4608\n",
"[48]\tvalid_0's poisson: -90.5205\n",
"[49]\tvalid_0's poisson: -90.5819\n",
"[50]\tvalid_0's poisson: -90.6411\n",
"[51]\tvalid_0's poisson: -90.7004\n",
"[52]\tvalid_0's poisson: -90.7591\n",
"[53]\tvalid_0's poisson: -90.8173\n",
"[54]\tvalid_0's poisson: -90.8769\n",
"[55]\tvalid_0's poisson: -90.9348\n",
"[56]\tvalid_0's poisson: -90.9922\n",
"[57]\tvalid_0's poisson: -91.0488\n",
"[58]\tvalid_0's poisson: -91.1055\n",
"[59]\tvalid_0's poisson: -91.1635\n",
"[60]\tvalid_0's poisson: -91.2192\n",
"[61]\tvalid_0's poisson: -91.275\n",
"[62]\tvalid_0's poisson: -91.3304\n",
"[63]\tvalid_0's poisson: -91.3852\n",
"[64]\tvalid_0's poisson: -91.4416\n",
"[65]\tvalid_0's poisson: -91.4962\n",
"[66]\tvalid_0's poisson: -91.5505\n",
"[67]\tvalid_0's poisson: -91.6046\n",
"[68]\tvalid_0's poisson: -91.6598\n",
"[69]\tvalid_0's poisson: -91.7132\n",
"[70]\tvalid_0's poisson: -91.7664\n",
"[71]\tvalid_0's poisson: -91.8193\n",
"[72]\tvalid_0's poisson: -91.8734\n",
"[73]\tvalid_0's poisson: -91.9257\n",
"[74]\tvalid_0's poisson: -91.9777\n",
"[75]\tvalid_0's poisson: -92.0294\n",
"[76]\tvalid_0's poisson: -92.0825\n",
"[77]\tvalid_0's poisson: -92.1337\n",
"[78]\tvalid_0's poisson: -92.1846\n",
"[79]\tvalid_0's poisson: -92.2353\n",
"[80]\tvalid_0's poisson: -92.2854\n",
"[81]\tvalid_0's poisson: -92.3368\n",
"[82]\tvalid_0's poisson: -92.3867\n",
"[83]\tvalid_0's poisson: -92.4364\n",
"[84]\tvalid_0's poisson: -92.4861\n",
"[85]\tvalid_0's poisson: -92.5365\n",
"[86]\tvalid_0's poisson: -92.5854\n",
"[87]\tvalid_0's poisson: -92.6337\n",
"[88]\tvalid_0's poisson: -92.6821\n",
"[89]\tvalid_0's poisson: -92.7315\n",
"[90]\tvalid_0's poisson: -92.7793\n",
"[91]\tvalid_0's poisson: -92.827\n",
"[92]\tvalid_0's poisson: -92.8745\n",
"[93]\tvalid_0's poisson: -92.923\n",
"[94]\tvalid_0's poisson: -92.9696\n",
"[95]\tvalid_0's poisson: -93.0162\n",
"[96]\tvalid_0's poisson: -93.0628\n",
"[97]\tvalid_0's poisson: -93.1107\n",
"[98]\tvalid_0's poisson: -93.1566\n",
"[99]\tvalid_0's poisson: -93.2026\n",
"[100]\tvalid_0's poisson: -93.2484\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2576\n",
"[2]\tvalid_0's poisson: -87.3386\n",
"[3]\tvalid_0's poisson: -87.419\n",
"[4]\tvalid_0's poisson: -87.4988\n",
"[5]\tvalid_0's poisson: -87.5779\n",
"[6]\tvalid_0's poisson: -87.6565\n",
"[7]\tvalid_0's poisson: -87.7345\n",
"[8]\tvalid_0's poisson: -87.8119\n",
"[9]\tvalid_0's poisson: -87.889\n",
"[10]\tvalid_0's poisson: -87.9653\n",
"[11]\tvalid_0's poisson: -88.041\n",
"[12]\tvalid_0's poisson: -88.117\n",
"[13]\tvalid_0's poisson: -88.1923\n",
"[14]\tvalid_0's poisson: -88.2664\n",
"[15]\tvalid_0's poisson: -88.3408\n",
"[16]\tvalid_0's poisson: -88.4145\n",
"[17]\tvalid_0's poisson: -88.4872\n",
"[18]\tvalid_0's poisson: -88.5601\n",
"[19]\tvalid_0's poisson: -88.6323\n",
"[20]\tvalid_0's poisson: -88.7042\n",
"[21]\tvalid_0's poisson: -88.775\n",
"[22]\tvalid_0's poisson: -88.846\n",
"[23]\tvalid_0's poisson: -88.9165\n",
"[24]\tvalid_0's poisson: -88.986\n",
"[25]\tvalid_0's poisson: -89.0554\n",
"[26]\tvalid_0's poisson: -89.1247\n",
"[27]\tvalid_0's poisson: -89.1926\n",
"[28]\tvalid_0's poisson: -89.2627\n",
"[29]\tvalid_0's poisson: -89.3304\n",
"[30]\tvalid_0's poisson: -89.3972\n",
"[31]\tvalid_0's poisson: -89.4634\n",
"[32]\tvalid_0's poisson: -89.5298\n",
"[33]\tvalid_0's poisson: -89.5976\n",
"[34]\tvalid_0's poisson: -89.6627\n",
"[35]\tvalid_0's poisson: -89.7278\n",
"[36]\tvalid_0's poisson: -89.7926\n",
"[37]\tvalid_0's poisson: -89.8565\n",
"[38]\tvalid_0's poisson: -89.9224\n",
"[39]\tvalid_0's poisson: -89.9861\n",
"[40]\tvalid_0's poisson: -90.0492\n",
"[41]\tvalid_0's poisson: -90.112\n",
"[42]\tvalid_0's poisson: -90.1745\n",
"[43]\tvalid_0's poisson: -90.2375\n",
"[44]\tvalid_0's poisson: -90.2988\n",
"[45]\tvalid_0's poisson: -90.3601\n",
"[46]\tvalid_0's poisson: -90.4211\n",
"[47]\tvalid_0's poisson: -90.4826\n",
"[48]\tvalid_0's poisson: -90.5424\n",
"[49]\tvalid_0's poisson: -90.6024\n",
"[50]\tvalid_0's poisson: -90.662\n",
"[51]\tvalid_0's poisson: -90.7208\n",
"[52]\tvalid_0's poisson: -90.7816\n",
"[53]\tvalid_0's poisson: -90.8403\n",
"[54]\tvalid_0's poisson: -90.8985\n",
"[55]\tvalid_0's poisson: -90.9566\n",
"[56]\tvalid_0's poisson: -91.0151\n",
"[57]\tvalid_0's poisson: -91.0724\n",
"[58]\tvalid_0's poisson: -91.1289\n",
"[59]\tvalid_0's poisson: -91.1855\n",
"[60]\tvalid_0's poisson: -91.2419\n",
"[61]\tvalid_0's poisson: -91.299\n",
"[62]\tvalid_0's poisson: -91.3543\n",
"[63]\tvalid_0's poisson: -91.4095\n",
"[64]\tvalid_0's poisson: -91.4645\n",
"[65]\tvalid_0's poisson: -91.5204\n",
"[66]\tvalid_0's poisson: -91.5746\n",
"[67]\tvalid_0's poisson: -91.6289\n",
"[68]\tvalid_0's poisson: -91.6828\n",
"[69]\tvalid_0's poisson: -91.7384\n",
"[70]\tvalid_0's poisson: -91.7919\n",
"[71]\tvalid_0's poisson: -91.8447\n",
"[72]\tvalid_0's poisson: -91.8971\n",
"[73]\tvalid_0's poisson: -91.9508\n",
"[74]\tvalid_0's poisson: -92.0028\n",
"[75]\tvalid_0's poisson: -92.0549\n",
"[76]\tvalid_0's poisson: -92.106\n",
"[77]\tvalid_0's poisson: -92.1576\n",
"[78]\tvalid_0's poisson: -92.2098\n",
"[79]\tvalid_0's poisson: -92.2604\n",
"[80]\tvalid_0's poisson: -92.3108\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[81]\tvalid_0's poisson: -92.3612\n",
"[82]\tvalid_0's poisson: -92.4125\n",
"[83]\tvalid_0's poisson: -92.462\n",
"[84]\tvalid_0's poisson: -92.5118\n",
"[85]\tvalid_0's poisson: -92.5606\n",
"[86]\tvalid_0's poisson: -92.6117\n",
"[87]\tvalid_0's poisson: -92.6606\n",
"[88]\tvalid_0's poisson: -92.7091\n",
"[89]\tvalid_0's poisson: -92.7575\n",
"[90]\tvalid_0's poisson: -92.8069\n",
"[91]\tvalid_0's poisson: -92.8548\n",
"[92]\tvalid_0's poisson: -92.902\n",
"[93]\tvalid_0's poisson: -92.9494\n",
"[94]\tvalid_0's poisson: -92.9978\n",
"[95]\tvalid_0's poisson: -93.0445\n",
"[96]\tvalid_0's poisson: -93.0913\n",
"[97]\tvalid_0's poisson: -93.1376\n",
"[98]\tvalid_0's poisson: -93.1851\n",
"[99]\tvalid_0's poisson: -93.2309\n",
"[100]\tvalid_0's poisson: -93.277\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.2441\n",
"[2]\tvalid_0's poisson: -87.324\n",
"[3]\tvalid_0's poisson: -87.4033\n",
"[4]\tvalid_0's poisson: -87.482\n",
"[5]\tvalid_0's poisson: -87.5601\n",
"[6]\tvalid_0's poisson: -87.6377\n",
"[7]\tvalid_0's poisson: -87.7147\n",
"[8]\tvalid_0's poisson: -87.7911\n",
"[9]\tvalid_0's poisson: -87.867\n",
"[10]\tvalid_0's poisson: -87.9424\n",
"[11]\tvalid_0's poisson: -88.0172\n",
"[12]\tvalid_0's poisson: -88.0915\n",
"[13]\tvalid_0's poisson: -88.1652\n",
"[14]\tvalid_0's poisson: -88.2384\n",
"[15]\tvalid_0's poisson: -88.3112\n",
"[16]\tvalid_0's poisson: -88.3834\n",
"[17]\tvalid_0's poisson: -88.4551\n",
"[18]\tvalid_0's poisson: -88.5268\n",
"[19]\tvalid_0's poisson: -88.598\n",
"[20]\tvalid_0's poisson: -88.6682\n",
"[21]\tvalid_0's poisson: -88.7386\n",
"[22]\tvalid_0's poisson: -88.8083\n",
"[23]\tvalid_0's poisson: -88.8771\n",
"[24]\tvalid_0's poisson: -88.9461\n",
"[25]\tvalid_0's poisson: -89.0145\n",
"[26]\tvalid_0's poisson: -89.0825\n",
"[27]\tvalid_0's poisson: -89.1496\n",
"[28]\tvalid_0's poisson: -89.2166\n",
"[29]\tvalid_0's poisson: -89.2834\n",
"[30]\tvalid_0's poisson: -89.3494\n",
"[31]\tvalid_0's poisson: -89.4155\n",
"[32]\tvalid_0's poisson: -89.481\n",
"[33]\tvalid_0's poisson: -89.5458\n",
"[34]\tvalid_0's poisson: -89.6107\n",
"[35]\tvalid_0's poisson: -89.6749\n",
"[36]\tvalid_0's poisson: -89.739\n",
"[37]\tvalid_0's poisson: -89.8022\n",
"[38]\tvalid_0's poisson: -89.8655\n",
"[39]\tvalid_0's poisson: -89.9281\n",
"[40]\tvalid_0's poisson: -89.9902\n",
"[41]\tvalid_0's poisson: -90.0523\n",
"[42]\tvalid_0's poisson: -90.1141\n",
"[43]\tvalid_0's poisson: -90.1748\n",
"[44]\tvalid_0's poisson: -90.2359\n",
"[45]\tvalid_0's poisson: -90.2964\n",
"[46]\tvalid_0's poisson: -90.3563\n",
"[47]\tvalid_0's poisson: -90.4161\n",
"[48]\tvalid_0's poisson: -90.4757\n",
"[49]\tvalid_0's poisson: -90.5373\n",
"[50]\tvalid_0's poisson: -90.5961\n",
"[51]\tvalid_0's poisson: -90.6548\n",
"[52]\tvalid_0's poisson: -90.713\n",
"[53]\tvalid_0's poisson: -90.7732\n",
"[54]\tvalid_0's poisson: -90.8308\n",
"[55]\tvalid_0's poisson: -90.8879\n",
"[56]\tvalid_0's poisson: -90.9444\n",
"[57]\tvalid_0's poisson: -91.0033\n",
"[58]\tvalid_0's poisson: -91.0596\n",
"[59]\tvalid_0's poisson: -91.1156\n",
"[60]\tvalid_0's poisson: -91.1712\n",
"[61]\tvalid_0's poisson: -91.2288\n",
"[62]\tvalid_0's poisson: -91.284\n",
"[63]\tvalid_0's poisson: -91.3386\n",
"[64]\tvalid_0's poisson: -91.3932\n",
"[65]\tvalid_0's poisson: -91.4473\n",
"[66]\tvalid_0's poisson: -91.5034\n",
"[67]\tvalid_0's poisson: -91.5569\n",
"[68]\tvalid_0's poisson: -91.61\n",
"[69]\tvalid_0's poisson: -91.6629\n",
"[70]\tvalid_0's poisson: -91.7178\n",
"[71]\tvalid_0's poisson: -91.7703\n",
"[72]\tvalid_0's poisson: -91.8224\n",
"[73]\tvalid_0's poisson: -91.8744\n",
"[74]\tvalid_0's poisson: -91.9282\n",
"[75]\tvalid_0's poisson: -91.9797\n",
"[76]\tvalid_0's poisson: -92.0306\n",
"[77]\tvalid_0's poisson: -92.0815\n",
"[78]\tvalid_0's poisson: -92.1343\n",
"[79]\tvalid_0's poisson: -92.1847\n",
"[80]\tvalid_0's poisson: -92.2347\n",
"[81]\tvalid_0's poisson: -92.2841\n",
"[82]\tvalid_0's poisson: -92.3358\n",
"[83]\tvalid_0's poisson: -92.385\n",
"[84]\tvalid_0's poisson: -92.4343\n",
"[85]\tvalid_0's poisson: -92.4832\n",
"[86]\tvalid_0's poisson: -92.5339\n",
"[87]\tvalid_0's poisson: -92.5823\n",
"[88]\tvalid_0's poisson: -92.6303\n",
"[89]\tvalid_0's poisson: -92.6782\n",
"[90]\tvalid_0's poisson: -92.728\n",
"[91]\tvalid_0's poisson: -92.7752\n",
"[92]\tvalid_0's poisson: -92.8223\n",
"[93]\tvalid_0's poisson: -92.869\n",
"[94]\tvalid_0's poisson: -92.9178\n",
"[95]\tvalid_0's poisson: -92.9644\n",
"[96]\tvalid_0's poisson: -93.0105\n",
"[97]\tvalid_0's poisson: -93.0565\n",
"[98]\tvalid_0's poisson: -93.1042\n",
"[99]\tvalid_0's poisson: -93.1497\n",
"[100]\tvalid_0's poisson: -93.1949\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.00390625, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2652\n",
"[2]\tvalid_0's poisson: -87.356\n",
"[3]\tvalid_0's poisson: -87.446\n",
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"[85]\tvalid_0's poisson: -93.0902\n",
"[86]\tvalid_0's poisson: -93.144\n",
"[87]\tvalid_0's poisson: -93.1971\n",
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"[89]\tvalid_0's poisson: -93.3021\n",
"[90]\tvalid_0's poisson: -93.3548\n",
"[91]\tvalid_0's poisson: -93.4069\n",
"[92]\tvalid_0's poisson: -93.4585\n",
"[93]\tvalid_0's poisson: -93.5101\n",
"[94]\tvalid_0's poisson: -93.5621\n",
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"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2659\n",
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"[23]\tvalid_0's poisson: -89.1311\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[24]\tvalid_0's poisson: -89.2083\n",
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"[90]\tvalid_0's poisson: -93.4108\n",
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"[92]\tvalid_0's poisson: -93.5157\n",
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"[94]\tvalid_0's poisson: -93.6198\n",
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"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2624\n",
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"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2695\n",
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]
},
{
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"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -90.957\n",
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"[62]\tvalid_0's poisson: -91.8492\n",
"[63]\tvalid_0's poisson: -91.9098\n",
"[64]\tvalid_0's poisson: -91.9705\n",
"[65]\tvalid_0's poisson: -92.0307\n",
"[66]\tvalid_0's poisson: -92.0907\n",
"[67]\tvalid_0's poisson: -92.15\n",
"[68]\tvalid_0's poisson: -92.2091\n",
"[69]\tvalid_0's poisson: -92.2677\n",
"[70]\tvalid_0's poisson: -92.3262\n",
"[71]\tvalid_0's poisson: -92.3845\n",
"[72]\tvalid_0's poisson: -92.4426\n",
"[73]\tvalid_0's poisson: -92.5001\n",
"[74]\tvalid_0's poisson: -92.5573\n",
"[75]\tvalid_0's poisson: -92.6138\n",
"[76]\tvalid_0's poisson: -92.6705\n",
"[77]\tvalid_0's poisson: -92.7266\n",
"[78]\tvalid_0's poisson: -92.7829\n",
"[79]\tvalid_0's poisson: -92.8383\n",
"[80]\tvalid_0's poisson: -92.8933\n",
"[81]\tvalid_0's poisson: -92.9483\n",
"[82]\tvalid_0's poisson: -93.0032\n",
"[83]\tvalid_0's poisson: -93.0576\n",
"[84]\tvalid_0's poisson: -93.1121\n",
"[85]\tvalid_0's poisson: -93.1658\n",
"[86]\tvalid_0's poisson: -93.2195\n",
"[87]\tvalid_0's poisson: -93.273\n",
"[88]\tvalid_0's poisson: -93.326\n",
"[89]\tvalid_0's poisson: -93.3789\n",
"[90]\tvalid_0's poisson: -93.4318\n",
"[91]\tvalid_0's poisson: -93.4841\n",
"[92]\tvalid_0's poisson: -93.5364\n",
"[93]\tvalid_0's poisson: -93.5883\n",
"[94]\tvalid_0's poisson: -93.6396\n",
"[95]\tvalid_0's poisson: -93.6913\n",
"[96]\tvalid_0's poisson: -93.7426\n",
"[97]\tvalid_0's poisson: -93.7938\n",
"[98]\tvalid_0's poisson: -93.8442\n",
"[99]\tvalid_0's poisson: -93.8951\n",
"[100]\tvalid_0's poisson: -93.9451\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2557\n",
"[2]\tvalid_0's poisson: -87.3471\n",
"[3]\tvalid_0's poisson: -87.4378\n",
"[4]\tvalid_0's poisson: -87.5277\n",
"[5]\tvalid_0's poisson: -87.6169\n",
"[6]\tvalid_0's poisson: -87.7054\n",
"[7]\tvalid_0's poisson: -87.7932\n",
"[8]\tvalid_0's poisson: -87.8804\n",
"[9]\tvalid_0's poisson: -87.9668\n",
"[10]\tvalid_0's poisson: -88.0527\n",
"[11]\tvalid_0's poisson: -88.1378\n",
"[12]\tvalid_0's poisson: -88.2223\n",
"[13]\tvalid_0's poisson: -88.3062\n",
"[14]\tvalid_0's poisson: -88.3894\n",
"[15]\tvalid_0's poisson: -88.472\n",
"[16]\tvalid_0's poisson: -88.554\n",
"[17]\tvalid_0's poisson: -88.6351\n",
"[18]\tvalid_0's poisson: -88.716\n",
"[19]\tvalid_0's poisson: -88.7959\n",
"[20]\tvalid_0's poisson: -88.8757\n",
"[21]\tvalid_0's poisson: -88.9545\n",
"[22]\tvalid_0's poisson: -89.0331\n",
"[23]\tvalid_0's poisson: -89.1108\n",
"[24]\tvalid_0's poisson: -89.1883\n",
"[25]\tvalid_0's poisson: -89.2649\n",
"[26]\tvalid_0's poisson: -89.3413\n",
"[27]\tvalid_0's poisson: -89.4169\n",
"[28]\tvalid_0's poisson: -89.4924\n",
"[29]\tvalid_0's poisson: -89.5669\n",
"[30]\tvalid_0's poisson: -89.6413\n",
"[31]\tvalid_0's poisson: -89.7148\n",
"[32]\tvalid_0's poisson: -89.7875\n",
"[33]\tvalid_0's poisson: -89.8605\n",
"[34]\tvalid_0's poisson: -89.9323\n",
"[35]\tvalid_0's poisson: -90.004\n",
"[36]\tvalid_0's poisson: -90.0752\n",
"[37]\tvalid_0's poisson: -90.1455\n",
"[38]\tvalid_0's poisson: -90.2153\n",
"[39]\tvalid_0's poisson: -90.2855\n",
"[40]\tvalid_0's poisson: -90.3542\n",
"[41]\tvalid_0's poisson: -90.4233\n",
"[42]\tvalid_0's poisson: -90.492\n",
"[43]\tvalid_0's poisson: -90.5599\n",
"[44]\tvalid_0's poisson: -90.6282\n",
"[45]\tvalid_0's poisson: -90.6949\n",
"[46]\tvalid_0's poisson: -90.7615\n",
"[47]\tvalid_0's poisson: -90.8277\n",
"[48]\tvalid_0's poisson: -90.8941\n",
"[49]\tvalid_0's poisson: -90.9595\n",
"[50]\tvalid_0's poisson: -91.025\n",
"[51]\tvalid_0's poisson: -91.0897\n",
"[52]\tvalid_0's poisson: -91.1536\n",
"[53]\tvalid_0's poisson: -91.2176\n",
"[54]\tvalid_0's poisson: -91.2811\n",
"[55]\tvalid_0's poisson: -91.3451\n",
"[56]\tvalid_0's poisson: -91.4075\n",
"[57]\tvalid_0's poisson: -91.4704\n",
"[58]\tvalid_0's poisson: -91.533\n",
"[59]\tvalid_0's poisson: -91.5945\n",
"[60]\tvalid_0's poisson: -91.656\n",
"[61]\tvalid_0's poisson: -91.7176\n",
"[62]\tvalid_0's poisson: -91.7779\n",
"[63]\tvalid_0's poisson: -91.8388\n",
"[64]\tvalid_0's poisson: -91.8993\n",
"[65]\tvalid_0's poisson: -91.9591\n",
"[66]\tvalid_0's poisson: -92.019\n",
"[67]\tvalid_0's poisson: -92.0782\n",
"[68]\tvalid_0's poisson: -92.137\n",
"[69]\tvalid_0's poisson: -92.1955\n",
"[70]\tvalid_0's poisson: -92.2545\n",
"[71]\tvalid_0's poisson: -92.3124\n",
"[72]\tvalid_0's poisson: -92.3697\n",
"[73]\tvalid_0's poisson: -92.4276\n",
"[74]\tvalid_0's poisson: -92.485\n",
"[75]\tvalid_0's poisson: -92.5415\n",
"[76]\tvalid_0's poisson: -92.5983\n",
"[77]\tvalid_0's poisson: -92.6544\n",
"[78]\tvalid_0's poisson: -92.7102\n",
"[79]\tvalid_0's poisson: -92.7663\n",
"[80]\tvalid_0's poisson: -92.8215\n",
"[81]\tvalid_0's poisson: -92.8768\n",
"[82]\tvalid_0's poisson: -92.9313\n",
"[83]\tvalid_0's poisson: -92.9855\n",
"[84]\tvalid_0's poisson: -93.0401\n",
"[85]\tvalid_0's poisson: -93.0938\n",
"[86]\tvalid_0's poisson: -93.1474\n",
"[87]\tvalid_0's poisson: -93.2007\n",
"[88]\tvalid_0's poisson: -93.254\n",
"[89]\tvalid_0's poisson: -93.3069\n",
"[90]\tvalid_0's poisson: -93.3596\n",
"[91]\tvalid_0's poisson: -93.4117\n",
"[92]\tvalid_0's poisson: -93.4639\n",
"[93]\tvalid_0's poisson: -93.5157\n",
"[94]\tvalid_0's poisson: -93.5674\n",
"[95]\tvalid_0's poisson: -93.6184\n",
"[96]\tvalid_0's poisson: -93.6695\n",
"[97]\tvalid_0's poisson: -93.7202\n",
"[98]\tvalid_0's poisson: -93.7704\n",
"[99]\tvalid_0's poisson: -93.8209\n",
"[100]\tvalid_0's poisson: -93.8711\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0, learning_rate=0.00390625, max_depth=6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9186\n",
"[2]\tvalid_0's poisson: -94.9318\n",
"[3]\tvalid_0's poisson: -97.1554\n",
"[4]\tvalid_0's poisson: -98.9657\n",
"[5]\tvalid_0's poisson: -100.341\n",
"[6]\tvalid_0's poisson: -101.456\n",
"[7]\tvalid_0's poisson: -102.391\n",
"[8]\tvalid_0's poisson: -103.214\n",
"[9]\tvalid_0's poisson: -103.893\n",
"[10]\tvalid_0's poisson: -104.472\n",
"[11]\tvalid_0's poisson: -105.036\n",
"[12]\tvalid_0's poisson: -105.462\n",
"[13]\tvalid_0's poisson: -105.822\n",
"[14]\tvalid_0's poisson: -106.14\n",
"[15]\tvalid_0's poisson: -106.456\n",
"[16]\tvalid_0's poisson: -106.698\n",
"[17]\tvalid_0's poisson: -106.923\n",
"[18]\tvalid_0's poisson: -107.124\n",
"[19]\tvalid_0's poisson: -107.3\n",
"[20]\tvalid_0's poisson: -107.462\n",
"[21]\tvalid_0's poisson: -107.581\n",
"[22]\tvalid_0's poisson: -107.689\n",
"[23]\tvalid_0's poisson: -107.777\n",
"[24]\tvalid_0's poisson: -107.864\n",
"[25]\tvalid_0's poisson: -107.969\n",
"[26]\tvalid_0's poisson: -108.053\n",
"[27]\tvalid_0's poisson: -108.116\n",
"[28]\tvalid_0's poisson: -108.19\n",
"[29]\tvalid_0's poisson: -108.238\n",
"[30]\tvalid_0's poisson: -108.308\n",
"[31]\tvalid_0's poisson: -108.371\n",
"[32]\tvalid_0's poisson: -108.412\n",
"[33]\tvalid_0's poisson: -108.466\n",
"[34]\tvalid_0's poisson: -108.493\n",
"[35]\tvalid_0's poisson: -108.528\n",
"[36]\tvalid_0's poisson: -108.556\n",
"[37]\tvalid_0's poisson: -108.582\n",
"[38]\tvalid_0's poisson: -108.61\n",
"[39]\tvalid_0's poisson: -108.627\n",
"[40]\tvalid_0's poisson: -108.664\n",
"[41]\tvalid_0's poisson: -108.679\n",
"[42]\tvalid_0's poisson: -108.726\n",
"[43]\tvalid_0's poisson: -108.752\n",
"[44]\tvalid_0's poisson: -108.772\n",
"[45]\tvalid_0's poisson: -108.792\n",
"[46]\tvalid_0's poisson: -108.818\n",
"[47]\tvalid_0's poisson: -108.834\n",
"[48]\tvalid_0's poisson: -108.847\n",
"[49]\tvalid_0's poisson: -108.867\n",
"[50]\tvalid_0's poisson: -108.896\n",
"[51]\tvalid_0's poisson: -108.91\n",
"[52]\tvalid_0's poisson: -108.936\n",
"[53]\tvalid_0's poisson: -108.953\n",
"[54]\tvalid_0's poisson: -108.977\n",
"[55]\tvalid_0's poisson: -108.983\n",
"[56]\tvalid_0's poisson: -108.991\n",
"[57]\tvalid_0's poisson: -109.013\n",
"[58]\tvalid_0's poisson: -109.02\n",
"[59]\tvalid_0's poisson: -109.044\n",
"[60]\tvalid_0's poisson: -109.063\n",
"[61]\tvalid_0's poisson: -109.082\n",
"[62]\tvalid_0's poisson: -109.084\n",
"[63]\tvalid_0's poisson: -109.104\n",
"[64]\tvalid_0's poisson: -109.119\n",
"[65]\tvalid_0's poisson: -109.131\n",
"[66]\tvalid_0's poisson: -109.132\n",
"[67]\tvalid_0's poisson: -109.139\n",
"[68]\tvalid_0's poisson: -109.151\n",
"[69]\tvalid_0's poisson: -109.166\n",
"[70]\tvalid_0's poisson: -109.175\n",
"[71]\tvalid_0's poisson: -109.18\n",
"[72]\tvalid_0's poisson: -109.184\n",
"[73]\tvalid_0's poisson: -109.192\n",
"[74]\tvalid_0's poisson: -109.2\n",
"[75]\tvalid_0's poisson: -109.202\n",
"[76]\tvalid_0's poisson: -109.208\n",
"[77]\tvalid_0's poisson: -109.213\n",
"[78]\tvalid_0's poisson: -109.224\n",
"[79]\tvalid_0's poisson: -109.23\n",
"[80]\tvalid_0's poisson: -109.239\n",
"[81]\tvalid_0's poisson: -109.244\n",
"[82]\tvalid_0's poisson: -109.25\n",
"[83]\tvalid_0's poisson: -109.251\n",
"[84]\tvalid_0's poisson: -109.262\n",
"[85]\tvalid_0's poisson: -109.263\n",
"[86]\tvalid_0's poisson: -109.266\n",
"[87]\tvalid_0's poisson: -109.275\n",
"[88]\tvalid_0's poisson: -109.277\n",
"[89]\tvalid_0's poisson: -109.282\n",
"[90]\tvalid_0's poisson: -109.289\n",
"[91]\tvalid_0's poisson: -109.294\n",
"[92]\tvalid_0's poisson: -109.302\n",
"[93]\tvalid_0's poisson: -109.307\n",
"[94]\tvalid_0's poisson: -109.317\n",
"[95]\tvalid_0's poisson: -109.324\n",
"[96]\tvalid_0's poisson: -109.33\n",
"[97]\tvalid_0's poisson: -109.334\n",
"[98]\tvalid_0's poisson: -109.343\n",
"[99]\tvalid_0's poisson: -109.347\n",
"[100]\tvalid_0's poisson: -109.354\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9963\n",
"[2]\tvalid_0's poisson: -95.1178\n",
"[3]\tvalid_0's poisson: -97.4166\n",
"[4]\tvalid_0's poisson: -99.1435\n",
"[5]\tvalid_0's poisson: -100.472\n",
"[6]\tvalid_0's poisson: -101.627\n",
"[7]\tvalid_0's poisson: -102.556\n",
"[8]\tvalid_0's poisson: -103.339\n",
"[9]\tvalid_0's poisson: -104.017\n",
"[10]\tvalid_0's poisson: -104.565\n",
"[11]\tvalid_0's poisson: -105.078\n",
"[12]\tvalid_0's poisson: -105.502\n",
"[13]\tvalid_0's poisson: -105.838\n",
"[14]\tvalid_0's poisson: -106.2\n",
"[15]\tvalid_0's poisson: -106.469\n",
"[16]\tvalid_0's poisson: -106.745\n",
"[17]\tvalid_0's poisson: -106.959\n",
"[18]\tvalid_0's poisson: -107.156\n",
"[19]\tvalid_0's poisson: -107.308\n",
"[20]\tvalid_0's poisson: -107.473\n",
"[21]\tvalid_0's poisson: -107.595\n",
"[22]\tvalid_0's poisson: -107.713\n",
"[23]\tvalid_0's poisson: -107.804\n",
"[24]\tvalid_0's poisson: -107.891\n",
"[25]\tvalid_0's poisson: -107.973\n",
"[26]\tvalid_0's poisson: -108.055\n",
"[27]\tvalid_0's poisson: -108.111\n",
"[28]\tvalid_0's poisson: -108.208\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[29]\tvalid_0's poisson: -108.263\n",
"[30]\tvalid_0's poisson: -108.327\n",
"[31]\tvalid_0's poisson: -108.364\n",
"[32]\tvalid_0's poisson: -108.404\n",
"[33]\tvalid_0's poisson: -108.449\n",
"[34]\tvalid_0's poisson: -108.497\n",
"[35]\tvalid_0's poisson: -108.549\n",
"[36]\tvalid_0's poisson: -108.571\n",
"[37]\tvalid_0's poisson: -108.61\n",
"[38]\tvalid_0's poisson: -108.661\n",
"[39]\tvalid_0's poisson: -108.684\n",
"[40]\tvalid_0's poisson: -108.701\n",
"[41]\tvalid_0's poisson: -108.731\n",
"[42]\tvalid_0's poisson: -108.75\n",
"[43]\tvalid_0's poisson: -108.764\n",
"[44]\tvalid_0's poisson: -108.776\n",
"[45]\tvalid_0's poisson: -108.796\n",
"[46]\tvalid_0's poisson: -108.838\n",
"[47]\tvalid_0's poisson: -108.847\n",
"[48]\tvalid_0's poisson: -108.859\n",
"[49]\tvalid_0's poisson: -108.88\n",
"[50]\tvalid_0's poisson: -108.891\n",
"[51]\tvalid_0's poisson: -108.899\n",
"[52]\tvalid_0's poisson: -108.92\n",
"[53]\tvalid_0's poisson: -108.929\n",
"[54]\tvalid_0's poisson: -108.95\n",
"[55]\tvalid_0's poisson: -108.958\n",
"[56]\tvalid_0's poisson: -108.986\n",
"[57]\tvalid_0's poisson: -109.018\n",
"[58]\tvalid_0's poisson: -109.022\n",
"[59]\tvalid_0's poisson: -109.037\n",
"[60]\tvalid_0's poisson: -109.058\n",
"[61]\tvalid_0's poisson: -109.078\n",
"[62]\tvalid_0's poisson: -109.084\n",
"[63]\tvalid_0's poisson: -109.088\n",
"[64]\tvalid_0's poisson: -109.093\n",
"[65]\tvalid_0's poisson: -109.115\n",
"[66]\tvalid_0's poisson: -109.13\n",
"[67]\tvalid_0's poisson: -109.145\n",
"[68]\tvalid_0's poisson: -109.159\n",
"[69]\tvalid_0's poisson: -109.165\n",
"[70]\tvalid_0's poisson: -109.175\n",
"[71]\tvalid_0's poisson: -109.186\n",
"[72]\tvalid_0's poisson: -109.196\n",
"[73]\tvalid_0's poisson: -109.207\n",
"[74]\tvalid_0's poisson: -109.218\n",
"[75]\tvalid_0's poisson: -109.232\n",
"[76]\tvalid_0's poisson: -109.243\n",
"[77]\tvalid_0's poisson: -109.245\n",
"[78]\tvalid_0's poisson: -109.248\n",
"[79]\tvalid_0's poisson: -109.254\n",
"[80]\tvalid_0's poisson: -109.261\n",
"[81]\tvalid_0's poisson: -109.271\n",
"[82]\tvalid_0's poisson: -109.276\n",
"[83]\tvalid_0's poisson: -109.28\n",
"[84]\tvalid_0's poisson: -109.285\n",
"[85]\tvalid_0's poisson: -109.293\n",
"[86]\tvalid_0's poisson: -109.301\n",
"[87]\tvalid_0's poisson: -109.306\n",
"[88]\tvalid_0's poisson: -109.317\n",
"[89]\tvalid_0's poisson: -109.32\n",
"[90]\tvalid_0's poisson: -109.323\n",
"[91]\tvalid_0's poisson: -109.327\n",
"[92]\tvalid_0's poisson: -109.329\n",
"[93]\tvalid_0's poisson: -109.332\n",
"[94]\tvalid_0's poisson: -109.34\n",
"[95]\tvalid_0's poisson: -109.344\n",
"[96]\tvalid_0's poisson: -109.349\n",
"[97]\tvalid_0's poisson: -109.354\n",
"[98]\tvalid_0's poisson: -109.357\n",
"[99]\tvalid_0's poisson: -109.367\n",
"[100]\tvalid_0's poisson: -109.373\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.0255\n",
"[2]\tvalid_0's poisson: -95.1885\n",
"[3]\tvalid_0's poisson: -97.3706\n",
"[4]\tvalid_0's poisson: -99.0879\n",
"[5]\tvalid_0's poisson: -100.47\n",
"[6]\tvalid_0's poisson: -101.58\n",
"[7]\tvalid_0's poisson: -102.539\n",
"[8]\tvalid_0's poisson: -103.334\n",
"[9]\tvalid_0's poisson: -104.019\n",
"[10]\tvalid_0's poisson: -104.587\n",
"[11]\tvalid_0's poisson: -105.096\n",
"[12]\tvalid_0's poisson: -105.522\n",
"[13]\tvalid_0's poisson: -105.888\n",
"[14]\tvalid_0's poisson: -106.239\n",
"[15]\tvalid_0's poisson: -106.551\n",
"[16]\tvalid_0's poisson: -106.785\n",
"[17]\tvalid_0's poisson: -107.014\n",
"[18]\tvalid_0's poisson: -107.198\n",
"[19]\tvalid_0's poisson: -107.386\n",
"[20]\tvalid_0's poisson: -107.538\n",
"[21]\tvalid_0's poisson: -107.658\n",
"[22]\tvalid_0's poisson: -107.769\n",
"[23]\tvalid_0's poisson: -107.856\n",
"[24]\tvalid_0's poisson: -107.943\n",
"[25]\tvalid_0's poisson: -108.026\n",
"[26]\tvalid_0's poisson: -108.116\n",
"[27]\tvalid_0's poisson: -108.196\n",
"[28]\tvalid_0's poisson: -108.262\n",
"[29]\tvalid_0's poisson: -108.341\n",
"[30]\tvalid_0's poisson: -108.387\n",
"[31]\tvalid_0's poisson: -108.426\n",
"[32]\tvalid_0's poisson: -108.501\n",
"[33]\tvalid_0's poisson: -108.543\n",
"[34]\tvalid_0's poisson: -108.571\n",
"[35]\tvalid_0's poisson: -108.608\n",
"[36]\tvalid_0's poisson: -108.637\n",
"[37]\tvalid_0's poisson: -108.683\n",
"[38]\tvalid_0's poisson: -108.71\n",
"[39]\tvalid_0's poisson: -108.732\n",
"[40]\tvalid_0's poisson: -108.748\n",
"[41]\tvalid_0's poisson: -108.768\n",
"[42]\tvalid_0's poisson: -108.784\n",
"[43]\tvalid_0's poisson: -108.822\n",
"[44]\tvalid_0's poisson: -108.845\n",
"[45]\tvalid_0's poisson: -108.862\n",
"[46]\tvalid_0's poisson: -108.878\n",
"[47]\tvalid_0's poisson: -108.889\n",
"[48]\tvalid_0's poisson: -108.899\n",
"[49]\tvalid_0's poisson: -108.915\n",
"[50]\tvalid_0's poisson: -108.945\n",
"[51]\tvalid_0's poisson: -108.972\n",
"[52]\tvalid_0's poisson: -108.988\n",
"[53]\tvalid_0's poisson: -109.013\n",
"[54]\tvalid_0's poisson: -109.027\n",
"[55]\tvalid_0's poisson: -109.031\n",
"[56]\tvalid_0's poisson: -109.043\n",
"[57]\tvalid_0's poisson: -109.057\n",
"[58]\tvalid_0's poisson: -109.067\n",
"[59]\tvalid_0's poisson: -109.075\n",
"[60]\tvalid_0's poisson: -109.082\n",
"[61]\tvalid_0's poisson: -109.084\n",
"[62]\tvalid_0's poisson: -109.101\n",
"[63]\tvalid_0's poisson: -109.107\n",
"[64]\tvalid_0's poisson: -109.116\n",
"[65]\tvalid_0's poisson: -109.127\n",
"[66]\tvalid_0's poisson: -109.137\n",
"[67]\tvalid_0's poisson: -109.142\n",
"[68]\tvalid_0's poisson: -109.156\n",
"[69]\tvalid_0's poisson: -109.16\n",
"[70]\tvalid_0's poisson: -109.168\n",
"[71]\tvalid_0's poisson: -109.174\n",
"[72]\tvalid_0's poisson: -109.179\n",
"[73]\tvalid_0's poisson: -109.189\n",
"[74]\tvalid_0's poisson: -109.195\n",
"[75]\tvalid_0's poisson: -109.196\n",
"[76]\tvalid_0's poisson: -109.212\n",
"[77]\tvalid_0's poisson: -109.22\n",
"[78]\tvalid_0's poisson: -109.228\n",
"[79]\tvalid_0's poisson: -109.231\n",
"[80]\tvalid_0's poisson: -109.235\n",
"[81]\tvalid_0's poisson: -109.235\n",
"[82]\tvalid_0's poisson: -109.237\n",
"[83]\tvalid_0's poisson: -109.245\n",
"[84]\tvalid_0's poisson: -109.247\n",
"[85]\tvalid_0's poisson: -109.258\n",
"[86]\tvalid_0's poisson: -109.259\n",
"[87]\tvalid_0's poisson: -109.258\n",
"[88]\tvalid_0's poisson: -109.264\n",
"[89]\tvalid_0's poisson: -109.268\n",
"[90]\tvalid_0's poisson: -109.27\n",
"[91]\tvalid_0's poisson: -109.279\n",
"[92]\tvalid_0's poisson: -109.288\n",
"[93]\tvalid_0's poisson: -109.297\n",
"[94]\tvalid_0's poisson: -109.305\n",
"[95]\tvalid_0's poisson: -109.304\n",
"[96]\tvalid_0's poisson: -109.313\n",
"[97]\tvalid_0's poisson: -109.314\n",
"[98]\tvalid_0's poisson: -109.315\n",
"[99]\tvalid_0's poisson: -109.321\n",
"[100]\tvalid_0's poisson: -109.328\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -92.0469\n",
"[2]\tvalid_0's poisson: -95.228\n",
"[3]\tvalid_0's poisson: -97.4163\n",
"[4]\tvalid_0's poisson: -99.1503\n",
"[5]\tvalid_0's poisson: -100.522\n",
"[6]\tvalid_0's poisson: -101.648\n",
"[7]\tvalid_0's poisson: -102.59\n",
"[8]\tvalid_0's poisson: -103.372\n",
"[9]\tvalid_0's poisson: -104.086\n",
"[10]\tvalid_0's poisson: -104.649\n",
"[11]\tvalid_0's poisson: -105.112\n",
"[12]\tvalid_0's poisson: -105.575\n",
"[13]\tvalid_0's poisson: -105.956\n",
"[14]\tvalid_0's poisson: -106.27\n",
"[15]\tvalid_0's poisson: -106.544\n",
"[16]\tvalid_0's poisson: -106.807\n",
"[17]\tvalid_0's poisson: -107.045\n",
"[18]\tvalid_0's poisson: -107.23\n",
"[19]\tvalid_0's poisson: -107.389\n",
"[20]\tvalid_0's poisson: -107.525\n",
"[21]\tvalid_0's poisson: -107.663\n",
"[22]\tvalid_0's poisson: -107.779\n",
"[23]\tvalid_0's poisson: -107.876\n",
"[24]\tvalid_0's poisson: -107.97\n",
"[25]\tvalid_0's poisson: -108.056\n",
"[26]\tvalid_0's poisson: -108.12\n",
"[27]\tvalid_0's poisson: -108.183\n",
"[28]\tvalid_0's poisson: -108.24\n",
"[29]\tvalid_0's poisson: -108.312\n",
"[30]\tvalid_0's poisson: -108.369\n",
"[31]\tvalid_0's poisson: -108.42\n",
"[32]\tvalid_0's poisson: -108.463\n",
"[33]\tvalid_0's poisson: -108.497\n",
"[34]\tvalid_0's poisson: -108.536\n",
"[35]\tvalid_0's poisson: -108.568\n",
"[36]\tvalid_0's poisson: -108.617\n",
"[37]\tvalid_0's poisson: -108.636\n",
"[38]\tvalid_0's poisson: -108.654\n",
"[39]\tvalid_0's poisson: -108.689\n",
"[40]\tvalid_0's poisson: -108.717\n",
"[41]\tvalid_0's poisson: -108.748\n",
"[42]\tvalid_0's poisson: -108.761\n",
"[43]\tvalid_0's poisson: -108.802\n",
"[44]\tvalid_0's poisson: -108.822\n",
"[45]\tvalid_0's poisson: -108.856\n",
"[46]\tvalid_0's poisson: -108.871\n",
"[47]\tvalid_0's poisson: -108.886\n",
"[48]\tvalid_0's poisson: -108.896\n",
"[49]\tvalid_0's poisson: -108.905\n",
"[50]\tvalid_0's poisson: -108.921\n",
"[51]\tvalid_0's poisson: -108.949\n",
"[52]\tvalid_0's poisson: -108.968\n",
"[53]\tvalid_0's poisson: -108.973\n",
"[54]\tvalid_0's poisson: -108.985\n",
"[55]\tvalid_0's poisson: -109.004\n",
"[56]\tvalid_0's poisson: -109.023\n",
"[57]\tvalid_0's poisson: -109.034\n",
"[58]\tvalid_0's poisson: -109.064\n",
"[59]\tvalid_0's poisson: -109.067\n",
"[60]\tvalid_0's poisson: -109.08\n",
"[61]\tvalid_0's poisson: -109.085\n",
"[62]\tvalid_0's poisson: -109.093\n",
"[63]\tvalid_0's poisson: -109.102\n",
"[64]\tvalid_0's poisson: -109.118\n",
"[65]\tvalid_0's poisson: -109.128\n",
"[66]\tvalid_0's poisson: -109.153\n",
"[67]\tvalid_0's poisson: -109.155\n",
"[68]\tvalid_0's poisson: -109.162\n",
"[69]\tvalid_0's poisson: -109.176\n",
"[70]\tvalid_0's poisson: -109.182\n",
"[71]\tvalid_0's poisson: -109.195\n",
"[72]\tvalid_0's poisson: -109.204\n",
"[73]\tvalid_0's poisson: -109.213\n",
"[74]\tvalid_0's poisson: -109.226\n",
"[75]\tvalid_0's poisson: -109.227\n",
"[76]\tvalid_0's poisson: -109.233\n",
"[77]\tvalid_0's poisson: -109.237\n",
"[78]\tvalid_0's poisson: -109.247\n",
"[79]\tvalid_0's poisson: -109.25\n",
"[80]\tvalid_0's poisson: -109.254\n",
"[81]\tvalid_0's poisson: -109.259\n",
"[82]\tvalid_0's poisson: -109.267\n",
"[83]\tvalid_0's poisson: -109.274\n",
"[84]\tvalid_0's poisson: -109.276\n",
"[85]\tvalid_0's poisson: -109.282\n",
"[86]\tvalid_0's poisson: -109.284\n",
"[87]\tvalid_0's poisson: -109.286\n",
"[88]\tvalid_0's poisson: -109.292\n",
"[89]\tvalid_0's poisson: -109.296\n",
"[90]\tvalid_0's poisson: -109.306\n",
"[91]\tvalid_0's poisson: -109.314\n",
"[92]\tvalid_0's poisson: -109.316\n",
"[93]\tvalid_0's poisson: -109.32\n",
"[94]\tvalid_0's poisson: -109.324\n",
"[95]\tvalid_0's poisson: -109.324\n",
"[96]\tvalid_0's poisson: -109.329\n",
"[97]\tvalid_0's poisson: -109.333\n",
"[98]\tvalid_0's poisson: -109.338\n",
"[99]\tvalid_0's poisson: -109.34\n",
"[100]\tvalid_0's poisson: -109.343\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -91.9728\n",
"[2]\tvalid_0's poisson: -95.1342\n",
"[3]\tvalid_0's poisson: -97.3248\n",
"[4]\tvalid_0's poisson: -99.0308\n",
"[5]\tvalid_0's poisson: -100.384\n",
"[6]\tvalid_0's poisson: -101.496\n",
"[7]\tvalid_0's poisson: -102.461\n",
"[8]\tvalid_0's poisson: -103.258\n",
"[9]\tvalid_0's poisson: -103.961\n",
"[10]\tvalid_0's poisson: -104.566\n",
"[11]\tvalid_0's poisson: -105.053\n",
"[12]\tvalid_0's poisson: -105.482\n",
"[13]\tvalid_0's poisson: -105.902\n",
"[14]\tvalid_0's poisson: -106.243\n",
"[15]\tvalid_0's poisson: -106.501\n",
"[16]\tvalid_0's poisson: -106.764\n",
"[17]\tvalid_0's poisson: -106.962\n",
"[18]\tvalid_0's poisson: -107.152\n",
"[19]\tvalid_0's poisson: -107.312\n",
"[20]\tvalid_0's poisson: -107.466\n",
"[21]\tvalid_0's poisson: -107.587\n",
"[22]\tvalid_0's poisson: -107.702\n",
"[23]\tvalid_0's poisson: -107.803\n",
"[24]\tvalid_0's poisson: -107.89\n",
"[25]\tvalid_0's poisson: -107.974\n",
"[26]\tvalid_0's poisson: -108.06\n",
"[27]\tvalid_0's poisson: -108.142\n",
"[28]\tvalid_0's poisson: -108.21\n",
"[29]\tvalid_0's poisson: -108.271\n",
"[30]\tvalid_0's poisson: -108.324\n",
"[31]\tvalid_0's poisson: -108.402\n",
"[32]\tvalid_0's poisson: -108.467\n",
"[33]\tvalid_0's poisson: -108.501\n",
"[34]\tvalid_0's poisson: -108.528\n",
"[35]\tvalid_0's poisson: -108.581\n",
"[36]\tvalid_0's poisson: -108.631\n",
"[37]\tvalid_0's poisson: -108.652\n",
"[38]\tvalid_0's poisson: -108.669\n",
"[39]\tvalid_0's poisson: -108.704\n",
"[40]\tvalid_0's poisson: -108.718\n",
"[41]\tvalid_0's poisson: -108.755\n",
"[42]\tvalid_0's poisson: -108.785\n",
"[43]\tvalid_0's poisson: -108.796\n",
"[44]\tvalid_0's poisson: -108.819\n",
"[45]\tvalid_0's poisson: -108.837\n",
"[46]\tvalid_0's poisson: -108.856\n",
"[47]\tvalid_0's poisson: -108.88\n",
"[48]\tvalid_0's poisson: -108.892\n",
"[49]\tvalid_0's poisson: -108.911\n",
"[50]\tvalid_0's poisson: -108.918\n",
"[51]\tvalid_0's poisson: -108.933\n",
"[52]\tvalid_0's poisson: -108.955\n",
"[53]\tvalid_0's poisson: -108.958\n",
"[54]\tvalid_0's poisson: -108.974\n",
"[55]\tvalid_0's poisson: -108.985\n",
"[56]\tvalid_0's poisson: -109.01\n",
"[57]\tvalid_0's poisson: -109.014\n",
"[58]\tvalid_0's poisson: -109.021\n",
"[59]\tvalid_0's poisson: -109.033\n",
"[60]\tvalid_0's poisson: -109.045\n",
"[61]\tvalid_0's poisson: -109.05\n",
"[62]\tvalid_0's poisson: -109.061\n",
"[63]\tvalid_0's poisson: -109.073\n",
"[64]\tvalid_0's poisson: -109.092\n",
"[65]\tvalid_0's poisson: -109.099\n",
"[66]\tvalid_0's poisson: -109.111\n",
"[67]\tvalid_0's poisson: -109.118\n",
"[68]\tvalid_0's poisson: -109.123\n",
"[69]\tvalid_0's poisson: -109.125\n",
"[70]\tvalid_0's poisson: -109.138\n",
"[71]\tvalid_0's poisson: -109.144\n",
"[72]\tvalid_0's poisson: -109.159\n",
"[73]\tvalid_0's poisson: -109.17\n",
"[74]\tvalid_0's poisson: -109.17\n",
"[75]\tvalid_0's poisson: -109.182\n",
"[76]\tvalid_0's poisson: -109.186\n",
"[77]\tvalid_0's poisson: -109.191\n",
"[78]\tvalid_0's poisson: -109.194\n",
"[79]\tvalid_0's poisson: -109.197\n",
"[80]\tvalid_0's poisson: -109.203\n",
"[81]\tvalid_0's poisson: -109.205\n",
"[82]\tvalid_0's poisson: -109.212\n",
"[83]\tvalid_0's poisson: -109.213\n",
"[84]\tvalid_0's poisson: -109.222\n",
"[85]\tvalid_0's poisson: -109.231\n",
"[86]\tvalid_0's poisson: -109.24\n",
"[87]\tvalid_0's poisson: -109.241\n",
"[88]\tvalid_0's poisson: -109.245\n",
"[89]\tvalid_0's poisson: -109.25\n",
"[90]\tvalid_0's poisson: -109.258\n",
"[91]\tvalid_0's poisson: -109.272\n",
"[92]\tvalid_0's poisson: -109.282\n",
"[93]\tvalid_0's poisson: -109.289\n",
"[94]\tvalid_0's poisson: -109.298\n",
"[95]\tvalid_0's poisson: -109.305\n",
"[96]\tvalid_0's poisson: -109.306\n",
"[97]\tvalid_0's poisson: -109.309\n",
"[98]\tvalid_0's poisson: -109.309\n",
"[99]\tvalid_0's poisson: -109.314\n",
"[100]\tvalid_0's poisson: -109.323\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=0.25, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.047\n",
"[2]\tvalid_0's poisson: -103.481\n",
"[3]\tvalid_0's poisson: -105.221\n",
"[4]\tvalid_0's poisson: -106.189\n",
"[5]\tvalid_0's poisson: -106.802\n",
"[6]\tvalid_0's poisson: -107.115\n",
"[7]\tvalid_0's poisson: -107.426\n",
"[8]\tvalid_0's poisson: -107.868\n",
"[9]\tvalid_0's poisson: -107.994\n",
"[10]\tvalid_0's poisson: -108.136\n",
"[11]\tvalid_0's poisson: -108.214\n",
"[12]\tvalid_0's poisson: -108.286\n",
"[13]\tvalid_0's poisson: -108.364\n",
"[14]\tvalid_0's poisson: -108.522\n",
"[15]\tvalid_0's poisson: -108.655\n",
"[16]\tvalid_0's poisson: -108.825\n",
"[17]\tvalid_0's poisson: -108.853\n",
"[18]\tvalid_0's poisson: -108.884\n",
"[19]\tvalid_0's poisson: -108.906\n",
"[20]\tvalid_0's poisson: -108.93\n",
"[21]\tvalid_0's poisson: -108.948\n",
"[22]\tvalid_0's poisson: -108.963\n",
"[23]\tvalid_0's poisson: -109.023\n",
"[24]\tvalid_0's poisson: -109.089\n",
"[25]\tvalid_0's poisson: -109.094\n",
"[26]\tvalid_0's poisson: -109.1\n",
"[27]\tvalid_0's poisson: -109.126\n",
"[28]\tvalid_0's poisson: -109.152\n",
"[29]\tvalid_0's poisson: -109.196\n",
"[30]\tvalid_0's poisson: -109.211\n",
"[31]\tvalid_0's poisson: -109.22\n",
"[32]\tvalid_0's poisson: -109.238\n",
"[33]\tvalid_0's poisson: -109.281\n",
"[34]\tvalid_0's poisson: -109.287\n",
"[35]\tvalid_0's poisson: -109.3\n",
"[36]\tvalid_0's poisson: -109.305\n",
"[37]\tvalid_0's poisson: -109.303\n",
"[38]\tvalid_0's poisson: -109.304\n",
"[39]\tvalid_0's poisson: -109.343\n",
"[40]\tvalid_0's poisson: -109.341\n",
"[41]\tvalid_0's poisson: -109.352\n",
"[42]\tvalid_0's poisson: -109.357\n",
"[43]\tvalid_0's poisson: -109.352\n",
"[44]\tvalid_0's poisson: -109.349\n",
"[45]\tvalid_0's poisson: -109.354\n",
"[46]\tvalid_0's poisson: -109.364\n",
"[47]\tvalid_0's poisson: -109.371\n",
"[48]\tvalid_0's poisson: -109.378\n",
"[49]\tvalid_0's poisson: -109.402\n",
"[50]\tvalid_0's poisson: -109.409\n",
"[51]\tvalid_0's poisson: -109.407\n",
"[52]\tvalid_0's poisson: -109.419\n",
"[53]\tvalid_0's poisson: -109.428\n",
"[54]\tvalid_0's poisson: -109.451\n",
"[55]\tvalid_0's poisson: -109.451\n",
"[56]\tvalid_0's poisson: -109.457\n",
"[57]\tvalid_0's poisson: -109.468\n",
"[58]\tvalid_0's poisson: -109.47\n",
"[59]\tvalid_0's poisson: -109.473\n",
"[60]\tvalid_0's poisson: -109.472\n",
"[61]\tvalid_0's poisson: -109.485\n",
"[62]\tvalid_0's poisson: -109.49\n",
"[63]\tvalid_0's poisson: -109.49\n",
"[64]\tvalid_0's poisson: -109.485\n",
"[65]\tvalid_0's poisson: -109.504\n",
"[66]\tvalid_0's poisson: -109.505\n",
"[67]\tvalid_0's poisson: -109.52\n",
"[68]\tvalid_0's poisson: -109.523\n",
"[69]\tvalid_0's poisson: -109.519\n",
"[70]\tvalid_0's poisson: -109.516\n",
"[71]\tvalid_0's poisson: -109.526\n",
"[72]\tvalid_0's poisson: -109.529\n",
"[73]\tvalid_0's poisson: -109.526\n",
"[74]\tvalid_0's poisson: -109.536\n",
"[75]\tvalid_0's poisson: -109.539\n",
"[76]\tvalid_0's poisson: -109.538\n",
"[77]\tvalid_0's poisson: -109.539\n",
"[78]\tvalid_0's poisson: -109.539\n",
"[79]\tvalid_0's poisson: -109.529\n",
"[80]\tvalid_0's poisson: -109.53\n",
"[81]\tvalid_0's poisson: -109.539\n",
"[82]\tvalid_0's poisson: -109.541\n",
"[83]\tvalid_0's poisson: -109.546\n",
"[84]\tvalid_0's poisson: -109.554\n",
"[85]\tvalid_0's poisson: -109.557\n",
"[86]\tvalid_0's poisson: -109.557\n",
"[87]\tvalid_0's poisson: -109.559\n",
"[88]\tvalid_0's poisson: -109.561\n",
"[89]\tvalid_0's poisson: -109.559\n",
"[90]\tvalid_0's poisson: -109.556\n",
"[91]\tvalid_0's poisson: -109.558\n",
"[92]\tvalid_0's poisson: -109.558\n",
"[93]\tvalid_0's poisson: -109.559\n",
"[94]\tvalid_0's poisson: -109.557\n",
"[95]\tvalid_0's poisson: -109.561\n",
"[96]\tvalid_0's poisson: -109.56\n",
"[97]\tvalid_0's poisson: -109.563\n",
"[98]\tvalid_0's poisson: -109.56\n",
"[99]\tvalid_0's poisson: -109.559\n",
"[100]\tvalid_0's poisson: -109.562\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.8462\n",
"[2]\tvalid_0's poisson: -102.694\n",
"[3]\tvalid_0's poisson: -104.772\n",
"[4]\tvalid_0's poisson: -105.871\n",
"[5]\tvalid_0's poisson: -106.598\n",
"[6]\tvalid_0's poisson: -107.06\n",
"[7]\tvalid_0's poisson: -107.507\n",
"[8]\tvalid_0's poisson: -107.722\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.009\n",
"[11]\tvalid_0's poisson: -108.178\n",
"[12]\tvalid_0's poisson: -108.288\n",
"[13]\tvalid_0's poisson: -108.386\n",
"[14]\tvalid_0's poisson: -108.442\n",
"[15]\tvalid_0's poisson: -108.518\n",
"[16]\tvalid_0's poisson: -108.531\n",
"[17]\tvalid_0's poisson: -108.615\n",
"[18]\tvalid_0's poisson: -108.723\n",
"[19]\tvalid_0's poisson: -108.804\n",
"[20]\tvalid_0's poisson: -108.812\n",
"[21]\tvalid_0's poisson: -108.833\n",
"[22]\tvalid_0's poisson: -108.914\n",
"[23]\tvalid_0's poisson: -108.933\n",
"[24]\tvalid_0's poisson: -108.975\n",
"[25]\tvalid_0's poisson: -108.982\n",
"[26]\tvalid_0's poisson: -108.994\n",
"[27]\tvalid_0's poisson: -109\n",
"[28]\tvalid_0's poisson: -109.085\n",
"[29]\tvalid_0's poisson: -109.121\n",
"[30]\tvalid_0's poisson: -109.143\n",
"[31]\tvalid_0's poisson: -109.152\n",
"[32]\tvalid_0's poisson: -109.161\n",
"[33]\tvalid_0's poisson: -109.172\n",
"[34]\tvalid_0's poisson: -109.189\n",
"[35]\tvalid_0's poisson: -109.198\n",
"[36]\tvalid_0's poisson: -109.238\n",
"[37]\tvalid_0's poisson: -109.247\n",
"[38]\tvalid_0's poisson: -109.26\n",
"[39]\tvalid_0's poisson: -109.275\n",
"[40]\tvalid_0's poisson: -109.28\n",
"[41]\tvalid_0's poisson: -109.288\n",
"[42]\tvalid_0's poisson: -109.288\n",
"[43]\tvalid_0's poisson: -109.292\n",
"[44]\tvalid_0's poisson: -109.315\n",
"[45]\tvalid_0's poisson: -109.321\n",
"[46]\tvalid_0's poisson: -109.33\n",
"[47]\tvalid_0's poisson: -109.338\n",
"[48]\tvalid_0's poisson: -109.343\n",
"[49]\tvalid_0's poisson: -109.364\n",
"[50]\tvalid_0's poisson: -109.372\n",
"[51]\tvalid_0's poisson: -109.372\n",
"[52]\tvalid_0's poisson: -109.375\n",
"[53]\tvalid_0's poisson: -109.378\n",
"[54]\tvalid_0's poisson: -109.393\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.415\n",
"[57]\tvalid_0's poisson: -109.417\n",
"[58]\tvalid_0's poisson: -109.428\n",
"[59]\tvalid_0's poisson: -109.427\n",
"[60]\tvalid_0's poisson: -109.426\n",
"[61]\tvalid_0's poisson: -109.428\n",
"[62]\tvalid_0's poisson: -109.426\n",
"[63]\tvalid_0's poisson: -109.432\n",
"[64]\tvalid_0's poisson: -109.429\n",
"[65]\tvalid_0's poisson: -109.438\n",
"[66]\tvalid_0's poisson: -109.442\n",
"[67]\tvalid_0's poisson: -109.448\n",
"[68]\tvalid_0's poisson: -109.445\n",
"[69]\tvalid_0's poisson: -109.443\n",
"[70]\tvalid_0's poisson: -109.457\n",
"[71]\tvalid_0's poisson: -109.46\n",
"[72]\tvalid_0's poisson: -109.463\n",
"[73]\tvalid_0's poisson: -109.465\n",
"[74]\tvalid_0's poisson: -109.464\n",
"[75]\tvalid_0's poisson: -109.466\n",
"[76]\tvalid_0's poisson: -109.47\n",
"[77]\tvalid_0's poisson: -109.466\n",
"[78]\tvalid_0's poisson: -109.465\n",
"[79]\tvalid_0's poisson: -109.484\n",
"[80]\tvalid_0's poisson: -109.502\n",
"[81]\tvalid_0's poisson: -109.501\n",
"[82]\tvalid_0's poisson: -109.505\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.512\n",
"[85]\tvalid_0's poisson: -109.513\n",
"[86]\tvalid_0's poisson: -109.516\n",
"[87]\tvalid_0's poisson: -109.518\n",
"[88]\tvalid_0's poisson: -109.521\n",
"[89]\tvalid_0's poisson: -109.517\n",
"[90]\tvalid_0's poisson: -109.516\n",
"[91]\tvalid_0's poisson: -109.527\n",
"[92]\tvalid_0's poisson: -109.531\n",
"[93]\tvalid_0's poisson: -109.531\n",
"[94]\tvalid_0's poisson: -109.539\n",
"[95]\tvalid_0's poisson: -109.539\n",
"[96]\tvalid_0's poisson: -109.545\n",
"[97]\tvalid_0's poisson: -109.555\n",
"[98]\tvalid_0's poisson: -109.555\n",
"[99]\tvalid_0's poisson: -109.558\n",
"[100]\tvalid_0's poisson: -109.556\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -99.989\n",
"[2]\tvalid_0's poisson: -103.127\n",
"[3]\tvalid_0's poisson: -104.849\n",
"[4]\tvalid_0's poisson: -105.816\n",
"[5]\tvalid_0's poisson: -106.458\n",
"[6]\tvalid_0's poisson: -106.921\n",
"[7]\tvalid_0's poisson: -107.183\n",
"[8]\tvalid_0's poisson: -107.334\n",
"[9]\tvalid_0's poisson: -107.437\n",
"[10]\tvalid_0's poisson: -107.636\n",
"[11]\tvalid_0's poisson: -108.245\n",
"[12]\tvalid_0's poisson: -108.474\n",
"[13]\tvalid_0's poisson: -108.558\n",
"[14]\tvalid_0's poisson: -108.596\n",
"[15]\tvalid_0's poisson: -108.662\n",
"[16]\tvalid_0's poisson: -108.718\n",
"[17]\tvalid_0's poisson: -108.757\n",
"[18]\tvalid_0's poisson: -108.845\n",
"[19]\tvalid_0's poisson: -108.92\n",
"[20]\tvalid_0's poisson: -108.934\n",
"[21]\tvalid_0's poisson: -108.955\n",
"[22]\tvalid_0's poisson: -109.004\n",
"[23]\tvalid_0's poisson: -109.058\n",
"[24]\tvalid_0's poisson: -109.088\n",
"[25]\tvalid_0's poisson: -109.09\n",
"[26]\tvalid_0's poisson: -109.112\n",
"[27]\tvalid_0's poisson: -109.123\n",
"[28]\tvalid_0's poisson: -109.158\n",
"[29]\tvalid_0's poisson: -109.158\n",
"[30]\tvalid_0's poisson: -109.213\n",
"[31]\tvalid_0's poisson: -109.217\n",
"[32]\tvalid_0's poisson: -109.226\n",
"[33]\tvalid_0's poisson: -109.253\n",
"[34]\tvalid_0's poisson: -109.268\n",
"[35]\tvalid_0's poisson: -109.282\n",
"[36]\tvalid_0's poisson: -109.296\n",
"[37]\tvalid_0's poisson: -109.299\n",
"[38]\tvalid_0's poisson: -109.297\n",
"[39]\tvalid_0's poisson: -109.298\n",
"[40]\tvalid_0's poisson: -109.298\n",
"[41]\tvalid_0's poisson: -109.312\n",
"[42]\tvalid_0's poisson: -109.319\n",
"[43]\tvalid_0's poisson: -109.316\n",
"[44]\tvalid_0's poisson: -109.319\n",
"[45]\tvalid_0's poisson: -109.36\n",
"[46]\tvalid_0's poisson: -109.358\n",
"[47]\tvalid_0's poisson: -109.359\n",
"[48]\tvalid_0's poisson: -109.369\n",
"[49]\tvalid_0's poisson: -109.371\n",
"[50]\tvalid_0's poisson: -109.374\n",
"[51]\tvalid_0's poisson: -109.377\n",
"[52]\tvalid_0's poisson: -109.377\n",
"[53]\tvalid_0's poisson: -109.383\n",
"[54]\tvalid_0's poisson: -109.377\n",
"[55]\tvalid_0's poisson: -109.387\n",
"[56]\tvalid_0's poisson: -109.392\n",
"[57]\tvalid_0's poisson: -109.406\n",
"[58]\tvalid_0's poisson: -109.408\n",
"[59]\tvalid_0's poisson: -109.402\n",
"[60]\tvalid_0's poisson: -109.402\n",
"[61]\tvalid_0's poisson: -109.406\n",
"[62]\tvalid_0's poisson: -109.409\n",
"[63]\tvalid_0's poisson: -109.412\n",
"[64]\tvalid_0's poisson: -109.42\n",
"[65]\tvalid_0's poisson: -109.426\n",
"[66]\tvalid_0's poisson: -109.425\n",
"[67]\tvalid_0's poisson: -109.428\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.433\n",
"[70]\tvalid_0's poisson: -109.441\n",
"[71]\tvalid_0's poisson: -109.439\n",
"[72]\tvalid_0's poisson: -109.472\n",
"[73]\tvalid_0's poisson: -109.469\n",
"[74]\tvalid_0's poisson: -109.475\n",
"[75]\tvalid_0's poisson: -109.478\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.487\n",
"[78]\tvalid_0's poisson: -109.483\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.489\n",
"[81]\tvalid_0's poisson: -109.492\n",
"[82]\tvalid_0's poisson: -109.502\n",
"[83]\tvalid_0's poisson: -109.51\n",
"[84]\tvalid_0's poisson: -109.517\n",
"[85]\tvalid_0's poisson: -109.516\n",
"[86]\tvalid_0's poisson: -109.52\n",
"[87]\tvalid_0's poisson: -109.524\n",
"[88]\tvalid_0's poisson: -109.523\n",
"[89]\tvalid_0's poisson: -109.523\n",
"[90]\tvalid_0's poisson: -109.524\n",
"[91]\tvalid_0's poisson: -109.52\n",
"[92]\tvalid_0's poisson: -109.517\n",
"[93]\tvalid_0's poisson: -109.516\n",
"[94]\tvalid_0's poisson: -109.523\n",
"[95]\tvalid_0's poisson: -109.521\n",
"[96]\tvalid_0's poisson: -109.519\n",
"[97]\tvalid_0's poisson: -109.527\n",
"[98]\tvalid_0's poisson: -109.532\n",
"[99]\tvalid_0's poisson: -109.532\n",
"[100]\tvalid_0's poisson: -109.537\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.013\n",
"[2]\tvalid_0's poisson: -103.203\n",
"[3]\tvalid_0's poisson: -104.867\n",
"[4]\tvalid_0's poisson: -105.841\n",
"[5]\tvalid_0's poisson: -106.436\n",
"[6]\tvalid_0's poisson: -106.808\n",
"[7]\tvalid_0's poisson: -107.522\n",
"[8]\tvalid_0's poisson: -107.814\n",
"[9]\tvalid_0's poisson: -107.926\n",
"[10]\tvalid_0's poisson: -108.225\n",
"[11]\tvalid_0's poisson: -108.304\n",
"[12]\tvalid_0's poisson: -108.381\n",
"[13]\tvalid_0's poisson: -108.477\n",
"[14]\tvalid_0's poisson: -108.509\n",
"[15]\tvalid_0's poisson: -108.664\n",
"[16]\tvalid_0's poisson: -108.735\n",
"[17]\tvalid_0's poisson: -108.804\n",
"[18]\tvalid_0's poisson: -108.823\n",
"[19]\tvalid_0's poisson: -108.866\n",
"[20]\tvalid_0's poisson: -108.937\n",
"[21]\tvalid_0's poisson: -108.972\n",
"[22]\tvalid_0's poisson: -108.977\n",
"[23]\tvalid_0's poisson: -108.988\n",
"[24]\tvalid_0's poisson: -109.009\n",
"[25]\tvalid_0's poisson: -109.033\n",
"[26]\tvalid_0's poisson: -109.042\n",
"[27]\tvalid_0's poisson: -109.048\n",
"[28]\tvalid_0's poisson: -109.072\n",
"[29]\tvalid_0's poisson: -109.115\n",
"[30]\tvalid_0's poisson: -109.128\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[31]\tvalid_0's poisson: -109.145\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.163\n",
"[34]\tvalid_0's poisson: -109.176\n",
"[35]\tvalid_0's poisson: -109.216\n",
"[36]\tvalid_0's poisson: -109.252\n",
"[37]\tvalid_0's poisson: -109.268\n",
"[38]\tvalid_0's poisson: -109.276\n",
"[39]\tvalid_0's poisson: -109.292\n",
"[40]\tvalid_0's poisson: -109.297\n",
"[41]\tvalid_0's poisson: -109.303\n",
"[42]\tvalid_0's poisson: -109.307\n",
"[43]\tvalid_0's poisson: -109.304\n",
"[44]\tvalid_0's poisson: -109.309\n",
"[45]\tvalid_0's poisson: -109.328\n",
"[46]\tvalid_0's poisson: -109.343\n",
"[47]\tvalid_0's poisson: -109.377\n",
"[48]\tvalid_0's poisson: -109.382\n",
"[49]\tvalid_0's poisson: -109.384\n",
"[50]\tvalid_0's poisson: -109.386\n",
"[51]\tvalid_0's poisson: -109.39\n",
"[52]\tvalid_0's poisson: -109.385\n",
"[53]\tvalid_0's poisson: -109.391\n",
"[54]\tvalid_0's poisson: -109.394\n",
"[55]\tvalid_0's poisson: -109.398\n",
"[56]\tvalid_0's poisson: -109.4\n",
"[57]\tvalid_0's poisson: -109.405\n",
"[58]\tvalid_0's poisson: -109.418\n",
"[59]\tvalid_0's poisson: -109.441\n",
"[60]\tvalid_0's poisson: -109.45\n",
"[61]\tvalid_0's poisson: -109.461\n",
"[62]\tvalid_0's poisson: -109.466\n",
"[63]\tvalid_0's poisson: -109.466\n",
"[64]\tvalid_0's poisson: -109.472\n",
"[65]\tvalid_0's poisson: -109.472\n",
"[66]\tvalid_0's poisson: -109.479\n",
"[67]\tvalid_0's poisson: -109.482\n",
"[68]\tvalid_0's poisson: -109.476\n",
"[69]\tvalid_0's poisson: -109.474\n",
"[70]\tvalid_0's poisson: -109.474\n",
"[71]\tvalid_0's poisson: -109.482\n",
"[72]\tvalid_0's poisson: -109.485\n",
"[73]\tvalid_0's poisson: -109.485\n",
"[74]\tvalid_0's poisson: -109.486\n",
"[75]\tvalid_0's poisson: -109.493\n",
"[76]\tvalid_0's poisson: -109.485\n",
"[77]\tvalid_0's poisson: -109.479\n",
"[78]\tvalid_0's poisson: -109.478\n",
"[79]\tvalid_0's poisson: -109.481\n",
"[80]\tvalid_0's poisson: -109.484\n",
"[81]\tvalid_0's poisson: -109.484\n",
"[82]\tvalid_0's poisson: -109.479\n",
"[83]\tvalid_0's poisson: -109.482\n",
"[84]\tvalid_0's poisson: -109.482\n",
"[85]\tvalid_0's poisson: -109.487\n",
"[86]\tvalid_0's poisson: -109.491\n",
"[87]\tvalid_0's poisson: -109.49\n",
"[88]\tvalid_0's poisson: -109.493\n",
"[89]\tvalid_0's poisson: -109.49\n",
"[90]\tvalid_0's poisson: -109.49\n",
"[91]\tvalid_0's poisson: -109.489\n",
"[92]\tvalid_0's poisson: -109.489\n",
"[93]\tvalid_0's poisson: -109.493\n",
"[94]\tvalid_0's poisson: -109.494\n",
"[95]\tvalid_0's poisson: -109.493\n",
"[96]\tvalid_0's poisson: -109.49\n",
"[97]\tvalid_0's poisson: -109.493\n",
"[98]\tvalid_0's poisson: -109.49\n",
"[99]\tvalid_0's poisson: -109.49\n",
"[100]\tvalid_0's poisson: -109.498\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -100.006\n",
"[2]\tvalid_0's poisson: -103.183\n",
"[3]\tvalid_0's poisson: -104.915\n",
"[4]\tvalid_0's poisson: -105.848\n",
"[5]\tvalid_0's poisson: -106.835\n",
"[6]\tvalid_0's poisson: -107.238\n",
"[7]\tvalid_0's poisson: -107.458\n",
"[8]\tvalid_0's poisson: -107.669\n",
"[9]\tvalid_0's poisson: -107.759\n",
"[10]\tvalid_0's poisson: -107.892\n",
"[11]\tvalid_0's poisson: -108.092\n",
"[12]\tvalid_0's poisson: -108.217\n",
"[13]\tvalid_0's poisson: -108.421\n",
"[14]\tvalid_0's poisson: -108.542\n",
"[15]\tvalid_0's poisson: -108.613\n",
"[16]\tvalid_0's poisson: -108.672\n",
"[17]\tvalid_0's poisson: -108.712\n",
"[18]\tvalid_0's poisson: -108.791\n",
"[19]\tvalid_0's poisson: -108.856\n",
"[20]\tvalid_0's poisson: -108.891\n",
"[21]\tvalid_0's poisson: -108.944\n",
"[22]\tvalid_0's poisson: -108.988\n",
"[23]\tvalid_0's poisson: -109.021\n",
"[24]\tvalid_0's poisson: -109.032\n",
"[25]\tvalid_0's poisson: -109.059\n",
"[26]\tvalid_0's poisson: -109.085\n",
"[27]\tvalid_0's poisson: -109.093\n",
"[28]\tvalid_0's poisson: -109.101\n",
"[29]\tvalid_0's poisson: -109.119\n",
"[30]\tvalid_0's poisson: -109.121\n",
"[31]\tvalid_0's poisson: -109.131\n",
"[32]\tvalid_0's poisson: -109.146\n",
"[33]\tvalid_0's poisson: -109.165\n",
"[34]\tvalid_0's poisson: -109.164\n",
"[35]\tvalid_0's poisson: -109.176\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.207\n",
"[38]\tvalid_0's poisson: -109.208\n",
"[39]\tvalid_0's poisson: -109.226\n",
"[40]\tvalid_0's poisson: -109.227\n",
"[41]\tvalid_0's poisson: -109.243\n",
"[42]\tvalid_0's poisson: -109.262\n",
"[43]\tvalid_0's poisson: -109.283\n",
"[44]\tvalid_0's poisson: -109.288\n",
"[45]\tvalid_0's poisson: -109.292\n",
"[46]\tvalid_0's poisson: -109.298\n",
"[47]\tvalid_0's poisson: -109.294\n",
"[48]\tvalid_0's poisson: -109.297\n",
"[49]\tvalid_0's poisson: -109.308\n",
"[50]\tvalid_0's poisson: -109.324\n",
"[51]\tvalid_0's poisson: -109.322\n",
"[52]\tvalid_0's poisson: -109.327\n",
"[53]\tvalid_0's poisson: -109.328\n",
"[54]\tvalid_0's poisson: -109.328\n",
"[55]\tvalid_0's poisson: -109.333\n",
"[56]\tvalid_0's poisson: -109.332\n",
"[57]\tvalid_0's poisson: -109.333\n",
"[58]\tvalid_0's poisson: -109.334\n",
"[59]\tvalid_0's poisson: -109.367\n",
"[60]\tvalid_0's poisson: -109.377\n",
"[61]\tvalid_0's poisson: -109.376\n",
"[62]\tvalid_0's poisson: -109.374\n",
"[63]\tvalid_0's poisson: -109.401\n",
"[64]\tvalid_0's poisson: -109.402\n",
"[65]\tvalid_0's poisson: -109.405\n",
"[66]\tvalid_0's poisson: -109.419\n",
"[67]\tvalid_0's poisson: -109.421\n",
"[68]\tvalid_0's poisson: -109.425\n",
"[69]\tvalid_0's poisson: -109.428\n",
"[70]\tvalid_0's poisson: -109.446\n",
"[71]\tvalid_0's poisson: -109.447\n",
"[72]\tvalid_0's poisson: -109.447\n",
"[73]\tvalid_0's poisson: -109.451\n",
"[74]\tvalid_0's poisson: -109.453\n",
"[75]\tvalid_0's poisson: -109.452\n",
"[76]\tvalid_0's poisson: -109.449\n",
"[77]\tvalid_0's poisson: -109.457\n",
"[78]\tvalid_0's poisson: -109.456\n",
"[79]\tvalid_0's poisson: -109.455\n",
"[80]\tvalid_0's poisson: -109.457\n",
"[81]\tvalid_0's poisson: -109.461\n",
"[82]\tvalid_0's poisson: -109.464\n",
"[83]\tvalid_0's poisson: -109.468\n",
"[84]\tvalid_0's poisson: -109.469\n",
"[85]\tvalid_0's poisson: -109.467\n",
"[86]\tvalid_0's poisson: -109.477\n",
"[87]\tvalid_0's poisson: -109.482\n",
"[88]\tvalid_0's poisson: -109.486\n",
"[89]\tvalid_0's poisson: -109.491\n",
"[90]\tvalid_0's poisson: -109.494\n",
"[91]\tvalid_0's poisson: -109.494\n",
"[92]\tvalid_0's poisson: -109.5\n",
"[93]\tvalid_0's poisson: -109.496\n",
"[94]\tvalid_0's poisson: -109.491\n",
"[95]\tvalid_0's poisson: -109.499\n",
"[96]\tvalid_0's poisson: -109.5\n",
"[97]\tvalid_0's poisson: -109.502\n",
"[98]\tvalid_0's poisson: -109.501\n",
"[99]\tvalid_0's poisson: -109.501\n",
"[100]\tvalid_0's poisson: -109.503\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.1, lambda_l2=0, learning_rate=1.0, max_depth=4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2607\n",
"[2]\tvalid_0's poisson: -87.347\n",
"[3]\tvalid_0's poisson: -87.4327\n",
"[4]\tvalid_0's poisson: -87.5177\n",
"[5]\tvalid_0's poisson: -87.6021\n",
"[6]\tvalid_0's poisson: -87.6858\n",
"[7]\tvalid_0's poisson: -87.7689\n",
"[8]\tvalid_0's poisson: -87.8514\n",
"[9]\tvalid_0's poisson: -87.9333\n",
"[10]\tvalid_0's poisson: -88.0146\n",
"[11]\tvalid_0's poisson: -88.0953\n",
"[12]\tvalid_0's poisson: -88.1754\n",
"[13]\tvalid_0's poisson: -88.2549\n",
"[14]\tvalid_0's poisson: -88.3339\n",
"[15]\tvalid_0's poisson: -88.4123\n",
"[16]\tvalid_0's poisson: -88.4901\n",
"[17]\tvalid_0's poisson: -88.5677\n",
"[18]\tvalid_0's poisson: -88.6444\n",
"[19]\tvalid_0's poisson: -88.7203\n",
"[20]\tvalid_0's poisson: -88.7957\n",
"[21]\tvalid_0's poisson: -88.8709\n",
"[22]\tvalid_0's poisson: -88.9453\n",
"[23]\tvalid_0's poisson: -89.0192\n",
"[24]\tvalid_0's poisson: -89.0924\n",
"[25]\tvalid_0's poisson: -89.1656\n",
"[26]\tvalid_0's poisson: -89.2378\n",
"[27]\tvalid_0's poisson: -89.3098\n",
"[28]\tvalid_0's poisson: -89.3811\n",
"[29]\tvalid_0's poisson: -89.4524\n",
"[30]\tvalid_0's poisson: -89.5233\n",
"[31]\tvalid_0's poisson: -89.5932\n",
"[32]\tvalid_0's poisson: -89.6628\n",
"[33]\tvalid_0's poisson: -89.7319\n",
"[34]\tvalid_0's poisson: -89.8017\n",
"[35]\tvalid_0's poisson: -89.8703\n",
"[36]\tvalid_0's poisson: -89.9388\n",
"[37]\tvalid_0's poisson: -90.0073\n",
"[38]\tvalid_0's poisson: -90.075\n",
"[39]\tvalid_0's poisson: -90.1423\n",
"[40]\tvalid_0's poisson: -90.2087\n",
"[41]\tvalid_0's poisson: -90.2756\n",
"[42]\tvalid_0's poisson: -90.3417\n",
"[43]\tvalid_0's poisson: -90.4073\n",
"[44]\tvalid_0's poisson: -90.473\n",
"[45]\tvalid_0's poisson: -90.538\n",
"[46]\tvalid_0's poisson: -90.6027\n",
"[47]\tvalid_0's poisson: -90.6672\n",
"[48]\tvalid_0's poisson: -90.731\n",
"[49]\tvalid_0's poisson: -90.7944\n",
"[50]\tvalid_0's poisson: -90.8578\n",
"[51]\tvalid_0's poisson: -90.9206\n",
"[52]\tvalid_0's poisson: -90.9831\n",
"[53]\tvalid_0's poisson: -91.0451\n",
"[54]\tvalid_0's poisson: -91.1067\n",
"[55]\tvalid_0's poisson: -91.1678\n",
"[56]\tvalid_0's poisson: -91.229\n",
"[57]\tvalid_0's poisson: -91.2896\n",
"[58]\tvalid_0's poisson: -91.35\n",
"[59]\tvalid_0's poisson: -91.4102\n",
"[60]\tvalid_0's poisson: -91.47\n",
"[61]\tvalid_0's poisson: -91.5293\n",
"[62]\tvalid_0's poisson: -91.5886\n",
"[63]\tvalid_0's poisson: -91.6471\n",
"[64]\tvalid_0's poisson: -91.7053\n",
"[65]\tvalid_0's poisson: -91.7633\n",
"[66]\tvalid_0's poisson: -91.8211\n",
"[67]\tvalid_0's poisson: -91.8784\n",
"[68]\tvalid_0's poisson: -91.9361\n",
"[69]\tvalid_0's poisson: -91.9928\n",
"[70]\tvalid_0's poisson: -92.0495\n",
"[71]\tvalid_0's poisson: -92.1056\n",
"[72]\tvalid_0's poisson: -92.1614\n",
"[73]\tvalid_0's poisson: -92.2169\n",
"[74]\tvalid_0's poisson: -92.2722\n",
"[75]\tvalid_0's poisson: -92.3271\n",
"[76]\tvalid_0's poisson: -92.3815\n",
"[77]\tvalid_0's poisson: -92.436\n",
"[78]\tvalid_0's poisson: -92.4902\n",
"[79]\tvalid_0's poisson: -92.5447\n",
"[80]\tvalid_0's poisson: -92.5983\n",
"[81]\tvalid_0's poisson: -92.6516\n",
"[82]\tvalid_0's poisson: -92.7046\n",
"[83]\tvalid_0's poisson: -92.7572\n",
"[84]\tvalid_0's poisson: -92.8098\n",
"[85]\tvalid_0's poisson: -92.862\n",
"[86]\tvalid_0's poisson: -92.9139\n",
"[87]\tvalid_0's poisson: -92.9659\n",
"[88]\tvalid_0's poisson: -93.0175\n",
"[89]\tvalid_0's poisson: -93.0686\n",
"[90]\tvalid_0's poisson: -93.12\n",
"[91]\tvalid_0's poisson: -93.1707\n",
"[92]\tvalid_0's poisson: -93.2211\n",
"[93]\tvalid_0's poisson: -93.2713\n",
"[94]\tvalid_0's poisson: -93.3211\n",
"[95]\tvalid_0's poisson: -93.3713\n",
"[96]\tvalid_0's poisson: -93.4208\n",
"[97]\tvalid_0's poisson: -93.47\n",
"[98]\tvalid_0's poisson: -93.5189\n",
"[99]\tvalid_0's poisson: -93.5676\n",
"[100]\tvalid_0's poisson: -93.6162\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2619\n",
"[2]\tvalid_0's poisson: -87.3496\n",
"[3]\tvalid_0's poisson: -87.4367\n",
"[4]\tvalid_0's poisson: -87.5248\n",
"[5]\tvalid_0's poisson: -87.6123\n",
"[6]\tvalid_0's poisson: -87.6991\n",
"[7]\tvalid_0's poisson: -87.7841\n",
"[8]\tvalid_0's poisson: -87.8685\n",
"[9]\tvalid_0's poisson: -87.9523\n",
"[10]\tvalid_0's poisson: -88.0354\n",
"[11]\tvalid_0's poisson: -88.118\n",
"[12]\tvalid_0's poisson: -88.1991\n",
"[13]\tvalid_0's poisson: -88.2805\n",
"[14]\tvalid_0's poisson: -88.3605\n",
"[15]\tvalid_0's poisson: -88.44\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[16]\tvalid_0's poisson: -88.5196\n",
"[17]\tvalid_0's poisson: -88.5979\n",
"[18]\tvalid_0's poisson: -88.6764\n",
"[19]\tvalid_0's poisson: -88.7537\n",
"[20]\tvalid_0's poisson: -88.8304\n",
"[21]\tvalid_0's poisson: -88.9073\n",
"[22]\tvalid_0's poisson: -88.983\n",
"[23]\tvalid_0's poisson: -89.0582\n",
"[24]\tvalid_0's poisson: -89.1335\n",
"[25]\tvalid_0's poisson: -89.2081\n",
"[26]\tvalid_0's poisson: -89.282\n",
"[27]\tvalid_0's poisson: -89.3553\n",
"[28]\tvalid_0's poisson: -89.4283\n",
"[29]\tvalid_0's poisson: -89.5008\n",
"[30]\tvalid_0's poisson: -89.5729\n",
"[31]\tvalid_0's poisson: -89.6445\n",
"[32]\tvalid_0's poisson: -89.7156\n",
"[33]\tvalid_0's poisson: -89.7861\n",
"[34]\tvalid_0's poisson: -89.8564\n",
"[35]\tvalid_0's poisson: -89.9261\n",
"[36]\tvalid_0's poisson: -89.9948\n",
"[37]\tvalid_0's poisson: -90.063\n",
"[38]\tvalid_0's poisson: -90.1314\n",
"[39]\tvalid_0's poisson: -90.1989\n",
"[40]\tvalid_0's poisson: -90.2664\n",
"[41]\tvalid_0's poisson: -90.3336\n",
"[42]\tvalid_0's poisson: -90.3997\n",
"[43]\tvalid_0's poisson: -90.4662\n",
"[44]\tvalid_0's poisson: -90.5315\n",
"[45]\tvalid_0's poisson: -90.5964\n",
"[46]\tvalid_0's poisson: -90.6615\n",
"[47]\tvalid_0's poisson: -90.7263\n",
"[48]\tvalid_0's poisson: -90.7907\n",
"[49]\tvalid_0's poisson: -90.8542\n",
"[50]\tvalid_0's poisson: -90.9173\n",
"[51]\tvalid_0's poisson: -90.981\n",
"[52]\tvalid_0's poisson: -91.0437\n",
"[53]\tvalid_0's poisson: -91.1068\n",
"[54]\tvalid_0's poisson: -91.1687\n",
"[55]\tvalid_0's poisson: -91.2311\n",
"[56]\tvalid_0's poisson: -91.292\n",
"[57]\tvalid_0's poisson: -91.3531\n",
"[58]\tvalid_0's poisson: -91.4143\n",
"[59]\tvalid_0's poisson: -91.475\n",
"[60]\tvalid_0's poisson: -91.5349\n",
"[61]\tvalid_0's poisson: -91.595\n",
"[62]\tvalid_0's poisson: -91.6544\n",
"[63]\tvalid_0's poisson: -91.7135\n",
"[64]\tvalid_0's poisson: -91.7724\n",
"[65]\tvalid_0's poisson: -91.8308\n",
"[66]\tvalid_0's poisson: -91.8891\n",
"[67]\tvalid_0's poisson: -91.9469\n",
"[68]\tvalid_0's poisson: -92.0048\n",
"[69]\tvalid_0's poisson: -92.0619\n",
"[70]\tvalid_0's poisson: -92.1189\n",
"[71]\tvalid_0's poisson: -92.1754\n",
"[72]\tvalid_0's poisson: -92.2317\n",
"[73]\tvalid_0's poisson: -92.288\n",
"[74]\tvalid_0's poisson: -92.3436\n",
"[75]\tvalid_0's poisson: -92.3991\n",
"[76]\tvalid_0's poisson: -92.4542\n",
"[77]\tvalid_0's poisson: -92.5094\n",
"[78]\tvalid_0's poisson: -92.5637\n",
"[79]\tvalid_0's poisson: -92.6181\n",
"[80]\tvalid_0's poisson: -92.672\n",
"[81]\tvalid_0's poisson: -92.726\n",
"[82]\tvalid_0's poisson: -92.7792\n",
"[83]\tvalid_0's poisson: -92.8327\n",
"[84]\tvalid_0's poisson: -92.8854\n",
"[85]\tvalid_0's poisson: -92.938\n",
"[86]\tvalid_0's poisson: -92.9904\n",
"[87]\tvalid_0's poisson: -93.0424\n",
"[88]\tvalid_0's poisson: -93.0943\n",
"[89]\tvalid_0's poisson: -93.1456\n",
"[90]\tvalid_0's poisson: -93.1967\n",
"[91]\tvalid_0's poisson: -93.2475\n",
"[92]\tvalid_0's poisson: -93.2982\n",
"[93]\tvalid_0's poisson: -93.3487\n",
"[94]\tvalid_0's poisson: -93.3987\n",
"[95]\tvalid_0's poisson: -93.4488\n",
"[96]\tvalid_0's poisson: -93.4988\n",
"[97]\tvalid_0's poisson: -93.5483\n",
"[98]\tvalid_0's poisson: -93.5977\n",
"[99]\tvalid_0's poisson: -93.6466\n",
"[100]\tvalid_0's poisson: -93.6956\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2584\n",
"[2]\tvalid_0's poisson: -87.3465\n",
"[3]\tvalid_0's poisson: -87.4339\n",
"[4]\tvalid_0's poisson: -87.5206\n",
"[5]\tvalid_0's poisson: -87.6069\n",
"[6]\tvalid_0's poisson: -87.6922\n",
"[7]\tvalid_0's poisson: -87.7772\n",
"[8]\tvalid_0's poisson: -87.8614\n",
"[9]\tvalid_0's poisson: -87.9451\n",
"[10]\tvalid_0's poisson: -88.0281\n",
"[11]\tvalid_0's poisson: -88.1105\n",
"[12]\tvalid_0's poisson: -88.1923\n",
"[13]\tvalid_0's poisson: -88.2721\n",
"[14]\tvalid_0's poisson: -88.3517\n",
"[15]\tvalid_0's poisson: -88.4311\n",
"[16]\tvalid_0's poisson: -88.5106\n",
"[17]\tvalid_0's poisson: -88.5884\n",
"[18]\tvalid_0's poisson: -88.6662\n",
"[19]\tvalid_0's poisson: -88.743\n",
"[20]\tvalid_0's poisson: -88.8197\n",
"[21]\tvalid_0's poisson: -88.8965\n",
"[22]\tvalid_0's poisson: -88.9717\n",
"[23]\tvalid_0's poisson: -89.0469\n",
"[24]\tvalid_0's poisson: -89.1215\n",
"[25]\tvalid_0's poisson: -89.1957\n",
"[26]\tvalid_0's poisson: -89.2697\n",
"[27]\tvalid_0's poisson: -89.3429\n",
"[28]\tvalid_0's poisson: -89.4156\n",
"[29]\tvalid_0's poisson: -89.4879\n",
"[30]\tvalid_0's poisson: -89.5596\n",
"[31]\tvalid_0's poisson: -89.6316\n",
"[32]\tvalid_0's poisson: -89.7025\n",
"[33]\tvalid_0's poisson: -89.7729\n",
"[34]\tvalid_0's poisson: -89.8431\n",
"[35]\tvalid_0's poisson: -89.9129\n",
"[36]\tvalid_0's poisson: -89.9821\n",
"[37]\tvalid_0's poisson: -90.0508\n",
"[38]\tvalid_0's poisson: -90.1192\n",
"[39]\tvalid_0's poisson: -90.1876\n",
"[40]\tvalid_0's poisson: -90.2551\n",
"[41]\tvalid_0's poisson: -90.3221\n",
"[42]\tvalid_0's poisson: -90.3887\n",
"[43]\tvalid_0's poisson: -90.4555\n",
"[44]\tvalid_0's poisson: -90.5214\n",
"[45]\tvalid_0's poisson: -90.5868\n",
"[46]\tvalid_0's poisson: -90.6519\n",
"[47]\tvalid_0's poisson: -90.7172\n",
"[48]\tvalid_0's poisson: -90.7815\n",
"[49]\tvalid_0's poisson: -90.8453\n",
"[50]\tvalid_0's poisson: -90.9088\n",
"[51]\tvalid_0's poisson: -90.9719\n",
"[52]\tvalid_0's poisson: -91.0352\n",
"[53]\tvalid_0's poisson: -91.0977\n",
"[54]\tvalid_0's poisson: -91.1597\n",
"[55]\tvalid_0's poisson: -91.222\n",
"[56]\tvalid_0's poisson: -91.2834\n",
"[57]\tvalid_0's poisson: -91.3444\n",
"[58]\tvalid_0's poisson: -91.4051\n",
"[59]\tvalid_0's poisson: -91.466\n",
"[60]\tvalid_0's poisson: -91.526\n",
"[61]\tvalid_0's poisson: -91.5857\n",
"[62]\tvalid_0's poisson: -91.6449\n",
"[63]\tvalid_0's poisson: -91.7045\n",
"[64]\tvalid_0's poisson: -91.7632\n",
"[65]\tvalid_0's poisson: -91.8215\n",
"[66]\tvalid_0's poisson: -91.8801\n",
"[67]\tvalid_0's poisson: -91.9375\n",
"[68]\tvalid_0's poisson: -91.9948\n",
"[69]\tvalid_0's poisson: -92.0517\n",
"[70]\tvalid_0's poisson: -92.1089\n",
"[71]\tvalid_0's poisson: -92.1651\n",
"[72]\tvalid_0's poisson: -92.2212\n",
"[73]\tvalid_0's poisson: -92.2776\n",
"[74]\tvalid_0's poisson: -92.3332\n",
"[75]\tvalid_0's poisson: -92.3882\n",
"[76]\tvalid_0's poisson: -92.4436\n",
"[77]\tvalid_0's poisson: -92.4982\n",
"[78]\tvalid_0's poisson: -92.5523\n",
"[79]\tvalid_0's poisson: -92.6066\n",
"[80]\tvalid_0's poisson: -92.661\n",
"[81]\tvalid_0's poisson: -92.7145\n",
"[82]\tvalid_0's poisson: -92.7677\n",
"[83]\tvalid_0's poisson: -92.8212\n",
"[84]\tvalid_0's poisson: -92.8737\n",
"[85]\tvalid_0's poisson: -92.9263\n",
"[86]\tvalid_0's poisson: -92.979\n",
"[87]\tvalid_0's poisson: -93.0307\n",
"[88]\tvalid_0's poisson: -93.0822\n",
"[89]\tvalid_0's poisson: -93.1337\n",
"[90]\tvalid_0's poisson: -93.1853\n",
"[91]\tvalid_0's poisson: -93.2363\n",
"[92]\tvalid_0's poisson: -93.2868\n",
"[93]\tvalid_0's poisson: -93.3376\n",
"[94]\tvalid_0's poisson: -93.3876\n",
"[95]\tvalid_0's poisson: -93.4375\n",
"[96]\tvalid_0's poisson: -93.4876\n",
"[97]\tvalid_0's poisson: -93.5369\n",
"[98]\tvalid_0's poisson: -93.5861\n",
"[99]\tvalid_0's poisson: -93.6355\n",
"[100]\tvalid_0's poisson: -93.684\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2657\n",
"[2]\tvalid_0's poisson: -87.3546\n",
"[3]\tvalid_0's poisson: -87.4429\n",
"[4]\tvalid_0's poisson: -87.5304\n",
"[5]\tvalid_0's poisson: -87.6173\n",
"[6]\tvalid_0's poisson: -87.7035\n",
"[7]\tvalid_0's poisson: -87.789\n",
"[8]\tvalid_0's poisson: -87.8738\n",
"[9]\tvalid_0's poisson: -87.958\n",
"[10]\tvalid_0's poisson: -88.0416\n",
"[11]\tvalid_0's poisson: -88.1246\n",
"[12]\tvalid_0's poisson: -88.2069\n",
"[13]\tvalid_0's poisson: -88.2886\n",
"[14]\tvalid_0's poisson: -88.3697\n",
"[15]\tvalid_0's poisson: -88.4503\n",
"[16]\tvalid_0's poisson: -88.5302\n",
"[17]\tvalid_0's poisson: -88.6096\n",
"[18]\tvalid_0's poisson: -88.6884\n",
"[19]\tvalid_0's poisson: -88.7667\n",
"[20]\tvalid_0's poisson: -88.8443\n",
"[21]\tvalid_0's poisson: -88.921\n",
"[22]\tvalid_0's poisson: -88.9971\n",
"[23]\tvalid_0's poisson: -89.0732\n",
"[24]\tvalid_0's poisson: -89.1483\n",
"[25]\tvalid_0's poisson: -89.2228\n",
"[26]\tvalid_0's poisson: -89.2974\n",
"[27]\tvalid_0's poisson: -89.3709\n",
"[28]\tvalid_0's poisson: -89.444\n",
"[29]\tvalid_0's poisson: -89.5172\n",
"[30]\tvalid_0's poisson: -89.5894\n",
"[31]\tvalid_0's poisson: -89.6612\n",
"[32]\tvalid_0's poisson: -89.7325\n",
"[33]\tvalid_0's poisson: -89.8032\n",
"[34]\tvalid_0's poisson: -89.8734\n",
"[35]\tvalid_0's poisson: -89.9432\n",
"[36]\tvalid_0's poisson: -90.0125\n",
"[37]\tvalid_0's poisson: -90.0815\n",
"[38]\tvalid_0's poisson: -90.15\n",
"[39]\tvalid_0's poisson: -90.218\n",
"[40]\tvalid_0's poisson: -90.2855\n",
"[41]\tvalid_0's poisson: -90.3528\n",
"[42]\tvalid_0's poisson: -90.4195\n",
"[43]\tvalid_0's poisson: -90.4858\n",
"[44]\tvalid_0's poisson: -90.5519\n",
"[45]\tvalid_0's poisson: -90.6176\n",
"[46]\tvalid_0's poisson: -90.6827\n",
"[47]\tvalid_0's poisson: -90.7475\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[48]\tvalid_0's poisson: -90.8118\n",
"[49]\tvalid_0's poisson: -90.876\n",
"[50]\tvalid_0's poisson: -90.9396\n",
"[51]\tvalid_0's poisson: -91.0027\n",
"[52]\tvalid_0's poisson: -91.0659\n",
"[53]\tvalid_0's poisson: -91.1285\n",
"[54]\tvalid_0's poisson: -91.1906\n",
"[55]\tvalid_0's poisson: -91.2524\n",
"[56]\tvalid_0's poisson: -91.3141\n",
"[57]\tvalid_0's poisson: -91.3753\n",
"[58]\tvalid_0's poisson: -91.4363\n",
"[59]\tvalid_0's poisson: -91.4969\n",
"[60]\tvalid_0's poisson: -91.5571\n",
"[61]\tvalid_0's poisson: -91.6174\n",
"[62]\tvalid_0's poisson: -91.677\n",
"[63]\tvalid_0's poisson: -91.7364\n",
"[64]\tvalid_0's poisson: -91.7954\n",
"[65]\tvalid_0's poisson: -91.8542\n",
"[66]\tvalid_0's poisson: -91.9125\n",
"[67]\tvalid_0's poisson: -91.9705\n",
"[68]\tvalid_0's poisson: -92.0283\n",
"[69]\tvalid_0's poisson: -92.0858\n",
"[70]\tvalid_0's poisson: -92.1429\n",
"[71]\tvalid_0's poisson: -92.1996\n",
"[72]\tvalid_0's poisson: -92.2561\n",
"[73]\tvalid_0's poisson: -92.3123\n",
"[74]\tvalid_0's poisson: -92.3681\n",
"[75]\tvalid_0's poisson: -92.4238\n",
"[76]\tvalid_0's poisson: -92.479\n",
"[77]\tvalid_0's poisson: -92.5341\n",
"[78]\tvalid_0's poisson: -92.5887\n",
"[79]\tvalid_0's poisson: -92.643\n",
"[80]\tvalid_0's poisson: -92.6972\n",
"[81]\tvalid_0's poisson: -92.751\n",
"[82]\tvalid_0's poisson: -92.8047\n",
"[83]\tvalid_0's poisson: -92.8582\n",
"[84]\tvalid_0's poisson: -92.9112\n",
"[85]\tvalid_0's poisson: -92.964\n",
"[86]\tvalid_0's poisson: -93.0165\n",
"[87]\tvalid_0's poisson: -93.0688\n",
"[88]\tvalid_0's poisson: -93.1206\n",
"[89]\tvalid_0's poisson: -93.1726\n",
"[90]\tvalid_0's poisson: -93.224\n",
"[91]\tvalid_0's poisson: -93.2751\n",
"[92]\tvalid_0's poisson: -93.326\n",
"[93]\tvalid_0's poisson: -93.3768\n",
"[94]\tvalid_0's poisson: -93.4272\n",
"[95]\tvalid_0's poisson: -93.4774\n",
"[96]\tvalid_0's poisson: -93.5275\n",
"[97]\tvalid_0's poisson: -93.5771\n",
"[98]\tvalid_0's poisson: -93.6264\n",
"[99]\tvalid_0's poisson: -93.6756\n",
"[100]\tvalid_0's poisson: -93.7248\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2515\n",
"[2]\tvalid_0's poisson: -87.3388\n",
"[3]\tvalid_0's poisson: -87.4253\n",
"[4]\tvalid_0's poisson: -87.5112\n",
"[5]\tvalid_0's poisson: -87.5964\n",
"[6]\tvalid_0's poisson: -87.681\n",
"[7]\tvalid_0's poisson: -87.7649\n",
"[8]\tvalid_0's poisson: -87.8482\n",
"[9]\tvalid_0's poisson: -87.9309\n",
"[10]\tvalid_0's poisson: -88.0129\n",
"[11]\tvalid_0's poisson: -88.0944\n",
"[12]\tvalid_0's poisson: -88.1752\n",
"[13]\tvalid_0's poisson: -88.2555\n",
"[14]\tvalid_0's poisson: -88.3351\n",
"[15]\tvalid_0's poisson: -88.4142\n",
"[16]\tvalid_0's poisson: -88.4928\n",
"[17]\tvalid_0's poisson: -88.5707\n",
"[18]\tvalid_0's poisson: -88.6481\n",
"[19]\tvalid_0's poisson: -88.725\n",
"[20]\tvalid_0's poisson: -88.8013\n",
"[21]\tvalid_0's poisson: -88.8772\n",
"[22]\tvalid_0's poisson: -88.9519\n",
"[23]\tvalid_0's poisson: -89.0267\n",
"[24]\tvalid_0's poisson: -89.1005\n",
"[25]\tvalid_0's poisson: -89.1743\n",
"[26]\tvalid_0's poisson: -89.2475\n",
"[27]\tvalid_0's poisson: -89.3198\n",
"[28]\tvalid_0's poisson: -89.3922\n",
"[29]\tvalid_0's poisson: -89.4635\n",
"[30]\tvalid_0's poisson: -89.5349\n",
"[31]\tvalid_0's poisson: -89.6054\n",
"[32]\tvalid_0's poisson: -89.676\n",
"[33]\tvalid_0's poisson: -89.7459\n",
"[34]\tvalid_0's poisson: -89.8157\n",
"[35]\tvalid_0's poisson: -89.8848\n",
"[36]\tvalid_0's poisson: -89.9536\n",
"[37]\tvalid_0's poisson: -90.022\n",
"[38]\tvalid_0's poisson: -90.0899\n",
"[39]\tvalid_0's poisson: -90.1573\n",
"[40]\tvalid_0's poisson: -90.2243\n",
"[41]\tvalid_0's poisson: -90.291\n",
"[42]\tvalid_0's poisson: -90.3572\n",
"[43]\tvalid_0's poisson: -90.423\n",
"[44]\tvalid_0's poisson: -90.4884\n",
"[45]\tvalid_0's poisson: -90.553\n",
"[46]\tvalid_0's poisson: -90.6176\n",
"[47]\tvalid_0's poisson: -90.6818\n",
"[48]\tvalid_0's poisson: -90.7457\n",
"[49]\tvalid_0's poisson: -90.8092\n",
"[50]\tvalid_0's poisson: -90.8724\n",
"[51]\tvalid_0's poisson: -90.9348\n",
"[52]\tvalid_0's poisson: -90.9971\n",
"[53]\tvalid_0's poisson: -91.0591\n",
"[54]\tvalid_0's poisson: -91.1209\n",
"[55]\tvalid_0's poisson: -91.1824\n",
"[56]\tvalid_0's poisson: -91.2434\n",
"[57]\tvalid_0's poisson: -91.3041\n",
"[58]\tvalid_0's poisson: -91.3644\n",
"[59]\tvalid_0's poisson: -91.4243\n",
"[60]\tvalid_0's poisson: -91.4839\n",
"[61]\tvalid_0's poisson: -91.5432\n",
"[62]\tvalid_0's poisson: -91.6022\n",
"[63]\tvalid_0's poisson: -91.661\n",
"[64]\tvalid_0's poisson: -91.7194\n",
"[65]\tvalid_0's poisson: -91.7774\n",
"[66]\tvalid_0's poisson: -91.8352\n",
"[67]\tvalid_0's poisson: -91.8927\n",
"[68]\tvalid_0's poisson: -91.9498\n",
"[69]\tvalid_0's poisson: -92.0065\n",
"[70]\tvalid_0's poisson: -92.0631\n",
"[71]\tvalid_0's poisson: -92.1194\n",
"[72]\tvalid_0's poisson: -92.1752\n",
"[73]\tvalid_0's poisson: -92.2306\n",
"[74]\tvalid_0's poisson: -92.2862\n",
"[75]\tvalid_0's poisson: -92.3413\n",
"[76]\tvalid_0's poisson: -92.3961\n",
"[77]\tvalid_0's poisson: -92.4504\n",
"[78]\tvalid_0's poisson: -92.5045\n",
"[79]\tvalid_0's poisson: -92.5585\n",
"[80]\tvalid_0's poisson: -92.6122\n",
"[81]\tvalid_0's poisson: -92.6654\n",
"[82]\tvalid_0's poisson: -92.7185\n",
"[83]\tvalid_0's poisson: -92.7712\n",
"[84]\tvalid_0's poisson: -92.824\n",
"[85]\tvalid_0's poisson: -92.8763\n",
"[86]\tvalid_0's poisson: -92.9282\n",
"[87]\tvalid_0's poisson: -92.98\n",
"[88]\tvalid_0's poisson: -93.0317\n",
"[89]\tvalid_0's poisson: -93.0829\n",
"[90]\tvalid_0's poisson: -93.1338\n",
"[91]\tvalid_0's poisson: -93.1844\n",
"[92]\tvalid_0's poisson: -93.235\n",
"[93]\tvalid_0's poisson: -93.2853\n",
"[94]\tvalid_0's poisson: -93.3352\n",
"[95]\tvalid_0's poisson: -93.3849\n",
"[96]\tvalid_0's poisson: -93.4345\n",
"[97]\tvalid_0's poisson: -93.4836\n",
"[98]\tvalid_0's poisson: -93.5325\n",
"[99]\tvalid_0's poisson: -93.5815\n",
"[100]\tvalid_0's poisson: -93.63\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.00390625, max_depth=5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -92.7215\n",
"[2]\tvalid_0's poisson: -95.9976\n",
"[3]\tvalid_0's poisson: -98.3726\n",
"[4]\tvalid_0's poisson: -100.179\n",
"[5]\tvalid_0's poisson: -101.606\n",
"[6]\tvalid_0's poisson: -102.78\n",
"[7]\tvalid_0's poisson: -103.725\n",
"[8]\tvalid_0's poisson: -104.504\n",
"[9]\tvalid_0's poisson: -105.169\n",
"[10]\tvalid_0's poisson: -105.745\n",
"[11]\tvalid_0's poisson: -106.205\n",
"[12]\tvalid_0's poisson: -106.63\n",
"[13]\tvalid_0's poisson: -106.986\n",
"[14]\tvalid_0's poisson: -107.275\n",
"[15]\tvalid_0's poisson: -107.552\n",
"[16]\tvalid_0's poisson: -107.768\n",
"[17]\tvalid_0's poisson: -107.95\n",
"[18]\tvalid_0's poisson: -108.124\n",
"[19]\tvalid_0's poisson: -108.264\n",
"[20]\tvalid_0's poisson: -108.396\n",
"[21]\tvalid_0's poisson: -108.521\n",
"[22]\tvalid_0's poisson: -108.613\n",
"[23]\tvalid_0's poisson: -108.691\n",
"[24]\tvalid_0's poisson: -108.777\n",
"[25]\tvalid_0's poisson: -108.837\n",
"[26]\tvalid_0's poisson: -108.894\n",
"[27]\tvalid_0's poisson: -108.936\n",
"[28]\tvalid_0's poisson: -108.984\n",
"[29]\tvalid_0's poisson: -109.02\n",
"[30]\tvalid_0's poisson: -109.046\n",
"[31]\tvalid_0's poisson: -109.073\n",
"[32]\tvalid_0's poisson: -109.103\n",
"[33]\tvalid_0's poisson: -109.126\n",
"[34]\tvalid_0's poisson: -109.15\n",
"[35]\tvalid_0's poisson: -109.168\n",
"[36]\tvalid_0's poisson: -109.186\n",
"[37]\tvalid_0's poisson: -109.21\n",
"[38]\tvalid_0's poisson: -109.238\n",
"[39]\tvalid_0's poisson: -109.259\n",
"[40]\tvalid_0's poisson: -109.265\n",
"[41]\tvalid_0's poisson: -109.288\n",
"[42]\tvalid_0's poisson: -109.312\n",
"[43]\tvalid_0's poisson: -109.331\n",
"[44]\tvalid_0's poisson: -109.347\n",
"[45]\tvalid_0's poisson: -109.353\n",
"[46]\tvalid_0's poisson: -109.37\n",
"[47]\tvalid_0's poisson: -109.38\n",
"[48]\tvalid_0's poisson: -109.38\n",
"[49]\tvalid_0's poisson: -109.388\n",
"[50]\tvalid_0's poisson: -109.402\n",
"[51]\tvalid_0's poisson: -109.411\n",
"[52]\tvalid_0's poisson: -109.416\n",
"[53]\tvalid_0's poisson: -109.435\n",
"[54]\tvalid_0's poisson: -109.445\n",
"[55]\tvalid_0's poisson: -109.451\n",
"[56]\tvalid_0's poisson: -109.453\n",
"[57]\tvalid_0's poisson: -109.455\n",
"[58]\tvalid_0's poisson: -109.461\n",
"[59]\tvalid_0's poisson: -109.471\n",
"[60]\tvalid_0's poisson: -109.482\n",
"[61]\tvalid_0's poisson: -109.496\n",
"[62]\tvalid_0's poisson: -109.499\n",
"[63]\tvalid_0's poisson: -109.509\n",
"[64]\tvalid_0's poisson: -109.518\n",
"[65]\tvalid_0's poisson: -109.521\n",
"[66]\tvalid_0's poisson: -109.523\n",
"[67]\tvalid_0's poisson: -109.529\n",
"[68]\tvalid_0's poisson: -109.53\n",
"[69]\tvalid_0's poisson: -109.53\n",
"[70]\tvalid_0's poisson: -109.54\n",
"[71]\tvalid_0's poisson: -109.543\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[72]\tvalid_0's poisson: -109.548\n",
"[73]\tvalid_0's poisson: -109.55\n",
"[74]\tvalid_0's poisson: -109.558\n",
"[75]\tvalid_0's poisson: -109.565\n",
"[76]\tvalid_0's poisson: -109.575\n",
"[77]\tvalid_0's poisson: -109.576\n",
"[78]\tvalid_0's poisson: -109.575\n",
"[79]\tvalid_0's poisson: -109.585\n",
"[80]\tvalid_0's poisson: -109.591\n",
"[81]\tvalid_0's poisson: -109.595\n",
"[82]\tvalid_0's poisson: -109.6\n",
"[83]\tvalid_0's poisson: -109.604\n",
"[84]\tvalid_0's poisson: -109.609\n",
"[85]\tvalid_0's poisson: -109.614\n",
"[86]\tvalid_0's poisson: -109.621\n",
"[87]\tvalid_0's poisson: -109.625\n",
"[88]\tvalid_0's poisson: -109.628\n",
"[89]\tvalid_0's poisson: -109.63\n",
"[90]\tvalid_0's poisson: -109.634\n",
"[91]\tvalid_0's poisson: -109.634\n",
"[92]\tvalid_0's poisson: -109.634\n",
"[93]\tvalid_0's poisson: -109.635\n",
"[94]\tvalid_0's poisson: -109.64\n",
"[95]\tvalid_0's poisson: -109.644\n",
"[96]\tvalid_0's poisson: -109.652\n",
"[97]\tvalid_0's poisson: -109.66\n",
"[98]\tvalid_0's poisson: -109.661\n",
"[99]\tvalid_0's poisson: -109.661\n",
"[100]\tvalid_0's poisson: -109.664\n",
"Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -90.809\tvalid_0's tweedie: 15.6648\n",
"[2]\tvalid_0's poisson: -93.2796\tvalid_0's tweedie: 15.5313\n",
"[3]\tvalid_0's poisson: -95.0265\tvalid_0's tweedie: 15.4226\n",
"[4]\tvalid_0's poisson: -96.4084\tvalid_0's tweedie: 15.327\n",
"[5]\tvalid_0's poisson: -97.5161\tvalid_0's tweedie: 15.2493\n",
"[6]\tvalid_0's poisson: -98.416\tvalid_0's tweedie: 15.1846\n",
"[7]\tvalid_0's poisson: -99.1794\tvalid_0's tweedie: 15.1304\n",
"[8]\tvalid_0's poisson: -99.8893\tvalid_0's tweedie: 15.0814\n",
"[9]\tvalid_0's poisson: -100.496\tvalid_0's tweedie: 15.0402\n",
"[10]\tvalid_0's poisson: -101.052\tvalid_0's tweedie: 15.0032\n",
"[11]\tvalid_0's poisson: -101.544\tvalid_0's tweedie: 14.9718\n",
"[12]\tvalid_0's poisson: -102.005\tvalid_0's tweedie: 14.9437\n",
"[13]\tvalid_0's poisson: -102.419\tvalid_0's tweedie: 14.9206\n",
"[14]\tvalid_0's poisson: -102.827\tvalid_0's tweedie: 14.8953\n",
"[15]\tvalid_0's poisson: -103.213\tvalid_0's tweedie: 14.8745\n",
"[16]\tvalid_0's poisson: -103.554\tvalid_0's tweedie: 14.8568\n",
"[17]\tvalid_0's poisson: -103.87\tvalid_0's tweedie: 14.8403\n",
"[18]\tvalid_0's poisson: -104.169\tvalid_0's tweedie: 14.826\n",
"[19]\tvalid_0's poisson: -104.452\tvalid_0's tweedie: 14.8118\n",
"[20]\tvalid_0's poisson: -104.697\tvalid_0's tweedie: 14.7998\n",
"[21]\tvalid_0's poisson: -104.927\tvalid_0's tweedie: 14.7888\n",
"[22]\tvalid_0's poisson: -105.159\tvalid_0's tweedie: 14.779\n",
"[23]\tvalid_0's poisson: -105.383\tvalid_0's tweedie: 14.7698\n",
"[24]\tvalid_0's poisson: -105.592\tvalid_0's tweedie: 14.7617\n",
"[25]\tvalid_0's poisson: -105.777\tvalid_0's tweedie: 14.7541\n",
"[26]\tvalid_0's poisson: -105.959\tvalid_0's tweedie: 14.7466\n",
"[27]\tvalid_0's poisson: -106.124\tvalid_0's tweedie: 14.7404\n",
"[28]\tvalid_0's poisson: -106.281\tvalid_0's tweedie: 14.7342\n",
"[29]\tvalid_0's poisson: -106.445\tvalid_0's tweedie: 14.7284\n",
"[30]\tvalid_0's poisson: -106.594\tvalid_0's tweedie: 14.7221\n",
"[31]\tvalid_0's poisson: -106.725\tvalid_0's tweedie: 14.7173\n",
"[32]\tvalid_0's poisson: -106.845\tvalid_0's tweedie: 14.713\n",
"[33]\tvalid_0's poisson: -106.964\tvalid_0's tweedie: 14.7087\n",
"[34]\tvalid_0's poisson: -107.062\tvalid_0's tweedie: 14.7048\n",
"[35]\tvalid_0's poisson: -107.157\tvalid_0's tweedie: 14.7016\n",
"[36]\tvalid_0's poisson: -107.248\tvalid_0's tweedie: 14.6983\n",
"[37]\tvalid_0's poisson: -107.34\tvalid_0's tweedie: 14.6948\n",
"[38]\tvalid_0's poisson: -107.423\tvalid_0's tweedie: 14.6919\n",
"[39]\tvalid_0's poisson: -107.518\tvalid_0's tweedie: 14.6882\n",
"[40]\tvalid_0's poisson: -107.591\tvalid_0's tweedie: 14.6857\n",
"[41]\tvalid_0's poisson: -107.658\tvalid_0's tweedie: 14.6831\n",
"[42]\tvalid_0's poisson: -107.71\tvalid_0's tweedie: 14.6814\n",
"[43]\tvalid_0's poisson: -107.76\tvalid_0's tweedie: 14.6793\n",
"[44]\tvalid_0's poisson: -107.835\tvalid_0's tweedie: 14.6767\n",
"[45]\tvalid_0's poisson: -107.893\tvalid_0's tweedie: 14.6749\n",
"[46]\tvalid_0's poisson: -107.942\tvalid_0's tweedie: 14.6731\n",
"[47]\tvalid_0's poisson: -107.99\tvalid_0's tweedie: 14.6716\n",
"[48]\tvalid_0's poisson: -108.043\tvalid_0's tweedie: 14.6698\n",
"[49]\tvalid_0's poisson: -108.092\tvalid_0's tweedie: 14.668\n",
"[50]\tvalid_0's poisson: -108.138\tvalid_0's tweedie: 14.6665\n",
"[51]\tvalid_0's poisson: -108.167\tvalid_0's tweedie: 14.6652\n",
"[52]\tvalid_0's poisson: -108.201\tvalid_0's tweedie: 14.6631\n",
"[53]\tvalid_0's poisson: -108.249\tvalid_0's tweedie: 14.6614\n",
"[54]\tvalid_0's poisson: -108.274\tvalid_0's tweedie: 14.6605\n",
"[55]\tvalid_0's poisson: -108.302\tvalid_0's tweedie: 14.6598\n",
"[56]\tvalid_0's poisson: -108.337\tvalid_0's tweedie: 14.6587\n",
"[57]\tvalid_0's poisson: -108.362\tvalid_0's tweedie: 14.6578\n",
"[58]\tvalid_0's poisson: -108.383\tvalid_0's tweedie: 14.6571\n",
"[59]\tvalid_0's poisson: -108.417\tvalid_0's tweedie: 14.6561\n",
"[60]\tvalid_0's poisson: -108.441\tvalid_0's tweedie: 14.6555\n",
"[61]\tvalid_0's poisson: -108.468\tvalid_0's tweedie: 14.6546\n",
"[62]\tvalid_0's poisson: -108.486\tvalid_0's tweedie: 14.6542\n",
"[63]\tvalid_0's poisson: -108.506\tvalid_0's tweedie: 14.6535\n",
"[64]\tvalid_0's poisson: -108.532\tvalid_0's tweedie: 14.6529\n",
"[65]\tvalid_0's poisson: -108.541\tvalid_0's tweedie: 14.6525\n",
"[66]\tvalid_0's poisson: -108.555\tvalid_0's tweedie: 14.6522\n",
"[67]\tvalid_0's poisson: -108.578\tvalid_0's tweedie: 14.651\n",
"[68]\tvalid_0's poisson: -108.596\tvalid_0's tweedie: 14.6505\n",
"[69]\tvalid_0's poisson: -108.621\tvalid_0's tweedie: 14.6498\n",
"[70]\tvalid_0's poisson: -108.633\tvalid_0's tweedie: 14.6495\n",
"[71]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 14.6491\n",
"[72]\tvalid_0's poisson: -108.666\tvalid_0's tweedie: 14.6486\n",
"[73]\tvalid_0's poisson: -108.684\tvalid_0's tweedie: 14.6476\n",
"[74]\tvalid_0's poisson: -108.693\tvalid_0's tweedie: 14.6474\n",
"[75]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 14.6471\n",
"[76]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 14.6467\n",
"[77]\tvalid_0's poisson: -108.729\tvalid_0's tweedie: 14.6463\n",
"[78]\tvalid_0's poisson: -108.75\tvalid_0's tweedie: 14.6458\n",
"[79]\tvalid_0's poisson: -108.762\tvalid_0's tweedie: 14.6452\n",
"[80]\tvalid_0's poisson: -108.773\tvalid_0's tweedie: 14.6448\n",
"[81]\tvalid_0's poisson: -108.779\tvalid_0's tweedie: 14.6447\n",
"[82]\tvalid_0's poisson: -108.793\tvalid_0's tweedie: 14.644\n",
"[83]\tvalid_0's poisson: -108.804\tvalid_0's tweedie: 14.6437\n",
"[84]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 14.6435\n",
"[85]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 14.6431\n",
"[86]\tvalid_0's poisson: -108.83\tvalid_0's tweedie: 14.6426\n",
"[87]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 14.6422\n",
"[88]\tvalid_0's poisson: -108.845\tvalid_0's tweedie: 14.6419\n",
"[89]\tvalid_0's poisson: -108.856\tvalid_0's tweedie: 14.6416\n",
"[90]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 14.6412\n",
"[91]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 14.641\n",
"[92]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 14.6403\n",
"[93]\tvalid_0's poisson: -108.887\tvalid_0's tweedie: 14.6403\n",
"[94]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 14.6399\n",
"[95]\tvalid_0's poisson: -108.906\tvalid_0's tweedie: 14.6396\n",
"[96]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 14.6393\n",
"[97]\tvalid_0's poisson: -108.922\tvalid_0's tweedie: 14.6387\n",
"[98]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 14.6386\n",
"[99]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 14.6383\n",
"[100]\tvalid_0's poisson: -108.938\tvalid_0's tweedie: 14.6383\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -90.8756\tvalid_0's tweedie: 15.6606\n",
"[2]\tvalid_0's poisson: -93.3767\tvalid_0's tweedie: 15.5243\n",
"[3]\tvalid_0's poisson: -95.1268\tvalid_0's tweedie: 15.4143\n",
"[4]\tvalid_0's poisson: -96.4598\tvalid_0's tweedie: 15.3239\n",
"[5]\tvalid_0's poisson: -97.5474\tvalid_0's tweedie: 15.2467\n",
"[6]\tvalid_0's poisson: -98.4342\tvalid_0's tweedie: 15.1835\n",
"[7]\tvalid_0's poisson: -99.1985\tvalid_0's tweedie: 15.1286\n",
"[8]\tvalid_0's poisson: -99.9303\tvalid_0's tweedie: 15.0772\n",
"[9]\tvalid_0's poisson: -100.526\tvalid_0's tweedie: 15.0357\n",
"[10]\tvalid_0's poisson: -101.1\tvalid_0's tweedie: 14.9986\n",
"[11]\tvalid_0's poisson: -101.599\tvalid_0's tweedie: 14.9678\n",
"[12]\tvalid_0's poisson: -102.064\tvalid_0's tweedie: 14.9391\n",
"[13]\tvalid_0's poisson: -102.501\tvalid_0's tweedie: 14.9138\n",
"[14]\tvalid_0's poisson: -102.887\tvalid_0's tweedie: 14.8915\n",
"[15]\tvalid_0's poisson: -103.275\tvalid_0's tweedie: 14.8703\n",
"[16]\tvalid_0's poisson: -103.622\tvalid_0's tweedie: 14.8523\n",
"[17]\tvalid_0's poisson: -103.945\tvalid_0's tweedie: 14.8361\n",
"[18]\tvalid_0's poisson: -104.245\tvalid_0's tweedie: 14.8224\n",
"[19]\tvalid_0's poisson: -104.516\tvalid_0's tweedie: 14.8083\n",
"[20]\tvalid_0's poisson: -104.766\tvalid_0's tweedie: 14.7957\n",
"[21]\tvalid_0's poisson: -105.011\tvalid_0's tweedie: 14.7854\n",
"[22]\tvalid_0's poisson: -105.245\tvalid_0's tweedie: 14.7762\n",
"[23]\tvalid_0's poisson: -105.456\tvalid_0's tweedie: 14.7678\n",
"[24]\tvalid_0's poisson: -105.651\tvalid_0's tweedie: 14.7591\n",
"[25]\tvalid_0's poisson: -105.847\tvalid_0's tweedie: 14.75\n",
"[26]\tvalid_0's poisson: -106.013\tvalid_0's tweedie: 14.7437\n",
"[27]\tvalid_0's poisson: -106.18\tvalid_0's tweedie: 14.7372\n",
"[28]\tvalid_0's poisson: -106.333\tvalid_0's tweedie: 14.7308\n",
"[29]\tvalid_0's poisson: -106.474\tvalid_0's tweedie: 14.726\n",
"[30]\tvalid_0's poisson: -106.627\tvalid_0's tweedie: 14.72\n",
"[31]\tvalid_0's poisson: -106.748\tvalid_0's tweedie: 14.7157\n",
"[32]\tvalid_0's poisson: -106.869\tvalid_0's tweedie: 14.7115\n",
"[33]\tvalid_0's poisson: -106.975\tvalid_0's tweedie: 14.7073\n",
"[34]\tvalid_0's poisson: -107.082\tvalid_0's tweedie: 14.7034\n",
"[35]\tvalid_0's poisson: -107.173\tvalid_0's tweedie: 14.7003\n",
"[36]\tvalid_0's poisson: -107.252\tvalid_0's tweedie: 14.6976\n",
"[37]\tvalid_0's poisson: -107.352\tvalid_0's tweedie: 14.694\n",
"[38]\tvalid_0's poisson: -107.435\tvalid_0's tweedie: 14.6907\n",
"[39]\tvalid_0's poisson: -107.516\tvalid_0's tweedie: 14.6882\n",
"[40]\tvalid_0's poisson: -107.582\tvalid_0's tweedie: 14.6846\n",
"[41]\tvalid_0's poisson: -107.649\tvalid_0's tweedie: 14.682\n",
"[42]\tvalid_0's poisson: -107.724\tvalid_0's tweedie: 14.6794\n",
"[43]\tvalid_0's poisson: -107.791\tvalid_0's tweedie: 14.6772\n",
"[44]\tvalid_0's poisson: -107.848\tvalid_0's tweedie: 14.6755\n",
"[45]\tvalid_0's poisson: -107.907\tvalid_0's tweedie: 14.6734\n",
"[46]\tvalid_0's poisson: -107.955\tvalid_0's tweedie: 14.6716\n",
"[47]\tvalid_0's poisson: -107.995\tvalid_0's tweedie: 14.6694\n",
"[48]\tvalid_0's poisson: -108.055\tvalid_0's tweedie: 14.6673\n",
"[49]\tvalid_0's poisson: -108.092\tvalid_0's tweedie: 14.6662\n",
"[50]\tvalid_0's poisson: -108.132\tvalid_0's tweedie: 14.6649\n",
"[51]\tvalid_0's poisson: -108.185\tvalid_0's tweedie: 14.6631\n",
"[52]\tvalid_0's poisson: -108.217\tvalid_0's tweedie: 14.6621\n",
"[53]\tvalid_0's poisson: -108.237\tvalid_0's tweedie: 14.6615\n",
"[54]\tvalid_0's poisson: -108.273\tvalid_0's tweedie: 14.6599\n",
"[55]\tvalid_0's poisson: -108.296\tvalid_0's tweedie: 14.659\n",
"[56]\tvalid_0's poisson: -108.327\tvalid_0's tweedie: 14.6576\n",
"[57]\tvalid_0's poisson: -108.362\tvalid_0's tweedie: 14.6564\n",
"[58]\tvalid_0's poisson: -108.378\tvalid_0's tweedie: 14.6557\n",
"[59]\tvalid_0's poisson: -108.396\tvalid_0's tweedie: 14.6548\n",
"[60]\tvalid_0's poisson: -108.416\tvalid_0's tweedie: 14.654\n",
"[61]\tvalid_0's poisson: -108.45\tvalid_0's tweedie: 14.6524\n",
"[62]\tvalid_0's poisson: -108.48\tvalid_0's tweedie: 14.6516\n",
"[63]\tvalid_0's poisson: -108.515\tvalid_0's tweedie: 14.6503\n",
"[64]\tvalid_0's poisson: -108.534\tvalid_0's tweedie: 14.6499\n",
"[65]\tvalid_0's poisson: -108.545\tvalid_0's tweedie: 14.6496\n",
"[66]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 14.6489\n",
"[67]\tvalid_0's poisson: -108.587\tvalid_0's tweedie: 14.6484\n",
"[68]\tvalid_0's poisson: -108.6\tvalid_0's tweedie: 14.648\n",
"[69]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 14.6473\n",
"[70]\tvalid_0's poisson: -108.634\tvalid_0's tweedie: 14.6468\n",
"[71]\tvalid_0's poisson: -108.658\tvalid_0's tweedie: 14.6462\n",
"[72]\tvalid_0's poisson: -108.669\tvalid_0's tweedie: 14.6458\n",
"[73]\tvalid_0's poisson: -108.683\tvalid_0's tweedie: 14.645\n",
"[74]\tvalid_0's poisson: -108.691\tvalid_0's tweedie: 14.6447\n",
"[75]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 14.6444\n",
"[76]\tvalid_0's poisson: -108.711\tvalid_0's tweedie: 14.6438\n",
"[77]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 14.6435\n",
"[78]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 14.643\n",
"[79]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 14.6422\n",
"[80]\tvalid_0's poisson: -108.757\tvalid_0's tweedie: 14.642\n",
"[81]\tvalid_0's poisson: -108.779\tvalid_0's tweedie: 14.6413\n",
"[82]\tvalid_0's poisson: -108.785\tvalid_0's tweedie: 14.641\n",
"[83]\tvalid_0's poisson: -108.798\tvalid_0's tweedie: 14.6403\n",
"[84]\tvalid_0's poisson: -108.811\tvalid_0's tweedie: 14.64\n",
"[85]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 14.6394\n",
"[86]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 14.6392\n",
"[87]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 14.6391\n",
"[88]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 14.6385\n",
"[89]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 14.6382\n",
"[90]\tvalid_0's poisson: -108.868\tvalid_0's tweedie: 14.6379\n",
"[91]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 14.6374\n",
"[92]\tvalid_0's poisson: -108.893\tvalid_0's tweedie: 14.637\n",
"[93]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 14.6368\n",
"[94]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 14.6365\n",
"[95]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 14.6363\n",
"[96]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 14.6362\n",
"[97]\tvalid_0's poisson: -108.928\tvalid_0's tweedie: 14.6362\n",
"[98]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 14.636\n",
"[99]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 14.6357\n",
"[100]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 14.6358\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -90.8153\tvalid_0's tweedie: 15.6646\n",
"[2]\tvalid_0's poisson: -93.2991\tvalid_0's tweedie: 15.5307\n",
"[3]\tvalid_0's poisson: -95.0614\tvalid_0's tweedie: 15.421\n",
"[4]\tvalid_0's poisson: -96.4335\tvalid_0's tweedie: 15.3289\n",
"[5]\tvalid_0's poisson: -97.5832\tvalid_0's tweedie: 15.2427\n",
"[6]\tvalid_0's poisson: -98.4936\tvalid_0's tweedie: 15.1769\n",
"[7]\tvalid_0's poisson: -99.238\tvalid_0's tweedie: 15.1232\n",
"[8]\tvalid_0's poisson: -99.9541\tvalid_0's tweedie: 15.0737\n",
"[9]\tvalid_0's poisson: -100.584\tvalid_0's tweedie: 15.0318\n",
"[10]\tvalid_0's poisson: -101.13\tvalid_0's tweedie: 14.996\n",
"[11]\tvalid_0's poisson: -101.635\tvalid_0's tweedie: 14.9646\n",
"[12]\tvalid_0's poisson: -102.091\tvalid_0's tweedie: 14.9377\n",
"[13]\tvalid_0's poisson: -102.515\tvalid_0's tweedie: 14.9126\n",
"[14]\tvalid_0's poisson: -102.913\tvalid_0's tweedie: 14.8898\n",
"[15]\tvalid_0's poisson: -103.284\tvalid_0's tweedie: 14.8708\n",
"[16]\tvalid_0's poisson: -103.636\tvalid_0's tweedie: 14.8531\n",
"[17]\tvalid_0's poisson: -103.944\tvalid_0's tweedie: 14.8369\n",
"[18]\tvalid_0's poisson: -104.242\tvalid_0's tweedie: 14.8229\n",
"[19]\tvalid_0's poisson: -104.519\tvalid_0's tweedie: 14.808\n",
"[20]\tvalid_0's poisson: -104.772\tvalid_0's tweedie: 14.7949\n",
"[21]\tvalid_0's poisson: -105.021\tvalid_0's tweedie: 14.7843\n",
"[22]\tvalid_0's poisson: -105.225\tvalid_0's tweedie: 14.7739\n",
"[23]\tvalid_0's poisson: -105.451\tvalid_0's tweedie: 14.7637\n",
"[24]\tvalid_0's poisson: -105.654\tvalid_0's tweedie: 14.7555\n",
"[25]\tvalid_0's poisson: -105.842\tvalid_0's tweedie: 14.7484\n",
"[26]\tvalid_0's poisson: -106.024\tvalid_0's tweedie: 14.7401\n",
"[27]\tvalid_0's poisson: -106.184\tvalid_0's tweedie: 14.734\n",
"[28]\tvalid_0's poisson: -106.349\tvalid_0's tweedie: 14.7279\n",
"[29]\tvalid_0's poisson: -106.503\tvalid_0's tweedie: 14.7215\n",
"[30]\tvalid_0's poisson: -106.649\tvalid_0's tweedie: 14.7163\n",
"[31]\tvalid_0's poisson: -106.776\tvalid_0's tweedie: 14.7119\n",
"[32]\tvalid_0's poisson: -106.892\tvalid_0's tweedie: 14.708\n",
"[33]\tvalid_0's poisson: -107.003\tvalid_0's tweedie: 14.7036\n",
"[34]\tvalid_0's poisson: -107.11\tvalid_0's tweedie: 14.7002\n",
"[35]\tvalid_0's poisson: -107.215\tvalid_0's tweedie: 14.6958\n",
"[36]\tvalid_0's poisson: -107.309\tvalid_0's tweedie: 14.6928\n",
"[37]\tvalid_0's poisson: -107.391\tvalid_0's tweedie: 14.6895\n",
"[38]\tvalid_0's poisson: -107.471\tvalid_0's tweedie: 14.6867\n",
"[39]\tvalid_0's poisson: -107.541\tvalid_0's tweedie: 14.684\n",
"[40]\tvalid_0's poisson: -107.613\tvalid_0's tweedie: 14.6812\n",
"[41]\tvalid_0's poisson: -107.677\tvalid_0's tweedie: 14.679\n",
"[42]\tvalid_0's poisson: -107.734\tvalid_0's tweedie: 14.6763\n",
"[43]\tvalid_0's poisson: -107.799\tvalid_0's tweedie: 14.674\n",
"[44]\tvalid_0's poisson: -107.846\tvalid_0's tweedie: 14.6723\n",
"[45]\tvalid_0's poisson: -107.895\tvalid_0's tweedie: 14.6708\n",
"[46]\tvalid_0's poisson: -107.939\tvalid_0's tweedie: 14.6686\n",
"[47]\tvalid_0's poisson: -107.99\tvalid_0's tweedie: 14.6668\n",
"[48]\tvalid_0's poisson: -108.05\tvalid_0's tweedie: 14.6648\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -108.08\tvalid_0's tweedie: 14.6636\n",
"[50]\tvalid_0's poisson: -108.126\tvalid_0's tweedie: 14.6621\n",
"[51]\tvalid_0's poisson: -108.151\tvalid_0's tweedie: 14.661\n",
"[52]\tvalid_0's poisson: -108.201\tvalid_0's tweedie: 14.6592\n",
"[53]\tvalid_0's poisson: -108.243\tvalid_0's tweedie: 14.658\n",
"[54]\tvalid_0's poisson: -108.269\tvalid_0's tweedie: 14.6572\n",
"[55]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 14.656\n",
"[56]\tvalid_0's poisson: -108.335\tvalid_0's tweedie: 14.655\n",
"[57]\tvalid_0's poisson: -108.358\tvalid_0's tweedie: 14.6542\n",
"[58]\tvalid_0's poisson: -108.385\tvalid_0's tweedie: 14.6534\n",
"[59]\tvalid_0's poisson: -108.403\tvalid_0's tweedie: 14.6525\n",
"[60]\tvalid_0's poisson: -108.434\tvalid_0's tweedie: 14.6516\n",
"[61]\tvalid_0's poisson: -108.451\tvalid_0's tweedie: 14.6512\n",
"[62]\tvalid_0's poisson: -108.483\tvalid_0's tweedie: 14.6501\n",
"[63]\tvalid_0's poisson: -108.511\tvalid_0's tweedie: 14.6493\n",
"[64]\tvalid_0's poisson: -108.527\tvalid_0's tweedie: 14.6486\n",
"[65]\tvalid_0's poisson: -108.546\tvalid_0's tweedie: 14.648\n",
"[66]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 14.6474\n",
"[67]\tvalid_0's poisson: -108.586\tvalid_0's tweedie: 14.6468\n",
"[68]\tvalid_0's poisson: -108.605\tvalid_0's tweedie: 14.6459\n",
"[69]\tvalid_0's poisson: -108.616\tvalid_0's tweedie: 14.6456\n",
"[70]\tvalid_0's poisson: -108.637\tvalid_0's tweedie: 14.6449\n",
"[71]\tvalid_0's poisson: -108.647\tvalid_0's tweedie: 14.6447\n",
"[72]\tvalid_0's poisson: -108.658\tvalid_0's tweedie: 14.6442\n",
"[73]\tvalid_0's poisson: -108.667\tvalid_0's tweedie: 14.644\n",
"[74]\tvalid_0's poisson: -108.676\tvalid_0's tweedie: 14.6436\n",
"[75]\tvalid_0's poisson: -108.694\tvalid_0's tweedie: 14.6432\n",
"[76]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 14.6429\n",
"[77]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 14.6422\n",
"[78]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 14.6419\n",
"[79]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 14.6416\n",
"[80]\tvalid_0's poisson: -108.754\tvalid_0's tweedie: 14.6412\n",
"[81]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 14.6407\n",
"[82]\tvalid_0's poisson: -108.781\tvalid_0's tweedie: 14.6401\n",
"[83]\tvalid_0's poisson: -108.791\tvalid_0's tweedie: 14.6399\n",
"[84]\tvalid_0's poisson: -108.803\tvalid_0's tweedie: 14.6397\n",
"[85]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 14.6394\n",
"[86]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 14.6393\n",
"[87]\tvalid_0's poisson: -108.825\tvalid_0's tweedie: 14.639\n",
"[88]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 14.6388\n",
"[89]\tvalid_0's poisson: -108.835\tvalid_0's tweedie: 14.6387\n",
"[90]\tvalid_0's poisson: -108.84\tvalid_0's tweedie: 14.6385\n",
"[91]\tvalid_0's poisson: -108.843\tvalid_0's tweedie: 14.6382\n",
"[92]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 14.638\n",
"[93]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 14.6378\n",
"[94]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 14.6378\n",
"[95]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 14.6374\n",
"[96]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 14.6374\n",
"[97]\tvalid_0's poisson: -108.893\tvalid_0's tweedie: 14.6373\n",
"[98]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 14.6369\n",
"[99]\tvalid_0's poisson: -108.904\tvalid_0's tweedie: 14.6367\n",
"[100]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 14.6367\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -90.8683\tvalid_0's tweedie: 15.6618\n",
"[2]\tvalid_0's poisson: -93.2966\tvalid_0's tweedie: 15.5294\n",
"[3]\tvalid_0's poisson: -95.0703\tvalid_0's tweedie: 15.4189\n",
"[4]\tvalid_0's poisson: -96.4592\tvalid_0's tweedie: 15.3214\n",
"[5]\tvalid_0's poisson: -97.5478\tvalid_0's tweedie: 15.2454\n",
"[6]\tvalid_0's poisson: -98.4487\tvalid_0's tweedie: 15.1803\n",
"[7]\tvalid_0's poisson: -99.1951\tvalid_0's tweedie: 15.1258\n",
"[8]\tvalid_0's poisson: -99.9157\tvalid_0's tweedie: 15.076\n",
"[9]\tvalid_0's poisson: -100.556\tvalid_0's tweedie: 15.034\n",
"[10]\tvalid_0's poisson: -101.113\tvalid_0's tweedie: 14.9977\n",
"[11]\tvalid_0's poisson: -101.595\tvalid_0's tweedie: 14.9669\n",
"[12]\tvalid_0's poisson: -102.08\tvalid_0's tweedie: 14.938\n",
"[13]\tvalid_0's poisson: -102.527\tvalid_0's tweedie: 14.9135\n",
"[14]\tvalid_0's poisson: -102.913\tvalid_0's tweedie: 14.8921\n",
"[15]\tvalid_0's poisson: -103.285\tvalid_0's tweedie: 14.8731\n",
"[16]\tvalid_0's poisson: -103.629\tvalid_0's tweedie: 14.8551\n",
"[17]\tvalid_0's poisson: -103.959\tvalid_0's tweedie: 14.8393\n",
"[18]\tvalid_0's poisson: -104.258\tvalid_0's tweedie: 14.8243\n",
"[19]\tvalid_0's poisson: -104.54\tvalid_0's tweedie: 14.8119\n",
"[20]\tvalid_0's poisson: -104.787\tvalid_0's tweedie: 14.7996\n",
"[21]\tvalid_0's poisson: -105.014\tvalid_0's tweedie: 14.7879\n",
"[22]\tvalid_0's poisson: -105.235\tvalid_0's tweedie: 14.7767\n",
"[23]\tvalid_0's poisson: -105.455\tvalid_0's tweedie: 14.7681\n",
"[24]\tvalid_0's poisson: -105.66\tvalid_0's tweedie: 14.7583\n",
"[25]\tvalid_0's poisson: -105.846\tvalid_0's tweedie: 14.7516\n",
"[26]\tvalid_0's poisson: -106.011\tvalid_0's tweedie: 14.7453\n",
"[27]\tvalid_0's poisson: -106.183\tvalid_0's tweedie: 14.7387\n",
"[28]\tvalid_0's poisson: -106.351\tvalid_0's tweedie: 14.7316\n",
"[29]\tvalid_0's poisson: -106.49\tvalid_0's tweedie: 14.7267\n",
"[30]\tvalid_0's poisson: -106.619\tvalid_0's tweedie: 14.7212\n",
"[31]\tvalid_0's poisson: -106.758\tvalid_0's tweedie: 14.7157\n",
"[32]\tvalid_0's poisson: -106.872\tvalid_0's tweedie: 14.7119\n",
"[33]\tvalid_0's poisson: -106.976\tvalid_0's tweedie: 14.7078\n",
"[34]\tvalid_0's poisson: -107.092\tvalid_0's tweedie: 14.7033\n",
"[35]\tvalid_0's poisson: -107.185\tvalid_0's tweedie: 14.7003\n",
"[36]\tvalid_0's poisson: -107.281\tvalid_0's tweedie: 14.6972\n",
"[37]\tvalid_0's poisson: -107.355\tvalid_0's tweedie: 14.6934\n",
"[38]\tvalid_0's poisson: -107.431\tvalid_0's tweedie: 14.6906\n",
"[39]\tvalid_0's poisson: -107.515\tvalid_0's tweedie: 14.6878\n",
"[40]\tvalid_0's poisson: -107.581\tvalid_0's tweedie: 14.6856\n",
"[41]\tvalid_0's poisson: -107.65\tvalid_0's tweedie: 14.6833\n",
"[42]\tvalid_0's poisson: -107.7\tvalid_0's tweedie: 14.6815\n",
"[43]\tvalid_0's poisson: -107.756\tvalid_0's tweedie: 14.6797\n",
"[44]\tvalid_0's poisson: -107.824\tvalid_0's tweedie: 14.6777\n",
"[45]\tvalid_0's poisson: -107.88\tvalid_0's tweedie: 14.676\n",
"[46]\tvalid_0's poisson: -107.929\tvalid_0's tweedie: 14.6746\n",
"[47]\tvalid_0's poisson: -107.978\tvalid_0's tweedie: 14.6725\n",
"[48]\tvalid_0's poisson: -108.022\tvalid_0's tweedie: 14.671\n",
"[49]\tvalid_0's poisson: -108.059\tvalid_0's tweedie: 14.6697\n",
"[50]\tvalid_0's poisson: -108.104\tvalid_0's tweedie: 14.6689\n",
"[51]\tvalid_0's poisson: -108.162\tvalid_0's tweedie: 14.6669\n",
"[52]\tvalid_0's poisson: -108.195\tvalid_0's tweedie: 14.6659\n",
"[53]\tvalid_0's poisson: -108.222\tvalid_0's tweedie: 14.6648\n",
"[54]\tvalid_0's poisson: -108.254\tvalid_0's tweedie: 14.6639\n",
"[55]\tvalid_0's poisson: -108.289\tvalid_0's tweedie: 14.6629\n",
"[56]\tvalid_0's poisson: -108.313\tvalid_0's tweedie: 14.6621\n",
"[57]\tvalid_0's poisson: -108.331\tvalid_0's tweedie: 14.6612\n",
"[58]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 14.66\n",
"[59]\tvalid_0's poisson: -108.395\tvalid_0's tweedie: 14.6593\n",
"[60]\tvalid_0's poisson: -108.422\tvalid_0's tweedie: 14.6586\n",
"[61]\tvalid_0's poisson: -108.441\tvalid_0's tweedie: 14.658\n",
"[62]\tvalid_0's poisson: -108.469\tvalid_0's tweedie: 14.6569\n",
"[63]\tvalid_0's poisson: -108.496\tvalid_0's tweedie: 14.6558\n",
"[64]\tvalid_0's poisson: -108.517\tvalid_0's tweedie: 14.655\n",
"[65]\tvalid_0's poisson: -108.542\tvalid_0's tweedie: 14.6541\n",
"[66]\tvalid_0's poisson: -108.557\tvalid_0's tweedie: 14.6534\n",
"[67]\tvalid_0's poisson: -108.582\tvalid_0's tweedie: 14.6527\n",
"[68]\tvalid_0's poisson: -108.597\tvalid_0's tweedie: 14.6521\n",
"[69]\tvalid_0's poisson: -108.608\tvalid_0's tweedie: 14.6517\n",
"[70]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 14.6512\n",
"[71]\tvalid_0's poisson: -108.636\tvalid_0's tweedie: 14.6508\n",
"[72]\tvalid_0's poisson: -108.657\tvalid_0's tweedie: 14.6502\n",
"[73]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 14.6495\n",
"[74]\tvalid_0's poisson: -108.704\tvalid_0's tweedie: 14.649\n",
"[75]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 14.6487\n",
"[76]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 14.6483\n",
"[77]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 14.6479\n",
"[78]\tvalid_0's poisson: -108.743\tvalid_0's tweedie: 14.6475\n",
"[79]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 14.6469\n",
"[80]\tvalid_0's poisson: -108.769\tvalid_0's tweedie: 14.6467\n",
"[81]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 14.6463\n",
"[82]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 14.646\n",
"[83]\tvalid_0's poisson: -108.801\tvalid_0's tweedie: 14.6454\n",
"[84]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 14.6453\n",
"[85]\tvalid_0's poisson: -108.819\tvalid_0's tweedie: 14.6449\n",
"[86]\tvalid_0's poisson: -108.833\tvalid_0's tweedie: 14.6441\n",
"[87]\tvalid_0's poisson: -108.844\tvalid_0's tweedie: 14.6437\n",
"[88]\tvalid_0's poisson: -108.85\tvalid_0's tweedie: 14.6436\n",
"[89]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 14.6436\n",
"[90]\tvalid_0's poisson: -108.865\tvalid_0's tweedie: 14.6433\n",
"[91]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 14.6433\n",
"[92]\tvalid_0's poisson: -108.868\tvalid_0's tweedie: 14.643\n",
"[93]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 14.6423\n",
"[94]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 14.642\n",
"[95]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 14.6417\n",
"[96]\tvalid_0's poisson: -108.903\tvalid_0's tweedie: 14.6415\n",
"[97]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 14.6413\n",
"[98]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 14.6411\n",
"[99]\tvalid_0's poisson: -108.927\tvalid_0's tweedie: 14.6409\n",
"[100]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 14.6407\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -90.87\tvalid_0's tweedie: 15.6629\n",
"[2]\tvalid_0's poisson: -93.3328\tvalid_0's tweedie: 15.5295\n",
"[3]\tvalid_0's poisson: -95.1407\tvalid_0's tweedie: 15.4173\n",
"[4]\tvalid_0's poisson: -96.4874\tvalid_0's tweedie: 15.3267\n",
"[5]\tvalid_0's poisson: -97.5681\tvalid_0's tweedie: 15.2499\n",
"[6]\tvalid_0's poisson: -98.4659\tvalid_0's tweedie: 15.1861\n",
"[7]\tvalid_0's poisson: -99.2793\tvalid_0's tweedie: 15.1286\n",
"[8]\tvalid_0's poisson: -99.9655\tvalid_0's tweedie: 15.0805\n",
"[9]\tvalid_0's poisson: -100.569\tvalid_0's tweedie: 15.0385\n",
"[10]\tvalid_0's poisson: -101.121\tvalid_0's tweedie: 15.0026\n",
"[11]\tvalid_0's poisson: -101.633\tvalid_0's tweedie: 14.9692\n",
"[12]\tvalid_0's poisson: -102.104\tvalid_0's tweedie: 14.9404\n",
"[13]\tvalid_0's poisson: -102.54\tvalid_0's tweedie: 14.9163\n",
"[14]\tvalid_0's poisson: -102.927\tvalid_0's tweedie: 14.8936\n",
"[15]\tvalid_0's poisson: -103.294\tvalid_0's tweedie: 14.875\n",
"[16]\tvalid_0's poisson: -103.651\tvalid_0's tweedie: 14.8569\n",
"[17]\tvalid_0's poisson: -103.971\tvalid_0's tweedie: 14.8414\n",
"[18]\tvalid_0's poisson: -104.27\tvalid_0's tweedie: 14.828\n",
"[19]\tvalid_0's poisson: -104.541\tvalid_0's tweedie: 14.8143\n",
"[20]\tvalid_0's poisson: -104.803\tvalid_0's tweedie: 14.8003\n",
"[21]\tvalid_0's poisson: -105.034\tvalid_0's tweedie: 14.7892\n",
"[22]\tvalid_0's poisson: -105.274\tvalid_0's tweedie: 14.7778\n",
"[23]\tvalid_0's poisson: -105.481\tvalid_0's tweedie: 14.7698\n",
"[24]\tvalid_0's poisson: -105.679\tvalid_0's tweedie: 14.7608\n",
"[25]\tvalid_0's poisson: -105.87\tvalid_0's tweedie: 14.7536\n",
"[26]\tvalid_0's poisson: -106.043\tvalid_0's tweedie: 14.7472\n",
"[27]\tvalid_0's poisson: -106.22\tvalid_0's tweedie: 14.7408\n",
"[28]\tvalid_0's poisson: -106.388\tvalid_0's tweedie: 14.7334\n",
"[29]\tvalid_0's poisson: -106.535\tvalid_0's tweedie: 14.7284\n",
"[30]\tvalid_0's poisson: -106.678\tvalid_0's tweedie: 14.7232\n",
"[31]\tvalid_0's poisson: -106.813\tvalid_0's tweedie: 14.7186\n",
"[32]\tvalid_0's poisson: -106.917\tvalid_0's tweedie: 14.7154\n",
"[33]\tvalid_0's poisson: -107.028\tvalid_0's tweedie: 14.7119\n",
"[34]\tvalid_0's poisson: -107.144\tvalid_0's tweedie: 14.7079\n",
"[35]\tvalid_0's poisson: -107.237\tvalid_0's tweedie: 14.7042\n",
"[36]\tvalid_0's poisson: -107.325\tvalid_0's tweedie: 14.7007\n",
"[37]\tvalid_0's poisson: -107.408\tvalid_0's tweedie: 14.6975\n",
"[38]\tvalid_0's poisson: -107.472\tvalid_0's tweedie: 14.6939\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[39]\tvalid_0's poisson: -107.55\tvalid_0's tweedie: 14.6914\n",
"[40]\tvalid_0's poisson: -107.619\tvalid_0's tweedie: 14.6893\n",
"[41]\tvalid_0's poisson: -107.674\tvalid_0's tweedie: 14.6866\n",
"[42]\tvalid_0's poisson: -107.733\tvalid_0's tweedie: 14.6844\n",
"[43]\tvalid_0's poisson: -107.808\tvalid_0's tweedie: 14.6817\n",
"[44]\tvalid_0's poisson: -107.854\tvalid_0's tweedie: 14.6798\n",
"[45]\tvalid_0's poisson: -107.923\tvalid_0's tweedie: 14.6771\n",
"[46]\tvalid_0's poisson: -107.981\tvalid_0's tweedie: 14.6751\n",
"[47]\tvalid_0's poisson: -108.033\tvalid_0's tweedie: 14.6735\n",
"[48]\tvalid_0's poisson: -108.093\tvalid_0's tweedie: 14.6713\n",
"[49]\tvalid_0's poisson: -108.126\tvalid_0's tweedie: 14.6702\n",
"[50]\tvalid_0's poisson: -108.157\tvalid_0's tweedie: 14.6693\n",
"[51]\tvalid_0's poisson: -108.208\tvalid_0's tweedie: 14.6674\n",
"[52]\tvalid_0's poisson: -108.236\tvalid_0's tweedie: 14.6664\n",
"[53]\tvalid_0's poisson: -108.275\tvalid_0's tweedie: 14.6652\n",
"[54]\tvalid_0's poisson: -108.308\tvalid_0's tweedie: 14.6641\n",
"[55]\tvalid_0's poisson: -108.335\tvalid_0's tweedie: 14.6634\n",
"[56]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 14.6622\n",
"[57]\tvalid_0's poisson: -108.386\tvalid_0's tweedie: 14.6618\n",
"[58]\tvalid_0's poisson: -108.404\tvalid_0's tweedie: 14.6612\n",
"[59]\tvalid_0's poisson: -108.435\tvalid_0's tweedie: 14.6604\n",
"[60]\tvalid_0's poisson: -108.455\tvalid_0's tweedie: 14.6596\n",
"[61]\tvalid_0's poisson: -108.485\tvalid_0's tweedie: 14.6587\n",
"[62]\tvalid_0's poisson: -108.496\tvalid_0's tweedie: 14.6594\n",
"[63]\tvalid_0's poisson: -108.509\tvalid_0's tweedie: 14.6591\n",
"[64]\tvalid_0's poisson: -108.531\tvalid_0's tweedie: 14.6586\n",
"[65]\tvalid_0's poisson: -108.545\tvalid_0's tweedie: 14.6583\n",
"[66]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 14.6577\n",
"[67]\tvalid_0's poisson: -108.598\tvalid_0's tweedie: 14.6572\n",
"[68]\tvalid_0's poisson: -108.61\tvalid_0's tweedie: 14.6566\n",
"[69]\tvalid_0's poisson: -108.631\tvalid_0's tweedie: 14.6563\n",
"[70]\tvalid_0's poisson: -108.638\tvalid_0's tweedie: 14.656\n",
"[71]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 14.6555\n",
"[72]\tvalid_0's poisson: -108.679\tvalid_0's tweedie: 14.6549\n",
"[73]\tvalid_0's poisson: -108.697\tvalid_0's tweedie: 14.6544\n",
"[74]\tvalid_0's poisson: -108.704\tvalid_0's tweedie: 14.6544\n",
"[75]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 14.6542\n",
"[76]\tvalid_0's poisson: -108.732\tvalid_0's tweedie: 14.6541\n",
"[77]\tvalid_0's poisson: -108.741\tvalid_0's tweedie: 14.6538\n",
"[78]\tvalid_0's poisson: -108.754\tvalid_0's tweedie: 14.6533\n",
"[79]\tvalid_0's poisson: -108.759\tvalid_0's tweedie: 14.6533\n",
"[80]\tvalid_0's poisson: -108.773\tvalid_0's tweedie: 14.6531\n",
"[81]\tvalid_0's poisson: -108.785\tvalid_0's tweedie: 14.6528\n",
"[82]\tvalid_0's poisson: -108.797\tvalid_0's tweedie: 14.652\n",
"[83]\tvalid_0's poisson: -108.803\tvalid_0's tweedie: 14.6519\n",
"[84]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 14.652\n",
"[85]\tvalid_0's poisson: -108.819\tvalid_0's tweedie: 14.6517\n",
"[86]\tvalid_0's poisson: -108.826\tvalid_0's tweedie: 14.6515\n",
"[87]\tvalid_0's poisson: -108.833\tvalid_0's tweedie: 14.6511\n",
"[88]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 14.6509\n",
"[89]\tvalid_0's poisson: -108.852\tvalid_0's tweedie: 14.6508\n",
"[90]\tvalid_0's poisson: -108.859\tvalid_0's tweedie: 14.6507\n",
"[91]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 14.6505\n",
"[92]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 14.6501\n",
"[93]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 14.65\n",
"[94]\tvalid_0's poisson: -108.879\tvalid_0's tweedie: 14.6499\n",
"[95]\tvalid_0's poisson: -108.886\tvalid_0's tweedie: 14.6498\n",
"[96]\tvalid_0's poisson: -108.89\tvalid_0's tweedie: 14.6496\n",
"[97]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 14.6497\n",
"[98]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 14.6496\n",
"[99]\tvalid_0's poisson: -108.904\tvalid_0's tweedie: 14.6495\n",
"[100]\tvalid_0's poisson: -108.906\tvalid_0's tweedie: 14.6493\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.01, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -105.83\tvalid_0's tweedie: 30.2241\n",
"[2]\tvalid_0's poisson: -107.417\tvalid_0's tweedie: 29.6113\n",
"[3]\tvalid_0's poisson: -108.198\tvalid_0's tweedie: 29.4365\n",
"[4]\tvalid_0's poisson: -108.429\tvalid_0's tweedie: 29.3869\n",
"[5]\tvalid_0's poisson: -108.628\tvalid_0's tweedie: 29.3275\n",
"[6]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 29.2671\n",
"[7]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 29.2743\n",
"[8]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 29.2684\n",
"[9]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 29.2539\n",
"[10]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 29.2501\n",
"[11]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 29.2533\n",
"[12]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 29.2496\n",
"[13]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 29.2376\n",
"[14]\tvalid_0's poisson: -109.202\tvalid_0's tweedie: 29.2293\n",
"[15]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 29.2162\n",
"[16]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 29.2136\n",
"[17]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 29.2139\n",
"[18]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 29.2188\n",
"[19]\tvalid_0's poisson: -109.233\tvalid_0's tweedie: 29.2234\n",
"[20]\tvalid_0's poisson: -109.238\tvalid_0's tweedie: 29.2227\n",
"[21]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 29.2204\n",
"[22]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 29.2176\n",
"[23]\tvalid_0's poisson: -109.265\tvalid_0's tweedie: 29.2156\n",
"[24]\tvalid_0's poisson: -109.277\tvalid_0's tweedie: 29.2123\n",
"[25]\tvalid_0's poisson: -109.27\tvalid_0's tweedie: 29.2185\n",
"[26]\tvalid_0's poisson: -109.294\tvalid_0's tweedie: 29.213\n",
"[27]\tvalid_0's poisson: -109.264\tvalid_0's tweedie: 29.2189\n",
"[28]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.2202\n",
"[29]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 29.2245\n",
"[30]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.2273\n",
"[31]\tvalid_0's poisson: -109.221\tvalid_0's tweedie: 29.2288\n",
"[32]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 29.2283\n",
"[33]\tvalid_0's poisson: -109.202\tvalid_0's tweedie: 29.231\n",
"[34]\tvalid_0's poisson: -109.199\tvalid_0's tweedie: 29.2344\n",
"[35]\tvalid_0's poisson: -109.2\tvalid_0's tweedie: 29.2352\n",
"[36]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 29.2371\n",
"[37]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 29.2343\n",
"[38]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 29.2366\n",
"[39]\tvalid_0's poisson: -109.207\tvalid_0's tweedie: 29.2367\n",
"[40]\tvalid_0's poisson: -109.211\tvalid_0's tweedie: 29.2353\n",
"[41]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 29.2311\n",
"[42]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.232\n",
"[43]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 29.232\n",
"[44]\tvalid_0's poisson: -109.227\tvalid_0's tweedie: 29.2303\n",
"[45]\tvalid_0's poisson: -109.23\tvalid_0's tweedie: 29.2301\n",
"[46]\tvalid_0's poisson: -109.247\tvalid_0's tweedie: 29.2289\n",
"[47]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 29.2287\n",
"[48]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 29.2287\n",
"[49]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 29.2289\n",
"[50]\tvalid_0's poisson: -109.231\tvalid_0's tweedie: 29.2306\n",
"[51]\tvalid_0's poisson: -109.227\tvalid_0's tweedie: 29.2325\n",
"[52]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 29.2343\n",
"[53]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 29.2371\n",
"[54]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 29.2305\n",
"[55]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 29.2333\n",
"[56]\tvalid_0's poisson: -109.242\tvalid_0's tweedie: 29.2321\n",
"[57]\tvalid_0's poisson: -109.233\tvalid_0's tweedie: 29.2338\n",
"[58]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.236\n",
"[59]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.2355\n",
"[60]\tvalid_0's poisson: -109.221\tvalid_0's tweedie: 29.2369\n",
"[61]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 29.2354\n",
"[62]\tvalid_0's poisson: -109.233\tvalid_0's tweedie: 29.2355\n",
"[63]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 29.2365\n",
"[64]\tvalid_0's poisson: -109.225\tvalid_0's tweedie: 29.2409\n",
"[65]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 29.2392\n",
"[66]\tvalid_0's poisson: -109.238\tvalid_0's tweedie: 29.2366\n",
"[67]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 29.2371\n",
"[68]\tvalid_0's poisson: -109.232\tvalid_0's tweedie: 29.2384\n",
"[69]\tvalid_0's poisson: -109.225\tvalid_0's tweedie: 29.241\n",
"[70]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.2416\n",
"[71]\tvalid_0's poisson: -109.22\tvalid_0's tweedie: 29.2428\n",
"[72]\tvalid_0's poisson: -109.233\tvalid_0's tweedie: 29.2414\n",
"[73]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.2436\n",
"[74]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 29.2458\n",
"[75]\tvalid_0's poisson: -109.231\tvalid_0's tweedie: 29.2429\n",
"[76]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 29.2427\n",
"[77]\tvalid_0's poisson: -109.227\tvalid_0's tweedie: 29.2436\n",
"[78]\tvalid_0's poisson: -109.23\tvalid_0's tweedie: 29.243\n",
"[79]\tvalid_0's poisson: -109.233\tvalid_0's tweedie: 29.2418\n",
"[80]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 29.2433\n",
"[81]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 29.245\n",
"[82]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 29.247\n",
"[83]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 29.2446\n",
"[84]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 29.2442\n",
"[85]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 29.2488\n",
"[86]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 29.2462\n",
"[87]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.2441\n",
"[88]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 29.2452\n",
"[89]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 29.2478\n",
"[90]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 29.2471\n",
"[91]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 29.2469\n",
"[92]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 29.2471\n",
"[93]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 29.2476\n",
"[94]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 29.2507\n",
"[95]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 29.2501\n",
"[96]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 29.2544\n",
"[97]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 29.2563\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[98]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 29.2586\n",
"[99]\tvalid_0's poisson: -109.194\tvalid_0's tweedie: 29.2593\n",
"[100]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 29.259\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -105.859\tvalid_0's tweedie: 30.215\n",
"[2]\tvalid_0's poisson: -107.634\tvalid_0's tweedie: 29.5704\n",
"[3]\tvalid_0's poisson: -108.159\tvalid_0's tweedie: 29.4423\n",
"[4]\tvalid_0's poisson: -108.226\tvalid_0's tweedie: 29.42\n",
"[5]\tvalid_0's poisson: -108.489\tvalid_0's tweedie: 29.3664\n",
"[6]\tvalid_0's poisson: -108.561\tvalid_0's tweedie: 29.3436\n",
"[7]\tvalid_0's poisson: -108.672\tvalid_0's tweedie: 29.3242\n",
"[8]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 29.3187\n",
"[9]\tvalid_0's poisson: -108.784\tvalid_0's tweedie: 29.3014\n",
"[10]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 29.3027\n",
"[11]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 29.2948\n",
"[12]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 29.2943\n",
"[13]\tvalid_0's poisson: -108.894\tvalid_0's tweedie: 29.2879\n",
"[14]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 29.2869\n",
"[15]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 29.2804\n",
"[16]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 29.2784\n",
"[17]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 29.2674\n",
"[18]\tvalid_0's poisson: -109.003\tvalid_0's tweedie: 29.2659\n",
"[19]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 29.2637\n",
"[20]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 29.2679\n",
"[21]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 29.2651\n",
"[22]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 29.2602\n",
"[23]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 29.2608\n",
"[24]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 29.2585\n",
"[25]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 29.2611\n",
"[26]\tvalid_0's poisson: -109.081\tvalid_0's tweedie: 29.2534\n",
"[27]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 29.2616\n",
"[28]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 29.2568\n",
"[29]\tvalid_0's poisson: -109.063\tvalid_0's tweedie: 29.2572\n",
"[30]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 29.257\n",
"[31]\tvalid_0's poisson: -109.067\tvalid_0's tweedie: 29.2552\n",
"[32]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 29.2495\n",
"[33]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 29.2411\n",
"[34]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 29.242\n",
"[35]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 29.2435\n",
"[36]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 29.2432\n",
"[37]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 29.2435\n",
"[38]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 29.241\n",
"[39]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 29.2376\n",
"[40]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 29.2389\n",
"[41]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 29.2393\n",
"[42]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 29.2379\n",
"[43]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 29.2384\n",
"[44]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 29.2384\n",
"[45]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 29.2369\n",
"[46]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 29.2371\n",
"[47]\tvalid_0's poisson: -109.173\tvalid_0's tweedie: 29.235\n",
"[48]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 29.2355\n",
"[49]\tvalid_0's poisson: -109.173\tvalid_0's tweedie: 29.2349\n",
"[50]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 29.232\n",
"[51]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 29.2329\n",
"[52]\tvalid_0's poisson: -109.168\tvalid_0's tweedie: 29.2352\n",
"[53]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 29.2411\n",
"[54]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 29.2433\n",
"[55]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 29.2417\n",
"[56]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 29.2437\n",
"[57]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 29.2426\n",
"[58]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 29.2438\n",
"[59]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 29.2496\n",
"[60]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 29.2504\n",
"[61]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 29.2472\n",
"[62]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 29.2476\n",
"[63]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 29.2514\n",
"[64]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 29.2518\n",
"[65]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 29.2507\n",
"[66]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 29.2503\n",
"[67]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 29.2483\n",
"[68]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 29.2476\n",
"[69]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 29.2591\n",
"[70]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 29.2589\n",
"[71]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 29.2595\n",
"[72]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 29.2598\n",
"[73]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 29.2618\n",
"[74]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 29.2611\n",
"[75]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 29.259\n",
"[76]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 29.26\n",
"[77]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 29.2614\n",
"[78]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 29.2647\n",
"[79]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 29.2633\n",
"[80]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 29.2605\n",
"[81]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 29.2605\n",
"[82]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 29.2621\n",
"[83]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 29.2615\n",
"[84]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 29.2609\n",
"[85]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 29.2612\n",
"[86]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 29.2598\n",
"[87]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 29.2607\n",
"[88]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 29.2627\n",
"[89]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 29.2655\n",
"[90]\tvalid_0's poisson: -109.131\tvalid_0's tweedie: 29.2689\n",
"[91]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 29.2722\n",
"[92]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 29.2726\n",
"[93]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 29.272\n",
"[94]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 29.2721\n",
"[95]\tvalid_0's poisson: -109.117\tvalid_0's tweedie: 29.2738\n",
"[96]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 29.27\n",
"[97]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 29.2717\n",
"[98]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 29.269\n",
"[99]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 29.2686\n",
"[100]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 29.2663\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -105.915\tvalid_0's tweedie: 30.2171\n",
"[2]\tvalid_0's poisson: -107.615\tvalid_0's tweedie: 29.5766\n",
"[3]\tvalid_0's poisson: -108.171\tvalid_0's tweedie: 29.453\n",
"[4]\tvalid_0's poisson: -108.499\tvalid_0's tweedie: 29.3824\n",
"[5]\tvalid_0's poisson: -108.591\tvalid_0's tweedie: 29.3466\n",
"[6]\tvalid_0's poisson: -108.636\tvalid_0's tweedie: 29.3346\n",
"[7]\tvalid_0's poisson: -108.75\tvalid_0's tweedie: 29.3136\n",
"[8]\tvalid_0's poisson: -108.741\tvalid_0's tweedie: 29.3176\n",
"[9]\tvalid_0's poisson: -108.875\tvalid_0's tweedie: 29.2862\n",
"[10]\tvalid_0's poisson: -108.979\tvalid_0's tweedie: 29.2718\n",
"[11]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 29.269\n",
"[12]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 29.2578\n",
"[13]\tvalid_0's poisson: -109.022\tvalid_0's tweedie: 29.264\n",
"[14]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 29.2601\n",
"[15]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 29.2585\n",
"[16]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 29.2625\n",
"[17]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 29.2623\n",
"[18]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 29.2592\n",
"[19]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 29.2651\n",
"[20]\tvalid_0's poisson: -109.081\tvalid_0's tweedie: 29.2611\n",
"[21]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 29.2549\n",
"[22]\tvalid_0's poisson: -109.117\tvalid_0's tweedie: 29.2521\n",
"[23]\tvalid_0's poisson: -109.13\tvalid_0's tweedie: 29.2518\n",
"[24]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 29.2518\n",
"[25]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 29.2481\n",
"[26]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 29.2436\n",
"[27]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 29.248\n",
"[28]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 29.2422\n",
"[29]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 29.2465\n",
"[30]\tvalid_0's poisson: -109.173\tvalid_0's tweedie: 29.2463\n",
"[31]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 29.2514\n",
"[32]\tvalid_0's poisson: -109.173\tvalid_0's tweedie: 29.247\n",
"[33]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 29.2487\n",
"[34]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 29.2535\n",
"[35]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 29.2521\n",
"[36]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 29.2554\n",
"[37]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 29.2584\n",
"[38]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 29.2578\n",
"[39]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 29.2607\n",
"[40]\tvalid_0's poisson: -109.137\tvalid_0's tweedie: 29.2601\n",
"[41]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 29.2613\n",
"[42]\tvalid_0's poisson: -109.13\tvalid_0's tweedie: 29.2628\n",
"[43]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 29.2631\n",
"[44]\tvalid_0's poisson: -109.117\tvalid_0's tweedie: 29.2644\n",
"[45]\tvalid_0's poisson: -109.113\tvalid_0's tweedie: 29.2665\n",
"[46]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 29.2683\n",
"[47]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 29.2675\n",
"[48]\tvalid_0's poisson: -109.091\tvalid_0's tweedie: 29.2747\n",
"[49]\tvalid_0's poisson: -109.079\tvalid_0's tweedie: 29.2798\n",
"[50]\tvalid_0's poisson: -109.079\tvalid_0's tweedie: 29.2802\n",
"[51]\tvalid_0's poisson: -109.09\tvalid_0's tweedie: 29.2777\n",
"[52]\tvalid_0's poisson: -109.085\tvalid_0's tweedie: 29.2786\n",
"[53]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 29.2785\n",
"[54]\tvalid_0's poisson: -109.091\tvalid_0's tweedie: 29.2781\n",
"[55]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 29.2808\n",
"[56]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 29.2775\n",
"[57]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 29.2803\n",
"[58]\tvalid_0's poisson: -109.081\tvalid_0's tweedie: 29.2797\n",
"[59]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 29.2799\n",
"[60]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 29.2826\n",
"[61]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 29.2846\n",
"[62]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 29.2826\n",
"[63]\tvalid_0's poisson: -109.063\tvalid_0's tweedie: 29.2846\n",
"[64]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 29.2839\n",
"[65]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 29.2853\n",
"[66]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 29.286\n",
"[67]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 29.2846\n",
"[68]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 29.283\n",
"[69]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 29.2819\n",
"[70]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 29.2797\n",
"[71]\tvalid_0's poisson: -109.052\tvalid_0's tweedie: 29.2826\n",
"[72]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 29.2831\n",
"[73]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 29.2793\n",
"[74]\tvalid_0's poisson: -109.068\tvalid_0's tweedie: 29.2786\n",
"[75]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 29.2799\n",
"[76]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 29.2776\n",
"[77]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 29.2768\n",
"[78]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 29.277\n",
"[79]\tvalid_0's poisson: -109.068\tvalid_0's tweedie: 29.2788\n",
"[80]\tvalid_0's poisson: -109.07\tvalid_0's tweedie: 29.2765\n",
"[81]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 29.2761\n",
"[82]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 29.2784\n",
"[83]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 29.2811\n",
"[84]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 29.2828\n",
"[85]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 29.2879\n",
"[86]\tvalid_0's poisson: -109.031\tvalid_0's tweedie: 29.2904\n",
"[87]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 29.2834\n",
"[88]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 29.2835\n",
"[89]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 29.2847\n",
"[90]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 29.2877\n",
"[91]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 29.2877\n",
"[92]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 29.2865\n",
"[93]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 29.2885\n",
"[94]\tvalid_0's poisson: -109.063\tvalid_0's tweedie: 29.2878\n",
"[95]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 29.2896\n",
"[96]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 29.2898\n",
"[97]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 29.2934\n",
"[98]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 29.2945\n",
"[99]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 29.2965\n",
"[100]\tvalid_0's poisson: -109.019\tvalid_0's tweedie: 29.2973\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -105.871\tvalid_0's tweedie: 30.2232\n",
"[2]\tvalid_0's poisson: -107.604\tvalid_0's tweedie: 29.5826\n",
"[3]\tvalid_0's poisson: -108.145\tvalid_0's tweedie: 29.4478\n",
"[4]\tvalid_0's poisson: -108.278\tvalid_0's tweedie: 29.4098\n",
"[5]\tvalid_0's poisson: -108.389\tvalid_0's tweedie: 29.3886\n",
"[6]\tvalid_0's poisson: -108.49\tvalid_0's tweedie: 29.3674\n",
"[7]\tvalid_0's poisson: -108.696\tvalid_0's tweedie: 29.3278\n",
"[8]\tvalid_0's poisson: -108.781\tvalid_0's tweedie: 29.3127\n",
"[9]\tvalid_0's poisson: -108.792\tvalid_0's tweedie: 29.3067\n",
"[10]\tvalid_0's poisson: -108.858\tvalid_0's tweedie: 29.2926\n",
"[11]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 29.2929\n",
"[12]\tvalid_0's poisson: -108.832\tvalid_0's tweedie: 29.2963\n",
"[13]\tvalid_0's poisson: -108.83\tvalid_0's tweedie: 29.2954\n",
"[14]\tvalid_0's poisson: -108.89\tvalid_0's tweedie: 29.2881\n",
"[15]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 29.2865\n",
"[16]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 29.2874\n",
"[17]\tvalid_0's poisson: -108.931\tvalid_0's tweedie: 29.2748\n",
"[18]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 29.275\n",
"[19]\tvalid_0's poisson: -108.916\tvalid_0's tweedie: 29.2804\n",
"[20]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 29.2831\n",
"[21]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 29.2749\n",
"[22]\tvalid_0's poisson: -108.958\tvalid_0's tweedie: 29.2755\n",
"[23]\tvalid_0's poisson: -108.975\tvalid_0's tweedie: 29.2755\n",
"[24]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 29.2765\n",
"[25]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 29.279\n",
"[26]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 29.2748\n",
"[27]\tvalid_0's poisson: -108.956\tvalid_0's tweedie: 29.2751\n",
"[28]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 29.2784\n",
"[29]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 29.2675\n",
"[30]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 29.2688\n",
"[31]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 29.2688\n",
"[32]\tvalid_0's poisson: -108.988\tvalid_0's tweedie: 29.2699\n",
"[33]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 29.266\n",
"[34]\tvalid_0's poisson: -109\tvalid_0's tweedie: 29.2646\n",
"[35]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 29.2682\n",
"[36]\tvalid_0's poisson: -108.976\tvalid_0's tweedie: 29.2703\n",
"[37]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 29.2752\n",
"[38]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 29.2734\n",
"[39]\tvalid_0's poisson: -108.984\tvalid_0's tweedie: 29.2705\n",
"[40]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 29.2712\n",
"[41]\tvalid_0's poisson: -108.985\tvalid_0's tweedie: 29.2736\n",
"[42]\tvalid_0's poisson: -108.955\tvalid_0's tweedie: 29.2807\n",
"[43]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 29.2797\n",
"[44]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 29.2795\n",
"[45]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 29.2775\n",
"[46]\tvalid_0's poisson: -108.988\tvalid_0's tweedie: 29.2747\n",
"[47]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 29.2767\n",
"[48]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 29.276\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[49]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 29.278\n",
"[50]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 29.2805\n",
"[51]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 29.2774\n",
"[52]\tvalid_0's poisson: -108.947\tvalid_0's tweedie: 29.2805\n",
"[53]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 29.2782\n",
"[54]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 29.2786\n",
"[55]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 29.2815\n",
"[56]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 29.2843\n",
"[57]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 29.2866\n",
"[58]\tvalid_0's poisson: -108.95\tvalid_0's tweedie: 29.2836\n",
"[59]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 29.2834\n",
"[60]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 29.2801\n",
"[61]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 29.2786\n",
"[62]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 29.2776\n",
"[63]\tvalid_0's poisson: -108.973\tvalid_0's tweedie: 29.2803\n",
"[64]\tvalid_0's poisson: -108.959\tvalid_0's tweedie: 29.2821\n",
"[65]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 29.2795\n",
"[66]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 29.2788\n",
"[67]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 29.2819\n",
"[68]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 29.2797\n",
"[69]\tvalid_0's poisson: -108.972\tvalid_0's tweedie: 29.2783\n",
"[70]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 29.281\n",
"[71]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 29.2822\n",
"[72]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 29.2806\n",
"[73]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 29.281\n",
"[74]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 29.2827\n",
"[75]\tvalid_0's poisson: -108.95\tvalid_0's tweedie: 29.2804\n",
"[76]\tvalid_0's poisson: -108.931\tvalid_0's tweedie: 29.2854\n",
"[77]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 29.2877\n",
"[78]\tvalid_0's poisson: -108.927\tvalid_0's tweedie: 29.2889\n",
"[79]\tvalid_0's poisson: -108.927\tvalid_0's tweedie: 29.29\n",
"[80]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 29.2921\n",
"[81]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 29.2927\n",
"[82]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 29.2912\n",
"[83]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 29.2933\n",
"[84]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 29.2926\n",
"[85]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 29.2943\n",
"[86]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 29.2967\n",
"[87]\tvalid_0's poisson: -108.897\tvalid_0's tweedie: 29.3003\n",
"[88]\tvalid_0's poisson: -108.894\tvalid_0's tweedie: 29.3006\n",
"[89]\tvalid_0's poisson: -108.89\tvalid_0's tweedie: 29.3029\n",
"[90]\tvalid_0's poisson: -108.879\tvalid_0's tweedie: 29.3052\n",
"[91]\tvalid_0's poisson: -108.876\tvalid_0's tweedie: 29.3064\n",
"[92]\tvalid_0's poisson: -108.875\tvalid_0's tweedie: 29.3063\n",
"[93]\tvalid_0's poisson: -108.879\tvalid_0's tweedie: 29.3059\n",
"[94]\tvalid_0's poisson: -108.875\tvalid_0's tweedie: 29.306\n",
"[95]\tvalid_0's poisson: -108.877\tvalid_0's tweedie: 29.3066\n",
"[96]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 29.3112\n",
"[97]\tvalid_0's poisson: -108.865\tvalid_0's tweedie: 29.3131\n",
"[98]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 29.3123\n",
"[99]\tvalid_0's poisson: -108.867\tvalid_0's tweedie: 29.3155\n",
"[100]\tvalid_0's poisson: -108.849\tvalid_0's tweedie: 29.3187\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -105.86\tvalid_0's tweedie: 30.227\n",
"[2]\tvalid_0's poisson: -107.692\tvalid_0's tweedie: 29.5767\n",
"[3]\tvalid_0's poisson: -108.026\tvalid_0's tweedie: 29.4822\n",
"[4]\tvalid_0's poisson: -108.387\tvalid_0's tweedie: 29.4087\n",
"[5]\tvalid_0's poisson: -108.529\tvalid_0's tweedie: 29.3651\n",
"[6]\tvalid_0's poisson: -108.721\tvalid_0's tweedie: 29.3185\n",
"[7]\tvalid_0's poisson: -108.796\tvalid_0's tweedie: 29.2998\n",
"[8]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 29.2849\n",
"[9]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 29.2957\n",
"[10]\tvalid_0's poisson: -108.889\tvalid_0's tweedie: 29.2886\n",
"[11]\tvalid_0's poisson: -108.934\tvalid_0's tweedie: 29.2784\n",
"[12]\tvalid_0's poisson: -108.999\tvalid_0's tweedie: 29.2667\n",
"[13]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 29.2612\n",
"[14]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 29.2433\n",
"[15]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 29.2401\n",
"[16]\tvalid_0's poisson: -109.227\tvalid_0's tweedie: 29.2261\n",
"[17]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 29.2264\n",
"[18]\tvalid_0's poisson: -109.262\tvalid_0's tweedie: 29.2219\n",
"[19]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 29.2253\n",
"[20]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.223\n",
"[21]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 29.2252\n",
"[22]\tvalid_0's poisson: -109.269\tvalid_0's tweedie: 29.2231\n",
"[23]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 29.2238\n",
"[24]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.2264\n",
"[25]\tvalid_0's poisson: -109.262\tvalid_0's tweedie: 29.2234\n",
"[26]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 29.2238\n",
"[27]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 29.2216\n",
"[28]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 29.2222\n",
"[29]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.2263\n",
"[30]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.2281\n",
"[31]\tvalid_0's poisson: -109.26\tvalid_0's tweedie: 29.2289\n",
"[32]\tvalid_0's poisson: -109.248\tvalid_0's tweedie: 29.2329\n",
"[33]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 29.232\n",
"[34]\tvalid_0's poisson: -109.248\tvalid_0's tweedie: 29.2325\n",
"[35]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 29.2352\n",
"[36]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 29.2366\n",
"[37]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 29.2356\n",
"[38]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 29.2357\n",
"[39]\tvalid_0's poisson: -109.244\tvalid_0's tweedie: 29.2326\n",
"[40]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 29.2304\n",
"[41]\tvalid_0's poisson: -109.26\tvalid_0's tweedie: 29.229\n",
"[42]\tvalid_0's poisson: -109.272\tvalid_0's tweedie: 29.226\n",
"[43]\tvalid_0's poisson: -109.277\tvalid_0's tweedie: 29.224\n",
"[44]\tvalid_0's poisson: -109.278\tvalid_0's tweedie: 29.2255\n",
"[45]\tvalid_0's poisson: -109.267\tvalid_0's tweedie: 29.2278\n",
"[46]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.2305\n",
"[47]\tvalid_0's poisson: -109.275\tvalid_0's tweedie: 29.2305\n",
"[48]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 29.2336\n",
"[49]\tvalid_0's poisson: -109.268\tvalid_0's tweedie: 29.231\n",
"[50]\tvalid_0's poisson: -109.28\tvalid_0's tweedie: 29.2287\n",
"[51]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 29.2279\n",
"[52]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 29.2261\n",
"[53]\tvalid_0's poisson: -109.307\tvalid_0's tweedie: 29.2232\n",
"[54]\tvalid_0's poisson: -109.294\tvalid_0's tweedie: 29.2276\n",
"[55]\tvalid_0's poisson: -109.275\tvalid_0's tweedie: 29.2309\n",
"[56]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 29.2282\n",
"[57]\tvalid_0's poisson: -109.272\tvalid_0's tweedie: 29.2337\n",
"[58]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 29.2327\n",
"[59]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 29.2351\n",
"[60]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 29.2381\n",
"[61]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 29.2391\n",
"[62]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 29.2423\n",
"[63]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 29.2412\n",
"[64]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 29.241\n",
"[65]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 29.2384\n",
"[66]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 29.241\n",
"[67]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 29.2397\n",
"[68]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 29.2421\n",
"[69]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 29.2422\n",
"[70]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 29.2422\n",
"[71]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 29.2436\n",
"[72]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 29.2455\n",
"[73]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 29.2501\n",
"[74]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 29.249\n",
"[75]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 29.2485\n",
"[76]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 29.2505\n",
"[77]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 29.2494\n",
"[78]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 29.2464\n",
"[79]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 29.2445\n",
"[80]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 29.2472\n",
"[81]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 29.2526\n",
"[82]\tvalid_0's poisson: -109.238\tvalid_0's tweedie: 29.2521\n",
"[83]\tvalid_0's poisson: -109.231\tvalid_0's tweedie: 29.2541\n",
"[84]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 29.2568\n",
"[85]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 29.2599\n",
"[86]\tvalid_0's poisson: -109.221\tvalid_0's tweedie: 29.2581\n",
"[87]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 29.2633\n",
"[88]\tvalid_0's poisson: -109.207\tvalid_0's tweedie: 29.2642\n",
"[89]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 29.2637\n",
"[90]\tvalid_0's poisson: -109.2\tvalid_0's tweedie: 29.2661\n",
"[91]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 29.2634\n",
"[92]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 29.2636\n",
"[93]\tvalid_0's poisson: -109.219\tvalid_0's tweedie: 29.2645\n",
"[94]\tvalid_0's poisson: -109.221\tvalid_0's tweedie: 29.2624\n",
"[95]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 29.2643\n",
"[96]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 29.2623\n",
"[97]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 29.2618\n",
"[98]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 29.2613\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[99]\tvalid_0's poisson: -109.232\tvalid_0's tweedie: 29.2608\n",
"[100]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 29.2629\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0, lambda_l2=0.1, learning_rate=1.0, max_depth=5, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3158\tvalid_0's tweedie: 13.752\n",
"[2]\tvalid_0's poisson: -87.4564\tvalid_0's tweedie: 13.7405\n",
"[3]\tvalid_0's poisson: -87.5954\tvalid_0's tweedie: 13.7291\n",
"[4]\tvalid_0's poisson: -87.733\tvalid_0's tweedie: 13.7177\n",
"[5]\tvalid_0's poisson: -87.8692\tvalid_0's tweedie: 13.7064\n",
"[6]\tvalid_0's poisson: -88.0037\tvalid_0's tweedie: 13.6952\n",
"[7]\tvalid_0's poisson: -88.1369\tvalid_0's tweedie: 13.684\n",
"[8]\tvalid_0's poisson: -88.2686\tvalid_0's tweedie: 13.673\n",
"[9]\tvalid_0's poisson: -88.3994\tvalid_0's tweedie: 13.662\n",
"[10]\tvalid_0's poisson: -88.5288\tvalid_0's tweedie: 13.651\n",
"[11]\tvalid_0's poisson: -88.6569\tvalid_0's tweedie: 13.6401\n",
"[12]\tvalid_0's poisson: -88.7836\tvalid_0's tweedie: 13.6293\n",
"[13]\tvalid_0's poisson: -88.9096\tvalid_0's tweedie: 13.6186\n",
"[14]\tvalid_0's poisson: -89.0337\tvalid_0's tweedie: 13.6079\n",
"[15]\tvalid_0's poisson: -89.1566\tvalid_0's tweedie: 13.5973\n",
"[16]\tvalid_0's poisson: -89.2786\tvalid_0's tweedie: 13.5868\n",
"[17]\tvalid_0's poisson: -89.3993\tvalid_0's tweedie: 13.5763\n",
"[18]\tvalid_0's poisson: -89.5189\tvalid_0's tweedie: 13.5659\n",
"[19]\tvalid_0's poisson: -89.6371\tvalid_0's tweedie: 13.5556\n",
"[20]\tvalid_0's poisson: -89.7548\tvalid_0's tweedie: 13.5453\n",
"[21]\tvalid_0's poisson: -89.8713\tvalid_0's tweedie: 13.535\n",
"[22]\tvalid_0's poisson: -89.9857\tvalid_0's tweedie: 13.5249\n",
"[23]\tvalid_0's poisson: -90.0998\tvalid_0's tweedie: 13.5148\n",
"[24]\tvalid_0's poisson: -90.2123\tvalid_0's tweedie: 13.5048\n",
"[25]\tvalid_0's poisson: -90.3244\tvalid_0's tweedie: 13.4948\n",
"[26]\tvalid_0's poisson: -90.4344\tvalid_0's tweedie: 13.485\n",
"[27]\tvalid_0's poisson: -90.5439\tvalid_0's tweedie: 13.4752\n",
"[28]\tvalid_0's poisson: -90.653\tvalid_0's tweedie: 13.4654\n",
"[29]\tvalid_0's poisson: -90.7599\tvalid_0's tweedie: 13.4557\n",
"[30]\tvalid_0's poisson: -90.8659\tvalid_0's tweedie: 13.4461\n",
"[31]\tvalid_0's poisson: -90.9715\tvalid_0's tweedie: 13.4365\n",
"[32]\tvalid_0's poisson: -91.0763\tvalid_0's tweedie: 13.427\n",
"[33]\tvalid_0's poisson: -91.1788\tvalid_0's tweedie: 13.4176\n",
"[34]\tvalid_0's poisson: -91.2814\tvalid_0's tweedie: 13.4082\n",
"[35]\tvalid_0's poisson: -91.3827\tvalid_0's tweedie: 13.3989\n",
"[36]\tvalid_0's poisson: -91.4829\tvalid_0's tweedie: 13.3896\n",
"[37]\tvalid_0's poisson: -91.5821\tvalid_0's tweedie: 13.3804\n",
"[38]\tvalid_0's poisson: -91.6805\tvalid_0's tweedie: 13.3713\n",
"[39]\tvalid_0's poisson: -91.7777\tvalid_0's tweedie: 13.3623\n",
"[40]\tvalid_0's poisson: -91.8741\tvalid_0's tweedie: 13.3533\n",
"[41]\tvalid_0's poisson: -91.9695\tvalid_0's tweedie: 13.3443\n",
"[42]\tvalid_0's poisson: -92.0645\tvalid_0's tweedie: 13.3354\n",
"[43]\tvalid_0's poisson: -92.158\tvalid_0's tweedie: 13.3266\n",
"[44]\tvalid_0's poisson: -92.2505\tvalid_0's tweedie: 13.3179\n",
"[45]\tvalid_0's poisson: -92.3425\tvalid_0's tweedie: 13.3091\n",
"[46]\tvalid_0's poisson: -92.4327\tvalid_0's tweedie: 13.3006\n",
"[47]\tvalid_0's poisson: -92.5232\tvalid_0's tweedie: 13.2919\n",
"[48]\tvalid_0's poisson: -92.6126\tvalid_0's tweedie: 13.2834\n",
"[49]\tvalid_0's poisson: -92.7002\tvalid_0's tweedie: 13.275\n",
"[50]\tvalid_0's poisson: -92.788\tvalid_0's tweedie: 13.2665\n",
"[51]\tvalid_0's poisson: -92.8753\tvalid_0's tweedie: 13.2581\n",
"[52]\tvalid_0's poisson: -92.9609\tvalid_0's tweedie: 13.2499\n",
"[53]\tvalid_0's poisson: -93.0456\tvalid_0's tweedie: 13.2416\n",
"[54]\tvalid_0's poisson: -93.1302\tvalid_0's tweedie: 13.2334\n",
"[55]\tvalid_0's poisson: -93.2134\tvalid_0's tweedie: 13.2253\n",
"[56]\tvalid_0's poisson: -93.296\tvalid_0's tweedie: 13.2173\n",
"[57]\tvalid_0's poisson: -93.3783\tvalid_0's tweedie: 13.2092\n",
"[58]\tvalid_0's poisson: -93.4592\tvalid_0's tweedie: 13.2013\n",
"[59]\tvalid_0's poisson: -93.5395\tvalid_0's tweedie: 13.1934\n",
"[60]\tvalid_0's poisson: -93.6191\tvalid_0's tweedie: 13.1855\n",
"[61]\tvalid_0's poisson: -93.6974\tvalid_0's tweedie: 13.1778\n",
"[62]\tvalid_0's poisson: -93.7759\tvalid_0's tweedie: 13.1701\n",
"[63]\tvalid_0's poisson: -93.8533\tvalid_0's tweedie: 13.1624\n",
"[64]\tvalid_0's poisson: -93.9303\tvalid_0's tweedie: 13.1547\n",
"[65]\tvalid_0's poisson: -94.0062\tvalid_0's tweedie: 13.1472\n",
"[66]\tvalid_0's poisson: -94.0815\tvalid_0's tweedie: 13.1397\n",
"[67]\tvalid_0's poisson: -94.1561\tvalid_0's tweedie: 13.1322\n",
"[68]\tvalid_0's poisson: -94.2299\tvalid_0's tweedie: 13.1248\n",
"[69]\tvalid_0's poisson: -94.3043\tvalid_0's tweedie: 13.1174\n",
"[70]\tvalid_0's poisson: -94.3759\tvalid_0's tweedie: 13.1102\n",
"[71]\tvalid_0's poisson: -94.4479\tvalid_0's tweedie: 13.1029\n",
"[72]\tvalid_0's poisson: -94.5202\tvalid_0's tweedie: 13.0957\n",
"[73]\tvalid_0's poisson: -94.591\tvalid_0's tweedie: 13.0886\n",
"[74]\tvalid_0's poisson: -94.6606\tvalid_0's tweedie: 13.0815\n",
"[75]\tvalid_0's poisson: -94.7305\tvalid_0's tweedie: 13.0744\n",
"[76]\tvalid_0's poisson: -94.7994\tvalid_0's tweedie: 13.0674\n",
"[77]\tvalid_0's poisson: -94.8671\tvalid_0's tweedie: 13.0605\n",
"[78]\tvalid_0's poisson: -94.9358\tvalid_0's tweedie: 13.0535\n",
"[79]\tvalid_0's poisson: -95.0024\tvalid_0's tweedie: 13.0466\n",
"[80]\tvalid_0's poisson: -95.0684\tvalid_0's tweedie: 13.0399\n",
"[81]\tvalid_0's poisson: -95.1351\tvalid_0's tweedie: 13.033\n",
"[82]\tvalid_0's poisson: -95.1999\tvalid_0's tweedie: 13.0263\n",
"[83]\tvalid_0's poisson: -95.2646\tvalid_0's tweedie: 13.0196\n",
"[84]\tvalid_0's poisson: -95.3294\tvalid_0's tweedie: 13.013\n",
"[85]\tvalid_0's poisson: -95.3936\tvalid_0's tweedie: 13.0063\n",
"[86]\tvalid_0's poisson: -95.4557\tvalid_0's tweedie: 12.9998\n",
"[87]\tvalid_0's poisson: -95.5185\tvalid_0's tweedie: 12.9933\n",
"[88]\tvalid_0's poisson: -95.5808\tvalid_0's tweedie: 12.9869\n",
"[89]\tvalid_0's poisson: -95.6426\tvalid_0's tweedie: 12.9805\n",
"[90]\tvalid_0's poisson: -95.7034\tvalid_0's tweedie: 12.9741\n",
"[91]\tvalid_0's poisson: -95.7635\tvalid_0's tweedie: 12.9678\n",
"[92]\tvalid_0's poisson: -95.8284\tvalid_0's tweedie: 12.9611\n",
"[93]\tvalid_0's poisson: -95.8928\tvalid_0's tweedie: 12.9545\n",
"[94]\tvalid_0's poisson: -95.9516\tvalid_0's tweedie: 12.9482\n",
"[95]\tvalid_0's poisson: -96.0148\tvalid_0's tweedie: 12.9417\n",
"[96]\tvalid_0's poisson: -96.0775\tvalid_0's tweedie: 12.9352\n",
"[97]\tvalid_0's poisson: -96.1396\tvalid_0's tweedie: 12.9287\n",
"[98]\tvalid_0's poisson: -96.2005\tvalid_0's tweedie: 12.9223\n",
"[99]\tvalid_0's poisson: -96.2615\tvalid_0's tweedie: 12.9159\n",
"[100]\tvalid_0's poisson: -96.3219\tvalid_0's tweedie: 12.9096\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3, tweedie_variance_power=1.7; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3173\tvalid_0's tweedie: 13.7519\n",
"[2]\tvalid_0's poisson: -87.4591\tvalid_0's tweedie: 13.7403\n",
"[3]\tvalid_0's poisson: -87.5991\tvalid_0's tweedie: 13.7288\n",
"[4]\tvalid_0's poisson: -87.7378\tvalid_0's tweedie: 13.7173\n",
"[5]\tvalid_0's poisson: -87.8749\tvalid_0's tweedie: 13.7059\n",
"[6]\tvalid_0's poisson: -88.0107\tvalid_0's tweedie: 13.6946\n",
"[7]\tvalid_0's poisson: -88.1449\tvalid_0's tweedie: 13.6834\n",
"[8]\tvalid_0's poisson: -88.2778\tvalid_0's tweedie: 13.6723\n",
"[9]\tvalid_0's poisson: -88.4091\tvalid_0's tweedie: 13.6612\n",
"[10]\tvalid_0's poisson: -88.5394\tvalid_0's tweedie: 13.6502\n",
"[11]\tvalid_0's poisson: -88.6681\tvalid_0's tweedie: 13.6393\n",
"[12]\tvalid_0's poisson: -88.7955\tvalid_0's tweedie: 13.6284\n",
"[13]\tvalid_0's poisson: -88.9214\tvalid_0's tweedie: 13.6176\n",
"[14]\tvalid_0's poisson: -89.0465\tvalid_0's tweedie: 13.6069\n",
"[15]\tvalid_0's poisson: -89.1699\tvalid_0's tweedie: 13.5963\n",
"[16]\tvalid_0's poisson: -89.2921\tvalid_0's tweedie: 13.5857\n",
"[17]\tvalid_0's poisson: -89.4129\tvalid_0's tweedie: 13.5752\n",
"[18]\tvalid_0's poisson: -89.5329\tvalid_0's tweedie: 13.5648\n",
"[19]\tvalid_0's poisson: -89.6513\tvalid_0's tweedie: 13.5545\n",
"[20]\tvalid_0's poisson: -89.7685\tvalid_0's tweedie: 13.5442\n",
"[21]\tvalid_0's poisson: -89.8845\tvalid_0's tweedie: 13.534\n",
"[22]\tvalid_0's poisson: -89.9996\tvalid_0's tweedie: 13.5238\n",
"[23]\tvalid_0's poisson: -90.1133\tvalid_0's tweedie: 13.5137\n",
"[24]\tvalid_0's poisson: -90.2257\tvalid_0's tweedie: 13.5038\n",
"[25]\tvalid_0's poisson: -90.3375\tvalid_0's tweedie: 13.4938\n",
"[26]\tvalid_0's poisson: -90.4477\tvalid_0's tweedie: 13.4839\n",
"[27]\tvalid_0's poisson: -90.5568\tvalid_0's tweedie: 13.4741\n",
"[28]\tvalid_0's poisson: -90.6647\tvalid_0's tweedie: 13.4644\n",
"[29]\tvalid_0's poisson: -90.7721\tvalid_0's tweedie: 13.4547\n",
"[30]\tvalid_0's poisson: -90.8778\tvalid_0's tweedie: 13.4451\n",
"[31]\tvalid_0's poisson: -90.983\tvalid_0's tweedie: 13.4356\n",
"[32]\tvalid_0's poisson: -91.0871\tvalid_0's tweedie: 13.4261\n",
"[33]\tvalid_0's poisson: -91.1897\tvalid_0's tweedie: 13.4167\n",
"[34]\tvalid_0's poisson: -91.2913\tvalid_0's tweedie: 13.4073\n",
"[35]\tvalid_0's poisson: -91.3923\tvalid_0's tweedie: 13.398\n",
"[36]\tvalid_0's poisson: -91.4927\tvalid_0's tweedie: 13.3888\n",
"[37]\tvalid_0's poisson: -91.5914\tvalid_0's tweedie: 13.3796\n",
"[38]\tvalid_0's poisson: -91.6903\tvalid_0's tweedie: 13.3704\n",
"[39]\tvalid_0's poisson: -91.7885\tvalid_0's tweedie: 13.3613\n",
"[40]\tvalid_0's poisson: -91.8843\tvalid_0's tweedie: 13.3524\n",
"[41]\tvalid_0's poisson: -91.9807\tvalid_0's tweedie: 13.3433\n",
"[42]\tvalid_0's poisson: -92.0754\tvalid_0's tweedie: 13.3344\n",
"[43]\tvalid_0's poisson: -92.1694\tvalid_0's tweedie: 13.3256\n",
"[44]\tvalid_0's poisson: -92.2623\tvalid_0's tweedie: 13.3168\n",
"[45]\tvalid_0's poisson: -92.3544\tvalid_0's tweedie: 13.3081\n",
"[46]\tvalid_0's poisson: -92.4457\tvalid_0's tweedie: 13.2994\n",
"[47]\tvalid_0's poisson: -92.5366\tvalid_0's tweedie: 13.2908\n",
"[48]\tvalid_0's poisson: -92.6262\tvalid_0's tweedie: 13.2823\n",
"[49]\tvalid_0's poisson: -92.7143\tvalid_0's tweedie: 13.2738\n",
"[50]\tvalid_0's poisson: -92.8026\tvalid_0's tweedie: 13.2653\n",
"[51]\tvalid_0's poisson: -92.8896\tvalid_0's tweedie: 13.257\n",
"[52]\tvalid_0's poisson: -92.9759\tvalid_0's tweedie: 13.2487\n",
"[53]\tvalid_0's poisson: -93.0611\tvalid_0's tweedie: 13.2404\n",
"[54]\tvalid_0's poisson: -93.1458\tvalid_0's tweedie: 13.2322\n",
"[55]\tvalid_0's poisson: -93.2301\tvalid_0's tweedie: 13.224\n",
"[56]\tvalid_0's poisson: -93.3121\tvalid_0's tweedie: 13.216\n",
"[57]\tvalid_0's poisson: -93.3945\tvalid_0's tweedie: 13.208\n",
"[58]\tvalid_0's poisson: -93.4765\tvalid_0's tweedie: 13.2\n",
"[59]\tvalid_0's poisson: -93.5571\tvalid_0's tweedie: 13.1921\n",
"[60]\tvalid_0's poisson: -93.6363\tvalid_0's tweedie: 13.1843\n",
"[61]\tvalid_0's poisson: -93.7159\tvalid_0's tweedie: 13.1764\n",
"[62]\tvalid_0's poisson: -93.7942\tvalid_0's tweedie: 13.1687\n",
"[63]\tvalid_0's poisson: -93.8724\tvalid_0's tweedie: 13.1609\n",
"[64]\tvalid_0's poisson: -93.9489\tvalid_0's tweedie: 13.1533\n",
"[65]\tvalid_0's poisson: -94.0252\tvalid_0's tweedie: 13.1457\n",
"[66]\tvalid_0's poisson: -94.1012\tvalid_0's tweedie: 13.1381\n",
"[67]\tvalid_0's poisson: -94.1756\tvalid_0's tweedie: 13.1307\n",
"[68]\tvalid_0's poisson: -94.2502\tvalid_0's tweedie: 13.1232\n",
"[69]\tvalid_0's poisson: -94.3238\tvalid_0's tweedie: 13.1158\n",
"[70]\tvalid_0's poisson: -94.3968\tvalid_0's tweedie: 13.1085\n",
"[71]\tvalid_0's poisson: -94.4687\tvalid_0's tweedie: 13.1012\n",
"[72]\tvalid_0's poisson: -94.5403\tvalid_0's tweedie: 13.094\n",
"[73]\tvalid_0's poisson: -94.6115\tvalid_0's tweedie: 13.0868\n",
"[74]\tvalid_0's poisson: -94.6818\tvalid_0's tweedie: 13.0797\n",
"[75]\tvalid_0's poisson: -94.751\tvalid_0's tweedie: 13.0726\n",
"[76]\tvalid_0's poisson: -94.8204\tvalid_0's tweedie: 13.0655\n",
"[77]\tvalid_0's poisson: -94.8888\tvalid_0's tweedie: 13.0586\n",
"[78]\tvalid_0's poisson: -94.9568\tvalid_0's tweedie: 13.0516\n",
"[79]\tvalid_0's poisson: -95.0244\tvalid_0's tweedie: 13.0446\n",
"[80]\tvalid_0's poisson: -95.091\tvalid_0's tweedie: 13.0378\n",
"[81]\tvalid_0's poisson: -95.1568\tvalid_0's tweedie: 13.031\n",
"[82]\tvalid_0's poisson: -95.2226\tvalid_0's tweedie: 13.0242\n",
"[83]\tvalid_0's poisson: -95.2877\tvalid_0's tweedie: 13.0175\n",
"[84]\tvalid_0's poisson: -95.3519\tvalid_0's tweedie: 13.0109\n",
"[85]\tvalid_0's poisson: -95.4159\tvalid_0's tweedie: 13.0042\n",
"[86]\tvalid_0's poisson: -95.4793\tvalid_0's tweedie: 12.9977\n",
"[87]\tvalid_0's poisson: -95.5419\tvalid_0's tweedie: 12.9911\n",
"[88]\tvalid_0's poisson: -95.604\tvalid_0's tweedie: 12.9846\n",
"[89]\tvalid_0's poisson: -95.6657\tvalid_0's tweedie: 12.9782\n",
"[90]\tvalid_0's poisson: -95.7271\tvalid_0's tweedie: 12.9718\n",
"[91]\tvalid_0's poisson: -95.7878\tvalid_0's tweedie: 12.9655\n",
"[92]\tvalid_0's poisson: -95.8474\tvalid_0's tweedie: 12.9592\n",
"[93]\tvalid_0's poisson: -95.9068\tvalid_0's tweedie: 12.9529\n",
"[94]\tvalid_0's poisson: -95.967\tvalid_0's tweedie: 12.9466\n",
"[95]\tvalid_0's poisson: -96.0253\tvalid_0's tweedie: 12.9404\n",
"[96]\tvalid_0's poisson: -96.0832\tvalid_0's tweedie: 12.9343\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -96.1411\tvalid_0's tweedie: 12.9282\n",
"[98]\tvalid_0's poisson: -96.198\tvalid_0's tweedie: 12.9222\n",
"[99]\tvalid_0's poisson: -96.2551\tvalid_0's tweedie: 12.9161\n",
"[100]\tvalid_0's poisson: -96.3107\tvalid_0's tweedie: 12.9102\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3, tweedie_variance_power=1.7; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3118\tvalid_0's tweedie: 13.7524\n",
"[2]\tvalid_0's poisson: -87.4525\tvalid_0's tweedie: 13.7409\n",
"[3]\tvalid_0's poisson: -87.5917\tvalid_0's tweedie: 13.7294\n",
"[4]\tvalid_0's poisson: -87.7293\tvalid_0's tweedie: 13.7181\n",
"[5]\tvalid_0's poisson: -87.8656\tvalid_0's tweedie: 13.7068\n",
"[6]\tvalid_0's poisson: -88.0003\tvalid_0's tweedie: 13.6956\n",
"[7]\tvalid_0's poisson: -88.1337\tvalid_0's tweedie: 13.6845\n",
"[8]\tvalid_0's poisson: -88.2661\tvalid_0's tweedie: 13.6734\n",
"[9]\tvalid_0's poisson: -88.3966\tvalid_0's tweedie: 13.6624\n",
"[10]\tvalid_0's poisson: -88.5263\tvalid_0's tweedie: 13.6515\n",
"[11]\tvalid_0's poisson: -88.6545\tvalid_0's tweedie: 13.6406\n",
"[12]\tvalid_0's poisson: -88.7814\tvalid_0's tweedie: 13.6298\n",
"[13]\tvalid_0's poisson: -88.9067\tvalid_0's tweedie: 13.6191\n",
"[14]\tvalid_0's poisson: -89.0309\tvalid_0's tweedie: 13.6085\n",
"[15]\tvalid_0's poisson: -89.1539\tvalid_0's tweedie: 13.5979\n",
"[16]\tvalid_0's poisson: -89.2756\tvalid_0's tweedie: 13.5874\n",
"[17]\tvalid_0's poisson: -89.3965\tvalid_0's tweedie: 13.5769\n",
"[18]\tvalid_0's poisson: -89.5155\tvalid_0's tweedie: 13.5666\n",
"[19]\tvalid_0's poisson: -89.6336\tvalid_0's tweedie: 13.5563\n",
"[20]\tvalid_0's poisson: -89.7504\tvalid_0's tweedie: 13.5461\n",
"[21]\tvalid_0's poisson: -89.8663\tvalid_0's tweedie: 13.5359\n",
"[22]\tvalid_0's poisson: -89.9807\tvalid_0's tweedie: 13.5258\n",
"[23]\tvalid_0's poisson: -90.0941\tvalid_0's tweedie: 13.5158\n",
"[24]\tvalid_0's poisson: -90.2062\tvalid_0's tweedie: 13.5058\n",
"[25]\tvalid_0's poisson: -90.3174\tvalid_0's tweedie: 13.4959\n",
"[26]\tvalid_0's poisson: -90.4274\tvalid_0's tweedie: 13.4861\n",
"[27]\tvalid_0's poisson: -90.5362\tvalid_0's tweedie: 13.4764\n",
"[28]\tvalid_0's poisson: -90.6441\tvalid_0's tweedie: 13.4667\n",
"[29]\tvalid_0's poisson: -90.7507\tvalid_0's tweedie: 13.4571\n",
"[30]\tvalid_0's poisson: -90.8563\tvalid_0's tweedie: 13.4475\n",
"[31]\tvalid_0's poisson: -90.9605\tvalid_0's tweedie: 13.438\n",
"[32]\tvalid_0's poisson: -91.0644\tvalid_0's tweedie: 13.4286\n",
"[33]\tvalid_0's poisson: -91.1677\tvalid_0's tweedie: 13.4191\n",
"[34]\tvalid_0's poisson: -91.2687\tvalid_0's tweedie: 13.4099\n",
"[35]\tvalid_0's poisson: -91.3688\tvalid_0's tweedie: 13.4007\n",
"[36]\tvalid_0's poisson: -91.469\tvalid_0's tweedie: 13.3914\n",
"[37]\tvalid_0's poisson: -91.5675\tvalid_0's tweedie: 13.3823\n",
"[38]\tvalid_0's poisson: -91.6654\tvalid_0's tweedie: 13.3732\n",
"[39]\tvalid_0's poisson: -91.7626\tvalid_0's tweedie: 13.3642\n",
"[40]\tvalid_0's poisson: -91.8591\tvalid_0's tweedie: 13.3552\n",
"[41]\tvalid_0's poisson: -91.9555\tvalid_0's tweedie: 13.3462\n",
"[42]\tvalid_0's poisson: -92.0498\tvalid_0's tweedie: 13.3374\n",
"[43]\tvalid_0's poisson: -92.143\tvalid_0's tweedie: 13.3286\n",
"[44]\tvalid_0's poisson: -92.2363\tvalid_0's tweedie: 13.3198\n",
"[45]\tvalid_0's poisson: -92.328\tvalid_0's tweedie: 13.3112\n",
"[46]\tvalid_0's poisson: -92.4194\tvalid_0's tweedie: 13.3025\n",
"[47]\tvalid_0's poisson: -92.5092\tvalid_0's tweedie: 13.2939\n",
"[48]\tvalid_0's poisson: -92.5985\tvalid_0's tweedie: 13.2854\n",
"[49]\tvalid_0's poisson: -92.6877\tvalid_0's tweedie: 13.2769\n",
"[50]\tvalid_0's poisson: -92.775\tvalid_0's tweedie: 13.2686\n",
"[51]\tvalid_0's poisson: -92.8619\tvalid_0's tweedie: 13.2602\n",
"[52]\tvalid_0's poisson: -92.9475\tvalid_0's tweedie: 13.252\n",
"[53]\tvalid_0's poisson: -93.0327\tvalid_0's tweedie: 13.2438\n",
"[54]\tvalid_0's poisson: -93.1178\tvalid_0's tweedie: 13.2355\n",
"[55]\tvalid_0's poisson: -93.2005\tvalid_0's tweedie: 13.2275\n",
"[56]\tvalid_0's poisson: -93.2838\tvalid_0's tweedie: 13.2194\n",
"[57]\tvalid_0's poisson: -93.3665\tvalid_0's tweedie: 13.2113\n",
"[58]\tvalid_0's poisson: -93.4476\tvalid_0's tweedie: 13.2034\n",
"[59]\tvalid_0's poisson: -93.5287\tvalid_0's tweedie: 13.1955\n",
"[60]\tvalid_0's poisson: -93.608\tvalid_0's tweedie: 13.1877\n",
"[61]\tvalid_0's poisson: -93.6868\tvalid_0's tweedie: 13.1799\n",
"[62]\tvalid_0's poisson: -93.766\tvalid_0's tweedie: 13.1722\n",
"[63]\tvalid_0's poisson: -93.8427\tvalid_0's tweedie: 13.1645\n",
"[64]\tvalid_0's poisson: -93.92\tvalid_0's tweedie: 13.1569\n",
"[65]\tvalid_0's poisson: -93.997\tvalid_0's tweedie: 13.1493\n",
"[66]\tvalid_0's poisson: -94.0716\tvalid_0's tweedie: 13.1418\n",
"[67]\tvalid_0's poisson: -94.147\tvalid_0's tweedie: 13.1343\n",
"[68]\tvalid_0's poisson: -94.2221\tvalid_0's tweedie: 13.1268\n",
"[69]\tvalid_0's poisson: -94.2946\tvalid_0's tweedie: 13.1195\n",
"[70]\tvalid_0's poisson: -94.3679\tvalid_0's tweedie: 13.1122\n",
"[71]\tvalid_0's poisson: -94.4408\tvalid_0's tweedie: 13.1049\n",
"[72]\tvalid_0's poisson: -94.5127\tvalid_0's tweedie: 13.0977\n",
"[73]\tvalid_0's poisson: -94.5833\tvalid_0's tweedie: 13.0905\n",
"[74]\tvalid_0's poisson: -94.654\tvalid_0's tweedie: 13.0834\n",
"[75]\tvalid_0's poisson: -94.7237\tvalid_0's tweedie: 13.0763\n",
"[76]\tvalid_0's poisson: -94.7928\tvalid_0's tweedie: 13.0693\n",
"[77]\tvalid_0's poisson: -94.8616\tvalid_0's tweedie: 13.0624\n",
"[78]\tvalid_0's poisson: -94.9296\tvalid_0's tweedie: 13.0554\n",
"[79]\tvalid_0's poisson: -94.9967\tvalid_0's tweedie: 13.0485\n",
"[80]\tvalid_0's poisson: -95.0638\tvalid_0's tweedie: 13.0417\n",
"[81]\tvalid_0's poisson: -95.13\tvalid_0's tweedie: 13.0349\n",
"[82]\tvalid_0's poisson: -95.196\tvalid_0's tweedie: 13.0281\n",
"[83]\tvalid_0's poisson: -95.261\tvalid_0's tweedie: 13.0214\n",
"[84]\tvalid_0's poisson: -95.3258\tvalid_0's tweedie: 13.0148\n",
"[85]\tvalid_0's poisson: -95.3901\tvalid_0's tweedie: 13.0082\n",
"[86]\tvalid_0's poisson: -95.4532\tvalid_0's tweedie: 13.0016\n",
"[87]\tvalid_0's poisson: -95.5163\tvalid_0's tweedie: 12.9951\n",
"[88]\tvalid_0's poisson: -95.5785\tvalid_0's tweedie: 12.9886\n",
"[89]\tvalid_0's poisson: -95.6406\tvalid_0's tweedie: 12.9822\n",
"[90]\tvalid_0's poisson: -95.7027\tvalid_0's tweedie: 12.9758\n",
"[91]\tvalid_0's poisson: -95.763\tvalid_0's tweedie: 12.9695\n",
"[92]\tvalid_0's poisson: -95.8284\tvalid_0's tweedie: 12.9627\n",
"[93]\tvalid_0's poisson: -95.8932\tvalid_0's tweedie: 12.9561\n",
"[94]\tvalid_0's poisson: -95.9573\tvalid_0's tweedie: 12.9494\n",
"[95]\tvalid_0's poisson: -96.0163\tvalid_0's tweedie: 12.9432\n",
"[96]\tvalid_0's poisson: -96.0794\tvalid_0's tweedie: 12.9366\n",
"[97]\tvalid_0's poisson: -96.142\tvalid_0's tweedie: 12.9301\n",
"[98]\tvalid_0's poisson: -96.2032\tvalid_0's tweedie: 12.9237\n",
"[99]\tvalid_0's poisson: -96.2646\tvalid_0's tweedie: 12.9173\n",
"[100]\tvalid_0's poisson: -96.3254\tvalid_0's tweedie: 12.9109\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3, tweedie_variance_power=1.7; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3188\tvalid_0's tweedie: 13.7518\n",
"[2]\tvalid_0's poisson: -87.4599\tvalid_0's tweedie: 13.7402\n",
"[3]\tvalid_0's poisson: -87.5996\tvalid_0's tweedie: 13.7287\n",
"[4]\tvalid_0's poisson: -87.7377\tvalid_0's tweedie: 13.7172\n",
"[5]\tvalid_0's poisson: -87.8744\tvalid_0's tweedie: 13.7059\n",
"[6]\tvalid_0's poisson: -88.0099\tvalid_0's tweedie: 13.6946\n",
"[7]\tvalid_0's poisson: -88.1436\tvalid_0's tweedie: 13.6834\n",
"[8]\tvalid_0's poisson: -88.2763\tvalid_0's tweedie: 13.6723\n",
"[9]\tvalid_0's poisson: -88.4072\tvalid_0's tweedie: 13.6612\n",
"[10]\tvalid_0's poisson: -88.5371\tvalid_0's tweedie: 13.6502\n",
"[11]\tvalid_0's poisson: -88.6656\tvalid_0's tweedie: 13.6393\n",
"[12]\tvalid_0's poisson: -88.7927\tvalid_0's tweedie: 13.6284\n",
"[13]\tvalid_0's poisson: -88.9185\tvalid_0's tweedie: 13.6177\n",
"[14]\tvalid_0's poisson: -89.0426\tvalid_0's tweedie: 13.607\n",
"[15]\tvalid_0's poisson: -89.1658\tvalid_0's tweedie: 13.5964\n",
"[16]\tvalid_0's poisson: -89.2873\tvalid_0's tweedie: 13.5859\n",
"[17]\tvalid_0's poisson: -89.408\tvalid_0's tweedie: 13.5754\n",
"[18]\tvalid_0's poisson: -89.5275\tvalid_0's tweedie: 13.5649\n",
"[19]\tvalid_0's poisson: -89.6455\tvalid_0's tweedie: 13.5546\n",
"[20]\tvalid_0's poisson: -89.7626\tvalid_0's tweedie: 13.5443\n",
"[21]\tvalid_0's poisson: -89.878\tvalid_0's tweedie: 13.5342\n",
"[22]\tvalid_0's poisson: -89.9926\tvalid_0's tweedie: 13.524\n",
"[23]\tvalid_0's poisson: -90.1059\tvalid_0's tweedie: 13.514\n",
"[24]\tvalid_0's poisson: -90.2183\tvalid_0's tweedie: 13.504\n",
"[25]\tvalid_0's poisson: -90.3291\tvalid_0's tweedie: 13.4941\n",
"[26]\tvalid_0's poisson: -90.4392\tvalid_0's tweedie: 13.4842\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[27]\tvalid_0's poisson: -90.5484\tvalid_0's tweedie: 13.4744\n",
"[28]\tvalid_0's poisson: -90.6558\tvalid_0's tweedie: 13.4647\n",
"[29]\tvalid_0's poisson: -90.7629\tvalid_0's tweedie: 13.455\n",
"[30]\tvalid_0's poisson: -90.8687\tvalid_0's tweedie: 13.4454\n",
"[31]\tvalid_0's poisson: -90.9737\tvalid_0's tweedie: 13.4358\n",
"[32]\tvalid_0's poisson: -91.0774\tvalid_0's tweedie: 13.4264\n",
"[33]\tvalid_0's poisson: -91.1805\tvalid_0's tweedie: 13.4169\n",
"[34]\tvalid_0's poisson: -91.283\tvalid_0's tweedie: 13.4075\n",
"[35]\tvalid_0's poisson: -91.3833\tvalid_0's tweedie: 13.3983\n",
"[36]\tvalid_0's poisson: -91.4834\tvalid_0's tweedie: 13.389\n",
"[37]\tvalid_0's poisson: -91.5829\tvalid_0's tweedie: 13.3798\n",
"[38]\tvalid_0's poisson: -91.681\tvalid_0's tweedie: 13.3707\n",
"[39]\tvalid_0's poisson: -91.7774\tvalid_0's tweedie: 13.3617\n",
"[40]\tvalid_0's poisson: -91.8736\tvalid_0's tweedie: 13.3527\n",
"[41]\tvalid_0's poisson: -91.9694\tvalid_0's tweedie: 13.3437\n",
"[42]\tvalid_0's poisson: -92.063\tvalid_0's tweedie: 13.3349\n",
"[43]\tvalid_0's poisson: -92.1565\tvalid_0's tweedie: 13.326\n",
"[44]\tvalid_0's poisson: -92.2494\tvalid_0's tweedie: 13.3172\n",
"[45]\tvalid_0's poisson: -92.341\tvalid_0's tweedie: 13.3086\n",
"[46]\tvalid_0's poisson: -92.4311\tvalid_0's tweedie: 13.3\n",
"[47]\tvalid_0's poisson: -92.5215\tvalid_0's tweedie: 13.2914\n",
"[48]\tvalid_0's poisson: -92.6105\tvalid_0's tweedie: 13.2829\n",
"[49]\tvalid_0's poisson: -92.6984\tvalid_0's tweedie: 13.2745\n",
"[50]\tvalid_0's poisson: -92.7863\tvalid_0's tweedie: 13.266\n",
"[51]\tvalid_0's poisson: -92.8729\tvalid_0's tweedie: 13.2578\n",
"[52]\tvalid_0's poisson: -92.959\tvalid_0's tweedie: 13.2494\n",
"[53]\tvalid_0's poisson: -93.0444\tvalid_0's tweedie: 13.2412\n",
"[54]\tvalid_0's poisson: -93.128\tvalid_0's tweedie: 13.233\n",
"[55]\tvalid_0's poisson: -93.2115\tvalid_0's tweedie: 13.2249\n",
"[56]\tvalid_0's poisson: -93.2948\tvalid_0's tweedie: 13.2168\n",
"[57]\tvalid_0's poisson: -93.3763\tvalid_0's tweedie: 13.2088\n",
"[58]\tvalid_0's poisson: -93.4578\tvalid_0's tweedie: 13.2009\n",
"[59]\tvalid_0's poisson: -93.5389\tvalid_0's tweedie: 13.193\n",
"[60]\tvalid_0's poisson: -93.6179\tvalid_0's tweedie: 13.1851\n",
"[61]\tvalid_0's poisson: -93.6974\tvalid_0's tweedie: 13.1773\n",
"[62]\tvalid_0's poisson: -93.7763\tvalid_0's tweedie: 13.1696\n",
"[63]\tvalid_0's poisson: -93.8531\tvalid_0's tweedie: 13.1619\n",
"[64]\tvalid_0's poisson: -93.9306\tvalid_0's tweedie: 13.1542\n",
"[65]\tvalid_0's poisson: -94.0071\tvalid_0's tweedie: 13.1466\n",
"[66]\tvalid_0's poisson: -94.0825\tvalid_0's tweedie: 13.1391\n",
"[67]\tvalid_0's poisson: -94.1579\tvalid_0's tweedie: 13.1316\n",
"[68]\tvalid_0's poisson: -94.232\tvalid_0's tweedie: 13.1242\n",
"[69]\tvalid_0's poisson: -94.3061\tvalid_0's tweedie: 13.1167\n",
"[70]\tvalid_0's poisson: -94.3783\tvalid_0's tweedie: 13.1094\n",
"[71]\tvalid_0's poisson: -94.4512\tvalid_0's tweedie: 13.1021\n",
"[72]\tvalid_0's poisson: -94.5234\tvalid_0's tweedie: 13.0949\n",
"[73]\tvalid_0's poisson: -94.5938\tvalid_0's tweedie: 13.0877\n",
"[74]\tvalid_0's poisson: -94.6646\tvalid_0's tweedie: 13.0806\n",
"[75]\tvalid_0's poisson: -94.7335\tvalid_0's tweedie: 13.0735\n",
"[76]\tvalid_0's poisson: -94.8026\tvalid_0's tweedie: 13.0665\n",
"[77]\tvalid_0's poisson: -94.8716\tvalid_0's tweedie: 13.0595\n",
"[78]\tvalid_0's poisson: -94.9398\tvalid_0's tweedie: 13.0525\n",
"[79]\tvalid_0's poisson: -95.0075\tvalid_0's tweedie: 13.0456\n",
"[80]\tvalid_0's poisson: -95.0741\tvalid_0's tweedie: 13.0387\n",
"[81]\tvalid_0's poisson: -95.1408\tvalid_0's tweedie: 13.0319\n",
"[82]\tvalid_0's poisson: -95.2058\tvalid_0's tweedie: 13.0251\n",
"[83]\tvalid_0's poisson: -95.2717\tvalid_0's tweedie: 13.0184\n",
"[84]\tvalid_0's poisson: -95.3367\tvalid_0's tweedie: 13.0117\n",
"[85]\tvalid_0's poisson: -95.4003\tvalid_0's tweedie: 13.0051\n",
"[86]\tvalid_0's poisson: -95.4643\tvalid_0's tweedie: 12.9984\n",
"[87]\tvalid_0's poisson: -95.5272\tvalid_0's tweedie: 12.992\n",
"[88]\tvalid_0's poisson: -95.5948\tvalid_0's tweedie: 12.985\n",
"[89]\tvalid_0's poisson: -95.6618\tvalid_0's tweedie: 12.9782\n",
"[90]\tvalid_0's poisson: -95.7281\tvalid_0's tweedie: 12.9713\n",
"[91]\tvalid_0's poisson: -95.7929\tvalid_0's tweedie: 12.9646\n",
"[92]\tvalid_0's poisson: -95.858\tvalid_0's tweedie: 12.9579\n",
"[93]\tvalid_0's poisson: -95.9178\tvalid_0's tweedie: 12.9515\n",
"[94]\tvalid_0's poisson: -95.9818\tvalid_0's tweedie: 12.9449\n",
"[95]\tvalid_0's poisson: -96.0453\tvalid_0's tweedie: 12.9383\n",
"[96]\tvalid_0's poisson: -96.108\tvalid_0's tweedie: 12.9318\n",
"[97]\tvalid_0's poisson: -96.1694\tvalid_0's tweedie: 12.9253\n",
"[98]\tvalid_0's poisson: -96.2312\tvalid_0's tweedie: 12.9189\n",
"[99]\tvalid_0's poisson: -96.2917\tvalid_0's tweedie: 12.9125\n",
"[100]\tvalid_0's poisson: -96.3524\tvalid_0's tweedie: 12.9061\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3, tweedie_variance_power=1.7; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3065\tvalid_0's tweedie: 13.7528\n",
"[2]\tvalid_0's poisson: -87.4478\tvalid_0's tweedie: 13.7413\n",
"[3]\tvalid_0's poisson: -87.5882\tvalid_0's tweedie: 13.7298\n",
"[4]\tvalid_0's poisson: -87.727\tvalid_0's tweedie: 13.7184\n",
"[5]\tvalid_0's poisson: -87.8638\tvalid_0's tweedie: 13.7071\n",
"[6]\tvalid_0's poisson: -88\tvalid_0's tweedie: 13.6958\n",
"[7]\tvalid_0's poisson: -88.1342\tvalid_0's tweedie: 13.6846\n",
"[8]\tvalid_0's poisson: -88.2678\tvalid_0's tweedie: 13.6734\n",
"[9]\tvalid_0's poisson: -88.3992\tvalid_0's tweedie: 13.6624\n",
"[10]\tvalid_0's poisson: -88.5298\tvalid_0's tweedie: 13.6514\n",
"[11]\tvalid_0's poisson: -88.6584\tvalid_0's tweedie: 13.6405\n",
"[12]\tvalid_0's poisson: -88.7866\tvalid_0's tweedie: 13.6296\n",
"[13]\tvalid_0's poisson: -88.9131\tvalid_0's tweedie: 13.6189\n",
"[14]\tvalid_0's poisson: -89.0383\tvalid_0's tweedie: 13.6082\n",
"[15]\tvalid_0's poisson: -89.1625\tvalid_0's tweedie: 13.5975\n",
"[16]\tvalid_0's poisson: -89.2846\tvalid_0's tweedie: 13.587\n",
"[17]\tvalid_0's poisson: -89.406\tvalid_0's tweedie: 13.5765\n",
"[18]\tvalid_0's poisson: -89.526\tvalid_0's tweedie: 13.5661\n",
"[19]\tvalid_0's poisson: -89.6452\tvalid_0's tweedie: 13.5557\n",
"[20]\tvalid_0's poisson: -89.7624\tvalid_0's tweedie: 13.5455\n",
"[21]\tvalid_0's poisson: -89.8789\tvalid_0's tweedie: 13.5353\n",
"[22]\tvalid_0's poisson: -89.9939\tvalid_0's tweedie: 13.5251\n",
"[23]\tvalid_0's poisson: -90.1085\tvalid_0's tweedie: 13.515\n",
"[24]\tvalid_0's poisson: -90.2214\tvalid_0's tweedie: 13.505\n",
"[25]\tvalid_0's poisson: -90.333\tvalid_0's tweedie: 13.4951\n",
"[26]\tvalid_0's poisson: -90.4439\tvalid_0's tweedie: 13.4852\n",
"[27]\tvalid_0's poisson: -90.5534\tvalid_0's tweedie: 13.4754\n",
"[28]\tvalid_0's poisson: -90.662\tvalid_0's tweedie: 13.4656\n",
"[29]\tvalid_0's poisson: -90.769\tvalid_0's tweedie: 13.456\n",
"[30]\tvalid_0's poisson: -90.8752\tvalid_0's tweedie: 13.4464\n",
"[31]\tvalid_0's poisson: -90.9803\tvalid_0's tweedie: 13.4369\n",
"[32]\tvalid_0's poisson: -91.0846\tvalid_0's tweedie: 13.4274\n",
"[33]\tvalid_0's poisson: -91.1886\tvalid_0's tweedie: 13.4179\n",
"[34]\tvalid_0's poisson: -91.2911\tvalid_0's tweedie: 13.4085\n",
"[35]\tvalid_0's poisson: -91.3928\tvalid_0's tweedie: 13.3992\n",
"[36]\tvalid_0's poisson: -91.4931\tvalid_0's tweedie: 13.39\n",
"[37]\tvalid_0's poisson: -91.593\tvalid_0's tweedie: 13.3808\n",
"[38]\tvalid_0's poisson: -91.6912\tvalid_0's tweedie: 13.3717\n",
"[39]\tvalid_0's poisson: -91.7893\tvalid_0's tweedie: 13.3626\n",
"[40]\tvalid_0's poisson: -91.8863\tvalid_0's tweedie: 13.3536\n",
"[41]\tvalid_0's poisson: -91.9818\tvalid_0's tweedie: 13.3446\n",
"[42]\tvalid_0's poisson: -92.0767\tvalid_0's tweedie: 13.3357\n",
"[43]\tvalid_0's poisson: -92.171\tvalid_0's tweedie: 13.3269\n",
"[44]\tvalid_0's poisson: -92.2637\tvalid_0's tweedie: 13.3182\n",
"[45]\tvalid_0's poisson: -92.3561\tvalid_0's tweedie: 13.3094\n",
"[46]\tvalid_0's poisson: -92.4477\tvalid_0's tweedie: 13.3008\n",
"[47]\tvalid_0's poisson: -92.5379\tvalid_0's tweedie: 13.2922\n",
"[48]\tvalid_0's poisson: -92.6274\tvalid_0's tweedie: 13.2837\n",
"[49]\tvalid_0's poisson: -92.7165\tvalid_0's tweedie: 13.2752\n",
"[50]\tvalid_0's poisson: -92.804\tvalid_0's tweedie: 13.2668\n",
"[51]\tvalid_0's poisson: -92.8911\tvalid_0's tweedie: 13.2584\n",
"[52]\tvalid_0's poisson: -92.9781\tvalid_0's tweedie: 13.2501\n",
"[53]\tvalid_0's poisson: -93.0634\tvalid_0's tweedie: 13.2419\n",
"[54]\tvalid_0's poisson: -93.1479\tvalid_0's tweedie: 13.2337\n",
"[55]\tvalid_0's poisson: -93.2325\tvalid_0's tweedie: 13.2255\n",
"[56]\tvalid_0's poisson: -93.3153\tvalid_0's tweedie: 13.2174\n",
"[57]\tvalid_0's poisson: -93.3976\tvalid_0's tweedie: 13.2094\n",
"[58]\tvalid_0's poisson: -93.4798\tvalid_0's tweedie: 13.2014\n",
"[59]\tvalid_0's poisson: -93.5604\tvalid_0's tweedie: 13.1935\n",
"[60]\tvalid_0's poisson: -93.6404\tvalid_0's tweedie: 13.1856\n",
"[61]\tvalid_0's poisson: -93.7204\tvalid_0's tweedie: 13.1778\n",
"[62]\tvalid_0's poisson: -93.7987\tvalid_0's tweedie: 13.17\n",
"[63]\tvalid_0's poisson: -93.8769\tvalid_0's tweedie: 13.1623\n",
"[64]\tvalid_0's poisson: -93.9543\tvalid_0's tweedie: 13.1546\n",
"[65]\tvalid_0's poisson: -94.0305\tvalid_0's tweedie: 13.1471\n",
"[66]\tvalid_0's poisson: -94.1066\tvalid_0's tweedie: 13.1396\n",
"[67]\tvalid_0's poisson: -94.182\tvalid_0's tweedie: 13.132\n",
"[68]\tvalid_0's poisson: -94.2565\tvalid_0's tweedie: 13.1246\n",
"[69]\tvalid_0's poisson: -94.3312\tvalid_0's tweedie: 13.1171\n",
"[70]\tvalid_0's poisson: -94.4043\tvalid_0's tweedie: 13.1097\n",
"[71]\tvalid_0's poisson: -94.4765\tvalid_0's tweedie: 13.1024\n",
"[72]\tvalid_0's poisson: -94.5488\tvalid_0's tweedie: 13.0952\n",
"[73]\tvalid_0's poisson: -94.6197\tvalid_0's tweedie: 13.088\n",
"[74]\tvalid_0's poisson: -94.6902\tvalid_0's tweedie: 13.0808\n",
"[75]\tvalid_0's poisson: -94.7607\tvalid_0's tweedie: 13.0737\n",
"[76]\tvalid_0's poisson: -94.8301\tvalid_0's tweedie: 13.0667\n",
"[77]\tvalid_0's poisson: -94.899\tvalid_0's tweedie: 13.0596\n",
"[78]\tvalid_0's poisson: -94.9674\tvalid_0's tweedie: 13.0527\n",
"[79]\tvalid_0's poisson: -95.0353\tvalid_0's tweedie: 13.0458\n",
"[80]\tvalid_0's poisson: -95.1023\tvalid_0's tweedie: 13.0388\n",
"[81]\tvalid_0's poisson: -95.169\tvalid_0's tweedie: 13.0321\n",
"[82]\tvalid_0's poisson: -95.2352\tvalid_0's tweedie: 13.0252\n",
"[83]\tvalid_0's poisson: -95.3006\tvalid_0's tweedie: 13.0186\n",
"[84]\tvalid_0's poisson: -95.365\tvalid_0's tweedie: 13.0119\n",
"[85]\tvalid_0's poisson: -95.4293\tvalid_0's tweedie: 13.0052\n",
"[86]\tvalid_0's poisson: -95.4924\tvalid_0's tweedie: 12.9986\n",
"[87]\tvalid_0's poisson: -95.5605\tvalid_0's tweedie: 12.9917\n",
"[88]\tvalid_0's poisson: -95.6279\tvalid_0's tweedie: 12.9848\n",
"[89]\tvalid_0's poisson: -95.6947\tvalid_0's tweedie: 12.9779\n",
"[90]\tvalid_0's poisson: -95.7559\tvalid_0's tweedie: 12.9715\n",
"[91]\tvalid_0's poisson: -95.8215\tvalid_0's tweedie: 12.9647\n",
"[92]\tvalid_0's poisson: -95.886\tvalid_0's tweedie: 12.958\n",
"[93]\tvalid_0's poisson: -95.9504\tvalid_0's tweedie: 12.9514\n",
"[94]\tvalid_0's poisson: -96.0143\tvalid_0's tweedie: 12.9447\n",
"[95]\tvalid_0's poisson: -96.0769\tvalid_0's tweedie: 12.9382\n",
"[96]\tvalid_0's poisson: -96.1395\tvalid_0's tweedie: 12.9317\n",
"[97]\tvalid_0's poisson: -96.1973\tvalid_0's tweedie: 12.9255\n",
"[98]\tvalid_0's poisson: -96.2589\tvalid_0's tweedie: 12.9191\n",
"[99]\tvalid_0's poisson: -96.3203\tvalid_0's tweedie: 12.9127\n",
"[100]\tvalid_0's poisson: -96.3802\tvalid_0's tweedie: 12.9064\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=3, tweedie_variance_power=1.7; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.7188\tvalid_0's tweedie: 23.3658\n",
"[2]\tvalid_0's poisson: -88.249\tvalid_0's tweedie: 23.2768\n",
"[3]\tvalid_0's poisson: -88.7647\tvalid_0's tweedie: 23.1898\n",
"[4]\tvalid_0's poisson: -89.2648\tvalid_0's tweedie: 23.1052\n",
"[5]\tvalid_0's poisson: -89.7532\tvalid_0's tweedie: 23.0222\n",
"[6]\tvalid_0's poisson: -90.2265\tvalid_0's tweedie: 22.9414\n",
"[7]\tvalid_0's poisson: -90.6891\tvalid_0's tweedie: 22.8622\n",
"[8]\tvalid_0's poisson: -91.1383\tvalid_0's tweedie: 22.7849\n",
"[9]\tvalid_0's poisson: -91.5787\tvalid_0's tweedie: 22.7089\n",
"[10]\tvalid_0's poisson: -92.0029\tvalid_0's tweedie: 22.6354\n",
"[11]\tvalid_0's poisson: -92.4197\tvalid_0's tweedie: 22.5629\n",
"[12]\tvalid_0's poisson: -92.8262\tvalid_0's tweedie: 22.492\n",
"[13]\tvalid_0's poisson: -93.2175\tvalid_0's tweedie: 22.4235\n",
"[14]\tvalid_0's poisson: -93.6013\tvalid_0's tweedie: 22.356\n",
"[15]\tvalid_0's poisson: -93.9737\tvalid_0's tweedie: 22.2903\n",
"[16]\tvalid_0's poisson: -94.3343\tvalid_0's tweedie: 22.2264\n",
"[17]\tvalid_0's poisson: -94.6888\tvalid_0's tweedie: 22.1634\n",
"[18]\tvalid_0's poisson: -95.031\tvalid_0's tweedie: 22.1024\n",
"[19]\tvalid_0's poisson: -95.3658\tvalid_0's tweedie: 22.0425\n",
"[20]\tvalid_0's poisson: -95.6935\tvalid_0's tweedie: 21.9837\n",
"[21]\tvalid_0's poisson: -96.0192\tvalid_0's tweedie: 21.9253\n",
"[22]\tvalid_0's poisson: -96.3262\tvalid_0's tweedie: 21.8697\n",
"[23]\tvalid_0's poisson: -96.6271\tvalid_0's tweedie: 21.8153\n",
"[24]\tvalid_0's poisson: -96.9175\tvalid_0's tweedie: 21.7624\n",
"[25]\tvalid_0's poisson: -97.211\tvalid_0's tweedie: 21.709\n",
"[26]\tvalid_0's poisson: -97.4895\tvalid_0's tweedie: 21.6581\n",
"[27]\tvalid_0's poisson: -97.7565\tvalid_0's tweedie: 21.609\n",
"[28]\tvalid_0's poisson: -98.0206\tvalid_0's tweedie: 21.5604\n",
"[29]\tvalid_0's poisson: -98.2755\tvalid_0's tweedie: 21.5132\n",
"[30]\tvalid_0's poisson: -98.5355\tvalid_0's tweedie: 21.4653\n",
"[31]\tvalid_0's poisson: -98.7771\tvalid_0's tweedie: 21.4205\n",
"[32]\tvalid_0's poisson: -99.0216\tvalid_0's tweedie: 21.3752\n",
"[33]\tvalid_0's poisson: -99.2506\tvalid_0's tweedie: 21.3324\n",
"[34]\tvalid_0's poisson: -99.4749\tvalid_0's tweedie: 21.2904\n",
"[35]\tvalid_0's poisson: -99.6972\tvalid_0's tweedie: 21.2487\n",
"[36]\tvalid_0's poisson: -99.911\tvalid_0's tweedie: 21.2086\n",
"[37]\tvalid_0's poisson: -100.112\tvalid_0's tweedie: 21.1705\n",
"[38]\tvalid_0's poisson: -100.325\tvalid_0's tweedie: 21.1304\n",
"[39]\tvalid_0's poisson: -100.522\tvalid_0's tweedie: 21.0932\n",
"[40]\tvalid_0's poisson: -100.722\tvalid_0's tweedie: 21.0554\n",
"[41]\tvalid_0's poisson: -100.907\tvalid_0's tweedie: 21.0203\n",
"[42]\tvalid_0's poisson: -101.097\tvalid_0's tweedie: 20.9841\n",
"[43]\tvalid_0's poisson: -101.268\tvalid_0's tweedie: 20.9513\n",
"[44]\tvalid_0's poisson: -101.45\tvalid_0's tweedie: 20.9168\n",
"[45]\tvalid_0's poisson: -101.619\tvalid_0's tweedie: 20.8845\n",
"[46]\tvalid_0's poisson: -101.791\tvalid_0's tweedie: 20.8516\n",
"[47]\tvalid_0's poisson: -101.947\tvalid_0's tweedie: 20.8212\n",
"[48]\tvalid_0's poisson: -102.11\tvalid_0's tweedie: 20.7901\n",
"[49]\tvalid_0's poisson: -102.268\tvalid_0's tweedie: 20.7596\n",
"[50]\tvalid_0's poisson: -102.41\tvalid_0's tweedie: 20.7319\n",
"[51]\tvalid_0's poisson: -102.56\tvalid_0's tweedie: 20.703\n",
"[52]\tvalid_0's poisson: -102.696\tvalid_0's tweedie: 20.6762\n",
"[53]\tvalid_0's poisson: -102.839\tvalid_0's tweedie: 20.6487\n",
"[54]\tvalid_0's poisson: -102.978\tvalid_0's tweedie: 20.6216\n",
"[55]\tvalid_0's poisson: -103.103\tvalid_0's tweedie: 20.5968\n",
"[56]\tvalid_0's poisson: -103.236\tvalid_0's tweedie: 20.571\n",
"[57]\tvalid_0's poisson: -103.361\tvalid_0's tweedie: 20.5466\n",
"[58]\tvalid_0's poisson: -103.476\tvalid_0's tweedie: 20.5235\n",
"[59]\tvalid_0's poisson: -103.598\tvalid_0's tweedie: 20.4997\n",
"[60]\tvalid_0's poisson: -103.718\tvalid_0's tweedie: 20.4763\n",
"[61]\tvalid_0's poisson: -103.826\tvalid_0's tweedie: 20.4548\n",
"[62]\tvalid_0's poisson: -103.939\tvalid_0's tweedie: 20.4326\n",
"[63]\tvalid_0's poisson: -104.041\tvalid_0's tweedie: 20.412\n",
"[64]\tvalid_0's poisson: -104.149\tvalid_0's tweedie: 20.3909\n",
"[65]\tvalid_0's poisson: -104.249\tvalid_0's tweedie: 20.3711\n",
"[66]\tvalid_0's poisson: -104.352\tvalid_0's tweedie: 20.3508\n",
"[67]\tvalid_0's poisson: -104.449\tvalid_0's tweedie: 20.3317\n",
"[68]\tvalid_0's poisson: -104.543\tvalid_0's tweedie: 20.3131\n",
"[69]\tvalid_0's poisson: -104.636\tvalid_0's tweedie: 20.2942\n",
"[70]\tvalid_0's poisson: -104.725\tvalid_0's tweedie: 20.2766\n",
"[71]\tvalid_0's poisson: -104.814\tvalid_0's tweedie: 20.2591\n",
"[72]\tvalid_0's poisson: -104.902\tvalid_0's tweedie: 20.2417\n",
"[73]\tvalid_0's poisson: -104.985\tvalid_0's tweedie: 20.2251\n",
"[74]\tvalid_0's poisson: -105.066\tvalid_0's tweedie: 20.2088\n",
"[75]\tvalid_0's poisson: -105.148\tvalid_0's tweedie: 20.1928\n",
"[76]\tvalid_0's poisson: -105.225\tvalid_0's tweedie: 20.1773\n",
"[77]\tvalid_0's poisson: -105.3\tvalid_0's tweedie: 20.1622\n",
"[78]\tvalid_0's poisson: -105.378\tvalid_0's tweedie: 20.1468\n",
"[79]\tvalid_0's poisson: -105.447\tvalid_0's tweedie: 20.1327\n",
"[80]\tvalid_0's poisson: -105.52\tvalid_0's tweedie: 20.1182\n",
"[81]\tvalid_0's poisson: -105.589\tvalid_0's tweedie: 20.1043\n",
"[82]\tvalid_0's poisson: -105.652\tvalid_0's tweedie: 20.0914\n",
"[83]\tvalid_0's poisson: -105.72\tvalid_0's tweedie: 20.0779\n",
"[84]\tvalid_0's poisson: -105.782\tvalid_0's tweedie: 20.0651\n",
"[85]\tvalid_0's poisson: -105.847\tvalid_0's tweedie: 20.0522\n",
"[86]\tvalid_0's poisson: -105.913\tvalid_0's tweedie: 20.0389\n",
"[87]\tvalid_0's poisson: -105.973\tvalid_0's tweedie: 20.0269\n",
"[88]\tvalid_0's poisson: -106.035\tvalid_0's tweedie: 20.0146\n",
"[89]\tvalid_0's poisson: -106.096\tvalid_0's tweedie: 20.0023\n",
"[90]\tvalid_0's poisson: -106.157\tvalid_0's tweedie: 19.9903\n",
"[91]\tvalid_0's poisson: -106.211\tvalid_0's tweedie: 19.9794\n",
"[92]\tvalid_0's poisson: -106.267\tvalid_0's tweedie: 19.9682\n",
"[93]\tvalid_0's poisson: -106.324\tvalid_0's tweedie: 19.9571\n",
"[94]\tvalid_0's poisson: -106.375\tvalid_0's tweedie: 19.9467\n",
"[95]\tvalid_0's poisson: -106.428\tvalid_0's tweedie: 19.9359\n",
"[96]\tvalid_0's poisson: -106.478\tvalid_0's tweedie: 19.9259\n",
"[97]\tvalid_0's poisson: -106.53\tvalid_0's tweedie: 19.9155\n",
"[98]\tvalid_0's poisson: -106.58\tvalid_0's tweedie: 19.9057\n",
"[99]\tvalid_0's poisson: -106.629\tvalid_0's tweedie: 19.896\n",
"[100]\tvalid_0's poisson: -106.672\tvalid_0's tweedie: 19.887\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7164\tvalid_0's tweedie: 23.3662\n",
"[2]\tvalid_0's poisson: -88.244\tvalid_0's tweedie: 23.2776\n",
"[3]\tvalid_0's poisson: -88.7581\tvalid_0's tweedie: 23.1909\n",
"[4]\tvalid_0's poisson: -89.2641\tvalid_0's tweedie: 23.1053\n",
"[5]\tvalid_0's poisson: -89.7562\tvalid_0's tweedie: 23.0217\n",
"[6]\tvalid_0's poisson: -90.2295\tvalid_0's tweedie: 22.941\n",
"[7]\tvalid_0's poisson: -90.6957\tvalid_0's tweedie: 22.8612\n",
"[8]\tvalid_0's poisson: -91.1451\tvalid_0's tweedie: 22.7839\n",
"[9]\tvalid_0's poisson: -91.5866\tvalid_0's tweedie: 22.7078\n",
"[10]\tvalid_0's poisson: -92.0151\tvalid_0's tweedie: 22.6336\n",
"[11]\tvalid_0's poisson: -92.4294\tvalid_0's tweedie: 22.5615\n",
"[12]\tvalid_0's poisson: -92.8357\tvalid_0's tweedie: 22.4906\n",
"[13]\tvalid_0's poisson: -93.2324\tvalid_0's tweedie: 22.4212\n",
"[14]\tvalid_0's poisson: -93.6141\tvalid_0's tweedie: 22.3541\n",
"[15]\tvalid_0's poisson: -93.9895\tvalid_0's tweedie: 22.2879\n",
"[16]\tvalid_0's poisson: -94.3552\tvalid_0's tweedie: 22.2232\n",
"[17]\tvalid_0's poisson: -94.7066\tvalid_0's tweedie: 22.1608\n",
"[18]\tvalid_0's poisson: -95.0528\tvalid_0's tweedie: 22.0991\n",
"[19]\tvalid_0's poisson: -95.39\tvalid_0's tweedie: 22.0389\n",
"[20]\tvalid_0's poisson: -95.7143\tvalid_0's tweedie: 21.9806\n",
"[21]\tvalid_0's poisson: -96.0334\tvalid_0's tweedie: 21.9232\n",
"[22]\tvalid_0's poisson: -96.3437\tvalid_0's tweedie: 21.8672\n",
"[23]\tvalid_0's poisson: -96.6438\tvalid_0's tweedie: 21.8127\n",
"[24]\tvalid_0's poisson: -96.9395\tvalid_0's tweedie: 21.7591\n",
"[25]\tvalid_0's poisson: -97.2233\tvalid_0's tweedie: 21.7073\n",
"[26]\tvalid_0's poisson: -97.5021\tvalid_0's tweedie: 21.6563\n",
"[27]\tvalid_0's poisson: -97.7734\tvalid_0's tweedie: 21.6066\n",
"[28]\tvalid_0's poisson: -98.0389\tvalid_0's tweedie: 21.5579\n",
"[29]\tvalid_0's poisson: -98.2936\tvalid_0's tweedie: 21.511\n",
"[30]\tvalid_0's poisson: -98.5449\tvalid_0's tweedie: 21.4646\n",
"[31]\tvalid_0's poisson: -98.7826\tvalid_0's tweedie: 21.4202\n",
"[32]\tvalid_0's poisson: -99.0216\tvalid_0's tweedie: 21.3759\n",
"[33]\tvalid_0's poisson: -99.2523\tvalid_0's tweedie: 21.3328\n",
"[34]\tvalid_0's poisson: -99.48\tvalid_0's tweedie: 21.2904\n",
"[35]\tvalid_0's poisson: -99.6928\tvalid_0's tweedie: 21.2504\n",
"[36]\tvalid_0's poisson: -99.9073\tvalid_0's tweedie: 21.2102\n",
"[37]\tvalid_0's poisson: -100.118\tvalid_0's tweedie: 21.1708\n",
"[38]\tvalid_0's poisson: -100.32\tvalid_0's tweedie: 21.1327\n",
"[39]\tvalid_0's poisson: -100.511\tvalid_0's tweedie: 21.0964\n",
"[40]\tvalid_0's poisson: -100.714\tvalid_0's tweedie: 21.0582\n",
"[41]\tvalid_0's poisson: -100.897\tvalid_0's tweedie: 21.0233\n",
"[42]\tvalid_0's poisson: -101.089\tvalid_0's tweedie: 20.9869\n",
"[43]\tvalid_0's poisson: -101.272\tvalid_0's tweedie: 20.952\n",
"[44]\tvalid_0's poisson: -101.446\tvalid_0's tweedie: 20.919\n",
"[45]\tvalid_0's poisson: -101.612\tvalid_0's tweedie: 20.8872\n",
"[46]\tvalid_0's poisson: -101.779\tvalid_0's tweedie: 20.8549\n",
"[47]\tvalid_0's poisson: -101.947\tvalid_0's tweedie: 20.8229\n",
"[48]\tvalid_0's poisson: -102.101\tvalid_0's tweedie: 20.7933\n",
"[49]\tvalid_0's poisson: -102.262\tvalid_0's tweedie: 20.7625\n",
"[50]\tvalid_0's poisson: -102.412\tvalid_0's tweedie: 20.7335\n",
"[51]\tvalid_0's poisson: -102.557\tvalid_0's tweedie: 20.7054\n",
"[52]\tvalid_0's poisson: -102.699\tvalid_0's tweedie: 20.6776\n",
"[53]\tvalid_0's poisson: -102.843\tvalid_0's tweedie: 20.6498\n",
"[54]\tvalid_0's poisson: -102.974\tvalid_0's tweedie: 20.6243\n",
"[55]\tvalid_0's poisson: -103.11\tvalid_0's tweedie: 20.5978\n",
"[56]\tvalid_0's poisson: -103.239\tvalid_0's tweedie: 20.5728\n",
"[57]\tvalid_0's poisson: -103.364\tvalid_0's tweedie: 20.5482\n",
"[58]\tvalid_0's poisson: -103.484\tvalid_0's tweedie: 20.5243\n",
"[59]\tvalid_0's poisson: -103.604\tvalid_0's tweedie: 20.501\n",
"[60]\tvalid_0's poisson: -103.72\tvalid_0's tweedie: 20.4779\n",
"[61]\tvalid_0's poisson: -103.832\tvalid_0's tweedie: 20.4558\n",
"[62]\tvalid_0's poisson: -103.944\tvalid_0's tweedie: 20.4336\n",
"[63]\tvalid_0's poisson: -104.051\tvalid_0's tweedie: 20.4124\n",
"[64]\tvalid_0's poisson: -104.155\tvalid_0's tweedie: 20.392\n",
"[65]\tvalid_0's poisson: -104.26\tvalid_0's tweedie: 20.3714\n",
"[66]\tvalid_0's poisson: -104.361\tvalid_0's tweedie: 20.3513\n",
"[67]\tvalid_0's poisson: -104.457\tvalid_0's tweedie: 20.3321\n",
"[68]\tvalid_0's poisson: -104.554\tvalid_0's tweedie: 20.313\n",
"[69]\tvalid_0's poisson: -104.643\tvalid_0's tweedie: 20.295\n",
"[70]\tvalid_0's poisson: -104.735\tvalid_0's tweedie: 20.2767\n",
"[71]\tvalid_0's poisson: -104.82\tvalid_0's tweedie: 20.2597\n",
"[72]\tvalid_0's poisson: -104.906\tvalid_0's tweedie: 20.2424\n",
"[73]\tvalid_0's poisson: -104.991\tvalid_0's tweedie: 20.2253\n",
"[74]\tvalid_0's poisson: -105.07\tvalid_0's tweedie: 20.2093\n",
"[75]\tvalid_0's poisson: -105.153\tvalid_0's tweedie: 20.1928\n",
"[76]\tvalid_0's poisson: -105.232\tvalid_0's tweedie: 20.177\n",
"[77]\tvalid_0's poisson: -105.308\tvalid_0's tweedie: 20.1619\n",
"[78]\tvalid_0's poisson: -105.385\tvalid_0's tweedie: 20.1466\n",
"[79]\tvalid_0's poisson: -105.459\tvalid_0's tweedie: 20.1317\n",
"[80]\tvalid_0's poisson: -105.528\tvalid_0's tweedie: 20.1177\n",
"[81]\tvalid_0's poisson: -105.599\tvalid_0's tweedie: 20.1035\n",
"[82]\tvalid_0's poisson: -105.67\tvalid_0's tweedie: 20.0893\n",
"[83]\tvalid_0's poisson: -105.739\tvalid_0's tweedie: 20.0754\n",
"[84]\tvalid_0's poisson: -105.802\tvalid_0's tweedie: 20.0626\n",
"[85]\tvalid_0's poisson: -105.869\tvalid_0's tweedie: 20.0494\n",
"[86]\tvalid_0's poisson: -105.932\tvalid_0's tweedie: 20.0366\n",
"[87]\tvalid_0's poisson: -105.989\tvalid_0's tweedie: 20.025\n",
"[88]\tvalid_0's poisson: -106.052\tvalid_0's tweedie: 20.0124\n",
"[89]\tvalid_0's poisson: -106.114\tvalid_0's tweedie: 20\n",
"[90]\tvalid_0's poisson: -106.168\tvalid_0's tweedie: 19.989\n",
"[91]\tvalid_0's poisson: -106.227\tvalid_0's tweedie: 19.9772\n",
"[92]\tvalid_0's poisson: -106.283\tvalid_0's tweedie: 19.9661\n",
"[93]\tvalid_0's poisson: -106.338\tvalid_0's tweedie: 19.9551\n",
"[94]\tvalid_0's poisson: -106.388\tvalid_0's tweedie: 19.9449\n",
"[95]\tvalid_0's poisson: -106.441\tvalid_0's tweedie: 19.9343\n",
"[96]\tvalid_0's poisson: -106.494\tvalid_0's tweedie: 19.9239\n",
"[97]\tvalid_0's poisson: -106.542\tvalid_0's tweedie: 19.9144\n",
"[98]\tvalid_0's poisson: -106.591\tvalid_0's tweedie: 19.9044\n",
"[99]\tvalid_0's poisson: -106.638\tvalid_0's tweedie: 19.895\n",
"[100]\tvalid_0's poisson: -106.68\tvalid_0's tweedie: 19.8864\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7131\tvalid_0's tweedie: 23.3669\n",
"[2]\tvalid_0's poisson: -88.2417\tvalid_0's tweedie: 23.2782\n",
"[3]\tvalid_0's poisson: -88.756\tvalid_0's tweedie: 23.1917\n",
"[4]\tvalid_0's poisson: -89.2626\tvalid_0's tweedie: 23.1061\n",
"[5]\tvalid_0's poisson: -89.7496\tvalid_0's tweedie: 23.0234\n",
"[6]\tvalid_0's poisson: -90.2296\tvalid_0's tweedie: 22.9417\n",
"[7]\tvalid_0's poisson: -90.6966\tvalid_0's tweedie: 22.8618\n",
"[8]\tvalid_0's poisson: -91.1457\tvalid_0's tweedie: 22.7847\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[9]\tvalid_0's poisson: -91.5881\tvalid_0's tweedie: 22.7085\n",
"[10]\tvalid_0's poisson: -92.0175\tvalid_0's tweedie: 22.6342\n",
"[11]\tvalid_0's poisson: -92.437\tvalid_0's tweedie: 22.5614\n",
"[12]\tvalid_0's poisson: -92.8399\tvalid_0's tweedie: 22.4911\n",
"[13]\tvalid_0's poisson: -93.2366\tvalid_0's tweedie: 22.4218\n",
"[14]\tvalid_0's poisson: -93.6234\tvalid_0's tweedie: 22.3539\n",
"[15]\tvalid_0's poisson: -93.9948\tvalid_0's tweedie: 22.2884\n",
"[16]\tvalid_0's poisson: -94.3602\tvalid_0's tweedie: 22.2239\n",
"[17]\tvalid_0's poisson: -94.7159\tvalid_0's tweedie: 22.1607\n",
"[18]\tvalid_0's poisson: -95.0637\tvalid_0's tweedie: 22.0989\n",
"[19]\tvalid_0's poisson: -95.3968\tvalid_0's tweedie: 22.0394\n",
"[20]\tvalid_0's poisson: -95.7254\tvalid_0's tweedie: 21.9805\n",
"[21]\tvalid_0's poisson: -96.046\tvalid_0's tweedie: 21.9229\n",
"[22]\tvalid_0's poisson: -96.3534\tvalid_0's tweedie: 21.8674\n",
"[23]\tvalid_0's poisson: -96.6559\tvalid_0's tweedie: 21.8126\n",
"[24]\tvalid_0's poisson: -96.9502\tvalid_0's tweedie: 21.7592\n",
"[25]\tvalid_0's poisson: -97.2372\tvalid_0's tweedie: 21.707\n",
"[26]\tvalid_0's poisson: -97.5134\tvalid_0's tweedie: 21.6565\n",
"[27]\tvalid_0's poisson: -97.7849\tvalid_0's tweedie: 21.6068\n",
"[28]\tvalid_0's poisson: -98.0503\tvalid_0's tweedie: 21.5581\n",
"[29]\tvalid_0's poisson: -98.3045\tvalid_0's tweedie: 21.5111\n",
"[30]\tvalid_0's poisson: -98.5567\tvalid_0's tweedie: 21.4647\n",
"[31]\tvalid_0's poisson: -98.8103\tvalid_0's tweedie: 21.4179\n",
"[32]\tvalid_0's poisson: -99.0498\tvalid_0's tweedie: 21.3736\n",
"[33]\tvalid_0's poisson: -99.281\tvalid_0's tweedie: 21.3305\n",
"[34]\tvalid_0's poisson: -99.5172\tvalid_0's tweedie: 21.2866\n",
"[35]\tvalid_0's poisson: -99.7338\tvalid_0's tweedie: 21.2459\n",
"[36]\tvalid_0's poisson: -99.9487\tvalid_0's tweedie: 21.2057\n",
"[37]\tvalid_0's poisson: -100.167\tvalid_0's tweedie: 21.1649\n",
"[38]\tvalid_0's poisson: -100.362\tvalid_0's tweedie: 21.1277\n",
"[39]\tvalid_0's poisson: -100.57\tvalid_0's tweedie: 21.0887\n",
"[40]\tvalid_0's poisson: -100.763\tvalid_0's tweedie: 21.0523\n",
"[41]\tvalid_0's poisson: -100.958\tvalid_0's tweedie: 21.0153\n",
"[42]\tvalid_0's poisson: -101.134\tvalid_0's tweedie: 20.9815\n",
"[43]\tvalid_0's poisson: -101.321\tvalid_0's tweedie: 20.946\n",
"[44]\tvalid_0's poisson: -101.491\tvalid_0's tweedie: 20.9133\n",
"[45]\tvalid_0's poisson: -101.668\tvalid_0's tweedie: 20.8796\n",
"[46]\tvalid_0's poisson: -101.825\tvalid_0's tweedie: 20.849\n",
"[47]\tvalid_0's poisson: -101.992\tvalid_0's tweedie: 20.8171\n",
"[48]\tvalid_0's poisson: -102.153\tvalid_0's tweedie: 20.7861\n",
"[49]\tvalid_0's poisson: -102.303\tvalid_0's tweedie: 20.7571\n",
"[50]\tvalid_0's poisson: -102.458\tvalid_0's tweedie: 20.7272\n",
"[51]\tvalid_0's poisson: -102.596\tvalid_0's tweedie: 20.7003\n",
"[52]\tvalid_0's poisson: -102.743\tvalid_0's tweedie: 20.6719\n",
"[53]\tvalid_0's poisson: -102.886\tvalid_0's tweedie: 20.6442\n",
"[54]\tvalid_0's poisson: -103.015\tvalid_0's tweedie: 20.6186\n",
"[55]\tvalid_0's poisson: -103.151\tvalid_0's tweedie: 20.5922\n",
"[56]\tvalid_0's poisson: -103.28\tvalid_0's tweedie: 20.5669\n",
"[57]\tvalid_0's poisson: -103.405\tvalid_0's tweedie: 20.5425\n",
"[58]\tvalid_0's poisson: -103.529\tvalid_0's tweedie: 20.5185\n",
"[59]\tvalid_0's poisson: -103.643\tvalid_0's tweedie: 20.4958\n",
"[60]\tvalid_0's poisson: -103.759\tvalid_0's tweedie: 20.4727\n",
"[61]\tvalid_0's poisson: -103.876\tvalid_0's tweedie: 20.4499\n",
"[62]\tvalid_0's poisson: -103.984\tvalid_0's tweedie: 20.4286\n",
"[63]\tvalid_0's poisson: -104.089\tvalid_0's tweedie: 20.4075\n",
"[64]\tvalid_0's poisson: -104.192\tvalid_0's tweedie: 20.387\n",
"[65]\tvalid_0's poisson: -104.296\tvalid_0's tweedie: 20.3666\n",
"[66]\tvalid_0's poisson: -104.394\tvalid_0's tweedie: 20.347\n",
"[67]\tvalid_0's poisson: -104.492\tvalid_0's tweedie: 20.3276\n",
"[68]\tvalid_0's poisson: -104.584\tvalid_0's tweedie: 20.3093\n",
"[69]\tvalid_0's poisson: -104.679\tvalid_0's tweedie: 20.2904\n",
"[70]\tvalid_0's poisson: -104.764\tvalid_0's tweedie: 20.2732\n",
"[71]\tvalid_0's poisson: -104.852\tvalid_0's tweedie: 20.2555\n",
"[72]\tvalid_0's poisson: -104.94\tvalid_0's tweedie: 20.238\n",
"[73]\tvalid_0's poisson: -105.023\tvalid_0's tweedie: 20.2215\n",
"[74]\tvalid_0's poisson: -105.107\tvalid_0's tweedie: 20.2046\n",
"[75]\tvalid_0's poisson: -105.184\tvalid_0's tweedie: 20.1892\n",
"[76]\tvalid_0's poisson: -105.263\tvalid_0's tweedie: 20.1734\n",
"[77]\tvalid_0's poisson: -105.341\tvalid_0's tweedie: 20.1579\n",
"[78]\tvalid_0's poisson: -105.415\tvalid_0's tweedie: 20.143\n",
"[79]\tvalid_0's poisson: -105.491\tvalid_0's tweedie: 20.1281\n",
"[80]\tvalid_0's poisson: -105.561\tvalid_0's tweedie: 20.1139\n",
"[81]\tvalid_0's poisson: -105.631\tvalid_0's tweedie: 20.0998\n",
"[82]\tvalid_0's poisson: -105.701\tvalid_0's tweedie: 20.0859\n",
"[83]\tvalid_0's poisson: -105.774\tvalid_0's tweedie: 20.0712\n",
"[84]\tvalid_0's poisson: -105.845\tvalid_0's tweedie: 20.057\n",
"[85]\tvalid_0's poisson: -105.903\tvalid_0's tweedie: 20.045\n",
"[86]\tvalid_0's poisson: -105.971\tvalid_0's tweedie: 20.0315\n",
"[87]\tvalid_0's poisson: -106.037\tvalid_0's tweedie: 20.0182\n",
"[88]\tvalid_0's poisson: -106.098\tvalid_0's tweedie: 20.0058\n",
"[89]\tvalid_0's poisson: -106.152\tvalid_0's tweedie: 19.9947\n",
"[90]\tvalid_0's poisson: -106.212\tvalid_0's tweedie: 19.9827\n",
"[91]\tvalid_0's poisson: -106.269\tvalid_0's tweedie: 19.9712\n",
"[92]\tvalid_0's poisson: -106.321\tvalid_0's tweedie: 19.9607\n",
"[93]\tvalid_0's poisson: -106.377\tvalid_0's tweedie: 19.9497\n",
"[94]\tvalid_0's poisson: -106.429\tvalid_0's tweedie: 19.9391\n",
"[95]\tvalid_0's poisson: -106.481\tvalid_0's tweedie: 19.9288\n",
"[96]\tvalid_0's poisson: -106.532\tvalid_0's tweedie: 19.9186\n",
"[97]\tvalid_0's poisson: -106.581\tvalid_0's tweedie: 19.9088\n",
"[98]\tvalid_0's poisson: -106.627\tvalid_0's tweedie: 19.8993\n",
"[99]\tvalid_0's poisson: -106.676\tvalid_0's tweedie: 19.8896\n",
"[100]\tvalid_0's poisson: -106.724\tvalid_0's tweedie: 19.8801\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7245\tvalid_0's tweedie: 23.3648\n",
"[2]\tvalid_0's poisson: -88.2575\tvalid_0's tweedie: 23.2752\n",
"[3]\tvalid_0's poisson: -88.7707\tvalid_0's tweedie: 23.1887\n",
"[4]\tvalid_0's poisson: -89.2734\tvalid_0's tweedie: 23.1035\n",
"[5]\tvalid_0's poisson: -89.7672\tvalid_0's tweedie: 23.0196\n",
"[6]\tvalid_0's poisson: -90.2404\tvalid_0's tweedie: 22.9388\n",
"[7]\tvalid_0's poisson: -90.7083\tvalid_0's tweedie: 22.8587\n",
"[8]\tvalid_0's poisson: -91.1634\tvalid_0's tweedie: 22.7804\n",
"[9]\tvalid_0's poisson: -91.6017\tvalid_0's tweedie: 22.7047\n",
"[10]\tvalid_0's poisson: -92.0329\tvalid_0's tweedie: 22.63\n",
"[11]\tvalid_0's poisson: -92.4469\tvalid_0's tweedie: 22.558\n",
"[12]\tvalid_0's poisson: -92.8544\tvalid_0's tweedie: 22.4868\n",
"[13]\tvalid_0's poisson: -93.2515\tvalid_0's tweedie: 22.4173\n",
"[14]\tvalid_0's poisson: -93.6332\tvalid_0's tweedie: 22.3502\n",
"[15]\tvalid_0's poisson: -94.0093\tvalid_0's tweedie: 22.2839\n",
"[16]\tvalid_0's poisson: -94.3754\tvalid_0's tweedie: 22.2191\n",
"[17]\tvalid_0's poisson: -94.728\tvalid_0's tweedie: 22.1564\n",
"[18]\tvalid_0's poisson: -95.0793\tvalid_0's tweedie: 22.094\n",
"[19]\tvalid_0's poisson: -95.4158\tvalid_0's tweedie: 22.0337\n",
"[20]\tvalid_0's poisson: -95.7413\tvalid_0's tweedie: 21.9753\n",
"[21]\tvalid_0's poisson: -96.0619\tvalid_0's tweedie: 21.9176\n",
"[22]\tvalid_0's poisson: -96.3697\tvalid_0's tweedie: 21.8621\n",
"[23]\tvalid_0's poisson: -96.6717\tvalid_0's tweedie: 21.8073\n",
"[24]\tvalid_0's poisson: -96.9629\tvalid_0's tweedie: 21.7543\n",
"[25]\tvalid_0's poisson: -97.2585\tvalid_0's tweedie: 21.7006\n",
"[26]\tvalid_0's poisson: -97.5381\tvalid_0's tweedie: 21.6495\n",
"[27]\tvalid_0's poisson: -97.813\tvalid_0's tweedie: 21.5992\n",
"[28]\tvalid_0's poisson: -98.0859\tvalid_0's tweedie: 21.5494\n",
"[29]\tvalid_0's poisson: -98.3416\tvalid_0's tweedie: 21.5022\n",
"[30]\tvalid_0's poisson: -98.5943\tvalid_0's tweedie: 21.4554\n",
"[31]\tvalid_0's poisson: -98.8383\tvalid_0's tweedie: 21.4101\n",
"[32]\tvalid_0's poisson: -99.0865\tvalid_0's tweedie: 21.3643\n",
"[33]\tvalid_0's poisson: -99.3157\tvalid_0's tweedie: 21.3214\n",
"[34]\tvalid_0's poisson: -99.542\tvalid_0's tweedie: 21.2791\n",
"[35]\tvalid_0's poisson: -99.7715\tvalid_0's tweedie: 21.2363\n",
"[36]\tvalid_0's poisson: -99.9834\tvalid_0's tweedie: 21.1963\n",
"[37]\tvalid_0's poisson: -100.186\tvalid_0's tweedie: 21.1578\n",
"[38]\tvalid_0's poisson: -100.399\tvalid_0's tweedie: 21.1179\n",
"[39]\tvalid_0's poisson: -100.599\tvalid_0's tweedie: 21.08\n",
"[40]\tvalid_0's poisson: -100.8\tvalid_0's tweedie: 21.0422\n",
"[41]\tvalid_0's poisson: -100.985\tvalid_0's tweedie: 21.0068\n",
"[42]\tvalid_0's poisson: -101.166\tvalid_0's tweedie: 20.9721\n",
"[43]\tvalid_0's poisson: -101.352\tvalid_0's tweedie: 20.9369\n",
"[44]\tvalid_0's poisson: -101.52\tvalid_0's tweedie: 20.9043\n",
"[45]\tvalid_0's poisson: -101.697\tvalid_0's tweedie: 20.8706\n",
"[46]\tvalid_0's poisson: -101.857\tvalid_0's tweedie: 20.8395\n",
"[47]\tvalid_0's poisson: -102.024\tvalid_0's tweedie: 20.8074\n",
"[48]\tvalid_0's poisson: -102.187\tvalid_0's tweedie: 20.7763\n",
"[49]\tvalid_0's poisson: -102.336\tvalid_0's tweedie: 20.7472\n",
"[50]\tvalid_0's poisson: -102.489\tvalid_0's tweedie: 20.7176\n",
"[51]\tvalid_0's poisson: -102.629\tvalid_0's tweedie: 20.6901\n",
"[52]\tvalid_0's poisson: -102.772\tvalid_0's tweedie: 20.6623\n",
"[53]\tvalid_0's poisson: -102.903\tvalid_0's tweedie: 20.6364\n",
"[54]\tvalid_0's poisson: -103.043\tvalid_0's tweedie: 20.6094\n",
"[55]\tvalid_0's poisson: -103.175\tvalid_0's tweedie: 20.5835\n",
"[56]\tvalid_0's poisson: -103.309\tvalid_0's tweedie: 20.5576\n",
"[57]\tvalid_0's poisson: -103.434\tvalid_0's tweedie: 20.5328\n",
"[58]\tvalid_0's poisson: -103.556\tvalid_0's tweedie: 20.5089\n",
"[59]\tvalid_0's poisson: -103.675\tvalid_0's tweedie: 20.4857\n",
"[60]\tvalid_0's poisson: -103.784\tvalid_0's tweedie: 20.4639\n",
"[61]\tvalid_0's poisson: -103.899\tvalid_0's tweedie: 20.4414\n",
"[62]\tvalid_0's poisson: -104.008\tvalid_0's tweedie: 20.4198\n",
"[63]\tvalid_0's poisson: -104.118\tvalid_0's tweedie: 20.3984\n",
"[64]\tvalid_0's poisson: -104.222\tvalid_0's tweedie: 20.3776\n",
"[65]\tvalid_0's poisson: -104.319\tvalid_0's tweedie: 20.3582\n",
"[66]\tvalid_0's poisson: -104.42\tvalid_0's tweedie: 20.3384\n",
"[67]\tvalid_0's poisson: -104.512\tvalid_0's tweedie: 20.3198\n",
"[68]\tvalid_0's poisson: -104.61\tvalid_0's tweedie: 20.3003\n",
"[69]\tvalid_0's poisson: -104.705\tvalid_0's tweedie: 20.2815\n",
"[70]\tvalid_0's poisson: -104.793\tvalid_0's tweedie: 20.2639\n",
"[71]\tvalid_0's poisson: -104.885\tvalid_0's tweedie: 20.2459\n",
"[72]\tvalid_0's poisson: -104.964\tvalid_0's tweedie: 20.2295\n",
"[73]\tvalid_0's poisson: -105.051\tvalid_0's tweedie: 20.2122\n",
"[74]\tvalid_0's poisson: -105.133\tvalid_0's tweedie: 20.1959\n",
"[75]\tvalid_0's poisson: -105.211\tvalid_0's tweedie: 20.1802\n",
"[76]\tvalid_0's poisson: -105.29\tvalid_0's tweedie: 20.1644\n",
"[77]\tvalid_0's poisson: -105.36\tvalid_0's tweedie: 20.1499\n",
"[78]\tvalid_0's poisson: -105.437\tvalid_0's tweedie: 20.1346\n",
"[79]\tvalid_0's poisson: -105.511\tvalid_0's tweedie: 20.1199\n",
"[80]\tvalid_0's poisson: -105.579\tvalid_0's tweedie: 20.1061\n",
"[81]\tvalid_0's poisson: -105.648\tvalid_0's tweedie: 20.0922\n",
"[82]\tvalid_0's poisson: -105.714\tvalid_0's tweedie: 20.0788\n",
"[83]\tvalid_0's poisson: -105.785\tvalid_0's tweedie: 20.0646\n",
"[84]\tvalid_0's poisson: -105.856\tvalid_0's tweedie: 20.0507\n",
"[85]\tvalid_0's poisson: -105.92\tvalid_0's tweedie: 20.0378\n",
"[86]\tvalid_0's poisson: -105.987\tvalid_0's tweedie: 20.0245\n",
"[87]\tvalid_0's poisson: -106.051\tvalid_0's tweedie: 20.0117\n",
"[88]\tvalid_0's poisson: -106.107\tvalid_0's tweedie: 20.0002\n",
"[89]\tvalid_0's poisson: -106.169\tvalid_0's tweedie: 19.9879\n",
"[90]\tvalid_0's poisson: -106.23\tvalid_0's tweedie: 19.976\n",
"[91]\tvalid_0's poisson: -106.281\tvalid_0's tweedie: 19.9654\n",
"[92]\tvalid_0's poisson: -106.339\tvalid_0's tweedie: 19.9541\n",
"[93]\tvalid_0's poisson: -106.394\tvalid_0's tweedie: 19.9432\n",
"[94]\tvalid_0's poisson: -106.442\tvalid_0's tweedie: 19.9333\n",
"[95]\tvalid_0's poisson: -106.495\tvalid_0's tweedie: 19.9227\n",
"[96]\tvalid_0's poisson: -106.547\tvalid_0's tweedie: 19.9124\n",
"[97]\tvalid_0's poisson: -106.597\tvalid_0's tweedie: 19.9024\n",
"[98]\tvalid_0's poisson: -106.642\tvalid_0's tweedie: 19.8932\n",
"[99]\tvalid_0's poisson: -106.69\tvalid_0's tweedie: 19.8835\n",
"[100]\tvalid_0's poisson: -106.737\tvalid_0's tweedie: 19.8741\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.7125\tvalid_0's tweedie: 23.3671\n",
"[2]\tvalid_0's poisson: -88.2463\tvalid_0's tweedie: 23.2778\n",
"[3]\tvalid_0's poisson: -88.7613\tvalid_0's tweedie: 23.1912\n",
"[4]\tvalid_0's poisson: -89.2667\tvalid_0's tweedie: 23.1059\n",
"[5]\tvalid_0's poisson: -89.7596\tvalid_0's tweedie: 23.0224\n",
"[6]\tvalid_0's poisson: -90.2344\tvalid_0's tweedie: 22.9417\n",
"[7]\tvalid_0's poisson: -90.7003\tvalid_0's tweedie: 22.8621\n",
"[8]\tvalid_0's poisson: -91.1576\tvalid_0's tweedie: 22.7838\n",
"[9]\tvalid_0's poisson: -91.5956\tvalid_0's tweedie: 22.7084\n",
"[10]\tvalid_0's poisson: -92.0265\tvalid_0's tweedie: 22.6339\n",
"[11]\tvalid_0's poisson: -92.444\tvalid_0's tweedie: 22.5615\n",
"[12]\tvalid_0's poisson: -92.8529\tvalid_0's tweedie: 22.4904\n",
"[13]\tvalid_0's poisson: -93.2456\tvalid_0's tweedie: 22.4217\n",
"[14]\tvalid_0's poisson: -93.6353\tvalid_0's tweedie: 22.3535\n",
"[15]\tvalid_0's poisson: -94.0112\tvalid_0's tweedie: 22.2873\n",
"[16]\tvalid_0's poisson: -94.3784\tvalid_0's tweedie: 22.2225\n",
"[17]\tvalid_0's poisson: -94.7319\tvalid_0's tweedie: 22.1598\n",
"[18]\tvalid_0's poisson: -95.0833\tvalid_0's tweedie: 22.0974\n",
"[19]\tvalid_0's poisson: -95.4219\tvalid_0's tweedie: 22.037\n",
"[20]\tvalid_0's poisson: -95.7481\tvalid_0's tweedie: 21.9785\n",
"[21]\tvalid_0's poisson: -96.0739\tvalid_0's tweedie: 21.9201\n",
"[22]\tvalid_0's poisson: -96.3853\tvalid_0's tweedie: 21.864\n",
"[23]\tvalid_0's poisson: -96.6889\tvalid_0's tweedie: 21.8091\n",
"[24]\tvalid_0's poisson: -96.9812\tvalid_0's tweedie: 21.7559\n",
"[25]\tvalid_0's poisson: -97.2742\tvalid_0's tweedie: 21.7028\n",
"[26]\tvalid_0's poisson: -97.5535\tvalid_0's tweedie: 21.6519\n",
"[27]\tvalid_0's poisson: -97.8264\tvalid_0's tweedie: 21.602\n",
"[28]\tvalid_0's poisson: -98.0934\tvalid_0's tweedie: 21.5531\n",
"[29]\tvalid_0's poisson: -98.3576\tvalid_0's tweedie: 21.5047\n",
"[30]\tvalid_0's poisson: -98.6057\tvalid_0's tweedie: 21.4588\n",
"[31]\tvalid_0's poisson: -98.8487\tvalid_0's tweedie: 21.4136\n",
"[32]\tvalid_0's poisson: -99.0883\tvalid_0's tweedie: 21.3693\n",
"[33]\tvalid_0's poisson: -99.3271\tvalid_0's tweedie: 21.325\n",
"[34]\tvalid_0's poisson: -99.552\tvalid_0's tweedie: 21.2831\n",
"[35]\tvalid_0's poisson: -99.7787\tvalid_0's tweedie: 21.2408\n",
"[36]\tvalid_0's poisson: -99.9899\tvalid_0's tweedie: 21.2012\n",
"[37]\tvalid_0's poisson: -100.198\tvalid_0's tweedie: 21.162\n",
"[38]\tvalid_0's poisson: -100.406\tvalid_0's tweedie: 21.1227\n",
"[39]\tvalid_0's poisson: -100.603\tvalid_0's tweedie: 21.0855\n",
"[40]\tvalid_0's poisson: -100.802\tvalid_0's tweedie: 21.048\n",
"[41]\tvalid_0's poisson: -100.989\tvalid_0's tweedie: 21.0125\n",
"[42]\tvalid_0's poisson: -101.175\tvalid_0's tweedie: 20.977\n",
"[43]\tvalid_0's poisson: -101.354\tvalid_0's tweedie: 20.943\n",
"[44]\tvalid_0's poisson: -101.532\tvalid_0's tweedie: 20.909\n",
"[45]\tvalid_0's poisson: -101.7\tvalid_0's tweedie: 20.8767\n",
"[46]\tvalid_0's poisson: -101.867\tvalid_0's tweedie: 20.8445\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[47]\tvalid_0's poisson: -102.026\tvalid_0's tweedie: 20.8137\n",
"[48]\tvalid_0's poisson: -102.188\tvalid_0's tweedie: 20.7826\n",
"[49]\tvalid_0's poisson: -102.338\tvalid_0's tweedie: 20.7535\n",
"[50]\tvalid_0's poisson: -102.488\tvalid_0's tweedie: 20.7242\n",
"[51]\tvalid_0's poisson: -102.637\tvalid_0's tweedie: 20.6956\n",
"[52]\tvalid_0's poisson: -102.777\tvalid_0's tweedie: 20.6682\n",
"[53]\tvalid_0's poisson: -102.915\tvalid_0's tweedie: 20.6413\n",
"[54]\tvalid_0's poisson: -103.051\tvalid_0's tweedie: 20.6148\n",
"[55]\tvalid_0's poisson: -103.184\tvalid_0's tweedie: 20.5887\n",
"[56]\tvalid_0's poisson: -103.314\tvalid_0's tweedie: 20.5634\n",
"[57]\tvalid_0's poisson: -103.436\tvalid_0's tweedie: 20.5392\n",
"[58]\tvalid_0's poisson: -103.557\tvalid_0's tweedie: 20.5153\n",
"[59]\tvalid_0's poisson: -103.675\tvalid_0's tweedie: 20.4921\n",
"[60]\tvalid_0's poisson: -103.793\tvalid_0's tweedie: 20.4689\n",
"[61]\tvalid_0's poisson: -103.905\tvalid_0's tweedie: 20.4469\n",
"[62]\tvalid_0's poisson: -104.012\tvalid_0's tweedie: 20.4254\n",
"[63]\tvalid_0's poisson: -104.119\tvalid_0's tweedie: 20.4042\n",
"[64]\tvalid_0's poisson: -104.226\tvalid_0's tweedie: 20.3831\n",
"[65]\tvalid_0's poisson: -104.325\tvalid_0's tweedie: 20.3632\n",
"[66]\tvalid_0's poisson: -104.423\tvalid_0's tweedie: 20.3436\n",
"[67]\tvalid_0's poisson: -104.519\tvalid_0's tweedie: 20.3245\n",
"[68]\tvalid_0's poisson: -104.614\tvalid_0's tweedie: 20.3056\n",
"[69]\tvalid_0's poisson: -104.703\tvalid_0's tweedie: 20.2877\n",
"[70]\tvalid_0's poisson: -104.792\tvalid_0's tweedie: 20.2698\n",
"[71]\tvalid_0's poisson: -104.879\tvalid_0's tweedie: 20.2522\n",
"[72]\tvalid_0's poisson: -104.966\tvalid_0's tweedie: 20.2348\n",
"[73]\tvalid_0's poisson: -105.051\tvalid_0's tweedie: 20.2179\n",
"[74]\tvalid_0's poisson: -105.132\tvalid_0's tweedie: 20.2016\n",
"[75]\tvalid_0's poisson: -105.211\tvalid_0's tweedie: 20.1858\n",
"[76]\tvalid_0's poisson: -105.286\tvalid_0's tweedie: 20.1704\n",
"[77]\tvalid_0's poisson: -105.361\tvalid_0's tweedie: 20.1553\n",
"[78]\tvalid_0's poisson: -105.436\tvalid_0's tweedie: 20.1403\n",
"[79]\tvalid_0's poisson: -105.504\tvalid_0's tweedie: 20.1262\n",
"[80]\tvalid_0's poisson: -105.577\tvalid_0's tweedie: 20.1116\n",
"[81]\tvalid_0's poisson: -105.646\tvalid_0's tweedie: 20.0978\n",
"[82]\tvalid_0's poisson: -105.715\tvalid_0's tweedie: 20.0838\n",
"[83]\tvalid_0's poisson: -105.78\tvalid_0's tweedie: 20.0707\n",
"[84]\tvalid_0's poisson: -105.847\tvalid_0's tweedie: 20.0573\n",
"[85]\tvalid_0's poisson: -105.914\tvalid_0's tweedie: 20.0439\n",
"[86]\tvalid_0's poisson: -105.974\tvalid_0's tweedie: 20.0318\n",
"[87]\tvalid_0's poisson: -106.035\tvalid_0's tweedie: 20.0193\n",
"[88]\tvalid_0's poisson: -106.098\tvalid_0's tweedie: 20.0067\n",
"[89]\tvalid_0's poisson: -106.155\tvalid_0's tweedie: 19.9951\n",
"[90]\tvalid_0's poisson: -106.213\tvalid_0's tweedie: 19.9834\n",
"[91]\tvalid_0's poisson: -106.272\tvalid_0's tweedie: 19.9716\n",
"[92]\tvalid_0's poisson: -106.33\tvalid_0's tweedie: 19.9601\n",
"[93]\tvalid_0's poisson: -106.384\tvalid_0's tweedie: 19.9492\n",
"[94]\tvalid_0's poisson: -106.434\tvalid_0's tweedie: 19.9391\n",
"[95]\tvalid_0's poisson: -106.487\tvalid_0's tweedie: 19.9284\n",
"[96]\tvalid_0's poisson: -106.538\tvalid_0's tweedie: 19.9183\n",
"[97]\tvalid_0's poisson: -106.585\tvalid_0's tweedie: 19.9087\n",
"[98]\tvalid_0's poisson: -106.635\tvalid_0's tweedie: 19.8987\n",
"[99]\tvalid_0's poisson: -106.683\tvalid_0's tweedie: 19.8891\n",
"[100]\tvalid_0's poisson: -106.729\tvalid_0's tweedie: 19.8797\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=0, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.5; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.002\tvalid_0's tweedie: 263.421\n",
"[2]\tvalid_0's poisson: -97.7562\tvalid_0's tweedie: 260.822\n",
"[3]\tvalid_0's poisson: -100.295\tvalid_0's tweedie: 259.038\n",
"[4]\tvalid_0's poisson: -102.373\tvalid_0's tweedie: 257.588\n",
"[5]\tvalid_0's poisson: -103.66\tvalid_0's tweedie: 256.66\n",
"[6]\tvalid_0's poisson: -104.556\tvalid_0's tweedie: 256.006\n",
"[7]\tvalid_0's poisson: -105.419\tvalid_0's tweedie: 255.395\n",
"[8]\tvalid_0's poisson: -106.012\tvalid_0's tweedie: 254.971\n",
"[9]\tvalid_0's poisson: -106.48\tvalid_0's tweedie: 254.628\n",
"[10]\tvalid_0's poisson: -106.803\tvalid_0's tweedie: 254.387\n",
"[11]\tvalid_0's poisson: -107.097\tvalid_0's tweedie: 254.177\n",
"[12]\tvalid_0's poisson: -107.292\tvalid_0's tweedie: 254.033\n",
"[13]\tvalid_0's poisson: -107.51\tvalid_0's tweedie: 253.877\n",
"[14]\tvalid_0's poisson: -107.662\tvalid_0's tweedie: 253.768\n",
"[15]\tvalid_0's poisson: -107.792\tvalid_0's tweedie: 253.677\n",
"[16]\tvalid_0's poisson: -107.872\tvalid_0's tweedie: 253.617\n",
"[17]\tvalid_0's poisson: -107.946\tvalid_0's tweedie: 253.564\n",
"[18]\tvalid_0's poisson: -108.049\tvalid_0's tweedie: 253.49\n",
"[19]\tvalid_0's poisson: -108.154\tvalid_0's tweedie: 253.413\n",
"[20]\tvalid_0's poisson: -108.23\tvalid_0's tweedie: 253.359\n",
"[21]\tvalid_0's poisson: -108.333\tvalid_0's tweedie: 253.278\n",
"[22]\tvalid_0's poisson: -108.386\tvalid_0's tweedie: 253.242\n",
"[23]\tvalid_0's poisson: -108.45\tvalid_0's tweedie: 253.196\n",
"[24]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 253.16\n",
"[25]\tvalid_0's poisson: -108.513\tvalid_0's tweedie: 253.145\n",
"[26]\tvalid_0's poisson: -108.561\tvalid_0's tweedie: 253.108\n",
"[27]\tvalid_0's poisson: -108.596\tvalid_0's tweedie: 253.083\n",
"[28]\tvalid_0's poisson: -108.627\tvalid_0's tweedie: 253.061\n",
"[29]\tvalid_0's poisson: -108.639\tvalid_0's tweedie: 253.052\n",
"[30]\tvalid_0's poisson: -108.653\tvalid_0's tweedie: 253.042\n",
"[31]\tvalid_0's poisson: -108.691\tvalid_0's tweedie: 253.016\n",
"[32]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 252.988\n",
"[33]\tvalid_0's poisson: -108.755\tvalid_0's tweedie: 252.969\n",
"[34]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 252.954\n",
"[35]\tvalid_0's poisson: -108.787\tvalid_0's tweedie: 252.947\n",
"[36]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 252.932\n",
"[37]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 252.895\n",
"[38]\tvalid_0's poisson: -108.879\tvalid_0's tweedie: 252.883\n",
"[39]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 252.881\n",
"[40]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 252.872\n",
"[41]\tvalid_0's poisson: -108.901\tvalid_0's tweedie: 252.868\n",
"[42]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 252.863\n",
"[43]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 252.844\n",
"[44]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 252.821\n",
"[45]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 252.806\n",
"[46]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 252.794\n",
"[47]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 252.788\n",
"[48]\tvalid_0's poisson: -109.026\tvalid_0's tweedie: 252.779\n",
"[49]\tvalid_0's poisson: -109.025\tvalid_0's tweedie: 252.779\n",
"[50]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 252.771\n",
"[51]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 252.768\n",
"[52]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 252.758\n",
"[53]\tvalid_0's poisson: -109.079\tvalid_0's tweedie: 252.745\n",
"[54]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 252.73\n",
"[55]\tvalid_0's poisson: -109.11\tvalid_0's tweedie: 252.724\n",
"[56]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 252.714\n",
"[57]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 252.707\n",
"[58]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 252.702\n",
"[59]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 252.694\n",
"[60]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 252.689\n",
"[61]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 252.687\n",
"[62]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 252.687\n",
"[63]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 252.683\n",
"[64]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 252.681\n",
"[65]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 252.681\n",
"[66]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 252.674\n",
"[67]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 252.665\n",
"[68]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 252.66\n",
"[69]\tvalid_0's poisson: -109.211\tvalid_0's tweedie: 252.655\n",
"[70]\tvalid_0's poisson: -109.219\tvalid_0's tweedie: 252.649\n",
"[71]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 252.642\n",
"[72]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 252.638\n",
"[73]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 252.637\n",
"[74]\tvalid_0's poisson: -109.239\tvalid_0's tweedie: 252.635\n",
"[75]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 252.628\n",
"[76]\tvalid_0's poisson: -109.257\tvalid_0's tweedie: 252.621\n",
"[77]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 252.612\n",
"[78]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 252.606\n",
"[79]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 252.596\n",
"[80]\tvalid_0's poisson: -109.301\tvalid_0's tweedie: 252.593\n",
"[81]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 252.592\n",
"[82]\tvalid_0's poisson: -109.305\tvalid_0's tweedie: 252.59\n",
"[83]\tvalid_0's poisson: -109.309\tvalid_0's tweedie: 252.587\n",
"[84]\tvalid_0's poisson: -109.313\tvalid_0's tweedie: 252.585\n",
"[85]\tvalid_0's poisson: -109.314\tvalid_0's tweedie: 252.584\n",
"[86]\tvalid_0's poisson: -109.322\tvalid_0's tweedie: 252.579\n",
"[87]\tvalid_0's poisson: -109.326\tvalid_0's tweedie: 252.576\n",
"[88]\tvalid_0's poisson: -109.33\tvalid_0's tweedie: 252.573\n",
"[89]\tvalid_0's poisson: -109.332\tvalid_0's tweedie: 252.572\n",
"[90]\tvalid_0's poisson: -109.337\tvalid_0's tweedie: 252.569\n",
"[91]\tvalid_0's poisson: -109.345\tvalid_0's tweedie: 252.564\n",
"[92]\tvalid_0's poisson: -109.353\tvalid_0's tweedie: 252.559\n",
"[93]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 252.557\n",
"[94]\tvalid_0's poisson: -109.358\tvalid_0's tweedie: 252.555\n",
"[95]\tvalid_0's poisson: -109.36\tvalid_0's tweedie: 252.554\n",
"[96]\tvalid_0's poisson: -109.361\tvalid_0's tweedie: 252.553\n",
"[97]\tvalid_0's poisson: -109.369\tvalid_0's tweedie: 252.547\n",
"[98]\tvalid_0's poisson: -109.372\tvalid_0's tweedie: 252.545\n",
"[99]\tvalid_0's poisson: -109.376\tvalid_0's tweedie: 252.542\n",
"[100]\tvalid_0's poisson: -109.381\tvalid_0's tweedie: 252.539\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -94.0506\tvalid_0's tweedie: 263.389\n",
"[2]\tvalid_0's poisson: -97.7468\tvalid_0's tweedie: 260.83\n",
"[3]\tvalid_0's poisson: -100.277\tvalid_0's tweedie: 259.068\n",
"[4]\tvalid_0's poisson: -102.259\tvalid_0's tweedie: 257.667\n",
"[5]\tvalid_0's poisson: -103.548\tvalid_0's tweedie: 256.738\n",
"[6]\tvalid_0's poisson: -104.651\tvalid_0's tweedie: 255.957\n",
"[7]\tvalid_0's poisson: -105.394\tvalid_0's tweedie: 255.419\n",
"[8]\tvalid_0's poisson: -105.97\tvalid_0's tweedie: 254.993\n",
"[9]\tvalid_0's poisson: -106.412\tvalid_0's tweedie: 254.672\n",
"[10]\tvalid_0's poisson: -106.737\tvalid_0's tweedie: 254.425\n",
"[11]\tvalid_0's poisson: -107.067\tvalid_0's tweedie: 254.19\n",
"[12]\tvalid_0's poisson: -107.295\tvalid_0's tweedie: 254.022\n",
"[13]\tvalid_0's poisson: -107.485\tvalid_0's tweedie: 253.883\n",
"[14]\tvalid_0's poisson: -107.639\tvalid_0's tweedie: 253.775\n",
"[15]\tvalid_0's poisson: -107.744\tvalid_0's tweedie: 253.696\n",
"[16]\tvalid_0's poisson: -107.844\tvalid_0's tweedie: 253.623\n",
"[17]\tvalid_0's poisson: -107.976\tvalid_0's tweedie: 253.529\n",
"[18]\tvalid_0's poisson: -108.077\tvalid_0's tweedie: 253.452\n",
"[19]\tvalid_0's poisson: -108.124\tvalid_0's tweedie: 253.416\n",
"[20]\tvalid_0's poisson: -108.183\tvalid_0's tweedie: 253.374\n",
"[21]\tvalid_0's poisson: -108.231\tvalid_0's tweedie: 253.34\n",
"[22]\tvalid_0's poisson: -108.292\tvalid_0's tweedie: 253.29\n",
"[23]\tvalid_0's poisson: -108.402\tvalid_0's tweedie: 253.215\n",
"[24]\tvalid_0's poisson: -108.428\tvalid_0's tweedie: 253.197\n",
"[25]\tvalid_0's poisson: -108.466\tvalid_0's tweedie: 253.171\n",
"[26]\tvalid_0's poisson: -108.48\tvalid_0's tweedie: 253.161\n",
"[27]\tvalid_0's poisson: -108.525\tvalid_0's tweedie: 253.125\n",
"[28]\tvalid_0's poisson: -108.533\tvalid_0's tweedie: 253.119\n",
"[29]\tvalid_0's poisson: -108.543\tvalid_0's tweedie: 253.112\n",
"[30]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 253.093\n",
"[31]\tvalid_0's poisson: -108.603\tvalid_0's tweedie: 253.071\n",
"[32]\tvalid_0's poisson: -108.636\tvalid_0's tweedie: 253.044\n",
"[33]\tvalid_0's poisson: -108.655\tvalid_0's tweedie: 253.032\n",
"[34]\tvalid_0's poisson: -108.708\tvalid_0's tweedie: 252.997\n",
"[35]\tvalid_0's poisson: -108.724\tvalid_0's tweedie: 252.986\n",
"[36]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 252.972\n",
"[37]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 252.961\n",
"[38]\tvalid_0's poisson: -108.787\tvalid_0's tweedie: 252.944\n",
"[39]\tvalid_0's poisson: -108.803\tvalid_0's tweedie: 252.929\n",
"[40]\tvalid_0's poisson: -108.807\tvalid_0's tweedie: 252.927\n",
"[41]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 252.924\n",
"[42]\tvalid_0's poisson: -108.826\tvalid_0's tweedie: 252.914\n",
"[43]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 252.888\n",
"[44]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 252.882\n",
"[45]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 252.871\n",
"[46]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 252.863\n",
"[47]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 252.857\n",
"[48]\tvalid_0's poisson: -108.926\tvalid_0's tweedie: 252.845\n",
"[49]\tvalid_0's poisson: -108.956\tvalid_0's tweedie: 252.824\n",
"[50]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 252.817\n",
"[51]\tvalid_0's poisson: -109.003\tvalid_0's tweedie: 252.792\n",
"[52]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 252.775\n",
"[53]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 252.77\n",
"[54]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 252.764\n",
"[55]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 252.759\n",
"[56]\tvalid_0's poisson: -109.068\tvalid_0's tweedie: 252.749\n",
"[57]\tvalid_0's poisson: -109.09\tvalid_0's tweedie: 252.735\n",
"[58]\tvalid_0's poisson: -109.094\tvalid_0's tweedie: 252.732\n",
"[59]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 252.728\n",
"[60]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 252.717\n",
"[61]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 252.713\n",
"[62]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 252.705\n",
"[63]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 252.704\n",
"[64]\tvalid_0's poisson: -109.137\tvalid_0's tweedie: 252.702\n",
"[65]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 252.697\n",
"[66]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 252.694\n",
"[67]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 252.693\n",
"[68]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 252.694\n",
"[69]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 252.684\n",
"[70]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 252.674\n",
"[71]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 252.666\n",
"[72]\tvalid_0's poisson: -109.199\tvalid_0's tweedie: 252.66\n",
"[73]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 252.653\n",
"[74]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 252.648\n",
"[75]\tvalid_0's poisson: -109.22\tvalid_0's tweedie: 252.646\n",
"[76]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 252.64\n",
"[77]\tvalid_0's poisson: -109.232\tvalid_0's tweedie: 252.638\n",
"[78]\tvalid_0's poisson: -109.244\tvalid_0's tweedie: 252.63\n",
"[79]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 252.628\n",
"[80]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 252.628\n",
"[81]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 252.625\n",
"[82]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 252.622\n",
"[83]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 252.62\n",
"[84]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 252.62\n",
"[85]\tvalid_0's poisson: -109.268\tvalid_0's tweedie: 252.614\n",
"[86]\tvalid_0's poisson: -109.272\tvalid_0's tweedie: 252.611\n",
"[87]\tvalid_0's poisson: -109.278\tvalid_0's tweedie: 252.607\n",
"[88]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 252.604\n",
"[89]\tvalid_0's poisson: -109.285\tvalid_0's tweedie: 252.603\n",
"[90]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 252.604\n",
"[91]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 252.599\n",
"[92]\tvalid_0's poisson: -109.31\tvalid_0's tweedie: 252.586\n",
"[93]\tvalid_0's poisson: -109.317\tvalid_0's tweedie: 252.582\n",
"[94]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 252.581\n",
"[95]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 252.581\n",
"[96]\tvalid_0's poisson: -109.338\tvalid_0's tweedie: 252.568\n",
"[97]\tvalid_0's poisson: -109.339\tvalid_0's tweedie: 252.567\n",
"[98]\tvalid_0's poisson: -109.343\tvalid_0's tweedie: 252.565\n",
"[99]\tvalid_0's poisson: -109.348\tvalid_0's tweedie: 252.561\n",
"[100]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 252.557\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.0773\tvalid_0's tweedie: 263.372\n",
"[2]\tvalid_0's poisson: -97.8478\tvalid_0's tweedie: 260.764\n",
"[3]\tvalid_0's poisson: -100.303\tvalid_0's tweedie: 259.053\n",
"[4]\tvalid_0's poisson: -102.31\tvalid_0's tweedie: 257.635\n",
"[5]\tvalid_0's poisson: -103.629\tvalid_0's tweedie: 256.684\n",
"[6]\tvalid_0's poisson: -104.533\tvalid_0's tweedie: 256.021\n",
"[7]\tvalid_0's poisson: -105.288\tvalid_0's tweedie: 255.482\n",
"[8]\tvalid_0's poisson: -105.898\tvalid_0's tweedie: 255.045\n",
"[9]\tvalid_0's poisson: -106.347\tvalid_0's tweedie: 254.709\n",
"[10]\tvalid_0's poisson: -106.678\tvalid_0's tweedie: 254.464\n",
"[11]\tvalid_0's poisson: -106.965\tvalid_0's tweedie: 254.257\n",
"[12]\tvalid_0's poisson: -107.232\tvalid_0's tweedie: 254.061\n",
"[13]\tvalid_0's poisson: -107.446\tvalid_0's tweedie: 253.908\n",
"[14]\tvalid_0's poisson: -107.6\tvalid_0's tweedie: 253.795\n",
"[15]\tvalid_0's poisson: -107.719\tvalid_0's tweedie: 253.71\n",
"[16]\tvalid_0's poisson: -107.815\tvalid_0's tweedie: 253.639\n",
"[17]\tvalid_0's poisson: -107.892\tvalid_0's tweedie: 253.581\n",
"[18]\tvalid_0's poisson: -108.003\tvalid_0's tweedie: 253.506\n",
"[19]\tvalid_0's poisson: -108.058\tvalid_0's tweedie: 253.464\n",
"[20]\tvalid_0's poisson: -108.122\tvalid_0's tweedie: 253.413\n",
"[21]\tvalid_0's poisson: -108.193\tvalid_0's tweedie: 253.366\n",
"[22]\tvalid_0's poisson: -108.222\tvalid_0's tweedie: 253.345\n",
"[23]\tvalid_0's poisson: -108.26\tvalid_0's tweedie: 253.317\n",
"[24]\tvalid_0's poisson: -108.304\tvalid_0's tweedie: 253.287\n",
"[25]\tvalid_0's poisson: -108.343\tvalid_0's tweedie: 253.259\n",
"[26]\tvalid_0's poisson: -108.443\tvalid_0's tweedie: 253.192\n",
"[27]\tvalid_0's poisson: -108.474\tvalid_0's tweedie: 253.166\n",
"[28]\tvalid_0's poisson: -108.504\tvalid_0's tweedie: 253.145\n",
"[29]\tvalid_0's poisson: -108.532\tvalid_0's tweedie: 253.124\n",
"[30]\tvalid_0's poisson: -108.583\tvalid_0's tweedie: 253.09\n",
"[31]\tvalid_0's poisson: -108.593\tvalid_0's tweedie: 253.083\n",
"[32]\tvalid_0's poisson: -108.622\tvalid_0's tweedie: 253.063\n",
"[33]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 253.048\n",
"[34]\tvalid_0's poisson: -108.662\tvalid_0's tweedie: 253.035\n",
"[35]\tvalid_0's poisson: -108.677\tvalid_0's tweedie: 253.023\n",
"[36]\tvalid_0's poisson: -108.697\tvalid_0's tweedie: 253.009\n",
"[37]\tvalid_0's poisson: -108.701\tvalid_0's tweedie: 253.006\n",
"[38]\tvalid_0's poisson: -108.751\tvalid_0's tweedie: 252.972\n",
"[39]\tvalid_0's poisson: -108.766\tvalid_0's tweedie: 252.962\n",
"[40]\tvalid_0's poisson: -108.798\tvalid_0's tweedie: 252.94\n",
"[41]\tvalid_0's poisson: -108.837\tvalid_0's tweedie: 252.915\n",
"[42]\tvalid_0's poisson: -108.84\tvalid_0's tweedie: 252.913\n",
"[43]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 252.908\n",
"[44]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 252.884\n",
"[45]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 252.862\n",
"[46]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 252.831\n",
"[47]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 252.813\n",
"[48]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 252.8\n",
"[49]\tvalid_0's poisson: -109.017\tvalid_0's tweedie: 252.79\n",
"[50]\tvalid_0's poisson: -109.02\tvalid_0's tweedie: 252.788\n",
"[51]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 252.783\n",
"[52]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 252.783\n",
"[53]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 252.77\n",
"[54]\tvalid_0's poisson: -109.052\tvalid_0's tweedie: 252.764\n",
"[55]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 252.762\n",
"[56]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 252.75\n",
"[57]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 252.744\n",
"[58]\tvalid_0's poisson: -109.085\tvalid_0's tweedie: 252.739\n",
"[59]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 252.734\n",
"[60]\tvalid_0's poisson: -109.102\tvalid_0's tweedie: 252.728\n",
"[61]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 252.724\n",
"[62]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 252.714\n",
"[63]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 252.697\n",
"[64]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 252.694\n",
"[65]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 252.685\n",
"[66]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 252.682\n",
"[67]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 252.679\n",
"[68]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 252.674\n",
"[69]\tvalid_0's poisson: -109.183\tvalid_0's tweedie: 252.67\n",
"[70]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 252.662\n",
"[71]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 252.662\n",
"[72]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 252.655\n",
"[73]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 252.651\n",
"[74]\tvalid_0's poisson: -109.221\tvalid_0's tweedie: 252.646\n",
"[75]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 252.641\n",
"[76]\tvalid_0's poisson: -109.244\tvalid_0's tweedie: 252.63\n",
"[77]\tvalid_0's poisson: -109.248\tvalid_0's tweedie: 252.627\n",
"[78]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 252.622\n",
"[79]\tvalid_0's poisson: -109.264\tvalid_0's tweedie: 252.616\n",
"[80]\tvalid_0's poisson: -109.27\tvalid_0's tweedie: 252.612\n",
"[81]\tvalid_0's poisson: -109.27\tvalid_0's tweedie: 252.612\n",
"[82]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 252.609\n",
"[83]\tvalid_0's poisson: -109.28\tvalid_0's tweedie: 252.605\n",
"[84]\tvalid_0's poisson: -109.285\tvalid_0's tweedie: 252.601\n",
"[85]\tvalid_0's poisson: -109.284\tvalid_0's tweedie: 252.602\n",
"[86]\tvalid_0's poisson: -109.287\tvalid_0's tweedie: 252.6\n",
"[87]\tvalid_0's poisson: -109.297\tvalid_0's tweedie: 252.593\n",
"[88]\tvalid_0's poisson: -109.3\tvalid_0's tweedie: 252.591\n",
"[89]\tvalid_0's poisson: -109.303\tvalid_0's tweedie: 252.589\n",
"[90]\tvalid_0's poisson: -109.314\tvalid_0's tweedie: 252.582\n",
"[91]\tvalid_0's poisson: -109.32\tvalid_0's tweedie: 252.579\n",
"[92]\tvalid_0's poisson: -109.322\tvalid_0's tweedie: 252.577\n",
"[93]\tvalid_0's poisson: -109.323\tvalid_0's tweedie: 252.576\n",
"[94]\tvalid_0's poisson: -109.326\tvalid_0's tweedie: 252.574\n",
"[95]\tvalid_0's poisson: -109.335\tvalid_0's tweedie: 252.568\n",
"[96]\tvalid_0's poisson: -109.337\tvalid_0's tweedie: 252.566\n",
"[97]\tvalid_0's poisson: -109.339\tvalid_0's tweedie: 252.564\n",
"[98]\tvalid_0's poisson: -109.345\tvalid_0's tweedie: 252.561\n",
"[99]\tvalid_0's poisson: -109.351\tvalid_0's tweedie: 252.557\n",
"[100]\tvalid_0's poisson: -109.351\tvalid_0's tweedie: 252.557\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.0827\tvalid_0's tweedie: 263.367\n",
"[2]\tvalid_0's poisson: -97.8787\tvalid_0's tweedie: 260.724\n",
"[3]\tvalid_0's poisson: -100.612\tvalid_0's tweedie: 258.827\n",
"[4]\tvalid_0's poisson: -102.368\tvalid_0's tweedie: 257.584\n",
"[5]\tvalid_0's poisson: -103.624\tvalid_0's tweedie: 256.68\n",
"[6]\tvalid_0's poisson: -104.538\tvalid_0's tweedie: 256.025\n",
"[7]\tvalid_0's poisson: -105.3\tvalid_0's tweedie: 255.47\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[8]\tvalid_0's poisson: -105.911\tvalid_0's tweedie: 255.032\n",
"[9]\tvalid_0's poisson: -106.454\tvalid_0's tweedie: 254.646\n",
"[10]\tvalid_0's poisson: -106.798\tvalid_0's tweedie: 254.393\n",
"[11]\tvalid_0's poisson: -107.097\tvalid_0's tweedie: 254.176\n",
"[12]\tvalid_0's poisson: -107.324\tvalid_0's tweedie: 254.011\n",
"[13]\tvalid_0's poisson: -107.544\tvalid_0's tweedie: 253.843\n",
"[14]\tvalid_0's poisson: -107.701\tvalid_0's tweedie: 253.73\n",
"[15]\tvalid_0's poisson: -107.889\tvalid_0's tweedie: 253.599\n",
"[16]\tvalid_0's poisson: -107.968\tvalid_0's tweedie: 253.54\n",
"[17]\tvalid_0's poisson: -108.078\tvalid_0's tweedie: 253.457\n",
"[18]\tvalid_0's poisson: -108.156\tvalid_0's tweedie: 253.4\n",
"[19]\tvalid_0's poisson: -108.21\tvalid_0's tweedie: 253.36\n",
"[20]\tvalid_0's poisson: -108.291\tvalid_0's tweedie: 253.3\n",
"[21]\tvalid_0's poisson: -108.331\tvalid_0's tweedie: 253.27\n",
"[22]\tvalid_0's poisson: -108.376\tvalid_0's tweedie: 253.239\n",
"[23]\tvalid_0's poisson: -108.431\tvalid_0's tweedie: 253.201\n",
"[24]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 253.157\n",
"[25]\tvalid_0's poisson: -108.533\tvalid_0's tweedie: 253.131\n",
"[26]\tvalid_0's poisson: -108.559\tvalid_0's tweedie: 253.113\n",
"[27]\tvalid_0's poisson: -108.59\tvalid_0's tweedie: 253.087\n",
"[28]\tvalid_0's poisson: -108.623\tvalid_0's tweedie: 253.063\n",
"[29]\tvalid_0's poisson: -108.647\tvalid_0's tweedie: 253.043\n",
"[30]\tvalid_0's poisson: -108.666\tvalid_0's tweedie: 253.03\n",
"[31]\tvalid_0's poisson: -108.679\tvalid_0's tweedie: 253.02\n",
"[32]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 252.991\n",
"[33]\tvalid_0's poisson: -108.783\tvalid_0's tweedie: 252.952\n",
"[34]\tvalid_0's poisson: -108.815\tvalid_0's tweedie: 252.93\n",
"[35]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 252.92\n",
"[36]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 252.917\n",
"[37]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 252.907\n",
"[38]\tvalid_0's poisson: -108.872\tvalid_0's tweedie: 252.89\n",
"[39]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 252.879\n",
"[40]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 252.846\n",
"[41]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 252.843\n",
"[42]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 252.831\n",
"[43]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 252.828\n",
"[44]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 252.824\n",
"[45]\tvalid_0's poisson: -108.968\tvalid_0's tweedie: 252.821\n",
"[46]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 252.816\n",
"[47]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 252.801\n",
"[48]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 252.777\n",
"[49]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 252.757\n",
"[50]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 252.755\n",
"[51]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 252.748\n",
"[52]\tvalid_0's poisson: -109.082\tvalid_0's tweedie: 252.742\n",
"[53]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 252.733\n",
"[54]\tvalid_0's poisson: -109.105\tvalid_0's tweedie: 252.727\n",
"[55]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 252.72\n",
"[56]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 252.71\n",
"[57]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 252.701\n",
"[58]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 252.697\n",
"[59]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 252.695\n",
"[60]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 252.691\n",
"[61]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 252.688\n",
"[62]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 252.688\n",
"[63]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 252.686\n",
"[64]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 252.68\n",
"[65]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 252.674\n",
"[66]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 252.668\n",
"[67]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 252.666\n",
"[68]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 252.665\n",
"[69]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 252.662\n",
"[70]\tvalid_0's poisson: -109.204\tvalid_0's tweedie: 252.657\n",
"[71]\tvalid_0's poisson: -109.214\tvalid_0's tweedie: 252.651\n",
"[72]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 252.649\n",
"[73]\tvalid_0's poisson: -109.22\tvalid_0's tweedie: 252.647\n",
"[74]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 252.638\n",
"[75]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 252.62\n",
"[76]\tvalid_0's poisson: -109.268\tvalid_0's tweedie: 252.614\n",
"[77]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 252.609\n",
"[78]\tvalid_0's poisson: -109.277\tvalid_0's tweedie: 252.607\n",
"[79]\tvalid_0's poisson: -109.288\tvalid_0's tweedie: 252.599\n",
"[80]\tvalid_0's poisson: -109.291\tvalid_0's tweedie: 252.598\n",
"[81]\tvalid_0's poisson: -109.297\tvalid_0's tweedie: 252.593\n",
"[82]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 252.59\n",
"[83]\tvalid_0's poisson: -109.306\tvalid_0's tweedie: 252.587\n",
"[84]\tvalid_0's poisson: -109.337\tvalid_0's tweedie: 252.567\n",
"[85]\tvalid_0's poisson: -109.346\tvalid_0's tweedie: 252.559\n",
"[86]\tvalid_0's poisson: -109.35\tvalid_0's tweedie: 252.556\n",
"[87]\tvalid_0's poisson: -109.352\tvalid_0's tweedie: 252.555\n",
"[88]\tvalid_0's poisson: -109.367\tvalid_0's tweedie: 252.545\n",
"[89]\tvalid_0's poisson: -109.369\tvalid_0's tweedie: 252.544\n",
"[90]\tvalid_0's poisson: -109.385\tvalid_0's tweedie: 252.534\n",
"[91]\tvalid_0's poisson: -109.393\tvalid_0's tweedie: 252.529\n",
"[92]\tvalid_0's poisson: -109.397\tvalid_0's tweedie: 252.526\n",
"[93]\tvalid_0's poisson: -109.403\tvalid_0's tweedie: 252.523\n",
"[94]\tvalid_0's poisson: -109.411\tvalid_0's tweedie: 252.518\n",
"[95]\tvalid_0's poisson: -109.413\tvalid_0's tweedie: 252.516\n",
"[96]\tvalid_0's poisson: -109.418\tvalid_0's tweedie: 252.513\n",
"[97]\tvalid_0's poisson: -109.417\tvalid_0's tweedie: 252.513\n",
"[98]\tvalid_0's poisson: -109.419\tvalid_0's tweedie: 252.513\n",
"[99]\tvalid_0's poisson: -109.417\tvalid_0's tweedie: 252.513\n",
"[100]\tvalid_0's poisson: -109.418\tvalid_0's tweedie: 252.513\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.038\tvalid_0's tweedie: 263.4\n",
"[2]\tvalid_0's poisson: -97.7301\tvalid_0's tweedie: 260.848\n",
"[3]\tvalid_0's poisson: -100.373\tvalid_0's tweedie: 258.993\n",
"[4]\tvalid_0's poisson: -102.432\tvalid_0's tweedie: 257.555\n",
"[5]\tvalid_0's poisson: -103.766\tvalid_0's tweedie: 256.595\n",
"[6]\tvalid_0's poisson: -104.658\tvalid_0's tweedie: 255.947\n",
"[7]\tvalid_0's poisson: -105.398\tvalid_0's tweedie: 255.407\n",
"[8]\tvalid_0's poisson: -105.971\tvalid_0's tweedie: 254.997\n",
"[9]\tvalid_0's poisson: -106.483\tvalid_0's tweedie: 254.63\n",
"[10]\tvalid_0's poisson: -106.834\tvalid_0's tweedie: 254.373\n",
"[11]\tvalid_0's poisson: -107.116\tvalid_0's tweedie: 254.171\n",
"[12]\tvalid_0's poisson: -107.365\tvalid_0's tweedie: 253.979\n",
"[13]\tvalid_0's poisson: -107.578\tvalid_0's tweedie: 253.821\n",
"[14]\tvalid_0's poisson: -107.739\tvalid_0's tweedie: 253.705\n",
"[15]\tvalid_0's poisson: -107.835\tvalid_0's tweedie: 253.632\n",
"[16]\tvalid_0's poisson: -107.947\tvalid_0's tweedie: 253.554\n",
"[17]\tvalid_0's poisson: -108.076\tvalid_0's tweedie: 253.461\n",
"[18]\tvalid_0's poisson: -108.131\tvalid_0's tweedie: 253.419\n",
"[19]\tvalid_0's poisson: -108.194\tvalid_0's tweedie: 253.37\n",
"[20]\tvalid_0's poisson: -108.304\tvalid_0's tweedie: 253.295\n",
"[21]\tvalid_0's poisson: -108.341\tvalid_0's tweedie: 253.269\n",
"[22]\tvalid_0's poisson: -108.394\tvalid_0's tweedie: 253.231\n",
"[23]\tvalid_0's poisson: -108.463\tvalid_0's tweedie: 253.177\n",
"[24]\tvalid_0's poisson: -108.546\tvalid_0's tweedie: 253.12\n",
"[25]\tvalid_0's poisson: -108.575\tvalid_0's tweedie: 253.1\n",
"[26]\tvalid_0's poisson: -108.597\tvalid_0's tweedie: 253.082\n",
"[27]\tvalid_0's poisson: -108.618\tvalid_0's tweedie: 253.066\n",
"[28]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 253.05\n",
"[29]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 253.028\n",
"[30]\tvalid_0's poisson: -108.718\tvalid_0's tweedie: 252.994\n",
"[31]\tvalid_0's poisson: -108.727\tvalid_0's tweedie: 252.987\n",
"[32]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 252.965\n",
"[33]\tvalid_0's poisson: -108.792\tvalid_0's tweedie: 252.944\n",
"[34]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 252.931\n",
"[35]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 252.916\n",
"[36]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 252.911\n",
"[37]\tvalid_0's poisson: -108.849\tvalid_0's tweedie: 252.9\n",
"[38]\tvalid_0's poisson: -108.88\tvalid_0's tweedie: 252.875\n",
"[39]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 252.862\n",
"[40]\tvalid_0's poisson: -108.916\tvalid_0's tweedie: 252.851\n",
"[41]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 252.836\n",
"[42]\tvalid_0's poisson: -108.945\tvalid_0's tweedie: 252.832\n",
"[43]\tvalid_0's poisson: -108.961\tvalid_0's tweedie: 252.82\n",
"[44]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 252.818\n",
"[45]\tvalid_0's poisson: -108.984\tvalid_0's tweedie: 252.805\n",
"[46]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 252.798\n",
"[47]\tvalid_0's poisson: -109.022\tvalid_0's tweedie: 252.78\n",
"[48]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 252.769\n",
"[49]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 252.757\n",
"[50]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 252.739\n",
"[51]\tvalid_0's poisson: -109.093\tvalid_0's tweedie: 252.73\n",
"[52]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 252.727\n",
"[53]\tvalid_0's poisson: -109.099\tvalid_0's tweedie: 252.725\n",
"[54]\tvalid_0's poisson: -109.101\tvalid_0's tweedie: 252.724\n",
"[55]\tvalid_0's poisson: -109.108\tvalid_0's tweedie: 252.718\n",
"[56]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 252.717\n",
"[57]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 252.71\n",
"[58]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 252.707\n",
"[59]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 252.701\n",
"[60]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 252.697\n",
"[61]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 252.692\n",
"[62]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 252.688\n",
"[63]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 252.683\n",
"[64]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 252.68\n",
"[65]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 252.68\n",
"[66]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 252.672\n",
"[67]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 252.668\n",
"[68]\tvalid_0's poisson: -109.189\tvalid_0's tweedie: 252.664\n",
"[69]\tvalid_0's poisson: -109.19\tvalid_0's tweedie: 252.664\n",
"[70]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 252.658\n",
"[71]\tvalid_0's poisson: -109.208\tvalid_0's tweedie: 252.651\n",
"[72]\tvalid_0's poisson: -109.227\tvalid_0's tweedie: 252.638\n",
"[73]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 252.633\n",
"[74]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 252.631\n",
"[75]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 252.63\n",
"[76]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 252.621\n",
"[77]\tvalid_0's poisson: -109.26\tvalid_0's tweedie: 252.615\n",
"[78]\tvalid_0's poisson: -109.264\tvalid_0's tweedie: 252.612\n",
"[79]\tvalid_0's poisson: -109.285\tvalid_0's tweedie: 252.598\n",
"[80]\tvalid_0's poisson: -109.287\tvalid_0's tweedie: 252.597\n",
"[81]\tvalid_0's poisson: -109.297\tvalid_0's tweedie: 252.591\n",
"[82]\tvalid_0's poisson: -109.299\tvalid_0's tweedie: 252.59\n",
"[83]\tvalid_0's poisson: -109.301\tvalid_0's tweedie: 252.588\n",
"[84]\tvalid_0's poisson: -109.306\tvalid_0's tweedie: 252.585\n",
"[85]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 252.577\n",
"[86]\tvalid_0's poisson: -109.324\tvalid_0's tweedie: 252.573\n",
"[87]\tvalid_0's poisson: -109.329\tvalid_0's tweedie: 252.57\n",
"[88]\tvalid_0's poisson: -109.338\tvalid_0's tweedie: 252.564\n",
"[89]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 252.553\n",
"[90]\tvalid_0's poisson: -109.361\tvalid_0's tweedie: 252.549\n",
"[91]\tvalid_0's poisson: -109.373\tvalid_0's tweedie: 252.542\n",
"[92]\tvalid_0's poisson: -109.383\tvalid_0's tweedie: 252.535\n",
"[93]\tvalid_0's poisson: -109.382\tvalid_0's tweedie: 252.536\n",
"[94]\tvalid_0's poisson: -109.384\tvalid_0's tweedie: 252.534\n",
"[95]\tvalid_0's poisson: -109.386\tvalid_0's tweedie: 252.532\n",
"[96]\tvalid_0's poisson: -109.387\tvalid_0's tweedie: 252.532\n",
"[97]\tvalid_0's poisson: -109.387\tvalid_0's tweedie: 252.531\n",
"[98]\tvalid_0's poisson: -109.393\tvalid_0's tweedie: 252.528\n",
"[99]\tvalid_0's poisson: -109.4\tvalid_0's tweedie: 252.523\n",
"[100]\tvalid_0's poisson: -109.4\tvalid_0's tweedie: 252.523\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.01, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.7384\tvalid_0's tweedie: 23.1927\n",
"[2]\tvalid_0's poisson: -90.1123\tvalid_0's tweedie: 22.9546\n",
"[3]\tvalid_0's poisson: -91.3369\tvalid_0's tweedie: 22.7389\n",
"[4]\tvalid_0's poisson: -92.4123\tvalid_0's tweedie: 22.5433\n",
"[5]\tvalid_0's poisson: -93.3726\tvalid_0's tweedie: 22.367\n",
"[6]\tvalid_0's poisson: -94.212\tvalid_0's tweedie: 22.2071\n",
"[7]\tvalid_0's poisson: -95.005\tvalid_0's tweedie: 22.0594\n",
"[8]\tvalid_0's poisson: -95.6896\tvalid_0's tweedie: 21.9258\n",
"[9]\tvalid_0's poisson: -96.343\tvalid_0's tweedie: 21.8022\n",
"[10]\tvalid_0's poisson: -96.9221\tvalid_0's tweedie: 21.6918\n",
"[11]\tvalid_0's poisson: -97.443\tvalid_0's tweedie: 21.5865\n",
"[12]\tvalid_0's poisson: -97.9142\tvalid_0's tweedie: 21.4929\n",
"[13]\tvalid_0's poisson: -98.3492\tvalid_0's tweedie: 21.4079\n",
"[14]\tvalid_0's poisson: -98.8357\tvalid_0's tweedie: 21.3236\n",
"[15]\tvalid_0's poisson: -99.2475\tvalid_0's tweedie: 21.2443\n",
"[16]\tvalid_0's poisson: -99.6031\tvalid_0's tweedie: 21.1671\n",
"[17]\tvalid_0's poisson: -100.004\tvalid_0's tweedie: 21.0975\n",
"[18]\tvalid_0's poisson: -100.377\tvalid_0's tweedie: 21.0271\n",
"[19]\tvalid_0's poisson: -100.762\tvalid_0's tweedie: 20.9644\n",
"[20]\tvalid_0's poisson: -101.027\tvalid_0's tweedie: 20.9047\n",
"[21]\tvalid_0's poisson: -101.332\tvalid_0's tweedie: 20.8474\n",
"[22]\tvalid_0's poisson: -101.647\tvalid_0's tweedie: 20.7917\n",
"[23]\tvalid_0's poisson: -101.951\tvalid_0's tweedie: 20.7429\n",
"[24]\tvalid_0's poisson: -102.171\tvalid_0's tweedie: 20.6964\n",
"[25]\tvalid_0's poisson: -102.427\tvalid_0's tweedie: 20.6507\n",
"[26]\tvalid_0's poisson: -102.67\tvalid_0's tweedie: 20.6057\n",
"[27]\tvalid_0's poisson: -102.9\tvalid_0's tweedie: 20.5631\n",
"[28]\tvalid_0's poisson: -103.063\tvalid_0's tweedie: 20.5245\n",
"[29]\tvalid_0's poisson: -103.273\tvalid_0's tweedie: 20.4833\n",
"[30]\tvalid_0's poisson: -103.471\tvalid_0's tweedie: 20.4472\n",
"[31]\tvalid_0's poisson: -103.661\tvalid_0's tweedie: 20.4128\n",
"[32]\tvalid_0's poisson: -103.84\tvalid_0's tweedie: 20.3801\n",
"[33]\tvalid_0's poisson: -104.003\tvalid_0's tweedie: 20.3523\n",
"[34]\tvalid_0's poisson: -104.157\tvalid_0's tweedie: 20.3244\n",
"[35]\tvalid_0's poisson: -104.315\tvalid_0's tweedie: 20.2959\n",
"[36]\tvalid_0's poisson: -104.472\tvalid_0's tweedie: 20.2676\n",
"[37]\tvalid_0's poisson: -104.6\tvalid_0's tweedie: 20.2456\n",
"[38]\tvalid_0's poisson: -104.725\tvalid_0's tweedie: 20.2219\n",
"[39]\tvalid_0's poisson: -104.841\tvalid_0's tweedie: 20.1965\n",
"[40]\tvalid_0's poisson: -104.966\tvalid_0's tweedie: 20.1743\n",
"[41]\tvalid_0's poisson: -105.09\tvalid_0's tweedie: 20.1543\n",
"[42]\tvalid_0's poisson: -105.209\tvalid_0's tweedie: 20.1333\n",
"[43]\tvalid_0's poisson: -105.321\tvalid_0's tweedie: 20.1137\n",
"[44]\tvalid_0's poisson: -105.421\tvalid_0's tweedie: 20.0952\n",
"[45]\tvalid_0's poisson: -105.522\tvalid_0's tweedie: 20.0778\n",
"[46]\tvalid_0's poisson: -105.616\tvalid_0's tweedie: 20.0615\n",
"[47]\tvalid_0's poisson: -105.73\tvalid_0's tweedie: 20.0441\n",
"[48]\tvalid_0's poisson: -105.805\tvalid_0's tweedie: 20.0308\n",
"[49]\tvalid_0's poisson: -105.879\tvalid_0's tweedie: 20.0165\n",
"[50]\tvalid_0's poisson: -105.976\tvalid_0's tweedie: 19.9992\n",
"[51]\tvalid_0's poisson: -106.048\tvalid_0's tweedie: 19.9825\n",
"[52]\tvalid_0's poisson: -106.115\tvalid_0's tweedie: 19.9708\n",
"[53]\tvalid_0's poisson: -106.178\tvalid_0's tweedie: 19.9587\n",
"[54]\tvalid_0's poisson: -106.243\tvalid_0's tweedie: 19.9473\n",
"[55]\tvalid_0's poisson: -106.313\tvalid_0's tweedie: 19.9353\n",
"[56]\tvalid_0's poisson: -106.397\tvalid_0's tweedie: 19.9213\n",
"[57]\tvalid_0's poisson: -106.455\tvalid_0's tweedie: 19.9121\n",
"[58]\tvalid_0's poisson: -106.503\tvalid_0's tweedie: 19.9017\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[59]\tvalid_0's poisson: -106.569\tvalid_0's tweedie: 19.8914\n",
"[60]\tvalid_0's poisson: -106.62\tvalid_0's tweedie: 19.8823\n",
"[61]\tvalid_0's poisson: -106.677\tvalid_0's tweedie: 19.8729\n",
"[62]\tvalid_0's poisson: -106.732\tvalid_0's tweedie: 19.8634\n",
"[63]\tvalid_0's poisson: -106.773\tvalid_0's tweedie: 19.8563\n",
"[64]\tvalid_0's poisson: -106.827\tvalid_0's tweedie: 19.8478\n",
"[65]\tvalid_0's poisson: -106.869\tvalid_0's tweedie: 19.8405\n",
"[66]\tvalid_0's poisson: -106.911\tvalid_0's tweedie: 19.8326\n",
"[67]\tvalid_0's poisson: -106.954\tvalid_0's tweedie: 19.8257\n",
"[68]\tvalid_0's poisson: -107.007\tvalid_0's tweedie: 19.8174\n",
"[69]\tvalid_0's poisson: -107.051\tvalid_0's tweedie: 19.8101\n",
"[70]\tvalid_0's poisson: -107.08\tvalid_0's tweedie: 19.8034\n",
"[71]\tvalid_0's poisson: -107.116\tvalid_0's tweedie: 19.7977\n",
"[72]\tvalid_0's poisson: -107.165\tvalid_0's tweedie: 19.7908\n",
"[73]\tvalid_0's poisson: -107.193\tvalid_0's tweedie: 19.7852\n",
"[74]\tvalid_0's poisson: -107.217\tvalid_0's tweedie: 19.7796\n",
"[75]\tvalid_0's poisson: -107.255\tvalid_0's tweedie: 19.7737\n",
"[76]\tvalid_0's poisson: -107.288\tvalid_0's tweedie: 19.7679\n",
"[77]\tvalid_0's poisson: -107.316\tvalid_0's tweedie: 19.7632\n",
"[78]\tvalid_0's poisson: -107.344\tvalid_0's tweedie: 19.7588\n",
"[79]\tvalid_0's poisson: -107.371\tvalid_0's tweedie: 19.7537\n",
"[80]\tvalid_0's poisson: -107.392\tvalid_0's tweedie: 19.7496\n",
"[81]\tvalid_0's poisson: -107.415\tvalid_0's tweedie: 19.7455\n",
"[82]\tvalid_0's poisson: -107.44\tvalid_0's tweedie: 19.7408\n",
"[83]\tvalid_0's poisson: -107.467\tvalid_0's tweedie: 19.7362\n",
"[84]\tvalid_0's poisson: -107.488\tvalid_0's tweedie: 19.7325\n",
"[85]\tvalid_0's poisson: -107.517\tvalid_0's tweedie: 19.728\n",
"[86]\tvalid_0's poisson: -107.545\tvalid_0's tweedie: 19.7238\n",
"[87]\tvalid_0's poisson: -107.559\tvalid_0's tweedie: 19.7203\n",
"[88]\tvalid_0's poisson: -107.576\tvalid_0's tweedie: 19.717\n",
"[89]\tvalid_0's poisson: -107.614\tvalid_0's tweedie: 19.712\n",
"[90]\tvalid_0's poisson: -107.628\tvalid_0's tweedie: 19.7081\n",
"[91]\tvalid_0's poisson: -107.65\tvalid_0's tweedie: 19.7031\n",
"[92]\tvalid_0's poisson: -107.676\tvalid_0's tweedie: 19.6959\n",
"[93]\tvalid_0's poisson: -107.689\tvalid_0's tweedie: 19.6927\n",
"[94]\tvalid_0's poisson: -107.714\tvalid_0's tweedie: 19.6887\n",
"[95]\tvalid_0's poisson: -107.726\tvalid_0's tweedie: 19.6837\n",
"[96]\tvalid_0's poisson: -107.755\tvalid_0's tweedie: 19.6801\n",
"[97]\tvalid_0's poisson: -107.769\tvalid_0's tweedie: 19.6776\n",
"[98]\tvalid_0's poisson: -107.781\tvalid_0's tweedie: 19.6742\n",
"[99]\tvalid_0's poisson: -107.791\tvalid_0's tweedie: 19.6722\n",
"[100]\tvalid_0's poisson: -107.809\tvalid_0's tweedie: 19.6693\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.7456\tvalid_0's tweedie: 23.1913\n",
"[2]\tvalid_0's poisson: -90.1316\tvalid_0's tweedie: 22.9516\n",
"[3]\tvalid_0's poisson: -91.3498\tvalid_0's tweedie: 22.7352\n",
"[4]\tvalid_0's poisson: -92.449\tvalid_0's tweedie: 22.5376\n",
"[5]\tvalid_0's poisson: -93.3981\tvalid_0's tweedie: 22.3611\n",
"[6]\tvalid_0's poisson: -94.2656\tvalid_0's tweedie: 22.2011\n",
"[7]\tvalid_0's poisson: -95.0412\tvalid_0's tweedie: 22.0527\n",
"[8]\tvalid_0's poisson: -95.7389\tvalid_0's tweedie: 21.917\n",
"[9]\tvalid_0's poisson: -96.3683\tvalid_0's tweedie: 21.7961\n",
"[10]\tvalid_0's poisson: -96.9522\tvalid_0's tweedie: 21.6819\n",
"[11]\tvalid_0's poisson: -97.4958\tvalid_0's tweedie: 21.5782\n",
"[12]\tvalid_0's poisson: -97.9663\tvalid_0's tweedie: 21.483\n",
"[13]\tvalid_0's poisson: -98.4364\tvalid_0's tweedie: 21.3942\n",
"[14]\tvalid_0's poisson: -98.9217\tvalid_0's tweedie: 21.3101\n",
"[15]\tvalid_0's poisson: -99.3332\tvalid_0's tweedie: 21.2306\n",
"[16]\tvalid_0's poisson: -99.7509\tvalid_0's tweedie: 21.1532\n",
"[17]\tvalid_0's poisson: -100.136\tvalid_0's tweedie: 21.0798\n",
"[18]\tvalid_0's poisson: -100.55\tvalid_0's tweedie: 21.0122\n",
"[19]\tvalid_0's poisson: -100.909\tvalid_0's tweedie: 20.9482\n",
"[20]\tvalid_0's poisson: -101.185\tvalid_0's tweedie: 20.8874\n",
"[21]\tvalid_0's poisson: -101.488\tvalid_0's tweedie: 20.8298\n",
"[22]\tvalid_0's poisson: -101.791\tvalid_0's tweedie: 20.7765\n",
"[23]\tvalid_0's poisson: -102.068\tvalid_0's tweedie: 20.7282\n",
"[24]\tvalid_0's poisson: -102.299\tvalid_0's tweedie: 20.6818\n",
"[25]\tvalid_0's poisson: -102.541\tvalid_0's tweedie: 20.6399\n",
"[26]\tvalid_0's poisson: -102.748\tvalid_0's tweedie: 20.596\n",
"[27]\tvalid_0's poisson: -102.978\tvalid_0's tweedie: 20.5543\n",
"[28]\tvalid_0's poisson: -103.204\tvalid_0's tweedie: 20.5126\n",
"[29]\tvalid_0's poisson: -103.414\tvalid_0's tweedie: 20.471\n",
"[30]\tvalid_0's poisson: -103.608\tvalid_0's tweedie: 20.4351\n",
"[31]\tvalid_0's poisson: -103.794\tvalid_0's tweedie: 20.4044\n",
"[32]\tvalid_0's poisson: -103.945\tvalid_0's tweedie: 20.3714\n",
"[33]\tvalid_0's poisson: -104.109\tvalid_0's tweedie: 20.3413\n",
"[34]\tvalid_0's poisson: -104.279\tvalid_0's tweedie: 20.3103\n",
"[35]\tvalid_0's poisson: -104.419\tvalid_0's tweedie: 20.2861\n",
"[36]\tvalid_0's poisson: -104.562\tvalid_0's tweedie: 20.2599\n",
"[37]\tvalid_0's poisson: -104.713\tvalid_0's tweedie: 20.2326\n",
"[38]\tvalid_0's poisson: -104.851\tvalid_0's tweedie: 20.2075\n",
"[39]\tvalid_0's poisson: -104.97\tvalid_0's tweedie: 20.1855\n",
"[40]\tvalid_0's poisson: -105.094\tvalid_0's tweedie: 20.1631\n",
"[41]\tvalid_0's poisson: -105.216\tvalid_0's tweedie: 20.1416\n",
"[42]\tvalid_0's poisson: -105.327\tvalid_0's tweedie: 20.1241\n",
"[43]\tvalid_0's poisson: -105.429\tvalid_0's tweedie: 20.1051\n",
"[44]\tvalid_0's poisson: -105.523\tvalid_0's tweedie: 20.0838\n",
"[45]\tvalid_0's poisson: -105.627\tvalid_0's tweedie: 20.0655\n",
"[46]\tvalid_0's poisson: -105.709\tvalid_0's tweedie: 20.0507\n",
"[47]\tvalid_0's poisson: -105.794\tvalid_0's tweedie: 20.0347\n",
"[48]\tvalid_0's poisson: -105.897\tvalid_0's tweedie: 20.0163\n",
"[49]\tvalid_0's poisson: -105.979\tvalid_0's tweedie: 20.0028\n",
"[50]\tvalid_0's poisson: -106.061\tvalid_0's tweedie: 19.9882\n",
"[51]\tvalid_0's poisson: -106.132\tvalid_0's tweedie: 19.9752\n",
"[52]\tvalid_0's poisson: -106.197\tvalid_0's tweedie: 19.9624\n",
"[53]\tvalid_0's poisson: -106.271\tvalid_0's tweedie: 19.9493\n",
"[54]\tvalid_0's poisson: -106.334\tvalid_0's tweedie: 19.9388\n",
"[55]\tvalid_0's poisson: -106.387\tvalid_0's tweedie: 19.9292\n",
"[56]\tvalid_0's poisson: -106.45\tvalid_0's tweedie: 19.9183\n",
"[57]\tvalid_0's poisson: -106.508\tvalid_0's tweedie: 19.9042\n",
"[58]\tvalid_0's poisson: -106.564\tvalid_0's tweedie: 19.8944\n",
"[59]\tvalid_0's poisson: -106.634\tvalid_0's tweedie: 19.8837\n",
"[60]\tvalid_0's poisson: -106.685\tvalid_0's tweedie: 19.8713\n",
"[61]\tvalid_0's poisson: -106.73\tvalid_0's tweedie: 19.863\n",
"[62]\tvalid_0's poisson: -106.785\tvalid_0's tweedie: 19.8534\n",
"[63]\tvalid_0's poisson: -106.825\tvalid_0's tweedie: 19.8464\n",
"[64]\tvalid_0's poisson: -106.861\tvalid_0's tweedie: 19.8385\n",
"[65]\tvalid_0's poisson: -106.903\tvalid_0's tweedie: 19.8308\n",
"[66]\tvalid_0's poisson: -106.953\tvalid_0's tweedie: 19.8225\n",
"[67]\tvalid_0's poisson: -106.996\tvalid_0's tweedie: 19.8156\n",
"[68]\tvalid_0's poisson: -107.053\tvalid_0's tweedie: 19.8073\n",
"[69]\tvalid_0's poisson: -107.083\tvalid_0's tweedie: 19.8003\n",
"[70]\tvalid_0's poisson: -107.123\tvalid_0's tweedie: 19.7935\n",
"[71]\tvalid_0's poisson: -107.166\tvalid_0's tweedie: 19.7869\n",
"[72]\tvalid_0's poisson: -107.197\tvalid_0's tweedie: 19.7811\n",
"[73]\tvalid_0's poisson: -107.239\tvalid_0's tweedie: 19.7743\n",
"[74]\tvalid_0's poisson: -107.264\tvalid_0's tweedie: 19.7694\n",
"[75]\tvalid_0's poisson: -107.298\tvalid_0's tweedie: 19.7635\n",
"[76]\tvalid_0's poisson: -107.334\tvalid_0's tweedie: 19.7578\n",
"[77]\tvalid_0's poisson: -107.369\tvalid_0's tweedie: 19.7521\n",
"[78]\tvalid_0's poisson: -107.391\tvalid_0's tweedie: 19.7479\n",
"[79]\tvalid_0's poisson: -107.417\tvalid_0's tweedie: 19.7429\n",
"[80]\tvalid_0's poisson: -107.441\tvalid_0's tweedie: 19.7385\n",
"[81]\tvalid_0's poisson: -107.465\tvalid_0's tweedie: 19.734\n",
"[82]\tvalid_0's poisson: -107.506\tvalid_0's tweedie: 19.7265\n",
"[83]\tvalid_0's poisson: -107.529\tvalid_0's tweedie: 19.7225\n",
"[84]\tvalid_0's poisson: -107.56\tvalid_0's tweedie: 19.7174\n",
"[85]\tvalid_0's poisson: -107.576\tvalid_0's tweedie: 19.7134\n",
"[86]\tvalid_0's poisson: -107.597\tvalid_0's tweedie: 19.7086\n",
"[87]\tvalid_0's poisson: -107.619\tvalid_0's tweedie: 19.7051\n",
"[88]\tvalid_0's poisson: -107.64\tvalid_0's tweedie: 19.7016\n",
"[89]\tvalid_0's poisson: -107.658\tvalid_0's tweedie: 19.6982\n",
"[90]\tvalid_0's poisson: -107.675\tvalid_0's tweedie: 19.6952\n",
"[91]\tvalid_0's poisson: -107.688\tvalid_0's tweedie: 19.6929\n",
"[92]\tvalid_0's poisson: -107.712\tvalid_0's tweedie: 19.6863\n",
"[93]\tvalid_0's poisson: -107.723\tvalid_0's tweedie: 19.683\n",
"[94]\tvalid_0's poisson: -107.752\tvalid_0's tweedie: 19.6777\n",
"[95]\tvalid_0's poisson: -107.768\tvalid_0's tweedie: 19.675\n",
"[96]\tvalid_0's poisson: -107.788\tvalid_0's tweedie: 19.6684\n",
"[97]\tvalid_0's poisson: -107.816\tvalid_0's tweedie: 19.6647\n",
"[98]\tvalid_0's poisson: -107.833\tvalid_0's tweedie: 19.6618\n",
"[99]\tvalid_0's poisson: -107.84\tvalid_0's tweedie: 19.6598\n",
"[100]\tvalid_0's poisson: -107.851\tvalid_0's tweedie: 19.6577\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.7319\tvalid_0's tweedie: 23.194\n",
"[2]\tvalid_0's poisson: -90.1046\tvalid_0's tweedie: 22.9569\n",
"[3]\tvalid_0's poisson: -91.3354\tvalid_0's tweedie: 22.7396\n",
"[4]\tvalid_0's poisson: -92.4115\tvalid_0's tweedie: 22.5452\n",
"[5]\tvalid_0's poisson: -93.3744\tvalid_0's tweedie: 22.3676\n",
"[6]\tvalid_0's poisson: -94.2161\tvalid_0's tweedie: 22.2088\n",
"[7]\tvalid_0's poisson: -95.0162\tvalid_0's tweedie: 22.0601\n",
"[8]\tvalid_0's poisson: -95.7001\tvalid_0's tweedie: 21.9259\n",
"[9]\tvalid_0's poisson: -96.3591\tvalid_0's tweedie: 21.8015\n",
"[10]\tvalid_0's poisson: -96.9318\tvalid_0's tweedie: 21.6879\n",
"[11]\tvalid_0's poisson: -97.4774\tvalid_0's tweedie: 21.5841\n",
"[12]\tvalid_0's poisson: -97.9637\tvalid_0's tweedie: 21.4914\n",
"[13]\tvalid_0's poisson: -98.4023\tvalid_0's tweedie: 21.4003\n",
"[14]\tvalid_0's poisson: -98.8675\tvalid_0's tweedie: 21.3142\n",
"[15]\tvalid_0's poisson: -99.3168\tvalid_0's tweedie: 21.2298\n",
"[16]\tvalid_0's poisson: -99.7543\tvalid_0's tweedie: 21.1544\n",
"[17]\tvalid_0's poisson: -100.081\tvalid_0's tweedie: 21.0842\n",
"[18]\tvalid_0's poisson: -100.447\tvalid_0's tweedie: 21.0155\n",
"[19]\tvalid_0's poisson: -100.82\tvalid_0's tweedie: 20.9498\n",
"[20]\tvalid_0's poisson: -101.184\tvalid_0's tweedie: 20.8908\n",
"[21]\tvalid_0's poisson: -101.439\tvalid_0's tweedie: 20.8356\n",
"[22]\tvalid_0's poisson: -101.736\tvalid_0's tweedie: 20.7827\n",
"[23]\tvalid_0's poisson: -102.026\tvalid_0's tweedie: 20.7286\n",
"[24]\tvalid_0's poisson: -102.287\tvalid_0's tweedie: 20.6832\n",
"[25]\tvalid_0's poisson: -102.502\tvalid_0's tweedie: 20.638\n",
"[26]\tvalid_0's poisson: -102.744\tvalid_0's tweedie: 20.5924\n",
"[27]\tvalid_0's poisson: -102.973\tvalid_0's tweedie: 20.5477\n",
"[28]\tvalid_0's poisson: -103.201\tvalid_0's tweedie: 20.5113\n",
"[29]\tvalid_0's poisson: -103.417\tvalid_0's tweedie: 20.4717\n",
"[30]\tvalid_0's poisson: -103.617\tvalid_0's tweedie: 20.4352\n",
"[31]\tvalid_0's poisson: -103.803\tvalid_0's tweedie: 20.4014\n",
"[32]\tvalid_0's poisson: -103.982\tvalid_0's tweedie: 20.3688\n",
"[33]\tvalid_0's poisson: -104.146\tvalid_0's tweedie: 20.3391\n",
"[34]\tvalid_0's poisson: -104.298\tvalid_0's tweedie: 20.3128\n",
"[35]\tvalid_0's poisson: -104.454\tvalid_0's tweedie: 20.2847\n",
"[36]\tvalid_0's poisson: -104.588\tvalid_0's tweedie: 20.2554\n",
"[37]\tvalid_0's poisson: -104.731\tvalid_0's tweedie: 20.2294\n",
"[38]\tvalid_0's poisson: -104.86\tvalid_0's tweedie: 20.2064\n",
"[39]\tvalid_0's poisson: -104.985\tvalid_0's tweedie: 20.1839\n",
"[40]\tvalid_0's poisson: -105.106\tvalid_0's tweedie: 20.1625\n",
"[41]\tvalid_0's poisson: -105.23\tvalid_0's tweedie: 20.1408\n",
"[42]\tvalid_0's poisson: -105.345\tvalid_0's tweedie: 20.1229\n",
"[43]\tvalid_0's poisson: -105.45\tvalid_0's tweedie: 20.1024\n",
"[44]\tvalid_0's poisson: -105.549\tvalid_0's tweedie: 20.0851\n",
"[45]\tvalid_0's poisson: -105.648\tvalid_0's tweedie: 20.0676\n",
"[46]\tvalid_0's poisson: -105.733\tvalid_0's tweedie: 20.0525\n",
"[47]\tvalid_0's poisson: -105.823\tvalid_0's tweedie: 20.0356\n",
"[48]\tvalid_0's poisson: -105.906\tvalid_0's tweedie: 20.0162\n",
"[49]\tvalid_0's poisson: -105.99\tvalid_0's tweedie: 20.0024\n",
"[50]\tvalid_0's poisson: -106.073\tvalid_0's tweedie: 19.9882\n",
"[51]\tvalid_0's poisson: -106.136\tvalid_0's tweedie: 19.9766\n",
"[52]\tvalid_0's poisson: -106.212\tvalid_0's tweedie: 19.9636\n",
"[53]\tvalid_0's poisson: -106.283\tvalid_0's tweedie: 19.9511\n",
"[54]\tvalid_0's poisson: -106.347\tvalid_0's tweedie: 19.9395\n",
"[55]\tvalid_0's poisson: -106.413\tvalid_0's tweedie: 19.9283\n",
"[56]\tvalid_0's poisson: -106.473\tvalid_0's tweedie: 19.9172\n",
"[57]\tvalid_0's poisson: -106.524\tvalid_0's tweedie: 19.9078\n",
"[58]\tvalid_0's poisson: -106.58\tvalid_0's tweedie: 19.8975\n",
"[59]\tvalid_0's poisson: -106.647\tvalid_0's tweedie: 19.8874\n",
"[60]\tvalid_0's poisson: -106.691\tvalid_0's tweedie: 19.8794\n",
"[61]\tvalid_0's poisson: -106.747\tvalid_0's tweedie: 19.8659\n",
"[62]\tvalid_0's poisson: -106.785\tvalid_0's tweedie: 19.8576\n",
"[63]\tvalid_0's poisson: -106.831\tvalid_0's tweedie: 19.8495\n",
"[64]\tvalid_0's poisson: -106.88\tvalid_0's tweedie: 19.8414\n",
"[65]\tvalid_0's poisson: -106.934\tvalid_0's tweedie: 19.833\n",
"[66]\tvalid_0's poisson: -106.965\tvalid_0's tweedie: 19.8258\n",
"[67]\tvalid_0's poisson: -107.009\tvalid_0's tweedie: 19.8186\n",
"[68]\tvalid_0's poisson: -107.067\tvalid_0's tweedie: 19.8103\n",
"[69]\tvalid_0's poisson: -107.105\tvalid_0's tweedie: 19.8039\n",
"[70]\tvalid_0's poisson: -107.139\tvalid_0's tweedie: 19.7974\n",
"[71]\tvalid_0's poisson: -107.173\tvalid_0's tweedie: 19.7913\n",
"[72]\tvalid_0's poisson: -107.213\tvalid_0's tweedie: 19.7847\n",
"[73]\tvalid_0's poisson: -107.248\tvalid_0's tweedie: 19.7788\n",
"[74]\tvalid_0's poisson: -107.287\tvalid_0's tweedie: 19.7724\n",
"[75]\tvalid_0's poisson: -107.319\tvalid_0's tweedie: 19.7673\n",
"[76]\tvalid_0's poisson: -107.34\tvalid_0's tweedie: 19.762\n",
"[77]\tvalid_0's poisson: -107.376\tvalid_0's tweedie: 19.7565\n",
"[78]\tvalid_0's poisson: -107.405\tvalid_0's tweedie: 19.7514\n",
"[79]\tvalid_0's poisson: -107.431\tvalid_0's tweedie: 19.7466\n",
"[80]\tvalid_0's poisson: -107.463\tvalid_0's tweedie: 19.7416\n",
"[81]\tvalid_0's poisson: -107.484\tvalid_0's tweedie: 19.737\n",
"[82]\tvalid_0's poisson: -107.506\tvalid_0's tweedie: 19.7316\n",
"[83]\tvalid_0's poisson: -107.537\tvalid_0's tweedie: 19.7268\n",
"[84]\tvalid_0's poisson: -107.56\tvalid_0's tweedie: 19.723\n",
"[85]\tvalid_0's poisson: -107.574\tvalid_0's tweedie: 19.7187\n",
"[86]\tvalid_0's poisson: -107.593\tvalid_0's tweedie: 19.715\n",
"[87]\tvalid_0's poisson: -107.612\tvalid_0's tweedie: 19.7115\n",
"[88]\tvalid_0's poisson: -107.623\tvalid_0's tweedie: 19.7076\n",
"[89]\tvalid_0's poisson: -107.649\tvalid_0's tweedie: 19.7036\n",
"[90]\tvalid_0's poisson: -107.661\tvalid_0's tweedie: 19.7005\n",
"[91]\tvalid_0's poisson: -107.676\tvalid_0's tweedie: 19.6948\n",
"[92]\tvalid_0's poisson: -107.706\tvalid_0's tweedie: 19.6906\n",
"[93]\tvalid_0's poisson: -107.717\tvalid_0's tweedie: 19.6866\n",
"[94]\tvalid_0's poisson: -107.739\tvalid_0's tweedie: 19.6836\n",
"[95]\tvalid_0's poisson: -107.755\tvalid_0's tweedie: 19.6805\n",
"[96]\tvalid_0's poisson: -107.786\tvalid_0's tweedie: 19.6765\n",
"[97]\tvalid_0's poisson: -107.798\tvalid_0's tweedie: 19.6718\n",
"[98]\tvalid_0's poisson: -107.809\tvalid_0's tweedie: 19.6684\n",
"[99]\tvalid_0's poisson: -107.825\tvalid_0's tweedie: 19.6663\n",
"[100]\tvalid_0's poisson: -107.841\tvalid_0's tweedie: 19.6634\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.7376\tvalid_0's tweedie: 23.1926\n",
"[2]\tvalid_0's poisson: -90.1133\tvalid_0's tweedie: 22.9554\n",
"[3]\tvalid_0's poisson: -91.3368\tvalid_0's tweedie: 22.7384\n",
"[4]\tvalid_0's poisson: -92.4119\tvalid_0's tweedie: 22.543\n",
"[5]\tvalid_0's poisson: -93.3737\tvalid_0's tweedie: 22.3664\n",
"[6]\tvalid_0's poisson: -94.2132\tvalid_0's tweedie: 22.2065\n",
"[7]\tvalid_0's poisson: -95.0113\tvalid_0's tweedie: 22.058\n",
"[8]\tvalid_0's poisson: -95.7096\tvalid_0's tweedie: 21.9226\n",
"[9]\tvalid_0's poisson: -96.3675\tvalid_0's tweedie: 21.7983\n",
"[10]\tvalid_0's poisson: -96.9504\tvalid_0's tweedie: 21.6874\n",
"[11]\tvalid_0's poisson: -97.4784\tvalid_0's tweedie: 21.5796\n",
"[12]\tvalid_0's poisson: -97.9769\tvalid_0's tweedie: 21.4832\n",
"[13]\tvalid_0's poisson: -98.4064\tvalid_0's tweedie: 21.3956\n",
"[14]\tvalid_0's poisson: -98.849\tvalid_0's tweedie: 21.3126\n",
"[15]\tvalid_0's poisson: -99.3024\tvalid_0's tweedie: 21.234\n",
"[16]\tvalid_0's poisson: -99.6468\tvalid_0's tweedie: 21.1581\n",
"[17]\tvalid_0's poisson: -100.061\tvalid_0's tweedie: 21.0902\n",
"[18]\tvalid_0's poisson: -100.452\tvalid_0's tweedie: 21.0171\n",
"[19]\tvalid_0's poisson: -100.809\tvalid_0's tweedie: 20.9537\n",
"[20]\tvalid_0's poisson: -101.103\tvalid_0's tweedie: 20.8935\n",
"[21]\tvalid_0's poisson: -101.419\tvalid_0's tweedie: 20.8384\n",
"[22]\tvalid_0's poisson: -101.728\tvalid_0's tweedie: 20.7811\n",
"[23]\tvalid_0's poisson: -102.028\tvalid_0's tweedie: 20.7326\n",
"[24]\tvalid_0's poisson: -102.256\tvalid_0's tweedie: 20.6843\n",
"[25]\tvalid_0's poisson: -102.514\tvalid_0's tweedie: 20.6357\n",
"[26]\tvalid_0's poisson: -102.754\tvalid_0's tweedie: 20.5937\n",
"[27]\tvalid_0's poisson: -102.948\tvalid_0's tweedie: 20.5523\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -103.165\tvalid_0's tweedie: 20.5147\n",
"[29]\tvalid_0's poisson: -103.375\tvalid_0's tweedie: 20.4758\n",
"[30]\tvalid_0's poisson: -103.568\tvalid_0's tweedie: 20.4366\n",
"[31]\tvalid_0's poisson: -103.764\tvalid_0's tweedie: 20.4056\n",
"[32]\tvalid_0's poisson: -103.946\tvalid_0's tweedie: 20.3722\n",
"[33]\tvalid_0's poisson: -104.088\tvalid_0's tweedie: 20.341\n",
"[34]\tvalid_0's poisson: -104.249\tvalid_0's tweedie: 20.3116\n",
"[35]\tvalid_0's poisson: -104.411\tvalid_0's tweedie: 20.282\n",
"[36]\tvalid_0's poisson: -104.563\tvalid_0's tweedie: 20.2545\n",
"[37]\tvalid_0's poisson: -104.704\tvalid_0's tweedie: 20.2288\n",
"[38]\tvalid_0's poisson: -104.841\tvalid_0's tweedie: 20.2039\n",
"[39]\tvalid_0's poisson: -104.968\tvalid_0's tweedie: 20.1806\n",
"[40]\tvalid_0's poisson: -105.092\tvalid_0's tweedie: 20.1588\n",
"[41]\tvalid_0's poisson: -105.213\tvalid_0's tweedie: 20.1368\n",
"[42]\tvalid_0's poisson: -105.329\tvalid_0's tweedie: 20.1189\n",
"[43]\tvalid_0's poisson: -105.437\tvalid_0's tweedie: 20.0989\n",
"[44]\tvalid_0's poisson: -105.531\tvalid_0's tweedie: 20.0824\n",
"[45]\tvalid_0's poisson: -105.621\tvalid_0's tweedie: 20.0621\n",
"[46]\tvalid_0's poisson: -105.708\tvalid_0's tweedie: 20.0455\n",
"[47]\tvalid_0's poisson: -105.804\tvalid_0's tweedie: 20.0285\n",
"[48]\tvalid_0's poisson: -105.891\tvalid_0's tweedie: 20.014\n",
"[49]\tvalid_0's poisson: -105.984\tvalid_0's tweedie: 19.9973\n",
"[50]\tvalid_0's poisson: -106.057\tvalid_0's tweedie: 19.9847\n",
"[51]\tvalid_0's poisson: -106.127\tvalid_0's tweedie: 19.9712\n",
"[52]\tvalid_0's poisson: -106.193\tvalid_0's tweedie: 19.9556\n",
"[53]\tvalid_0's poisson: -106.268\tvalid_0's tweedie: 19.9425\n",
"[54]\tvalid_0's poisson: -106.339\tvalid_0's tweedie: 19.9299\n",
"[55]\tvalid_0's poisson: -106.394\tvalid_0's tweedie: 19.9203\n",
"[56]\tvalid_0's poisson: -106.455\tvalid_0's tweedie: 19.9087\n",
"[57]\tvalid_0's poisson: -106.524\tvalid_0's tweedie: 19.8965\n",
"[58]\tvalid_0's poisson: -106.583\tvalid_0's tweedie: 19.8868\n",
"[59]\tvalid_0's poisson: -106.643\tvalid_0's tweedie: 19.8765\n",
"[60]\tvalid_0's poisson: -106.701\tvalid_0's tweedie: 19.8666\n",
"[61]\tvalid_0's poisson: -106.753\tvalid_0's tweedie: 19.8574\n",
"[62]\tvalid_0's poisson: -106.795\tvalid_0's tweedie: 19.8501\n",
"[63]\tvalid_0's poisson: -106.843\tvalid_0's tweedie: 19.8384\n",
"[64]\tvalid_0's poisson: -106.882\tvalid_0's tweedie: 19.83\n",
"[65]\tvalid_0's poisson: -106.926\tvalid_0's tweedie: 19.8226\n",
"[66]\tvalid_0's poisson: -106.972\tvalid_0's tweedie: 19.8148\n",
"[67]\tvalid_0's poisson: -107.012\tvalid_0's tweedie: 19.8078\n",
"[68]\tvalid_0's poisson: -107.054\tvalid_0's tweedie: 19.8003\n",
"[69]\tvalid_0's poisson: -107.095\tvalid_0's tweedie: 19.7938\n",
"[70]\tvalid_0's poisson: -107.15\tvalid_0's tweedie: 19.786\n",
"[71]\tvalid_0's poisson: -107.188\tvalid_0's tweedie: 19.7794\n",
"[72]\tvalid_0's poisson: -107.216\tvalid_0's tweedie: 19.7728\n",
"[73]\tvalid_0's poisson: -107.255\tvalid_0's tweedie: 19.7664\n",
"[74]\tvalid_0's poisson: -107.294\tvalid_0's tweedie: 19.7602\n",
"[75]\tvalid_0's poisson: -107.321\tvalid_0's tweedie: 19.755\n",
"[76]\tvalid_0's poisson: -107.353\tvalid_0's tweedie: 19.7495\n",
"[77]\tvalid_0's poisson: -107.389\tvalid_0's tweedie: 19.7436\n",
"[78]\tvalid_0's poisson: -107.422\tvalid_0's tweedie: 19.7386\n",
"[79]\tvalid_0's poisson: -107.442\tvalid_0's tweedie: 19.7338\n",
"[80]\tvalid_0's poisson: -107.483\tvalid_0's tweedie: 19.7284\n",
"[81]\tvalid_0's poisson: -107.504\tvalid_0's tweedie: 19.7243\n",
"[82]\tvalid_0's poisson: -107.525\tvalid_0's tweedie: 19.7204\n",
"[83]\tvalid_0's poisson: -107.557\tvalid_0's tweedie: 19.7154\n",
"[84]\tvalid_0's poisson: -107.577\tvalid_0's tweedie: 19.7109\n",
"[85]\tvalid_0's poisson: -107.605\tvalid_0's tweedie: 19.7064\n",
"[86]\tvalid_0's poisson: -107.629\tvalid_0's tweedie: 19.7024\n",
"[87]\tvalid_0's poisson: -107.648\tvalid_0's tweedie: 19.6985\n",
"[88]\tvalid_0's poisson: -107.66\tvalid_0's tweedie: 19.6942\n",
"[89]\tvalid_0's poisson: -107.679\tvalid_0's tweedie: 19.6909\n",
"[90]\tvalid_0's poisson: -107.693\tvalid_0's tweedie: 19.6879\n",
"[91]\tvalid_0's poisson: -107.719\tvalid_0's tweedie: 19.6839\n",
"[92]\tvalid_0's poisson: -107.733\tvalid_0's tweedie: 19.6809\n",
"[93]\tvalid_0's poisson: -107.751\tvalid_0's tweedie: 19.6778\n",
"[94]\tvalid_0's poisson: -107.769\tvalid_0's tweedie: 19.6745\n",
"[95]\tvalid_0's poisson: -107.799\tvalid_0's tweedie: 19.6705\n",
"[96]\tvalid_0's poisson: -107.818\tvalid_0's tweedie: 19.6675\n",
"[97]\tvalid_0's poisson: -107.831\tvalid_0's tweedie: 19.6625\n",
"[98]\tvalid_0's poisson: -107.842\tvalid_0's tweedie: 19.6593\n",
"[99]\tvalid_0's poisson: -107.863\tvalid_0's tweedie: 19.6561\n",
"[100]\tvalid_0's poisson: -107.883\tvalid_0's tweedie: 19.6528\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.7215\tvalid_0's tweedie: 23.1965\n",
"[2]\tvalid_0's poisson: -90.1178\tvalid_0's tweedie: 22.9561\n",
"[3]\tvalid_0's poisson: -91.3436\tvalid_0's tweedie: 22.7393\n",
"[4]\tvalid_0's poisson: -92.4297\tvalid_0's tweedie: 22.5444\n",
"[5]\tvalid_0's poisson: -93.3895\tvalid_0's tweedie: 22.3663\n",
"[6]\tvalid_0's poisson: -94.2449\tvalid_0's tweedie: 22.2057\n",
"[7]\tvalid_0's poisson: -95.0481\tvalid_0's tweedie: 22.0565\n",
"[8]\tvalid_0's poisson: -95.7597\tvalid_0's tweedie: 21.923\n",
"[9]\tvalid_0's poisson: -96.4055\tvalid_0's tweedie: 21.7946\n",
"[10]\tvalid_0's poisson: -96.9906\tvalid_0's tweedie: 21.6835\n",
"[11]\tvalid_0's poisson: -97.5167\tvalid_0's tweedie: 21.5778\n",
"[12]\tvalid_0's poisson: -98.0021\tvalid_0's tweedie: 21.4853\n",
"[13]\tvalid_0's poisson: -98.4443\tvalid_0's tweedie: 21.3956\n",
"[14]\tvalid_0's poisson: -98.8996\tvalid_0's tweedie: 21.3109\n",
"[15]\tvalid_0's poisson: -99.3361\tvalid_0's tweedie: 21.2337\n",
"[16]\tvalid_0's poisson: -99.7704\tvalid_0's tweedie: 21.1518\n",
"[17]\tvalid_0's poisson: -100.166\tvalid_0's tweedie: 21.0832\n",
"[18]\tvalid_0's poisson: -100.466\tvalid_0's tweedie: 21.0181\n",
"[19]\tvalid_0's poisson: -100.748\tvalid_0's tweedie: 20.9556\n",
"[20]\tvalid_0's poisson: -101.091\tvalid_0's tweedie: 20.8925\n",
"[21]\tvalid_0's poisson: -101.435\tvalid_0's tweedie: 20.8369\n",
"[22]\tvalid_0's poisson: -101.687\tvalid_0's tweedie: 20.7841\n",
"[23]\tvalid_0's poisson: -101.974\tvalid_0's tweedie: 20.7331\n",
"[24]\tvalid_0's poisson: -102.254\tvalid_0's tweedie: 20.6882\n",
"[25]\tvalid_0's poisson: -102.469\tvalid_0's tweedie: 20.6425\n",
"[26]\tvalid_0's poisson: -102.709\tvalid_0's tweedie: 20.597\n",
"[27]\tvalid_0's poisson: -102.941\tvalid_0's tweedie: 20.5538\n",
"[28]\tvalid_0's poisson: -103.161\tvalid_0's tweedie: 20.5156\n",
"[29]\tvalid_0's poisson: -103.318\tvalid_0's tweedie: 20.4783\n",
"[30]\tvalid_0's poisson: -103.521\tvalid_0's tweedie: 20.441\n",
"[31]\tvalid_0's poisson: -103.714\tvalid_0's tweedie: 20.406\n",
"[32]\tvalid_0's poisson: -103.895\tvalid_0's tweedie: 20.3731\n",
"[33]\tvalid_0's poisson: -104.066\tvalid_0's tweedie: 20.3412\n",
"[34]\tvalid_0's poisson: -104.228\tvalid_0's tweedie: 20.3116\n",
"[35]\tvalid_0's poisson: -104.372\tvalid_0's tweedie: 20.2865\n",
"[36]\tvalid_0's poisson: -104.527\tvalid_0's tweedie: 20.2589\n",
"[37]\tvalid_0's poisson: -104.664\tvalid_0's tweedie: 20.2339\n",
"[38]\tvalid_0's poisson: -104.803\tvalid_0's tweedie: 20.2091\n",
"[39]\tvalid_0's poisson: -104.945\tvalid_0's tweedie: 20.1839\n",
"[40]\tvalid_0's poisson: -105.07\tvalid_0's tweedie: 20.1635\n",
"[41]\tvalid_0's poisson: -105.175\tvalid_0's tweedie: 20.1452\n",
"[42]\tvalid_0's poisson: -105.296\tvalid_0's tweedie: 20.1244\n",
"[43]\tvalid_0's poisson: -105.399\tvalid_0's tweedie: 20.1014\n",
"[44]\tvalid_0's poisson: -105.503\tvalid_0's tweedie: 20.084\n",
"[45]\tvalid_0's poisson: -105.605\tvalid_0's tweedie: 20.0661\n",
"[46]\tvalid_0's poisson: -105.7\tvalid_0's tweedie: 20.0494\n",
"[47]\tvalid_0's poisson: -105.79\tvalid_0's tweedie: 20.0338\n",
"[48]\tvalid_0's poisson: -105.864\tvalid_0's tweedie: 20.0206\n",
"[49]\tvalid_0's poisson: -105.949\tvalid_0's tweedie: 20.0047\n",
"[50]\tvalid_0's poisson: -106.027\tvalid_0's tweedie: 19.9869\n",
"[51]\tvalid_0's poisson: -106.105\tvalid_0's tweedie: 19.9738\n",
"[52]\tvalid_0's poisson: -106.174\tvalid_0's tweedie: 19.96\n",
"[53]\tvalid_0's poisson: -106.249\tvalid_0's tweedie: 19.9471\n",
"[54]\tvalid_0's poisson: -106.326\tvalid_0's tweedie: 19.9349\n",
"[55]\tvalid_0's poisson: -106.39\tvalid_0's tweedie: 19.9236\n",
"[56]\tvalid_0's poisson: -106.455\tvalid_0's tweedie: 19.913\n",
"[57]\tvalid_0's poisson: -106.514\tvalid_0's tweedie: 19.9029\n",
"[58]\tvalid_0's poisson: -106.578\tvalid_0's tweedie: 19.8929\n",
"[59]\tvalid_0's poisson: -106.626\tvalid_0's tweedie: 19.884\n",
"[60]\tvalid_0's poisson: -106.67\tvalid_0's tweedie: 19.8743\n",
"[61]\tvalid_0's poisson: -106.729\tvalid_0's tweedie: 19.8648\n",
"[62]\tvalid_0's poisson: -106.783\tvalid_0's tweedie: 19.856\n",
"[63]\tvalid_0's poisson: -106.823\tvalid_0's tweedie: 19.8471\n",
"[64]\tvalid_0's poisson: -106.874\tvalid_0's tweedie: 19.8392\n",
"[65]\tvalid_0's poisson: -106.929\tvalid_0's tweedie: 19.8311\n",
"[66]\tvalid_0's poisson: -106.979\tvalid_0's tweedie: 19.8226\n",
"[67]\tvalid_0's poisson: -107.009\tvalid_0's tweedie: 19.8165\n",
"[68]\tvalid_0's poisson: -107.041\tvalid_0's tweedie: 19.8093\n",
"[69]\tvalid_0's poisson: -107.084\tvalid_0's tweedie: 19.8023\n",
"[70]\tvalid_0's poisson: -107.122\tvalid_0's tweedie: 19.7957\n",
"[71]\tvalid_0's poisson: -107.173\tvalid_0's tweedie: 19.7882\n",
"[72]\tvalid_0's poisson: -107.207\tvalid_0's tweedie: 19.7822\n",
"[73]\tvalid_0's poisson: -107.243\tvalid_0's tweedie: 19.7764\n",
"[74]\tvalid_0's poisson: -107.268\tvalid_0's tweedie: 19.7714\n",
"[75]\tvalid_0's poisson: -107.293\tvalid_0's tweedie: 19.7657\n",
"[76]\tvalid_0's poisson: -107.323\tvalid_0's tweedie: 19.7609\n",
"[77]\tvalid_0's poisson: -107.349\tvalid_0's tweedie: 19.7564\n",
"[78]\tvalid_0's poisson: -107.383\tvalid_0's tweedie: 19.7511\n",
"[79]\tvalid_0's poisson: -107.402\tvalid_0's tweedie: 19.7464\n",
"[80]\tvalid_0's poisson: -107.425\tvalid_0's tweedie: 19.742\n",
"[81]\tvalid_0's poisson: -107.466\tvalid_0's tweedie: 19.7367\n",
"[82]\tvalid_0's poisson: -107.479\tvalid_0's tweedie: 19.7323\n",
"[83]\tvalid_0's poisson: -107.51\tvalid_0's tweedie: 19.7275\n",
"[84]\tvalid_0's poisson: -107.535\tvalid_0's tweedie: 19.7231\n",
"[85]\tvalid_0's poisson: -107.553\tvalid_0's tweedie: 19.7182\n",
"[86]\tvalid_0's poisson: -107.576\tvalid_0's tweedie: 19.714\n",
"[87]\tvalid_0's poisson: -107.606\tvalid_0's tweedie: 19.7092\n",
"[88]\tvalid_0's poisson: -107.618\tvalid_0's tweedie: 19.7054\n",
"[89]\tvalid_0's poisson: -107.65\tvalid_0's tweedie: 19.7006\n",
"[90]\tvalid_0's poisson: -107.663\tvalid_0's tweedie: 19.6972\n",
"[91]\tvalid_0's poisson: -107.694\tvalid_0's tweedie: 19.6931\n",
"[92]\tvalid_0's poisson: -107.727\tvalid_0's tweedie: 19.6881\n",
"[93]\tvalid_0's poisson: -107.742\tvalid_0's tweedie: 19.6826\n",
"[94]\tvalid_0's poisson: -107.754\tvalid_0's tweedie: 19.6791\n",
"[95]\tvalid_0's poisson: -107.773\tvalid_0's tweedie: 19.6757\n",
"[96]\tvalid_0's poisson: -107.785\tvalid_0's tweedie: 19.6732\n",
"[97]\tvalid_0's poisson: -107.802\tvalid_0's tweedie: 19.6703\n",
"[98]\tvalid_0's poisson: -107.823\tvalid_0's tweedie: 19.6669\n",
"[99]\tvalid_0's poisson: -107.835\tvalid_0's tweedie: 19.6623\n",
"[100]\tvalid_0's poisson: -107.85\tvalid_0's tweedie: 19.6597\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.5; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.7799\tvalid_0's tweedie: 15.6664\n",
"[2]\tvalid_0's poisson: -93.2212\tvalid_0's tweedie: 15.5349\n",
"[3]\tvalid_0's poisson: -94.9777\tvalid_0's tweedie: 15.4269\n",
"[4]\tvalid_0's poisson: -96.3501\tvalid_0's tweedie: 15.336\n",
"[5]\tvalid_0's poisson: -97.4199\tvalid_0's tweedie: 15.2616\n",
"[6]\tvalid_0's poisson: -98.3331\tvalid_0's tweedie: 15.1955\n",
"[7]\tvalid_0's poisson: -99.0931\tvalid_0's tweedie: 15.1416\n",
"[8]\tvalid_0's poisson: -99.8183\tvalid_0's tweedie: 15.0921\n",
"[9]\tvalid_0's poisson: -100.432\tvalid_0's tweedie: 15.0502\n",
"[10]\tvalid_0's poisson: -100.989\tvalid_0's tweedie: 15.0135\n",
"[11]\tvalid_0's poisson: -101.489\tvalid_0's tweedie: 14.9818\n",
"[12]\tvalid_0's poisson: -101.926\tvalid_0's tweedie: 14.9552\n",
"[13]\tvalid_0's poisson: -102.356\tvalid_0's tweedie: 14.9277\n",
"[14]\tvalid_0's poisson: -102.776\tvalid_0's tweedie: 14.9041\n",
"[15]\tvalid_0's poisson: -103.137\tvalid_0's tweedie: 14.8843\n",
"[16]\tvalid_0's poisson: -103.498\tvalid_0's tweedie: 14.8657\n",
"[17]\tvalid_0's poisson: -103.821\tvalid_0's tweedie: 14.8498\n",
"[18]\tvalid_0's poisson: -104.13\tvalid_0's tweedie: 14.8357\n",
"[19]\tvalid_0's poisson: -104.406\tvalid_0's tweedie: 14.8217\n",
"[20]\tvalid_0's poisson: -104.669\tvalid_0's tweedie: 14.8076\n",
"[21]\tvalid_0's poisson: -104.905\tvalid_0's tweedie: 14.7961\n",
"[22]\tvalid_0's poisson: -105.14\tvalid_0's tweedie: 14.7861\n",
"[23]\tvalid_0's poisson: -105.344\tvalid_0's tweedie: 14.7759\n",
"[24]\tvalid_0's poisson: -105.539\tvalid_0's tweedie: 14.7682\n",
"[25]\tvalid_0's poisson: -105.738\tvalid_0's tweedie: 14.7589\n",
"[26]\tvalid_0's poisson: -105.915\tvalid_0's tweedie: 14.7518\n",
"[27]\tvalid_0's poisson: -106.069\tvalid_0's tweedie: 14.746\n",
"[28]\tvalid_0's poisson: -106.236\tvalid_0's tweedie: 14.7384\n",
"[29]\tvalid_0's poisson: -106.395\tvalid_0's tweedie: 14.7316\n",
"[30]\tvalid_0's poisson: -106.532\tvalid_0's tweedie: 14.7264\n",
"[31]\tvalid_0's poisson: -106.658\tvalid_0's tweedie: 14.7215\n",
"[32]\tvalid_0's poisson: -106.774\tvalid_0's tweedie: 14.7173\n",
"[33]\tvalid_0's poisson: -106.882\tvalid_0's tweedie: 14.7136\n",
"[34]\tvalid_0's poisson: -107.01\tvalid_0's tweedie: 14.7086\n",
"[35]\tvalid_0's poisson: -107.115\tvalid_0's tweedie: 14.7049\n",
"[36]\tvalid_0's poisson: -107.207\tvalid_0's tweedie: 14.7013\n",
"[37]\tvalid_0's poisson: -107.304\tvalid_0's tweedie: 14.698\n",
"[38]\tvalid_0's poisson: -107.384\tvalid_0's tweedie: 14.6954\n",
"[39]\tvalid_0's poisson: -107.452\tvalid_0's tweedie: 14.6927\n",
"[40]\tvalid_0's poisson: -107.526\tvalid_0's tweedie: 14.6904\n",
"[41]\tvalid_0's poisson: -107.582\tvalid_0's tweedie: 14.6874\n",
"[42]\tvalid_0's poisson: -107.647\tvalid_0's tweedie: 14.6849\n",
"[43]\tvalid_0's poisson: -107.709\tvalid_0's tweedie: 14.6829\n",
"[44]\tvalid_0's poisson: -107.77\tvalid_0's tweedie: 14.6807\n",
"[45]\tvalid_0's poisson: -107.834\tvalid_0's tweedie: 14.6784\n",
"[46]\tvalid_0's poisson: -107.885\tvalid_0's tweedie: 14.6769\n",
"[47]\tvalid_0's poisson: -107.939\tvalid_0's tweedie: 14.6749\n",
"[48]\tvalid_0's poisson: -107.982\tvalid_0's tweedie: 14.6733\n",
"[49]\tvalid_0's poisson: -108.034\tvalid_0's tweedie: 14.6716\n",
"[50]\tvalid_0's poisson: -108.07\tvalid_0's tweedie: 14.6703\n",
"[51]\tvalid_0's poisson: -108.108\tvalid_0's tweedie: 14.6689\n",
"[52]\tvalid_0's poisson: -108.151\tvalid_0's tweedie: 14.6676\n",
"[53]\tvalid_0's poisson: -108.179\tvalid_0's tweedie: 14.6664\n",
"[54]\tvalid_0's poisson: -108.213\tvalid_0's tweedie: 14.6653\n",
"[55]\tvalid_0's poisson: -108.24\tvalid_0's tweedie: 14.6642\n",
"[56]\tvalid_0's poisson: -108.276\tvalid_0's tweedie: 14.6629\n",
"[57]\tvalid_0's poisson: -108.309\tvalid_0's tweedie: 14.6618\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[58]\tvalid_0's poisson: -108.34\tvalid_0's tweedie: 14.6607\n",
"[59]\tvalid_0's poisson: -108.36\tvalid_0's tweedie: 14.6598\n",
"[60]\tvalid_0's poisson: -108.391\tvalid_0's tweedie: 14.6589\n",
"[61]\tvalid_0's poisson: -108.41\tvalid_0's tweedie: 14.6582\n",
"[62]\tvalid_0's poisson: -108.44\tvalid_0's tweedie: 14.6573\n",
"[63]\tvalid_0's poisson: -108.454\tvalid_0's tweedie: 14.6568\n",
"[64]\tvalid_0's poisson: -108.48\tvalid_0's tweedie: 14.6554\n",
"[65]\tvalid_0's poisson: -108.498\tvalid_0's tweedie: 14.6544\n",
"[66]\tvalid_0's poisson: -108.523\tvalid_0's tweedie: 14.6537\n",
"[67]\tvalid_0's poisson: -108.532\tvalid_0's tweedie: 14.6532\n",
"[68]\tvalid_0's poisson: -108.54\tvalid_0's tweedie: 14.6528\n",
"[69]\tvalid_0's poisson: -108.564\tvalid_0's tweedie: 14.6521\n",
"[70]\tvalid_0's poisson: -108.588\tvalid_0's tweedie: 14.6513\n",
"[71]\tvalid_0's poisson: -108.602\tvalid_0's tweedie: 14.6506\n",
"[72]\tvalid_0's poisson: -108.622\tvalid_0's tweedie: 14.65\n",
"[73]\tvalid_0's poisson: -108.632\tvalid_0's tweedie: 14.6496\n",
"[74]\tvalid_0's poisson: -108.64\tvalid_0's tweedie: 14.6492\n",
"[75]\tvalid_0's poisson: -108.656\tvalid_0's tweedie: 14.6487\n",
"[76]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 14.648\n",
"[77]\tvalid_0's poisson: -108.683\tvalid_0's tweedie: 14.6477\n",
"[78]\tvalid_0's poisson: -108.687\tvalid_0's tweedie: 14.6475\n",
"[79]\tvalid_0's poisson: -108.705\tvalid_0's tweedie: 14.6464\n",
"[80]\tvalid_0's poisson: -108.716\tvalid_0's tweedie: 14.646\n",
"[81]\tvalid_0's poisson: -108.724\tvalid_0's tweedie: 14.6458\n",
"[82]\tvalid_0's poisson: -108.732\tvalid_0's tweedie: 14.6454\n",
"[83]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 14.6453\n",
"[84]\tvalid_0's poisson: -108.749\tvalid_0's tweedie: 14.6449\n",
"[85]\tvalid_0's poisson: -108.762\tvalid_0's tweedie: 14.6441\n",
"[86]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 14.6437\n",
"[87]\tvalid_0's poisson: -108.78\tvalid_0's tweedie: 14.6429\n",
"[88]\tvalid_0's poisson: -108.787\tvalid_0's tweedie: 14.6426\n",
"[89]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 14.6422\n",
"[90]\tvalid_0's poisson: -108.796\tvalid_0's tweedie: 14.642\n",
"[91]\tvalid_0's poisson: -108.803\tvalid_0's tweedie: 14.6419\n",
"[92]\tvalid_0's poisson: -108.812\tvalid_0's tweedie: 14.6415\n",
"[93]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 14.6412\n",
"[94]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 14.6406\n",
"[95]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 14.6398\n",
"[96]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 14.6397\n",
"[97]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 14.6396\n",
"[98]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 14.6392\n",
"[99]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 14.6388\n",
"[100]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 14.6386\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.8328\tvalid_0's tweedie: 15.6629\n",
"[2]\tvalid_0's poisson: -93.3163\tvalid_0's tweedie: 15.5286\n",
"[3]\tvalid_0's poisson: -95.0546\tvalid_0's tweedie: 15.421\n",
"[4]\tvalid_0's poisson: -96.3992\tvalid_0's tweedie: 15.3302\n",
"[5]\tvalid_0's poisson: -97.4988\tvalid_0's tweedie: 15.2524\n",
"[6]\tvalid_0's poisson: -98.3976\tvalid_0's tweedie: 15.1883\n",
"[7]\tvalid_0's poisson: -99.1613\tvalid_0's tweedie: 15.1325\n",
"[8]\tvalid_0's poisson: -99.8328\tvalid_0's tweedie: 15.0849\n",
"[9]\tvalid_0's poisson: -100.469\tvalid_0's tweedie: 15.0423\n",
"[10]\tvalid_0's poisson: -101.037\tvalid_0's tweedie: 15.0061\n",
"[11]\tvalid_0's poisson: -101.52\tvalid_0's tweedie: 14.9745\n",
"[12]\tvalid_0's poisson: -101.981\tvalid_0's tweedie: 14.9464\n",
"[13]\tvalid_0's poisson: -102.426\tvalid_0's tweedie: 14.9195\n",
"[14]\tvalid_0's poisson: -102.813\tvalid_0's tweedie: 14.8973\n",
"[15]\tvalid_0's poisson: -103.191\tvalid_0's tweedie: 14.8774\n",
"[16]\tvalid_0's poisson: -103.539\tvalid_0's tweedie: 14.8598\n",
"[17]\tvalid_0's poisson: -103.877\tvalid_0's tweedie: 14.8433\n",
"[18]\tvalid_0's poisson: -104.167\tvalid_0's tweedie: 14.8281\n",
"[19]\tvalid_0's poisson: -104.442\tvalid_0's tweedie: 14.8159\n",
"[20]\tvalid_0's poisson: -104.711\tvalid_0's tweedie: 14.8042\n",
"[21]\tvalid_0's poisson: -104.964\tvalid_0's tweedie: 14.7914\n",
"[22]\tvalid_0's poisson: -105.191\tvalid_0's tweedie: 14.7814\n",
"[23]\tvalid_0's poisson: -105.4\tvalid_0's tweedie: 14.773\n",
"[24]\tvalid_0's poisson: -105.611\tvalid_0's tweedie: 14.7632\n",
"[25]\tvalid_0's poisson: -105.785\tvalid_0's tweedie: 14.7556\n",
"[26]\tvalid_0's poisson: -105.958\tvalid_0's tweedie: 14.7476\n",
"[27]\tvalid_0's poisson: -106.123\tvalid_0's tweedie: 14.7411\n",
"[28]\tvalid_0's poisson: -106.27\tvalid_0's tweedie: 14.7357\n",
"[29]\tvalid_0's poisson: -106.408\tvalid_0's tweedie: 14.7303\n",
"[30]\tvalid_0's poisson: -106.546\tvalid_0's tweedie: 14.7255\n",
"[31]\tvalid_0's poisson: -106.669\tvalid_0's tweedie: 14.7206\n",
"[32]\tvalid_0's poisson: -106.804\tvalid_0's tweedie: 14.7149\n",
"[33]\tvalid_0's poisson: -106.918\tvalid_0's tweedie: 14.7109\n",
"[34]\tvalid_0's poisson: -107.019\tvalid_0's tweedie: 14.7069\n",
"[35]\tvalid_0's poisson: -107.115\tvalid_0's tweedie: 14.7036\n",
"[36]\tvalid_0's poisson: -107.224\tvalid_0's tweedie: 14.6991\n",
"[37]\tvalid_0's poisson: -107.311\tvalid_0's tweedie: 14.6963\n",
"[38]\tvalid_0's poisson: -107.394\tvalid_0's tweedie: 14.6936\n",
"[39]\tvalid_0's poisson: -107.469\tvalid_0's tweedie: 14.6909\n",
"[40]\tvalid_0's poisson: -107.538\tvalid_0's tweedie: 14.6882\n",
"[41]\tvalid_0's poisson: -107.607\tvalid_0's tweedie: 14.6858\n",
"[42]\tvalid_0's poisson: -107.666\tvalid_0's tweedie: 14.6833\n",
"[43]\tvalid_0's poisson: -107.733\tvalid_0's tweedie: 14.681\n",
"[44]\tvalid_0's poisson: -107.789\tvalid_0's tweedie: 14.6791\n",
"[45]\tvalid_0's poisson: -107.845\tvalid_0's tweedie: 14.6773\n",
"[46]\tvalid_0's poisson: -107.886\tvalid_0's tweedie: 14.6756\n",
"[47]\tvalid_0's poisson: -107.952\tvalid_0's tweedie: 14.6731\n",
"[48]\tvalid_0's poisson: -107.991\tvalid_0's tweedie: 14.6718\n",
"[49]\tvalid_0's poisson: -108.039\tvalid_0's tweedie: 14.6701\n",
"[50]\tvalid_0's poisson: -108.082\tvalid_0's tweedie: 14.6689\n",
"[51]\tvalid_0's poisson: -108.121\tvalid_0's tweedie: 14.6675\n",
"[52]\tvalid_0's poisson: -108.151\tvalid_0's tweedie: 14.6666\n",
"[53]\tvalid_0's poisson: -108.187\tvalid_0's tweedie: 14.6655\n",
"[54]\tvalid_0's poisson: -108.23\tvalid_0's tweedie: 14.6642\n",
"[55]\tvalid_0's poisson: -108.263\tvalid_0's tweedie: 14.6632\n",
"[56]\tvalid_0's poisson: -108.287\tvalid_0's tweedie: 14.6624\n",
"[57]\tvalid_0's poisson: -108.307\tvalid_0's tweedie: 14.6615\n",
"[58]\tvalid_0's poisson: -108.339\tvalid_0's tweedie: 14.6606\n",
"[59]\tvalid_0's poisson: -108.359\tvalid_0's tweedie: 14.6598\n",
"[60]\tvalid_0's poisson: -108.386\tvalid_0's tweedie: 14.6582\n",
"[61]\tvalid_0's poisson: -108.41\tvalid_0's tweedie: 14.6572\n",
"[62]\tvalid_0's poisson: -108.427\tvalid_0's tweedie: 14.6567\n",
"[63]\tvalid_0's poisson: -108.441\tvalid_0's tweedie: 14.656\n",
"[64]\tvalid_0's poisson: -108.453\tvalid_0's tweedie: 14.6551\n",
"[65]\tvalid_0's poisson: -108.468\tvalid_0's tweedie: 14.6546\n",
"[66]\tvalid_0's poisson: -108.49\tvalid_0's tweedie: 14.6539\n",
"[67]\tvalid_0's poisson: -108.504\tvalid_0's tweedie: 14.6533\n",
"[68]\tvalid_0's poisson: -108.524\tvalid_0's tweedie: 14.6527\n",
"[69]\tvalid_0's poisson: -108.536\tvalid_0's tweedie: 14.652\n",
"[70]\tvalid_0's poisson: -108.546\tvalid_0's tweedie: 14.6516\n",
"[71]\tvalid_0's poisson: -108.564\tvalid_0's tweedie: 14.6512\n",
"[72]\tvalid_0's poisson: -108.581\tvalid_0's tweedie: 14.6505\n",
"[73]\tvalid_0's poisson: -108.593\tvalid_0's tweedie: 14.6501\n",
"[74]\tvalid_0's poisson: -108.601\tvalid_0's tweedie: 14.6494\n",
"[75]\tvalid_0's poisson: -108.61\tvalid_0's tweedie: 14.6492\n",
"[76]\tvalid_0's poisson: -108.623\tvalid_0's tweedie: 14.6488\n",
"[77]\tvalid_0's poisson: -108.63\tvalid_0's tweedie: 14.6484\n",
"[78]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 14.6476\n",
"[79]\tvalid_0's poisson: -108.653\tvalid_0's tweedie: 14.6473\n",
"[80]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 14.6469\n",
"[81]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 14.6465\n",
"[82]\tvalid_0's poisson: -108.689\tvalid_0's tweedie: 14.6463\n",
"[83]\tvalid_0's poisson: -108.692\tvalid_0's tweedie: 14.6457\n",
"[84]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 14.6454\n",
"[85]\tvalid_0's poisson: -108.715\tvalid_0's tweedie: 14.6451\n",
"[86]\tvalid_0's poisson: -108.728\tvalid_0's tweedie: 14.6443\n",
"[87]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 14.6443\n",
"[88]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 14.644\n",
"[89]\tvalid_0's poisson: -108.75\tvalid_0's tweedie: 14.6436\n",
"[90]\tvalid_0's poisson: -108.754\tvalid_0's tweedie: 14.6435\n",
"[91]\tvalid_0's poisson: -108.76\tvalid_0's tweedie: 14.6432\n",
"[92]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 14.643\n",
"[93]\tvalid_0's poisson: -108.776\tvalid_0's tweedie: 14.6427\n",
"[94]\tvalid_0's poisson: -108.781\tvalid_0's tweedie: 14.6425\n",
"[95]\tvalid_0's poisson: -108.787\tvalid_0's tweedie: 14.6425\n",
"[96]\tvalid_0's poisson: -108.79\tvalid_0's tweedie: 14.6424\n",
"[97]\tvalid_0's poisson: -108.798\tvalid_0's tweedie: 14.6421\n",
"[98]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 14.6415\n",
"[99]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 14.6412\n",
"[100]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 14.6412\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.786\tvalid_0's tweedie: 15.6663\n",
"[2]\tvalid_0's poisson: -93.2329\tvalid_0's tweedie: 15.535\n",
"[3]\tvalid_0's poisson: -95.0026\tvalid_0's tweedie: 15.4265\n",
"[4]\tvalid_0's poisson: -96.3589\tvalid_0's tweedie: 15.3349\n",
"[5]\tvalid_0's poisson: -97.4545\tvalid_0's tweedie: 15.2583\n",
"[6]\tvalid_0's poisson: -98.3683\tvalid_0's tweedie: 15.194\n",
"[7]\tvalid_0's poisson: -99.1491\tvalid_0's tweedie: 15.1362\n",
"[8]\tvalid_0's poisson: -99.863\tvalid_0's tweedie: 15.0877\n",
"[9]\tvalid_0's poisson: -100.492\tvalid_0's tweedie: 15.0454\n",
"[10]\tvalid_0's poisson: -101.042\tvalid_0's tweedie: 15.0091\n",
"[11]\tvalid_0's poisson: -101.544\tvalid_0's tweedie: 14.9783\n",
"[12]\tvalid_0's poisson: -102.005\tvalid_0's tweedie: 14.9516\n",
"[13]\tvalid_0's poisson: -102.431\tvalid_0's tweedie: 14.9251\n",
"[14]\tvalid_0's poisson: -102.834\tvalid_0's tweedie: 14.9031\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[15]\tvalid_0's poisson: -103.207\tvalid_0's tweedie: 14.8839\n",
"[16]\tvalid_0's poisson: -103.568\tvalid_0's tweedie: 14.8658\n",
"[17]\tvalid_0's poisson: -103.893\tvalid_0's tweedie: 14.8491\n",
"[18]\tvalid_0's poisson: -104.202\tvalid_0's tweedie: 14.8316\n",
"[19]\tvalid_0's poisson: -104.478\tvalid_0's tweedie: 14.8189\n",
"[20]\tvalid_0's poisson: -104.728\tvalid_0's tweedie: 14.8057\n",
"[21]\tvalid_0's poisson: -104.955\tvalid_0's tweedie: 14.7942\n",
"[22]\tvalid_0's poisson: -105.183\tvalid_0's tweedie: 14.7827\n",
"[23]\tvalid_0's poisson: -105.398\tvalid_0's tweedie: 14.7741\n",
"[24]\tvalid_0's poisson: -105.597\tvalid_0's tweedie: 14.7649\n",
"[25]\tvalid_0's poisson: -105.78\tvalid_0's tweedie: 14.7575\n",
"[26]\tvalid_0's poisson: -105.948\tvalid_0's tweedie: 14.7509\n",
"[27]\tvalid_0's poisson: -106.133\tvalid_0's tweedie: 14.7439\n",
"[28]\tvalid_0's poisson: -106.282\tvalid_0's tweedie: 14.7376\n",
"[29]\tvalid_0's poisson: -106.433\tvalid_0's tweedie: 14.7318\n",
"[30]\tvalid_0's poisson: -106.577\tvalid_0's tweedie: 14.7255\n",
"[31]\tvalid_0's poisson: -106.713\tvalid_0's tweedie: 14.7206\n",
"[32]\tvalid_0's poisson: -106.829\tvalid_0's tweedie: 14.7167\n",
"[33]\tvalid_0's poisson: -106.951\tvalid_0's tweedie: 14.7124\n",
"[34]\tvalid_0's poisson: -107.06\tvalid_0's tweedie: 14.7086\n",
"[35]\tvalid_0's poisson: -107.152\tvalid_0's tweedie: 14.7045\n",
"[36]\tvalid_0's poisson: -107.248\tvalid_0's tweedie: 14.7009\n",
"[37]\tvalid_0's poisson: -107.335\tvalid_0's tweedie: 14.6975\n",
"[38]\tvalid_0's poisson: -107.415\tvalid_0's tweedie: 14.6946\n",
"[39]\tvalid_0's poisson: -107.49\tvalid_0's tweedie: 14.6919\n",
"[40]\tvalid_0's poisson: -107.569\tvalid_0's tweedie: 14.6892\n",
"[41]\tvalid_0's poisson: -107.628\tvalid_0's tweedie: 14.6868\n",
"[42]\tvalid_0's poisson: -107.691\tvalid_0's tweedie: 14.6847\n",
"[43]\tvalid_0's poisson: -107.748\tvalid_0's tweedie: 14.6829\n",
"[44]\tvalid_0's poisson: -107.8\tvalid_0's tweedie: 14.6805\n",
"[45]\tvalid_0's poisson: -107.844\tvalid_0's tweedie: 14.6787\n",
"[46]\tvalid_0's poisson: -107.903\tvalid_0's tweedie: 14.6766\n",
"[47]\tvalid_0's poisson: -107.956\tvalid_0's tweedie: 14.6747\n",
"[48]\tvalid_0's poisson: -108.005\tvalid_0's tweedie: 14.6729\n",
"[49]\tvalid_0's poisson: -108.041\tvalid_0's tweedie: 14.6716\n",
"[50]\tvalid_0's poisson: -108.081\tvalid_0's tweedie: 14.6702\n",
"[51]\tvalid_0's poisson: -108.107\tvalid_0's tweedie: 14.6687\n",
"[52]\tvalid_0's poisson: -108.147\tvalid_0's tweedie: 14.6672\n",
"[53]\tvalid_0's poisson: -108.173\tvalid_0's tweedie: 14.6662\n",
"[54]\tvalid_0's poisson: -108.213\tvalid_0's tweedie: 14.6649\n",
"[55]\tvalid_0's poisson: -108.243\tvalid_0's tweedie: 14.6638\n",
"[56]\tvalid_0's poisson: -108.265\tvalid_0's tweedie: 14.6629\n",
"[57]\tvalid_0's poisson: -108.293\tvalid_0's tweedie: 14.662\n",
"[58]\tvalid_0's poisson: -108.315\tvalid_0's tweedie: 14.6613\n",
"[59]\tvalid_0's poisson: -108.333\tvalid_0's tweedie: 14.6605\n",
"[60]\tvalid_0's poisson: -108.365\tvalid_0's tweedie: 14.6595\n",
"[61]\tvalid_0's poisson: -108.384\tvalid_0's tweedie: 14.6587\n",
"[62]\tvalid_0's poisson: -108.398\tvalid_0's tweedie: 14.6581\n",
"[63]\tvalid_0's poisson: -108.415\tvalid_0's tweedie: 14.6574\n",
"[64]\tvalid_0's poisson: -108.436\tvalid_0's tweedie: 14.6568\n",
"[65]\tvalid_0's poisson: -108.45\tvalid_0's tweedie: 14.6562\n",
"[66]\tvalid_0's poisson: -108.464\tvalid_0's tweedie: 14.6556\n",
"[67]\tvalid_0's poisson: -108.477\tvalid_0's tweedie: 14.655\n",
"[68]\tvalid_0's poisson: -108.491\tvalid_0's tweedie: 14.6545\n",
"[69]\tvalid_0's poisson: -108.507\tvalid_0's tweedie: 14.6539\n",
"[70]\tvalid_0's poisson: -108.533\tvalid_0's tweedie: 14.6532\n",
"[71]\tvalid_0's poisson: -108.548\tvalid_0's tweedie: 14.6527\n",
"[72]\tvalid_0's poisson: -108.564\tvalid_0's tweedie: 14.6521\n",
"[73]\tvalid_0's poisson: -108.576\tvalid_0's tweedie: 14.6516\n",
"[74]\tvalid_0's poisson: -108.594\tvalid_0's tweedie: 14.6511\n",
"[75]\tvalid_0's poisson: -108.614\tvalid_0's tweedie: 14.65\n",
"[76]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 14.6496\n",
"[77]\tvalid_0's poisson: -108.632\tvalid_0's tweedie: 14.6494\n",
"[78]\tvalid_0's poisson: -108.651\tvalid_0's tweedie: 14.649\n",
"[79]\tvalid_0's poisson: -108.658\tvalid_0's tweedie: 14.6484\n",
"[80]\tvalid_0's poisson: -108.67\tvalid_0's tweedie: 14.6478\n",
"[81]\tvalid_0's poisson: -108.68\tvalid_0's tweedie: 14.6474\n",
"[82]\tvalid_0's poisson: -108.696\tvalid_0's tweedie: 14.6471\n",
"[83]\tvalid_0's poisson: -108.707\tvalid_0's tweedie: 14.6467\n",
"[84]\tvalid_0's poisson: -108.714\tvalid_0's tweedie: 14.6464\n",
"[85]\tvalid_0's poisson: -108.724\tvalid_0's tweedie: 14.6459\n",
"[86]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 14.6456\n",
"[87]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 14.6453\n",
"[88]\tvalid_0's poisson: -108.757\tvalid_0's tweedie: 14.6449\n",
"[89]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 14.6443\n",
"[90]\tvalid_0's poisson: -108.774\tvalid_0's tweedie: 14.644\n",
"[91]\tvalid_0's poisson: -108.778\tvalid_0's tweedie: 14.6436\n",
"[92]\tvalid_0's poisson: -108.784\tvalid_0's tweedie: 14.6431\n",
"[93]\tvalid_0's poisson: -108.788\tvalid_0's tweedie: 14.6427\n",
"[94]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 14.6425\n",
"[95]\tvalid_0's poisson: -108.799\tvalid_0's tweedie: 14.6422\n",
"[96]\tvalid_0's poisson: -108.803\tvalid_0's tweedie: 14.642\n",
"[97]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 14.6417\n",
"[98]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 14.6414\n",
"[99]\tvalid_0's poisson: -108.822\tvalid_0's tweedie: 14.6412\n",
"[100]\tvalid_0's poisson: -108.826\tvalid_0's tweedie: 14.641\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.828\tvalid_0's tweedie: 15.6639\n",
"[2]\tvalid_0's poisson: -93.2435\tvalid_0's tweedie: 15.5326\n",
"[3]\tvalid_0's poisson: -95.0104\tvalid_0's tweedie: 15.4238\n",
"[4]\tvalid_0's poisson: -96.3668\tvalid_0's tweedie: 15.3329\n",
"[5]\tvalid_0's poisson: -97.4478\tvalid_0's tweedie: 15.257\n",
"[6]\tvalid_0's poisson: -98.397\tvalid_0's tweedie: 15.1834\n",
"[7]\tvalid_0's poisson: -99.1613\tvalid_0's tweedie: 15.1296\n",
"[8]\tvalid_0's poisson: -99.8651\tvalid_0's tweedie: 15.0805\n",
"[9]\tvalid_0's poisson: -100.487\tvalid_0's tweedie: 15.0398\n",
"[10]\tvalid_0's poisson: -101.023\tvalid_0's tweedie: 15.0045\n",
"[11]\tvalid_0's poisson: -101.54\tvalid_0's tweedie: 14.972\n",
"[12]\tvalid_0's poisson: -101.994\tvalid_0's tweedie: 14.9438\n",
"[13]\tvalid_0's poisson: -102.443\tvalid_0's tweedie: 14.9184\n",
"[14]\tvalid_0's poisson: -102.839\tvalid_0's tweedie: 14.8963\n",
"[15]\tvalid_0's poisson: -103.23\tvalid_0's tweedie: 14.8757\n",
"[16]\tvalid_0's poisson: -103.577\tvalid_0's tweedie: 14.8579\n",
"[17]\tvalid_0's poisson: -103.9\tvalid_0's tweedie: 14.8426\n",
"[18]\tvalid_0's poisson: -104.196\tvalid_0's tweedie: 14.8285\n",
"[19]\tvalid_0's poisson: -104.482\tvalid_0's tweedie: 14.815\n",
"[20]\tvalid_0's poisson: -104.752\tvalid_0's tweedie: 14.8034\n",
"[21]\tvalid_0's poisson: -104.994\tvalid_0's tweedie: 14.7924\n",
"[22]\tvalid_0's poisson: -105.205\tvalid_0's tweedie: 14.782\n",
"[23]\tvalid_0's poisson: -105.422\tvalid_0's tweedie: 14.7717\n",
"[24]\tvalid_0's poisson: -105.624\tvalid_0's tweedie: 14.7638\n",
"[25]\tvalid_0's poisson: -105.805\tvalid_0's tweedie: 14.7563\n",
"[26]\tvalid_0's poisson: -105.979\tvalid_0's tweedie: 14.7497\n",
"[27]\tvalid_0's poisson: -106.149\tvalid_0's tweedie: 14.7419\n",
"[28]\tvalid_0's poisson: -106.303\tvalid_0's tweedie: 14.7359\n",
"[29]\tvalid_0's poisson: -106.443\tvalid_0's tweedie: 14.7307\n",
"[30]\tvalid_0's poisson: -106.58\tvalid_0's tweedie: 14.725\n",
"[31]\tvalid_0's poisson: -106.715\tvalid_0's tweedie: 14.7204\n",
"[32]\tvalid_0's poisson: -106.85\tvalid_0's tweedie: 14.7149\n",
"[33]\tvalid_0's poisson: -106.956\tvalid_0's tweedie: 14.7112\n",
"[34]\tvalid_0's poisson: -107.055\tvalid_0's tweedie: 14.7071\n",
"[35]\tvalid_0's poisson: -107.152\tvalid_0's tweedie: 14.7038\n",
"[36]\tvalid_0's poisson: -107.239\tvalid_0's tweedie: 14.7003\n",
"[37]\tvalid_0's poisson: -107.321\tvalid_0's tweedie: 14.698\n",
"[38]\tvalid_0's poisson: -107.402\tvalid_0's tweedie: 14.6951\n",
"[39]\tvalid_0's poisson: -107.489\tvalid_0's tweedie: 14.6918\n",
"[40]\tvalid_0's poisson: -107.553\tvalid_0's tweedie: 14.6894\n",
"[41]\tvalid_0's poisson: -107.61\tvalid_0's tweedie: 14.6873\n",
"[42]\tvalid_0's poisson: -107.676\tvalid_0's tweedie: 14.685\n",
"[43]\tvalid_0's poisson: -107.73\tvalid_0's tweedie: 14.6836\n",
"[44]\tvalid_0's poisson: -107.781\tvalid_0's tweedie: 14.682\n",
"[45]\tvalid_0's poisson: -107.837\tvalid_0's tweedie: 14.6797\n",
"[46]\tvalid_0's poisson: -107.908\tvalid_0's tweedie: 14.6771\n",
"[47]\tvalid_0's poisson: -107.944\tvalid_0's tweedie: 14.6759\n",
"[48]\tvalid_0's poisson: -107.994\tvalid_0's tweedie: 14.6744\n",
"[49]\tvalid_0's poisson: -108.039\tvalid_0's tweedie: 14.673\n",
"[50]\tvalid_0's poisson: -108.071\tvalid_0's tweedie: 14.6718\n",
"[51]\tvalid_0's poisson: -108.102\tvalid_0's tweedie: 14.671\n",
"[52]\tvalid_0's poisson: -108.129\tvalid_0's tweedie: 14.6701\n",
"[53]\tvalid_0's poisson: -108.156\tvalid_0's tweedie: 14.6691\n",
"[54]\tvalid_0's poisson: -108.188\tvalid_0's tweedie: 14.6681\n",
"[55]\tvalid_0's poisson: -108.231\tvalid_0's tweedie: 14.667\n",
"[56]\tvalid_0's poisson: -108.26\tvalid_0's tweedie: 14.6661\n",
"[57]\tvalid_0's poisson: -108.288\tvalid_0's tweedie: 14.6652\n",
"[58]\tvalid_0's poisson: -108.311\tvalid_0's tweedie: 14.6643\n",
"[59]\tvalid_0's poisson: -108.35\tvalid_0's tweedie: 14.6626\n",
"[60]\tvalid_0's poisson: -108.38\tvalid_0's tweedie: 14.6616\n",
"[61]\tvalid_0's poisson: -108.397\tvalid_0's tweedie: 14.661\n",
"[62]\tvalid_0's poisson: -108.414\tvalid_0's tweedie: 14.6602\n",
"[63]\tvalid_0's poisson: -108.432\tvalid_0's tweedie: 14.6595\n",
"[64]\tvalid_0's poisson: -108.454\tvalid_0's tweedie: 14.6588\n",
"[65]\tvalid_0's poisson: -108.479\tvalid_0's tweedie: 14.658\n",
"[66]\tvalid_0's poisson: -108.489\tvalid_0's tweedie: 14.6576\n",
"[67]\tvalid_0's poisson: -108.505\tvalid_0's tweedie: 14.6571\n",
"[68]\tvalid_0's poisson: -108.529\tvalid_0's tweedie: 14.6564\n",
"[69]\tvalid_0's poisson: -108.545\tvalid_0's tweedie: 14.6558\n",
"[70]\tvalid_0's poisson: -108.568\tvalid_0's tweedie: 14.6552\n",
"[71]\tvalid_0's poisson: -108.581\tvalid_0's tweedie: 14.6547\n",
"[72]\tvalid_0's poisson: -108.594\tvalid_0's tweedie: 14.6542\n",
"[73]\tvalid_0's poisson: -108.613\tvalid_0's tweedie: 14.6537\n",
"[74]\tvalid_0's poisson: -108.625\tvalid_0's tweedie: 14.6534\n",
"[75]\tvalid_0's poisson: -108.636\tvalid_0's tweedie: 14.6529\n",
"[76]\tvalid_0's poisson: -108.654\tvalid_0's tweedie: 14.6524\n",
"[77]\tvalid_0's poisson: -108.663\tvalid_0's tweedie: 14.652\n",
"[78]\tvalid_0's poisson: -108.675\tvalid_0's tweedie: 14.6516\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -108.683\tvalid_0's tweedie: 14.6511\n",
"[80]\tvalid_0's poisson: -108.691\tvalid_0's tweedie: 14.6507\n",
"[81]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 14.6499\n",
"[82]\tvalid_0's poisson: -108.727\tvalid_0's tweedie: 14.6493\n",
"[83]\tvalid_0's poisson: -108.732\tvalid_0's tweedie: 14.6491\n",
"[84]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 14.6489\n",
"[85]\tvalid_0's poisson: -108.75\tvalid_0's tweedie: 14.6485\n",
"[86]\tvalid_0's poisson: -108.758\tvalid_0's tweedie: 14.6482\n",
"[87]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 14.6477\n",
"[88]\tvalid_0's poisson: -108.771\tvalid_0's tweedie: 14.6473\n",
"[89]\tvalid_0's poisson: -108.778\tvalid_0's tweedie: 14.647\n",
"[90]\tvalid_0's poisson: -108.786\tvalid_0's tweedie: 14.6468\n",
"[91]\tvalid_0's poisson: -108.798\tvalid_0's tweedie: 14.6466\n",
"[92]\tvalid_0's poisson: -108.804\tvalid_0's tweedie: 14.6464\n",
"[93]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 14.6462\n",
"[94]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 14.6459\n",
"[95]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 14.6455\n",
"[96]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 14.6454\n",
"[97]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 14.6452\n",
"[98]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 14.645\n",
"[99]\tvalid_0's poisson: -108.856\tvalid_0's tweedie: 14.6448\n",
"[100]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 14.6446\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -90.8349\tvalid_0's tweedie: 15.6647\n",
"[2]\tvalid_0's poisson: -93.2846\tvalid_0's tweedie: 15.5328\n",
"[3]\tvalid_0's poisson: -95.0494\tvalid_0's tweedie: 15.4245\n",
"[4]\tvalid_0's poisson: -96.4195\tvalid_0's tweedie: 15.3326\n",
"[5]\tvalid_0's poisson: -97.4982\tvalid_0's tweedie: 15.2574\n",
"[6]\tvalid_0's poisson: -98.3997\tvalid_0's tweedie: 15.1936\n",
"[7]\tvalid_0's poisson: -99.2111\tvalid_0's tweedie: 15.1359\n",
"[8]\tvalid_0's poisson: -99.8997\tvalid_0's tweedie: 15.0875\n",
"[9]\tvalid_0's poisson: -100.521\tvalid_0's tweedie: 15.046\n",
"[10]\tvalid_0's poisson: -101.067\tvalid_0's tweedie: 15.0086\n",
"[11]\tvalid_0's poisson: -101.591\tvalid_0's tweedie: 14.9757\n",
"[12]\tvalid_0's poisson: -102.049\tvalid_0's tweedie: 14.9471\n",
"[13]\tvalid_0's poisson: -102.47\tvalid_0's tweedie: 14.9227\n",
"[14]\tvalid_0's poisson: -102.877\tvalid_0's tweedie: 14.8995\n",
"[15]\tvalid_0's poisson: -103.247\tvalid_0's tweedie: 14.8798\n",
"[16]\tvalid_0's poisson: -103.579\tvalid_0's tweedie: 14.8626\n",
"[17]\tvalid_0's poisson: -103.907\tvalid_0's tweedie: 14.8464\n",
"[18]\tvalid_0's poisson: -104.208\tvalid_0's tweedie: 14.832\n",
"[19]\tvalid_0's poisson: -104.487\tvalid_0's tweedie: 14.8175\n",
"[20]\tvalid_0's poisson: -104.732\tvalid_0's tweedie: 14.8056\n",
"[21]\tvalid_0's poisson: -104.974\tvalid_0's tweedie: 14.7933\n",
"[22]\tvalid_0's poisson: -105.201\tvalid_0's tweedie: 14.7838\n",
"[23]\tvalid_0's poisson: -105.423\tvalid_0's tweedie: 14.7735\n",
"[24]\tvalid_0's poisson: -105.615\tvalid_0's tweedie: 14.7659\n",
"[25]\tvalid_0's poisson: -105.809\tvalid_0's tweedie: 14.7569\n",
"[26]\tvalid_0's poisson: -105.98\tvalid_0's tweedie: 14.7503\n",
"[27]\tvalid_0's poisson: -106.148\tvalid_0's tweedie: 14.7439\n",
"[28]\tvalid_0's poisson: -106.305\tvalid_0's tweedie: 14.7376\n",
"[29]\tvalid_0's poisson: -106.458\tvalid_0's tweedie: 14.7322\n",
"[30]\tvalid_0's poisson: -106.596\tvalid_0's tweedie: 14.7272\n",
"[31]\tvalid_0's poisson: -106.722\tvalid_0's tweedie: 14.7228\n",
"[32]\tvalid_0's poisson: -106.83\tvalid_0's tweedie: 14.7183\n",
"[33]\tvalid_0's poisson: -106.96\tvalid_0's tweedie: 14.7129\n",
"[34]\tvalid_0's poisson: -107.069\tvalid_0's tweedie: 14.7093\n",
"[35]\tvalid_0's poisson: -107.167\tvalid_0's tweedie: 14.7054\n",
"[36]\tvalid_0's poisson: -107.258\tvalid_0's tweedie: 14.7023\n",
"[37]\tvalid_0's poisson: -107.329\tvalid_0's tweedie: 14.6983\n",
"[38]\tvalid_0's poisson: -107.412\tvalid_0's tweedie: 14.6955\n",
"[39]\tvalid_0's poisson: -107.482\tvalid_0's tweedie: 14.6933\n",
"[40]\tvalid_0's poisson: -107.555\tvalid_0's tweedie: 14.6906\n",
"[41]\tvalid_0's poisson: -107.611\tvalid_0's tweedie: 14.6889\n",
"[42]\tvalid_0's poisson: -107.675\tvalid_0's tweedie: 14.6866\n",
"[43]\tvalid_0's poisson: -107.733\tvalid_0's tweedie: 14.6845\n",
"[44]\tvalid_0's poisson: -107.778\tvalid_0's tweedie: 14.6827\n",
"[45]\tvalid_0's poisson: -107.831\tvalid_0's tweedie: 14.6815\n",
"[46]\tvalid_0's poisson: -107.878\tvalid_0's tweedie: 14.6801\n",
"[47]\tvalid_0's poisson: -107.938\tvalid_0's tweedie: 14.6782\n",
"[48]\tvalid_0's poisson: -107.983\tvalid_0's tweedie: 14.6765\n",
"[49]\tvalid_0's poisson: -108.022\tvalid_0's tweedie: 14.6752\n",
"[50]\tvalid_0's poisson: -108.072\tvalid_0's tweedie: 14.6738\n",
"[51]\tvalid_0's poisson: -108.1\tvalid_0's tweedie: 14.6729\n",
"[52]\tvalid_0's poisson: -108.132\tvalid_0's tweedie: 14.6718\n",
"[53]\tvalid_0's poisson: -108.169\tvalid_0's tweedie: 14.6707\n",
"[54]\tvalid_0's poisson: -108.198\tvalid_0's tweedie: 14.6701\n",
"[55]\tvalid_0's poisson: -108.238\tvalid_0's tweedie: 14.669\n",
"[56]\tvalid_0's poisson: -108.274\tvalid_0's tweedie: 14.6677\n",
"[57]\tvalid_0's poisson: -108.294\tvalid_0's tweedie: 14.6668\n",
"[58]\tvalid_0's poisson: -108.32\tvalid_0's tweedie: 14.6661\n",
"[59]\tvalid_0's poisson: -108.339\tvalid_0's tweedie: 14.6652\n",
"[60]\tvalid_0's poisson: -108.361\tvalid_0's tweedie: 14.665\n",
"[61]\tvalid_0's poisson: -108.39\tvalid_0's tweedie: 14.6639\n",
"[62]\tvalid_0's poisson: -108.42\tvalid_0's tweedie: 14.6632\n",
"[63]\tvalid_0's poisson: -108.449\tvalid_0's tweedie: 14.6622\n",
"[64]\tvalid_0's poisson: -108.476\tvalid_0's tweedie: 14.6614\n",
"[65]\tvalid_0's poisson: -108.49\tvalid_0's tweedie: 14.6608\n",
"[66]\tvalid_0's poisson: -108.502\tvalid_0's tweedie: 14.6604\n",
"[67]\tvalid_0's poisson: -108.515\tvalid_0's tweedie: 14.6597\n",
"[68]\tvalid_0's poisson: -108.528\tvalid_0's tweedie: 14.659\n",
"[69]\tvalid_0's poisson: -108.548\tvalid_0's tweedie: 14.6586\n",
"[70]\tvalid_0's poisson: -108.566\tvalid_0's tweedie: 14.658\n",
"[71]\tvalid_0's poisson: -108.582\tvalid_0's tweedie: 14.6577\n",
"[72]\tvalid_0's poisson: -108.592\tvalid_0's tweedie: 14.6574\n",
"[73]\tvalid_0's poisson: -108.603\tvalid_0's tweedie: 14.6577\n",
"[74]\tvalid_0's poisson: -108.617\tvalid_0's tweedie: 14.6572\n",
"[75]\tvalid_0's poisson: -108.633\tvalid_0's tweedie: 14.6566\n",
"[76]\tvalid_0's poisson: -108.644\tvalid_0's tweedie: 14.6563\n",
"[77]\tvalid_0's poisson: -108.652\tvalid_0's tweedie: 14.6563\n",
"[78]\tvalid_0's poisson: -108.67\tvalid_0's tweedie: 14.6554\n",
"[79]\tvalid_0's poisson: -108.677\tvalid_0's tweedie: 14.6548\n",
"[80]\tvalid_0's poisson: -108.689\tvalid_0's tweedie: 14.654\n",
"[81]\tvalid_0's poisson: -108.698\tvalid_0's tweedie: 14.6536\n",
"[82]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 14.6533\n",
"[83]\tvalid_0's poisson: -108.728\tvalid_0's tweedie: 14.6529\n",
"[84]\tvalid_0's poisson: -108.733\tvalid_0's tweedie: 14.6528\n",
"[85]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 14.6519\n",
"[86]\tvalid_0's poisson: -108.754\tvalid_0's tweedie: 14.6519\n",
"[87]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 14.6517\n",
"[88]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 14.6514\n",
"[89]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 14.6508\n",
"[90]\tvalid_0's poisson: -108.8\tvalid_0's tweedie: 14.6506\n",
"[91]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 14.6507\n",
"[92]\tvalid_0's poisson: -108.82\tvalid_0's tweedie: 14.6504\n",
"[93]\tvalid_0's poisson: -108.83\tvalid_0's tweedie: 14.6503\n",
"[94]\tvalid_0's poisson: -108.833\tvalid_0's tweedie: 14.6499\n",
"[95]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 14.6495\n",
"[96]\tvalid_0's poisson: -108.855\tvalid_0's tweedie: 14.6494\n",
"[97]\tvalid_0's poisson: -108.858\tvalid_0's tweedie: 14.6493\n",
"[98]\tvalid_0's poisson: -108.867\tvalid_0's tweedie: 14.649\n",
"[99]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 14.6487\n",
"[100]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 14.6484\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.1202\tvalid_0's tweedie: 55.9884\n",
"[2]\tvalid_0's poisson: -90.8898\tvalid_0's tweedie: 55.3866\n",
"[3]\tvalid_0's poisson: -92.4703\tvalid_0's tweedie: 54.8489\n",
"[4]\tvalid_0's poisson: -93.9112\tvalid_0's tweedie: 54.3592\n",
"[5]\tvalid_0's poisson: -95.1972\tvalid_0's tweedie: 53.9203\n",
"[6]\tvalid_0's poisson: -96.3576\tvalid_0's tweedie: 53.5223\n",
"[7]\tvalid_0's poisson: -97.3822\tvalid_0's tweedie: 53.1682\n",
"[8]\tvalid_0's poisson: -98.3237\tvalid_0's tweedie: 52.8425\n",
"[9]\tvalid_0's poisson: -99.1727\tvalid_0's tweedie: 52.5466\n",
"[10]\tvalid_0's poisson: -99.9438\tvalid_0's tweedie: 52.2754\n",
"[11]\tvalid_0's poisson: -100.62\tvalid_0's tweedie: 52.0349\n",
"[12]\tvalid_0's poisson: -101.27\tvalid_0's tweedie: 51.8053\n",
"[13]\tvalid_0's poisson: -101.824\tvalid_0's tweedie: 51.6048\n",
"[14]\tvalid_0's poisson: -102.385\tvalid_0's tweedie: 51.405\n",
"[15]\tvalid_0's poisson: -102.849\tvalid_0's tweedie: 51.2362\n",
"[16]\tvalid_0's poisson: -103.317\tvalid_0's tweedie: 51.0677\n",
"[17]\tvalid_0's poisson: -103.695\tvalid_0's tweedie: 50.9274\n",
"[18]\tvalid_0's poisson: -104.049\tvalid_0's tweedie: 50.7961\n",
"[19]\tvalid_0's poisson: -104.41\tvalid_0's tweedie: 50.6634\n",
"[20]\tvalid_0's poisson: -104.722\tvalid_0's tweedie: 50.5473\n",
"[21]\tvalid_0's poisson: -105\tvalid_0's tweedie: 50.4413\n",
"[22]\tvalid_0's poisson: -105.248\tvalid_0's tweedie: 50.3462\n",
"[23]\tvalid_0's poisson: -105.506\tvalid_0's tweedie: 50.2479\n",
"[24]\tvalid_0's poisson: -105.711\tvalid_0's tweedie: 50.1676\n",
"[25]\tvalid_0's poisson: -105.921\tvalid_0's tweedie: 50.0878\n",
"[26]\tvalid_0's poisson: -106.113\tvalid_0's tweedie: 50.0126\n",
"[27]\tvalid_0's poisson: -106.279\tvalid_0's tweedie: 49.9489\n",
"[28]\tvalid_0's poisson: -106.438\tvalid_0's tweedie: 49.8863\n",
"[29]\tvalid_0's poisson: -106.592\tvalid_0's tweedie: 49.8277\n",
"[30]\tvalid_0's poisson: -106.746\tvalid_0's tweedie: 49.77\n",
"[31]\tvalid_0's poisson: -106.888\tvalid_0's tweedie: 49.7162\n",
"[32]\tvalid_0's poisson: -107.009\tvalid_0's tweedie: 49.6696\n",
"[33]\tvalid_0's poisson: -107.108\tvalid_0's tweedie: 49.6306\n",
"[34]\tvalid_0's poisson: -107.211\tvalid_0's tweedie: 49.5892\n",
"[35]\tvalid_0's poisson: -107.308\tvalid_0's tweedie: 49.5527\n",
"[36]\tvalid_0's poisson: -107.388\tvalid_0's tweedie: 49.5213\n",
"[37]\tvalid_0's poisson: -107.485\tvalid_0's tweedie: 49.4852\n",
"[38]\tvalid_0's poisson: -107.561\tvalid_0's tweedie: 49.456\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[39]\tvalid_0's poisson: -107.633\tvalid_0's tweedie: 49.4263\n",
"[40]\tvalid_0's poisson: -107.711\tvalid_0's tweedie: 49.3958\n",
"[41]\tvalid_0's poisson: -107.767\tvalid_0's tweedie: 49.3731\n",
"[42]\tvalid_0's poisson: -107.817\tvalid_0's tweedie: 49.3525\n",
"[43]\tvalid_0's poisson: -107.879\tvalid_0's tweedie: 49.3284\n",
"[44]\tvalid_0's poisson: -107.932\tvalid_0's tweedie: 49.3083\n",
"[45]\tvalid_0's poisson: -107.977\tvalid_0's tweedie: 49.2909\n",
"[46]\tvalid_0's poisson: -108.036\tvalid_0's tweedie: 49.2696\n",
"[47]\tvalid_0's poisson: -108.085\tvalid_0's tweedie: 49.2522\n",
"[48]\tvalid_0's poisson: -108.131\tvalid_0's tweedie: 49.234\n",
"[49]\tvalid_0's poisson: -108.169\tvalid_0's tweedie: 49.2203\n",
"[50]\tvalid_0's poisson: -108.203\tvalid_0's tweedie: 49.2066\n",
"[51]\tvalid_0's poisson: -108.243\tvalid_0's tweedie: 49.1919\n",
"[52]\tvalid_0's poisson: -108.277\tvalid_0's tweedie: 49.18\n",
"[53]\tvalid_0's poisson: -108.308\tvalid_0's tweedie: 49.168\n",
"[54]\tvalid_0's poisson: -108.342\tvalid_0's tweedie: 49.1537\n",
"[55]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 49.1432\n",
"[56]\tvalid_0's poisson: -108.392\tvalid_0's tweedie: 49.1345\n",
"[57]\tvalid_0's poisson: -108.416\tvalid_0's tweedie: 49.122\n",
"[58]\tvalid_0's poisson: -108.439\tvalid_0's tweedie: 49.1106\n",
"[59]\tvalid_0's poisson: -108.472\tvalid_0's tweedie: 49.0975\n",
"[60]\tvalid_0's poisson: -108.488\tvalid_0's tweedie: 49.0903\n",
"[61]\tvalid_0's poisson: -108.507\tvalid_0's tweedie: 49.0833\n",
"[62]\tvalid_0's poisson: -108.531\tvalid_0's tweedie: 49.0746\n",
"[63]\tvalid_0's poisson: -108.563\tvalid_0's tweedie: 49.0638\n",
"[64]\tvalid_0's poisson: -108.577\tvalid_0's tweedie: 49.0587\n",
"[65]\tvalid_0's poisson: -108.593\tvalid_0's tweedie: 49.0524\n",
"[66]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 49.0429\n",
"[67]\tvalid_0's poisson: -108.641\tvalid_0's tweedie: 49.0371\n",
"[68]\tvalid_0's poisson: -108.66\tvalid_0's tweedie: 49.0306\n",
"[69]\tvalid_0's poisson: -108.688\tvalid_0's tweedie: 49.0196\n",
"[70]\tvalid_0's poisson: -108.696\tvalid_0's tweedie: 49.0156\n",
"[71]\tvalid_0's poisson: -108.721\tvalid_0's tweedie: 49.0079\n",
"[72]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 49.0025\n",
"[73]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 48.9985\n",
"[74]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 48.9941\n",
"[75]\tvalid_0's poisson: -108.769\tvalid_0's tweedie: 48.9912\n",
"[76]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 48.9876\n",
"[77]\tvalid_0's poisson: -108.79\tvalid_0's tweedie: 48.9833\n",
"[78]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 48.9783\n",
"[79]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 48.9692\n",
"[80]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 48.9636\n",
"[81]\tvalid_0's poisson: -108.852\tvalid_0's tweedie: 48.962\n",
"[82]\tvalid_0's poisson: -108.861\tvalid_0's tweedie: 48.9588\n",
"[83]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 48.953\n",
"[84]\tvalid_0's poisson: -108.89\tvalid_0's tweedie: 48.9486\n",
"[85]\tvalid_0's poisson: -108.901\tvalid_0's tweedie: 48.9448\n",
"[86]\tvalid_0's poisson: -108.907\tvalid_0's tweedie: 48.9425\n",
"[87]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 48.94\n",
"[88]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 48.9368\n",
"[89]\tvalid_0's poisson: -108.945\tvalid_0's tweedie: 48.9287\n",
"[90]\tvalid_0's poisson: -108.961\tvalid_0's tweedie: 48.9239\n",
"[91]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 48.9232\n",
"[92]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 48.9207\n",
"[93]\tvalid_0's poisson: -108.972\tvalid_0's tweedie: 48.9199\n",
"[94]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 48.9151\n",
"[95]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 48.9123\n",
"[96]\tvalid_0's poisson: -108.998\tvalid_0's tweedie: 48.9099\n",
"[97]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 48.9069\n",
"[98]\tvalid_0's poisson: -109.024\tvalid_0's tweedie: 48.9023\n",
"[99]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 48.8985\n",
"[100]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 48.8962\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.1342\tvalid_0's tweedie: 55.9837\n",
"[2]\tvalid_0's poisson: -90.9156\tvalid_0's tweedie: 55.3779\n",
"[3]\tvalid_0's poisson: -92.5108\tvalid_0's tweedie: 54.8362\n",
"[4]\tvalid_0's poisson: -93.9466\tvalid_0's tweedie: 54.3471\n",
"[5]\tvalid_0's poisson: -95.226\tvalid_0's tweedie: 53.9103\n",
"[6]\tvalid_0's poisson: -96.3604\tvalid_0's tweedie: 53.5208\n",
"[7]\tvalid_0's poisson: -97.4278\tvalid_0's tweedie: 53.1544\n",
"[8]\tvalid_0's poisson: -98.358\tvalid_0's tweedie: 52.8311\n",
"[9]\tvalid_0's poisson: -99.2118\tvalid_0's tweedie: 52.5337\n",
"[10]\tvalid_0's poisson: -99.9742\tvalid_0's tweedie: 52.2669\n",
"[11]\tvalid_0's poisson: -100.671\tvalid_0's tweedie: 52.0208\n",
"[12]\tvalid_0's poisson: -101.345\tvalid_0's tweedie: 51.7834\n",
"[13]\tvalid_0's poisson: -101.904\tvalid_0's tweedie: 51.5829\n",
"[14]\tvalid_0's poisson: -102.406\tvalid_0's tweedie: 51.3993\n",
"[15]\tvalid_0's poisson: -102.932\tvalid_0's tweedie: 51.2124\n",
"[16]\tvalid_0's poisson: -103.338\tvalid_0's tweedie: 51.0622\n",
"[17]\tvalid_0's poisson: -103.773\tvalid_0's tweedie: 50.9046\n",
"[18]\tvalid_0's poisson: -104.121\tvalid_0's tweedie: 50.7745\n",
"[19]\tvalid_0's poisson: -104.462\tvalid_0's tweedie: 50.6485\n",
"[20]\tvalid_0's poisson: -104.764\tvalid_0's tweedie: 50.5351\n",
"[21]\tvalid_0's poisson: -105.029\tvalid_0's tweedie: 50.4322\n",
"[22]\tvalid_0's poisson: -105.31\tvalid_0's tweedie: 50.3272\n",
"[23]\tvalid_0's poisson: -105.546\tvalid_0's tweedie: 50.2368\n",
"[24]\tvalid_0's poisson: -105.778\tvalid_0's tweedie: 50.1475\n",
"[25]\tvalid_0's poisson: -105.97\tvalid_0's tweedie: 50.0727\n",
"[26]\tvalid_0's poisson: -106.157\tvalid_0's tweedie: 50.001\n",
"[27]\tvalid_0's poisson: -106.32\tvalid_0's tweedie: 49.9373\n",
"[28]\tvalid_0's poisson: -106.489\tvalid_0's tweedie: 49.8722\n",
"[29]\tvalid_0's poisson: -106.636\tvalid_0's tweedie: 49.8132\n",
"[30]\tvalid_0's poisson: -106.762\tvalid_0's tweedie: 49.7634\n",
"[31]\tvalid_0's poisson: -106.896\tvalid_0's tweedie: 49.712\n",
"[32]\tvalid_0's poisson: -107.022\tvalid_0's tweedie: 49.6637\n",
"[33]\tvalid_0's poisson: -107.132\tvalid_0's tweedie: 49.6216\n",
"[34]\tvalid_0's poisson: -107.228\tvalid_0's tweedie: 49.5837\n",
"[35]\tvalid_0's poisson: -107.326\tvalid_0's tweedie: 49.5469\n",
"[36]\tvalid_0's poisson: -107.411\tvalid_0's tweedie: 49.5146\n",
"[37]\tvalid_0's poisson: -107.493\tvalid_0's tweedie: 49.4819\n",
"[38]\tvalid_0's poisson: -107.566\tvalid_0's tweedie: 49.4544\n",
"[39]\tvalid_0's poisson: -107.633\tvalid_0's tweedie: 49.4253\n",
"[40]\tvalid_0's poisson: -107.692\tvalid_0's tweedie: 49.401\n",
"[41]\tvalid_0's poisson: -107.76\tvalid_0's tweedie: 49.3757\n",
"[42]\tvalid_0's poisson: -107.821\tvalid_0's tweedie: 49.3528\n",
"[43]\tvalid_0's poisson: -107.872\tvalid_0's tweedie: 49.3326\n",
"[44]\tvalid_0's poisson: -107.931\tvalid_0's tweedie: 49.3091\n",
"[45]\tvalid_0's poisson: -107.976\tvalid_0's tweedie: 49.2911\n",
"[46]\tvalid_0's poisson: -108.026\tvalid_0's tweedie: 49.2708\n",
"[47]\tvalid_0's poisson: -108.068\tvalid_0's tweedie: 49.2552\n",
"[48]\tvalid_0's poisson: -108.116\tvalid_0's tweedie: 49.2381\n",
"[49]\tvalid_0's poisson: -108.148\tvalid_0's tweedie: 49.2247\n",
"[50]\tvalid_0's poisson: -108.193\tvalid_0's tweedie: 49.2088\n",
"[51]\tvalid_0's poisson: -108.232\tvalid_0's tweedie: 49.1952\n",
"[52]\tvalid_0's poisson: -108.268\tvalid_0's tweedie: 49.1826\n",
"[53]\tvalid_0's poisson: -108.297\tvalid_0's tweedie: 49.1685\n",
"[54]\tvalid_0's poisson: -108.33\tvalid_0's tweedie: 49.1559\n",
"[55]\tvalid_0's poisson: -108.365\tvalid_0's tweedie: 49.1421\n",
"[56]\tvalid_0's poisson: -108.396\tvalid_0's tweedie: 49.1306\n",
"[57]\tvalid_0's poisson: -108.416\tvalid_0's tweedie: 49.1225\n",
"[58]\tvalid_0's poisson: -108.437\tvalid_0's tweedie: 49.1141\n",
"[59]\tvalid_0's poisson: -108.457\tvalid_0's tweedie: 49.106\n",
"[60]\tvalid_0's poisson: -108.478\tvalid_0's tweedie: 49.0982\n",
"[61]\tvalid_0's poisson: -108.511\tvalid_0's tweedie: 49.0873\n",
"[62]\tvalid_0's poisson: -108.538\tvalid_0's tweedie: 49.0782\n",
"[63]\tvalid_0's poisson: -108.573\tvalid_0's tweedie: 49.0644\n",
"[64]\tvalid_0's poisson: -108.585\tvalid_0's tweedie: 49.059\n",
"[65]\tvalid_0's poisson: -108.605\tvalid_0's tweedie: 49.052\n",
"[66]\tvalid_0's poisson: -108.636\tvalid_0's tweedie: 49.0395\n",
"[67]\tvalid_0's poisson: -108.65\tvalid_0's tweedie: 49.0343\n",
"[68]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 49.0233\n",
"[69]\tvalid_0's poisson: -108.689\tvalid_0's tweedie: 49.0193\n",
"[70]\tvalid_0's poisson: -108.714\tvalid_0's tweedie: 49.0111\n",
"[71]\tvalid_0's poisson: -108.727\tvalid_0's tweedie: 49.0066\n",
"[72]\tvalid_0's poisson: -108.739\tvalid_0's tweedie: 49.0011\n",
"[73]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 48.9982\n",
"[74]\tvalid_0's poisson: -108.756\tvalid_0's tweedie: 48.9948\n",
"[75]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 48.9921\n",
"[76]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 48.9864\n",
"[77]\tvalid_0's poisson: -108.798\tvalid_0's tweedie: 48.9796\n",
"[78]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 48.977\n",
"[79]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 48.9737\n",
"[80]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 48.9711\n",
"[81]\tvalid_0's poisson: -108.836\tvalid_0's tweedie: 48.9671\n",
"[82]\tvalid_0's poisson: -108.843\tvalid_0's tweedie: 48.9646\n",
"[83]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 48.9599\n",
"[84]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 48.9547\n",
"[85]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 48.9484\n",
"[86]\tvalid_0's poisson: -108.894\tvalid_0's tweedie: 48.9463\n",
"[87]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 48.9446\n",
"[88]\tvalid_0's poisson: -108.904\tvalid_0's tweedie: 48.9425\n",
"[89]\tvalid_0's poisson: -108.911\tvalid_0's tweedie: 48.9399\n",
"[90]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 48.936\n",
"[91]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 48.9331\n",
"[92]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 48.9322\n",
"[93]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 48.9285\n",
"[94]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 48.9243\n",
"[95]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 48.9227\n",
"[96]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 48.9209\n",
"[97]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 48.9181\n",
"[98]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 48.9117\n",
"[99]\tvalid_0's poisson: -109\tvalid_0's tweedie: 48.9094\n",
"[100]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 48.9088\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.1259\tvalid_0's tweedie: 55.9871\n",
"[2]\tvalid_0's poisson: -90.8931\tvalid_0's tweedie: 55.387\n",
"[3]\tvalid_0's poisson: -92.4965\tvalid_0's tweedie: 54.8431\n",
"[4]\tvalid_0's poisson: -93.9367\tvalid_0's tweedie: 54.3535\n",
"[5]\tvalid_0's poisson: -95.2241\tvalid_0's tweedie: 53.9147\n",
"[6]\tvalid_0's poisson: -96.3888\tvalid_0's tweedie: 53.5165\n",
"[7]\tvalid_0's poisson: -97.4139\tvalid_0's tweedie: 53.1633\n",
"[8]\tvalid_0's poisson: -98.3658\tvalid_0's tweedie: 52.8341\n",
"[9]\tvalid_0's poisson: -99.2334\tvalid_0's tweedie: 52.5338\n",
"[10]\tvalid_0's poisson: -99.9998\tvalid_0's tweedie: 52.2639\n",
"[11]\tvalid_0's poisson: -100.674\tvalid_0's tweedie: 52.0245\n",
"[12]\tvalid_0's poisson: -101.301\tvalid_0's tweedie: 51.8008\n",
"[13]\tvalid_0's poisson: -101.92\tvalid_0's tweedie: 51.5837\n",
"[14]\tvalid_0's poisson: -102.421\tvalid_0's tweedie: 51.4019\n",
"[15]\tvalid_0's poisson: -102.941\tvalid_0's tweedie: 51.2164\n",
"[16]\tvalid_0's poisson: -103.374\tvalid_0's tweedie: 51.0582\n",
"[17]\tvalid_0's poisson: -103.748\tvalid_0's tweedie: 50.9189\n",
"[18]\tvalid_0's poisson: -104.145\tvalid_0's tweedie: 50.7758\n",
"[19]\tvalid_0's poisson: -104.458\tvalid_0's tweedie: 50.6581\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[20]\tvalid_0's poisson: -104.789\tvalid_0's tweedie: 50.5354\n",
"[21]\tvalid_0's poisson: -105.055\tvalid_0's tweedie: 50.4326\n",
"[22]\tvalid_0's poisson: -105.305\tvalid_0's tweedie: 50.3351\n",
"[23]\tvalid_0's poisson: -105.561\tvalid_0's tweedie: 50.2364\n",
"[24]\tvalid_0's poisson: -105.781\tvalid_0's tweedie: 50.1533\n",
"[25]\tvalid_0's poisson: -105.991\tvalid_0's tweedie: 50.0712\n",
"[26]\tvalid_0's poisson: -106.176\tvalid_0's tweedie: 50.0001\n",
"[27]\tvalid_0's poisson: -106.353\tvalid_0's tweedie: 49.9306\n",
"[28]\tvalid_0's poisson: -106.499\tvalid_0's tweedie: 49.8731\n",
"[29]\tvalid_0's poisson: -106.653\tvalid_0's tweedie: 49.8133\n",
"[30]\tvalid_0's poisson: -106.788\tvalid_0's tweedie: 49.759\n",
"[31]\tvalid_0's poisson: -106.915\tvalid_0's tweedie: 49.7109\n",
"[32]\tvalid_0's poisson: -107.03\tvalid_0's tweedie: 49.6649\n",
"[33]\tvalid_0's poisson: -107.143\tvalid_0's tweedie: 49.6202\n",
"[34]\tvalid_0's poisson: -107.249\tvalid_0's tweedie: 49.5801\n",
"[35]\tvalid_0's poisson: -107.342\tvalid_0's tweedie: 49.5445\n",
"[36]\tvalid_0's poisson: -107.419\tvalid_0's tweedie: 49.5118\n",
"[37]\tvalid_0's poisson: -107.513\tvalid_0's tweedie: 49.4758\n",
"[38]\tvalid_0's poisson: -107.595\tvalid_0's tweedie: 49.4456\n",
"[39]\tvalid_0's poisson: -107.674\tvalid_0's tweedie: 49.4148\n",
"[40]\tvalid_0's poisson: -107.742\tvalid_0's tweedie: 49.3889\n",
"[41]\tvalid_0's poisson: -107.797\tvalid_0's tweedie: 49.3665\n",
"[42]\tvalid_0's poisson: -107.86\tvalid_0's tweedie: 49.3416\n",
"[43]\tvalid_0's poisson: -107.914\tvalid_0's tweedie: 49.3214\n",
"[44]\tvalid_0's poisson: -107.965\tvalid_0's tweedie: 49.3016\n",
"[45]\tvalid_0's poisson: -108.022\tvalid_0's tweedie: 49.2786\n",
"[46]\tvalid_0's poisson: -108.061\tvalid_0's tweedie: 49.2623\n",
"[47]\tvalid_0's poisson: -108.118\tvalid_0's tweedie: 49.2418\n",
"[48]\tvalid_0's poisson: -108.166\tvalid_0's tweedie: 49.2252\n",
"[49]\tvalid_0's poisson: -108.208\tvalid_0's tweedie: 49.2072\n",
"[50]\tvalid_0's poisson: -108.244\tvalid_0's tweedie: 49.1942\n",
"[51]\tvalid_0's poisson: -108.282\tvalid_0's tweedie: 49.1797\n",
"[52]\tvalid_0's poisson: -108.311\tvalid_0's tweedie: 49.1681\n",
"[53]\tvalid_0's poisson: -108.338\tvalid_0's tweedie: 49.1566\n",
"[54]\tvalid_0's poisson: -108.369\tvalid_0's tweedie: 49.1441\n",
"[55]\tvalid_0's poisson: -108.391\tvalid_0's tweedie: 49.1349\n",
"[56]\tvalid_0's poisson: -108.421\tvalid_0's tweedie: 49.1238\n",
"[57]\tvalid_0's poisson: -108.448\tvalid_0's tweedie: 49.1143\n",
"[58]\tvalid_0's poisson: -108.473\tvalid_0's tweedie: 49.1041\n",
"[59]\tvalid_0's poisson: -108.497\tvalid_0's tweedie: 49.0957\n",
"[60]\tvalid_0's poisson: -108.513\tvalid_0's tweedie: 49.0887\n",
"[61]\tvalid_0's poisson: -108.532\tvalid_0's tweedie: 49.0814\n",
"[62]\tvalid_0's poisson: -108.554\tvalid_0's tweedie: 49.0734\n",
"[63]\tvalid_0's poisson: -108.582\tvalid_0's tweedie: 49.0621\n",
"[64]\tvalid_0's poisson: -108.609\tvalid_0's tweedie: 49.0536\n",
"[65]\tvalid_0's poisson: -108.622\tvalid_0's tweedie: 49.0478\n",
"[66]\tvalid_0's poisson: -108.641\tvalid_0's tweedie: 49.041\n",
"[67]\tvalid_0's poisson: -108.66\tvalid_0's tweedie: 49.0347\n",
"[68]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 49.0282\n",
"[69]\tvalid_0's poisson: -108.694\tvalid_0's tweedie: 49.0229\n",
"[70]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 49.0189\n",
"[71]\tvalid_0's poisson: -108.727\tvalid_0's tweedie: 49.0112\n",
"[72]\tvalid_0's poisson: -108.739\tvalid_0's tweedie: 49.0071\n",
"[73]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 49.0037\n",
"[74]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 48.9988\n",
"[75]\tvalid_0's poisson: -108.773\tvalid_0's tweedie: 48.9947\n",
"[76]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 48.9915\n",
"[77]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 48.9881\n",
"[78]\tvalid_0's poisson: -108.8\tvalid_0's tweedie: 48.9843\n",
"[79]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 48.9802\n",
"[80]\tvalid_0's poisson: -108.819\tvalid_0's tweedie: 48.9768\n",
"[81]\tvalid_0's poisson: -108.84\tvalid_0's tweedie: 48.9702\n",
"[82]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 48.9672\n",
"[83]\tvalid_0's poisson: -108.859\tvalid_0's tweedie: 48.9635\n",
"[84]\tvalid_0's poisson: -108.868\tvalid_0's tweedie: 48.9601\n",
"[85]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 48.9553\n",
"[86]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 48.9495\n",
"[87]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 48.9464\n",
"[88]\tvalid_0's poisson: -108.912\tvalid_0's tweedie: 48.9447\n",
"[89]\tvalid_0's poisson: -108.921\tvalid_0's tweedie: 48.9416\n",
"[90]\tvalid_0's poisson: -108.934\tvalid_0's tweedie: 48.9361\n",
"[91]\tvalid_0's poisson: -108.941\tvalid_0's tweedie: 48.9336\n",
"[92]\tvalid_0's poisson: -108.959\tvalid_0's tweedie: 48.9278\n",
"[93]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 48.9252\n",
"[94]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 48.9218\n",
"[95]\tvalid_0's poisson: -108.985\tvalid_0's tweedie: 48.9178\n",
"[96]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 48.9158\n",
"[97]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 48.9142\n",
"[98]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 48.9121\n",
"[99]\tvalid_0's poisson: -109.011\tvalid_0's tweedie: 48.9091\n",
"[100]\tvalid_0's poisson: -109.018\tvalid_0's tweedie: 48.9062\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.1411\tvalid_0's tweedie: 55.9811\n",
"[2]\tvalid_0's poisson: -90.9166\tvalid_0's tweedie: 55.3772\n",
"[3]\tvalid_0's poisson: -92.5133\tvalid_0's tweedie: 54.8342\n",
"[4]\tvalid_0's poisson: -93.9627\tvalid_0's tweedie: 54.3416\n",
"[5]\tvalid_0's poisson: -95.257\tvalid_0's tweedie: 53.9\n",
"[6]\tvalid_0's poisson: -96.4311\tvalid_0's tweedie: 53.498\n",
"[7]\tvalid_0's poisson: -97.4642\tvalid_0's tweedie: 53.1412\n",
"[8]\tvalid_0's poisson: -98.4289\tvalid_0's tweedie: 52.8083\n",
"[9]\tvalid_0's poisson: -99.2685\tvalid_0's tweedie: 52.5146\n",
"[10]\tvalid_0's poisson: -100.037\tvalid_0's tweedie: 52.2453\n",
"[11]\tvalid_0's poisson: -100.71\tvalid_0's tweedie: 52.0057\n",
"[12]\tvalid_0's poisson: -101.397\tvalid_0's tweedie: 51.7655\n",
"[13]\tvalid_0's poisson: -101.948\tvalid_0's tweedie: 51.5667\n",
"[14]\tvalid_0's poisson: -102.475\tvalid_0's tweedie: 51.3765\n",
"[15]\tvalid_0's poisson: -102.991\tvalid_0's tweedie: 51.1926\n",
"[16]\tvalid_0's poisson: -103.415\tvalid_0's tweedie: 51.037\n",
"[17]\tvalid_0's poisson: -103.805\tvalid_0's tweedie: 50.8938\n",
"[18]\tvalid_0's poisson: -104.184\tvalid_0's tweedie: 50.7549\n",
"[19]\tvalid_0's poisson: -104.504\tvalid_0's tweedie: 50.634\n",
"[20]\tvalid_0's poisson: -104.825\tvalid_0's tweedie: 50.5147\n",
"[21]\tvalid_0's poisson: -105.099\tvalid_0's tweedie: 50.4116\n",
"[22]\tvalid_0's poisson: -105.368\tvalid_0's tweedie: 50.3085\n",
"[23]\tvalid_0's poisson: -105.591\tvalid_0's tweedie: 50.2227\n",
"[24]\tvalid_0's poisson: -105.821\tvalid_0's tweedie: 50.1345\n",
"[25]\tvalid_0's poisson: -106.033\tvalid_0's tweedie: 50.0543\n",
"[26]\tvalid_0's poisson: -106.212\tvalid_0's tweedie: 49.9835\n",
"[27]\tvalid_0's poisson: -106.383\tvalid_0's tweedie: 49.9175\n",
"[28]\tvalid_0's poisson: -106.536\tvalid_0's tweedie: 49.8569\n",
"[29]\tvalid_0's poisson: -106.68\tvalid_0's tweedie: 49.8013\n",
"[30]\tvalid_0's poisson: -106.823\tvalid_0's tweedie: 49.7451\n",
"[31]\tvalid_0's poisson: -106.94\tvalid_0's tweedie: 49.6984\n",
"[32]\tvalid_0's poisson: -107.057\tvalid_0's tweedie: 49.6525\n",
"[33]\tvalid_0's poisson: -107.164\tvalid_0's tweedie: 49.6112\n",
"[34]\tvalid_0's poisson: -107.262\tvalid_0's tweedie: 49.5726\n",
"[35]\tvalid_0's poisson: -107.347\tvalid_0's tweedie: 49.5391\n",
"[36]\tvalid_0's poisson: -107.435\tvalid_0's tweedie: 49.5024\n",
"[37]\tvalid_0's poisson: -107.522\tvalid_0's tweedie: 49.4702\n",
"[38]\tvalid_0's poisson: -107.602\tvalid_0's tweedie: 49.4383\n",
"[39]\tvalid_0's poisson: -107.676\tvalid_0's tweedie: 49.4107\n",
"[40]\tvalid_0's poisson: -107.732\tvalid_0's tweedie: 49.3876\n",
"[41]\tvalid_0's poisson: -107.798\tvalid_0's tweedie: 49.3611\n",
"[42]\tvalid_0's poisson: -107.855\tvalid_0's tweedie: 49.3392\n",
"[43]\tvalid_0's poisson: -107.917\tvalid_0's tweedie: 49.3165\n",
"[44]\tvalid_0's poisson: -107.972\tvalid_0's tweedie: 49.2954\n",
"[45]\tvalid_0's poisson: -108.017\tvalid_0's tweedie: 49.2781\n",
"[46]\tvalid_0's poisson: -108.066\tvalid_0's tweedie: 49.2592\n",
"[47]\tvalid_0's poisson: -108.111\tvalid_0's tweedie: 49.2428\n",
"[48]\tvalid_0's poisson: -108.151\tvalid_0's tweedie: 49.2237\n",
"[49]\tvalid_0's poisson: -108.196\tvalid_0's tweedie: 49.208\n",
"[50]\tvalid_0's poisson: -108.227\tvalid_0's tweedie: 49.1956\n",
"[51]\tvalid_0's poisson: -108.273\tvalid_0's tweedie: 49.1789\n",
"[52]\tvalid_0's poisson: -108.312\tvalid_0's tweedie: 49.1656\n",
"[53]\tvalid_0's poisson: -108.339\tvalid_0's tweedie: 49.1519\n",
"[54]\tvalid_0's poisson: -108.365\tvalid_0's tweedie: 49.1423\n",
"[55]\tvalid_0's poisson: -108.39\tvalid_0's tweedie: 49.133\n",
"[56]\tvalid_0's poisson: -108.414\tvalid_0's tweedie: 49.1213\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[57]\tvalid_0's poisson: -108.433\tvalid_0's tweedie: 49.1137\n",
"[58]\tvalid_0's poisson: -108.462\tvalid_0's tweedie: 49.104\n",
"[59]\tvalid_0's poisson: -108.482\tvalid_0's tweedie: 49.0939\n",
"[60]\tvalid_0's poisson: -108.497\tvalid_0's tweedie: 49.0877\n",
"[61]\tvalid_0's poisson: -108.534\tvalid_0's tweedie: 49.0736\n",
"[62]\tvalid_0's poisson: -108.555\tvalid_0's tweedie: 49.0659\n",
"[63]\tvalid_0's poisson: -108.581\tvalid_0's tweedie: 49.0573\n",
"[64]\tvalid_0's poisson: -108.593\tvalid_0's tweedie: 49.0524\n",
"[65]\tvalid_0's poisson: -108.617\tvalid_0's tweedie: 49.0426\n",
"[66]\tvalid_0's poisson: -108.634\tvalid_0's tweedie: 49.0365\n",
"[67]\tvalid_0's poisson: -108.654\tvalid_0's tweedie: 49.0295\n",
"[68]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 49.0215\n",
"[69]\tvalid_0's poisson: -108.691\tvalid_0's tweedie: 49.0159\n",
"[70]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 49.0097\n",
"[71]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 49.0052\n",
"[72]\tvalid_0's poisson: -108.738\tvalid_0's tweedie: 48.9992\n",
"[73]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 48.9952\n",
"[74]\tvalid_0's poisson: -108.758\tvalid_0's tweedie: 48.9914\n",
"[75]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 48.9881\n",
"[76]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 48.983\n",
"[77]\tvalid_0's poisson: -108.793\tvalid_0's tweedie: 48.9777\n",
"[78]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 48.9732\n",
"[79]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 48.9698\n",
"[80]\tvalid_0's poisson: -108.837\tvalid_0's tweedie: 48.962\n",
"[81]\tvalid_0's poisson: -108.844\tvalid_0's tweedie: 48.9595\n",
"[82]\tvalid_0's poisson: -108.863\tvalid_0's tweedie: 48.9535\n",
"[83]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 48.9513\n",
"[84]\tvalid_0's poisson: -108.879\tvalid_0's tweedie: 48.9479\n",
"[85]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 48.9447\n",
"[86]\tvalid_0's poisson: -108.896\tvalid_0's tweedie: 48.9421\n",
"[87]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 48.9379\n",
"[88]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 48.9357\n",
"[89]\tvalid_0's poisson: -108.931\tvalid_0's tweedie: 48.9309\n",
"[90]\tvalid_0's poisson: -108.938\tvalid_0's tweedie: 48.9283\n",
"[91]\tvalid_0's poisson: -108.944\tvalid_0's tweedie: 48.9249\n",
"[92]\tvalid_0's poisson: -108.956\tvalid_0's tweedie: 48.9216\n",
"[93]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 48.9187\n",
"[94]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 48.916\n",
"[95]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 48.9141\n",
"[96]\tvalid_0's poisson: -108.985\tvalid_0's tweedie: 48.9106\n",
"[97]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 48.9078\n",
"[98]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 48.9064\n",
"[99]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 48.9009\n",
"[100]\tvalid_0's poisson: -109.021\tvalid_0's tweedie: 48.8988\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.1189\tvalid_0's tweedie: 55.99\n",
"[2]\tvalid_0's poisson: -90.875\tvalid_0's tweedie: 55.394\n",
"[3]\tvalid_0's poisson: -92.4706\tvalid_0's tweedie: 54.8526\n",
"[4]\tvalid_0's poisson: -93.9021\tvalid_0's tweedie: 54.3665\n",
"[5]\tvalid_0's poisson: -95.2031\tvalid_0's tweedie: 53.9237\n",
"[6]\tvalid_0's poisson: -96.3703\tvalid_0's tweedie: 53.5243\n",
"[7]\tvalid_0's poisson: -97.4137\tvalid_0's tweedie: 53.1653\n",
"[8]\tvalid_0's poisson: -98.3498\tvalid_0's tweedie: 52.8417\n",
"[9]\tvalid_0's poisson: -99.1861\tvalid_0's tweedie: 52.5493\n",
"[10]\tvalid_0's poisson: -99.9725\tvalid_0's tweedie: 52.2748\n",
"[11]\tvalid_0's poisson: -100.656\tvalid_0's tweedie: 52.0324\n",
"[12]\tvalid_0's poisson: -101.281\tvalid_0's tweedie: 51.8096\n",
"[13]\tvalid_0's poisson: -101.903\tvalid_0's tweedie: 51.5894\n",
"[14]\tvalid_0's poisson: -102.42\tvalid_0's tweedie: 51.4034\n",
"[15]\tvalid_0's poisson: -102.885\tvalid_0's tweedie: 51.2341\n",
"[16]\tvalid_0's poisson: -103.357\tvalid_0's tweedie: 51.0649\n",
"[17]\tvalid_0's poisson: -103.733\tvalid_0's tweedie: 50.9252\n",
"[18]\tvalid_0's poisson: -104.131\tvalid_0's tweedie: 50.7796\n",
"[19]\tvalid_0's poisson: -104.453\tvalid_0's tweedie: 50.6574\n",
"[20]\tvalid_0's poisson: -104.774\tvalid_0's tweedie: 50.5378\n",
"[21]\tvalid_0's poisson: -105.055\tvalid_0's tweedie: 50.431\n",
"[22]\tvalid_0's poisson: -105.318\tvalid_0's tweedie: 50.3321\n",
"[23]\tvalid_0's poisson: -105.554\tvalid_0's tweedie: 50.2409\n",
"[24]\tvalid_0's poisson: -105.785\tvalid_0's tweedie: 50.1516\n",
"[25]\tvalid_0's poisson: -105.993\tvalid_0's tweedie: 50.0724\n",
"[26]\tvalid_0's poisson: -106.17\tvalid_0's tweedie: 50.0023\n",
"[27]\tvalid_0's poisson: -106.344\tvalid_0's tweedie: 49.9332\n",
"[28]\tvalid_0's poisson: -106.492\tvalid_0's tweedie: 49.8742\n",
"[29]\tvalid_0's poisson: -106.64\tvalid_0's tweedie: 49.8153\n",
"[30]\tvalid_0's poisson: -106.789\tvalid_0's tweedie: 49.7595\n",
"[31]\tvalid_0's poisson: -106.907\tvalid_0's tweedie: 49.7122\n",
"[32]\tvalid_0's poisson: -107.038\tvalid_0's tweedie: 49.663\n",
"[33]\tvalid_0's poisson: -107.15\tvalid_0's tweedie: 49.6199\n",
"[34]\tvalid_0's poisson: -107.243\tvalid_0's tweedie: 49.5814\n",
"[35]\tvalid_0's poisson: -107.336\tvalid_0's tweedie: 49.5465\n",
"[36]\tvalid_0's poisson: -107.431\tvalid_0's tweedie: 49.5102\n",
"[37]\tvalid_0's poisson: -107.514\tvalid_0's tweedie: 49.4779\n",
"[38]\tvalid_0's poisson: -107.584\tvalid_0's tweedie: 49.4494\n",
"[39]\tvalid_0's poisson: -107.659\tvalid_0's tweedie: 49.4192\n",
"[40]\tvalid_0's poisson: -107.721\tvalid_0's tweedie: 49.3945\n",
"[41]\tvalid_0's poisson: -107.785\tvalid_0's tweedie: 49.3706\n",
"[42]\tvalid_0's poisson: -107.849\tvalid_0's tweedie: 49.3455\n",
"[43]\tvalid_0's poisson: -107.911\tvalid_0's tweedie: 49.3204\n",
"[44]\tvalid_0's poisson: -107.959\tvalid_0's tweedie: 49.302\n",
"[45]\tvalid_0's poisson: -108.008\tvalid_0's tweedie: 49.283\n",
"[46]\tvalid_0's poisson: -108.058\tvalid_0's tweedie: 49.2636\n",
"[47]\tvalid_0's poisson: -108.106\tvalid_0's tweedie: 49.2468\n",
"[48]\tvalid_0's poisson: -108.155\tvalid_0's tweedie: 49.2285\n",
"[49]\tvalid_0's poisson: -108.186\tvalid_0's tweedie: 49.2152\n",
"[50]\tvalid_0's poisson: -108.225\tvalid_0's tweedie: 49.2015\n",
"[51]\tvalid_0's poisson: -108.263\tvalid_0's tweedie: 49.1872\n",
"[52]\tvalid_0's poisson: -108.294\tvalid_0's tweedie: 49.1756\n",
"[53]\tvalid_0's poisson: -108.325\tvalid_0's tweedie: 49.164\n",
"[54]\tvalid_0's poisson: -108.353\tvalid_0's tweedie: 49.153\n",
"[55]\tvalid_0's poisson: -108.378\tvalid_0's tweedie: 49.1426\n",
"[56]\tvalid_0's poisson: -108.402\tvalid_0's tweedie: 49.1335\n",
"[57]\tvalid_0's poisson: -108.426\tvalid_0's tweedie: 49.1246\n",
"[58]\tvalid_0's poisson: -108.445\tvalid_0's tweedie: 49.1177\n",
"[59]\tvalid_0's poisson: -108.471\tvalid_0's tweedie: 49.1085\n",
"[60]\tvalid_0's poisson: -108.488\tvalid_0's tweedie: 49.1013\n",
"[61]\tvalid_0's poisson: -108.526\tvalid_0's tweedie: 49.0861\n",
"[62]\tvalid_0's poisson: -108.539\tvalid_0's tweedie: 49.0807\n",
"[63]\tvalid_0's poisson: -108.554\tvalid_0's tweedie: 49.0756\n",
"[64]\tvalid_0's poisson: -108.586\tvalid_0's tweedie: 49.0624\n",
"[65]\tvalid_0's poisson: -108.615\tvalid_0's tweedie: 49.0534\n",
"[66]\tvalid_0's poisson: -108.627\tvalid_0's tweedie: 49.0488\n",
"[67]\tvalid_0's poisson: -108.642\tvalid_0's tweedie: 49.0432\n",
"[68]\tvalid_0's poisson: -108.67\tvalid_0's tweedie: 49.0323\n",
"[69]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 49.0287\n",
"[70]\tvalid_0's poisson: -108.69\tvalid_0's tweedie: 49.0245\n",
"[71]\tvalid_0's poisson: -108.712\tvalid_0's tweedie: 49.0173\n",
"[72]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 49.0074\n",
"[73]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 49.0036\n",
"[74]\tvalid_0's poisson: -108.76\tvalid_0's tweedie: 48.9983\n",
"[75]\tvalid_0's poisson: -108.785\tvalid_0's tweedie: 48.9887\n",
"[76]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 48.9838\n",
"[77]\tvalid_0's poisson: -108.805\tvalid_0's tweedie: 48.9801\n",
"[78]\tvalid_0's poisson: -108.823\tvalid_0's tweedie: 48.9742\n",
"[79]\tvalid_0's poisson: -108.835\tvalid_0's tweedie: 48.9691\n",
"[80]\tvalid_0's poisson: -108.851\tvalid_0's tweedie: 48.9627\n",
"[81]\tvalid_0's poisson: -108.86\tvalid_0's tweedie: 48.9593\n",
"[82]\tvalid_0's poisson: -108.867\tvalid_0's tweedie: 48.9566\n",
"[83]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 48.9518\n",
"[84]\tvalid_0's poisson: -108.903\tvalid_0's tweedie: 48.9439\n",
"[85]\tvalid_0's poisson: -108.913\tvalid_0's tweedie: 48.9403\n",
"[86]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 48.9382\n",
"[87]\tvalid_0's poisson: -108.927\tvalid_0's tweedie: 48.9351\n",
"[88]\tvalid_0's poisson: -108.941\tvalid_0's tweedie: 48.9293\n",
"[89]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 48.9253\n",
"[90]\tvalid_0's poisson: -108.958\tvalid_0's tweedie: 48.9239\n",
"[91]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 48.9225\n",
"[92]\tvalid_0's poisson: -108.972\tvalid_0's tweedie: 48.9191\n",
"[93]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 48.9168\n",
"[94]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 48.9132\n",
"[95]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 48.9107\n",
"[96]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 48.9052\n",
"[97]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 48.904\n",
"[98]\tvalid_0's poisson: -109.022\tvalid_0's tweedie: 48.9013\n",
"[99]\tvalid_0's poisson: -109.024\tvalid_0's tweedie: 48.8998\n",
"[100]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 48.897\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.01, lambda_l2=10, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.3; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.3008\tvalid_0's tweedie: 15.7813\n",
"[2]\tvalid_0's poisson: -89.3047\tvalid_0's tweedie: 15.7372\n",
"[3]\tvalid_0's poisson: -90.2008\tvalid_0's tweedie: 15.6954\n",
"[4]\tvalid_0's poisson: -91.0166\tvalid_0's tweedie: 15.6554\n",
"[5]\tvalid_0's poisson: -91.7498\tvalid_0's tweedie: 15.6174\n",
"[6]\tvalid_0's poisson: -92.4203\tvalid_0's tweedie: 15.581\n",
"[7]\tvalid_0's poisson: -93.0288\tvalid_0's tweedie: 15.5465\n",
"[8]\tvalid_0's poisson: -93.5928\tvalid_0's tweedie: 15.5134\n",
"[9]\tvalid_0's poisson: -94.1168\tvalid_0's tweedie: 15.4816\n",
"[10]\tvalid_0's poisson: -94.6009\tvalid_0's tweedie: 15.4513\n",
"[11]\tvalid_0's poisson: -95.0487\tvalid_0's tweedie: 15.4224\n",
"[12]\tvalid_0's poisson: -95.4667\tvalid_0's tweedie: 15.3947\n",
"[13]\tvalid_0's poisson: -95.8577\tvalid_0's tweedie: 15.3683\n",
"[14]\tvalid_0's poisson: -96.2234\tvalid_0's tweedie: 15.3433\n",
"[15]\tvalid_0's poisson: -96.5647\tvalid_0's tweedie: 15.3195\n",
"[16]\tvalid_0's poisson: -96.8911\tvalid_0's tweedie: 15.2965\n",
"[17]\tvalid_0's poisson: -97.2022\tvalid_0's tweedie: 15.2744\n",
"[18]\tvalid_0's poisson: -97.4941\tvalid_0's tweedie: 15.2536\n",
"[19]\tvalid_0's poisson: -97.771\tvalid_0's tweedie: 15.2336\n",
"[20]\tvalid_0's poisson: -98.033\tvalid_0's tweedie: 15.2143\n",
"[21]\tvalid_0's poisson: -98.2873\tvalid_0's tweedie: 15.1958\n",
"[22]\tvalid_0's poisson: -98.5247\tvalid_0's tweedie: 15.1784\n",
"[23]\tvalid_0's poisson: -98.7587\tvalid_0's tweedie: 15.161\n",
"[24]\tvalid_0's poisson: -98.9764\tvalid_0's tweedie: 15.145\n",
"[25]\tvalid_0's poisson: -99.1904\tvalid_0's tweedie: 15.129\n",
"[26]\tvalid_0's poisson: -99.3965\tvalid_0's tweedie: 15.114\n",
"[27]\tvalid_0's poisson: -99.5937\tvalid_0's tweedie: 15.0995\n",
"[28]\tvalid_0's poisson: -99.7844\tvalid_0's tweedie: 15.0857\n",
"[29]\tvalid_0's poisson: -99.9653\tvalid_0's tweedie: 15.0723\n",
"[30]\tvalid_0's poisson: -100.142\tvalid_0's tweedie: 15.0596\n",
"[31]\tvalid_0's poisson: -100.314\tvalid_0's tweedie: 15.0474\n",
"[32]\tvalid_0's poisson: -100.484\tvalid_0's tweedie: 15.0353\n",
"[33]\tvalid_0's poisson: -100.646\tvalid_0's tweedie: 15.0238\n",
"[34]\tvalid_0's poisson: -100.807\tvalid_0's tweedie: 15.0126\n",
"[35]\tvalid_0's poisson: -100.958\tvalid_0's tweedie: 15.0023\n",
"[36]\tvalid_0's poisson: -101.118\tvalid_0's tweedie: 14.9913\n",
"[37]\tvalid_0's poisson: -101.269\tvalid_0's tweedie: 14.981\n",
"[38]\tvalid_0's poisson: -101.419\tvalid_0's tweedie: 14.971\n",
"[39]\tvalid_0's poisson: -101.56\tvalid_0's tweedie: 14.9615\n",
"[40]\tvalid_0's poisson: -101.699\tvalid_0's tweedie: 14.9524\n",
"[41]\tvalid_0's poisson: -101.834\tvalid_0's tweedie: 14.9435\n",
"[42]\tvalid_0's poisson: -101.965\tvalid_0's tweedie: 14.9351\n",
"[43]\tvalid_0's poisson: -102.096\tvalid_0's tweedie: 14.927\n",
"[44]\tvalid_0's poisson: -102.222\tvalid_0's tweedie: 14.9191\n",
"[45]\tvalid_0's poisson: -102.344\tvalid_0's tweedie: 14.9116\n",
"[46]\tvalid_0's poisson: -102.463\tvalid_0's tweedie: 14.9042\n",
"[47]\tvalid_0's poisson: -102.58\tvalid_0's tweedie: 14.8971\n",
"[48]\tvalid_0's poisson: -102.695\tvalid_0's tweedie: 14.8903\n",
"[49]\tvalid_0's poisson: -102.806\tvalid_0's tweedie: 14.8836\n",
"[50]\tvalid_0's poisson: -102.916\tvalid_0's tweedie: 14.8773\n",
"[51]\tvalid_0's poisson: -103.025\tvalid_0's tweedie: 14.8709\n",
"[52]\tvalid_0's poisson: -103.133\tvalid_0's tweedie: 14.8648\n",
"[53]\tvalid_0's poisson: -103.234\tvalid_0's tweedie: 14.859\n",
"[54]\tvalid_0's poisson: -103.333\tvalid_0's tweedie: 14.8535\n",
"[55]\tvalid_0's poisson: -103.434\tvalid_0's tweedie: 14.8478\n",
"[56]\tvalid_0's poisson: -103.531\tvalid_0's tweedie: 14.8425\n",
"[57]\tvalid_0's poisson: -103.628\tvalid_0's tweedie: 14.8372\n",
"[58]\tvalid_0's poisson: -103.721\tvalid_0's tweedie: 14.8324\n",
"[59]\tvalid_0's poisson: -103.811\tvalid_0's tweedie: 14.8275\n",
"[60]\tvalid_0's poisson: -103.902\tvalid_0's tweedie: 14.8228\n",
"[61]\tvalid_0's poisson: -103.99\tvalid_0's tweedie: 14.8183\n",
"[62]\tvalid_0's poisson: -104.078\tvalid_0's tweedie: 14.8139\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[63]\tvalid_0's poisson: -104.163\tvalid_0's tweedie: 14.8096\n",
"[64]\tvalid_0's poisson: -104.247\tvalid_0's tweedie: 14.8053\n",
"[65]\tvalid_0's poisson: -104.333\tvalid_0's tweedie: 14.8012\n",
"[66]\tvalid_0's poisson: -104.418\tvalid_0's tweedie: 14.7971\n",
"[67]\tvalid_0's poisson: -104.5\tvalid_0's tweedie: 14.7932\n",
"[68]\tvalid_0's poisson: -104.58\tvalid_0's tweedie: 14.7895\n",
"[69]\tvalid_0's poisson: -104.659\tvalid_0's tweedie: 14.7859\n",
"[70]\tvalid_0's poisson: -104.736\tvalid_0's tweedie: 14.7824\n",
"[71]\tvalid_0's poisson: -104.81\tvalid_0's tweedie: 14.779\n",
"[72]\tvalid_0's poisson: -104.887\tvalid_0's tweedie: 14.7755\n",
"[73]\tvalid_0's poisson: -104.961\tvalid_0's tweedie: 14.7723\n",
"[74]\tvalid_0's poisson: -105.035\tvalid_0's tweedie: 14.7691\n",
"[75]\tvalid_0's poisson: -105.103\tvalid_0's tweedie: 14.766\n",
"[76]\tvalid_0's poisson: -105.172\tvalid_0's tweedie: 14.7629\n",
"[77]\tvalid_0's poisson: -105.239\tvalid_0's tweedie: 14.7599\n",
"[78]\tvalid_0's poisson: -105.306\tvalid_0's tweedie: 14.7571\n",
"[79]\tvalid_0's poisson: -105.371\tvalid_0's tweedie: 14.7542\n",
"[80]\tvalid_0's poisson: -105.435\tvalid_0's tweedie: 14.7514\n",
"[81]\tvalid_0's poisson: -105.5\tvalid_0's tweedie: 14.7487\n",
"[82]\tvalid_0's poisson: -105.563\tvalid_0's tweedie: 14.746\n",
"[83]\tvalid_0's poisson: -105.625\tvalid_0's tweedie: 14.7435\n",
"[84]\tvalid_0's poisson: -105.688\tvalid_0's tweedie: 14.7409\n",
"[85]\tvalid_0's poisson: -105.745\tvalid_0's tweedie: 14.7388\n",
"[86]\tvalid_0's poisson: -105.805\tvalid_0's tweedie: 14.7364\n",
"[87]\tvalid_0's poisson: -105.862\tvalid_0's tweedie: 14.7341\n",
"[88]\tvalid_0's poisson: -105.919\tvalid_0's tweedie: 14.7317\n",
"[89]\tvalid_0's poisson: -105.974\tvalid_0's tweedie: 14.7296\n",
"[90]\tvalid_0's poisson: -106.027\tvalid_0's tweedie: 14.7274\n",
"[91]\tvalid_0's poisson: -106.081\tvalid_0's tweedie: 14.7252\n",
"[92]\tvalid_0's poisson: -106.134\tvalid_0's tweedie: 14.723\n",
"[93]\tvalid_0's poisson: -106.184\tvalid_0's tweedie: 14.7211\n",
"[94]\tvalid_0's poisson: -106.235\tvalid_0's tweedie: 14.7192\n",
"[95]\tvalid_0's poisson: -106.285\tvalid_0's tweedie: 14.7173\n",
"[96]\tvalid_0's poisson: -106.334\tvalid_0's tweedie: 14.7156\n",
"[97]\tvalid_0's poisson: -106.38\tvalid_0's tweedie: 14.7138\n",
"[98]\tvalid_0's poisson: -106.427\tvalid_0's tweedie: 14.712\n",
"[99]\tvalid_0's poisson: -106.473\tvalid_0's tweedie: 14.7103\n",
"[100]\tvalid_0's poisson: -106.52\tvalid_0's tweedie: 14.7087\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.9; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.288\tvalid_0's tweedie: 15.7818\n",
"[2]\tvalid_0's poisson: -89.3005\tvalid_0's tweedie: 15.7374\n",
"[3]\tvalid_0's poisson: -90.2021\tvalid_0's tweedie: 15.6954\n",
"[4]\tvalid_0's poisson: -91.0188\tvalid_0's tweedie: 15.6552\n",
"[5]\tvalid_0's poisson: -91.7594\tvalid_0's tweedie: 15.6168\n",
"[6]\tvalid_0's poisson: -92.4326\tvalid_0's tweedie: 15.5801\n",
"[7]\tvalid_0's poisson: -93.0457\tvalid_0's tweedie: 15.5452\n",
"[8]\tvalid_0's poisson: -93.6146\tvalid_0's tweedie: 15.5118\n",
"[9]\tvalid_0's poisson: -94.1356\tvalid_0's tweedie: 15.4801\n",
"[10]\tvalid_0's poisson: -94.6149\tvalid_0's tweedie: 15.4498\n",
"[11]\tvalid_0's poisson: -95.0625\tvalid_0's tweedie: 15.4208\n",
"[12]\tvalid_0's poisson: -95.4818\tvalid_0's tweedie: 15.3932\n",
"[13]\tvalid_0's poisson: -95.8728\tvalid_0's tweedie: 15.3668\n",
"[14]\tvalid_0's poisson: -96.2325\tvalid_0's tweedie: 15.3418\n",
"[15]\tvalid_0's poisson: -96.5723\tvalid_0's tweedie: 15.318\n",
"[16]\tvalid_0's poisson: -96.8988\tvalid_0's tweedie: 15.2948\n",
"[17]\tvalid_0's poisson: -97.2044\tvalid_0's tweedie: 15.2727\n",
"[18]\tvalid_0's poisson: -97.4924\tvalid_0's tweedie: 15.2518\n",
"[19]\tvalid_0's poisson: -97.7699\tvalid_0's tweedie: 15.2316\n",
"[20]\tvalid_0's poisson: -98.0348\tvalid_0's tweedie: 15.2122\n",
"[21]\tvalid_0's poisson: -98.2873\tvalid_0's tweedie: 15.1939\n",
"[22]\tvalid_0's poisson: -98.5333\tvalid_0's tweedie: 15.176\n",
"[23]\tvalid_0's poisson: -98.7661\tvalid_0's tweedie: 15.1588\n",
"[24]\tvalid_0's poisson: -98.9902\tvalid_0's tweedie: 15.1421\n",
"[25]\tvalid_0's poisson: -99.2037\tvalid_0's tweedie: 15.1263\n",
"[26]\tvalid_0's poisson: -99.4073\tvalid_0's tweedie: 15.1117\n",
"[27]\tvalid_0's poisson: -99.6063\tvalid_0's tweedie: 15.0971\n",
"[28]\tvalid_0's poisson: -99.7992\tvalid_0's tweedie: 15.0832\n",
"[29]\tvalid_0's poisson: -99.9834\tvalid_0's tweedie: 15.0698\n",
"[30]\tvalid_0's poisson: -100.162\tvalid_0's tweedie: 15.0568\n",
"[31]\tvalid_0's poisson: -100.333\tvalid_0's tweedie: 15.0447\n",
"[32]\tvalid_0's poisson: -100.504\tvalid_0's tweedie: 15.0327\n",
"[33]\tvalid_0's poisson: -100.669\tvalid_0's tweedie: 15.0214\n",
"[34]\tvalid_0's poisson: -100.829\tvalid_0's tweedie: 15.0104\n",
"[35]\tvalid_0's poisson: -100.982\tvalid_0's tweedie: 14.9998\n",
"[36]\tvalid_0's poisson: -101.135\tvalid_0's tweedie: 14.9894\n",
"[37]\tvalid_0's poisson: -101.279\tvalid_0's tweedie: 14.9798\n",
"[38]\tvalid_0's poisson: -101.418\tvalid_0's tweedie: 14.9702\n",
"[39]\tvalid_0's poisson: -101.558\tvalid_0's tweedie: 14.9613\n",
"[40]\tvalid_0's poisson: -101.698\tvalid_0's tweedie: 14.9521\n",
"[41]\tvalid_0's poisson: -101.836\tvalid_0's tweedie: 14.9433\n",
"[42]\tvalid_0's poisson: -101.968\tvalid_0's tweedie: 14.9346\n",
"[43]\tvalid_0's poisson: -102.098\tvalid_0's tweedie: 14.9264\n",
"[44]\tvalid_0's poisson: -102.224\tvalid_0's tweedie: 14.9185\n",
"[45]\tvalid_0's poisson: -102.349\tvalid_0's tweedie: 14.9108\n",
"[46]\tvalid_0's poisson: -102.47\tvalid_0's tweedie: 14.9033\n",
"[47]\tvalid_0's poisson: -102.587\tvalid_0's tweedie: 14.8962\n",
"[48]\tvalid_0's poisson: -102.703\tvalid_0's tweedie: 14.8892\n",
"[49]\tvalid_0's poisson: -102.816\tvalid_0's tweedie: 14.8826\n",
"[50]\tvalid_0's poisson: -102.927\tvalid_0's tweedie: 14.876\n",
"[51]\tvalid_0's poisson: -103.034\tvalid_0's tweedie: 14.8698\n",
"[52]\tvalid_0's poisson: -103.14\tvalid_0's tweedie: 14.8638\n",
"[53]\tvalid_0's poisson: -103.244\tvalid_0's tweedie: 14.858\n",
"[54]\tvalid_0's poisson: -103.347\tvalid_0's tweedie: 14.8523\n",
"[55]\tvalid_0's poisson: -103.449\tvalid_0's tweedie: 14.8467\n",
"[56]\tvalid_0's poisson: -103.546\tvalid_0's tweedie: 14.8414\n",
"[57]\tvalid_0's poisson: -103.641\tvalid_0's tweedie: 14.8363\n",
"[58]\tvalid_0's poisson: -103.738\tvalid_0's tweedie: 14.8312\n",
"[59]\tvalid_0's poisson: -103.832\tvalid_0's tweedie: 14.8261\n",
"[60]\tvalid_0's poisson: -103.924\tvalid_0's tweedie: 14.8214\n",
"[61]\tvalid_0's poisson: -104.015\tvalid_0's tweedie: 14.8167\n",
"[62]\tvalid_0's poisson: -104.104\tvalid_0's tweedie: 14.8122\n",
"[63]\tvalid_0's poisson: -104.191\tvalid_0's tweedie: 14.8079\n",
"[64]\tvalid_0's poisson: -104.277\tvalid_0's tweedie: 14.8036\n",
"[65]\tvalid_0's poisson: -104.36\tvalid_0's tweedie: 14.7996\n",
"[66]\tvalid_0's poisson: -104.442\tvalid_0's tweedie: 14.7956\n",
"[67]\tvalid_0's poisson: -104.522\tvalid_0's tweedie: 14.7917\n",
"[68]\tvalid_0's poisson: -104.601\tvalid_0's tweedie: 14.7881\n",
"[69]\tvalid_0's poisson: -104.679\tvalid_0's tweedie: 14.7845\n",
"[70]\tvalid_0's poisson: -104.756\tvalid_0's tweedie: 14.7808\n",
"[71]\tvalid_0's poisson: -104.834\tvalid_0's tweedie: 14.7773\n",
"[72]\tvalid_0's poisson: -104.907\tvalid_0's tweedie: 14.774\n",
"[73]\tvalid_0's poisson: -104.981\tvalid_0's tweedie: 14.7708\n",
"[74]\tvalid_0's poisson: -105.054\tvalid_0's tweedie: 14.7676\n",
"[75]\tvalid_0's poisson: -105.124\tvalid_0's tweedie: 14.7645\n",
"[76]\tvalid_0's poisson: -105.194\tvalid_0's tweedie: 14.7616\n",
"[77]\tvalid_0's poisson: -105.263\tvalid_0's tweedie: 14.7585\n",
"[78]\tvalid_0's poisson: -105.329\tvalid_0's tweedie: 14.7558\n",
"[79]\tvalid_0's poisson: -105.394\tvalid_0's tweedie: 14.7531\n",
"[80]\tvalid_0's poisson: -105.458\tvalid_0's tweedie: 14.7505\n",
"[81]\tvalid_0's poisson: -105.52\tvalid_0's tweedie: 14.748\n",
"[82]\tvalid_0's poisson: -105.581\tvalid_0's tweedie: 14.7454\n",
"[83]\tvalid_0's poisson: -105.642\tvalid_0's tweedie: 14.7428\n",
"[84]\tvalid_0's poisson: -105.701\tvalid_0's tweedie: 14.7404\n",
"[85]\tvalid_0's poisson: -105.761\tvalid_0's tweedie: 14.7381\n",
"[86]\tvalid_0's poisson: -105.819\tvalid_0's tweedie: 14.7357\n",
"[87]\tvalid_0's poisson: -105.875\tvalid_0's tweedie: 14.7336\n",
"[88]\tvalid_0's poisson: -105.931\tvalid_0's tweedie: 14.7316\n",
"[89]\tvalid_0's poisson: -105.987\tvalid_0's tweedie: 14.7295\n",
"[90]\tvalid_0's poisson: -106.038\tvalid_0's tweedie: 14.7274\n",
"[91]\tvalid_0's poisson: -106.091\tvalid_0's tweedie: 14.7255\n",
"[92]\tvalid_0's poisson: -106.145\tvalid_0's tweedie: 14.7235\n",
"[93]\tvalid_0's poisson: -106.195\tvalid_0's tweedie: 14.7216\n",
"[94]\tvalid_0's poisson: -106.246\tvalid_0's tweedie: 14.7198\n",
"[95]\tvalid_0's poisson: -106.291\tvalid_0's tweedie: 14.718\n",
"[96]\tvalid_0's poisson: -106.34\tvalid_0's tweedie: 14.7159\n",
"[97]\tvalid_0's poisson: -106.388\tvalid_0's tweedie: 14.7141\n",
"[98]\tvalid_0's poisson: -106.434\tvalid_0's tweedie: 14.7123\n",
"[99]\tvalid_0's poisson: -106.478\tvalid_0's tweedie: 14.7108\n",
"[100]\tvalid_0's poisson: -106.525\tvalid_0's tweedie: 14.7091\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.9; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.3009\tvalid_0's tweedie: 15.7814\n",
"[2]\tvalid_0's poisson: -89.312\tvalid_0's tweedie: 15.737\n",
"[3]\tvalid_0's poisson: -90.2178\tvalid_0's tweedie: 15.6948\n",
"[4]\tvalid_0's poisson: -91.0389\tvalid_0's tweedie: 15.6543\n",
"[5]\tvalid_0's poisson: -91.7776\tvalid_0's tweedie: 15.616\n",
"[6]\tvalid_0's poisson: -92.4428\tvalid_0's tweedie: 15.5799\n",
"[7]\tvalid_0's poisson: -93.0624\tvalid_0's tweedie: 15.5448\n",
"[8]\tvalid_0's poisson: -93.6255\tvalid_0's tweedie: 15.5116\n",
"[9]\tvalid_0's poisson: -94.1522\tvalid_0's tweedie: 15.4796\n",
"[10]\tvalid_0's poisson: -94.6373\tvalid_0's tweedie: 15.449\n",
"[11]\tvalid_0's poisson: -95.0842\tvalid_0's tweedie: 15.4201\n",
"[12]\tvalid_0's poisson: -95.5035\tvalid_0's tweedie: 15.3922\n",
"[13]\tvalid_0's poisson: -95.8929\tvalid_0's tweedie: 15.3658\n",
"[14]\tvalid_0's poisson: -96.2559\tvalid_0's tweedie: 15.3406\n",
"[15]\tvalid_0's poisson: -96.5986\tvalid_0's tweedie: 15.3165\n",
"[16]\tvalid_0's poisson: -96.9265\tvalid_0's tweedie: 15.2932\n",
"[17]\tvalid_0's poisson: -97.2326\tvalid_0's tweedie: 15.2709\n",
"[18]\tvalid_0's poisson: -97.5231\tvalid_0's tweedie: 15.2497\n",
"[19]\tvalid_0's poisson: -97.7971\tvalid_0's tweedie: 15.2297\n",
"[20]\tvalid_0's poisson: -98.0568\tvalid_0's tweedie: 15.2106\n",
"[21]\tvalid_0's poisson: -98.3063\tvalid_0's tweedie: 15.1924\n",
"[22]\tvalid_0's poisson: -98.5472\tvalid_0's tweedie: 15.1745\n",
"[23]\tvalid_0's poisson: -98.7786\tvalid_0's tweedie: 15.1578\n",
"[24]\tvalid_0's poisson: -99.003\tvalid_0's tweedie: 15.1413\n",
"[25]\tvalid_0's poisson: -99.2178\tvalid_0's tweedie: 15.1253\n",
"[26]\tvalid_0's poisson: -99.4271\tvalid_0's tweedie: 15.1102\n",
"[27]\tvalid_0's poisson: -99.6296\tvalid_0's tweedie: 15.0953\n",
"[28]\tvalid_0's poisson: -99.8194\tvalid_0's tweedie: 15.0815\n",
"[29]\tvalid_0's poisson: -100.006\tvalid_0's tweedie: 15.068\n",
"[30]\tvalid_0's poisson: -100.189\tvalid_0's tweedie: 15.0548\n",
"[31]\tvalid_0's poisson: -100.362\tvalid_0's tweedie: 15.0424\n",
"[32]\tvalid_0's poisson: -100.528\tvalid_0's tweedie: 15.0308\n",
"[33]\tvalid_0's poisson: -100.688\tvalid_0's tweedie: 15.0193\n",
"[34]\tvalid_0's poisson: -100.846\tvalid_0's tweedie: 15.0083\n",
"[35]\tvalid_0's poisson: -101\tvalid_0's tweedie: 14.9975\n",
"[36]\tvalid_0's poisson: -101.15\tvalid_0's tweedie: 14.9872\n",
"[37]\tvalid_0's poisson: -101.301\tvalid_0's tweedie: 14.9769\n",
"[38]\tvalid_0's poisson: -101.448\tvalid_0's tweedie: 14.967\n",
"[39]\tvalid_0's poisson: -101.591\tvalid_0's tweedie: 14.9575\n",
"[40]\tvalid_0's poisson: -101.731\tvalid_0's tweedie: 14.9482\n",
"[41]\tvalid_0's poisson: -101.866\tvalid_0's tweedie: 14.9394\n",
"[42]\tvalid_0's poisson: -101.998\tvalid_0's tweedie: 14.9309\n",
"[43]\tvalid_0's poisson: -102.128\tvalid_0's tweedie: 14.9227\n",
"[44]\tvalid_0's poisson: -102.254\tvalid_0's tweedie: 14.9146\n",
"[45]\tvalid_0's poisson: -102.378\tvalid_0's tweedie: 14.907\n",
"[46]\tvalid_0's poisson: -102.5\tvalid_0's tweedie: 14.8996\n",
"[47]\tvalid_0's poisson: -102.615\tvalid_0's tweedie: 14.8924\n",
"[48]\tvalid_0's poisson: -102.73\tvalid_0's tweedie: 14.8855\n",
"[49]\tvalid_0's poisson: -102.843\tvalid_0's tweedie: 14.8789\n",
"[50]\tvalid_0's poisson: -102.954\tvalid_0's tweedie: 14.8722\n",
"[51]\tvalid_0's poisson: -103.062\tvalid_0's tweedie: 14.8661\n",
"[52]\tvalid_0's poisson: -103.168\tvalid_0's tweedie: 14.86\n",
"[53]\tvalid_0's poisson: -103.274\tvalid_0's tweedie: 14.8541\n",
"[54]\tvalid_0's poisson: -103.375\tvalid_0's tweedie: 14.8485\n",
"[55]\tvalid_0's poisson: -103.474\tvalid_0's tweedie: 14.8431\n",
"[56]\tvalid_0's poisson: -103.571\tvalid_0's tweedie: 14.8377\n",
"[57]\tvalid_0's poisson: -103.667\tvalid_0's tweedie: 14.8326\n",
"[58]\tvalid_0's poisson: -103.762\tvalid_0's tweedie: 14.8277\n",
"[59]\tvalid_0's poisson: -103.854\tvalid_0's tweedie: 14.8229\n",
"[60]\tvalid_0's poisson: -103.948\tvalid_0's tweedie: 14.8182\n",
"[61]\tvalid_0's poisson: -104.032\tvalid_0's tweedie: 14.8136\n",
"[62]\tvalid_0's poisson: -104.122\tvalid_0's tweedie: 14.809\n",
"[63]\tvalid_0's poisson: -104.21\tvalid_0's tweedie: 14.8047\n",
"[64]\tvalid_0's poisson: -104.297\tvalid_0's tweedie: 14.8004\n",
"[65]\tvalid_0's poisson: -104.383\tvalid_0's tweedie: 14.7962\n",
"[66]\tvalid_0's poisson: -104.466\tvalid_0's tweedie: 14.7922\n",
"[67]\tvalid_0's poisson: -104.545\tvalid_0's tweedie: 14.7883\n",
"[68]\tvalid_0's poisson: -104.622\tvalid_0's tweedie: 14.7846\n",
"[69]\tvalid_0's poisson: -104.702\tvalid_0's tweedie: 14.781\n",
"[70]\tvalid_0's poisson: -104.777\tvalid_0's tweedie: 14.7775\n",
"[71]\tvalid_0's poisson: -104.851\tvalid_0's tweedie: 14.7741\n",
"[72]\tvalid_0's poisson: -104.925\tvalid_0's tweedie: 14.7708\n",
"[73]\tvalid_0's poisson: -104.999\tvalid_0's tweedie: 14.7675\n",
"[74]\tvalid_0's poisson: -105.071\tvalid_0's tweedie: 14.7644\n",
"[75]\tvalid_0's poisson: -105.142\tvalid_0's tweedie: 14.7613\n",
"[76]\tvalid_0's poisson: -105.212\tvalid_0's tweedie: 14.7582\n",
"[77]\tvalid_0's poisson: -105.279\tvalid_0's tweedie: 14.7553\n",
"[78]\tvalid_0's poisson: -105.347\tvalid_0's tweedie: 14.7525\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[79]\tvalid_0's poisson: -105.414\tvalid_0's tweedie: 14.7496\n",
"[80]\tvalid_0's poisson: -105.478\tvalid_0's tweedie: 14.7469\n",
"[81]\tvalid_0's poisson: -105.542\tvalid_0's tweedie: 14.7444\n",
"[82]\tvalid_0's poisson: -105.605\tvalid_0's tweedie: 14.7417\n",
"[83]\tvalid_0's poisson: -105.668\tvalid_0's tweedie: 14.7392\n",
"[84]\tvalid_0's poisson: -105.728\tvalid_0's tweedie: 14.7367\n",
"[85]\tvalid_0's poisson: -105.787\tvalid_0's tweedie: 14.7344\n",
"[86]\tvalid_0's poisson: -105.845\tvalid_0's tweedie: 14.7321\n",
"[87]\tvalid_0's poisson: -105.902\tvalid_0's tweedie: 14.7299\n",
"[88]\tvalid_0's poisson: -105.958\tvalid_0's tweedie: 14.7276\n",
"[89]\tvalid_0's poisson: -106.014\tvalid_0's tweedie: 14.7254\n",
"[90]\tvalid_0's poisson: -106.069\tvalid_0's tweedie: 14.7233\n",
"[91]\tvalid_0's poisson: -106.121\tvalid_0's tweedie: 14.7212\n",
"[92]\tvalid_0's poisson: -106.173\tvalid_0's tweedie: 14.7192\n",
"[93]\tvalid_0's poisson: -106.224\tvalid_0's tweedie: 14.7173\n",
"[94]\tvalid_0's poisson: -106.274\tvalid_0's tweedie: 14.7155\n",
"[95]\tvalid_0's poisson: -106.322\tvalid_0's tweedie: 14.7135\n",
"[96]\tvalid_0's poisson: -106.37\tvalid_0's tweedie: 14.7116\n",
"[97]\tvalid_0's poisson: -106.417\tvalid_0's tweedie: 14.7098\n",
"[98]\tvalid_0's poisson: -106.465\tvalid_0's tweedie: 14.7081\n",
"[99]\tvalid_0's poisson: -106.511\tvalid_0's tweedie: 14.7064\n",
"[100]\tvalid_0's poisson: -106.555\tvalid_0's tweedie: 14.7048\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.9; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.302\tvalid_0's tweedie: 15.7812\n",
"[2]\tvalid_0's poisson: -89.3082\tvalid_0's tweedie: 15.7369\n",
"[3]\tvalid_0's poisson: -90.2093\tvalid_0's tweedie: 15.6949\n",
"[4]\tvalid_0's poisson: -91.0234\tvalid_0's tweedie: 15.6548\n",
"[5]\tvalid_0's poisson: -91.7586\tvalid_0's tweedie: 15.6167\n",
"[6]\tvalid_0's poisson: -92.425\tvalid_0's tweedie: 15.5805\n",
"[7]\tvalid_0's poisson: -93.0398\tvalid_0's tweedie: 15.5457\n",
"[8]\tvalid_0's poisson: -93.5934\tvalid_0's tweedie: 15.5131\n",
"[9]\tvalid_0's poisson: -94.109\tvalid_0's tweedie: 15.4817\n",
"[10]\tvalid_0's poisson: -94.5958\tvalid_0's tweedie: 15.4509\n",
"[11]\tvalid_0's poisson: -95.0425\tvalid_0's tweedie: 15.4217\n",
"[12]\tvalid_0's poisson: -95.4594\tvalid_0's tweedie: 15.3941\n",
"[13]\tvalid_0's poisson: -95.85\tvalid_0's tweedie: 15.3675\n",
"[14]\tvalid_0's poisson: -96.2142\tvalid_0's tweedie: 15.3421\n",
"[15]\tvalid_0's poisson: -96.5577\tvalid_0's tweedie: 15.318\n",
"[16]\tvalid_0's poisson: -96.8802\tvalid_0's tweedie: 15.2947\n",
"[17]\tvalid_0's poisson: -97.1865\tvalid_0's tweedie: 15.2724\n",
"[18]\tvalid_0's poisson: -97.4761\tvalid_0's tweedie: 15.2511\n",
"[19]\tvalid_0's poisson: -97.7494\tvalid_0's tweedie: 15.2307\n",
"[20]\tvalid_0's poisson: -98.0094\tvalid_0's tweedie: 15.2112\n",
"[21]\tvalid_0's poisson: -98.2602\tvalid_0's tweedie: 15.1927\n",
"[22]\tvalid_0's poisson: -98.5016\tvalid_0's tweedie: 15.1746\n",
"[23]\tvalid_0's poisson: -98.7336\tvalid_0's tweedie: 15.1573\n",
"[24]\tvalid_0's poisson: -98.9525\tvalid_0's tweedie: 15.1411\n",
"[25]\tvalid_0's poisson: -99.1648\tvalid_0's tweedie: 15.1256\n",
"[26]\tvalid_0's poisson: -99.3737\tvalid_0's tweedie: 15.1102\n",
"[27]\tvalid_0's poisson: -99.5732\tvalid_0's tweedie: 15.0956\n",
"[28]\tvalid_0's poisson: -99.7655\tvalid_0's tweedie: 15.0815\n",
"[29]\tvalid_0's poisson: -99.954\tvalid_0's tweedie: 15.0681\n",
"[30]\tvalid_0's poisson: -100.135\tvalid_0's tweedie: 15.0554\n",
"[31]\tvalid_0's poisson: -100.309\tvalid_0's tweedie: 15.0427\n",
"[32]\tvalid_0's poisson: -100.48\tvalid_0's tweedie: 15.0308\n",
"[33]\tvalid_0's poisson: -100.645\tvalid_0's tweedie: 15.0192\n",
"[34]\tvalid_0's poisson: -100.803\tvalid_0's tweedie: 15.0082\n",
"[35]\tvalid_0's poisson: -100.961\tvalid_0's tweedie: 14.9974\n",
"[36]\tvalid_0's poisson: -101.11\tvalid_0's tweedie: 14.9871\n",
"[37]\tvalid_0's poisson: -101.263\tvalid_0's tweedie: 14.9767\n",
"[38]\tvalid_0's poisson: -101.41\tvalid_0's tweedie: 14.9668\n",
"[39]\tvalid_0's poisson: -101.554\tvalid_0's tweedie: 14.9573\n",
"[40]\tvalid_0's poisson: -101.694\tvalid_0's tweedie: 14.9481\n",
"[41]\tvalid_0's poisson: -101.83\tvalid_0's tweedie: 14.9394\n",
"[42]\tvalid_0's poisson: -101.961\tvalid_0's tweedie: 14.931\n",
"[43]\tvalid_0's poisson: -102.089\tvalid_0's tweedie: 14.9228\n",
"[44]\tvalid_0's poisson: -102.215\tvalid_0's tweedie: 14.9149\n",
"[45]\tvalid_0's poisson: -102.339\tvalid_0's tweedie: 14.9071\n",
"[46]\tvalid_0's poisson: -102.463\tvalid_0's tweedie: 14.8997\n",
"[47]\tvalid_0's poisson: -102.581\tvalid_0's tweedie: 14.8926\n",
"[48]\tvalid_0's poisson: -102.693\tvalid_0's tweedie: 14.8859\n",
"[49]\tvalid_0's poisson: -102.808\tvalid_0's tweedie: 14.8792\n",
"[50]\tvalid_0's poisson: -102.918\tvalid_0's tweedie: 14.8727\n",
"[51]\tvalid_0's poisson: -103.027\tvalid_0's tweedie: 14.8665\n",
"[52]\tvalid_0's poisson: -103.133\tvalid_0's tweedie: 14.8605\n",
"[53]\tvalid_0's poisson: -103.237\tvalid_0's tweedie: 14.8544\n",
"[54]\tvalid_0's poisson: -103.345\tvalid_0's tweedie: 14.8484\n",
"[55]\tvalid_0's poisson: -103.447\tvalid_0's tweedie: 14.8429\n",
"[56]\tvalid_0's poisson: -103.544\tvalid_0's tweedie: 14.8376\n",
"[57]\tvalid_0's poisson: -103.642\tvalid_0's tweedie: 14.8324\n",
"[58]\tvalid_0's poisson: -103.738\tvalid_0's tweedie: 14.8273\n",
"[59]\tvalid_0's poisson: -103.835\tvalid_0's tweedie: 14.8224\n",
"[60]\tvalid_0's poisson: -103.923\tvalid_0's tweedie: 14.8176\n",
"[61]\tvalid_0's poisson: -104.015\tvalid_0's tweedie: 14.813\n",
"[62]\tvalid_0's poisson: -104.106\tvalid_0's tweedie: 14.8085\n",
"[63]\tvalid_0's poisson: -104.194\tvalid_0's tweedie: 14.8042\n",
"[64]\tvalid_0's poisson: -104.282\tvalid_0's tweedie: 14.7999\n",
"[65]\tvalid_0's poisson: -104.368\tvalid_0's tweedie: 14.7957\n",
"[66]\tvalid_0's poisson: -104.452\tvalid_0's tweedie: 14.7918\n",
"[67]\tvalid_0's poisson: -104.534\tvalid_0's tweedie: 14.7878\n",
"[68]\tvalid_0's poisson: -104.615\tvalid_0's tweedie: 14.784\n",
"[69]\tvalid_0's poisson: -104.692\tvalid_0's tweedie: 14.7804\n",
"[70]\tvalid_0's poisson: -104.771\tvalid_0's tweedie: 14.7767\n",
"[71]\tvalid_0's poisson: -104.846\tvalid_0's tweedie: 14.7733\n",
"[72]\tvalid_0's poisson: -104.921\tvalid_0's tweedie: 14.7699\n",
"[73]\tvalid_0's poisson: -104.992\tvalid_0's tweedie: 14.7668\n",
"[74]\tvalid_0's poisson: -105.066\tvalid_0's tweedie: 14.7636\n",
"[75]\tvalid_0's poisson: -105.136\tvalid_0's tweedie: 14.7603\n",
"[76]\tvalid_0's poisson: -105.205\tvalid_0's tweedie: 14.7574\n",
"[77]\tvalid_0's poisson: -105.274\tvalid_0's tweedie: 14.7544\n",
"[78]\tvalid_0's poisson: -105.34\tvalid_0's tweedie: 14.7515\n",
"[79]\tvalid_0's poisson: -105.407\tvalid_0's tweedie: 14.7487\n",
"[80]\tvalid_0's poisson: -105.471\tvalid_0's tweedie: 14.7461\n",
"[81]\tvalid_0's poisson: -105.533\tvalid_0's tweedie: 14.7435\n",
"[82]\tvalid_0's poisson: -105.595\tvalid_0's tweedie: 14.741\n",
"[83]\tvalid_0's poisson: -105.656\tvalid_0's tweedie: 14.7386\n",
"[84]\tvalid_0's poisson: -105.717\tvalid_0's tweedie: 14.7361\n",
"[85]\tvalid_0's poisson: -105.775\tvalid_0's tweedie: 14.7337\n",
"[86]\tvalid_0's poisson: -105.833\tvalid_0's tweedie: 14.7313\n",
"[87]\tvalid_0's poisson: -105.891\tvalid_0's tweedie: 14.7291\n",
"[88]\tvalid_0's poisson: -105.947\tvalid_0's tweedie: 14.7269\n",
"[89]\tvalid_0's poisson: -106.002\tvalid_0's tweedie: 14.7247\n",
"[90]\tvalid_0's poisson: -106.055\tvalid_0's tweedie: 14.7227\n",
"[91]\tvalid_0's poisson: -106.108\tvalid_0's tweedie: 14.7206\n",
"[92]\tvalid_0's poisson: -106.16\tvalid_0's tweedie: 14.7187\n",
"[93]\tvalid_0's poisson: -106.211\tvalid_0's tweedie: 14.7168\n",
"[94]\tvalid_0's poisson: -106.261\tvalid_0's tweedie: 14.7149\n",
"[95]\tvalid_0's poisson: -106.309\tvalid_0's tweedie: 14.7131\n",
"[96]\tvalid_0's poisson: -106.358\tvalid_0's tweedie: 14.7113\n",
"[97]\tvalid_0's poisson: -106.405\tvalid_0's tweedie: 14.7096\n",
"[98]\tvalid_0's poisson: -106.451\tvalid_0's tweedie: 14.7078\n",
"[99]\tvalid_0's poisson: -106.496\tvalid_0's tweedie: 14.7062\n",
"[100]\tvalid_0's poisson: -106.543\tvalid_0's tweedie: 14.7045\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.9; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -88.293\tvalid_0's tweedie: 15.7819\n",
"[2]\tvalid_0's poisson: -89.2968\tvalid_0's tweedie: 15.7381\n",
"[3]\tvalid_0's poisson: -90.2008\tvalid_0's tweedie: 15.6963\n",
"[4]\tvalid_0's poisson: -91.015\tvalid_0's tweedie: 15.6564\n",
"[5]\tvalid_0's poisson: -91.7514\tvalid_0's tweedie: 15.6186\n",
"[6]\tvalid_0's poisson: -92.4249\tvalid_0's tweedie: 15.5822\n",
"[7]\tvalid_0's poisson: -93.0403\tvalid_0's tweedie: 15.5478\n",
"[8]\tvalid_0's poisson: -93.6009\tvalid_0's tweedie: 15.5149\n",
"[9]\tvalid_0's poisson: -94.126\tvalid_0's tweedie: 15.4832\n",
"[10]\tvalid_0's poisson: -94.6207\tvalid_0's tweedie: 15.4524\n",
"[11]\tvalid_0's poisson: -95.0671\tvalid_0's tweedie: 15.4236\n",
"[12]\tvalid_0's poisson: -95.4851\tvalid_0's tweedie: 15.3961\n",
"[13]\tvalid_0's poisson: -95.8832\tvalid_0's tweedie: 15.3697\n",
"[14]\tvalid_0's poisson: -96.2515\tvalid_0's tweedie: 15.3444\n",
"[15]\tvalid_0's poisson: -96.6006\tvalid_0's tweedie: 15.3198\n",
"[16]\tvalid_0's poisson: -96.9254\tvalid_0's tweedie: 15.2965\n",
"[17]\tvalid_0's poisson: -97.231\tvalid_0's tweedie: 15.2744\n",
"[18]\tvalid_0's poisson: -97.5173\tvalid_0's tweedie: 15.2536\n",
"[19]\tvalid_0's poisson: -97.7953\tvalid_0's tweedie: 15.233\n",
"[20]\tvalid_0's poisson: -98.0585\tvalid_0's tweedie: 15.2135\n",
"[21]\tvalid_0's poisson: -98.3121\tvalid_0's tweedie: 15.195\n",
"[22]\tvalid_0's poisson: -98.5549\tvalid_0's tweedie: 15.1768\n",
"[23]\tvalid_0's poisson: -98.7858\tvalid_0's tweedie: 15.1597\n",
"[24]\tvalid_0's poisson: -99.0135\tvalid_0's tweedie: 15.1429\n",
"[25]\tvalid_0's poisson: -99.2293\tvalid_0's tweedie: 15.1273\n",
"[26]\tvalid_0's poisson: -99.4372\tvalid_0's tweedie: 15.1118\n",
"[27]\tvalid_0's poisson: -99.6374\tvalid_0's tweedie: 15.097\n",
"[28]\tvalid_0's poisson: -99.8338\tvalid_0's tweedie: 15.083\n",
"[29]\tvalid_0's poisson: -100.017\tvalid_0's tweedie: 15.0695\n",
"[30]\tvalid_0's poisson: -100.196\tvalid_0's tweedie: 15.0564\n",
"[31]\tvalid_0's poisson: -100.37\tvalid_0's tweedie: 15.0439\n",
"[32]\tvalid_0's poisson: -100.539\tvalid_0's tweedie: 15.0321\n",
"[33]\tvalid_0's poisson: -100.701\tvalid_0's tweedie: 15.0209\n",
"[34]\tvalid_0's poisson: -100.866\tvalid_0's tweedie: 15.0094\n",
"[35]\tvalid_0's poisson: -101.024\tvalid_0's tweedie: 14.9984\n",
"[36]\tvalid_0's poisson: -101.179\tvalid_0's tweedie: 14.9877\n",
"[37]\tvalid_0's poisson: -101.328\tvalid_0's tweedie: 14.9776\n",
"[38]\tvalid_0's poisson: -101.473\tvalid_0's tweedie: 14.9679\n",
"[39]\tvalid_0's poisson: -101.613\tvalid_0's tweedie: 14.9584\n",
"[40]\tvalid_0's poisson: -101.752\tvalid_0's tweedie: 14.9494\n",
"[41]\tvalid_0's poisson: -101.886\tvalid_0's tweedie: 14.9407\n",
"[42]\tvalid_0's poisson: -102.016\tvalid_0's tweedie: 14.9323\n",
"[43]\tvalid_0's poisson: -102.146\tvalid_0's tweedie: 14.9242\n",
"[44]\tvalid_0's poisson: -102.271\tvalid_0's tweedie: 14.9161\n",
"[45]\tvalid_0's poisson: -102.394\tvalid_0's tweedie: 14.9086\n",
"[46]\tvalid_0's poisson: -102.512\tvalid_0's tweedie: 14.9012\n",
"[47]\tvalid_0's poisson: -102.631\tvalid_0's tweedie: 14.8941\n",
"[48]\tvalid_0's poisson: -102.745\tvalid_0's tweedie: 14.8874\n",
"[49]\tvalid_0's poisson: -102.858\tvalid_0's tweedie: 14.8808\n",
"[50]\tvalid_0's poisson: -102.968\tvalid_0's tweedie: 14.8743\n",
"[51]\tvalid_0's poisson: -103.077\tvalid_0's tweedie: 14.868\n",
"[52]\tvalid_0's poisson: -103.181\tvalid_0's tweedie: 14.8621\n",
"[53]\tvalid_0's poisson: -103.285\tvalid_0's tweedie: 14.8561\n",
"[54]\tvalid_0's poisson: -103.389\tvalid_0's tweedie: 14.8504\n",
"[55]\tvalid_0's poisson: -103.487\tvalid_0's tweedie: 14.845\n",
"[56]\tvalid_0's poisson: -103.587\tvalid_0's tweedie: 14.8394\n",
"[57]\tvalid_0's poisson: -103.683\tvalid_0's tweedie: 14.8343\n",
"[58]\tvalid_0's poisson: -103.777\tvalid_0's tweedie: 14.8293\n",
"[59]\tvalid_0's poisson: -103.869\tvalid_0's tweedie: 14.8244\n",
"[60]\tvalid_0's poisson: -103.96\tvalid_0's tweedie: 14.8199\n",
"[61]\tvalid_0's poisson: -104.048\tvalid_0's tweedie: 14.8154\n",
"[62]\tvalid_0's poisson: -104.136\tvalid_0's tweedie: 14.8111\n",
"[63]\tvalid_0's poisson: -104.22\tvalid_0's tweedie: 14.8069\n",
"[64]\tvalid_0's poisson: -104.305\tvalid_0's tweedie: 14.8027\n",
"[65]\tvalid_0's poisson: -104.388\tvalid_0's tweedie: 14.7988\n",
"[66]\tvalid_0's poisson: -104.47\tvalid_0's tweedie: 14.7949\n",
"[67]\tvalid_0's poisson: -104.553\tvalid_0's tweedie: 14.7911\n",
"[68]\tvalid_0's poisson: -104.63\tvalid_0's tweedie: 14.7876\n",
"[69]\tvalid_0's poisson: -104.707\tvalid_0's tweedie: 14.7841\n",
"[70]\tvalid_0's poisson: -104.785\tvalid_0's tweedie: 14.7806\n",
"[71]\tvalid_0's poisson: -104.862\tvalid_0's tweedie: 14.7773\n",
"[72]\tvalid_0's poisson: -104.936\tvalid_0's tweedie: 14.774\n",
"[73]\tvalid_0's poisson: -105.011\tvalid_0's tweedie: 14.7708\n",
"[74]\tvalid_0's poisson: -105.082\tvalid_0's tweedie: 14.7676\n",
"[75]\tvalid_0's poisson: -105.151\tvalid_0's tweedie: 14.7645\n",
"[76]\tvalid_0's poisson: -105.219\tvalid_0's tweedie: 14.7615\n",
"[77]\tvalid_0's poisson: -105.287\tvalid_0's tweedie: 14.7587\n",
"[78]\tvalid_0's poisson: -105.352\tvalid_0's tweedie: 14.7558\n",
"[79]\tvalid_0's poisson: -105.419\tvalid_0's tweedie: 14.753\n",
"[80]\tvalid_0's poisson: -105.482\tvalid_0's tweedie: 14.7503\n",
"[81]\tvalid_0's poisson: -105.545\tvalid_0's tweedie: 14.7475\n",
"[82]\tvalid_0's poisson: -105.608\tvalid_0's tweedie: 14.745\n",
"[83]\tvalid_0's poisson: -105.668\tvalid_0's tweedie: 14.7425\n",
"[84]\tvalid_0's poisson: -105.729\tvalid_0's tweedie: 14.7401\n",
"[85]\tvalid_0's poisson: -105.787\tvalid_0's tweedie: 14.7378\n",
"[86]\tvalid_0's poisson: -105.844\tvalid_0's tweedie: 14.7354\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[87]\tvalid_0's poisson: -105.901\tvalid_0's tweedie: 14.7332\n",
"[88]\tvalid_0's poisson: -105.957\tvalid_0's tweedie: 14.7311\n",
"[89]\tvalid_0's poisson: -106.009\tvalid_0's tweedie: 14.7292\n",
"[90]\tvalid_0's poisson: -106.062\tvalid_0's tweedie: 14.7272\n",
"[91]\tvalid_0's poisson: -106.115\tvalid_0's tweedie: 14.7252\n",
"[92]\tvalid_0's poisson: -106.163\tvalid_0's tweedie: 14.7235\n",
"[93]\tvalid_0's poisson: -106.214\tvalid_0's tweedie: 14.7214\n",
"[94]\tvalid_0's poisson: -106.264\tvalid_0's tweedie: 14.7196\n",
"[95]\tvalid_0's poisson: -106.313\tvalid_0's tweedie: 14.7176\n",
"[96]\tvalid_0's poisson: -106.358\tvalid_0's tweedie: 14.7159\n",
"[97]\tvalid_0's poisson: -106.405\tvalid_0's tweedie: 14.7142\n",
"[98]\tvalid_0's poisson: -106.451\tvalid_0's tweedie: 14.7126\n",
"[99]\tvalid_0's poisson: -106.496\tvalid_0's tweedie: 14.711\n",
"[100]\tvalid_0's poisson: -106.541\tvalid_0's tweedie: 14.7096\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.9; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -93.495\tvalid_0's tweedie: 54.5014\n",
"[2]\tvalid_0's poisson: -97.5056\tvalid_0's tweedie: 53.1137\n",
"[3]\tvalid_0's poisson: -100.242\tvalid_0's tweedie: 52.1448\n",
"[4]\tvalid_0's poisson: -102.255\tvalid_0's tweedie: 51.4101\n",
"[5]\tvalid_0's poisson: -103.558\tvalid_0's tweedie: 50.9282\n",
"[6]\tvalid_0's poisson: -104.538\tvalid_0's tweedie: 50.5481\n",
"[7]\tvalid_0's poisson: -105.494\tvalid_0's tweedie: 50.2161\n",
"[8]\tvalid_0's poisson: -106.082\tvalid_0's tweedie: 50.0029\n",
"[9]\tvalid_0's poisson: -106.56\tvalid_0's tweedie: 49.8308\n",
"[10]\tvalid_0's poisson: -106.909\tvalid_0's tweedie: 49.6985\n",
"[11]\tvalid_0's poisson: -107.154\tvalid_0's tweedie: 49.6037\n",
"[12]\tvalid_0's poisson: -107.414\tvalid_0's tweedie: 49.5115\n",
"[13]\tvalid_0's poisson: -107.608\tvalid_0's tweedie: 49.4436\n",
"[14]\tvalid_0's poisson: -107.797\tvalid_0's tweedie: 49.3627\n",
"[15]\tvalid_0's poisson: -107.906\tvalid_0's tweedie: 49.3178\n",
"[16]\tvalid_0's poisson: -108.056\tvalid_0's tweedie: 49.2696\n",
"[17]\tvalid_0's poisson: -108.132\tvalid_0's tweedie: 49.2297\n",
"[18]\tvalid_0's poisson: -108.212\tvalid_0's tweedie: 49.1998\n",
"[19]\tvalid_0's poisson: -108.274\tvalid_0's tweedie: 49.1786\n",
"[20]\tvalid_0's poisson: -108.325\tvalid_0's tweedie: 49.1623\n",
"[21]\tvalid_0's poisson: -108.387\tvalid_0's tweedie: 49.1414\n",
"[22]\tvalid_0's poisson: -108.434\tvalid_0's tweedie: 49.1161\n",
"[23]\tvalid_0's poisson: -108.476\tvalid_0's tweedie: 49.1017\n",
"[24]\tvalid_0's poisson: -108.496\tvalid_0's tweedie: 49.0942\n",
"[25]\tvalid_0's poisson: -108.542\tvalid_0's tweedie: 49.0682\n",
"[26]\tvalid_0's poisson: -108.573\tvalid_0's tweedie: 49.0575\n",
"[27]\tvalid_0's poisson: -108.627\tvalid_0's tweedie: 49.0413\n",
"[28]\tvalid_0's poisson: -108.651\tvalid_0's tweedie: 49.0325\n",
"[29]\tvalid_0's poisson: -108.672\tvalid_0's tweedie: 49.0256\n",
"[30]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 49.0162\n",
"[31]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 49.002\n",
"[32]\tvalid_0's poisson: -108.78\tvalid_0's tweedie: 48.9869\n",
"[33]\tvalid_0's poisson: -108.799\tvalid_0's tweedie: 48.98\n",
"[34]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 48.9641\n",
"[35]\tvalid_0's poisson: -108.88\tvalid_0's tweedie: 48.9559\n",
"[36]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 48.9538\n",
"[37]\tvalid_0's poisson: -108.891\tvalid_0's tweedie: 48.9512\n",
"[38]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 48.9431\n",
"[39]\tvalid_0's poisson: -108.934\tvalid_0's tweedie: 48.9337\n",
"[40]\tvalid_0's poisson: -108.941\tvalid_0's tweedie: 48.9314\n",
"[41]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 48.9254\n",
"[42]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 48.9242\n",
"[43]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 48.9205\n",
"[44]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 48.9103\n",
"[45]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 48.909\n",
"[46]\tvalid_0's poisson: -109.023\tvalid_0's tweedie: 48.9043\n",
"[47]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 48.8971\n",
"[48]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 48.8935\n",
"[49]\tvalid_0's poisson: -109.068\tvalid_0's tweedie: 48.8912\n",
"[50]\tvalid_0's poisson: -109.094\tvalid_0's tweedie: 48.8837\n",
"[51]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 48.8775\n",
"[52]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 48.8737\n",
"[53]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 48.8724\n",
"[54]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 48.8724\n",
"[55]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 48.8673\n",
"[56]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 48.8672\n",
"[57]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 48.8649\n",
"[58]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 48.8615\n",
"[59]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 48.8593\n",
"[60]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 48.8562\n",
"[61]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 48.8527\n",
"[62]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 48.8506\n",
"[63]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 48.8473\n",
"[64]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 48.8431\n",
"[65]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 48.8399\n",
"[66]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 48.8381\n",
"[67]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 48.8357\n",
"[68]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 48.8329\n",
"[69]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 48.83\n",
"[70]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 48.8303\n",
"[71]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 48.8286\n",
"[72]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 48.826\n",
"[73]\tvalid_0's poisson: -109.27\tvalid_0's tweedie: 48.826\n",
"[74]\tvalid_0's poisson: -109.273\tvalid_0's tweedie: 48.8244\n",
"[75]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 48.822\n",
"[76]\tvalid_0's poisson: -109.291\tvalid_0's tweedie: 48.819\n",
"[77]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 48.8159\n",
"[78]\tvalid_0's poisson: -109.325\tvalid_0's tweedie: 48.8051\n",
"[79]\tvalid_0's poisson: -109.329\tvalid_0's tweedie: 48.8038\n",
"[80]\tvalid_0's poisson: -109.33\tvalid_0's tweedie: 48.8039\n",
"[81]\tvalid_0's poisson: -109.331\tvalid_0's tweedie: 48.8033\n",
"[82]\tvalid_0's poisson: -109.334\tvalid_0's tweedie: 48.803\n",
"[83]\tvalid_0's poisson: -109.339\tvalid_0's tweedie: 48.801\n",
"[84]\tvalid_0's poisson: -109.345\tvalid_0's tweedie: 48.7981\n",
"[85]\tvalid_0's poisson: -109.35\tvalid_0's tweedie: 48.7965\n",
"[86]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 48.7946\n",
"[87]\tvalid_0's poisson: -109.362\tvalid_0's tweedie: 48.7933\n",
"[88]\tvalid_0's poisson: -109.363\tvalid_0's tweedie: 48.793\n",
"[89]\tvalid_0's poisson: -109.365\tvalid_0's tweedie: 48.7925\n",
"[90]\tvalid_0's poisson: -109.366\tvalid_0's tweedie: 48.7924\n",
"[91]\tvalid_0's poisson: -109.37\tvalid_0's tweedie: 48.7916\n",
"[92]\tvalid_0's poisson: -109.371\tvalid_0's tweedie: 48.7911\n",
"[93]\tvalid_0's poisson: -109.376\tvalid_0's tweedie: 48.7893\n",
"[94]\tvalid_0's poisson: -109.38\tvalid_0's tweedie: 48.788\n",
"[95]\tvalid_0's poisson: -109.387\tvalid_0's tweedie: 48.7858\n",
"[96]\tvalid_0's poisson: -109.393\tvalid_0's tweedie: 48.7846\n",
"[97]\tvalid_0's poisson: -109.396\tvalid_0's tweedie: 48.7835\n",
"[98]\tvalid_0's poisson: -109.405\tvalid_0's tweedie: 48.7815\n",
"[99]\tvalid_0's poisson: -109.406\tvalid_0's tweedie: 48.7806\n",
"[100]\tvalid_0's poisson: -109.408\tvalid_0's tweedie: 48.78\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -93.5395\tvalid_0's tweedie: 54.4863\n",
"[2]\tvalid_0's poisson: -97.459\tvalid_0's tweedie: 53.1284\n",
"[3]\tvalid_0's poisson: -100.301\tvalid_0's tweedie: 52.1264\n",
"[4]\tvalid_0's poisson: -102.298\tvalid_0's tweedie: 51.4044\n",
"[5]\tvalid_0's poisson: -103.702\tvalid_0's tweedie: 50.8974\n",
"[6]\tvalid_0's poisson: -104.742\tvalid_0's tweedie: 50.5066\n",
"[7]\tvalid_0's poisson: -105.566\tvalid_0's tweedie: 50.212\n",
"[8]\tvalid_0's poisson: -106.087\tvalid_0's tweedie: 50.0147\n",
"[9]\tvalid_0's poisson: -106.497\tvalid_0's tweedie: 49.8377\n",
"[10]\tvalid_0's poisson: -106.825\tvalid_0's tweedie: 49.7161\n",
"[11]\tvalid_0's poisson: -107.217\tvalid_0's tweedie: 49.5804\n",
"[12]\tvalid_0's poisson: -107.44\tvalid_0's tweedie: 49.4908\n",
"[13]\tvalid_0's poisson: -107.623\tvalid_0's tweedie: 49.4261\n",
"[14]\tvalid_0's poisson: -107.784\tvalid_0's tweedie: 49.355\n",
"[15]\tvalid_0's poisson: -107.928\tvalid_0's tweedie: 49.3047\n",
"[16]\tvalid_0's poisson: -108.063\tvalid_0's tweedie: 49.2585\n",
"[17]\tvalid_0's poisson: -108.147\tvalid_0's tweedie: 49.2175\n",
"[18]\tvalid_0's poisson: -108.219\tvalid_0's tweedie: 49.1921\n",
"[19]\tvalid_0's poisson: -108.276\tvalid_0's tweedie: 49.1727\n",
"[20]\tvalid_0's poisson: -108.336\tvalid_0's tweedie: 49.1436\n",
"[21]\tvalid_0's poisson: -108.369\tvalid_0's tweedie: 49.1309\n",
"[22]\tvalid_0's poisson: -108.414\tvalid_0's tweedie: 49.1149\n",
"[23]\tvalid_0's poisson: -108.459\tvalid_0's tweedie: 49.1015\n",
"[24]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 49.0853\n",
"[25]\tvalid_0's poisson: -108.525\tvalid_0's tweedie: 49.0747\n",
"[26]\tvalid_0's poisson: -108.555\tvalid_0's tweedie: 49.0636\n",
"[27]\tvalid_0's poisson: -108.582\tvalid_0's tweedie: 49.054\n",
"[28]\tvalid_0's poisson: -108.594\tvalid_0's tweedie: 49.0501\n",
"[29]\tvalid_0's poisson: -108.63\tvalid_0's tweedie: 49.0324\n",
"[30]\tvalid_0's poisson: -108.644\tvalid_0's tweedie: 49.0269\n",
"[31]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 49.0177\n",
"[32]\tvalid_0's poisson: -108.693\tvalid_0's tweedie: 49.0081\n",
"[33]\tvalid_0's poisson: -108.699\tvalid_0's tweedie: 49.006\n",
"[34]\tvalid_0's poisson: -108.709\tvalid_0's tweedie: 48.9997\n",
"[35]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 48.9874\n",
"[36]\tvalid_0's poisson: -108.756\tvalid_0's tweedie: 48.9854\n",
"[37]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 48.9752\n",
"[38]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 48.9632\n",
"[39]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 48.9543\n",
"[40]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 48.9508\n",
"[41]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 48.9441\n",
"[42]\tvalid_0's poisson: -108.905\tvalid_0's tweedie: 48.9389\n",
"[43]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 48.9378\n",
"[44]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 48.9375\n",
"[45]\tvalid_0's poisson: -108.933\tvalid_0's tweedie: 48.9305\n",
"[46]\tvalid_0's poisson: -108.937\tvalid_0's tweedie: 48.929\n",
"[47]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 48.9207\n",
"[48]\tvalid_0's poisson: -108.979\tvalid_0's tweedie: 48.9123\n",
"[49]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 48.9045\n",
"[50]\tvalid_0's poisson: -109.023\tvalid_0's tweedie: 48.8993\n",
"[51]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 48.8951\n",
"[52]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 48.89\n",
"[53]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 48.8871\n",
"[54]\tvalid_0's poisson: -109.07\tvalid_0's tweedie: 48.8852\n",
"[55]\tvalid_0's poisson: -109.113\tvalid_0's tweedie: 48.8734\n",
"[56]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 48.8701\n",
"[57]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 48.8657\n",
"[58]\tvalid_0's poisson: -109.131\tvalid_0's tweedie: 48.8649\n",
"[59]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 48.8618\n",
"[60]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 48.8584\n",
"[61]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 48.8584\n",
"[62]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 48.8558\n",
"[63]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 48.8539\n",
"[64]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 48.852\n",
"[65]\tvalid_0's poisson: -109.173\tvalid_0's tweedie: 48.8517\n",
"[66]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 48.8483\n",
"[67]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 48.8462\n",
"[68]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 48.8445\n",
"[69]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 48.843\n",
"[70]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 48.8428\n",
"[71]\tvalid_0's poisson: -109.199\tvalid_0's tweedie: 48.8425\n",
"[72]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 48.8405\n",
"[73]\tvalid_0's poisson: -109.208\tvalid_0's tweedie: 48.8396\n",
"[74]\tvalid_0's poisson: -109.214\tvalid_0's tweedie: 48.8354\n",
"[75]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 48.835\n",
"[76]\tvalid_0's poisson: -109.22\tvalid_0's tweedie: 48.8333\n",
"[77]\tvalid_0's poisson: -109.231\tvalid_0's tweedie: 48.8301\n",
"[78]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 48.828\n",
"[79]\tvalid_0's poisson: -109.239\tvalid_0's tweedie: 48.8285\n",
"[80]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 48.8274\n",
"[81]\tvalid_0's poisson: -109.245\tvalid_0's tweedie: 48.8272\n",
"[82]\tvalid_0's poisson: -109.247\tvalid_0's tweedie: 48.8264\n",
"[83]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 48.8247\n",
"[84]\tvalid_0's poisson: -109.269\tvalid_0's tweedie: 48.8201\n",
"[85]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 48.8158\n",
"[86]\tvalid_0's poisson: -109.286\tvalid_0's tweedie: 48.8145\n",
"[87]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 48.8134\n",
"[88]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 48.8118\n",
"[89]\tvalid_0's poisson: -109.299\tvalid_0's tweedie: 48.8109\n",
"[90]\tvalid_0's poisson: -109.32\tvalid_0's tweedie: 48.8052\n",
"[91]\tvalid_0's poisson: -109.323\tvalid_0's tweedie: 48.804\n",
"[92]\tvalid_0's poisson: -109.358\tvalid_0's tweedie: 48.7896\n",
"[93]\tvalid_0's poisson: -109.367\tvalid_0's tweedie: 48.7876\n",
"[94]\tvalid_0's poisson: -109.371\tvalid_0's tweedie: 48.7846\n",
"[95]\tvalid_0's poisson: -109.377\tvalid_0's tweedie: 48.7827\n",
"[96]\tvalid_0's poisson: -109.378\tvalid_0's tweedie: 48.7826\n",
"[97]\tvalid_0's poisson: -109.378\tvalid_0's tweedie: 48.7825\n",
"[98]\tvalid_0's poisson: -109.377\tvalid_0's tweedie: 48.7827\n",
"[99]\tvalid_0's poisson: -109.38\tvalid_0's tweedie: 48.782\n",
"[100]\tvalid_0's poisson: -109.39\tvalid_0's tweedie: 48.7791\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -93.5377\tvalid_0's tweedie: 54.4899\n",
"[2]\tvalid_0's poisson: -97.4815\tvalid_0's tweedie: 53.1262\n",
"[3]\tvalid_0's poisson: -100.356\tvalid_0's tweedie: 52.1146\n",
"[4]\tvalid_0's poisson: -102.15\tvalid_0's tweedie: 51.4563\n",
"[5]\tvalid_0's poisson: -103.664\tvalid_0's tweedie: 50.9157\n",
"[6]\tvalid_0's poisson: -104.641\tvalid_0's tweedie: 50.5477\n",
"[7]\tvalid_0's poisson: -105.423\tvalid_0's tweedie: 50.26\n",
"[8]\tvalid_0's poisson: -106\tvalid_0's tweedie: 50.0563\n",
"[9]\tvalid_0's poisson: -106.424\tvalid_0's tweedie: 49.8778\n",
"[10]\tvalid_0's poisson: -106.772\tvalid_0's tweedie: 49.7477\n",
"[11]\tvalid_0's poisson: -107.047\tvalid_0's tweedie: 49.6417\n",
"[12]\tvalid_0's poisson: -107.411\tvalid_0's tweedie: 49.5086\n",
"[13]\tvalid_0's poisson: -107.594\tvalid_0's tweedie: 49.4353\n",
"[14]\tvalid_0's poisson: -107.751\tvalid_0's tweedie: 49.3789\n",
"[15]\tvalid_0's poisson: -107.881\tvalid_0's tweedie: 49.3271\n",
"[16]\tvalid_0's poisson: -108.001\tvalid_0's tweedie: 49.2823\n",
"[17]\tvalid_0's poisson: -108.078\tvalid_0's tweedie: 49.2489\n",
"[18]\tvalid_0's poisson: -108.135\tvalid_0's tweedie: 49.2269\n",
"[19]\tvalid_0's poisson: -108.24\tvalid_0's tweedie: 49.1943\n",
"[20]\tvalid_0's poisson: -108.354\tvalid_0's tweedie: 49.1501\n",
"[21]\tvalid_0's poisson: -108.395\tvalid_0's tweedie: 49.1279\n",
"[22]\tvalid_0's poisson: -108.444\tvalid_0's tweedie: 49.1106\n",
"[23]\tvalid_0's poisson: -108.486\tvalid_0's tweedie: 49.0967\n",
"[24]\tvalid_0's poisson: -108.517\tvalid_0's tweedie: 49.0855\n",
"[25]\tvalid_0's poisson: -108.552\tvalid_0's tweedie: 49.0732\n",
"[26]\tvalid_0's poisson: -108.589\tvalid_0's tweedie: 49.0603\n",
"[27]\tvalid_0's poisson: -108.615\tvalid_0's tweedie: 49.0516\n",
"[28]\tvalid_0's poisson: -108.646\tvalid_0's tweedie: 49.0403\n",
"[29]\tvalid_0's poisson: -108.664\tvalid_0's tweedie: 49.0336\n",
"[30]\tvalid_0's poisson: -108.68\tvalid_0's tweedie: 49.0288\n",
"[31]\tvalid_0's poisson: -108.709\tvalid_0's tweedie: 49.0129\n",
"[32]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 49.0047\n",
"[33]\tvalid_0's poisson: -108.742\tvalid_0's tweedie: 49.0014\n",
"[34]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 48.9951\n",
"[35]\tvalid_0's poisson: -108.8\tvalid_0's tweedie: 48.9839\n",
"[36]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 48.9798\n",
"[37]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 48.972\n",
"[38]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 48.9632\n",
"[39]\tvalid_0's poisson: -108.861\tvalid_0's tweedie: 48.958\n",
"[40]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 48.951\n",
"[41]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 48.9477\n",
"[42]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 48.9465\n",
"[43]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 48.9396\n",
"[44]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 48.938\n",
"[45]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 48.9365\n",
"[46]\tvalid_0's poisson: -108.934\tvalid_0's tweedie: 48.9327\n",
"[47]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 48.926\n",
"[48]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 48.9211\n",
"[49]\tvalid_0's poisson: -108.985\tvalid_0's tweedie: 48.9172\n",
"[50]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 48.9118\n",
"[51]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 48.9076\n",
"[52]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 48.9063\n",
"[53]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 48.8996\n",
"[54]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 48.8991\n",
"[55]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 48.8967\n",
"[56]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 48.8958\n",
"[57]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 48.894\n",
"[58]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 48.8931\n",
"[59]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 48.8898\n",
"[60]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 48.8884\n",
"[61]\tvalid_0's poisson: -109.07\tvalid_0's tweedie: 48.8852\n",
"[62]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 48.8823\n",
"[63]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 48.878\n",
"[64]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 48.8781\n",
"[65]\tvalid_0's poisson: -109.101\tvalid_0's tweedie: 48.8763\n",
"[66]\tvalid_0's poisson: -109.113\tvalid_0's tweedie: 48.8726\n",
"[67]\tvalid_0's poisson: -109.115\tvalid_0's tweedie: 48.8715\n",
"[68]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 48.8699\n",
"[69]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 48.868\n",
"[70]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 48.8662\n",
"[71]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 48.8651\n",
"[72]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 48.8629\n",
"[73]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 48.8607\n",
"[74]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 48.8604\n",
"[75]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 48.859\n",
"[76]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 48.8547\n",
"[77]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 48.8516\n",
"[78]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 48.8498\n",
"[79]\tvalid_0's poisson: -109.188\tvalid_0's tweedie: 48.8479\n",
"[80]\tvalid_0's poisson: -109.2\tvalid_0's tweedie: 48.8452\n",
"[81]\tvalid_0's poisson: -109.202\tvalid_0's tweedie: 48.8441\n",
"[82]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 48.8429\n",
"[83]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 48.8409\n",
"[84]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 48.8382\n",
"[85]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 48.8362\n",
"[86]\tvalid_0's poisson: -109.233\tvalid_0's tweedie: 48.8336\n",
"[87]\tvalid_0's poisson: -109.245\tvalid_0's tweedie: 48.8305\n",
"[88]\tvalid_0's poisson: -109.244\tvalid_0's tweedie: 48.8306\n",
"[89]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 48.8299\n",
"[90]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 48.8287\n",
"[91]\tvalid_0's poisson: -109.262\tvalid_0's tweedie: 48.8264\n",
"[92]\tvalid_0's poisson: -109.265\tvalid_0's tweedie: 48.8255\n",
"[93]\tvalid_0's poisson: -109.266\tvalid_0's tweedie: 48.8251\n",
"[94]\tvalid_0's poisson: -109.275\tvalid_0's tweedie: 48.8224\n",
"[95]\tvalid_0's poisson: -109.278\tvalid_0's tweedie: 48.8216\n",
"[96]\tvalid_0's poisson: -109.282\tvalid_0's tweedie: 48.82\n",
"[97]\tvalid_0's poisson: -109.288\tvalid_0's tweedie: 48.8182\n",
"[98]\tvalid_0's poisson: -109.288\tvalid_0's tweedie: 48.8181\n",
"[99]\tvalid_0's poisson: -109.294\tvalid_0's tweedie: 48.816\n",
"[100]\tvalid_0's poisson: -109.298\tvalid_0's tweedie: 48.815\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -93.5225\tvalid_0's tweedie: 54.4918\n",
"[2]\tvalid_0's poisson: -97.5463\tvalid_0's tweedie: 53.1004\n",
"[3]\tvalid_0's poisson: -100.31\tvalid_0's tweedie: 52.1228\n",
"[4]\tvalid_0's poisson: -102.335\tvalid_0's tweedie: 51.3845\n",
"[5]\tvalid_0's poisson: -103.734\tvalid_0's tweedie: 50.8799\n",
"[6]\tvalid_0's poisson: -104.762\tvalid_0's tweedie: 50.4899\n",
"[7]\tvalid_0's poisson: -105.548\tvalid_0's tweedie: 50.1942\n",
"[8]\tvalid_0's poisson: -106.141\tvalid_0's tweedie: 49.9741\n",
"[9]\tvalid_0's poisson: -106.528\tvalid_0's tweedie: 49.8222\n",
"[10]\tvalid_0's poisson: -106.915\tvalid_0's tweedie: 49.6768\n",
"[11]\tvalid_0's poisson: -107.204\tvalid_0's tweedie: 49.5695\n",
"[12]\tvalid_0's poisson: -107.483\tvalid_0's tweedie: 49.4716\n",
"[13]\tvalid_0's poisson: -107.655\tvalid_0's tweedie: 49.4068\n",
"[14]\tvalid_0's poisson: -107.767\tvalid_0's tweedie: 49.3605\n",
"[15]\tvalid_0's poisson: -107.893\tvalid_0's tweedie: 49.3167\n",
"[16]\tvalid_0's poisson: -108.004\tvalid_0's tweedie: 49.2789\n",
"[17]\tvalid_0's poisson: -108.112\tvalid_0's tweedie: 49.2429\n",
"[18]\tvalid_0's poisson: -108.179\tvalid_0's tweedie: 49.2098\n",
"[19]\tvalid_0's poisson: -108.224\tvalid_0's tweedie: 49.1906\n",
"[20]\tvalid_0's poisson: -108.288\tvalid_0's tweedie: 49.1687\n",
"[21]\tvalid_0's poisson: -108.362\tvalid_0's tweedie: 49.132\n",
"[22]\tvalid_0's poisson: -108.412\tvalid_0's tweedie: 49.1143\n",
"[23]\tvalid_0's poisson: -108.453\tvalid_0's tweedie: 49.0989\n",
"[24]\tvalid_0's poisson: -108.5\tvalid_0's tweedie: 49.0824\n",
"[25]\tvalid_0's poisson: -108.53\tvalid_0's tweedie: 49.0656\n",
"[26]\tvalid_0's poisson: -108.567\tvalid_0's tweedie: 49.0525\n",
"[27]\tvalid_0's poisson: -108.591\tvalid_0's tweedie: 49.0437\n",
"[28]\tvalid_0's poisson: -108.619\tvalid_0's tweedie: 49.0347\n",
"[29]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 49.0258\n",
"[30]\tvalid_0's poisson: -108.664\tvalid_0's tweedie: 49.0163\n",
"[31]\tvalid_0's poisson: -108.691\tvalid_0's tweedie: 49.0074\n",
"[32]\tvalid_0's poisson: -108.701\tvalid_0's tweedie: 49.003\n",
"[33]\tvalid_0's poisson: -108.733\tvalid_0's tweedie: 48.9933\n",
"[34]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 48.9765\n",
"[35]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 48.9736\n",
"[36]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 48.97\n",
"[37]\tvalid_0's poisson: -108.822\tvalid_0's tweedie: 48.9668\n",
"[38]\tvalid_0's poisson: -108.86\tvalid_0's tweedie: 48.9565\n",
"[39]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 48.9547\n",
"[40]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 48.9496\n",
"[41]\tvalid_0's poisson: -108.889\tvalid_0's tweedie: 48.9457\n",
"[42]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 48.9429\n",
"[43]\tvalid_0's poisson: -108.901\tvalid_0's tweedie: 48.9423\n",
"[44]\tvalid_0's poisson: -108.938\tvalid_0's tweedie: 48.924\n",
"[45]\tvalid_0's poisson: -108.975\tvalid_0's tweedie: 48.9131\n",
"[46]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 48.9118\n",
"[47]\tvalid_0's poisson: -108.979\tvalid_0's tweedie: 48.9112\n",
"[48]\tvalid_0's poisson: -108.984\tvalid_0's tweedie: 48.9099\n",
"[49]\tvalid_0's poisson: -108.986\tvalid_0's tweedie: 48.9088\n",
"[50]\tvalid_0's poisson: -108.996\tvalid_0's tweedie: 48.9051\n",
"[51]\tvalid_0's poisson: -109.019\tvalid_0's tweedie: 48.8937\n",
"[52]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 48.8867\n",
"[53]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 48.8817\n",
"[54]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 48.8725\n",
"[55]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 48.8733\n",
"[56]\tvalid_0's poisson: -109.108\tvalid_0's tweedie: 48.8694\n",
"[57]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 48.8663\n",
"[58]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 48.864\n",
"[59]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 48.8565\n",
"[60]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 48.8529\n",
"[61]\tvalid_0's poisson: -109.188\tvalid_0's tweedie: 48.8478\n",
"[62]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 48.846\n",
"[63]\tvalid_0's poisson: -109.199\tvalid_0's tweedie: 48.844\n",
"[64]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 48.8423\n",
"[65]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 48.8407\n",
"[66]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 48.8393\n",
"[67]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 48.8379\n",
"[68]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 48.8344\n",
"[69]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 48.8318\n",
"[70]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 48.828\n",
"[71]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 48.8251\n",
"[72]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 48.8239\n",
"[73]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 48.8234\n",
"[74]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 48.8234\n",
"[75]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 48.8235\n",
"[76]\tvalid_0's poisson: -109.267\tvalid_0's tweedie: 48.8223\n",
"[77]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 48.8173\n",
"[78]\tvalid_0's poisson: -109.28\tvalid_0's tweedie: 48.816\n",
"[79]\tvalid_0's poisson: -109.284\tvalid_0's tweedie: 48.8149\n",
"[80]\tvalid_0's poisson: -109.29\tvalid_0's tweedie: 48.813\n",
"[81]\tvalid_0's poisson: -109.299\tvalid_0's tweedie: 48.8099\n",
"[82]\tvalid_0's poisson: -109.315\tvalid_0's tweedie: 48.8055\n",
"[83]\tvalid_0's poisson: -109.317\tvalid_0's tweedie: 48.8052\n",
"[84]\tvalid_0's poisson: -109.322\tvalid_0's tweedie: 48.8037\n",
"[85]\tvalid_0's poisson: -109.326\tvalid_0's tweedie: 48.803\n",
"[86]\tvalid_0's poisson: -109.333\tvalid_0's tweedie: 48.8013\n",
"[87]\tvalid_0's poisson: -109.338\tvalid_0's tweedie: 48.7997\n",
"[88]\tvalid_0's poisson: -109.342\tvalid_0's tweedie: 48.7984\n",
"[89]\tvalid_0's poisson: -109.35\tvalid_0's tweedie: 48.7966\n",
"[90]\tvalid_0's poisson: -109.352\tvalid_0's tweedie: 48.796\n",
"[91]\tvalid_0's poisson: -109.352\tvalid_0's tweedie: 48.7961\n",
"[92]\tvalid_0's poisson: -109.358\tvalid_0's tweedie: 48.7948\n",
"[93]\tvalid_0's poisson: -109.367\tvalid_0's tweedie: 48.7928\n",
"[94]\tvalid_0's poisson: -109.368\tvalid_0's tweedie: 48.7924\n",
"[95]\tvalid_0's poisson: -109.376\tvalid_0's tweedie: 48.7903\n",
"[96]\tvalid_0's poisson: -109.387\tvalid_0's tweedie: 48.7876\n",
"[97]\tvalid_0's poisson: -109.393\tvalid_0's tweedie: 48.7856\n",
"[98]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 48.7843\n",
"[99]\tvalid_0's poisson: -109.405\tvalid_0's tweedie: 48.7802\n",
"[100]\tvalid_0's poisson: -109.405\tvalid_0's tweedie: 48.7801\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -93.5226\tvalid_0's tweedie: 54.4945\n",
"[2]\tvalid_0's poisson: -97.527\tvalid_0's tweedie: 53.1187\n",
"[3]\tvalid_0's poisson: -100.228\tvalid_0's tweedie: 52.1471\n",
"[4]\tvalid_0's poisson: -102.314\tvalid_0's tweedie: 51.4097\n",
"[5]\tvalid_0's poisson: -103.584\tvalid_0's tweedie: 50.923\n",
"[6]\tvalid_0's poisson: -104.691\tvalid_0's tweedie: 50.5226\n",
"[7]\tvalid_0's poisson: -105.46\tvalid_0's tweedie: 50.2472\n",
"[8]\tvalid_0's poisson: -106.075\tvalid_0's tweedie: 50.0207\n",
"[9]\tvalid_0's poisson: -106.525\tvalid_0's tweedie: 49.8592\n",
"[10]\tvalid_0's poisson: -106.902\tvalid_0's tweedie: 49.7139\n",
"[11]\tvalid_0's poisson: -107.149\tvalid_0's tweedie: 49.6037\n",
"[12]\tvalid_0's poisson: -107.46\tvalid_0's tweedie: 49.4871\n",
"[13]\tvalid_0's poisson: -107.633\tvalid_0's tweedie: 49.4231\n",
"[14]\tvalid_0's poisson: -107.778\tvalid_0's tweedie: 49.366\n",
"[15]\tvalid_0's poisson: -107.903\tvalid_0's tweedie: 49.3156\n",
"[16]\tvalid_0's poisson: -108.016\tvalid_0's tweedie: 49.2765\n",
"[17]\tvalid_0's poisson: -108.085\tvalid_0's tweedie: 49.2466\n",
"[18]\tvalid_0's poisson: -108.155\tvalid_0's tweedie: 49.2202\n",
"[19]\tvalid_0's poisson: -108.224\tvalid_0's tweedie: 49.1901\n",
"[20]\tvalid_0's poisson: -108.282\tvalid_0's tweedie: 49.1717\n",
"[21]\tvalid_0's poisson: -108.342\tvalid_0's tweedie: 49.1513\n",
"[22]\tvalid_0's poisson: -108.374\tvalid_0's tweedie: 49.1344\n",
"[23]\tvalid_0's poisson: -108.437\tvalid_0's tweedie: 49.1097\n",
"[24]\tvalid_0's poisson: -108.456\tvalid_0's tweedie: 49.1017\n",
"[25]\tvalid_0's poisson: -108.5\tvalid_0's tweedie: 49.078\n",
"[26]\tvalid_0's poisson: -108.532\tvalid_0's tweedie: 49.067\n",
"[27]\tvalid_0's poisson: -108.6\tvalid_0's tweedie: 49.046\n",
"[28]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 49.0294\n",
"[29]\tvalid_0's poisson: -108.704\tvalid_0's tweedie: 49.013\n",
"[30]\tvalid_0's poisson: -108.708\tvalid_0's tweedie: 49.0101\n",
"[31]\tvalid_0's poisson: -108.718\tvalid_0's tweedie: 49.0059\n",
"[32]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 48.9988\n",
"[33]\tvalid_0's poisson: -108.752\tvalid_0's tweedie: 48.9955\n",
"[34]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 48.988\n",
"[35]\tvalid_0's poisson: -108.797\tvalid_0's tweedie: 48.9788\n",
"[36]\tvalid_0's poisson: -108.815\tvalid_0's tweedie: 48.973\n",
"[37]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 48.9711\n",
"[38]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 48.9593\n",
"[39]\tvalid_0's poisson: -108.867\tvalid_0's tweedie: 48.9571\n",
"[40]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 48.9505\n",
"[41]\tvalid_0's poisson: -108.891\tvalid_0's tweedie: 48.9496\n",
"[42]\tvalid_0's poisson: -108.905\tvalid_0's tweedie: 48.9458\n",
"[43]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 48.9379\n",
"[44]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 48.9325\n",
"[45]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 48.9272\n",
"[46]\tvalid_0's poisson: -108.968\tvalid_0's tweedie: 48.9234\n",
"[47]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 48.9168\n",
"[48]\tvalid_0's poisson: -108.996\tvalid_0's tweedie: 48.915\n",
"[49]\tvalid_0's poisson: -108.999\tvalid_0's tweedie: 48.9141\n",
"[50]\tvalid_0's poisson: -109\tvalid_0's tweedie: 48.9137\n",
"[51]\tvalid_0's poisson: -109.025\tvalid_0's tweedie: 48.9053\n",
"[52]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 48.9004\n",
"[53]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 48.8967\n",
"[54]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 48.8928\n",
"[55]\tvalid_0's poisson: -109.077\tvalid_0's tweedie: 48.8883\n",
"[56]\tvalid_0's poisson: -109.089\tvalid_0's tweedie: 48.8849\n",
"[57]\tvalid_0's poisson: -109.093\tvalid_0's tweedie: 48.8833\n",
"[58]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 48.8803\n",
"[59]\tvalid_0's poisson: -109.111\tvalid_0's tweedie: 48.8775\n",
"[60]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 48.8747\n",
"[61]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 48.8726\n",
"[62]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 48.8685\n",
"[63]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 48.8682\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[64]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 48.8636\n",
"[65]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 48.8575\n",
"[66]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 48.8537\n",
"[67]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 48.8539\n",
"[68]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 48.8539\n",
"[69]\tvalid_0's poisson: -109.193\tvalid_0's tweedie: 48.8474\n",
"[70]\tvalid_0's poisson: -109.199\tvalid_0's tweedie: 48.8448\n",
"[71]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 48.8433\n",
"[72]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 48.8412\n",
"[73]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 48.8396\n",
"[74]\tvalid_0's poisson: -109.232\tvalid_0's tweedie: 48.8359\n",
"[75]\tvalid_0's poisson: -109.239\tvalid_0's tweedie: 48.8339\n",
"[76]\tvalid_0's poisson: -109.247\tvalid_0's tweedie: 48.8313\n",
"[77]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 48.8283\n",
"[78]\tvalid_0's poisson: -109.257\tvalid_0's tweedie: 48.828\n",
"[79]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 48.8277\n",
"[80]\tvalid_0's poisson: -109.258\tvalid_0's tweedie: 48.828\n",
"[81]\tvalid_0's poisson: -109.266\tvalid_0's tweedie: 48.8261\n",
"[82]\tvalid_0's poisson: -109.278\tvalid_0's tweedie: 48.8235\n",
"[83]\tvalid_0's poisson: -109.28\tvalid_0's tweedie: 48.8227\n",
"[84]\tvalid_0's poisson: -109.284\tvalid_0's tweedie: 48.8209\n",
"[85]\tvalid_0's poisson: -109.292\tvalid_0's tweedie: 48.819\n",
"[86]\tvalid_0's poisson: -109.293\tvalid_0's tweedie: 48.8186\n",
"[87]\tvalid_0's poisson: -109.295\tvalid_0's tweedie: 48.818\n",
"[88]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 48.8177\n",
"[89]\tvalid_0's poisson: -109.299\tvalid_0's tweedie: 48.8169\n",
"[90]\tvalid_0's poisson: -109.307\tvalid_0's tweedie: 48.8139\n",
"[91]\tvalid_0's poisson: -109.313\tvalid_0's tweedie: 48.8118\n",
"[92]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 48.8099\n",
"[93]\tvalid_0's poisson: -109.324\tvalid_0's tweedie: 48.8084\n",
"[94]\tvalid_0's poisson: -109.327\tvalid_0's tweedie: 48.8078\n",
"[95]\tvalid_0's poisson: -109.334\tvalid_0's tweedie: 48.806\n",
"[96]\tvalid_0's poisson: -109.339\tvalid_0's tweedie: 48.8045\n",
"[97]\tvalid_0's poisson: -109.34\tvalid_0's tweedie: 48.8041\n",
"[98]\tvalid_0's poisson: -109.344\tvalid_0's tweedie: 48.8029\n",
"[99]\tvalid_0's poisson: -109.349\tvalid_0's tweedie: 48.8018\n",
"[100]\tvalid_0's poisson: -109.36\tvalid_0's tweedie: 48.7982\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2989\tvalid_0's tweedie: 56.6091\n",
"[2]\tvalid_0's poisson: -87.4233\tvalid_0's tweedie: 56.5666\n",
"[3]\tvalid_0's poisson: -87.5472\tvalid_0's tweedie: 56.5244\n",
"[4]\tvalid_0's poisson: -87.67\tvalid_0's tweedie: 56.4825\n",
"[5]\tvalid_0's poisson: -87.7919\tvalid_0's tweedie: 56.4409\n",
"[6]\tvalid_0's poisson: -87.913\tvalid_0's tweedie: 56.3996\n",
"[7]\tvalid_0's poisson: -88.0335\tvalid_0's tweedie: 56.3585\n",
"[8]\tvalid_0's poisson: -88.1531\tvalid_0's tweedie: 56.3177\n",
"[9]\tvalid_0's poisson: -88.2719\tvalid_0's tweedie: 56.2772\n",
"[10]\tvalid_0's poisson: -88.3901\tvalid_0's tweedie: 56.237\n",
"[11]\tvalid_0's poisson: -88.5079\tvalid_0's tweedie: 56.1968\n",
"[12]\tvalid_0's poisson: -88.625\tvalid_0's tweedie: 56.1569\n",
"[13]\tvalid_0's poisson: -88.7415\tvalid_0's tweedie: 56.1172\n",
"[14]\tvalid_0's poisson: -88.8571\tvalid_0's tweedie: 56.0778\n",
"[15]\tvalid_0's poisson: -88.972\tvalid_0's tweedie: 56.0387\n",
"[16]\tvalid_0's poisson: -89.0863\tvalid_0's tweedie: 55.9998\n",
"[17]\tvalid_0's poisson: -89.1997\tvalid_0's tweedie: 55.9612\n",
"[18]\tvalid_0's poisson: -89.313\tvalid_0's tweedie: 55.9226\n",
"[19]\tvalid_0's poisson: -89.4251\tvalid_0's tweedie: 55.8844\n",
"[20]\tvalid_0's poisson: -89.5373\tvalid_0's tweedie: 55.8462\n",
"[21]\tvalid_0's poisson: -89.6487\tvalid_0's tweedie: 55.8083\n",
"[22]\tvalid_0's poisson: -89.759\tvalid_0's tweedie: 55.7707\n",
"[23]\tvalid_0's poisson: -89.8682\tvalid_0's tweedie: 55.7336\n",
"[24]\tvalid_0's poisson: -89.9774\tvalid_0's tweedie: 55.6964\n",
"[25]\tvalid_0's poisson: -90.0856\tvalid_0's tweedie: 55.6596\n",
"[26]\tvalid_0's poisson: -90.1935\tvalid_0's tweedie: 55.6228\n",
"[27]\tvalid_0's poisson: -90.3004\tvalid_0's tweedie: 55.5865\n",
"[28]\tvalid_0's poisson: -90.4069\tvalid_0's tweedie: 55.5502\n",
"[29]\tvalid_0's poisson: -90.5125\tvalid_0's tweedie: 55.5143\n",
"[30]\tvalid_0's poisson: -90.6177\tvalid_0's tweedie: 55.4785\n",
"[31]\tvalid_0's poisson: -90.722\tvalid_0's tweedie: 55.443\n",
"[32]\tvalid_0's poisson: -90.8249\tvalid_0's tweedie: 55.408\n",
"[33]\tvalid_0's poisson: -90.928\tvalid_0's tweedie: 55.3729\n",
"[34]\tvalid_0's poisson: -91.0294\tvalid_0's tweedie: 55.3384\n",
"[35]\tvalid_0's poisson: -91.1305\tvalid_0's tweedie: 55.3039\n",
"[36]\tvalid_0's poisson: -91.2306\tvalid_0's tweedie: 55.2699\n",
"[37]\tvalid_0's poisson: -91.3303\tvalid_0's tweedie: 55.2359\n",
"[38]\tvalid_0's poisson: -91.4298\tvalid_0's tweedie: 55.2021\n",
"[39]\tvalid_0's poisson: -91.528\tvalid_0's tweedie: 55.1686\n",
"[40]\tvalid_0's poisson: -91.6266\tvalid_0's tweedie: 55.1351\n",
"[41]\tvalid_0's poisson: -91.7235\tvalid_0's tweedie: 55.1021\n",
"[42]\tvalid_0's poisson: -91.8207\tvalid_0's tweedie: 55.069\n",
"[43]\tvalid_0's poisson: -91.9164\tvalid_0's tweedie: 55.0364\n",
"[44]\tvalid_0's poisson: -92.0126\tvalid_0's tweedie: 55.0037\n",
"[45]\tvalid_0's poisson: -92.107\tvalid_0's tweedie: 54.9715\n",
"[46]\tvalid_0's poisson: -92.2016\tvalid_0's tweedie: 54.9393\n",
"[47]\tvalid_0's poisson: -92.295\tvalid_0's tweedie: 54.9075\n",
"[48]\tvalid_0's poisson: -92.3876\tvalid_0's tweedie: 54.876\n",
"[49]\tvalid_0's poisson: -92.4807\tvalid_0's tweedie: 54.8443\n",
"[50]\tvalid_0's poisson: -92.5721\tvalid_0's tweedie: 54.8131\n",
"[51]\tvalid_0's poisson: -92.6639\tvalid_0's tweedie: 54.7819\n",
"[52]\tvalid_0's poisson: -92.7541\tvalid_0's tweedie: 54.7511\n",
"[53]\tvalid_0's poisson: -92.8447\tvalid_0's tweedie: 54.7203\n",
"[54]\tvalid_0's poisson: -92.9339\tvalid_0's tweedie: 54.6899\n",
"[55]\tvalid_0's poisson: -93.0232\tvalid_0's tweedie: 54.6595\n",
"[56]\tvalid_0's poisson: -93.1114\tvalid_0's tweedie: 54.6294\n",
"[57]\tvalid_0's poisson: -93.1998\tvalid_0's tweedie: 54.5993\n",
"[58]\tvalid_0's poisson: -93.2867\tvalid_0's tweedie: 54.5696\n",
"[59]\tvalid_0's poisson: -93.3739\tvalid_0's tweedie: 54.54\n",
"[60]\tvalid_0's poisson: -93.4595\tvalid_0's tweedie: 54.5108\n",
"[61]\tvalid_0's poisson: -93.5457\tvalid_0's tweedie: 54.4814\n",
"[62]\tvalid_0's poisson: -93.6303\tvalid_0's tweedie: 54.4525\n",
"[63]\tvalid_0's poisson: -93.7149\tvalid_0's tweedie: 54.4236\n",
"[64]\tvalid_0's poisson: -93.7992\tvalid_0's tweedie: 54.3949\n",
"[65]\tvalid_0's poisson: -93.8833\tvalid_0's tweedie: 54.3662\n",
"[66]\tvalid_0's poisson: -93.9657\tvalid_0's tweedie: 54.338\n",
"[67]\tvalid_0's poisson: -94.048\tvalid_0's tweedie: 54.31\n",
"[68]\tvalid_0's poisson: -94.1305\tvalid_0's tweedie: 54.2818\n",
"[69]\tvalid_0's poisson: -94.2121\tvalid_0's tweedie: 54.2539\n",
"[70]\tvalid_0's poisson: -94.2926\tvalid_0's tweedie: 54.2264\n",
"[71]\tvalid_0's poisson: -94.3736\tvalid_0's tweedie: 54.1988\n",
"[72]\tvalid_0's poisson: -94.4536\tvalid_0's tweedie: 54.1714\n",
"[73]\tvalid_0's poisson: -94.5332\tvalid_0's tweedie: 54.1443\n",
"[74]\tvalid_0's poisson: -94.6117\tvalid_0's tweedie: 54.1174\n",
"[75]\tvalid_0's poisson: -94.6896\tvalid_0's tweedie: 54.0907\n",
"[76]\tvalid_0's poisson: -94.767\tvalid_0's tweedie: 54.0642\n",
"[77]\tvalid_0's poisson: -94.8437\tvalid_0's tweedie: 54.0379\n",
"[78]\tvalid_0's poisson: -94.9201\tvalid_0's tweedie: 54.0117\n",
"[79]\tvalid_0's poisson: -94.9957\tvalid_0's tweedie: 53.9858\n",
"[80]\tvalid_0's poisson: -95.072\tvalid_0's tweedie: 53.9597\n",
"[81]\tvalid_0's poisson: -95.1467\tvalid_0's tweedie: 53.9341\n",
"[82]\tvalid_0's poisson: -95.2203\tvalid_0's tweedie: 53.9088\n",
"[83]\tvalid_0's poisson: -95.2939\tvalid_0's tweedie: 53.8835\n",
"[84]\tvalid_0's poisson: -95.3665\tvalid_0's tweedie: 53.8586\n",
"[85]\tvalid_0's poisson: -95.4404\tvalid_0's tweedie: 53.8333\n",
"[86]\tvalid_0's poisson: -95.5121\tvalid_0's tweedie: 53.8086\n",
"[87]\tvalid_0's poisson: -95.5841\tvalid_0's tweedie: 53.7838\n",
"[88]\tvalid_0's poisson: -95.6566\tvalid_0's tweedie: 53.759\n",
"[89]\tvalid_0's poisson: -95.7269\tvalid_0's tweedie: 53.7348\n",
"[90]\tvalid_0's poisson: -95.7967\tvalid_0's tweedie: 53.7108\n",
"[91]\tvalid_0's poisson: -95.866\tvalid_0's tweedie: 53.6869\n",
"[92]\tvalid_0's poisson: -95.9369\tvalid_0's tweedie: 53.6625\n",
"[93]\tvalid_0's poisson: -96.0053\tvalid_0's tweedie: 53.6389\n",
"[94]\tvalid_0's poisson: -96.0751\tvalid_0's tweedie: 53.615\n",
"[95]\tvalid_0's poisson: -96.1426\tvalid_0's tweedie: 53.5917\n",
"[96]\tvalid_0's poisson: -96.2115\tvalid_0's tweedie: 53.568\n",
"[97]\tvalid_0's poisson: -96.2782\tvalid_0's tweedie: 53.545\n",
"[98]\tvalid_0's poisson: -96.3444\tvalid_0's tweedie: 53.5221\n",
"[99]\tvalid_0's poisson: -96.4129\tvalid_0's tweedie: 53.4986\n",
"[100]\tvalid_0's poisson: -96.4782\tvalid_0's tweedie: 53.476\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3\tvalid_0's tweedie: 56.6087\n",
"[2]\tvalid_0's poisson: -87.4253\tvalid_0's tweedie: 56.566\n",
"[3]\tvalid_0's poisson: -87.5498\tvalid_0's tweedie: 56.5235\n",
"[4]\tvalid_0's poisson: -87.6735\tvalid_0's tweedie: 56.4813\n",
"[5]\tvalid_0's poisson: -87.7963\tvalid_0's tweedie: 56.4394\n",
"[6]\tvalid_0's poisson: -87.9184\tvalid_0's tweedie: 56.3977\n",
"[7]\tvalid_0's poisson: -88.0398\tvalid_0's tweedie: 56.3564\n",
"[8]\tvalid_0's poisson: -88.1603\tvalid_0's tweedie: 56.3153\n",
"[9]\tvalid_0's poisson: -88.2801\tvalid_0's tweedie: 56.2744\n",
"[10]\tvalid_0's poisson: -88.3991\tvalid_0's tweedie: 56.2339\n",
"[11]\tvalid_0's poisson: -88.5177\tvalid_0's tweedie: 56.1935\n",
"[12]\tvalid_0's poisson: -88.6351\tvalid_0's tweedie: 56.1535\n",
"[13]\tvalid_0's poisson: -88.7522\tvalid_0's tweedie: 56.1136\n",
"[14]\tvalid_0's poisson: -88.8682\tvalid_0's tweedie: 56.074\n",
"[15]\tvalid_0's poisson: -88.9838\tvalid_0's tweedie: 56.0347\n",
"[16]\tvalid_0's poisson: -89.0983\tvalid_0's tweedie: 55.9957\n",
"[17]\tvalid_0's poisson: -89.2129\tvalid_0's tweedie: 55.9566\n",
"[18]\tvalid_0's poisson: -89.3267\tvalid_0's tweedie: 55.9179\n",
"[19]\tvalid_0's poisson: -89.4399\tvalid_0's tweedie: 55.8794\n",
"[20]\tvalid_0's poisson: -89.5522\tvalid_0's tweedie: 55.8411\n",
"[21]\tvalid_0's poisson: -89.6639\tvalid_0's tweedie: 55.8031\n",
"[22]\tvalid_0's poisson: -89.7748\tvalid_0's tweedie: 55.7654\n",
"[23]\tvalid_0's poisson: -89.8851\tvalid_0's tweedie: 55.7278\n",
"[24]\tvalid_0's poisson: -89.9945\tvalid_0's tweedie: 55.6906\n",
"[25]\tvalid_0's poisson: -90.1036\tvalid_0's tweedie: 55.6535\n",
"[26]\tvalid_0's poisson: -90.2116\tvalid_0's tweedie: 55.6167\n",
"[27]\tvalid_0's poisson: -90.3191\tvalid_0's tweedie: 55.5801\n",
"[28]\tvalid_0's poisson: -90.4258\tvalid_0's tweedie: 55.5438\n",
"[29]\tvalid_0's poisson: -90.5315\tvalid_0's tweedie: 55.5079\n",
"[30]\tvalid_0's poisson: -90.6366\tvalid_0's tweedie: 55.4721\n",
"[31]\tvalid_0's poisson: -90.7411\tvalid_0's tweedie: 55.4366\n",
"[32]\tvalid_0's poisson: -90.845\tvalid_0's tweedie: 55.4012\n",
"[33]\tvalid_0's poisson: -90.9481\tvalid_0's tweedie: 55.3661\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[34]\tvalid_0's poisson: -91.0505\tvalid_0's tweedie: 55.3313\n",
"[35]\tvalid_0's poisson: -91.1523\tvalid_0's tweedie: 55.2967\n",
"[36]\tvalid_0's poisson: -91.2533\tvalid_0's tweedie: 55.2623\n",
"[37]\tvalid_0's poisson: -91.354\tvalid_0's tweedie: 55.2281\n",
"[38]\tvalid_0's poisson: -91.4537\tvalid_0's tweedie: 55.1942\n",
"[39]\tvalid_0's poisson: -91.5528\tvalid_0's tweedie: 55.1604\n",
"[40]\tvalid_0's poisson: -91.6513\tvalid_0's tweedie: 55.127\n",
"[41]\tvalid_0's poisson: -91.7491\tvalid_0's tweedie: 55.0937\n",
"[42]\tvalid_0's poisson: -91.8466\tvalid_0's tweedie: 55.0605\n",
"[43]\tvalid_0's poisson: -91.9429\tvalid_0's tweedie: 55.0277\n",
"[44]\tvalid_0's poisson: -92.0388\tvalid_0's tweedie: 54.995\n",
"[45]\tvalid_0's poisson: -92.1342\tvalid_0's tweedie: 54.9626\n",
"[46]\tvalid_0's poisson: -92.2289\tvalid_0's tweedie: 54.9303\n",
"[47]\tvalid_0's poisson: -92.3231\tvalid_0's tweedie: 54.8983\n",
"[48]\tvalid_0's poisson: -92.4163\tvalid_0's tweedie: 54.8665\n",
"[49]\tvalid_0's poisson: -92.5092\tvalid_0's tweedie: 54.8349\n",
"[50]\tvalid_0's poisson: -92.6015\tvalid_0's tweedie: 54.8035\n",
"[51]\tvalid_0's poisson: -92.6931\tvalid_0's tweedie: 54.7722\n",
"[52]\tvalid_0's poisson: -92.7847\tvalid_0's tweedie: 54.741\n",
"[53]\tvalid_0's poisson: -92.8752\tvalid_0's tweedie: 54.7102\n",
"[54]\tvalid_0's poisson: -92.9653\tvalid_0's tweedie: 54.6795\n",
"[55]\tvalid_0's poisson: -93.0544\tvalid_0's tweedie: 54.6492\n",
"[56]\tvalid_0's poisson: -93.1436\tvalid_0's tweedie: 54.6187\n",
"[57]\tvalid_0's poisson: -93.2316\tvalid_0's tweedie: 54.5887\n",
"[58]\tvalid_0's poisson: -93.3194\tvalid_0's tweedie: 54.5588\n",
"[59]\tvalid_0's poisson: -93.4067\tvalid_0's tweedie: 54.529\n",
"[60]\tvalid_0's poisson: -93.4932\tvalid_0's tweedie: 54.4995\n",
"[61]\tvalid_0's poisson: -93.5782\tvalid_0's tweedie: 54.4705\n",
"[62]\tvalid_0's poisson: -93.6626\tvalid_0's tweedie: 54.4417\n",
"[63]\tvalid_0's poisson: -93.747\tvalid_0's tweedie: 54.4129\n",
"[64]\tvalid_0's poisson: -93.8305\tvalid_0's tweedie: 54.3844\n",
"[65]\tvalid_0's poisson: -93.9127\tvalid_0's tweedie: 54.3563\n",
"[66]\tvalid_0's poisson: -93.9957\tvalid_0's tweedie: 54.3279\n",
"[67]\tvalid_0's poisson: -94.078\tvalid_0's tweedie: 54.2998\n",
"[68]\tvalid_0's poisson: -94.1596\tvalid_0's tweedie: 54.2719\n",
"[69]\tvalid_0's poisson: -94.2397\tvalid_0's tweedie: 54.2446\n",
"[70]\tvalid_0's poisson: -94.32\tvalid_0's tweedie: 54.2171\n",
"[71]\tvalid_0's poisson: -94.4001\tvalid_0's tweedie: 54.1897\n",
"[72]\tvalid_0's poisson: -94.48\tvalid_0's tweedie: 54.1624\n",
"[73]\tvalid_0's poisson: -94.558\tvalid_0's tweedie: 54.1357\n",
"[74]\tvalid_0's poisson: -94.6365\tvalid_0's tweedie: 54.1088\n",
"[75]\tvalid_0's poisson: -94.7134\tvalid_0's tweedie: 54.0825\n",
"[76]\tvalid_0's poisson: -94.7913\tvalid_0's tweedie: 54.0558\n",
"[77]\tvalid_0's poisson: -94.8684\tvalid_0's tweedie: 54.0294\n",
"[78]\tvalid_0's poisson: -94.9444\tvalid_0's tweedie: 54.0034\n",
"[79]\tvalid_0's poisson: -95.0202\tvalid_0's tweedie: 53.9774\n",
"[80]\tvalid_0's poisson: -95.0946\tvalid_0's tweedie: 53.9519\n",
"[81]\tvalid_0's poisson: -95.1692\tvalid_0's tweedie: 53.9263\n",
"[82]\tvalid_0's poisson: -95.2427\tvalid_0's tweedie: 53.9011\n",
"[83]\tvalid_0's poisson: -95.3164\tvalid_0's tweedie: 53.8758\n",
"[84]\tvalid_0's poisson: -95.389\tvalid_0's tweedie: 53.8509\n",
"[85]\tvalid_0's poisson: -95.4628\tvalid_0's tweedie: 53.8256\n",
"[86]\tvalid_0's poisson: -95.5353\tvalid_0's tweedie: 53.8007\n",
"[87]\tvalid_0's poisson: -95.6071\tvalid_0's tweedie: 53.776\n",
"[88]\tvalid_0's poisson: -95.6777\tvalid_0's tweedie: 53.7518\n",
"[89]\tvalid_0's poisson: -95.7497\tvalid_0's tweedie: 53.727\n",
"[90]\tvalid_0's poisson: -95.8206\tvalid_0's tweedie: 53.7027\n",
"[91]\tvalid_0's poisson: -95.8909\tvalid_0's tweedie: 53.6785\n",
"[92]\tvalid_0's poisson: -95.9598\tvalid_0's tweedie: 53.6548\n",
"[93]\tvalid_0's poisson: -96.0297\tvalid_0's tweedie: 53.6308\n",
"[94]\tvalid_0's poisson: -96.0995\tvalid_0's tweedie: 53.6068\n",
"[95]\tvalid_0's poisson: -96.1678\tvalid_0's tweedie: 53.5833\n",
"[96]\tvalid_0's poisson: -96.235\tvalid_0's tweedie: 53.5601\n",
"[97]\tvalid_0's poisson: -96.3031\tvalid_0's tweedie: 53.5366\n",
"[98]\tvalid_0's poisson: -96.3712\tvalid_0's tweedie: 53.5132\n",
"[99]\tvalid_0's poisson: -96.4382\tvalid_0's tweedie: 53.4901\n",
"[100]\tvalid_0's poisson: -96.5043\tvalid_0's tweedie: 53.4673\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2954\tvalid_0's tweedie: 56.6103\n",
"[2]\tvalid_0's poisson: -87.4204\tvalid_0's tweedie: 56.5677\n",
"[3]\tvalid_0's poisson: -87.5446\tvalid_0's tweedie: 56.5254\n",
"[4]\tvalid_0's poisson: -87.6683\tvalid_0's tweedie: 56.4832\n",
"[5]\tvalid_0's poisson: -87.7909\tvalid_0's tweedie: 56.4414\n",
"[6]\tvalid_0's poisson: -87.913\tvalid_0's tweedie: 56.3998\n",
"[7]\tvalid_0's poisson: -88.0343\tvalid_0's tweedie: 56.3585\n",
"[8]\tvalid_0's poisson: -88.1546\tvalid_0's tweedie: 56.3175\n",
"[9]\tvalid_0's poisson: -88.2743\tvalid_0's tweedie: 56.2767\n",
"[10]\tvalid_0's poisson: -88.3933\tvalid_0's tweedie: 56.2362\n",
"[11]\tvalid_0's poisson: -88.5113\tvalid_0's tweedie: 56.196\n",
"[12]\tvalid_0's poisson: -88.6288\tvalid_0's tweedie: 56.156\n",
"[13]\tvalid_0's poisson: -88.7455\tvalid_0's tweedie: 56.1163\n",
"[14]\tvalid_0's poisson: -88.8615\tvalid_0's tweedie: 56.0769\n",
"[15]\tvalid_0's poisson: -88.9766\tvalid_0's tweedie: 56.0377\n",
"[16]\tvalid_0's poisson: -89.0911\tvalid_0's tweedie: 55.9988\n",
"[17]\tvalid_0's poisson: -89.2048\tvalid_0's tweedie: 55.9601\n",
"[18]\tvalid_0's poisson: -89.3178\tvalid_0's tweedie: 55.9217\n",
"[19]\tvalid_0's poisson: -89.4301\tvalid_0's tweedie: 55.8835\n",
"[20]\tvalid_0's poisson: -89.5423\tvalid_0's tweedie: 55.8453\n",
"[21]\tvalid_0's poisson: -89.654\tvalid_0's tweedie: 55.8073\n",
"[22]\tvalid_0's poisson: -89.7647\tvalid_0's tweedie: 55.7697\n",
"[23]\tvalid_0's poisson: -89.875\tvalid_0's tweedie: 55.7322\n",
"[24]\tvalid_0's poisson: -89.9843\tvalid_0's tweedie: 55.695\n",
"[25]\tvalid_0's poisson: -90.093\tvalid_0's tweedie: 55.6581\n",
"[26]\tvalid_0's poisson: -90.2011\tvalid_0's tweedie: 55.6214\n",
"[27]\tvalid_0's poisson: -90.3084\tvalid_0's tweedie: 55.5849\n",
"[28]\tvalid_0's poisson: -90.415\tvalid_0's tweedie: 55.5487\n",
"[29]\tvalid_0's poisson: -90.5209\tvalid_0's tweedie: 55.5127\n",
"[30]\tvalid_0's poisson: -90.6261\tvalid_0's tweedie: 55.477\n",
"[31]\tvalid_0's poisson: -90.7311\tvalid_0's tweedie: 55.4413\n",
"[32]\tvalid_0's poisson: -90.835\tvalid_0's tweedie: 55.406\n",
"[33]\tvalid_0's poisson: -90.9382\tvalid_0's tweedie: 55.3709\n",
"[34]\tvalid_0's poisson: -91.0412\tvalid_0's tweedie: 55.3359\n",
"[35]\tvalid_0's poisson: -91.143\tvalid_0's tweedie: 55.3013\n",
"[36]\tvalid_0's poisson: -91.2447\tvalid_0's tweedie: 55.2668\n",
"[37]\tvalid_0's poisson: -91.3455\tvalid_0's tweedie: 55.2325\n",
"[38]\tvalid_0's poisson: -91.4455\tvalid_0's tweedie: 55.1986\n",
"[39]\tvalid_0's poisson: -91.545\tvalid_0's tweedie: 55.1647\n",
"[40]\tvalid_0's poisson: -91.6438\tvalid_0's tweedie: 55.1312\n",
"[41]\tvalid_0's poisson: -91.742\tvalid_0's tweedie: 55.0978\n",
"[42]\tvalid_0's poisson: -91.8395\tvalid_0's tweedie: 55.0647\n",
"[43]\tvalid_0's poisson: -91.9357\tvalid_0's tweedie: 55.032\n",
"[44]\tvalid_0's poisson: -92.0313\tvalid_0's tweedie: 54.9995\n",
"[45]\tvalid_0's poisson: -92.1272\tvalid_0's tweedie: 54.9669\n",
"[46]\tvalid_0's poisson: -92.2214\tvalid_0's tweedie: 54.9349\n",
"[47]\tvalid_0's poisson: -92.3162\tvalid_0's tweedie: 54.9026\n",
"[48]\tvalid_0's poisson: -92.4097\tvalid_0's tweedie: 54.8709\n",
"[49]\tvalid_0's poisson: -92.5026\tvalid_0's tweedie: 54.8393\n",
"[50]\tvalid_0's poisson: -92.5952\tvalid_0's tweedie: 54.8078\n",
"[51]\tvalid_0's poisson: -92.6871\tvalid_0's tweedie: 54.7765\n",
"[52]\tvalid_0's poisson: -92.7786\tvalid_0's tweedie: 54.7454\n",
"[53]\tvalid_0's poisson: -92.8691\tvalid_0's tweedie: 54.7146\n",
"[54]\tvalid_0's poisson: -92.9593\tvalid_0's tweedie: 54.6839\n",
"[55]\tvalid_0's poisson: -93.0486\tvalid_0's tweedie: 54.6535\n",
"[56]\tvalid_0's poisson: -93.1375\tvalid_0's tweedie: 54.6232\n",
"[57]\tvalid_0's poisson: -93.2258\tvalid_0's tweedie: 54.5931\n",
"[58]\tvalid_0's poisson: -93.3134\tvalid_0's tweedie: 54.5633\n",
"[59]\tvalid_0's poisson: -93.4007\tvalid_0's tweedie: 54.5336\n",
"[60]\tvalid_0's poisson: -93.4871\tvalid_0's tweedie: 54.5041\n",
"[61]\tvalid_0's poisson: -93.5731\tvalid_0's tweedie: 54.4748\n",
"[62]\tvalid_0's poisson: -93.6594\tvalid_0's tweedie: 54.4455\n",
"[63]\tvalid_0's poisson: -93.7449\tvalid_0's tweedie: 54.4163\n",
"[64]\tvalid_0's poisson: -93.8291\tvalid_0's tweedie: 54.3876\n",
"[65]\tvalid_0's poisson: -93.9137\tvalid_0's tweedie: 54.3588\n",
"[66]\tvalid_0's poisson: -93.9974\tvalid_0's tweedie: 54.3303\n",
"[67]\tvalid_0's poisson: -94.0799\tvalid_0's tweedie: 54.3022\n",
"[68]\tvalid_0's poisson: -94.162\tvalid_0's tweedie: 54.2741\n",
"[69]\tvalid_0's poisson: -94.2445\tvalid_0's tweedie: 54.2461\n",
"[70]\tvalid_0's poisson: -94.3267\tvalid_0's tweedie: 54.218\n",
"[71]\tvalid_0's poisson: -94.4058\tvalid_0's tweedie: 54.191\n",
"[72]\tvalid_0's poisson: -94.4842\tvalid_0's tweedie: 54.1642\n",
"[73]\tvalid_0's poisson: -94.5644\tvalid_0's tweedie: 54.1368\n",
"[74]\tvalid_0's poisson: -94.6419\tvalid_0's tweedie: 54.1103\n",
"[75]\tvalid_0's poisson: -94.7188\tvalid_0's tweedie: 54.084\n",
"[76]\tvalid_0's poisson: -94.7979\tvalid_0's tweedie: 54.057\n",
"[77]\tvalid_0's poisson: -94.8739\tvalid_0's tweedie: 54.031\n",
"[78]\tvalid_0's poisson: -94.9492\tvalid_0's tweedie: 54.0052\n",
"[79]\tvalid_0's poisson: -95.0269\tvalid_0's tweedie: 53.9787\n",
"[80]\tvalid_0's poisson: -95.101\tvalid_0's tweedie: 53.9534\n",
"[81]\tvalid_0's poisson: -95.1767\tvalid_0's tweedie: 53.9275\n",
"[82]\tvalid_0's poisson: -95.2498\tvalid_0's tweedie: 53.9024\n",
"[83]\tvalid_0's poisson: -95.3256\tvalid_0's tweedie: 53.8765\n",
"[84]\tvalid_0's poisson: -95.3977\tvalid_0's tweedie: 53.8518\n",
"[85]\tvalid_0's poisson: -95.4698\tvalid_0's tweedie: 53.8271\n",
"[86]\tvalid_0's poisson: -95.543\tvalid_0's tweedie: 53.802\n",
"[87]\tvalid_0's poisson: -95.6165\tvalid_0's tweedie: 53.7768\n",
"[88]\tvalid_0's poisson: -95.6868\tvalid_0's tweedie: 53.7527\n",
"[89]\tvalid_0's poisson: -95.7592\tvalid_0's tweedie: 53.7279\n",
"[90]\tvalid_0's poisson: -95.8288\tvalid_0's tweedie: 53.704\n",
"[91]\tvalid_0's poisson: -95.9011\tvalid_0's tweedie: 53.6792\n",
"[92]\tvalid_0's poisson: -95.9698\tvalid_0's tweedie: 53.6556\n",
"[93]\tvalid_0's poisson: -96.0378\tvalid_0's tweedie: 53.6322\n",
"[94]\tvalid_0's poisson: -96.1074\tvalid_0's tweedie: 53.6083\n",
"[95]\tvalid_0's poisson: -96.1753\tvalid_0's tweedie: 53.5849\n",
"[96]\tvalid_0's poisson: -96.2452\tvalid_0's tweedie: 53.561\n",
"[97]\tvalid_0's poisson: -96.3121\tvalid_0's tweedie: 53.5379\n",
"[98]\tvalid_0's poisson: -96.3799\tvalid_0's tweedie: 53.5147\n",
"[99]\tvalid_0's poisson: -96.4475\tvalid_0's tweedie: 53.4914\n",
"[100]\tvalid_0's poisson: -96.5125\tvalid_0's tweedie: 53.469\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.3024\tvalid_0's tweedie: 56.6079\n",
"[2]\tvalid_0's poisson: -87.428\tvalid_0's tweedie: 56.565\n",
"[3]\tvalid_0's poisson: -87.5528\tvalid_0's tweedie: 56.5224\n",
"[4]\tvalid_0's poisson: -87.6768\tvalid_0's tweedie: 56.4801\n",
"[5]\tvalid_0's poisson: -87.7999\tvalid_0's tweedie: 56.4381\n",
"[6]\tvalid_0's poisson: -87.9223\tvalid_0's tweedie: 56.3963\n",
"[7]\tvalid_0's poisson: -88.0439\tvalid_0's tweedie: 56.3548\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[8]\tvalid_0's poisson: -88.1647\tvalid_0's tweedie: 56.3136\n",
"[9]\tvalid_0's poisson: -88.2847\tvalid_0's tweedie: 56.2727\n",
"[10]\tvalid_0's poisson: -88.4045\tvalid_0's tweedie: 56.2319\n",
"[11]\tvalid_0's poisson: -88.5236\tvalid_0's tweedie: 56.1913\n",
"[12]\tvalid_0's poisson: -88.6419\tvalid_0's tweedie: 56.1509\n",
"[13]\tvalid_0's poisson: -88.7595\tvalid_0's tweedie: 56.1109\n",
"[14]\tvalid_0's poisson: -88.8762\tvalid_0's tweedie: 56.0711\n",
"[15]\tvalid_0's poisson: -88.9922\tvalid_0's tweedie: 56.0316\n",
"[16]\tvalid_0's poisson: -89.1075\tvalid_0's tweedie: 55.9923\n",
"[17]\tvalid_0's poisson: -89.222\tvalid_0's tweedie: 55.9533\n",
"[18]\tvalid_0's poisson: -89.3358\tvalid_0's tweedie: 55.9145\n",
"[19]\tvalid_0's poisson: -89.4488\tvalid_0's tweedie: 55.876\n",
"[20]\tvalid_0's poisson: -89.5617\tvalid_0's tweedie: 55.8376\n",
"[21]\tvalid_0's poisson: -89.6739\tvalid_0's tweedie: 55.7994\n",
"[22]\tvalid_0's poisson: -89.7854\tvalid_0's tweedie: 55.7614\n",
"[23]\tvalid_0's poisson: -89.8962\tvalid_0's tweedie: 55.7237\n",
"[24]\tvalid_0's poisson: -90.0056\tvalid_0's tweedie: 55.6865\n",
"[25]\tvalid_0's poisson: -90.1149\tvalid_0's tweedie: 55.6493\n",
"[26]\tvalid_0's poisson: -90.2235\tvalid_0's tweedie: 55.6123\n",
"[27]\tvalid_0's poisson: -90.3314\tvalid_0's tweedie: 55.5756\n",
"[28]\tvalid_0's poisson: -90.4386\tvalid_0's tweedie: 55.5391\n",
"[29]\tvalid_0's poisson: -90.545\tvalid_0's tweedie: 55.5029\n",
"[30]\tvalid_0's poisson: -90.6503\tvalid_0's tweedie: 55.4671\n",
"[31]\tvalid_0's poisson: -90.7552\tvalid_0's tweedie: 55.4314\n",
"[32]\tvalid_0's poisson: -90.8596\tvalid_0's tweedie: 55.3958\n",
"[33]\tvalid_0's poisson: -90.9633\tvalid_0's tweedie: 55.3605\n",
"[34]\tvalid_0's poisson: -91.0662\tvalid_0's tweedie: 55.3255\n",
"[35]\tvalid_0's poisson: -91.1685\tvalid_0's tweedie: 55.2907\n",
"[36]\tvalid_0's poisson: -91.2699\tvalid_0's tweedie: 55.2562\n",
"[37]\tvalid_0's poisson: -91.371\tvalid_0's tweedie: 55.2218\n",
"[38]\tvalid_0's poisson: -91.471\tvalid_0's tweedie: 55.1877\n",
"[39]\tvalid_0's poisson: -91.5704\tvalid_0's tweedie: 55.1539\n",
"[40]\tvalid_0's poisson: -91.6694\tvalid_0's tweedie: 55.1202\n",
"[41]\tvalid_0's poisson: -91.7675\tvalid_0's tweedie: 55.0868\n",
"[42]\tvalid_0's poisson: -91.8652\tvalid_0's tweedie: 55.0536\n",
"[43]\tvalid_0's poisson: -91.9621\tvalid_0's tweedie: 55.0206\n",
"[44]\tvalid_0's poisson: -92.0587\tvalid_0's tweedie: 54.9877\n",
"[45]\tvalid_0's poisson: -92.1543\tvalid_0's tweedie: 54.9552\n",
"[46]\tvalid_0's poisson: -92.2498\tvalid_0's tweedie: 54.9227\n",
"[47]\tvalid_0's poisson: -92.3441\tvalid_0's tweedie: 54.8906\n",
"[48]\tvalid_0's poisson: -92.4385\tvalid_0's tweedie: 54.8585\n",
"[49]\tvalid_0's poisson: -92.5317\tvalid_0's tweedie: 54.8267\n",
"[50]\tvalid_0's poisson: -92.6247\tvalid_0's tweedie: 54.7951\n",
"[51]\tvalid_0's poisson: -92.7166\tvalid_0's tweedie: 54.7638\n",
"[52]\tvalid_0's poisson: -92.809\tvalid_0's tweedie: 54.7324\n",
"[53]\tvalid_0's poisson: -92.8998\tvalid_0's tweedie: 54.7014\n",
"[54]\tvalid_0's poisson: -92.9908\tvalid_0's tweedie: 54.6705\n",
"[55]\tvalid_0's poisson: -93.0804\tvalid_0's tweedie: 54.6399\n",
"[56]\tvalid_0's poisson: -93.1702\tvalid_0's tweedie: 54.6094\n",
"[57]\tvalid_0's poisson: -93.2586\tvalid_0's tweedie: 54.5792\n",
"[58]\tvalid_0's poisson: -93.3473\tvalid_0's tweedie: 54.549\n",
"[59]\tvalid_0's poisson: -93.4346\tvalid_0's tweedie: 54.5193\n",
"[60]\tvalid_0's poisson: -93.5218\tvalid_0's tweedie: 54.4896\n",
"[61]\tvalid_0's poisson: -93.609\tvalid_0's tweedie: 54.4599\n",
"[62]\tvalid_0's poisson: -93.6944\tvalid_0's tweedie: 54.4307\n",
"[63]\tvalid_0's poisson: -93.78\tvalid_0's tweedie: 54.4016\n",
"[64]\tvalid_0's poisson: -93.8648\tvalid_0's tweedie: 54.3726\n",
"[65]\tvalid_0's poisson: -93.9496\tvalid_0's tweedie: 54.3437\n",
"[66]\tvalid_0's poisson: -94.0341\tvalid_0's tweedie: 54.315\n",
"[67]\tvalid_0's poisson: -94.117\tvalid_0's tweedie: 54.2867\n",
"[68]\tvalid_0's poisson: -94.2003\tvalid_0's tweedie: 54.2583\n",
"[69]\tvalid_0's poisson: -94.2824\tvalid_0's tweedie: 54.2302\n",
"[70]\tvalid_0's poisson: -94.3645\tvalid_0's tweedie: 54.2022\n",
"[71]\tvalid_0's poisson: -94.4456\tvalid_0's tweedie: 54.1745\n",
"[72]\tvalid_0's poisson: -94.5269\tvalid_0's tweedie: 54.1468\n",
"[73]\tvalid_0's poisson: -94.6067\tvalid_0's tweedie: 54.1195\n",
"[74]\tvalid_0's poisson: -94.6868\tvalid_0's tweedie: 54.0922\n",
"[75]\tvalid_0's poisson: -94.7656\tvalid_0's tweedie: 54.0653\n",
"[76]\tvalid_0's poisson: -94.8447\tvalid_0's tweedie: 54.0383\n",
"[77]\tvalid_0's poisson: -94.9224\tvalid_0's tweedie: 54.0117\n",
"[78]\tvalid_0's poisson: -94.9999\tvalid_0's tweedie: 53.9852\n",
"[79]\tvalid_0's poisson: -95.0766\tvalid_0's tweedie: 53.9589\n",
"[80]\tvalid_0's poisson: -95.1519\tvalid_0's tweedie: 53.9331\n",
"[81]\tvalid_0's poisson: -95.2285\tvalid_0's tweedie: 53.9069\n",
"[82]\tvalid_0's poisson: -95.3028\tvalid_0's tweedie: 53.8815\n",
"[83]\tvalid_0's poisson: -95.3765\tvalid_0's tweedie: 53.8561\n",
"[84]\tvalid_0's poisson: -95.451\tvalid_0's tweedie: 53.8306\n",
"[85]\tvalid_0's poisson: -95.5238\tvalid_0's tweedie: 53.8056\n",
"[86]\tvalid_0's poisson: -95.5979\tvalid_0's tweedie: 53.7803\n",
"[87]\tvalid_0's poisson: -95.6695\tvalid_0's tweedie: 53.7557\n",
"[88]\tvalid_0's poisson: -95.7408\tvalid_0's tweedie: 53.7312\n",
"[89]\tvalid_0's poisson: -95.8137\tvalid_0's tweedie: 53.7062\n",
"[90]\tvalid_0's poisson: -95.8839\tvalid_0's tweedie: 53.6821\n",
"[91]\tvalid_0's poisson: -95.9535\tvalid_0's tweedie: 53.6581\n",
"[92]\tvalid_0's poisson: -96.0243\tvalid_0's tweedie: 53.6338\n",
"[93]\tvalid_0's poisson: -96.0933\tvalid_0's tweedie: 53.61\n",
"[94]\tvalid_0's poisson: -96.1635\tvalid_0's tweedie: 53.5859\n",
"[95]\tvalid_0's poisson: -96.2329\tvalid_0's tweedie: 53.5621\n",
"[96]\tvalid_0's poisson: -96.3003\tvalid_0's tweedie: 53.5389\n",
"[97]\tvalid_0's poisson: -96.3689\tvalid_0's tweedie: 53.5153\n",
"[98]\tvalid_0's poisson: -96.4354\tvalid_0's tweedie: 53.4924\n",
"[99]\tvalid_0's poisson: -96.5038\tvalid_0's tweedie: 53.4689\n",
"[100]\tvalid_0's poisson: -96.57\tvalid_0's tweedie: 53.446\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.2894\tvalid_0's tweedie: 56.6124\n",
"[2]\tvalid_0's poisson: -87.4143\tvalid_0's tweedie: 56.5699\n",
"[3]\tvalid_0's poisson: -87.5385\tvalid_0's tweedie: 56.5276\n",
"[4]\tvalid_0's poisson: -87.6618\tvalid_0's tweedie: 56.4856\n",
"[5]\tvalid_0's poisson: -87.7844\tvalid_0's tweedie: 56.4438\n",
"[6]\tvalid_0's poisson: -87.9061\tvalid_0's tweedie: 56.4024\n",
"[7]\tvalid_0's poisson: -88.0271\tvalid_0's tweedie: 56.3612\n",
"[8]\tvalid_0's poisson: -88.1473\tvalid_0's tweedie: 56.3203\n",
"[9]\tvalid_0's poisson: -88.2667\tvalid_0's tweedie: 56.2797\n",
"[10]\tvalid_0's poisson: -88.3854\tvalid_0's tweedie: 56.2393\n",
"[11]\tvalid_0's poisson: -88.5032\tvalid_0's tweedie: 56.1992\n",
"[12]\tvalid_0's poisson: -88.6204\tvalid_0's tweedie: 56.1594\n",
"[13]\tvalid_0's poisson: -88.7368\tvalid_0's tweedie: 56.1198\n",
"[14]\tvalid_0's poisson: -88.8524\tvalid_0's tweedie: 56.0805\n",
"[15]\tvalid_0's poisson: -88.9673\tvalid_0's tweedie: 56.0414\n",
"[16]\tvalid_0's poisson: -89.0815\tvalid_0's tweedie: 56.0025\n",
"[17]\tvalid_0's poisson: -89.1946\tvalid_0's tweedie: 55.9641\n",
"[18]\tvalid_0's poisson: -89.3071\tvalid_0's tweedie: 55.9258\n",
"[19]\tvalid_0's poisson: -89.4188\tvalid_0's tweedie: 55.8879\n",
"[20]\tvalid_0's poisson: -89.5301\tvalid_0's tweedie: 55.8501\n",
"[21]\tvalid_0's poisson: -89.6411\tvalid_0's tweedie: 55.8123\n",
"[22]\tvalid_0's poisson: -89.7519\tvalid_0's tweedie: 55.7747\n",
"[23]\tvalid_0's poisson: -89.8615\tvalid_0's tweedie: 55.7374\n",
"[24]\tvalid_0's poisson: -89.9706\tvalid_0's tweedie: 55.7004\n",
"[25]\tvalid_0's poisson: -90.0789\tvalid_0's tweedie: 55.6636\n",
"[26]\tvalid_0's poisson: -90.1867\tvalid_0's tweedie: 55.627\n",
"[27]\tvalid_0's poisson: -90.2939\tvalid_0's tweedie: 55.5906\n",
"[28]\tvalid_0's poisson: -90.4\tvalid_0's tweedie: 55.5545\n",
"[29]\tvalid_0's poisson: -90.5057\tvalid_0's tweedie: 55.5186\n",
"[30]\tvalid_0's poisson: -90.6105\tvalid_0's tweedie: 55.483\n",
"[31]\tvalid_0's poisson: -90.7149\tvalid_0's tweedie: 55.4475\n",
"[32]\tvalid_0's poisson: -90.8184\tvalid_0's tweedie: 55.4124\n",
"[33]\tvalid_0's poisson: -90.9213\tvalid_0's tweedie: 55.3774\n",
"[34]\tvalid_0's poisson: -91.0234\tvalid_0's tweedie: 55.3427\n",
"[35]\tvalid_0's poisson: -91.1248\tvalid_0's tweedie: 55.3083\n",
"[36]\tvalid_0's poisson: -91.2257\tvalid_0's tweedie: 55.274\n",
"[37]\tvalid_0's poisson: -91.3254\tvalid_0's tweedie: 55.2401\n",
"[38]\tvalid_0's poisson: -91.4251\tvalid_0's tweedie: 55.2062\n",
"[39]\tvalid_0's poisson: -91.5235\tvalid_0's tweedie: 55.1728\n",
"[40]\tvalid_0's poisson: -91.6218\tvalid_0's tweedie: 55.1394\n",
"[41]\tvalid_0's poisson: -91.7195\tvalid_0's tweedie: 55.1062\n",
"[42]\tvalid_0's poisson: -91.8168\tvalid_0's tweedie: 55.0731\n",
"[43]\tvalid_0's poisson: -91.9132\tvalid_0's tweedie: 55.0403\n",
"[44]\tvalid_0's poisson: -92.0092\tvalid_0's tweedie: 55.0077\n",
"[45]\tvalid_0's poisson: -92.1041\tvalid_0's tweedie: 54.9755\n",
"[46]\tvalid_0's poisson: -92.1987\tvalid_0's tweedie: 54.9433\n",
"[47]\tvalid_0's poisson: -92.2925\tvalid_0's tweedie: 54.9114\n",
"[48]\tvalid_0's poisson: -92.3856\tvalid_0's tweedie: 54.8798\n",
"[49]\tvalid_0's poisson: -92.4784\tvalid_0's tweedie: 54.8482\n",
"[50]\tvalid_0's poisson: -92.5705\tvalid_0's tweedie: 54.8169\n",
"[51]\tvalid_0's poisson: -92.6625\tvalid_0's tweedie: 54.7857\n",
"[52]\tvalid_0's poisson: -92.7534\tvalid_0's tweedie: 54.7548\n",
"[53]\tvalid_0's poisson: -92.8433\tvalid_0's tweedie: 54.7242\n",
"[54]\tvalid_0's poisson: -92.9334\tvalid_0's tweedie: 54.6935\n",
"[55]\tvalid_0's poisson: -93.0225\tvalid_0's tweedie: 54.6632\n",
"[56]\tvalid_0's poisson: -93.1114\tvalid_0's tweedie: 54.633\n",
"[57]\tvalid_0's poisson: -93.1992\tvalid_0's tweedie: 54.6031\n",
"[58]\tvalid_0's poisson: -93.2869\tvalid_0's tweedie: 54.5733\n",
"[59]\tvalid_0's poisson: -93.3739\tvalid_0's tweedie: 54.5437\n",
"[60]\tvalid_0's poisson: -93.4601\tvalid_0's tweedie: 54.5144\n",
"[61]\tvalid_0's poisson: -93.5465\tvalid_0's tweedie: 54.485\n",
"[62]\tvalid_0's poisson: -93.6313\tvalid_0's tweedie: 54.4561\n",
"[63]\tvalid_0's poisson: -93.716\tvalid_0's tweedie: 54.4273\n",
"[64]\tvalid_0's poisson: -93.8001\tvalid_0's tweedie: 54.3986\n",
"[65]\tvalid_0's poisson: -93.8841\tvalid_0's tweedie: 54.37\n",
"[66]\tvalid_0's poisson: -93.9669\tvalid_0's tweedie: 54.3418\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[67]\tvalid_0's poisson: -94.0496\tvalid_0's tweedie: 54.3137\n",
"[68]\tvalid_0's poisson: -94.1317\tvalid_0's tweedie: 54.2857\n",
"[69]\tvalid_0's poisson: -94.2128\tvalid_0's tweedie: 54.258\n",
"[70]\tvalid_0's poisson: -94.2936\tvalid_0's tweedie: 54.2305\n",
"[71]\tvalid_0's poisson: -94.3741\tvalid_0's tweedie: 54.203\n",
"[72]\tvalid_0's poisson: -94.4539\tvalid_0's tweedie: 54.1758\n",
"[73]\tvalid_0's poisson: -94.5334\tvalid_0's tweedie: 54.1487\n",
"[74]\tvalid_0's poisson: -94.6128\tvalid_0's tweedie: 54.1217\n",
"[75]\tvalid_0's poisson: -94.6912\tvalid_0's tweedie: 54.0949\n",
"[76]\tvalid_0's poisson: -94.7691\tvalid_0's tweedie: 54.0683\n",
"[77]\tvalid_0's poisson: -94.8469\tvalid_0's tweedie: 54.0418\n",
"[78]\tvalid_0's poisson: -94.9244\tvalid_0's tweedie: 54.0153\n",
"[79]\tvalid_0's poisson: -95.0015\tvalid_0's tweedie: 53.9889\n",
"[80]\tvalid_0's poisson: -95.0779\tvalid_0's tweedie: 53.9628\n",
"[81]\tvalid_0's poisson: -95.1537\tvalid_0's tweedie: 53.9369\n",
"[82]\tvalid_0's poisson: -95.2292\tvalid_0's tweedie: 53.9111\n",
"[83]\tvalid_0's poisson: -95.304\tvalid_0's tweedie: 53.8855\n",
"[84]\tvalid_0's poisson: -95.3785\tvalid_0's tweedie: 53.86\n",
"[85]\tvalid_0's poisson: -95.4523\tvalid_0's tweedie: 53.8348\n",
"[86]\tvalid_0's poisson: -95.5259\tvalid_0's tweedie: 53.8096\n",
"[87]\tvalid_0's poisson: -95.5989\tvalid_0's tweedie: 53.7846\n",
"[88]\tvalid_0's poisson: -95.6715\tvalid_0's tweedie: 53.7597\n",
"[89]\tvalid_0's poisson: -95.7439\tvalid_0's tweedie: 53.7349\n",
"[90]\tvalid_0's poisson: -95.8154\tvalid_0's tweedie: 53.7104\n",
"[91]\tvalid_0's poisson: -95.8866\tvalid_0's tweedie: 53.686\n",
"[92]\tvalid_0's poisson: -95.9574\tvalid_0's tweedie: 53.6617\n",
"[93]\tvalid_0's poisson: -96.0278\tvalid_0's tweedie: 53.6376\n",
"[94]\tvalid_0's poisson: -96.0977\tvalid_0's tweedie: 53.6137\n",
"[95]\tvalid_0's poisson: -96.167\tvalid_0's tweedie: 53.5899\n",
"[96]\tvalid_0's poisson: -96.2357\tvalid_0's tweedie: 53.5662\n",
"[97]\tvalid_0's poisson: -96.3039\tvalid_0's tweedie: 53.5428\n",
"[98]\tvalid_0's poisson: -96.3718\tvalid_0's tweedie: 53.5195\n",
"[99]\tvalid_0's poisson: -96.4391\tvalid_0's tweedie: 53.4963\n",
"[100]\tvalid_0's poisson: -96.5059\tvalid_0's tweedie: 53.4733\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=1, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.5467\tvalid_0's tweedie: 102.35\n",
"[2]\tvalid_0's poisson: -98.9393\tvalid_0's tweedie: 100.234\n",
"[3]\tvalid_0's poisson: -101.697\tvalid_0's tweedie: 98.8706\n",
"[4]\tvalid_0's poisson: -103.599\tvalid_0's tweedie: 97.9057\n",
"[5]\tvalid_0's poisson: -104.836\tvalid_0's tweedie: 97.2581\n",
"[6]\tvalid_0's poisson: -105.877\tvalid_0's tweedie: 96.709\n",
"[7]\tvalid_0's poisson: -106.478\tvalid_0's tweedie: 96.3736\n",
"[8]\tvalid_0's poisson: -107.034\tvalid_0's tweedie: 96.0815\n",
"[9]\tvalid_0's poisson: -107.384\tvalid_0's tweedie: 95.8882\n",
"[10]\tvalid_0's poisson: -107.671\tvalid_0's tweedie: 95.7359\n",
"[11]\tvalid_0's poisson: -107.891\tvalid_0's tweedie: 95.6127\n",
"[12]\tvalid_0's poisson: -108.041\tvalid_0's tweedie: 95.5326\n",
"[13]\tvalid_0's poisson: -108.192\tvalid_0's tweedie: 95.4566\n",
"[14]\tvalid_0's poisson: -108.359\tvalid_0's tweedie: 95.3652\n",
"[15]\tvalid_0's poisson: -108.443\tvalid_0's tweedie: 95.3142\n",
"[16]\tvalid_0's poisson: -108.542\tvalid_0's tweedie: 95.2666\n",
"[17]\tvalid_0's poisson: -108.639\tvalid_0's tweedie: 95.2156\n",
"[18]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 95.1981\n",
"[19]\tvalid_0's poisson: -108.694\tvalid_0's tweedie: 95.1843\n",
"[20]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 95.1585\n",
"[21]\tvalid_0's poisson: -108.829\tvalid_0's tweedie: 95.1199\n",
"[22]\tvalid_0's poisson: -108.861\tvalid_0's tweedie: 95.1056\n",
"[23]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 95.0967\n",
"[24]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 95.083\n",
"[25]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 95.0762\n",
"[26]\tvalid_0's poisson: -108.945\tvalid_0's tweedie: 95.0664\n",
"[27]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 95.0434\n",
"[28]\tvalid_0's poisson: -109.02\tvalid_0's tweedie: 95.0259\n",
"[29]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 95.0172\n",
"[30]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 95.0161\n",
"[31]\tvalid_0's poisson: -109.082\tvalid_0's tweedie: 94.9988\n",
"[32]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 94.9824\n",
"[33]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 94.9694\n",
"[34]\tvalid_0's poisson: -109.168\tvalid_0's tweedie: 94.957\n",
"[35]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 94.9486\n",
"[36]\tvalid_0's poisson: -109.204\tvalid_0's tweedie: 94.939\n",
"[37]\tvalid_0's poisson: -109.214\tvalid_0's tweedie: 94.9345\n",
"[38]\tvalid_0's poisson: -109.222\tvalid_0's tweedie: 94.9318\n",
"[39]\tvalid_0's poisson: -109.239\tvalid_0's tweedie: 94.924\n",
"[40]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 94.9169\n",
"[41]\tvalid_0's poisson: -109.273\tvalid_0's tweedie: 94.9094\n",
"[42]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 94.9085\n",
"[43]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 94.9024\n",
"[44]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 94.8966\n",
"[45]\tvalid_0's poisson: -109.317\tvalid_0's tweedie: 94.8864\n",
"[46]\tvalid_0's poisson: -109.33\tvalid_0's tweedie: 94.8812\n",
"[47]\tvalid_0's poisson: -109.336\tvalid_0's tweedie: 94.8788\n",
"[48]\tvalid_0's poisson: -109.338\tvalid_0's tweedie: 94.8773\n",
"[49]\tvalid_0's poisson: -109.344\tvalid_0's tweedie: 94.8732\n",
"[50]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 94.8686\n",
"[51]\tvalid_0's poisson: -109.37\tvalid_0's tweedie: 94.8632\n",
"[52]\tvalid_0's poisson: -109.373\tvalid_0's tweedie: 94.8616\n",
"[53]\tvalid_0's poisson: -109.368\tvalid_0's tweedie: 94.8628\n",
"[54]\tvalid_0's poisson: -109.37\tvalid_0's tweedie: 94.862\n",
"[55]\tvalid_0's poisson: -109.372\tvalid_0's tweedie: 94.8612\n",
"[56]\tvalid_0's poisson: -109.385\tvalid_0's tweedie: 94.8558\n",
"[57]\tvalid_0's poisson: -109.388\tvalid_0's tweedie: 94.8543\n",
"[58]\tvalid_0's poisson: -109.396\tvalid_0's tweedie: 94.8516\n",
"[59]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 94.8507\n",
"[60]\tvalid_0's poisson: -109.401\tvalid_0's tweedie: 94.8499\n",
"[61]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 94.8489\n",
"[62]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 94.8488\n",
"[63]\tvalid_0's poisson: -109.404\tvalid_0's tweedie: 94.8475\n",
"[64]\tvalid_0's poisson: -109.41\tvalid_0's tweedie: 94.8454\n",
"[65]\tvalid_0's poisson: -109.413\tvalid_0's tweedie: 94.8445\n",
"[66]\tvalid_0's poisson: -109.418\tvalid_0's tweedie: 94.8406\n",
"[67]\tvalid_0's poisson: -109.423\tvalid_0's tweedie: 94.8388\n",
"[68]\tvalid_0's poisson: -109.422\tvalid_0's tweedie: 94.8395\n",
"[69]\tvalid_0's poisson: -109.433\tvalid_0's tweedie: 94.8342\n",
"[70]\tvalid_0's poisson: -109.441\tvalid_0's tweedie: 94.8303\n",
"[71]\tvalid_0's poisson: -109.444\tvalid_0's tweedie: 94.8276\n",
"[72]\tvalid_0's poisson: -109.456\tvalid_0's tweedie: 94.8218\n",
"[73]\tvalid_0's poisson: -109.46\tvalid_0's tweedie: 94.8206\n",
"[74]\tvalid_0's poisson: -109.461\tvalid_0's tweedie: 94.8202\n",
"[75]\tvalid_0's poisson: -109.463\tvalid_0's tweedie: 94.8195\n",
"[76]\tvalid_0's poisson: -109.465\tvalid_0's tweedie: 94.8188\n",
"[77]\tvalid_0's poisson: -109.469\tvalid_0's tweedie: 94.8162\n",
"[78]\tvalid_0's poisson: -109.468\tvalid_0's tweedie: 94.8167\n",
"[79]\tvalid_0's poisson: -109.469\tvalid_0's tweedie: 94.8165\n",
"[80]\tvalid_0's poisson: -109.473\tvalid_0's tweedie: 94.8145\n",
"[81]\tvalid_0's poisson: -109.475\tvalid_0's tweedie: 94.8132\n",
"[82]\tvalid_0's poisson: -109.477\tvalid_0's tweedie: 94.8125\n",
"[83]\tvalid_0's poisson: -109.478\tvalid_0's tweedie: 94.8117\n",
"[84]\tvalid_0's poisson: -109.477\tvalid_0's tweedie: 94.8121\n",
"[85]\tvalid_0's poisson: -109.48\tvalid_0's tweedie: 94.8104\n",
"[86]\tvalid_0's poisson: -109.489\tvalid_0's tweedie: 94.8063\n",
"[87]\tvalid_0's poisson: -109.488\tvalid_0's tweedie: 94.8067\n",
"[88]\tvalid_0's poisson: -109.49\tvalid_0's tweedie: 94.8063\n",
"[89]\tvalid_0's poisson: -109.499\tvalid_0's tweedie: 94.8025\n",
"[90]\tvalid_0's poisson: -109.502\tvalid_0's tweedie: 94.8016\n",
"[91]\tvalid_0's poisson: -109.501\tvalid_0's tweedie: 94.802\n",
"[92]\tvalid_0's poisson: -109.497\tvalid_0's tweedie: 94.8034\n",
"[93]\tvalid_0's poisson: -109.501\tvalid_0's tweedie: 94.8017\n",
"[94]\tvalid_0's poisson: -109.506\tvalid_0's tweedie: 94.799\n",
"[95]\tvalid_0's poisson: -109.507\tvalid_0's tweedie: 94.7985\n",
"[96]\tvalid_0's poisson: -109.51\tvalid_0's tweedie: 94.7971\n",
"[97]\tvalid_0's poisson: -109.512\tvalid_0's tweedie: 94.7961\n",
"[98]\tvalid_0's poisson: -109.514\tvalid_0's tweedie: 94.7949\n",
"[99]\tvalid_0's poisson: -109.516\tvalid_0's tweedie: 94.7941\n",
"[100]\tvalid_0's poisson: -109.517\tvalid_0's tweedie: 94.7936\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.5738\tvalid_0's tweedie: 102.339\n",
"[2]\tvalid_0's poisson: -98.9949\tvalid_0's tweedie: 100.212\n",
"[3]\tvalid_0's poisson: -101.762\tvalid_0's tweedie: 98.8451\n",
"[4]\tvalid_0's poisson: -103.829\tvalid_0's tweedie: 97.8138\n",
"[5]\tvalid_0's poisson: -105.053\tvalid_0's tweedie: 97.1655\n",
"[6]\tvalid_0's poisson: -105.968\tvalid_0's tweedie: 96.6769\n",
"[7]\tvalid_0's poisson: -106.606\tvalid_0's tweedie: 96.3335\n",
"[8]\tvalid_0's poisson: -107.138\tvalid_0's tweedie: 96.0398\n",
"[9]\tvalid_0's poisson: -107.49\tvalid_0's tweedie: 95.8479\n",
"[10]\tvalid_0's poisson: -107.732\tvalid_0's tweedie: 95.7037\n",
"[11]\tvalid_0's poisson: -107.933\tvalid_0's tweedie: 95.5938\n",
"[12]\tvalid_0's poisson: -108.105\tvalid_0's tweedie: 95.5021\n",
"[13]\tvalid_0's poisson: -108.249\tvalid_0's tweedie: 95.4234\n",
"[14]\tvalid_0's poisson: -108.345\tvalid_0's tweedie: 95.3691\n",
"[15]\tvalid_0's poisson: -108.469\tvalid_0's tweedie: 95.3059\n",
"[16]\tvalid_0's poisson: -108.544\tvalid_0's tweedie: 95.2687\n",
"[17]\tvalid_0's poisson: -108.606\tvalid_0's tweedie: 95.2373\n",
"[18]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 95.2177\n",
"[19]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 95.1904\n",
"[20]\tvalid_0's poisson: -108.786\tvalid_0's tweedie: 95.1515\n",
"[21]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 95.1394\n",
"[22]\tvalid_0's poisson: -108.878\tvalid_0's tweedie: 95.1\n",
"[23]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 95.0887\n",
"[24]\tvalid_0's poisson: -108.913\tvalid_0's tweedie: 95.0835\n",
"[25]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 95.0695\n",
"[26]\tvalid_0's poisson: -108.976\tvalid_0's tweedie: 95.0528\n",
"[27]\tvalid_0's poisson: -109\tvalid_0's tweedie: 95.0415\n",
"[28]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 95.0399\n",
"[29]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 95.0358\n",
"[30]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 95.0222\n",
"[31]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 95.0033\n",
"[32]\tvalid_0's poisson: -109.084\tvalid_0's tweedie: 94.9982\n",
"[33]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 94.9985\n",
"[34]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 94.9843\n",
"[35]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 94.9731\n",
"[36]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 94.9711\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 94.9657\n",
"[38]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 94.961\n",
"[39]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 94.9558\n",
"[40]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 94.9465\n",
"[41]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 94.9426\n",
"[42]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 94.9419\n",
"[43]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 94.9333\n",
"[44]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 94.9275\n",
"[45]\tvalid_0's poisson: -109.248\tvalid_0's tweedie: 94.9183\n",
"[46]\tvalid_0's poisson: -109.264\tvalid_0's tweedie: 94.9115\n",
"[47]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 94.9059\n",
"[48]\tvalid_0's poisson: -109.298\tvalid_0's tweedie: 94.8969\n",
"[49]\tvalid_0's poisson: -109.308\tvalid_0's tweedie: 94.8921\n",
"[50]\tvalid_0's poisson: -109.311\tvalid_0's tweedie: 94.891\n",
"[51]\tvalid_0's poisson: -109.311\tvalid_0's tweedie: 94.8911\n",
"[52]\tvalid_0's poisson: -109.316\tvalid_0's tweedie: 94.8884\n",
"[53]\tvalid_0's poisson: -109.332\tvalid_0's tweedie: 94.8811\n",
"[54]\tvalid_0's poisson: -109.344\tvalid_0's tweedie: 94.8752\n",
"[55]\tvalid_0's poisson: -109.351\tvalid_0's tweedie: 94.8699\n",
"[56]\tvalid_0's poisson: -109.353\tvalid_0's tweedie: 94.869\n",
"[57]\tvalid_0's poisson: -109.358\tvalid_0's tweedie: 94.8661\n",
"[58]\tvalid_0's poisson: -109.372\tvalid_0's tweedie: 94.8602\n",
"[59]\tvalid_0's poisson: -109.377\tvalid_0's tweedie: 94.8579\n",
"[60]\tvalid_0's poisson: -109.38\tvalid_0's tweedie: 94.8559\n",
"[61]\tvalid_0's poisson: -109.381\tvalid_0's tweedie: 94.855\n",
"[62]\tvalid_0's poisson: -109.382\tvalid_0's tweedie: 94.8551\n",
"[63]\tvalid_0's poisson: -109.394\tvalid_0's tweedie: 94.8499\n",
"[64]\tvalid_0's poisson: -109.4\tvalid_0's tweedie: 94.8479\n",
"[65]\tvalid_0's poisson: -109.399\tvalid_0's tweedie: 94.8481\n",
"[66]\tvalid_0's poisson: -109.407\tvalid_0's tweedie: 94.845\n",
"[67]\tvalid_0's poisson: -109.412\tvalid_0's tweedie: 94.8426\n",
"[68]\tvalid_0's poisson: -109.415\tvalid_0's tweedie: 94.8412\n",
"[69]\tvalid_0's poisson: -109.416\tvalid_0's tweedie: 94.8402\n",
"[70]\tvalid_0's poisson: -109.427\tvalid_0's tweedie: 94.8346\n",
"[71]\tvalid_0's poisson: -109.429\tvalid_0's tweedie: 94.8341\n",
"[72]\tvalid_0's poisson: -109.437\tvalid_0's tweedie: 94.83\n",
"[73]\tvalid_0's poisson: -109.437\tvalid_0's tweedie: 94.8302\n",
"[74]\tvalid_0's poisson: -109.44\tvalid_0's tweedie: 94.829\n",
"[75]\tvalid_0's poisson: -109.449\tvalid_0's tweedie: 94.8253\n",
"[76]\tvalid_0's poisson: -109.456\tvalid_0's tweedie: 94.8224\n",
"[77]\tvalid_0's poisson: -109.457\tvalid_0's tweedie: 94.822\n",
"[78]\tvalid_0's poisson: -109.46\tvalid_0's tweedie: 94.8207\n",
"[79]\tvalid_0's poisson: -109.467\tvalid_0's tweedie: 94.8171\n",
"[80]\tvalid_0's poisson: -109.473\tvalid_0's tweedie: 94.8147\n",
"[81]\tvalid_0's poisson: -109.476\tvalid_0's tweedie: 94.8135\n",
"[82]\tvalid_0's poisson: -109.482\tvalid_0's tweedie: 94.809\n",
"[83]\tvalid_0's poisson: -109.486\tvalid_0's tweedie: 94.8077\n",
"[84]\tvalid_0's poisson: -109.492\tvalid_0's tweedie: 94.8053\n",
"[85]\tvalid_0's poisson: -109.493\tvalid_0's tweedie: 94.8045\n",
"[86]\tvalid_0's poisson: -109.498\tvalid_0's tweedie: 94.8026\n",
"[87]\tvalid_0's poisson: -109.504\tvalid_0's tweedie: 94.8004\n",
"[88]\tvalid_0's poisson: -109.51\tvalid_0's tweedie: 94.7976\n",
"[89]\tvalid_0's poisson: -109.522\tvalid_0's tweedie: 94.7919\n",
"[90]\tvalid_0's poisson: -109.534\tvalid_0's tweedie: 94.7845\n",
"[91]\tvalid_0's poisson: -109.536\tvalid_0's tweedie: 94.7832\n",
"[92]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 94.7838\n",
"[93]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 94.7837\n",
"[94]\tvalid_0's poisson: -109.538\tvalid_0's tweedie: 94.7826\n",
"[95]\tvalid_0's poisson: -109.536\tvalid_0's tweedie: 94.7833\n",
"[96]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 94.7816\n",
"[97]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 94.7815\n",
"[98]\tvalid_0's poisson: -109.544\tvalid_0's tweedie: 94.7799\n",
"[99]\tvalid_0's poisson: -109.543\tvalid_0's tweedie: 94.7802\n",
"[100]\tvalid_0's poisson: -109.546\tvalid_0's tweedie: 94.7792\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.5899\tvalid_0's tweedie: 102.333\n",
"[2]\tvalid_0's poisson: -99.0077\tvalid_0's tweedie: 100.206\n",
"[3]\tvalid_0's poisson: -101.834\tvalid_0's tweedie: 98.8152\n",
"[4]\tvalid_0's poisson: -103.743\tvalid_0's tweedie: 97.8505\n",
"[5]\tvalid_0's poisson: -105.022\tvalid_0's tweedie: 97.1873\n",
"[6]\tvalid_0's poisson: -105.963\tvalid_0's tweedie: 96.6835\n",
"[7]\tvalid_0's poisson: -106.671\tvalid_0's tweedie: 96.2981\n",
"[8]\tvalid_0's poisson: -107.1\tvalid_0's tweedie: 96.0597\n",
"[9]\tvalid_0's poisson: -107.467\tvalid_0's tweedie: 95.8566\n",
"[10]\tvalid_0's poisson: -107.741\tvalid_0's tweedie: 95.7064\n",
"[11]\tvalid_0's poisson: -107.91\tvalid_0's tweedie: 95.6114\n",
"[12]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 95.4998\n",
"[13]\tvalid_0's poisson: -108.241\tvalid_0's tweedie: 95.4346\n",
"[14]\tvalid_0's poisson: -108.371\tvalid_0's tweedie: 95.368\n",
"[15]\tvalid_0's poisson: -108.481\tvalid_0's tweedie: 95.3134\n",
"[16]\tvalid_0's poisson: -108.532\tvalid_0's tweedie: 95.2822\n",
"[17]\tvalid_0's poisson: -108.608\tvalid_0's tweedie: 95.2453\n",
"[18]\tvalid_0's poisson: -108.696\tvalid_0's tweedie: 95.1952\n",
"[19]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 95.1777\n",
"[20]\tvalid_0's poisson: -108.772\tvalid_0's tweedie: 95.1527\n",
"[21]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 95.1342\n",
"[22]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 95.1091\n",
"[23]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 95.1017\n",
"[24]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 95.0897\n",
"[25]\tvalid_0's poisson: -108.905\tvalid_0's tweedie: 95.08\n",
"[26]\tvalid_0's poisson: -108.92\tvalid_0's tweedie: 95.0724\n",
"[27]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 95.0464\n",
"[28]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 95.0381\n",
"[29]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 95.0268\n",
"[30]\tvalid_0's poisson: -109.026\tvalid_0's tweedie: 95.0148\n",
"[31]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 95.0062\n",
"[32]\tvalid_0's poisson: -109.085\tvalid_0's tweedie: 94.9872\n",
"[33]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 94.982\n",
"[34]\tvalid_0's poisson: -109.115\tvalid_0's tweedie: 94.9724\n",
"[35]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 94.9599\n",
"[36]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 94.9474\n",
"[37]\tvalid_0's poisson: -109.184\tvalid_0's tweedie: 94.9424\n",
"[38]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 94.9333\n",
"[39]\tvalid_0's poisson: -109.208\tvalid_0's tweedie: 94.932\n",
"[40]\tvalid_0's poisson: -109.211\tvalid_0's tweedie: 94.9304\n",
"[41]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 94.9192\n",
"[42]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 94.9178\n",
"[43]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 94.9113\n",
"[44]\tvalid_0's poisson: -109.259\tvalid_0's tweedie: 94.909\n",
"[45]\tvalid_0's poisson: -109.264\tvalid_0's tweedie: 94.9066\n",
"[46]\tvalid_0's poisson: -109.269\tvalid_0's tweedie: 94.9041\n",
"[47]\tvalid_0's poisson: -109.282\tvalid_0's tweedie: 94.8959\n",
"[48]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 94.893\n",
"[49]\tvalid_0's poisson: -109.292\tvalid_0's tweedie: 94.8918\n",
"[50]\tvalid_0's poisson: -109.3\tvalid_0's tweedie: 94.8885\n",
"[51]\tvalid_0's poisson: -109.312\tvalid_0's tweedie: 94.8835\n",
"[52]\tvalid_0's poisson: -109.318\tvalid_0's tweedie: 94.88\n",
"[53]\tvalid_0's poisson: -109.326\tvalid_0's tweedie: 94.8769\n",
"[54]\tvalid_0's poisson: -109.344\tvalid_0's tweedie: 94.868\n",
"[55]\tvalid_0's poisson: -109.346\tvalid_0's tweedie: 94.8673\n",
"[56]\tvalid_0's poisson: -109.349\tvalid_0's tweedie: 94.8654\n",
"[57]\tvalid_0's poisson: -109.364\tvalid_0's tweedie: 94.859\n",
"[58]\tvalid_0's poisson: -109.384\tvalid_0's tweedie: 94.8502\n",
"[59]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 94.8444\n",
"[60]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 94.8417\n",
"[61]\tvalid_0's poisson: -109.411\tvalid_0's tweedie: 94.8377\n",
"[62]\tvalid_0's poisson: -109.418\tvalid_0's tweedie: 94.8337\n",
"[63]\tvalid_0's poisson: -109.425\tvalid_0's tweedie: 94.8303\n",
"[64]\tvalid_0's poisson: -109.428\tvalid_0's tweedie: 94.8291\n",
"[65]\tvalid_0's poisson: -109.438\tvalid_0's tweedie: 94.8248\n",
"[66]\tvalid_0's poisson: -109.443\tvalid_0's tweedie: 94.8226\n",
"[67]\tvalid_0's poisson: -109.451\tvalid_0's tweedie: 94.8198\n",
"[68]\tvalid_0's poisson: -109.456\tvalid_0's tweedie: 94.8176\n",
"[69]\tvalid_0's poisson: -109.467\tvalid_0's tweedie: 94.8129\n",
"[70]\tvalid_0's poisson: -109.475\tvalid_0's tweedie: 94.8089\n",
"[71]\tvalid_0's poisson: -109.477\tvalid_0's tweedie: 94.8079\n",
"[72]\tvalid_0's poisson: -109.487\tvalid_0's tweedie: 94.8036\n",
"[73]\tvalid_0's poisson: -109.493\tvalid_0's tweedie: 94.8013\n",
"[74]\tvalid_0's poisson: -109.495\tvalid_0's tweedie: 94.8002\n",
"[75]\tvalid_0's poisson: -109.498\tvalid_0's tweedie: 94.7988\n",
"[76]\tvalid_0's poisson: -109.495\tvalid_0's tweedie: 94.8004\n",
"[77]\tvalid_0's poisson: -109.496\tvalid_0's tweedie: 94.7996\n",
"[78]\tvalid_0's poisson: -109.499\tvalid_0's tweedie: 94.7986\n",
"[79]\tvalid_0's poisson: -109.499\tvalid_0's tweedie: 94.7988\n",
"[80]\tvalid_0's poisson: -109.526\tvalid_0's tweedie: 94.7875\n",
"[81]\tvalid_0's poisson: -109.531\tvalid_0's tweedie: 94.7849\n",
"[82]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 94.7832\n",
"[83]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 94.7832\n",
"[84]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 94.7809\n",
"[85]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 94.7811\n",
"[86]\tvalid_0's poisson: -109.545\tvalid_0's tweedie: 94.7795\n",
"[87]\tvalid_0's poisson: -109.552\tvalid_0's tweedie: 94.7757\n",
"[88]\tvalid_0's poisson: -109.552\tvalid_0's tweedie: 94.7757\n",
"[89]\tvalid_0's poisson: -109.557\tvalid_0's tweedie: 94.7732\n",
"[90]\tvalid_0's poisson: -109.557\tvalid_0's tweedie: 94.7733\n",
"[91]\tvalid_0's poisson: -109.561\tvalid_0's tweedie: 94.7712\n",
"[92]\tvalid_0's poisson: -109.562\tvalid_0's tweedie: 94.7706\n",
"[93]\tvalid_0's poisson: -109.567\tvalid_0's tweedie: 94.7682\n",
"[94]\tvalid_0's poisson: -109.567\tvalid_0's tweedie: 94.7686\n",
"[95]\tvalid_0's poisson: -109.566\tvalid_0's tweedie: 94.7691\n",
"[96]\tvalid_0's poisson: -109.58\tvalid_0's tweedie: 94.7627\n",
"[97]\tvalid_0's poisson: -109.582\tvalid_0's tweedie: 94.762\n",
"[98]\tvalid_0's poisson: -109.587\tvalid_0's tweedie: 94.7599\n",
"[99]\tvalid_0's poisson: -109.592\tvalid_0's tweedie: 94.758\n",
"[100]\tvalid_0's poisson: -109.597\tvalid_0's tweedie: 94.7551\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.6227\tvalid_0's tweedie: 102.314\n",
"[2]\tvalid_0's poisson: -99.0496\tvalid_0's tweedie: 100.182\n",
"[3]\tvalid_0's poisson: -101.847\tvalid_0's tweedie: 98.8059\n",
"[4]\tvalid_0's poisson: -103.756\tvalid_0's tweedie: 97.8413\n",
"[5]\tvalid_0's poisson: -105.062\tvalid_0's tweedie: 97.16\n",
"[6]\tvalid_0's poisson: -105.961\tvalid_0's tweedie: 96.6757\n",
"[7]\tvalid_0's poisson: -106.604\tvalid_0's tweedie: 96.3285\n",
"[8]\tvalid_0's poisson: -107.136\tvalid_0's tweedie: 96.0359\n",
"[9]\tvalid_0's poisson: -107.47\tvalid_0's tweedie: 95.8432\n",
"[10]\tvalid_0's poisson: -107.73\tvalid_0's tweedie: 95.6989\n",
"[11]\tvalid_0's poisson: -107.924\tvalid_0's tweedie: 95.5909\n",
"[12]\tvalid_0's poisson: -108.088\tvalid_0's tweedie: 95.5009\n",
"[13]\tvalid_0's poisson: -108.234\tvalid_0's tweedie: 95.4267\n",
"[14]\tvalid_0's poisson: -108.364\tvalid_0's tweedie: 95.3588\n",
"[15]\tvalid_0's poisson: -108.453\tvalid_0's tweedie: 95.3108\n",
"[16]\tvalid_0's poisson: -108.516\tvalid_0's tweedie: 95.2766\n",
"[17]\tvalid_0's poisson: -108.56\tvalid_0's tweedie: 95.2541\n",
"[18]\tvalid_0's poisson: -108.611\tvalid_0's tweedie: 95.2282\n",
"[19]\tvalid_0's poisson: -108.664\tvalid_0's tweedie: 95.1939\n",
"[20]\tvalid_0's poisson: -108.714\tvalid_0's tweedie: 95.1696\n",
"[21]\tvalid_0's poisson: -108.753\tvalid_0's tweedie: 95.1495\n",
"[22]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 95.1259\n",
"[23]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 95.1094\n",
"[24]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 95.0794\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[25]\tvalid_0's poisson: -108.917\tvalid_0's tweedie: 95.0722\n",
"[26]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 95.0673\n",
"[27]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 95.0435\n",
"[28]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 95.0286\n",
"[29]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 95.0118\n",
"[30]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 95.0052\n",
"[31]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 94.9969\n",
"[32]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 94.9932\n",
"[33]\tvalid_0's poisson: -109.087\tvalid_0's tweedie: 94.986\n",
"[34]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 94.979\n",
"[35]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 94.9772\n",
"[36]\tvalid_0's poisson: -109.115\tvalid_0's tweedie: 94.9713\n",
"[37]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 94.9612\n",
"[38]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 94.9598\n",
"[39]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 94.9528\n",
"[40]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 94.9522\n",
"[41]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 94.9423\n",
"[42]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 94.9269\n",
"[43]\tvalid_0's poisson: -109.227\tvalid_0's tweedie: 94.9205\n",
"[44]\tvalid_0's poisson: -109.245\tvalid_0's tweedie: 94.913\n",
"[45]\tvalid_0's poisson: -109.272\tvalid_0's tweedie: 94.9011\n",
"[46]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 94.9003\n",
"[47]\tvalid_0's poisson: -109.287\tvalid_0's tweedie: 94.8942\n",
"[48]\tvalid_0's poisson: -109.295\tvalid_0's tweedie: 94.8905\n",
"[49]\tvalid_0's poisson: -109.313\tvalid_0's tweedie: 94.8799\n",
"[50]\tvalid_0's poisson: -109.315\tvalid_0's tweedie: 94.8789\n",
"[51]\tvalid_0's poisson: -109.321\tvalid_0's tweedie: 94.8757\n",
"[52]\tvalid_0's poisson: -109.333\tvalid_0's tweedie: 94.8712\n",
"[53]\tvalid_0's poisson: -109.342\tvalid_0's tweedie: 94.8666\n",
"[54]\tvalid_0's poisson: -109.35\tvalid_0's tweedie: 94.8632\n",
"[55]\tvalid_0's poisson: -109.363\tvalid_0's tweedie: 94.858\n",
"[56]\tvalid_0's poisson: -109.376\tvalid_0's tweedie: 94.8523\n",
"[57]\tvalid_0's poisson: -109.377\tvalid_0's tweedie: 94.852\n",
"[58]\tvalid_0's poisson: -109.383\tvalid_0's tweedie: 94.8494\n",
"[59]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 94.8413\n",
"[60]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 94.8387\n",
"[61]\tvalid_0's poisson: -109.413\tvalid_0's tweedie: 94.8342\n",
"[62]\tvalid_0's poisson: -109.418\tvalid_0's tweedie: 94.832\n",
"[63]\tvalid_0's poisson: -109.434\tvalid_0's tweedie: 94.8247\n",
"[64]\tvalid_0's poisson: -109.45\tvalid_0's tweedie: 94.8185\n",
"[65]\tvalid_0's poisson: -109.455\tvalid_0's tweedie: 94.8162\n",
"[66]\tvalid_0's poisson: -109.458\tvalid_0's tweedie: 94.8147\n",
"[67]\tvalid_0's poisson: -109.473\tvalid_0's tweedie: 94.8082\n",
"[68]\tvalid_0's poisson: -109.478\tvalid_0's tweedie: 94.8061\n",
"[69]\tvalid_0's poisson: -109.486\tvalid_0's tweedie: 94.803\n",
"[70]\tvalid_0's poisson: -109.491\tvalid_0's tweedie: 94.8002\n",
"[71]\tvalid_0's poisson: -109.497\tvalid_0's tweedie: 94.7978\n",
"[72]\tvalid_0's poisson: -109.502\tvalid_0's tweedie: 94.7948\n",
"[73]\tvalid_0's poisson: -109.51\tvalid_0's tweedie: 94.7914\n",
"[74]\tvalid_0's poisson: -109.513\tvalid_0's tweedie: 94.7894\n",
"[75]\tvalid_0's poisson: -109.521\tvalid_0's tweedie: 94.7866\n",
"[76]\tvalid_0's poisson: -109.526\tvalid_0's tweedie: 94.7842\n",
"[77]\tvalid_0's poisson: -109.529\tvalid_0's tweedie: 94.7833\n",
"[78]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 94.78\n",
"[79]\tvalid_0's poisson: -109.537\tvalid_0's tweedie: 94.7792\n",
"[80]\tvalid_0's poisson: -109.539\tvalid_0's tweedie: 94.7784\n",
"[81]\tvalid_0's poisson: -109.542\tvalid_0's tweedie: 94.7762\n",
"[82]\tvalid_0's poisson: -109.545\tvalid_0's tweedie: 94.7751\n",
"[83]\tvalid_0's poisson: -109.548\tvalid_0's tweedie: 94.7737\n",
"[84]\tvalid_0's poisson: -109.554\tvalid_0's tweedie: 94.7703\n",
"[85]\tvalid_0's poisson: -109.566\tvalid_0's tweedie: 94.7652\n",
"[86]\tvalid_0's poisson: -109.565\tvalid_0's tweedie: 94.7657\n",
"[87]\tvalid_0's poisson: -109.567\tvalid_0's tweedie: 94.765\n",
"[88]\tvalid_0's poisson: -109.566\tvalid_0's tweedie: 94.7654\n",
"[89]\tvalid_0's poisson: -109.569\tvalid_0's tweedie: 94.7642\n",
"[90]\tvalid_0's poisson: -109.573\tvalid_0's tweedie: 94.7628\n",
"[91]\tvalid_0's poisson: -109.577\tvalid_0's tweedie: 94.7608\n",
"[92]\tvalid_0's poisson: -109.58\tvalid_0's tweedie: 94.7591\n",
"[93]\tvalid_0's poisson: -109.582\tvalid_0's tweedie: 94.7582\n",
"[94]\tvalid_0's poisson: -109.581\tvalid_0's tweedie: 94.7588\n",
"[95]\tvalid_0's poisson: -109.585\tvalid_0's tweedie: 94.7568\n",
"[96]\tvalid_0's poisson: -109.585\tvalid_0's tweedie: 94.7568\n",
"[97]\tvalid_0's poisson: -109.585\tvalid_0's tweedie: 94.757\n",
"[98]\tvalid_0's poisson: -109.584\tvalid_0's tweedie: 94.7574\n",
"[99]\tvalid_0's poisson: -109.584\tvalid_0's tweedie: 94.7574\n",
"[100]\tvalid_0's poisson: -109.583\tvalid_0's tweedie: 94.7577\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -94.5587\tvalid_0's tweedie: 102.349\n",
"[2]\tvalid_0's poisson: -98.989\tvalid_0's tweedie: 100.218\n",
"[3]\tvalid_0's poisson: -101.866\tvalid_0's tweedie: 98.8122\n",
"[4]\tvalid_0's poisson: -103.734\tvalid_0's tweedie: 97.863\n",
"[5]\tvalid_0's poisson: -105.048\tvalid_0's tweedie: 97.1754\n",
"[6]\tvalid_0's poisson: -105.913\tvalid_0's tweedie: 96.7101\n",
"[7]\tvalid_0's poisson: -106.536\tvalid_0's tweedie: 96.3617\n",
"[8]\tvalid_0's poisson: -107.093\tvalid_0's tweedie: 96.0603\n",
"[9]\tvalid_0's poisson: -107.448\tvalid_0's tweedie: 95.8641\n",
"[10]\tvalid_0's poisson: -107.734\tvalid_0's tweedie: 95.7041\n",
"[11]\tvalid_0's poisson: -107.946\tvalid_0's tweedie: 95.5916\n",
"[12]\tvalid_0's poisson: -108.121\tvalid_0's tweedie: 95.5006\n",
"[13]\tvalid_0's poisson: -108.286\tvalid_0's tweedie: 95.4135\n",
"[14]\tvalid_0's poisson: -108.392\tvalid_0's tweedie: 95.356\n",
"[15]\tvalid_0's poisson: -108.481\tvalid_0's tweedie: 95.2984\n",
"[16]\tvalid_0's poisson: -108.54\tvalid_0's tweedie: 95.2654\n",
"[17]\tvalid_0's poisson: -108.591\tvalid_0's tweedie: 95.2406\n",
"[18]\tvalid_0's poisson: -108.649\tvalid_0's tweedie: 95.2045\n",
"[19]\tvalid_0's poisson: -108.694\tvalid_0's tweedie: 95.1824\n",
"[20]\tvalid_0's poisson: -108.722\tvalid_0's tweedie: 95.1677\n",
"[21]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 95.137\n",
"[22]\tvalid_0's poisson: -108.845\tvalid_0's tweedie: 95.105\n",
"[23]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 95.0923\n",
"[24]\tvalid_0's poisson: -108.906\tvalid_0's tweedie: 95.0762\n",
"[25]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 95.0642\n",
"[26]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 95.0492\n",
"[27]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 95.0407\n",
"[28]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 95.0296\n",
"[29]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 95.0244\n",
"[30]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 95.0135\n",
"[31]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 94.9947\n",
"[32]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 94.9768\n",
"[33]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 94.9656\n",
"[34]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 94.9644\n",
"[35]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 94.9623\n",
"[36]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 94.9482\n",
"[37]\tvalid_0's poisson: -109.2\tvalid_0's tweedie: 94.9365\n",
"[38]\tvalid_0's poisson: -109.219\tvalid_0's tweedie: 94.9281\n",
"[39]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 94.9251\n",
"[40]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 94.9197\n",
"[41]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 94.9178\n",
"[42]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 94.916\n",
"[43]\tvalid_0's poisson: -109.262\tvalid_0's tweedie: 94.9066\n",
"[44]\tvalid_0's poisson: -109.275\tvalid_0's tweedie: 94.8987\n",
"[45]\tvalid_0's poisson: -109.284\tvalid_0's tweedie: 94.8945\n",
"[46]\tvalid_0's poisson: -109.301\tvalid_0's tweedie: 94.8872\n",
"[47]\tvalid_0's poisson: -109.322\tvalid_0's tweedie: 94.8788\n",
"[48]\tvalid_0's poisson: -109.329\tvalid_0's tweedie: 94.8759\n",
"[49]\tvalid_0's poisson: -109.33\tvalid_0's tweedie: 94.8753\n",
"[50]\tvalid_0's poisson: -109.343\tvalid_0's tweedie: 94.868\n",
"[51]\tvalid_0's poisson: -109.354\tvalid_0's tweedie: 94.8631\n",
"[52]\tvalid_0's poisson: -109.376\tvalid_0's tweedie: 94.8531\n",
"[53]\tvalid_0's poisson: -109.391\tvalid_0's tweedie: 94.847\n",
"[54]\tvalid_0's poisson: -109.397\tvalid_0's tweedie: 94.8447\n",
"[55]\tvalid_0's poisson: -109.406\tvalid_0's tweedie: 94.841\n",
"[56]\tvalid_0's poisson: -109.412\tvalid_0's tweedie: 94.8383\n",
"[57]\tvalid_0's poisson: -109.42\tvalid_0's tweedie: 94.8348\n",
"[58]\tvalid_0's poisson: -109.422\tvalid_0's tweedie: 94.8344\n",
"[59]\tvalid_0's poisson: -109.429\tvalid_0's tweedie: 94.8313\n",
"[60]\tvalid_0's poisson: -109.436\tvalid_0's tweedie: 94.8282\n",
"[61]\tvalid_0's poisson: -109.443\tvalid_0's tweedie: 94.8247\n",
"[62]\tvalid_0's poisson: -109.45\tvalid_0's tweedie: 94.8219\n",
"[63]\tvalid_0's poisson: -109.461\tvalid_0's tweedie: 94.817\n",
"[64]\tvalid_0's poisson: -109.473\tvalid_0's tweedie: 94.8124\n",
"[65]\tvalid_0's poisson: -109.477\tvalid_0's tweedie: 94.8105\n",
"[66]\tvalid_0's poisson: -109.476\tvalid_0's tweedie: 94.8107\n",
"[67]\tvalid_0's poisson: -109.481\tvalid_0's tweedie: 94.8067\n",
"[68]\tvalid_0's poisson: -109.488\tvalid_0's tweedie: 94.8039\n",
"[69]\tvalid_0's poisson: -109.495\tvalid_0's tweedie: 94.8009\n",
"[70]\tvalid_0's poisson: -109.496\tvalid_0's tweedie: 94.8003\n",
"[71]\tvalid_0's poisson: -109.505\tvalid_0's tweedie: 94.7963\n",
"[72]\tvalid_0's poisson: -109.507\tvalid_0's tweedie: 94.7953\n",
"[73]\tvalid_0's poisson: -109.513\tvalid_0's tweedie: 94.7926\n",
"[74]\tvalid_0's poisson: -109.526\tvalid_0's tweedie: 94.786\n",
"[75]\tvalid_0's poisson: -109.531\tvalid_0's tweedie: 94.7836\n",
"[76]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 94.7819\n",
"[77]\tvalid_0's poisson: -109.543\tvalid_0's tweedie: 94.7782\n",
"[78]\tvalid_0's poisson: -109.542\tvalid_0's tweedie: 94.7785\n",
"[79]\tvalid_0's poisson: -109.545\tvalid_0's tweedie: 94.7777\n",
"[80]\tvalid_0's poisson: -109.545\tvalid_0's tweedie: 94.7776\n",
"[81]\tvalid_0's poisson: -109.549\tvalid_0's tweedie: 94.7755\n",
"[82]\tvalid_0's poisson: -109.55\tvalid_0's tweedie: 94.7741\n",
"[83]\tvalid_0's poisson: -109.551\tvalid_0's tweedie: 94.7735\n",
"[84]\tvalid_0's poisson: -109.553\tvalid_0's tweedie: 94.7728\n",
"[85]\tvalid_0's poisson: -109.559\tvalid_0's tweedie: 94.7703\n",
"[86]\tvalid_0's poisson: -109.562\tvalid_0's tweedie: 94.7692\n",
"[87]\tvalid_0's poisson: -109.563\tvalid_0's tweedie: 94.7688\n",
"[88]\tvalid_0's poisson: -109.566\tvalid_0's tweedie: 94.7674\n",
"[89]\tvalid_0's poisson: -109.565\tvalid_0's tweedie: 94.7679\n",
"[90]\tvalid_0's poisson: -109.566\tvalid_0's tweedie: 94.7676\n",
"[91]\tvalid_0's poisson: -109.573\tvalid_0's tweedie: 94.765\n",
"[92]\tvalid_0's poisson: -109.578\tvalid_0's tweedie: 94.7634\n",
"[93]\tvalid_0's poisson: -109.579\tvalid_0's tweedie: 94.7628\n",
"[94]\tvalid_0's poisson: -109.586\tvalid_0's tweedie: 94.7601\n",
"[95]\tvalid_0's poisson: -109.59\tvalid_0's tweedie: 94.7585\n",
"[96]\tvalid_0's poisson: -109.588\tvalid_0's tweedie: 94.7591\n",
"[97]\tvalid_0's poisson: -109.592\tvalid_0's tweedie: 94.7576\n",
"[98]\tvalid_0's poisson: -109.591\tvalid_0's tweedie: 94.7575\n",
"[99]\tvalid_0's poisson: -109.599\tvalid_0's tweedie: 94.7543\n",
"[100]\tvalid_0's poisson: -109.596\tvalid_0's tweedie: 94.7554\n",
"[CV] END bagging_fraction=0.6, lambda_l1=10, lambda_l2=0.01, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -97.6358\tvalid_0's tweedie: 17.8309\n",
"[2]\tvalid_0's poisson: -101.43\tvalid_0's tweedie: 15.7811\n",
"[3]\tvalid_0's poisson: -103.062\tvalid_0's tweedie: 15.1601\n",
"[4]\tvalid_0's poisson: -104.243\tvalid_0's tweedie: 15.0087\n",
"[5]\tvalid_0's poisson: -104.821\tvalid_0's tweedie: 14.9739\n",
"[6]\tvalid_0's poisson: -104.82\tvalid_0's tweedie: 15.0695\n",
"[7]\tvalid_0's poisson: -104.869\tvalid_0's tweedie: 14.9938\n",
"[8]\tvalid_0's poisson: -105.212\tvalid_0's tweedie: 14.9493\n",
"[9]\tvalid_0's poisson: -105.399\tvalid_0's tweedie: 14.8711\n",
"[10]\tvalid_0's poisson: -105.411\tvalid_0's tweedie: 14.8444\n",
"[11]\tvalid_0's poisson: -105.384\tvalid_0's tweedie: 14.8146\n",
"[12]\tvalid_0's poisson: -105.891\tvalid_0's tweedie: 14.7935\n",
"[13]\tvalid_0's poisson: -106.777\tvalid_0's tweedie: 14.7723\n",
"[14]\tvalid_0's poisson: -107.227\tvalid_0's tweedie: 14.7547\n",
"[15]\tvalid_0's poisson: -107.437\tvalid_0's tweedie: 14.7438\n",
"[16]\tvalid_0's poisson: -107.519\tvalid_0's tweedie: 14.73\n",
"[17]\tvalid_0's poisson: -107.556\tvalid_0's tweedie: 14.7163\n",
"[18]\tvalid_0's poisson: -107.615\tvalid_0's tweedie: 14.7121\n",
"[19]\tvalid_0's poisson: -107.629\tvalid_0's tweedie: 14.7076\n",
"[20]\tvalid_0's poisson: -107.708\tvalid_0's tweedie: 14.7095\n",
"[21]\tvalid_0's poisson: -107.812\tvalid_0's tweedie: 14.7064\n",
"[22]\tvalid_0's poisson: -107.811\tvalid_0's tweedie: 14.7089\n",
"[23]\tvalid_0's poisson: -107.817\tvalid_0's tweedie: 14.7058\n",
"[24]\tvalid_0's poisson: -107.966\tvalid_0's tweedie: 14.7026\n",
"[25]\tvalid_0's poisson: -107.995\tvalid_0's tweedie: 14.6973\n",
"[26]\tvalid_0's poisson: -108.088\tvalid_0's tweedie: 14.6959\n",
"[27]\tvalid_0's poisson: -108.102\tvalid_0's tweedie: 14.6923\n",
"[28]\tvalid_0's poisson: -108.146\tvalid_0's tweedie: 14.6919\n",
"[29]\tvalid_0's poisson: -108.171\tvalid_0's tweedie: 14.6893\n",
"[30]\tvalid_0's poisson: -108.252\tvalid_0's tweedie: 14.6857\n",
"[31]\tvalid_0's poisson: -108.287\tvalid_0's tweedie: 14.6842\n",
"[32]\tvalid_0's poisson: -108.291\tvalid_0's tweedie: 14.68\n",
"[33]\tvalid_0's poisson: -108.292\tvalid_0's tweedie: 14.679\n",
"[34]\tvalid_0's poisson: -108.305\tvalid_0's tweedie: 14.6817\n",
"[35]\tvalid_0's poisson: -108.306\tvalid_0's tweedie: 14.6823\n",
"[36]\tvalid_0's poisson: -108.321\tvalid_0's tweedie: 14.6865\n",
"[37]\tvalid_0's poisson: -108.323\tvalid_0's tweedie: 14.6839\n",
"[38]\tvalid_0's poisson: -108.359\tvalid_0's tweedie: 14.6833\n",
"[39]\tvalid_0's poisson: -108.368\tvalid_0's tweedie: 14.6833\n",
"[40]\tvalid_0's poisson: -108.378\tvalid_0's tweedie: 14.6794\n",
"[41]\tvalid_0's poisson: -108.377\tvalid_0's tweedie: 14.6783\n",
"[42]\tvalid_0's poisson: -108.491\tvalid_0's tweedie: 14.6755\n",
"[43]\tvalid_0's poisson: -108.513\tvalid_0's tweedie: 14.6771\n",
"[44]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 14.6757\n",
"[45]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 14.6744\n",
"[46]\tvalid_0's poisson: -108.599\tvalid_0's tweedie: 14.6714\n",
"[47]\tvalid_0's poisson: -108.589\tvalid_0's tweedie: 14.672\n",
"[48]\tvalid_0's poisson: -108.588\tvalid_0's tweedie: 14.6716\n",
"[49]\tvalid_0's poisson: -108.579\tvalid_0's tweedie: 14.669\n",
"[50]\tvalid_0's poisson: -108.639\tvalid_0's tweedie: 14.6678\n",
"[51]\tvalid_0's poisson: -108.644\tvalid_0's tweedie: 14.6666\n",
"[52]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 14.6661\n",
"[53]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 14.6717\n",
"[54]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 14.6697\n",
"[55]\tvalid_0's poisson: -108.687\tvalid_0's tweedie: 14.6698\n",
"[56]\tvalid_0's poisson: -108.686\tvalid_0's tweedie: 14.6691\n",
"[57]\tvalid_0's poisson: -108.689\tvalid_0's tweedie: 14.6687\n",
"[58]\tvalid_0's poisson: -108.699\tvalid_0's tweedie: 14.6683\n",
"[59]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 14.6712\n",
"[60]\tvalid_0's poisson: -108.704\tvalid_0's tweedie: 14.6697\n",
"[61]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 14.6712\n",
"[62]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 14.6698\n",
"[63]\tvalid_0's poisson: -108.741\tvalid_0's tweedie: 14.6693\n",
"[64]\tvalid_0's poisson: -108.766\tvalid_0's tweedie: 14.6692\n",
"[65]\tvalid_0's poisson: -108.746\tvalid_0's tweedie: 14.6694\n",
"[66]\tvalid_0's poisson: -108.744\tvalid_0's tweedie: 14.672\n",
"[67]\tvalid_0's poisson: -108.749\tvalid_0's tweedie: 14.6722\n",
"[68]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 14.6718\n",
"[69]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 14.6725\n",
"[70]\tvalid_0's poisson: -108.754\tvalid_0's tweedie: 14.672\n",
"[71]\tvalid_0's poisson: -108.772\tvalid_0's tweedie: 14.6721\n",
"[72]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 14.672\n",
"[73]\tvalid_0's poisson: -108.774\tvalid_0's tweedie: 14.6765\n",
"[74]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 14.6765\n",
"[75]\tvalid_0's poisson: -108.774\tvalid_0's tweedie: 14.6764\n",
"[76]\tvalid_0's poisson: -108.78\tvalid_0's tweedie: 14.6749\n",
"[77]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 14.6764\n",
"[78]\tvalid_0's poisson: -108.797\tvalid_0's tweedie: 14.6779\n",
"[79]\tvalid_0's poisson: -108.795\tvalid_0's tweedie: 14.679\n",
"[80]\tvalid_0's poisson: -108.785\tvalid_0's tweedie: 14.6783\n",
"[81]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 14.6779\n",
"[82]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 14.6783\n",
"[83]\tvalid_0's poisson: -108.823\tvalid_0's tweedie: 14.6778\n",
"[84]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 14.6787\n",
"[85]\tvalid_0's poisson: -108.82\tvalid_0's tweedie: 14.6783\n",
"[86]\tvalid_0's poisson: -108.812\tvalid_0's tweedie: 14.6788\n",
"[87]\tvalid_0's poisson: -108.817\tvalid_0's tweedie: 14.6793\n",
"[88]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 14.675\n",
"[89]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 14.6751\n",
"[90]\tvalid_0's poisson: -108.82\tvalid_0's tweedie: 14.6744\n",
"[91]\tvalid_0's poisson: -108.831\tvalid_0's tweedie: 14.674\n",
"[92]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 14.6735\n",
"[93]\tvalid_0's poisson: -108.852\tvalid_0's tweedie: 14.6735\n",
"[94]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 14.6728\n",
"[95]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 14.6722\n",
"[96]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 14.671\n",
"[97]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 14.6718\n",
"[98]\tvalid_0's poisson: -108.887\tvalid_0's tweedie: 14.6738\n",
"[99]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 14.6712\n",
"[100]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 14.6711\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -97.0656\tvalid_0's tweedie: 18.3378\n",
"[2]\tvalid_0's poisson: -100.61\tvalid_0's tweedie: 15.9506\n",
"[3]\tvalid_0's poisson: -102.426\tvalid_0's tweedie: 15.1929\n",
"[4]\tvalid_0's poisson: -103.493\tvalid_0's tweedie: 15.0182\n",
"[5]\tvalid_0's poisson: -102.976\tvalid_0's tweedie: 15.0258\n",
"[6]\tvalid_0's poisson: -104.074\tvalid_0's tweedie: 14.9357\n",
"[7]\tvalid_0's poisson: -104.797\tvalid_0's tweedie: 14.914\n",
"[8]\tvalid_0's poisson: -104.922\tvalid_0's tweedie: 14.8855\n",
"[9]\tvalid_0's poisson: -105.653\tvalid_0's tweedie: 14.8516\n",
"[10]\tvalid_0's poisson: -105.724\tvalid_0's tweedie: 14.8416\n",
"[11]\tvalid_0's poisson: -106.383\tvalid_0's tweedie: 14.8172\n",
"[12]\tvalid_0's poisson: -106.683\tvalid_0's tweedie: 14.8026\n",
"[13]\tvalid_0's poisson: -106.896\tvalid_0's tweedie: 14.7872\n",
"[14]\tvalid_0's poisson: -106.952\tvalid_0's tweedie: 14.7727\n",
"[15]\tvalid_0's poisson: -107.1\tvalid_0's tweedie: 14.7591\n",
"[16]\tvalid_0's poisson: -107.174\tvalid_0's tweedie: 14.7547\n",
"[17]\tvalid_0's poisson: -107.224\tvalid_0's tweedie: 14.7407\n",
"[18]\tvalid_0's poisson: -107.257\tvalid_0's tweedie: 14.7381\n",
"[19]\tvalid_0's poisson: -107.363\tvalid_0's tweedie: 14.7368\n",
"[20]\tvalid_0's poisson: -107.426\tvalid_0's tweedie: 14.7356\n",
"[21]\tvalid_0's poisson: -107.506\tvalid_0's tweedie: 14.7318\n",
"[22]\tvalid_0's poisson: -107.649\tvalid_0's tweedie: 14.7262\n",
"[23]\tvalid_0's poisson: -107.771\tvalid_0's tweedie: 14.7235\n",
"[24]\tvalid_0's poisson: -107.806\tvalid_0's tweedie: 14.72\n",
"[25]\tvalid_0's poisson: -107.819\tvalid_0's tweedie: 14.7193\n",
"[26]\tvalid_0's poisson: -107.846\tvalid_0's tweedie: 14.7176\n",
"[27]\tvalid_0's poisson: -107.912\tvalid_0's tweedie: 14.7143\n",
"[28]\tvalid_0's poisson: -107.949\tvalid_0's tweedie: 14.7116\n",
"[29]\tvalid_0's poisson: -107.973\tvalid_0's tweedie: 14.7103\n",
"[30]\tvalid_0's poisson: -108.042\tvalid_0's tweedie: 14.7093\n",
"[31]\tvalid_0's poisson: -108.046\tvalid_0's tweedie: 14.7088\n",
"[32]\tvalid_0's poisson: -108.058\tvalid_0's tweedie: 14.7104\n",
"[33]\tvalid_0's poisson: -108.066\tvalid_0's tweedie: 14.7081\n",
"[34]\tvalid_0's poisson: -108.084\tvalid_0's tweedie: 14.7086\n",
"[35]\tvalid_0's poisson: -108.119\tvalid_0's tweedie: 14.7084\n",
"[36]\tvalid_0's poisson: -108.152\tvalid_0's tweedie: 14.7076\n",
"[37]\tvalid_0's poisson: -108.161\tvalid_0's tweedie: 14.7079\n",
"[38]\tvalid_0's poisson: -108.173\tvalid_0's tweedie: 14.708\n",
"[39]\tvalid_0's poisson: -108.168\tvalid_0's tweedie: 14.7065\n",
"[40]\tvalid_0's poisson: -108.17\tvalid_0's tweedie: 14.7047\n",
"[41]\tvalid_0's poisson: -108.174\tvalid_0's tweedie: 14.7046\n",
"[42]\tvalid_0's poisson: -108.183\tvalid_0's tweedie: 14.7045\n",
"[43]\tvalid_0's poisson: -108.179\tvalid_0's tweedie: 14.7023\n",
"[44]\tvalid_0's poisson: -108.19\tvalid_0's tweedie: 14.7035\n",
"[45]\tvalid_0's poisson: -108.202\tvalid_0's tweedie: 14.7032\n",
"[46]\tvalid_0's poisson: -108.2\tvalid_0's tweedie: 14.702\n",
"[47]\tvalid_0's poisson: -108.164\tvalid_0's tweedie: 14.6992\n",
"[48]\tvalid_0's poisson: -108.159\tvalid_0's tweedie: 14.6991\n",
"[49]\tvalid_0's poisson: -108.188\tvalid_0's tweedie: 14.6975\n",
"[50]\tvalid_0's poisson: -108.194\tvalid_0's tweedie: 14.6972\n",
"[51]\tvalid_0's poisson: -108.192\tvalid_0's tweedie: 14.7126\n",
"[52]\tvalid_0's poisson: -108.229\tvalid_0's tweedie: 14.7114\n",
"[53]\tvalid_0's poisson: -108.289\tvalid_0's tweedie: 14.7125\n",
"[54]\tvalid_0's poisson: -108.374\tvalid_0's tweedie: 14.7088\n",
"[55]\tvalid_0's poisson: -108.364\tvalid_0's tweedie: 14.7068\n",
"[56]\tvalid_0's poisson: -108.425\tvalid_0's tweedie: 14.7043\n",
"[57]\tvalid_0's poisson: -108.449\tvalid_0's tweedie: 14.7039\n",
"[58]\tvalid_0's poisson: -108.46\tvalid_0's tweedie: 14.6993\n",
"[59]\tvalid_0's poisson: -108.462\tvalid_0's tweedie: 14.6981\n",
"[60]\tvalid_0's poisson: -108.511\tvalid_0's tweedie: 14.6986\n",
"[61]\tvalid_0's poisson: -108.534\tvalid_0's tweedie: 14.6967\n",
"[62]\tvalid_0's poisson: -108.535\tvalid_0's tweedie: 14.6953\n",
"[63]\tvalid_0's poisson: -108.541\tvalid_0's tweedie: 14.6948\n",
"[64]\tvalid_0's poisson: -108.539\tvalid_0's tweedie: 14.6954\n",
"[65]\tvalid_0's poisson: -108.613\tvalid_0's tweedie: 14.694\n",
"[66]\tvalid_0's poisson: -108.615\tvalid_0's tweedie: 14.6928\n",
"[67]\tvalid_0's poisson: -108.621\tvalid_0's tweedie: 14.6927\n",
"[68]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 14.6917\n",
"[69]\tvalid_0's poisson: -108.647\tvalid_0's tweedie: 14.6912\n",
"[70]\tvalid_0's poisson: -108.654\tvalid_0's tweedie: 14.6932\n",
"[71]\tvalid_0's poisson: -108.657\tvalid_0's tweedie: 14.6929\n",
"[72]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 14.6931\n",
"[73]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 14.6929\n",
"[74]\tvalid_0's poisson: -108.684\tvalid_0's tweedie: 14.6942\n",
"[75]\tvalid_0's poisson: -108.683\tvalid_0's tweedie: 14.6984\n",
"[76]\tvalid_0's poisson: -108.682\tvalid_0's tweedie: 14.6962\n",
"[77]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 14.6952\n",
"[78]\tvalid_0's poisson: -108.724\tvalid_0's tweedie: 14.6956\n",
"[79]\tvalid_0's poisson: -108.738\tvalid_0's tweedie: 14.6938\n",
"[80]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 14.6928\n",
"[81]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 14.6934\n",
"[82]\tvalid_0's poisson: -108.701\tvalid_0's tweedie: 14.6955\n",
"[83]\tvalid_0's poisson: -108.734\tvalid_0's tweedie: 14.6935\n",
"[84]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 14.6948\n",
"[85]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 14.695\n",
"[86]\tvalid_0's poisson: -108.746\tvalid_0's tweedie: 14.6947\n",
"[87]\tvalid_0's poisson: -108.766\tvalid_0's tweedie: 14.6937\n",
"[88]\tvalid_0's poisson: -108.769\tvalid_0's tweedie: 14.6954\n",
"[89]\tvalid_0's poisson: -108.758\tvalid_0's tweedie: 14.6922\n",
"[90]\tvalid_0's poisson: -108.762\tvalid_0's tweedie: 14.6929\n",
"[91]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 14.6931\n",
"[92]\tvalid_0's poisson: -108.752\tvalid_0's tweedie: 14.6931\n",
"[93]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 14.6926\n",
"[94]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 14.692\n",
"[95]\tvalid_0's poisson: -108.779\tvalid_0's tweedie: 14.6917\n",
"[96]\tvalid_0's poisson: -108.818\tvalid_0's tweedie: 14.6906\n",
"[97]\tvalid_0's poisson: -108.819\tvalid_0's tweedie: 14.6902\n",
"[98]\tvalid_0's poisson: -108.836\tvalid_0's tweedie: 14.6904\n",
"[99]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 14.6893\n",
"[100]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 14.69\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -97.6573\tvalid_0's tweedie: 17.8808\n",
"[2]\tvalid_0's poisson: -101.292\tvalid_0's tweedie: 15.8027\n",
"[3]\tvalid_0's poisson: -102.904\tvalid_0's tweedie: 15.1672\n",
"[4]\tvalid_0's poisson: -103.816\tvalid_0's tweedie: 15.0155\n",
"[5]\tvalid_0's poisson: -104.407\tvalid_0's tweedie: 14.9707\n",
"[6]\tvalid_0's poisson: -104.438\tvalid_0's tweedie: 14.9087\n",
"[7]\tvalid_0's poisson: -105.639\tvalid_0's tweedie: 14.8367\n",
"[8]\tvalid_0's poisson: -105.741\tvalid_0's tweedie: 14.8555\n",
"[9]\tvalid_0's poisson: -105.8\tvalid_0's tweedie: 14.8331\n",
"[10]\tvalid_0's poisson: -106.274\tvalid_0's tweedie: 14.793\n",
"[11]\tvalid_0's poisson: -106.29\tvalid_0's tweedie: 14.7749\n",
"[12]\tvalid_0's poisson: -106.422\tvalid_0's tweedie: 14.7674\n",
"[13]\tvalid_0's poisson: -106.669\tvalid_0's tweedie: 14.7559\n",
"[14]\tvalid_0's poisson: -106.732\tvalid_0's tweedie: 14.7487\n",
"[15]\tvalid_0's poisson: -106.902\tvalid_0's tweedie: 14.7316\n",
"[16]\tvalid_0's poisson: -106.956\tvalid_0's tweedie: 14.7285\n",
"[17]\tvalid_0's poisson: -107.05\tvalid_0's tweedie: 14.7254\n",
"[18]\tvalid_0's poisson: -107.165\tvalid_0's tweedie: 14.7223\n",
"[19]\tvalid_0's poisson: -107.168\tvalid_0's tweedie: 14.7213\n",
"[20]\tvalid_0's poisson: -107.248\tvalid_0's tweedie: 14.7202\n",
"[21]\tvalid_0's poisson: -107.256\tvalid_0's tweedie: 14.7196\n",
"[22]\tvalid_0's poisson: -107.229\tvalid_0's tweedie: 14.7212\n",
"[23]\tvalid_0's poisson: -107.357\tvalid_0's tweedie: 14.716\n",
"[24]\tvalid_0's poisson: -107.415\tvalid_0's tweedie: 14.7135\n",
"[25]\tvalid_0's poisson: -107.417\tvalid_0's tweedie: 14.7117\n",
"[26]\tvalid_0's poisson: -107.454\tvalid_0's tweedie: 14.7118\n",
"[27]\tvalid_0's poisson: -107.469\tvalid_0's tweedie: 14.7075\n",
"[28]\tvalid_0's poisson: -107.777\tvalid_0's tweedie: 14.7001\n",
"[29]\tvalid_0's poisson: -107.785\tvalid_0's tweedie: 14.6992\n",
"[30]\tvalid_0's poisson: -107.84\tvalid_0's tweedie: 14.6999\n",
"[31]\tvalid_0's poisson: -107.838\tvalid_0's tweedie: 14.6973\n",
"[32]\tvalid_0's poisson: -107.846\tvalid_0's tweedie: 14.6962\n",
"[33]\tvalid_0's poisson: -107.848\tvalid_0's tweedie: 14.6965\n",
"[34]\tvalid_0's poisson: -107.914\tvalid_0's tweedie: 14.6944\n",
"[35]\tvalid_0's poisson: -107.922\tvalid_0's tweedie: 14.6952\n",
"[36]\tvalid_0's poisson: -107.919\tvalid_0's tweedie: 14.6953\n",
"[37]\tvalid_0's poisson: -107.933\tvalid_0's tweedie: 14.6956\n",
"[38]\tvalid_0's poisson: -108.004\tvalid_0's tweedie: 14.692\n",
"[39]\tvalid_0's poisson: -108.001\tvalid_0's tweedie: 14.6914\n",
"[40]\tvalid_0's poisson: -108.057\tvalid_0's tweedie: 14.69\n",
"[41]\tvalid_0's poisson: -108.068\tvalid_0's tweedie: 14.6891\n",
"[42]\tvalid_0's poisson: -108.099\tvalid_0's tweedie: 14.6877\n",
"[43]\tvalid_0's poisson: -108.101\tvalid_0's tweedie: 14.6881\n",
"[44]\tvalid_0's poisson: -108.104\tvalid_0's tweedie: 14.6853\n",
"[45]\tvalid_0's poisson: -108.128\tvalid_0's tweedie: 14.6847\n",
"[46]\tvalid_0's poisson: -108.142\tvalid_0's tweedie: 14.6854\n",
"[47]\tvalid_0's poisson: -108.134\tvalid_0's tweedie: 14.6826\n",
"[48]\tvalid_0's poisson: -108.241\tvalid_0's tweedie: 14.6828\n",
"[49]\tvalid_0's poisson: -108.247\tvalid_0's tweedie: 14.6816\n",
"[50]\tvalid_0's poisson: -108.243\tvalid_0's tweedie: 14.683\n",
"[51]\tvalid_0's poisson: -108.245\tvalid_0's tweedie: 14.6828\n",
"[52]\tvalid_0's poisson: -108.266\tvalid_0's tweedie: 14.6809\n",
"[53]\tvalid_0's poisson: -108.267\tvalid_0's tweedie: 14.6805\n",
"[54]\tvalid_0's poisson: -108.269\tvalid_0's tweedie: 14.6777\n",
"[55]\tvalid_0's poisson: -108.274\tvalid_0's tweedie: 14.6779\n",
"[56]\tvalid_0's poisson: -108.282\tvalid_0's tweedie: 14.6776\n",
"[57]\tvalid_0's poisson: -108.287\tvalid_0's tweedie: 14.6781\n",
"[58]\tvalid_0's poisson: -108.289\tvalid_0's tweedie: 14.6794\n",
"[59]\tvalid_0's poisson: -108.304\tvalid_0's tweedie: 14.679\n",
"[60]\tvalid_0's poisson: -108.306\tvalid_0's tweedie: 14.678\n",
"[61]\tvalid_0's poisson: -108.314\tvalid_0's tweedie: 14.6779\n",
"[62]\tvalid_0's poisson: -108.34\tvalid_0's tweedie: 14.6772\n",
"[63]\tvalid_0's poisson: -108.339\tvalid_0's tweedie: 14.6775\n",
"[64]\tvalid_0's poisson: -108.36\tvalid_0's tweedie: 14.6772\n",
"[65]\tvalid_0's poisson: -108.363\tvalid_0's tweedie: 14.6767\n",
"[66]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 14.6777\n",
"[67]\tvalid_0's poisson: -108.372\tvalid_0's tweedie: 14.6758\n",
"[68]\tvalid_0's poisson: -108.388\tvalid_0's tweedie: 14.6755\n",
"[69]\tvalid_0's poisson: -108.391\tvalid_0's tweedie: 14.6743\n",
"[70]\tvalid_0's poisson: -108.431\tvalid_0's tweedie: 14.6722\n",
"[71]\tvalid_0's poisson: -108.477\tvalid_0's tweedie: 14.6721\n",
"[72]\tvalid_0's poisson: -108.495\tvalid_0's tweedie: 14.671\n",
"[73]\tvalid_0's poisson: -108.49\tvalid_0's tweedie: 14.6729\n",
"[74]\tvalid_0's poisson: -108.492\tvalid_0's tweedie: 14.6744\n",
"[75]\tvalid_0's poisson: -108.492\tvalid_0's tweedie: 14.6748\n",
"[76]\tvalid_0's poisson: -108.558\tvalid_0's tweedie: 14.6734\n",
"[77]\tvalid_0's poisson: -108.551\tvalid_0's tweedie: 14.672\n",
"[78]\tvalid_0's poisson: -108.566\tvalid_0's tweedie: 14.6723\n",
"[79]\tvalid_0's poisson: -108.569\tvalid_0's tweedie: 14.6711\n",
"[80]\tvalid_0's poisson: -108.612\tvalid_0's tweedie: 14.6701\n",
"[81]\tvalid_0's poisson: -108.621\tvalid_0's tweedie: 14.6697\n",
"[82]\tvalid_0's poisson: -108.619\tvalid_0's tweedie: 14.6717\n",
"[83]\tvalid_0's poisson: -108.614\tvalid_0's tweedie: 14.6712\n",
"[84]\tvalid_0's poisson: -108.601\tvalid_0's tweedie: 14.6714\n",
"[85]\tvalid_0's poisson: -108.611\tvalid_0's tweedie: 14.6702\n",
"[86]\tvalid_0's poisson: -108.607\tvalid_0's tweedie: 14.6709\n",
"[87]\tvalid_0's poisson: -108.607\tvalid_0's tweedie: 14.6695\n",
"[88]\tvalid_0's poisson: -108.607\tvalid_0's tweedie: 14.6705\n",
"[89]\tvalid_0's poisson: -108.609\tvalid_0's tweedie: 14.6702\n",
"[90]\tvalid_0's poisson: -108.621\tvalid_0's tweedie: 14.6712\n",
"[91]\tvalid_0's poisson: -108.638\tvalid_0's tweedie: 14.6717\n",
"[92]\tvalid_0's poisson: -108.671\tvalid_0's tweedie: 14.6691\n",
"[93]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 14.6666\n",
"[94]\tvalid_0's poisson: -108.671\tvalid_0's tweedie: 14.6665\n",
"[95]\tvalid_0's poisson: -108.697\tvalid_0's tweedie: 14.6662\n",
"[96]\tvalid_0's poisson: -108.694\tvalid_0's tweedie: 14.6662\n",
"[97]\tvalid_0's poisson: -108.698\tvalid_0's tweedie: 14.6663\n",
"[98]\tvalid_0's poisson: -108.698\tvalid_0's tweedie: 14.6675\n",
"[99]\tvalid_0's poisson: -108.696\tvalid_0's tweedie: 14.6652\n",
"[100]\tvalid_0's poisson: -108.697\tvalid_0's tweedie: 14.6652\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -97.6193\tvalid_0's tweedie: 17.9851\n",
"[2]\tvalid_0's poisson: -101.275\tvalid_0's tweedie: 15.8417\n",
"[3]\tvalid_0's poisson: -102.888\tvalid_0's tweedie: 15.1816\n",
"[4]\tvalid_0's poisson: -103.781\tvalid_0's tweedie: 15.0014\n",
"[5]\tvalid_0's poisson: -104.363\tvalid_0's tweedie: 14.9573\n",
"[6]\tvalid_0's poisson: -104.582\tvalid_0's tweedie: 14.9411\n",
"[7]\tvalid_0's poisson: -104.705\tvalid_0's tweedie: 14.8803\n",
"[8]\tvalid_0's poisson: -104.752\tvalid_0's tweedie: 14.8481\n",
"[9]\tvalid_0's poisson: -105.841\tvalid_0's tweedie: 14.7908\n",
"[10]\tvalid_0's poisson: -106.202\tvalid_0's tweedie: 14.7743\n",
"[11]\tvalid_0's poisson: -106.283\tvalid_0's tweedie: 14.7613\n",
"[12]\tvalid_0's poisson: -106.556\tvalid_0's tweedie: 14.7536\n",
"[13]\tvalid_0's poisson: -106.69\tvalid_0's tweedie: 14.7426\n",
"[14]\tvalid_0's poisson: -107.126\tvalid_0's tweedie: 14.7343\n",
"[15]\tvalid_0's poisson: -107.149\tvalid_0's tweedie: 14.7257\n",
"[16]\tvalid_0's poisson: -107.231\tvalid_0's tweedie: 14.7169\n",
"[17]\tvalid_0's poisson: -107.284\tvalid_0's tweedie: 14.7121\n",
"[18]\tvalid_0's poisson: -107.4\tvalid_0's tweedie: 14.7108\n",
"[19]\tvalid_0's poisson: -107.435\tvalid_0's tweedie: 14.7075\n",
"[20]\tvalid_0's poisson: -107.551\tvalid_0's tweedie: 14.7037\n",
"[21]\tvalid_0's poisson: -107.626\tvalid_0's tweedie: 14.6981\n",
"[22]\tvalid_0's poisson: -107.728\tvalid_0's tweedie: 14.6966\n",
"[23]\tvalid_0's poisson: -107.782\tvalid_0's tweedie: 14.6938\n",
"[24]\tvalid_0's poisson: -107.875\tvalid_0's tweedie: 14.6914\n",
"[25]\tvalid_0's poisson: -107.959\tvalid_0's tweedie: 14.688\n",
"[26]\tvalid_0's poisson: -108.07\tvalid_0's tweedie: 14.6864\n",
"[27]\tvalid_0's poisson: -108.128\tvalid_0's tweedie: 14.685\n",
"[28]\tvalid_0's poisson: -108.235\tvalid_0's tweedie: 14.6837\n",
"[29]\tvalid_0's poisson: -108.225\tvalid_0's tweedie: 14.6814\n",
"[30]\tvalid_0's poisson: -108.29\tvalid_0's tweedie: 14.6806\n",
"[31]\tvalid_0's poisson: -108.301\tvalid_0's tweedie: 14.6779\n",
"[32]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 14.6759\n",
"[33]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 14.6761\n",
"[34]\tvalid_0's poisson: -108.316\tvalid_0's tweedie: 14.6766\n",
"[35]\tvalid_0's poisson: -108.325\tvalid_0's tweedie: 14.675\n",
"[36]\tvalid_0's poisson: -108.348\tvalid_0's tweedie: 14.6744\n",
"[37]\tvalid_0's poisson: -108.353\tvalid_0's tweedie: 14.6747\n",
"[38]\tvalid_0's poisson: -108.373\tvalid_0's tweedie: 14.6748\n",
"[39]\tvalid_0's poisson: -108.39\tvalid_0's tweedie: 14.6719\n",
"[40]\tvalid_0's poisson: -108.404\tvalid_0's tweedie: 14.6696\n",
"[41]\tvalid_0's poisson: -108.405\tvalid_0's tweedie: 14.6687\n",
"[42]\tvalid_0's poisson: -108.467\tvalid_0's tweedie: 14.6668\n",
"[43]\tvalid_0's poisson: -108.516\tvalid_0's tweedie: 14.6649\n",
"[44]\tvalid_0's poisson: -108.568\tvalid_0's tweedie: 14.6647\n",
"[45]\tvalid_0's poisson: -108.599\tvalid_0's tweedie: 14.6646\n",
"[46]\tvalid_0's poisson: -108.648\tvalid_0's tweedie: 14.6607\n",
"[47]\tvalid_0's poisson: -108.669\tvalid_0's tweedie: 14.6595\n",
"[48]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 14.6585\n",
"[49]\tvalid_0's poisson: -108.708\tvalid_0's tweedie: 14.6583\n",
"[50]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 14.6565\n",
"[51]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 14.6572\n",
"[52]\tvalid_0's poisson: -108.739\tvalid_0's tweedie: 14.6561\n",
"[53]\tvalid_0's poisson: -108.773\tvalid_0's tweedie: 14.6551\n",
"[54]\tvalid_0's poisson: -108.784\tvalid_0's tweedie: 14.6544\n",
"[55]\tvalid_0's poisson: -108.784\tvalid_0's tweedie: 14.6542\n",
"[56]\tvalid_0's poisson: -108.791\tvalid_0's tweedie: 14.654\n",
"[57]\tvalid_0's poisson: -108.812\tvalid_0's tweedie: 14.6523\n",
"[58]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 14.6519\n",
"[59]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 14.652\n",
"[60]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 14.6522\n",
"[61]\tvalid_0's poisson: -108.84\tvalid_0's tweedie: 14.6526\n",
"[62]\tvalid_0's poisson: -108.843\tvalid_0's tweedie: 14.6515\n",
"[63]\tvalid_0's poisson: -108.849\tvalid_0's tweedie: 14.6514\n",
"[64]\tvalid_0's poisson: -108.85\tvalid_0's tweedie: 14.6498\n",
"[65]\tvalid_0's poisson: -108.891\tvalid_0's tweedie: 14.6489\n",
"[66]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 14.6487\n",
"[67]\tvalid_0's poisson: -108.901\tvalid_0's tweedie: 14.6488\n",
"[68]\tvalid_0's poisson: -108.924\tvalid_0's tweedie: 14.6474\n",
"[69]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 14.6475\n",
"[70]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 14.6485\n",
"[71]\tvalid_0's poisson: -108.921\tvalid_0's tweedie: 14.649\n",
"[72]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 14.6488\n",
"[73]\tvalid_0's poisson: -108.926\tvalid_0's tweedie: 14.6487\n",
"[74]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 14.6487\n",
"[75]\tvalid_0's poisson: -108.911\tvalid_0's tweedie: 14.647\n",
"[76]\tvalid_0's poisson: -108.897\tvalid_0's tweedie: 14.6471\n",
"[77]\tvalid_0's poisson: -108.933\tvalid_0's tweedie: 14.6462\n",
"[78]\tvalid_0's poisson: -108.959\tvalid_0's tweedie: 14.6456\n",
"[79]\tvalid_0's poisson: -108.956\tvalid_0's tweedie: 14.6463\n",
"[80]\tvalid_0's poisson: -108.955\tvalid_0's tweedie: 14.6466\n",
"[81]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 14.6474\n",
"[82]\tvalid_0's poisson: -108.955\tvalid_0's tweedie: 14.6475\n",
"[83]\tvalid_0's poisson: -108.951\tvalid_0's tweedie: 14.6476\n",
"[84]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 14.6477\n",
"[85]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 14.6484\n",
"[86]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 14.649\n",
"[87]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 14.6489\n",
"[88]\tvalid_0's poisson: -108.959\tvalid_0's tweedie: 14.6488\n",
"[89]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 14.6489\n",
"[90]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 14.6486\n",
"[91]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 14.6488\n",
"[92]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 14.6492\n",
"[93]\tvalid_0's poisson: -108.969\tvalid_0's tweedie: 14.6486\n",
"[94]\tvalid_0's poisson: -108.968\tvalid_0's tweedie: 14.648\n",
"[95]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 14.6484\n",
"[96]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 14.6487\n",
"[97]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 14.6489\n",
"[98]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 14.6465\n",
"[99]\tvalid_0's poisson: -109\tvalid_0's tweedie: 14.6487\n",
"[100]\tvalid_0's poisson: -109.014\tvalid_0's tweedie: 14.647\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -97.5904\tvalid_0's tweedie: 17.9386\n",
"[2]\tvalid_0's poisson: -101.23\tvalid_0's tweedie: 15.8246\n",
"[3]\tvalid_0's poisson: -102.84\tvalid_0's tweedie: 15.1768\n",
"[4]\tvalid_0's poisson: -103.666\tvalid_0's tweedie: 15.0425\n",
"[5]\tvalid_0's poisson: -104.836\tvalid_0's tweedie: 14.9401\n",
"[6]\tvalid_0's poisson: -105.02\tvalid_0's tweedie: 14.8782\n",
"[7]\tvalid_0's poisson: -105.13\tvalid_0's tweedie: 14.8311\n",
"[8]\tvalid_0's poisson: -106.111\tvalid_0's tweedie: 14.7901\n",
"[9]\tvalid_0's poisson: -106.396\tvalid_0's tweedie: 14.7758\n",
"[10]\tvalid_0's poisson: -106.708\tvalid_0's tweedie: 14.7641\n",
"[11]\tvalid_0's poisson: -106.832\tvalid_0's tweedie: 14.7735\n",
"[12]\tvalid_0's poisson: -106.939\tvalid_0's tweedie: 14.7655\n",
"[13]\tvalid_0's poisson: -107.097\tvalid_0's tweedie: 14.7532\n",
"[14]\tvalid_0's poisson: -107.153\tvalid_0's tweedie: 14.7499\n",
"[15]\tvalid_0's poisson: -107.179\tvalid_0's tweedie: 14.7397\n",
"[16]\tvalid_0's poisson: -107.283\tvalid_0's tweedie: 14.7264\n",
"[17]\tvalid_0's poisson: -107.323\tvalid_0's tweedie: 14.7199\n",
"[18]\tvalid_0's poisson: -107.304\tvalid_0's tweedie: 14.719\n",
"[19]\tvalid_0's poisson: -107.439\tvalid_0's tweedie: 14.7172\n",
"[20]\tvalid_0's poisson: -107.541\tvalid_0's tweedie: 14.7176\n",
"[21]\tvalid_0's poisson: -107.594\tvalid_0's tweedie: 14.7148\n",
"[22]\tvalid_0's poisson: -107.622\tvalid_0's tweedie: 14.7131\n",
"[23]\tvalid_0's poisson: -107.645\tvalid_0's tweedie: 14.714\n",
"[24]\tvalid_0's poisson: -107.668\tvalid_0's tweedie: 14.7141\n",
"[25]\tvalid_0's poisson: -107.654\tvalid_0's tweedie: 14.7131\n",
"[26]\tvalid_0's poisson: -107.871\tvalid_0's tweedie: 14.7081\n",
"[27]\tvalid_0's poisson: -107.958\tvalid_0's tweedie: 14.706\n",
"[28]\tvalid_0's poisson: -107.967\tvalid_0's tweedie: 14.7028\n",
"[29]\tvalid_0's poisson: -107.99\tvalid_0's tweedie: 14.7002\n",
"[30]\tvalid_0's poisson: -107.984\tvalid_0's tweedie: 14.7001\n",
"[31]\tvalid_0's poisson: -107.977\tvalid_0's tweedie: 14.7002\n",
"[32]\tvalid_0's poisson: -107.976\tvalid_0's tweedie: 14.7005\n",
"[33]\tvalid_0's poisson: -107.974\tvalid_0's tweedie: 14.7029\n",
"[34]\tvalid_0's poisson: -107.98\tvalid_0's tweedie: 14.7026\n",
"[35]\tvalid_0's poisson: -108.038\tvalid_0's tweedie: 14.7008\n",
"[36]\tvalid_0's poisson: -108.065\tvalid_0's tweedie: 14.7006\n",
"[37]\tvalid_0's poisson: -108.067\tvalid_0's tweedie: 14.7001\n",
"[38]\tvalid_0's poisson: -108.159\tvalid_0's tweedie: 14.6973\n",
"[39]\tvalid_0's poisson: -108.177\tvalid_0's tweedie: 14.6971\n",
"[40]\tvalid_0's poisson: -108.208\tvalid_0's tweedie: 14.6966\n",
"[41]\tvalid_0's poisson: -108.232\tvalid_0's tweedie: 14.6967\n",
"[42]\tvalid_0's poisson: -108.23\tvalid_0's tweedie: 14.6992\n",
"[43]\tvalid_0's poisson: -108.229\tvalid_0's tweedie: 14.6991\n",
"[44]\tvalid_0's poisson: -108.269\tvalid_0's tweedie: 14.6993\n",
"[45]\tvalid_0's poisson: -108.261\tvalid_0's tweedie: 14.6971\n",
"[46]\tvalid_0's poisson: -108.269\tvalid_0's tweedie: 14.7028\n",
"[47]\tvalid_0's poisson: -108.285\tvalid_0's tweedie: 14.7006\n",
"[48]\tvalid_0's poisson: -108.282\tvalid_0's tweedie: 14.7037\n",
"[49]\tvalid_0's poisson: -108.276\tvalid_0's tweedie: 14.705\n",
"[50]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 14.7015\n",
"[51]\tvalid_0's poisson: -108.299\tvalid_0's tweedie: 14.7013\n",
"[52]\tvalid_0's poisson: -108.315\tvalid_0's tweedie: 14.7005\n",
"[53]\tvalid_0's poisson: -108.352\tvalid_0's tweedie: 14.6988\n",
"[54]\tvalid_0's poisson: -108.346\tvalid_0's tweedie: 14.7\n",
"[55]\tvalid_0's poisson: -108.369\tvalid_0's tweedie: 14.6992\n",
"[56]\tvalid_0's poisson: -108.365\tvalid_0's tweedie: 14.6995\n",
"[57]\tvalid_0's poisson: -108.363\tvalid_0's tweedie: 14.6998\n",
"[58]\tvalid_0's poisson: -108.374\tvalid_0's tweedie: 14.6998\n",
"[59]\tvalid_0's poisson: -108.373\tvalid_0's tweedie: 14.7013\n",
"[60]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 14.7024\n",
"[61]\tvalid_0's poisson: -108.372\tvalid_0's tweedie: 14.7015\n",
"[62]\tvalid_0's poisson: -108.375\tvalid_0's tweedie: 14.7019\n",
"[63]\tvalid_0's poisson: -108.398\tvalid_0's tweedie: 14.7006\n",
"[64]\tvalid_0's poisson: -108.401\tvalid_0's tweedie: 14.7008\n",
"[65]\tvalid_0's poisson: -108.409\tvalid_0's tweedie: 14.7012\n",
"[66]\tvalid_0's poisson: -108.431\tvalid_0's tweedie: 14.7005\n",
"[67]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 14.7001\n",
"[68]\tvalid_0's poisson: -108.503\tvalid_0's tweedie: 14.6997\n",
"[69]\tvalid_0's poisson: -108.496\tvalid_0's tweedie: 14.6956\n",
"[70]\tvalid_0's poisson: -108.596\tvalid_0's tweedie: 14.6941\n",
"[71]\tvalid_0's poisson: -108.634\tvalid_0's tweedie: 14.6911\n",
"[72]\tvalid_0's poisson: -108.642\tvalid_0's tweedie: 14.6922\n",
"[73]\tvalid_0's poisson: -108.646\tvalid_0's tweedie: 14.6907\n",
"[74]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 14.6917\n",
"[75]\tvalid_0's poisson: -108.687\tvalid_0's tweedie: 14.6918\n",
"[76]\tvalid_0's poisson: -108.675\tvalid_0's tweedie: 14.6918\n",
"[77]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 14.6906\n",
"[78]\tvalid_0's poisson: -108.67\tvalid_0's tweedie: 14.6957\n",
"[79]\tvalid_0's poisson: -108.677\tvalid_0's tweedie: 14.6951\n",
"[80]\tvalid_0's poisson: -108.688\tvalid_0's tweedie: 14.6949\n",
"[81]\tvalid_0's poisson: -108.686\tvalid_0's tweedie: 14.6952\n",
"[82]\tvalid_0's poisson: -108.683\tvalid_0's tweedie: 14.6913\n",
"[83]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 14.6897\n",
"[84]\tvalid_0's poisson: -108.689\tvalid_0's tweedie: 14.6891\n",
"[85]\tvalid_0's poisson: -108.697\tvalid_0's tweedie: 14.6887\n",
"[86]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 14.6891\n",
"[87]\tvalid_0's poisson: -108.715\tvalid_0's tweedie: 14.6887\n",
"[88]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 14.6876\n",
"[89]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 14.686\n",
"[90]\tvalid_0's poisson: -108.738\tvalid_0's tweedie: 14.6885\n",
"[91]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 14.687\n",
"[92]\tvalid_0's poisson: -108.745\tvalid_0's tweedie: 14.6862\n",
"[93]\tvalid_0's poisson: -108.743\tvalid_0's tweedie: 14.6885\n",
"[94]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 14.689\n",
"[95]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 14.6896\n",
"[96]\tvalid_0's poisson: -108.727\tvalid_0's tweedie: 14.6906\n",
"[97]\tvalid_0's poisson: -108.728\tvalid_0's tweedie: 14.6907\n",
"[98]\tvalid_0's poisson: -108.728\tvalid_0's tweedie: 14.692\n",
"[99]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 14.6928\n",
"[100]\tvalid_0's poisson: -108.716\tvalid_0's tweedie: 14.6947\n",
"[CV] END bagging_fraction=0.4, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3409\tvalid_0's tweedie: 13.75\n",
"[2]\tvalid_0's poisson: -87.5064\tvalid_0's tweedie: 13.7364\n",
"[3]\tvalid_0's poisson: -87.6701\tvalid_0's tweedie: 13.7229\n",
"[4]\tvalid_0's poisson: -87.8322\tvalid_0's tweedie: 13.7095\n",
"[5]\tvalid_0's poisson: -87.9927\tvalid_0's tweedie: 13.6962\n",
"[6]\tvalid_0's poisson: -88.1521\tvalid_0's tweedie: 13.683\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[7]\tvalid_0's poisson: -88.3095\tvalid_0's tweedie: 13.6698\n",
"[8]\tvalid_0's poisson: -88.4652\tvalid_0's tweedie: 13.6567\n",
"[9]\tvalid_0's poisson: -88.6193\tvalid_0's tweedie: 13.6438\n",
"[10]\tvalid_0's poisson: -88.7721\tvalid_0's tweedie: 13.6309\n",
"[11]\tvalid_0's poisson: -88.9226\tvalid_0's tweedie: 13.6181\n",
"[12]\tvalid_0's poisson: -89.0723\tvalid_0's tweedie: 13.6053\n",
"[13]\tvalid_0's poisson: -89.22\tvalid_0's tweedie: 13.5927\n",
"[14]\tvalid_0's poisson: -89.3666\tvalid_0's tweedie: 13.5801\n",
"[15]\tvalid_0's poisson: -89.5118\tvalid_0's tweedie: 13.5676\n",
"[16]\tvalid_0's poisson: -89.6552\tvalid_0's tweedie: 13.5553\n",
"[17]\tvalid_0's poisson: -89.7971\tvalid_0's tweedie: 13.543\n",
"[18]\tvalid_0's poisson: -89.9383\tvalid_0's tweedie: 13.5307\n",
"[19]\tvalid_0's poisson: -90.0781\tvalid_0's tweedie: 13.5185\n",
"[20]\tvalid_0's poisson: -90.2164\tvalid_0's tweedie: 13.5063\n",
"[21]\tvalid_0's poisson: -90.3533\tvalid_0's tweedie: 13.4943\n",
"[22]\tvalid_0's poisson: -90.4891\tvalid_0's tweedie: 13.4823\n",
"[23]\tvalid_0's poisson: -90.6234\tvalid_0's tweedie: 13.4704\n",
"[24]\tvalid_0's poisson: -90.7567\tvalid_0's tweedie: 13.4586\n",
"[25]\tvalid_0's poisson: -90.8885\tvalid_0's tweedie: 13.4468\n",
"[26]\tvalid_0's poisson: -91.0189\tvalid_0's tweedie: 13.4352\n",
"[27]\tvalid_0's poisson: -91.1481\tvalid_0's tweedie: 13.4236\n",
"[28]\tvalid_0's poisson: -91.2764\tvalid_0's tweedie: 13.412\n",
"[29]\tvalid_0's poisson: -91.403\tvalid_0's tweedie: 13.4006\n",
"[30]\tvalid_0's poisson: -91.5286\tvalid_0's tweedie: 13.3892\n",
"[31]\tvalid_0's poisson: -91.6532\tvalid_0's tweedie: 13.3779\n",
"[32]\tvalid_0's poisson: -91.7763\tvalid_0's tweedie: 13.3667\n",
"[33]\tvalid_0's poisson: -91.8984\tvalid_0's tweedie: 13.3555\n",
"[34]\tvalid_0's poisson: -92.019\tvalid_0's tweedie: 13.3444\n",
"[35]\tvalid_0's poisson: -92.1387\tvalid_0's tweedie: 13.3334\n",
"[36]\tvalid_0's poisson: -92.2573\tvalid_0's tweedie: 13.3225\n",
"[37]\tvalid_0's poisson: -92.3748\tvalid_0's tweedie: 13.3116\n",
"[38]\tvalid_0's poisson: -92.4912\tvalid_0's tweedie: 13.3008\n",
"[39]\tvalid_0's poisson: -92.6064\tvalid_0's tweedie: 13.29\n",
"[40]\tvalid_0's poisson: -92.7211\tvalid_0's tweedie: 13.2793\n",
"[41]\tvalid_0's poisson: -92.8343\tvalid_0's tweedie: 13.2687\n",
"[42]\tvalid_0's poisson: -92.9469\tvalid_0's tweedie: 13.2581\n",
"[43]\tvalid_0's poisson: -93.0587\tvalid_0's tweedie: 13.2476\n",
"[44]\tvalid_0's poisson: -93.1689\tvalid_0's tweedie: 13.2372\n",
"[45]\tvalid_0's poisson: -93.2783\tvalid_0's tweedie: 13.2268\n",
"[46]\tvalid_0's poisson: -93.3872\tvalid_0's tweedie: 13.2164\n",
"[47]\tvalid_0's poisson: -93.4944\tvalid_0's tweedie: 13.2062\n",
"[48]\tvalid_0's poisson: -93.6012\tvalid_0's tweedie: 13.196\n",
"[49]\tvalid_0's poisson: -93.7067\tvalid_0's tweedie: 13.1859\n",
"[50]\tvalid_0's poisson: -93.8115\tvalid_0's tweedie: 13.1758\n",
"[51]\tvalid_0's poisson: -93.9153\tvalid_0's tweedie: 13.1657\n",
"[52]\tvalid_0's poisson: -94.0177\tvalid_0's tweedie: 13.1559\n",
"[53]\tvalid_0's poisson: -94.1199\tvalid_0's tweedie: 13.1459\n",
"[54]\tvalid_0's poisson: -94.2208\tvalid_0's tweedie: 13.1361\n",
"[55]\tvalid_0's poisson: -94.3207\tvalid_0's tweedie: 13.1264\n",
"[56]\tvalid_0's poisson: -94.4198\tvalid_0's tweedie: 13.1167\n",
"[57]\tvalid_0's poisson: -94.518\tvalid_0's tweedie: 13.1071\n",
"[58]\tvalid_0's poisson: -94.6152\tvalid_0's tweedie: 13.0975\n",
"[59]\tvalid_0's poisson: -94.7119\tvalid_0's tweedie: 13.088\n",
"[60]\tvalid_0's poisson: -94.8079\tvalid_0's tweedie: 13.0786\n",
"[61]\tvalid_0's poisson: -94.9027\tvalid_0's tweedie: 13.0692\n",
"[62]\tvalid_0's poisson: -94.997\tvalid_0's tweedie: 13.0599\n",
"[63]\tvalid_0's poisson: -95.09\tvalid_0's tweedie: 13.0506\n",
"[64]\tvalid_0's poisson: -95.1825\tvalid_0's tweedie: 13.0414\n",
"[65]\tvalid_0's poisson: -95.2743\tvalid_0's tweedie: 13.0323\n",
"[66]\tvalid_0's poisson: -95.365\tvalid_0's tweedie: 13.0232\n",
"[67]\tvalid_0's poisson: -95.4549\tvalid_0's tweedie: 13.0142\n",
"[68]\tvalid_0's poisson: -95.544\tvalid_0's tweedie: 13.0053\n",
"[69]\tvalid_0's poisson: -95.6322\tvalid_0's tweedie: 12.9964\n",
"[70]\tvalid_0's poisson: -95.72\tvalid_0's tweedie: 12.9875\n",
"[71]\tvalid_0's poisson: -95.8068\tvalid_0's tweedie: 12.9788\n",
"[72]\tvalid_0's poisson: -95.8929\tvalid_0's tweedie: 12.97\n",
"[73]\tvalid_0's poisson: -95.9781\tvalid_0's tweedie: 12.9614\n",
"[74]\tvalid_0's poisson: -96.0624\tvalid_0's tweedie: 12.9528\n",
"[75]\tvalid_0's poisson: -96.1462\tvalid_0's tweedie: 12.9442\n",
"[76]\tvalid_0's poisson: -96.2295\tvalid_0's tweedie: 12.9357\n",
"[77]\tvalid_0's poisson: -96.3121\tvalid_0's tweedie: 12.9273\n",
"[78]\tvalid_0's poisson: -96.3936\tvalid_0's tweedie: 12.9189\n",
"[79]\tvalid_0's poisson: -96.4747\tvalid_0's tweedie: 12.9106\n",
"[80]\tvalid_0's poisson: -96.5551\tvalid_0's tweedie: 12.9023\n",
"[81]\tvalid_0's poisson: -96.6346\tvalid_0's tweedie: 12.8941\n",
"[82]\tvalid_0's poisson: -96.7136\tvalid_0's tweedie: 12.886\n",
"[83]\tvalid_0's poisson: -96.7918\tvalid_0's tweedie: 12.8779\n",
"[84]\tvalid_0's poisson: -96.8697\tvalid_0's tweedie: 12.8698\n",
"[85]\tvalid_0's poisson: -96.9468\tvalid_0's tweedie: 12.8618\n",
"[86]\tvalid_0's poisson: -97.0232\tvalid_0's tweedie: 12.8538\n",
"[87]\tvalid_0's poisson: -97.0989\tvalid_0's tweedie: 12.8459\n",
"[88]\tvalid_0's poisson: -97.1742\tvalid_0's tweedie: 12.8381\n",
"[89]\tvalid_0's poisson: -97.2487\tvalid_0's tweedie: 12.8303\n",
"[90]\tvalid_0's poisson: -97.3229\tvalid_0's tweedie: 12.8225\n",
"[91]\tvalid_0's poisson: -97.3963\tvalid_0's tweedie: 12.8148\n",
"[92]\tvalid_0's poisson: -97.469\tvalid_0's tweedie: 12.8072\n",
"[93]\tvalid_0's poisson: -97.5411\tvalid_0's tweedie: 12.7996\n",
"[94]\tvalid_0's poisson: -97.6129\tvalid_0's tweedie: 12.792\n",
"[95]\tvalid_0's poisson: -97.6839\tvalid_0's tweedie: 12.7845\n",
"[96]\tvalid_0's poisson: -97.7544\tvalid_0's tweedie: 12.7771\n",
"[97]\tvalid_0's poisson: -97.8241\tvalid_0's tweedie: 12.7697\n",
"[98]\tvalid_0's poisson: -97.8931\tvalid_0's tweedie: 12.7624\n",
"[99]\tvalid_0's poisson: -97.9617\tvalid_0's tweedie: 12.7551\n",
"[100]\tvalid_0's poisson: -98.0298\tvalid_0's tweedie: 12.7478\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.7; total time= 0.2s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3415\tvalid_0's tweedie: 13.7499\n",
"[2]\tvalid_0's poisson: -87.5075\tvalid_0's tweedie: 13.7363\n",
"[3]\tvalid_0's poisson: -87.6719\tvalid_0's tweedie: 13.7228\n",
"[4]\tvalid_0's poisson: -87.8342\tvalid_0's tweedie: 13.7094\n",
"[5]\tvalid_0's poisson: -87.9947\tvalid_0's tweedie: 13.6961\n",
"[6]\tvalid_0's poisson: -88.1537\tvalid_0's tweedie: 13.6828\n",
"[7]\tvalid_0's poisson: -88.311\tvalid_0's tweedie: 13.6697\n",
"[8]\tvalid_0's poisson: -88.4666\tvalid_0's tweedie: 13.6566\n",
"[9]\tvalid_0's poisson: -88.6211\tvalid_0's tweedie: 13.6436\n",
"[10]\tvalid_0's poisson: -88.7735\tvalid_0's tweedie: 13.6307\n",
"[11]\tvalid_0's poisson: -88.9249\tvalid_0's tweedie: 13.6178\n",
"[12]\tvalid_0's poisson: -89.0745\tvalid_0's tweedie: 13.6051\n",
"[13]\tvalid_0's poisson: -89.2224\tvalid_0's tweedie: 13.5925\n",
"[14]\tvalid_0's poisson: -89.3698\tvalid_0's tweedie: 13.5798\n",
"[15]\tvalid_0's poisson: -89.5148\tvalid_0's tweedie: 13.5673\n",
"[16]\tvalid_0's poisson: -89.6584\tvalid_0's tweedie: 13.5549\n",
"[17]\tvalid_0's poisson: -89.8009\tvalid_0's tweedie: 13.5425\n",
"[18]\tvalid_0's poisson: -89.9422\tvalid_0's tweedie: 13.5302\n",
"[19]\tvalid_0's poisson: -90.0826\tvalid_0's tweedie: 13.518\n",
"[20]\tvalid_0's poisson: -90.2206\tvalid_0's tweedie: 13.5059\n",
"[21]\tvalid_0's poisson: -90.3578\tvalid_0's tweedie: 13.4938\n",
"[22]\tvalid_0's poisson: -90.494\tvalid_0's tweedie: 13.4818\n",
"[23]\tvalid_0's poisson: -90.6287\tvalid_0's tweedie: 13.4698\n",
"[24]\tvalid_0's poisson: -90.7618\tvalid_0's tweedie: 13.458\n",
"[25]\tvalid_0's poisson: -90.8936\tvalid_0's tweedie: 13.4462\n",
"[26]\tvalid_0's poisson: -91.0242\tvalid_0's tweedie: 13.4345\n",
"[27]\tvalid_0's poisson: -91.1538\tvalid_0's tweedie: 13.4229\n",
"[28]\tvalid_0's poisson: -91.2824\tvalid_0's tweedie: 13.4113\n",
"[29]\tvalid_0's poisson: -91.4099\tvalid_0's tweedie: 13.3998\n",
"[30]\tvalid_0's poisson: -91.536\tvalid_0's tweedie: 13.3884\n",
"[31]\tvalid_0's poisson: -91.6607\tvalid_0's tweedie: 13.377\n",
"[32]\tvalid_0's poisson: -91.7838\tvalid_0's tweedie: 13.3658\n",
"[33]\tvalid_0's poisson: -91.9065\tvalid_0's tweedie: 13.3546\n",
"[34]\tvalid_0's poisson: -92.0276\tvalid_0's tweedie: 13.3434\n",
"[35]\tvalid_0's poisson: -92.1471\tvalid_0's tweedie: 13.3324\n",
"[36]\tvalid_0's poisson: -92.2661\tvalid_0's tweedie: 13.3214\n",
"[37]\tvalid_0's poisson: -92.3839\tvalid_0's tweedie: 13.3105\n",
"[38]\tvalid_0's poisson: -92.5002\tvalid_0's tweedie: 13.2997\n",
"[39]\tvalid_0's poisson: -92.6158\tvalid_0's tweedie: 13.2889\n",
"[40]\tvalid_0's poisson: -92.7298\tvalid_0's tweedie: 13.2783\n",
"[41]\tvalid_0's poisson: -92.8433\tvalid_0's tweedie: 13.2676\n",
"[42]\tvalid_0's poisson: -92.9558\tvalid_0's tweedie: 13.257\n",
"[43]\tvalid_0's poisson: -93.0672\tvalid_0's tweedie: 13.2465\n",
"[44]\tvalid_0's poisson: -93.1775\tvalid_0's tweedie: 13.2361\n",
"[45]\tvalid_0's poisson: -93.287\tvalid_0's tweedie: 13.2257\n",
"[46]\tvalid_0's poisson: -93.395\tvalid_0's tweedie: 13.2154\n",
"[47]\tvalid_0's poisson: -93.5023\tvalid_0's tweedie: 13.2051\n",
"[48]\tvalid_0's poisson: -93.6083\tvalid_0's tweedie: 13.195\n",
"[49]\tvalid_0's poisson: -93.7135\tvalid_0's tweedie: 13.1849\n",
"[50]\tvalid_0's poisson: -93.8175\tvalid_0's tweedie: 13.1749\n",
"[51]\tvalid_0's poisson: -93.9211\tvalid_0's tweedie: 13.1649\n",
"[52]\tvalid_0's poisson: -94.0235\tvalid_0's tweedie: 13.1549\n",
"[53]\tvalid_0's poisson: -94.1246\tvalid_0's tweedie: 13.1451\n",
"[54]\tvalid_0's poisson: -94.2258\tvalid_0's tweedie: 13.1353\n",
"[55]\tvalid_0's poisson: -94.3252\tvalid_0's tweedie: 13.1256\n",
"[56]\tvalid_0's poisson: -94.4236\tvalid_0's tweedie: 13.116\n",
"[57]\tvalid_0's poisson: -94.5216\tvalid_0's tweedie: 13.1064\n",
"[58]\tvalid_0's poisson: -94.6186\tvalid_0's tweedie: 13.0968\n",
"[59]\tvalid_0's poisson: -94.7146\tvalid_0's tweedie: 13.0873\n",
"[60]\tvalid_0's poisson: -94.8101\tvalid_0's tweedie: 13.0779\n",
"[61]\tvalid_0's poisson: -94.904\tvalid_0's tweedie: 13.0686\n",
"[62]\tvalid_0's poisson: -94.9977\tvalid_0's tweedie: 13.0593\n",
"[63]\tvalid_0's poisson: -95.0904\tvalid_0's tweedie: 13.0501\n",
"[64]\tvalid_0's poisson: -95.1822\tvalid_0's tweedie: 13.0409\n",
"[65]\tvalid_0's poisson: -95.2733\tvalid_0's tweedie: 13.0318\n",
"[66]\tvalid_0's poisson: -95.3638\tvalid_0's tweedie: 13.0228\n",
"[67]\tvalid_0's poisson: -95.4528\tvalid_0's tweedie: 13.0138\n",
"[68]\tvalid_0's poisson: -95.5415\tvalid_0's tweedie: 13.0049\n",
"[69]\tvalid_0's poisson: -95.6294\tvalid_0's tweedie: 12.996\n",
"[70]\tvalid_0's poisson: -95.7161\tvalid_0's tweedie: 12.9872\n",
"[71]\tvalid_0's poisson: -95.8025\tvalid_0's tweedie: 12.9785\n",
"[72]\tvalid_0's poisson: -95.8883\tvalid_0's tweedie: 12.9698\n",
"[73]\tvalid_0's poisson: -95.9731\tvalid_0's tweedie: 12.9612\n",
"[74]\tvalid_0's poisson: -96.0579\tvalid_0's tweedie: 12.9525\n",
"[75]\tvalid_0's poisson: -96.1414\tvalid_0's tweedie: 12.944\n",
"[76]\tvalid_0's poisson: -96.2256\tvalid_0's tweedie: 12.9354\n",
"[77]\tvalid_0's poisson: -96.3091\tvalid_0's tweedie: 12.9269\n",
"[78]\tvalid_0's poisson: -96.3906\tvalid_0's tweedie: 12.9185\n",
"[79]\tvalid_0's poisson: -96.4727\tvalid_0's tweedie: 12.9101\n",
"[80]\tvalid_0's poisson: -96.5541\tvalid_0's tweedie: 12.9017\n",
"[81]\tvalid_0's poisson: -96.6347\tvalid_0's tweedie: 12.8934\n",
"[82]\tvalid_0's poisson: -96.7138\tvalid_0's tweedie: 12.8852\n",
"[83]\tvalid_0's poisson: -96.7931\tvalid_0's tweedie: 12.877\n",
"[84]\tvalid_0's poisson: -96.8722\tvalid_0's tweedie: 12.8689\n",
"[85]\tvalid_0's poisson: -96.95\tvalid_0's tweedie: 12.8608\n",
"[86]\tvalid_0's poisson: -97.0276\tvalid_0's tweedie: 12.8527\n",
"[87]\tvalid_0's poisson: -97.1033\tvalid_0's tweedie: 12.8448\n",
"[88]\tvalid_0's poisson: -97.1789\tvalid_0's tweedie: 12.837\n",
"[89]\tvalid_0's poisson: -97.2544\tvalid_0's tweedie: 12.8291\n",
"[90]\tvalid_0's poisson: -97.329\tvalid_0's tweedie: 12.8213\n",
"[91]\tvalid_0's poisson: -97.4021\tvalid_0's tweedie: 12.8136\n",
"[92]\tvalid_0's poisson: -97.4751\tvalid_0's tweedie: 12.8059\n",
"[93]\tvalid_0's poisson: -97.5481\tvalid_0's tweedie: 12.7982\n",
"[94]\tvalid_0's poisson: -97.6202\tvalid_0's tweedie: 12.7907\n",
"[95]\tvalid_0's poisson: -97.6928\tvalid_0's tweedie: 12.783\n",
"[96]\tvalid_0's poisson: -97.7629\tvalid_0's tweedie: 12.7756\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[97]\tvalid_0's poisson: -97.8335\tvalid_0's tweedie: 12.7681\n",
"[98]\tvalid_0's poisson: -97.9038\tvalid_0's tweedie: 12.7607\n",
"[99]\tvalid_0's poisson: -97.9733\tvalid_0's tweedie: 12.7533\n",
"[100]\tvalid_0's poisson: -98.0421\tvalid_0's tweedie: 12.7461\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.7; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3375\tvalid_0's tweedie: 13.7503\n",
"[2]\tvalid_0's poisson: -87.5038\tvalid_0's tweedie: 13.7367\n",
"[3]\tvalid_0's poisson: -87.6683\tvalid_0's tweedie: 13.7232\n",
"[4]\tvalid_0's poisson: -87.8312\tvalid_0's tweedie: 13.7097\n",
"[5]\tvalid_0's poisson: -87.9923\tvalid_0's tweedie: 13.6964\n",
"[6]\tvalid_0's poisson: -88.1518\tvalid_0's tweedie: 13.6831\n",
"[7]\tvalid_0's poisson: -88.3097\tvalid_0's tweedie: 13.6699\n",
"[8]\tvalid_0's poisson: -88.466\tvalid_0's tweedie: 13.6569\n",
"[9]\tvalid_0's poisson: -88.6207\tvalid_0's tweedie: 13.6438\n",
"[10]\tvalid_0's poisson: -88.7741\tvalid_0's tweedie: 13.6309\n",
"[11]\tvalid_0's poisson: -88.9253\tvalid_0's tweedie: 13.6181\n",
"[12]\tvalid_0's poisson: -89.0753\tvalid_0's tweedie: 13.6053\n",
"[13]\tvalid_0's poisson: -89.2241\tvalid_0's tweedie: 13.5926\n",
"[14]\tvalid_0's poisson: -89.3715\tvalid_0's tweedie: 13.58\n",
"[15]\tvalid_0's poisson: -89.5173\tvalid_0's tweedie: 13.5675\n",
"[16]\tvalid_0's poisson: -89.6617\tvalid_0's tweedie: 13.555\n",
"[17]\tvalid_0's poisson: -89.8047\tvalid_0's tweedie: 13.5426\n",
"[18]\tvalid_0's poisson: -89.9461\tvalid_0's tweedie: 13.5303\n",
"[19]\tvalid_0's poisson: -90.086\tvalid_0's tweedie: 13.5181\n",
"[20]\tvalid_0's poisson: -90.2245\tvalid_0's tweedie: 13.506\n",
"[21]\tvalid_0's poisson: -90.3617\tvalid_0's tweedie: 13.494\n",
"[22]\tvalid_0's poisson: -90.4975\tvalid_0's tweedie: 13.482\n",
"[23]\tvalid_0's poisson: -90.6319\tvalid_0's tweedie: 13.4701\n",
"[24]\tvalid_0's poisson: -90.7653\tvalid_0's tweedie: 13.4583\n",
"[25]\tvalid_0's poisson: -90.897\tvalid_0's tweedie: 13.4465\n",
"[26]\tvalid_0's poisson: -91.0276\tvalid_0's tweedie: 13.4349\n",
"[27]\tvalid_0's poisson: -91.157\tvalid_0's tweedie: 13.4233\n",
"[28]\tvalid_0's poisson: -91.285\tvalid_0's tweedie: 13.4118\n",
"[29]\tvalid_0's poisson: -91.4116\tvalid_0's tweedie: 13.4003\n",
"[30]\tvalid_0's poisson: -91.5376\tvalid_0's tweedie: 13.3889\n",
"[31]\tvalid_0's poisson: -91.662\tvalid_0's tweedie: 13.3776\n",
"[32]\tvalid_0's poisson: -91.7853\tvalid_0's tweedie: 13.3664\n",
"[33]\tvalid_0's poisson: -91.9072\tvalid_0's tweedie: 13.3552\n",
"[34]\tvalid_0's poisson: -92.028\tvalid_0's tweedie: 13.3441\n",
"[35]\tvalid_0's poisson: -92.1481\tvalid_0's tweedie: 13.3331\n",
"[36]\tvalid_0's poisson: -92.2668\tvalid_0's tweedie: 13.3221\n",
"[37]\tvalid_0's poisson: -92.3841\tvalid_0's tweedie: 13.3113\n",
"[38]\tvalid_0's poisson: -92.5002\tvalid_0's tweedie: 13.3005\n",
"[39]\tvalid_0's poisson: -92.6154\tvalid_0's tweedie: 13.2898\n",
"[40]\tvalid_0's poisson: -92.7299\tvalid_0's tweedie: 13.2791\n",
"[41]\tvalid_0's poisson: -92.843\tvalid_0's tweedie: 13.2685\n",
"[42]\tvalid_0's poisson: -92.9549\tvalid_0's tweedie: 13.258\n",
"[43]\tvalid_0's poisson: -93.0665\tvalid_0's tweedie: 13.2474\n",
"[44]\tvalid_0's poisson: -93.1773\tvalid_0's tweedie: 13.237\n",
"[45]\tvalid_0's poisson: -93.2864\tvalid_0's tweedie: 13.2266\n",
"[46]\tvalid_0's poisson: -93.3953\tvalid_0's tweedie: 13.2163\n",
"[47]\tvalid_0's poisson: -93.5034\tvalid_0's tweedie: 13.206\n",
"[48]\tvalid_0's poisson: -93.6099\tvalid_0's tweedie: 13.1958\n",
"[49]\tvalid_0's poisson: -93.7154\tvalid_0's tweedie: 13.1856\n",
"[50]\tvalid_0's poisson: -93.8203\tvalid_0's tweedie: 13.1756\n",
"[51]\tvalid_0's poisson: -93.9239\tvalid_0's tweedie: 13.1656\n",
"[52]\tvalid_0's poisson: -94.0268\tvalid_0's tweedie: 13.1556\n",
"[53]\tvalid_0's poisson: -94.1289\tvalid_0's tweedie: 13.1457\n",
"[54]\tvalid_0's poisson: -94.2299\tvalid_0's tweedie: 13.1359\n",
"[55]\tvalid_0's poisson: -94.3297\tvalid_0's tweedie: 13.1262\n",
"[56]\tvalid_0's poisson: -94.4291\tvalid_0's tweedie: 13.1165\n",
"[57]\tvalid_0's poisson: -94.527\tvalid_0's tweedie: 13.1069\n",
"[58]\tvalid_0's poisson: -94.6244\tvalid_0's tweedie: 13.0973\n",
"[59]\tvalid_0's poisson: -94.721\tvalid_0's tweedie: 13.0878\n",
"[60]\tvalid_0's poisson: -94.8163\tvalid_0's tweedie: 13.0784\n",
"[61]\tvalid_0's poisson: -94.9109\tvalid_0's tweedie: 13.069\n",
"[62]\tvalid_0's poisson: -95.0042\tvalid_0's tweedie: 13.0598\n",
"[63]\tvalid_0's poisson: -95.0977\tvalid_0's tweedie: 13.0505\n",
"[64]\tvalid_0's poisson: -95.19\tvalid_0's tweedie: 13.0413\n",
"[65]\tvalid_0's poisson: -95.281\tvalid_0's tweedie: 13.0322\n",
"[66]\tvalid_0's poisson: -95.3713\tvalid_0's tweedie: 13.0231\n",
"[67]\tvalid_0's poisson: -95.4609\tvalid_0's tweedie: 13.0141\n",
"[68]\tvalid_0's poisson: -95.5496\tvalid_0's tweedie: 13.0052\n",
"[69]\tvalid_0's poisson: -95.638\tvalid_0's tweedie: 12.9963\n",
"[70]\tvalid_0's poisson: -95.7257\tvalid_0's tweedie: 12.9874\n",
"[71]\tvalid_0's poisson: -95.812\tvalid_0's tweedie: 12.9787\n",
"[72]\tvalid_0's poisson: -95.8979\tvalid_0's tweedie: 12.9699\n",
"[73]\tvalid_0's poisson: -95.983\tvalid_0's tweedie: 12.9613\n",
"[74]\tvalid_0's poisson: -96.0675\tvalid_0's tweedie: 12.9527\n",
"[75]\tvalid_0's poisson: -96.1508\tvalid_0's tweedie: 12.9442\n",
"[76]\tvalid_0's poisson: -96.2336\tvalid_0's tweedie: 12.9357\n",
"[77]\tvalid_0's poisson: -96.3156\tvalid_0's tweedie: 12.9274\n",
"[78]\tvalid_0's poisson: -96.3971\tvalid_0's tweedie: 12.919\n",
"[79]\tvalid_0's poisson: -96.478\tvalid_0's tweedie: 12.9106\n",
"[80]\tvalid_0's poisson: -96.5582\tvalid_0's tweedie: 12.9024\n",
"[81]\tvalid_0's poisson: -96.6378\tvalid_0's tweedie: 12.8942\n",
"[82]\tvalid_0's poisson: -96.7163\tvalid_0's tweedie: 12.8861\n",
"[83]\tvalid_0's poisson: -96.7953\tvalid_0's tweedie: 12.8779\n",
"[84]\tvalid_0's poisson: -96.8741\tvalid_0's tweedie: 12.8697\n",
"[85]\tvalid_0's poisson: -96.9518\tvalid_0's tweedie: 12.8617\n",
"[86]\tvalid_0's poisson: -97.0291\tvalid_0's tweedie: 12.8536\n",
"[87]\tvalid_0's poisson: -97.1045\tvalid_0's tweedie: 12.8458\n",
"[88]\tvalid_0's poisson: -97.1802\tvalid_0's tweedie: 12.8379\n",
"[89]\tvalid_0's poisson: -97.2561\tvalid_0's tweedie: 12.83\n",
"[90]\tvalid_0's poisson: -97.331\tvalid_0's tweedie: 12.8222\n",
"[91]\tvalid_0's poisson: -97.4057\tvalid_0's tweedie: 12.8144\n",
"[92]\tvalid_0's poisson: -97.4793\tvalid_0's tweedie: 12.8067\n",
"[93]\tvalid_0's poisson: -97.5524\tvalid_0's tweedie: 12.799\n",
"[94]\tvalid_0's poisson: -97.6253\tvalid_0's tweedie: 12.7913\n",
"[95]\tvalid_0's poisson: -97.6971\tvalid_0's tweedie: 12.7838\n",
"[96]\tvalid_0's poisson: -97.7688\tvalid_0's tweedie: 12.7762\n",
"[97]\tvalid_0's poisson: -97.8398\tvalid_0's tweedie: 12.7687\n",
"[98]\tvalid_0's poisson: -97.9097\tvalid_0's tweedie: 12.7613\n",
"[99]\tvalid_0's poisson: -97.9795\tvalid_0's tweedie: 12.754\n",
"[100]\tvalid_0's poisson: -98.049\tvalid_0's tweedie: 12.7466\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.7; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.343\tvalid_0's tweedie: 13.7498\n",
"[2]\tvalid_0's poisson: -87.5083\tvalid_0's tweedie: 13.7362\n",
"[3]\tvalid_0's poisson: -87.6719\tvalid_0's tweedie: 13.7228\n",
"[4]\tvalid_0's poisson: -87.8338\tvalid_0's tweedie: 13.7094\n",
"[5]\tvalid_0's poisson: -87.994\tvalid_0's tweedie: 13.6961\n",
"[6]\tvalid_0's poisson: -88.1532\tvalid_0's tweedie: 13.6828\n",
"[7]\tvalid_0's poisson: -88.3102\tvalid_0's tweedie: 13.6697\n",
"[8]\tvalid_0's poisson: -88.4667\tvalid_0's tweedie: 13.6565\n",
"[9]\tvalid_0's poisson: -88.6215\tvalid_0's tweedie: 13.6435\n",
"[10]\tvalid_0's poisson: -88.7739\tvalid_0's tweedie: 13.6306\n",
"[11]\tvalid_0's poisson: -88.9254\tvalid_0's tweedie: 13.6177\n",
"[12]\tvalid_0's poisson: -89.0749\tvalid_0's tweedie: 13.605\n",
"[13]\tvalid_0's poisson: -89.2234\tvalid_0's tweedie: 13.5923\n",
"[14]\tvalid_0's poisson: -89.3698\tvalid_0's tweedie: 13.5797\n",
"[15]\tvalid_0's poisson: -89.5154\tvalid_0's tweedie: 13.5671\n",
"[16]\tvalid_0's poisson: -89.6589\tvalid_0's tweedie: 13.5547\n",
"[17]\tvalid_0's poisson: -89.8016\tvalid_0's tweedie: 13.5423\n",
"[18]\tvalid_0's poisson: -89.9424\tvalid_0's tweedie: 13.5301\n",
"[19]\tvalid_0's poisson: -90.0817\tvalid_0's tweedie: 13.5179\n",
"[20]\tvalid_0's poisson: -90.22\tvalid_0's tweedie: 13.5058\n",
"[21]\tvalid_0's poisson: -90.357\tvalid_0's tweedie: 13.4937\n",
"[22]\tvalid_0's poisson: -90.4925\tvalid_0's tweedie: 13.4817\n",
"[23]\tvalid_0's poisson: -90.6268\tvalid_0's tweedie: 13.4698\n",
"[24]\tvalid_0's poisson: -90.7598\tvalid_0's tweedie: 13.458\n",
"[25]\tvalid_0's poisson: -90.8915\tvalid_0's tweedie: 13.4463\n",
"[26]\tvalid_0's poisson: -91.0219\tvalid_0's tweedie: 13.4346\n",
"[27]\tvalid_0's poisson: -91.1509\tvalid_0's tweedie: 13.423\n",
"[28]\tvalid_0's poisson: -91.279\tvalid_0's tweedie: 13.4114\n",
"[29]\tvalid_0's poisson: -91.4057\tvalid_0's tweedie: 13.4\n",
"[30]\tvalid_0's poisson: -91.5311\tvalid_0's tweedie: 13.3886\n",
"[31]\tvalid_0's poisson: -91.6555\tvalid_0's tweedie: 13.3773\n",
"[32]\tvalid_0's poisson: -91.7786\tvalid_0's tweedie: 13.366\n",
"[33]\tvalid_0's poisson: -91.9004\tvalid_0's tweedie: 13.3549\n",
"[34]\tvalid_0's poisson: -92.0211\tvalid_0's tweedie: 13.3438\n",
"[35]\tvalid_0's poisson: -92.1409\tvalid_0's tweedie: 13.3327\n",
"[36]\tvalid_0's poisson: -92.2593\tvalid_0's tweedie: 13.3218\n",
"[37]\tvalid_0's poisson: -92.3768\tvalid_0's tweedie: 13.3109\n",
"[38]\tvalid_0's poisson: -92.4932\tvalid_0's tweedie: 13.3\n",
"[39]\tvalid_0's poisson: -92.6082\tvalid_0's tweedie: 13.2893\n",
"[40]\tvalid_0's poisson: -92.7222\tvalid_0's tweedie: 13.2786\n",
"[41]\tvalid_0's poisson: -92.8353\tvalid_0's tweedie: 13.268\n",
"[42]\tvalid_0's poisson: -92.9474\tvalid_0's tweedie: 13.2574\n",
"[43]\tvalid_0's poisson: -93.0583\tvalid_0's tweedie: 13.247\n",
"[44]\tvalid_0's poisson: -93.1686\tvalid_0's tweedie: 13.2365\n",
"[45]\tvalid_0's poisson: -93.2774\tvalid_0's tweedie: 13.2262\n",
"[46]\tvalid_0's poisson: -93.3855\tvalid_0's tweedie: 13.2159\n",
"[47]\tvalid_0's poisson: -93.4924\tvalid_0's tweedie: 13.2056\n",
"[48]\tvalid_0's poisson: -93.5983\tvalid_0's tweedie: 13.1955\n",
"[49]\tvalid_0's poisson: -93.7033\tvalid_0's tweedie: 13.1854\n",
"[50]\tvalid_0's poisson: -93.8075\tvalid_0's tweedie: 13.1754\n",
"[51]\tvalid_0's poisson: -93.9108\tvalid_0's tweedie: 13.1654\n",
"[52]\tvalid_0's poisson: -94.0128\tvalid_0's tweedie: 13.1555\n",
"[53]\tvalid_0's poisson: -94.1139\tvalid_0's tweedie: 13.1457\n",
"[54]\tvalid_0's poisson: -94.2142\tvalid_0's tweedie: 13.1359\n",
"[55]\tvalid_0's poisson: -94.3137\tvalid_0's tweedie: 13.1262\n",
"[56]\tvalid_0's poisson: -94.4121\tvalid_0's tweedie: 13.1166\n",
"[57]\tvalid_0's poisson: -94.5097\tvalid_0's tweedie: 13.107\n",
"[58]\tvalid_0's poisson: -94.6062\tvalid_0's tweedie: 13.0975\n",
"[59]\tvalid_0's poisson: -94.7021\tvalid_0's tweedie: 13.088\n",
"[60]\tvalid_0's poisson: -94.7971\tvalid_0's tweedie: 13.0786\n",
"[61]\tvalid_0's poisson: -94.8913\tvalid_0's tweedie: 13.0693\n",
"[62]\tvalid_0's poisson: -94.9844\tvalid_0's tweedie: 13.06\n",
"[63]\tvalid_0's poisson: -95.0769\tvalid_0's tweedie: 13.0508\n",
"[64]\tvalid_0's poisson: -95.1688\tvalid_0's tweedie: 13.0417\n",
"[65]\tvalid_0's poisson: -95.2594\tvalid_0's tweedie: 13.0326\n",
"[66]\tvalid_0's poisson: -95.3491\tvalid_0's tweedie: 13.0236\n",
"[67]\tvalid_0's poisson: -95.4385\tvalid_0's tweedie: 13.0146\n",
"[68]\tvalid_0's poisson: -95.5269\tvalid_0's tweedie: 13.0057\n",
"[69]\tvalid_0's poisson: -95.6143\tvalid_0's tweedie: 12.9969\n",
"[70]\tvalid_0's poisson: -95.7015\tvalid_0's tweedie: 12.988\n",
"[71]\tvalid_0's poisson: -95.7875\tvalid_0's tweedie: 12.9793\n",
"[72]\tvalid_0's poisson: -95.8735\tvalid_0's tweedie: 12.9706\n",
"[73]\tvalid_0's poisson: -95.9586\tvalid_0's tweedie: 12.9619\n",
"[74]\tvalid_0's poisson: -96.0432\tvalid_0's tweedie: 12.9533\n",
"[75]\tvalid_0's poisson: -96.1272\tvalid_0's tweedie: 12.9447\n",
"[76]\tvalid_0's poisson: -96.2107\tvalid_0's tweedie: 12.9362\n",
"[77]\tvalid_0's poisson: -96.2923\tvalid_0's tweedie: 12.9278\n",
"[78]\tvalid_0's poisson: -96.3742\tvalid_0's tweedie: 12.9194\n",
"[79]\tvalid_0's poisson: -96.4555\tvalid_0's tweedie: 12.911\n",
"[80]\tvalid_0's poisson: -96.5364\tvalid_0's tweedie: 12.9027\n",
"[81]\tvalid_0's poisson: -96.6161\tvalid_0's tweedie: 12.8945\n",
"[82]\tvalid_0's poisson: -96.6949\tvalid_0's tweedie: 12.8863\n",
"[83]\tvalid_0's poisson: -96.7736\tvalid_0's tweedie: 12.8782\n",
"[84]\tvalid_0's poisson: -96.8513\tvalid_0's tweedie: 12.8701\n",
"[85]\tvalid_0's poisson: -96.9287\tvalid_0's tweedie: 12.8621\n",
"[86]\tvalid_0's poisson: -97.0044\tvalid_0's tweedie: 12.8542\n",
"[87]\tvalid_0's poisson: -97.0801\tvalid_0's tweedie: 12.8463\n",
"[88]\tvalid_0's poisson: -97.1555\tvalid_0's tweedie: 12.8385\n",
"[89]\tvalid_0's poisson: -97.2301\tvalid_0's tweedie: 12.8307\n",
"[90]\tvalid_0's poisson: -97.3039\tvalid_0's tweedie: 12.8229\n",
"[91]\tvalid_0's poisson: -97.377\tvalid_0's tweedie: 12.8152\n",
"[92]\tvalid_0's poisson: -97.4497\tvalid_0's tweedie: 12.8076\n",
"[93]\tvalid_0's poisson: -97.5221\tvalid_0's tweedie: 12.8\n",
"[94]\tvalid_0's poisson: -97.5928\tvalid_0's tweedie: 12.7925\n",
"[95]\tvalid_0's poisson: -97.6638\tvalid_0's tweedie: 12.785\n",
"[96]\tvalid_0's poisson: -97.7341\tvalid_0's tweedie: 12.7776\n",
"[97]\tvalid_0's poisson: -97.8038\tvalid_0's tweedie: 12.7702\n",
"[98]\tvalid_0's poisson: -97.8728\tvalid_0's tweedie: 12.7628\n",
"[99]\tvalid_0's poisson: -97.9415\tvalid_0's tweedie: 12.7555\n",
"[100]\tvalid_0's poisson: -98.0106\tvalid_0's tweedie: 12.7482\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.7; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -87.3321\tvalid_0's tweedie: 13.7507\n",
"[2]\tvalid_0's poisson: -87.4988\tvalid_0's tweedie: 13.7371\n",
"[3]\tvalid_0's poisson: -87.6638\tvalid_0's tweedie: 13.7236\n",
"[4]\tvalid_0's poisson: -87.8271\tvalid_0's tweedie: 13.7102\n",
"[5]\tvalid_0's poisson: -87.9888\tvalid_0's tweedie: 13.6968\n",
"[6]\tvalid_0's poisson: -88.1484\tvalid_0's tweedie: 13.6836\n",
"[7]\tvalid_0's poisson: -88.3065\tvalid_0's tweedie: 13.6704\n",
"[8]\tvalid_0's poisson: -88.4633\tvalid_0's tweedie: 13.6573\n",
"[9]\tvalid_0's poisson: -88.6186\tvalid_0's tweedie: 13.6443\n",
"[10]\tvalid_0's poisson: -88.7724\tvalid_0's tweedie: 13.6313\n",
"[11]\tvalid_0's poisson: -88.9242\tvalid_0's tweedie: 13.6185\n",
"[12]\tvalid_0's poisson: -89.075\tvalid_0's tweedie: 13.6057\n",
"[13]\tvalid_0's poisson: -89.2232\tvalid_0's tweedie: 13.5931\n",
"[14]\tvalid_0's poisson: -89.3707\tvalid_0's tweedie: 13.5805\n",
"[15]\tvalid_0's poisson: -89.517\tvalid_0's tweedie: 13.5679\n",
"[16]\tvalid_0's poisson: -89.6612\tvalid_0's tweedie: 13.5555\n",
"[17]\tvalid_0's poisson: -89.8043\tvalid_0's tweedie: 13.5431\n",
"[18]\tvalid_0's poisson: -89.9463\tvalid_0's tweedie: 13.5308\n",
"[19]\tvalid_0's poisson: -90.0868\tvalid_0's tweedie: 13.5186\n",
"[20]\tvalid_0's poisson: -90.2253\tvalid_0's tweedie: 13.5065\n",
"[21]\tvalid_0's poisson: -90.3627\tvalid_0's tweedie: 13.4945\n",
"[22]\tvalid_0's poisson: -90.4991\tvalid_0's tweedie: 13.4825\n",
"[23]\tvalid_0's poisson: -90.6339\tvalid_0's tweedie: 13.4706\n",
"[24]\tvalid_0's poisson: -90.7674\tvalid_0's tweedie: 13.4587\n",
"[25]\tvalid_0's poisson: -90.8999\tvalid_0's tweedie: 13.447\n",
"[26]\tvalid_0's poisson: -91.0306\tvalid_0's tweedie: 13.4353\n",
"[27]\tvalid_0's poisson: -91.1608\tvalid_0's tweedie: 13.4237\n",
"[28]\tvalid_0's poisson: -91.2898\tvalid_0's tweedie: 13.4121\n",
"[29]\tvalid_0's poisson: -91.4171\tvalid_0's tweedie: 13.4006\n",
"[30]\tvalid_0's poisson: -91.543\tvalid_0's tweedie: 13.3893\n",
"[31]\tvalid_0's poisson: -91.6674\tvalid_0's tweedie: 13.378\n",
"[32]\tvalid_0's poisson: -91.7913\tvalid_0's tweedie: 13.3667\n",
"[33]\tvalid_0's poisson: -91.9138\tvalid_0's tweedie: 13.3556\n",
"[34]\tvalid_0's poisson: -92.035\tvalid_0's tweedie: 13.3445\n",
"[35]\tvalid_0's poisson: -92.1552\tvalid_0's tweedie: 13.3334\n",
"[36]\tvalid_0's poisson: -92.2744\tvalid_0's tweedie: 13.3225\n",
"[37]\tvalid_0's poisson: -92.3925\tvalid_0's tweedie: 13.3116\n",
"[38]\tvalid_0's poisson: -92.5087\tvalid_0's tweedie: 13.3008\n",
"[39]\tvalid_0's poisson: -92.6245\tvalid_0's tweedie: 13.29\n",
"[40]\tvalid_0's poisson: -92.7392\tvalid_0's tweedie: 13.2793\n",
"[41]\tvalid_0's poisson: -92.8525\tvalid_0's tweedie: 13.2687\n",
"[42]\tvalid_0's poisson: -92.9652\tvalid_0's tweedie: 13.2582\n",
"[43]\tvalid_0's poisson: -93.0767\tvalid_0's tweedie: 13.2477\n",
"[44]\tvalid_0's poisson: -93.1874\tvalid_0's tweedie: 13.2372\n",
"[45]\tvalid_0's poisson: -93.2968\tvalid_0's tweedie: 13.2269\n",
"[46]\tvalid_0's poisson: -93.4054\tvalid_0's tweedie: 13.2166\n",
"[47]\tvalid_0's poisson: -93.5131\tvalid_0's tweedie: 13.2063\n",
"[48]\tvalid_0's poisson: -93.6192\tvalid_0's tweedie: 13.1962\n",
"[49]\tvalid_0's poisson: -93.7247\tvalid_0's tweedie: 13.1861\n",
"[50]\tvalid_0's poisson: -93.8294\tvalid_0's tweedie: 13.176\n",
"[51]\tvalid_0's poisson: -93.9333\tvalid_0's tweedie: 13.166\n",
"[52]\tvalid_0's poisson: -94.0359\tvalid_0's tweedie: 13.1561\n",
"[53]\tvalid_0's poisson: -94.1377\tvalid_0's tweedie: 13.1463\n",
"[54]\tvalid_0's poisson: -94.2386\tvalid_0's tweedie: 13.1365\n",
"[55]\tvalid_0's poisson: -94.3387\tvalid_0's tweedie: 13.1267\n",
"[56]\tvalid_0's poisson: -94.4376\tvalid_0's tweedie: 13.1171\n",
"[57]\tvalid_0's poisson: -94.5358\tvalid_0's tweedie: 13.1075\n",
"[58]\tvalid_0's poisson: -94.6329\tvalid_0's tweedie: 13.098\n",
"[59]\tvalid_0's poisson: -94.7292\tvalid_0's tweedie: 13.0885\n",
"[60]\tvalid_0's poisson: -94.8247\tvalid_0's tweedie: 13.0791\n",
"[61]\tvalid_0's poisson: -94.9192\tvalid_0's tweedie: 13.0697\n",
"[62]\tvalid_0's poisson: -95.0129\tvalid_0's tweedie: 13.0605\n",
"[63]\tvalid_0's poisson: -95.1058\tvalid_0's tweedie: 13.0512\n",
"[64]\tvalid_0's poisson: -95.1976\tvalid_0's tweedie: 13.0421\n",
"[65]\tvalid_0's poisson: -95.2888\tvalid_0's tweedie: 13.033\n",
"[66]\tvalid_0's poisson: -95.3796\tvalid_0's tweedie: 13.0239\n",
"[67]\tvalid_0's poisson: -95.4699\tvalid_0's tweedie: 13.0148\n",
"[68]\tvalid_0's poisson: -95.5594\tvalid_0's tweedie: 13.0059\n",
"[69]\tvalid_0's poisson: -95.6484\tvalid_0's tweedie: 12.9969\n",
"[70]\tvalid_0's poisson: -95.7375\tvalid_0's tweedie: 12.9879\n",
"[71]\tvalid_0's poisson: -95.8249\tvalid_0's tweedie: 12.9791\n",
"[72]\tvalid_0's poisson: -95.9123\tvalid_0's tweedie: 12.9703\n",
"[73]\tvalid_0's poisson: -95.9991\tvalid_0's tweedie: 12.9615\n",
"[74]\tvalid_0's poisson: -96.0852\tvalid_0's tweedie: 12.9528\n",
"[75]\tvalid_0's poisson: -96.1705\tvalid_0's tweedie: 12.9441\n",
"[76]\tvalid_0's poisson: -96.2542\tvalid_0's tweedie: 12.9356\n",
"[77]\tvalid_0's poisson: -96.338\tvalid_0's tweedie: 12.927\n",
"[78]\tvalid_0's poisson: -96.4209\tvalid_0's tweedie: 12.9186\n",
"[79]\tvalid_0's poisson: -96.5033\tvalid_0's tweedie: 12.9101\n",
"[80]\tvalid_0's poisson: -96.5841\tvalid_0's tweedie: 12.9018\n",
"[81]\tvalid_0's poisson: -96.6649\tvalid_0's tweedie: 12.8935\n",
"[82]\tvalid_0's poisson: -96.7449\tvalid_0's tweedie: 12.8853\n",
"[83]\tvalid_0's poisson: -96.8243\tvalid_0's tweedie: 12.8771\n",
"[84]\tvalid_0's poisson: -96.9031\tvalid_0's tweedie: 12.8689\n",
"[85]\tvalid_0's poisson: -96.9806\tvalid_0's tweedie: 12.8609\n",
"[86]\tvalid_0's poisson: -97.0579\tvalid_0's tweedie: 12.8528\n",
"[87]\tvalid_0's poisson: -97.1348\tvalid_0's tweedie: 12.8448\n",
"[88]\tvalid_0's poisson: -97.2108\tvalid_0's tweedie: 12.8369\n",
"[89]\tvalid_0's poisson: -97.2862\tvalid_0's tweedie: 12.829\n",
"[90]\tvalid_0's poisson: -97.3608\tvalid_0's tweedie: 12.8212\n",
"[91]\tvalid_0's poisson: -97.4345\tvalid_0's tweedie: 12.8135\n",
"[92]\tvalid_0's poisson: -97.508\tvalid_0's tweedie: 12.8058\n",
"[93]\tvalid_0's poisson: -97.5812\tvalid_0's tweedie: 12.7981\n",
"[94]\tvalid_0's poisson: -97.6532\tvalid_0's tweedie: 12.7905\n",
"[95]\tvalid_0's poisson: -97.725\tvalid_0's tweedie: 12.783\n",
"[96]\tvalid_0's poisson: -97.7959\tvalid_0's tweedie: 12.7755\n",
"[97]\tvalid_0's poisson: -97.8662\tvalid_0's tweedie: 12.7681\n",
"[98]\tvalid_0's poisson: -97.9363\tvalid_0's tweedie: 12.7607\n",
"[99]\tvalid_0's poisson: -98.0056\tvalid_0's tweedie: 12.7533\n",
"[100]\tvalid_0's poisson: -98.0743\tvalid_0's tweedie: 12.7461\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0, lambda_l2=10, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.7; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6758\tvalid_0's tweedie: 34.683\n",
"[2]\tvalid_0's poisson: -88.1645\tvalid_0's tweedie: 34.5662\n",
"[3]\tvalid_0's poisson: -88.642\tvalid_0's tweedie: 34.4519\n",
"[4]\tvalid_0's poisson: -89.107\tvalid_0's tweedie: 34.3405\n",
"[5]\tvalid_0's poisson: -89.5604\tvalid_0's tweedie: 34.2317\n",
"[6]\tvalid_0's poisson: -90.001\tvalid_0's tweedie: 34.1259\n",
"[7]\tvalid_0's poisson: -90.4318\tvalid_0's tweedie: 34.0223\n",
"[8]\tvalid_0's poisson: -90.8505\tvalid_0's tweedie: 33.9215\n",
"[9]\tvalid_0's poisson: -91.2601\tvalid_0's tweedie: 33.8228\n",
"[10]\tvalid_0's poisson: -91.6523\tvalid_0's tweedie: 33.728\n",
"[11]\tvalid_0's poisson: -92.0329\tvalid_0's tweedie: 33.6359\n",
"[12]\tvalid_0's poisson: -92.4078\tvalid_0's tweedie: 33.545\n",
"[13]\tvalid_0's poisson: -92.7789\tvalid_0's tweedie: 33.4551\n",
"[14]\tvalid_0's poisson: -93.1325\tvalid_0's tweedie: 33.369\n",
"[15]\tvalid_0's poisson: -93.4778\tvalid_0's tweedie: 33.2848\n",
"[16]\tvalid_0's poisson: -93.8208\tvalid_0's tweedie: 33.2013\n",
"[17]\tvalid_0's poisson: -94.1484\tvalid_0's tweedie: 33.1209\n",
"[18]\tvalid_0's poisson: -94.4706\tvalid_0's tweedie: 33.0419\n",
"[19]\tvalid_0's poisson: -94.7888\tvalid_0's tweedie: 32.9641\n",
"[20]\tvalid_0's poisson: -95.0901\tvalid_0's tweedie: 32.8898\n",
"[21]\tvalid_0's poisson: -95.3867\tvalid_0's tweedie: 32.8165\n",
"[22]\tvalid_0's poisson: -95.6847\tvalid_0's tweedie: 32.7432\n",
"[23]\tvalid_0's poisson: -95.9627\tvalid_0's tweedie: 32.6743\n",
"[24]\tvalid_0's poisson: -96.2417\tvalid_0's tweedie: 32.6051\n",
"[25]\tvalid_0's poisson: -96.5118\tvalid_0's tweedie: 32.538\n",
"[26]\tvalid_0's poisson: -96.7719\tvalid_0's tweedie: 32.4729\n",
"[27]\tvalid_0's poisson: -97.034\tvalid_0's tweedie: 32.4079\n",
"[28]\tvalid_0's poisson: -97.2824\tvalid_0's tweedie: 32.3455\n",
"[29]\tvalid_0's poisson: -97.5265\tvalid_0's tweedie: 32.2843\n",
"[30]\tvalid_0's poisson: -97.7658\tvalid_0's tweedie: 32.2243\n",
"[31]\tvalid_0's poisson: -98.0003\tvalid_0's tweedie: 32.1654\n",
"[32]\tvalid_0's poisson: -98.2221\tvalid_0's tweedie: 32.109\n",
"[33]\tvalid_0's poisson: -98.4486\tvalid_0's tweedie: 32.0523\n",
"[34]\tvalid_0's poisson: -98.662\tvalid_0's tweedie: 31.9979\n",
"[35]\tvalid_0's poisson: -98.8728\tvalid_0's tweedie: 31.9446\n",
"[36]\tvalid_0's poisson: -99.0861\tvalid_0's tweedie: 31.891\n",
"[37]\tvalid_0's poisson: -99.2806\tvalid_0's tweedie: 31.8411\n",
"[38]\tvalid_0's poisson: -99.4704\tvalid_0's tweedie: 31.7924\n",
"[39]\tvalid_0's poisson: -99.6672\tvalid_0's tweedie: 31.7426\n",
"[40]\tvalid_0's poisson: -99.8497\tvalid_0's tweedie: 31.6955\n",
"[41]\tvalid_0's poisson: -100.031\tvalid_0's tweedie: 31.6491\n",
"[42]\tvalid_0's poisson: -100.214\tvalid_0's tweedie: 31.6026\n",
"[43]\tvalid_0's poisson: -100.381\tvalid_0's tweedie: 31.5593\n",
"[44]\tvalid_0's poisson: -100.554\tvalid_0's tweedie: 31.515\n",
"[45]\tvalid_0's poisson: -100.714\tvalid_0's tweedie: 31.4732\n",
"[46]\tvalid_0's poisson: -100.873\tvalid_0's tweedie: 31.4321\n",
"[47]\tvalid_0's poisson: -101.035\tvalid_0's tweedie: 31.3906\n",
"[48]\tvalid_0's poisson: -101.181\tvalid_0's tweedie: 31.3521\n",
"[49]\tvalid_0's poisson: -101.329\tvalid_0's tweedie: 31.3136\n",
"[50]\tvalid_0's poisson: -101.473\tvalid_0's tweedie: 31.276\n",
"[51]\tvalid_0's poisson: -101.613\tvalid_0's tweedie: 31.2392\n",
"[52]\tvalid_0's poisson: -101.751\tvalid_0's tweedie: 31.2031\n",
"[53]\tvalid_0's poisson: -101.885\tvalid_0's tweedie: 31.1679\n",
"[54]\tvalid_0's poisson: -102.022\tvalid_0's tweedie: 31.1324\n",
"[55]\tvalid_0's poisson: -102.146\tvalid_0's tweedie: 31.0994\n",
"[56]\tvalid_0's poisson: -102.274\tvalid_0's tweedie: 31.066\n",
"[57]\tvalid_0's poisson: -102.41\tvalid_0's tweedie: 31.0309\n",
"[58]\tvalid_0's poisson: -102.526\tvalid_0's tweedie: 31\n",
"[59]\tvalid_0's poisson: -102.653\tvalid_0's tweedie: 30.9671\n",
"[60]\tvalid_0's poisson: -102.776\tvalid_0's tweedie: 30.9349\n",
"[61]\tvalid_0's poisson: -102.886\tvalid_0's tweedie: 30.9056\n",
"[62]\tvalid_0's poisson: -103.003\tvalid_0's tweedie: 30.8751\n",
"[63]\tvalid_0's poisson: -103.106\tvalid_0's tweedie: 30.8474\n",
"[64]\tvalid_0's poisson: -103.218\tvalid_0's tweedie: 30.818\n",
"[65]\tvalid_0's poisson: -103.33\tvalid_0's tweedie: 30.789\n",
"[66]\tvalid_0's poisson: -103.427\tvalid_0's tweedie: 30.7627\n",
"[67]\tvalid_0's poisson: -103.534\tvalid_0's tweedie: 30.7347\n",
"[68]\tvalid_0's poisson: -103.636\tvalid_0's tweedie: 30.7076\n",
"[69]\tvalid_0's poisson: -103.726\tvalid_0's tweedie: 30.6833\n",
"[70]\tvalid_0's poisson: -103.826\tvalid_0's tweedie: 30.6569\n",
"[71]\tvalid_0's poisson: -103.913\tvalid_0's tweedie: 30.6332\n",
"[72]\tvalid_0's poisson: -104.009\tvalid_0's tweedie: 30.6079\n",
"[73]\tvalid_0's poisson: -104.099\tvalid_0's tweedie: 30.5838\n",
"[74]\tvalid_0's poisson: -104.178\tvalid_0's tweedie: 30.5621\n",
"[75]\tvalid_0's poisson: -104.266\tvalid_0's tweedie: 30.5385\n",
"[76]\tvalid_0's poisson: -104.347\tvalid_0's tweedie: 30.517\n",
"[77]\tvalid_0's poisson: -104.429\tvalid_0's tweedie: 30.495\n",
"[78]\tvalid_0's poisson: -104.511\tvalid_0's tweedie: 30.4732\n",
"[79]\tvalid_0's poisson: -104.583\tvalid_0's tweedie: 30.4534\n",
"[80]\tvalid_0's poisson: -104.662\tvalid_0's tweedie: 30.4316\n",
"[81]\tvalid_0's poisson: -104.734\tvalid_0's tweedie: 30.412\n",
"[82]\tvalid_0's poisson: -104.807\tvalid_0's tweedie: 30.3921\n",
"[83]\tvalid_0's poisson: -104.88\tvalid_0's tweedie: 30.3717\n",
"[84]\tvalid_0's poisson: -104.947\tvalid_0's tweedie: 30.3532\n",
"[85]\tvalid_0's poisson: -105.017\tvalid_0's tweedie: 30.3337\n",
"[86]\tvalid_0's poisson: -105.086\tvalid_0's tweedie: 30.3154\n",
"[87]\tvalid_0's poisson: -105.146\tvalid_0's tweedie: 30.2987\n",
"[88]\tvalid_0's poisson: -105.212\tvalid_0's tweedie: 30.2803\n",
"[89]\tvalid_0's poisson: -105.274\tvalid_0's tweedie: 30.2635\n",
"[90]\tvalid_0's poisson: -105.333\tvalid_0's tweedie: 30.2472\n",
"[91]\tvalid_0's poisson: -105.394\tvalid_0's tweedie: 30.2301\n",
"[92]\tvalid_0's poisson: -105.456\tvalid_0's tweedie: 30.2135\n",
"[93]\tvalid_0's poisson: -105.509\tvalid_0's tweedie: 30.1985\n",
"[94]\tvalid_0's poisson: -105.565\tvalid_0's tweedie: 30.183\n",
"[95]\tvalid_0's poisson: -105.622\tvalid_0's tweedie: 30.1672\n",
"[96]\tvalid_0's poisson: -105.672\tvalid_0's tweedie: 30.153\n",
"[97]\tvalid_0's poisson: -105.725\tvalid_0's tweedie: 30.1384\n",
"[98]\tvalid_0's poisson: -105.781\tvalid_0's tweedie: 30.1235\n",
"[99]\tvalid_0's poisson: -105.831\tvalid_0's tweedie: 30.1096\n",
"[100]\tvalid_0's poisson: -105.88\tvalid_0's tweedie: 30.0963\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6789\tvalid_0's tweedie: 34.6822\n",
"[2]\tvalid_0's poisson: -88.1689\tvalid_0's tweedie: 34.5651\n",
"[3]\tvalid_0's poisson: -88.649\tvalid_0's tweedie: 34.4503\n",
"[4]\tvalid_0's poisson: -89.1146\tvalid_0's tweedie: 34.3387\n",
"[5]\tvalid_0's poisson: -89.5625\tvalid_0's tweedie: 34.2313\n",
"[6]\tvalid_0's poisson: -90.0051\tvalid_0's tweedie: 34.1249\n",
"[7]\tvalid_0's poisson: -90.4308\tvalid_0's tweedie: 34.0225\n",
"[8]\tvalid_0's poisson: -90.8422\tvalid_0's tweedie: 33.9233\n",
"[9]\tvalid_0's poisson: -91.2468\tvalid_0's tweedie: 33.8256\n",
"[10]\tvalid_0's poisson: -91.6462\tvalid_0's tweedie: 33.7291\n",
"[11]\tvalid_0's poisson: -92.0319\tvalid_0's tweedie: 33.6357\n",
"[12]\tvalid_0's poisson: -92.406\tvalid_0's tweedie: 33.545\n",
"[13]\tvalid_0's poisson: -92.7685\tvalid_0's tweedie: 33.4568\n",
"[14]\tvalid_0's poisson: -93.1335\tvalid_0's tweedie: 33.3682\n",
"[15]\tvalid_0's poisson: -93.4771\tvalid_0's tweedie: 33.2844\n",
"[16]\tvalid_0's poisson: -93.8209\tvalid_0's tweedie: 33.2005\n",
"[17]\tvalid_0's poisson: -94.1516\tvalid_0's tweedie: 33.1196\n",
"[18]\tvalid_0's poisson: -94.4725\tvalid_0's tweedie: 33.041\n",
"[19]\tvalid_0's poisson: -94.7826\tvalid_0's tweedie: 32.9646\n",
"[20]\tvalid_0's poisson: -95.098\tvalid_0's tweedie: 32.8874\n",
"[21]\tvalid_0's poisson: -95.393\tvalid_0's tweedie: 32.8145\n",
"[22]\tvalid_0's poisson: -95.6834\tvalid_0's tweedie: 32.7428\n",
"[23]\tvalid_0's poisson: -95.9728\tvalid_0's tweedie: 32.6714\n",
"[24]\tvalid_0's poisson: -96.2502\tvalid_0's tweedie: 32.6027\n",
"[25]\tvalid_0's poisson: -96.5192\tvalid_0's tweedie: 32.5358\n",
"[26]\tvalid_0's poisson: -96.7872\tvalid_0's tweedie: 32.4693\n",
"[27]\tvalid_0's poisson: -97.0442\tvalid_0's tweedie: 32.4053\n",
"[28]\tvalid_0's poisson: -97.2937\tvalid_0's tweedie: 32.3431\n",
"[29]\tvalid_0's poisson: -97.5438\tvalid_0's tweedie: 32.2806\n",
"[30]\tvalid_0's poisson: -97.7818\tvalid_0's tweedie: 32.221\n",
"[31]\tvalid_0's poisson: -98.0145\tvalid_0's tweedie: 32.1624\n",
"[32]\tvalid_0's poisson: -98.2455\tvalid_0's tweedie: 32.1044\n",
"[33]\tvalid_0's poisson: -98.4681\tvalid_0's tweedie: 32.0484\n",
"[34]\tvalid_0's poisson: -98.6878\tvalid_0's tweedie: 31.9929\n",
"[35]\tvalid_0's poisson: -98.8975\tvalid_0's tweedie: 31.9399\n",
"[36]\tvalid_0's poisson: -99.1065\tvalid_0's tweedie: 31.8869\n",
"[37]\tvalid_0's poisson: -99.3042\tvalid_0's tweedie: 31.8366\n",
"[38]\tvalid_0's poisson: -99.4987\tvalid_0's tweedie: 31.7873\n",
"[39]\tvalid_0's poisson: -99.6925\tvalid_0's tweedie: 31.7378\n",
"[40]\tvalid_0's poisson: -99.8776\tvalid_0's tweedie: 31.6903\n",
"[41]\tvalid_0's poisson: -100.06\tvalid_0's tweedie: 31.6436\n",
"[42]\tvalid_0's poisson: -100.234\tvalid_0's tweedie: 31.599\n",
"[43]\tvalid_0's poisson: -100.415\tvalid_0's tweedie: 31.5529\n",
"[44]\tvalid_0's poisson: -100.579\tvalid_0's tweedie: 31.5103\n",
"[45]\tvalid_0's poisson: -100.744\tvalid_0's tweedie: 31.4678\n",
"[46]\tvalid_0's poisson: -100.906\tvalid_0's tweedie: 31.4259\n",
"[47]\tvalid_0's poisson: -101.061\tvalid_0's tweedie: 31.3854\n",
"[48]\tvalid_0's poisson: -101.216\tvalid_0's tweedie: 31.3453\n",
"[49]\tvalid_0's poisson: -101.362\tvalid_0's tweedie: 31.3074\n",
"[50]\tvalid_0's poisson: -101.506\tvalid_0's tweedie: 31.27\n",
"[51]\tvalid_0's poisson: -101.657\tvalid_0's tweedie: 31.231\n",
"[52]\tvalid_0's poisson: -101.793\tvalid_0's tweedie: 31.1952\n",
"[53]\tvalid_0's poisson: -101.943\tvalid_0's tweedie: 31.1567\n",
"[54]\tvalid_0's poisson: -102.072\tvalid_0's tweedie: 31.1228\n",
"[55]\tvalid_0's poisson: -102.212\tvalid_0's tweedie: 31.0866\n",
"[56]\tvalid_0's poisson: -102.337\tvalid_0's tweedie: 31.0536\n",
"[57]\tvalid_0's poisson: -102.473\tvalid_0's tweedie: 31.0185\n",
"[58]\tvalid_0's poisson: -102.589\tvalid_0's tweedie: 30.9878\n",
"[59]\tvalid_0's poisson: -102.714\tvalid_0's tweedie: 30.955\n",
"[60]\tvalid_0's poisson: -102.841\tvalid_0's tweedie: 30.9223\n",
"[61]\tvalid_0's poisson: -102.948\tvalid_0's tweedie: 30.8935\n",
"[62]\tvalid_0's poisson: -103.068\tvalid_0's tweedie: 30.8623\n",
"[63]\tvalid_0's poisson: -103.171\tvalid_0's tweedie: 30.8343\n",
"[64]\tvalid_0's poisson: -103.287\tvalid_0's tweedie: 30.8042\n",
"[65]\tvalid_0's poisson: -103.387\tvalid_0's tweedie: 30.7772\n",
"[66]\tvalid_0's poisson: -103.497\tvalid_0's tweedie: 30.7485\n",
"[67]\tvalid_0's poisson: -103.59\tvalid_0's tweedie: 30.7234\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[68]\tvalid_0's poisson: -103.695\tvalid_0's tweedie: 30.6958\n",
"[69]\tvalid_0's poisson: -103.784\tvalid_0's tweedie: 30.6712\n",
"[70]\tvalid_0's poisson: -103.884\tvalid_0's tweedie: 30.645\n",
"[71]\tvalid_0's poisson: -103.982\tvalid_0's tweedie: 30.6191\n",
"[72]\tvalid_0's poisson: -104.066\tvalid_0's tweedie: 30.5961\n",
"[73]\tvalid_0's poisson: -104.159\tvalid_0's tweedie: 30.5716\n",
"[74]\tvalid_0's poisson: -104.239\tvalid_0's tweedie: 30.5499\n",
"[75]\tvalid_0's poisson: -104.328\tvalid_0's tweedie: 30.5264\n",
"[76]\tvalid_0's poisson: -104.404\tvalid_0's tweedie: 30.5053\n",
"[77]\tvalid_0's poisson: -104.49\tvalid_0's tweedie: 30.4824\n",
"[78]\tvalid_0's poisson: -104.572\tvalid_0's tweedie: 30.4604\n",
"[79]\tvalid_0's poisson: -104.647\tvalid_0's tweedie: 30.4402\n",
"[80]\tvalid_0's poisson: -104.723\tvalid_0's tweedie: 30.4197\n",
"[81]\tvalid_0's poisson: -104.792\tvalid_0's tweedie: 30.4007\n",
"[82]\tvalid_0's poisson: -104.867\tvalid_0's tweedie: 30.3798\n",
"[83]\tvalid_0's poisson: -104.931\tvalid_0's tweedie: 30.3616\n",
"[84]\tvalid_0's poisson: -105.004\tvalid_0's tweedie: 30.3422\n",
"[85]\tvalid_0's poisson: -105.076\tvalid_0's tweedie: 30.3229\n",
"[86]\tvalid_0's poisson: -105.137\tvalid_0's tweedie: 30.3057\n",
"[87]\tvalid_0's poisson: -105.204\tvalid_0's tweedie: 30.287\n",
"[88]\tvalid_0's poisson: -105.272\tvalid_0's tweedie: 30.2687\n",
"[89]\tvalid_0's poisson: -105.329\tvalid_0's tweedie: 30.2525\n",
"[90]\tvalid_0's poisson: -105.392\tvalid_0's tweedie: 30.2348\n",
"[91]\tvalid_0's poisson: -105.448\tvalid_0's tweedie: 30.2195\n",
"[92]\tvalid_0's poisson: -105.507\tvalid_0's tweedie: 30.2026\n",
"[93]\tvalid_0's poisson: -105.564\tvalid_0's tweedie: 30.1872\n",
"[94]\tvalid_0's poisson: -105.62\tvalid_0's tweedie: 30.1711\n",
"[95]\tvalid_0's poisson: -105.671\tvalid_0's tweedie: 30.1568\n",
"[96]\tvalid_0's poisson: -105.726\tvalid_0's tweedie: 30.1417\n",
"[97]\tvalid_0's poisson: -105.782\tvalid_0's tweedie: 30.1266\n",
"[98]\tvalid_0's poisson: -105.829\tvalid_0's tweedie: 30.1131\n",
"[99]\tvalid_0's poisson: -105.88\tvalid_0's tweedie: 30.0991\n",
"[100]\tvalid_0's poisson: -105.933\tvalid_0's tweedie: 30.0849\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6716\tvalid_0's tweedie: 34.6841\n",
"[2]\tvalid_0's poisson: -88.1621\tvalid_0's tweedie: 34.567\n",
"[3]\tvalid_0's poisson: -88.6395\tvalid_0's tweedie: 34.4529\n",
"[4]\tvalid_0's poisson: -89.1062\tvalid_0's tweedie: 34.3413\n",
"[5]\tvalid_0's poisson: -89.5615\tvalid_0's tweedie: 34.2322\n",
"[6]\tvalid_0's poisson: -90.0063\tvalid_0's tweedie: 34.1255\n",
"[7]\tvalid_0's poisson: -90.4375\tvalid_0's tweedie: 34.022\n",
"[8]\tvalid_0's poisson: -90.8494\tvalid_0's tweedie: 33.9229\n",
"[9]\tvalid_0's poisson: -91.2601\tvalid_0's tweedie: 33.824\n",
"[10]\tvalid_0's poisson: -91.6515\tvalid_0's tweedie: 33.7295\n",
"[11]\tvalid_0's poisson: -92.0454\tvalid_0's tweedie: 33.6344\n",
"[12]\tvalid_0's poisson: -92.4167\tvalid_0's tweedie: 33.5445\n",
"[13]\tvalid_0's poisson: -92.784\tvalid_0's tweedie: 33.4554\n",
"[14]\tvalid_0's poisson: -93.1366\tvalid_0's tweedie: 33.3697\n",
"[15]\tvalid_0's poisson: -93.492\tvalid_0's tweedie: 33.2834\n",
"[16]\tvalid_0's poisson: -93.827\tvalid_0's tweedie: 33.2017\n",
"[17]\tvalid_0's poisson: -94.1627\tvalid_0's tweedie: 33.1199\n",
"[18]\tvalid_0's poisson: -94.4808\tvalid_0's tweedie: 33.042\n",
"[19]\tvalid_0's poisson: -94.7905\tvalid_0's tweedie: 32.9659\n",
"[20]\tvalid_0's poisson: -95.1056\tvalid_0's tweedie: 32.8888\n",
"[21]\tvalid_0's poisson: -95.4048\tvalid_0's tweedie: 32.8152\n",
"[22]\tvalid_0's poisson: -95.6974\tvalid_0's tweedie: 32.7432\n",
"[23]\tvalid_0's poisson: -95.9893\tvalid_0's tweedie: 32.6714\n",
"[24]\tvalid_0's poisson: -96.2632\tvalid_0's tweedie: 32.6034\n",
"[25]\tvalid_0's poisson: -96.5286\tvalid_0's tweedie: 32.5374\n",
"[26]\tvalid_0's poisson: -96.7994\tvalid_0's tweedie: 32.4705\n",
"[27]\tvalid_0's poisson: -97.055\tvalid_0's tweedie: 32.4066\n",
"[28]\tvalid_0's poisson: -97.3148\tvalid_0's tweedie: 32.3423\n",
"[29]\tvalid_0's poisson: -97.5568\tvalid_0's tweedie: 32.2814\n",
"[30]\tvalid_0's poisson: -97.7993\tvalid_0's tweedie: 32.2208\n",
"[31]\tvalid_0's poisson: -98.0332\tvalid_0's tweedie: 32.1621\n",
"[32]\tvalid_0's poisson: -98.2645\tvalid_0's tweedie: 32.104\n",
"[33]\tvalid_0's poisson: -98.4859\tvalid_0's tweedie: 32.0482\n",
"[34]\tvalid_0's poisson: -98.7037\tvalid_0's tweedie: 31.9932\n",
"[35]\tvalid_0's poisson: -98.9154\tvalid_0's tweedie: 31.9397\n",
"[36]\tvalid_0's poisson: -99.1214\tvalid_0's tweedie: 31.8877\n",
"[37]\tvalid_0's poisson: -99.3223\tvalid_0's tweedie: 31.8366\n",
"[38]\tvalid_0's poisson: -99.5183\tvalid_0's tweedie: 31.7868\n",
"[39]\tvalid_0's poisson: -99.7081\tvalid_0's tweedie: 31.7383\n",
"[40]\tvalid_0's poisson: -99.8961\tvalid_0's tweedie: 31.6902\n",
"[41]\tvalid_0's poisson: -100.076\tvalid_0's tweedie: 31.6442\n",
"[42]\tvalid_0's poisson: -100.259\tvalid_0's tweedie: 31.5976\n",
"[43]\tvalid_0's poisson: -100.43\tvalid_0's tweedie: 31.5534\n",
"[44]\tvalid_0's poisson: -100.596\tvalid_0's tweedie: 31.5105\n",
"[45]\tvalid_0's poisson: -100.761\tvalid_0's tweedie: 31.4678\n",
"[46]\tvalid_0's poisson: -100.92\tvalid_0's tweedie: 31.4267\n",
"[47]\tvalid_0's poisson: -101.081\tvalid_0's tweedie: 31.3852\n",
"[48]\tvalid_0's poisson: -101.232\tvalid_0's tweedie: 31.3459\n",
"[49]\tvalid_0's poisson: -101.381\tvalid_0's tweedie: 31.307\n",
"[50]\tvalid_0's poisson: -101.526\tvalid_0's tweedie: 31.2692\n",
"[51]\tvalid_0's poisson: -101.668\tvalid_0's tweedie: 31.232\n",
"[52]\tvalid_0's poisson: -101.804\tvalid_0's tweedie: 31.1965\n",
"[53]\tvalid_0's poisson: -101.945\tvalid_0's tweedie: 31.1601\n",
"[54]\tvalid_0's poisson: -102.089\tvalid_0's tweedie: 31.1229\n",
"[55]\tvalid_0's poisson: -102.216\tvalid_0's tweedie: 31.0894\n",
"[56]\tvalid_0's poisson: -102.353\tvalid_0's tweedie: 31.0542\n",
"[57]\tvalid_0's poisson: -102.472\tvalid_0's tweedie: 31.0226\n",
"[58]\tvalid_0's poisson: -102.603\tvalid_0's tweedie: 30.989\n",
"[59]\tvalid_0's poisson: -102.718\tvalid_0's tweedie: 30.9587\n",
"[60]\tvalid_0's poisson: -102.842\tvalid_0's tweedie: 30.9263\n",
"[61]\tvalid_0's poisson: -102.963\tvalid_0's tweedie: 30.8948\n",
"[62]\tvalid_0's poisson: -103.075\tvalid_0's tweedie: 30.8651\n",
"[63]\tvalid_0's poisson: -103.179\tvalid_0's tweedie: 30.8375\n",
"[64]\tvalid_0's poisson: -103.293\tvalid_0's tweedie: 30.8079\n",
"[65]\tvalid_0's poisson: -103.403\tvalid_0's tweedie: 30.7791\n",
"[66]\tvalid_0's poisson: -103.504\tvalid_0's tweedie: 30.7519\n",
"[67]\tvalid_0's poisson: -103.609\tvalid_0's tweedie: 30.7241\n",
"[68]\tvalid_0's poisson: -103.701\tvalid_0's tweedie: 30.6995\n",
"[69]\tvalid_0's poisson: -103.8\tvalid_0's tweedie: 30.6734\n",
"[70]\tvalid_0's poisson: -103.898\tvalid_0's tweedie: 30.6475\n",
"[71]\tvalid_0's poisson: -103.986\tvalid_0's tweedie: 30.6236\n",
"[72]\tvalid_0's poisson: -104.081\tvalid_0's tweedie: 30.5985\n",
"[73]\tvalid_0's poisson: -104.174\tvalid_0's tweedie: 30.5739\n",
"[74]\tvalid_0's poisson: -104.255\tvalid_0's tweedie: 30.5514\n",
"[75]\tvalid_0's poisson: -104.344\tvalid_0's tweedie: 30.528\n",
"[76]\tvalid_0's poisson: -104.42\tvalid_0's tweedie: 30.5069\n",
"[77]\tvalid_0's poisson: -104.505\tvalid_0's tweedie: 30.4845\n",
"[78]\tvalid_0's poisson: -104.584\tvalid_0's tweedie: 30.4631\n",
"[79]\tvalid_0's poisson: -104.661\tvalid_0's tweedie: 30.4423\n",
"[80]\tvalid_0's poisson: -104.74\tvalid_0's tweedie: 30.4215\n",
"[81]\tvalid_0's poisson: -104.809\tvalid_0's tweedie: 30.4021\n",
"[82]\tvalid_0's poisson: -104.884\tvalid_0's tweedie: 30.382\n",
"[83]\tvalid_0's poisson: -104.957\tvalid_0's tweedie: 30.3616\n",
"[84]\tvalid_0's poisson: -105.021\tvalid_0's tweedie: 30.3442\n",
"[85]\tvalid_0's poisson: -105.091\tvalid_0's tweedie: 30.3245\n",
"[86]\tvalid_0's poisson: -105.157\tvalid_0's tweedie: 30.3065\n",
"[87]\tvalid_0's poisson: -105.217\tvalid_0's tweedie: 30.2899\n",
"[88]\tvalid_0's poisson: -105.283\tvalid_0's tweedie: 30.2713\n",
"[89]\tvalid_0's poisson: -105.348\tvalid_0's tweedie: 30.2536\n",
"[90]\tvalid_0's poisson: -105.405\tvalid_0's tweedie: 30.2379\n",
"[91]\tvalid_0's poisson: -105.467\tvalid_0's tweedie: 30.2204\n",
"[92]\tvalid_0's poisson: -105.527\tvalid_0's tweedie: 30.2034\n",
"[93]\tvalid_0's poisson: -105.581\tvalid_0's tweedie: 30.1883\n",
"[94]\tvalid_0's poisson: -105.636\tvalid_0's tweedie: 30.1731\n",
"[95]\tvalid_0's poisson: -105.692\tvalid_0's tweedie: 30.1573\n",
"[96]\tvalid_0's poisson: -105.742\tvalid_0's tweedie: 30.1433\n",
"[97]\tvalid_0's poisson: -105.795\tvalid_0's tweedie: 30.1287\n",
"[98]\tvalid_0's poisson: -105.849\tvalid_0's tweedie: 30.1142\n",
"[99]\tvalid_0's poisson: -105.898\tvalid_0's tweedie: 30.1002\n",
"[100]\tvalid_0's poisson: -105.948\tvalid_0's tweedie: 30.0859\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6803\tvalid_0's tweedie: 34.6819\n",
"[2]\tvalid_0's poisson: -88.1717\tvalid_0's tweedie: 34.5643\n",
"[3]\tvalid_0's poisson: -88.6507\tvalid_0's tweedie: 34.4497\n",
"[4]\tvalid_0's poisson: -89.1175\tvalid_0's tweedie: 34.3378\n",
"[5]\tvalid_0's poisson: -89.5728\tvalid_0's tweedie: 34.2285\n",
"[6]\tvalid_0's poisson: -90.0182\tvalid_0's tweedie: 34.1215\n",
"[7]\tvalid_0's poisson: -90.4535\tvalid_0's tweedie: 34.0168\n",
"[8]\tvalid_0's poisson: -90.8767\tvalid_0's tweedie: 33.915\n",
"[9]\tvalid_0's poisson: -91.2881\tvalid_0's tweedie: 33.8157\n",
"[10]\tvalid_0's poisson: -91.6911\tvalid_0's tweedie: 33.7185\n",
"[11]\tvalid_0's poisson: -92.0758\tvalid_0's tweedie: 33.6253\n",
"[12]\tvalid_0's poisson: -92.4591\tvalid_0's tweedie: 33.5325\n",
"[13]\tvalid_0's poisson: -92.8245\tvalid_0's tweedie: 33.4437\n",
"[14]\tvalid_0's poisson: -93.1841\tvalid_0's tweedie: 33.3562\n",
"[15]\tvalid_0's poisson: -93.5377\tvalid_0's tweedie: 33.2702\n",
"[16]\tvalid_0's poisson: -93.8761\tvalid_0's tweedie: 33.1875\n",
"[17]\tvalid_0's poisson: -94.2104\tvalid_0's tweedie: 33.1057\n",
"[18]\tvalid_0's poisson: -94.5358\tvalid_0's tweedie: 33.026\n",
"[19]\tvalid_0's poisson: -94.8585\tvalid_0's tweedie: 32.9471\n",
"[20]\tvalid_0's poisson: -95.1629\tvalid_0's tweedie: 32.8721\n",
"[21]\tvalid_0's poisson: -95.4601\tvalid_0's tweedie: 32.7988\n",
"[22]\tvalid_0's poisson: -95.7611\tvalid_0's tweedie: 32.7248\n",
"[23]\tvalid_0's poisson: -96.0421\tvalid_0's tweedie: 32.6551\n",
"[24]\tvalid_0's poisson: -96.3214\tvalid_0's tweedie: 32.5859\n",
"[25]\tvalid_0's poisson: -96.5953\tvalid_0's tweedie: 32.518\n",
"[26]\tvalid_0's poisson: -96.8587\tvalid_0's tweedie: 32.4523\n",
"[27]\tvalid_0's poisson: -97.118\tvalid_0's tweedie: 32.3877\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[28]\tvalid_0's poisson: -97.3705\tvalid_0's tweedie: 32.3247\n",
"[29]\tvalid_0's poisson: -97.6168\tvalid_0's tweedie: 32.2631\n",
"[30]\tvalid_0's poisson: -97.8566\tvalid_0's tweedie: 32.203\n",
"[31]\tvalid_0's poisson: -98.09\tvalid_0's tweedie: 32.1445\n",
"[32]\tvalid_0's poisson: -98.316\tvalid_0's tweedie: 32.0875\n",
"[33]\tvalid_0's poisson: -98.5374\tvalid_0's tweedie: 32.0316\n",
"[34]\tvalid_0's poisson: -98.7551\tvalid_0's tweedie: 31.9766\n",
"[35]\tvalid_0's poisson: -98.9661\tvalid_0's tweedie: 31.9231\n",
"[36]\tvalid_0's poisson: -99.1763\tvalid_0's tweedie: 31.8703\n",
"[37]\tvalid_0's poisson: -99.3737\tvalid_0's tweedie: 31.8197\n",
"[38]\tvalid_0's poisson: -99.567\tvalid_0's tweedie: 31.7705\n",
"[39]\tvalid_0's poisson: -99.758\tvalid_0's tweedie: 31.7218\n",
"[40]\tvalid_0's poisson: -99.9437\tvalid_0's tweedie: 31.6741\n",
"[41]\tvalid_0's poisson: -100.126\tvalid_0's tweedie: 31.6276\n",
"[42]\tvalid_0's poisson: -100.301\tvalid_0's tweedie: 31.5825\n",
"[43]\tvalid_0's poisson: -100.477\tvalid_0's tweedie: 31.5375\n",
"[44]\tvalid_0's poisson: -100.643\tvalid_0's tweedie: 31.4946\n",
"[45]\tvalid_0's poisson: -100.803\tvalid_0's tweedie: 31.453\n",
"[46]\tvalid_0's poisson: -100.97\tvalid_0's tweedie: 31.4104\n",
"[47]\tvalid_0's poisson: -101.121\tvalid_0's tweedie: 31.3707\n",
"[48]\tvalid_0's poisson: -101.279\tvalid_0's tweedie: 31.3301\n",
"[49]\tvalid_0's poisson: -101.423\tvalid_0's tweedie: 31.2923\n",
"[50]\tvalid_0's poisson: -101.567\tvalid_0's tweedie: 31.2548\n",
"[51]\tvalid_0's poisson: -101.718\tvalid_0's tweedie: 31.2159\n",
"[52]\tvalid_0's poisson: -101.854\tvalid_0's tweedie: 31.1802\n",
"[53]\tvalid_0's poisson: -102.003\tvalid_0's tweedie: 31.1421\n",
"[54]\tvalid_0's poisson: -102.131\tvalid_0's tweedie: 31.1083\n",
"[55]\tvalid_0's poisson: -102.272\tvalid_0's tweedie: 31.0723\n",
"[56]\tvalid_0's poisson: -102.393\tvalid_0's tweedie: 31.0401\n",
"[57]\tvalid_0's poisson: -102.528\tvalid_0's tweedie: 31.0053\n",
"[58]\tvalid_0's poisson: -102.646\tvalid_0's tweedie: 30.974\n",
"[59]\tvalid_0's poisson: -102.774\tvalid_0's tweedie: 30.9407\n",
"[60]\tvalid_0's poisson: -102.884\tvalid_0's tweedie: 30.9112\n",
"[61]\tvalid_0's poisson: -103.006\tvalid_0's tweedie: 30.8797\n",
"[62]\tvalid_0's poisson: -103.111\tvalid_0's tweedie: 30.8515\n",
"[63]\tvalid_0's poisson: -103.229\tvalid_0's tweedie: 30.821\n",
"[64]\tvalid_0's poisson: -103.332\tvalid_0's tweedie: 30.7936\n",
"[65]\tvalid_0's poisson: -103.443\tvalid_0's tweedie: 30.7643\n",
"[66]\tvalid_0's poisson: -103.541\tvalid_0's tweedie: 30.7381\n",
"[67]\tvalid_0's poisson: -103.648\tvalid_0's tweedie: 30.7101\n",
"[68]\tvalid_0's poisson: -103.739\tvalid_0's tweedie: 30.6852\n",
"[69]\tvalid_0's poisson: -103.841\tvalid_0's tweedie: 30.6583\n",
"[70]\tvalid_0's poisson: -103.931\tvalid_0's tweedie: 30.634\n",
"[71]\tvalid_0's poisson: -104.029\tvalid_0's tweedie: 30.6085\n",
"[72]\tvalid_0's poisson: -104.113\tvalid_0's tweedie: 30.5854\n",
"[73]\tvalid_0's poisson: -104.206\tvalid_0's tweedie: 30.5608\n",
"[74]\tvalid_0's poisson: -104.294\tvalid_0's tweedie: 30.5372\n",
"[75]\tvalid_0's poisson: -104.372\tvalid_0's tweedie: 30.5164\n",
"[76]\tvalid_0's poisson: -104.458\tvalid_0's tweedie: 30.4935\n",
"[77]\tvalid_0's poisson: -104.534\tvalid_0's tweedie: 30.4725\n",
"[78]\tvalid_0's poisson: -104.617\tvalid_0's tweedie: 30.4505\n",
"[79]\tvalid_0's poisson: -104.688\tvalid_0's tweedie: 30.4307\n",
"[80]\tvalid_0's poisson: -104.767\tvalid_0's tweedie: 30.4094\n",
"[81]\tvalid_0's poisson: -104.844\tvalid_0's tweedie: 30.3887\n",
"[82]\tvalid_0's poisson: -104.911\tvalid_0's tweedie: 30.3701\n",
"[83]\tvalid_0's poisson: -104.985\tvalid_0's tweedie: 30.3504\n",
"[84]\tvalid_0's poisson: -105.049\tvalid_0's tweedie: 30.3326\n",
"[85]\tvalid_0's poisson: -105.12\tvalid_0's tweedie: 30.3134\n",
"[86]\tvalid_0's poisson: -105.188\tvalid_0's tweedie: 30.2949\n",
"[87]\tvalid_0's poisson: -105.251\tvalid_0's tweedie: 30.2772\n",
"[88]\tvalid_0's poisson: -105.316\tvalid_0's tweedie: 30.2596\n",
"[89]\tvalid_0's poisson: -105.375\tvalid_0's tweedie: 30.2429\n",
"[90]\tvalid_0's poisson: -105.439\tvalid_0's tweedie: 30.2258\n",
"[91]\tvalid_0's poisson: -105.499\tvalid_0's tweedie: 30.2096\n",
"[92]\tvalid_0's poisson: -105.554\tvalid_0's tweedie: 30.1943\n",
"[93]\tvalid_0's poisson: -105.611\tvalid_0's tweedie: 30.1778\n",
"[94]\tvalid_0's poisson: -105.668\tvalid_0's tweedie: 30.1617\n",
"[95]\tvalid_0's poisson: -105.721\tvalid_0's tweedie: 30.1471\n",
"[96]\tvalid_0's poisson: -105.775\tvalid_0's tweedie: 30.1323\n",
"[97]\tvalid_0's poisson: -105.827\tvalid_0's tweedie: 30.118\n",
"[98]\tvalid_0's poisson: -105.877\tvalid_0's tweedie: 30.104\n",
"[99]\tvalid_0's poisson: -105.93\tvalid_0's tweedie: 30.0896\n",
"[100]\tvalid_0's poisson: -105.979\tvalid_0's tweedie: 30.0755\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6669\tvalid_0's tweedie: 34.6854\n",
"[2]\tvalid_0's poisson: -88.1574\tvalid_0's tweedie: 34.5684\n",
"[3]\tvalid_0's poisson: -88.6355\tvalid_0's tweedie: 34.4543\n",
"[4]\tvalid_0's poisson: -89.1014\tvalid_0's tweedie: 34.3429\n",
"[5]\tvalid_0's poisson: -89.5555\tvalid_0's tweedie: 34.2342\n",
"[6]\tvalid_0's poisson: -89.9966\tvalid_0's tweedie: 34.1285\n",
"[7]\tvalid_0's poisson: -90.4279\tvalid_0's tweedie: 34.025\n",
"[8]\tvalid_0's poisson: -90.8469\tvalid_0's tweedie: 33.9243\n",
"[9]\tvalid_0's poisson: -91.2557\tvalid_0's tweedie: 33.826\n",
"[10]\tvalid_0's poisson: -91.6554\tvalid_0's tweedie: 33.7297\n",
"[11]\tvalid_0's poisson: -92.046\tvalid_0's tweedie: 33.6355\n",
"[12]\tvalid_0's poisson: -92.425\tvalid_0's tweedie: 33.5439\n",
"[13]\tvalid_0's poisson: -92.7964\tvalid_0's tweedie: 33.454\n",
"[14]\tvalid_0's poisson: -93.158\tvalid_0's tweedie: 33.3663\n",
"[15]\tvalid_0's poisson: -93.5066\tvalid_0's tweedie: 33.2814\n",
"[16]\tvalid_0's poisson: -93.848\tvalid_0's tweedie: 33.1983\n",
"[17]\tvalid_0's poisson: -94.1776\tvalid_0's tweedie: 33.1177\n",
"[18]\tvalid_0's poisson: -94.5061\tvalid_0's tweedie: 33.0377\n",
"[19]\tvalid_0's poisson: -94.8226\tvalid_0's tweedie: 32.9601\n",
"[20]\tvalid_0's poisson: -95.132\tvalid_0's tweedie: 32.8842\n",
"[21]\tvalid_0's poisson: -95.4298\tvalid_0's tweedie: 32.8108\n",
"[22]\tvalid_0's poisson: -95.7283\tvalid_0's tweedie: 32.7375\n",
"[23]\tvalid_0's poisson: -96.0115\tvalid_0's tweedie: 32.6674\n",
"[24]\tvalid_0's poisson: -96.2919\tvalid_0's tweedie: 32.5982\n",
"[25]\tvalid_0's poisson: -96.5644\tvalid_0's tweedie: 32.5307\n",
"[26]\tvalid_0's poisson: -96.8282\tvalid_0's tweedie: 32.465\n",
"[27]\tvalid_0's poisson: -97.0853\tvalid_0's tweedie: 32.4012\n",
"[28]\tvalid_0's poisson: -97.3393\tvalid_0's tweedie: 32.3379\n",
"[29]\tvalid_0's poisson: -97.5827\tvalid_0's tweedie: 32.2772\n",
"[30]\tvalid_0's poisson: -97.8198\tvalid_0's tweedie: 32.2175\n",
"[31]\tvalid_0's poisson: -98.0588\tvalid_0's tweedie: 32.158\n",
"[32]\tvalid_0's poisson: -98.2849\tvalid_0's tweedie: 32.101\n",
"[33]\tvalid_0's poisson: -98.5063\tvalid_0's tweedie: 32.0452\n",
"[34]\tvalid_0's poisson: -98.7171\tvalid_0's tweedie: 31.9918\n",
"[35]\tvalid_0's poisson: -98.9344\tvalid_0's tweedie: 31.9372\n",
"[36]\tvalid_0's poisson: -99.1361\tvalid_0's tweedie: 31.8857\n",
"[37]\tvalid_0's poisson: -99.3315\tvalid_0's tweedie: 31.8358\n",
"[38]\tvalid_0's poisson: -99.5331\tvalid_0's tweedie: 31.7849\n",
"[39]\tvalid_0's poisson: -99.7188\tvalid_0's tweedie: 31.7372\n",
"[40]\tvalid_0's poisson: -99.9032\tvalid_0's tweedie: 31.69\n",
"[41]\tvalid_0's poisson: -100.085\tvalid_0's tweedie: 31.6434\n",
"[42]\tvalid_0's poisson: -100.26\tvalid_0's tweedie: 31.5985\n",
"[43]\tvalid_0's poisson: -100.431\tvalid_0's tweedie: 31.5543\n",
"[44]\tvalid_0's poisson: -100.601\tvalid_0's tweedie: 31.5105\n",
"[45]\tvalid_0's poisson: -100.763\tvalid_0's tweedie: 31.4685\n",
"[46]\tvalid_0's poisson: -100.928\tvalid_0's tweedie: 31.4262\n",
"[47]\tvalid_0's poisson: -101.081\tvalid_0's tweedie: 31.3861\n",
"[48]\tvalid_0's poisson: -101.231\tvalid_0's tweedie: 31.3472\n",
"[49]\tvalid_0's poisson: -101.379\tvalid_0's tweedie: 31.3084\n",
"[50]\tvalid_0's poisson: -101.523\tvalid_0's tweedie: 31.2707\n",
"[51]\tvalid_0's poisson: -101.675\tvalid_0's tweedie: 31.2316\n",
"[52]\tvalid_0's poisson: -101.812\tvalid_0's tweedie: 31.1956\n",
"[53]\tvalid_0's poisson: -101.96\tvalid_0's tweedie: 31.1576\n",
"[54]\tvalid_0's poisson: -102.1\tvalid_0's tweedie: 31.1212\n",
"[55]\tvalid_0's poisson: -102.226\tvalid_0's tweedie: 31.0882\n",
"[56]\tvalid_0's poisson: -102.364\tvalid_0's tweedie: 31.0526\n",
"[57]\tvalid_0's poisson: -102.482\tvalid_0's tweedie: 31.0211\n",
"[58]\tvalid_0's poisson: -102.613\tvalid_0's tweedie: 30.9871\n",
"[59]\tvalid_0's poisson: -102.726\tvalid_0's tweedie: 30.9569\n",
"[60]\tvalid_0's poisson: -102.851\tvalid_0's tweedie: 30.9243\n",
"[61]\tvalid_0's poisson: -102.972\tvalid_0's tweedie: 30.8927\n",
"[62]\tvalid_0's poisson: -103.079\tvalid_0's tweedie: 30.8639\n",
"[63]\tvalid_0's poisson: -103.196\tvalid_0's tweedie: 30.8333\n",
"[64]\tvalid_0's poisson: -103.296\tvalid_0's tweedie: 30.8063\n",
"[65]\tvalid_0's poisson: -103.408\tvalid_0's tweedie: 30.7772\n",
"[66]\tvalid_0's poisson: -103.506\tvalid_0's tweedie: 30.7508\n",
"[67]\tvalid_0's poisson: -103.608\tvalid_0's tweedie: 30.7237\n",
"[68]\tvalid_0's poisson: -103.711\tvalid_0's tweedie: 30.6965\n",
"[69]\tvalid_0's poisson: -103.802\tvalid_0's tweedie: 30.6718\n",
"[70]\tvalid_0's poisson: -103.901\tvalid_0's tweedie: 30.6457\n",
"[71]\tvalid_0's poisson: -103.988\tvalid_0's tweedie: 30.6218\n",
"[72]\tvalid_0's poisson: -104.083\tvalid_0's tweedie: 30.5968\n",
"[73]\tvalid_0's poisson: -104.173\tvalid_0's tweedie: 30.5727\n",
"[74]\tvalid_0's poisson: -104.255\tvalid_0's tweedie: 30.5506\n",
"[75]\tvalid_0's poisson: -104.343\tvalid_0's tweedie: 30.5274\n",
"[76]\tvalid_0's poisson: -104.421\tvalid_0's tweedie: 30.5058\n",
"[77]\tvalid_0's poisson: -104.504\tvalid_0's tweedie: 30.4835\n",
"[78]\tvalid_0's poisson: -104.578\tvalid_0's tweedie: 30.463\n",
"[79]\tvalid_0's poisson: -104.658\tvalid_0's tweedie: 30.4413\n",
"[80]\tvalid_0's poisson: -104.729\tvalid_0's tweedie: 30.4215\n",
"[81]\tvalid_0's poisson: -104.806\tvalid_0's tweedie: 30.4006\n",
"[82]\tvalid_0's poisson: -104.882\tvalid_0's tweedie: 30.3803\n",
"[83]\tvalid_0's poisson: -104.947\tvalid_0's tweedie: 30.3621\n",
"[84]\tvalid_0's poisson: -105.018\tvalid_0's tweedie: 30.3428\n",
"[85]\tvalid_0's poisson: -105.082\tvalid_0's tweedie: 30.3251\n",
"[86]\tvalid_0's poisson: -105.15\tvalid_0's tweedie: 30.3065\n",
"[87]\tvalid_0's poisson: -105.217\tvalid_0's tweedie: 30.2883\n",
"[88]\tvalid_0's poisson: -105.28\tvalid_0's tweedie: 30.271\n",
"[89]\tvalid_0's poisson: -105.338\tvalid_0's tweedie: 30.2545\n",
"[90]\tvalid_0's poisson: -105.401\tvalid_0's tweedie: 30.2368\n",
"[91]\tvalid_0's poisson: -105.464\tvalid_0's tweedie: 30.2199\n",
"[92]\tvalid_0's poisson: -105.52\tvalid_0's tweedie: 30.2039\n",
"[93]\tvalid_0's poisson: -105.577\tvalid_0's tweedie: 30.1882\n",
"[94]\tvalid_0's poisson: -105.636\tvalid_0's tweedie: 30.1723\n",
"[95]\tvalid_0's poisson: -105.687\tvalid_0's tweedie: 30.1579\n",
"[96]\tvalid_0's poisson: -105.741\tvalid_0's tweedie: 30.1424\n",
"[97]\tvalid_0's poisson: -105.794\tvalid_0's tweedie: 30.1277\n",
"[98]\tvalid_0's poisson: -105.845\tvalid_0's tweedie: 30.1132\n",
"[99]\tvalid_0's poisson: -105.895\tvalid_0's tweedie: 30.0996\n",
"[100]\tvalid_0's poisson: -105.945\tvalid_0's tweedie: 30.0853\n",
"[CV] END bagging_fraction=0.7, lambda_l1=10, lambda_l2=0.1, learning_rate=0.015625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6241\tvalid_0's tweedie: 34.6953\n",
"[2]\tvalid_0's poisson: -88.0636\tvalid_0's tweedie: 34.5902\n",
"[3]\tvalid_0's poisson: -88.4899\tvalid_0's tweedie: 34.4881\n",
"[4]\tvalid_0's poisson: -88.9074\tvalid_0's tweedie: 34.3879\n",
"[5]\tvalid_0's poisson: -89.3122\tvalid_0's tweedie: 34.2906\n",
"[6]\tvalid_0's poisson: -89.7086\tvalid_0's tweedie: 34.1952\n",
"[7]\tvalid_0's poisson: -90.0917\tvalid_0's tweedie: 34.1028\n",
"[8]\tvalid_0's poisson: -90.4682\tvalid_0's tweedie: 34.0119\n",
"[9]\tvalid_0's poisson: -90.8318\tvalid_0's tweedie: 33.9238\n",
"[10]\tvalid_0's poisson: -91.1858\tvalid_0's tweedie: 33.8379\n",
"[11]\tvalid_0's poisson: -91.5304\tvalid_0's tweedie: 33.7541\n",
"[12]\tvalid_0's poisson: -91.8659\tvalid_0's tweedie: 33.6724\n",
"[13]\tvalid_0's poisson: -92.1969\tvalid_0's tweedie: 33.5918\n",
"[14]\tvalid_0's poisson: -92.5143\tvalid_0's tweedie: 33.514\n",
"[15]\tvalid_0's poisson: -92.8234\tvalid_0's tweedie: 33.4382\n",
"[16]\tvalid_0's poisson: -93.1242\tvalid_0's tweedie: 33.3641\n",
"[17]\tvalid_0's poisson: -93.4233\tvalid_0's tweedie: 33.2907\n",
"[18]\tvalid_0's poisson: -93.7075\tvalid_0's tweedie: 33.2204\n",
"[19]\tvalid_0's poisson: -93.9917\tvalid_0's tweedie: 33.1503\n",
"[20]\tvalid_0's poisson: -94.2617\tvalid_0's tweedie: 33.0831\n",
"[21]\tvalid_0's poisson: -94.5259\tvalid_0's tweedie: 33.0174\n",
"[22]\tvalid_0's poisson: -94.7825\tvalid_0's tweedie: 32.9533\n",
"[23]\tvalid_0's poisson: -95.04\tvalid_0's tweedie: 32.8893\n",
"[24]\tvalid_0's poisson: -95.2831\tvalid_0's tweedie: 32.8282\n",
"[25]\tvalid_0's poisson: -95.5219\tvalid_0's tweedie: 32.7685\n",
"[26]\tvalid_0's poisson: -95.7596\tvalid_0's tweedie: 32.7087\n",
"[27]\tvalid_0's poisson: -95.9854\tvalid_0's tweedie: 32.6517\n",
"[28]\tvalid_0's poisson: -96.2142\tvalid_0's tweedie: 32.5942\n",
"[29]\tvalid_0's poisson: -96.4275\tvalid_0's tweedie: 32.5399\n",
"[30]\tvalid_0's poisson: -96.6381\tvalid_0's tweedie: 32.4866\n",
"[31]\tvalid_0's poisson: -96.8531\tvalid_0's tweedie: 32.4315\n",
"[32]\tvalid_0's poisson: -97.0507\tvalid_0's tweedie: 32.3808\n",
"[33]\tvalid_0's poisson: -97.257\tvalid_0's tweedie: 32.328\n",
"[34]\tvalid_0's poisson: -97.4496\tvalid_0's tweedie: 32.2783\n",
"[35]\tvalid_0's poisson: -97.6501\tvalid_0's tweedie: 32.2277\n",
"[36]\tvalid_0's poisson: -97.8303\tvalid_0's tweedie: 32.1812\n",
"[37]\tvalid_0's poisson: -98.0215\tvalid_0's tweedie: 32.1328\n",
"[38]\tvalid_0's poisson: -98.193\tvalid_0's tweedie: 32.0883\n",
"[39]\tvalid_0's poisson: -98.3686\tvalid_0's tweedie: 32.0437\n",
"[40]\tvalid_0's poisson: -98.5426\tvalid_0's tweedie: 31.9981\n",
"[41]\tvalid_0's poisson: -98.7157\tvalid_0's tweedie: 31.9534\n",
"[42]\tvalid_0's poisson: -98.8753\tvalid_0's tweedie: 31.9111\n",
"[43]\tvalid_0's poisson: -99.0359\tvalid_0's tweedie: 31.87\n",
"[44]\tvalid_0's poisson: -99.1934\tvalid_0's tweedie: 31.8284\n",
"[45]\tvalid_0's poisson: -99.3434\tvalid_0's tweedie: 31.7897\n",
"[46]\tvalid_0's poisson: -99.4939\tvalid_0's tweedie: 31.7498\n",
"[47]\tvalid_0's poisson: -99.6403\tvalid_0's tweedie: 31.7123\n",
"[48]\tvalid_0's poisson: -99.7857\tvalid_0's tweedie: 31.674\n",
"[49]\tvalid_0's poisson: -99.9206\tvalid_0's tweedie: 31.6382\n",
"[50]\tvalid_0's poisson: -100.063\tvalid_0's tweedie: 31.6015\n",
"[51]\tvalid_0's poisson: -100.194\tvalid_0's tweedie: 31.5663\n",
"[52]\tvalid_0's poisson: -100.327\tvalid_0's tweedie: 31.531\n",
"[53]\tvalid_0's poisson: -100.477\tvalid_0's tweedie: 31.4931\n",
"[54]\tvalid_0's poisson: -100.602\tvalid_0's tweedie: 31.4608\n",
"[55]\tvalid_0's poisson: -100.745\tvalid_0's tweedie: 31.4248\n",
"[56]\tvalid_0's poisson: -100.863\tvalid_0's tweedie: 31.3927\n",
"[57]\tvalid_0's poisson: -100.998\tvalid_0's tweedie: 31.3583\n",
"[58]\tvalid_0's poisson: -101.11\tvalid_0's tweedie: 31.3278\n",
"[59]\tvalid_0's poisson: -101.241\tvalid_0's tweedie: 31.2946\n",
"[60]\tvalid_0's poisson: -101.348\tvalid_0's tweedie: 31.2651\n",
"[61]\tvalid_0's poisson: -101.472\tvalid_0's tweedie: 31.2336\n",
"[62]\tvalid_0's poisson: -101.576\tvalid_0's tweedie: 31.2052\n",
"[63]\tvalid_0's poisson: -101.697\tvalid_0's tweedie: 31.1746\n",
"[64]\tvalid_0's poisson: -101.798\tvalid_0's tweedie: 31.1477\n",
"[65]\tvalid_0's poisson: -101.911\tvalid_0's tweedie: 31.1186\n",
"[66]\tvalid_0's poisson: -102.021\tvalid_0's tweedie: 31.0905\n",
"[67]\tvalid_0's poisson: -102.124\tvalid_0's tweedie: 31.0628\n",
"[68]\tvalid_0's poisson: -102.217\tvalid_0's tweedie: 31.0386\n",
"[69]\tvalid_0's poisson: -102.322\tvalid_0's tweedie: 31.0121\n",
"[70]\tvalid_0's poisson: -102.418\tvalid_0's tweedie: 30.9862\n",
"[71]\tvalid_0's poisson: -102.502\tvalid_0's tweedie: 30.9627\n",
"[72]\tvalid_0's poisson: -102.596\tvalid_0's tweedie: 30.9379\n",
"[73]\tvalid_0's poisson: -102.679\tvalid_0's tweedie: 30.9156\n",
"[74]\tvalid_0's poisson: -102.775\tvalid_0's tweedie: 30.8913\n",
"[75]\tvalid_0's poisson: -102.859\tvalid_0's tweedie: 30.8682\n",
"[76]\tvalid_0's poisson: -102.944\tvalid_0's tweedie: 30.8453\n",
"[77]\tvalid_0's poisson: -103.022\tvalid_0's tweedie: 30.8251\n",
"[78]\tvalid_0's poisson: -103.102\tvalid_0's tweedie: 30.8032\n",
"[79]\tvalid_0's poisson: -103.178\tvalid_0's tweedie: 30.7817\n",
"[80]\tvalid_0's poisson: -103.256\tvalid_0's tweedie: 30.7605\n",
"[81]\tvalid_0's poisson: -103.328\tvalid_0's tweedie: 30.7406\n",
"[82]\tvalid_0's poisson: -103.408\tvalid_0's tweedie: 30.7202\n",
"[83]\tvalid_0's poisson: -103.481\tvalid_0's tweedie: 30.7003\n",
"[84]\tvalid_0's poisson: -103.55\tvalid_0's tweedie: 30.6818\n",
"[85]\tvalid_0's poisson: -103.617\tvalid_0's tweedie: 30.6639\n",
"[86]\tvalid_0's poisson: -103.691\tvalid_0's tweedie: 30.6452\n",
"[87]\tvalid_0's poisson: -103.756\tvalid_0's tweedie: 30.6265\n",
"[88]\tvalid_0's poisson: -103.821\tvalid_0's tweedie: 30.6088\n",
"[89]\tvalid_0's poisson: -103.889\tvalid_0's tweedie: 30.5911\n",
"[90]\tvalid_0's poisson: -103.96\tvalid_0's tweedie: 30.5733\n",
"[91]\tvalid_0's poisson: -104.025\tvalid_0's tweedie: 30.5563\n",
"[92]\tvalid_0's poisson: -104.085\tvalid_0's tweedie: 30.5402\n",
"[93]\tvalid_0's poisson: -104.15\tvalid_0's tweedie: 30.5236\n",
"[94]\tvalid_0's poisson: -104.207\tvalid_0's tweedie: 30.5077\n",
"[95]\tvalid_0's poisson: -104.267\tvalid_0's tweedie: 30.492\n",
"[96]\tvalid_0's poisson: -104.32\tvalid_0's tweedie: 30.4767\n",
"[97]\tvalid_0's poisson: -104.387\tvalid_0's tweedie: 30.4599\n",
"[98]\tvalid_0's poisson: -104.447\tvalid_0's tweedie: 30.4446\n",
"[99]\tvalid_0's poisson: -104.505\tvalid_0's tweedie: 30.4298\n",
"[100]\tvalid_0's poisson: -104.558\tvalid_0's tweedie: 30.4155\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=3, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6269\tvalid_0's tweedie: 34.6946\n",
"[2]\tvalid_0's poisson: -88.0684\tvalid_0's tweedie: 34.589\n",
"[3]\tvalid_0's poisson: -88.4984\tvalid_0's tweedie: 34.4861\n",
"[4]\tvalid_0's poisson: -88.9119\tvalid_0's tweedie: 34.3868\n",
"[5]\tvalid_0's poisson: -89.3151\tvalid_0's tweedie: 34.2899\n",
"[6]\tvalid_0's poisson: -89.7064\tvalid_0's tweedie: 34.1955\n",
"[7]\tvalid_0's poisson: -90.0942\tvalid_0's tweedie: 34.1021\n",
"[8]\tvalid_0's poisson: -90.4657\tvalid_0's tweedie: 34.0121\n",
"[9]\tvalid_0's poisson: -90.8291\tvalid_0's tweedie: 33.9241\n",
"[10]\tvalid_0's poisson: -91.1824\tvalid_0's tweedie: 33.8383\n",
"[11]\tvalid_0's poisson: -91.5337\tvalid_0's tweedie: 33.7529\n",
"[12]\tvalid_0's poisson: -91.8693\tvalid_0's tweedie: 33.6711\n",
"[13]\tvalid_0's poisson: -92.1958\tvalid_0's tweedie: 33.5914\n",
"[14]\tvalid_0's poisson: -92.5135\tvalid_0's tweedie: 33.5135\n",
"[15]\tvalid_0's poisson: -92.8311\tvalid_0's tweedie: 33.436\n",
"[16]\tvalid_0's poisson: -93.1324\tvalid_0's tweedie: 33.3618\n",
"[17]\tvalid_0's poisson: -93.4331\tvalid_0's tweedie: 33.2879\n",
"[18]\tvalid_0's poisson: -93.7184\tvalid_0's tweedie: 33.2174\n",
"[19]\tvalid_0's poisson: -93.9992\tvalid_0's tweedie: 33.1482\n",
"[20]\tvalid_0's poisson: -94.2703\tvalid_0's tweedie: 33.0809\n",
"[21]\tvalid_0's poisson: -94.5435\tvalid_0's tweedie: 33.0132\n",
"[22]\tvalid_0's poisson: -94.8032\tvalid_0's tweedie: 32.9489\n",
"[23]\tvalid_0's poisson: -95.0537\tvalid_0's tweedie: 32.8862\n",
"[24]\tvalid_0's poisson: -95.3058\tvalid_0's tweedie: 32.8231\n",
"[25]\tvalid_0's poisson: -95.5453\tvalid_0's tweedie: 32.7631\n",
"[26]\tvalid_0's poisson: -95.7796\tvalid_0's tweedie: 32.7045\n",
"[27]\tvalid_0's poisson: -96.013\tvalid_0's tweedie: 32.6457\n",
"[28]\tvalid_0's poisson: -96.2345\tvalid_0's tweedie: 32.5898\n",
"[29]\tvalid_0's poisson: -96.4473\tvalid_0's tweedie: 32.5358\n",
"[30]\tvalid_0's poisson: -96.6711\tvalid_0's tweedie: 32.4789\n",
"[31]\tvalid_0's poisson: -96.874\tvalid_0's tweedie: 32.4271\n",
"[32]\tvalid_0's poisson: -97.0871\tvalid_0's tweedie: 32.3727\n",
"[33]\tvalid_0's poisson: -97.28\tvalid_0's tweedie: 32.3232\n",
"[34]\tvalid_0's poisson: -97.4744\tvalid_0's tweedie: 32.2736\n",
"[35]\tvalid_0's poisson: -97.6717\tvalid_0's tweedie: 32.2227\n",
"[36]\tvalid_0's poisson: -97.8601\tvalid_0's tweedie: 32.1751\n",
"[37]\tvalid_0's poisson: -98.0429\tvalid_0's tweedie: 32.1281\n",
"[38]\tvalid_0's poisson: -98.2228\tvalid_0's tweedie: 32.0824\n",
"[39]\tvalid_0's poisson: -98.3971\tvalid_0's tweedie: 32.0373\n",
"[40]\tvalid_0's poisson: -98.5668\tvalid_0's tweedie: 31.9932\n",
"[41]\tvalid_0's poisson: -98.7362\tvalid_0's tweedie: 31.9488\n",
"[42]\tvalid_0's poisson: -98.8993\tvalid_0's tweedie: 31.9072\n",
"[43]\tvalid_0's poisson: -99.0562\tvalid_0's tweedie: 31.8657\n",
"[44]\tvalid_0's poisson: -99.2159\tvalid_0's tweedie: 31.8237\n",
"[45]\tvalid_0's poisson: -99.3678\tvalid_0's tweedie: 31.7849\n",
"[46]\tvalid_0's poisson: -99.5204\tvalid_0's tweedie: 31.7445\n",
"[47]\tvalid_0's poisson: -99.6904\tvalid_0's tweedie: 31.7018\n",
"[48]\tvalid_0's poisson: -99.8329\tvalid_0's tweedie: 31.6643\n",
"[49]\tvalid_0's poisson: -99.9733\tvalid_0's tweedie: 31.6281\n",
"[50]\tvalid_0's poisson: -100.132\tvalid_0's tweedie: 31.588\n",
"[51]\tvalid_0's poisson: -100.285\tvalid_0's tweedie: 31.5491\n",
"[52]\tvalid_0's poisson: -100.414\tvalid_0's tweedie: 31.5144\n",
"[53]\tvalid_0's poisson: -100.561\tvalid_0's tweedie: 31.4771\n",
"[54]\tvalid_0's poisson: -100.686\tvalid_0's tweedie: 31.4436\n",
"[55]\tvalid_0's poisson: -100.827\tvalid_0's tweedie: 31.4079\n",
"[56]\tvalid_0's poisson: -100.944\tvalid_0's tweedie: 31.3761\n",
"[57]\tvalid_0's poisson: -101.073\tvalid_0's tweedie: 31.3421\n",
"[58]\tvalid_0's poisson: -101.185\tvalid_0's tweedie: 31.3117\n",
"[59]\tvalid_0's poisson: -101.315\tvalid_0's tweedie: 31.2785\n",
"[60]\tvalid_0's poisson: -101.426\tvalid_0's tweedie: 31.2499\n",
"[61]\tvalid_0's poisson: -101.549\tvalid_0's tweedie: 31.2184\n",
"[62]\tvalid_0's poisson: -101.652\tvalid_0's tweedie: 31.1902\n",
"[63]\tvalid_0's poisson: -101.771\tvalid_0's tweedie: 31.1598\n",
"[64]\tvalid_0's poisson: -101.882\tvalid_0's tweedie: 31.1304\n",
"[65]\tvalid_0's poisson: -101.978\tvalid_0's tweedie: 31.104\n",
"[66]\tvalid_0's poisson: -102.081\tvalid_0's tweedie: 31.0763\n",
"[67]\tvalid_0's poisson: -102.177\tvalid_0's tweedie: 31.0515\n",
"[68]\tvalid_0's poisson: -102.284\tvalid_0's tweedie: 31.0241\n",
"[69]\tvalid_0's poisson: -102.373\tvalid_0's tweedie: 30.9998\n",
"[70]\tvalid_0's poisson: -102.476\tvalid_0's tweedie: 30.9734\n",
"[71]\tvalid_0's poisson: -102.567\tvalid_0's tweedie: 30.9485\n",
"[72]\tvalid_0's poisson: -102.663\tvalid_0's tweedie: 30.9235\n",
"[73]\tvalid_0's poisson: -102.746\tvalid_0's tweedie: 30.9008\n",
"[74]\tvalid_0's poisson: -102.831\tvalid_0's tweedie: 30.8783\n",
"[75]\tvalid_0's poisson: -102.912\tvalid_0's tweedie: 30.8573\n",
"[76]\tvalid_0's poisson: -102.991\tvalid_0's tweedie: 30.8345\n",
"[77]\tvalid_0's poisson: -103.081\tvalid_0's tweedie: 30.8114\n",
"[78]\tvalid_0's poisson: -103.169\tvalid_0's tweedie: 30.789\n",
"[79]\tvalid_0's poisson: -103.245\tvalid_0's tweedie: 30.7677\n",
"[80]\tvalid_0's poisson: -103.325\tvalid_0's tweedie: 30.7461\n",
"[81]\tvalid_0's poisson: -103.395\tvalid_0's tweedie: 30.7266\n",
"[82]\tvalid_0's poisson: -103.476\tvalid_0's tweedie: 30.706\n",
"[83]\tvalid_0's poisson: -103.551\tvalid_0's tweedie: 30.6857\n",
"[84]\tvalid_0's poisson: -103.618\tvalid_0's tweedie: 30.6671\n",
"[85]\tvalid_0's poisson: -103.692\tvalid_0's tweedie: 30.6483\n",
"[86]\tvalid_0's poisson: -103.759\tvalid_0's tweedie: 30.6297\n",
"[87]\tvalid_0's poisson: -103.833\tvalid_0's tweedie: 30.6109\n",
"[88]\tvalid_0's poisson: -103.902\tvalid_0's tweedie: 30.593\n",
"[89]\tvalid_0's poisson: -103.967\tvalid_0's tweedie: 30.5757\n",
"[90]\tvalid_0's poisson: -104.033\tvalid_0's tweedie: 30.5586\n",
"[91]\tvalid_0's poisson: -104.098\tvalid_0's tweedie: 30.5419\n",
"[92]\tvalid_0's poisson: -104.156\tvalid_0's tweedie: 30.5251\n",
"[93]\tvalid_0's poisson: -104.224\tvalid_0's tweedie: 30.508\n",
"[94]\tvalid_0's poisson: -104.285\tvalid_0's tweedie: 30.4923\n",
"[95]\tvalid_0's poisson: -104.343\tvalid_0's tweedie: 30.4767\n",
"[96]\tvalid_0's poisson: -104.402\tvalid_0's tweedie: 30.4616\n",
"[97]\tvalid_0's poisson: -104.454\tvalid_0's tweedie: 30.4465\n",
"[98]\tvalid_0's poisson: -104.511\tvalid_0's tweedie: 30.432\n",
"[99]\tvalid_0's poisson: -104.572\tvalid_0's tweedie: 30.4164\n",
"[100]\tvalid_0's poisson: -104.626\tvalid_0's tweedie: 30.4026\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=3, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6212\tvalid_0's tweedie: 34.6961\n",
"[2]\tvalid_0's poisson: -88.0633\tvalid_0's tweedie: 34.5905\n",
"[3]\tvalid_0's poisson: -88.492\tvalid_0's tweedie: 34.488\n",
"[4]\tvalid_0's poisson: -88.9118\tvalid_0's tweedie: 34.3874\n",
"[5]\tvalid_0's poisson: -89.3187\tvalid_0's tweedie: 34.2898\n",
"[6]\tvalid_0's poisson: -89.7103\tvalid_0's tweedie: 34.1956\n",
"[7]\tvalid_0's poisson: -90.0974\tvalid_0's tweedie: 34.1024\n",
"[8]\tvalid_0's poisson: -90.47\tvalid_0's tweedie: 34.0124\n",
"[9]\tvalid_0's poisson: -90.8334\tvalid_0's tweedie: 33.9246\n",
"[10]\tvalid_0's poisson: -91.1867\tvalid_0's tweedie: 33.8389\n",
"[11]\tvalid_0's poisson: -91.5375\tvalid_0's tweedie: 33.7539\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[12]\tvalid_0's poisson: -91.8717\tvalid_0's tweedie: 33.6725\n",
"[13]\tvalid_0's poisson: -92.2\tvalid_0's tweedie: 33.5926\n",
"[14]\tvalid_0's poisson: -92.5248\tvalid_0's tweedie: 33.5134\n",
"[15]\tvalid_0's poisson: -92.835\tvalid_0's tweedie: 33.4374\n",
"[16]\tvalid_0's poisson: -93.1384\tvalid_0's tweedie: 33.363\n",
"[17]\tvalid_0's poisson: -93.4394\tvalid_0's tweedie: 33.2892\n",
"[18]\tvalid_0's poisson: -93.7263\tvalid_0's tweedie: 33.2184\n",
"[19]\tvalid_0's poisson: -94.0086\tvalid_0's tweedie: 33.1488\n",
"[20]\tvalid_0's poisson: -94.2872\tvalid_0's tweedie: 33.0798\n",
"[21]\tvalid_0's poisson: -94.5547\tvalid_0's tweedie: 33.0137\n",
"[22]\tvalid_0's poisson: -94.8122\tvalid_0's tweedie: 32.9496\n",
"[23]\tvalid_0's poisson: -95.0707\tvalid_0's tweedie: 32.8854\n",
"[24]\tvalid_0's poisson: -95.3145\tvalid_0's tweedie: 32.8243\n",
"[25]\tvalid_0's poisson: -95.5621\tvalid_0's tweedie: 32.7627\n",
"[26]\tvalid_0's poisson: -95.7934\tvalid_0's tweedie: 32.7044\n",
"[27]\tvalid_0's poisson: -96.0207\tvalid_0's tweedie: 32.6474\n",
"[28]\tvalid_0's poisson: -96.2471\tvalid_0's tweedie: 32.5903\n",
"[29]\tvalid_0's poisson: -96.4677\tvalid_0's tweedie: 32.5347\n",
"[30]\tvalid_0's poisson: -96.6929\tvalid_0's tweedie: 32.4777\n",
"[31]\tvalid_0's poisson: -96.9031\tvalid_0's tweedie: 32.4245\n",
"[32]\tvalid_0's poisson: -97.1091\tvalid_0's tweedie: 32.3728\n",
"[33]\tvalid_0's poisson: -97.315\tvalid_0's tweedie: 32.3199\n",
"[34]\tvalid_0's poisson: -97.5075\tvalid_0's tweedie: 32.2707\n",
"[35]\tvalid_0's poisson: -97.7022\tvalid_0's tweedie: 32.2213\n",
"[36]\tvalid_0's poisson: -97.8904\tvalid_0's tweedie: 32.1738\n",
"[37]\tvalid_0's poisson: -98.0783\tvalid_0's tweedie: 32.125\n",
"[38]\tvalid_0's poisson: -98.255\tvalid_0's tweedie: 32.0796\n",
"[39]\tvalid_0's poisson: -98.4337\tvalid_0's tweedie: 32.033\n",
"[40]\tvalid_0's poisson: -98.6042\tvalid_0's tweedie: 31.9898\n",
"[41]\tvalid_0's poisson: -98.7746\tvalid_0's tweedie: 31.9452\n",
"[42]\tvalid_0's poisson: -98.9356\tvalid_0's tweedie: 31.9039\n",
"[43]\tvalid_0's poisson: -99.0978\tvalid_0's tweedie: 31.8613\n",
"[44]\tvalid_0's poisson: -99.2535\tvalid_0's tweedie: 31.8216\n",
"[45]\tvalid_0's poisson: -99.4026\tvalid_0's tweedie: 31.7827\n",
"[46]\tvalid_0's poisson: -99.5578\tvalid_0's tweedie: 31.7422\n",
"[47]\tvalid_0's poisson: -99.7035\tvalid_0's tweedie: 31.7047\n",
"[48]\tvalid_0's poisson: -99.8477\tvalid_0's tweedie: 31.6665\n",
"[49]\tvalid_0's poisson: -99.9928\tvalid_0's tweedie: 31.6292\n",
"[50]\tvalid_0's poisson: -100.149\tvalid_0's tweedie: 31.5896\n",
"[51]\tvalid_0's poisson: -100.281\tvalid_0's tweedie: 31.5542\n",
"[52]\tvalid_0's poisson: -100.43\tvalid_0's tweedie: 31.5164\n",
"[53]\tvalid_0's poisson: -100.555\tvalid_0's tweedie: 31.4834\n",
"[54]\tvalid_0's poisson: -100.698\tvalid_0's tweedie: 31.4472\n",
"[55]\tvalid_0's poisson: -100.819\tvalid_0's tweedie: 31.4158\n",
"[56]\tvalid_0's poisson: -100.955\tvalid_0's tweedie: 31.3811\n",
"[57]\tvalid_0's poisson: -101.088\tvalid_0's tweedie: 31.3474\n",
"[58]\tvalid_0's poisson: -101.204\tvalid_0's tweedie: 31.3161\n",
"[59]\tvalid_0's poisson: -101.316\tvalid_0's tweedie: 31.2861\n",
"[60]\tvalid_0's poisson: -101.441\tvalid_0's tweedie: 31.2544\n",
"[61]\tvalid_0's poisson: -101.562\tvalid_0's tweedie: 31.2234\n",
"[62]\tvalid_0's poisson: -101.679\tvalid_0's tweedie: 31.1934\n",
"[63]\tvalid_0's poisson: -101.783\tvalid_0's tweedie: 31.1649\n",
"[64]\tvalid_0's poisson: -101.892\tvalid_0's tweedie: 31.1369\n",
"[65]\tvalid_0's poisson: -101.991\tvalid_0's tweedie: 31.1097\n",
"[66]\tvalid_0's poisson: -102.099\tvalid_0's tweedie: 31.082\n",
"[67]\tvalid_0's poisson: -102.192\tvalid_0's tweedie: 31.0571\n",
"[68]\tvalid_0's poisson: -102.292\tvalid_0's tweedie: 31.0315\n",
"[69]\tvalid_0's poisson: -102.386\tvalid_0's tweedie: 31.006\n",
"[70]\tvalid_0's poisson: -102.485\tvalid_0's tweedie: 30.9805\n",
"[71]\tvalid_0's poisson: -102.572\tvalid_0's tweedie: 30.9562\n",
"[72]\tvalid_0's poisson: -102.664\tvalid_0's tweedie: 30.9326\n",
"[73]\tvalid_0's poisson: -102.757\tvalid_0's tweedie: 30.9079\n",
"[74]\tvalid_0's poisson: -102.837\tvalid_0's tweedie: 30.886\n",
"[75]\tvalid_0's poisson: -102.928\tvalid_0's tweedie: 30.8627\n",
"[76]\tvalid_0's poisson: -103.012\tvalid_0's tweedie: 30.8399\n",
"[77]\tvalid_0's poisson: -103.088\tvalid_0's tweedie: 30.8199\n",
"[78]\tvalid_0's poisson: -103.169\tvalid_0's tweedie: 30.798\n",
"[79]\tvalid_0's poisson: -103.246\tvalid_0's tweedie: 30.7759\n",
"[80]\tvalid_0's poisson: -103.327\tvalid_0's tweedie: 30.7551\n",
"[81]\tvalid_0's poisson: -103.402\tvalid_0's tweedie: 30.734\n",
"[82]\tvalid_0's poisson: -103.479\tvalid_0's tweedie: 30.714\n",
"[83]\tvalid_0's poisson: -103.549\tvalid_0's tweedie: 30.6949\n",
"[84]\tvalid_0's poisson: -103.623\tvalid_0's tweedie: 30.6759\n",
"[85]\tvalid_0's poisson: -103.698\tvalid_0's tweedie: 30.6568\n",
"[86]\tvalid_0's poisson: -103.765\tvalid_0's tweedie: 30.6386\n",
"[87]\tvalid_0's poisson: -103.84\tvalid_0's tweedie: 30.6198\n",
"[88]\tvalid_0's poisson: -103.905\tvalid_0's tweedie: 30.6012\n",
"[89]\tvalid_0's poisson: -103.973\tvalid_0's tweedie: 30.5836\n",
"[90]\tvalid_0's poisson: -104.035\tvalid_0's tweedie: 30.5662\n",
"[91]\tvalid_0's poisson: -104.099\tvalid_0's tweedie: 30.5496\n",
"[92]\tvalid_0's poisson: -104.162\tvalid_0's tweedie: 30.533\n",
"[93]\tvalid_0's poisson: -104.225\tvalid_0's tweedie: 30.5167\n",
"[94]\tvalid_0's poisson: -104.29\tvalid_0's tweedie: 30.5003\n",
"[95]\tvalid_0's poisson: -104.35\tvalid_0's tweedie: 30.4848\n",
"[96]\tvalid_0's poisson: -104.404\tvalid_0's tweedie: 30.4692\n",
"[97]\tvalid_0's poisson: -104.463\tvalid_0's tweedie: 30.4538\n",
"[98]\tvalid_0's poisson: -104.523\tvalid_0's tweedie: 30.4387\n",
"[99]\tvalid_0's poisson: -104.577\tvalid_0's tweedie: 30.4239\n",
"[100]\tvalid_0's poisson: -104.634\tvalid_0's tweedie: 30.4093\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=3, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6261\tvalid_0's tweedie: 34.6948\n",
"[2]\tvalid_0's poisson: -88.0645\tvalid_0's tweedie: 34.5899\n",
"[3]\tvalid_0's poisson: -88.4942\tvalid_0's tweedie: 34.4869\n",
"[4]\tvalid_0's poisson: -88.9139\tvalid_0's tweedie: 34.3862\n",
"[5]\tvalid_0's poisson: -89.3198\tvalid_0's tweedie: 34.2887\n",
"[6]\tvalid_0's poisson: -89.7186\tvalid_0's tweedie: 34.1927\n",
"[7]\tvalid_0's poisson: -90.1046\tvalid_0's tweedie: 34.0996\n",
"[8]\tvalid_0's poisson: -90.4831\tvalid_0's tweedie: 34.0082\n",
"[9]\tvalid_0's poisson: -90.8469\tvalid_0's tweedie: 33.9201\n",
"[10]\tvalid_0's poisson: -91.2032\tvalid_0's tweedie: 33.8336\n",
"[11]\tvalid_0's poisson: -91.5476\tvalid_0's tweedie: 33.7498\n",
"[12]\tvalid_0's poisson: -91.8881\tvalid_0's tweedie: 33.667\n",
"[13]\tvalid_0's poisson: -92.215\tvalid_0's tweedie: 33.5871\n",
"[14]\tvalid_0's poisson: -92.5355\tvalid_0's tweedie: 33.5087\n",
"[15]\tvalid_0's poisson: -92.8474\tvalid_0's tweedie: 33.4323\n",
"[16]\tvalid_0's poisson: -93.1579\tvalid_0's tweedie: 33.3563\n",
"[17]\tvalid_0's poisson: -93.4522\tvalid_0's tweedie: 33.2837\n",
"[18]\tvalid_0's poisson: -93.7425\tvalid_0's tweedie: 33.2121\n",
"[19]\tvalid_0's poisson: -94.0212\tvalid_0's tweedie: 33.143\n",
"[20]\tvalid_0's poisson: -94.3022\tvalid_0's tweedie: 33.0737\n",
"[21]\tvalid_0's poisson: -94.5665\tvalid_0's tweedie: 33.0078\n",
"[22]\tvalid_0's poisson: -94.8313\tvalid_0's tweedie: 32.9422\n",
"[23]\tvalid_0's poisson: -95.0826\tvalid_0's tweedie: 32.8793\n",
"[24]\tvalid_0's poisson: -95.3306\tvalid_0's tweedie: 32.8173\n",
"[25]\tvalid_0's poisson: -95.5778\tvalid_0's tweedie: 32.7557\n",
"[26]\tvalid_0's poisson: -95.8096\tvalid_0's tweedie: 32.6972\n",
"[27]\tvalid_0's poisson: -96.0377\tvalid_0's tweedie: 32.64\n",
"[28]\tvalid_0's poisson: -96.2643\tvalid_0's tweedie: 32.5827\n",
"[29]\tvalid_0's poisson: -96.484\tvalid_0's tweedie: 32.5272\n",
"[30]\tvalid_0's poisson: -96.6978\tvalid_0's tweedie: 32.4729\n",
"[31]\tvalid_0's poisson: -96.9151\tvalid_0's tweedie: 32.4175\n",
"[32]\tvalid_0's poisson: -97.1182\tvalid_0's tweedie: 32.3658\n",
"[33]\tvalid_0's poisson: -97.3121\tvalid_0's tweedie: 32.316\n",
"[34]\tvalid_0's poisson: -97.516\tvalid_0's tweedie: 32.2647\n",
"[35]\tvalid_0's poisson: -97.7025\tvalid_0's tweedie: 32.2168\n",
"[36]\tvalid_0's poisson: -97.894\tvalid_0's tweedie: 32.1672\n",
"[37]\tvalid_0's poisson: -98.0773\tvalid_0's tweedie: 32.1206\n",
"[38]\tvalid_0's poisson: -98.2594\tvalid_0's tweedie: 32.0732\n",
"[39]\tvalid_0's poisson: -98.4304\tvalid_0's tweedie: 32.029\n",
"[40]\tvalid_0's poisson: -98.6003\tvalid_0's tweedie: 31.9856\n",
"[41]\tvalid_0's poisson: -98.7724\tvalid_0's tweedie: 31.941\n",
"[42]\tvalid_0's poisson: -98.935\tvalid_0's tweedie: 31.8988\n",
"[43]\tvalid_0's poisson: -99.0926\tvalid_0's tweedie: 31.8586\n",
"[44]\tvalid_0's poisson: -99.2451\tvalid_0's tweedie: 31.8181\n",
"[45]\tvalid_0's poisson: -99.4039\tvalid_0's tweedie: 31.7768\n",
"[46]\tvalid_0's poisson: -99.5526\tvalid_0's tweedie: 31.7379\n",
"[47]\tvalid_0's poisson: -99.6977\tvalid_0's tweedie: 31.7005\n",
"[48]\tvalid_0's poisson: -99.8422\tvalid_0's tweedie: 31.6621\n",
"[49]\tvalid_0's poisson: -100.002\tvalid_0's tweedie: 31.6216\n",
"[50]\tvalid_0's poisson: -100.137\tvalid_0's tweedie: 31.587\n",
"[51]\tvalid_0's poisson: -100.29\tvalid_0's tweedie: 31.5482\n",
"[52]\tvalid_0's poisson: -100.418\tvalid_0's tweedie: 31.5136\n",
"[53]\tvalid_0's poisson: -100.564\tvalid_0's tweedie: 31.4764\n",
"[54]\tvalid_0's poisson: -100.689\tvalid_0's tweedie: 31.4433\n",
"[55]\tvalid_0's poisson: -100.829\tvalid_0's tweedie: 31.4078\n",
"[56]\tvalid_0's poisson: -100.964\tvalid_0's tweedie: 31.3732\n",
"[57]\tvalid_0's poisson: -101.079\tvalid_0's tweedie: 31.3428\n",
"[58]\tvalid_0's poisson: -101.209\tvalid_0's tweedie: 31.3096\n",
"[59]\tvalid_0's poisson: -101.321\tvalid_0's tweedie: 31.279\n",
"[60]\tvalid_0's poisson: -101.446\tvalid_0's tweedie: 31.2473\n",
"[61]\tvalid_0's poisson: -101.55\tvalid_0's tweedie: 31.219\n",
"[62]\tvalid_0's poisson: -101.669\tvalid_0's tweedie: 31.1886\n",
"[63]\tvalid_0's poisson: -101.785\tvalid_0's tweedie: 31.1589\n",
"[64]\tvalid_0's poisson: -101.888\tvalid_0's tweedie: 31.1309\n",
"[65]\tvalid_0's poisson: -102.001\tvalid_0's tweedie: 31.1021\n",
"[66]\tvalid_0's poisson: -102.098\tvalid_0's tweedie: 31.0755\n",
"[67]\tvalid_0's poisson: -102.202\tvalid_0's tweedie: 31.0479\n",
"[68]\tvalid_0's poisson: -102.293\tvalid_0's tweedie: 31.024\n",
"[69]\tvalid_0's poisson: -102.395\tvalid_0's tweedie: 30.9978\n",
"[70]\tvalid_0's poisson: -102.49\tvalid_0's tweedie: 30.9722\n",
"[71]\tvalid_0's poisson: -102.578\tvalid_0's tweedie: 30.948\n",
"[72]\tvalid_0's poisson: -102.672\tvalid_0's tweedie: 30.9232\n",
"[73]\tvalid_0's poisson: -102.757\tvalid_0's tweedie: 30.9002\n",
"[74]\tvalid_0's poisson: -102.849\tvalid_0's tweedie: 30.8765\n",
"[75]\tvalid_0's poisson: -102.929\tvalid_0's tweedie: 30.8543\n",
"[76]\tvalid_0's poisson: -103.012\tvalid_0's tweedie: 30.8315\n",
"[77]\tvalid_0's poisson: -103.099\tvalid_0's tweedie: 30.8092\n",
"[78]\tvalid_0's poisson: -103.176\tvalid_0's tweedie: 30.7886\n",
"[79]\tvalid_0's poisson: -103.256\tvalid_0's tweedie: 30.7667\n",
"[80]\tvalid_0's poisson: -103.333\tvalid_0's tweedie: 30.746\n",
"[81]\tvalid_0's poisson: -103.404\tvalid_0's tweedie: 30.7261\n",
"[82]\tvalid_0's poisson: -103.479\tvalid_0's tweedie: 30.7057\n",
"[83]\tvalid_0's poisson: -103.557\tvalid_0's tweedie: 30.6858\n",
"[84]\tvalid_0's poisson: -103.624\tvalid_0's tweedie: 30.6672\n",
"[85]\tvalid_0's poisson: -103.699\tvalid_0's tweedie: 30.6481\n",
"[86]\tvalid_0's poisson: -103.772\tvalid_0's tweedie: 30.6294\n",
"[87]\tvalid_0's poisson: -103.837\tvalid_0's tweedie: 30.6117\n",
"[88]\tvalid_0's poisson: -103.906\tvalid_0's tweedie: 30.5939\n",
"[89]\tvalid_0's poisson: -103.969\tvalid_0's tweedie: 30.5761\n",
"[90]\tvalid_0's poisson: -104.037\tvalid_0's tweedie: 30.5589\n",
"[91]\tvalid_0's poisson: -104.097\tvalid_0's tweedie: 30.5418\n",
"[92]\tvalid_0's poisson: -104.154\tvalid_0's tweedie: 30.525\n",
"[93]\tvalid_0's poisson: -104.216\tvalid_0's tweedie: 30.509\n",
"[94]\tvalid_0's poisson: -104.272\tvalid_0's tweedie: 30.4926\n",
"[95]\tvalid_0's poisson: -104.34\tvalid_0's tweedie: 30.4757\n",
"[96]\tvalid_0's poisson: -104.4\tvalid_0's tweedie: 30.4603\n",
"[97]\tvalid_0's poisson: -104.457\tvalid_0's tweedie: 30.4452\n",
"[98]\tvalid_0's poisson: -104.514\tvalid_0's tweedie: 30.4306\n",
"[99]\tvalid_0's poisson: -104.569\tvalid_0's tweedie: 30.4165\n",
"[100]\tvalid_0's poisson: -104.627\tvalid_0's tweedie: 30.4018\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=3, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.6162\tvalid_0's tweedie: 34.6975\n",
"[2]\tvalid_0's poisson: -88.057\tvalid_0's tweedie: 34.5923\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3]\tvalid_0's poisson: -88.486\tvalid_0's tweedie: 34.4898\n",
"[4]\tvalid_0's poisson: -88.9041\tvalid_0's tweedie: 34.3897\n",
"[5]\tvalid_0's poisson: -89.3104\tvalid_0's tweedie: 34.2923\n",
"[6]\tvalid_0's poisson: -89.7072\tvalid_0's tweedie: 34.197\n",
"[7]\tvalid_0's poisson: -90.0926\tvalid_0's tweedie: 34.1044\n",
"[8]\tvalid_0's poisson: -90.4689\tvalid_0's tweedie: 34.0138\n",
"[9]\tvalid_0's poisson: -90.8346\tvalid_0's tweedie: 33.9256\n",
"[10]\tvalid_0's poisson: -91.1945\tvalid_0's tweedie: 33.8384\n",
"[11]\tvalid_0's poisson: -91.5405\tvalid_0's tweedie: 33.7545\n",
"[12]\tvalid_0's poisson: -91.8778\tvalid_0's tweedie: 33.6725\n",
"[13]\tvalid_0's poisson: -92.2058\tvalid_0's tweedie: 33.5926\n",
"[14]\tvalid_0's poisson: -92.5253\tvalid_0's tweedie: 33.5146\n",
"[15]\tvalid_0's poisson: -92.8422\tvalid_0's tweedie: 33.4371\n",
"[16]\tvalid_0's poisson: -93.1474\tvalid_0's tweedie: 33.3623\n",
"[17]\tvalid_0's poisson: -93.4438\tvalid_0's tweedie: 33.2895\n",
"[18]\tvalid_0's poisson: -93.732\tvalid_0's tweedie: 33.2186\n",
"[19]\tvalid_0's poisson: -94.0181\tvalid_0's tweedie: 33.1479\n",
"[20]\tvalid_0's poisson: -94.2918\tvalid_0's tweedie: 33.0805\n",
"[21]\tvalid_0's poisson: -94.5577\tvalid_0's tweedie: 33.0144\n",
"[22]\tvalid_0's poisson: -94.8228\tvalid_0's tweedie: 32.9488\n",
"[23]\tvalid_0's poisson: -95.0746\tvalid_0's tweedie: 32.8859\n",
"[24]\tvalid_0's poisson: -95.3193\tvalid_0's tweedie: 32.825\n",
"[25]\tvalid_0's poisson: -95.5577\tvalid_0's tweedie: 32.7651\n",
"[26]\tvalid_0's poisson: -95.7977\tvalid_0's tweedie: 32.7052\n",
"[27]\tvalid_0's poisson: -96.0237\tvalid_0's tweedie: 32.6481\n",
"[28]\tvalid_0's poisson: -96.2452\tvalid_0's tweedie: 32.5925\n",
"[29]\tvalid_0's poisson: -96.4662\tvalid_0's tweedie: 32.5365\n",
"[30]\tvalid_0's poisson: -96.6766\tvalid_0's tweedie: 32.4832\n",
"[31]\tvalid_0's poisson: -96.8813\tvalid_0's tweedie: 32.4311\n",
"[32]\tvalid_0's poisson: -97.0916\tvalid_0's tweedie: 32.377\n",
"[33]\tvalid_0's poisson: -97.2865\tvalid_0's tweedie: 32.3275\n",
"[34]\tvalid_0's poisson: -97.4916\tvalid_0's tweedie: 32.276\n",
"[35]\tvalid_0's poisson: -97.6756\tvalid_0's tweedie: 32.2285\n",
"[36]\tvalid_0's poisson: -97.8643\tvalid_0's tweedie: 32.1808\n",
"[37]\tvalid_0's poisson: -98.052\tvalid_0's tweedie: 32.1321\n",
"[38]\tvalid_0's poisson: -98.2298\tvalid_0's tweedie: 32.086\n",
"[39]\tvalid_0's poisson: -98.4074\tvalid_0's tweedie: 32.0396\n",
"[40]\tvalid_0's poisson: -98.5794\tvalid_0's tweedie: 31.9958\n",
"[41]\tvalid_0's poisson: -98.7453\tvalid_0's tweedie: 31.9528\n",
"[42]\tvalid_0's poisson: -98.9154\tvalid_0's tweedie: 31.9094\n",
"[43]\tvalid_0's poisson: -99.0693\tvalid_0's tweedie: 31.869\n",
"[44]\tvalid_0's poisson: -99.2254\tvalid_0's tweedie: 31.829\n",
"[45]\tvalid_0's poisson: -99.3829\tvalid_0's tweedie: 31.7879\n",
"[46]\tvalid_0's poisson: -99.5326\tvalid_0's tweedie: 31.7481\n",
"[47]\tvalid_0's poisson: -99.6771\tvalid_0's tweedie: 31.7111\n",
"[48]\tvalid_0's poisson: -99.8145\tvalid_0's tweedie: 31.6747\n",
"[49]\tvalid_0's poisson: -99.9585\tvalid_0's tweedie: 31.6367\n",
"[50]\tvalid_0's poisson: -100.118\tvalid_0's tweedie: 31.5965\n",
"[51]\tvalid_0's poisson: -100.249\tvalid_0's tweedie: 31.5611\n",
"[52]\tvalid_0's poisson: -100.379\tvalid_0's tweedie: 31.5274\n",
"[53]\tvalid_0's poisson: -100.527\tvalid_0's tweedie: 31.4898\n",
"[54]\tvalid_0's poisson: -100.671\tvalid_0's tweedie: 31.4532\n",
"[55]\tvalid_0's poisson: -100.795\tvalid_0's tweedie: 31.42\n",
"[56]\tvalid_0's poisson: -100.934\tvalid_0's tweedie: 31.3847\n",
"[57]\tvalid_0's poisson: -101.05\tvalid_0's tweedie: 31.353\n",
"[58]\tvalid_0's poisson: -101.182\tvalid_0's tweedie: 31.3194\n",
"[59]\tvalid_0's poisson: -101.295\tvalid_0's tweedie: 31.2888\n",
"[60]\tvalid_0's poisson: -101.421\tvalid_0's tweedie: 31.2567\n",
"[61]\tvalid_0's poisson: -101.527\tvalid_0's tweedie: 31.2277\n",
"[62]\tvalid_0's poisson: -101.65\tvalid_0's tweedie: 31.1965\n",
"[63]\tvalid_0's poisson: -101.753\tvalid_0's tweedie: 31.1687\n",
"[64]\tvalid_0's poisson: -101.868\tvalid_0's tweedie: 31.1392\n",
"[65]\tvalid_0's poisson: -101.974\tvalid_0's tweedie: 31.1107\n",
"[66]\tvalid_0's poisson: -102.071\tvalid_0's tweedie: 31.0856\n",
"[67]\tvalid_0's poisson: -102.179\tvalid_0's tweedie: 31.0578\n",
"[68]\tvalid_0's poisson: -102.278\tvalid_0's tweedie: 31.0309\n",
"[69]\tvalid_0's poisson: -102.366\tvalid_0's tweedie: 31.0072\n",
"[70]\tvalid_0's poisson: -102.464\tvalid_0's tweedie: 30.9812\n",
"[71]\tvalid_0's poisson: -102.557\tvalid_0's tweedie: 30.9559\n",
"[72]\tvalid_0's poisson: -102.642\tvalid_0's tweedie: 30.9336\n",
"[73]\tvalid_0's poisson: -102.738\tvalid_0's tweedie: 30.909\n",
"[74]\tvalid_0's poisson: -102.824\tvalid_0's tweedie: 30.8854\n",
"[75]\tvalid_0's poisson: -102.904\tvalid_0's tweedie: 30.8646\n",
"[76]\tvalid_0's poisson: -102.989\tvalid_0's tweedie: 30.8416\n",
"[77]\tvalid_0's poisson: -103.074\tvalid_0's tweedie: 30.8188\n",
"[78]\tvalid_0's poisson: -103.149\tvalid_0's tweedie: 30.7978\n",
"[79]\tvalid_0's poisson: -103.226\tvalid_0's tweedie: 30.7767\n",
"[80]\tvalid_0's poisson: -103.298\tvalid_0's tweedie: 30.7565\n",
"[81]\tvalid_0's poisson: -103.384\tvalid_0's tweedie: 30.7347\n",
"[82]\tvalid_0's poisson: -103.461\tvalid_0's tweedie: 30.714\n",
"[83]\tvalid_0's poisson: -103.529\tvalid_0's tweedie: 30.6961\n",
"[84]\tvalid_0's poisson: -103.599\tvalid_0's tweedie: 30.676\n",
"[85]\tvalid_0's poisson: -103.679\tvalid_0's tweedie: 30.6558\n",
"[86]\tvalid_0's poisson: -103.745\tvalid_0's tweedie: 30.6375\n",
"[87]\tvalid_0's poisson: -103.817\tvalid_0's tweedie: 30.6191\n",
"[88]\tvalid_0's poisson: -103.883\tvalid_0's tweedie: 30.6004\n",
"[89]\tvalid_0's poisson: -103.957\tvalid_0's tweedie: 30.5816\n",
"[90]\tvalid_0's poisson: -104.024\tvalid_0's tweedie: 30.5643\n",
"[91]\tvalid_0's poisson: -104.086\tvalid_0's tweedie: 30.5476\n",
"[92]\tvalid_0's poisson: -104.154\tvalid_0's tweedie: 30.5305\n",
"[93]\tvalid_0's poisson: -104.219\tvalid_0's tweedie: 30.5139\n",
"[94]\tvalid_0's poisson: -104.277\tvalid_0's tweedie: 30.4978\n",
"[95]\tvalid_0's poisson: -104.338\tvalid_0's tweedie: 30.4821\n",
"[96]\tvalid_0's poisson: -104.399\tvalid_0's tweedie: 30.4663\n",
"[97]\tvalid_0's poisson: -104.457\tvalid_0's tweedie: 30.4509\n",
"[98]\tvalid_0's poisson: -104.514\tvalid_0's tweedie: 30.4361\n",
"[99]\tvalid_0's poisson: -104.57\tvalid_0's tweedie: 30.4218\n",
"[100]\tvalid_0's poisson: -104.626\tvalid_0's tweedie: 30.4073\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=1, learning_rate=0.015625, max_depth=3, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3303\tvalid_0's tweedie: 268.041\n",
"[2]\tvalid_0's poisson: -87.4853\tvalid_0's tweedie: 267.933\n",
"[3]\tvalid_0's poisson: -87.6388\tvalid_0's tweedie: 267.825\n",
"[4]\tvalid_0's poisson: -87.7906\tvalid_0's tweedie: 267.72\n",
"[5]\tvalid_0's poisson: -87.9413\tvalid_0's tweedie: 267.614\n",
"[6]\tvalid_0's poisson: -88.0898\tvalid_0's tweedie: 267.511\n",
"[7]\tvalid_0's poisson: -88.2372\tvalid_0's tweedie: 267.408\n",
"[8]\tvalid_0's poisson: -88.3834\tvalid_0's tweedie: 267.306\n",
"[9]\tvalid_0's poisson: -88.528\tvalid_0's tweedie: 267.206\n",
"[10]\tvalid_0's poisson: -88.6716\tvalid_0's tweedie: 267.106\n",
"[11]\tvalid_0's poisson: -88.8138\tvalid_0's tweedie: 267.007\n",
"[12]\tvalid_0's poisson: -88.9548\tvalid_0's tweedie: 266.909\n",
"[13]\tvalid_0's poisson: -89.0939\tvalid_0's tweedie: 266.812\n",
"[14]\tvalid_0's poisson: -89.2317\tvalid_0's tweedie: 266.716\n",
"[15]\tvalid_0's poisson: -89.3686\tvalid_0's tweedie: 266.621\n",
"[16]\tvalid_0's poisson: -89.5041\tvalid_0's tweedie: 266.527\n",
"[17]\tvalid_0's poisson: -89.6385\tvalid_0's tweedie: 266.433\n",
"[18]\tvalid_0's poisson: -89.7716\tvalid_0's tweedie: 266.341\n",
"[19]\tvalid_0's poisson: -89.9034\tvalid_0's tweedie: 266.25\n",
"[20]\tvalid_0's poisson: -90.0344\tvalid_0's tweedie: 266.159\n",
"[21]\tvalid_0's poisson: -90.1633\tvalid_0's tweedie: 266.069\n",
"[22]\tvalid_0's poisson: -90.2923\tvalid_0's tweedie: 265.98\n",
"[23]\tvalid_0's poisson: -90.4196\tvalid_0's tweedie: 265.892\n",
"[24]\tvalid_0's poisson: -90.5455\tvalid_0's tweedie: 265.804\n",
"[25]\tvalid_0's poisson: -90.671\tvalid_0's tweedie: 265.717\n",
"[26]\tvalid_0's poisson: -90.7944\tvalid_0's tweedie: 265.632\n",
"[27]\tvalid_0's poisson: -90.9174\tvalid_0's tweedie: 265.547\n",
"[28]\tvalid_0's poisson: -91.0392\tvalid_0's tweedie: 265.462\n",
"[29]\tvalid_0's poisson: -91.1594\tvalid_0's tweedie: 265.379\n",
"[30]\tvalid_0's poisson: -91.2797\tvalid_0's tweedie: 265.296\n",
"[31]\tvalid_0's poisson: -91.3978\tvalid_0's tweedie: 265.214\n",
"[32]\tvalid_0's poisson: -91.5152\tvalid_0's tweedie: 265.133\n",
"[33]\tvalid_0's poisson: -91.6319\tvalid_0's tweedie: 265.052\n",
"[34]\tvalid_0's poisson: -91.7477\tvalid_0's tweedie: 264.972\n",
"[35]\tvalid_0's poisson: -91.8621\tvalid_0's tweedie: 264.893\n",
"[36]\tvalid_0's poisson: -91.9756\tvalid_0's tweedie: 264.814\n",
"[37]\tvalid_0's poisson: -92.0884\tvalid_0's tweedie: 264.736\n",
"[38]\tvalid_0's poisson: -92.2002\tvalid_0's tweedie: 264.659\n",
"[39]\tvalid_0's poisson: -92.3103\tvalid_0's tweedie: 264.583\n",
"[40]\tvalid_0's poisson: -92.4206\tvalid_0's tweedie: 264.507\n",
"[41]\tvalid_0's poisson: -92.5289\tvalid_0's tweedie: 264.432\n",
"[42]\tvalid_0's poisson: -92.6373\tvalid_0's tweedie: 264.357\n",
"[43]\tvalid_0's poisson: -92.7444\tvalid_0's tweedie: 264.283\n",
"[44]\tvalid_0's poisson: -92.8503\tvalid_0's tweedie: 264.21\n",
"[45]\tvalid_0's poisson: -92.955\tvalid_0's tweedie: 264.138\n",
"[46]\tvalid_0's poisson: -93.0595\tvalid_0's tweedie: 264.066\n",
"[47]\tvalid_0's poisson: -93.1625\tvalid_0's tweedie: 263.995\n",
"[48]\tvalid_0's poisson: -93.2652\tvalid_0's tweedie: 263.924\n",
"[49]\tvalid_0's poisson: -93.3668\tvalid_0's tweedie: 263.854\n",
"[50]\tvalid_0's poisson: -93.4681\tvalid_0's tweedie: 263.784\n",
"[51]\tvalid_0's poisson: -93.568\tvalid_0's tweedie: 263.715\n",
"[52]\tvalid_0's poisson: -93.6678\tvalid_0's tweedie: 263.646\n",
"[53]\tvalid_0's poisson: -93.766\tvalid_0's tweedie: 263.578\n",
"[54]\tvalid_0's poisson: -93.8639\tvalid_0's tweedie: 263.511\n",
"[55]\tvalid_0's poisson: -93.9603\tvalid_0's tweedie: 263.444\n",
"[56]\tvalid_0's poisson: -94.0578\tvalid_0's tweedie: 263.377\n",
"[57]\tvalid_0's poisson: -94.1544\tvalid_0's tweedie: 263.31\n",
"[58]\tvalid_0's poisson: -94.2503\tvalid_0's tweedie: 263.244\n",
"[59]\tvalid_0's poisson: -94.3453\tvalid_0's tweedie: 263.179\n",
"[60]\tvalid_0's poisson: -94.4394\tvalid_0's tweedie: 263.114\n",
"[61]\tvalid_0's poisson: -94.533\tvalid_0's tweedie: 263.049\n",
"[62]\tvalid_0's poisson: -94.6249\tvalid_0's tweedie: 262.986\n",
"[63]\tvalid_0's poisson: -94.7162\tvalid_0's tweedie: 262.923\n",
"[64]\tvalid_0's poisson: -94.8069\tvalid_0's tweedie: 262.86\n",
"[65]\tvalid_0's poisson: -94.8967\tvalid_0's tweedie: 262.798\n",
"[66]\tvalid_0's poisson: -94.9857\tvalid_0's tweedie: 262.737\n",
"[67]\tvalid_0's poisson: -95.0743\tvalid_0's tweedie: 262.676\n",
"[68]\tvalid_0's poisson: -95.1616\tvalid_0's tweedie: 262.616\n",
"[69]\tvalid_0's poisson: -95.2488\tvalid_0's tweedie: 262.556\n",
"[70]\tvalid_0's poisson: -95.3354\tvalid_0's tweedie: 262.496\n",
"[71]\tvalid_0's poisson: -95.4209\tvalid_0's tweedie: 262.437\n",
"[72]\tvalid_0's poisson: -95.5058\tvalid_0's tweedie: 262.378\n",
"[73]\tvalid_0's poisson: -95.5902\tvalid_0's tweedie: 262.32\n",
"[74]\tvalid_0's poisson: -95.6737\tvalid_0's tweedie: 262.263\n",
"[75]\tvalid_0's poisson: -95.7564\tvalid_0's tweedie: 262.206\n",
"[76]\tvalid_0's poisson: -95.8394\tvalid_0's tweedie: 262.148\n",
"[77]\tvalid_0's poisson: -95.9213\tvalid_0's tweedie: 262.092\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[78]\tvalid_0's poisson: -96.0025\tvalid_0's tweedie: 262.036\n",
"[79]\tvalid_0's poisson: -96.083\tvalid_0's tweedie: 261.981\n",
"[80]\tvalid_0's poisson: -96.1631\tvalid_0's tweedie: 261.925\n",
"[81]\tvalid_0's poisson: -96.2425\tvalid_0's tweedie: 261.871\n",
"[82]\tvalid_0's poisson: -96.3214\tvalid_0's tweedie: 261.816\n",
"[83]\tvalid_0's poisson: -96.3993\tvalid_0's tweedie: 261.763\n",
"[84]\tvalid_0's poisson: -96.4766\tvalid_0's tweedie: 261.709\n",
"[85]\tvalid_0's poisson: -96.554\tvalid_0's tweedie: 261.656\n",
"[86]\tvalid_0's poisson: -96.6307\tvalid_0's tweedie: 261.603\n",
"[87]\tvalid_0's poisson: -96.7069\tvalid_0's tweedie: 261.55\n",
"[88]\tvalid_0's poisson: -96.7822\tvalid_0's tweedie: 261.499\n",
"[89]\tvalid_0's poisson: -96.857\tvalid_0's tweedie: 261.447\n",
"[90]\tvalid_0's poisson: -96.931\tvalid_0's tweedie: 261.396\n",
"[91]\tvalid_0's poisson: -97.0051\tvalid_0's tweedie: 261.345\n",
"[92]\tvalid_0's poisson: -97.0782\tvalid_0's tweedie: 261.294\n",
"[93]\tvalid_0's poisson: -97.151\tvalid_0's tweedie: 261.244\n",
"[94]\tvalid_0's poisson: -97.2226\tvalid_0's tweedie: 261.195\n",
"[95]\tvalid_0's poisson: -97.2941\tvalid_0's tweedie: 261.145\n",
"[96]\tvalid_0's poisson: -97.365\tvalid_0's tweedie: 261.097\n",
"[97]\tvalid_0's poisson: -97.4357\tvalid_0's tweedie: 261.048\n",
"[98]\tvalid_0's poisson: -97.5053\tvalid_0's tweedie: 261\n",
"[99]\tvalid_0's poisson: -97.5749\tvalid_0's tweedie: 260.952\n",
"[100]\tvalid_0's poisson: -97.6435\tvalid_0's tweedie: 260.904\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3296\tvalid_0's tweedie: 268.041\n",
"[2]\tvalid_0's poisson: -87.4838\tvalid_0's tweedie: 267.934\n",
"[3]\tvalid_0's poisson: -87.6368\tvalid_0's tweedie: 267.827\n",
"[4]\tvalid_0's poisson: -87.7881\tvalid_0's tweedie: 267.721\n",
"[5]\tvalid_0's poisson: -87.9381\tvalid_0's tweedie: 267.617\n",
"[6]\tvalid_0's poisson: -88.0868\tvalid_0's tweedie: 267.513\n",
"[7]\tvalid_0's poisson: -88.2338\tvalid_0's tweedie: 267.411\n",
"[8]\tvalid_0's poisson: -88.3794\tvalid_0's tweedie: 267.309\n",
"[9]\tvalid_0's poisson: -88.5234\tvalid_0's tweedie: 267.209\n",
"[10]\tvalid_0's poisson: -88.6659\tvalid_0's tweedie: 267.11\n",
"[11]\tvalid_0's poisson: -88.8092\tvalid_0's tweedie: 267.01\n",
"[12]\tvalid_0's poisson: -88.9508\tvalid_0's tweedie: 266.911\n",
"[13]\tvalid_0's poisson: -89.0909\tvalid_0's tweedie: 266.814\n",
"[14]\tvalid_0's poisson: -89.2303\tvalid_0's tweedie: 266.717\n",
"[15]\tvalid_0's poisson: -89.3687\tvalid_0's tweedie: 266.621\n",
"[16]\tvalid_0's poisson: -89.5049\tvalid_0's tweedie: 266.526\n",
"[17]\tvalid_0's poisson: -89.6406\tvalid_0's tweedie: 266.432\n",
"[18]\tvalid_0's poisson: -89.7744\tvalid_0's tweedie: 266.339\n",
"[19]\tvalid_0's poisson: -89.9088\tvalid_0's tweedie: 266.246\n",
"[20]\tvalid_0's poisson: -90.0411\tvalid_0's tweedie: 266.154\n",
"[21]\tvalid_0's poisson: -90.1713\tvalid_0's tweedie: 266.064\n",
"[22]\tvalid_0's poisson: -90.3006\tvalid_0's tweedie: 265.974\n",
"[23]\tvalid_0's poisson: -90.4297\tvalid_0's tweedie: 265.885\n",
"[24]\tvalid_0's poisson: -90.5581\tvalid_0's tweedie: 265.796\n",
"[25]\tvalid_0's poisson: -90.6838\tvalid_0's tweedie: 265.708\n",
"[26]\tvalid_0's poisson: -90.8092\tvalid_0's tweedie: 265.622\n",
"[27]\tvalid_0's poisson: -90.934\tvalid_0's tweedie: 265.535\n",
"[28]\tvalid_0's poisson: -91.0561\tvalid_0's tweedie: 265.451\n",
"[29]\tvalid_0's poisson: -91.1775\tvalid_0's tweedie: 265.367\n",
"[30]\tvalid_0's poisson: -91.2994\tvalid_0's tweedie: 265.282\n",
"[31]\tvalid_0's poisson: -91.4191\tvalid_0's tweedie: 265.199\n",
"[32]\tvalid_0's poisson: -91.5375\tvalid_0's tweedie: 265.118\n",
"[33]\tvalid_0's poisson: -91.6561\tvalid_0's tweedie: 265.035\n",
"[34]\tvalid_0's poisson: -91.7727\tvalid_0's tweedie: 264.955\n",
"[35]\tvalid_0's poisson: -91.8878\tvalid_0's tweedie: 264.875\n",
"[36]\tvalid_0's poisson: -92.0035\tvalid_0's tweedie: 264.795\n",
"[37]\tvalid_0's poisson: -92.1174\tvalid_0's tweedie: 264.717\n",
"[38]\tvalid_0's poisson: -92.23\tvalid_0's tweedie: 264.639\n",
"[39]\tvalid_0's poisson: -92.3427\tvalid_0's tweedie: 264.561\n",
"[40]\tvalid_0's poisson: -92.4526\tvalid_0's tweedie: 264.485\n",
"[41]\tvalid_0's poisson: -92.5632\tvalid_0's tweedie: 264.409\n",
"[42]\tvalid_0's poisson: -92.6716\tvalid_0's tweedie: 264.334\n",
"[43]\tvalid_0's poisson: -92.78\tvalid_0's tweedie: 264.259\n",
"[44]\tvalid_0's poisson: -92.8874\tvalid_0's tweedie: 264.185\n",
"[45]\tvalid_0's poisson: -92.9927\tvalid_0's tweedie: 264.112\n",
"[46]\tvalid_0's poisson: -93.0984\tvalid_0's tweedie: 264.039\n",
"[47]\tvalid_0's poisson: -93.2029\tvalid_0's tweedie: 263.967\n",
"[48]\tvalid_0's poisson: -93.3067\tvalid_0's tweedie: 263.895\n",
"[49]\tvalid_0's poisson: -93.4089\tvalid_0's tweedie: 263.825\n",
"[50]\tvalid_0's poisson: -93.5108\tvalid_0's tweedie: 263.755\n",
"[51]\tvalid_0's poisson: -93.6113\tvalid_0's tweedie: 263.685\n",
"[52]\tvalid_0's poisson: -93.7116\tvalid_0's tweedie: 263.616\n",
"[53]\tvalid_0's poisson: -93.8111\tvalid_0's tweedie: 263.547\n",
"[54]\tvalid_0's poisson: -93.9094\tvalid_0's tweedie: 263.48\n",
"[55]\tvalid_0's poisson: -94.0074\tvalid_0's tweedie: 263.412\n",
"[56]\tvalid_0's poisson: -94.1046\tvalid_0's tweedie: 263.345\n",
"[57]\tvalid_0's poisson: -94.2001\tvalid_0's tweedie: 263.279\n",
"[58]\tvalid_0's poisson: -94.2955\tvalid_0's tweedie: 263.213\n",
"[59]\tvalid_0's poisson: -94.3904\tvalid_0's tweedie: 263.148\n",
"[60]\tvalid_0's poisson: -94.484\tvalid_0's tweedie: 263.083\n",
"[61]\tvalid_0's poisson: -94.5768\tvalid_0's tweedie: 263.019\n",
"[62]\tvalid_0's poisson: -94.6697\tvalid_0's tweedie: 262.955\n",
"[63]\tvalid_0's poisson: -94.7618\tvalid_0's tweedie: 262.892\n",
"[64]\tvalid_0's poisson: -94.8526\tvalid_0's tweedie: 262.829\n",
"[65]\tvalid_0's poisson: -94.9427\tvalid_0's tweedie: 262.767\n",
"[66]\tvalid_0's poisson: -95.0327\tvalid_0's tweedie: 262.705\n",
"[67]\tvalid_0's poisson: -95.1217\tvalid_0's tweedie: 262.644\n",
"[68]\tvalid_0's poisson: -95.2101\tvalid_0's tweedie: 262.583\n",
"[69]\tvalid_0's poisson: -95.298\tvalid_0's tweedie: 262.522\n",
"[70]\tvalid_0's poisson: -95.3846\tvalid_0's tweedie: 262.463\n",
"[71]\tvalid_0's poisson: -95.4706\tvalid_0's tweedie: 262.403\n",
"[72]\tvalid_0's poisson: -95.5563\tvalid_0's tweedie: 262.344\n",
"[73]\tvalid_0's poisson: -95.6408\tvalid_0's tweedie: 262.286\n",
"[74]\tvalid_0's poisson: -95.7238\tvalid_0's tweedie: 262.229\n",
"[75]\tvalid_0's poisson: -95.8076\tvalid_0's tweedie: 262.171\n",
"[76]\tvalid_0's poisson: -95.8901\tvalid_0's tweedie: 262.114\n",
"[77]\tvalid_0's poisson: -95.9725\tvalid_0's tweedie: 262.058\n",
"[78]\tvalid_0's poisson: -96.0542\tvalid_0's tweedie: 262.001\n",
"[79]\tvalid_0's poisson: -96.1343\tvalid_0's tweedie: 261.946\n",
"[80]\tvalid_0's poisson: -96.2149\tvalid_0's tweedie: 261.891\n",
"[81]\tvalid_0's poisson: -96.2946\tvalid_0's tweedie: 261.836\n",
"[82]\tvalid_0's poisson: -96.3728\tvalid_0's tweedie: 261.782\n",
"[83]\tvalid_0's poisson: -96.4507\tvalid_0's tweedie: 261.728\n",
"[84]\tvalid_0's poisson: -96.5285\tvalid_0's tweedie: 261.674\n",
"[85]\tvalid_0's poisson: -96.6059\tvalid_0's tweedie: 261.621\n",
"[86]\tvalid_0's poisson: -96.6826\tvalid_0's tweedie: 261.568\n",
"[87]\tvalid_0's poisson: -96.758\tvalid_0's tweedie: 261.516\n",
"[88]\tvalid_0's poisson: -96.8329\tvalid_0's tweedie: 261.465\n",
"[89]\tvalid_0's poisson: -96.9078\tvalid_0's tweedie: 261.413\n",
"[90]\tvalid_0's poisson: -96.9827\tvalid_0's tweedie: 261.361\n",
"[91]\tvalid_0's poisson: -97.0563\tvalid_0's tweedie: 261.311\n",
"[92]\tvalid_0's poisson: -97.129\tvalid_0's tweedie: 261.26\n",
"[93]\tvalid_0's poisson: -97.2012\tvalid_0's tweedie: 261.211\n",
"[94]\tvalid_0's poisson: -97.2729\tvalid_0's tweedie: 261.161\n",
"[95]\tvalid_0's poisson: -97.3446\tvalid_0's tweedie: 261.112\n",
"[96]\tvalid_0's poisson: -97.4156\tvalid_0's tweedie: 261.063\n",
"[97]\tvalid_0's poisson: -97.4864\tvalid_0's tweedie: 261.014\n",
"[98]\tvalid_0's poisson: -97.5561\tvalid_0's tweedie: 260.966\n",
"[99]\tvalid_0's poisson: -97.6254\tvalid_0's tweedie: 260.918\n",
"[100]\tvalid_0's poisson: -97.6944\tvalid_0's tweedie: 260.87\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3269\tvalid_0's tweedie: 268.043\n",
"[2]\tvalid_0's poisson: -87.4835\tvalid_0's tweedie: 267.934\n",
"[3]\tvalid_0's poisson: -87.6378\tvalid_0's tweedie: 267.826\n",
"[4]\tvalid_0's poisson: -87.7915\tvalid_0's tweedie: 267.719\n",
"[5]\tvalid_0's poisson: -87.9429\tvalid_0's tweedie: 267.613\n",
"[6]\tvalid_0's poisson: -88.0936\tvalid_0's tweedie: 267.508\n",
"[7]\tvalid_0's poisson: -88.2415\tvalid_0's tweedie: 267.405\n",
"[8]\tvalid_0's poisson: -88.3897\tvalid_0's tweedie: 267.302\n",
"[9]\tvalid_0's poisson: -88.5353\tvalid_0's tweedie: 267.201\n",
"[10]\tvalid_0's poisson: -88.6794\tvalid_0's tweedie: 267.101\n",
"[11]\tvalid_0's poisson: -88.8232\tvalid_0's tweedie: 267\n",
"[12]\tvalid_0's poisson: -88.9645\tvalid_0's tweedie: 266.902\n",
"[13]\tvalid_0's poisson: -89.1057\tvalid_0's tweedie: 266.804\n",
"[14]\tvalid_0's poisson: -89.2453\tvalid_0's tweedie: 266.707\n",
"[15]\tvalid_0's poisson: -89.3827\tvalid_0's tweedie: 266.612\n",
"[16]\tvalid_0's poisson: -89.52\tvalid_0's tweedie: 266.516\n",
"[17]\tvalid_0's poisson: -89.6557\tvalid_0's tweedie: 266.422\n",
"[18]\tvalid_0's poisson: -89.79\tvalid_0's tweedie: 266.329\n",
"[19]\tvalid_0's poisson: -89.9221\tvalid_0's tweedie: 266.237\n",
"[20]\tvalid_0's poisson: -90.054\tvalid_0's tweedie: 266.146\n",
"[21]\tvalid_0's poisson: -90.1837\tvalid_0's tweedie: 266.056\n",
"[22]\tvalid_0's poisson: -90.313\tvalid_0's tweedie: 265.966\n",
"[23]\tvalid_0's poisson: -90.4416\tvalid_0's tweedie: 265.877\n",
"[24]\tvalid_0's poisson: -90.5679\tvalid_0's tweedie: 265.789\n",
"[25]\tvalid_0's poisson: -90.6936\tvalid_0's tweedie: 265.702\n",
"[26]\tvalid_0's poisson: -90.8193\tvalid_0's tweedie: 265.615\n",
"[27]\tvalid_0's poisson: -90.9435\tvalid_0's tweedie: 265.529\n",
"[28]\tvalid_0's poisson: -91.0653\tvalid_0's tweedie: 265.445\n",
"[29]\tvalid_0's poisson: -91.1876\tvalid_0's tweedie: 265.36\n",
"[30]\tvalid_0's poisson: -91.3086\tvalid_0's tweedie: 265.277\n",
"[31]\tvalid_0's poisson: -91.4288\tvalid_0's tweedie: 265.194\n",
"[32]\tvalid_0's poisson: -91.5476\tvalid_0's tweedie: 265.111\n",
"[33]\tvalid_0's poisson: -91.6642\tvalid_0's tweedie: 265.031\n",
"[34]\tvalid_0's poisson: -91.7816\tvalid_0's tweedie: 264.95\n",
"[35]\tvalid_0's poisson: -91.8967\tvalid_0's tweedie: 264.87\n",
"[36]\tvalid_0's poisson: -92.0115\tvalid_0's tweedie: 264.791\n",
"[37]\tvalid_0's poisson: -92.1255\tvalid_0's tweedie: 264.712\n",
"[38]\tvalid_0's poisson: -92.2383\tvalid_0's tweedie: 264.634\n",
"[39]\tvalid_0's poisson: -92.3504\tvalid_0's tweedie: 264.557\n",
"[40]\tvalid_0's poisson: -92.4602\tvalid_0's tweedie: 264.481\n",
"[41]\tvalid_0's poisson: -92.5697\tvalid_0's tweedie: 264.405\n",
"[42]\tvalid_0's poisson: -92.6789\tvalid_0's tweedie: 264.33\n",
"[43]\tvalid_0's poisson: -92.787\tvalid_0's tweedie: 264.255\n",
"[44]\tvalid_0's poisson: -92.8947\tvalid_0's tweedie: 264.181\n",
"[45]\tvalid_0's poisson: -93.0001\tvalid_0's tweedie: 264.108\n",
"[46]\tvalid_0's poisson: -93.1045\tvalid_0's tweedie: 264.036\n",
"[47]\tvalid_0's poisson: -93.2094\tvalid_0's tweedie: 263.964\n",
"[48]\tvalid_0's poisson: -93.3127\tvalid_0's tweedie: 263.893\n",
"[49]\tvalid_0's poisson: -93.4148\tvalid_0's tweedie: 263.822\n",
"[50]\tvalid_0's poisson: -93.5171\tvalid_0's tweedie: 263.752\n",
"[51]\tvalid_0's poisson: -93.618\tvalid_0's tweedie: 263.682\n",
"[52]\tvalid_0's poisson: -93.7177\tvalid_0's tweedie: 263.613\n",
"[53]\tvalid_0's poisson: -93.818\tvalid_0's tweedie: 263.544\n",
"[54]\tvalid_0's poisson: -93.9154\tvalid_0's tweedie: 263.477\n",
"[55]\tvalid_0's poisson: -94.013\tvalid_0's tweedie: 263.41\n",
"[56]\tvalid_0's poisson: -94.1096\tvalid_0's tweedie: 263.343\n",
"[57]\tvalid_0's poisson: -94.2063\tvalid_0's tweedie: 263.276\n",
"[58]\tvalid_0's poisson: -94.301\tvalid_0's tweedie: 263.211\n",
"[59]\tvalid_0's poisson: -94.3953\tvalid_0's tweedie: 263.146\n",
"[60]\tvalid_0's poisson: -94.4899\tvalid_0's tweedie: 263.081\n",
"[61]\tvalid_0's poisson: -94.5828\tvalid_0's tweedie: 263.017\n",
"[62]\tvalid_0's poisson: -94.6747\tvalid_0's tweedie: 262.954\n",
"[63]\tvalid_0's poisson: -94.7665\tvalid_0's tweedie: 262.89\n",
"[64]\tvalid_0's poisson: -94.8566\tvalid_0's tweedie: 262.828\n",
"[65]\tvalid_0's poisson: -94.9466\tvalid_0's tweedie: 262.766\n",
"[66]\tvalid_0's poisson: -95.0352\tvalid_0's tweedie: 262.705\n",
"[67]\tvalid_0's poisson: -95.124\tvalid_0's tweedie: 262.644\n",
"[68]\tvalid_0's poisson: -95.2123\tvalid_0's tweedie: 262.583\n",
"[69]\tvalid_0's poisson: -95.2998\tvalid_0's tweedie: 262.523\n",
"[70]\tvalid_0's poisson: -95.3856\tvalid_0's tweedie: 262.464\n",
"[71]\tvalid_0's poisson: -95.4719\tvalid_0's tweedie: 262.404\n",
"[72]\tvalid_0's poisson: -95.5573\tvalid_0's tweedie: 262.345\n",
"[73]\tvalid_0's poisson: -95.6422\tvalid_0's tweedie: 262.287\n",
"[74]\tvalid_0's poisson: -95.7267\tvalid_0's tweedie: 262.229\n",
"[75]\tvalid_0's poisson: -95.8103\tvalid_0's tweedie: 262.171\n",
"[76]\tvalid_0's poisson: -95.8931\tvalid_0's tweedie: 262.114\n",
"[77]\tvalid_0's poisson: -95.9758\tvalid_0's tweedie: 262.057\n",
"[78]\tvalid_0's poisson: -96.057\tvalid_0's tweedie: 262.001\n",
"[79]\tvalid_0's poisson: -96.1373\tvalid_0's tweedie: 261.946\n",
"[80]\tvalid_0's poisson: -96.2181\tvalid_0's tweedie: 261.89\n",
"[81]\tvalid_0's poisson: -96.2981\tvalid_0's tweedie: 261.835\n",
"[82]\tvalid_0's poisson: -96.3773\tvalid_0's tweedie: 261.78\n",
"[83]\tvalid_0's poisson: -96.4551\tvalid_0's tweedie: 261.727\n",
"[84]\tvalid_0's poisson: -96.5325\tvalid_0's tweedie: 261.673\n",
"[85]\tvalid_0's poisson: -96.6097\tvalid_0's tweedie: 261.62\n",
"[86]\tvalid_0's poisson: -96.6861\tvalid_0's tweedie: 261.568\n",
"[87]\tvalid_0's poisson: -96.7626\tvalid_0's tweedie: 261.515\n",
"[88]\tvalid_0's poisson: -96.8384\tvalid_0's tweedie: 261.463\n",
"[89]\tvalid_0's poisson: -96.9134\tvalid_0's tweedie: 261.411\n",
"[90]\tvalid_0's poisson: -96.9877\tvalid_0's tweedie: 261.36\n",
"[91]\tvalid_0's poisson: -97.0614\tvalid_0's tweedie: 261.309\n",
"[92]\tvalid_0's poisson: -97.1353\tvalid_0's tweedie: 261.258\n",
"[93]\tvalid_0's poisson: -97.2076\tvalid_0's tweedie: 261.208\n",
"[94]\tvalid_0's poisson: -97.2802\tvalid_0's tweedie: 261.158\n",
"[95]\tvalid_0's poisson: -97.3514\tvalid_0's tweedie: 261.109\n",
"[96]\tvalid_0's poisson: -97.423\tvalid_0's tweedie: 261.06\n",
"[97]\tvalid_0's poisson: -97.494\tvalid_0's tweedie: 261.011\n",
"[98]\tvalid_0's poisson: -97.5643\tvalid_0's tweedie: 260.962\n",
"[99]\tvalid_0's poisson: -97.6338\tvalid_0's tweedie: 260.914\n",
"[100]\tvalid_0's poisson: -97.7029\tvalid_0's tweedie: 260.867\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3343\tvalid_0's tweedie: 268.038\n",
"[2]\tvalid_0's poisson: -87.4898\tvalid_0's tweedie: 267.929\n",
"[3]\tvalid_0's poisson: -87.644\tvalid_0's tweedie: 267.822\n",
"[4]\tvalid_0's poisson: -87.7972\tvalid_0's tweedie: 267.715\n",
"[5]\tvalid_0's poisson: -87.9493\tvalid_0's tweedie: 267.609\n",
"[6]\tvalid_0's poisson: -88.1\tvalid_0's tweedie: 267.504\n",
"[7]\tvalid_0's poisson: -88.249\tvalid_0's tweedie: 267.4\n",
"[8]\tvalid_0's poisson: -88.3968\tvalid_0's tweedie: 267.297\n",
"[9]\tvalid_0's poisson: -88.5431\tvalid_0's tweedie: 267.195\n",
"[10]\tvalid_0's poisson: -88.6882\tvalid_0's tweedie: 267.094\n",
"[11]\tvalid_0's poisson: -88.8319\tvalid_0's tweedie: 266.994\n",
"[12]\tvalid_0's poisson: -88.9737\tvalid_0's tweedie: 266.895\n",
"[13]\tvalid_0's poisson: -89.1148\tvalid_0's tweedie: 266.797\n",
"[14]\tvalid_0's poisson: -89.2546\tvalid_0's tweedie: 266.7\n",
"[15]\tvalid_0's poisson: -89.393\tvalid_0's tweedie: 266.604\n",
"[16]\tvalid_0's poisson: -89.5302\tvalid_0's tweedie: 266.509\n",
"[17]\tvalid_0's poisson: -89.666\tvalid_0's tweedie: 266.414\n",
"[18]\tvalid_0's poisson: -89.8008\tvalid_0's tweedie: 266.321\n",
"[19]\tvalid_0's poisson: -89.9344\tvalid_0's tweedie: 266.228\n",
"[20]\tvalid_0's poisson: -90.0661\tvalid_0's tweedie: 266.137\n",
"[21]\tvalid_0's poisson: -90.1967\tvalid_0's tweedie: 266.046\n",
"[22]\tvalid_0's poisson: -90.3263\tvalid_0's tweedie: 265.956\n",
"[23]\tvalid_0's poisson: -90.4545\tvalid_0's tweedie: 265.867\n",
"[24]\tvalid_0's poisson: -90.5816\tvalid_0's tweedie: 265.779\n",
"[25]\tvalid_0's poisson: -90.7082\tvalid_0's tweedie: 265.691\n",
"[26]\tvalid_0's poisson: -90.8331\tvalid_0's tweedie: 265.605\n",
"[27]\tvalid_0's poisson: -90.9569\tvalid_0's tweedie: 265.519\n",
"[28]\tvalid_0's poisson: -91.0796\tvalid_0's tweedie: 265.434\n",
"[29]\tvalid_0's poisson: -91.2014\tvalid_0's tweedie: 265.35\n",
"[30]\tvalid_0's poisson: -91.3225\tvalid_0's tweedie: 265.266\n",
"[31]\tvalid_0's poisson: -91.4419\tvalid_0's tweedie: 265.184\n",
"[32]\tvalid_0's poisson: -91.5607\tvalid_0's tweedie: 265.101\n",
"[33]\tvalid_0's poisson: -91.6777\tvalid_0's tweedie: 265.02\n",
"[34]\tvalid_0's poisson: -91.7941\tvalid_0's tweedie: 264.94\n",
"[35]\tvalid_0's poisson: -91.9098\tvalid_0's tweedie: 264.86\n",
"[36]\tvalid_0's poisson: -92.0251\tvalid_0's tweedie: 264.78\n",
"[37]\tvalid_0's poisson: -92.1385\tvalid_0's tweedie: 264.702\n",
"[38]\tvalid_0's poisson: -92.2512\tvalid_0's tweedie: 264.624\n",
"[39]\tvalid_0's poisson: -92.3635\tvalid_0's tweedie: 264.547\n",
"[40]\tvalid_0's poisson: -92.4745\tvalid_0's tweedie: 264.47\n",
"[41]\tvalid_0's poisson: -92.5844\tvalid_0's tweedie: 264.394\n",
"[42]\tvalid_0's poisson: -92.6937\tvalid_0's tweedie: 264.318\n",
"[43]\tvalid_0's poisson: -92.8019\tvalid_0's tweedie: 264.244\n",
"[44]\tvalid_0's poisson: -92.9092\tvalid_0's tweedie: 264.17\n",
"[45]\tvalid_0's poisson: -93.0154\tvalid_0's tweedie: 264.096\n",
"[46]\tvalid_0's poisson: -93.1211\tvalid_0's tweedie: 264.023\n",
"[47]\tvalid_0's poisson: -93.2257\tvalid_0's tweedie: 263.951\n",
"[48]\tvalid_0's poisson: -93.3293\tvalid_0's tweedie: 263.88\n",
"[49]\tvalid_0's poisson: -93.4324\tvalid_0's tweedie: 263.809\n",
"[50]\tvalid_0's poisson: -93.5345\tvalid_0's tweedie: 263.738\n",
"[51]\tvalid_0's poisson: -93.6357\tvalid_0's tweedie: 263.669\n",
"[52]\tvalid_0's poisson: -93.7361\tvalid_0's tweedie: 263.599\n",
"[53]\tvalid_0's poisson: -93.8352\tvalid_0's tweedie: 263.531\n",
"[54]\tvalid_0's poisson: -93.9335\tvalid_0's tweedie: 263.463\n",
"[55]\tvalid_0's poisson: -94.0312\tvalid_0's tweedie: 263.396\n",
"[56]\tvalid_0's poisson: -94.128\tvalid_0's tweedie: 263.329\n",
"[57]\tvalid_0's poisson: -94.224\tvalid_0's tweedie: 263.263\n",
"[58]\tvalid_0's poisson: -94.3193\tvalid_0's tweedie: 263.197\n",
"[59]\tvalid_0's poisson: -94.4139\tvalid_0's tweedie: 263.132\n",
"[60]\tvalid_0's poisson: -94.5081\tvalid_0's tweedie: 263.067\n",
"[61]\tvalid_0's poisson: -94.6009\tvalid_0's tweedie: 263.003\n",
"[62]\tvalid_0's poisson: -94.6928\tvalid_0's tweedie: 262.94\n",
"[63]\tvalid_0's poisson: -94.7846\tvalid_0's tweedie: 262.876\n",
"[64]\tvalid_0's poisson: -94.8746\tvalid_0's tweedie: 262.814\n",
"[65]\tvalid_0's poisson: -94.9643\tvalid_0's tweedie: 262.753\n",
"[66]\tvalid_0's poisson: -95.0541\tvalid_0's tweedie: 262.691\n",
"[67]\tvalid_0's poisson: -95.1427\tvalid_0's tweedie: 262.63\n",
"[68]\tvalid_0's poisson: -95.2302\tvalid_0's tweedie: 262.569\n",
"[69]\tvalid_0's poisson: -95.3168\tvalid_0's tweedie: 262.51\n",
"[70]\tvalid_0's poisson: -95.404\tvalid_0's tweedie: 262.45\n",
"[71]\tvalid_0's poisson: -95.4904\tvalid_0's tweedie: 262.39\n",
"[72]\tvalid_0's poisson: -95.5753\tvalid_0's tweedie: 262.332\n",
"[73]\tvalid_0's poisson: -95.6601\tvalid_0's tweedie: 262.273\n",
"[74]\tvalid_0's poisson: -95.7439\tvalid_0's tweedie: 262.215\n",
"[75]\tvalid_0's poisson: -95.8266\tvalid_0's tweedie: 262.158\n",
"[76]\tvalid_0's poisson: -95.9086\tvalid_0's tweedie: 262.102\n",
"[77]\tvalid_0's poisson: -95.9909\tvalid_0's tweedie: 262.045\n",
"[78]\tvalid_0's poisson: -96.0726\tvalid_0's tweedie: 261.989\n",
"[79]\tvalid_0's poisson: -96.1528\tvalid_0's tweedie: 261.934\n",
"[80]\tvalid_0's poisson: -96.2332\tvalid_0's tweedie: 261.878\n",
"[81]\tvalid_0's poisson: -96.3124\tvalid_0's tweedie: 261.824\n",
"[82]\tvalid_0's poisson: -96.3907\tvalid_0's tweedie: 261.77\n",
"[83]\tvalid_0's poisson: -96.4693\tvalid_0's tweedie: 261.716\n",
"[84]\tvalid_0's poisson: -96.5475\tvalid_0's tweedie: 261.662\n",
"[85]\tvalid_0's poisson: -96.6251\tvalid_0's tweedie: 261.608\n",
"[86]\tvalid_0's poisson: -96.7015\tvalid_0's tweedie: 261.556\n",
"[87]\tvalid_0's poisson: -96.7782\tvalid_0's tweedie: 261.503\n",
"[88]\tvalid_0's poisson: -96.8542\tvalid_0's tweedie: 261.45\n",
"[89]\tvalid_0's poisson: -96.9296\tvalid_0's tweedie: 261.398\n",
"[90]\tvalid_0's poisson: -97.0047\tvalid_0's tweedie: 261.347\n",
"[91]\tvalid_0's poisson: -97.079\tvalid_0's tweedie: 261.295\n",
"[92]\tvalid_0's poisson: -97.1526\tvalid_0's tweedie: 261.245\n",
"[93]\tvalid_0's poisson: -97.2259\tvalid_0's tweedie: 261.194\n",
"[94]\tvalid_0's poisson: -97.2984\tvalid_0's tweedie: 261.144\n",
"[95]\tvalid_0's poisson: -97.3706\tvalid_0's tweedie: 261.094\n",
"[96]\tvalid_0's poisson: -97.442\tvalid_0's tweedie: 261.045\n",
"[97]\tvalid_0's poisson: -97.513\tvalid_0's tweedie: 260.996\n",
"[98]\tvalid_0's poisson: -97.5836\tvalid_0's tweedie: 260.947\n",
"[99]\tvalid_0's poisson: -97.6534\tvalid_0's tweedie: 260.899\n",
"[100]\tvalid_0's poisson: -97.7231\tvalid_0's tweedie: 260.851\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.01, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.01\n",
"[1]\tvalid_0's poisson: -87.3208\tvalid_0's tweedie: 268.048\n",
"[2]\tvalid_0's poisson: -87.4752\tvalid_0's tweedie: 267.94\n",
"[3]\tvalid_0's poisson: -87.6295\tvalid_0's tweedie: 267.832\n",
"[4]\tvalid_0's poisson: -87.781\tvalid_0's tweedie: 267.727\n",
"[5]\tvalid_0's poisson: -87.9324\tvalid_0's tweedie: 267.621\n",
"[6]\tvalid_0's poisson: -88.0822\tvalid_0's tweedie: 267.517\n",
"[7]\tvalid_0's poisson: -88.2301\tvalid_0's tweedie: 267.414\n",
"[8]\tvalid_0's poisson: -88.3773\tvalid_0's tweedie: 267.311\n",
"[9]\tvalid_0's poisson: -88.5225\tvalid_0's tweedie: 267.21\n",
"[10]\tvalid_0's poisson: -88.6657\tvalid_0's tweedie: 267.11\n",
"[11]\tvalid_0's poisson: -88.8089\tvalid_0's tweedie: 267.011\n",
"[12]\tvalid_0's poisson: -88.9503\tvalid_0's tweedie: 266.912\n",
"[13]\tvalid_0's poisson: -89.0903\tvalid_0's tweedie: 266.815\n",
"[14]\tvalid_0's poisson: -89.2283\tvalid_0's tweedie: 266.719\n",
"[15]\tvalid_0's poisson: -89.366\tvalid_0's tweedie: 266.624\n",
"[16]\tvalid_0's poisson: -89.5022\tvalid_0's tweedie: 266.529\n",
"[17]\tvalid_0's poisson: -89.6373\tvalid_0's tweedie: 266.435\n",
"[18]\tvalid_0's poisson: -89.7713\tvalid_0's tweedie: 266.342\n",
"[19]\tvalid_0's poisson: -89.9029\tvalid_0's tweedie: 266.251\n",
"[20]\tvalid_0's poisson: -90.0342\tvalid_0's tweedie: 266.16\n",
"[21]\tvalid_0's poisson: -90.1644\tvalid_0's tweedie: 266.07\n",
"[22]\tvalid_0's poisson: -90.2931\tvalid_0's tweedie: 265.981\n",
"[23]\tvalid_0's poisson: -90.4213\tvalid_0's tweedie: 265.892\n",
"[24]\tvalid_0's poisson: -90.5477\tvalid_0's tweedie: 265.804\n",
"[25]\tvalid_0's poisson: -90.6729\tvalid_0's tweedie: 265.717\n",
"[26]\tvalid_0's poisson: -90.7977\tvalid_0's tweedie: 265.631\n",
"[27]\tvalid_0's poisson: -90.9209\tvalid_0's tweedie: 265.546\n",
"[28]\tvalid_0's poisson: -91.0424\tvalid_0's tweedie: 265.462\n",
"[29]\tvalid_0's poisson: -91.1639\tvalid_0's tweedie: 265.378\n",
"[30]\tvalid_0's poisson: -91.2844\tvalid_0's tweedie: 265.294\n",
"[31]\tvalid_0's poisson: -91.4033\tvalid_0's tweedie: 265.212\n",
"[32]\tvalid_0's poisson: -91.5206\tvalid_0's tweedie: 265.131\n",
"[33]\tvalid_0's poisson: -91.638\tvalid_0's tweedie: 265.05\n",
"[34]\tvalid_0's poisson: -91.7542\tvalid_0's tweedie: 264.969\n",
"[35]\tvalid_0's poisson: -91.8679\tvalid_0's tweedie: 264.891\n",
"[36]\tvalid_0's poisson: -91.982\tvalid_0's tweedie: 264.812\n",
"[37]\tvalid_0's poisson: -92.0957\tvalid_0's tweedie: 264.733\n",
"[38]\tvalid_0's poisson: -92.2076\tvalid_0's tweedie: 264.656\n",
"[39]\tvalid_0's poisson: -92.3182\tvalid_0's tweedie: 264.58\n",
"[40]\tvalid_0's poisson: -92.4288\tvalid_0's tweedie: 264.503\n",
"[41]\tvalid_0's poisson: -92.5368\tvalid_0's tweedie: 264.429\n",
"[42]\tvalid_0's poisson: -92.6458\tvalid_0's tweedie: 264.354\n",
"[43]\tvalid_0's poisson: -92.754\tvalid_0's tweedie: 264.279\n",
"[44]\tvalid_0's poisson: -92.8601\tvalid_0's tweedie: 264.206\n",
"[45]\tvalid_0's poisson: -92.9652\tvalid_0's tweedie: 264.133\n",
"[46]\tvalid_0's poisson: -93.0695\tvalid_0's tweedie: 264.061\n",
"[47]\tvalid_0's poisson: -93.1736\tvalid_0's tweedie: 263.989\n",
"[48]\tvalid_0's poisson: -93.2763\tvalid_0's tweedie: 263.918\n",
"[49]\tvalid_0's poisson: -93.3775\tvalid_0's tweedie: 263.849\n",
"[50]\tvalid_0's poisson: -93.4791\tvalid_0's tweedie: 263.779\n",
"[51]\tvalid_0's poisson: -93.5798\tvalid_0's tweedie: 263.709\n",
"[52]\tvalid_0's poisson: -93.6799\tvalid_0's tweedie: 263.64\n",
"[53]\tvalid_0's poisson: -93.7796\tvalid_0's tweedie: 263.571\n",
"[54]\tvalid_0's poisson: -93.8774\tvalid_0's tweedie: 263.504\n",
"[55]\tvalid_0's poisson: -93.9756\tvalid_0's tweedie: 263.436\n",
"[56]\tvalid_0's poisson: -94.0724\tvalid_0's tweedie: 263.37\n",
"[57]\tvalid_0's poisson: -94.1678\tvalid_0's tweedie: 263.304\n",
"[58]\tvalid_0's poisson: -94.2636\tvalid_0's tweedie: 263.238\n",
"[59]\tvalid_0's poisson: -94.3582\tvalid_0's tweedie: 263.173\n",
"[60]\tvalid_0's poisson: -94.4523\tvalid_0's tweedie: 263.108\n",
"[61]\tvalid_0's poisson: -94.5449\tvalid_0's tweedie: 263.044\n",
"[62]\tvalid_0's poisson: -94.6363\tvalid_0's tweedie: 262.981\n",
"[63]\tvalid_0's poisson: -94.728\tvalid_0's tweedie: 262.918\n",
"[64]\tvalid_0's poisson: -94.819\tvalid_0's tweedie: 262.855\n",
"[65]\tvalid_0's poisson: -94.9087\tvalid_0's tweedie: 262.793\n",
"[66]\tvalid_0's poisson: -94.9988\tvalid_0's tweedie: 262.731\n",
"[67]\tvalid_0's poisson: -95.0876\tvalid_0's tweedie: 262.67\n",
"[68]\tvalid_0's poisson: -95.1752\tvalid_0's tweedie: 262.61\n",
"[69]\tvalid_0's poisson: -95.2625\tvalid_0's tweedie: 262.549\n",
"[70]\tvalid_0's poisson: -95.3491\tvalid_0's tweedie: 262.49\n",
"[71]\tvalid_0's poisson: -95.4343\tvalid_0's tweedie: 262.431\n",
"[72]\tvalid_0's poisson: -95.5194\tvalid_0's tweedie: 262.372\n",
"[73]\tvalid_0's poisson: -95.6042\tvalid_0's tweedie: 262.314\n",
"[74]\tvalid_0's poisson: -95.6877\tvalid_0's tweedie: 262.256\n",
"[75]\tvalid_0's poisson: -95.7708\tvalid_0's tweedie: 262.199\n",
"[76]\tvalid_0's poisson: -95.8538\tvalid_0's tweedie: 262.142\n",
"[77]\tvalid_0's poisson: -95.9362\tvalid_0's tweedie: 262.085\n",
"[78]\tvalid_0's poisson: -96.017\tvalid_0's tweedie: 262.03\n",
"[79]\tvalid_0's poisson: -96.0977\tvalid_0's tweedie: 261.974\n",
"[80]\tvalid_0's poisson: -96.178\tvalid_0's tweedie: 261.919\n",
"[81]\tvalid_0's poisson: -96.2572\tvalid_0's tweedie: 261.864\n",
"[82]\tvalid_0's poisson: -96.3362\tvalid_0's tweedie: 261.81\n",
"[83]\tvalid_0's poisson: -96.4146\tvalid_0's tweedie: 261.756\n",
"[84]\tvalid_0's poisson: -96.4921\tvalid_0's tweedie: 261.702\n",
"[85]\tvalid_0's poisson: -96.5692\tvalid_0's tweedie: 261.649\n",
"[86]\tvalid_0's poisson: -96.6458\tvalid_0's tweedie: 261.596\n",
"[87]\tvalid_0's poisson: -96.7214\tvalid_0's tweedie: 261.544\n",
"[88]\tvalid_0's poisson: -96.7969\tvalid_0's tweedie: 261.492\n",
"[89]\tvalid_0's poisson: -96.8719\tvalid_0's tweedie: 261.44\n",
"[90]\tvalid_0's poisson: -96.946\tvalid_0's tweedie: 261.389\n",
"[91]\tvalid_0's poisson: -97.0194\tvalid_0's tweedie: 261.339\n",
"[92]\tvalid_0's poisson: -97.0925\tvalid_0's tweedie: 261.288\n",
"[93]\tvalid_0's poisson: -97.165\tvalid_0's tweedie: 261.238\n",
"[94]\tvalid_0's poisson: -97.2373\tvalid_0's tweedie: 261.188\n",
"[95]\tvalid_0's poisson: -97.309\tvalid_0's tweedie: 261.139\n",
"[96]\tvalid_0's poisson: -97.3797\tvalid_0's tweedie: 261.09\n",
"[97]\tvalid_0's poisson: -97.4503\tvalid_0's tweedie: 261.042\n",
"[98]\tvalid_0's poisson: -97.5207\tvalid_0's tweedie: 260.993\n",
"[99]\tvalid_0's poisson: -97.5901\tvalid_0's tweedie: 260.945\n",
"[100]\tvalid_0's poisson: -97.659\tvalid_0's tweedie: 260.898\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.01, learning_rate=0.00390625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.7692\tvalid_0's tweedie: 17.0846\n",
"[2]\tvalid_0's poisson: -88.3475\tvalid_0's tweedie: 17.0163\n",
"[3]\tvalid_0's poisson: -88.9064\tvalid_0's tweedie: 16.9498\n",
"[4]\tvalid_0's poisson: -89.4493\tvalid_0's tweedie: 16.8846\n",
"[5]\tvalid_0's poisson: -89.9741\tvalid_0's tweedie: 16.8211\n",
"[6]\tvalid_0's poisson: -90.4842\tvalid_0's tweedie: 16.7588\n",
"[7]\tvalid_0's poisson: -90.9768\tvalid_0's tweedie: 16.6983\n",
"[8]\tvalid_0's poisson: -91.4553\tvalid_0's tweedie: 16.639\n",
"[9]\tvalid_0's poisson: -91.92\tvalid_0's tweedie: 16.581\n",
"[10]\tvalid_0's poisson: -92.3689\tvalid_0's tweedie: 16.5246\n",
"[11]\tvalid_0's poisson: -92.8044\tvalid_0's tweedie: 16.4695\n",
"[12]\tvalid_0's poisson: -93.227\tvalid_0's tweedie: 16.4157\n",
"[13]\tvalid_0's poisson: -93.6368\tvalid_0's tweedie: 16.3631\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[14]\tvalid_0's poisson: -94.0339\tvalid_0's tweedie: 16.3119\n",
"[15]\tvalid_0's poisson: -94.4179\tvalid_0's tweedie: 16.2619\n",
"[16]\tvalid_0's poisson: -94.7913\tvalid_0's tweedie: 16.2132\n",
"[17]\tvalid_0's poisson: -95.1557\tvalid_0's tweedie: 16.1652\n",
"[18]\tvalid_0's poisson: -95.5082\tvalid_0's tweedie: 16.1186\n",
"[19]\tvalid_0's poisson: -95.8515\tvalid_0's tweedie: 16.0729\n",
"[20]\tvalid_0's poisson: -96.1837\tvalid_0's tweedie: 16.0284\n",
"[21]\tvalid_0's poisson: -96.5104\tvalid_0's tweedie: 15.9846\n",
"[22]\tvalid_0's poisson: -96.8246\tvalid_0's tweedie: 15.9421\n",
"[23]\tvalid_0's poisson: -97.1327\tvalid_0's tweedie: 15.9005\n",
"[24]\tvalid_0's poisson: -97.4289\tvalid_0's tweedie: 15.8601\n",
"[25]\tvalid_0's poisson: -97.719\tvalid_0's tweedie: 15.8205\n",
"[26]\tvalid_0's poisson: -97.9983\tvalid_0's tweedie: 15.7821\n",
"[27]\tvalid_0's poisson: -98.2721\tvalid_0's tweedie: 15.7444\n",
"[28]\tvalid_0's poisson: -98.5379\tvalid_0's tweedie: 15.7076\n",
"[29]\tvalid_0's poisson: -98.7932\tvalid_0's tweedie: 15.6721\n",
"[30]\tvalid_0's poisson: -99.0439\tvalid_0's tweedie: 15.6372\n",
"[31]\tvalid_0's poisson: -99.2854\tvalid_0's tweedie: 15.6034\n",
"[32]\tvalid_0's poisson: -99.5191\tvalid_0's tweedie: 15.5703\n",
"[33]\tvalid_0's poisson: -99.7501\tvalid_0's tweedie: 15.5379\n",
"[34]\tvalid_0's poisson: -99.9737\tvalid_0's tweedie: 15.5063\n",
"[35]\tvalid_0's poisson: -100.191\tvalid_0's tweedie: 15.4755\n",
"[36]\tvalid_0's poisson: -100.4\tvalid_0's tweedie: 15.4457\n",
"[37]\tvalid_0's poisson: -100.605\tvalid_0's tweedie: 15.4165\n",
"[38]\tvalid_0's poisson: -100.803\tvalid_0's tweedie: 15.3882\n",
"[39]\tvalid_0's poisson: -100.998\tvalid_0's tweedie: 15.3604\n",
"[40]\tvalid_0's poisson: -101.187\tvalid_0's tweedie: 15.3333\n",
"[41]\tvalid_0's poisson: -101.37\tvalid_0's tweedie: 15.3071\n",
"[42]\tvalid_0's poisson: -101.548\tvalid_0's tweedie: 15.2814\n",
"[43]\tvalid_0's poisson: -101.721\tvalid_0's tweedie: 15.2566\n",
"[44]\tvalid_0's poisson: -101.888\tvalid_0's tweedie: 15.2324\n",
"[45]\tvalid_0's poisson: -102.053\tvalid_0's tweedie: 15.2087\n",
"[46]\tvalid_0's poisson: -102.213\tvalid_0's tweedie: 15.1856\n",
"[47]\tvalid_0's poisson: -102.369\tvalid_0's tweedie: 15.1631\n",
"[48]\tvalid_0's poisson: -102.52\tvalid_0's tweedie: 15.1412\n",
"[49]\tvalid_0's poisson: -102.669\tvalid_0's tweedie: 15.1195\n",
"[50]\tvalid_0's poisson: -102.815\tvalid_0's tweedie: 15.0984\n",
"[51]\tvalid_0's poisson: -102.956\tvalid_0's tweedie: 15.0779\n",
"[52]\tvalid_0's poisson: -103.097\tvalid_0's tweedie: 15.0575\n",
"[53]\tvalid_0's poisson: -103.231\tvalid_0's tweedie: 15.0379\n",
"[54]\tvalid_0's poisson: -103.362\tvalid_0's tweedie: 15.0188\n",
"[55]\tvalid_0's poisson: -103.488\tvalid_0's tweedie: 15.0005\n",
"[56]\tvalid_0's poisson: -103.614\tvalid_0's tweedie: 14.9821\n",
"[57]\tvalid_0's poisson: -103.734\tvalid_0's tweedie: 14.9645\n",
"[58]\tvalid_0's poisson: -103.855\tvalid_0's tweedie: 14.9468\n",
"[59]\tvalid_0's poisson: -103.968\tvalid_0's tweedie: 14.9302\n",
"[60]\tvalid_0's poisson: -104.083\tvalid_0's tweedie: 14.9135\n",
"[61]\tvalid_0's poisson: -104.194\tvalid_0's tweedie: 14.8972\n",
"[62]\tvalid_0's poisson: -104.304\tvalid_0's tweedie: 14.8812\n",
"[63]\tvalid_0's poisson: -104.409\tvalid_0's tweedie: 14.8658\n",
"[64]\tvalid_0's poisson: -104.515\tvalid_0's tweedie: 14.8504\n",
"[65]\tvalid_0's poisson: -104.611\tvalid_0's tweedie: 14.8363\n",
"[66]\tvalid_0's poisson: -104.709\tvalid_0's tweedie: 14.822\n",
"[67]\tvalid_0's poisson: -104.805\tvalid_0's tweedie: 14.808\n",
"[68]\tvalid_0's poisson: -104.9\tvalid_0's tweedie: 14.7942\n",
"[69]\tvalid_0's poisson: -104.989\tvalid_0's tweedie: 14.7811\n",
"[70]\tvalid_0's poisson: -105.079\tvalid_0's tweedie: 14.768\n",
"[71]\tvalid_0's poisson: -105.168\tvalid_0's tweedie: 14.7551\n",
"[72]\tvalid_0's poisson: -105.252\tvalid_0's tweedie: 14.7429\n",
"[73]\tvalid_0's poisson: -105.335\tvalid_0's tweedie: 14.7308\n",
"[74]\tvalid_0's poisson: -105.413\tvalid_0's tweedie: 14.7193\n",
"[75]\tvalid_0's poisson: -105.494\tvalid_0's tweedie: 14.7078\n",
"[76]\tvalid_0's poisson: -105.57\tvalid_0's tweedie: 14.6968\n",
"[77]\tvalid_0's poisson: -105.646\tvalid_0's tweedie: 14.6858\n",
"[78]\tvalid_0's poisson: -105.717\tvalid_0's tweedie: 14.6755\n",
"[79]\tvalid_0's poisson: -105.786\tvalid_0's tweedie: 14.6654\n",
"[80]\tvalid_0's poisson: -105.857\tvalid_0's tweedie: 14.6553\n",
"[81]\tvalid_0's poisson: -105.923\tvalid_0's tweedie: 14.6456\n",
"[82]\tvalid_0's poisson: -105.987\tvalid_0's tweedie: 14.6363\n",
"[83]\tvalid_0's poisson: -106.052\tvalid_0's tweedie: 14.6269\n",
"[84]\tvalid_0's poisson: -106.114\tvalid_0's tweedie: 14.6179\n",
"[85]\tvalid_0's poisson: -106.174\tvalid_0's tweedie: 14.6093\n",
"[86]\tvalid_0's poisson: -106.233\tvalid_0's tweedie: 14.6007\n",
"[87]\tvalid_0's poisson: -106.292\tvalid_0's tweedie: 14.5922\n",
"[88]\tvalid_0's poisson: -106.349\tvalid_0's tweedie: 14.5841\n",
"[89]\tvalid_0's poisson: -106.403\tvalid_0's tweedie: 14.5762\n",
"[90]\tvalid_0's poisson: -106.459\tvalid_0's tweedie: 14.5684\n",
"[91]\tvalid_0's poisson: -106.512\tvalid_0's tweedie: 14.5609\n",
"[92]\tvalid_0's poisson: -106.564\tvalid_0's tweedie: 14.5534\n",
"[93]\tvalid_0's poisson: -106.615\tvalid_0's tweedie: 14.5462\n",
"[94]\tvalid_0's poisson: -106.664\tvalid_0's tweedie: 14.5392\n",
"[95]\tvalid_0's poisson: -106.713\tvalid_0's tweedie: 14.5323\n",
"[96]\tvalid_0's poisson: -106.76\tvalid_0's tweedie: 14.5256\n",
"[97]\tvalid_0's poisson: -106.808\tvalid_0's tweedie: 14.5189\n",
"[98]\tvalid_0's poisson: -106.852\tvalid_0's tweedie: 14.5125\n",
"[99]\tvalid_0's poisson: -106.896\tvalid_0's tweedie: 14.5062\n",
"[100]\tvalid_0's poisson: -106.939\tvalid_0's tweedie: 14.5003\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.7694\tvalid_0's tweedie: 17.0846\n",
"[2]\tvalid_0's poisson: -88.3459\tvalid_0's tweedie: 17.0165\n",
"[3]\tvalid_0's poisson: -88.9033\tvalid_0's tweedie: 16.9501\n",
"[4]\tvalid_0's poisson: -89.4448\tvalid_0's tweedie: 16.885\n",
"[5]\tvalid_0's poisson: -89.9703\tvalid_0's tweedie: 16.8214\n",
"[6]\tvalid_0's poisson: -90.4786\tvalid_0's tweedie: 16.7594\n",
"[7]\tvalid_0's poisson: -90.9715\tvalid_0's tweedie: 16.6988\n",
"[8]\tvalid_0's poisson: -91.4502\tvalid_0's tweedie: 16.6395\n",
"[9]\tvalid_0's poisson: -91.9142\tvalid_0's tweedie: 16.5815\n",
"[10]\tvalid_0's poisson: -92.3621\tvalid_0's tweedie: 16.5252\n",
"[11]\tvalid_0's poisson: -92.7981\tvalid_0's tweedie: 16.47\n",
"[12]\tvalid_0's poisson: -93.2214\tvalid_0's tweedie: 16.416\n",
"[13]\tvalid_0's poisson: -93.6301\tvalid_0's tweedie: 16.3636\n",
"[14]\tvalid_0's poisson: -94.033\tvalid_0's tweedie: 16.3116\n",
"[15]\tvalid_0's poisson: -94.4183\tvalid_0's tweedie: 16.2615\n",
"[16]\tvalid_0's poisson: -94.7979\tvalid_0's tweedie: 16.2119\n",
"[17]\tvalid_0's poisson: -95.1637\tvalid_0's tweedie: 16.1638\n",
"[18]\tvalid_0's poisson: -95.516\tvalid_0's tweedie: 16.1171\n",
"[19]\tvalid_0's poisson: -95.8613\tvalid_0's tweedie: 16.0712\n",
"[20]\tvalid_0's poisson: -96.1966\tvalid_0's tweedie: 16.0264\n",
"[21]\tvalid_0's poisson: -96.5176\tvalid_0's tweedie: 15.9833\n",
"[22]\tvalid_0's poisson: -96.8348\tvalid_0's tweedie: 15.9405\n",
"[23]\tvalid_0's poisson: -97.1411\tvalid_0's tweedie: 15.8989\n",
"[24]\tvalid_0's poisson: -97.4362\tvalid_0's tweedie: 15.8586\n",
"[25]\tvalid_0's poisson: -97.7246\tvalid_0's tweedie: 15.8192\n",
"[26]\tvalid_0's poisson: -98.0062\tvalid_0's tweedie: 15.7805\n",
"[27]\tvalid_0's poisson: -98.2787\tvalid_0's tweedie: 15.743\n",
"[28]\tvalid_0's poisson: -98.5459\tvalid_0's tweedie: 15.706\n",
"[29]\tvalid_0's poisson: -98.8015\tvalid_0's tweedie: 15.6703\n",
"[30]\tvalid_0's poisson: -99.053\tvalid_0's tweedie: 15.6353\n",
"[31]\tvalid_0's poisson: -99.2967\tvalid_0's tweedie: 15.6011\n",
"[32]\tvalid_0's poisson: -99.5339\tvalid_0's tweedie: 15.5677\n",
"[33]\tvalid_0's poisson: -99.761\tvalid_0's tweedie: 15.5356\n",
"[34]\tvalid_0's poisson: -99.9856\tvalid_0's tweedie: 15.5039\n",
"[35]\tvalid_0's poisson: -100.204\tvalid_0's tweedie: 15.473\n",
"[36]\tvalid_0's poisson: -100.414\tvalid_0's tweedie: 15.4431\n",
"[37]\tvalid_0's poisson: -100.619\tvalid_0's tweedie: 15.4138\n",
"[38]\tvalid_0's poisson: -100.818\tvalid_0's tweedie: 15.3854\n",
"[39]\tvalid_0's poisson: -101.013\tvalid_0's tweedie: 15.3575\n",
"[40]\tvalid_0's poisson: -101.201\tvalid_0's tweedie: 15.3305\n",
"[41]\tvalid_0's poisson: -101.385\tvalid_0's tweedie: 15.3042\n",
"[42]\tvalid_0's poisson: -101.567\tvalid_0's tweedie: 15.2781\n",
"[43]\tvalid_0's poisson: -101.741\tvalid_0's tweedie: 15.2531\n",
"[44]\tvalid_0's poisson: -101.911\tvalid_0's tweedie: 15.2285\n",
"[45]\tvalid_0's poisson: -102.076\tvalid_0's tweedie: 15.2047\n",
"[46]\tvalid_0's poisson: -102.238\tvalid_0's tweedie: 15.1813\n",
"[47]\tvalid_0's poisson: -102.394\tvalid_0's tweedie: 15.1587\n",
"[48]\tvalid_0's poisson: -102.548\tvalid_0's tweedie: 15.1366\n",
"[49]\tvalid_0's poisson: -102.695\tvalid_0's tweedie: 15.115\n",
"[50]\tvalid_0's poisson: -102.841\tvalid_0's tweedie: 15.0939\n",
"[51]\tvalid_0's poisson: -102.985\tvalid_0's tweedie: 15.0731\n",
"[52]\tvalid_0's poisson: -103.124\tvalid_0's tweedie: 15.053\n",
"[53]\tvalid_0's poisson: -103.258\tvalid_0's tweedie: 15.0335\n",
"[54]\tvalid_0's poisson: -103.39\tvalid_0's tweedie: 15.0143\n",
"[55]\tvalid_0's poisson: -103.517\tvalid_0's tweedie: 14.9958\n",
"[56]\tvalid_0's poisson: -103.644\tvalid_0's tweedie: 14.977\n",
"[57]\tvalid_0's poisson: -103.765\tvalid_0's tweedie: 14.9594\n",
"[58]\tvalid_0's poisson: -103.886\tvalid_0's tweedie: 14.9416\n",
"[59]\tvalid_0's poisson: -103.999\tvalid_0's tweedie: 14.925\n",
"[60]\tvalid_0's poisson: -104.114\tvalid_0's tweedie: 14.9081\n",
"[61]\tvalid_0's poisson: -104.221\tvalid_0's tweedie: 14.8924\n",
"[62]\tvalid_0's poisson: -104.328\tvalid_0's tweedie: 14.8769\n",
"[63]\tvalid_0's poisson: -104.432\tvalid_0's tweedie: 14.8617\n",
"[64]\tvalid_0's poisson: -104.532\tvalid_0's tweedie: 14.8471\n",
"[65]\tvalid_0's poisson: -104.632\tvalid_0's tweedie: 14.8323\n",
"[66]\tvalid_0's poisson: -104.726\tvalid_0's tweedie: 14.8184\n",
"[67]\tvalid_0's poisson: -104.818\tvalid_0's tweedie: 14.805\n",
"[68]\tvalid_0's poisson: -104.911\tvalid_0's tweedie: 14.7915\n",
"[69]\tvalid_0's poisson: -105.002\tvalid_0's tweedie: 14.7781\n",
"[70]\tvalid_0's poisson: -105.092\tvalid_0's tweedie: 14.7651\n",
"[71]\tvalid_0's poisson: -105.178\tvalid_0's tweedie: 14.7525\n",
"[72]\tvalid_0's poisson: -105.262\tvalid_0's tweedie: 14.7402\n",
"[73]\tvalid_0's poisson: -105.347\tvalid_0's tweedie: 14.7279\n",
"[74]\tvalid_0's poisson: -105.426\tvalid_0's tweedie: 14.7162\n",
"[75]\tvalid_0's poisson: -105.506\tvalid_0's tweedie: 14.7046\n",
"[76]\tvalid_0's poisson: -105.581\tvalid_0's tweedie: 14.6939\n",
"[77]\tvalid_0's poisson: -105.655\tvalid_0's tweedie: 14.6831\n",
"[78]\tvalid_0's poisson: -105.728\tvalid_0's tweedie: 14.6724\n",
"[79]\tvalid_0's poisson: -105.8\tvalid_0's tweedie: 14.6619\n",
"[80]\tvalid_0's poisson: -105.868\tvalid_0's tweedie: 14.652\n",
"[81]\tvalid_0's poisson: -105.932\tvalid_0's tweedie: 14.6426\n",
"[82]\tvalid_0's poisson: -105.999\tvalid_0's tweedie: 14.6329\n",
"[83]\tvalid_0's poisson: -106.065\tvalid_0's tweedie: 14.6234\n",
"[84]\tvalid_0's poisson: -106.126\tvalid_0's tweedie: 14.6144\n",
"[85]\tvalid_0's poisson: -106.186\tvalid_0's tweedie: 14.6057\n",
"[86]\tvalid_0's poisson: -106.247\tvalid_0's tweedie: 14.5969\n",
"[87]\tvalid_0's poisson: -106.304\tvalid_0's tweedie: 14.5886\n",
"[88]\tvalid_0's poisson: -106.362\tvalid_0's tweedie: 14.5803\n",
"[89]\tvalid_0's poisson: -106.419\tvalid_0's tweedie: 14.5722\n",
"[90]\tvalid_0's poisson: -106.473\tvalid_0's tweedie: 14.5645\n",
"[91]\tvalid_0's poisson: -106.525\tvalid_0's tweedie: 14.5569\n",
"[92]\tvalid_0's poisson: -106.575\tvalid_0's tweedie: 14.5497\n",
"[93]\tvalid_0's poisson: -106.627\tvalid_0's tweedie: 14.5424\n",
"[94]\tvalid_0's poisson: -106.675\tvalid_0's tweedie: 14.5355\n",
"[95]\tvalid_0's poisson: -106.725\tvalid_0's tweedie: 14.5285\n",
"[96]\tvalid_0's poisson: -106.771\tvalid_0's tweedie: 14.522\n",
"[97]\tvalid_0's poisson: -106.816\tvalid_0's tweedie: 14.5154\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[98]\tvalid_0's poisson: -106.862\tvalid_0's tweedie: 14.5089\n",
"[99]\tvalid_0's poisson: -106.904\tvalid_0's tweedie: 14.5028\n",
"[100]\tvalid_0's poisson: -106.946\tvalid_0's tweedie: 14.4968\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.7671\tvalid_0's tweedie: 17.085\n",
"[2]\tvalid_0's poisson: -88.3444\tvalid_0's tweedie: 17.0169\n",
"[3]\tvalid_0's poisson: -88.9039\tvalid_0's tweedie: 16.9504\n",
"[4]\tvalid_0's poisson: -89.4446\tvalid_0's tweedie: 16.8855\n",
"[5]\tvalid_0's poisson: -89.9695\tvalid_0's tweedie: 16.822\n",
"[6]\tvalid_0's poisson: -90.4774\tvalid_0's tweedie: 16.7602\n",
"[7]\tvalid_0's poisson: -90.9694\tvalid_0's tweedie: 16.6997\n",
"[8]\tvalid_0's poisson: -91.4467\tvalid_0's tweedie: 16.6407\n",
"[9]\tvalid_0's poisson: -91.909\tvalid_0's tweedie: 16.5831\n",
"[10]\tvalid_0's poisson: -92.3596\tvalid_0's tweedie: 16.5265\n",
"[11]\tvalid_0's poisson: -92.7945\tvalid_0's tweedie: 16.4715\n",
"[12]\tvalid_0's poisson: -93.2186\tvalid_0's tweedie: 16.4175\n",
"[13]\tvalid_0's poisson: -93.6272\tvalid_0's tweedie: 16.3651\n",
"[14]\tvalid_0's poisson: -94.0236\tvalid_0's tweedie: 16.314\n",
"[15]\tvalid_0's poisson: -94.4108\tvalid_0's tweedie: 16.2638\n",
"[16]\tvalid_0's poisson: -94.7919\tvalid_0's tweedie: 16.2141\n",
"[17]\tvalid_0's poisson: -95.1564\tvalid_0's tweedie: 16.1662\n",
"[18]\tvalid_0's poisson: -95.5153\tvalid_0's tweedie: 16.1188\n",
"[19]\tvalid_0's poisson: -95.863\tvalid_0's tweedie: 16.0727\n",
"[20]\tvalid_0's poisson: -96.1957\tvalid_0's tweedie: 16.0283\n",
"[21]\tvalid_0's poisson: -96.5232\tvalid_0's tweedie: 15.9844\n",
"[22]\tvalid_0's poisson: -96.8408\tvalid_0's tweedie: 15.9415\n",
"[23]\tvalid_0's poisson: -97.148\tvalid_0's tweedie: 15.8999\n",
"[24]\tvalid_0's poisson: -97.4478\tvalid_0's tweedie: 15.8591\n",
"[25]\tvalid_0's poisson: -97.7374\tvalid_0's tweedie: 15.8196\n",
"[26]\tvalid_0's poisson: -98.0162\tvalid_0's tweedie: 15.7811\n",
"[27]\tvalid_0's poisson: -98.2901\tvalid_0's tweedie: 15.7434\n",
"[28]\tvalid_0's poisson: -98.5575\tvalid_0's tweedie: 15.7064\n",
"[29]\tvalid_0's poisson: -98.8135\tvalid_0's tweedie: 15.6708\n",
"[30]\tvalid_0's poisson: -99.0652\tvalid_0's tweedie: 15.6357\n",
"[31]\tvalid_0's poisson: -99.307\tvalid_0's tweedie: 15.6019\n",
"[32]\tvalid_0's poisson: -99.5428\tvalid_0's tweedie: 15.5687\n",
"[33]\tvalid_0's poisson: -99.7727\tvalid_0's tweedie: 15.5363\n",
"[34]\tvalid_0's poisson: -99.995\tvalid_0's tweedie: 15.5046\n",
"[35]\tvalid_0's poisson: -100.213\tvalid_0's tweedie: 15.4738\n",
"[36]\tvalid_0's poisson: -100.425\tvalid_0's tweedie: 15.4437\n",
"[37]\tvalid_0's poisson: -100.632\tvalid_0's tweedie: 15.4142\n",
"[38]\tvalid_0's poisson: -100.831\tvalid_0's tweedie: 15.3858\n",
"[39]\tvalid_0's poisson: -101.025\tvalid_0's tweedie: 15.3579\n",
"[40]\tvalid_0's poisson: -101.214\tvalid_0's tweedie: 15.3309\n",
"[41]\tvalid_0's poisson: -101.4\tvalid_0's tweedie: 15.304\n",
"[42]\tvalid_0's poisson: -101.579\tvalid_0's tweedie: 15.2782\n",
"[43]\tvalid_0's poisson: -101.751\tvalid_0's tweedie: 15.2531\n",
"[44]\tvalid_0's poisson: -101.92\tvalid_0's tweedie: 15.2288\n",
"[45]\tvalid_0's poisson: -102.089\tvalid_0's tweedie: 15.2045\n",
"[46]\tvalid_0's poisson: -102.249\tvalid_0's tweedie: 15.1813\n",
"[47]\tvalid_0's poisson: -102.409\tvalid_0's tweedie: 15.1583\n",
"[48]\tvalid_0's poisson: -102.564\tvalid_0's tweedie: 15.136\n",
"[49]\tvalid_0's poisson: -102.715\tvalid_0's tweedie: 15.1141\n",
"[50]\tvalid_0's poisson: -102.858\tvalid_0's tweedie: 15.0932\n",
"[51]\tvalid_0's poisson: -103.002\tvalid_0's tweedie: 15.0722\n",
"[52]\tvalid_0's poisson: -103.14\tvalid_0's tweedie: 15.0522\n",
"[53]\tvalid_0's poisson: -103.274\tvalid_0's tweedie: 15.0326\n",
"[54]\tvalid_0's poisson: -103.407\tvalid_0's tweedie: 15.0133\n",
"[55]\tvalid_0's poisson: -103.536\tvalid_0's tweedie: 14.9945\n",
"[56]\tvalid_0's poisson: -103.66\tvalid_0's tweedie: 14.9765\n",
"[57]\tvalid_0's poisson: -103.781\tvalid_0's tweedie: 14.9588\n",
"[58]\tvalid_0's poisson: -103.9\tvalid_0's tweedie: 14.9412\n",
"[59]\tvalid_0's poisson: -104.016\tvalid_0's tweedie: 14.9243\n",
"[60]\tvalid_0's poisson: -104.129\tvalid_0's tweedie: 14.9078\n",
"[61]\tvalid_0's poisson: -104.242\tvalid_0's tweedie: 14.8913\n",
"[62]\tvalid_0's poisson: -104.347\tvalid_0's tweedie: 14.8756\n",
"[63]\tvalid_0's poisson: -104.454\tvalid_0's tweedie: 14.8599\n",
"[64]\tvalid_0's poisson: -104.558\tvalid_0's tweedie: 14.8447\n",
"[65]\tvalid_0's poisson: -104.658\tvalid_0's tweedie: 14.83\n",
"[66]\tvalid_0's poisson: -104.756\tvalid_0's tweedie: 14.8156\n",
"[67]\tvalid_0's poisson: -104.85\tvalid_0's tweedie: 14.8017\n",
"[68]\tvalid_0's poisson: -104.943\tvalid_0's tweedie: 14.788\n",
"[69]\tvalid_0's poisson: -105.036\tvalid_0's tweedie: 14.7746\n",
"[70]\tvalid_0's poisson: -105.12\tvalid_0's tweedie: 14.7621\n",
"[71]\tvalid_0's poisson: -105.206\tvalid_0's tweedie: 14.7495\n",
"[72]\tvalid_0's poisson: -105.295\tvalid_0's tweedie: 14.7367\n",
"[73]\tvalid_0's poisson: -105.376\tvalid_0's tweedie: 14.7249\n",
"[74]\tvalid_0's poisson: -105.456\tvalid_0's tweedie: 14.713\n",
"[75]\tvalid_0's poisson: -105.53\tvalid_0's tweedie: 14.702\n",
"[76]\tvalid_0's poisson: -105.608\tvalid_0's tweedie: 14.6908\n",
"[77]\tvalid_0's poisson: -105.685\tvalid_0's tweedie: 14.6798\n",
"[78]\tvalid_0's poisson: -105.757\tvalid_0's tweedie: 14.6693\n",
"[79]\tvalid_0's poisson: -105.83\tvalid_0's tweedie: 14.6588\n",
"[80]\tvalid_0's poisson: -105.895\tvalid_0's tweedie: 14.6491\n",
"[81]\tvalid_0's poisson: -105.965\tvalid_0's tweedie: 14.6392\n",
"[82]\tvalid_0's poisson: -106.031\tvalid_0's tweedie: 14.6297\n",
"[83]\tvalid_0's poisson: -106.097\tvalid_0's tweedie: 14.6201\n",
"[84]\tvalid_0's poisson: -106.158\tvalid_0's tweedie: 14.6112\n",
"[85]\tvalid_0's poisson: -106.22\tvalid_0's tweedie: 14.6021\n",
"[86]\tvalid_0's poisson: -106.278\tvalid_0's tweedie: 14.5937\n",
"[87]\tvalid_0's poisson: -106.338\tvalid_0's tweedie: 14.5852\n",
"[88]\tvalid_0's poisson: -106.393\tvalid_0's tweedie: 14.5772\n",
"[89]\tvalid_0's poisson: -106.45\tvalid_0's tweedie: 14.5691\n",
"[90]\tvalid_0's poisson: -106.503\tvalid_0's tweedie: 14.5615\n",
"[91]\tvalid_0's poisson: -106.556\tvalid_0's tweedie: 14.5538\n",
"[92]\tvalid_0's poisson: -106.609\tvalid_0's tweedie: 14.5462\n",
"[93]\tvalid_0's poisson: -106.66\tvalid_0's tweedie: 14.5389\n",
"[94]\tvalid_0's poisson: -106.709\tvalid_0's tweedie: 14.5319\n",
"[95]\tvalid_0's poisson: -106.756\tvalid_0's tweedie: 14.5251\n",
"[96]\tvalid_0's poisson: -106.803\tvalid_0's tweedie: 14.5185\n",
"[97]\tvalid_0's poisson: -106.849\tvalid_0's tweedie: 14.5118\n",
"[98]\tvalid_0's poisson: -106.895\tvalid_0's tweedie: 14.5053\n",
"[99]\tvalid_0's poisson: -106.939\tvalid_0's tweedie: 14.4991\n",
"[100]\tvalid_0's poisson: -106.982\tvalid_0's tweedie: 14.4931\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.7719\tvalid_0's tweedie: 17.0843\n",
"[2]\tvalid_0's poisson: -88.3476\tvalid_0's tweedie: 17.0162\n",
"[3]\tvalid_0's poisson: -88.9054\tvalid_0's tweedie: 16.9497\n",
"[4]\tvalid_0's poisson: -89.4473\tvalid_0's tweedie: 16.8846\n",
"[5]\tvalid_0's poisson: -89.9706\tvalid_0's tweedie: 16.8212\n",
"[6]\tvalid_0's poisson: -90.4791\tvalid_0's tweedie: 16.7592\n",
"[7]\tvalid_0's poisson: -90.9716\tvalid_0's tweedie: 16.6986\n",
"[8]\tvalid_0's poisson: -91.449\tvalid_0's tweedie: 16.6394\n",
"[9]\tvalid_0's poisson: -91.9117\tvalid_0's tweedie: 16.5816\n",
"[10]\tvalid_0's poisson: -92.36\tvalid_0's tweedie: 16.5252\n",
"[11]\tvalid_0's poisson: -92.7981\tvalid_0's tweedie: 16.4698\n",
"[12]\tvalid_0's poisson: -93.2198\tvalid_0's tweedie: 16.416\n",
"[13]\tvalid_0's poisson: -93.6317\tvalid_0's tweedie: 16.3631\n",
"[14]\tvalid_0's poisson: -94.0284\tvalid_0's tweedie: 16.3119\n",
"[15]\tvalid_0's poisson: -94.4154\tvalid_0's tweedie: 16.2616\n",
"[16]\tvalid_0's poisson: -94.7913\tvalid_0's tweedie: 16.2124\n",
"[17]\tvalid_0's poisson: -95.1563\tvalid_0's tweedie: 16.1644\n",
"[18]\tvalid_0's poisson: -95.5123\tvalid_0's tweedie: 16.1173\n",
"[19]\tvalid_0's poisson: -95.8552\tvalid_0's tweedie: 16.0717\n",
"[20]\tvalid_0's poisson: -96.1903\tvalid_0's tweedie: 16.0269\n",
"[21]\tvalid_0's poisson: -96.5167\tvalid_0's tweedie: 15.9831\n",
"[22]\tvalid_0's poisson: -96.8318\tvalid_0's tweedie: 15.9405\n",
"[23]\tvalid_0's poisson: -97.1335\tvalid_0's tweedie: 15.8995\n",
"[24]\tvalid_0's poisson: -97.4307\tvalid_0's tweedie: 15.859\n",
"[25]\tvalid_0's poisson: -97.718\tvalid_0's tweedie: 15.8196\n",
"[26]\tvalid_0's poisson: -97.9993\tvalid_0's tweedie: 15.7809\n",
"[27]\tvalid_0's poisson: -98.2721\tvalid_0's tweedie: 15.7433\n",
"[28]\tvalid_0's poisson: -98.5344\tvalid_0's tweedie: 15.7069\n",
"[29]\tvalid_0's poisson: -98.7923\tvalid_0's tweedie: 15.671\n",
"[30]\tvalid_0's poisson: -99.0424\tvalid_0's tweedie: 15.6362\n",
"[31]\tvalid_0's poisson: -99.2865\tvalid_0's tweedie: 15.6021\n",
"[32]\tvalid_0's poisson: -99.5233\tvalid_0's tweedie: 15.5689\n",
"[33]\tvalid_0's poisson: -99.7492\tvalid_0's tweedie: 15.5369\n",
"[34]\tvalid_0's poisson: -99.9721\tvalid_0's tweedie: 15.5054\n",
"[35]\tvalid_0's poisson: -100.19\tvalid_0's tweedie: 15.4747\n",
"[36]\tvalid_0's poisson: -100.4\tvalid_0's tweedie: 15.4448\n",
"[37]\tvalid_0's poisson: -100.607\tvalid_0's tweedie: 15.4154\n",
"[38]\tvalid_0's poisson: -100.806\tvalid_0's tweedie: 15.3871\n",
"[39]\tvalid_0's poisson: -101.001\tvalid_0's tweedie: 15.3591\n",
"[40]\tvalid_0's poisson: -101.19\tvalid_0's tweedie: 15.3321\n",
"[41]\tvalid_0's poisson: -101.376\tvalid_0's tweedie: 15.3055\n",
"[42]\tvalid_0's poisson: -101.553\tvalid_0's tweedie: 15.2799\n",
"[43]\tvalid_0's poisson: -101.729\tvalid_0's tweedie: 15.2546\n",
"[44]\tvalid_0's poisson: -101.899\tvalid_0's tweedie: 15.23\n",
"[45]\tvalid_0's poisson: -102.066\tvalid_0's tweedie: 15.2061\n",
"[46]\tvalid_0's poisson: -102.228\tvalid_0's tweedie: 15.1828\n",
"[47]\tvalid_0's poisson: -102.385\tvalid_0's tweedie: 15.1602\n",
"[48]\tvalid_0's poisson: -102.539\tvalid_0's tweedie: 15.138\n",
"[49]\tvalid_0's poisson: -102.688\tvalid_0's tweedie: 15.1164\n",
"[50]\tvalid_0's poisson: -102.833\tvalid_0's tweedie: 15.0952\n",
"[51]\tvalid_0's poisson: -102.975\tvalid_0's tweedie: 15.0746\n",
"[52]\tvalid_0's poisson: -103.114\tvalid_0's tweedie: 15.0544\n",
"[53]\tvalid_0's poisson: -103.252\tvalid_0's tweedie: 15.0345\n",
"[54]\tvalid_0's poisson: -103.385\tvalid_0's tweedie: 15.0152\n",
"[55]\tvalid_0's poisson: -103.512\tvalid_0's tweedie: 14.9968\n",
"[56]\tvalid_0's poisson: -103.64\tvalid_0's tweedie: 14.978\n",
"[57]\tvalid_0's poisson: -103.759\tvalid_0's tweedie: 14.9606\n",
"[58]\tvalid_0's poisson: -103.881\tvalid_0's tweedie: 14.9428\n",
"[59]\tvalid_0's poisson: -104.001\tvalid_0's tweedie: 14.9253\n",
"[60]\tvalid_0's poisson: -104.118\tvalid_0's tweedie: 14.9081\n",
"[61]\tvalid_0's poisson: -104.225\tvalid_0's tweedie: 14.8925\n",
"[62]\tvalid_0's poisson: -104.337\tvalid_0's tweedie: 14.8763\n",
"[63]\tvalid_0's poisson: -104.441\tvalid_0's tweedie: 14.8611\n",
"[64]\tvalid_0's poisson: -104.548\tvalid_0's tweedie: 14.8456\n",
"[65]\tvalid_0's poisson: -104.651\tvalid_0's tweedie: 14.8307\n",
"[66]\tvalid_0's poisson: -104.745\tvalid_0's tweedie: 14.8168\n",
"[67]\tvalid_0's poisson: -104.842\tvalid_0's tweedie: 14.8027\n",
"[68]\tvalid_0's poisson: -104.937\tvalid_0's tweedie: 14.7889\n",
"[69]\tvalid_0's poisson: -105.029\tvalid_0's tweedie: 14.7755\n",
"[70]\tvalid_0's poisson: -105.114\tvalid_0's tweedie: 14.7631\n",
"[71]\tvalid_0's poisson: -105.201\tvalid_0's tweedie: 14.7504\n",
"[72]\tvalid_0's poisson: -105.286\tvalid_0's tweedie: 14.738\n",
"[73]\tvalid_0's poisson: -105.368\tvalid_0's tweedie: 14.726\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[74]\tvalid_0's poisson: -105.445\tvalid_0's tweedie: 14.7148\n",
"[75]\tvalid_0's poisson: -105.522\tvalid_0's tweedie: 14.7035\n",
"[76]\tvalid_0's poisson: -105.599\tvalid_0's tweedie: 14.6925\n",
"[77]\tvalid_0's poisson: -105.674\tvalid_0's tweedie: 14.6816\n",
"[78]\tvalid_0's poisson: -105.744\tvalid_0's tweedie: 14.6714\n",
"[79]\tvalid_0's poisson: -105.815\tvalid_0's tweedie: 14.6612\n",
"[80]\tvalid_0's poisson: -105.884\tvalid_0's tweedie: 14.6512\n",
"[81]\tvalid_0's poisson: -105.951\tvalid_0's tweedie: 14.6414\n",
"[82]\tvalid_0's poisson: -106.015\tvalid_0's tweedie: 14.6322\n",
"[83]\tvalid_0's poisson: -106.081\tvalid_0's tweedie: 14.6226\n",
"[84]\tvalid_0's poisson: -106.145\tvalid_0's tweedie: 14.6133\n",
"[85]\tvalid_0's poisson: -106.205\tvalid_0's tweedie: 14.6045\n",
"[86]\tvalid_0's poisson: -106.262\tvalid_0's tweedie: 14.5962\n",
"[87]\tvalid_0's poisson: -106.321\tvalid_0's tweedie: 14.5877\n",
"[88]\tvalid_0's poisson: -106.378\tvalid_0's tweedie: 14.5794\n",
"[89]\tvalid_0's poisson: -106.432\tvalid_0's tweedie: 14.5717\n",
"[90]\tvalid_0's poisson: -106.488\tvalid_0's tweedie: 14.5637\n",
"[91]\tvalid_0's poisson: -106.54\tvalid_0's tweedie: 14.5562\n",
"[92]\tvalid_0's poisson: -106.592\tvalid_0's tweedie: 14.5487\n",
"[93]\tvalid_0's poisson: -106.644\tvalid_0's tweedie: 14.5412\n",
"[94]\tvalid_0's poisson: -106.692\tvalid_0's tweedie: 14.5344\n",
"[95]\tvalid_0's poisson: -106.74\tvalid_0's tweedie: 14.5276\n",
"[96]\tvalid_0's poisson: -106.786\tvalid_0's tweedie: 14.5209\n",
"[97]\tvalid_0's poisson: -106.835\tvalid_0's tweedie: 14.514\n",
"[98]\tvalid_0's poisson: -106.881\tvalid_0's tweedie: 14.5076\n",
"[99]\tvalid_0's poisson: -106.927\tvalid_0's tweedie: 14.501\n",
"[100]\tvalid_0's poisson: -106.968\tvalid_0's tweedie: 14.4952\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -87.7612\tvalid_0's tweedie: 17.0858\n",
"[2]\tvalid_0's poisson: -88.3383\tvalid_0's tweedie: 17.0179\n",
"[3]\tvalid_0's poisson: -88.8998\tvalid_0's tweedie: 16.9513\n",
"[4]\tvalid_0's poisson: -89.4425\tvalid_0's tweedie: 16.8863\n",
"[5]\tvalid_0's poisson: -89.969\tvalid_0's tweedie: 16.8228\n",
"[6]\tvalid_0's poisson: -90.4806\tvalid_0's tweedie: 16.7606\n",
"[7]\tvalid_0's poisson: -90.9735\tvalid_0's tweedie: 16.7002\n",
"[8]\tvalid_0's poisson: -91.4527\tvalid_0's tweedie: 16.641\n",
"[9]\tvalid_0's poisson: -91.9208\tvalid_0's tweedie: 16.5829\n",
"[10]\tvalid_0's poisson: -92.3696\tvalid_0's tweedie: 16.5266\n",
"[11]\tvalid_0's poisson: -92.8113\tvalid_0's tweedie: 16.471\n",
"[12]\tvalid_0's poisson: -93.2401\tvalid_0's tweedie: 16.4165\n",
"[13]\tvalid_0's poisson: -93.6537\tvalid_0's tweedie: 16.3636\n",
"[14]\tvalid_0's poisson: -94.0568\tvalid_0's tweedie: 16.3117\n",
"[15]\tvalid_0's poisson: -94.4469\tvalid_0's tweedie: 16.2612\n",
"[16]\tvalid_0's poisson: -94.8224\tvalid_0's tweedie: 16.2122\n",
"[17]\tvalid_0's poisson: -95.1898\tvalid_0's tweedie: 16.1639\n",
"[18]\tvalid_0's poisson: -95.5463\tvalid_0's tweedie: 16.117\n",
"[19]\tvalid_0's poisson: -95.891\tvalid_0's tweedie: 16.0712\n",
"[20]\tvalid_0's poisson: -96.2265\tvalid_0's tweedie: 16.0263\n",
"[21]\tvalid_0's poisson: -96.5522\tvalid_0's tweedie: 15.9827\n",
"[22]\tvalid_0's poisson: -96.8682\tvalid_0's tweedie: 15.9401\n",
"[23]\tvalid_0's poisson: -97.172\tvalid_0's tweedie: 15.8989\n",
"[24]\tvalid_0's poisson: -97.4707\tvalid_0's tweedie: 15.8583\n",
"[25]\tvalid_0's poisson: -97.7575\tvalid_0's tweedie: 15.8189\n",
"[26]\tvalid_0's poisson: -98.0395\tvalid_0's tweedie: 15.7803\n",
"[27]\tvalid_0's poisson: -98.312\tvalid_0's tweedie: 15.7426\n",
"[28]\tvalid_0's poisson: -98.5756\tvalid_0's tweedie: 15.7061\n",
"[29]\tvalid_0's poisson: -98.8336\tvalid_0's tweedie: 15.6702\n",
"[30]\tvalid_0's poisson: -99.0825\tvalid_0's tweedie: 15.6354\n",
"[31]\tvalid_0's poisson: -99.3259\tvalid_0's tweedie: 15.6014\n",
"[32]\tvalid_0's poisson: -99.5616\tvalid_0's tweedie: 15.5683\n",
"[33]\tvalid_0's poisson: -99.7904\tvalid_0's tweedie: 15.5361\n",
"[34]\tvalid_0's poisson: -100.013\tvalid_0's tweedie: 15.5047\n",
"[35]\tvalid_0's poisson: -100.231\tvalid_0's tweedie: 15.474\n",
"[36]\tvalid_0's poisson: -100.441\tvalid_0's tweedie: 15.4442\n",
"[37]\tvalid_0's poisson: -100.647\tvalid_0's tweedie: 15.415\n",
"[38]\tvalid_0's poisson: -100.846\tvalid_0's tweedie: 15.3867\n",
"[39]\tvalid_0's poisson: -101.039\tvalid_0's tweedie: 15.359\n",
"[40]\tvalid_0's poisson: -101.227\tvalid_0's tweedie: 15.3319\n",
"[41]\tvalid_0's poisson: -101.411\tvalid_0's tweedie: 15.3057\n",
"[42]\tvalid_0's poisson: -101.59\tvalid_0's tweedie: 15.2801\n",
"[43]\tvalid_0's poisson: -101.767\tvalid_0's tweedie: 15.2548\n",
"[44]\tvalid_0's poisson: -101.935\tvalid_0's tweedie: 15.2305\n",
"[45]\tvalid_0's poisson: -102.099\tvalid_0's tweedie: 15.2068\n",
"[46]\tvalid_0's poisson: -102.264\tvalid_0's tweedie: 15.1831\n",
"[47]\tvalid_0's poisson: -102.42\tvalid_0's tweedie: 15.1605\n",
"[48]\tvalid_0's poisson: -102.573\tvalid_0's tweedie: 15.1384\n",
"[49]\tvalid_0's poisson: -102.725\tvalid_0's tweedie: 15.1163\n",
"[50]\tvalid_0's poisson: -102.87\tvalid_0's tweedie: 15.0954\n",
"[51]\tvalid_0's poisson: -103.009\tvalid_0's tweedie: 15.0749\n",
"[52]\tvalid_0's poisson: -103.151\tvalid_0's tweedie: 15.0542\n",
"[53]\tvalid_0's poisson: -103.286\tvalid_0's tweedie: 15.0346\n",
"[54]\tvalid_0's poisson: -103.421\tvalid_0's tweedie: 15.0149\n",
"[55]\tvalid_0's poisson: -103.545\tvalid_0's tweedie: 14.9964\n",
"[56]\tvalid_0's poisson: -103.672\tvalid_0's tweedie: 14.9778\n",
"[57]\tvalid_0's poisson: -103.796\tvalid_0's tweedie: 14.9597\n",
"[58]\tvalid_0's poisson: -103.919\tvalid_0's tweedie: 14.9418\n",
"[59]\tvalid_0's poisson: -104.031\tvalid_0's tweedie: 14.9254\n",
"[60]\tvalid_0's poisson: -104.145\tvalid_0's tweedie: 14.9087\n",
"[61]\tvalid_0's poisson: -104.253\tvalid_0's tweedie: 14.8926\n",
"[62]\tvalid_0's poisson: -104.363\tvalid_0's tweedie: 14.8766\n",
"[63]\tvalid_0's poisson: -104.469\tvalid_0's tweedie: 14.861\n",
"[64]\tvalid_0's poisson: -104.568\tvalid_0's tweedie: 14.8462\n",
"[65]\tvalid_0's poisson: -104.669\tvalid_0's tweedie: 14.8315\n",
"[66]\tvalid_0's poisson: -104.767\tvalid_0's tweedie: 14.8171\n",
"[67]\tvalid_0's poisson: -104.861\tvalid_0's tweedie: 14.8032\n",
"[68]\tvalid_0's poisson: -104.952\tvalid_0's tweedie: 14.79\n",
"[69]\tvalid_0's poisson: -105.042\tvalid_0's tweedie: 14.7767\n",
"[70]\tvalid_0's poisson: -105.129\tvalid_0's tweedie: 14.764\n",
"[71]\tvalid_0's poisson: -105.213\tvalid_0's tweedie: 14.7517\n",
"[72]\tvalid_0's poisson: -105.296\tvalid_0's tweedie: 14.7395\n",
"[73]\tvalid_0's poisson: -105.376\tvalid_0's tweedie: 14.7276\n",
"[74]\tvalid_0's poisson: -105.452\tvalid_0's tweedie: 14.7164\n",
"[75]\tvalid_0's poisson: -105.528\tvalid_0's tweedie: 14.7053\n",
"[76]\tvalid_0's poisson: -105.604\tvalid_0's tweedie: 14.6942\n",
"[77]\tvalid_0's poisson: -105.676\tvalid_0's tweedie: 14.6837\n",
"[78]\tvalid_0's poisson: -105.747\tvalid_0's tweedie: 14.6733\n",
"[79]\tvalid_0's poisson: -105.816\tvalid_0's tweedie: 14.6633\n",
"[80]\tvalid_0's poisson: -105.885\tvalid_0's tweedie: 14.6532\n",
"[81]\tvalid_0's poisson: -105.95\tvalid_0's tweedie: 14.6439\n",
"[82]\tvalid_0's poisson: -106.014\tvalid_0's tweedie: 14.6345\n",
"[83]\tvalid_0's poisson: -106.078\tvalid_0's tweedie: 14.6253\n",
"[84]\tvalid_0's poisson: -106.138\tvalid_0's tweedie: 14.6165\n",
"[85]\tvalid_0's poisson: -106.199\tvalid_0's tweedie: 14.6078\n",
"[86]\tvalid_0's poisson: -106.258\tvalid_0's tweedie: 14.5993\n",
"[87]\tvalid_0's poisson: -106.316\tvalid_0's tweedie: 14.5908\n",
"[88]\tvalid_0's poisson: -106.373\tvalid_0's tweedie: 14.5826\n",
"[89]\tvalid_0's poisson: -106.429\tvalid_0's tweedie: 14.5747\n",
"[90]\tvalid_0's poisson: -106.483\tvalid_0's tweedie: 14.5669\n",
"[91]\tvalid_0's poisson: -106.535\tvalid_0's tweedie: 14.5592\n",
"[92]\tvalid_0's poisson: -106.587\tvalid_0's tweedie: 14.5517\n",
"[93]\tvalid_0's poisson: -106.637\tvalid_0's tweedie: 14.5446\n",
"[94]\tvalid_0's poisson: -106.685\tvalid_0's tweedie: 14.5375\n",
"[95]\tvalid_0's poisson: -106.732\tvalid_0's tweedie: 14.5307\n",
"[96]\tvalid_0's poisson: -106.779\tvalid_0's tweedie: 14.524\n",
"[97]\tvalid_0's poisson: -106.823\tvalid_0's tweedie: 14.5176\n",
"[98]\tvalid_0's poisson: -106.868\tvalid_0's tweedie: 14.5114\n",
"[99]\tvalid_0's poisson: -106.91\tvalid_0's tweedie: 14.5053\n",
"[100]\tvalid_0's poisson: -106.955\tvalid_0's tweedie: 14.499\n",
"[CV] END bagging_fraction=0.7, lambda_l1=1, lambda_l2=1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3003\tvalid_0's tweedie: 34.7726\n",
"[2]\tvalid_0's poisson: -87.4261\tvalid_0's tweedie: 34.7426\n",
"[3]\tvalid_0's poisson: -87.5512\tvalid_0's tweedie: 34.7128\n",
"[4]\tvalid_0's poisson: -87.6754\tvalid_0's tweedie: 34.6831\n",
"[5]\tvalid_0's poisson: -87.7987\tvalid_0's tweedie: 34.6536\n",
"[6]\tvalid_0's poisson: -87.921\tvalid_0's tweedie: 34.6244\n",
"[7]\tvalid_0's poisson: -88.043\tvalid_0's tweedie: 34.5952\n",
"[8]\tvalid_0's poisson: -88.1639\tvalid_0's tweedie: 34.5663\n",
"[9]\tvalid_0's poisson: -88.2843\tvalid_0's tweedie: 34.5375\n",
"[10]\tvalid_0's poisson: -88.4039\tvalid_0's tweedie: 34.5089\n",
"[11]\tvalid_0's poisson: -88.5222\tvalid_0's tweedie: 34.4806\n",
"[12]\tvalid_0's poisson: -88.6403\tvalid_0's tweedie: 34.4523\n",
"[13]\tvalid_0's poisson: -88.7573\tvalid_0's tweedie: 34.4243\n",
"[14]\tvalid_0's poisson: -88.8737\tvalid_0's tweedie: 34.3964\n",
"[15]\tvalid_0's poisson: -88.9896\tvalid_0's tweedie: 34.3686\n",
"[16]\tvalid_0's poisson: -89.1039\tvalid_0's tweedie: 34.3412\n",
"[17]\tvalid_0's poisson: -89.2184\tvalid_0's tweedie: 34.3138\n",
"[18]\tvalid_0's poisson: -89.3312\tvalid_0's tweedie: 34.2867\n",
"[19]\tvalid_0's poisson: -89.4442\tvalid_0's tweedie: 34.2596\n",
"[20]\tvalid_0's poisson: -89.5556\tvalid_0's tweedie: 34.2328\n",
"[21]\tvalid_0's poisson: -89.6671\tvalid_0's tweedie: 34.2061\n",
"[22]\tvalid_0's poisson: -89.778\tvalid_0's tweedie: 34.1794\n",
"[23]\tvalid_0's poisson: -89.8873\tvalid_0's tweedie: 34.1532\n",
"[24]\tvalid_0's poisson: -89.9968\tvalid_0's tweedie: 34.1269\n",
"[25]\tvalid_0's poisson: -90.1048\tvalid_0's tweedie: 34.1009\n",
"[26]\tvalid_0's poisson: -90.2128\tvalid_0's tweedie: 34.0749\n",
"[27]\tvalid_0's poisson: -90.32\tvalid_0's tweedie: 34.0491\n",
"[28]\tvalid_0's poisson: -90.4265\tvalid_0's tweedie: 34.0235\n",
"[29]\tvalid_0's poisson: -90.5326\tvalid_0's tweedie: 33.998\n",
"[30]\tvalid_0's poisson: -90.6373\tvalid_0's tweedie: 33.9728\n",
"[31]\tvalid_0's poisson: -90.7421\tvalid_0's tweedie: 33.9475\n",
"[32]\tvalid_0's poisson: -90.8453\tvalid_0's tweedie: 33.9226\n",
"[33]\tvalid_0's poisson: -90.948\tvalid_0's tweedie: 33.8979\n",
"[34]\tvalid_0's poisson: -91.0488\tvalid_0's tweedie: 33.8736\n",
"[35]\tvalid_0's poisson: -91.1504\tvalid_0's tweedie: 33.8491\n",
"[36]\tvalid_0's poisson: -91.2499\tvalid_0's tweedie: 33.825\n",
"[37]\tvalid_0's poisson: -91.3487\tvalid_0's tweedie: 33.8011\n",
"[38]\tvalid_0's poisson: -91.447\tvalid_0's tweedie: 33.7774\n",
"[39]\tvalid_0's poisson: -91.5447\tvalid_0's tweedie: 33.7538\n",
"[40]\tvalid_0's poisson: -91.6435\tvalid_0's tweedie: 33.7299\n",
"[41]\tvalid_0's poisson: -91.7394\tvalid_0's tweedie: 33.7067\n",
"[42]\tvalid_0's poisson: -91.8354\tvalid_0's tweedie: 33.6834\n",
"[43]\tvalid_0's poisson: -91.9324\tvalid_0's tweedie: 33.66\n",
"[44]\tvalid_0's poisson: -92.027\tvalid_0's tweedie: 33.6371\n",
"[45]\tvalid_0's poisson: -92.1206\tvalid_0's tweedie: 33.6144\n",
"[46]\tvalid_0's poisson: -92.2145\tvalid_0's tweedie: 33.5916\n",
"[47]\tvalid_0's poisson: -92.3092\tvalid_0's tweedie: 33.5687\n",
"[48]\tvalid_0's poisson: -92.4016\tvalid_0's tweedie: 33.5463\n",
"[49]\tvalid_0's poisson: -92.4932\tvalid_0's tweedie: 33.524\n",
"[50]\tvalid_0's poisson: -92.5839\tvalid_0's tweedie: 33.502\n",
"[51]\tvalid_0's poisson: -92.6758\tvalid_0's tweedie: 33.4797\n",
"[52]\tvalid_0's poisson: -92.7658\tvalid_0's tweedie: 33.4578\n",
"[53]\tvalid_0's poisson: -92.8556\tvalid_0's tweedie: 33.4359\n",
"[54]\tvalid_0's poisson: -92.9459\tvalid_0's tweedie: 33.414\n",
"[55]\tvalid_0's poisson: -93.0343\tvalid_0's tweedie: 33.3925\n",
"[56]\tvalid_0's poisson: -93.122\tvalid_0's tweedie: 33.3711\n",
"[57]\tvalid_0's poisson: -93.2106\tvalid_0's tweedie: 33.3495\n",
"[58]\tvalid_0's poisson: -93.2969\tvalid_0's tweedie: 33.3284\n",
"[59]\tvalid_0's poisson: -93.3827\tvalid_0's tweedie: 33.3075\n",
"[60]\tvalid_0's poisson: -93.4696\tvalid_0's tweedie: 33.2863\n",
"[61]\tvalid_0's poisson: -93.5543\tvalid_0's tweedie: 33.2656\n",
"[62]\tvalid_0's poisson: -93.6392\tvalid_0's tweedie: 33.2448\n",
"[63]\tvalid_0's poisson: -93.7246\tvalid_0's tweedie: 33.224\n",
"[64]\tvalid_0's poisson: -93.8076\tvalid_0's tweedie: 33.2037\n",
"[65]\tvalid_0's poisson: -93.8901\tvalid_0's tweedie: 33.1834\n",
"[66]\tvalid_0's poisson: -93.9744\tvalid_0's tweedie: 33.1629\n",
"[67]\tvalid_0's poisson: -94.0558\tvalid_0's tweedie: 33.1429\n",
"[68]\tvalid_0's poisson: -94.139\tvalid_0's tweedie: 33.1226\n",
"[69]\tvalid_0's poisson: -94.2194\tvalid_0's tweedie: 33.1028\n",
"[70]\tvalid_0's poisson: -94.2999\tvalid_0's tweedie: 33.0831\n",
"[71]\tvalid_0's poisson: -94.3819\tvalid_0's tweedie: 33.0631\n",
"[72]\tvalid_0's poisson: -94.4602\tvalid_0's tweedie: 33.0438\n",
"[73]\tvalid_0's poisson: -94.538\tvalid_0's tweedie: 33.0247\n",
"[74]\tvalid_0's poisson: -94.6184\tvalid_0's tweedie: 33.005\n",
"[75]\tvalid_0's poisson: -94.6953\tvalid_0's tweedie: 32.9861\n",
"[76]\tvalid_0's poisson: -94.7747\tvalid_0's tweedie: 32.9666\n",
"[77]\tvalid_0's poisson: -94.851\tvalid_0's tweedie: 32.9478\n",
"[78]\tvalid_0's poisson: -94.9263\tvalid_0's tweedie: 32.9292\n",
"[79]\tvalid_0's poisson: -95.004\tvalid_0's tweedie: 32.9102\n",
"[80]\tvalid_0's poisson: -95.0783\tvalid_0's tweedie: 32.8918\n",
"[81]\tvalid_0's poisson: -95.155\tvalid_0's tweedie: 32.873\n",
"[82]\tvalid_0's poisson: -95.2283\tvalid_0's tweedie: 32.8549\n",
"[83]\tvalid_0's poisson: -95.3024\tvalid_0's tweedie: 32.8366\n",
"[84]\tvalid_0's poisson: -95.3779\tvalid_0's tweedie: 32.818\n",
"[85]\tvalid_0's poisson: -95.4499\tvalid_0's tweedie: 32.8002\n",
"[86]\tvalid_0's poisson: -95.5217\tvalid_0's tweedie: 32.7825\n",
"[87]\tvalid_0's poisson: -95.5958\tvalid_0's tweedie: 32.7642\n",
"[88]\tvalid_0's poisson: -95.6672\tvalid_0's tweedie: 32.7465\n",
"[89]\tvalid_0's poisson: -95.7405\tvalid_0's tweedie: 32.7284\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[90]\tvalid_0's poisson: -95.8104\tvalid_0's tweedie: 32.7111\n",
"[91]\tvalid_0's poisson: -95.8806\tvalid_0's tweedie: 32.6937\n",
"[92]\tvalid_0's poisson: -95.9521\tvalid_0's tweedie: 32.6761\n",
"[93]\tvalid_0's poisson: -96.0212\tvalid_0's tweedie: 32.6589\n",
"[94]\tvalid_0's poisson: -96.0895\tvalid_0's tweedie: 32.6418\n",
"[95]\tvalid_0's poisson: -96.1601\tvalid_0's tweedie: 32.6244\n",
"[96]\tvalid_0's poisson: -96.228\tvalid_0's tweedie: 32.6075\n",
"[97]\tvalid_0's poisson: -96.2974\tvalid_0's tweedie: 32.5903\n",
"[98]\tvalid_0's poisson: -96.364\tvalid_0's tweedie: 32.5737\n",
"[99]\tvalid_0's poisson: -96.4314\tvalid_0's tweedie: 32.5569\n",
"[100]\tvalid_0's poisson: -96.4995\tvalid_0's tweedie: 32.54\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3009\tvalid_0's tweedie: 34.7725\n",
"[2]\tvalid_0's poisson: -87.4273\tvalid_0's tweedie: 34.7423\n",
"[3]\tvalid_0's poisson: -87.5524\tvalid_0's tweedie: 34.7125\n",
"[4]\tvalid_0's poisson: -87.6772\tvalid_0's tweedie: 34.6827\n",
"[5]\tvalid_0's poisson: -87.8007\tvalid_0's tweedie: 34.6532\n",
"[6]\tvalid_0's poisson: -87.9236\tvalid_0's tweedie: 34.6238\n",
"[7]\tvalid_0's poisson: -88.0458\tvalid_0's tweedie: 34.5946\n",
"[8]\tvalid_0's poisson: -88.1673\tvalid_0's tweedie: 34.5655\n",
"[9]\tvalid_0's poisson: -88.2879\tvalid_0's tweedie: 34.5366\n",
"[10]\tvalid_0's poisson: -88.4078\tvalid_0's tweedie: 34.508\n",
"[11]\tvalid_0's poisson: -88.527\tvalid_0's tweedie: 34.4794\n",
"[12]\tvalid_0's poisson: -88.6454\tvalid_0's tweedie: 34.4511\n",
"[13]\tvalid_0's poisson: -88.7627\tvalid_0's tweedie: 34.423\n",
"[14]\tvalid_0's poisson: -88.8798\tvalid_0's tweedie: 34.395\n",
"[15]\tvalid_0's poisson: -88.9956\tvalid_0's tweedie: 34.3672\n",
"[16]\tvalid_0's poisson: -89.1112\tvalid_0's tweedie: 34.3395\n",
"[17]\tvalid_0's poisson: -89.2242\tvalid_0's tweedie: 34.3124\n",
"[18]\tvalid_0's poisson: -89.3364\tvalid_0's tweedie: 34.2855\n",
"[19]\tvalid_0's poisson: -89.4478\tvalid_0's tweedie: 34.2588\n",
"[20]\tvalid_0's poisson: -89.5586\tvalid_0's tweedie: 34.2321\n",
"[21]\tvalid_0's poisson: -89.6699\tvalid_0's tweedie: 34.2054\n",
"[22]\tvalid_0's poisson: -89.7792\tvalid_0's tweedie: 34.1792\n",
"[23]\tvalid_0's poisson: -89.8872\tvalid_0's tweedie: 34.1532\n",
"[24]\tvalid_0's poisson: -89.9952\tvalid_0's tweedie: 34.1272\n",
"[25]\tvalid_0's poisson: -90.1037\tvalid_0's tweedie: 34.1011\n",
"[26]\tvalid_0's poisson: -90.2103\tvalid_0's tweedie: 34.0755\n",
"[27]\tvalid_0's poisson: -90.3154\tvalid_0's tweedie: 34.0502\n",
"[28]\tvalid_0's poisson: -90.4219\tvalid_0's tweedie: 34.0245\n",
"[29]\tvalid_0's poisson: -90.5265\tvalid_0's tweedie: 33.9993\n",
"[30]\tvalid_0's poisson: -90.6306\tvalid_0's tweedie: 33.9742\n",
"[31]\tvalid_0's poisson: -90.7336\tvalid_0's tweedie: 33.9494\n",
"[32]\tvalid_0's poisson: -90.8356\tvalid_0's tweedie: 33.9248\n",
"[33]\tvalid_0's poisson: -90.9391\tvalid_0's tweedie: 33.8998\n",
"[34]\tvalid_0's poisson: -91.0402\tvalid_0's tweedie: 33.8754\n",
"[35]\tvalid_0's poisson: -91.141\tvalid_0's tweedie: 33.8511\n",
"[36]\tvalid_0's poisson: -91.2402\tvalid_0's tweedie: 33.8271\n",
"[37]\tvalid_0's poisson: -91.3411\tvalid_0's tweedie: 33.8027\n",
"[38]\tvalid_0's poisson: -91.4399\tvalid_0's tweedie: 33.7788\n",
"[39]\tvalid_0's poisson: -91.5379\tvalid_0's tweedie: 33.7551\n",
"[40]\tvalid_0's poisson: -91.6369\tvalid_0's tweedie: 33.7311\n",
"[41]\tvalid_0's poisson: -91.7339\tvalid_0's tweedie: 33.7077\n",
"[42]\tvalid_0's poisson: -91.83\tvalid_0's tweedie: 33.6844\n",
"[43]\tvalid_0's poisson: -91.9251\tvalid_0's tweedie: 33.6614\n",
"[44]\tvalid_0's poisson: -92.0215\tvalid_0's tweedie: 33.638\n",
"[45]\tvalid_0's poisson: -92.116\tvalid_0's tweedie: 33.6151\n",
"[46]\tvalid_0's poisson: -92.2097\tvalid_0's tweedie: 33.5924\n",
"[47]\tvalid_0's poisson: -92.3045\tvalid_0's tweedie: 33.5694\n",
"[48]\tvalid_0's poisson: -92.3972\tvalid_0's tweedie: 33.5468\n",
"[49]\tvalid_0's poisson: -92.4885\tvalid_0's tweedie: 33.5247\n",
"[50]\tvalid_0's poisson: -92.5816\tvalid_0's tweedie: 33.502\n",
"[51]\tvalid_0's poisson: -92.6724\tvalid_0's tweedie: 33.48\n",
"[52]\tvalid_0's poisson: -92.7628\tvalid_0's tweedie: 33.458\n",
"[53]\tvalid_0's poisson: -92.8523\tvalid_0's tweedie: 33.4362\n",
"[54]\tvalid_0's poisson: -92.9432\tvalid_0's tweedie: 33.4141\n",
"[55]\tvalid_0's poisson: -93.0317\tvalid_0's tweedie: 33.3925\n",
"[56]\tvalid_0's poisson: -93.119\tvalid_0's tweedie: 33.3713\n",
"[57]\tvalid_0's poisson: -93.2081\tvalid_0's tweedie: 33.3496\n",
"[58]\tvalid_0's poisson: -93.2951\tvalid_0's tweedie: 33.3284\n",
"[59]\tvalid_0's poisson: -93.3813\tvalid_0's tweedie: 33.3073\n",
"[60]\tvalid_0's poisson: -93.4687\tvalid_0's tweedie: 33.286\n",
"[61]\tvalid_0's poisson: -93.554\tvalid_0's tweedie: 33.2652\n",
"[62]\tvalid_0's poisson: -93.6379\tvalid_0's tweedie: 33.2447\n",
"[63]\tvalid_0's poisson: -93.7236\tvalid_0's tweedie: 33.2238\n",
"[64]\tvalid_0's poisson: -93.8073\tvalid_0's tweedie: 33.2033\n",
"[65]\tvalid_0's poisson: -93.8902\tvalid_0's tweedie: 33.183\n",
"[66]\tvalid_0's poisson: -93.9742\tvalid_0's tweedie: 33.1625\n",
"[67]\tvalid_0's poisson: -94.0563\tvalid_0's tweedie: 33.1424\n",
"[68]\tvalid_0's poisson: -94.1377\tvalid_0's tweedie: 33.1225\n",
"[69]\tvalid_0's poisson: -94.2179\tvalid_0's tweedie: 33.1028\n",
"[70]\tvalid_0's poisson: -94.3\tvalid_0's tweedie: 33.0827\n",
"[71]\tvalid_0's poisson: -94.3798\tvalid_0's tweedie: 33.0631\n",
"[72]\tvalid_0's poisson: -94.4593\tvalid_0's tweedie: 33.0436\n",
"[73]\tvalid_0's poisson: -94.5397\tvalid_0's tweedie: 33.0239\n",
"[74]\tvalid_0's poisson: -94.6179\tvalid_0's tweedie: 33.0047\n",
"[75]\tvalid_0's poisson: -94.6957\tvalid_0's tweedie: 32.9856\n",
"[76]\tvalid_0's poisson: -94.7747\tvalid_0's tweedie: 32.9662\n",
"[77]\tvalid_0's poisson: -94.8514\tvalid_0's tweedie: 32.9473\n",
"[78]\tvalid_0's poisson: -94.927\tvalid_0's tweedie: 32.9287\n",
"[79]\tvalid_0's poisson: -95.0046\tvalid_0's tweedie: 32.9096\n",
"[80]\tvalid_0's poisson: -95.0798\tvalid_0's tweedie: 32.8911\n",
"[81]\tvalid_0's poisson: -95.1551\tvalid_0's tweedie: 32.8725\n",
"[82]\tvalid_0's poisson: -95.2313\tvalid_0's tweedie: 32.8537\n",
"[83]\tvalid_0's poisson: -95.305\tvalid_0's tweedie: 32.8355\n",
"[84]\tvalid_0's poisson: -95.3777\tvalid_0's tweedie: 32.8176\n",
"[85]\tvalid_0's poisson: -95.4524\tvalid_0's tweedie: 32.7991\n",
"[86]\tvalid_0's poisson: -95.5249\tvalid_0's tweedie: 32.7812\n",
"[87]\tvalid_0's poisson: -95.5967\tvalid_0's tweedie: 32.7635\n",
"[88]\tvalid_0's poisson: -95.6701\tvalid_0's tweedie: 32.7454\n",
"[89]\tvalid_0's poisson: -95.7408\tvalid_0's tweedie: 32.7278\n",
"[90]\tvalid_0's poisson: -95.8142\tvalid_0's tweedie: 32.7098\n",
"[91]\tvalid_0's poisson: -95.8844\tvalid_0's tweedie: 32.6923\n",
"[92]\tvalid_0's poisson: -95.954\tvalid_0's tweedie: 32.675\n",
"[93]\tvalid_0's poisson: -96.0251\tvalid_0's tweedie: 32.6575\n",
"[94]\tvalid_0's poisson: -96.0947\tvalid_0's tweedie: 32.6402\n",
"[95]\tvalid_0's poisson: -96.1633\tvalid_0's tweedie: 32.6232\n",
"[96]\tvalid_0's poisson: -96.2331\tvalid_0's tweedie: 32.6059\n",
"[97]\tvalid_0's poisson: -96.3013\tvalid_0's tweedie: 32.5891\n",
"[98]\tvalid_0's poisson: -96.3699\tvalid_0's tweedie: 32.572\n",
"[99]\tvalid_0's poisson: -96.4373\tvalid_0's tweedie: 32.5553\n",
"[100]\tvalid_0's poisson: -96.5048\tvalid_0's tweedie: 32.5385\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.2961\tvalid_0's tweedie: 34.7737\n",
"[2]\tvalid_0's poisson: -87.4218\tvalid_0's tweedie: 34.7437\n",
"[3]\tvalid_0's poisson: -87.5467\tvalid_0's tweedie: 34.7139\n",
"[4]\tvalid_0's poisson: -87.671\tvalid_0's tweedie: 34.6843\n",
"[5]\tvalid_0's poisson: -87.7944\tvalid_0's tweedie: 34.6548\n",
"[6]\tvalid_0's poisson: -87.9172\tvalid_0's tweedie: 34.6255\n",
"[7]\tvalid_0's poisson: -88.0392\tvalid_0's tweedie: 34.5964\n",
"[8]\tvalid_0's poisson: -88.1604\tvalid_0's tweedie: 34.5674\n",
"[9]\tvalid_0's poisson: -88.2808\tvalid_0's tweedie: 34.5387\n",
"[10]\tvalid_0's poisson: -88.4005\tvalid_0's tweedie: 34.51\n",
"[11]\tvalid_0's poisson: -88.5196\tvalid_0's tweedie: 34.4816\n",
"[12]\tvalid_0's poisson: -88.6382\tvalid_0's tweedie: 34.4532\n",
"[13]\tvalid_0's poisson: -88.7559\tvalid_0's tweedie: 34.4251\n",
"[14]\tvalid_0's poisson: -88.8726\tvalid_0's tweedie: 34.3971\n",
"[15]\tvalid_0's poisson: -88.9889\tvalid_0's tweedie: 34.3693\n",
"[16]\tvalid_0's poisson: -89.1043\tvalid_0's tweedie: 34.3417\n",
"[17]\tvalid_0's poisson: -89.2189\tvalid_0's tweedie: 34.3143\n",
"[18]\tvalid_0's poisson: -89.3328\tvalid_0's tweedie: 34.287\n",
"[19]\tvalid_0's poisson: -89.446\tvalid_0's tweedie: 34.2598\n",
"[20]\tvalid_0's poisson: -89.5582\tvalid_0's tweedie: 34.233\n",
"[21]\tvalid_0's poisson: -89.6703\tvalid_0's tweedie: 34.2061\n",
"[22]\tvalid_0's poisson: -89.781\tvalid_0's tweedie: 34.1795\n",
"[23]\tvalid_0's poisson: -89.8915\tvalid_0's tweedie: 34.153\n",
"[24]\tvalid_0's poisson: -90.001\tvalid_0's tweedie: 34.1267\n",
"[25]\tvalid_0's poisson: -90.1101\tvalid_0's tweedie: 34.1006\n",
"[26]\tvalid_0's poisson: -90.2182\tvalid_0's tweedie: 34.0746\n",
"[27]\tvalid_0's poisson: -90.3256\tvalid_0's tweedie: 34.0488\n",
"[28]\tvalid_0's poisson: -90.4321\tvalid_0's tweedie: 34.0232\n",
"[29]\tvalid_0's poisson: -90.5359\tvalid_0's tweedie: 33.9982\n",
"[30]\tvalid_0's poisson: -90.639\tvalid_0's tweedie: 33.9734\n",
"[31]\tvalid_0's poisson: -90.7439\tvalid_0's tweedie: 33.9482\n",
"[32]\tvalid_0's poisson: -90.8457\tvalid_0's tweedie: 33.9236\n",
"[33]\tvalid_0's poisson: -90.9495\tvalid_0's tweedie: 33.8987\n",
"[34]\tvalid_0's poisson: -91.0501\tvalid_0's tweedie: 33.8744\n",
"[35]\tvalid_0's poisson: -91.1499\tvalid_0's tweedie: 33.8503\n",
"[36]\tvalid_0's poisson: -91.2515\tvalid_0's tweedie: 33.8259\n",
"[37]\tvalid_0's poisson: -91.3501\tvalid_0's tweedie: 33.8021\n",
"[38]\tvalid_0's poisson: -91.4479\tvalid_0's tweedie: 33.7784\n",
"[39]\tvalid_0's poisson: -91.5479\tvalid_0's tweedie: 33.7543\n",
"[40]\tvalid_0's poisson: -91.6444\tvalid_0's tweedie: 33.731\n",
"[41]\tvalid_0's poisson: -91.7405\tvalid_0's tweedie: 33.7078\n",
"[42]\tvalid_0's poisson: -91.8387\tvalid_0's tweedie: 33.6841\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[43]\tvalid_0's poisson: -91.9334\tvalid_0's tweedie: 33.6611\n",
"[44]\tvalid_0's poisson: -92.0287\tvalid_0's tweedie: 33.6381\n",
"[45]\tvalid_0's poisson: -92.125\tvalid_0's tweedie: 33.6148\n",
"[46]\tvalid_0's poisson: -92.218\tvalid_0's tweedie: 33.5923\n",
"[47]\tvalid_0's poisson: -92.3118\tvalid_0's tweedie: 33.5696\n",
"[48]\tvalid_0's poisson: -92.4062\tvalid_0's tweedie: 33.5467\n",
"[49]\tvalid_0's poisson: -92.4974\tvalid_0's tweedie: 33.5246\n",
"[50]\tvalid_0's poisson: -92.588\tvalid_0's tweedie: 33.5026\n",
"[51]\tvalid_0's poisson: -92.6807\tvalid_0's tweedie: 33.4802\n",
"[52]\tvalid_0's poisson: -92.7702\tvalid_0's tweedie: 33.4584\n",
"[53]\tvalid_0's poisson: -92.8604\tvalid_0's tweedie: 33.4365\n",
"[54]\tvalid_0's poisson: -92.9515\tvalid_0's tweedie: 33.4144\n",
"[55]\tvalid_0's poisson: -93.0393\tvalid_0's tweedie: 33.3931\n",
"[56]\tvalid_0's poisson: -93.1264\tvalid_0's tweedie: 33.3719\n",
"[57]\tvalid_0's poisson: -93.2161\tvalid_0's tweedie: 33.3501\n",
"[58]\tvalid_0's poisson: -93.3022\tvalid_0's tweedie: 33.3291\n",
"[59]\tvalid_0's poisson: -93.3892\tvalid_0's tweedie: 33.308\n",
"[60]\tvalid_0's poisson: -93.4768\tvalid_0's tweedie: 33.2867\n",
"[61]\tvalid_0's poisson: -93.5613\tvalid_0's tweedie: 33.2661\n",
"[62]\tvalid_0's poisson: -93.6464\tvalid_0's tweedie: 33.2453\n",
"[63]\tvalid_0's poisson: -93.7323\tvalid_0's tweedie: 33.2244\n",
"[64]\tvalid_0's poisson: -93.8151\tvalid_0's tweedie: 33.2042\n",
"[65]\tvalid_0's poisson: -93.8978\tvalid_0's tweedie: 33.1839\n",
"[66]\tvalid_0's poisson: -93.982\tvalid_0's tweedie: 33.1634\n",
"[67]\tvalid_0's poisson: -94.0629\tvalid_0's tweedie: 33.1436\n",
"[68]\tvalid_0's poisson: -94.1468\tvalid_0's tweedie: 33.1231\n",
"[69]\tvalid_0's poisson: -94.2269\tvalid_0's tweedie: 33.1035\n",
"[70]\tvalid_0's poisson: -94.3081\tvalid_0's tweedie: 33.0836\n",
"[71]\tvalid_0's poisson: -94.3897\tvalid_0's tweedie: 33.0637\n",
"[72]\tvalid_0's poisson: -94.4686\tvalid_0's tweedie: 33.0443\n",
"[73]\tvalid_0's poisson: -94.5481\tvalid_0's tweedie: 33.0249\n",
"[74]\tvalid_0's poisson: -94.6282\tvalid_0's tweedie: 33.0053\n",
"[75]\tvalid_0's poisson: -94.7051\tvalid_0's tweedie: 32.9864\n",
"[76]\tvalid_0's poisson: -94.7839\tvalid_0's tweedie: 32.9671\n",
"[77]\tvalid_0's poisson: -94.8624\tvalid_0's tweedie: 32.9478\n",
"[78]\tvalid_0's poisson: -94.9384\tvalid_0's tweedie: 32.9291\n",
"[79]\tvalid_0's poisson: -95.0149\tvalid_0's tweedie: 32.9103\n",
"[80]\tvalid_0's poisson: -95.0922\tvalid_0's tweedie: 32.8914\n",
"[81]\tvalid_0's poisson: -95.1661\tvalid_0's tweedie: 32.8732\n",
"[82]\tvalid_0's poisson: -95.2429\tvalid_0's tweedie: 32.8543\n",
"[83]\tvalid_0's poisson: -95.3162\tvalid_0's tweedie: 32.8362\n",
"[84]\tvalid_0's poisson: -95.389\tvalid_0's tweedie: 32.8183\n",
"[85]\tvalid_0's poisson: -95.4643\tvalid_0's tweedie: 32.7998\n",
"[86]\tvalid_0's poisson: -95.5361\tvalid_0's tweedie: 32.782\n",
"[87]\tvalid_0's poisson: -95.6102\tvalid_0's tweedie: 32.7638\n",
"[88]\tvalid_0's poisson: -95.6835\tvalid_0's tweedie: 32.7457\n",
"[89]\tvalid_0's poisson: -95.7541\tvalid_0's tweedie: 32.7283\n",
"[90]\tvalid_0's poisson: -95.826\tvalid_0's tweedie: 32.7105\n",
"[91]\tvalid_0's poisson: -95.8983\tvalid_0's tweedie: 32.6927\n",
"[92]\tvalid_0's poisson: -95.9675\tvalid_0's tweedie: 32.6756\n",
"[93]\tvalid_0's poisson: -96.0381\tvalid_0's tweedie: 32.6582\n",
"[94]\tvalid_0's poisson: -96.1093\tvalid_0's tweedie: 32.6406\n",
"[95]\tvalid_0's poisson: -96.1797\tvalid_0's tweedie: 32.6232\n",
"[96]\tvalid_0's poisson: -96.2477\tvalid_0's tweedie: 32.6063\n",
"[97]\tvalid_0's poisson: -96.3176\tvalid_0's tweedie: 32.589\n",
"[98]\tvalid_0's poisson: -96.3848\tvalid_0's tweedie: 32.5723\n",
"[99]\tvalid_0's poisson: -96.4533\tvalid_0's tweedie: 32.5553\n",
"[100]\tvalid_0's poisson: -96.5217\tvalid_0's tweedie: 32.5384\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n",
"[1]\tvalid_0's poisson: -87.3031\tvalid_0's tweedie: 34.772\n",
"[2]\tvalid_0's poisson: -87.4293\tvalid_0's tweedie: 34.7418\n",
"[3]\tvalid_0's poisson: -87.5548\tvalid_0's tweedie: 34.7119\n",
"[4]\tvalid_0's poisson: -87.6794\tvalid_0's tweedie: 34.6821\n",
"[5]\tvalid_0's poisson: -87.8032\tvalid_0's tweedie: 34.6525\n",
"[6]\tvalid_0's poisson: -87.9263\tvalid_0's tweedie: 34.623\n",
"[7]\tvalid_0's poisson: -88.0486\tvalid_0's tweedie: 34.5938\n",
"[8]\tvalid_0's poisson: -88.17\tvalid_0's tweedie: 34.5647\n",
"[9]\tvalid_0's poisson: -88.2907\tvalid_0's tweedie: 34.5358\n",
"[10]\tvalid_0's poisson: -88.4107\tvalid_0's tweedie: 34.5071\n",
"[11]\tvalid_0's poisson: -88.5298\tvalid_0's tweedie: 34.4786\n",
"[12]\tvalid_0's poisson: -88.6482\tvalid_0's tweedie: 34.4502\n",
"[13]\tvalid_0's poisson: -88.7665\tvalid_0's tweedie: 34.4219\n",
"[14]\tvalid_0's poisson: -88.8838\tvalid_0's tweedie: 34.3938\n",
"[15]\tvalid_0's poisson: -89.0005\tvalid_0's tweedie: 34.3658\n",
"[16]\tvalid_0's poisson: -89.1165\tvalid_0's tweedie: 34.338\n",
"[17]\tvalid_0's poisson: -89.2313\tvalid_0's tweedie: 34.3105\n",
"[18]\tvalid_0's poisson: -89.3458\tvalid_0's tweedie: 34.283\n",
"[19]\tvalid_0's poisson: -89.4592\tvalid_0's tweedie: 34.2558\n",
"[20]\tvalid_0's poisson: -89.5723\tvalid_0's tweedie: 34.2286\n",
"[21]\tvalid_0's poisson: -89.6846\tvalid_0's tweedie: 34.2016\n",
"[22]\tvalid_0's poisson: -89.7958\tvalid_0's tweedie: 34.1749\n",
"[23]\tvalid_0's poisson: -89.9065\tvalid_0's tweedie: 34.1483\n",
"[24]\tvalid_0's poisson: -90.0163\tvalid_0's tweedie: 34.122\n",
"[25]\tvalid_0's poisson: -90.1258\tvalid_0's tweedie: 34.0956\n",
"[26]\tvalid_0's poisson: -90.2346\tvalid_0's tweedie: 34.0695\n",
"[27]\tvalid_0's poisson: -90.3425\tvalid_0's tweedie: 34.0435\n",
"[28]\tvalid_0's poisson: -90.4499\tvalid_0's tweedie: 34.0176\n",
"[29]\tvalid_0's poisson: -90.5563\tvalid_0's tweedie: 33.992\n",
"[30]\tvalid_0's poisson: -90.6624\tvalid_0's tweedie: 33.9665\n",
"[31]\tvalid_0's poisson: -90.7672\tvalid_0's tweedie: 33.9412\n",
"[32]\tvalid_0's poisson: -90.872\tvalid_0's tweedie: 33.916\n",
"[33]\tvalid_0's poisson: -90.9757\tvalid_0's tweedie: 33.891\n",
"[34]\tvalid_0's poisson: -91.0791\tvalid_0's tweedie: 33.8661\n",
"[35]\tvalid_0's poisson: -91.1816\tvalid_0's tweedie: 33.8413\n",
"[36]\tvalid_0's poisson: -91.2837\tvalid_0's tweedie: 33.8167\n",
"[37]\tvalid_0's poisson: -91.3851\tvalid_0's tweedie: 33.7922\n",
"[38]\tvalid_0's poisson: -91.4856\tvalid_0's tweedie: 33.7679\n",
"[39]\tvalid_0's poisson: -91.5855\tvalid_0's tweedie: 33.7438\n",
"[40]\tvalid_0's poisson: -91.6831\tvalid_0's tweedie: 33.7202\n",
"[41]\tvalid_0's poisson: -91.782\tvalid_0's tweedie: 33.6963\n",
"[42]\tvalid_0's poisson: -91.8784\tvalid_0's tweedie: 33.6729\n",
"[43]\tvalid_0's poisson: -91.9746\tvalid_0's tweedie: 33.6496\n",
"[44]\tvalid_0's poisson: -92.0715\tvalid_0's tweedie: 33.6262\n",
"[45]\tvalid_0's poisson: -92.1661\tvalid_0's tweedie: 33.6033\n",
"[46]\tvalid_0's poisson: -92.2607\tvalid_0's tweedie: 33.5803\n",
"[47]\tvalid_0's poisson: -92.354\tvalid_0's tweedie: 33.5577\n",
"[48]\tvalid_0's poisson: -92.4486\tvalid_0's tweedie: 33.5347\n",
"[49]\tvalid_0's poisson: -92.5407\tvalid_0's tweedie: 33.5124\n",
"[50]\tvalid_0's poisson: -92.6328\tvalid_0's tweedie: 33.49\n",
"[51]\tvalid_0's poisson: -92.7256\tvalid_0's tweedie: 33.4675\n",
"[52]\tvalid_0's poisson: -92.8159\tvalid_0's tweedie: 33.4455\n",
"[53]\tvalid_0's poisson: -92.9067\tvalid_0's tweedie: 33.4234\n",
"[54]\tvalid_0's poisson: -92.9959\tvalid_0's tweedie: 33.4017\n",
"[55]\tvalid_0's poisson: -93.0862\tvalid_0's tweedie: 33.3798\n",
"[56]\tvalid_0's poisson: -93.1743\tvalid_0's tweedie: 33.3583\n",
"[57]\tvalid_0's poisson: -93.2624\tvalid_0's tweedie: 33.3368\n",
"[58]\tvalid_0's poisson: -93.3509\tvalid_0's tweedie: 33.3153\n",
"[59]\tvalid_0's poisson: -93.4373\tvalid_0's tweedie: 33.2942\n",
"[60]\tvalid_0's poisson: -93.5242\tvalid_0's tweedie: 33.273\n",
"[61]\tvalid_0's poisson: -93.6113\tvalid_0's tweedie: 33.2518\n",
"[62]\tvalid_0's poisson: -93.696\tvalid_0's tweedie: 33.2311\n",
"[63]\tvalid_0's poisson: -93.7799\tvalid_0's tweedie: 33.2105\n",
"[64]\tvalid_0's poisson: -93.8656\tvalid_0's tweedie: 33.1897\n",
"[65]\tvalid_0's poisson: -93.9484\tvalid_0's tweedie: 33.1694\n",
"[66]\tvalid_0's poisson: -94.031\tvalid_0's tweedie: 33.1491\n",
"[67]\tvalid_0's poisson: -94.1151\tvalid_0's tweedie: 33.1286\n",
"[68]\tvalid_0's poisson: -94.1963\tvalid_0's tweedie: 33.1087\n",
"[69]\tvalid_0's poisson: -94.2779\tvalid_0's tweedie: 33.0887\n",
"[70]\tvalid_0's poisson: -94.3602\tvalid_0's tweedie: 33.0685\n",
"[71]\tvalid_0's poisson: -94.4399\tvalid_0's tweedie: 33.049\n",
"[72]\tvalid_0's poisson: -94.5205\tvalid_0's tweedie: 33.0292\n",
"[73]\tvalid_0's poisson: -94.6022\tvalid_0's tweedie: 33.0092\n",
"[74]\tvalid_0's poisson: -94.6804\tvalid_0's tweedie: 32.99\n",
"[75]\tvalid_0's poisson: -94.7598\tvalid_0's tweedie: 32.9705\n",
"[76]\tvalid_0's poisson: -94.839\tvalid_0's tweedie: 32.9511\n",
"[77]\tvalid_0's poisson: -94.9157\tvalid_0's tweedie: 32.9322\n",
"[78]\tvalid_0's poisson: -94.9921\tvalid_0's tweedie: 32.9134\n",
"[79]\tvalid_0's poisson: -95.0708\tvalid_0's tweedie: 32.8941\n",
"[80]\tvalid_0's poisson: -95.1459\tvalid_0's tweedie: 32.8755\n",
"[81]\tvalid_0's poisson: -95.2225\tvalid_0's tweedie: 32.8567\n",
"[82]\tvalid_0's poisson: -95.299\tvalid_0's tweedie: 32.8379\n",
"[83]\tvalid_0's poisson: -95.3745\tvalid_0's tweedie: 32.8193\n",
"[84]\tvalid_0's poisson: -95.4478\tvalid_0's tweedie: 32.8011\n",
"[85]\tvalid_0's poisson: -95.5237\tvalid_0's tweedie: 32.7825\n",
"[86]\tvalid_0's poisson: -95.5963\tvalid_0's tweedie: 32.7645\n",
"[87]\tvalid_0's poisson: -95.6699\tvalid_0's tweedie: 32.7463\n",
"[88]\tvalid_0's poisson: -95.7442\tvalid_0's tweedie: 32.7281\n",
"[89]\tvalid_0's poisson: -95.8154\tvalid_0's tweedie: 32.7104\n",
"[90]\tvalid_0's poisson: -95.8877\tvalid_0's tweedie: 32.6925\n",
"[91]\tvalid_0's poisson: -95.9601\tvalid_0's tweedie: 32.6746\n",
"[92]\tvalid_0's poisson: -96.0295\tvalid_0's tweedie: 32.6574\n",
"[93]\tvalid_0's poisson: -96.1004\tvalid_0's tweedie: 32.6398\n",
"[94]\tvalid_0's poisson: -96.1721\tvalid_0's tweedie: 32.6222\n",
"[95]\tvalid_0's poisson: -96.2402\tvalid_0's tweedie: 32.6052\n",
"[96]\tvalid_0's poisson: -96.3085\tvalid_0's tweedie: 32.5882\n",
"[97]\tvalid_0's poisson: -96.3788\tvalid_0's tweedie: 32.5709\n",
"[98]\tvalid_0's poisson: -96.4455\tvalid_0's tweedie: 32.5542\n",
"[99]\tvalid_0's poisson: -96.515\tvalid_0's tweedie: 32.537\n",
"[100]\tvalid_0's poisson: -96.5809\tvalid_0's tweedie: 32.5206\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.4; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -87.2904\tvalid_0's tweedie: 34.7751\n",
"[2]\tvalid_0's poisson: -87.4164\tvalid_0's tweedie: 34.7451\n",
"[3]\tvalid_0's poisson: -87.5416\tvalid_0's tweedie: 34.7152\n",
"[4]\tvalid_0's poisson: -87.666\tvalid_0's tweedie: 34.6856\n",
"[5]\tvalid_0's poisson: -87.7897\tvalid_0's tweedie: 34.6561\n",
"[6]\tvalid_0's poisson: -87.9125\tvalid_0's tweedie: 34.6268\n",
"[7]\tvalid_0's poisson: -88.0345\tvalid_0's tweedie: 34.5977\n",
"[8]\tvalid_0's poisson: -88.1558\tvalid_0's tweedie: 34.5688\n",
"[9]\tvalid_0's poisson: -88.2763\tvalid_0's tweedie: 34.54\n",
"[10]\tvalid_0's poisson: -88.396\tvalid_0's tweedie: 34.5115\n",
"[11]\tvalid_0's poisson: -88.5149\tvalid_0's tweedie: 34.4831\n",
"[12]\tvalid_0's poisson: -88.6331\tvalid_0's tweedie: 34.4548\n",
"[13]\tvalid_0's poisson: -88.7505\tvalid_0's tweedie: 34.4268\n",
"[14]\tvalid_0's poisson: -88.8672\tvalid_0's tweedie: 34.3989\n",
"[15]\tvalid_0's poisson: -88.9831\tvalid_0's tweedie: 34.3712\n",
"[16]\tvalid_0's poisson: -89.0981\tvalid_0's tweedie: 34.3437\n",
"[17]\tvalid_0's poisson: -89.2125\tvalid_0's tweedie: 34.3163\n",
"[18]\tvalid_0's poisson: -89.3258\tvalid_0's tweedie: 34.2892\n",
"[19]\tvalid_0's poisson: -89.4386\tvalid_0's tweedie: 34.2622\n",
"[20]\tvalid_0's poisson: -89.5507\tvalid_0's tweedie: 34.2353\n",
"[21]\tvalid_0's poisson: -89.662\tvalid_0's tweedie: 34.2086\n",
"[22]\tvalid_0's poisson: -89.7727\tvalid_0's tweedie: 34.1821\n",
"[23]\tvalid_0's poisson: -89.8826\tvalid_0's tweedie: 34.1558\n",
"[24]\tvalid_0's poisson: -89.9918\tvalid_0's tweedie: 34.1296\n",
"[25]\tvalid_0's poisson: -90.1003\tvalid_0's tweedie: 34.1035\n",
"[26]\tvalid_0's poisson: -90.208\tvalid_0's tweedie: 34.0777\n",
"[27]\tvalid_0's poisson: -90.3153\tvalid_0's tweedie: 34.0519\n",
"[28]\tvalid_0's poisson: -90.4216\tvalid_0's tweedie: 34.0264\n",
"[29]\tvalid_0's poisson: -90.5276\tvalid_0's tweedie: 34.001\n",
"[30]\tvalid_0's poisson: -90.6325\tvalid_0's tweedie: 33.9758\n",
"[31]\tvalid_0's poisson: -90.7369\tvalid_0's tweedie: 33.9507\n",
"[32]\tvalid_0's poisson: -90.8407\tvalid_0's tweedie: 33.9257\n",
"[33]\tvalid_0's poisson: -90.9437\tvalid_0's tweedie: 33.9009\n",
"[34]\tvalid_0's poisson: -91.0462\tvalid_0's tweedie: 33.8763\n",
"[35]\tvalid_0's poisson: -91.1482\tvalid_0's tweedie: 33.8517\n",
"[36]\tvalid_0's poisson: -91.2495\tvalid_0's tweedie: 33.8273\n",
"[37]\tvalid_0's poisson: -91.35\tvalid_0's tweedie: 33.8031\n",
"[38]\tvalid_0's poisson: -91.4498\tvalid_0's tweedie: 33.7791\n",
"[39]\tvalid_0's poisson: -91.5494\tvalid_0's tweedie: 33.7551\n",
"[40]\tvalid_0's poisson: -91.6482\tvalid_0's tweedie: 33.7313\n",
"[41]\tvalid_0's poisson: -91.7465\tvalid_0's tweedie: 33.7075\n",
"[42]\tvalid_0's poisson: -91.844\tvalid_0's tweedie: 33.684\n",
"[43]\tvalid_0's poisson: -91.941\tvalid_0's tweedie: 33.6606\n",
"[44]\tvalid_0's poisson: -92.0373\tvalid_0's tweedie: 33.6374\n",
"[45]\tvalid_0's poisson: -92.1329\tvalid_0's tweedie: 33.6143\n",
"[46]\tvalid_0's poisson: -92.2282\tvalid_0's tweedie: 33.5913\n",
"[47]\tvalid_0's poisson: -92.3231\tvalid_0's tweedie: 33.5683\n",
"[48]\tvalid_0's poisson: -92.4173\tvalid_0's tweedie: 33.5456\n",
"[49]\tvalid_0's poisson: -92.5109\tvalid_0's tweedie: 33.5229\n",
"[50]\tvalid_0's poisson: -92.6034\tvalid_0's tweedie: 33.5005\n",
"[51]\tvalid_0's poisson: -92.6961\tvalid_0's tweedie: 33.478\n",
"[52]\tvalid_0's poisson: -92.7876\tvalid_0's tweedie: 33.4559\n",
"[53]\tvalid_0's poisson: -92.8788\tvalid_0's tweedie: 33.4337\n",
"[54]\tvalid_0's poisson: -92.9685\tvalid_0's tweedie: 33.4119\n",
"[55]\tvalid_0's poisson: -93.0581\tvalid_0's tweedie: 33.3902\n",
"[56]\tvalid_0's poisson: -93.1471\tvalid_0's tweedie: 33.3686\n",
"[57]\tvalid_0's poisson: -93.2351\tvalid_0's tweedie: 33.3472\n",
"[58]\tvalid_0's poisson: -93.3231\tvalid_0's tweedie: 33.3258\n",
"[59]\tvalid_0's poisson: -93.41\tvalid_0's tweedie: 33.3046\n",
"[60]\tvalid_0's poisson: -93.4963\tvalid_0's tweedie: 33.2836\n",
"[61]\tvalid_0's poisson: -93.5825\tvalid_0's tweedie: 33.2626\n",
"[62]\tvalid_0's poisson: -93.6677\tvalid_0's tweedie: 33.2418\n",
"[63]\tvalid_0's poisson: -93.7525\tvalid_0's tweedie: 33.2212\n",
"[64]\tvalid_0's poisson: -93.8375\tvalid_0's tweedie: 33.2005\n",
"[65]\tvalid_0's poisson: -93.921\tvalid_0's tweedie: 33.1801\n",
"[66]\tvalid_0's poisson: -94.0046\tvalid_0's tweedie: 33.1597\n",
"[67]\tvalid_0's poisson: -94.0873\tvalid_0's tweedie: 33.1395\n",
"[68]\tvalid_0's poisson: -94.1705\tvalid_0's tweedie: 33.1192\n",
"[69]\tvalid_0's poisson: -94.2519\tvalid_0's tweedie: 33.0992\n",
"[70]\tvalid_0's poisson: -94.3328\tvalid_0's tweedie: 33.0794\n",
"[71]\tvalid_0's poisson: -94.4146\tvalid_0's tweedie: 33.0595\n",
"[72]\tvalid_0's poisson: -94.4944\tvalid_0's tweedie: 33.0399\n",
"[73]\tvalid_0's poisson: -94.5746\tvalid_0's tweedie: 33.0203\n",
"[74]\tvalid_0's poisson: -94.6537\tvalid_0's tweedie: 33.0009\n",
"[75]\tvalid_0's poisson: -94.7334\tvalid_0's tweedie: 32.9814\n",
"[76]\tvalid_0's poisson: -94.8112\tvalid_0's tweedie: 32.9623\n",
"[77]\tvalid_0's poisson: -94.8885\tvalid_0's tweedie: 32.9433\n",
"[78]\tvalid_0's poisson: -94.9667\tvalid_0's tweedie: 32.9241\n",
"[79]\tvalid_0's poisson: -95.043\tvalid_0's tweedie: 32.9053\n",
"[80]\tvalid_0's poisson: -95.1194\tvalid_0's tweedie: 32.8866\n",
"[81]\tvalid_0's poisson: -95.1956\tvalid_0's tweedie: 32.8679\n",
"[82]\tvalid_0's poisson: -95.2715\tvalid_0's tweedie: 32.8492\n",
"[83]\tvalid_0's poisson: -95.3463\tvalid_0's tweedie: 32.8308\n",
"[84]\tvalid_0's poisson: -95.421\tvalid_0's tweedie: 32.8124\n",
"[85]\tvalid_0's poisson: -95.4941\tvalid_0's tweedie: 32.7943\n",
"[86]\tvalid_0's poisson: -95.5685\tvalid_0's tweedie: 32.7761\n",
"[87]\tvalid_0's poisson: -95.6409\tvalid_0's tweedie: 32.7582\n",
"[88]\tvalid_0's poisson: -95.7138\tvalid_0's tweedie: 32.7402\n",
"[89]\tvalid_0's poisson: -95.785\tvalid_0's tweedie: 32.7226\n",
"[90]\tvalid_0's poisson: -95.858\tvalid_0's tweedie: 32.7046\n",
"[91]\tvalid_0's poisson: -95.9283\tvalid_0's tweedie: 32.6872\n",
"[92]\tvalid_0's poisson: -95.9994\tvalid_0's tweedie: 32.6696\n",
"[93]\tvalid_0's poisson: -96.07\tvalid_0's tweedie: 32.6522\n",
"[94]\tvalid_0's poisson: -96.1397\tvalid_0's tweedie: 32.6349\n",
"[95]\tvalid_0's poisson: -96.2093\tvalid_0's tweedie: 32.6177\n",
"[96]\tvalid_0's poisson: -96.2781\tvalid_0's tweedie: 32.6006\n",
"[97]\tvalid_0's poisson: -96.3478\tvalid_0's tweedie: 32.5834\n",
"[98]\tvalid_0's poisson: -96.4153\tvalid_0's tweedie: 32.5666\n",
"[99]\tvalid_0's poisson: -96.4831\tvalid_0's tweedie: 32.5498\n",
"[100]\tvalid_0's poisson: -96.551\tvalid_0's tweedie: 32.533\n",
"[CV] END bagging_fraction=0.8, lambda_l1=0.01, lambda_l2=0, learning_rate=0.00390625, max_depth=4, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -89.3381\tvalid_0's tweedie: 266.642\n",
"[2]\tvalid_0's poisson: -91.2159\tvalid_0's tweedie: 265.341\n",
"[3]\tvalid_0's poisson: -92.8323\tvalid_0's tweedie: 264.224\n",
"[4]\tvalid_0's poisson: -94.2427\tvalid_0's tweedie: 263.25\n",
"[5]\tvalid_0's poisson: -95.4919\tvalid_0's tweedie: 262.388\n",
"[6]\tvalid_0's poisson: -96.595\tvalid_0's tweedie: 261.626\n",
"[7]\tvalid_0's poisson: -97.5918\tvalid_0's tweedie: 260.936\n",
"[8]\tvalid_0's poisson: -98.488\tvalid_0's tweedie: 260.315\n",
"[9]\tvalid_0's poisson: -99.3216\tvalid_0's tweedie: 259.737\n",
"[10]\tvalid_0's poisson: -100.021\tvalid_0's tweedie: 259.249\n",
"[11]\tvalid_0's poisson: -100.673\tvalid_0's tweedie: 258.793\n",
"[12]\tvalid_0's poisson: -101.295\tvalid_0's tweedie: 258.358\n",
"[13]\tvalid_0's poisson: -101.823\tvalid_0's tweedie: 257.986\n",
"[14]\tvalid_0's poisson: -102.297\tvalid_0's tweedie: 257.651\n",
"[15]\tvalid_0's poisson: -102.76\tvalid_0's tweedie: 257.322\n",
"[16]\tvalid_0's poisson: -103.153\tvalid_0's tweedie: 257.042\n",
"[17]\tvalid_0's poisson: -103.574\tvalid_0's tweedie: 256.742\n",
"[18]\tvalid_0's poisson: -103.928\tvalid_0's tweedie: 256.489\n",
"[19]\tvalid_0's poisson: -104.23\tvalid_0's tweedie: 256.271\n",
"[20]\tvalid_0's poisson: -104.556\tvalid_0's tweedie: 256.037\n",
"[21]\tvalid_0's poisson: -104.834\tvalid_0's tweedie: 255.838\n",
"[22]\tvalid_0's poisson: -105.087\tvalid_0's tweedie: 255.655\n",
"[23]\tvalid_0's poisson: -105.307\tvalid_0's tweedie: 255.495\n",
"[24]\tvalid_0's poisson: -105.523\tvalid_0's tweedie: 255.337\n",
"[25]\tvalid_0's poisson: -105.742\tvalid_0's tweedie: 255.179\n",
"[26]\tvalid_0's poisson: -105.927\tvalid_0's tweedie: 255.044\n",
"[27]\tvalid_0's poisson: -106.115\tvalid_0's tweedie: 254.907\n",
"[28]\tvalid_0's poisson: -106.282\tvalid_0's tweedie: 254.785\n",
"[29]\tvalid_0's poisson: -106.427\tvalid_0's tweedie: 254.679\n",
"[30]\tvalid_0's poisson: -106.576\tvalid_0's tweedie: 254.57\n",
"[31]\tvalid_0's poisson: -106.699\tvalid_0's tweedie: 254.479\n",
"[32]\tvalid_0's poisson: -106.821\tvalid_0's tweedie: 254.388\n",
"[33]\tvalid_0's poisson: -106.938\tvalid_0's tweedie: 254.302\n",
"[34]\tvalid_0's poisson: -107.065\tvalid_0's tweedie: 254.21\n",
"[35]\tvalid_0's poisson: -107.172\tvalid_0's tweedie: 254.132\n",
"[36]\tvalid_0's poisson: -107.272\tvalid_0's tweedie: 254.059\n",
"[37]\tvalid_0's poisson: -107.357\tvalid_0's tweedie: 253.996\n",
"[38]\tvalid_0's poisson: -107.43\tvalid_0's tweedie: 253.943\n",
"[39]\tvalid_0's poisson: -107.507\tvalid_0's tweedie: 253.886\n",
"[40]\tvalid_0's poisson: -107.572\tvalid_0's tweedie: 253.837\n",
"[41]\tvalid_0's poisson: -107.639\tvalid_0's tweedie: 253.787\n",
"[42]\tvalid_0's poisson: -107.702\tvalid_0's tweedie: 253.741\n",
"[43]\tvalid_0's poisson: -107.773\tvalid_0's tweedie: 253.689\n",
"[44]\tvalid_0's poisson: -107.822\tvalid_0's tweedie: 253.653\n",
"[45]\tvalid_0's poisson: -107.868\tvalid_0's tweedie: 253.619\n",
"[46]\tvalid_0's poisson: -107.923\tvalid_0's tweedie: 253.578\n",
"[47]\tvalid_0's poisson: -107.969\tvalid_0's tweedie: 253.544\n",
"[48]\tvalid_0's poisson: -108.007\tvalid_0's tweedie: 253.516\n",
"[49]\tvalid_0's poisson: -108.05\tvalid_0's tweedie: 253.483\n",
"[50]\tvalid_0's poisson: -108.089\tvalid_0's tweedie: 253.455\n",
"[51]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 253.425\n",
"[52]\tvalid_0's poisson: -108.165\tvalid_0's tweedie: 253.398\n",
"[53]\tvalid_0's poisson: -108.205\tvalid_0's tweedie: 253.368\n",
"[54]\tvalid_0's poisson: -108.24\tvalid_0's tweedie: 253.342\n",
"[55]\tvalid_0's poisson: -108.264\tvalid_0's tweedie: 253.324\n",
"[56]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 253.3\n",
"[57]\tvalid_0's poisson: -108.318\tvalid_0's tweedie: 253.285\n",
"[58]\tvalid_0's poisson: -108.359\tvalid_0's tweedie: 253.257\n",
"[59]\tvalid_0's poisson: -108.391\tvalid_0's tweedie: 253.234\n",
"[60]\tvalid_0's poisson: -108.412\tvalid_0's tweedie: 253.218\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[61]\tvalid_0's poisson: -108.434\tvalid_0's tweedie: 253.203\n",
"[62]\tvalid_0's poisson: -108.454\tvalid_0's tweedie: 253.187\n",
"[63]\tvalid_0's poisson: -108.492\tvalid_0's tweedie: 253.162\n",
"[64]\tvalid_0's poisson: -108.508\tvalid_0's tweedie: 253.15\n",
"[65]\tvalid_0's poisson: -108.524\tvalid_0's tweedie: 253.139\n",
"[66]\tvalid_0's poisson: -108.556\tvalid_0's tweedie: 253.117\n",
"[67]\tvalid_0's poisson: -108.577\tvalid_0's tweedie: 253.102\n",
"[68]\tvalid_0's poisson: -108.596\tvalid_0's tweedie: 253.089\n",
"[69]\tvalid_0's poisson: -108.622\tvalid_0's tweedie: 253.071\n",
"[70]\tvalid_0's poisson: -108.635\tvalid_0's tweedie: 253.062\n",
"[71]\tvalid_0's poisson: -108.648\tvalid_0's tweedie: 253.052\n",
"[72]\tvalid_0's poisson: -108.66\tvalid_0's tweedie: 253.043\n",
"[73]\tvalid_0's poisson: -108.676\tvalid_0's tweedie: 253.032\n",
"[74]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 253.025\n",
"[75]\tvalid_0's poisson: -108.701\tvalid_0's tweedie: 253.014\n",
"[76]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 252.996\n",
"[77]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 252.981\n",
"[78]\tvalid_0's poisson: -108.756\tvalid_0's tweedie: 252.975\n",
"[79]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 252.97\n",
"[80]\tvalid_0's poisson: -108.776\tvalid_0's tweedie: 252.96\n",
"[81]\tvalid_0's poisson: -108.792\tvalid_0's tweedie: 252.949\n",
"[82]\tvalid_0's poisson: -108.799\tvalid_0's tweedie: 252.945\n",
"[83]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 252.933\n",
"[84]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 252.915\n",
"[85]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 252.91\n",
"[86]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 252.903\n",
"[87]\tvalid_0's poisson: -108.879\tvalid_0's tweedie: 252.887\n",
"[88]\tvalid_0's poisson: -108.894\tvalid_0's tweedie: 252.877\n",
"[89]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 252.874\n",
"[90]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 252.866\n",
"[91]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 252.863\n",
"[92]\tvalid_0's poisson: -108.922\tvalid_0's tweedie: 252.857\n",
"[93]\tvalid_0's poisson: -108.928\tvalid_0's tweedie: 252.853\n",
"[94]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 252.848\n",
"[95]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 252.842\n",
"[96]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 252.839\n",
"[97]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 252.83\n",
"[98]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 252.828\n",
"[99]\tvalid_0's poisson: -108.969\tvalid_0's tweedie: 252.824\n",
"[100]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 252.814\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -89.3713\tvalid_0's tweedie: 266.619\n",
"[2]\tvalid_0's poisson: -91.2552\tvalid_0's tweedie: 265.314\n",
"[3]\tvalid_0's poisson: -92.8874\tvalid_0's tweedie: 264.186\n",
"[4]\tvalid_0's poisson: -94.2999\tvalid_0's tweedie: 263.212\n",
"[5]\tvalid_0's poisson: -95.6069\tvalid_0's tweedie: 262.311\n",
"[6]\tvalid_0's poisson: -96.716\tvalid_0's tweedie: 261.545\n",
"[7]\tvalid_0's poisson: -97.7034\tvalid_0's tweedie: 260.862\n",
"[8]\tvalid_0's poisson: -98.6252\tvalid_0's tweedie: 260.224\n",
"[9]\tvalid_0's poisson: -99.4149\tvalid_0's tweedie: 259.675\n",
"[10]\tvalid_0's poisson: -100.128\tvalid_0's tweedie: 259.178\n",
"[11]\tvalid_0's poisson: -100.775\tvalid_0's tweedie: 258.726\n",
"[12]\tvalid_0's poisson: -101.352\tvalid_0's tweedie: 258.321\n",
"[13]\tvalid_0's poisson: -101.883\tvalid_0's tweedie: 257.947\n",
"[14]\tvalid_0's poisson: -102.397\tvalid_0's tweedie: 257.586\n",
"[15]\tvalid_0's poisson: -102.824\tvalid_0's tweedie: 257.282\n",
"[16]\tvalid_0's poisson: -103.242\tvalid_0's tweedie: 256.985\n",
"[17]\tvalid_0's poisson: -103.616\tvalid_0's tweedie: 256.716\n",
"[18]\tvalid_0's poisson: -103.97\tvalid_0's tweedie: 256.463\n",
"[19]\tvalid_0's poisson: -104.332\tvalid_0's tweedie: 256.204\n",
"[20]\tvalid_0's poisson: -104.619\tvalid_0's tweedie: 255.997\n",
"[21]\tvalid_0's poisson: -104.883\tvalid_0's tweedie: 255.806\n",
"[22]\tvalid_0's poisson: -105.119\tvalid_0's tweedie: 255.634\n",
"[23]\tvalid_0's poisson: -105.344\tvalid_0's tweedie: 255.472\n",
"[24]\tvalid_0's poisson: -105.585\tvalid_0's tweedie: 255.297\n",
"[25]\tvalid_0's poisson: -105.784\tvalid_0's tweedie: 255.151\n",
"[26]\tvalid_0's poisson: -105.983\tvalid_0's tweedie: 255.007\n",
"[27]\tvalid_0's poisson: -106.166\tvalid_0's tweedie: 254.873\n",
"[28]\tvalid_0's poisson: -106.317\tvalid_0's tweedie: 254.762\n",
"[29]\tvalid_0's poisson: -106.471\tvalid_0's tweedie: 254.65\n",
"[30]\tvalid_0's poisson: -106.604\tvalid_0's tweedie: 254.551\n",
"[31]\tvalid_0's poisson: -106.738\tvalid_0's tweedie: 254.453\n",
"[32]\tvalid_0's poisson: -106.861\tvalid_0's tweedie: 254.361\n",
"[33]\tvalid_0's poisson: -106.975\tvalid_0's tweedie: 254.277\n",
"[34]\tvalid_0's poisson: -107.077\tvalid_0's tweedie: 254.202\n",
"[35]\tvalid_0's poisson: -107.165\tvalid_0's tweedie: 254.136\n",
"[36]\tvalid_0's poisson: -107.253\tvalid_0's tweedie: 254.069\n",
"[37]\tvalid_0's poisson: -107.352\tvalid_0's tweedie: 253.997\n",
"[38]\tvalid_0's poisson: -107.433\tvalid_0's tweedie: 253.938\n",
"[39]\tvalid_0's poisson: -107.515\tvalid_0's tweedie: 253.878\n",
"[40]\tvalid_0's poisson: -107.579\tvalid_0's tweedie: 253.83\n",
"[41]\tvalid_0's poisson: -107.64\tvalid_0's tweedie: 253.785\n",
"[42]\tvalid_0's poisson: -107.697\tvalid_0's tweedie: 253.743\n",
"[43]\tvalid_0's poisson: -107.758\tvalid_0's tweedie: 253.697\n",
"[44]\tvalid_0's poisson: -107.816\tvalid_0's tweedie: 253.654\n",
"[45]\tvalid_0's poisson: -107.864\tvalid_0's tweedie: 253.618\n",
"[46]\tvalid_0's poisson: -107.908\tvalid_0's tweedie: 253.586\n",
"[47]\tvalid_0's poisson: -107.95\tvalid_0's tweedie: 253.555\n",
"[48]\tvalid_0's poisson: -107.994\tvalid_0's tweedie: 253.521\n",
"[49]\tvalid_0's poisson: -108.04\tvalid_0's tweedie: 253.488\n",
"[50]\tvalid_0's poisson: -108.075\tvalid_0's tweedie: 253.462\n",
"[51]\tvalid_0's poisson: -108.128\tvalid_0's tweedie: 253.424\n",
"[52]\tvalid_0's poisson: -108.167\tvalid_0's tweedie: 253.396\n",
"[53]\tvalid_0's poisson: -108.2\tvalid_0's tweedie: 253.37\n",
"[54]\tvalid_0's poisson: -108.237\tvalid_0's tweedie: 253.343\n",
"[55]\tvalid_0's poisson: -108.275\tvalid_0's tweedie: 253.317\n",
"[56]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 253.299\n",
"[57]\tvalid_0's poisson: -108.34\tvalid_0's tweedie: 253.27\n",
"[58]\tvalid_0's poisson: -108.372\tvalid_0's tweedie: 253.247\n",
"[59]\tvalid_0's poisson: -108.396\tvalid_0's tweedie: 253.23\n",
"[60]\tvalid_0's poisson: -108.418\tvalid_0's tweedie: 253.214\n",
"[61]\tvalid_0's poisson: -108.452\tvalid_0's tweedie: 253.19\n",
"[62]\tvalid_0's poisson: -108.471\tvalid_0's tweedie: 253.176\n",
"[63]\tvalid_0's poisson: -108.493\tvalid_0's tweedie: 253.161\n",
"[64]\tvalid_0's poisson: -108.509\tvalid_0's tweedie: 253.149\n",
"[65]\tvalid_0's poisson: -108.523\tvalid_0's tweedie: 253.138\n",
"[66]\tvalid_0's poisson: -108.557\tvalid_0's tweedie: 253.114\n",
"[67]\tvalid_0's poisson: -108.585\tvalid_0's tweedie: 253.095\n",
"[68]\tvalid_0's poisson: -108.598\tvalid_0's tweedie: 253.085\n",
"[69]\tvalid_0's poisson: -108.623\tvalid_0's tweedie: 253.067\n",
"[70]\tvalid_0's poisson: -108.635\tvalid_0's tweedie: 253.058\n",
"[71]\tvalid_0's poisson: -108.647\tvalid_0's tweedie: 253.048\n",
"[72]\tvalid_0's poisson: -108.657\tvalid_0's tweedie: 253.041\n",
"[73]\tvalid_0's poisson: -108.682\tvalid_0's tweedie: 253.023\n",
"[74]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 253.007\n",
"[75]\tvalid_0's poisson: -108.718\tvalid_0's tweedie: 252.998\n",
"[76]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 252.987\n",
"[77]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 252.978\n",
"[78]\tvalid_0's poisson: -108.756\tvalid_0's tweedie: 252.971\n",
"[79]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 252.962\n",
"[80]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 252.957\n",
"[81]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 252.947\n",
"[82]\tvalid_0's poisson: -108.807\tvalid_0's tweedie: 252.935\n",
"[83]\tvalid_0's poisson: -108.828\tvalid_0's tweedie: 252.92\n",
"[84]\tvalid_0's poisson: -108.836\tvalid_0's tweedie: 252.914\n",
"[85]\tvalid_0's poisson: -108.843\tvalid_0's tweedie: 252.909\n",
"[86]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 252.905\n",
"[87]\tvalid_0's poisson: -108.871\tvalid_0's tweedie: 252.889\n",
"[88]\tvalid_0's poisson: -108.875\tvalid_0's tweedie: 252.886\n",
"[89]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 252.882\n",
"[90]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 252.877\n",
"[91]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 252.867\n",
"[92]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 252.853\n",
"[93]\tvalid_0's poisson: -108.933\tvalid_0's tweedie: 252.846\n",
"[94]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 252.844\n",
"[95]\tvalid_0's poisson: -108.941\tvalid_0's tweedie: 252.84\n",
"[96]\tvalid_0's poisson: -108.952\tvalid_0's tweedie: 252.832\n",
"[97]\tvalid_0's poisson: -108.972\tvalid_0's tweedie: 252.818\n",
"[98]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 252.811\n",
"[99]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 252.806\n",
"[100]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 252.803\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -89.3775\tvalid_0's tweedie: 266.616\n",
"[2]\tvalid_0's poisson: -91.2676\tvalid_0's tweedie: 265.306\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3]\tvalid_0's poisson: -92.902\tvalid_0's tweedie: 264.178\n",
"[4]\tvalid_0's poisson: -94.3148\tvalid_0's tweedie: 263.203\n",
"[5]\tvalid_0's poisson: -95.5674\tvalid_0's tweedie: 262.34\n",
"[6]\tvalid_0's poisson: -96.7092\tvalid_0's tweedie: 261.552\n",
"[7]\tvalid_0's poisson: -97.6976\tvalid_0's tweedie: 260.869\n",
"[8]\tvalid_0's poisson: -98.5837\tvalid_0's tweedie: 260.255\n",
"[9]\tvalid_0's poisson: -99.4224\tvalid_0's tweedie: 259.674\n",
"[10]\tvalid_0's poisson: -100.132\tvalid_0's tweedie: 259.179\n",
"[11]\tvalid_0's poisson: -100.768\tvalid_0's tweedie: 258.734\n",
"[12]\tvalid_0's poisson: -101.363\tvalid_0's tweedie: 258.317\n",
"[13]\tvalid_0's poisson: -101.888\tvalid_0's tweedie: 257.947\n",
"[14]\tvalid_0's poisson: -102.361\tvalid_0's tweedie: 257.612\n",
"[15]\tvalid_0's poisson: -102.838\tvalid_0's tweedie: 257.277\n",
"[16]\tvalid_0's poisson: -103.233\tvalid_0's tweedie: 256.995\n",
"[17]\tvalid_0's poisson: -103.611\tvalid_0's tweedie: 256.725\n",
"[18]\tvalid_0's poisson: -103.997\tvalid_0's tweedie: 256.449\n",
"[19]\tvalid_0's poisson: -104.318\tvalid_0's tweedie: 256.218\n",
"[20]\tvalid_0's poisson: -104.605\tvalid_0's tweedie: 256.011\n",
"[21]\tvalid_0's poisson: -104.879\tvalid_0's tweedie: 255.813\n",
"[22]\tvalid_0's poisson: -105.133\tvalid_0's tweedie: 255.628\n",
"[23]\tvalid_0's poisson: -105.385\tvalid_0's tweedie: 255.446\n",
"[24]\tvalid_0's poisson: -105.617\tvalid_0's tweedie: 255.277\n",
"[25]\tvalid_0's poisson: -105.81\tvalid_0's tweedie: 255.136\n",
"[26]\tvalid_0's poisson: -105.992\tvalid_0's tweedie: 255.003\n",
"[27]\tvalid_0's poisson: -106.176\tvalid_0's tweedie: 254.869\n",
"[28]\tvalid_0's poisson: -106.337\tvalid_0's tweedie: 254.751\n",
"[29]\tvalid_0's poisson: -106.48\tvalid_0's tweedie: 254.646\n",
"[30]\tvalid_0's poisson: -106.621\tvalid_0's tweedie: 254.542\n",
"[31]\tvalid_0's poisson: -106.742\tvalid_0's tweedie: 254.453\n",
"[32]\tvalid_0's poisson: -106.865\tvalid_0's tweedie: 254.361\n",
"[33]\tvalid_0's poisson: -106.965\tvalid_0's tweedie: 254.287\n",
"[34]\tvalid_0's poisson: -107.072\tvalid_0's tweedie: 254.207\n",
"[35]\tvalid_0's poisson: -107.181\tvalid_0's tweedie: 254.127\n",
"[36]\tvalid_0's poisson: -107.266\tvalid_0's tweedie: 254.062\n",
"[37]\tvalid_0's poisson: -107.361\tvalid_0's tweedie: 253.993\n",
"[38]\tvalid_0's poisson: -107.437\tvalid_0's tweedie: 253.937\n",
"[39]\tvalid_0's poisson: -107.511\tvalid_0's tweedie: 253.882\n",
"[40]\tvalid_0's poisson: -107.586\tvalid_0's tweedie: 253.826\n",
"[41]\tvalid_0's poisson: -107.644\tvalid_0's tweedie: 253.782\n",
"[42]\tvalid_0's poisson: -107.707\tvalid_0's tweedie: 253.737\n",
"[43]\tvalid_0's poisson: -107.767\tvalid_0's tweedie: 253.692\n",
"[44]\tvalid_0's poisson: -107.816\tvalid_0's tweedie: 253.656\n",
"[45]\tvalid_0's poisson: -107.867\tvalid_0's tweedie: 253.619\n",
"[46]\tvalid_0's poisson: -107.923\tvalid_0's tweedie: 253.578\n",
"[47]\tvalid_0's poisson: -107.971\tvalid_0's tweedie: 253.543\n",
"[48]\tvalid_0's poisson: -108.021\tvalid_0's tweedie: 253.506\n",
"[49]\tvalid_0's poisson: -108.067\tvalid_0's tweedie: 253.472\n",
"[50]\tvalid_0's poisson: -108.1\tvalid_0's tweedie: 253.447\n",
"[51]\tvalid_0's poisson: -108.141\tvalid_0's tweedie: 253.417\n",
"[52]\tvalid_0's poisson: -108.186\tvalid_0's tweedie: 253.386\n",
"[53]\tvalid_0's poisson: -108.225\tvalid_0's tweedie: 253.358\n",
"[54]\tvalid_0's poisson: -108.251\tvalid_0's tweedie: 253.338\n",
"[55]\tvalid_0's poisson: -108.284\tvalid_0's tweedie: 253.314\n",
"[56]\tvalid_0's poisson: -108.318\tvalid_0's tweedie: 253.29\n",
"[57]\tvalid_0's poisson: -108.342\tvalid_0's tweedie: 253.271\n",
"[58]\tvalid_0's poisson: -108.367\tvalid_0's tweedie: 253.253\n",
"[59]\tvalid_0's poisson: -108.387\tvalid_0's tweedie: 253.238\n",
"[60]\tvalid_0's poisson: -108.411\tvalid_0's tweedie: 253.221\n",
"[61]\tvalid_0's poisson: -108.437\tvalid_0's tweedie: 253.201\n",
"[62]\tvalid_0's poisson: -108.461\tvalid_0's tweedie: 253.183\n",
"[63]\tvalid_0's poisson: -108.486\tvalid_0's tweedie: 253.166\n",
"[64]\tvalid_0's poisson: -108.513\tvalid_0's tweedie: 253.146\n",
"[65]\tvalid_0's poisson: -108.539\tvalid_0's tweedie: 253.127\n",
"[66]\tvalid_0's poisson: -108.559\tvalid_0's tweedie: 253.113\n",
"[67]\tvalid_0's poisson: -108.579\tvalid_0's tweedie: 253.1\n",
"[68]\tvalid_0's poisson: -108.597\tvalid_0's tweedie: 253.086\n",
"[69]\tvalid_0's poisson: -108.61\tvalid_0's tweedie: 253.077\n",
"[70]\tvalid_0's poisson: -108.637\tvalid_0's tweedie: 253.059\n",
"[71]\tvalid_0's poisson: -108.652\tvalid_0's tweedie: 253.048\n",
"[72]\tvalid_0's poisson: -108.663\tvalid_0's tweedie: 253.04\n",
"[73]\tvalid_0's poisson: -108.671\tvalid_0's tweedie: 253.034\n",
"[74]\tvalid_0's poisson: -108.695\tvalid_0's tweedie: 253.017\n",
"[75]\tvalid_0's poisson: -108.708\tvalid_0's tweedie: 253.008\n",
"[76]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 252.999\n",
"[77]\tvalid_0's poisson: -108.73\tvalid_0's tweedie: 252.991\n",
"[78]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 252.98\n",
"[79]\tvalid_0's poisson: -108.755\tvalid_0's tweedie: 252.973\n",
"[80]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 252.959\n",
"[81]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 252.954\n",
"[82]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 252.946\n",
"[83]\tvalid_0's poisson: -108.805\tvalid_0's tweedie: 252.938\n",
"[84]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 252.932\n",
"[85]\tvalid_0's poisson: -108.823\tvalid_0's tweedie: 252.925\n",
"[86]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 252.908\n",
"[87]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 252.897\n",
"[88]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 252.892\n",
"[89]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 252.882\n",
"[90]\tvalid_0's poisson: -108.891\tvalid_0's tweedie: 252.875\n",
"[91]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 252.869\n",
"[92]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 252.862\n",
"[93]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 252.858\n",
"[94]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 252.848\n",
"[95]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 252.844\n",
"[96]\tvalid_0's poisson: -108.94\tvalid_0's tweedie: 252.841\n",
"[97]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 252.834\n",
"[98]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 252.831\n",
"[99]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 252.826\n",
"[100]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 252.821\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -89.395\tvalid_0's tweedie: 266.603\n",
"[2]\tvalid_0's poisson: -91.2842\tvalid_0's tweedie: 265.294\n",
"[3]\tvalid_0's poisson: -92.9217\tvalid_0's tweedie: 264.162\n",
"[4]\tvalid_0's poisson: -94.3479\tvalid_0's tweedie: 263.179\n",
"[5]\tvalid_0's poisson: -95.6079\tvalid_0's tweedie: 262.309\n",
"[6]\tvalid_0's poisson: -96.7534\tvalid_0's tweedie: 261.519\n",
"[7]\tvalid_0's poisson: -97.7446\tvalid_0's tweedie: 260.834\n",
"[8]\tvalid_0's poisson: -98.6361\tvalid_0's tweedie: 260.216\n",
"[9]\tvalid_0's poisson: -99.4556\tvalid_0's tweedie: 259.648\n",
"[10]\tvalid_0's poisson: -100.173\tvalid_0's tweedie: 259.148\n",
"[11]\tvalid_0's poisson: -100.802\tvalid_0's tweedie: 258.707\n",
"[12]\tvalid_0's poisson: -101.403\tvalid_0's tweedie: 258.286\n",
"[13]\tvalid_0's poisson: -101.977\tvalid_0's tweedie: 257.884\n",
"[14]\tvalid_0's poisson: -102.462\tvalid_0's tweedie: 257.542\n",
"[15]\tvalid_0's poisson: -102.898\tvalid_0's tweedie: 257.232\n",
"[16]\tvalid_0's poisson: -103.312\tvalid_0's tweedie: 256.936\n",
"[17]\tvalid_0's poisson: -103.686\tvalid_0's tweedie: 256.669\n",
"[18]\tvalid_0's poisson: -104.028\tvalid_0's tweedie: 256.425\n",
"[19]\tvalid_0's poisson: -104.369\tvalid_0's tweedie: 256.182\n",
"[20]\tvalid_0's poisson: -104.659\tvalid_0's tweedie: 255.972\n",
"[21]\tvalid_0's poisson: -104.93\tvalid_0's tweedie: 255.776\n",
"[22]\tvalid_0's poisson: -105.205\tvalid_0's tweedie: 255.578\n",
"[23]\tvalid_0's poisson: -105.434\tvalid_0's tweedie: 255.411\n",
"[24]\tvalid_0's poisson: -105.632\tvalid_0's tweedie: 255.266\n",
"[25]\tvalid_0's poisson: -105.845\tvalid_0's tweedie: 255.111\n",
"[26]\tvalid_0's poisson: -106.024\tvalid_0's tweedie: 254.98\n",
"[27]\tvalid_0's poisson: -106.207\tvalid_0's tweedie: 254.846\n",
"[28]\tvalid_0's poisson: -106.359\tvalid_0's tweedie: 254.734\n",
"[29]\tvalid_0's poisson: -106.512\tvalid_0's tweedie: 254.623\n",
"[30]\tvalid_0's poisson: -106.652\tvalid_0's tweedie: 254.519\n",
"[31]\tvalid_0's poisson: -106.772\tvalid_0's tweedie: 254.43\n",
"[32]\tvalid_0's poisson: -106.89\tvalid_0's tweedie: 254.342\n",
"[33]\tvalid_0's poisson: -107.004\tvalid_0's tweedie: 254.259\n",
"[34]\tvalid_0's poisson: -107.107\tvalid_0's tweedie: 254.181\n",
"[35]\tvalid_0's poisson: -107.202\tvalid_0's tweedie: 254.111\n",
"[36]\tvalid_0's poisson: -107.302\tvalid_0's tweedie: 254.039\n",
"[37]\tvalid_0's poisson: -107.386\tvalid_0's tweedie: 253.977\n",
"[38]\tvalid_0's poisson: -107.467\tvalid_0's tweedie: 253.916\n",
"[39]\tvalid_0's poisson: -107.534\tvalid_0's tweedie: 253.867\n",
"[40]\tvalid_0's poisson: -107.612\tvalid_0's tweedie: 253.81\n",
"[41]\tvalid_0's poisson: -107.684\tvalid_0's tweedie: 253.758\n",
"[42]\tvalid_0's poisson: -107.749\tvalid_0's tweedie: 253.708\n",
"[43]\tvalid_0's poisson: -107.804\tvalid_0's tweedie: 253.667\n",
"[44]\tvalid_0's poisson: -107.855\tvalid_0's tweedie: 253.63\n",
"[45]\tvalid_0's poisson: -107.902\tvalid_0's tweedie: 253.595\n",
"[46]\tvalid_0's poisson: -107.959\tvalid_0's tweedie: 253.553\n",
"[47]\tvalid_0's poisson: -108.008\tvalid_0's tweedie: 253.517\n",
"[48]\tvalid_0's poisson: -108.05\tvalid_0's tweedie: 253.485\n",
"[49]\tvalid_0's poisson: -108.097\tvalid_0's tweedie: 253.45\n",
"[50]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 253.426\n",
"[51]\tvalid_0's poisson: -108.17\tvalid_0's tweedie: 253.397\n",
"[52]\tvalid_0's poisson: -108.21\tvalid_0's tweedie: 253.369\n",
"[53]\tvalid_0's poisson: -108.248\tvalid_0's tweedie: 253.341\n",
"[54]\tvalid_0's poisson: -108.282\tvalid_0's tweedie: 253.315\n",
"[55]\tvalid_0's poisson: -108.319\tvalid_0's tweedie: 253.289\n",
"[56]\tvalid_0's poisson: -108.344\tvalid_0's tweedie: 253.269\n",
"[57]\tvalid_0's poisson: -108.373\tvalid_0's tweedie: 253.249\n",
"[58]\tvalid_0's poisson: -108.394\tvalid_0's tweedie: 253.233\n",
"[59]\tvalid_0's poisson: -108.416\tvalid_0's tweedie: 253.216\n",
"[60]\tvalid_0's poisson: -108.444\tvalid_0's tweedie: 253.197\n",
"[61]\tvalid_0's poisson: -108.463\tvalid_0's tweedie: 253.183\n",
"[62]\tvalid_0's poisson: -108.493\tvalid_0's tweedie: 253.162\n",
"[63]\tvalid_0's poisson: -108.508\tvalid_0's tweedie: 253.151\n",
"[64]\tvalid_0's poisson: -108.529\tvalid_0's tweedie: 253.136\n",
"[65]\tvalid_0's poisson: -108.549\tvalid_0's tweedie: 253.121\n",
"[66]\tvalid_0's poisson: -108.565\tvalid_0's tweedie: 253.109\n",
"[67]\tvalid_0's poisson: -108.577\tvalid_0's tweedie: 253.1\n",
"[68]\tvalid_0's poisson: -108.592\tvalid_0's tweedie: 253.089\n",
"[69]\tvalid_0's poisson: -108.619\tvalid_0's tweedie: 253.069\n",
"[70]\tvalid_0's poisson: -108.628\tvalid_0's tweedie: 253.062\n",
"[71]\tvalid_0's poisson: -108.647\tvalid_0's tweedie: 253.049\n",
"[72]\tvalid_0's poisson: -108.672\tvalid_0's tweedie: 253.033\n",
"[73]\tvalid_0's poisson: -108.681\tvalid_0's tweedie: 253.026\n",
"[74]\tvalid_0's poisson: -108.698\tvalid_0's tweedie: 253.012\n",
"[75]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 253.006\n",
"[76]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 252.997\n",
"[77]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 252.984\n",
"[78]\tvalid_0's poisson: -108.753\tvalid_0's tweedie: 252.972\n",
"[79]\tvalid_0's poisson: -108.762\tvalid_0's tweedie: 252.966\n",
"[80]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 252.956\n",
"[81]\tvalid_0's poisson: -108.783\tvalid_0's tweedie: 252.951\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[82]\tvalid_0's poisson: -108.796\tvalid_0's tweedie: 252.941\n",
"[83]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 252.936\n",
"[84]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 252.921\n",
"[85]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 252.909\n",
"[86]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 252.904\n",
"[87]\tvalid_0's poisson: -108.855\tvalid_0's tweedie: 252.899\n",
"[88]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 252.892\n",
"[89]\tvalid_0's poisson: -108.868\tvalid_0's tweedie: 252.889\n",
"[90]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 252.885\n",
"[91]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 252.878\n",
"[92]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 252.867\n",
"[93]\tvalid_0's poisson: -108.906\tvalid_0's tweedie: 252.862\n",
"[94]\tvalid_0's poisson: -108.91\tvalid_0's tweedie: 252.859\n",
"[95]\tvalid_0's poisson: -108.927\tvalid_0's tweedie: 252.847\n",
"[96]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 252.838\n",
"[97]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 252.831\n",
"[98]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 252.826\n",
"[99]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 252.818\n",
"[100]\tvalid_0's poisson: -108.972\tvalid_0's tweedie: 252.815\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -89.346\tvalid_0's tweedie: 266.638\n",
"[2]\tvalid_0's poisson: -91.2309\tvalid_0's tweedie: 265.332\n",
"[3]\tvalid_0's poisson: -92.8575\tvalid_0's tweedie: 264.209\n",
"[4]\tvalid_0's poisson: -94.2684\tvalid_0's tweedie: 263.236\n",
"[5]\tvalid_0's poisson: -95.5121\tvalid_0's tweedie: 262.378\n",
"[6]\tvalid_0's poisson: -96.6207\tvalid_0's tweedie: 261.612\n",
"[7]\tvalid_0's poisson: -97.6498\tvalid_0's tweedie: 260.902\n",
"[8]\tvalid_0's poisson: -98.5395\tvalid_0's tweedie: 260.286\n",
"[9]\tvalid_0's poisson: -99.359\tvalid_0's tweedie: 259.718\n",
"[10]\tvalid_0's poisson: -100.074\tvalid_0's tweedie: 259.219\n",
"[11]\tvalid_0's poisson: -100.717\tvalid_0's tweedie: 258.769\n",
"[12]\tvalid_0's poisson: -101.315\tvalid_0's tweedie: 258.351\n",
"[13]\tvalid_0's poisson: -101.856\tvalid_0's tweedie: 257.97\n",
"[14]\tvalid_0's poisson: -102.328\tvalid_0's tweedie: 257.636\n",
"[15]\tvalid_0's poisson: -102.812\tvalid_0's tweedie: 257.295\n",
"[16]\tvalid_0's poisson: -103.219\tvalid_0's tweedie: 257.004\n",
"[17]\tvalid_0's poisson: -103.602\tvalid_0's tweedie: 256.731\n",
"[18]\tvalid_0's poisson: -103.984\tvalid_0's tweedie: 256.459\n",
"[19]\tvalid_0's poisson: -104.298\tvalid_0's tweedie: 256.233\n",
"[20]\tvalid_0's poisson: -104.587\tvalid_0's tweedie: 256.024\n",
"[21]\tvalid_0's poisson: -104.862\tvalid_0's tweedie: 255.826\n",
"[22]\tvalid_0's poisson: -105.143\tvalid_0's tweedie: 255.623\n",
"[23]\tvalid_0's poisson: -105.371\tvalid_0's tweedie: 255.457\n",
"[24]\tvalid_0's poisson: -105.592\tvalid_0's tweedie: 255.296\n",
"[25]\tvalid_0's poisson: -105.812\tvalid_0's tweedie: 255.136\n",
"[26]\tvalid_0's poisson: -105.984\tvalid_0's tweedie: 255.01\n",
"[27]\tvalid_0's poisson: -106.156\tvalid_0's tweedie: 254.883\n",
"[28]\tvalid_0's poisson: -106.328\tvalid_0's tweedie: 254.758\n",
"[29]\tvalid_0's poisson: -106.481\tvalid_0's tweedie: 254.646\n",
"[30]\tvalid_0's poisson: -106.611\tvalid_0's tweedie: 254.55\n",
"[31]\tvalid_0's poisson: -106.746\tvalid_0's tweedie: 254.45\n",
"[32]\tvalid_0's poisson: -106.852\tvalid_0's tweedie: 254.371\n",
"[33]\tvalid_0's poisson: -106.966\tvalid_0's tweedie: 254.288\n",
"[34]\tvalid_0's poisson: -107.084\tvalid_0's tweedie: 254.201\n",
"[35]\tvalid_0's poisson: -107.177\tvalid_0's tweedie: 254.131\n",
"[36]\tvalid_0's poisson: -107.278\tvalid_0's tweedie: 254.056\n",
"[37]\tvalid_0's poisson: -107.373\tvalid_0's tweedie: 253.987\n",
"[38]\tvalid_0's poisson: -107.452\tvalid_0's tweedie: 253.93\n",
"[39]\tvalid_0's poisson: -107.525\tvalid_0's tweedie: 253.877\n",
"[40]\tvalid_0's poisson: -107.599\tvalid_0's tweedie: 253.821\n",
"[41]\tvalid_0's poisson: -107.664\tvalid_0's tweedie: 253.773\n",
"[42]\tvalid_0's poisson: -107.726\tvalid_0's tweedie: 253.726\n",
"[43]\tvalid_0's poisson: -107.78\tvalid_0's tweedie: 253.686\n",
"[44]\tvalid_0's poisson: -107.836\tvalid_0's tweedie: 253.644\n",
"[45]\tvalid_0's poisson: -107.891\tvalid_0's tweedie: 253.604\n",
"[46]\tvalid_0's poisson: -107.938\tvalid_0's tweedie: 253.569\n",
"[47]\tvalid_0's poisson: -107.979\tvalid_0's tweedie: 253.538\n",
"[48]\tvalid_0's poisson: -108.031\tvalid_0's tweedie: 253.5\n",
"[49]\tvalid_0's poisson: -108.076\tvalid_0's tweedie: 253.467\n",
"[50]\tvalid_0's poisson: -108.121\tvalid_0's tweedie: 253.434\n",
"[51]\tvalid_0's poisson: -108.151\tvalid_0's tweedie: 253.411\n",
"[52]\tvalid_0's poisson: -108.188\tvalid_0's tweedie: 253.385\n",
"[53]\tvalid_0's poisson: -108.224\tvalid_0's tweedie: 253.359\n",
"[54]\tvalid_0's poisson: -108.252\tvalid_0's tweedie: 253.337\n",
"[55]\tvalid_0's poisson: -108.279\tvalid_0's tweedie: 253.318\n",
"[56]\tvalid_0's poisson: -108.305\tvalid_0's tweedie: 253.298\n",
"[57]\tvalid_0's poisson: -108.336\tvalid_0's tweedie: 253.276\n",
"[58]\tvalid_0's poisson: -108.36\tvalid_0's tweedie: 253.258\n",
"[59]\tvalid_0's poisson: -108.396\tvalid_0's tweedie: 253.234\n",
"[60]\tvalid_0's poisson: -108.418\tvalid_0's tweedie: 253.217\n",
"[61]\tvalid_0's poisson: -108.439\tvalid_0's tweedie: 253.201\n",
"[62]\tvalid_0's poisson: -108.458\tvalid_0's tweedie: 253.187\n",
"[63]\tvalid_0's poisson: -108.492\tvalid_0's tweedie: 253.162\n",
"[64]\tvalid_0's poisson: -108.506\tvalid_0's tweedie: 253.151\n",
"[65]\tvalid_0's poisson: -108.538\tvalid_0's tweedie: 253.13\n",
"[66]\tvalid_0's poisson: -108.551\tvalid_0's tweedie: 253.12\n",
"[67]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 253.106\n",
"[68]\tvalid_0's poisson: -108.583\tvalid_0's tweedie: 253.097\n",
"[69]\tvalid_0's poisson: -108.594\tvalid_0's tweedie: 253.089\n",
"[70]\tvalid_0's poisson: -108.611\tvalid_0's tweedie: 253.077\n",
"[71]\tvalid_0's poisson: -108.638\tvalid_0's tweedie: 253.057\n",
"[72]\tvalid_0's poisson: -108.649\tvalid_0's tweedie: 253.049\n",
"[73]\tvalid_0's poisson: -108.673\tvalid_0's tweedie: 253.033\n",
"[74]\tvalid_0's poisson: -108.698\tvalid_0's tweedie: 253.014\n",
"[75]\tvalid_0's poisson: -108.705\tvalid_0's tweedie: 253.008\n",
"[76]\tvalid_0's poisson: -108.73\tvalid_0's tweedie: 252.992\n",
"[77]\tvalid_0's poisson: -108.739\tvalid_0's tweedie: 252.985\n",
"[78]\tvalid_0's poisson: -108.758\tvalid_0's tweedie: 252.971\n",
"[79]\tvalid_0's poisson: -108.769\tvalid_0's tweedie: 252.963\n",
"[80]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 252.958\n",
"[81]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 252.948\n",
"[82]\tvalid_0's poisson: -108.796\tvalid_0's tweedie: 252.944\n",
"[83]\tvalid_0's poisson: -108.805\tvalid_0's tweedie: 252.937\n",
"[84]\tvalid_0's poisson: -108.825\tvalid_0's tweedie: 252.922\n",
"[85]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 252.911\n",
"[86]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 252.907\n",
"[87]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 252.903\n",
"[88]\tvalid_0's poisson: -108.861\tvalid_0's tweedie: 252.897\n",
"[89]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 252.89\n",
"[90]\tvalid_0's poisson: -108.889\tvalid_0's tweedie: 252.877\n",
"[91]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 252.868\n",
"[92]\tvalid_0's poisson: -108.906\tvalid_0's tweedie: 252.865\n",
"[93]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 252.852\n",
"[94]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 252.844\n",
"[95]\tvalid_0's poisson: -108.94\tvalid_0's tweedie: 252.842\n",
"[96]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 252.836\n",
"[97]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 252.825\n",
"[98]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 252.823\n",
"[99]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 252.82\n",
"[100]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 252.809\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=1, learning_rate=0.0625, max_depth=4, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.596\tvalid_0's tweedie: 56.165\n",
"[2]\tvalid_0's poisson: -89.8629\tvalid_0's tweedie: 55.7287\n",
"[3]\tvalid_0's poisson: -90.9974\tvalid_0's tweedie: 55.3348\n",
"[4]\tvalid_0's poisson: -91.9954\tvalid_0's tweedie: 54.9881\n",
"[5]\tvalid_0's poisson: -92.941\tvalid_0's tweedie: 54.6553\n",
"[6]\tvalid_0's poisson: -93.7933\tvalid_0's tweedie: 54.3517\n",
"[7]\tvalid_0's poisson: -94.5756\tvalid_0's tweedie: 54.0765\n",
"[8]\tvalid_0's poisson: -95.2885\tvalid_0's tweedie: 53.8183\n",
"[9]\tvalid_0's poisson: -95.9345\tvalid_0's tweedie: 53.5843\n",
"[10]\tvalid_0's poisson: -96.5295\tvalid_0's tweedie: 53.3717\n",
"[11]\tvalid_0's poisson: -97.0806\tvalid_0's tweedie: 53.1751\n",
"[12]\tvalid_0's poisson: -97.6562\tvalid_0's tweedie: 52.9743\n",
"[13]\tvalid_0's poisson: -98.1287\tvalid_0's tweedie: 52.7978\n",
"[14]\tvalid_0's poisson: -98.6099\tvalid_0's tweedie: 52.6297\n",
"[15]\tvalid_0's poisson: -99.0855\tvalid_0's tweedie: 52.4599\n",
"[16]\tvalid_0's poisson: -99.5141\tvalid_0's tweedie: 52.3145\n",
"[17]\tvalid_0's poisson: -99.8607\tvalid_0's tweedie: 52.1826\n",
"[18]\tvalid_0's poisson: -100.235\tvalid_0's tweedie: 52.0566\n",
"[19]\tvalid_0's poisson: -100.621\tvalid_0's tweedie: 51.9184\n",
"[20]\tvalid_0's poisson: -100.907\tvalid_0's tweedie: 51.8143\n",
"[21]\tvalid_0's poisson: -101.233\tvalid_0's tweedie: 51.6987\n",
"[22]\tvalid_0's poisson: -101.535\tvalid_0's tweedie: 51.6001\n",
"[23]\tvalid_0's poisson: -101.796\tvalid_0's tweedie: 51.5022\n",
"[24]\tvalid_0's poisson: -102.078\tvalid_0's tweedie: 51.4018\n",
"[25]\tvalid_0's poisson: -102.349\tvalid_0's tweedie: 51.3042\n",
"[26]\tvalid_0's poisson: -102.6\tvalid_0's tweedie: 51.2179\n",
"[27]\tvalid_0's poisson: -102.826\tvalid_0's tweedie: 51.1407\n",
"[28]\tvalid_0's poisson: -103.024\tvalid_0's tweedie: 51.0646\n",
"[29]\tvalid_0's poisson: -103.235\tvalid_0's tweedie: 50.9878\n",
"[30]\tvalid_0's poisson: -103.441\tvalid_0's tweedie: 50.9148\n",
"[31]\tvalid_0's poisson: -103.637\tvalid_0's tweedie: 50.8463\n",
"[32]\tvalid_0's poisson: -103.813\tvalid_0's tweedie: 50.7818\n",
"[33]\tvalid_0's poisson: -103.978\tvalid_0's tweedie: 50.7253\n",
"[34]\tvalid_0's poisson: -104.143\tvalid_0's tweedie: 50.6652\n",
"[35]\tvalid_0's poisson: -104.322\tvalid_0's tweedie: 50.6073\n",
"[36]\tvalid_0's poisson: -104.451\tvalid_0's tweedie: 50.5532\n",
"[37]\tvalid_0's poisson: -104.586\tvalid_0's tweedie: 50.5061\n",
"[38]\tvalid_0's poisson: -104.721\tvalid_0's tweedie: 50.457\n",
"[39]\tvalid_0's poisson: -104.852\tvalid_0's tweedie: 50.4106\n",
"[40]\tvalid_0's poisson: -104.971\tvalid_0's tweedie: 50.3686\n",
"[41]\tvalid_0's poisson: -105.097\tvalid_0's tweedie: 50.3243\n",
"[42]\tvalid_0's poisson: -105.205\tvalid_0's tweedie: 50.2846\n",
"[43]\tvalid_0's poisson: -105.312\tvalid_0's tweedie: 50.2468\n",
"[44]\tvalid_0's poisson: -105.433\tvalid_0's tweedie: 50.208\n",
"[45]\tvalid_0's poisson: -105.524\tvalid_0's tweedie: 50.1758\n",
"[46]\tvalid_0's poisson: -105.62\tvalid_0's tweedie: 50.1414\n",
"[47]\tvalid_0's poisson: -105.701\tvalid_0's tweedie: 50.1078\n",
"[48]\tvalid_0's poisson: -105.794\tvalid_0's tweedie: 50.0747\n",
"[49]\tvalid_0's poisson: -105.876\tvalid_0's tweedie: 50.0469\n",
"[50]\tvalid_0's poisson: -105.961\tvalid_0's tweedie: 50.017\n",
"[51]\tvalid_0's poisson: -106.032\tvalid_0's tweedie: 49.9918\n",
"[52]\tvalid_0's poisson: -106.106\tvalid_0's tweedie: 49.9646\n",
"[53]\tvalid_0's poisson: -106.179\tvalid_0's tweedie: 49.9388\n",
"[54]\tvalid_0's poisson: -106.246\tvalid_0's tweedie: 49.9152\n",
"[55]\tvalid_0's poisson: -106.316\tvalid_0's tweedie: 49.8907\n",
"[56]\tvalid_0's poisson: -106.373\tvalid_0's tweedie: 49.8705\n",
"[57]\tvalid_0's poisson: -106.437\tvalid_0's tweedie: 49.8478\n",
"[58]\tvalid_0's poisson: -106.489\tvalid_0's tweedie: 49.8287\n",
"[59]\tvalid_0's poisson: -106.55\tvalid_0's tweedie: 49.8068\n",
"[60]\tvalid_0's poisson: -106.598\tvalid_0's tweedie: 49.7898\n",
"[61]\tvalid_0's poisson: -106.651\tvalid_0's tweedie: 49.7708\n",
"[62]\tvalid_0's poisson: -106.7\tvalid_0's tweedie: 49.7542\n",
"[63]\tvalid_0's poisson: -106.753\tvalid_0's tweedie: 49.7361\n",
"[64]\tvalid_0's poisson: -106.804\tvalid_0's tweedie: 49.7194\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[65]\tvalid_0's poisson: -106.849\tvalid_0's tweedie: 49.7036\n",
"[66]\tvalid_0's poisson: -106.897\tvalid_0's tweedie: 49.6872\n",
"[67]\tvalid_0's poisson: -106.935\tvalid_0's tweedie: 49.6737\n",
"[68]\tvalid_0's poisson: -106.978\tvalid_0's tweedie: 49.6596\n",
"[69]\tvalid_0's poisson: -107.011\tvalid_0's tweedie: 49.6467\n",
"[70]\tvalid_0's poisson: -107.055\tvalid_0's tweedie: 49.6311\n",
"[71]\tvalid_0's poisson: -107.094\tvalid_0's tweedie: 49.6178\n",
"[72]\tvalid_0's poisson: -107.13\tvalid_0's tweedie: 49.6048\n",
"[73]\tvalid_0's poisson: -107.16\tvalid_0's tweedie: 49.5937\n",
"[74]\tvalid_0's poisson: -107.192\tvalid_0's tweedie: 49.5822\n",
"[75]\tvalid_0's poisson: -107.229\tvalid_0's tweedie: 49.5656\n",
"[76]\tvalid_0's poisson: -107.265\tvalid_0's tweedie: 49.5529\n",
"[77]\tvalid_0's poisson: -107.295\tvalid_0's tweedie: 49.5424\n",
"[78]\tvalid_0's poisson: -107.328\tvalid_0's tweedie: 49.5309\n",
"[79]\tvalid_0's poisson: -107.351\tvalid_0's tweedie: 49.5224\n",
"[80]\tvalid_0's poisson: -107.374\tvalid_0's tweedie: 49.5139\n",
"[81]\tvalid_0's poisson: -107.405\tvalid_0's tweedie: 49.4997\n",
"[82]\tvalid_0's poisson: -107.434\tvalid_0's tweedie: 49.4897\n",
"[83]\tvalid_0's poisson: -107.459\tvalid_0's tweedie: 49.4808\n",
"[84]\tvalid_0's poisson: -107.486\tvalid_0's tweedie: 49.4714\n",
"[85]\tvalid_0's poisson: -107.505\tvalid_0's tweedie: 49.4645\n",
"[86]\tvalid_0's poisson: -107.524\tvalid_0's tweedie: 49.4564\n",
"[87]\tvalid_0's poisson: -107.545\tvalid_0's tweedie: 49.4495\n",
"[88]\tvalid_0's poisson: -107.567\tvalid_0's tweedie: 49.4417\n",
"[89]\tvalid_0's poisson: -107.585\tvalid_0's tweedie: 49.4353\n",
"[90]\tvalid_0's poisson: -107.602\tvalid_0's tweedie: 49.429\n",
"[91]\tvalid_0's poisson: -107.618\tvalid_0's tweedie: 49.4222\n",
"[92]\tvalid_0's poisson: -107.642\tvalid_0's tweedie: 49.4136\n",
"[93]\tvalid_0's poisson: -107.659\tvalid_0's tweedie: 49.4057\n",
"[94]\tvalid_0's poisson: -107.674\tvalid_0's tweedie: 49.3992\n",
"[95]\tvalid_0's poisson: -107.691\tvalid_0's tweedie: 49.3937\n",
"[96]\tvalid_0's poisson: -107.718\tvalid_0's tweedie: 49.3855\n",
"[97]\tvalid_0's poisson: -107.73\tvalid_0's tweedie: 49.3792\n",
"[98]\tvalid_0's poisson: -107.747\tvalid_0's tweedie: 49.3737\n",
"[99]\tvalid_0's poisson: -107.763\tvalid_0's tweedie: 49.3682\n",
"[100]\tvalid_0's poisson: -107.775\tvalid_0's tweedie: 49.3622\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.6103\tvalid_0's tweedie: 56.1601\n",
"[2]\tvalid_0's poisson: -89.8906\tvalid_0's tweedie: 55.7193\n",
"[3]\tvalid_0's poisson: -91.0328\tvalid_0's tweedie: 55.3224\n",
"[4]\tvalid_0's poisson: -92.051\tvalid_0's tweedie: 54.9661\n",
"[5]\tvalid_0's poisson: -92.959\tvalid_0's tweedie: 54.6483\n",
"[6]\tvalid_0's poisson: -93.8176\tvalid_0's tweedie: 54.3433\n",
"[7]\tvalid_0's poisson: -94.5922\tvalid_0's tweedie: 54.0664\n",
"[8]\tvalid_0's poisson: -95.3037\tvalid_0's tweedie: 53.8141\n",
"[9]\tvalid_0's poisson: -95.9666\tvalid_0's tweedie: 53.5792\n",
"[10]\tvalid_0's poisson: -96.5701\tvalid_0's tweedie: 53.3581\n",
"[11]\tvalid_0's poisson: -97.1841\tvalid_0's tweedie: 53.144\n",
"[12]\tvalid_0's poisson: -97.7228\tvalid_0's tweedie: 52.953\n",
"[13]\tvalid_0's poisson: -98.2363\tvalid_0's tweedie: 52.7738\n",
"[14]\tvalid_0's poisson: -98.7332\tvalid_0's tweedie: 52.6013\n",
"[15]\tvalid_0's poisson: -99.1413\tvalid_0's tweedie: 52.4471\n",
"[16]\tvalid_0's poisson: -99.5972\tvalid_0's tweedie: 52.284\n",
"[17]\tvalid_0's poisson: -100.011\tvalid_0's tweedie: 52.1449\n",
"[18]\tvalid_0's poisson: -100.345\tvalid_0's tweedie: 52.0238\n",
"[19]\tvalid_0's poisson: -100.687\tvalid_0's tweedie: 51.904\n",
"[20]\tvalid_0's poisson: -101.021\tvalid_0's tweedie: 51.7856\n",
"[21]\tvalid_0's poisson: -101.371\tvalid_0's tweedie: 51.6602\n",
"[22]\tvalid_0's poisson: -101.676\tvalid_0's tweedie: 51.5557\n",
"[23]\tvalid_0's poisson: -101.916\tvalid_0's tweedie: 51.4611\n",
"[24]\tvalid_0's poisson: -102.208\tvalid_0's tweedie: 51.3564\n",
"[25]\tvalid_0's poisson: -102.463\tvalid_0's tweedie: 51.2685\n",
"[26]\tvalid_0's poisson: -102.703\tvalid_0's tweedie: 51.1872\n",
"[27]\tvalid_0's poisson: -102.914\tvalid_0's tweedie: 51.1068\n",
"[28]\tvalid_0's poisson: -103.131\tvalid_0's tweedie: 51.0282\n",
"[29]\tvalid_0's poisson: -103.332\tvalid_0's tweedie: 50.9594\n",
"[30]\tvalid_0's poisson: -103.513\tvalid_0's tweedie: 50.8897\n",
"[31]\tvalid_0's poisson: -103.707\tvalid_0's tweedie: 50.8195\n",
"[32]\tvalid_0's poisson: -103.885\tvalid_0's tweedie: 50.7578\n",
"[33]\tvalid_0's poisson: -104.048\tvalid_0's tweedie: 50.699\n",
"[34]\tvalid_0's poisson: -104.196\tvalid_0's tweedie: 50.6478\n",
"[35]\tvalid_0's poisson: -104.337\tvalid_0's tweedie: 50.5927\n",
"[36]\tvalid_0's poisson: -104.515\tvalid_0's tweedie: 50.5355\n",
"[37]\tvalid_0's poisson: -104.662\tvalid_0's tweedie: 50.4819\n",
"[38]\tvalid_0's poisson: -104.798\tvalid_0's tweedie: 50.434\n",
"[39]\tvalid_0's poisson: -104.936\tvalid_0's tweedie: 50.3855\n",
"[40]\tvalid_0's poisson: -105.056\tvalid_0's tweedie: 50.3427\n",
"[41]\tvalid_0's poisson: -105.17\tvalid_0's tweedie: 50.3008\n",
"[42]\tvalid_0's poisson: -105.287\tvalid_0's tweedie: 50.2598\n",
"[43]\tvalid_0's poisson: -105.398\tvalid_0's tweedie: 50.2205\n",
"[44]\tvalid_0's poisson: -105.49\tvalid_0's tweedie: 50.1884\n",
"[45]\tvalid_0's poisson: -105.589\tvalid_0's tweedie: 50.1528\n",
"[46]\tvalid_0's poisson: -105.68\tvalid_0's tweedie: 50.1194\n",
"[47]\tvalid_0's poisson: -105.785\tvalid_0's tweedie: 50.0855\n",
"[48]\tvalid_0's poisson: -105.862\tvalid_0's tweedie: 50.0578\n",
"[49]\tvalid_0's poisson: -105.944\tvalid_0's tweedie: 50.028\n",
"[50]\tvalid_0's poisson: -106.016\tvalid_0's tweedie: 49.9979\n",
"[51]\tvalid_0's poisson: -106.093\tvalid_0's tweedie: 49.9715\n",
"[52]\tvalid_0's poisson: -106.17\tvalid_0's tweedie: 49.9441\n",
"[53]\tvalid_0's poisson: -106.234\tvalid_0's tweedie: 49.9201\n",
"[54]\tvalid_0's poisson: -106.301\tvalid_0's tweedie: 49.8965\n",
"[55]\tvalid_0's poisson: -106.37\tvalid_0's tweedie: 49.8717\n",
"[56]\tvalid_0's poisson: -106.436\tvalid_0's tweedie: 49.848\n",
"[57]\tvalid_0's poisson: -106.493\tvalid_0's tweedie: 49.8278\n",
"[58]\tvalid_0's poisson: -106.556\tvalid_0's tweedie: 49.8064\n",
"[59]\tvalid_0's poisson: -106.603\tvalid_0's tweedie: 49.7901\n",
"[60]\tvalid_0's poisson: -106.647\tvalid_0's tweedie: 49.7743\n",
"[61]\tvalid_0's poisson: -106.692\tvalid_0's tweedie: 49.7559\n",
"[62]\tvalid_0's poisson: -106.743\tvalid_0's tweedie: 49.7388\n",
"[63]\tvalid_0's poisson: -106.794\tvalid_0's tweedie: 49.7211\n",
"[64]\tvalid_0's poisson: -106.837\tvalid_0's tweedie: 49.7059\n",
"[65]\tvalid_0's poisson: -106.887\tvalid_0's tweedie: 49.6893\n",
"[66]\tvalid_0's poisson: -106.925\tvalid_0's tweedie: 49.6739\n",
"[67]\tvalid_0's poisson: -106.975\tvalid_0's tweedie: 49.6564\n",
"[68]\tvalid_0's poisson: -107.01\tvalid_0's tweedie: 49.6436\n",
"[69]\tvalid_0's poisson: -107.042\tvalid_0's tweedie: 49.6302\n",
"[70]\tvalid_0's poisson: -107.081\tvalid_0's tweedie: 49.6166\n",
"[71]\tvalid_0's poisson: -107.117\tvalid_0's tweedie: 49.6039\n",
"[72]\tvalid_0's poisson: -107.163\tvalid_0's tweedie: 49.5874\n",
"[73]\tvalid_0's poisson: -107.204\tvalid_0's tweedie: 49.5731\n",
"[74]\tvalid_0's poisson: -107.235\tvalid_0's tweedie: 49.5622\n",
"[75]\tvalid_0's poisson: -107.266\tvalid_0's tweedie: 49.5507\n",
"[76]\tvalid_0's poisson: -107.293\tvalid_0's tweedie: 49.5406\n",
"[77]\tvalid_0's poisson: -107.325\tvalid_0's tweedie: 49.5297\n",
"[78]\tvalid_0's poisson: -107.356\tvalid_0's tweedie: 49.5194\n",
"[79]\tvalid_0's poisson: -107.383\tvalid_0's tweedie: 49.5095\n",
"[80]\tvalid_0's poisson: -107.416\tvalid_0's tweedie: 49.4978\n",
"[81]\tvalid_0's poisson: -107.44\tvalid_0's tweedie: 49.4888\n",
"[82]\tvalid_0's poisson: -107.46\tvalid_0's tweedie: 49.4799\n",
"[83]\tvalid_0's poisson: -107.489\tvalid_0's tweedie: 49.4698\n",
"[84]\tvalid_0's poisson: -107.513\tvalid_0's tweedie: 49.4612\n",
"[85]\tvalid_0's poisson: -107.536\tvalid_0's tweedie: 49.4531\n",
"[86]\tvalid_0's poisson: -107.552\tvalid_0's tweedie: 49.4473\n",
"[87]\tvalid_0's poisson: -107.579\tvalid_0's tweedie: 49.4343\n",
"[88]\tvalid_0's poisson: -107.601\tvalid_0's tweedie: 49.4263\n",
"[89]\tvalid_0's poisson: -107.62\tvalid_0's tweedie: 49.4198\n",
"[90]\tvalid_0's poisson: -107.644\tvalid_0's tweedie: 49.4118\n",
"[91]\tvalid_0's poisson: -107.658\tvalid_0's tweedie: 49.4053\n",
"[92]\tvalid_0's poisson: -107.676\tvalid_0's tweedie: 49.3993\n",
"[93]\tvalid_0's poisson: -107.688\tvalid_0's tweedie: 49.3928\n",
"[94]\tvalid_0's poisson: -107.716\tvalid_0's tweedie: 49.3845\n",
"[95]\tvalid_0's poisson: -107.73\tvalid_0's tweedie: 49.3793\n",
"[96]\tvalid_0's poisson: -107.743\tvalid_0's tweedie: 49.3744\n",
"[97]\tvalid_0's poisson: -107.756\tvalid_0's tweedie: 49.3681\n",
"[98]\tvalid_0's poisson: -107.778\tvalid_0's tweedie: 49.3577\n",
"[99]\tvalid_0's poisson: -107.789\tvalid_0's tweedie: 49.3529\n",
"[100]\tvalid_0's poisson: -107.8\tvalid_0's tweedie: 49.3479\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5977\tvalid_0's tweedie: 56.1649\n",
"[2]\tvalid_0's poisson: -89.8633\tvalid_0's tweedie: 55.7295\n",
"[3]\tvalid_0's poisson: -90.9989\tvalid_0's tweedie: 55.3354\n",
"[4]\tvalid_0's poisson: -92.0106\tvalid_0's tweedie: 54.9843\n",
"[5]\tvalid_0's poisson: -92.9567\tvalid_0's tweedie: 54.6517\n",
"[6]\tvalid_0's poisson: -93.8077\tvalid_0's tweedie: 54.3488\n",
"[7]\tvalid_0's poisson: -94.5972\tvalid_0's tweedie: 54.0715\n",
"[8]\tvalid_0's poisson: -95.316\tvalid_0's tweedie: 53.8137\n",
"[9]\tvalid_0's poisson: -95.9521\tvalid_0's tweedie: 53.5873\n",
"[10]\tvalid_0's poisson: -96.5572\tvalid_0's tweedie: 53.3667\n",
"[11]\tvalid_0's poisson: -97.1272\tvalid_0's tweedie: 53.161\n",
"[12]\tvalid_0's poisson: -97.6492\tvalid_0's tweedie: 52.9751\n",
"[13]\tvalid_0's poisson: -98.1849\tvalid_0's tweedie: 52.7886\n",
"[14]\tvalid_0's poisson: -98.6851\tvalid_0's tweedie: 52.6102\n",
"[15]\tvalid_0's poisson: -99.1589\tvalid_0's tweedie: 52.45\n",
"[16]\tvalid_0's poisson: -99.5852\tvalid_0's tweedie: 52.3011\n",
"[17]\tvalid_0's poisson: -99.9813\tvalid_0's tweedie: 52.1665\n",
"[18]\tvalid_0's poisson: -100.331\tvalid_0's tweedie: 52.0373\n",
"[19]\tvalid_0's poisson: -100.702\tvalid_0's tweedie: 51.9035\n",
"[20]\tvalid_0's poisson: -101.063\tvalid_0's tweedie: 51.7766\n",
"[21]\tvalid_0's poisson: -101.386\tvalid_0's tweedie: 51.667\n",
"[22]\tvalid_0's poisson: -101.661\tvalid_0's tweedie: 51.5611\n",
"[23]\tvalid_0's poisson: -101.956\tvalid_0's tweedie: 51.4542\n",
"[24]\tvalid_0's poisson: -102.23\tvalid_0's tweedie: 51.3601\n",
"[25]\tvalid_0's poisson: -102.481\tvalid_0's tweedie: 51.2751\n",
"[26]\tvalid_0's poisson: -102.695\tvalid_0's tweedie: 51.1927\n",
"[27]\tvalid_0's poisson: -102.925\tvalid_0's tweedie: 51.1085\n",
"[28]\tvalid_0's poisson: -103.144\tvalid_0's tweedie: 51.034\n",
"[29]\tvalid_0's poisson: -103.315\tvalid_0's tweedie: 50.9643\n",
"[30]\tvalid_0's poisson: -103.524\tvalid_0's tweedie: 50.8903\n",
"[31]\tvalid_0's poisson: -103.719\tvalid_0's tweedie: 50.8221\n",
"[32]\tvalid_0's poisson: -103.891\tvalid_0's tweedie: 50.7589\n",
"[33]\tvalid_0's poisson: -104.067\tvalid_0's tweedie: 50.7015\n",
"[34]\tvalid_0's poisson: -104.23\tvalid_0's tweedie: 50.6415\n",
"[35]\tvalid_0's poisson: -104.378\tvalid_0's tweedie: 50.5874\n",
"[36]\tvalid_0's poisson: -104.545\tvalid_0's tweedie: 50.5336\n",
"[37]\tvalid_0's poisson: -104.678\tvalid_0's tweedie: 50.4866\n",
"[38]\tvalid_0's poisson: -104.817\tvalid_0's tweedie: 50.437\n",
"[39]\tvalid_0's poisson: -104.93\tvalid_0's tweedie: 50.3891\n",
"[40]\tvalid_0's poisson: -105.06\tvalid_0's tweedie: 50.3436\n",
"[41]\tvalid_0's poisson: -105.179\tvalid_0's tweedie: 50.3017\n",
"[42]\tvalid_0's poisson: -105.286\tvalid_0's tweedie: 50.2622\n",
"[43]\tvalid_0's poisson: -105.386\tvalid_0's tweedie: 50.2269\n",
"[44]\tvalid_0's poisson: -105.495\tvalid_0's tweedie: 50.1878\n",
"[45]\tvalid_0's poisson: -105.593\tvalid_0's tweedie: 50.1551\n",
"[46]\tvalid_0's poisson: -105.675\tvalid_0's tweedie: 50.1211\n",
"[47]\tvalid_0's poisson: -105.769\tvalid_0's tweedie: 50.0873\n",
"[48]\tvalid_0's poisson: -105.846\tvalid_0's tweedie: 50.0595\n",
"[49]\tvalid_0's poisson: -105.936\tvalid_0's tweedie: 50.0273\n",
"[50]\tvalid_0's poisson: -106.019\tvalid_0's tweedie: 49.9983\n",
"[51]\tvalid_0's poisson: -106.097\tvalid_0's tweedie: 49.9706\n",
"[52]\tvalid_0's poisson: -106.172\tvalid_0's tweedie: 49.9441\n",
"[53]\tvalid_0's poisson: -106.247\tvalid_0's tweedie: 49.9172\n",
"[54]\tvalid_0's poisson: -106.308\tvalid_0's tweedie: 49.8961\n",
"[55]\tvalid_0's poisson: -106.375\tvalid_0's tweedie: 49.8725\n",
"[56]\tvalid_0's poisson: -106.426\tvalid_0's tweedie: 49.8537\n",
"[57]\tvalid_0's poisson: -106.487\tvalid_0's tweedie: 49.8311\n",
"[58]\tvalid_0's poisson: -106.542\tvalid_0's tweedie: 49.8075\n",
"[59]\tvalid_0's poisson: -106.604\tvalid_0's tweedie: 49.7858\n",
"[60]\tvalid_0's poisson: -106.651\tvalid_0's tweedie: 49.7673\n",
"[61]\tvalid_0's poisson: -106.703\tvalid_0's tweedie: 49.7491\n",
"[62]\tvalid_0's poisson: -106.744\tvalid_0's tweedie: 49.7339\n",
"[63]\tvalid_0's poisson: -106.794\tvalid_0's tweedie: 49.7163\n",
"[64]\tvalid_0's poisson: -106.843\tvalid_0's tweedie: 49.6995\n",
"[65]\tvalid_0's poisson: -106.894\tvalid_0's tweedie: 49.6822\n",
"[66]\tvalid_0's poisson: -106.941\tvalid_0's tweedie: 49.6666\n",
"[67]\tvalid_0's poisson: -106.981\tvalid_0's tweedie: 49.6522\n",
"[68]\tvalid_0's poisson: -107.02\tvalid_0's tweedie: 49.6393\n",
"[69]\tvalid_0's poisson: -107.054\tvalid_0's tweedie: 49.6263\n",
"[70]\tvalid_0's poisson: -107.094\tvalid_0's tweedie: 49.6132\n",
"[71]\tvalid_0's poisson: -107.129\tvalid_0's tweedie: 49.6009\n",
"[72]\tvalid_0's poisson: -107.158\tvalid_0's tweedie: 49.5888\n",
"[73]\tvalid_0's poisson: -107.187\tvalid_0's tweedie: 49.5779\n",
"[74]\tvalid_0's poisson: -107.227\tvalid_0's tweedie: 49.5639\n",
"[75]\tvalid_0's poisson: -107.25\tvalid_0's tweedie: 49.554\n",
"[76]\tvalid_0's poisson: -107.282\tvalid_0's tweedie: 49.5426\n",
"[77]\tvalid_0's poisson: -107.316\tvalid_0's tweedie: 49.5312\n",
"[78]\tvalid_0's poisson: -107.344\tvalid_0's tweedie: 49.522\n",
"[79]\tvalid_0's poisson: -107.367\tvalid_0's tweedie: 49.5135\n",
"[80]\tvalid_0's poisson: -107.396\tvalid_0's tweedie: 49.5031\n",
"[81]\tvalid_0's poisson: -107.42\tvalid_0's tweedie: 49.494\n",
"[82]\tvalid_0's poisson: -107.445\tvalid_0's tweedie: 49.4853\n",
"[83]\tvalid_0's poisson: -107.462\tvalid_0's tweedie: 49.4777\n",
"[84]\tvalid_0's poisson: -107.492\tvalid_0's tweedie: 49.4672\n",
"[85]\tvalid_0's poisson: -107.509\tvalid_0's tweedie: 49.4608\n",
"[86]\tvalid_0's poisson: -107.528\tvalid_0's tweedie: 49.4534\n",
"[87]\tvalid_0's poisson: -107.552\tvalid_0's tweedie: 49.4453\n",
"[88]\tvalid_0's poisson: -107.577\tvalid_0's tweedie: 49.4368\n",
"[89]\tvalid_0's poisson: -107.607\tvalid_0's tweedie: 49.4274\n",
"[90]\tvalid_0's poisson: -107.62\tvalid_0's tweedie: 49.4214\n",
"[91]\tvalid_0's poisson: -107.636\tvalid_0's tweedie: 49.4154\n",
"[92]\tvalid_0's poisson: -107.652\tvalid_0's tweedie: 49.4094\n",
"[93]\tvalid_0's poisson: -107.669\tvalid_0's tweedie: 49.4033\n",
"[94]\tvalid_0's poisson: -107.685\tvalid_0's tweedie: 49.3974\n",
"[95]\tvalid_0's poisson: -107.708\tvalid_0's tweedie: 49.3895\n",
"[96]\tvalid_0's poisson: -107.721\tvalid_0's tweedie: 49.3829\n",
"[97]\tvalid_0's poisson: -107.749\tvalid_0's tweedie: 49.3731\n",
"[98]\tvalid_0's poisson: -107.77\tvalid_0's tweedie: 49.3626\n",
"[99]\tvalid_0's poisson: -107.782\tvalid_0's tweedie: 49.357\n",
"[100]\tvalid_0's poisson: -107.803\tvalid_0's tweedie: 49.3501\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.6011\tvalid_0's tweedie: 56.1631\n",
"[2]\tvalid_0's poisson: -89.8646\tvalid_0's tweedie: 55.728\n",
"[3]\tvalid_0's poisson: -91.0016\tvalid_0's tweedie: 55.3332\n",
"[4]\tvalid_0's poisson: -92.0105\tvalid_0's tweedie: 54.9827\n",
"[5]\tvalid_0's poisson: -92.955\tvalid_0's tweedie: 54.6501\n",
"[6]\tvalid_0's poisson: -93.8157\tvalid_0's tweedie: 54.3453\n",
"[7]\tvalid_0's poisson: -94.5773\tvalid_0's tweedie: 54.0764\n",
"[8]\tvalid_0's poisson: -95.294\tvalid_0's tweedie: 53.8173\n",
"[9]\tvalid_0's poisson: -95.9542\tvalid_0's tweedie: 53.5836\n",
"[10]\tvalid_0's poisson: -96.6146\tvalid_0's tweedie: 53.3534\n",
"[11]\tvalid_0's poisson: -97.1748\tvalid_0's tweedie: 53.1469\n",
"[12]\tvalid_0's poisson: -97.7097\tvalid_0's tweedie: 52.9573\n",
"[13]\tvalid_0's poisson: -98.2283\tvalid_0's tweedie: 52.7762\n",
"[14]\tvalid_0's poisson: -98.6679\tvalid_0's tweedie: 52.6116\n",
"[15]\tvalid_0's poisson: -99.1142\tvalid_0's tweedie: 52.4615\n",
"[16]\tvalid_0's poisson: -99.5751\tvalid_0's tweedie: 52.2969\n",
"[17]\tvalid_0's poisson: -99.9264\tvalid_0's tweedie: 52.1648\n",
"[18]\tvalid_0's poisson: -100.306\tvalid_0's tweedie: 52.0354\n",
"[19]\tvalid_0's poisson: -100.632\tvalid_0's tweedie: 51.9149\n",
"[20]\tvalid_0's poisson: -100.97\tvalid_0's tweedie: 51.8044\n",
"[21]\tvalid_0's poisson: -101.31\tvalid_0's tweedie: 51.6819\n",
"[22]\tvalid_0's poisson: -101.628\tvalid_0's tweedie: 51.5696\n",
"[23]\tvalid_0's poisson: -101.867\tvalid_0's tweedie: 51.4741\n",
"[24]\tvalid_0's poisson: -102.14\tvalid_0's tweedie: 51.3808\n",
"[25]\tvalid_0's poisson: -102.411\tvalid_0's tweedie: 51.2827\n",
"[26]\tvalid_0's poisson: -102.653\tvalid_0's tweedie: 51.2003\n",
"[27]\tvalid_0's poisson: -102.857\tvalid_0's tweedie: 51.1218\n",
"[28]\tvalid_0's poisson: -103.075\tvalid_0's tweedie: 51.0481\n",
"[29]\tvalid_0's poisson: -103.277\tvalid_0's tweedie: 50.978\n",
"[30]\tvalid_0's poisson: -103.453\tvalid_0's tweedie: 50.9095\n",
"[31]\tvalid_0's poisson: -103.647\tvalid_0's tweedie: 50.8405\n",
"[32]\tvalid_0's poisson: -103.83\tvalid_0's tweedie: 50.774\n",
"[33]\tvalid_0's poisson: -104.013\tvalid_0's tweedie: 50.7105\n",
"[34]\tvalid_0's poisson: -104.177\tvalid_0's tweedie: 50.6513\n",
"[35]\tvalid_0's poisson: -104.336\tvalid_0's tweedie: 50.5961\n",
"[36]\tvalid_0's poisson: -104.488\tvalid_0's tweedie: 50.5415\n",
"[37]\tvalid_0's poisson: -104.629\tvalid_0's tweedie: 50.491\n",
"[38]\tvalid_0's poisson: -104.77\tvalid_0's tweedie: 50.4408\n",
"[39]\tvalid_0's poisson: -104.902\tvalid_0's tweedie: 50.3948\n",
"[40]\tvalid_0's poisson: -105.029\tvalid_0's tweedie: 50.3507\n",
"[41]\tvalid_0's poisson: -105.138\tvalid_0's tweedie: 50.3131\n",
"[42]\tvalid_0's poisson: -105.254\tvalid_0's tweedie: 50.2716\n",
"[43]\tvalid_0's poisson: -105.369\tvalid_0's tweedie: 50.2303\n",
"[44]\tvalid_0's poisson: -105.464\tvalid_0's tweedie: 50.197\n",
"[45]\tvalid_0's poisson: -105.557\tvalid_0's tweedie: 50.1589\n",
"[46]\tvalid_0's poisson: -105.655\tvalid_0's tweedie: 50.124\n",
"[47]\tvalid_0's poisson: -105.748\tvalid_0's tweedie: 50.0914\n",
"[48]\tvalid_0's poisson: -105.833\tvalid_0's tweedie: 50.0625\n",
"[49]\tvalid_0's poisson: -105.919\tvalid_0's tweedie: 50.0313\n",
"[50]\tvalid_0's poisson: -105.997\tvalid_0's tweedie: 50.004\n",
"[51]\tvalid_0's poisson: -106.076\tvalid_0's tweedie: 49.9766\n",
"[52]\tvalid_0's poisson: -106.146\tvalid_0's tweedie: 49.9497\n",
"[53]\tvalid_0's poisson: -106.213\tvalid_0's tweedie: 49.9214\n",
"[54]\tvalid_0's poisson: -106.292\tvalid_0's tweedie: 49.8954\n",
"[55]\tvalid_0's poisson: -106.353\tvalid_0's tweedie: 49.8731\n",
"[56]\tvalid_0's poisson: -106.417\tvalid_0's tweedie: 49.8509\n",
"[57]\tvalid_0's poisson: -106.479\tvalid_0's tweedie: 49.8301\n",
"[58]\tvalid_0's poisson: -106.533\tvalid_0's tweedie: 49.8104\n",
"[59]\tvalid_0's poisson: -106.587\tvalid_0's tweedie: 49.79\n",
"[60]\tvalid_0's poisson: -106.652\tvalid_0's tweedie: 49.7675\n",
"[61]\tvalid_0's poisson: -106.707\tvalid_0's tweedie: 49.7479\n",
"[62]\tvalid_0's poisson: -106.752\tvalid_0's tweedie: 49.7298\n",
"[63]\tvalid_0's poisson: -106.799\tvalid_0's tweedie: 49.7135\n",
"[64]\tvalid_0's poisson: -106.839\tvalid_0's tweedie: 49.6995\n",
"[65]\tvalid_0's poisson: -106.887\tvalid_0's tweedie: 49.6826\n",
"[66]\tvalid_0's poisson: -106.928\tvalid_0's tweedie: 49.6683\n",
"[67]\tvalid_0's poisson: -106.966\tvalid_0's tweedie: 49.6529\n",
"[68]\tvalid_0's poisson: -107.012\tvalid_0's tweedie: 49.6376\n",
"[69]\tvalid_0's poisson: -107.049\tvalid_0's tweedie: 49.6245\n",
"[70]\tvalid_0's poisson: -107.091\tvalid_0's tweedie: 49.6101\n",
"[71]\tvalid_0's poisson: -107.128\tvalid_0's tweedie: 49.5968\n",
"[72]\tvalid_0's poisson: -107.173\tvalid_0's tweedie: 49.5818\n",
"[73]\tvalid_0's poisson: -107.202\tvalid_0's tweedie: 49.5713\n",
"[74]\tvalid_0's poisson: -107.237\tvalid_0's tweedie: 49.5595\n",
"[75]\tvalid_0's poisson: -107.267\tvalid_0's tweedie: 49.5492\n",
"[76]\tvalid_0's poisson: -107.294\tvalid_0's tweedie: 49.5377\n",
"[77]\tvalid_0's poisson: -107.321\tvalid_0's tweedie: 49.5286\n",
"[78]\tvalid_0's poisson: -107.351\tvalid_0's tweedie: 49.518\n",
"[79]\tvalid_0's poisson: -107.38\tvalid_0's tweedie: 49.5083\n",
"[80]\tvalid_0's poisson: -107.407\tvalid_0's tweedie: 49.4988\n",
"[81]\tvalid_0's poisson: -107.428\tvalid_0's tweedie: 49.4907\n",
"[82]\tvalid_0's poisson: -107.45\tvalid_0's tweedie: 49.4828\n",
"[83]\tvalid_0's poisson: -107.471\tvalid_0's tweedie: 49.4739\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[84]\tvalid_0's poisson: -107.5\tvalid_0's tweedie: 49.4639\n",
"[85]\tvalid_0's poisson: -107.529\tvalid_0's tweedie: 49.4542\n",
"[86]\tvalid_0's poisson: -107.55\tvalid_0's tweedie: 49.4468\n",
"[87]\tvalid_0's poisson: -107.566\tvalid_0's tweedie: 49.4404\n",
"[88]\tvalid_0's poisson: -107.589\tvalid_0's tweedie: 49.4325\n",
"[89]\tvalid_0's poisson: -107.608\tvalid_0's tweedie: 49.425\n",
"[90]\tvalid_0's poisson: -107.639\tvalid_0's tweedie: 49.4159\n",
"[91]\tvalid_0's poisson: -107.666\tvalid_0's tweedie: 49.4033\n",
"[92]\tvalid_0's poisson: -107.682\tvalid_0's tweedie: 49.3969\n",
"[93]\tvalid_0's poisson: -107.698\tvalid_0's tweedie: 49.3911\n",
"[94]\tvalid_0's poisson: -107.712\tvalid_0's tweedie: 49.386\n",
"[95]\tvalid_0's poisson: -107.727\tvalid_0's tweedie: 49.3803\n",
"[96]\tvalid_0's poisson: -107.748\tvalid_0's tweedie: 49.3734\n",
"[97]\tvalid_0's poisson: -107.761\tvalid_0's tweedie: 49.3668\n",
"[98]\tvalid_0's poisson: -107.775\tvalid_0's tweedie: 49.3609\n",
"[99]\tvalid_0's poisson: -107.785\tvalid_0's tweedie: 49.3557\n",
"[100]\tvalid_0's poisson: -107.799\tvalid_0's tweedie: 49.3511\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -88.5941\tvalid_0's tweedie: 56.1665\n",
"[2]\tvalid_0's poisson: -89.8629\tvalid_0's tweedie: 55.7304\n",
"[3]\tvalid_0's poisson: -90.9916\tvalid_0's tweedie: 55.3397\n",
"[4]\tvalid_0's poisson: -92.007\tvalid_0's tweedie: 54.9875\n",
"[5]\tvalid_0's poisson: -92.9597\tvalid_0's tweedie: 54.6526\n",
"[6]\tvalid_0's poisson: -93.8185\tvalid_0's tweedie: 54.3488\n",
"[7]\tvalid_0's poisson: -94.5859\tvalid_0's tweedie: 54.0784\n",
"[8]\tvalid_0's poisson: -95.3051\tvalid_0's tweedie: 53.8195\n",
"[9]\tvalid_0's poisson: -95.9461\tvalid_0's tweedie: 53.5916\n",
"[10]\tvalid_0's poisson: -96.5525\tvalid_0's tweedie: 53.3697\n",
"[11]\tvalid_0's poisson: -97.1081\tvalid_0's tweedie: 53.172\n",
"[12]\tvalid_0's poisson: -97.685\tvalid_0's tweedie: 52.9707\n",
"[13]\tvalid_0's poisson: -98.1986\tvalid_0's tweedie: 52.7912\n",
"[14]\tvalid_0's poisson: -98.6985\tvalid_0's tweedie: 52.6126\n",
"[15]\tvalid_0's poisson: -99.1576\tvalid_0's tweedie: 52.4571\n",
"[16]\tvalid_0's poisson: -99.5553\tvalid_0's tweedie: 52.3062\n",
"[17]\tvalid_0's poisson: -99.9521\tvalid_0's tweedie: 52.1726\n",
"[18]\tvalid_0's poisson: -100.285\tvalid_0's tweedie: 52.0465\n",
"[19]\tvalid_0's poisson: -100.667\tvalid_0's tweedie: 51.9093\n",
"[20]\tvalid_0's poisson: -101\tvalid_0's tweedie: 51.7953\n",
"[21]\tvalid_0's poisson: -101.289\tvalid_0's tweedie: 51.6882\n",
"[22]\tvalid_0's poisson: -101.58\tvalid_0's tweedie: 51.5893\n",
"[23]\tvalid_0's poisson: -101.877\tvalid_0's tweedie: 51.4818\n",
"[24]\tvalid_0's poisson: -102.169\tvalid_0's tweedie: 51.3788\n",
"[25]\tvalid_0's poisson: -102.399\tvalid_0's tweedie: 51.2943\n",
"[26]\tvalid_0's poisson: -102.638\tvalid_0's tweedie: 51.2128\n",
"[27]\tvalid_0's poisson: -102.841\tvalid_0's tweedie: 51.1344\n",
"[28]\tvalid_0's poisson: -103.067\tvalid_0's tweedie: 51.053\n",
"[29]\tvalid_0's poisson: -103.275\tvalid_0's tweedie: 50.9771\n",
"[30]\tvalid_0's poisson: -103.508\tvalid_0's tweedie: 50.9021\n",
"[31]\tvalid_0's poisson: -103.691\tvalid_0's tweedie: 50.839\n",
"[32]\tvalid_0's poisson: -103.869\tvalid_0's tweedie: 50.7736\n",
"[33]\tvalid_0's poisson: -104.044\tvalid_0's tweedie: 50.711\n",
"[34]\tvalid_0's poisson: -104.213\tvalid_0's tweedie: 50.6515\n",
"[35]\tvalid_0's poisson: -104.365\tvalid_0's tweedie: 50.5956\n",
"[36]\tvalid_0's poisson: -104.491\tvalid_0's tweedie: 50.5423\n",
"[37]\tvalid_0's poisson: -104.654\tvalid_0's tweedie: 50.4899\n",
"[38]\tvalid_0's poisson: -104.784\tvalid_0's tweedie: 50.4421\n",
"[39]\tvalid_0's poisson: -104.906\tvalid_0's tweedie: 50.3993\n",
"[40]\tvalid_0's poisson: -105.036\tvalid_0's tweedie: 50.3535\n",
"[41]\tvalid_0's poisson: -105.134\tvalid_0's tweedie: 50.313\n",
"[42]\tvalid_0's poisson: -105.249\tvalid_0's tweedie: 50.2726\n",
"[43]\tvalid_0's poisson: -105.357\tvalid_0's tweedie: 50.2342\n",
"[44]\tvalid_0's poisson: -105.45\tvalid_0's tweedie: 50.2006\n",
"[45]\tvalid_0's poisson: -105.555\tvalid_0's tweedie: 50.1631\n",
"[46]\tvalid_0's poisson: -105.656\tvalid_0's tweedie: 50.1268\n",
"[47]\tvalid_0's poisson: -105.748\tvalid_0's tweedie: 50.0946\n",
"[48]\tvalid_0's poisson: -105.829\tvalid_0's tweedie: 50.0664\n",
"[49]\tvalid_0's poisson: -105.914\tvalid_0's tweedie: 50.0365\n",
"[50]\tvalid_0's poisson: -105.994\tvalid_0's tweedie: 50.0066\n",
"[51]\tvalid_0's poisson: -106.075\tvalid_0's tweedie: 49.9777\n",
"[52]\tvalid_0's poisson: -106.143\tvalid_0's tweedie: 49.9536\n",
"[53]\tvalid_0's poisson: -106.216\tvalid_0's tweedie: 49.9282\n",
"[54]\tvalid_0's poisson: -106.277\tvalid_0's tweedie: 49.9059\n",
"[55]\tvalid_0's poisson: -106.346\tvalid_0's tweedie: 49.8822\n",
"[56]\tvalid_0's poisson: -106.421\tvalid_0's tweedie: 49.8563\n",
"[57]\tvalid_0's poisson: -106.478\tvalid_0's tweedie: 49.8356\n",
"[58]\tvalid_0's poisson: -106.539\tvalid_0's tweedie: 49.8144\n",
"[59]\tvalid_0's poisson: -106.596\tvalid_0's tweedie: 49.7942\n",
"[60]\tvalid_0's poisson: -106.644\tvalid_0's tweedie: 49.7749\n",
"[61]\tvalid_0's poisson: -106.689\tvalid_0's tweedie: 49.7584\n",
"[62]\tvalid_0's poisson: -106.743\tvalid_0's tweedie: 49.74\n",
"[63]\tvalid_0's poisson: -106.797\tvalid_0's tweedie: 49.7219\n",
"[64]\tvalid_0's poisson: -106.84\tvalid_0's tweedie: 49.7065\n",
"[65]\tvalid_0's poisson: -106.882\tvalid_0's tweedie: 49.6917\n",
"[66]\tvalid_0's poisson: -106.92\tvalid_0's tweedie: 49.676\n",
"[67]\tvalid_0's poisson: -106.965\tvalid_0's tweedie: 49.661\n",
"[68]\tvalid_0's poisson: -107.016\tvalid_0's tweedie: 49.6446\n",
"[69]\tvalid_0's poisson: -107.05\tvalid_0's tweedie: 49.6314\n",
"[70]\tvalid_0's poisson: -107.082\tvalid_0's tweedie: 49.6197\n",
"[71]\tvalid_0's poisson: -107.123\tvalid_0's tweedie: 49.6012\n",
"[72]\tvalid_0's poisson: -107.16\tvalid_0's tweedie: 49.5883\n",
"[73]\tvalid_0's poisson: -107.187\tvalid_0's tweedie: 49.5782\n",
"[74]\tvalid_0's poisson: -107.223\tvalid_0's tweedie: 49.5651\n",
"[75]\tvalid_0's poisson: -107.259\tvalid_0's tweedie: 49.5525\n",
"[76]\tvalid_0's poisson: -107.29\tvalid_0's tweedie: 49.5414\n",
"[77]\tvalid_0's poisson: -107.319\tvalid_0's tweedie: 49.5316\n",
"[78]\tvalid_0's poisson: -107.345\tvalid_0's tweedie: 49.5207\n",
"[79]\tvalid_0's poisson: -107.372\tvalid_0's tweedie: 49.5112\n",
"[80]\tvalid_0's poisson: -107.404\tvalid_0's tweedie: 49.4964\n",
"[81]\tvalid_0's poisson: -107.427\tvalid_0's tweedie: 49.488\n",
"[82]\tvalid_0's poisson: -107.458\tvalid_0's tweedie: 49.4769\n",
"[83]\tvalid_0's poisson: -107.484\tvalid_0's tweedie: 49.4676\n",
"[84]\tvalid_0's poisson: -107.505\tvalid_0's tweedie: 49.4596\n",
"[85]\tvalid_0's poisson: -107.527\tvalid_0's tweedie: 49.4523\n",
"[86]\tvalid_0's poisson: -107.546\tvalid_0's tweedie: 49.444\n",
"[87]\tvalid_0's poisson: -107.572\tvalid_0's tweedie: 49.4354\n",
"[88]\tvalid_0's poisson: -107.598\tvalid_0's tweedie: 49.4265\n",
"[89]\tvalid_0's poisson: -107.616\tvalid_0's tweedie: 49.4199\n",
"[90]\tvalid_0's poisson: -107.634\tvalid_0's tweedie: 49.4133\n",
"[91]\tvalid_0's poisson: -107.652\tvalid_0's tweedie: 49.4069\n",
"[92]\tvalid_0's poisson: -107.667\tvalid_0's tweedie: 49.3997\n",
"[93]\tvalid_0's poisson: -107.689\tvalid_0's tweedie: 49.3922\n",
"[94]\tvalid_0's poisson: -107.704\tvalid_0's tweedie: 49.3865\n",
"[95]\tvalid_0's poisson: -107.726\tvalid_0's tweedie: 49.3776\n",
"[96]\tvalid_0's poisson: -107.748\tvalid_0's tweedie: 49.3671\n",
"[97]\tvalid_0's poisson: -107.762\tvalid_0's tweedie: 49.3609\n",
"[98]\tvalid_0's poisson: -107.784\tvalid_0's tweedie: 49.3534\n",
"[99]\tvalid_0's poisson: -107.794\tvalid_0's tweedie: 49.3479\n",
"[100]\tvalid_0's poisson: -107.812\tvalid_0's tweedie: 49.3421\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.0625, max_depth=2, tweedie_variance_power=1.3; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7073\tvalid_0's tweedie: 34.6755\n",
"[2]\tvalid_0's poisson: -88.2276\tvalid_0's tweedie: 34.5511\n",
"[3]\tvalid_0's poisson: -88.732\tvalid_0's tweedie: 34.4304\n",
"[4]\tvalid_0's poisson: -89.2249\tvalid_0's tweedie: 34.3123\n",
"[5]\tvalid_0's poisson: -89.7072\tvalid_0's tweedie: 34.1966\n",
"[6]\tvalid_0's poisson: -90.176\tvalid_0's tweedie: 34.084\n",
"[7]\tvalid_0's poisson: -90.6318\tvalid_0's tweedie: 33.9744\n",
"[8]\tvalid_0's poisson: -91.0768\tvalid_0's tweedie: 33.8672\n",
"[9]\tvalid_0's poisson: -91.5132\tvalid_0's tweedie: 33.762\n",
"[10]\tvalid_0's poisson: -91.9383\tvalid_0's tweedie: 33.6594\n",
"[11]\tvalid_0's poisson: -92.3477\tvalid_0's tweedie: 33.5604\n",
"[12]\tvalid_0's poisson: -92.7466\tvalid_0's tweedie: 33.4638\n",
"[13]\tvalid_0's poisson: -93.1343\tvalid_0's tweedie: 33.3697\n",
"[14]\tvalid_0's poisson: -93.5165\tvalid_0's tweedie: 33.2768\n",
"[15]\tvalid_0's poisson: -93.8849\tvalid_0's tweedie: 33.1871\n",
"[16]\tvalid_0's poisson: -94.2472\tvalid_0's tweedie: 33.0989\n",
"[17]\tvalid_0's poisson: -94.5978\tvalid_0's tweedie: 33.0132\n",
"[18]\tvalid_0's poisson: -94.9414\tvalid_0's tweedie: 32.9292\n",
"[19]\tvalid_0's poisson: -95.2743\tvalid_0's tweedie: 32.8476\n",
"[20]\tvalid_0's poisson: -95.6016\tvalid_0's tweedie: 32.7673\n",
"[21]\tvalid_0's poisson: -95.9172\tvalid_0's tweedie: 32.6896\n",
"[22]\tvalid_0's poisson: -96.2267\tvalid_0's tweedie: 32.6134\n",
"[23]\tvalid_0's poisson: -96.529\tvalid_0's tweedie: 32.5388\n",
"[24]\tvalid_0's poisson: -96.8207\tvalid_0's tweedie: 32.4666\n",
"[25]\tvalid_0's poisson: -97.1071\tvalid_0's tweedie: 32.3956\n",
"[26]\tvalid_0's poisson: -97.3843\tvalid_0's tweedie: 32.3268\n",
"[27]\tvalid_0's poisson: -97.6551\tvalid_0's tweedie: 32.2594\n",
"[28]\tvalid_0's poisson: -97.9181\tvalid_0's tweedie: 32.1937\n",
"[29]\tvalid_0's poisson: -98.1759\tvalid_0's tweedie: 32.1294\n",
"[30]\tvalid_0's poisson: -98.4336\tvalid_0's tweedie: 32.0651\n",
"[31]\tvalid_0's poisson: -98.6765\tvalid_0's tweedie: 32.0041\n",
"[32]\tvalid_0's poisson: -98.9136\tvalid_0's tweedie: 31.9444\n",
"[33]\tvalid_0's poisson: -99.1464\tvalid_0's tweedie: 31.8858\n",
"[34]\tvalid_0's poisson: -99.3765\tvalid_0's tweedie: 31.828\n",
"[35]\tvalid_0's poisson: -99.6056\tvalid_0's tweedie: 31.7703\n",
"[36]\tvalid_0's poisson: -99.8188\tvalid_0's tweedie: 31.7162\n",
"[37]\tvalid_0's poisson: -100.027\tvalid_0's tweedie: 31.6632\n",
"[38]\tvalid_0's poisson: -100.24\tvalid_0's tweedie: 31.6094\n",
"[39]\tvalid_0's poisson: -100.434\tvalid_0's tweedie: 31.5596\n",
"[40]\tvalid_0's poisson: -100.63\tvalid_0's tweedie: 31.5097\n",
"[41]\tvalid_0's poisson: -100.826\tvalid_0's tweedie: 31.4598\n",
"[42]\tvalid_0's poisson: -101.009\tvalid_0's tweedie: 31.4128\n",
"[43]\tvalid_0's poisson: -101.195\tvalid_0's tweedie: 31.3651\n",
"[44]\tvalid_0's poisson: -101.365\tvalid_0's tweedie: 31.3211\n",
"[45]\tvalid_0's poisson: -101.532\tvalid_0's tweedie: 31.2776\n",
"[46]\tvalid_0's poisson: -101.705\tvalid_0's tweedie: 31.2331\n",
"[47]\tvalid_0's poisson: -101.863\tvalid_0's tweedie: 31.1919\n",
"[48]\tvalid_0's poisson: -102.027\tvalid_0's tweedie: 31.1494\n",
"[49]\tvalid_0's poisson: -102.183\tvalid_0's tweedie: 31.109\n",
"[50]\tvalid_0's poisson: -102.329\tvalid_0's tweedie: 31.0706\n",
"[51]\tvalid_0's poisson: -102.48\tvalid_0's tweedie: 31.031\n",
"[52]\tvalid_0's poisson: -102.623\tvalid_0's tweedie: 30.9937\n",
"[53]\tvalid_0's poisson: -102.769\tvalid_0's tweedie: 30.9556\n",
"[54]\tvalid_0's poisson: -102.901\tvalid_0's tweedie: 30.9205\n",
"[55]\tvalid_0's poisson: -103.04\tvalid_0's tweedie: 30.8843\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -103.165\tvalid_0's tweedie: 30.8507\n",
"[57]\tvalid_0's poisson: -103.296\tvalid_0's tweedie: 30.8161\n",
"[58]\tvalid_0's poisson: -103.415\tvalid_0's tweedie: 30.7842\n",
"[59]\tvalid_0's poisson: -103.541\tvalid_0's tweedie: 30.7511\n",
"[60]\tvalid_0's poisson: -103.656\tvalid_0's tweedie: 30.7204\n",
"[61]\tvalid_0's poisson: -103.766\tvalid_0's tweedie: 30.691\n",
"[62]\tvalid_0's poisson: -103.882\tvalid_0's tweedie: 30.6602\n",
"[63]\tvalid_0's poisson: -103.986\tvalid_0's tweedie: 30.6318\n",
"[64]\tvalid_0's poisson: -104.098\tvalid_0's tweedie: 30.6021\n",
"[65]\tvalid_0's poisson: -104.204\tvalid_0's tweedie: 30.574\n",
"[66]\tvalid_0's poisson: -104.304\tvalid_0's tweedie: 30.5467\n",
"[67]\tvalid_0's poisson: -104.403\tvalid_0's tweedie: 30.52\n",
"[68]\tvalid_0's poisson: -104.503\tvalid_0's tweedie: 30.493\n",
"[69]\tvalid_0's poisson: -104.593\tvalid_0's tweedie: 30.4686\n",
"[70]\tvalid_0's poisson: -104.688\tvalid_0's tweedie: 30.4428\n",
"[71]\tvalid_0's poisson: -104.773\tvalid_0's tweedie: 30.4195\n",
"[72]\tvalid_0's poisson: -104.861\tvalid_0's tweedie: 30.3954\n",
"[73]\tvalid_0's poisson: -104.943\tvalid_0's tweedie: 30.3728\n",
"[74]\tvalid_0's poisson: -105.03\tvalid_0's tweedie: 30.3491\n",
"[75]\tvalid_0's poisson: -105.111\tvalid_0's tweedie: 30.327\n",
"[76]\tvalid_0's poisson: -105.189\tvalid_0's tweedie: 30.3052\n",
"[77]\tvalid_0's poisson: -105.266\tvalid_0's tweedie: 30.2842\n",
"[78]\tvalid_0's poisson: -105.344\tvalid_0's tweedie: 30.2628\n",
"[79]\tvalid_0's poisson: -105.414\tvalid_0's tweedie: 30.2434\n",
"[80]\tvalid_0's poisson: -105.487\tvalid_0's tweedie: 30.2232\n",
"[81]\tvalid_0's poisson: -105.557\tvalid_0's tweedie: 30.2039\n",
"[82]\tvalid_0's poisson: -105.629\tvalid_0's tweedie: 30.1841\n",
"[83]\tvalid_0's poisson: -105.693\tvalid_0's tweedie: 30.1663\n",
"[84]\tvalid_0's poisson: -105.761\tvalid_0's tweedie: 30.1479\n",
"[85]\tvalid_0's poisson: -105.825\tvalid_0's tweedie: 30.1301\n",
"[86]\tvalid_0's poisson: -105.885\tvalid_0's tweedie: 30.113\n",
"[87]\tvalid_0's poisson: -105.949\tvalid_0's tweedie: 30.0956\n",
"[88]\tvalid_0's poisson: -106.014\tvalid_0's tweedie: 30.0774\n",
"[89]\tvalid_0's poisson: -106.07\tvalid_0's tweedie: 30.0615\n",
"[90]\tvalid_0's poisson: -106.133\tvalid_0's tweedie: 30.0442\n",
"[91]\tvalid_0's poisson: -106.193\tvalid_0's tweedie: 30.0275\n",
"[92]\tvalid_0's poisson: -106.253\tvalid_0's tweedie: 30.011\n",
"[93]\tvalid_0's poisson: -106.305\tvalid_0's tweedie: 29.9963\n",
"[94]\tvalid_0's poisson: -106.361\tvalid_0's tweedie: 29.9807\n",
"[95]\tvalid_0's poisson: -106.417\tvalid_0's tweedie: 29.9654\n",
"[96]\tvalid_0's poisson: -106.464\tvalid_0's tweedie: 29.9518\n",
"[97]\tvalid_0's poisson: -106.517\tvalid_0's tweedie: 29.9372\n",
"[98]\tvalid_0's poisson: -106.57\tvalid_0's tweedie: 29.9227\n",
"[99]\tvalid_0's poisson: -106.615\tvalid_0's tweedie: 29.9094\n",
"[100]\tvalid_0's poisson: -106.667\tvalid_0's tweedie: 29.8953\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7084\tvalid_0's tweedie: 34.6752\n",
"[2]\tvalid_0's poisson: -88.2295\tvalid_0's tweedie: 34.5507\n",
"[3]\tvalid_0's poisson: -88.7374\tvalid_0's tweedie: 34.4291\n",
"[4]\tvalid_0's poisson: -89.2322\tvalid_0's tweedie: 34.3106\n",
"[5]\tvalid_0's poisson: -89.7113\tvalid_0's tweedie: 34.1957\n",
"[6]\tvalid_0's poisson: -90.1781\tvalid_0's tweedie: 34.0835\n",
"[7]\tvalid_0's poisson: -90.6333\tvalid_0's tweedie: 33.9741\n",
"[8]\tvalid_0's poisson: -91.0739\tvalid_0's tweedie: 33.868\n",
"[9]\tvalid_0's poisson: -91.5063\tvalid_0's tweedie: 33.7637\n",
"[10]\tvalid_0's poisson: -91.925\tvalid_0's tweedie: 33.6625\n",
"[11]\tvalid_0's poisson: -92.3365\tvalid_0's tweedie: 33.5631\n",
"[12]\tvalid_0's poisson: -92.7344\tvalid_0's tweedie: 33.4666\n",
"[13]\tvalid_0's poisson: -93.1249\tvalid_0's tweedie: 33.3719\n",
"[14]\tvalid_0's poisson: -93.5035\tvalid_0's tweedie: 33.2799\n",
"[15]\tvalid_0's poisson: -93.8752\tvalid_0's tweedie: 33.1895\n",
"[16]\tvalid_0's poisson: -94.2366\tvalid_0's tweedie: 33.1013\n",
"[17]\tvalid_0's poisson: -94.5867\tvalid_0's tweedie: 33.0158\n",
"[18]\tvalid_0's poisson: -94.9298\tvalid_0's tweedie: 32.9319\n",
"[19]\tvalid_0's poisson: -95.2638\tvalid_0's tweedie: 32.85\n",
"[20]\tvalid_0's poisson: -95.5902\tvalid_0's tweedie: 32.7699\n",
"[21]\tvalid_0's poisson: -95.9104\tvalid_0's tweedie: 32.6913\n",
"[22]\tvalid_0's poisson: -96.2192\tvalid_0's tweedie: 32.6153\n",
"[23]\tvalid_0's poisson: -96.5217\tvalid_0's tweedie: 32.5407\n",
"[24]\tvalid_0's poisson: -96.8152\tvalid_0's tweedie: 32.468\n",
"[25]\tvalid_0's poisson: -97.1023\tvalid_0's tweedie: 32.3969\n",
"[26]\tvalid_0's poisson: -97.3797\tvalid_0's tweedie: 32.328\n",
"[27]\tvalid_0's poisson: -97.6541\tvalid_0's tweedie: 32.2599\n",
"[28]\tvalid_0's poisson: -97.9227\tvalid_0's tweedie: 32.1931\n",
"[29]\tvalid_0's poisson: -98.1766\tvalid_0's tweedie: 32.1296\n",
"[30]\tvalid_0's poisson: -98.4334\tvalid_0's tweedie: 32.0653\n",
"[31]\tvalid_0's poisson: -98.6799\tvalid_0's tweedie: 32.0036\n",
"[32]\tvalid_0's poisson: -98.9187\tvalid_0's tweedie: 31.9436\n",
"[33]\tvalid_0's poisson: -99.1529\tvalid_0's tweedie: 31.8848\n",
"[34]\tvalid_0's poisson: -99.3807\tvalid_0's tweedie: 31.8275\n",
"[35]\tvalid_0's poisson: -99.6071\tvalid_0's tweedie: 31.7703\n",
"[36]\tvalid_0's poisson: -99.8232\tvalid_0's tweedie: 31.7157\n",
"[37]\tvalid_0's poisson: -100.028\tvalid_0's tweedie: 31.6634\n",
"[38]\tvalid_0's poisson: -100.235\tvalid_0's tweedie: 31.611\n",
"[39]\tvalid_0's poisson: -100.439\tvalid_0's tweedie: 31.5591\n",
"[40]\tvalid_0's poisson: -100.632\tvalid_0's tweedie: 31.5098\n",
"[41]\tvalid_0's poisson: -100.822\tvalid_0's tweedie: 31.4614\n",
"[42]\tvalid_0's poisson: -101.01\tvalid_0's tweedie: 31.4132\n",
"[43]\tvalid_0's poisson: -101.189\tvalid_0's tweedie: 31.3672\n",
"[44]\tvalid_0's poisson: -101.368\tvalid_0's tweedie: 31.3212\n",
"[45]\tvalid_0's poisson: -101.537\tvalid_0's tweedie: 31.2776\n",
"[46]\tvalid_0's poisson: -101.706\tvalid_0's tweedie: 31.2338\n",
"[47]\tvalid_0's poisson: -101.866\tvalid_0's tweedie: 31.1922\n",
"[48]\tvalid_0's poisson: -102.019\tvalid_0's tweedie: 31.1524\n",
"[49]\tvalid_0's poisson: -102.181\tvalid_0's tweedie: 31.1104\n",
"[50]\tvalid_0's poisson: -102.327\tvalid_0's tweedie: 31.0723\n",
"[51]\tvalid_0's poisson: -102.481\tvalid_0's tweedie: 31.0322\n",
"[52]\tvalid_0's poisson: -102.624\tvalid_0's tweedie: 30.9949\n",
"[53]\tvalid_0's poisson: -102.765\tvalid_0's tweedie: 30.9578\n",
"[54]\tvalid_0's poisson: -102.898\tvalid_0's tweedie: 30.9228\n",
"[55]\tvalid_0's poisson: -103.031\tvalid_0's tweedie: 30.8876\n",
"[56]\tvalid_0's poisson: -103.162\tvalid_0's tweedie: 30.8533\n",
"[57]\tvalid_0's poisson: -103.289\tvalid_0's tweedie: 30.8195\n",
"[58]\tvalid_0's poisson: -103.413\tvalid_0's tweedie: 30.7868\n",
"[59]\tvalid_0's poisson: -103.534\tvalid_0's tweedie: 30.7548\n",
"[60]\tvalid_0's poisson: -103.653\tvalid_0's tweedie: 30.7232\n",
"[61]\tvalid_0's poisson: -103.766\tvalid_0's tweedie: 30.693\n",
"[62]\tvalid_0's poisson: -103.878\tvalid_0's tweedie: 30.6629\n",
"[63]\tvalid_0's poisson: -103.987\tvalid_0's tweedie: 30.6339\n",
"[64]\tvalid_0's poisson: -104.093\tvalid_0's tweedie: 30.6052\n",
"[65]\tvalid_0's poisson: -104.194\tvalid_0's tweedie: 30.5781\n",
"[66]\tvalid_0's poisson: -104.3\tvalid_0's tweedie: 30.5496\n",
"[67]\tvalid_0's poisson: -104.393\tvalid_0's tweedie: 30.5242\n",
"[68]\tvalid_0's poisson: -104.493\tvalid_0's tweedie: 30.4973\n",
"[69]\tvalid_0's poisson: -104.581\tvalid_0's tweedie: 30.4731\n",
"[70]\tvalid_0's poisson: -104.677\tvalid_0's tweedie: 30.4472\n",
"[71]\tvalid_0's poisson: -104.764\tvalid_0's tweedie: 30.4235\n",
"[72]\tvalid_0's poisson: -104.857\tvalid_0's tweedie: 30.3983\n",
"[73]\tvalid_0's poisson: -104.937\tvalid_0's tweedie: 30.3763\n",
"[74]\tvalid_0's poisson: -105.023\tvalid_0's tweedie: 30.3527\n",
"[75]\tvalid_0's poisson: -105.099\tvalid_0's tweedie: 30.3314\n",
"[76]\tvalid_0's poisson: -105.181\tvalid_0's tweedie: 30.3087\n",
"[77]\tvalid_0's poisson: -105.261\tvalid_0's tweedie: 30.2871\n",
"[78]\tvalid_0's poisson: -105.337\tvalid_0's tweedie: 30.2662\n",
"[79]\tvalid_0's poisson: -105.413\tvalid_0's tweedie: 30.2453\n",
"[80]\tvalid_0's poisson: -105.483\tvalid_0's tweedie: 30.2257\n",
"[81]\tvalid_0's poisson: -105.555\tvalid_0's tweedie: 30.2057\n",
"[82]\tvalid_0's poisson: -105.625\tvalid_0's tweedie: 30.1864\n",
"[83]\tvalid_0's poisson: -105.691\tvalid_0's tweedie: 30.1679\n",
"[84]\tvalid_0's poisson: -105.761\tvalid_0's tweedie: 30.1488\n",
"[85]\tvalid_0's poisson: -105.827\tvalid_0's tweedie: 30.1306\n",
"[86]\tvalid_0's poisson: -105.893\tvalid_0's tweedie: 30.1124\n",
"[87]\tvalid_0's poisson: -105.952\tvalid_0's tweedie: 30.0957\n",
"[88]\tvalid_0's poisson: -106.018\tvalid_0's tweedie: 30.0775\n",
"[89]\tvalid_0's poisson: -106.075\tvalid_0's tweedie: 30.0615\n",
"[90]\tvalid_0's poisson: -106.137\tvalid_0's tweedie: 30.0443\n",
"[91]\tvalid_0's poisson: -106.19\tvalid_0's tweedie: 30.0292\n",
"[92]\tvalid_0's poisson: -106.25\tvalid_0's tweedie: 30.0126\n",
"[93]\tvalid_0's poisson: -106.308\tvalid_0's tweedie: 29.9965\n",
"[94]\tvalid_0's poisson: -106.357\tvalid_0's tweedie: 29.9823\n",
"[95]\tvalid_0's poisson: -106.413\tvalid_0's tweedie: 29.9668\n",
"[96]\tvalid_0's poisson: -106.467\tvalid_0's tweedie: 29.9518\n",
"[97]\tvalid_0's poisson: -106.513\tvalid_0's tweedie: 29.9381\n",
"[98]\tvalid_0's poisson: -106.565\tvalid_0's tweedie: 29.9238\n",
"[99]\tvalid_0's poisson: -106.615\tvalid_0's tweedie: 29.91\n",
"[100]\tvalid_0's poisson: -106.658\tvalid_0's tweedie: 29.8975\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7029\tvalid_0's tweedie: 34.6767\n",
"[2]\tvalid_0's poisson: -88.2239\tvalid_0's tweedie: 34.5523\n",
"[3]\tvalid_0's poisson: -88.7311\tvalid_0's tweedie: 34.431\n",
"[4]\tvalid_0's poisson: -89.2265\tvalid_0's tweedie: 34.3125\n",
"[5]\tvalid_0's poisson: -89.7097\tvalid_0's tweedie: 34.1967\n",
"[6]\tvalid_0's poisson: -90.1806\tvalid_0's tweedie: 34.0838\n",
"[7]\tvalid_0's poisson: -90.64\tvalid_0's tweedie: 33.9735\n",
"[8]\tvalid_0's poisson: -91.0873\tvalid_0's tweedie: 33.8659\n",
"[9]\tvalid_0's poisson: -91.5187\tvalid_0's tweedie: 33.762\n",
"[10]\tvalid_0's poisson: -91.942\tvalid_0's tweedie: 33.66\n",
"[11]\tvalid_0's poisson: -92.352\tvalid_0's tweedie: 33.5609\n",
"[12]\tvalid_0's poisson: -92.7534\tvalid_0's tweedie: 33.4638\n",
"[13]\tvalid_0's poisson: -93.146\tvalid_0's tweedie: 33.3687\n",
"[14]\tvalid_0's poisson: -93.5257\tvalid_0's tweedie: 33.2765\n",
"[15]\tvalid_0's poisson: -93.8984\tvalid_0's tweedie: 33.186\n",
"[16]\tvalid_0's poisson: -94.2588\tvalid_0's tweedie: 33.0982\n",
"[17]\tvalid_0's poisson: -94.6133\tvalid_0's tweedie: 33.0118\n",
"[18]\tvalid_0's poisson: -94.9577\tvalid_0's tweedie: 32.9276\n",
"[19]\tvalid_0's poisson: -95.2934\tvalid_0's tweedie: 32.8455\n",
"[20]\tvalid_0's poisson: -95.6186\tvalid_0's tweedie: 32.7657\n",
"[21]\tvalid_0's poisson: -95.9373\tvalid_0's tweedie: 32.6874\n",
"[22]\tvalid_0's poisson: -96.2453\tvalid_0's tweedie: 32.6116\n",
"[23]\tvalid_0's poisson: -96.548\tvalid_0's tweedie: 32.537\n",
"[24]\tvalid_0's poisson: -96.8411\tvalid_0's tweedie: 32.4646\n",
"[25]\tvalid_0's poisson: -97.1285\tvalid_0's tweedie: 32.3935\n",
"[26]\tvalid_0's poisson: -97.4105\tvalid_0's tweedie: 32.3238\n",
"[27]\tvalid_0's poisson: -97.6804\tvalid_0's tweedie: 32.2566\n",
"[28]\tvalid_0's poisson: -97.9478\tvalid_0's tweedie: 32.1901\n",
"[29]\tvalid_0's poisson: -98.2092\tvalid_0's tweedie: 32.1252\n",
"[30]\tvalid_0's poisson: -98.4593\tvalid_0's tweedie: 32.0626\n",
"[31]\tvalid_0's poisson: -98.715\tvalid_0's tweedie: 31.9987\n",
"[32]\tvalid_0's poisson: -98.9537\tvalid_0's tweedie: 31.9387\n",
"[33]\tvalid_0's poisson: -99.1896\tvalid_0's tweedie: 31.8796\n",
"[34]\tvalid_0's poisson: -99.4244\tvalid_0's tweedie: 31.8205\n",
"[35]\tvalid_0's poisson: -99.6437\tvalid_0's tweedie: 31.7651\n",
"[36]\tvalid_0's poisson: -99.8614\tvalid_0's tweedie: 31.7102\n",
"[37]\tvalid_0's poisson: -100.07\tvalid_0's tweedie: 31.6573\n",
"[38]\tvalid_0's poisson: -100.276\tvalid_0's tweedie: 31.6049\n",
"[39]\tvalid_0's poisson: -100.478\tvalid_0's tweedie: 31.5539\n",
"[40]\tvalid_0's poisson: -100.668\tvalid_0's tweedie: 31.5051\n",
"[41]\tvalid_0's poisson: -100.866\tvalid_0's tweedie: 31.4546\n",
"[42]\tvalid_0's poisson: -101.049\tvalid_0's tweedie: 31.4076\n",
"[43]\tvalid_0's poisson: -101.235\tvalid_0's tweedie: 31.3599\n",
"[44]\tvalid_0's poisson: -101.406\tvalid_0's tweedie: 31.3158\n",
"[45]\tvalid_0's poisson: -101.575\tvalid_0's tweedie: 31.2722\n",
"[46]\tvalid_0's poisson: -101.748\tvalid_0's tweedie: 31.2277\n",
"[47]\tvalid_0's poisson: -101.906\tvalid_0's tweedie: 31.1866\n",
"[48]\tvalid_0's poisson: -102.07\tvalid_0's tweedie: 31.144\n",
"[49]\tvalid_0's poisson: -102.222\tvalid_0's tweedie: 31.1045\n",
"[50]\tvalid_0's poisson: -102.378\tvalid_0's tweedie: 31.0639\n",
"[51]\tvalid_0's poisson: -102.519\tvalid_0's tweedie: 31.0267\n",
"[52]\tvalid_0's poisson: -102.669\tvalid_0's tweedie: 30.9877\n",
"[53]\tvalid_0's poisson: -102.803\tvalid_0's tweedie: 30.9522\n",
"[54]\tvalid_0's poisson: -102.945\tvalid_0's tweedie: 30.9151\n",
"[55]\tvalid_0's poisson: -103.072\tvalid_0's tweedie: 30.8814\n",
"[56]\tvalid_0's poisson: -103.207\tvalid_0's tweedie: 30.846\n",
"[57]\tvalid_0's poisson: -103.33\tvalid_0's tweedie: 30.8134\n",
"[58]\tvalid_0's poisson: -103.453\tvalid_0's tweedie: 30.7805\n",
"[59]\tvalid_0's poisson: -103.573\tvalid_0's tweedie: 30.7486\n",
"[60]\tvalid_0's poisson: -103.69\tvalid_0's tweedie: 30.7172\n",
"[61]\tvalid_0's poisson: -103.808\tvalid_0's tweedie: 30.6861\n",
"[62]\tvalid_0's poisson: -103.921\tvalid_0's tweedie: 30.6556\n",
"[63]\tvalid_0's poisson: -104.029\tvalid_0's tweedie: 30.6267\n",
"[64]\tvalid_0's poisson: -104.135\tvalid_0's tweedie: 30.5981\n",
"[65]\tvalid_0's poisson: -104.235\tvalid_0's tweedie: 30.5711\n",
"[66]\tvalid_0's poisson: -104.341\tvalid_0's tweedie: 30.5427\n",
"[67]\tvalid_0's poisson: -104.434\tvalid_0's tweedie: 30.5173\n",
"[68]\tvalid_0's poisson: -104.534\tvalid_0's tweedie: 30.4901\n",
"[69]\tvalid_0's poisson: -104.629\tvalid_0's tweedie: 30.4646\n",
"[70]\tvalid_0's poisson: -104.719\tvalid_0's tweedie: 30.4396\n",
"[71]\tvalid_0's poisson: -104.808\tvalid_0's tweedie: 30.4154\n",
"[72]\tvalid_0's poisson: -104.898\tvalid_0's tweedie: 30.3909\n",
"[73]\tvalid_0's poisson: -104.982\tvalid_0's tweedie: 30.3679\n",
"[74]\tvalid_0's poisson: -105.069\tvalid_0's tweedie: 30.3444\n",
"[75]\tvalid_0's poisson: -105.145\tvalid_0's tweedie: 30.3232\n",
"[76]\tvalid_0's poisson: -105.227\tvalid_0's tweedie: 30.3011\n",
"[77]\tvalid_0's poisson: -105.299\tvalid_0's tweedie: 30.2808\n",
"[78]\tvalid_0's poisson: -105.377\tvalid_0's tweedie: 30.2594\n",
"[79]\tvalid_0's poisson: -105.446\tvalid_0's tweedie: 30.2399\n",
"[80]\tvalid_0's poisson: -105.519\tvalid_0's tweedie: 30.2198\n",
"[81]\tvalid_0's poisson: -105.593\tvalid_0's tweedie: 30.1997\n",
"[82]\tvalid_0's poisson: -105.657\tvalid_0's tweedie: 30.1815\n",
"[83]\tvalid_0's poisson: -105.725\tvalid_0's tweedie: 30.1624\n",
"[84]\tvalid_0's poisson: -105.799\tvalid_0's tweedie: 30.1423\n",
"[85]\tvalid_0's poisson: -105.862\tvalid_0's tweedie: 30.1248\n",
"[86]\tvalid_0's poisson: -105.922\tvalid_0's tweedie: 30.1078\n",
"[87]\tvalid_0's poisson: -105.99\tvalid_0's tweedie: 30.089\n",
"[88]\tvalid_0's poisson: -106.055\tvalid_0's tweedie: 30.0712\n",
"[89]\tvalid_0's poisson: -106.109\tvalid_0's tweedie: 30.0556\n",
"[90]\tvalid_0's poisson: -106.173\tvalid_0's tweedie: 30.038\n",
"[91]\tvalid_0's poisson: -106.231\tvalid_0's tweedie: 30.0215\n",
"[92]\tvalid_0's poisson: -106.286\tvalid_0's tweedie: 30.0061\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[93]\tvalid_0's poisson: -106.345\tvalid_0's tweedie: 29.9897\n",
"[94]\tvalid_0's poisson: -106.397\tvalid_0's tweedie: 29.9749\n",
"[95]\tvalid_0's poisson: -106.451\tvalid_0's tweedie: 29.9597\n",
"[96]\tvalid_0's poisson: -106.505\tvalid_0's tweedie: 29.9447\n",
"[97]\tvalid_0's poisson: -106.553\tvalid_0's tweedie: 29.9312\n",
"[98]\tvalid_0's poisson: -106.605\tvalid_0's tweedie: 29.9166\n",
"[99]\tvalid_0's poisson: -106.655\tvalid_0's tweedie: 29.9027\n",
"[100]\tvalid_0's poisson: -106.699\tvalid_0's tweedie: 29.8901\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7109\tvalid_0's tweedie: 34.6745\n",
"[2]\tvalid_0's poisson: -88.2323\tvalid_0's tweedie: 34.5499\n",
"[3]\tvalid_0's poisson: -88.7407\tvalid_0's tweedie: 34.4282\n",
"[4]\tvalid_0's poisson: -89.2359\tvalid_0's tweedie: 34.3095\n",
"[5]\tvalid_0's poisson: -89.717\tvalid_0's tweedie: 34.1941\n",
"[6]\tvalid_0's poisson: -90.1877\tvalid_0's tweedie: 34.081\n",
"[7]\tvalid_0's poisson: -90.6459\tvalid_0's tweedie: 33.9708\n",
"[8]\tvalid_0's poisson: -91.0924\tvalid_0's tweedie: 33.8633\n",
"[9]\tvalid_0's poisson: -91.5287\tvalid_0's tweedie: 33.7581\n",
"[10]\tvalid_0's poisson: -91.9531\tvalid_0's tweedie: 33.6557\n",
"[11]\tvalid_0's poisson: -92.3674\tvalid_0's tweedie: 33.5555\n",
"[12]\tvalid_0's poisson: -92.7682\tvalid_0's tweedie: 33.4585\n",
"[13]\tvalid_0's poisson: -93.1612\tvalid_0's tweedie: 33.3632\n",
"[14]\tvalid_0's poisson: -93.5417\tvalid_0's tweedie: 33.2708\n",
"[15]\tvalid_0's poisson: -93.9154\tvalid_0's tweedie: 33.1799\n",
"[16]\tvalid_0's poisson: -94.2769\tvalid_0's tweedie: 33.0918\n",
"[17]\tvalid_0's poisson: -94.6324\tvalid_0's tweedie: 33.0051\n",
"[18]\tvalid_0's poisson: -94.9757\tvalid_0's tweedie: 32.9211\n",
"[19]\tvalid_0's poisson: -95.3133\tvalid_0's tweedie: 32.8385\n",
"[20]\tvalid_0's poisson: -95.6395\tvalid_0's tweedie: 32.7584\n",
"[21]\tvalid_0's poisson: -95.9618\tvalid_0's tweedie: 32.6794\n",
"[22]\tvalid_0's poisson: -96.2712\tvalid_0's tweedie: 32.6031\n",
"[23]\tvalid_0's poisson: -96.5758\tvalid_0's tweedie: 32.5281\n",
"[24]\tvalid_0's poisson: -96.8727\tvalid_0's tweedie: 32.4548\n",
"[25]\tvalid_0's poisson: -97.1586\tvalid_0's tweedie: 32.384\n",
"[26]\tvalid_0's poisson: -97.441\tvalid_0's tweedie: 32.3139\n",
"[27]\tvalid_0's poisson: -97.7122\tvalid_0's tweedie: 32.2465\n",
"[28]\tvalid_0's poisson: -97.9819\tvalid_0's tweedie: 32.1795\n",
"[29]\tvalid_0's poisson: -98.2399\tvalid_0's tweedie: 32.1151\n",
"[30]\tvalid_0's poisson: -98.4904\tvalid_0's tweedie: 32.0523\n",
"[31]\tvalid_0's poisson: -98.7392\tvalid_0's tweedie: 31.9901\n",
"[32]\tvalid_0's poisson: -98.9824\tvalid_0's tweedie: 31.9293\n",
"[33]\tvalid_0's poisson: -99.2166\tvalid_0's tweedie: 31.8704\n",
"[34]\tvalid_0's poisson: -99.4528\tvalid_0's tweedie: 31.8111\n",
"[35]\tvalid_0's poisson: -99.6719\tvalid_0's tweedie: 31.7557\n",
"[36]\tvalid_0's poisson: -99.889\tvalid_0's tweedie: 31.7008\n",
"[37]\tvalid_0's poisson: -100.1\tvalid_0's tweedie: 31.6474\n",
"[38]\tvalid_0's poisson: -100.312\tvalid_0's tweedie: 31.5937\n",
"[39]\tvalid_0's poisson: -100.507\tvalid_0's tweedie: 31.5438\n",
"[40]\tvalid_0's poisson: -100.703\tvalid_0's tweedie: 31.4937\n",
"[41]\tvalid_0's poisson: -100.888\tvalid_0's tweedie: 31.4462\n",
"[42]\tvalid_0's poisson: -101.079\tvalid_0's tweedie: 31.3974\n",
"[43]\tvalid_0's poisson: -101.255\tvalid_0's tweedie: 31.3519\n",
"[44]\tvalid_0's poisson: -101.429\tvalid_0's tweedie: 31.3069\n",
"[45]\tvalid_0's poisson: -101.607\tvalid_0's tweedie: 31.2611\n",
"[46]\tvalid_0's poisson: -101.769\tvalid_0's tweedie: 31.219\n",
"[47]\tvalid_0's poisson: -101.938\tvalid_0's tweedie: 31.1753\n",
"[48]\tvalid_0's poisson: -102.092\tvalid_0's tweedie: 31.1351\n",
"[49]\tvalid_0's poisson: -102.248\tvalid_0's tweedie: 31.0945\n",
"[50]\tvalid_0's poisson: -102.403\tvalid_0's tweedie: 31.0539\n",
"[51]\tvalid_0's poisson: -102.546\tvalid_0's tweedie: 31.0162\n",
"[52]\tvalid_0's poisson: -102.695\tvalid_0's tweedie: 30.9773\n",
"[53]\tvalid_0's poisson: -102.83\tvalid_0's tweedie: 30.9415\n",
"[54]\tvalid_0's poisson: -102.971\tvalid_0's tweedie: 30.9047\n",
"[55]\tvalid_0's poisson: -103.098\tvalid_0's tweedie: 30.8706\n",
"[56]\tvalid_0's poisson: -103.233\tvalid_0's tweedie: 30.8352\n",
"[57]\tvalid_0's poisson: -103.354\tvalid_0's tweedie: 30.8028\n",
"[58]\tvalid_0's poisson: -103.474\tvalid_0's tweedie: 30.7705\n",
"[59]\tvalid_0's poisson: -103.598\tvalid_0's tweedie: 30.7378\n",
"[60]\tvalid_0's poisson: -103.716\tvalid_0's tweedie: 30.7062\n",
"[61]\tvalid_0's poisson: -103.83\tvalid_0's tweedie: 30.6754\n",
"[62]\tvalid_0's poisson: -103.94\tvalid_0's tweedie: 30.6461\n",
"[63]\tvalid_0's poisson: -104.054\tvalid_0's tweedie: 30.6158\n",
"[64]\tvalid_0's poisson: -104.154\tvalid_0's tweedie: 30.5883\n",
"[65]\tvalid_0's poisson: -104.262\tvalid_0's tweedie: 30.5593\n",
"[66]\tvalid_0's poisson: -104.357\tvalid_0's tweedie: 30.5334\n",
"[67]\tvalid_0's poisson: -104.456\tvalid_0's tweedie: 30.5067\n",
"[68]\tvalid_0's poisson: -104.557\tvalid_0's tweedie: 30.4794\n",
"[69]\tvalid_0's poisson: -104.647\tvalid_0's tweedie: 30.4547\n",
"[70]\tvalid_0's poisson: -104.743\tvalid_0's tweedie: 30.4287\n",
"[71]\tvalid_0's poisson: -104.826\tvalid_0's tweedie: 30.4057\n",
"[72]\tvalid_0's poisson: -104.917\tvalid_0's tweedie: 30.3811\n",
"[73]\tvalid_0's poisson: -104.997\tvalid_0's tweedie: 30.3589\n",
"[74]\tvalid_0's poisson: -105.083\tvalid_0's tweedie: 30.3355\n",
"[75]\tvalid_0's poisson: -105.163\tvalid_0's tweedie: 30.3137\n",
"[76]\tvalid_0's poisson: -105.246\tvalid_0's tweedie: 30.2911\n",
"[77]\tvalid_0's poisson: -105.318\tvalid_0's tweedie: 30.2708\n",
"[78]\tvalid_0's poisson: -105.397\tvalid_0's tweedie: 30.2491\n",
"[79]\tvalid_0's poisson: -105.466\tvalid_0's tweedie: 30.2299\n",
"[80]\tvalid_0's poisson: -105.54\tvalid_0's tweedie: 30.2093\n",
"[81]\tvalid_0's poisson: -105.607\tvalid_0's tweedie: 30.1906\n",
"[82]\tvalid_0's poisson: -105.679\tvalid_0's tweedie: 30.1709\n",
"[83]\tvalid_0's poisson: -105.746\tvalid_0's tweedie: 30.1523\n",
"[84]\tvalid_0's poisson: -105.819\tvalid_0's tweedie: 30.1323\n",
"[85]\tvalid_0's poisson: -105.891\tvalid_0's tweedie: 30.1127\n",
"[86]\tvalid_0's poisson: -105.949\tvalid_0's tweedie: 30.0962\n",
"[87]\tvalid_0's poisson: -106.018\tvalid_0's tweedie: 30.0774\n",
"[88]\tvalid_0's poisson: -106.075\tvalid_0's tweedie: 30.0614\n",
"[89]\tvalid_0's poisson: -106.14\tvalid_0's tweedie: 30.0434\n",
"[90]\tvalid_0's poisson: -106.194\tvalid_0's tweedie: 30.0282\n",
"[91]\tvalid_0's poisson: -106.255\tvalid_0's tweedie: 30.0114\n",
"[92]\tvalid_0's poisson: -106.311\tvalid_0's tweedie: 29.9959\n",
"[93]\tvalid_0's poisson: -106.369\tvalid_0's tweedie: 29.9797\n",
"[94]\tvalid_0's poisson: -106.418\tvalid_0's tweedie: 29.9656\n",
"[95]\tvalid_0's poisson: -106.474\tvalid_0's tweedie: 29.9503\n",
"[96]\tvalid_0's poisson: -106.527\tvalid_0's tweedie: 29.9354\n",
"[97]\tvalid_0's poisson: -106.573\tvalid_0's tweedie: 29.9222\n",
"[98]\tvalid_0's poisson: -106.625\tvalid_0's tweedie: 29.9078\n",
"[99]\tvalid_0's poisson: -106.675\tvalid_0's tweedie: 29.8939\n",
"[100]\tvalid_0's poisson: -106.724\tvalid_0's tweedie: 29.8804\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.6975\tvalid_0's tweedie: 34.6781\n",
"[2]\tvalid_0's poisson: -88.2168\tvalid_0's tweedie: 34.5543\n",
"[3]\tvalid_0's poisson: -88.7243\tvalid_0's tweedie: 34.4331\n",
"[4]\tvalid_0's poisson: -89.2183\tvalid_0's tweedie: 34.315\n",
"[5]\tvalid_0's poisson: -89.7003\tvalid_0's tweedie: 34.1997\n",
"[6]\tvalid_0's poisson: -90.1706\tvalid_0's tweedie: 34.087\n",
"[7]\tvalid_0's poisson: -90.6292\tvalid_0's tweedie: 33.9769\n",
"[8]\tvalid_0's poisson: -91.0746\tvalid_0's tweedie: 33.8699\n",
"[9]\tvalid_0's poisson: -91.5103\tvalid_0's tweedie: 33.7651\n",
"[10]\tvalid_0's poisson: -91.9347\tvalid_0's tweedie: 33.6628\n",
"[11]\tvalid_0's poisson: -92.3477\tvalid_0's tweedie: 33.5632\n",
"[12]\tvalid_0's poisson: -92.7518\tvalid_0's tweedie: 33.4655\n",
"[13]\tvalid_0's poisson: -93.146\tvalid_0's tweedie: 33.3702\n",
"[14]\tvalid_0's poisson: -93.5297\tvalid_0's tweedie: 33.2771\n",
"[15]\tvalid_0's poisson: -93.9024\tvalid_0's tweedie: 33.1866\n",
"[16]\tvalid_0's poisson: -94.2657\tvalid_0's tweedie: 33.0982\n",
"[17]\tvalid_0's poisson: -94.62\tvalid_0's tweedie: 33.0119\n",
"[18]\tvalid_0's poisson: -94.9623\tvalid_0's tweedie: 32.9283\n",
"[19]\tvalid_0's poisson: -95.2993\tvalid_0's tweedie: 32.8459\n",
"[20]\tvalid_0's poisson: -95.6254\tvalid_0's tweedie: 32.766\n",
"[21]\tvalid_0's poisson: -95.9468\tvalid_0's tweedie: 32.6872\n",
"[22]\tvalid_0's poisson: -96.2582\tvalid_0's tweedie: 32.6107\n",
"[23]\tvalid_0's poisson: -96.5635\tvalid_0's tweedie: 32.5356\n",
"[24]\tvalid_0's poisson: -96.8569\tvalid_0's tweedie: 32.4631\n",
"[25]\tvalid_0's poisson: -97.1459\tvalid_0's tweedie: 32.3918\n",
"[26]\tvalid_0's poisson: -97.426\tvalid_0's tweedie: 32.3224\n",
"[27]\tvalid_0's poisson: -97.6971\tvalid_0's tweedie: 32.255\n",
"[28]\tvalid_0's poisson: -97.9656\tvalid_0's tweedie: 32.1883\n",
"[29]\tvalid_0's poisson: -98.2232\tvalid_0's tweedie: 32.1239\n",
"[30]\tvalid_0's poisson: -98.4794\tvalid_0's tweedie: 32.0601\n",
"[31]\tvalid_0's poisson: -98.726\tvalid_0's tweedie: 31.9983\n",
"[32]\tvalid_0's poisson: -98.9679\tvalid_0's tweedie: 31.9376\n",
"[33]\tvalid_0's poisson: -99.1989\tvalid_0's tweedie: 31.8794\n",
"[34]\tvalid_0's poisson: -99.4287\tvalid_0's tweedie: 31.8217\n",
"[35]\tvalid_0's poisson: -99.6543\tvalid_0's tweedie: 31.7648\n",
"[36]\tvalid_0's poisson: -99.8732\tvalid_0's tweedie: 31.7096\n",
"[37]\tvalid_0's poisson: -100.084\tvalid_0's tweedie: 31.6561\n",
"[38]\tvalid_0's poisson: -100.29\tvalid_0's tweedie: 31.6037\n",
"[39]\tvalid_0's poisson: -100.493\tvalid_0's tweedie: 31.5521\n",
"[40]\tvalid_0's poisson: -100.683\tvalid_0's tweedie: 31.5033\n",
"[41]\tvalid_0's poisson: -100.873\tvalid_0's tweedie: 31.4548\n",
"[42]\tvalid_0's poisson: -101.063\tvalid_0's tweedie: 31.4063\n",
"[43]\tvalid_0's poisson: -101.241\tvalid_0's tweedie: 31.3603\n",
"[44]\tvalid_0's poisson: -101.413\tvalid_0's tweedie: 31.3159\n",
"[45]\tvalid_0's poisson: -101.589\tvalid_0's tweedie: 31.2706\n",
"[46]\tvalid_0's poisson: -101.752\tvalid_0's tweedie: 31.2284\n",
"[47]\tvalid_0's poisson: -101.911\tvalid_0's tweedie: 31.1869\n",
"[48]\tvalid_0's poisson: -102.075\tvalid_0's tweedie: 31.1447\n",
"[49]\tvalid_0's poisson: -102.228\tvalid_0's tweedie: 31.1046\n",
"[50]\tvalid_0's poisson: -102.38\tvalid_0's tweedie: 31.065\n",
"[51]\tvalid_0's poisson: -102.528\tvalid_0's tweedie: 31.0263\n",
"[52]\tvalid_0's poisson: -102.668\tvalid_0's tweedie: 30.9894\n",
"[53]\tvalid_0's poisson: -102.813\tvalid_0's tweedie: 30.9515\n",
"[54]\tvalid_0's poisson: -102.945\tvalid_0's tweedie: 30.9168\n",
"[55]\tvalid_0's poisson: -103.082\tvalid_0's tweedie: 30.8807\n",
"[56]\tvalid_0's poisson: -103.206\tvalid_0's tweedie: 30.8477\n",
"[57]\tvalid_0's poisson: -103.33\tvalid_0's tweedie: 30.8145\n",
"[58]\tvalid_0's poisson: -103.454\tvalid_0's tweedie: 30.7814\n",
"[59]\tvalid_0's poisson: -103.574\tvalid_0's tweedie: 30.7494\n",
"[60]\tvalid_0's poisson: -103.694\tvalid_0's tweedie: 30.7175\n",
"[61]\tvalid_0's poisson: -103.804\tvalid_0's tweedie: 30.688\n",
"[62]\tvalid_0's poisson: -103.919\tvalid_0's tweedie: 30.6572\n",
"[63]\tvalid_0's poisson: -104.026\tvalid_0's tweedie: 30.6285\n",
"[64]\tvalid_0's poisson: -104.131\tvalid_0's tweedie: 30.6001\n",
"[65]\tvalid_0's poisson: -104.234\tvalid_0's tweedie: 30.5723\n",
"[66]\tvalid_0's poisson: -104.337\tvalid_0's tweedie: 30.5445\n",
"[67]\tvalid_0's poisson: -104.434\tvalid_0's tweedie: 30.518\n",
"[68]\tvalid_0's poisson: -104.527\tvalid_0's tweedie: 30.4928\n",
"[69]\tvalid_0's poisson: -104.621\tvalid_0's tweedie: 30.4669\n",
"[70]\tvalid_0's poisson: -104.714\tvalid_0's tweedie: 30.4418\n",
"[71]\tvalid_0's poisson: -104.805\tvalid_0's tweedie: 30.4168\n",
"[72]\tvalid_0's poisson: -104.892\tvalid_0's tweedie: 30.3932\n",
"[73]\tvalid_0's poisson: -104.978\tvalid_0's tweedie: 30.3698\n",
"[74]\tvalid_0's poisson: -105.059\tvalid_0's tweedie: 30.3473\n",
"[75]\tvalid_0's poisson: -105.141\tvalid_0's tweedie: 30.3249\n",
"[76]\tvalid_0's poisson: -105.22\tvalid_0's tweedie: 30.303\n",
"[77]\tvalid_0's poisson: -105.298\tvalid_0's tweedie: 30.2816\n",
"[78]\tvalid_0's poisson: -105.374\tvalid_0's tweedie: 30.2607\n",
"[79]\tvalid_0's poisson: -105.451\tvalid_0's tweedie: 30.2395\n",
"[80]\tvalid_0's poisson: -105.523\tvalid_0's tweedie: 30.2196\n",
"[81]\tvalid_0's poisson: -105.59\tvalid_0's tweedie: 30.2008\n",
"[82]\tvalid_0's poisson: -105.662\tvalid_0's tweedie: 30.1809\n",
"[83]\tvalid_0's poisson: -105.73\tvalid_0's tweedie: 30.162\n",
"[84]\tvalid_0's poisson: -105.798\tvalid_0's tweedie: 30.1431\n",
"[85]\tvalid_0's poisson: -105.868\tvalid_0's tweedie: 30.1238\n",
"[86]\tvalid_0's poisson: -105.93\tvalid_0's tweedie: 30.1062\n",
"[87]\tvalid_0's poisson: -105.995\tvalid_0's tweedie: 30.0884\n",
"[88]\tvalid_0's poisson: -106.06\tvalid_0's tweedie: 30.0704\n",
"[89]\tvalid_0's poisson: -106.118\tvalid_0's tweedie: 30.054\n",
"[90]\tvalid_0's poisson: -106.177\tvalid_0's tweedie: 30.0374\n",
"[91]\tvalid_0's poisson: -106.239\tvalid_0's tweedie: 30.0204\n",
"[92]\tvalid_0's poisson: -106.297\tvalid_0's tweedie: 30.0042\n",
"[93]\tvalid_0's poisson: -106.35\tvalid_0's tweedie: 29.9891\n",
"[94]\tvalid_0's poisson: -106.404\tvalid_0's tweedie: 29.9738\n",
"[95]\tvalid_0's poisson: -106.455\tvalid_0's tweedie: 29.9594\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[96]\tvalid_0's poisson: -106.51\tvalid_0's tweedie: 29.9441\n",
"[97]\tvalid_0's poisson: -106.564\tvalid_0's tweedie: 29.9292\n",
"[98]\tvalid_0's poisson: -106.611\tvalid_0's tweedie: 29.9157\n",
"[99]\tvalid_0's poisson: -106.662\tvalid_0's tweedie: 29.9015\n",
"[100]\tvalid_0's poisson: -106.709\tvalid_0's tweedie: 29.888\n",
"[CV] END bagging_fraction=0.7, lambda_l1=0.1, lambda_l2=0.1, learning_rate=0.015625, max_depth=5, tweedie_variance_power=1.4; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -104.047\tvalid_0's tweedie: 14.8724\n",
"[2]\tvalid_0's poisson: -106.602\tvalid_0's tweedie: 14.5781\n",
"[3]\tvalid_0's poisson: -107.271\tvalid_0's tweedie: 14.4753\n",
"[4]\tvalid_0's poisson: -107.522\tvalid_0's tweedie: 14.401\n",
"[5]\tvalid_0's poisson: -107.672\tvalid_0's tweedie: 14.3779\n",
"[6]\tvalid_0's poisson: -107.99\tvalid_0's tweedie: 14.3486\n",
"[7]\tvalid_0's poisson: -108.072\tvalid_0's tweedie: 14.3398\n",
"[8]\tvalid_0's poisson: -108.279\tvalid_0's tweedie: 14.3217\n",
"[9]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 14.3108\n",
"[10]\tvalid_0's poisson: -108.451\tvalid_0's tweedie: 14.3006\n",
"[11]\tvalid_0's poisson: -108.547\tvalid_0's tweedie: 14.2883\n",
"[12]\tvalid_0's poisson: -108.589\tvalid_0's tweedie: 14.2735\n",
"[13]\tvalid_0's poisson: -108.609\tvalid_0's tweedie: 14.2671\n",
"[14]\tvalid_0's poisson: -108.732\tvalid_0's tweedie: 14.2575\n",
"[15]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 14.2511\n",
"[16]\tvalid_0's poisson: -108.831\tvalid_0's tweedie: 14.2517\n",
"[17]\tvalid_0's poisson: -108.871\tvalid_0's tweedie: 14.2494\n",
"[18]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 14.2391\n",
"[19]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 14.2384\n",
"[20]\tvalid_0's poisson: -109.018\tvalid_0's tweedie: 14.2361\n",
"[21]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 14.235\n",
"[22]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 14.2332\n",
"[23]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 14.2321\n",
"[24]\tvalid_0's poisson: -109.087\tvalid_0's tweedie: 14.2279\n",
"[25]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 14.2279\n",
"[26]\tvalid_0's poisson: -109.094\tvalid_0's tweedie: 14.2273\n",
"[27]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 14.2264\n",
"[28]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 14.2252\n",
"[29]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 14.2257\n",
"[30]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 14.2259\n",
"[31]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 14.2206\n",
"[32]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 14.2226\n",
"[33]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 14.2242\n",
"[34]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 14.2243\n",
"[35]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 14.2266\n",
"[36]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 14.2246\n",
"[37]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2244\n",
"[38]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 14.2261\n",
"[39]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 14.2281\n",
"[40]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.2266\n",
"[41]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.2273\n",
"[42]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 14.2291\n",
"[43]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 14.2306\n",
"[44]\tvalid_0's poisson: -109.131\tvalid_0's tweedie: 14.2319\n",
"[45]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.2323\n",
"[46]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 14.2304\n",
"[47]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.232\n",
"[48]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.2333\n",
"[49]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.2356\n",
"[50]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 14.2346\n",
"[51]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.2342\n",
"[52]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.2342\n",
"[53]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 14.2332\n",
"[54]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2315\n",
"[55]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2293\n",
"[56]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 14.2289\n",
"[57]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 14.2272\n",
"[58]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.2283\n",
"[59]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 14.2297\n",
"[60]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.2319\n",
"[61]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 14.2335\n",
"[62]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2334\n",
"[63]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 14.2323\n",
"[64]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 14.233\n",
"[65]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 14.2345\n",
"[66]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.2348\n",
"[67]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.2354\n",
"[68]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.234\n",
"[69]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 14.2339\n",
"[70]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 14.2346\n",
"[71]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.236\n",
"[72]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 14.2361\n",
"[73]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 14.235\n",
"[74]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.2353\n",
"[75]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.2356\n",
"[76]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 14.2359\n",
"[77]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 14.2356\n",
"[78]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 14.2352\n",
"[79]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 14.2366\n",
"[80]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 14.2353\n",
"[81]\tvalid_0's poisson: -109.175\tvalid_0's tweedie: 14.2372\n",
"[82]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 14.2368\n",
"[83]\tvalid_0's poisson: -109.183\tvalid_0's tweedie: 14.237\n",
"[84]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 14.2369\n",
"[85]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 14.2347\n",
"[86]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 14.2327\n",
"[87]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.2328\n",
"[88]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 14.2333\n",
"[89]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 14.2346\n",
"[90]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 14.2359\n",
"[91]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 14.235\n",
"[92]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 14.2366\n",
"[93]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 14.2347\n",
"[94]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 14.236\n",
"[95]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 14.236\n",
"[96]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 14.2364\n",
"[97]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 14.2379\n",
"[98]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.2375\n",
"[99]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 14.2372\n",
"[100]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 14.2353\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=4, tweedie_variance_power=1.6; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -104.034\tvalid_0's tweedie: 14.8732\n",
"[2]\tvalid_0's poisson: -106.422\tvalid_0's tweedie: 14.5647\n",
"[3]\tvalid_0's poisson: -107.052\tvalid_0's tweedie: 14.4857\n",
"[4]\tvalid_0's poisson: -107.179\tvalid_0's tweedie: 14.4485\n",
"[5]\tvalid_0's poisson: -107.539\tvalid_0's tweedie: 14.4187\n",
"[6]\tvalid_0's poisson: -107.775\tvalid_0's tweedie: 14.4009\n",
"[7]\tvalid_0's poisson: -107.879\tvalid_0's tweedie: 14.3796\n",
"[8]\tvalid_0's poisson: -107.887\tvalid_0's tweedie: 14.3755\n",
"[9]\tvalid_0's poisson: -108.126\tvalid_0's tweedie: 14.3476\n",
"[10]\tvalid_0's poisson: -108.263\tvalid_0's tweedie: 14.3296\n",
"[11]\tvalid_0's poisson: -108.296\tvalid_0's tweedie: 14.3259\n",
"[12]\tvalid_0's poisson: -108.32\tvalid_0's tweedie: 14.3147\n",
"[13]\tvalid_0's poisson: -108.361\tvalid_0's tweedie: 14.312\n",
"[14]\tvalid_0's poisson: -108.433\tvalid_0's tweedie: 14.3056\n",
"[15]\tvalid_0's poisson: -108.543\tvalid_0's tweedie: 14.2968\n",
"[16]\tvalid_0's poisson: -108.562\tvalid_0's tweedie: 14.2955\n",
"[17]\tvalid_0's poisson: -108.641\tvalid_0's tweedie: 14.2907\n",
"[18]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 14.2873\n",
"[19]\tvalid_0's poisson: -108.663\tvalid_0's tweedie: 14.2832\n",
"[20]\tvalid_0's poisson: -108.679\tvalid_0's tweedie: 14.2798\n",
"[21]\tvalid_0's poisson: -108.718\tvalid_0's tweedie: 14.2773\n",
"[22]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 14.2719\n",
"[23]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 14.2718\n",
"[24]\tvalid_0's poisson: -108.818\tvalid_0's tweedie: 14.2709\n",
"[25]\tvalid_0's poisson: -108.855\tvalid_0's tweedie: 14.2679\n",
"[26]\tvalid_0's poisson: -108.869\tvalid_0's tweedie: 14.267\n",
"[27]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 14.2632\n",
"[28]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 14.2638\n",
"[29]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 14.2635\n",
"[30]\tvalid_0's poisson: -108.952\tvalid_0's tweedie: 14.2657\n",
"[31]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 14.2661\n",
"[32]\tvalid_0's poisson: -108.955\tvalid_0's tweedie: 14.2652\n",
"[33]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 14.2636\n",
"[34]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 14.2621\n",
"[35]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 14.2634\n",
"[36]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 14.2651\n",
"[37]\tvalid_0's poisson: -109.005\tvalid_0's tweedie: 14.2636\n",
"[38]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 14.2613\n",
"[39]\tvalid_0's poisson: -109.013\tvalid_0's tweedie: 14.2608\n",
"[40]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 14.2609\n",
"[41]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 14.2621\n",
"[42]\tvalid_0's poisson: -109.014\tvalid_0's tweedie: 14.2618\n",
"[43]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 14.2621\n",
"[44]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 14.2631\n",
"[45]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 14.259\n",
"[46]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 14.2603\n",
"[47]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 14.2609\n",
"[48]\tvalid_0's poisson: -109.048\tvalid_0's tweedie: 14.2624\n",
"[49]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 14.2626\n",
"[50]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 14.2632\n",
"[51]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 14.2621\n",
"[52]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 14.2617\n",
"[53]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 14.257\n",
"[54]\tvalid_0's poisson: -109.099\tvalid_0's tweedie: 14.2586\n",
"[55]\tvalid_0's poisson: -109.105\tvalid_0's tweedie: 14.2565\n",
"[56]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 14.2561\n",
"[57]\tvalid_0's poisson: -109.102\tvalid_0's tweedie: 14.2562\n",
"[58]\tvalid_0's poisson: -109.094\tvalid_0's tweedie: 14.2583\n",
"[59]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 14.2565\n",
"[60]\tvalid_0's poisson: -109.111\tvalid_0's tweedie: 14.2553\n",
"[61]\tvalid_0's poisson: -109.118\tvalid_0's tweedie: 14.2548\n",
"[62]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 14.2558\n",
"[63]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.2549\n",
"[64]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 14.2546\n",
"[65]\tvalid_0's poisson: -109.131\tvalid_0's tweedie: 14.2552\n",
"[66]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2553\n",
"[67]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 14.2557\n",
"[68]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 14.2568\n",
"[69]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2554\n",
"[70]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2568\n",
"[71]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 14.2564\n",
"[72]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 14.2581\n",
"[73]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 14.2588\n",
"[74]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.2572\n",
"[75]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.2583\n",
"[76]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 14.2578\n",
"[77]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.2575\n",
"[78]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 14.2574\n",
"[79]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 14.2559\n",
"[80]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2591\n",
"[81]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2579\n",
"[82]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 14.2575\n",
"[83]\tvalid_0's poisson: -109.184\tvalid_0's tweedie: 14.255\n",
"[84]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 14.255\n",
"[85]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 14.256\n",
"[86]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2556\n",
"[87]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 14.2583\n",
"[88]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 14.2586\n",
"[89]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.2614\n",
"[90]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 14.263\n",
"[91]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 14.2634\n",
"[92]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 14.2627\n",
"[93]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 14.263\n",
"[94]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 14.2632\n",
"[95]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2621\n",
"[96]\tvalid_0's poisson: -109.195\tvalid_0's tweedie: 14.2648\n",
"[97]\tvalid_0's poisson: -109.184\tvalid_0's tweedie: 14.2651\n",
"[98]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 14.2654\n",
"[99]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 14.2664\n",
"[100]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 14.2689\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=4, tweedie_variance_power=1.6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -104.074\tvalid_0's tweedie: 14.8706\n",
"[2]\tvalid_0's poisson: -106.534\tvalid_0's tweedie: 14.5487\n",
"[3]\tvalid_0's poisson: -106.974\tvalid_0's tweedie: 14.4766\n",
"[4]\tvalid_0's poisson: -107.487\tvalid_0's tweedie: 14.4256\n",
"[5]\tvalid_0's poisson: -107.654\tvalid_0's tweedie: 14.4079\n",
"[6]\tvalid_0's poisson: -107.922\tvalid_0's tweedie: 14.3715\n",
"[7]\tvalid_0's poisson: -108.031\tvalid_0's tweedie: 14.3581\n",
"[8]\tvalid_0's poisson: -108.153\tvalid_0's tweedie: 14.3468\n",
"[9]\tvalid_0's poisson: -108.384\tvalid_0's tweedie: 14.3173\n",
"[10]\tvalid_0's poisson: -108.446\tvalid_0's tweedie: 14.3085\n",
"[11]\tvalid_0's poisson: -108.521\tvalid_0's tweedie: 14.3005\n",
"[12]\tvalid_0's poisson: -108.544\tvalid_0's tweedie: 14.2958\n",
"[13]\tvalid_0's poisson: -108.563\tvalid_0's tweedie: 14.2934\n",
"[14]\tvalid_0's poisson: -108.558\tvalid_0's tweedie: 14.296\n",
"[15]\tvalid_0's poisson: -108.666\tvalid_0's tweedie: 14.284\n",
"[16]\tvalid_0's poisson: -108.68\tvalid_0's tweedie: 14.2824\n",
"[17]\tvalid_0's poisson: -108.709\tvalid_0's tweedie: 14.2797\n",
"[18]\tvalid_0's poisson: -108.749\tvalid_0's tweedie: 14.2762\n",
"[19]\tvalid_0's poisson: -108.729\tvalid_0's tweedie: 14.2791\n",
"[20]\tvalid_0's poisson: -108.752\tvalid_0's tweedie: 14.2778\n",
"[21]\tvalid_0's poisson: -108.764\tvalid_0's tweedie: 14.2779\n",
"[22]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 14.2654\n",
"[23]\tvalid_0's poisson: -108.931\tvalid_0's tweedie: 14.2651\n",
"[24]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 14.2629\n",
"[25]\tvalid_0's poisson: -108.984\tvalid_0's tweedie: 14.2569\n",
"[26]\tvalid_0's poisson: -108.981\tvalid_0's tweedie: 14.26\n",
"[27]\tvalid_0's poisson: -108.996\tvalid_0's tweedie: 14.2584\n",
"[28]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 14.2551\n",
"[29]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 14.2513\n",
"[30]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 14.2497\n",
"[31]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 14.2486\n",
"[32]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 14.2465\n",
"[33]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 14.2465\n",
"[34]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 14.2462\n",
"[35]\tvalid_0's poisson: -109.075\tvalid_0's tweedie: 14.2472\n",
"[36]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 14.2473\n",
"[37]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 14.2506\n",
"[38]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 14.2505\n",
"[39]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 14.2507\n",
"[40]\tvalid_0's poisson: -109.068\tvalid_0's tweedie: 14.25\n",
"[41]\tvalid_0's poisson: -109.089\tvalid_0's tweedie: 14.2471\n",
"[42]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 14.2476\n",
"[43]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 14.2481\n",
"[44]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 14.2436\n",
"[45]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 14.2468\n",
"[46]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.2438\n",
"[47]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 14.2411\n",
"[48]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.2418\n",
"[49]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 14.2429\n",
"[50]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 14.2435\n",
"[51]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 14.242\n",
"[52]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 14.2418\n",
"[53]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 14.2409\n",
"[54]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 14.2417\n",
"[55]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 14.2427\n",
"[56]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 14.244\n",
"[57]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 14.2427\n",
"[58]\tvalid_0's poisson: -109.131\tvalid_0's tweedie: 14.2448\n",
"[59]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 14.245\n",
"[60]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 14.245\n",
"[61]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 14.2452\n",
"[62]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 14.2463\n",
"[63]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 14.2449\n",
"[64]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 14.2432\n",
"[65]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 14.2409\n",
"[66]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 14.2356\n",
"[67]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 14.2359\n",
"[68]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 14.2359\n",
"[69]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 14.2366\n",
"[70]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 14.2366\n",
"[71]\tvalid_0's poisson: -109.189\tvalid_0's tweedie: 14.2338\n",
"[72]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 14.2341\n",
"[73]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 14.2343\n",
"[74]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 14.2358\n",
"[75]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.2357\n",
"[76]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.2351\n",
"[77]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 14.2371\n",
"[78]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 14.2366\n",
"[79]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 14.2381\n",
"[80]\tvalid_0's poisson: -109.168\tvalid_0's tweedie: 14.2375\n",
"[81]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 14.2374\n",
"[82]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 14.2392\n",
"[83]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 14.2378\n",
"[84]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2369\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[85]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 14.2356\n",
"[86]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 14.2377\n",
"[87]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.2389\n",
"[88]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.2384\n",
"[89]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 14.2384\n",
"[90]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 14.2406\n",
"[91]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2405\n",
"[92]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 14.2408\n",
"[93]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 14.2415\n",
"[94]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2406\n",
"[95]\tvalid_0's poisson: -109.194\tvalid_0's tweedie: 14.2409\n",
"[96]\tvalid_0's poisson: -109.19\tvalid_0's tweedie: 14.2411\n",
"[97]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 14.2396\n",
"[98]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 14.2397\n",
"[99]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 14.2412\n",
"[100]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 14.2392\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=4, tweedie_variance_power=1.6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -104.096\tvalid_0's tweedie: 14.8612\n",
"[2]\tvalid_0's poisson: -106.44\tvalid_0's tweedie: 14.5335\n",
"[3]\tvalid_0's poisson: -107.155\tvalid_0's tweedie: 14.4484\n",
"[4]\tvalid_0's poisson: -107.537\tvalid_0's tweedie: 14.4145\n",
"[5]\tvalid_0's poisson: -107.647\tvalid_0's tweedie: 14.4049\n",
"[6]\tvalid_0's poisson: -107.751\tvalid_0's tweedie: 14.3846\n",
"[7]\tvalid_0's poisson: -108.016\tvalid_0's tweedie: 14.3588\n",
"[8]\tvalid_0's poisson: -108.042\tvalid_0's tweedie: 14.3479\n",
"[9]\tvalid_0's poisson: -108.064\tvalid_0's tweedie: 14.3481\n",
"[10]\tvalid_0's poisson: -108.192\tvalid_0's tweedie: 14.3332\n",
"[11]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 14.3143\n",
"[12]\tvalid_0's poisson: -108.381\tvalid_0's tweedie: 14.3036\n",
"[13]\tvalid_0's poisson: -108.408\tvalid_0's tweedie: 14.2981\n",
"[14]\tvalid_0's poisson: -108.475\tvalid_0's tweedie: 14.2914\n",
"[15]\tvalid_0's poisson: -108.514\tvalid_0's tweedie: 14.2867\n",
"[16]\tvalid_0's poisson: -108.552\tvalid_0's tweedie: 14.2821\n",
"[17]\tvalid_0's poisson: -108.552\tvalid_0's tweedie: 14.282\n",
"[18]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 14.2775\n",
"[19]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 14.2755\n",
"[20]\tvalid_0's poisson: -108.614\tvalid_0's tweedie: 14.2778\n",
"[21]\tvalid_0's poisson: -108.627\tvalid_0's tweedie: 14.2761\n",
"[22]\tvalid_0's poisson: -108.773\tvalid_0's tweedie: 14.263\n",
"[23]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 14.2608\n",
"[24]\tvalid_0's poisson: -108.795\tvalid_0's tweedie: 14.261\n",
"[25]\tvalid_0's poisson: -108.793\tvalid_0's tweedie: 14.2592\n",
"[26]\tvalid_0's poisson: -108.822\tvalid_0's tweedie: 14.2614\n",
"[27]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 14.2514\n",
"[28]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 14.253\n",
"[29]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 14.2539\n",
"[30]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 14.2538\n",
"[31]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 14.2593\n",
"[32]\tvalid_0's poisson: -108.905\tvalid_0's tweedie: 14.2568\n",
"[33]\tvalid_0's poisson: -108.912\tvalid_0's tweedie: 14.257\n",
"[34]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 14.2532\n",
"[35]\tvalid_0's poisson: -108.958\tvalid_0's tweedie: 14.2535\n",
"[36]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 14.2527\n",
"[37]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 14.2517\n",
"[38]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 14.2513\n",
"[39]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 14.2504\n",
"[40]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 14.2492\n",
"[41]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 14.2481\n",
"[42]\tvalid_0's poisson: -109.077\tvalid_0's tweedie: 14.2454\n",
"[43]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 14.2445\n",
"[44]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 14.2436\n",
"[45]\tvalid_0's poisson: -109.118\tvalid_0's tweedie: 14.2414\n",
"[46]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 14.2426\n",
"[47]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 14.2416\n",
"[48]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 14.2428\n",
"[49]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 14.2423\n",
"[50]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 14.242\n",
"[51]\tvalid_0's poisson: -109.13\tvalid_0's tweedie: 14.2417\n",
"[52]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 14.2432\n",
"[53]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 14.2417\n",
"[54]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2405\n",
"[55]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.24\n",
"[56]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 14.241\n",
"[57]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2423\n",
"[58]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.2415\n",
"[59]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 14.2403\n",
"[60]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 14.2398\n",
"[61]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 14.2394\n",
"[62]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 14.2382\n",
"[63]\tvalid_0's poisson: -109.175\tvalid_0's tweedie: 14.2375\n",
"[64]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 14.2373\n",
"[65]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 14.2371\n",
"[66]\tvalid_0's poisson: -109.175\tvalid_0's tweedie: 14.2375\n",
"[67]\tvalid_0's poisson: -109.188\tvalid_0's tweedie: 14.2374\n",
"[68]\tvalid_0's poisson: -109.2\tvalid_0's tweedie: 14.2372\n",
"[69]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 14.2378\n",
"[70]\tvalid_0's poisson: -109.193\tvalid_0's tweedie: 14.2391\n",
"[71]\tvalid_0's poisson: -109.189\tvalid_0's tweedie: 14.2413\n",
"[72]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2414\n",
"[73]\tvalid_0's poisson: -109.193\tvalid_0's tweedie: 14.2411\n",
"[74]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2423\n",
"[75]\tvalid_0's poisson: -109.189\tvalid_0's tweedie: 14.243\n",
"[76]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 14.2437\n",
"[77]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 14.2432\n",
"[78]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 14.2427\n",
"[79]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 14.2424\n",
"[80]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 14.2422\n",
"[81]\tvalid_0's poisson: -109.225\tvalid_0's tweedie: 14.2412\n",
"[82]\tvalid_0's poisson: -109.235\tvalid_0's tweedie: 14.2391\n",
"[83]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 14.2385\n",
"[84]\tvalid_0's poisson: -109.239\tvalid_0's tweedie: 14.2387\n",
"[85]\tvalid_0's poisson: -109.23\tvalid_0's tweedie: 14.2388\n",
"[86]\tvalid_0's poisson: -109.229\tvalid_0's tweedie: 14.2387\n",
"[87]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 14.2363\n",
"[88]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 14.2374\n",
"[89]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 14.2389\n",
"[90]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 14.2399\n",
"[91]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 14.2394\n",
"[92]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 14.24\n",
"[93]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 14.2391\n",
"[94]\tvalid_0's poisson: -109.242\tvalid_0's tweedie: 14.2407\n",
"[95]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 14.2402\n",
"[96]\tvalid_0's poisson: -109.27\tvalid_0's tweedie: 14.2379\n",
"[97]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 14.2414\n",
"[98]\tvalid_0's poisson: -109.264\tvalid_0's tweedie: 14.2401\n",
"[99]\tvalid_0's poisson: -109.265\tvalid_0's tweedie: 14.2406\n",
"[100]\tvalid_0's poisson: -109.269\tvalid_0's tweedie: 14.2399\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=4, tweedie_variance_power=1.6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -104.055\tvalid_0's tweedie: 14.8828\n",
"[2]\tvalid_0's poisson: -106.566\tvalid_0's tweedie: 14.5548\n",
"[3]\tvalid_0's poisson: -107.352\tvalid_0's tweedie: 14.4655\n",
"[4]\tvalid_0's poisson: -107.613\tvalid_0's tweedie: 14.4301\n",
"[5]\tvalid_0's poisson: -107.904\tvalid_0's tweedie: 14.3953\n",
"[6]\tvalid_0's poisson: -108.04\tvalid_0's tweedie: 14.3797\n",
"[7]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 14.3672\n",
"[8]\tvalid_0's poisson: -108.364\tvalid_0's tweedie: 14.3433\n",
"[9]\tvalid_0's poisson: -108.448\tvalid_0's tweedie: 14.3394\n",
"[10]\tvalid_0's poisson: -108.483\tvalid_0's tweedie: 14.322\n",
"[11]\tvalid_0's poisson: -108.551\tvalid_0's tweedie: 14.3172\n",
"[12]\tvalid_0's poisson: -108.581\tvalid_0's tweedie: 14.3084\n",
"[13]\tvalid_0's poisson: -108.69\tvalid_0's tweedie: 14.2945\n",
"[14]\tvalid_0's poisson: -108.833\tvalid_0's tweedie: 14.2829\n",
"[15]\tvalid_0's poisson: -108.844\tvalid_0's tweedie: 14.2729\n",
"[16]\tvalid_0's poisson: -108.912\tvalid_0's tweedie: 14.265\n",
"[17]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 14.2577\n",
"[18]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 14.2584\n",
"[19]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 14.2578\n",
"[20]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 14.256\n",
"[21]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 14.2539\n",
"[22]\tvalid_0's poisson: -109.065\tvalid_0's tweedie: 14.2507\n",
"[23]\tvalid_0's poisson: -109.075\tvalid_0's tweedie: 14.2502\n",
"[24]\tvalid_0's poisson: -109.082\tvalid_0's tweedie: 14.2496\n",
"[25]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 14.2504\n",
"[26]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 14.2513\n",
"[27]\tvalid_0's poisson: -109.079\tvalid_0's tweedie: 14.2518\n",
"[28]\tvalid_0's poisson: -109.067\tvalid_0's tweedie: 14.2529\n",
"[29]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 14.25\n",
"[30]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 14.25\n",
"[31]\tvalid_0's poisson: -109.111\tvalid_0's tweedie: 14.2508\n",
"[32]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 14.2491\n",
"[33]\tvalid_0's poisson: -109.13\tvalid_0's tweedie: 14.247\n",
"[34]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.2447\n",
"[35]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 14.2452\n",
"[36]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.2452\n",
"[37]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.2451\n",
"[38]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 14.2446\n",
"[39]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 14.2463\n",
"[40]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2426\n",
"[41]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 14.2437\n",
"[42]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2424\n",
"[43]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 14.2442\n",
"[44]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 14.2456\n",
"[45]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 14.2448\n",
"[46]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 14.2442\n",
"[47]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 14.2461\n",
"[48]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 14.2442\n",
"[49]\tvalid_0's poisson: -109.11\tvalid_0's tweedie: 14.246\n",
"[50]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 14.2483\n",
"[51]\tvalid_0's poisson: -109.099\tvalid_0's tweedie: 14.2483\n",
"[52]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 14.2463\n",
"[53]\tvalid_0's poisson: -109.131\tvalid_0's tweedie: 14.2444\n",
"[54]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 14.2442\n",
"[55]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.2446\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[56]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 14.2466\n",
"[57]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 14.2464\n",
"[58]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 14.2469\n",
"[59]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.2468\n",
"[60]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 14.2494\n",
"[61]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2465\n",
"[62]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 14.248\n",
"[63]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.2476\n",
"[64]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.2468\n",
"[65]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2465\n",
"[66]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 14.2466\n",
"[67]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 14.2479\n",
"[68]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 14.2511\n",
"[69]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 14.2517\n",
"[70]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.2519\n",
"[71]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 14.251\n",
"[72]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.2505\n",
"[73]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 14.249\n",
"[74]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2488\n",
"[75]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 14.249\n",
"[76]\tvalid_0's poisson: -109.168\tvalid_0's tweedie: 14.2486\n",
"[77]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.2483\n",
"[78]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 14.2484\n",
"[79]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.2495\n",
"[80]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 14.248\n",
"[81]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 14.2481\n",
"[82]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 14.2519\n",
"[83]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 14.2522\n",
"[84]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 14.2514\n",
"[85]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 14.2511\n",
"[86]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 14.2513\n",
"[87]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 14.252\n",
"[88]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 14.2514\n",
"[89]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 14.2508\n",
"[90]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 14.2526\n",
"[91]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.2523\n",
"[92]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.2533\n",
"[93]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 14.2543\n",
"[94]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.2558\n",
"[95]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 14.2554\n",
"[96]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.2566\n",
"[97]\tvalid_0's poisson: -109.154\tvalid_0's tweedie: 14.2568\n",
"[98]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 14.2576\n",
"[99]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 14.2581\n",
"[100]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.2591\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0.1, lambda_l2=10, learning_rate=1.0, max_depth=4, tweedie_variance_power=1.6; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.8288\tvalid_0's tweedie: 12.0791\n",
"[2]\tvalid_0's poisson: -99.8106\tvalid_0's tweedie: 11.7314\n",
"[3]\tvalid_0's poisson: -102.207\tvalid_0's tweedie: 11.5263\n",
"[4]\tvalid_0's poisson: -103.865\tvalid_0's tweedie: 11.4012\n",
"[5]\tvalid_0's poisson: -104.992\tvalid_0's tweedie: 11.323\n",
"[6]\tvalid_0's poisson: -105.903\tvalid_0's tweedie: 11.2682\n",
"[7]\tvalid_0's poisson: -106.533\tvalid_0's tweedie: 11.2265\n",
"[8]\tvalid_0's poisson: -107.071\tvalid_0's tweedie: 11.1984\n",
"[9]\tvalid_0's poisson: -107.455\tvalid_0's tweedie: 11.1781\n",
"[10]\tvalid_0's poisson: -107.73\tvalid_0's tweedie: 11.1632\n",
"[11]\tvalid_0's poisson: -108.012\tvalid_0's tweedie: 11.1429\n",
"[12]\tvalid_0's poisson: -108.164\tvalid_0's tweedie: 11.1349\n",
"[13]\tvalid_0's poisson: -108.321\tvalid_0's tweedie: 11.1267\n",
"[14]\tvalid_0's poisson: -108.397\tvalid_0's tweedie: 11.1209\n",
"[15]\tvalid_0's poisson: -108.505\tvalid_0's tweedie: 11.1125\n",
"[16]\tvalid_0's poisson: -108.581\tvalid_0's tweedie: 11.1084\n",
"[17]\tvalid_0's poisson: -108.609\tvalid_0's tweedie: 11.1061\n",
"[18]\tvalid_0's poisson: -108.664\tvalid_0's tweedie: 11.1035\n",
"[19]\tvalid_0's poisson: -108.746\tvalid_0's tweedie: 11.0998\n",
"[20]\tvalid_0's poisson: -108.793\tvalid_0's tweedie: 11.0975\n",
"[21]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 11.0949\n",
"[22]\tvalid_0's poisson: -108.922\tvalid_0's tweedie: 11.0926\n",
"[23]\tvalid_0's poisson: -108.933\tvalid_0's tweedie: 11.0917\n",
"[24]\tvalid_0's poisson: -108.958\tvalid_0's tweedie: 11.0901\n",
"[25]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 11.0886\n",
"[26]\tvalid_0's poisson: -109.019\tvalid_0's tweedie: 11.0875\n",
"[27]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 11.0862\n",
"[28]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 11.0861\n",
"[29]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 11.0856\n",
"[30]\tvalid_0's poisson: -109.073\tvalid_0's tweedie: 11.0851\n",
"[31]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 11.0841\n",
"[32]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 11.0835\n",
"[33]\tvalid_0's poisson: -109.113\tvalid_0's tweedie: 11.083\n",
"[34]\tvalid_0's poisson: -109.117\tvalid_0's tweedie: 11.0829\n",
"[35]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 11.0832\n",
"[36]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 11.083\n",
"[37]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 11.083\n",
"[38]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 11.0825\n",
"[39]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 11.0816\n",
"[40]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 11.0801\n",
"[41]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 11.0806\n",
"[42]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 11.0801\n",
"[43]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 11.0795\n",
"[44]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 11.0796\n",
"[45]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 11.0801\n",
"[46]\tvalid_0's poisson: -109.251\tvalid_0's tweedie: 11.0798\n",
"[47]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 11.0795\n",
"[48]\tvalid_0's poisson: -109.272\tvalid_0's tweedie: 11.0793\n",
"[49]\tvalid_0's poisson: -109.275\tvalid_0's tweedie: 11.0785\n",
"[50]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 11.0775\n",
"[51]\tvalid_0's poisson: -109.282\tvalid_0's tweedie: 11.0779\n",
"[52]\tvalid_0's poisson: -109.287\tvalid_0's tweedie: 11.0781\n",
"[53]\tvalid_0's poisson: -109.294\tvalid_0's tweedie: 11.0775\n",
"[54]\tvalid_0's poisson: -109.31\tvalid_0's tweedie: 11.0768\n",
"[55]\tvalid_0's poisson: -109.318\tvalid_0's tweedie: 11.0764\n",
"[56]\tvalid_0's poisson: -109.318\tvalid_0's tweedie: 11.077\n",
"[57]\tvalid_0's poisson: -109.324\tvalid_0's tweedie: 11.0767\n",
"[58]\tvalid_0's poisson: -109.327\tvalid_0's tweedie: 11.0771\n",
"[59]\tvalid_0's poisson: -109.327\tvalid_0's tweedie: 11.0771\n",
"[60]\tvalid_0's poisson: -109.333\tvalid_0's tweedie: 11.0772\n",
"[61]\tvalid_0's poisson: -109.333\tvalid_0's tweedie: 11.077\n",
"[62]\tvalid_0's poisson: -109.335\tvalid_0's tweedie: 11.077\n",
"[63]\tvalid_0's poisson: -109.336\tvalid_0's tweedie: 11.0768\n",
"[64]\tvalid_0's poisson: -109.348\tvalid_0's tweedie: 11.0767\n",
"[65]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 11.0762\n",
"[66]\tvalid_0's poisson: -109.359\tvalid_0's tweedie: 11.0762\n",
"[67]\tvalid_0's poisson: -109.359\tvalid_0's tweedie: 11.0769\n",
"[68]\tvalid_0's poisson: -109.359\tvalid_0's tweedie: 11.0771\n",
"[69]\tvalid_0's poisson: -109.358\tvalid_0's tweedie: 11.0774\n",
"[70]\tvalid_0's poisson: -109.36\tvalid_0's tweedie: 11.0772\n",
"[71]\tvalid_0's poisson: -109.366\tvalid_0's tweedie: 11.0768\n",
"[72]\tvalid_0's poisson: -109.367\tvalid_0's tweedie: 11.0766\n",
"[73]\tvalid_0's poisson: -109.373\tvalid_0's tweedie: 11.0762\n",
"[74]\tvalid_0's poisson: -109.371\tvalid_0's tweedie: 11.0768\n",
"[75]\tvalid_0's poisson: -109.371\tvalid_0's tweedie: 11.0768\n",
"[76]\tvalid_0's poisson: -109.383\tvalid_0's tweedie: 11.0763\n",
"[77]\tvalid_0's poisson: -109.391\tvalid_0's tweedie: 11.0762\n",
"[78]\tvalid_0's poisson: -109.396\tvalid_0's tweedie: 11.076\n",
"[79]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 11.076\n",
"[80]\tvalid_0's poisson: -109.401\tvalid_0's tweedie: 11.076\n",
"[81]\tvalid_0's poisson: -109.409\tvalid_0's tweedie: 11.076\n",
"[82]\tvalid_0's poisson: -109.409\tvalid_0's tweedie: 11.0757\n",
"[83]\tvalid_0's poisson: -109.409\tvalid_0's tweedie: 11.0756\n",
"[84]\tvalid_0's poisson: -109.41\tvalid_0's tweedie: 11.0755\n",
"[85]\tvalid_0's poisson: -109.409\tvalid_0's tweedie: 11.0759\n",
"[86]\tvalid_0's poisson: -109.413\tvalid_0's tweedie: 11.0757\n",
"[87]\tvalid_0's poisson: -109.416\tvalid_0's tweedie: 11.0763\n",
"[88]\tvalid_0's poisson: -109.417\tvalid_0's tweedie: 11.0762\n",
"[89]\tvalid_0's poisson: -109.426\tvalid_0's tweedie: 11.0761\n",
"[90]\tvalid_0's poisson: -109.427\tvalid_0's tweedie: 11.0762\n",
"[91]\tvalid_0's poisson: -109.427\tvalid_0's tweedie: 11.0762\n",
"[92]\tvalid_0's poisson: -109.428\tvalid_0's tweedie: 11.0764\n",
"[93]\tvalid_0's poisson: -109.429\tvalid_0's tweedie: 11.0758\n",
"[94]\tvalid_0's poisson: -109.437\tvalid_0's tweedie: 11.0753\n",
"[95]\tvalid_0's poisson: -109.439\tvalid_0's tweedie: 11.0755\n",
"[96]\tvalid_0's poisson: -109.44\tvalid_0's tweedie: 11.0759\n",
"[97]\tvalid_0's poisson: -109.44\tvalid_0's tweedie: 11.0764\n",
"[98]\tvalid_0's poisson: -109.441\tvalid_0's tweedie: 11.0764\n",
"[99]\tvalid_0's poisson: -109.444\tvalid_0's tweedie: 11.0763\n",
"[100]\tvalid_0's poisson: -109.444\tvalid_0's tweedie: 11.0766\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.922\tvalid_0's tweedie: 12.0714\n",
"[2]\tvalid_0's poisson: -99.9067\tvalid_0's tweedie: 11.72\n",
"[3]\tvalid_0's poisson: -102.354\tvalid_0's tweedie: 11.5107\n",
"[4]\tvalid_0's poisson: -103.922\tvalid_0's tweedie: 11.3882\n",
"[5]\tvalid_0's poisson: -105.072\tvalid_0's tweedie: 11.3107\n",
"[6]\tvalid_0's poisson: -105.916\tvalid_0's tweedie: 11.2609\n",
"[7]\tvalid_0's poisson: -106.547\tvalid_0's tweedie: 11.2276\n",
"[8]\tvalid_0's poisson: -107.082\tvalid_0's tweedie: 11.1966\n",
"[9]\tvalid_0's poisson: -107.461\tvalid_0's tweedie: 11.1752\n",
"[10]\tvalid_0's poisson: -107.717\tvalid_0's tweedie: 11.1605\n",
"[11]\tvalid_0's poisson: -107.963\tvalid_0's tweedie: 11.1483\n",
"[12]\tvalid_0's poisson: -108.121\tvalid_0's tweedie: 11.1418\n",
"[13]\tvalid_0's poisson: -108.272\tvalid_0's tweedie: 11.134\n",
"[14]\tvalid_0's poisson: -108.412\tvalid_0's tweedie: 11.126\n",
"[15]\tvalid_0's poisson: -108.519\tvalid_0's tweedie: 11.1218\n",
"[16]\tvalid_0's poisson: -108.552\tvalid_0's tweedie: 11.1197\n",
"[17]\tvalid_0's poisson: -108.612\tvalid_0's tweedie: 11.1162\n",
"[18]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 11.1129\n",
"[19]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 11.1107\n",
"[20]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 11.1092\n",
"[21]\tvalid_0's poisson: -108.764\tvalid_0's tweedie: 11.1062\n",
"[22]\tvalid_0's poisson: -108.798\tvalid_0's tweedie: 11.1049\n",
"[23]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 11.1042\n",
"[24]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 11.1019\n",
"[25]\tvalid_0's poisson: -108.905\tvalid_0's tweedie: 11.1008\n",
"[26]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 11.1004\n",
"[27]\tvalid_0's poisson: -108.931\tvalid_0's tweedie: 11.0995\n",
"[28]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 11.0983\n",
"[29]\tvalid_0's poisson: -108.95\tvalid_0's tweedie: 11.0972\n",
"[30]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 11.0975\n",
"[31]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 11.0961\n",
"[32]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 11.0949\n",
"[33]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 11.0943\n",
"[34]\tvalid_0's poisson: -109.017\tvalid_0's tweedie: 11.0929\n",
"[35]\tvalid_0's poisson: -109.023\tvalid_0's tweedie: 11.0925\n",
"[36]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 11.0911\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[37]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 11.0903\n",
"[38]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 11.0896\n",
"[39]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 11.0895\n",
"[40]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 11.0891\n",
"[41]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 11.0888\n",
"[42]\tvalid_0's poisson: -109.105\tvalid_0's tweedie: 11.0891\n",
"[43]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 11.088\n",
"[44]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 11.0878\n",
"[45]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 11.0871\n",
"[46]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 11.0855\n",
"[47]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 11.0853\n",
"[48]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 11.085\n",
"[49]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 11.0845\n",
"[50]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 11.0845\n",
"[51]\tvalid_0's poisson: -109.194\tvalid_0's tweedie: 11.0841\n",
"[52]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0843\n",
"[53]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 11.0841\n",
"[54]\tvalid_0's poisson: -109.214\tvalid_0's tweedie: 11.0835\n",
"[55]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 11.0841\n",
"[56]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 11.0843\n",
"[57]\tvalid_0's poisson: -109.214\tvalid_0's tweedie: 11.0847\n",
"[58]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 11.0847\n",
"[59]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.0849\n",
"[60]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 11.0846\n",
"[61]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 11.0846\n",
"[62]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 11.0845\n",
"[63]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 11.0844\n",
"[64]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 11.0849\n",
"[65]\tvalid_0's poisson: -109.26\tvalid_0's tweedie: 11.0848\n",
"[66]\tvalid_0's poisson: -109.265\tvalid_0's tweedie: 11.0846\n",
"[67]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 11.0847\n",
"[68]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 11.085\n",
"[69]\tvalid_0's poisson: -109.27\tvalid_0's tweedie: 11.0864\n",
"[70]\tvalid_0's poisson: -109.284\tvalid_0's tweedie: 11.085\n",
"[71]\tvalid_0's poisson: -109.282\tvalid_0's tweedie: 11.0854\n",
"[72]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 11.0853\n",
"[73]\tvalid_0's poisson: -109.284\tvalid_0's tweedie: 11.0853\n",
"[74]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 11.0848\n",
"[75]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 11.0845\n",
"[76]\tvalid_0's poisson: -109.295\tvalid_0's tweedie: 11.0849\n",
"[77]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 11.0854\n",
"[78]\tvalid_0's poisson: -109.303\tvalid_0's tweedie: 11.0851\n",
"[79]\tvalid_0's poisson: -109.3\tvalid_0's tweedie: 11.0859\n",
"[80]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 11.0863\n",
"[81]\tvalid_0's poisson: -109.303\tvalid_0's tweedie: 11.086\n",
"[82]\tvalid_0's poisson: -109.306\tvalid_0's tweedie: 11.086\n",
"[83]\tvalid_0's poisson: -109.306\tvalid_0's tweedie: 11.0862\n",
"[84]\tvalid_0's poisson: -109.317\tvalid_0's tweedie: 11.0856\n",
"[85]\tvalid_0's poisson: -109.316\tvalid_0's tweedie: 11.0859\n",
"[86]\tvalid_0's poisson: -109.323\tvalid_0's tweedie: 11.085\n",
"[87]\tvalid_0's poisson: -109.324\tvalid_0's tweedie: 11.0854\n",
"[88]\tvalid_0's poisson: -109.322\tvalid_0's tweedie: 11.0863\n",
"[89]\tvalid_0's poisson: -109.322\tvalid_0's tweedie: 11.0863\n",
"[90]\tvalid_0's poisson: -109.324\tvalid_0's tweedie: 11.0869\n",
"[91]\tvalid_0's poisson: -109.327\tvalid_0's tweedie: 11.0873\n",
"[92]\tvalid_0's poisson: -109.337\tvalid_0's tweedie: 11.0863\n",
"[93]\tvalid_0's poisson: -109.341\tvalid_0's tweedie: 11.0863\n",
"[94]\tvalid_0's poisson: -109.342\tvalid_0's tweedie: 11.0855\n",
"[95]\tvalid_0's poisson: -109.343\tvalid_0's tweedie: 11.0861\n",
"[96]\tvalid_0's poisson: -109.343\tvalid_0's tweedie: 11.0866\n",
"[97]\tvalid_0's poisson: -109.343\tvalid_0's tweedie: 11.0877\n",
"[98]\tvalid_0's poisson: -109.343\tvalid_0's tweedie: 11.0889\n",
"[99]\tvalid_0's poisson: -109.35\tvalid_0's tweedie: 11.0886\n",
"[100]\tvalid_0's poisson: -109.351\tvalid_0's tweedie: 11.0884\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.8527\tvalid_0's tweedie: 12.0779\n",
"[2]\tvalid_0's poisson: -99.9157\tvalid_0's tweedie: 11.7231\n",
"[3]\tvalid_0's poisson: -102.321\tvalid_0's tweedie: 11.515\n",
"[4]\tvalid_0's poisson: -103.936\tvalid_0's tweedie: 11.3903\n",
"[5]\tvalid_0's poisson: -105.088\tvalid_0's tweedie: 11.3057\n",
"[6]\tvalid_0's poisson: -105.911\tvalid_0's tweedie: 11.2524\n",
"[7]\tvalid_0's poisson: -106.582\tvalid_0's tweedie: 11.2142\n",
"[8]\tvalid_0's poisson: -107.113\tvalid_0's tweedie: 11.1862\n",
"[9]\tvalid_0's poisson: -107.456\tvalid_0's tweedie: 11.1666\n",
"[10]\tvalid_0's poisson: -107.708\tvalid_0's tweedie: 11.1523\n",
"[11]\tvalid_0's poisson: -107.926\tvalid_0's tweedie: 11.1427\n",
"[12]\tvalid_0's poisson: -108.177\tvalid_0's tweedie: 11.131\n",
"[13]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 11.1239\n",
"[14]\tvalid_0's poisson: -108.452\tvalid_0's tweedie: 11.116\n",
"[15]\tvalid_0's poisson: -108.513\tvalid_0's tweedie: 11.1121\n",
"[16]\tvalid_0's poisson: -108.601\tvalid_0's tweedie: 11.1083\n",
"[17]\tvalid_0's poisson: -108.656\tvalid_0's tweedie: 11.1061\n",
"[18]\tvalid_0's poisson: -108.714\tvalid_0's tweedie: 11.1035\n",
"[19]\tvalid_0's poisson: -108.752\tvalid_0's tweedie: 11.1012\n",
"[20]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 11.1007\n",
"[21]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 11.0993\n",
"[22]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 11.0996\n",
"[23]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 11.0975\n",
"[24]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 11.097\n",
"[25]\tvalid_0's poisson: -108.872\tvalid_0's tweedie: 11.0958\n",
"[26]\tvalid_0's poisson: -108.881\tvalid_0's tweedie: 11.0954\n",
"[27]\tvalid_0's poisson: -108.897\tvalid_0's tweedie: 11.0952\n",
"[28]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 11.094\n",
"[29]\tvalid_0's poisson: -108.937\tvalid_0's tweedie: 11.094\n",
"[30]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 11.0926\n",
"[31]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 11.0923\n",
"[32]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 11.0928\n",
"[33]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 11.0923\n",
"[34]\tvalid_0's poisson: -108.976\tvalid_0's tweedie: 11.0922\n",
"[35]\tvalid_0's poisson: -109.005\tvalid_0's tweedie: 11.0913\n",
"[36]\tvalid_0's poisson: -109.006\tvalid_0's tweedie: 11.0906\n",
"[37]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 11.0889\n",
"[38]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 11.0876\n",
"[39]\tvalid_0's poisson: -109.073\tvalid_0's tweedie: 11.0869\n",
"[40]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0875\n",
"[41]\tvalid_0's poisson: -109.081\tvalid_0's tweedie: 11.0878\n",
"[42]\tvalid_0's poisson: -109.106\tvalid_0's tweedie: 11.0864\n",
"[43]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 11.0858\n",
"[44]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 11.085\n",
"[45]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 11.0849\n",
"[46]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 11.0839\n",
"[47]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 11.0842\n",
"[48]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 11.0835\n",
"[49]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 11.0834\n",
"[50]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 11.0839\n",
"[51]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 11.0832\n",
"[52]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 11.0828\n",
"[53]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 11.0824\n",
"[54]\tvalid_0's poisson: -109.202\tvalid_0's tweedie: 11.0817\n",
"[55]\tvalid_0's poisson: -109.211\tvalid_0's tweedie: 11.0816\n",
"[56]\tvalid_0's poisson: -109.222\tvalid_0's tweedie: 11.0814\n",
"[57]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 11.0815\n",
"[58]\tvalid_0's poisson: -109.247\tvalid_0's tweedie: 11.0811\n",
"[59]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 11.0809\n",
"[60]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 11.0806\n",
"[61]\tvalid_0's poisson: -109.275\tvalid_0's tweedie: 11.0801\n",
"[62]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 11.0794\n",
"[63]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 11.0804\n",
"[64]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 11.0807\n",
"[65]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 11.0806\n",
"[66]\tvalid_0's poisson: -109.292\tvalid_0's tweedie: 11.0795\n",
"[67]\tvalid_0's poisson: -109.304\tvalid_0's tweedie: 11.0792\n",
"[68]\tvalid_0's poisson: -109.309\tvalid_0's tweedie: 11.0791\n",
"[69]\tvalid_0's poisson: -109.316\tvalid_0's tweedie: 11.0791\n",
"[70]\tvalid_0's poisson: -109.34\tvalid_0's tweedie: 11.077\n",
"[71]\tvalid_0's poisson: -109.353\tvalid_0's tweedie: 11.0765\n",
"[72]\tvalid_0's poisson: -109.352\tvalid_0's tweedie: 11.0761\n",
"[73]\tvalid_0's poisson: -109.353\tvalid_0's tweedie: 11.0763\n",
"[74]\tvalid_0's poisson: -109.353\tvalid_0's tweedie: 11.0763\n",
"[75]\tvalid_0's poisson: -109.356\tvalid_0's tweedie: 11.0758\n",
"[76]\tvalid_0's poisson: -109.366\tvalid_0's tweedie: 11.0755\n",
"[77]\tvalid_0's poisson: -109.364\tvalid_0's tweedie: 11.076\n",
"[78]\tvalid_0's poisson: -109.362\tvalid_0's tweedie: 11.0764\n",
"[79]\tvalid_0's poisson: -109.362\tvalid_0's tweedie: 11.0765\n",
"[80]\tvalid_0's poisson: -109.361\tvalid_0's tweedie: 11.0769\n",
"[81]\tvalid_0's poisson: -109.361\tvalid_0's tweedie: 11.0773\n",
"[82]\tvalid_0's poisson: -109.372\tvalid_0's tweedie: 11.0769\n",
"[83]\tvalid_0's poisson: -109.385\tvalid_0's tweedie: 11.0765\n",
"[84]\tvalid_0's poisson: -109.385\tvalid_0's tweedie: 11.0768\n",
"[85]\tvalid_0's poisson: -109.391\tvalid_0's tweedie: 11.0771\n",
"[86]\tvalid_0's poisson: -109.395\tvalid_0's tweedie: 11.0765\n",
"[87]\tvalid_0's poisson: -109.394\tvalid_0's tweedie: 11.0778\n",
"[88]\tvalid_0's poisson: -109.396\tvalid_0's tweedie: 11.0783\n",
"[89]\tvalid_0's poisson: -109.395\tvalid_0's tweedie: 11.0784\n",
"[90]\tvalid_0's poisson: -109.397\tvalid_0's tweedie: 11.0791\n",
"[91]\tvalid_0's poisson: -109.397\tvalid_0's tweedie: 11.0785\n",
"[92]\tvalid_0's poisson: -109.397\tvalid_0's tweedie: 11.0796\n",
"[93]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 11.0789\n",
"[94]\tvalid_0's poisson: -109.399\tvalid_0's tweedie: 11.0788\n",
"[95]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 11.079\n",
"[96]\tvalid_0's poisson: -109.404\tvalid_0's tweedie: 11.0786\n",
"[97]\tvalid_0's poisson: -109.405\tvalid_0's tweedie: 11.079\n",
"[98]\tvalid_0's poisson: -109.409\tvalid_0's tweedie: 11.0784\n",
"[99]\tvalid_0's poisson: -109.413\tvalid_0's tweedie: 11.0784\n",
"[100]\tvalid_0's poisson: -109.417\tvalid_0's tweedie: 11.0785\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -95.9208\tvalid_0's tweedie: 12.0702\n",
"[2]\tvalid_0's poisson: -99.8696\tvalid_0's tweedie: 11.7241\n",
"[3]\tvalid_0's poisson: -102.29\tvalid_0's tweedie: 11.5164\n",
"[4]\tvalid_0's poisson: -103.972\tvalid_0's tweedie: 11.3885\n",
"[5]\tvalid_0's poisson: -105.12\tvalid_0's tweedie: 11.3143\n",
"[6]\tvalid_0's poisson: -105.974\tvalid_0's tweedie: 11.257\n",
"[7]\tvalid_0's poisson: -106.589\tvalid_0's tweedie: 11.2216\n",
"[8]\tvalid_0's poisson: -107.091\tvalid_0's tweedie: 11.1971\n",
"[9]\tvalid_0's poisson: -107.436\tvalid_0's tweedie: 11.1695\n",
"[10]\tvalid_0's poisson: -107.735\tvalid_0's tweedie: 11.1539\n",
"[11]\tvalid_0's poisson: -107.959\tvalid_0's tweedie: 11.1417\n",
"[12]\tvalid_0's poisson: -108.189\tvalid_0's tweedie: 11.1302\n",
"[13]\tvalid_0's poisson: -108.34\tvalid_0's tweedie: 11.1241\n",
"[14]\tvalid_0's poisson: -108.443\tvalid_0's tweedie: 11.1184\n",
"[15]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 11.1167\n",
"[16]\tvalid_0's poisson: -108.562\tvalid_0's tweedie: 11.1126\n",
"[17]\tvalid_0's poisson: -108.662\tvalid_0's tweedie: 11.1073\n",
"[18]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 11.1057\n",
"[19]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 11.1042\n",
"[20]\tvalid_0's poisson: -108.776\tvalid_0's tweedie: 11.1018\n",
"[21]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 11.1003\n",
"[22]\tvalid_0's poisson: -108.859\tvalid_0's tweedie: 11.0968\n",
"[23]\tvalid_0's poisson: -108.911\tvalid_0's tweedie: 11.0948\n",
"[24]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 11.093\n",
"[25]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 11.0913\n",
"[26]\tvalid_0's poisson: -108.975\tvalid_0's tweedie: 11.0914\n",
"[27]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 11.0894\n",
"[28]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 11.0892\n",
"[29]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 11.0887\n",
"[30]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 11.0865\n",
"[31]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 11.0852\n",
"[32]\tvalid_0's poisson: -109.112\tvalid_0's tweedie: 11.084\n",
"[33]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 11.0835\n",
"[34]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 11.0831\n",
"[35]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 11.0825\n",
"[36]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 11.0807\n",
"[37]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 11.0807\n",
"[38]\tvalid_0's poisson: -109.188\tvalid_0's tweedie: 11.0798\n",
"[39]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 11.0792\n",
"[40]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.0783\n",
"[41]\tvalid_0's poisson: -109.225\tvalid_0's tweedie: 11.0779\n",
"[42]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 11.0776\n",
"[43]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 11.0784\n",
"[44]\tvalid_0's poisson: -109.231\tvalid_0's tweedie: 11.0794\n",
"[45]\tvalid_0's poisson: -109.238\tvalid_0's tweedie: 11.0796\n",
"[46]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 11.079\n",
"[47]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 11.0784\n",
"[48]\tvalid_0's poisson: -109.273\tvalid_0's tweedie: 11.0781\n",
"[49]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 11.0779\n",
"[50]\tvalid_0's poisson: -109.295\tvalid_0's tweedie: 11.0773\n",
"[51]\tvalid_0's poisson: -109.312\tvalid_0's tweedie: 11.0768\n",
"[52]\tvalid_0's poisson: -109.313\tvalid_0's tweedie: 11.0763\n",
"[53]\tvalid_0's poisson: -109.317\tvalid_0's tweedie: 11.0764\n",
"[54]\tvalid_0's poisson: -109.316\tvalid_0's tweedie: 11.0771\n",
"[55]\tvalid_0's poisson: -109.316\tvalid_0's tweedie: 11.0773\n",
"[56]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 11.0779\n",
"[57]\tvalid_0's poisson: -109.328\tvalid_0's tweedie: 11.0773\n",
"[58]\tvalid_0's poisson: -109.346\tvalid_0's tweedie: 11.0769\n",
"[59]\tvalid_0's poisson: -109.366\tvalid_0's tweedie: 11.076\n",
"[60]\tvalid_0's poisson: -109.365\tvalid_0's tweedie: 11.0763\n",
"[61]\tvalid_0's poisson: -109.366\tvalid_0's tweedie: 11.0763\n",
"[62]\tvalid_0's poisson: -109.366\tvalid_0's tweedie: 11.0768\n",
"[63]\tvalid_0's poisson: -109.385\tvalid_0's tweedie: 11.0762\n",
"[64]\tvalid_0's poisson: -109.389\tvalid_0's tweedie: 11.076\n",
"[65]\tvalid_0's poisson: -109.39\tvalid_0's tweedie: 11.0755\n",
"[66]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 11.0753\n",
"[67]\tvalid_0's poisson: -109.401\tvalid_0's tweedie: 11.0753\n",
"[68]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 11.0756\n",
"[69]\tvalid_0's poisson: -109.408\tvalid_0's tweedie: 11.0755\n",
"[70]\tvalid_0's poisson: -109.413\tvalid_0's tweedie: 11.0755\n",
"[71]\tvalid_0's poisson: -109.419\tvalid_0's tweedie: 11.0756\n",
"[72]\tvalid_0's poisson: -109.421\tvalid_0's tweedie: 11.0759\n",
"[73]\tvalid_0's poisson: -109.42\tvalid_0's tweedie: 11.0761\n",
"[74]\tvalid_0's poisson: -109.422\tvalid_0's tweedie: 11.0759\n",
"[75]\tvalid_0's poisson: -109.421\tvalid_0's tweedie: 11.0759\n",
"[76]\tvalid_0's poisson: -109.424\tvalid_0's tweedie: 11.076\n",
"[77]\tvalid_0's poisson: -109.429\tvalid_0's tweedie: 11.075\n",
"[78]\tvalid_0's poisson: -109.432\tvalid_0's tweedie: 11.0751\n",
"[79]\tvalid_0's poisson: -109.432\tvalid_0's tweedie: 11.0748\n",
"[80]\tvalid_0's poisson: -109.435\tvalid_0's tweedie: 11.0746\n",
"[81]\tvalid_0's poisson: -109.442\tvalid_0's tweedie: 11.0742\n",
"[82]\tvalid_0's poisson: -109.447\tvalid_0's tweedie: 11.0741\n",
"[83]\tvalid_0's poisson: -109.447\tvalid_0's tweedie: 11.0739\n",
"[84]\tvalid_0's poisson: -109.448\tvalid_0's tweedie: 11.0743\n",
"[85]\tvalid_0's poisson: -109.449\tvalid_0's tweedie: 11.0745\n",
"[86]\tvalid_0's poisson: -109.45\tvalid_0's tweedie: 11.0743\n",
"[87]\tvalid_0's poisson: -109.451\tvalid_0's tweedie: 11.0739\n",
"[88]\tvalid_0's poisson: -109.457\tvalid_0's tweedie: 11.074\n",
"[89]\tvalid_0's poisson: -109.456\tvalid_0's tweedie: 11.0736\n",
"[90]\tvalid_0's poisson: -109.459\tvalid_0's tweedie: 11.0736\n",
"[91]\tvalid_0's poisson: -109.459\tvalid_0's tweedie: 11.0737\n",
"[92]\tvalid_0's poisson: -109.46\tvalid_0's tweedie: 11.074\n",
"[93]\tvalid_0's poisson: -109.462\tvalid_0's tweedie: 11.0739\n",
"[94]\tvalid_0's poisson: -109.462\tvalid_0's tweedie: 11.0737\n",
"[95]\tvalid_0's poisson: -109.463\tvalid_0's tweedie: 11.0741\n",
"[96]\tvalid_0's poisson: -109.464\tvalid_0's tweedie: 11.074\n",
"[97]\tvalid_0's poisson: -109.466\tvalid_0's tweedie: 11.0745\n",
"[98]\tvalid_0's poisson: -109.468\tvalid_0's tweedie: 11.0743\n",
"[99]\tvalid_0's poisson: -109.472\tvalid_0's tweedie: 11.074\n",
"[100]\tvalid_0's poisson: -109.473\tvalid_0's tweedie: 11.0743\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -95.924\tvalid_0's tweedie: 12.0728\n",
"[2]\tvalid_0's poisson: -99.9061\tvalid_0's tweedie: 11.7254\n",
"[3]\tvalid_0's poisson: -102.214\tvalid_0's tweedie: 11.5237\n",
"[4]\tvalid_0's poisson: -103.929\tvalid_0's tweedie: 11.3926\n",
"[5]\tvalid_0's poisson: -105.095\tvalid_0's tweedie: 11.3206\n",
"[6]\tvalid_0's poisson: -105.949\tvalid_0's tweedie: 11.2699\n",
"[7]\tvalid_0's poisson: -106.634\tvalid_0's tweedie: 11.2248\n",
"[8]\tvalid_0's poisson: -107.167\tvalid_0's tweedie: 11.1955\n",
"[9]\tvalid_0's poisson: -107.531\tvalid_0's tweedie: 11.1787\n",
"[10]\tvalid_0's poisson: -107.843\tvalid_0's tweedie: 11.1588\n",
"[11]\tvalid_0's poisson: -108.046\tvalid_0's tweedie: 11.1488\n",
"[12]\tvalid_0's poisson: -108.188\tvalid_0's tweedie: 11.1417\n",
"[13]\tvalid_0's poisson: -108.288\tvalid_0's tweedie: 11.1355\n",
"[14]\tvalid_0's poisson: -108.453\tvalid_0's tweedie: 11.1223\n",
"[15]\tvalid_0's poisson: -108.554\tvalid_0's tweedie: 11.1151\n",
"[16]\tvalid_0's poisson: -108.608\tvalid_0's tweedie: 11.1114\n",
"[17]\tvalid_0's poisson: -108.652\tvalid_0's tweedie: 11.1086\n",
"[18]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 11.1054\n",
"[19]\tvalid_0's poisson: -108.78\tvalid_0's tweedie: 11.1024\n",
"[20]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 11.1005\n",
"[21]\tvalid_0's poisson: -108.835\tvalid_0's tweedie: 11.1001\n",
"[22]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 11.098\n",
"[23]\tvalid_0's poisson: -108.926\tvalid_0's tweedie: 11.0964\n",
"[24]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 11.0957\n",
"[25]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 11.0946\n",
"[26]\tvalid_0's poisson: -108.961\tvalid_0's tweedie: 11.0942\n",
"[27]\tvalid_0's poisson: -108.973\tvalid_0's tweedie: 11.0934\n",
"[28]\tvalid_0's poisson: -108.975\tvalid_0's tweedie: 11.0938\n",
"[29]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 11.0933\n",
"[30]\tvalid_0's poisson: -108.992\tvalid_0's tweedie: 11.0928\n",
"[31]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 11.092\n",
"[32]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 11.0905\n",
"[33]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 11.0899\n",
"[34]\tvalid_0's poisson: -109.073\tvalid_0's tweedie: 11.0888\n",
"[35]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0894\n",
"[36]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 11.0892\n",
"[37]\tvalid_0's poisson: -109.106\tvalid_0's tweedie: 11.0884\n",
"[38]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 11.087\n",
"[39]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 11.0861\n",
"[40]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 11.0858\n",
"[41]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 11.0853\n",
"[42]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 11.0857\n",
"[43]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 11.0859\n",
"[44]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 11.0852\n",
"[45]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 11.0845\n",
"[46]\tvalid_0's poisson: -109.19\tvalid_0's tweedie: 11.0844\n",
"[47]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0852\n",
"[48]\tvalid_0's poisson: -109.211\tvalid_0's tweedie: 11.0853\n",
"[49]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 11.0855\n",
"[50]\tvalid_0's poisson: -109.211\tvalid_0's tweedie: 11.0855\n",
"[51]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 11.0852\n",
"[52]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 11.0853\n",
"[53]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 11.0853\n",
"[54]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.0856\n",
"[55]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 11.0873\n",
"[56]\tvalid_0's poisson: -109.238\tvalid_0's tweedie: 11.0867\n",
"[57]\tvalid_0's poisson: -109.244\tvalid_0's tweedie: 11.0856\n",
"[58]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 11.0856\n",
"[59]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 11.0866\n",
"[60]\tvalid_0's poisson: -109.266\tvalid_0's tweedie: 11.0856\n",
"[61]\tvalid_0's poisson: -109.267\tvalid_0's tweedie: 11.0858\n",
"[62]\tvalid_0's poisson: -109.266\tvalid_0's tweedie: 11.0868\n",
"[63]\tvalid_0's poisson: -109.28\tvalid_0's tweedie: 11.0863\n",
"[64]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 11.0855\n",
"[65]\tvalid_0's poisson: -109.292\tvalid_0's tweedie: 11.0858\n",
"[66]\tvalid_0's poisson: -109.298\tvalid_0's tweedie: 11.086\n",
"[67]\tvalid_0's poisson: -109.299\tvalid_0's tweedie: 11.0856\n",
"[68]\tvalid_0's poisson: -109.299\tvalid_0's tweedie: 11.0853\n",
"[69]\tvalid_0's poisson: -109.305\tvalid_0's tweedie: 11.0852\n",
"[70]\tvalid_0's poisson: -109.305\tvalid_0's tweedie: 11.0853\n",
"[71]\tvalid_0's poisson: -109.304\tvalid_0's tweedie: 11.0858\n",
"[72]\tvalid_0's poisson: -109.305\tvalid_0's tweedie: 11.0863\n",
"[73]\tvalid_0's poisson: -109.304\tvalid_0's tweedie: 11.0869\n",
"[74]\tvalid_0's poisson: -109.318\tvalid_0's tweedie: 11.0857\n",
"[75]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 11.0852\n",
"[76]\tvalid_0's poisson: -109.319\tvalid_0's tweedie: 11.0864\n",
"[77]\tvalid_0's poisson: -109.321\tvalid_0's tweedie: 11.0867\n",
"[78]\tvalid_0's poisson: -109.333\tvalid_0's tweedie: 11.0867\n",
"[79]\tvalid_0's poisson: -109.339\tvalid_0's tweedie: 11.0872\n",
"[80]\tvalid_0's poisson: -109.347\tvalid_0's tweedie: 11.0868\n",
"[81]\tvalid_0's poisson: -109.347\tvalid_0's tweedie: 11.0869\n",
"[82]\tvalid_0's poisson: -109.346\tvalid_0's tweedie: 11.0872\n",
"[83]\tvalid_0's poisson: -109.345\tvalid_0's tweedie: 11.0887\n",
"[84]\tvalid_0's poisson: -109.346\tvalid_0's tweedie: 11.0884\n",
"[85]\tvalid_0's poisson: -109.352\tvalid_0's tweedie: 11.0881\n",
"[86]\tvalid_0's poisson: -109.357\tvalid_0's tweedie: 11.0871\n",
"[87]\tvalid_0's poisson: -109.36\tvalid_0's tweedie: 11.0871\n",
"[88]\tvalid_0's poisson: -109.367\tvalid_0's tweedie: 11.0864\n",
"[89]\tvalid_0's poisson: -109.378\tvalid_0's tweedie: 11.0858\n",
"[90]\tvalid_0's poisson: -109.379\tvalid_0's tweedie: 11.0858\n",
"[91]\tvalid_0's poisson: -109.38\tvalid_0's tweedie: 11.0868\n",
"[92]\tvalid_0's poisson: -109.381\tvalid_0's tweedie: 11.0863\n",
"[93]\tvalid_0's poisson: -109.389\tvalid_0's tweedie: 11.0858\n",
"[94]\tvalid_0's poisson: -109.4\tvalid_0's tweedie: 11.0857\n",
"[95]\tvalid_0's poisson: -109.402\tvalid_0's tweedie: 11.0852\n",
"[96]\tvalid_0's poisson: -109.404\tvalid_0's tweedie: 11.0851\n",
"[97]\tvalid_0's poisson: -109.404\tvalid_0's tweedie: 11.0855\n",
"[98]\tvalid_0's poisson: -109.403\tvalid_0's tweedie: 11.0852\n",
"[99]\tvalid_0's poisson: -109.405\tvalid_0's tweedie: 11.0857\n",
"[100]\tvalid_0's poisson: -109.41\tvalid_0's tweedie: 11.0857\n",
"[CV] END bagging_fraction=0.5, lambda_l1=0.1, lambda_l2=1, learning_rate=0.25, max_depth=4, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -95.6471\tvalid_0's tweedie: 262.307\n",
"[2]\tvalid_0's poisson: -99.9416\tvalid_0's tweedie: 259.351\n",
"[3]\tvalid_0's poisson: -102.546\tvalid_0's tweedie: 257.527\n",
"[4]\tvalid_0's poisson: -104.323\tvalid_0's tweedie: 256.256\n",
"[5]\tvalid_0's poisson: -105.565\tvalid_0's tweedie: 255.355\n",
"[6]\tvalid_0's poisson: -106.438\tvalid_0's tweedie: 254.713\n",
"[7]\tvalid_0's poisson: -107.085\tvalid_0's tweedie: 254.232\n",
"[8]\tvalid_0's poisson: -107.535\tvalid_0's tweedie: 253.889\n",
"[9]\tvalid_0's poisson: -107.895\tvalid_0's tweedie: 253.619\n",
"[10]\tvalid_0's poisson: -108.167\tvalid_0's tweedie: 253.414\n",
"[11]\tvalid_0's poisson: -108.384\tvalid_0's tweedie: 253.25\n",
"[12]\tvalid_0's poisson: -108.527\tvalid_0's tweedie: 253.14\n",
"[13]\tvalid_0's poisson: -108.606\tvalid_0's tweedie: 253.078\n",
"[14]\tvalid_0's poisson: -108.688\tvalid_0's tweedie: 253.017\n",
"[15]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 252.973\n",
"[16]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 252.903\n",
"[17]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 252.865\n",
"[18]\tvalid_0's poisson: -108.956\tvalid_0's tweedie: 252.826\n",
"[19]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 252.767\n",
"[20]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 252.749\n",
"[21]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 252.719\n",
"[22]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 252.698\n",
"[23]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 252.693\n",
"[24]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 252.659\n",
"[25]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 252.64\n",
"[26]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 252.629\n",
"[27]\tvalid_0's poisson: -109.257\tvalid_0's tweedie: 252.618\n",
"[28]\tvalid_0's poisson: -109.289\tvalid_0's tweedie: 252.597\n",
"[29]\tvalid_0's poisson: -109.308\tvalid_0's tweedie: 252.584\n",
"[30]\tvalid_0's poisson: -109.316\tvalid_0's tweedie: 252.579\n",
"[31]\tvalid_0's poisson: -109.327\tvalid_0's tweedie: 252.571\n",
"[32]\tvalid_0's poisson: -109.349\tvalid_0's tweedie: 252.557\n",
"[33]\tvalid_0's poisson: -109.365\tvalid_0's tweedie: 252.547\n",
"[34]\tvalid_0's poisson: -109.385\tvalid_0's tweedie: 252.532\n",
"[35]\tvalid_0's poisson: -109.388\tvalid_0's tweedie: 252.529\n",
"[36]\tvalid_0's poisson: -109.395\tvalid_0's tweedie: 252.524\n",
"[37]\tvalid_0's poisson: -109.41\tvalid_0's tweedie: 252.514\n",
"[38]\tvalid_0's poisson: -109.439\tvalid_0's tweedie: 252.496\n",
"[39]\tvalid_0's poisson: -109.442\tvalid_0's tweedie: 252.493\n",
"[40]\tvalid_0's poisson: -109.438\tvalid_0's tweedie: 252.496\n",
"[41]\tvalid_0's poisson: -109.447\tvalid_0's tweedie: 252.49\n",
"[42]\tvalid_0's poisson: -109.457\tvalid_0's tweedie: 252.484\n",
"[43]\tvalid_0's poisson: -109.471\tvalid_0's tweedie: 252.473\n",
"[44]\tvalid_0's poisson: -109.473\tvalid_0's tweedie: 252.472\n",
"[45]\tvalid_0's poisson: -109.482\tvalid_0's tweedie: 252.466\n",
"[46]\tvalid_0's poisson: -109.498\tvalid_0's tweedie: 252.456\n",
"[47]\tvalid_0's poisson: -109.499\tvalid_0's tweedie: 252.455\n",
"[48]\tvalid_0's poisson: -109.506\tvalid_0's tweedie: 252.45\n",
"[49]\tvalid_0's poisson: -109.507\tvalid_0's tweedie: 252.45\n",
"[50]\tvalid_0's poisson: -109.518\tvalid_0's tweedie: 252.442\n",
"[51]\tvalid_0's poisson: -109.525\tvalid_0's tweedie: 252.437\n",
"[52]\tvalid_0's poisson: -109.53\tvalid_0's tweedie: 252.434\n",
"[53]\tvalid_0's poisson: -109.532\tvalid_0's tweedie: 252.432\n",
"[54]\tvalid_0's poisson: -109.537\tvalid_0's tweedie: 252.429\n",
"[55]\tvalid_0's poisson: -109.54\tvalid_0's tweedie: 252.427\n",
"[56]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 252.426\n",
"[57]\tvalid_0's poisson: -109.545\tvalid_0's tweedie: 252.424\n",
"[58]\tvalid_0's poisson: -109.544\tvalid_0's tweedie: 252.424\n",
"[59]\tvalid_0's poisson: -109.55\tvalid_0's tweedie: 252.421\n",
"[60]\tvalid_0's poisson: -109.563\tvalid_0's tweedie: 252.412\n",
"[61]\tvalid_0's poisson: -109.568\tvalid_0's tweedie: 252.409\n",
"[62]\tvalid_0's poisson: -109.573\tvalid_0's tweedie: 252.405\n",
"[63]\tvalid_0's poisson: -109.579\tvalid_0's tweedie: 252.401\n",
"[64]\tvalid_0's poisson: -109.589\tvalid_0's tweedie: 252.394\n",
"[65]\tvalid_0's poisson: -109.593\tvalid_0's tweedie: 252.391\n",
"[66]\tvalid_0's poisson: -109.598\tvalid_0's tweedie: 252.388\n",
"[67]\tvalid_0's poisson: -109.609\tvalid_0's tweedie: 252.381\n",
"[68]\tvalid_0's poisson: -109.609\tvalid_0's tweedie: 252.381\n",
"[69]\tvalid_0's poisson: -109.614\tvalid_0's tweedie: 252.378\n",
"[70]\tvalid_0's poisson: -109.616\tvalid_0's tweedie: 252.376\n",
"[71]\tvalid_0's poisson: -109.624\tvalid_0's tweedie: 252.371\n",
"[72]\tvalid_0's poisson: -109.628\tvalid_0's tweedie: 252.367\n",
"[73]\tvalid_0's poisson: -109.638\tvalid_0's tweedie: 252.361\n",
"[74]\tvalid_0's poisson: -109.642\tvalid_0's tweedie: 252.358\n",
"[75]\tvalid_0's poisson: -109.652\tvalid_0's tweedie: 252.351\n",
"[76]\tvalid_0's poisson: -109.657\tvalid_0's tweedie: 252.348\n",
"[77]\tvalid_0's poisson: -109.662\tvalid_0's tweedie: 252.345\n",
"[78]\tvalid_0's poisson: -109.661\tvalid_0's tweedie: 252.345\n",
"[79]\tvalid_0's poisson: -109.663\tvalid_0's tweedie: 252.344\n",
"[80]\tvalid_0's poisson: -109.673\tvalid_0's tweedie: 252.337\n",
"[81]\tvalid_0's poisson: -109.674\tvalid_0's tweedie: 252.337\n",
"[82]\tvalid_0's poisson: -109.671\tvalid_0's tweedie: 252.338\n",
"[83]\tvalid_0's poisson: -109.673\tvalid_0's tweedie: 252.337\n",
"[84]\tvalid_0's poisson: -109.672\tvalid_0's tweedie: 252.338\n",
"[85]\tvalid_0's poisson: -109.672\tvalid_0's tweedie: 252.337\n",
"[86]\tvalid_0's poisson: -109.671\tvalid_0's tweedie: 252.338\n",
"[87]\tvalid_0's poisson: -109.669\tvalid_0's tweedie: 252.339\n",
"[88]\tvalid_0's poisson: -109.677\tvalid_0's tweedie: 252.335\n",
"[89]\tvalid_0's poisson: -109.677\tvalid_0's tweedie: 252.334\n",
"[90]\tvalid_0's poisson: -109.676\tvalid_0's tweedie: 252.335\n",
"[91]\tvalid_0's poisson: -109.677\tvalid_0's tweedie: 252.335\n",
"[92]\tvalid_0's poisson: -109.674\tvalid_0's tweedie: 252.336\n",
"[93]\tvalid_0's poisson: -109.672\tvalid_0's tweedie: 252.337\n",
"[94]\tvalid_0's poisson: -109.674\tvalid_0's tweedie: 252.336\n",
"[95]\tvalid_0's poisson: -109.677\tvalid_0's tweedie: 252.334\n",
"[96]\tvalid_0's poisson: -109.679\tvalid_0's tweedie: 252.332\n",
"[97]\tvalid_0's poisson: -109.68\tvalid_0's tweedie: 252.332\n",
"[98]\tvalid_0's poisson: -109.679\tvalid_0's tweedie: 252.333\n",
"[99]\tvalid_0's poisson: -109.68\tvalid_0's tweedie: 252.332\n",
"[100]\tvalid_0's poisson: -109.679\tvalid_0's tweedie: 252.333\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.6342\tvalid_0's tweedie: 262.314\n",
"[2]\tvalid_0's poisson: -100.12\tvalid_0's tweedie: 259.228\n",
"[3]\tvalid_0's poisson: -102.73\tvalid_0's tweedie: 257.4\n",
"[4]\tvalid_0's poisson: -104.474\tvalid_0's tweedie: 256.156\n",
"[5]\tvalid_0's poisson: -105.644\tvalid_0's tweedie: 255.304\n",
"[6]\tvalid_0's poisson: -106.551\tvalid_0's tweedie: 254.641\n",
"[7]\tvalid_0's poisson: -107.173\tvalid_0's tweedie: 254.173\n",
"[8]\tvalid_0's poisson: -107.608\tvalid_0's tweedie: 253.843\n",
"[9]\tvalid_0's poisson: -107.962\tvalid_0's tweedie: 253.576\n",
"[10]\tvalid_0's poisson: -108.241\tvalid_0's tweedie: 253.367\n",
"[11]\tvalid_0's poisson: -108.427\tvalid_0's tweedie: 253.227\n",
"[12]\tvalid_0's poisson: -108.561\tvalid_0's tweedie: 253.124\n",
"[13]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 253.039\n",
"[14]\tvalid_0's poisson: -108.765\tvalid_0's tweedie: 252.972\n",
"[15]\tvalid_0's poisson: -108.833\tvalid_0's tweedie: 252.921\n",
"[16]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 252.884\n",
"[17]\tvalid_0's poisson: -108.979\tvalid_0's tweedie: 252.814\n",
"[18]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 252.763\n",
"[19]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 252.745\n",
"[20]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 252.709\n",
"[21]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 252.697\n",
"[22]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 252.678\n",
"[23]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 252.657\n",
"[24]\tvalid_0's poisson: -109.204\tvalid_0's tweedie: 252.655\n",
"[25]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 252.636\n",
"[26]\tvalid_0's poisson: -109.266\tvalid_0's tweedie: 252.611\n",
"[27]\tvalid_0's poisson: -109.304\tvalid_0's tweedie: 252.586\n",
"[28]\tvalid_0's poisson: -109.335\tvalid_0's tweedie: 252.566\n",
"[29]\tvalid_0's poisson: -109.349\tvalid_0's tweedie: 252.556\n",
"[30]\tvalid_0's poisson: -109.363\tvalid_0's tweedie: 252.545\n",
"[31]\tvalid_0's poisson: -109.371\tvalid_0's tweedie: 252.54\n",
"[32]\tvalid_0's poisson: -109.384\tvalid_0's tweedie: 252.531\n",
"[33]\tvalid_0's poisson: -109.386\tvalid_0's tweedie: 252.53\n",
"[34]\tvalid_0's poisson: -109.389\tvalid_0's tweedie: 252.527\n",
"[35]\tvalid_0's poisson: -109.404\tvalid_0's tweedie: 252.517\n",
"[36]\tvalid_0's poisson: -109.426\tvalid_0's tweedie: 252.503\n",
"[37]\tvalid_0's poisson: -109.43\tvalid_0's tweedie: 252.501\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[38]\tvalid_0's poisson: -109.437\tvalid_0's tweedie: 252.496\n",
"[39]\tvalid_0's poisson: -109.453\tvalid_0's tweedie: 252.486\n",
"[40]\tvalid_0's poisson: -109.454\tvalid_0's tweedie: 252.485\n",
"[41]\tvalid_0's poisson: -109.466\tvalid_0's tweedie: 252.477\n",
"[42]\tvalid_0's poisson: -109.469\tvalid_0's tweedie: 252.475\n",
"[43]\tvalid_0's poisson: -109.48\tvalid_0's tweedie: 252.469\n",
"[44]\tvalid_0's poisson: -109.485\tvalid_0's tweedie: 252.463\n",
"[45]\tvalid_0's poisson: -109.494\tvalid_0's tweedie: 252.458\n",
"[46]\tvalid_0's poisson: -109.494\tvalid_0's tweedie: 252.458\n",
"[47]\tvalid_0's poisson: -109.503\tvalid_0's tweedie: 252.452\n",
"[48]\tvalid_0's poisson: -109.513\tvalid_0's tweedie: 252.445\n",
"[49]\tvalid_0's poisson: -109.524\tvalid_0's tweedie: 252.438\n",
"[50]\tvalid_0's poisson: -109.528\tvalid_0's tweedie: 252.435\n",
"[51]\tvalid_0's poisson: -109.535\tvalid_0's tweedie: 252.43\n",
"[52]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 252.426\n",
"[53]\tvalid_0's poisson: -109.542\tvalid_0's tweedie: 252.425\n",
"[54]\tvalid_0's poisson: -109.544\tvalid_0's tweedie: 252.424\n",
"[55]\tvalid_0's poisson: -109.549\tvalid_0's tweedie: 252.419\n",
"[56]\tvalid_0's poisson: -109.555\tvalid_0's tweedie: 252.416\n",
"[57]\tvalid_0's poisson: -109.555\tvalid_0's tweedie: 252.415\n",
"[58]\tvalid_0's poisson: -109.563\tvalid_0's tweedie: 252.41\n",
"[59]\tvalid_0's poisson: -109.568\tvalid_0's tweedie: 252.407\n",
"[60]\tvalid_0's poisson: -109.57\tvalid_0's tweedie: 252.405\n",
"[61]\tvalid_0's poisson: -109.573\tvalid_0's tweedie: 252.404\n",
"[62]\tvalid_0's poisson: -109.575\tvalid_0's tweedie: 252.403\n",
"[63]\tvalid_0's poisson: -109.583\tvalid_0's tweedie: 252.398\n",
"[64]\tvalid_0's poisson: -109.584\tvalid_0's tweedie: 252.397\n",
"[65]\tvalid_0's poisson: -109.586\tvalid_0's tweedie: 252.396\n",
"[66]\tvalid_0's poisson: -109.592\tvalid_0's tweedie: 252.391\n",
"[67]\tvalid_0's poisson: -109.599\tvalid_0's tweedie: 252.386\n",
"[68]\tvalid_0's poisson: -109.6\tvalid_0's tweedie: 252.386\n",
"[69]\tvalid_0's poisson: -109.608\tvalid_0's tweedie: 252.38\n",
"[70]\tvalid_0's poisson: -109.615\tvalid_0's tweedie: 252.376\n",
"[71]\tvalid_0's poisson: -109.618\tvalid_0's tweedie: 252.374\n",
"[72]\tvalid_0's poisson: -109.62\tvalid_0's tweedie: 252.373\n",
"[73]\tvalid_0's poisson: -109.619\tvalid_0's tweedie: 252.373\n",
"[74]\tvalid_0's poisson: -109.622\tvalid_0's tweedie: 252.371\n",
"[75]\tvalid_0's poisson: -109.622\tvalid_0's tweedie: 252.372\n",
"[76]\tvalid_0's poisson: -109.622\tvalid_0's tweedie: 252.372\n",
"[77]\tvalid_0's poisson: -109.625\tvalid_0's tweedie: 252.37\n",
"[78]\tvalid_0's poisson: -109.624\tvalid_0's tweedie: 252.37\n",
"[79]\tvalid_0's poisson: -109.628\tvalid_0's tweedie: 252.368\n",
"[80]\tvalid_0's poisson: -109.63\tvalid_0's tweedie: 252.366\n",
"[81]\tvalid_0's poisson: -109.629\tvalid_0's tweedie: 252.368\n",
"[82]\tvalid_0's poisson: -109.631\tvalid_0's tweedie: 252.366\n",
"[83]\tvalid_0's poisson: -109.634\tvalid_0's tweedie: 252.364\n",
"[84]\tvalid_0's poisson: -109.641\tvalid_0's tweedie: 252.36\n",
"[85]\tvalid_0's poisson: -109.645\tvalid_0's tweedie: 252.357\n",
"[86]\tvalid_0's poisson: -109.643\tvalid_0's tweedie: 252.358\n",
"[87]\tvalid_0's poisson: -109.64\tvalid_0's tweedie: 252.36\n",
"[88]\tvalid_0's poisson: -109.646\tvalid_0's tweedie: 252.357\n",
"[89]\tvalid_0's poisson: -109.65\tvalid_0's tweedie: 252.354\n",
"[90]\tvalid_0's poisson: -109.653\tvalid_0's tweedie: 252.352\n",
"[91]\tvalid_0's poisson: -109.653\tvalid_0's tweedie: 252.352\n",
"[92]\tvalid_0's poisson: -109.653\tvalid_0's tweedie: 252.352\n",
"[93]\tvalid_0's poisson: -109.66\tvalid_0's tweedie: 252.347\n",
"[94]\tvalid_0's poisson: -109.66\tvalid_0's tweedie: 252.347\n",
"[95]\tvalid_0's poisson: -109.66\tvalid_0's tweedie: 252.347\n",
"[96]\tvalid_0's poisson: -109.662\tvalid_0's tweedie: 252.346\n",
"[97]\tvalid_0's poisson: -109.663\tvalid_0's tweedie: 252.345\n",
"[98]\tvalid_0's poisson: -109.667\tvalid_0's tweedie: 252.342\n",
"[99]\tvalid_0's poisson: -109.666\tvalid_0's tweedie: 252.343\n",
"[100]\tvalid_0's poisson: -109.665\tvalid_0's tweedie: 252.344\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.7181\tvalid_0's tweedie: 262.259\n",
"[2]\tvalid_0's poisson: -100.089\tvalid_0's tweedie: 259.253\n",
"[3]\tvalid_0's poisson: -102.678\tvalid_0's tweedie: 257.438\n",
"[4]\tvalid_0's poisson: -104.437\tvalid_0's tweedie: 256.18\n",
"[5]\tvalid_0's poisson: -105.646\tvalid_0's tweedie: 255.304\n",
"[6]\tvalid_0's poisson: -106.482\tvalid_0's tweedie: 254.684\n",
"[7]\tvalid_0's poisson: -107.135\tvalid_0's tweedie: 254.2\n",
"[8]\tvalid_0's poisson: -107.644\tvalid_0's tweedie: 253.817\n",
"[9]\tvalid_0's poisson: -107.943\tvalid_0's tweedie: 253.584\n",
"[10]\tvalid_0's poisson: -108.215\tvalid_0's tweedie: 253.38\n",
"[11]\tvalid_0's poisson: -108.423\tvalid_0's tweedie: 253.225\n",
"[12]\tvalid_0's poisson: -108.56\tvalid_0's tweedie: 253.121\n",
"[13]\tvalid_0's poisson: -108.667\tvalid_0's tweedie: 253.041\n",
"[14]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 252.976\n",
"[15]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 252.914\n",
"[16]\tvalid_0's poisson: -108.911\tvalid_0's tweedie: 252.858\n",
"[17]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 252.813\n",
"[18]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 252.776\n",
"[19]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 252.759\n",
"[20]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 252.737\n",
"[21]\tvalid_0's poisson: -109.111\tvalid_0's tweedie: 252.716\n",
"[22]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 252.7\n",
"[23]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 252.695\n",
"[24]\tvalid_0's poisson: -109.189\tvalid_0's tweedie: 252.663\n",
"[25]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 252.631\n",
"[26]\tvalid_0's poisson: -109.259\tvalid_0's tweedie: 252.617\n",
"[27]\tvalid_0's poisson: -109.282\tvalid_0's tweedie: 252.601\n",
"[28]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 252.585\n",
"[29]\tvalid_0's poisson: -109.302\tvalid_0's tweedie: 252.585\n",
"[30]\tvalid_0's poisson: -109.336\tvalid_0's tweedie: 252.562\n",
"[31]\tvalid_0's poisson: -109.362\tvalid_0's tweedie: 252.544\n",
"[32]\tvalid_0's poisson: -109.374\tvalid_0's tweedie: 252.537\n",
"[33]\tvalid_0's poisson: -109.4\tvalid_0's tweedie: 252.519\n",
"[34]\tvalid_0's poisson: -109.406\tvalid_0's tweedie: 252.515\n",
"[35]\tvalid_0's poisson: -109.422\tvalid_0's tweedie: 252.505\n",
"[36]\tvalid_0's poisson: -109.448\tvalid_0's tweedie: 252.487\n",
"[37]\tvalid_0's poisson: -109.456\tvalid_0's tweedie: 252.481\n",
"[38]\tvalid_0's poisson: -109.469\tvalid_0's tweedie: 252.473\n",
"[39]\tvalid_0's poisson: -109.478\tvalid_0's tweedie: 252.466\n",
"[40]\tvalid_0's poisson: -109.481\tvalid_0's tweedie: 252.464\n",
"[41]\tvalid_0's poisson: -109.485\tvalid_0's tweedie: 252.461\n",
"[42]\tvalid_0's poisson: -109.487\tvalid_0's tweedie: 252.46\n",
"[43]\tvalid_0's poisson: -109.486\tvalid_0's tweedie: 252.46\n",
"[44]\tvalid_0's poisson: -109.486\tvalid_0's tweedie: 252.461\n",
"[45]\tvalid_0's poisson: -109.493\tvalid_0's tweedie: 252.454\n",
"[46]\tvalid_0's poisson: -109.492\tvalid_0's tweedie: 252.455\n",
"[47]\tvalid_0's poisson: -109.497\tvalid_0's tweedie: 252.452\n",
"[48]\tvalid_0's poisson: -109.499\tvalid_0's tweedie: 252.45\n",
"[49]\tvalid_0's poisson: -109.501\tvalid_0's tweedie: 252.449\n",
"[50]\tvalid_0's poisson: -109.515\tvalid_0's tweedie: 252.44\n",
"[51]\tvalid_0's poisson: -109.525\tvalid_0's tweedie: 252.434\n",
"[52]\tvalid_0's poisson: -109.537\tvalid_0's tweedie: 252.426\n",
"[53]\tvalid_0's poisson: -109.538\tvalid_0's tweedie: 252.425\n",
"[54]\tvalid_0's poisson: -109.539\tvalid_0's tweedie: 252.425\n",
"[55]\tvalid_0's poisson: -109.544\tvalid_0's tweedie: 252.422\n",
"[56]\tvalid_0's poisson: -109.55\tvalid_0's tweedie: 252.417\n",
"[57]\tvalid_0's poisson: -109.557\tvalid_0's tweedie: 252.413\n",
"[58]\tvalid_0's poisson: -109.562\tvalid_0's tweedie: 252.409\n",
"[59]\tvalid_0's poisson: -109.57\tvalid_0's tweedie: 252.404\n",
"[60]\tvalid_0's poisson: -109.572\tvalid_0's tweedie: 252.402\n",
"[61]\tvalid_0's poisson: -109.569\tvalid_0's tweedie: 252.404\n",
"[62]\tvalid_0's poisson: -109.574\tvalid_0's tweedie: 252.4\n",
"[63]\tvalid_0's poisson: -109.576\tvalid_0's tweedie: 252.399\n",
"[64]\tvalid_0's poisson: -109.583\tvalid_0's tweedie: 252.394\n",
"[65]\tvalid_0's poisson: -109.587\tvalid_0's tweedie: 252.391\n",
"[66]\tvalid_0's poisson: -109.598\tvalid_0's tweedie: 252.384\n",
"[67]\tvalid_0's poisson: -109.604\tvalid_0's tweedie: 252.38\n",
"[68]\tvalid_0's poisson: -109.607\tvalid_0's tweedie: 252.378\n",
"[69]\tvalid_0's poisson: -109.609\tvalid_0's tweedie: 252.377\n",
"[70]\tvalid_0's poisson: -109.608\tvalid_0's tweedie: 252.377\n",
"[71]\tvalid_0's poisson: -109.62\tvalid_0's tweedie: 252.37\n",
"[72]\tvalid_0's poisson: -109.618\tvalid_0's tweedie: 252.371\n",
"[73]\tvalid_0's poisson: -109.623\tvalid_0's tweedie: 252.367\n",
"[74]\tvalid_0's poisson: -109.632\tvalid_0's tweedie: 252.361\n",
"[75]\tvalid_0's poisson: -109.638\tvalid_0's tweedie: 252.357\n",
"[76]\tvalid_0's poisson: -109.639\tvalid_0's tweedie: 252.356\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[77]\tvalid_0's poisson: -109.648\tvalid_0's tweedie: 252.35\n",
"[78]\tvalid_0's poisson: -109.645\tvalid_0's tweedie: 252.352\n",
"[79]\tvalid_0's poisson: -109.646\tvalid_0's tweedie: 252.351\n",
"[80]\tvalid_0's poisson: -109.647\tvalid_0's tweedie: 252.351\n",
"[81]\tvalid_0's poisson: -109.652\tvalid_0's tweedie: 252.348\n",
"[82]\tvalid_0's poisson: -109.655\tvalid_0's tweedie: 252.346\n",
"[83]\tvalid_0's poisson: -109.656\tvalid_0's tweedie: 252.345\n",
"[84]\tvalid_0's poisson: -109.66\tvalid_0's tweedie: 252.343\n",
"[85]\tvalid_0's poisson: -109.659\tvalid_0's tweedie: 252.343\n",
"[86]\tvalid_0's poisson: -109.667\tvalid_0's tweedie: 252.337\n",
"[87]\tvalid_0's poisson: -109.668\tvalid_0's tweedie: 252.336\n",
"[88]\tvalid_0's poisson: -109.67\tvalid_0's tweedie: 252.335\n",
"[89]\tvalid_0's poisson: -109.677\tvalid_0's tweedie: 252.331\n",
"[90]\tvalid_0's poisson: -109.675\tvalid_0's tweedie: 252.332\n",
"[91]\tvalid_0's poisson: -109.676\tvalid_0's tweedie: 252.331\n",
"[92]\tvalid_0's poisson: -109.678\tvalid_0's tweedie: 252.33\n",
"[93]\tvalid_0's poisson: -109.683\tvalid_0's tweedie: 252.327\n",
"[94]\tvalid_0's poisson: -109.684\tvalid_0's tweedie: 252.326\n",
"[95]\tvalid_0's poisson: -109.686\tvalid_0's tweedie: 252.325\n",
"[96]\tvalid_0's poisson: -109.692\tvalid_0's tweedie: 252.322\n",
"[97]\tvalid_0's poisson: -109.691\tvalid_0's tweedie: 252.322\n",
"[98]\tvalid_0's poisson: -109.691\tvalid_0's tweedie: 252.322\n",
"[99]\tvalid_0's poisson: -109.693\tvalid_0's tweedie: 252.321\n",
"[100]\tvalid_0's poisson: -109.692\tvalid_0's tweedie: 252.321\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.7905\tvalid_0's tweedie: 262.209\n",
"[2]\tvalid_0's poisson: -100.184\tvalid_0's tweedie: 259.185\n",
"[3]\tvalid_0's poisson: -102.76\tvalid_0's tweedie: 257.38\n",
"[4]\tvalid_0's poisson: -104.482\tvalid_0's tweedie: 256.146\n",
"[5]\tvalid_0's poisson: -105.718\tvalid_0's tweedie: 255.25\n",
"[6]\tvalid_0's poisson: -106.635\tvalid_0's tweedie: 254.575\n",
"[7]\tvalid_0's poisson: -107.206\tvalid_0's tweedie: 254.145\n",
"[8]\tvalid_0's poisson: -107.65\tvalid_0's tweedie: 253.809\n",
"[9]\tvalid_0's poisson: -107.966\tvalid_0's tweedie: 253.569\n",
"[10]\tvalid_0's poisson: -108.225\tvalid_0's tweedie: 253.375\n",
"[11]\tvalid_0's poisson: -108.4\tvalid_0's tweedie: 253.238\n",
"[12]\tvalid_0's poisson: -108.544\tvalid_0's tweedie: 253.133\n",
"[13]\tvalid_0's poisson: -108.649\tvalid_0's tweedie: 253.049\n",
"[14]\tvalid_0's poisson: -108.716\tvalid_0's tweedie: 252.997\n",
"[15]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 252.958\n",
"[16]\tvalid_0's poisson: -108.846\tvalid_0's tweedie: 252.9\n",
"[17]\tvalid_0's poisson: -108.922\tvalid_0's tweedie: 252.849\n",
"[18]\tvalid_0's poisson: -108.998\tvalid_0's tweedie: 252.797\n",
"[19]\tvalid_0's poisson: -109.025\tvalid_0's tweedie: 252.776\n",
"[20]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 252.75\n",
"[21]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 252.718\n",
"[22]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 252.699\n",
"[23]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 252.684\n",
"[24]\tvalid_0's poisson: -109.172\tvalid_0's tweedie: 252.673\n",
"[25]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 252.656\n",
"[26]\tvalid_0's poisson: -109.208\tvalid_0's tweedie: 252.648\n",
"[27]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 252.625\n",
"[28]\tvalid_0's poisson: -109.267\tvalid_0's tweedie: 252.609\n",
"[29]\tvalid_0's poisson: -109.279\tvalid_0's tweedie: 252.601\n",
"[30]\tvalid_0's poisson: -109.295\tvalid_0's tweedie: 252.591\n",
"[31]\tvalid_0's poisson: -109.307\tvalid_0's tweedie: 252.581\n",
"[32]\tvalid_0's poisson: -109.324\tvalid_0's tweedie: 252.57\n",
"[33]\tvalid_0's poisson: -109.344\tvalid_0's tweedie: 252.557\n",
"[34]\tvalid_0's poisson: -109.358\tvalid_0's tweedie: 252.548\n",
"[35]\tvalid_0's poisson: -109.363\tvalid_0's tweedie: 252.544\n",
"[36]\tvalid_0's poisson: -109.37\tvalid_0's tweedie: 252.539\n",
"[37]\tvalid_0's poisson: -109.38\tvalid_0's tweedie: 252.532\n",
"[38]\tvalid_0's poisson: -109.386\tvalid_0's tweedie: 252.528\n",
"[39]\tvalid_0's poisson: -109.388\tvalid_0's tweedie: 252.527\n",
"[40]\tvalid_0's poisson: -109.395\tvalid_0's tweedie: 252.523\n",
"[41]\tvalid_0's poisson: -109.396\tvalid_0's tweedie: 252.522\n",
"[42]\tvalid_0's poisson: -109.407\tvalid_0's tweedie: 252.514\n",
"[43]\tvalid_0's poisson: -109.424\tvalid_0's tweedie: 252.504\n",
"[44]\tvalid_0's poisson: -109.432\tvalid_0's tweedie: 252.499\n",
"[45]\tvalid_0's poisson: -109.439\tvalid_0's tweedie: 252.493\n",
"[46]\tvalid_0's poisson: -109.442\tvalid_0's tweedie: 252.492\n",
"[47]\tvalid_0's poisson: -109.45\tvalid_0's tweedie: 252.486\n",
"[48]\tvalid_0's poisson: -109.456\tvalid_0's tweedie: 252.481\n",
"[49]\tvalid_0's poisson: -109.465\tvalid_0's tweedie: 252.476\n",
"[50]\tvalid_0's poisson: -109.472\tvalid_0's tweedie: 252.471\n",
"[51]\tvalid_0's poisson: -109.477\tvalid_0's tweedie: 252.468\n",
"[52]\tvalid_0's poisson: -109.478\tvalid_0's tweedie: 252.467\n",
"[53]\tvalid_0's poisson: -109.478\tvalid_0's tweedie: 252.467\n",
"[54]\tvalid_0's poisson: -109.481\tvalid_0's tweedie: 252.465\n",
"[55]\tvalid_0's poisson: -109.502\tvalid_0's tweedie: 252.451\n",
"[56]\tvalid_0's poisson: -109.503\tvalid_0's tweedie: 252.45\n",
"[57]\tvalid_0's poisson: -109.51\tvalid_0's tweedie: 252.445\n",
"[58]\tvalid_0's poisson: -109.522\tvalid_0's tweedie: 252.437\n",
"[59]\tvalid_0's poisson: -109.538\tvalid_0's tweedie: 252.426\n",
"[60]\tvalid_0's poisson: -109.548\tvalid_0's tweedie: 252.42\n",
"[61]\tvalid_0's poisson: -109.551\tvalid_0's tweedie: 252.417\n",
"[62]\tvalid_0's poisson: -109.559\tvalid_0's tweedie: 252.413\n",
"[63]\tvalid_0's poisson: -109.563\tvalid_0's tweedie: 252.41\n",
"[64]\tvalid_0's poisson: -109.563\tvalid_0's tweedie: 252.41\n",
"[65]\tvalid_0's poisson: -109.567\tvalid_0's tweedie: 252.408\n",
"[66]\tvalid_0's poisson: -109.577\tvalid_0's tweedie: 252.401\n",
"[67]\tvalid_0's poisson: -109.578\tvalid_0's tweedie: 252.4\n",
"[68]\tvalid_0's poisson: -109.575\tvalid_0's tweedie: 252.402\n",
"[69]\tvalid_0's poisson: -109.58\tvalid_0's tweedie: 252.399\n",
"[70]\tvalid_0's poisson: -109.601\tvalid_0's tweedie: 252.385\n",
"[71]\tvalid_0's poisson: -109.607\tvalid_0's tweedie: 252.381\n",
"[72]\tvalid_0's poisson: -109.62\tvalid_0's tweedie: 252.372\n",
"[73]\tvalid_0's poisson: -109.626\tvalid_0's tweedie: 252.369\n",
"[74]\tvalid_0's poisson: -109.63\tvalid_0's tweedie: 252.366\n",
"[75]\tvalid_0's poisson: -109.631\tvalid_0's tweedie: 252.365\n",
"[76]\tvalid_0's poisson: -109.642\tvalid_0's tweedie: 252.359\n",
"[77]\tvalid_0's poisson: -109.645\tvalid_0's tweedie: 252.356\n",
"[78]\tvalid_0's poisson: -109.647\tvalid_0's tweedie: 252.355\n",
"[79]\tvalid_0's poisson: -109.644\tvalid_0's tweedie: 252.356\n",
"[80]\tvalid_0's poisson: -109.647\tvalid_0's tweedie: 252.355\n",
"[81]\tvalid_0's poisson: -109.647\tvalid_0's tweedie: 252.355\n",
"[82]\tvalid_0's poisson: -109.652\tvalid_0's tweedie: 252.352\n",
"[83]\tvalid_0's poisson: -109.66\tvalid_0's tweedie: 252.347\n",
"[84]\tvalid_0's poisson: -109.663\tvalid_0's tweedie: 252.345\n",
"[85]\tvalid_0's poisson: -109.668\tvalid_0's tweedie: 252.341\n",
"[86]\tvalid_0's poisson: -109.666\tvalid_0's tweedie: 252.343\n",
"[87]\tvalid_0's poisson: -109.665\tvalid_0's tweedie: 252.343\n",
"[88]\tvalid_0's poisson: -109.667\tvalid_0's tweedie: 252.342\n",
"[89]\tvalid_0's poisson: -109.675\tvalid_0's tweedie: 252.336\n",
"[90]\tvalid_0's poisson: -109.677\tvalid_0's tweedie: 252.335\n",
"[91]\tvalid_0's poisson: -109.676\tvalid_0's tweedie: 252.336\n",
"[92]\tvalid_0's poisson: -109.675\tvalid_0's tweedie: 252.336\n",
"[93]\tvalid_0's poisson: -109.672\tvalid_0's tweedie: 252.339\n",
"[94]\tvalid_0's poisson: -109.681\tvalid_0's tweedie: 252.333\n",
"[95]\tvalid_0's poisson: -109.681\tvalid_0's tweedie: 252.332\n",
"[96]\tvalid_0's poisson: -109.681\tvalid_0's tweedie: 252.332\n",
"[97]\tvalid_0's poisson: -109.683\tvalid_0's tweedie: 252.331\n",
"[98]\tvalid_0's poisson: -109.683\tvalid_0's tweedie: 252.332\n",
"[99]\tvalid_0's poisson: -109.687\tvalid_0's tweedie: 252.329\n",
"[100]\tvalid_0's poisson: -109.69\tvalid_0's tweedie: 252.327\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5, tweedie_variance_power=1.1; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=10, reg_alpha=0.0 will be ignored. Current value: lambda_l1=10\n",
"[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.6947\tvalid_0's tweedie: 262.279\n",
"[2]\tvalid_0's poisson: -99.9977\tvalid_0's tweedie: 259.317\n",
"[3]\tvalid_0's poisson: -102.618\tvalid_0's tweedie: 257.48\n",
"[4]\tvalid_0's poisson: -104.316\tvalid_0's tweedie: 256.265\n",
"[5]\tvalid_0's poisson: -105.539\tvalid_0's tweedie: 255.377\n",
"[6]\tvalid_0's poisson: -106.543\tvalid_0's tweedie: 254.642\n",
"[7]\tvalid_0's poisson: -107.181\tvalid_0's tweedie: 254.167\n",
"[8]\tvalid_0's poisson: -107.624\tvalid_0's tweedie: 253.83\n",
"[9]\tvalid_0's poisson: -107.971\tvalid_0's tweedie: 253.566\n",
"[10]\tvalid_0's poisson: -108.169\tvalid_0's tweedie: 253.409\n",
"[11]\tvalid_0's poisson: -108.34\tvalid_0's tweedie: 253.278\n",
"[12]\tvalid_0's poisson: -108.473\tvalid_0's tweedie: 253.179\n",
"[13]\tvalid_0's poisson: -108.568\tvalid_0's tweedie: 253.108\n",
"[14]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 253.036\n",
"[15]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 252.998\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[16]\tvalid_0's poisson: -108.791\tvalid_0's tweedie: 252.942\n",
"[17]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 252.919\n",
"[18]\tvalid_0's poisson: -108.878\tvalid_0's tweedie: 252.879\n",
"[19]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 252.824\n",
"[20]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 252.808\n",
"[21]\tvalid_0's poisson: -109.011\tvalid_0's tweedie: 252.784\n",
"[22]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 252.781\n",
"[23]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 252.744\n",
"[24]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 252.719\n",
"[25]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 252.7\n",
"[26]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 252.687\n",
"[27]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 252.669\n",
"[28]\tvalid_0's poisson: -109.22\tvalid_0's tweedie: 252.641\n",
"[29]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 252.62\n",
"[30]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 252.607\n",
"[31]\tvalid_0's poisson: -109.273\tvalid_0's tweedie: 252.605\n",
"[32]\tvalid_0's poisson: -109.296\tvalid_0's tweedie: 252.589\n",
"[33]\tvalid_0's poisson: -109.312\tvalid_0's tweedie: 252.578\n",
"[34]\tvalid_0's poisson: -109.323\tvalid_0's tweedie: 252.571\n",
"[35]\tvalid_0's poisson: -109.327\tvalid_0's tweedie: 252.568\n",
"[36]\tvalid_0's poisson: -109.34\tvalid_0's tweedie: 252.559\n",
"[37]\tvalid_0's poisson: -109.345\tvalid_0's tweedie: 252.555\n",
"[38]\tvalid_0's poisson: -109.361\tvalid_0's tweedie: 252.545\n",
"[39]\tvalid_0's poisson: -109.377\tvalid_0's tweedie: 252.534\n",
"[40]\tvalid_0's poisson: -109.398\tvalid_0's tweedie: 252.52\n",
"[41]\tvalid_0's poisson: -109.403\tvalid_0's tweedie: 252.517\n",
"[42]\tvalid_0's poisson: -109.408\tvalid_0's tweedie: 252.513\n",
"[43]\tvalid_0's poisson: -109.42\tvalid_0's tweedie: 252.505\n",
"[44]\tvalid_0's poisson: -109.435\tvalid_0's tweedie: 252.496\n",
"[45]\tvalid_0's poisson: -109.439\tvalid_0's tweedie: 252.493\n",
"[46]\tvalid_0's poisson: -109.441\tvalid_0's tweedie: 252.492\n",
"[47]\tvalid_0's poisson: -109.442\tvalid_0's tweedie: 252.491\n",
"[48]\tvalid_0's poisson: -109.449\tvalid_0's tweedie: 252.486\n",
"[49]\tvalid_0's poisson: -109.466\tvalid_0's tweedie: 252.476\n",
"[50]\tvalid_0's poisson: -109.472\tvalid_0's tweedie: 252.471\n",
"[51]\tvalid_0's poisson: -109.483\tvalid_0's tweedie: 252.465\n",
"[52]\tvalid_0's poisson: -109.486\tvalid_0's tweedie: 252.463\n",
"[53]\tvalid_0's poisson: -109.499\tvalid_0's tweedie: 252.454\n",
"[54]\tvalid_0's poisson: -109.509\tvalid_0's tweedie: 252.448\n",
"[55]\tvalid_0's poisson: -109.515\tvalid_0's tweedie: 252.444\n",
"[56]\tvalid_0's poisson: -109.528\tvalid_0's tweedie: 252.435\n",
"[57]\tvalid_0's poisson: -109.541\tvalid_0's tweedie: 252.424\n",
"[58]\tvalid_0's poisson: -109.545\tvalid_0's tweedie: 252.422\n",
"[59]\tvalid_0's poisson: -109.555\tvalid_0's tweedie: 252.416\n",
"[60]\tvalid_0's poisson: -109.555\tvalid_0's tweedie: 252.416\n",
"[61]\tvalid_0's poisson: -109.557\tvalid_0's tweedie: 252.415\n",
"[62]\tvalid_0's poisson: -109.568\tvalid_0's tweedie: 252.407\n",
"[63]\tvalid_0's poisson: -109.568\tvalid_0's tweedie: 252.407\n",
"[64]\tvalid_0's poisson: -109.573\tvalid_0's tweedie: 252.404\n",
"[65]\tvalid_0's poisson: -109.578\tvalid_0's tweedie: 252.401\n",
"[66]\tvalid_0's poisson: -109.579\tvalid_0's tweedie: 252.4\n",
"[67]\tvalid_0's poisson: -109.583\tvalid_0's tweedie: 252.398\n",
"[68]\tvalid_0's poisson: -109.597\tvalid_0's tweedie: 252.388\n",
"[69]\tvalid_0's poisson: -109.597\tvalid_0's tweedie: 252.388\n",
"[70]\tvalid_0's poisson: -109.598\tvalid_0's tweedie: 252.387\n",
"[71]\tvalid_0's poisson: -109.598\tvalid_0's tweedie: 252.386\n",
"[72]\tvalid_0's poisson: -109.597\tvalid_0's tweedie: 252.387\n",
"[73]\tvalid_0's poisson: -109.596\tvalid_0's tweedie: 252.388\n",
"[74]\tvalid_0's poisson: -109.608\tvalid_0's tweedie: 252.38\n",
"[75]\tvalid_0's poisson: -109.618\tvalid_0's tweedie: 252.373\n",
"[76]\tvalid_0's poisson: -109.62\tvalid_0's tweedie: 252.371\n",
"[77]\tvalid_0's poisson: -109.622\tvalid_0's tweedie: 252.37\n",
"[78]\tvalid_0's poisson: -109.626\tvalid_0's tweedie: 252.367\n",
"[79]\tvalid_0's poisson: -109.63\tvalid_0's tweedie: 252.365\n",
"[80]\tvalid_0's poisson: -109.631\tvalid_0's tweedie: 252.364\n",
"[81]\tvalid_0's poisson: -109.635\tvalid_0's tweedie: 252.362\n",
"[82]\tvalid_0's poisson: -109.636\tvalid_0's tweedie: 252.361\n",
"[83]\tvalid_0's poisson: -109.633\tvalid_0's tweedie: 252.363\n",
"[84]\tvalid_0's poisson: -109.636\tvalid_0's tweedie: 252.361\n",
"[85]\tvalid_0's poisson: -109.637\tvalid_0's tweedie: 252.36\n",
"[86]\tvalid_0's poisson: -109.635\tvalid_0's tweedie: 252.362\n",
"[87]\tvalid_0's poisson: -109.635\tvalid_0's tweedie: 252.362\n",
"[88]\tvalid_0's poisson: -109.64\tvalid_0's tweedie: 252.358\n",
"[89]\tvalid_0's poisson: -109.638\tvalid_0's tweedie: 252.359\n",
"[90]\tvalid_0's poisson: -109.641\tvalid_0's tweedie: 252.358\n",
"[91]\tvalid_0's poisson: -109.644\tvalid_0's tweedie: 252.356\n",
"[92]\tvalid_0's poisson: -109.643\tvalid_0's tweedie: 252.357\n",
"[93]\tvalid_0's poisson: -109.644\tvalid_0's tweedie: 252.356\n",
"[94]\tvalid_0's poisson: -109.646\tvalid_0's tweedie: 252.355\n",
"[95]\tvalid_0's poisson: -109.648\tvalid_0's tweedie: 252.353\n",
"[96]\tvalid_0's poisson: -109.649\tvalid_0's tweedie: 252.352\n",
"[97]\tvalid_0's poisson: -109.649\tvalid_0's tweedie: 252.352\n",
"[98]\tvalid_0's poisson: -109.648\tvalid_0's tweedie: 252.353\n",
"[99]\tvalid_0's poisson: -109.648\tvalid_0's tweedie: 252.353\n",
"[100]\tvalid_0's poisson: -109.647\tvalid_0's tweedie: 252.354\n",
"[CV] END bagging_fraction=0.8, lambda_l1=10, lambda_l2=0.1, learning_rate=0.25, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -96.1483\tvalid_0's tweedie: 15.3232\n",
"[2]\tvalid_0's poisson: -99.2302\tvalid_0's tweedie: 15.101\n",
"[3]\tvalid_0's poisson: -101.147\tvalid_0's tweedie: 14.9816\n",
"[4]\tvalid_0's poisson: -102.512\tvalid_0's tweedie: 14.9139\n",
"[5]\tvalid_0's poisson: -103.646\tvalid_0's tweedie: 14.8608\n",
"[6]\tvalid_0's poisson: -104.668\tvalid_0's tweedie: 14.8132\n",
"[7]\tvalid_0's poisson: -105.335\tvalid_0's tweedie: 14.7853\n",
"[8]\tvalid_0's poisson: -105.935\tvalid_0's tweedie: 14.7658\n",
"[9]\tvalid_0's poisson: -106.393\tvalid_0's tweedie: 14.7488\n",
"[10]\tvalid_0's poisson: -106.899\tvalid_0's tweedie: 14.7315\n",
"[11]\tvalid_0's poisson: -107.094\tvalid_0's tweedie: 14.7227\n",
"[12]\tvalid_0's poisson: -107.391\tvalid_0's tweedie: 14.7079\n",
"[13]\tvalid_0's poisson: -107.615\tvalid_0's tweedie: 14.6994\n",
"[14]\tvalid_0's poisson: -107.731\tvalid_0's tweedie: 14.6935\n",
"[15]\tvalid_0's poisson: -107.869\tvalid_0's tweedie: 14.6889\n",
"[16]\tvalid_0's poisson: -107.986\tvalid_0's tweedie: 14.6821\n",
"[17]\tvalid_0's poisson: -108.073\tvalid_0's tweedie: 14.675\n",
"[18]\tvalid_0's poisson: -108.156\tvalid_0's tweedie: 14.6719\n",
"[19]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 14.6679\n",
"[20]\tvalid_0's poisson: -108.315\tvalid_0's tweedie: 14.6661\n",
"[21]\tvalid_0's poisson: -108.368\tvalid_0's tweedie: 14.6645\n",
"[22]\tvalid_0's poisson: -108.436\tvalid_0's tweedie: 14.6621\n",
"[23]\tvalid_0's poisson: -108.484\tvalid_0's tweedie: 14.6584\n",
"[24]\tvalid_0's poisson: -108.523\tvalid_0's tweedie: 14.6566\n",
"[25]\tvalid_0's poisson: -108.571\tvalid_0's tweedie: 14.6549\n",
"[26]\tvalid_0's poisson: -108.588\tvalid_0's tweedie: 14.6528\n",
"[27]\tvalid_0's poisson: -108.603\tvalid_0's tweedie: 14.6518\n",
"[28]\tvalid_0's poisson: -108.637\tvalid_0's tweedie: 14.6503\n",
"[29]\tvalid_0's poisson: -108.661\tvalid_0's tweedie: 14.6493\n",
"[30]\tvalid_0's poisson: -108.666\tvalid_0's tweedie: 14.6487\n",
"[31]\tvalid_0's poisson: -108.673\tvalid_0's tweedie: 14.6489\n",
"[32]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 14.6473\n",
"[33]\tvalid_0's poisson: -108.701\tvalid_0's tweedie: 14.6466\n",
"[34]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 14.6461\n",
"[35]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 14.6456\n",
"[36]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 14.6446\n",
"[37]\tvalid_0's poisson: -108.753\tvalid_0's tweedie: 14.6442\n",
"[38]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 14.6441\n",
"[39]\tvalid_0's poisson: -108.772\tvalid_0's tweedie: 14.6435\n",
"[40]\tvalid_0's poisson: -108.796\tvalid_0's tweedie: 14.6433\n",
"[41]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 14.6428\n",
"[42]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 14.6414\n",
"[43]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 14.641\n",
"[44]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 14.6412\n",
"[45]\tvalid_0's poisson: -108.876\tvalid_0's tweedie: 14.6413\n",
"[46]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 14.6407\n",
"[47]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 14.6405\n",
"[48]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 14.6401\n",
"[49]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 14.6397\n",
"[50]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 14.6397\n",
"[51]\tvalid_0's poisson: -108.944\tvalid_0's tweedie: 14.6395\n",
"[52]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 14.6398\n",
"[53]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 14.6403\n",
"[54]\tvalid_0's poisson: -108.958\tvalid_0's tweedie: 14.64\n",
"[55]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 14.6387\n",
"[56]\tvalid_0's poisson: -108.992\tvalid_0's tweedie: 14.6407\n",
"[57]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 14.6404\n",
"[58]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 14.6398\n",
"[59]\tvalid_0's poisson: -108.998\tvalid_0's tweedie: 14.6393\n",
"[60]\tvalid_0's poisson: -108.999\tvalid_0's tweedie: 14.6393\n",
"[61]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 14.6393\n",
"[62]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 14.6392\n",
"[63]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 14.6387\n",
"[64]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 14.6383\n",
"[65]\tvalid_0's poisson: -109.016\tvalid_0's tweedie: 14.6378\n",
"[66]\tvalid_0's poisson: -109.019\tvalid_0's tweedie: 14.6379\n",
"[67]\tvalid_0's poisson: -109.025\tvalid_0's tweedie: 14.6375\n",
"[68]\tvalid_0's poisson: -109.026\tvalid_0's tweedie: 14.6373\n",
"[69]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 14.6372\n",
"[70]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 14.6364\n",
"[71]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 14.6365\n",
"[72]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 14.6371\n",
"[73]\tvalid_0's poisson: -109.051\tvalid_0's tweedie: 14.6375\n",
"[74]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 14.6377\n",
"[75]\tvalid_0's poisson: -109.064\tvalid_0's tweedie: 14.6376\n",
"[76]\tvalid_0's poisson: -109.067\tvalid_0's tweedie: 14.6371\n",
"[77]\tvalid_0's poisson: -109.067\tvalid_0's tweedie: 14.6374\n",
"[78]\tvalid_0's poisson: -109.091\tvalid_0's tweedie: 14.6368\n",
"[79]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 14.6365\n",
"[80]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 14.636\n",
"[81]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 14.6357\n",
"[82]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 14.6353\n",
"[83]\tvalid_0's poisson: -109.118\tvalid_0's tweedie: 14.6348\n",
"[84]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 14.6345\n",
"[85]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 14.6342\n",
"[86]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.634\n",
"[87]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 14.6343\n",
"[88]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.6341\n",
"[89]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 14.6335\n",
"[90]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 14.6334\n",
"[91]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.6337\n",
"[92]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 14.6337\n",
"[93]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 14.6338\n",
"[94]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.6336\n",
"[95]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 14.6337\n",
"[96]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 14.6333\n",
"[97]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.6337\n",
"[98]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.6334\n",
"[99]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 14.6334\n",
"[100]\tvalid_0's poisson: -109.181\tvalid_0's tweedie: 14.6336\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -96.1512\tvalid_0's tweedie: 15.2997\n",
"[2]\tvalid_0's poisson: -99.2653\tvalid_0's tweedie: 15.0779\n",
"[3]\tvalid_0's poisson: -101.182\tvalid_0's tweedie: 14.9681\n",
"[4]\tvalid_0's poisson: -102.454\tvalid_0's tweedie: 14.8966\n",
"[5]\tvalid_0's poisson: -103.675\tvalid_0's tweedie: 14.85\n",
"[6]\tvalid_0's poisson: -104.546\tvalid_0's tweedie: 14.8116\n",
"[7]\tvalid_0's poisson: -105.211\tvalid_0's tweedie: 14.786\n",
"[8]\tvalid_0's poisson: -105.856\tvalid_0's tweedie: 14.7657\n",
"[9]\tvalid_0's poisson: -106.277\tvalid_0's tweedie: 14.7543\n",
"[10]\tvalid_0's poisson: -106.589\tvalid_0's tweedie: 14.743\n",
"[11]\tvalid_0's poisson: -106.915\tvalid_0's tweedie: 14.7293\n",
"[12]\tvalid_0's poisson: -107.191\tvalid_0's tweedie: 14.7205\n",
"[13]\tvalid_0's poisson: -107.406\tvalid_0's tweedie: 14.714\n",
"[14]\tvalid_0's poisson: -107.642\tvalid_0's tweedie: 14.707\n",
"[15]\tvalid_0's poisson: -107.734\tvalid_0's tweedie: 14.7032\n",
"[16]\tvalid_0's poisson: -107.795\tvalid_0's tweedie: 14.6978\n",
"[17]\tvalid_0's poisson: -107.905\tvalid_0's tweedie: 14.6946\n",
"[18]\tvalid_0's poisson: -107.949\tvalid_0's tweedie: 14.6892\n",
"[19]\tvalid_0's poisson: -107.984\tvalid_0's tweedie: 14.6847\n",
"[20]\tvalid_0's poisson: -108.065\tvalid_0's tweedie: 14.6827\n",
"[21]\tvalid_0's poisson: -108.097\tvalid_0's tweedie: 14.6813\n",
"[22]\tvalid_0's poisson: -108.148\tvalid_0's tweedie: 14.6794\n",
"[23]\tvalid_0's poisson: -108.175\tvalid_0's tweedie: 14.6786\n",
"[24]\tvalid_0's poisson: -108.194\tvalid_0's tweedie: 14.6778\n",
"[25]\tvalid_0's poisson: -108.292\tvalid_0's tweedie: 14.676\n",
"[26]\tvalid_0's poisson: -108.338\tvalid_0's tweedie: 14.6744\n",
"[27]\tvalid_0's poisson: -108.375\tvalid_0's tweedie: 14.6723\n",
"[28]\tvalid_0's poisson: -108.384\tvalid_0's tweedie: 14.6715\n",
"[29]\tvalid_0's poisson: -108.475\tvalid_0's tweedie: 14.6699\n",
"[30]\tvalid_0's poisson: -108.491\tvalid_0's tweedie: 14.6684\n",
"[31]\tvalid_0's poisson: -108.549\tvalid_0's tweedie: 14.6668\n",
"[32]\tvalid_0's poisson: -108.579\tvalid_0's tweedie: 14.6658\n",
"[33]\tvalid_0's poisson: -108.612\tvalid_0's tweedie: 14.6646\n",
"[34]\tvalid_0's poisson: -108.634\tvalid_0's tweedie: 14.6631\n",
"[35]\tvalid_0's poisson: -108.639\tvalid_0's tweedie: 14.6636\n",
"[36]\tvalid_0's poisson: -108.64\tvalid_0's tweedie: 14.6625\n",
"[37]\tvalid_0's poisson: -108.655\tvalid_0's tweedie: 14.663\n",
"[38]\tvalid_0's poisson: -108.654\tvalid_0's tweedie: 14.6629\n",
"[39]\tvalid_0's poisson: -108.677\tvalid_0's tweedie: 14.6622\n",
"[40]\tvalid_0's poisson: -108.682\tvalid_0's tweedie: 14.6614\n",
"[41]\tvalid_0's poisson: -108.697\tvalid_0's tweedie: 14.6605\n",
"[42]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 14.66\n",
"[43]\tvalid_0's poisson: -108.742\tvalid_0's tweedie: 14.6597\n",
"[44]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 14.6579\n",
"[45]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 14.6587\n",
"[46]\tvalid_0's poisson: -108.759\tvalid_0's tweedie: 14.658\n",
"[47]\tvalid_0's poisson: -108.764\tvalid_0's tweedie: 14.6575\n",
"[48]\tvalid_0's poisson: -108.765\tvalid_0's tweedie: 14.6578\n",
"[49]\tvalid_0's poisson: -108.769\tvalid_0's tweedie: 14.6559\n",
"[50]\tvalid_0's poisson: -108.788\tvalid_0's tweedie: 14.6558\n",
"[51]\tvalid_0's poisson: -108.79\tvalid_0's tweedie: 14.6555\n",
"[52]\tvalid_0's poisson: -108.801\tvalid_0's tweedie: 14.6553\n",
"[53]\tvalid_0's poisson: -108.803\tvalid_0's tweedie: 14.6551\n",
"[54]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 14.655\n",
"[55]\tvalid_0's poisson: -108.828\tvalid_0's tweedie: 14.6546\n",
"[56]\tvalid_0's poisson: -108.835\tvalid_0's tweedie: 14.6539\n",
"[57]\tvalid_0's poisson: -108.848\tvalid_0's tweedie: 14.6537\n",
"[58]\tvalid_0's poisson: -108.849\tvalid_0's tweedie: 14.6536\n",
"[59]\tvalid_0's poisson: -108.877\tvalid_0's tweedie: 14.6525\n",
"[60]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 14.652\n",
"[61]\tvalid_0's poisson: -108.893\tvalid_0's tweedie: 14.652\n",
"[62]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 14.6515\n",
"[63]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 14.651\n",
"[64]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 14.6506\n",
"[65]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 14.6503\n",
"[66]\tvalid_0's poisson: -108.898\tvalid_0's tweedie: 14.651\n",
"[67]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 14.6504\n",
"[68]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 14.6501\n",
"[69]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 14.6496\n",
"[70]\tvalid_0's poisson: -108.944\tvalid_0's tweedie: 14.6499\n",
"[71]\tvalid_0's poisson: -108.945\tvalid_0's tweedie: 14.6503\n",
"[72]\tvalid_0's poisson: -108.944\tvalid_0's tweedie: 14.6507\n",
"[73]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 14.6501\n",
"[74]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 14.649\n",
"[75]\tvalid_0's poisson: -108.975\tvalid_0's tweedie: 14.6488\n",
"[76]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 14.6486\n",
"[77]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 14.6492\n",
"[78]\tvalid_0's poisson: -108.981\tvalid_0's tweedie: 14.6482\n",
"[79]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 14.6489\n",
"[80]\tvalid_0's poisson: -108.979\tvalid_0's tweedie: 14.6495\n",
"[81]\tvalid_0's poisson: -108.981\tvalid_0's tweedie: 14.6495\n",
"[82]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 14.6491\n",
"[83]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 14.6487\n",
"[84]\tvalid_0's poisson: -109.022\tvalid_0's tweedie: 14.6478\n",
"[85]\tvalid_0's poisson: -109.023\tvalid_0's tweedie: 14.6482\n",
"[86]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 14.6489\n",
"[87]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 14.6488\n",
"[88]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 14.6486\n",
"[89]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 14.6485\n",
"[90]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 14.6481\n",
"[91]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 14.6477\n",
"[92]\tvalid_0's poisson: -109.065\tvalid_0's tweedie: 14.6487\n",
"[93]\tvalid_0's poisson: -109.065\tvalid_0's tweedie: 14.6488\n",
"[94]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 14.6485\n",
"[95]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 14.6486\n",
"[96]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 14.6487\n",
"[97]\tvalid_0's poisson: -109.075\tvalid_0's tweedie: 14.6491\n",
"[98]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 14.6491\n",
"[99]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 14.6494\n",
"[100]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 14.6488\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -96.1094\tvalid_0's tweedie: 15.3248\n",
"[2]\tvalid_0's poisson: -99.0509\tvalid_0's tweedie: 15.1278\n",
"[3]\tvalid_0's poisson: -101.02\tvalid_0's tweedie: 14.9814\n",
"[4]\tvalid_0's poisson: -102.518\tvalid_0's tweedie: 14.9091\n",
"[5]\tvalid_0's poisson: -103.66\tvalid_0's tweedie: 14.8553\n",
"[6]\tvalid_0's poisson: -104.666\tvalid_0's tweedie: 14.8153\n",
"[7]\tvalid_0's poisson: -105.326\tvalid_0's tweedie: 14.7915\n",
"[8]\tvalid_0's poisson: -105.861\tvalid_0's tweedie: 14.7709\n",
"[9]\tvalid_0's poisson: -106.303\tvalid_0's tweedie: 14.7484\n",
"[10]\tvalid_0's poisson: -106.827\tvalid_0's tweedie: 14.7234\n",
"[11]\tvalid_0's poisson: -107.151\tvalid_0's tweedie: 14.7147\n",
"[12]\tvalid_0's poisson: -107.342\tvalid_0's tweedie: 14.708\n",
"[13]\tvalid_0's poisson: -107.519\tvalid_0's tweedie: 14.7029\n",
"[14]\tvalid_0's poisson: -107.65\tvalid_0's tweedie: 14.694\n",
"[15]\tvalid_0's poisson: -107.789\tvalid_0's tweedie: 14.6892\n",
"[16]\tvalid_0's poisson: -107.908\tvalid_0's tweedie: 14.6851\n",
"[17]\tvalid_0's poisson: -107.948\tvalid_0's tweedie: 14.6825\n",
"[18]\tvalid_0's poisson: -108.005\tvalid_0's tweedie: 14.6785\n",
"[19]\tvalid_0's poisson: -108.132\tvalid_0's tweedie: 14.6744\n",
"[20]\tvalid_0's poisson: -108.191\tvalid_0's tweedie: 14.6736\n",
"[21]\tvalid_0's poisson: -108.214\tvalid_0's tweedie: 14.6716\n",
"[22]\tvalid_0's poisson: -108.273\tvalid_0's tweedie: 14.67\n",
"[23]\tvalid_0's poisson: -108.289\tvalid_0's tweedie: 14.6687\n",
"[24]\tvalid_0's poisson: -108.302\tvalid_0's tweedie: 14.6673\n",
"[25]\tvalid_0's poisson: -108.336\tvalid_0's tweedie: 14.6668\n",
"[26]\tvalid_0's poisson: -108.377\tvalid_0's tweedie: 14.6648\n",
"[27]\tvalid_0's poisson: -108.397\tvalid_0's tweedie: 14.6643\n",
"[28]\tvalid_0's poisson: -108.422\tvalid_0's tweedie: 14.6636\n",
"[29]\tvalid_0's poisson: -108.473\tvalid_0's tweedie: 14.6625\n",
"[30]\tvalid_0's poisson: -108.555\tvalid_0's tweedie: 14.6604\n",
"[31]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 14.6599\n",
"[32]\tvalid_0's poisson: -108.573\tvalid_0's tweedie: 14.6604\n",
"[33]\tvalid_0's poisson: -108.58\tvalid_0's tweedie: 14.6599\n",
"[34]\tvalid_0's poisson: -108.641\tvalid_0's tweedie: 14.6587\n",
"[35]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 14.6581\n",
"[36]\tvalid_0's poisson: -108.649\tvalid_0's tweedie: 14.658\n",
"[37]\tvalid_0's poisson: -108.66\tvalid_0's tweedie: 14.6573\n",
"[38]\tvalid_0's poisson: -108.661\tvalid_0's tweedie: 14.6573\n",
"[39]\tvalid_0's poisson: -108.679\tvalid_0's tweedie: 14.6563\n",
"[40]\tvalid_0's poisson: -108.679\tvalid_0's tweedie: 14.6556\n",
"[41]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 14.6541\n",
"[42]\tvalid_0's poisson: -108.73\tvalid_0's tweedie: 14.6537\n",
"[43]\tvalid_0's poisson: -108.756\tvalid_0's tweedie: 14.653\n",
"[44]\tvalid_0's poisson: -108.768\tvalid_0's tweedie: 14.6528\n",
"[45]\tvalid_0's poisson: -108.777\tvalid_0's tweedie: 14.6527\n",
"[46]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 14.6517\n",
"[47]\tvalid_0's poisson: -108.8\tvalid_0's tweedie: 14.6514\n",
"[48]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 14.6513\n",
"[49]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 14.6505\n",
"[50]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 14.6505\n",
"[51]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 14.6498\n",
"[52]\tvalid_0's poisson: -108.867\tvalid_0's tweedie: 14.6492\n",
"[53]\tvalid_0's poisson: -108.868\tvalid_0's tweedie: 14.6487\n",
"[54]\tvalid_0's poisson: -108.876\tvalid_0's tweedie: 14.6486\n",
"[55]\tvalid_0's poisson: -108.877\tvalid_0's tweedie: 14.6483\n",
"[56]\tvalid_0's poisson: -108.88\tvalid_0's tweedie: 14.6486\n",
"[57]\tvalid_0's poisson: -108.882\tvalid_0's tweedie: 14.6485\n",
"[58]\tvalid_0's poisson: -108.878\tvalid_0's tweedie: 14.6487\n",
"[59]\tvalid_0's poisson: -108.877\tvalid_0's tweedie: 14.6483\n",
"[60]\tvalid_0's poisson: -108.889\tvalid_0's tweedie: 14.6474\n",
"[61]\tvalid_0's poisson: -108.893\tvalid_0's tweedie: 14.6473\n",
"[62]\tvalid_0's poisson: -108.937\tvalid_0's tweedie: 14.6461\n",
"[63]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 14.6454\n",
"[64]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 14.6456\n",
"[65]\tvalid_0's poisson: -108.992\tvalid_0's tweedie: 14.6433\n",
"[66]\tvalid_0's poisson: -109.011\tvalid_0's tweedie: 14.6422\n",
"[67]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 14.642\n",
"[68]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 14.6416\n",
"[69]\tvalid_0's poisson: -109.035\tvalid_0's tweedie: 14.6421\n",
"[70]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 14.6418\n",
"[71]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 14.6412\n",
"[72]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 14.6408\n",
"[73]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 14.6408\n",
"[74]\tvalid_0's poisson: -109.048\tvalid_0's tweedie: 14.6409\n",
"[75]\tvalid_0's poisson: -109.051\tvalid_0's tweedie: 14.6407\n",
"[76]\tvalid_0's poisson: -109.07\tvalid_0's tweedie: 14.6402\n",
"[77]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 14.6402\n",
"[78]\tvalid_0's poisson: -109.084\tvalid_0's tweedie: 14.6404\n",
"[79]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 14.64\n",
"[80]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 14.6398\n",
"[81]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 14.6396\n",
"[82]\tvalid_0's poisson: -109.11\tvalid_0's tweedie: 14.6399\n",
"[83]\tvalid_0's poisson: -109.108\tvalid_0's tweedie: 14.64\n",
"[84]\tvalid_0's poisson: -109.108\tvalid_0's tweedie: 14.6402\n",
"[85]\tvalid_0's poisson: -109.108\tvalid_0's tweedie: 14.6407\n",
"[86]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 14.6407\n",
"[87]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 14.6406\n",
"[88]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 14.6403\n",
"[89]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 14.6401\n",
"[90]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 14.64\n",
"[91]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 14.6401\n",
"[92]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 14.6396\n",
"[93]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 14.6393\n",
"[94]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 14.6394\n",
"[95]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.6396\n",
"[96]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.64\n",
"[97]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.64\n",
"[98]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 14.6397\n",
"[99]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.6396\n",
"[100]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 14.6394\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -96.1603\tvalid_0's tweedie: 15.3176\n",
"[2]\tvalid_0's poisson: -99.2794\tvalid_0's tweedie: 15.0709\n",
"[3]\tvalid_0's poisson: -101.214\tvalid_0's tweedie: 14.9588\n",
"[4]\tvalid_0's poisson: -102.596\tvalid_0's tweedie: 14.8916\n",
"[5]\tvalid_0's poisson: -103.611\tvalid_0's tweedie: 14.84\n",
"[6]\tvalid_0's poisson: -104.522\tvalid_0's tweedie: 14.8082\n",
"[7]\tvalid_0's poisson: -105.259\tvalid_0's tweedie: 14.7806\n",
"[8]\tvalid_0's poisson: -105.803\tvalid_0's tweedie: 14.7591\n",
"[9]\tvalid_0's poisson: -106.268\tvalid_0's tweedie: 14.7445\n",
"[10]\tvalid_0's poisson: -106.495\tvalid_0's tweedie: 14.7348\n",
"[11]\tvalid_0's poisson: -106.851\tvalid_0's tweedie: 14.7238\n",
"[12]\tvalid_0's poisson: -107.151\tvalid_0's tweedie: 14.7153\n",
"[13]\tvalid_0's poisson: -107.35\tvalid_0's tweedie: 14.7094\n",
"[14]\tvalid_0's poisson: -107.53\tvalid_0's tweedie: 14.7035\n",
"[15]\tvalid_0's poisson: -107.761\tvalid_0's tweedie: 14.698\n",
"[16]\tvalid_0's poisson: -107.827\tvalid_0's tweedie: 14.6954\n",
"[17]\tvalid_0's poisson: -107.987\tvalid_0's tweedie: 14.6904\n",
"[18]\tvalid_0's poisson: -108.046\tvalid_0's tweedie: 14.6869\n",
"[19]\tvalid_0's poisson: -108.087\tvalid_0's tweedie: 14.6854\n",
"[20]\tvalid_0's poisson: -108.146\tvalid_0's tweedie: 14.6828\n",
"[21]\tvalid_0's poisson: -108.194\tvalid_0's tweedie: 14.6806\n",
"[22]\tvalid_0's poisson: -108.246\tvalid_0's tweedie: 14.6773\n",
"[23]\tvalid_0's poisson: -108.268\tvalid_0's tweedie: 14.6745\n",
"[24]\tvalid_0's poisson: -108.33\tvalid_0's tweedie: 14.6729\n",
"[25]\tvalid_0's poisson: -108.36\tvalid_0's tweedie: 14.6719\n",
"[26]\tvalid_0's poisson: -108.38\tvalid_0's tweedie: 14.6716\n",
"[27]\tvalid_0's poisson: -108.395\tvalid_0's tweedie: 14.6709\n",
"[28]\tvalid_0's poisson: -108.423\tvalid_0's tweedie: 14.671\n",
"[29]\tvalid_0's poisson: -108.444\tvalid_0's tweedie: 14.6703\n",
"[30]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 14.6687\n",
"[31]\tvalid_0's poisson: -108.542\tvalid_0's tweedie: 14.6634\n",
"[32]\tvalid_0's poisson: -108.564\tvalid_0's tweedie: 14.6618\n",
"[33]\tvalid_0's poisson: -108.577\tvalid_0's tweedie: 14.6614\n",
"[34]\tvalid_0's poisson: -108.6\tvalid_0's tweedie: 14.6608\n",
"[35]\tvalid_0's poisson: -108.615\tvalid_0's tweedie: 14.6602\n",
"[36]\tvalid_0's poisson: -108.619\tvalid_0's tweedie: 14.6598\n",
"[37]\tvalid_0's poisson: -108.644\tvalid_0's tweedie: 14.6585\n",
"[38]\tvalid_0's poisson: -108.676\tvalid_0's tweedie: 14.6578\n",
"[39]\tvalid_0's poisson: -108.677\tvalid_0's tweedie: 14.6578\n",
"[40]\tvalid_0's poisson: -108.682\tvalid_0's tweedie: 14.657\n",
"[41]\tvalid_0's poisson: -108.682\tvalid_0's tweedie: 14.6572\n",
"[42]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 14.6563\n",
"[43]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 14.6559\n",
"[44]\tvalid_0's poisson: -108.718\tvalid_0's tweedie: 14.6565\n",
"[45]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 14.6557\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[46]\tvalid_0's poisson: -108.728\tvalid_0's tweedie: 14.6555\n",
"[47]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 14.6545\n",
"[48]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 14.6538\n",
"[49]\tvalid_0's poisson: -108.792\tvalid_0's tweedie: 14.6532\n",
"[50]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 14.6525\n",
"[51]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 14.6509\n",
"[52]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 14.651\n",
"[53]\tvalid_0's poisson: -108.893\tvalid_0's tweedie: 14.6521\n",
"[54]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 14.6518\n",
"[55]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 14.6515\n",
"[56]\tvalid_0's poisson: -108.913\tvalid_0's tweedie: 14.6516\n",
"[57]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 14.6512\n",
"[58]\tvalid_0's poisson: -108.922\tvalid_0's tweedie: 14.6506\n",
"[59]\tvalid_0's poisson: -108.921\tvalid_0's tweedie: 14.6484\n",
"[60]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 14.648\n",
"[61]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 14.6475\n",
"[62]\tvalid_0's poisson: -108.968\tvalid_0's tweedie: 14.6468\n",
"[63]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 14.6467\n",
"[64]\tvalid_0's poisson: -108.992\tvalid_0's tweedie: 14.647\n",
"[65]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 14.647\n",
"[66]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 14.6444\n",
"[67]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 14.6439\n",
"[68]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 14.6441\n",
"[69]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 14.6445\n",
"[70]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 14.6446\n",
"[71]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 14.6449\n",
"[72]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 14.6449\n",
"[73]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 14.6448\n",
"[74]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 14.6444\n",
"[75]\tvalid_0's poisson: -109.081\tvalid_0's tweedie: 14.6434\n",
"[76]\tvalid_0's poisson: -109.095\tvalid_0's tweedie: 14.643\n",
"[77]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 14.6428\n",
"[78]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 14.6429\n",
"[79]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 14.6424\n",
"[80]\tvalid_0's poisson: -109.118\tvalid_0's tweedie: 14.6421\n",
"[81]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 14.6419\n",
"[82]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 14.6416\n",
"[83]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 14.6419\n",
"[84]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 14.6423\n",
"[85]\tvalid_0's poisson: -109.137\tvalid_0's tweedie: 14.642\n",
"[86]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.6421\n",
"[87]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 14.642\n",
"[88]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 14.6415\n",
"[89]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.6418\n",
"[90]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 14.6424\n",
"[91]\tvalid_0's poisson: -109.152\tvalid_0's tweedie: 14.6421\n",
"[92]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 14.6417\n",
"[93]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.6419\n",
"[94]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.6422\n",
"[95]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 14.6423\n",
"[96]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 14.6423\n",
"[97]\tvalid_0's poisson: -109.174\tvalid_0's tweedie: 14.6422\n",
"[98]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 14.6418\n",
"[99]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 14.6417\n",
"[100]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 14.6415\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4\n",
"[LightGBM] [Warning] lambda_l2 is set=1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=1\n",
"[1]\tvalid_0's poisson: -96.2246\tvalid_0's tweedie: 15.3174\n",
"[2]\tvalid_0's poisson: -99.3518\tvalid_0's tweedie: 15.0715\n",
"[3]\tvalid_0's poisson: -101.245\tvalid_0's tweedie: 14.9606\n",
"[4]\tvalid_0's poisson: -102.775\tvalid_0's tweedie: 14.8937\n",
"[5]\tvalid_0's poisson: -103.823\tvalid_0's tweedie: 14.8451\n",
"[6]\tvalid_0's poisson: -104.713\tvalid_0's tweedie: 14.8057\n",
"[7]\tvalid_0's poisson: -105.325\tvalid_0's tweedie: 14.7848\n",
"[8]\tvalid_0's poisson: -105.847\tvalid_0's tweedie: 14.7617\n",
"[9]\tvalid_0's poisson: -106.399\tvalid_0's tweedie: 14.7405\n",
"[10]\tvalid_0's poisson: -106.786\tvalid_0's tweedie: 14.7283\n",
"[11]\tvalid_0's poisson: -107.149\tvalid_0's tweedie: 14.7173\n",
"[12]\tvalid_0's poisson: -107.345\tvalid_0's tweedie: 14.7114\n",
"[13]\tvalid_0's poisson: -107.59\tvalid_0's tweedie: 14.7053\n",
"[14]\tvalid_0's poisson: -107.783\tvalid_0's tweedie: 14.6986\n",
"[15]\tvalid_0's poisson: -107.918\tvalid_0's tweedie: 14.6945\n",
"[16]\tvalid_0's poisson: -107.962\tvalid_0's tweedie: 14.6919\n",
"[17]\tvalid_0's poisson: -108.053\tvalid_0's tweedie: 14.6875\n",
"[18]\tvalid_0's poisson: -108.106\tvalid_0's tweedie: 14.6832\n",
"[19]\tvalid_0's poisson: -108.162\tvalid_0's tweedie: 14.6805\n",
"[20]\tvalid_0's poisson: -108.217\tvalid_0's tweedie: 14.6779\n",
"[21]\tvalid_0's poisson: -108.253\tvalid_0's tweedie: 14.6758\n",
"[22]\tvalid_0's poisson: -108.338\tvalid_0's tweedie: 14.6729\n",
"[23]\tvalid_0's poisson: -108.358\tvalid_0's tweedie: 14.6724\n",
"[24]\tvalid_0's poisson: -108.365\tvalid_0's tweedie: 14.6717\n",
"[25]\tvalid_0's poisson: -108.412\tvalid_0's tweedie: 14.6698\n",
"[26]\tvalid_0's poisson: -108.43\tvalid_0's tweedie: 14.667\n",
"[27]\tvalid_0's poisson: -108.465\tvalid_0's tweedie: 14.6657\n",
"[28]\tvalid_0's poisson: -108.483\tvalid_0's tweedie: 14.6647\n",
"[29]\tvalid_0's poisson: -108.514\tvalid_0's tweedie: 14.6634\n",
"[30]\tvalid_0's poisson: -108.519\tvalid_0's tweedie: 14.664\n",
"[31]\tvalid_0's poisson: -108.536\tvalid_0's tweedie: 14.6638\n",
"[32]\tvalid_0's poisson: -108.548\tvalid_0's tweedie: 14.6624\n",
"[33]\tvalid_0's poisson: -108.564\tvalid_0's tweedie: 14.6628\n",
"[34]\tvalid_0's poisson: -108.591\tvalid_0's tweedie: 14.6614\n",
"[35]\tvalid_0's poisson: -108.622\tvalid_0's tweedie: 14.6603\n",
"[36]\tvalid_0's poisson: -108.628\tvalid_0's tweedie: 14.6596\n",
"[37]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 14.6596\n",
"[38]\tvalid_0's poisson: -108.648\tvalid_0's tweedie: 14.6593\n",
"[39]\tvalid_0's poisson: -108.652\tvalid_0's tweedie: 14.6593\n",
"[40]\tvalid_0's poisson: -108.68\tvalid_0's tweedie: 14.6584\n",
"[41]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 14.658\n",
"[42]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 14.658\n",
"[43]\tvalid_0's poisson: -108.706\tvalid_0's tweedie: 14.6575\n",
"[44]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 14.6573\n",
"[45]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 14.6564\n",
"[46]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 14.6561\n",
"[47]\tvalid_0's poisson: -108.734\tvalid_0's tweedie: 14.6573\n",
"[48]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 14.6574\n",
"[49]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 14.6571\n",
"[50]\tvalid_0's poisson: -108.77\tvalid_0's tweedie: 14.6568\n",
"[51]\tvalid_0's poisson: -108.77\tvalid_0's tweedie: 14.6571\n",
"[52]\tvalid_0's poisson: -108.77\tvalid_0's tweedie: 14.6578\n",
"[53]\tvalid_0's poisson: -108.769\tvalid_0's tweedie: 14.6581\n",
"[54]\tvalid_0's poisson: -108.774\tvalid_0's tweedie: 14.6582\n",
"[55]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 14.6589\n",
"[56]\tvalid_0's poisson: -108.774\tvalid_0's tweedie: 14.6607\n",
"[57]\tvalid_0's poisson: -108.804\tvalid_0's tweedie: 14.66\n",
"[58]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 14.6595\n",
"[59]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 14.6592\n",
"[60]\tvalid_0's poisson: -108.81\tvalid_0's tweedie: 14.6597\n",
"[61]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 14.6586\n",
"[62]\tvalid_0's poisson: -108.849\tvalid_0's tweedie: 14.6575\n",
"[63]\tvalid_0's poisson: -108.852\tvalid_0's tweedie: 14.6573\n",
"[64]\tvalid_0's poisson: -108.858\tvalid_0's tweedie: 14.6567\n",
"[65]\tvalid_0's poisson: -108.865\tvalid_0's tweedie: 14.6568\n",
"[66]\tvalid_0's poisson: -108.891\tvalid_0's tweedie: 14.6562\n",
"[67]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 14.6557\n",
"[68]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 14.6566\n",
"[69]\tvalid_0's poisson: -108.912\tvalid_0's tweedie: 14.6564\n",
"[70]\tvalid_0's poisson: -108.913\tvalid_0's tweedie: 14.6568\n",
"[71]\tvalid_0's poisson: -108.928\tvalid_0's tweedie: 14.6566\n",
"[72]\tvalid_0's poisson: -108.947\tvalid_0's tweedie: 14.6562\n",
"[73]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 14.6568\n",
"[74]\tvalid_0's poisson: -108.947\tvalid_0's tweedie: 14.6575\n",
"[75]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 14.6575\n",
"[76]\tvalid_0's poisson: -108.951\tvalid_0's tweedie: 14.6586\n",
"[77]\tvalid_0's poisson: -108.95\tvalid_0's tweedie: 14.659\n",
"[78]\tvalid_0's poisson: -108.95\tvalid_0's tweedie: 14.6626\n",
"[79]\tvalid_0's poisson: -108.95\tvalid_0's tweedie: 14.6634\n",
"[80]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 14.6633\n",
"[81]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 14.663\n",
"[82]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 14.6635\n",
"[83]\tvalid_0's poisson: -108.957\tvalid_0's tweedie: 14.6632\n",
"[84]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 14.6628\n",
"[85]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 14.6628\n",
"[86]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 14.6627\n",
"[87]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 14.6624\n",
"[88]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 14.6623\n",
"[89]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 14.6619\n",
"[90]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 14.6587\n",
"[91]\tvalid_0's poisson: -109.048\tvalid_0's tweedie: 14.66\n",
"[92]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 14.6594\n",
"[93]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 14.6596\n",
"[94]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 14.6595\n",
"[95]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 14.6603\n",
"[96]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 14.6604\n",
"[97]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 14.66\n",
"[98]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 14.6579\n",
"[99]\tvalid_0's poisson: -109.073\tvalid_0's tweedie: 14.6575\n",
"[100]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 14.6575\n",
"[CV] END bagging_fraction=0.4, lambda_l1=0, lambda_l2=1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.9; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -98.1831\tvalid_0's tweedie: 100.334\n",
"[2]\tvalid_0's poisson: -103.442\tvalid_0's tweedie: 97.9633\n",
"[3]\tvalid_0's poisson: -104.82\tvalid_0's tweedie: 97.1227\n",
"[4]\tvalid_0's poisson: -105.723\tvalid_0's tweedie: 96.7037\n",
"[5]\tvalid_0's poisson: -106.056\tvalid_0's tweedie: 96.5089\n",
"[6]\tvalid_0's poisson: -106.482\tvalid_0's tweedie: 96.3118\n",
"[7]\tvalid_0's poisson: -106.775\tvalid_0's tweedie: 96.1644\n",
"[8]\tvalid_0's poisson: -106.877\tvalid_0's tweedie: 96.0994\n",
"[9]\tvalid_0's poisson: -107.117\tvalid_0's tweedie: 95.9712\n",
"[10]\tvalid_0's poisson: -107.489\tvalid_0's tweedie: 95.8046\n",
"[11]\tvalid_0's poisson: -107.546\tvalid_0's tweedie: 95.755\n",
"[12]\tvalid_0's poisson: -107.638\tvalid_0's tweedie: 95.7088\n",
"[13]\tvalid_0's poisson: -107.675\tvalid_0's tweedie: 95.6874\n",
"[14]\tvalid_0's poisson: -107.736\tvalid_0's tweedie: 95.6549\n",
"[15]\tvalid_0's poisson: -107.79\tvalid_0's tweedie: 95.6343\n",
"[16]\tvalid_0's poisson: -107.797\tvalid_0's tweedie: 95.6255\n",
"[17]\tvalid_0's poisson: -107.867\tvalid_0's tweedie: 95.5705\n",
"[18]\tvalid_0's poisson: -107.961\tvalid_0's tweedie: 95.5246\n",
"[19]\tvalid_0's poisson: -108.007\tvalid_0's tweedie: 95.5047\n",
"[20]\tvalid_0's poisson: -108.033\tvalid_0's tweedie: 95.4929\n",
"[21]\tvalid_0's poisson: -108.09\tvalid_0's tweedie: 95.4709\n",
"[22]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 95.4463\n",
"[23]\tvalid_0's poisson: -108.197\tvalid_0's tweedie: 95.417\n",
"[24]\tvalid_0's poisson: -108.267\tvalid_0's tweedie: 95.3872\n",
"[25]\tvalid_0's poisson: -108.295\tvalid_0's tweedie: 95.3782\n",
"[26]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 95.3754\n",
"[27]\tvalid_0's poisson: -108.346\tvalid_0's tweedie: 95.3546\n",
"[28]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 95.3395\n",
"[29]\tvalid_0's poisson: -108.404\tvalid_0's tweedie: 95.3214\n",
"[30]\tvalid_0's poisson: -108.415\tvalid_0's tweedie: 95.3119\n",
"[31]\tvalid_0's poisson: -108.465\tvalid_0's tweedie: 95.2893\n",
"[32]\tvalid_0's poisson: -108.515\tvalid_0's tweedie: 95.2702\n",
"[33]\tvalid_0's poisson: -108.523\tvalid_0's tweedie: 95.2662\n",
"[34]\tvalid_0's poisson: -108.517\tvalid_0's tweedie: 95.2679\n",
"[35]\tvalid_0's poisson: -108.571\tvalid_0's tweedie: 95.2461\n",
"[36]\tvalid_0's poisson: -108.614\tvalid_0's tweedie: 95.2246\n",
"[37]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 95.2194\n",
"[38]\tvalid_0's poisson: -108.633\tvalid_0's tweedie: 95.2156\n",
"[39]\tvalid_0's poisson: -108.649\tvalid_0's tweedie: 95.2101\n",
"[40]\tvalid_0's poisson: -108.66\tvalid_0's tweedie: 95.2\n",
"[41]\tvalid_0's poisson: -108.707\tvalid_0's tweedie: 95.1823\n",
"[42]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 95.1671\n",
"[43]\tvalid_0's poisson: -108.758\tvalid_0's tweedie: 95.1593\n",
"[44]\tvalid_0's poisson: -108.76\tvalid_0's tweedie: 95.1572\n",
"[45]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 95.1529\n",
"[46]\tvalid_0's poisson: -108.77\tvalid_0's tweedie: 95.1524\n",
"[47]\tvalid_0's poisson: -108.789\tvalid_0's tweedie: 95.1426\n",
"[48]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 95.1355\n",
"[49]\tvalid_0's poisson: -108.811\tvalid_0's tweedie: 95.1328\n",
"[50]\tvalid_0's poisson: -108.828\tvalid_0's tweedie: 95.1259\n",
"[51]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 95.1\n",
"[52]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 95.0901\n",
"[53]\tvalid_0's poisson: -108.925\tvalid_0's tweedie: 95.0858\n",
"[54]\tvalid_0's poisson: -108.955\tvalid_0's tweedie: 95.0746\n",
"[55]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 95.0634\n",
"[56]\tvalid_0's poisson: -109.003\tvalid_0's tweedie: 95.0542\n",
"[57]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 95.0593\n",
"[58]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 95.0557\n",
"[59]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 95.0546\n",
"[60]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 95.0544\n",
"[61]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 95.0527\n",
"[62]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 95.0532\n",
"[63]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 95.0444\n",
"[64]\tvalid_0's poisson: -109.04\tvalid_0's tweedie: 95.039\n",
"[65]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 95.0377\n",
"[66]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 95.0402\n",
"[67]\tvalid_0's poisson: -109.065\tvalid_0's tweedie: 95.0273\n",
"[68]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 95.0314\n",
"[69]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 95.0348\n",
"[70]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 95.0318\n",
"[71]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 95.0289\n",
"[72]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 95.0313\n",
"[73]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 95.0315\n",
"[74]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 95.0307\n",
"[75]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 95.0239\n",
"[76]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 95.0247\n",
"[77]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 95.0155\n",
"[78]\tvalid_0's poisson: -109.07\tvalid_0's tweedie: 95.0192\n",
"[79]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 95.0179\n",
"[80]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 95.0229\n",
"[81]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 95.0237\n",
"[82]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 95.0267\n",
"[83]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 95.0236\n",
"[84]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 95.0198\n",
"[85]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 95.0224\n",
"[86]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 95.0249\n",
"[87]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 95.0251\n",
"[88]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 95.0175\n",
"[89]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 95.0142\n",
"[90]\tvalid_0's poisson: -109.088\tvalid_0's tweedie: 95.0101\n",
"[91]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 95.005\n",
"[92]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 95.0044\n",
"[93]\tvalid_0's poisson: -109.101\tvalid_0's tweedie: 95.0031\n",
"[94]\tvalid_0's poisson: -109.112\tvalid_0's tweedie: 94.9984\n",
"[95]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 94.9971\n",
"[96]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 94.9941\n",
"[97]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 94.9856\n",
"[98]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 94.9813\n",
"[99]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 94.977\n",
"[100]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 94.9762\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -98.096\tvalid_0's tweedie: 100.369\n",
"[2]\tvalid_0's poisson: -103.439\tvalid_0's tweedie: 97.9629\n",
"[3]\tvalid_0's poisson: -104.785\tvalid_0's tweedie: 97.1386\n",
"[4]\tvalid_0's poisson: -105.691\tvalid_0's tweedie: 96.7196\n",
"[5]\tvalid_0's poisson: -105.999\tvalid_0's tweedie: 96.5383\n",
"[6]\tvalid_0's poisson: -106.284\tvalid_0's tweedie: 96.3978\n",
"[7]\tvalid_0's poisson: -106.841\tvalid_0's tweedie: 96.1423\n",
"[8]\tvalid_0's poisson: -107.091\tvalid_0's tweedie: 96.0331\n",
"[9]\tvalid_0's poisson: -107.33\tvalid_0's tweedie: 95.9217\n",
"[10]\tvalid_0's poisson: -107.444\tvalid_0's tweedie: 95.8116\n",
"[11]\tvalid_0's poisson: -107.582\tvalid_0's tweedie: 95.7501\n",
"[12]\tvalid_0's poisson: -107.587\tvalid_0's tweedie: 95.7418\n",
"[13]\tvalid_0's poisson: -107.635\tvalid_0's tweedie: 95.72\n",
"[14]\tvalid_0's poisson: -107.666\tvalid_0's tweedie: 95.7036\n",
"[15]\tvalid_0's poisson: -107.703\tvalid_0's tweedie: 95.6822\n",
"[16]\tvalid_0's poisson: -107.803\tvalid_0's tweedie: 95.6287\n",
"[17]\tvalid_0's poisson: -107.922\tvalid_0's tweedie: 95.568\n",
"[18]\tvalid_0's poisson: -107.978\tvalid_0's tweedie: 95.543\n",
"[19]\tvalid_0's poisson: -107.996\tvalid_0's tweedie: 95.5335\n",
"[20]\tvalid_0's poisson: -108.082\tvalid_0's tweedie: 95.4945\n",
"[21]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 95.474\n",
"[22]\tvalid_0's poisson: -108.16\tvalid_0's tweedie: 95.4569\n",
"[23]\tvalid_0's poisson: -108.228\tvalid_0's tweedie: 95.4275\n",
"[24]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 95.3963\n",
"[25]\tvalid_0's poisson: -108.32\tvalid_0's tweedie: 95.3852\n",
"[26]\tvalid_0's poisson: -108.334\tvalid_0's tweedie: 95.3784\n",
"[27]\tvalid_0's poisson: -108.349\tvalid_0's tweedie: 95.3724\n",
"[28]\tvalid_0's poisson: -108.391\tvalid_0's tweedie: 95.339\n",
"[29]\tvalid_0's poisson: -108.412\tvalid_0's tweedie: 95.3278\n",
"[30]\tvalid_0's poisson: -108.452\tvalid_0's tweedie: 95.309\n",
"[31]\tvalid_0's poisson: -108.515\tvalid_0's tweedie: 95.2751\n",
"[32]\tvalid_0's poisson: -108.55\tvalid_0's tweedie: 95.261\n",
"[33]\tvalid_0's poisson: -108.557\tvalid_0's tweedie: 95.2571\n",
"[34]\tvalid_0's poisson: -108.603\tvalid_0's tweedie: 95.2367\n",
"[35]\tvalid_0's poisson: -108.646\tvalid_0's tweedie: 95.2182\n",
"[36]\tvalid_0's poisson: -108.663\tvalid_0's tweedie: 95.2084\n",
"[37]\tvalid_0's poisson: -108.685\tvalid_0's tweedie: 95.1983\n",
"[38]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 95.2007\n",
"[39]\tvalid_0's poisson: -108.7\tvalid_0's tweedie: 95.1923\n",
"[40]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 95.1876\n",
"[41]\tvalid_0's poisson: -108.724\tvalid_0's tweedie: 95.1812\n",
"[42]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 95.1824\n",
"[43]\tvalid_0's poisson: -108.724\tvalid_0's tweedie: 95.1803\n",
"[44]\tvalid_0's poisson: -108.743\tvalid_0's tweedie: 95.1734\n",
"[45]\tvalid_0's poisson: -108.787\tvalid_0's tweedie: 95.155\n",
"[46]\tvalid_0's poisson: -108.799\tvalid_0's tweedie: 95.1476\n",
"[47]\tvalid_0's poisson: -108.823\tvalid_0's tweedie: 95.1389\n",
"[48]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 95.1402\n",
"[49]\tvalid_0's poisson: -108.834\tvalid_0's tweedie: 95.134\n",
"[50]\tvalid_0's poisson: -108.828\tvalid_0's tweedie: 95.1364\n",
"[51]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 95.138\n",
"[52]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 95.1419\n",
"[53]\tvalid_0's poisson: -108.817\tvalid_0's tweedie: 95.14\n",
"[54]\tvalid_0's poisson: -108.823\tvalid_0's tweedie: 95.1375\n",
"[55]\tvalid_0's poisson: -108.822\tvalid_0's tweedie: 95.1385\n",
"[56]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 95.1308\n",
"[57]\tvalid_0's poisson: -108.86\tvalid_0's tweedie: 95.1242\n",
"[58]\tvalid_0's poisson: -108.871\tvalid_0's tweedie: 95.1202\n",
"[59]\tvalid_0's poisson: -108.886\tvalid_0's tweedie: 95.1141\n",
"[60]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 95.1109\n",
"[61]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 95.1049\n",
"[62]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 95.0955\n",
"[63]\tvalid_0's poisson: -108.928\tvalid_0's tweedie: 95.0935\n",
"[64]\tvalid_0's poisson: -108.931\tvalid_0's tweedie: 95.0919\n",
"[65]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 95.0895\n",
"[66]\tvalid_0's poisson: -108.946\tvalid_0's tweedie: 95.0856\n",
"[67]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 95.069\n",
"[68]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 95.0723\n",
"[69]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 95.0719\n",
"[70]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 95.0697\n",
"[71]\tvalid_0's poisson: -108.981\tvalid_0's tweedie: 95.0701\n",
"[72]\tvalid_0's poisson: -108.976\tvalid_0's tweedie: 95.0715\n",
"[73]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 95.0707\n",
"[74]\tvalid_0's poisson: -108.981\tvalid_0's tweedie: 95.0691\n",
"[75]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 95.0662\n",
"[76]\tvalid_0's poisson: -109.017\tvalid_0's tweedie: 95.0576\n",
"[77]\tvalid_0's poisson: -109.016\tvalid_0's tweedie: 95.0586\n",
"[78]\tvalid_0's poisson: -109.021\tvalid_0's tweedie: 95.0553\n",
"[79]\tvalid_0's poisson: -109.019\tvalid_0's tweedie: 95.0559\n",
"[80]\tvalid_0's poisson: -109.022\tvalid_0's tweedie: 95.0544\n",
"[81]\tvalid_0's poisson: -109.02\tvalid_0's tweedie: 95.055\n",
"[82]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 95.053\n",
"[83]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 95.0482\n",
"[84]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 95.0499\n",
"[85]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 95.0497\n",
"[86]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 95.0461\n",
"[87]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 95.0414\n",
"[88]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 95.0371\n",
"[89]\tvalid_0's poisson: -109.061\tvalid_0's tweedie: 95.0286\n",
"[90]\tvalid_0's poisson: -109.095\tvalid_0's tweedie: 95.0109\n",
"[91]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 95.0098\n",
"[92]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 95.0102\n",
"[93]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 95.0083\n",
"[94]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 95.0087\n",
"[95]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 95.0017\n",
"[96]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 94.9889\n",
"[97]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 94.9763\n",
"[98]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 94.9759\n",
"[99]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 94.9698\n",
"[100]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 94.9682\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -98.098\tvalid_0's tweedie: 100.371\n",
"[2]\tvalid_0's poisson: -103.437\tvalid_0's tweedie: 97.9673\n",
"[3]\tvalid_0's poisson: -104.821\tvalid_0's tweedie: 97.1233\n",
"[4]\tvalid_0's poisson: -105.613\tvalid_0's tweedie: 96.7343\n",
"[5]\tvalid_0's poisson: -106.038\tvalid_0's tweedie: 96.5129\n",
"[6]\tvalid_0's poisson: -106.479\tvalid_0's tweedie: 96.309\n",
"[7]\tvalid_0's poisson: -106.787\tvalid_0's tweedie: 96.1516\n",
"[8]\tvalid_0's poisson: -106.928\tvalid_0's tweedie: 96.0298\n",
"[9]\tvalid_0's poisson: -107.033\tvalid_0's tweedie: 95.9814\n",
"[10]\tvalid_0's poisson: -107.321\tvalid_0's tweedie: 95.8649\n",
"[11]\tvalid_0's poisson: -107.378\tvalid_0's tweedie: 95.8384\n",
"[12]\tvalid_0's poisson: -107.401\tvalid_0's tweedie: 95.8248\n",
"[13]\tvalid_0's poisson: -107.509\tvalid_0's tweedie: 95.77\n",
"[14]\tvalid_0's poisson: -107.617\tvalid_0's tweedie: 95.7202\n",
"[15]\tvalid_0's poisson: -107.658\tvalid_0's tweedie: 95.7015\n",
"[16]\tvalid_0's poisson: -107.876\tvalid_0's tweedie: 95.5986\n",
"[17]\tvalid_0's poisson: -107.944\tvalid_0's tweedie: 95.5614\n",
"[18]\tvalid_0's poisson: -108\tvalid_0's tweedie: 95.5222\n",
"[19]\tvalid_0's poisson: -108.051\tvalid_0's tweedie: 95.4954\n",
"[20]\tvalid_0's poisson: -108.112\tvalid_0's tweedie: 95.4691\n",
"[21]\tvalid_0's poisson: -108.15\tvalid_0's tweedie: 95.443\n",
"[22]\tvalid_0's poisson: -108.186\tvalid_0's tweedie: 95.4248\n",
"[23]\tvalid_0's poisson: -108.24\tvalid_0's tweedie: 95.396\n",
"[24]\tvalid_0's poisson: -108.243\tvalid_0's tweedie: 95.3968\n",
"[25]\tvalid_0's poisson: -108.266\tvalid_0's tweedie: 95.3865\n",
"[26]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 95.3827\n",
"[27]\tvalid_0's poisson: -108.304\tvalid_0's tweedie: 95.3707\n",
"[28]\tvalid_0's poisson: -108.359\tvalid_0's tweedie: 95.3486\n",
"[29]\tvalid_0's poisson: -108.44\tvalid_0's tweedie: 95.31\n",
"[30]\tvalid_0's poisson: -108.472\tvalid_0's tweedie: 95.2975\n",
"[31]\tvalid_0's poisson: -108.494\tvalid_0's tweedie: 95.2887\n",
"[32]\tvalid_0's poisson: -108.525\tvalid_0's tweedie: 95.2738\n",
"[33]\tvalid_0's poisson: -108.533\tvalid_0's tweedie: 95.2702\n",
"[34]\tvalid_0's poisson: -108.54\tvalid_0's tweedie: 95.2671\n",
"[35]\tvalid_0's poisson: -108.589\tvalid_0's tweedie: 95.2451\n",
"[36]\tvalid_0's poisson: -108.616\tvalid_0's tweedie: 95.2338\n",
"[37]\tvalid_0's poisson: -108.646\tvalid_0's tweedie: 95.2197\n",
"[38]\tvalid_0's poisson: -108.689\tvalid_0's tweedie: 95.1961\n",
"[39]\tvalid_0's poisson: -108.693\tvalid_0's tweedie: 95.1934\n",
"[40]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 95.1897\n",
"[41]\tvalid_0's poisson: -108.722\tvalid_0's tweedie: 95.1826\n",
"[42]\tvalid_0's poisson: -108.744\tvalid_0's tweedie: 95.1728\n",
"[43]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 95.1467\n",
"[44]\tvalid_0's poisson: -108.808\tvalid_0's tweedie: 95.1419\n",
"[45]\tvalid_0's poisson: -108.824\tvalid_0's tweedie: 95.1285\n",
"[46]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 95.1094\n",
"[47]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 95.107\n",
"[48]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 95.1074\n",
"[49]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 95.1061\n",
"[50]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 95.1054\n",
"[51]\tvalid_0's poisson: -108.878\tvalid_0's tweedie: 95.1045\n",
"[52]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 95.0865\n",
"[53]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 95.0902\n",
"[54]\tvalid_0's poisson: -108.911\tvalid_0's tweedie: 95.0881\n",
"[55]\tvalid_0's poisson: -108.927\tvalid_0's tweedie: 95.081\n",
"[56]\tvalid_0's poisson: -108.929\tvalid_0's tweedie: 95.0788\n",
"[57]\tvalid_0's poisson: -108.98\tvalid_0's tweedie: 95.058\n",
"[58]\tvalid_0's poisson: -108.988\tvalid_0's tweedie: 95.0558\n",
"[59]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 95.0555\n",
"[60]\tvalid_0's poisson: -108.99\tvalid_0's tweedie: 95.0551\n",
"[61]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 95.0548\n",
"[62]\tvalid_0's poisson: -108.985\tvalid_0's tweedie: 95.0576\n",
"[63]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 95.0564\n",
"[64]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 95.0543\n",
"[65]\tvalid_0's poisson: -108.996\tvalid_0's tweedie: 95.0515\n",
"[66]\tvalid_0's poisson: -108.999\tvalid_0's tweedie: 95.0467\n",
"[67]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 95.0481\n",
"[68]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 95.0436\n",
"[69]\tvalid_0's poisson: -108.998\tvalid_0's tweedie: 95.0475\n",
"[70]\tvalid_0's poisson: -108.999\tvalid_0's tweedie: 95.0475\n",
"[71]\tvalid_0's poisson: -109.005\tvalid_0's tweedie: 95.0454\n",
"[72]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 95.0306\n",
"[73]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 95.0288\n",
"[74]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 95.0263\n",
"[75]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 95.0287\n",
"[76]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 95.0272\n",
"[77]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 95.0284\n",
"[78]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 95.0226\n",
"[79]\tvalid_0's poisson: -109.073\tvalid_0's tweedie: 95.0149\n",
"[80]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 95.0159\n",
"[81]\tvalid_0's poisson: -109.073\tvalid_0's tweedie: 95.0157\n",
"[82]\tvalid_0's poisson: -109.079\tvalid_0's tweedie: 95.0122\n",
"[83]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 95.0103\n",
"[84]\tvalid_0's poisson: -109.085\tvalid_0's tweedie: 95.008\n",
"[85]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 95.0049\n",
"[86]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 95.0022\n",
"[87]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 95.0001\n",
"[88]\tvalid_0's poisson: -109.101\tvalid_0's tweedie: 95.001\n",
"[89]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 94.9979\n",
"[90]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 95.0006\n",
"[91]\tvalid_0's poisson: -109.113\tvalid_0's tweedie: 94.9952\n",
"[92]\tvalid_0's poisson: -109.112\tvalid_0's tweedie: 94.9947\n",
"[93]\tvalid_0's poisson: -109.118\tvalid_0's tweedie: 94.9925\n",
"[94]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 94.9907\n",
"[95]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 94.9896\n",
"[96]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 94.9889\n",
"[97]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 94.9901\n",
"[98]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 94.991\n",
"[99]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 94.985\n",
"[100]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 94.9829\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -98.1645\tvalid_0's tweedie: 100.341\n",
"[2]\tvalid_0's poisson: -103.43\tvalid_0's tweedie: 97.9713\n",
"[3]\tvalid_0's poisson: -104.826\tvalid_0's tweedie: 97.1212\n",
"[4]\tvalid_0's poisson: -105.743\tvalid_0's tweedie: 96.6954\n",
"[5]\tvalid_0's poisson: -106.066\tvalid_0's tweedie: 96.5061\n",
"[6]\tvalid_0's poisson: -106.512\tvalid_0's tweedie: 96.3012\n",
"[7]\tvalid_0's poisson: -106.804\tvalid_0's tweedie: 96.1536\n",
"[8]\tvalid_0's poisson: -106.899\tvalid_0's tweedie: 96.0915\n",
"[9]\tvalid_0's poisson: -107.166\tvalid_0's tweedie: 95.9488\n",
"[10]\tvalid_0's poisson: -107.517\tvalid_0's tweedie: 95.7924\n",
"[11]\tvalid_0's poisson: -107.588\tvalid_0's tweedie: 95.734\n",
"[12]\tvalid_0's poisson: -107.639\tvalid_0's tweedie: 95.7051\n",
"[13]\tvalid_0's poisson: -107.705\tvalid_0's tweedie: 95.675\n",
"[14]\tvalid_0's poisson: -107.772\tvalid_0's tweedie: 95.6413\n",
"[15]\tvalid_0's poisson: -107.831\tvalid_0's tweedie: 95.5958\n",
"[16]\tvalid_0's poisson: -107.847\tvalid_0's tweedie: 95.582\n",
"[17]\tvalid_0's poisson: -107.909\tvalid_0's tweedie: 95.5541\n",
"[18]\tvalid_0's poisson: -108.021\tvalid_0's tweedie: 95.5016\n",
"[19]\tvalid_0's poisson: -108.103\tvalid_0's tweedie: 95.4618\n",
"[20]\tvalid_0's poisson: -108.14\tvalid_0's tweedie: 95.4493\n",
"[21]\tvalid_0's poisson: -108.166\tvalid_0's tweedie: 95.4265\n",
"[22]\tvalid_0's poisson: -108.228\tvalid_0's tweedie: 95.3932\n",
"[23]\tvalid_0's poisson: -108.273\tvalid_0's tweedie: 95.3768\n",
"[24]\tvalid_0's poisson: -108.297\tvalid_0's tweedie: 95.3671\n",
"[25]\tvalid_0's poisson: -108.339\tvalid_0's tweedie: 95.3454\n",
"[26]\tvalid_0's poisson: -108.353\tvalid_0's tweedie: 95.3412\n",
"[27]\tvalid_0's poisson: -108.376\tvalid_0's tweedie: 95.329\n",
"[28]\tvalid_0's poisson: -108.417\tvalid_0's tweedie: 95.3103\n",
"[29]\tvalid_0's poisson: -108.427\tvalid_0's tweedie: 95.3047\n",
"[30]\tvalid_0's poisson: -108.456\tvalid_0's tweedie: 95.295\n",
"[31]\tvalid_0's poisson: -108.456\tvalid_0's tweedie: 95.2934\n",
"[32]\tvalid_0's poisson: -108.49\tvalid_0's tweedie: 95.2755\n",
"[33]\tvalid_0's poisson: -108.505\tvalid_0's tweedie: 95.2678\n",
"[34]\tvalid_0's poisson: -108.54\tvalid_0's tweedie: 95.2528\n",
"[35]\tvalid_0's poisson: -108.548\tvalid_0's tweedie: 95.2505\n",
"[36]\tvalid_0's poisson: -108.587\tvalid_0's tweedie: 95.2351\n",
"[37]\tvalid_0's poisson: -108.624\tvalid_0's tweedie: 95.2177\n",
"[38]\tvalid_0's poisson: -108.63\tvalid_0's tweedie: 95.2139\n",
"[39]\tvalid_0's poisson: -108.638\tvalid_0's tweedie: 95.211\n",
"[40]\tvalid_0's poisson: -108.674\tvalid_0's tweedie: 95.1951\n",
"[41]\tvalid_0's poisson: -108.667\tvalid_0's tweedie: 95.1979\n",
"[42]\tvalid_0's poisson: -108.656\tvalid_0's tweedie: 95.2038\n",
"[43]\tvalid_0's poisson: -108.662\tvalid_0's tweedie: 95.2004\n",
"[44]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 95.197\n",
"[45]\tvalid_0's poisson: -108.667\tvalid_0's tweedie: 95.1978\n",
"[46]\tvalid_0's poisson: -108.691\tvalid_0's tweedie: 95.1865\n",
"[47]\tvalid_0's poisson: -108.688\tvalid_0's tweedie: 95.1875\n",
"[48]\tvalid_0's poisson: -108.722\tvalid_0's tweedie: 95.1627\n",
"[49]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 95.1557\n",
"[50]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 95.1576\n",
"[51]\tvalid_0's poisson: -108.726\tvalid_0's tweedie: 95.161\n",
"[52]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 95.1565\n",
"[53]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 95.14\n",
"[54]\tvalid_0's poisson: -108.791\tvalid_0's tweedie: 95.13\n",
"[55]\tvalid_0's poisson: -108.845\tvalid_0's tweedie: 95.1071\n",
"[56]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 95.1054\n",
"[57]\tvalid_0's poisson: -108.861\tvalid_0's tweedie: 95.0999\n",
"[58]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 95.0963\n",
"[59]\tvalid_0's poisson: -108.865\tvalid_0's tweedie: 95.0982\n",
"[60]\tvalid_0's poisson: -108.906\tvalid_0's tweedie: 95.0796\n",
"[61]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 95.0766\n",
"[62]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 95.0685\n",
"[63]\tvalid_0's poisson: -108.944\tvalid_0's tweedie: 95.0626\n",
"[64]\tvalid_0's poisson: -108.953\tvalid_0's tweedie: 95.0564\n",
"[65]\tvalid_0's poisson: -108.976\tvalid_0's tweedie: 95.046\n",
"[66]\tvalid_0's poisson: -108.973\tvalid_0's tweedie: 95.0476\n",
"[67]\tvalid_0's poisson: -108.991\tvalid_0's tweedie: 95.0415\n",
"[68]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 95.0384\n",
"[69]\tvalid_0's poisson: -109.013\tvalid_0's tweedie: 95.0314\n",
"[70]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 95.0371\n",
"[71]\tvalid_0's poisson: -109.005\tvalid_0's tweedie: 95.0359\n",
"[72]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 95.0354\n",
"[73]\tvalid_0's poisson: -109.014\tvalid_0's tweedie: 95.032\n",
"[74]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 95.0356\n",
"[75]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 95.036\n",
"[76]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 95.0309\n",
"[77]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 95.0307\n",
"[78]\tvalid_0's poisson: -109.021\tvalid_0's tweedie: 95.0266\n",
"[79]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 95.0195\n",
"[80]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 95.0212\n",
"[81]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 95.0171\n",
"[82]\tvalid_0's poisson: -109.043\tvalid_0's tweedie: 95.0149\n",
"[83]\tvalid_0's poisson: -109.04\tvalid_0's tweedie: 95.0157\n",
"[84]\tvalid_0's poisson: -109.052\tvalid_0's tweedie: 95.011\n",
"[85]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 95.0081\n",
"[86]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 95.0068\n",
"[87]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 95.0071\n",
"[88]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 95.009\n",
"[89]\tvalid_0's poisson: -109.052\tvalid_0's tweedie: 95.0102\n",
"[90]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 95.0064\n",
"[91]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 94.9995\n",
"[92]\tvalid_0's poisson: -109.075\tvalid_0's tweedie: 94.9986\n",
"[93]\tvalid_0's poisson: -109.075\tvalid_0's tweedie: 94.9985\n",
"[94]\tvalid_0's poisson: -109.102\tvalid_0's tweedie: 94.9883\n",
"[95]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 94.9857\n",
"[96]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 94.9785\n",
"[97]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 94.9756\n",
"[98]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 94.9739\n",
"[99]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 94.9721\n",
"[100]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 94.972\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=1, reg_alpha=0.0 will be ignored. Current value: lambda_l1=1\n",
"[LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]\tvalid_0's poisson: -98.1265\tvalid_0's tweedie: 100.359\n",
"[2]\tvalid_0's poisson: -103.202\tvalid_0's tweedie: 98.016\n",
"[3]\tvalid_0's poisson: -105.06\tvalid_0's tweedie: 97.0551\n",
"[4]\tvalid_0's poisson: -105.645\tvalid_0's tweedie: 96.7468\n",
"[5]\tvalid_0's poisson: -105.944\tvalid_0's tweedie: 96.5522\n",
"[6]\tvalid_0's poisson: -106.361\tvalid_0's tweedie: 96.3457\n",
"[7]\tvalid_0's poisson: -106.785\tvalid_0's tweedie: 96.1456\n",
"[8]\tvalid_0's poisson: -107.127\tvalid_0's tweedie: 95.9885\n",
"[9]\tvalid_0's poisson: -107.169\tvalid_0's tweedie: 95.9575\n",
"[10]\tvalid_0's poisson: -107.283\tvalid_0's tweedie: 95.907\n",
"[11]\tvalid_0's poisson: -107.356\tvalid_0's tweedie: 95.8785\n",
"[12]\tvalid_0's poisson: -107.454\tvalid_0's tweedie: 95.8307\n",
"[13]\tvalid_0's poisson: -107.58\tvalid_0's tweedie: 95.7649\n",
"[14]\tvalid_0's poisson: -107.729\tvalid_0's tweedie: 95.6831\n",
"[15]\tvalid_0's poisson: -107.778\tvalid_0's tweedie: 95.6579\n",
"[16]\tvalid_0's poisson: -107.826\tvalid_0's tweedie: 95.6358\n",
"[17]\tvalid_0's poisson: -107.901\tvalid_0's tweedie: 95.5979\n",
"[18]\tvalid_0's poisson: -107.987\tvalid_0's tweedie: 95.5352\n",
"[19]\tvalid_0's poisson: -108.09\tvalid_0's tweedie: 95.4781\n",
"[20]\tvalid_0's poisson: -108.137\tvalid_0's tweedie: 95.4586\n",
"[21]\tvalid_0's poisson: -108.173\tvalid_0's tweedie: 95.4418\n",
"[22]\tvalid_0's poisson: -108.166\tvalid_0's tweedie: 95.4432\n",
"[23]\tvalid_0's poisson: -108.212\tvalid_0's tweedie: 95.4188\n",
"[24]\tvalid_0's poisson: -108.28\tvalid_0's tweedie: 95.3909\n",
"[25]\tvalid_0's poisson: -108.325\tvalid_0's tweedie: 95.366\n",
"[26]\tvalid_0's poisson: -108.361\tvalid_0's tweedie: 95.3486\n",
"[27]\tvalid_0's poisson: -108.397\tvalid_0's tweedie: 95.3333\n",
"[28]\tvalid_0's poisson: -108.426\tvalid_0's tweedie: 95.3153\n",
"[29]\tvalid_0's poisson: -108.435\tvalid_0's tweedie: 95.3108\n",
"[30]\tvalid_0's poisson: -108.449\tvalid_0's tweedie: 95.3049\n",
"[31]\tvalid_0's poisson: -108.499\tvalid_0's tweedie: 95.2827\n",
"[32]\tvalid_0's poisson: -108.516\tvalid_0's tweedie: 95.2742\n",
"[33]\tvalid_0's poisson: -108.525\tvalid_0's tweedie: 95.2706\n",
"[34]\tvalid_0's poisson: -108.527\tvalid_0's tweedie: 95.2696\n",
"[35]\tvalid_0's poisson: -108.52\tvalid_0's tweedie: 95.2717\n",
"[36]\tvalid_0's poisson: -108.543\tvalid_0's tweedie: 95.263\n",
"[37]\tvalid_0's poisson: -108.536\tvalid_0's tweedie: 95.2637\n",
"[38]\tvalid_0's poisson: -108.548\tvalid_0's tweedie: 95.2588\n",
"[39]\tvalid_0's poisson: -108.551\tvalid_0's tweedie: 95.2555\n",
"[40]\tvalid_0's poisson: -108.568\tvalid_0's tweedie: 95.2466\n",
"[41]\tvalid_0's poisson: -108.581\tvalid_0's tweedie: 95.24\n",
"[42]\tvalid_0's poisson: -108.639\tvalid_0's tweedie: 95.2127\n",
"[43]\tvalid_0's poisson: -108.644\tvalid_0's tweedie: 95.2106\n",
"[44]\tvalid_0's poisson: -108.672\tvalid_0's tweedie: 95.1965\n",
"[45]\tvalid_0's poisson: -108.751\tvalid_0's tweedie: 95.1672\n",
"[46]\tvalid_0's poisson: -108.791\tvalid_0's tweedie: 95.1513\n",
"[47]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 95.1446\n",
"[48]\tvalid_0's poisson: -108.817\tvalid_0's tweedie: 95.1403\n",
"[49]\tvalid_0's poisson: -108.804\tvalid_0's tweedie: 95.1461\n",
"[50]\tvalid_0's poisson: -108.795\tvalid_0's tweedie: 95.1492\n",
"[51]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 95.1416\n",
"[52]\tvalid_0's poisson: -108.806\tvalid_0's tweedie: 95.1447\n",
"[53]\tvalid_0's poisson: -108.811\tvalid_0's tweedie: 95.1431\n",
"[54]\tvalid_0's poisson: -108.876\tvalid_0's tweedie: 95.1165\n",
"[55]\tvalid_0's poisson: -108.897\tvalid_0's tweedie: 95.1075\n",
"[56]\tvalid_0's poisson: -108.917\tvalid_0's tweedie: 95.0958\n",
"[57]\tvalid_0's poisson: -108.919\tvalid_0's tweedie: 95.0919\n",
"[58]\tvalid_0's poisson: -108.933\tvalid_0's tweedie: 95.0846\n",
"[59]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 95.0748\n",
"[60]\tvalid_0's poisson: -108.94\tvalid_0's tweedie: 95.0766\n",
"[61]\tvalid_0's poisson: -108.945\tvalid_0's tweedie: 95.0732\n",
"[62]\tvalid_0's poisson: -108.951\tvalid_0's tweedie: 95.0703\n",
"[63]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 95.063\n",
"[64]\tvalid_0's poisson: -108.97\tvalid_0's tweedie: 95.0609\n",
"[65]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 95.0584\n",
"[66]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 95.0542\n",
"[67]\tvalid_0's poisson: -108.986\tvalid_0's tweedie: 95.051\n",
"[68]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 95.0411\n",
"[69]\tvalid_0's poisson: -109.013\tvalid_0's tweedie: 95.0372\n",
"[70]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 95.0251\n",
"[71]\tvalid_0's poisson: -109.052\tvalid_0's tweedie: 95.0221\n",
"[72]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 95.0201\n",
"[73]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 95.016\n",
"[74]\tvalid_0's poisson: -109.07\tvalid_0's tweedie: 95.0136\n",
"[75]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 95.0089\n",
"[76]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 95.0101\n",
"[77]\tvalid_0's poisson: -109.082\tvalid_0's tweedie: 95.0083\n",
"[78]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 95.0063\n",
"[79]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 95.0026\n",
"[80]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 95.0014\n",
"[81]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 94.9999\n",
"[82]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 95.0011\n",
"[83]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 95.0005\n",
"[84]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 94.9996\n",
"[85]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 94.9983\n",
"[86]\tvalid_0's poisson: -109.102\tvalid_0's tweedie: 94.9991\n",
"[87]\tvalid_0's poisson: -109.106\tvalid_0's tweedie: 94.9969\n",
"[88]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 94.9985\n",
"[89]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 94.9965\n",
"[90]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 94.9937\n",
"[91]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 94.988\n",
"[92]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 94.9867\n",
"[93]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 94.9876\n",
"[94]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 94.9903\n",
"[95]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 94.9897\n",
"[96]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 94.989\n",
"[97]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 94.9827\n",
"[98]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 94.9793\n",
"[99]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 94.9804\n",
"[100]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 94.9795\n",
"[CV] END bagging_fraction=0.5, lambda_l1=1, lambda_l2=0.1, learning_rate=1.0, max_depth=2, tweedie_variance_power=1.2000000000000002; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -101.411\tvalid_0's tweedie: 11.7334\n",
"[2]\tvalid_0's poisson: -104.398\tvalid_0's tweedie: 11.4103\n",
"[3]\tvalid_0's poisson: -105.751\tvalid_0's tweedie: 11.3211\n",
"[4]\tvalid_0's poisson: -106.349\tvalid_0's tweedie: 11.2817\n",
"[5]\tvalid_0's poisson: -106.968\tvalid_0's tweedie: 11.2599\n",
"[6]\tvalid_0's poisson: -107.062\tvalid_0's tweedie: 11.221\n",
"[7]\tvalid_0's poisson: -107.48\tvalid_0's tweedie: 11.199\n",
"[8]\tvalid_0's poisson: -107.688\tvalid_0's tweedie: 11.1908\n",
"[9]\tvalid_0's poisson: -107.711\tvalid_0's tweedie: 11.1899\n",
"[10]\tvalid_0's poisson: -107.853\tvalid_0's tweedie: 11.1803\n",
"[11]\tvalid_0's poisson: -107.999\tvalid_0's tweedie: 11.1752\n",
"[12]\tvalid_0's poisson: -108.03\tvalid_0's tweedie: 11.1679\n",
"[13]\tvalid_0's poisson: -108.209\tvalid_0's tweedie: 11.1604\n",
"[14]\tvalid_0's poisson: -108.238\tvalid_0's tweedie: 11.1527\n",
"[15]\tvalid_0's poisson: -108.309\tvalid_0's tweedie: 11.1474\n",
"[16]\tvalid_0's poisson: -108.342\tvalid_0's tweedie: 11.1456\n",
"[17]\tvalid_0's poisson: -108.347\tvalid_0's tweedie: 11.1465\n",
"[18]\tvalid_0's poisson: -108.435\tvalid_0's tweedie: 11.1439\n",
"[19]\tvalid_0's poisson: -108.448\tvalid_0's tweedie: 11.1433\n",
"[20]\tvalid_0's poisson: -108.486\tvalid_0's tweedie: 11.1427\n",
"[21]\tvalid_0's poisson: -108.496\tvalid_0's tweedie: 11.1411\n",
"[22]\tvalid_0's poisson: -108.595\tvalid_0's tweedie: 11.1333\n",
"[23]\tvalid_0's poisson: -108.714\tvalid_0's tweedie: 11.1272\n",
"[24]\tvalid_0's poisson: -108.744\tvalid_0's tweedie: 11.1243\n",
"[25]\tvalid_0's poisson: -108.804\tvalid_0's tweedie: 11.123\n",
"[26]\tvalid_0's poisson: -108.814\tvalid_0's tweedie: 11.1244\n",
"[27]\tvalid_0's poisson: -108.837\tvalid_0's tweedie: 11.1228\n",
"[28]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 11.1233\n",
"[29]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 11.123\n",
"[30]\tvalid_0's poisson: -108.836\tvalid_0's tweedie: 11.126\n",
"[31]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 11.1253\n",
"[32]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 11.1246\n",
"[33]\tvalid_0's poisson: -108.877\tvalid_0's tweedie: 11.1238\n",
"[34]\tvalid_0's poisson: -108.88\tvalid_0's tweedie: 11.1233\n",
"[35]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 11.1252\n",
"[36]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 11.1249\n",
"[37]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 11.1218\n",
"[38]\tvalid_0's poisson: -108.96\tvalid_0's tweedie: 11.1205\n",
"[39]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 11.1204\n",
"[40]\tvalid_0's poisson: -108.982\tvalid_0's tweedie: 11.1201\n",
"[41]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 11.1194\n",
"[42]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 11.1178\n",
"[43]\tvalid_0's poisson: -109.011\tvalid_0's tweedie: 11.1169\n",
"[44]\tvalid_0's poisson: -109.011\tvalid_0's tweedie: 11.1196\n",
"[45]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 11.1188\n",
"[46]\tvalid_0's poisson: -108.999\tvalid_0's tweedie: 11.1193\n",
"[47]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 11.1234\n",
"[48]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 11.1223\n",
"[49]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 11.1221\n",
"[50]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 11.121\n",
"[51]\tvalid_0's poisson: -108.992\tvalid_0's tweedie: 11.12\n",
"[52]\tvalid_0's poisson: -108.993\tvalid_0's tweedie: 11.1199\n",
"[53]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 11.1177\n",
"[54]\tvalid_0's poisson: -109.019\tvalid_0's tweedie: 11.116\n",
"[55]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 11.1174\n",
"[56]\tvalid_0's poisson: -109.035\tvalid_0's tweedie: 11.1178\n",
"[57]\tvalid_0's poisson: -109.035\tvalid_0's tweedie: 11.1184\n",
"[58]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 11.1188\n",
"[59]\tvalid_0's poisson: -109.04\tvalid_0's tweedie: 11.1186\n",
"[60]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 11.1177\n",
"[61]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 11.1205\n",
"[62]\tvalid_0's poisson: -109.051\tvalid_0's tweedie: 11.1195\n",
"[63]\tvalid_0's poisson: -109.047\tvalid_0's tweedie: 11.1219\n",
"[64]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 11.1234\n",
"[65]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 11.1235\n",
"[66]\tvalid_0's poisson: -109.056\tvalid_0's tweedie: 11.1263\n",
"[67]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 11.1245\n",
"[68]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 11.1252\n",
"[69]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 11.1249\n",
"[70]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 11.1242\n",
"[71]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.1232\n",
"[72]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 11.123\n",
"[73]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 11.1239\n",
"[74]\tvalid_0's poisson: -109.067\tvalid_0's tweedie: 11.1249\n",
"[75]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 11.1226\n",
"[76]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 11.1233\n",
"[77]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 11.1242\n",
"[78]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 11.1274\n",
"[79]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 11.1284\n",
"[80]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 11.13\n",
"[81]\tvalid_0's poisson: -109.084\tvalid_0's tweedie: 11.128\n",
"[82]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 11.1275\n",
"[83]\tvalid_0's poisson: -109.087\tvalid_0's tweedie: 11.1273\n",
"[84]\tvalid_0's poisson: -109.097\tvalid_0's tweedie: 11.1285\n",
"[85]\tvalid_0's poisson: -109.105\tvalid_0's tweedie: 11.1279\n",
"[86]\tvalid_0's poisson: -109.105\tvalid_0's tweedie: 11.1307\n",
"[87]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 11.1299\n",
"[88]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 11.1325\n",
"[89]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 11.1327\n",
"[90]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 11.1318\n",
"[91]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 11.1351\n",
"[92]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 11.1351\n",
"[93]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 11.1381\n",
"[94]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 11.1343\n",
"[95]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 11.1305\n",
"[96]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 11.1307\n",
"[97]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 11.1312\n",
"[98]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 11.1305\n",
"[99]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 11.1308\n",
"[100]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 11.1299\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=1.0, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -101.455\tvalid_0's tweedie: 11.7507\n",
"[2]\tvalid_0's poisson: -103.701\tvalid_0's tweedie: 11.4589\n",
"[3]\tvalid_0's poisson: -105.274\tvalid_0's tweedie: 11.3386\n",
"[4]\tvalid_0's poisson: -106.328\tvalid_0's tweedie: 11.2927\n",
"[5]\tvalid_0's poisson: -106.768\tvalid_0's tweedie: 11.2605\n",
"[6]\tvalid_0's poisson: -107.23\tvalid_0's tweedie: 11.2299\n",
"[7]\tvalid_0's poisson: -107.755\tvalid_0's tweedie: 11.1875\n",
"[8]\tvalid_0's poisson: -107.879\tvalid_0's tweedie: 11.1754\n",
"[9]\tvalid_0's poisson: -107.943\tvalid_0's tweedie: 11.1667\n",
"[10]\tvalid_0's poisson: -108.021\tvalid_0's tweedie: 11.1619\n",
"[11]\tvalid_0's poisson: -108.12\tvalid_0's tweedie: 11.1571\n",
"[12]\tvalid_0's poisson: -108.155\tvalid_0's tweedie: 11.147\n",
"[13]\tvalid_0's poisson: -108.202\tvalid_0's tweedie: 11.1427\n",
"[14]\tvalid_0's poisson: -108.225\tvalid_0's tweedie: 11.1401\n",
"[15]\tvalid_0's poisson: -108.249\tvalid_0's tweedie: 11.1386\n",
"[16]\tvalid_0's poisson: -108.222\tvalid_0's tweedie: 11.1374\n",
"[17]\tvalid_0's poisson: -108.232\tvalid_0's tweedie: 11.137\n",
"[18]\tvalid_0's poisson: -108.295\tvalid_0's tweedie: 11.1335\n",
"[19]\tvalid_0's poisson: -108.283\tvalid_0's tweedie: 11.1339\n",
"[20]\tvalid_0's poisson: -108.328\tvalid_0's tweedie: 11.1318\n",
"[21]\tvalid_0's poisson: -108.348\tvalid_0's tweedie: 11.1285\n",
"[22]\tvalid_0's poisson: -108.416\tvalid_0's tweedie: 11.1268\n",
"[23]\tvalid_0's poisson: -108.461\tvalid_0's tweedie: 11.1264\n",
"[24]\tvalid_0's poisson: -108.487\tvalid_0's tweedie: 11.1254\n",
"[25]\tvalid_0's poisson: -108.519\tvalid_0's tweedie: 11.1226\n",
"[26]\tvalid_0's poisson: -108.54\tvalid_0's tweedie: 11.1172\n",
"[27]\tvalid_0's poisson: -108.567\tvalid_0's tweedie: 11.1167\n",
"[28]\tvalid_0's poisson: -108.603\tvalid_0's tweedie: 11.1163\n",
"[29]\tvalid_0's poisson: -108.598\tvalid_0's tweedie: 11.1204\n",
"[30]\tvalid_0's poisson: -108.597\tvalid_0's tweedie: 11.1218\n",
"[31]\tvalid_0's poisson: -108.594\tvalid_0's tweedie: 11.1202\n",
"[32]\tvalid_0's poisson: -108.633\tvalid_0's tweedie: 11.1159\n",
"[33]\tvalid_0's poisson: -108.63\tvalid_0's tweedie: 11.117\n",
"[34]\tvalid_0's poisson: -108.699\tvalid_0's tweedie: 11.1134\n",
"[35]\tvalid_0's poisson: -108.713\tvalid_0's tweedie: 11.1111\n",
"[36]\tvalid_0's poisson: -108.711\tvalid_0's tweedie: 11.1106\n",
"[37]\tvalid_0's poisson: -108.719\tvalid_0's tweedie: 11.1105\n",
"[38]\tvalid_0's poisson: -108.733\tvalid_0's tweedie: 11.1103\n",
"[39]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 11.1111\n",
"[40]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 11.1118\n",
"[41]\tvalid_0's poisson: -108.895\tvalid_0's tweedie: 11.1078\n",
"[42]\tvalid_0's poisson: -108.886\tvalid_0's tweedie: 11.1127\n",
"[43]\tvalid_0's poisson: -108.916\tvalid_0's tweedie: 11.1105\n",
"[44]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 11.1106\n",
"[45]\tvalid_0's poisson: -108.903\tvalid_0's tweedie: 11.1098\n",
"[46]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 11.1112\n",
"[47]\tvalid_0's poisson: -108.903\tvalid_0's tweedie: 11.1127\n",
"[48]\tvalid_0's poisson: -108.915\tvalid_0's tweedie: 11.1109\n",
"[49]\tvalid_0's poisson: -108.928\tvalid_0's tweedie: 11.1113\n",
"[50]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 11.1099\n",
"[51]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 11.1092\n",
"[52]\tvalid_0's poisson: -108.984\tvalid_0's tweedie: 11.1083\n",
"[53]\tvalid_0's poisson: -109\tvalid_0's tweedie: 11.1082\n",
"[54]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 11.1114\n",
"[55]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 11.1108\n",
"[56]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 11.1107\n",
"[57]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 11.1101\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[58]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 11.1084\n",
"[59]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 11.1076\n",
"[60]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 11.1075\n",
"[61]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 11.1077\n",
"[62]\tvalid_0's poisson: -109.06\tvalid_0's tweedie: 11.1075\n",
"[63]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 11.1092\n",
"[64]\tvalid_0's poisson: -109.089\tvalid_0's tweedie: 11.1058\n",
"[65]\tvalid_0's poisson: -109.082\tvalid_0's tweedie: 11.1063\n",
"[66]\tvalid_0's poisson: -109.078\tvalid_0's tweedie: 11.1071\n",
"[67]\tvalid_0's poisson: -109.094\tvalid_0's tweedie: 11.1046\n",
"[68]\tvalid_0's poisson: -109.089\tvalid_0's tweedie: 11.1047\n",
"[69]\tvalid_0's poisson: -109.109\tvalid_0's tweedie: 11.1036\n",
"[70]\tvalid_0's poisson: -109.111\tvalid_0's tweedie: 11.1034\n",
"[71]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 11.1032\n",
"[72]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 11.1023\n",
"[73]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 11.1036\n",
"[74]\tvalid_0's poisson: -109.113\tvalid_0's tweedie: 11.1047\n",
"[75]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 11.106\n",
"[76]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 11.104\n",
"[77]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 11.1046\n",
"[78]\tvalid_0's poisson: -109.13\tvalid_0's tweedie: 11.1011\n",
"[79]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 11.1011\n",
"[80]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 11.1008\n",
"[81]\tvalid_0's poisson: -109.122\tvalid_0's tweedie: 11.1011\n",
"[82]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 11.1016\n",
"[83]\tvalid_0's poisson: -109.126\tvalid_0's tweedie: 11.0999\n",
"[84]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 11.1006\n",
"[85]\tvalid_0's poisson: -109.119\tvalid_0's tweedie: 11.101\n",
"[86]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 11.1009\n",
"[87]\tvalid_0's poisson: -109.121\tvalid_0's tweedie: 11.1007\n",
"[88]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 11.1001\n",
"[89]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 11.0995\n",
"[90]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 11.099\n",
"[91]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 11.1008\n",
"[92]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 11.0985\n",
"[93]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 11.0974\n",
"[94]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 11.0983\n",
"[95]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 11.0987\n",
"[96]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 11.0982\n",
"[97]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 11.1005\n",
"[98]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 11.1016\n",
"[99]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 11.1019\n",
"[100]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 11.101\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=1.0, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -101.392\tvalid_0's tweedie: 11.741\n",
"[2]\tvalid_0's poisson: -103.784\tvalid_0's tweedie: 11.4532\n",
"[3]\tvalid_0's poisson: -105.233\tvalid_0's tweedie: 11.3462\n",
"[4]\tvalid_0's poisson: -105.596\tvalid_0's tweedie: 11.3033\n",
"[5]\tvalid_0's poisson: -106.406\tvalid_0's tweedie: 11.265\n",
"[6]\tvalid_0's poisson: -106.532\tvalid_0's tweedie: 11.2374\n",
"[7]\tvalid_0's poisson: -107.124\tvalid_0's tweedie: 11.212\n",
"[8]\tvalid_0's poisson: -107.351\tvalid_0's tweedie: 11.1991\n",
"[9]\tvalid_0's poisson: -107.746\tvalid_0's tweedie: 11.1787\n",
"[10]\tvalid_0's poisson: -107.838\tvalid_0's tweedie: 11.1697\n",
"[11]\tvalid_0's poisson: -107.976\tvalid_0's tweedie: 11.1659\n",
"[12]\tvalid_0's poisson: -108.005\tvalid_0's tweedie: 11.1644\n",
"[13]\tvalid_0's poisson: -108.096\tvalid_0's tweedie: 11.1594\n",
"[14]\tvalid_0's poisson: -108.213\tvalid_0's tweedie: 11.1542\n",
"[15]\tvalid_0's poisson: -108.225\tvalid_0's tweedie: 11.1516\n",
"[16]\tvalid_0's poisson: -108.288\tvalid_0's tweedie: 11.1483\n",
"[17]\tvalid_0's poisson: -108.299\tvalid_0's tweedie: 11.1461\n",
"[18]\tvalid_0's poisson: -108.399\tvalid_0's tweedie: 11.1417\n",
"[19]\tvalid_0's poisson: -108.417\tvalid_0's tweedie: 11.1393\n",
"[20]\tvalid_0's poisson: -108.486\tvalid_0's tweedie: 11.1328\n",
"[21]\tvalid_0's poisson: -108.51\tvalid_0's tweedie: 11.132\n",
"[22]\tvalid_0's poisson: -108.511\tvalid_0's tweedie: 11.133\n",
"[23]\tvalid_0's poisson: -108.55\tvalid_0's tweedie: 11.1309\n",
"[24]\tvalid_0's poisson: -108.542\tvalid_0's tweedie: 11.1305\n",
"[25]\tvalid_0's poisson: -108.546\tvalid_0's tweedie: 11.1301\n",
"[26]\tvalid_0's poisson: -108.542\tvalid_0's tweedie: 11.1309\n",
"[27]\tvalid_0's poisson: -108.543\tvalid_0's tweedie: 11.1312\n",
"[28]\tvalid_0's poisson: -108.643\tvalid_0's tweedie: 11.1254\n",
"[29]\tvalid_0's poisson: -108.64\tvalid_0's tweedie: 11.126\n",
"[30]\tvalid_0's poisson: -108.683\tvalid_0's tweedie: 11.1181\n",
"[31]\tvalid_0's poisson: -108.704\tvalid_0's tweedie: 11.1157\n",
"[32]\tvalid_0's poisson: -108.715\tvalid_0's tweedie: 11.1153\n",
"[33]\tvalid_0's poisson: -108.653\tvalid_0's tweedie: 11.116\n",
"[34]\tvalid_0's poisson: -108.705\tvalid_0's tweedie: 11.1121\n",
"[35]\tvalid_0's poisson: -108.74\tvalid_0's tweedie: 11.1101\n",
"[36]\tvalid_0's poisson: -108.763\tvalid_0's tweedie: 11.1083\n",
"[37]\tvalid_0's poisson: -108.767\tvalid_0's tweedie: 11.1063\n",
"[38]\tvalid_0's poisson: -108.782\tvalid_0's tweedie: 11.1045\n",
"[39]\tvalid_0's poisson: -108.793\tvalid_0's tweedie: 11.1044\n",
"[40]\tvalid_0's poisson: -108.801\tvalid_0's tweedie: 11.1041\n",
"[41]\tvalid_0's poisson: -108.807\tvalid_0's tweedie: 11.1037\n",
"[42]\tvalid_0's poisson: -108.825\tvalid_0's tweedie: 11.1037\n",
"[43]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 11.1024\n",
"[44]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 11.1035\n",
"[45]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 11.1038\n",
"[46]\tvalid_0's poisson: -108.873\tvalid_0's tweedie: 11.1041\n",
"[47]\tvalid_0's poisson: -108.877\tvalid_0's tweedie: 11.1042\n",
"[48]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 11.1043\n",
"[49]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 11.1058\n",
"[50]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 11.1034\n",
"[51]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 11.1042\n",
"[52]\tvalid_0's poisson: -108.911\tvalid_0's tweedie: 11.1032\n",
"[53]\tvalid_0's poisson: -108.924\tvalid_0's tweedie: 11.1027\n",
"[54]\tvalid_0's poisson: -108.933\tvalid_0's tweedie: 11.101\n",
"[55]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 11.1014\n",
"[56]\tvalid_0's poisson: -108.93\tvalid_0's tweedie: 11.1015\n",
"[57]\tvalid_0's poisson: -108.938\tvalid_0's tweedie: 11.101\n",
"[58]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 11.1016\n",
"[59]\tvalid_0's poisson: -108.932\tvalid_0's tweedie: 11.1016\n",
"[60]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 11.1012\n",
"[61]\tvalid_0's poisson: -108.981\tvalid_0's tweedie: 11.1012\n",
"[62]\tvalid_0's poisson: -108.966\tvalid_0's tweedie: 11.1016\n",
"[63]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 11.1017\n",
"[64]\tvalid_0's poisson: -108.968\tvalid_0's tweedie: 11.1023\n",
"[65]\tvalid_0's poisson: -108.965\tvalid_0's tweedie: 11.1018\n",
"[66]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 11.0989\n",
"[67]\tvalid_0's poisson: -108.962\tvalid_0's tweedie: 11.1011\n",
"[68]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 11.1004\n",
"[69]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 11.0997\n",
"[70]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 11.0988\n",
"[71]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 11.099\n",
"[72]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 11.098\n",
"[73]\tvalid_0's poisson: -109.006\tvalid_0's tweedie: 11.0965\n",
"[74]\tvalid_0's poisson: -109.006\tvalid_0's tweedie: 11.0963\n",
"[75]\tvalid_0's poisson: -109.013\tvalid_0's tweedie: 11.0966\n",
"[76]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 11.0958\n",
"[77]\tvalid_0's poisson: -109.014\tvalid_0's tweedie: 11.0952\n",
"[78]\tvalid_0's poisson: -109.005\tvalid_0's tweedie: 11.0959\n",
"[79]\tvalid_0's poisson: -109.003\tvalid_0's tweedie: 11.0959\n",
"[80]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 11.0959\n",
"[81]\tvalid_0's poisson: -109.003\tvalid_0's tweedie: 11.0957\n",
"[82]\tvalid_0's poisson: -108.997\tvalid_0's tweedie: 11.0962\n",
"[83]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 11.0974\n",
"[84]\tvalid_0's poisson: -109.016\tvalid_0's tweedie: 11.0969\n",
"[85]\tvalid_0's poisson: -109.026\tvalid_0's tweedie: 11.0959\n",
"[86]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 11.0962\n",
"[87]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 11.0948\n",
"[88]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.0953\n",
"[89]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 11.0952\n",
"[90]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.0952\n",
"[91]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 11.0954\n",
"[92]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 11.096\n",
"[93]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 11.098\n",
"[94]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 11.099\n",
"[95]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.0987\n",
"[96]\tvalid_0's poisson: -109.057\tvalid_0's tweedie: 11.0978\n",
"[97]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 11.0981\n",
"[98]\tvalid_0's poisson: -109.065\tvalid_0's tweedie: 11.0981\n",
"[99]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 11.0987\n",
"[100]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 11.0986\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=1.0, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -101.402\tvalid_0's tweedie: 11.7445\n",
"[2]\tvalid_0's poisson: -104.332\tvalid_0's tweedie: 11.4603\n",
"[3]\tvalid_0's poisson: -105.573\tvalid_0's tweedie: 11.3723\n",
"[4]\tvalid_0's poisson: -106.488\tvalid_0's tweedie: 11.3184\n",
"[5]\tvalid_0's poisson: -106.698\tvalid_0's tweedie: 11.2586\n",
"[6]\tvalid_0's poisson: -107.104\tvalid_0's tweedie: 11.2384\n",
"[7]\tvalid_0's poisson: -107.274\tvalid_0's tweedie: 11.2246\n",
"[8]\tvalid_0's poisson: -107.57\tvalid_0's tweedie: 11.2134\n",
"[9]\tvalid_0's poisson: -107.806\tvalid_0's tweedie: 11.1885\n",
"[10]\tvalid_0's poisson: -107.835\tvalid_0's tweedie: 11.1856\n",
"[11]\tvalid_0's poisson: -107.916\tvalid_0's tweedie: 11.1797\n",
"[12]\tvalid_0's poisson: -108.11\tvalid_0's tweedie: 11.1689\n",
"[13]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 11.1622\n",
"[14]\tvalid_0's poisson: -108.301\tvalid_0's tweedie: 11.1559\n",
"[15]\tvalid_0's poisson: -108.343\tvalid_0's tweedie: 11.153\n",
"[16]\tvalid_0's poisson: -108.595\tvalid_0's tweedie: 11.1406\n",
"[17]\tvalid_0's poisson: -108.632\tvalid_0's tweedie: 11.1393\n",
"[18]\tvalid_0's poisson: -108.646\tvalid_0's tweedie: 11.1383\n",
"[19]\tvalid_0's poisson: -108.617\tvalid_0's tweedie: 11.1353\n",
"[20]\tvalid_0's poisson: -108.617\tvalid_0's tweedie: 11.1357\n",
"[21]\tvalid_0's poisson: -108.618\tvalid_0's tweedie: 11.1346\n",
"[22]\tvalid_0's poisson: -108.641\tvalid_0's tweedie: 11.1342\n",
"[23]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 11.1314\n",
"[24]\tvalid_0's poisson: -108.722\tvalid_0's tweedie: 11.1294\n",
"[25]\tvalid_0's poisson: -108.795\tvalid_0's tweedie: 11.1209\n",
"[26]\tvalid_0's poisson: -108.815\tvalid_0's tweedie: 11.1144\n",
"[27]\tvalid_0's poisson: -108.844\tvalid_0's tweedie: 11.1136\n",
"[28]\tvalid_0's poisson: -108.885\tvalid_0's tweedie: 11.1121\n",
"[29]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 11.1094\n",
"[30]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 11.1084\n",
"[31]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 11.1084\n",
"[32]\tvalid_0's poisson: -108.937\tvalid_0's tweedie: 11.1072\n",
"[33]\tvalid_0's poisson: -108.934\tvalid_0's tweedie: 11.1055\n",
"[34]\tvalid_0's poisson: -108.917\tvalid_0's tweedie: 11.1057\n",
"[35]\tvalid_0's poisson: -108.916\tvalid_0's tweedie: 11.1051\n",
"[36]\tvalid_0's poisson: -108.951\tvalid_0's tweedie: 11.1027\n",
"[37]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 11.1\n",
"[38]\tvalid_0's poisson: -109.021\tvalid_0's tweedie: 11.0994\n",
"[39]\tvalid_0's poisson: -109.017\tvalid_0's tweedie: 11.1004\n",
"[40]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 11.1012\n",
"[41]\tvalid_0's poisson: -109.014\tvalid_0's tweedie: 11.1003\n",
"[42]\tvalid_0's poisson: -109.02\tvalid_0's tweedie: 11.1004\n",
"[43]\tvalid_0's poisson: -109.017\tvalid_0's tweedie: 11.1003\n",
"[44]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 11.1001\n",
"[45]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 11.1017\n",
"[46]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 11.101\n",
"[47]\tvalid_0's poisson: -109.077\tvalid_0's tweedie: 11.1052\n",
"[48]\tvalid_0's poisson: -109.093\tvalid_0's tweedie: 11.1038\n",
"[49]\tvalid_0's poisson: -109.099\tvalid_0's tweedie: 11.1007\n",
"[50]\tvalid_0's poisson: -109.096\tvalid_0's tweedie: 11.1007\n",
"[51]\tvalid_0's poisson: -109.089\tvalid_0's tweedie: 11.1008\n",
"[52]\tvalid_0's poisson: -109.087\tvalid_0's tweedie: 11.1006\n",
"[53]\tvalid_0's poisson: -109.086\tvalid_0's tweedie: 11.0981\n",
"[54]\tvalid_0's poisson: -109.094\tvalid_0's tweedie: 11.0989\n",
"[55]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 11.097\n",
"[56]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 11.0975\n",
"[57]\tvalid_0's poisson: -109.136\tvalid_0's tweedie: 11.0972\n",
"[58]\tvalid_0's poisson: -109.124\tvalid_0's tweedie: 11.0987\n",
"[59]\tvalid_0's poisson: -109.106\tvalid_0's tweedie: 11.0991\n",
"[60]\tvalid_0's poisson: -109.106\tvalid_0's tweedie: 11.0991\n",
"[61]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 11.1012\n",
"[62]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 11.1013\n",
"[63]\tvalid_0's poisson: -109.115\tvalid_0's tweedie: 11.1013\n",
"[64]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 11.1\n",
"[65]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 11.0996\n",
"[66]\tvalid_0's poisson: -109.145\tvalid_0's tweedie: 11.1027\n",
"[67]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 11.1032\n",
"[68]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 11.1043\n",
"[69]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 11.1045\n",
"[70]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 11.1053\n",
"[71]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 11.1061\n",
"[72]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 11.1056\n",
"[73]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 11.1045\n",
"[74]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 11.1055\n",
"[75]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 11.1076\n",
"[76]\tvalid_0's poisson: -109.165\tvalid_0's tweedie: 11.1065\n",
"[77]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 11.1081\n",
"[78]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 11.1091\n",
"[79]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 11.1083\n",
"[80]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 11.1095\n",
"[81]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 11.1108\n",
"[82]\tvalid_0's poisson: -109.17\tvalid_0's tweedie: 11.1103\n",
"[83]\tvalid_0's poisson: -109.199\tvalid_0's tweedie: 11.1081\n",
"[84]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 11.1087\n",
"[85]\tvalid_0's poisson: -109.202\tvalid_0's tweedie: 11.1087\n",
"[86]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 11.1057\n",
"[87]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 11.1066\n",
"[88]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 11.1058\n",
"[89]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 11.1056\n",
"[90]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 11.106\n",
"[91]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 11.1053\n",
"[92]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.1043\n",
"[93]\tvalid_0's poisson: -109.23\tvalid_0's tweedie: 11.1047\n",
"[94]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 11.1042\n",
"[95]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 11.104\n",
"[96]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 11.1036\n",
"[97]\tvalid_0's poisson: -109.241\tvalid_0's tweedie: 11.1036\n",
"[98]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 11.1054\n",
"[99]\tvalid_0's poisson: -109.237\tvalid_0's tweedie: 11.1048\n",
"[100]\tvalid_0's poisson: -109.243\tvalid_0's tweedie: 11.1058\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=1.0, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -101.457\tvalid_0's tweedie: 11.7289\n",
"[2]\tvalid_0's poisson: -104.397\tvalid_0's tweedie: 11.4092\n",
"[3]\tvalid_0's poisson: -105.619\tvalid_0's tweedie: 11.3236\n",
"[4]\tvalid_0's poisson: -105.995\tvalid_0's tweedie: 11.2847\n",
"[5]\tvalid_0's poisson: -106.524\tvalid_0's tweedie: 11.2481\n",
"[6]\tvalid_0's poisson: -107.299\tvalid_0's tweedie: 11.2127\n",
"[7]\tvalid_0's poisson: -107.41\tvalid_0's tweedie: 11.1914\n",
"[8]\tvalid_0's poisson: -107.568\tvalid_0's tweedie: 11.1825\n",
"[9]\tvalid_0's poisson: -107.586\tvalid_0's tweedie: 11.1751\n",
"[10]\tvalid_0's poisson: -107.684\tvalid_0's tweedie: 11.1664\n",
"[11]\tvalid_0's poisson: -107.971\tvalid_0's tweedie: 11.1553\n",
"[12]\tvalid_0's poisson: -108.001\tvalid_0's tweedie: 11.1531\n",
"[13]\tvalid_0's poisson: -108.163\tvalid_0's tweedie: 11.1433\n",
"[14]\tvalid_0's poisson: -108.254\tvalid_0's tweedie: 11.1384\n",
"[15]\tvalid_0's poisson: -108.28\tvalid_0's tweedie: 11.1361\n",
"[16]\tvalid_0's poisson: -108.3\tvalid_0's tweedie: 11.1363\n",
"[17]\tvalid_0's poisson: -108.429\tvalid_0's tweedie: 11.1315\n",
"[18]\tvalid_0's poisson: -108.447\tvalid_0's tweedie: 11.1294\n",
"[19]\tvalid_0's poisson: -108.507\tvalid_0's tweedie: 11.1257\n",
"[20]\tvalid_0's poisson: -108.505\tvalid_0's tweedie: 11.1273\n",
"[21]\tvalid_0's poisson: -108.524\tvalid_0's tweedie: 11.1269\n",
"[22]\tvalid_0's poisson: -108.528\tvalid_0's tweedie: 11.1285\n",
"[23]\tvalid_0's poisson: -108.53\tvalid_0's tweedie: 11.1268\n",
"[24]\tvalid_0's poisson: -108.54\tvalid_0's tweedie: 11.1273\n",
"[25]\tvalid_0's poisson: -108.568\tvalid_0's tweedie: 11.126\n",
"[26]\tvalid_0's poisson: -108.564\tvalid_0's tweedie: 11.1332\n",
"[27]\tvalid_0's poisson: -108.634\tvalid_0's tweedie: 11.1301\n",
"[28]\tvalid_0's poisson: -108.64\tvalid_0's tweedie: 11.1381\n",
"[29]\tvalid_0's poisson: -108.648\tvalid_0's tweedie: 11.1364\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[30]\tvalid_0's poisson: -108.629\tvalid_0's tweedie: 11.138\n",
"[31]\tvalid_0's poisson: -108.633\tvalid_0's tweedie: 11.1382\n",
"[32]\tvalid_0's poisson: -108.628\tvalid_0's tweedie: 11.1399\n",
"[33]\tvalid_0's poisson: -108.693\tvalid_0's tweedie: 11.1384\n",
"[34]\tvalid_0's poisson: -108.7\tvalid_0's tweedie: 11.1379\n",
"[35]\tvalid_0's poisson: -108.709\tvalid_0's tweedie: 11.1438\n",
"[36]\tvalid_0's poisson: -108.721\tvalid_0's tweedie: 11.1401\n",
"[37]\tvalid_0's poisson: -108.754\tvalid_0's tweedie: 11.1361\n",
"[38]\tvalid_0's poisson: -108.758\tvalid_0's tweedie: 11.1362\n",
"[39]\tvalid_0's poisson: -108.751\tvalid_0's tweedie: 11.1338\n",
"[40]\tvalid_0's poisson: -108.761\tvalid_0's tweedie: 11.1348\n",
"[41]\tvalid_0's poisson: -108.821\tvalid_0's tweedie: 11.1317\n",
"[42]\tvalid_0's poisson: -108.861\tvalid_0's tweedie: 11.1324\n",
"[43]\tvalid_0's poisson: -108.902\tvalid_0's tweedie: 11.1306\n",
"[44]\tvalid_0's poisson: -108.9\tvalid_0's tweedie: 11.1339\n",
"[45]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 11.1324\n",
"[46]\tvalid_0's poisson: -108.908\tvalid_0's tweedie: 11.1334\n",
"[47]\tvalid_0's poisson: -108.943\tvalid_0's tweedie: 11.1288\n",
"[48]\tvalid_0's poisson: -108.94\tvalid_0's tweedie: 11.1298\n",
"[49]\tvalid_0's poisson: -108.937\tvalid_0's tweedie: 11.1297\n",
"[50]\tvalid_0's poisson: -108.949\tvalid_0's tweedie: 11.1279\n",
"[51]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 11.1274\n",
"[52]\tvalid_0's poisson: -108.939\tvalid_0's tweedie: 11.1299\n",
"[53]\tvalid_0's poisson: -108.952\tvalid_0's tweedie: 11.1302\n",
"[54]\tvalid_0's poisson: -108.951\tvalid_0's tweedie: 11.1304\n",
"[55]\tvalid_0's poisson: -108.952\tvalid_0's tweedie: 11.1319\n",
"[56]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 11.1293\n",
"[57]\tvalid_0's poisson: -108.974\tvalid_0's tweedie: 11.1287\n",
"[58]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 11.1279\n",
"[59]\tvalid_0's poisson: -108.977\tvalid_0's tweedie: 11.1321\n",
"[60]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 11.1323\n",
"[61]\tvalid_0's poisson: -108.986\tvalid_0's tweedie: 11.1337\n",
"[62]\tvalid_0's poisson: -108.989\tvalid_0's tweedie: 11.1333\n",
"[63]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 11.1327\n",
"[64]\tvalid_0's poisson: -108.986\tvalid_0's tweedie: 11.1334\n",
"[65]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 11.133\n",
"[66]\tvalid_0's poisson: -108.985\tvalid_0's tweedie: 11.135\n",
"[67]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 11.1345\n",
"[68]\tvalid_0's poisson: -109.016\tvalid_0's tweedie: 11.1341\n",
"[69]\tvalid_0's poisson: -109.005\tvalid_0's tweedie: 11.1336\n",
"[70]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 11.133\n",
"[71]\tvalid_0's poisson: -109.035\tvalid_0's tweedie: 11.1332\n",
"[72]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 11.1325\n",
"[73]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 11.1348\n",
"[74]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 11.1365\n",
"[75]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 11.1361\n",
"[76]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.1358\n",
"[77]\tvalid_0's poisson: -109.035\tvalid_0's tweedie: 11.1337\n",
"[78]\tvalid_0's poisson: -109.031\tvalid_0's tweedie: 11.1359\n",
"[79]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 11.1453\n",
"[80]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.149\n",
"[81]\tvalid_0's poisson: -109.044\tvalid_0's tweedie: 11.149\n",
"[82]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 11.1487\n",
"[83]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 11.1456\n",
"[84]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.1579\n",
"[85]\tvalid_0's poisson: -109.035\tvalid_0's tweedie: 11.1562\n",
"[86]\tvalid_0's poisson: -109.034\tvalid_0's tweedie: 11.1548\n",
"[87]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 11.1567\n",
"[88]\tvalid_0's poisson: -109.027\tvalid_0's tweedie: 11.1607\n",
"[89]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 11.16\n",
"[90]\tvalid_0's poisson: -109.03\tvalid_0's tweedie: 11.1596\n",
"[91]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 11.1559\n",
"[92]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 11.1563\n",
"[93]\tvalid_0's poisson: -109.032\tvalid_0's tweedie: 11.1596\n",
"[94]\tvalid_0's poisson: -109.038\tvalid_0's tweedie: 11.1582\n",
"[95]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 11.1616\n",
"[96]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 11.1557\n",
"[97]\tvalid_0's poisson: -109.033\tvalid_0's tweedie: 11.1554\n",
"[98]\tvalid_0's poisson: -109.05\tvalid_0's tweedie: 11.1566\n",
"[99]\tvalid_0's poisson: -109.058\tvalid_0's tweedie: 11.16\n",
"[100]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 11.1615\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=1.0, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7967\tvalid_0's tweedie: 267.715\n",
"[2]\tvalid_0's poisson: -88.395\tvalid_0's tweedie: 267.298\n",
"[3]\tvalid_0's poisson: -88.9697\tvalid_0's tweedie: 266.898\n",
"[4]\tvalid_0's poisson: -89.5227\tvalid_0's tweedie: 266.514\n",
"[5]\tvalid_0's poisson: -90.056\tvalid_0's tweedie: 266.144\n",
"[6]\tvalid_0's poisson: -90.5725\tvalid_0's tweedie: 265.786\n",
"[7]\tvalid_0's poisson: -91.0688\tvalid_0's tweedie: 265.442\n",
"[8]\tvalid_0's poisson: -91.5476\tvalid_0's tweedie: 265.111\n",
"[9]\tvalid_0's poisson: -92.0106\tvalid_0's tweedie: 264.791\n",
"[10]\tvalid_0's poisson: -92.4547\tvalid_0's tweedie: 264.484\n",
"[11]\tvalid_0's poisson: -92.8871\tvalid_0's tweedie: 264.185\n",
"[12]\tvalid_0's poisson: -93.3052\tvalid_0's tweedie: 263.897\n",
"[13]\tvalid_0's poisson: -93.7082\tvalid_0's tweedie: 263.619\n",
"[14]\tvalid_0's poisson: -94.0975\tvalid_0's tweedie: 263.35\n",
"[15]\tvalid_0's poisson: -94.4804\tvalid_0's tweedie: 263.086\n",
"[16]\tvalid_0's poisson: -94.8502\tvalid_0's tweedie: 262.831\n",
"[17]\tvalid_0's poisson: -95.2083\tvalid_0's tweedie: 262.585\n",
"[18]\tvalid_0's poisson: -95.5537\tvalid_0's tweedie: 262.346\n",
"[19]\tvalid_0's poisson: -95.8863\tvalid_0's tweedie: 262.117\n",
"[20]\tvalid_0's poisson: -96.2112\tvalid_0's tweedie: 261.893\n",
"[21]\tvalid_0's poisson: -96.5253\tvalid_0's tweedie: 261.677\n",
"[22]\tvalid_0's poisson: -96.8294\tvalid_0's tweedie: 261.467\n",
"[23]\tvalid_0's poisson: -97.1254\tvalid_0's tweedie: 261.263\n",
"[24]\tvalid_0's poisson: -97.4127\tvalid_0's tweedie: 261.065\n",
"[25]\tvalid_0's poisson: -97.69\tvalid_0's tweedie: 260.873\n",
"[26]\tvalid_0's poisson: -97.9635\tvalid_0's tweedie: 260.685\n",
"[27]\tvalid_0's poisson: -98.2254\tvalid_0's tweedie: 260.504\n",
"[28]\tvalid_0's poisson: -98.4799\tvalid_0's tweedie: 260.328\n",
"[29]\tvalid_0's poisson: -98.7265\tvalid_0's tweedie: 260.158\n",
"[30]\tvalid_0's poisson: -98.9667\tvalid_0's tweedie: 259.992\n",
"[31]\tvalid_0's poisson: -99.2007\tvalid_0's tweedie: 259.83\n",
"[32]\tvalid_0's poisson: -99.4277\tvalid_0's tweedie: 259.673\n",
"[33]\tvalid_0's poisson: -99.6508\tvalid_0's tweedie: 259.519\n",
"[34]\tvalid_0's poisson: -99.8664\tvalid_0's tweedie: 259.369\n",
"[35]\tvalid_0's poisson: -100.082\tvalid_0's tweedie: 259.22\n",
"[36]\tvalid_0's poisson: -100.284\tvalid_0's tweedie: 259.079\n",
"[37]\tvalid_0's poisson: -100.48\tvalid_0's tweedie: 258.943\n",
"[38]\tvalid_0's poisson: -100.676\tvalid_0's tweedie: 258.807\n",
"[39]\tvalid_0's poisson: -100.862\tvalid_0's tweedie: 258.677\n",
"[40]\tvalid_0's poisson: -101.042\tvalid_0's tweedie: 258.552\n",
"[41]\tvalid_0's poisson: -101.224\tvalid_0's tweedie: 258.425\n",
"[42]\tvalid_0's poisson: -101.395\tvalid_0's tweedie: 258.306\n",
"[43]\tvalid_0's poisson: -101.563\tvalid_0's tweedie: 258.189\n",
"[44]\tvalid_0's poisson: -101.724\tvalid_0's tweedie: 258.076\n",
"[45]\tvalid_0's poisson: -101.89\tvalid_0's tweedie: 257.96\n",
"[46]\tvalid_0's poisson: -102.045\tvalid_0's tweedie: 257.851\n",
"[47]\tvalid_0's poisson: -102.196\tvalid_0's tweedie: 257.745\n",
"[48]\tvalid_0's poisson: -102.347\tvalid_0's tweedie: 257.64\n",
"[49]\tvalid_0's poisson: -102.491\tvalid_0's tweedie: 257.539\n",
"[50]\tvalid_0's poisson: -102.636\tvalid_0's tweedie: 257.437\n",
"[51]\tvalid_0's poisson: -102.772\tvalid_0's tweedie: 257.341\n",
"[52]\tvalid_0's poisson: -102.908\tvalid_0's tweedie: 257.245\n",
"[53]\tvalid_0's poisson: -103.038\tvalid_0's tweedie: 257.154\n",
"[54]\tvalid_0's poisson: -103.166\tvalid_0's tweedie: 257.064\n",
"[55]\tvalid_0's poisson: -103.293\tvalid_0's tweedie: 256.974\n",
"[56]\tvalid_0's poisson: -103.413\tvalid_0's tweedie: 256.889\n",
"[57]\tvalid_0's poisson: -103.531\tvalid_0's tweedie: 256.806\n",
"[58]\tvalid_0's poisson: -103.649\tvalid_0's tweedie: 256.723\n",
"[59]\tvalid_0's poisson: -103.759\tvalid_0's tweedie: 256.644\n",
"[60]\tvalid_0's poisson: -103.873\tvalid_0's tweedie: 256.564\n",
"[61]\tvalid_0's poisson: -103.979\tvalid_0's tweedie: 256.489\n",
"[62]\tvalid_0's poisson: -104.084\tvalid_0's tweedie: 256.414\n",
"[63]\tvalid_0's poisson: -104.185\tvalid_0's tweedie: 256.342\n",
"[64]\tvalid_0's poisson: -104.287\tvalid_0's tweedie: 256.269\n",
"[65]\tvalid_0's poisson: -104.384\tvalid_0's tweedie: 256.2\n",
"[66]\tvalid_0's poisson: -104.483\tvalid_0's tweedie: 256.13\n",
"[67]\tvalid_0's poisson: -104.577\tvalid_0's tweedie: 256.063\n",
"[68]\tvalid_0's poisson: -104.668\tvalid_0's tweedie: 255.998\n",
"[69]\tvalid_0's poisson: -104.759\tvalid_0's tweedie: 255.933\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[70]\tvalid_0's poisson: -104.846\tvalid_0's tweedie: 255.871\n",
"[71]\tvalid_0's poisson: -104.93\tvalid_0's tweedie: 255.81\n",
"[72]\tvalid_0's poisson: -105.016\tvalid_0's tweedie: 255.749\n",
"[73]\tvalid_0's poisson: -105.096\tvalid_0's tweedie: 255.691\n",
"[74]\tvalid_0's poisson: -105.177\tvalid_0's tweedie: 255.633\n",
"[75]\tvalid_0's poisson: -105.254\tvalid_0's tweedie: 255.578\n",
"[76]\tvalid_0's poisson: -105.328\tvalid_0's tweedie: 255.524\n",
"[77]\tvalid_0's poisson: -105.405\tvalid_0's tweedie: 255.469\n",
"[78]\tvalid_0's poisson: -105.48\tvalid_0's tweedie: 255.415\n",
"[79]\tvalid_0's poisson: -105.551\tvalid_0's tweedie: 255.363\n",
"[80]\tvalid_0's poisson: -105.62\tvalid_0's tweedie: 255.313\n",
"[81]\tvalid_0's poisson: -105.691\tvalid_0's tweedie: 255.262\n",
"[82]\tvalid_0's poisson: -105.76\tvalid_0's tweedie: 255.212\n",
"[83]\tvalid_0's poisson: -105.824\tvalid_0's tweedie: 255.166\n",
"[84]\tvalid_0's poisson: -105.89\tvalid_0's tweedie: 255.118\n",
"[85]\tvalid_0's poisson: -105.956\tvalid_0's tweedie: 255.07\n",
"[86]\tvalid_0's poisson: -106.016\tvalid_0's tweedie: 255.026\n",
"[87]\tvalid_0's poisson: -106.083\tvalid_0's tweedie: 254.978\n",
"[88]\tvalid_0's poisson: -106.141\tvalid_0's tweedie: 254.936\n",
"[89]\tvalid_0's poisson: -106.199\tvalid_0's tweedie: 254.893\n",
"[90]\tvalid_0's poisson: -106.253\tvalid_0's tweedie: 254.854\n",
"[91]\tvalid_0's poisson: -106.31\tvalid_0's tweedie: 254.812\n",
"[92]\tvalid_0's poisson: -106.368\tvalid_0's tweedie: 254.77\n",
"[93]\tvalid_0's poisson: -106.424\tvalid_0's tweedie: 254.729\n",
"[94]\tvalid_0's poisson: -106.478\tvalid_0's tweedie: 254.689\n",
"[95]\tvalid_0's poisson: -106.528\tvalid_0's tweedie: 254.653\n",
"[96]\tvalid_0's poisson: -106.579\tvalid_0's tweedie: 254.616\n",
"[97]\tvalid_0's poisson: -106.628\tvalid_0's tweedie: 254.579\n",
"[98]\tvalid_0's poisson: -106.678\tvalid_0's tweedie: 254.543\n",
"[99]\tvalid_0's poisson: -106.728\tvalid_0's tweedie: 254.506\n",
"[100]\tvalid_0's poisson: -106.776\tvalid_0's tweedie: 254.471\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7934\tvalid_0's tweedie: 267.718\n",
"[2]\tvalid_0's poisson: -88.3904\tvalid_0's tweedie: 267.301\n",
"[3]\tvalid_0's poisson: -88.9618\tvalid_0's tweedie: 266.904\n",
"[4]\tvalid_0's poisson: -89.5241\tvalid_0's tweedie: 266.513\n",
"[5]\tvalid_0's poisson: -90.0642\tvalid_0's tweedie: 266.138\n",
"[6]\tvalid_0's poisson: -90.582\tvalid_0's tweedie: 265.779\n",
"[7]\tvalid_0's poisson: -91.0876\tvalid_0's tweedie: 265.429\n",
"[8]\tvalid_0's poisson: -91.5672\tvalid_0's tweedie: 265.097\n",
"[9]\tvalid_0's poisson: -92.0333\tvalid_0's tweedie: 264.775\n",
"[10]\tvalid_0's poisson: -92.4886\tvalid_0's tweedie: 264.46\n",
"[11]\tvalid_0's poisson: -92.9254\tvalid_0's tweedie: 264.159\n",
"[12]\tvalid_0's poisson: -93.3427\tvalid_0's tweedie: 263.871\n",
"[13]\tvalid_0's poisson: -93.7513\tvalid_0's tweedie: 263.589\n",
"[14]\tvalid_0's poisson: -94.1465\tvalid_0's tweedie: 263.317\n",
"[15]\tvalid_0's poisson: -94.529\tvalid_0's tweedie: 263.053\n",
"[16]\tvalid_0's poisson: -94.8993\tvalid_0's tweedie: 262.798\n",
"[17]\tvalid_0's poisson: -95.256\tvalid_0's tweedie: 262.552\n",
"[18]\tvalid_0's poisson: -95.6015\tvalid_0's tweedie: 262.314\n",
"[19]\tvalid_0's poisson: -95.9377\tvalid_0's tweedie: 262.083\n",
"[20]\tvalid_0's poisson: -96.2628\tvalid_0's tweedie: 261.859\n",
"[21]\tvalid_0's poisson: -96.5766\tvalid_0's tweedie: 261.642\n",
"[22]\tvalid_0's poisson: -96.8825\tvalid_0's tweedie: 261.432\n",
"[23]\tvalid_0's poisson: -97.1791\tvalid_0's tweedie: 261.227\n",
"[24]\tvalid_0's poisson: -97.465\tvalid_0's tweedie: 261.03\n",
"[25]\tvalid_0's poisson: -97.7449\tvalid_0's tweedie: 260.837\n",
"[26]\tvalid_0's poisson: -98.0139\tvalid_0's tweedie: 260.651\n",
"[27]\tvalid_0's poisson: -98.2758\tvalid_0's tweedie: 260.47\n",
"[28]\tvalid_0's poisson: -98.5306\tvalid_0's tweedie: 260.294\n",
"[29]\tvalid_0's poisson: -98.7791\tvalid_0's tweedie: 260.123\n",
"[30]\tvalid_0's poisson: -99.0232\tvalid_0's tweedie: 259.954\n",
"[31]\tvalid_0's poisson: -99.2558\tvalid_0's tweedie: 259.793\n",
"[32]\tvalid_0's poisson: -99.4812\tvalid_0's tweedie: 259.637\n",
"[33]\tvalid_0's poisson: -99.7013\tvalid_0's tweedie: 259.484\n",
"[34]\tvalid_0's poisson: -99.9142\tvalid_0's tweedie: 259.337\n",
"[35]\tvalid_0's poisson: -100.123\tvalid_0's tweedie: 259.191\n",
"[36]\tvalid_0's poisson: -100.325\tvalid_0's tweedie: 259.051\n",
"[37]\tvalid_0's poisson: -100.523\tvalid_0's tweedie: 258.914\n",
"[38]\tvalid_0's poisson: -100.715\tvalid_0's tweedie: 258.78\n",
"[39]\tvalid_0's poisson: -100.904\tvalid_0's tweedie: 258.649\n",
"[40]\tvalid_0's poisson: -101.085\tvalid_0's tweedie: 258.522\n",
"[41]\tvalid_0's poisson: -101.262\tvalid_0's tweedie: 258.399\n",
"[42]\tvalid_0's poisson: -101.433\tvalid_0's tweedie: 258.28\n",
"[43]\tvalid_0's poisson: -101.603\tvalid_0's tweedie: 258.162\n",
"[44]\tvalid_0's poisson: -101.765\tvalid_0's tweedie: 258.049\n",
"[45]\tvalid_0's poisson: -101.922\tvalid_0's tweedie: 257.938\n",
"[46]\tvalid_0's poisson: -102.077\tvalid_0's tweedie: 257.83\n",
"[47]\tvalid_0's poisson: -102.231\tvalid_0's tweedie: 257.722\n",
"[48]\tvalid_0's poisson: -102.376\tvalid_0's tweedie: 257.62\n",
"[49]\tvalid_0's poisson: -102.52\tvalid_0's tweedie: 257.519\n",
"[50]\tvalid_0's poisson: -102.661\tvalid_0's tweedie: 257.42\n",
"[51]\tvalid_0's poisson: -102.8\tvalid_0's tweedie: 257.323\n",
"[52]\tvalid_0's poisson: -102.932\tvalid_0's tweedie: 257.23\n",
"[53]\tvalid_0's poisson: -103.064\tvalid_0's tweedie: 257.136\n",
"[54]\tvalid_0's poisson: -103.191\tvalid_0's tweedie: 257.047\n",
"[55]\tvalid_0's poisson: -103.312\tvalid_0's tweedie: 256.961\n",
"[56]\tvalid_0's poisson: -103.435\tvalid_0's tweedie: 256.874\n",
"[57]\tvalid_0's poisson: -103.554\tvalid_0's tweedie: 256.791\n",
"[58]\tvalid_0's poisson: -103.667\tvalid_0's tweedie: 256.71\n",
"[59]\tvalid_0's poisson: -103.777\tvalid_0's tweedie: 256.632\n",
"[60]\tvalid_0's poisson: -103.887\tvalid_0's tweedie: 256.554\n",
"[61]\tvalid_0's poisson: -103.993\tvalid_0's tweedie: 256.479\n",
"[62]\tvalid_0's poisson: -104.102\tvalid_0's tweedie: 256.401\n",
"[63]\tvalid_0's poisson: -104.203\tvalid_0's tweedie: 256.329\n",
"[64]\tvalid_0's poisson: -104.303\tvalid_0's tweedie: 256.258\n",
"[65]\tvalid_0's poisson: -104.404\tvalid_0's tweedie: 256.187\n",
"[66]\tvalid_0's poisson: -104.497\tvalid_0's tweedie: 256.12\n",
"[67]\tvalid_0's poisson: -104.588\tvalid_0's tweedie: 256.055\n",
"[68]\tvalid_0's poisson: -104.679\tvalid_0's tweedie: 255.99\n",
"[69]\tvalid_0's poisson: -104.771\tvalid_0's tweedie: 255.924\n",
"[70]\tvalid_0's poisson: -104.857\tvalid_0's tweedie: 255.862\n",
"[71]\tvalid_0's poisson: -104.94\tvalid_0's tweedie: 255.803\n",
"[72]\tvalid_0's poisson: -105.023\tvalid_0's tweedie: 255.743\n",
"[73]\tvalid_0's poisson: -105.106\tvalid_0's tweedie: 255.684\n",
"[74]\tvalid_0's poisson: -105.183\tvalid_0's tweedie: 255.629\n",
"[75]\tvalid_0's poisson: -105.26\tvalid_0's tweedie: 255.573\n",
"[76]\tvalid_0's poisson: -105.333\tvalid_0's tweedie: 255.521\n",
"[77]\tvalid_0's poisson: -105.405\tvalid_0's tweedie: 255.468\n",
"[78]\tvalid_0's poisson: -105.479\tvalid_0's tweedie: 255.415\n",
"[79]\tvalid_0's poisson: -105.55\tvalid_0's tweedie: 255.364\n",
"[80]\tvalid_0's poisson: -105.621\tvalid_0's tweedie: 255.313\n",
"[81]\tvalid_0's poisson: -105.686\tvalid_0's tweedie: 255.265\n",
"[82]\tvalid_0's poisson: -105.757\tvalid_0's tweedie: 255.214\n",
"[83]\tvalid_0's poisson: -105.822\tvalid_0's tweedie: 255.167\n",
"[84]\tvalid_0's poisson: -105.886\tvalid_0's tweedie: 255.12\n",
"[85]\tvalid_0's poisson: -105.947\tvalid_0's tweedie: 255.076\n",
"[86]\tvalid_0's poisson: -106.011\tvalid_0's tweedie: 255.03\n",
"[87]\tvalid_0's poisson: -106.07\tvalid_0's tweedie: 254.986\n",
"[88]\tvalid_0's poisson: -106.129\tvalid_0's tweedie: 254.943\n",
"[89]\tvalid_0's poisson: -106.188\tvalid_0's tweedie: 254.9\n",
"[90]\tvalid_0's poisson: -106.244\tvalid_0's tweedie: 254.86\n",
"[91]\tvalid_0's poisson: -106.301\tvalid_0's tweedie: 254.818\n",
"[92]\tvalid_0's poisson: -106.357\tvalid_0's tweedie: 254.777\n",
"[93]\tvalid_0's poisson: -106.411\tvalid_0's tweedie: 254.737\n",
"[94]\tvalid_0's poisson: -106.462\tvalid_0's tweedie: 254.7\n",
"[95]\tvalid_0's poisson: -106.514\tvalid_0's tweedie: 254.662\n",
"[96]\tvalid_0's poisson: -106.565\tvalid_0's tweedie: 254.624\n",
"[97]\tvalid_0's poisson: -106.614\tvalid_0's tweedie: 254.588\n",
"[98]\tvalid_0's poisson: -106.667\tvalid_0's tweedie: 254.55\n",
"[99]\tvalid_0's poisson: -106.717\tvalid_0's tweedie: 254.513\n",
"[100]\tvalid_0's poisson: -106.762\tvalid_0's tweedie: 254.48\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.7957\tvalid_0's tweedie: 267.716\n",
"[2]\tvalid_0's poisson: -88.4009\tvalid_0's tweedie: 267.294\n",
"[3]\tvalid_0's poisson: -88.9792\tvalid_0's tweedie: 266.892\n",
"[4]\tvalid_0's poisson: -89.5403\tvalid_0's tweedie: 266.502\n",
"[5]\tvalid_0's poisson: -90.0757\tvalid_0's tweedie: 266.131\n",
"[6]\tvalid_0's poisson: -90.5951\tvalid_0's tweedie: 265.771\n",
"[7]\tvalid_0's poisson: -91.0985\tvalid_0's tweedie: 265.422\n",
"[8]\tvalid_0's poisson: -91.5803\tvalid_0's tweedie: 265.089\n",
"[9]\tvalid_0's poisson: -92.0448\tvalid_0's tweedie: 264.768\n",
"[10]\tvalid_0's poisson: -92.4971\tvalid_0's tweedie: 264.456\n",
"[11]\tvalid_0's poisson: -92.9333\tvalid_0's tweedie: 264.155\n",
"[12]\tvalid_0's poisson: -93.3516\tvalid_0's tweedie: 263.866\n",
"[13]\tvalid_0's poisson: -93.7601\tvalid_0's tweedie: 263.585\n",
"[14]\tvalid_0's poisson: -94.1516\tvalid_0's tweedie: 263.315\n",
"[15]\tvalid_0's poisson: -94.5328\tvalid_0's tweedie: 263.052\n",
"[16]\tvalid_0's poisson: -94.9056\tvalid_0's tweedie: 262.795\n",
"[17]\tvalid_0's poisson: -95.2641\tvalid_0's tweedie: 262.548\n",
"[18]\tvalid_0's poisson: -95.6077\tvalid_0's tweedie: 262.312\n",
"[19]\tvalid_0's poisson: -95.9396\tvalid_0's tweedie: 262.083\n",
"[20]\tvalid_0's poisson: -96.2646\tvalid_0's tweedie: 261.859\n",
"[21]\tvalid_0's poisson: -96.5821\tvalid_0's tweedie: 261.64\n",
"[22]\tvalid_0's poisson: -96.887\tvalid_0's tweedie: 261.43\n",
"[23]\tvalid_0's poisson: -97.1817\tvalid_0's tweedie: 261.227\n",
"[24]\tvalid_0's poisson: -97.4699\tvalid_0's tweedie: 261.029\n",
"[25]\tvalid_0's poisson: -97.7501\tvalid_0's tweedie: 260.836\n",
"[26]\tvalid_0's poisson: -98.0213\tvalid_0's tweedie: 260.648\n",
"[27]\tvalid_0's poisson: -98.285\tvalid_0's tweedie: 260.466\n",
"[28]\tvalid_0's poisson: -98.5424\tvalid_0's tweedie: 260.289\n",
"[29]\tvalid_0's poisson: -98.7932\tvalid_0's tweedie: 260.116\n",
"[30]\tvalid_0's poisson: -99.0323\tvalid_0's tweedie: 259.95\n",
"[31]\tvalid_0's poisson: -99.263\tvalid_0's tweedie: 259.79\n",
"[32]\tvalid_0's poisson: -99.4923\tvalid_0's tweedie: 259.632\n",
"[33]\tvalid_0's poisson: -99.7128\tvalid_0's tweedie: 259.479\n",
"[34]\tvalid_0's poisson: -99.9277\tvalid_0's tweedie: 259.33\n",
"[35]\tvalid_0's poisson: -100.135\tvalid_0's tweedie: 259.186\n",
"[36]\tvalid_0's poisson: -100.34\tvalid_0's tweedie: 259.044\n",
"[37]\tvalid_0's poisson: -100.537\tvalid_0's tweedie: 258.907\n",
"[38]\tvalid_0's poisson: -100.73\tvalid_0's tweedie: 258.773\n",
"[39]\tvalid_0's poisson: -100.916\tvalid_0's tweedie: 258.643\n",
"[40]\tvalid_0's poisson: -101.098\tvalid_0's tweedie: 258.517\n",
"[41]\tvalid_0's poisson: -101.28\tvalid_0's tweedie: 258.39\n",
"[42]\tvalid_0's poisson: -101.452\tvalid_0's tweedie: 258.27\n",
"[43]\tvalid_0's poisson: -101.619\tvalid_0's tweedie: 258.153\n",
"[44]\tvalid_0's poisson: -101.782\tvalid_0's tweedie: 258.039\n",
"[45]\tvalid_0's poisson: -101.941\tvalid_0's tweedie: 257.928\n",
"[46]\tvalid_0's poisson: -102.098\tvalid_0's tweedie: 257.818\n",
"[47]\tvalid_0's poisson: -102.248\tvalid_0's tweedie: 257.713\n",
"[48]\tvalid_0's poisson: -102.401\tvalid_0's tweedie: 257.607\n",
"[49]\tvalid_0's poisson: -102.544\tvalid_0's tweedie: 257.506\n",
"[50]\tvalid_0's poisson: -102.684\tvalid_0's tweedie: 257.408\n",
"[51]\tvalid_0's poisson: -102.824\tvalid_0's tweedie: 257.309\n",
"[52]\tvalid_0's poisson: -102.958\tvalid_0's tweedie: 257.215\n",
"[53]\tvalid_0's poisson: -103.088\tvalid_0's tweedie: 257.123\n",
"[54]\tvalid_0's poisson: -103.215\tvalid_0's tweedie: 257.034\n",
"[55]\tvalid_0's poisson: -103.342\tvalid_0's tweedie: 256.944\n",
"[56]\tvalid_0's poisson: -103.462\tvalid_0's tweedie: 256.859\n",
"[57]\tvalid_0's poisson: -103.583\tvalid_0's tweedie: 256.774\n",
"[58]\tvalid_0's poisson: -103.697\tvalid_0's tweedie: 256.693\n",
"[59]\tvalid_0's poisson: -103.81\tvalid_0's tweedie: 256.614\n",
"[60]\tvalid_0's poisson: -103.919\tvalid_0's tweedie: 256.536\n",
"[61]\tvalid_0's poisson: -104.029\tvalid_0's tweedie: 256.458\n",
"[62]\tvalid_0's poisson: -104.132\tvalid_0's tweedie: 256.385\n",
"[63]\tvalid_0's poisson: -104.234\tvalid_0's tweedie: 256.312\n",
"[64]\tvalid_0's poisson: -104.337\tvalid_0's tweedie: 256.239\n",
"[65]\tvalid_0's poisson: -104.433\tvalid_0's tweedie: 256.17\n",
"[66]\tvalid_0's poisson: -104.528\tvalid_0's tweedie: 256.102\n",
"[67]\tvalid_0's poisson: -104.624\tvalid_0's tweedie: 256.034\n",
"[68]\tvalid_0's poisson: -104.714\tvalid_0's tweedie: 255.97\n",
"[69]\tvalid_0's poisson: -104.803\tvalid_0's tweedie: 255.906\n",
"[70]\tvalid_0's poisson: -104.889\tvalid_0's tweedie: 255.845\n",
"[71]\tvalid_0's poisson: -104.975\tvalid_0's tweedie: 255.783\n",
"[72]\tvalid_0's poisson: -105.056\tvalid_0's tweedie: 255.724\n",
"[73]\tvalid_0's poisson: -105.139\tvalid_0's tweedie: 255.665\n",
"[74]\tvalid_0's poisson: -105.217\tvalid_0's tweedie: 255.609\n",
"[75]\tvalid_0's poisson: -105.293\tvalid_0's tweedie: 255.554\n",
"[76]\tvalid_0's poisson: -105.371\tvalid_0's tweedie: 255.498\n",
"[77]\tvalid_0's poisson: -105.444\tvalid_0's tweedie: 255.445\n",
"[78]\tvalid_0's poisson: -105.52\tvalid_0's tweedie: 255.39\n",
"[79]\tvalid_0's poisson: -105.592\tvalid_0's tweedie: 255.339\n",
"[80]\tvalid_0's poisson: -105.66\tvalid_0's tweedie: 255.289\n",
"[81]\tvalid_0's poisson: -105.729\tvalid_0's tweedie: 255.239\n",
"[82]\tvalid_0's poisson: -105.798\tvalid_0's tweedie: 255.189\n",
"[83]\tvalid_0's poisson: -105.866\tvalid_0's tweedie: 255.14\n",
"[84]\tvalid_0's poisson: -105.932\tvalid_0's tweedie: 255.092\n",
"[85]\tvalid_0's poisson: -105.998\tvalid_0's tweedie: 255.045\n",
"[86]\tvalid_0's poisson: -106.06\tvalid_0's tweedie: 254.999\n",
"[87]\tvalid_0's poisson: -106.119\tvalid_0's tweedie: 254.956\n",
"[88]\tvalid_0's poisson: -106.179\tvalid_0's tweedie: 254.912\n",
"[89]\tvalid_0's poisson: -106.239\tvalid_0's tweedie: 254.868\n",
"[90]\tvalid_0's poisson: -106.3\tvalid_0's tweedie: 254.824\n",
"[91]\tvalid_0's poisson: -106.36\tvalid_0's tweedie: 254.781\n",
"[92]\tvalid_0's poisson: -106.418\tvalid_0's tweedie: 254.739\n",
"[93]\tvalid_0's poisson: -106.471\tvalid_0's tweedie: 254.7\n",
"[94]\tvalid_0's poisson: -106.524\tvalid_0's tweedie: 254.66\n",
"[95]\tvalid_0's poisson: -106.577\tvalid_0's tweedie: 254.621\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[96]\tvalid_0's poisson: -106.627\tvalid_0's tweedie: 254.585\n",
"[97]\tvalid_0's poisson: -106.677\tvalid_0's tweedie: 254.549\n",
"[98]\tvalid_0's poisson: -106.724\tvalid_0's tweedie: 254.514\n",
"[99]\tvalid_0's poisson: -106.77\tvalid_0's tweedie: 254.48\n",
"[100]\tvalid_0's poisson: -106.819\tvalid_0's tweedie: 254.444\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.8057\tvalid_0's tweedie: 267.709\n",
"[2]\tvalid_0's poisson: -88.4106\tvalid_0's tweedie: 267.287\n",
"[3]\tvalid_0's poisson: -88.9881\tvalid_0's tweedie: 266.885\n",
"[4]\tvalid_0's poisson: -89.5458\tvalid_0's tweedie: 266.498\n",
"[5]\tvalid_0's poisson: -90.0868\tvalid_0's tweedie: 266.122\n",
"[6]\tvalid_0's poisson: -90.608\tvalid_0's tweedie: 265.761\n",
"[7]\tvalid_0's poisson: -91.1082\tvalid_0's tweedie: 265.415\n",
"[8]\tvalid_0's poisson: -91.5917\tvalid_0's tweedie: 265.08\n",
"[9]\tvalid_0's poisson: -92.0599\tvalid_0's tweedie: 264.757\n",
"[10]\tvalid_0's poisson: -92.5105\tvalid_0's tweedie: 264.445\n",
"[11]\tvalid_0's poisson: -92.9466\tvalid_0's tweedie: 264.144\n",
"[12]\tvalid_0's poisson: -93.3681\tvalid_0's tweedie: 263.854\n",
"[13]\tvalid_0's poisson: -93.7735\tvalid_0's tweedie: 263.574\n",
"[14]\tvalid_0's poisson: -94.1685\tvalid_0's tweedie: 263.302\n",
"[15]\tvalid_0's poisson: -94.548\tvalid_0's tweedie: 263.04\n",
"[16]\tvalid_0's poisson: -94.917\tvalid_0's tweedie: 262.786\n",
"[17]\tvalid_0's poisson: -95.2722\tvalid_0's tweedie: 262.541\n",
"[18]\tvalid_0's poisson: -95.6198\tvalid_0's tweedie: 262.302\n",
"[19]\tvalid_0's poisson: -95.9547\tvalid_0's tweedie: 262.071\n",
"[20]\tvalid_0's poisson: -96.2768\tvalid_0's tweedie: 261.849\n",
"[21]\tvalid_0's poisson: -96.5935\tvalid_0's tweedie: 261.631\n",
"[22]\tvalid_0's poisson: -96.9006\tvalid_0's tweedie: 261.419\n",
"[23]\tvalid_0's poisson: -97.1998\tvalid_0's tweedie: 261.213\n",
"[24]\tvalid_0's poisson: -97.4896\tvalid_0's tweedie: 261.013\n",
"[25]\tvalid_0's poisson: -97.7709\tvalid_0's tweedie: 260.82\n",
"[26]\tvalid_0's poisson: -98.0432\tvalid_0's tweedie: 260.632\n",
"[27]\tvalid_0's poisson: -98.3065\tvalid_0's tweedie: 260.45\n",
"[28]\tvalid_0's poisson: -98.564\tvalid_0's tweedie: 260.272\n",
"[29]\tvalid_0's poisson: -98.8142\tvalid_0's tweedie: 260.1\n",
"[30]\tvalid_0's poisson: -99.0567\tvalid_0's tweedie: 259.932\n",
"[31]\tvalid_0's poisson: -99.2909\tvalid_0's tweedie: 259.77\n",
"[32]\tvalid_0's poisson: -99.5203\tvalid_0's tweedie: 259.611\n",
"[33]\tvalid_0's poisson: -99.7417\tvalid_0's tweedie: 259.458\n",
"[34]\tvalid_0's poisson: -99.9579\tvalid_0's tweedie: 259.308\n",
"[35]\tvalid_0's poisson: -100.167\tvalid_0's tweedie: 259.163\n",
"[36]\tvalid_0's poisson: -100.369\tvalid_0's tweedie: 259.023\n",
"[37]\tvalid_0's poisson: -100.566\tvalid_0's tweedie: 258.886\n",
"[38]\tvalid_0's poisson: -100.757\tvalid_0's tweedie: 258.753\n",
"[39]\tvalid_0's poisson: -100.943\tvalid_0's tweedie: 258.624\n",
"[40]\tvalid_0's poisson: -101.125\tvalid_0's tweedie: 258.497\n",
"[41]\tvalid_0's poisson: -101.3\tvalid_0's tweedie: 258.375\n",
"[42]\tvalid_0's poisson: -101.476\tvalid_0's tweedie: 258.252\n",
"[43]\tvalid_0's poisson: -101.644\tvalid_0's tweedie: 258.135\n",
"[44]\tvalid_0's poisson: -101.807\tvalid_0's tweedie: 258.021\n",
"[45]\tvalid_0's poisson: -101.971\tvalid_0's tweedie: 257.907\n",
"[46]\tvalid_0's poisson: -102.125\tvalid_0's tweedie: 257.799\n",
"[47]\tvalid_0's poisson: -102.275\tvalid_0's tweedie: 257.694\n",
"[48]\tvalid_0's poisson: -102.425\tvalid_0's tweedie: 257.589\n",
"[49]\tvalid_0's poisson: -102.568\tvalid_0's tweedie: 257.489\n",
"[50]\tvalid_0's poisson: -102.706\tvalid_0's tweedie: 257.392\n",
"[51]\tvalid_0's poisson: -102.844\tvalid_0's tweedie: 257.294\n",
"[52]\tvalid_0's poisson: -102.976\tvalid_0's tweedie: 257.201\n",
"[53]\tvalid_0's poisson: -103.108\tvalid_0's tweedie: 257.109\n",
"[54]\tvalid_0's poisson: -103.234\tvalid_0's tweedie: 257.02\n",
"[55]\tvalid_0's poisson: -103.361\tvalid_0's tweedie: 256.93\n",
"[56]\tvalid_0's poisson: -103.482\tvalid_0's tweedie: 256.845\n",
"[57]\tvalid_0's poisson: -103.601\tvalid_0's tweedie: 256.761\n",
"[58]\tvalid_0's poisson: -103.715\tvalid_0's tweedie: 256.68\n",
"[59]\tvalid_0's poisson: -103.825\tvalid_0's tweedie: 256.602\n",
"[60]\tvalid_0's poisson: -103.934\tvalid_0's tweedie: 256.525\n",
"[61]\tvalid_0's poisson: -104.044\tvalid_0's tweedie: 256.447\n",
"[62]\tvalid_0's poisson: -104.148\tvalid_0's tweedie: 256.373\n",
"[63]\tvalid_0's poisson: -104.25\tvalid_0's tweedie: 256.3\n",
"[64]\tvalid_0's poisson: -104.347\tvalid_0's tweedie: 256.231\n",
"[65]\tvalid_0's poisson: -104.443\tvalid_0's tweedie: 256.162\n",
"[66]\tvalid_0's poisson: -104.539\tvalid_0's tweedie: 256.094\n",
"[67]\tvalid_0's poisson: -104.63\tvalid_0's tweedie: 256.029\n",
"[68]\tvalid_0's poisson: -104.724\tvalid_0's tweedie: 255.962\n",
"[69]\tvalid_0's poisson: -104.81\tvalid_0's tweedie: 255.9\n",
"[70]\tvalid_0's poisson: -104.898\tvalid_0's tweedie: 255.838\n",
"[71]\tvalid_0's poisson: -104.98\tvalid_0's tweedie: 255.778\n",
"[72]\tvalid_0's poisson: -105.065\tvalid_0's tweedie: 255.718\n",
"[73]\tvalid_0's poisson: -105.143\tvalid_0's tweedie: 255.661\n",
"[74]\tvalid_0's poisson: -105.222\tvalid_0's tweedie: 255.604\n",
"[75]\tvalid_0's poisson: -105.298\tvalid_0's tweedie: 255.549\n",
"[76]\tvalid_0's poisson: -105.377\tvalid_0's tweedie: 255.493\n",
"[77]\tvalid_0's poisson: -105.449\tvalid_0's tweedie: 255.441\n",
"[78]\tvalid_0's poisson: -105.523\tvalid_0's tweedie: 255.387\n",
"[79]\tvalid_0's poisson: -105.591\tvalid_0's tweedie: 255.338\n",
"[80]\tvalid_0's poisson: -105.666\tvalid_0's tweedie: 255.284\n",
"[81]\tvalid_0's poisson: -105.733\tvalid_0's tweedie: 255.236\n",
"[82]\tvalid_0's poisson: -105.802\tvalid_0's tweedie: 255.186\n",
"[83]\tvalid_0's poisson: -105.869\tvalid_0's tweedie: 255.138\n",
"[84]\tvalid_0's poisson: -105.935\tvalid_0's tweedie: 255.09\n",
"[85]\tvalid_0's poisson: -105.997\tvalid_0's tweedie: 255.045\n",
"[86]\tvalid_0's poisson: -106.059\tvalid_0's tweedie: 254.999\n",
"[87]\tvalid_0's poisson: -106.122\tvalid_0's tweedie: 254.954\n",
"[88]\tvalid_0's poisson: -106.184\tvalid_0's tweedie: 254.909\n",
"[89]\tvalid_0's poisson: -106.241\tvalid_0's tweedie: 254.867\n",
"[90]\tvalid_0's poisson: -106.297\tvalid_0's tweedie: 254.826\n",
"[91]\tvalid_0's poisson: -106.354\tvalid_0's tweedie: 254.784\n",
"[92]\tvalid_0's poisson: -106.411\tvalid_0's tweedie: 254.743\n",
"[93]\tvalid_0's poisson: -106.464\tvalid_0's tweedie: 254.704\n",
"[94]\tvalid_0's poisson: -106.513\tvalid_0's tweedie: 254.668\n",
"[95]\tvalid_0's poisson: -106.565\tvalid_0's tweedie: 254.63\n",
"[96]\tvalid_0's poisson: -106.618\tvalid_0's tweedie: 254.591\n",
"[97]\tvalid_0's poisson: -106.664\tvalid_0's tweedie: 254.557\n",
"[98]\tvalid_0's poisson: -106.713\tvalid_0's tweedie: 254.521\n",
"[99]\tvalid_0's poisson: -106.763\tvalid_0's tweedie: 254.485\n",
"[100]\tvalid_0's poisson: -106.81\tvalid_0's tweedie: 254.45\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0.01, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0.01\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -87.789\tvalid_0's tweedie: 267.721\n",
"[2]\tvalid_0's poisson: -88.3863\tvalid_0's tweedie: 267.305\n",
"[3]\tvalid_0's poisson: -88.9635\tvalid_0's tweedie: 266.903\n",
"[4]\tvalid_0's poisson: -89.5207\tvalid_0's tweedie: 266.516\n",
"[5]\tvalid_0's poisson: -90.0579\tvalid_0's tweedie: 266.144\n",
"[6]\tvalid_0's poisson: -90.5746\tvalid_0's tweedie: 265.786\n",
"[7]\tvalid_0's poisson: -91.0719\tvalid_0's tweedie: 265.442\n",
"[8]\tvalid_0's poisson: -91.5519\tvalid_0's tweedie: 265.11\n",
"[9]\tvalid_0's poisson: -92.0178\tvalid_0's tweedie: 264.788\n",
"[10]\tvalid_0's poisson: -92.4613\tvalid_0's tweedie: 264.481\n",
"[11]\tvalid_0's poisson: -92.8947\tvalid_0's tweedie: 264.182\n",
"[12]\tvalid_0's poisson: -93.3158\tvalid_0's tweedie: 263.892\n",
"[13]\tvalid_0's poisson: -93.7222\tvalid_0's tweedie: 263.612\n",
"[14]\tvalid_0's poisson: -94.1125\tvalid_0's tweedie: 263.343\n",
"[15]\tvalid_0's poisson: -94.4955\tvalid_0's tweedie: 263.079\n",
"[16]\tvalid_0's poisson: -94.8634\tvalid_0's tweedie: 262.825\n",
"[17]\tvalid_0's poisson: -95.2189\tvalid_0's tweedie: 262.58\n",
"[18]\tvalid_0's poisson: -95.5657\tvalid_0's tweedie: 262.341\n",
"[19]\tvalid_0's poisson: -95.8973\tvalid_0's tweedie: 262.113\n",
"[20]\tvalid_0's poisson: -96.2217\tvalid_0's tweedie: 261.89\n",
"[21]\tvalid_0's poisson: -96.5366\tvalid_0's tweedie: 261.673\n",
"[22]\tvalid_0's poisson: -96.8439\tvalid_0's tweedie: 261.461\n",
"[23]\tvalid_0's poisson: -97.1389\tvalid_0's tweedie: 261.257\n",
"[24]\tvalid_0's poisson: -97.4273\tvalid_0's tweedie: 261.059\n",
"[25]\tvalid_0's poisson: -97.7044\tvalid_0's tweedie: 260.868\n",
"[26]\tvalid_0's poisson: -97.9764\tvalid_0's tweedie: 260.68\n",
"[27]\tvalid_0's poisson: -98.2391\tvalid_0's tweedie: 260.499\n",
"[28]\tvalid_0's poisson: -98.4986\tvalid_0's tweedie: 260.319\n",
"[29]\tvalid_0's poisson: -98.7492\tvalid_0's tweedie: 260.146\n",
"[30]\tvalid_0's poisson: -98.9941\tvalid_0's tweedie: 259.977\n",
"[31]\tvalid_0's poisson: -99.2296\tvalid_0's tweedie: 259.814\n",
"[32]\tvalid_0's poisson: -99.4558\tvalid_0's tweedie: 259.658\n",
"[33]\tvalid_0's poisson: -99.6796\tvalid_0's tweedie: 259.503\n",
"[34]\tvalid_0's poisson: -99.8957\tvalid_0's tweedie: 259.353\n",
"[35]\tvalid_0's poisson: -100.108\tvalid_0's tweedie: 259.207\n",
"[36]\tvalid_0's poisson: -100.309\tvalid_0's tweedie: 259.067\n",
"[37]\tvalid_0's poisson: -100.51\tvalid_0's tweedie: 258.927\n",
"[38]\tvalid_0's poisson: -100.701\tvalid_0's tweedie: 258.794\n",
"[39]\tvalid_0's poisson: -100.889\tvalid_0's tweedie: 258.663\n",
"[40]\tvalid_0's poisson: -101.07\tvalid_0's tweedie: 258.537\n",
"[41]\tvalid_0's poisson: -101.25\tvalid_0's tweedie: 258.412\n",
"[42]\tvalid_0's poisson: -101.422\tvalid_0's tweedie: 258.292\n",
"[43]\tvalid_0's poisson: -101.589\tvalid_0's tweedie: 258.176\n",
"[44]\tvalid_0's poisson: -101.753\tvalid_0's tweedie: 258.06\n",
"[45]\tvalid_0's poisson: -101.918\tvalid_0's tweedie: 257.946\n",
"[46]\tvalid_0's poisson: -102.073\tvalid_0's tweedie: 257.837\n",
"[47]\tvalid_0's poisson: -102.225\tvalid_0's tweedie: 257.731\n",
"[48]\tvalid_0's poisson: -102.373\tvalid_0's tweedie: 257.627\n",
"[49]\tvalid_0's poisson: -102.516\tvalid_0's tweedie: 257.526\n",
"[50]\tvalid_0's poisson: -102.658\tvalid_0's tweedie: 257.426\n",
"[51]\tvalid_0's poisson: -102.793\tvalid_0's tweedie: 257.331\n",
"[52]\tvalid_0's poisson: -102.927\tvalid_0's tweedie: 257.237\n",
"[53]\tvalid_0's poisson: -103.058\tvalid_0's tweedie: 257.145\n",
"[54]\tvalid_0's poisson: -103.188\tvalid_0's tweedie: 257.054\n",
"[55]\tvalid_0's poisson: -103.311\tvalid_0's tweedie: 256.966\n",
"[56]\tvalid_0's poisson: -103.433\tvalid_0's tweedie: 256.881\n",
"[57]\tvalid_0's poisson: -103.551\tvalid_0's tweedie: 256.796\n",
"[58]\tvalid_0's poisson: -103.671\tvalid_0's tweedie: 256.712\n",
"[59]\tvalid_0's poisson: -103.783\tvalid_0's tweedie: 256.633\n",
"[60]\tvalid_0's poisson: -103.891\tvalid_0's tweedie: 256.556\n",
"[61]\tvalid_0's poisson: -103.999\tvalid_0's tweedie: 256.48\n",
"[62]\tvalid_0's poisson: -104.102\tvalid_0's tweedie: 256.406\n",
"[63]\tvalid_0's poisson: -104.21\tvalid_0's tweedie: 256.33\n",
"[64]\tvalid_0's poisson: -104.309\tvalid_0's tweedie: 256.259\n",
"[65]\tvalid_0's poisson: -104.406\tvalid_0's tweedie: 256.189\n",
"[66]\tvalid_0's poisson: -104.502\tvalid_0's tweedie: 256.121\n",
"[67]\tvalid_0's poisson: -104.598\tvalid_0's tweedie: 256.053\n",
"[68]\tvalid_0's poisson: -104.687\tvalid_0's tweedie: 255.989\n",
"[69]\tvalid_0's poisson: -104.779\tvalid_0's tweedie: 255.923\n",
"[70]\tvalid_0's poisson: -104.866\tvalid_0's tweedie: 255.861\n",
"[71]\tvalid_0's poisson: -104.952\tvalid_0's tweedie: 255.799\n",
"[72]\tvalid_0's poisson: -105.034\tvalid_0's tweedie: 255.741\n",
"[73]\tvalid_0's poisson: -105.117\tvalid_0's tweedie: 255.681\n",
"[74]\tvalid_0's poisson: -105.194\tvalid_0's tweedie: 255.626\n",
"[75]\tvalid_0's poisson: -105.271\tvalid_0's tweedie: 255.57\n",
"[76]\tvalid_0's poisson: -105.345\tvalid_0's tweedie: 255.516\n",
"[77]\tvalid_0's poisson: -105.419\tvalid_0's tweedie: 255.463\n",
"[78]\tvalid_0's poisson: -105.492\tvalid_0's tweedie: 255.411\n",
"[79]\tvalid_0's poisson: -105.563\tvalid_0's tweedie: 255.36\n",
"[80]\tvalid_0's poisson: -105.636\tvalid_0's tweedie: 255.307\n",
"[81]\tvalid_0's poisson: -105.703\tvalid_0's tweedie: 255.258\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[82]\tvalid_0's poisson: -105.773\tvalid_0's tweedie: 255.208\n",
"[83]\tvalid_0's poisson: -105.837\tvalid_0's tweedie: 255.161\n",
"[84]\tvalid_0's poisson: -105.903\tvalid_0's tweedie: 255.113\n",
"[85]\tvalid_0's poisson: -105.968\tvalid_0's tweedie: 255.066\n",
"[86]\tvalid_0's poisson: -106.029\tvalid_0's tweedie: 255.022\n",
"[87]\tvalid_0's poisson: -106.091\tvalid_0's tweedie: 254.977\n",
"[88]\tvalid_0's poisson: -106.147\tvalid_0's tweedie: 254.935\n",
"[89]\tvalid_0's poisson: -106.209\tvalid_0's tweedie: 254.89\n",
"[90]\tvalid_0's poisson: -106.268\tvalid_0's tweedie: 254.848\n",
"[91]\tvalid_0's poisson: -106.326\tvalid_0's tweedie: 254.805\n",
"[92]\tvalid_0's poisson: -106.384\tvalid_0's tweedie: 254.763\n",
"[93]\tvalid_0's poisson: -106.436\tvalid_0's tweedie: 254.725\n",
"[94]\tvalid_0's poisson: -106.492\tvalid_0's tweedie: 254.684\n",
"[95]\tvalid_0's poisson: -106.547\tvalid_0's tweedie: 254.644\n",
"[96]\tvalid_0's poisson: -106.595\tvalid_0's tweedie: 254.608\n",
"[97]\tvalid_0's poisson: -106.645\tvalid_0's tweedie: 254.572\n",
"[98]\tvalid_0's poisson: -106.693\tvalid_0's tweedie: 254.537\n",
"[99]\tvalid_0's poisson: -106.74\tvalid_0's tweedie: 254.502\n",
"[100]\tvalid_0's poisson: -106.783\tvalid_0's tweedie: 254.47\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0.01, lambda_l2=0.1, learning_rate=0.015625, max_depth=6, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.0807\tvalid_0's tweedie: 12.1357\n",
"[2]\tvalid_0's poisson: -98.6799\tvalid_0's tweedie: 11.8265\n",
"[3]\tvalid_0's poisson: -100.834\tvalid_0's tweedie: 11.6467\n",
"[4]\tvalid_0's poisson: -102.27\tvalid_0's tweedie: 11.507\n",
"[5]\tvalid_0's poisson: -103.464\tvalid_0's tweedie: 11.432\n",
"[6]\tvalid_0's poisson: -104.38\tvalid_0's tweedie: 11.3716\n",
"[7]\tvalid_0's poisson: -105.117\tvalid_0's tweedie: 11.3245\n",
"[8]\tvalid_0's poisson: -105.733\tvalid_0's tweedie: 11.2933\n",
"[9]\tvalid_0's poisson: -106.254\tvalid_0's tweedie: 11.2565\n",
"[10]\tvalid_0's poisson: -106.653\tvalid_0's tweedie: 11.2349\n",
"[11]\tvalid_0's poisson: -107.002\tvalid_0's tweedie: 11.2154\n",
"[12]\tvalid_0's poisson: -107.236\tvalid_0's tweedie: 11.2023\n",
"[13]\tvalid_0's poisson: -107.359\tvalid_0's tweedie: 11.1931\n",
"[14]\tvalid_0's poisson: -107.638\tvalid_0's tweedie: 11.1797\n",
"[15]\tvalid_0's poisson: -107.822\tvalid_0's tweedie: 11.1715\n",
"[16]\tvalid_0's poisson: -107.946\tvalid_0's tweedie: 11.1649\n",
"[17]\tvalid_0's poisson: -108.015\tvalid_0's tweedie: 11.1559\n",
"[18]\tvalid_0's poisson: -108.097\tvalid_0's tweedie: 11.1507\n",
"[19]\tvalid_0's poisson: -108.136\tvalid_0's tweedie: 11.1482\n",
"[20]\tvalid_0's poisson: -108.172\tvalid_0's tweedie: 11.1426\n",
"[21]\tvalid_0's poisson: -108.214\tvalid_0's tweedie: 11.1399\n",
"[22]\tvalid_0's poisson: -108.267\tvalid_0's tweedie: 11.1358\n",
"[23]\tvalid_0's poisson: -108.279\tvalid_0's tweedie: 11.1341\n",
"[24]\tvalid_0's poisson: -108.315\tvalid_0's tweedie: 11.1329\n",
"[25]\tvalid_0's poisson: -108.333\tvalid_0's tweedie: 11.1308\n",
"[26]\tvalid_0's poisson: -108.362\tvalid_0's tweedie: 11.1293\n",
"[27]\tvalid_0's poisson: -108.436\tvalid_0's tweedie: 11.1269\n",
"[28]\tvalid_0's poisson: -108.474\tvalid_0's tweedie: 11.1247\n",
"[29]\tvalid_0's poisson: -108.484\tvalid_0's tweedie: 11.1241\n",
"[30]\tvalid_0's poisson: -108.529\tvalid_0's tweedie: 11.1229\n",
"[31]\tvalid_0's poisson: -108.538\tvalid_0's tweedie: 11.1207\n",
"[32]\tvalid_0's poisson: -108.55\tvalid_0's tweedie: 11.1198\n",
"[33]\tvalid_0's poisson: -108.562\tvalid_0's tweedie: 11.1192\n",
"[34]\tvalid_0's poisson: -108.593\tvalid_0's tweedie: 11.1177\n",
"[35]\tvalid_0's poisson: -108.599\tvalid_0's tweedie: 11.1172\n",
"[36]\tvalid_0's poisson: -108.633\tvalid_0's tweedie: 11.1109\n",
"[37]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 11.1108\n",
"[38]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 11.1104\n",
"[39]\tvalid_0's poisson: -108.664\tvalid_0's tweedie: 11.1094\n",
"[40]\tvalid_0's poisson: -108.702\tvalid_0's tweedie: 11.1078\n",
"[41]\tvalid_0's poisson: -108.711\tvalid_0's tweedie: 11.1071\n",
"[42]\tvalid_0's poisson: -108.718\tvalid_0's tweedie: 11.107\n",
"[43]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 11.1065\n",
"[44]\tvalid_0's poisson: -108.736\tvalid_0's tweedie: 11.1053\n",
"[45]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 11.1039\n",
"[46]\tvalid_0's poisson: -108.75\tvalid_0's tweedie: 11.104\n",
"[47]\tvalid_0's poisson: -108.764\tvalid_0's tweedie: 11.1036\n",
"[48]\tvalid_0's poisson: -108.778\tvalid_0's tweedie: 11.1029\n",
"[49]\tvalid_0's poisson: -108.807\tvalid_0's tweedie: 11.1018\n",
"[50]\tvalid_0's poisson: -108.841\tvalid_0's tweedie: 11.1007\n",
"[51]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 11.0991\n",
"[52]\tvalid_0's poisson: -108.857\tvalid_0's tweedie: 11.0984\n",
"[53]\tvalid_0's poisson: -108.86\tvalid_0's tweedie: 11.0981\n",
"[54]\tvalid_0's poisson: -108.865\tvalid_0's tweedie: 11.097\n",
"[55]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 11.0959\n",
"[56]\tvalid_0's poisson: -108.929\tvalid_0's tweedie: 11.0942\n",
"[57]\tvalid_0's poisson: -108.937\tvalid_0's tweedie: 11.0937\n",
"[58]\tvalid_0's poisson: -108.951\tvalid_0's tweedie: 11.0934\n",
"[59]\tvalid_0's poisson: -108.996\tvalid_0's tweedie: 11.0921\n",
"[60]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 11.0911\n",
"[61]\tvalid_0's poisson: -109.016\tvalid_0's tweedie: 11.089\n",
"[62]\tvalid_0's poisson: -109.023\tvalid_0's tweedie: 11.089\n",
"[63]\tvalid_0's poisson: -109.029\tvalid_0's tweedie: 11.088\n",
"[64]\tvalid_0's poisson: -109.069\tvalid_0's tweedie: 11.0856\n",
"[65]\tvalid_0's poisson: -109.081\tvalid_0's tweedie: 11.084\n",
"[66]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 11.0836\n",
"[67]\tvalid_0's poisson: -109.084\tvalid_0's tweedie: 11.0838\n",
"[68]\tvalid_0's poisson: -109.085\tvalid_0's tweedie: 11.0836\n",
"[69]\tvalid_0's poisson: -109.091\tvalid_0's tweedie: 11.0834\n",
"[70]\tvalid_0's poisson: -109.101\tvalid_0's tweedie: 11.0835\n",
"[71]\tvalid_0's poisson: -109.147\tvalid_0's tweedie: 11.0805\n",
"[72]\tvalid_0's poisson: -109.156\tvalid_0's tweedie: 11.08\n",
"[73]\tvalid_0's poisson: -109.155\tvalid_0's tweedie: 11.0802\n",
"[74]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 11.08\n",
"[75]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 11.08\n",
"[76]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 11.0799\n",
"[77]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 11.0794\n",
"[78]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 11.079\n",
"[79]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 11.0789\n",
"[80]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 11.0785\n",
"[81]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 11.0785\n",
"[82]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0778\n",
"[83]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0778\n",
"[84]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0779\n",
"[85]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0781\n",
"[86]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.0781\n",
"[87]\tvalid_0's poisson: -109.204\tvalid_0's tweedie: 11.0784\n",
"[88]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 11.0781\n",
"[89]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 11.0779\n",
"[90]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 11.0778\n",
"[91]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 11.0777\n",
"[92]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 11.0775\n",
"[93]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.0772\n",
"[94]\tvalid_0's poisson: -109.225\tvalid_0's tweedie: 11.0772\n",
"[95]\tvalid_0's poisson: -109.253\tvalid_0's tweedie: 11.0754\n",
"[96]\tvalid_0's poisson: -109.252\tvalid_0's tweedie: 11.0753\n",
"[97]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 11.0752\n",
"[98]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 11.0752\n",
"[99]\tvalid_0's poisson: -109.256\tvalid_0's tweedie: 11.0755\n",
"[100]\tvalid_0's poisson: -109.257\tvalid_0's tweedie: 11.0752\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.1247\tvalid_0's tweedie: 12.1333\n",
"[2]\tvalid_0's poisson: -98.7247\tvalid_0's tweedie: 11.8219\n",
"[3]\tvalid_0's poisson: -100.943\tvalid_0's tweedie: 11.6404\n",
"[4]\tvalid_0's poisson: -102.393\tvalid_0's tweedie: 11.4951\n",
"[5]\tvalid_0's poisson: -103.588\tvalid_0's tweedie: 11.4124\n",
"[6]\tvalid_0's poisson: -104.448\tvalid_0's tweedie: 11.3536\n",
"[7]\tvalid_0's poisson: -105.139\tvalid_0's tweedie: 11.3159\n",
"[8]\tvalid_0's poisson: -105.859\tvalid_0's tweedie: 11.2782\n",
"[9]\tvalid_0's poisson: -106.351\tvalid_0's tweedie: 11.2505\n",
"[10]\tvalid_0's poisson: -106.725\tvalid_0's tweedie: 11.2312\n",
"[11]\tvalid_0's poisson: -107.053\tvalid_0's tweedie: 11.2163\n",
"[12]\tvalid_0's poisson: -107.269\tvalid_0's tweedie: 11.2057\n",
"[13]\tvalid_0's poisson: -107.454\tvalid_0's tweedie: 11.1899\n",
"[14]\tvalid_0's poisson: -107.73\tvalid_0's tweedie: 11.1703\n",
"[15]\tvalid_0's poisson: -107.851\tvalid_0's tweedie: 11.1639\n",
"[16]\tvalid_0's poisson: -107.984\tvalid_0's tweedie: 11.1572\n",
"[17]\tvalid_0's poisson: -108.038\tvalid_0's tweedie: 11.1535\n",
"[18]\tvalid_0's poisson: -108.075\tvalid_0's tweedie: 11.1482\n",
"[19]\tvalid_0's poisson: -108.175\tvalid_0's tweedie: 11.141\n",
"[20]\tvalid_0's poisson: -108.217\tvalid_0's tweedie: 11.1389\n",
"[21]\tvalid_0's poisson: -108.246\tvalid_0's tweedie: 11.136\n",
"[22]\tvalid_0's poisson: -108.284\tvalid_0's tweedie: 11.1312\n",
"[23]\tvalid_0's poisson: -108.37\tvalid_0's tweedie: 11.1274\n",
"[24]\tvalid_0's poisson: -108.424\tvalid_0's tweedie: 11.1245\n",
"[25]\tvalid_0's poisson: -108.434\tvalid_0's tweedie: 11.1219\n",
"[26]\tvalid_0's poisson: -108.464\tvalid_0's tweedie: 11.1197\n",
"[27]\tvalid_0's poisson: -108.502\tvalid_0's tweedie: 11.119\n",
"[28]\tvalid_0's poisson: -108.509\tvalid_0's tweedie: 11.1181\n",
"[29]\tvalid_0's poisson: -108.529\tvalid_0's tweedie: 11.1163\n",
"[30]\tvalid_0's poisson: -108.543\tvalid_0's tweedie: 11.1167\n",
"[31]\tvalid_0's poisson: -108.587\tvalid_0's tweedie: 11.1153\n",
"[32]\tvalid_0's poisson: -108.591\tvalid_0's tweedie: 11.1135\n",
"[33]\tvalid_0's poisson: -108.62\tvalid_0's tweedie: 11.1121\n",
"[34]\tvalid_0's poisson: -108.626\tvalid_0's tweedie: 11.1113\n",
"[35]\tvalid_0's poisson: -108.644\tvalid_0's tweedie: 11.1105\n",
"[36]\tvalid_0's poisson: -108.652\tvalid_0's tweedie: 11.1101\n",
"[37]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 11.108\n",
"[38]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 11.107\n",
"[39]\tvalid_0's poisson: -108.747\tvalid_0's tweedie: 11.1059\n",
"[40]\tvalid_0's poisson: -108.783\tvalid_0's tweedie: 11.1045\n",
"[41]\tvalid_0's poisson: -108.778\tvalid_0's tweedie: 11.1048\n",
"[42]\tvalid_0's poisson: -108.788\tvalid_0's tweedie: 11.1044\n",
"[43]\tvalid_0's poisson: -108.799\tvalid_0's tweedie: 11.104\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[44]\tvalid_0's poisson: -108.807\tvalid_0's tweedie: 11.1036\n",
"[45]\tvalid_0's poisson: -108.813\tvalid_0's tweedie: 11.1037\n",
"[46]\tvalid_0's poisson: -108.816\tvalid_0's tweedie: 11.1023\n",
"[47]\tvalid_0's poisson: -108.831\tvalid_0's tweedie: 11.1019\n",
"[48]\tvalid_0's poisson: -108.853\tvalid_0's tweedie: 11.1007\n",
"[49]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 11.0999\n",
"[50]\tvalid_0's poisson: -108.875\tvalid_0's tweedie: 11.1002\n",
"[51]\tvalid_0's poisson: -108.893\tvalid_0's tweedie: 11.0992\n",
"[52]\tvalid_0's poisson: -108.905\tvalid_0's tweedie: 11.0983\n",
"[53]\tvalid_0's poisson: -108.921\tvalid_0's tweedie: 11.0964\n",
"[54]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 11.0958\n",
"[55]\tvalid_0's poisson: -108.945\tvalid_0's tweedie: 11.095\n",
"[56]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 11.0943\n",
"[57]\tvalid_0's poisson: -108.971\tvalid_0's tweedie: 11.0936\n",
"[58]\tvalid_0's poisson: -109.01\tvalid_0's tweedie: 11.0931\n",
"[59]\tvalid_0's poisson: -109.015\tvalid_0's tweedie: 11.0927\n",
"[60]\tvalid_0's poisson: -109.018\tvalid_0's tweedie: 11.0925\n",
"[61]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 11.0921\n",
"[62]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 11.0921\n",
"[63]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 11.0916\n",
"[64]\tvalid_0's poisson: -109.037\tvalid_0's tweedie: 11.0919\n",
"[65]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 11.0918\n",
"[66]\tvalid_0's poisson: -109.051\tvalid_0's tweedie: 11.0913\n",
"[67]\tvalid_0's poisson: -109.054\tvalid_0's tweedie: 11.0913\n",
"[68]\tvalid_0's poisson: -109.059\tvalid_0's tweedie: 11.0908\n",
"[69]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 11.0904\n",
"[70]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 11.0908\n",
"[71]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0904\n",
"[72]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0902\n",
"[73]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 11.0887\n",
"[74]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 11.0884\n",
"[75]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 11.0883\n",
"[76]\tvalid_0's poisson: -109.091\tvalid_0's tweedie: 11.089\n",
"[77]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 11.0887\n",
"[78]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 11.0886\n",
"[79]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 11.0883\n",
"[80]\tvalid_0's poisson: -109.103\tvalid_0's tweedie: 11.0882\n",
"[81]\tvalid_0's poisson: -109.106\tvalid_0's tweedie: 11.0882\n",
"[82]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 11.086\n",
"[83]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 11.0855\n",
"[84]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 11.0858\n",
"[85]\tvalid_0's poisson: -109.164\tvalid_0's tweedie: 11.085\n",
"[86]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 11.0843\n",
"[87]\tvalid_0's poisson: -109.187\tvalid_0's tweedie: 11.084\n",
"[88]\tvalid_0's poisson: -109.188\tvalid_0's tweedie: 11.0838\n",
"[89]\tvalid_0's poisson: -109.191\tvalid_0's tweedie: 11.084\n",
"[90]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 11.0837\n",
"[91]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 11.0838\n",
"[92]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 11.0834\n",
"[93]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 11.0833\n",
"[94]\tvalid_0's poisson: -109.213\tvalid_0's tweedie: 11.0834\n",
"[95]\tvalid_0's poisson: -109.216\tvalid_0's tweedie: 11.0837\n",
"[96]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 11.0836\n",
"[97]\tvalid_0's poisson: -109.217\tvalid_0's tweedie: 11.0834\n",
"[98]\tvalid_0's poisson: -109.219\tvalid_0's tweedie: 11.0835\n",
"[99]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 11.0834\n",
"[100]\tvalid_0's poisson: -109.221\tvalid_0's tweedie: 11.0831\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.0795\tvalid_0's tweedie: 12.1372\n",
"[2]\tvalid_0's poisson: -98.6676\tvalid_0's tweedie: 11.8263\n",
"[3]\tvalid_0's poisson: -100.901\tvalid_0's tweedie: 11.6454\n",
"[4]\tvalid_0's poisson: -102.333\tvalid_0's tweedie: 11.5045\n",
"[5]\tvalid_0's poisson: -103.579\tvalid_0's tweedie: 11.4198\n",
"[6]\tvalid_0's poisson: -104.618\tvalid_0's tweedie: 11.3558\n",
"[7]\tvalid_0's poisson: -105.446\tvalid_0's tweedie: 11.308\n",
"[8]\tvalid_0's poisson: -106.037\tvalid_0's tweedie: 11.2704\n",
"[9]\tvalid_0's poisson: -106.506\tvalid_0's tweedie: 11.2468\n",
"[10]\tvalid_0's poisson: -106.872\tvalid_0's tweedie: 11.2289\n",
"[11]\tvalid_0's poisson: -107.101\tvalid_0's tweedie: 11.2155\n",
"[12]\tvalid_0's poisson: -107.465\tvalid_0's tweedie: 11.1882\n",
"[13]\tvalid_0's poisson: -107.667\tvalid_0's tweedie: 11.178\n",
"[14]\tvalid_0's poisson: -107.818\tvalid_0's tweedie: 11.1697\n",
"[15]\tvalid_0's poisson: -107.951\tvalid_0's tweedie: 11.1647\n",
"[16]\tvalid_0's poisson: -108.008\tvalid_0's tweedie: 11.1603\n",
"[17]\tvalid_0's poisson: -108.089\tvalid_0's tweedie: 11.151\n",
"[18]\tvalid_0's poisson: -108.188\tvalid_0's tweedie: 11.1439\n",
"[19]\tvalid_0's poisson: -108.221\tvalid_0's tweedie: 11.1423\n",
"[20]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 11.1393\n",
"[21]\tvalid_0's poisson: -108.301\tvalid_0's tweedie: 11.1341\n",
"[22]\tvalid_0's poisson: -108.339\tvalid_0's tweedie: 11.1327\n",
"[23]\tvalid_0's poisson: -108.401\tvalid_0's tweedie: 11.13\n",
"[24]\tvalid_0's poisson: -108.44\tvalid_0's tweedie: 11.1263\n",
"[25]\tvalid_0's poisson: -108.465\tvalid_0's tweedie: 11.1249\n",
"[26]\tvalid_0's poisson: -108.522\tvalid_0's tweedie: 11.1228\n",
"[27]\tvalid_0's poisson: -108.533\tvalid_0's tweedie: 11.1204\n",
"[28]\tvalid_0's poisson: -108.547\tvalid_0's tweedie: 11.1197\n",
"[29]\tvalid_0's poisson: -108.55\tvalid_0's tweedie: 11.1185\n",
"[30]\tvalid_0's poisson: -108.568\tvalid_0's tweedie: 11.1178\n",
"[31]\tvalid_0's poisson: -108.577\tvalid_0's tweedie: 11.1165\n",
"[32]\tvalid_0's poisson: -108.605\tvalid_0's tweedie: 11.1156\n",
"[33]\tvalid_0's poisson: -108.621\tvalid_0's tweedie: 11.1149\n",
"[34]\tvalid_0's poisson: -108.652\tvalid_0's tweedie: 11.1132\n",
"[35]\tvalid_0's poisson: -108.673\tvalid_0's tweedie: 11.1118\n",
"[36]\tvalid_0's poisson: -108.678\tvalid_0's tweedie: 11.1117\n",
"[37]\tvalid_0's poisson: -108.675\tvalid_0's tweedie: 11.1116\n",
"[38]\tvalid_0's poisson: -108.688\tvalid_0's tweedie: 11.1112\n",
"[39]\tvalid_0's poisson: -108.722\tvalid_0's tweedie: 11.1096\n",
"[40]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 11.1094\n",
"[41]\tvalid_0's poisson: -108.783\tvalid_0's tweedie: 11.1081\n",
"[42]\tvalid_0's poisson: -108.795\tvalid_0's tweedie: 11.1072\n",
"[43]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 11.1065\n",
"[44]\tvalid_0's poisson: -108.839\tvalid_0's tweedie: 11.1054\n",
"[45]\tvalid_0's poisson: -108.844\tvalid_0's tweedie: 11.1051\n",
"[46]\tvalid_0's poisson: -108.864\tvalid_0's tweedie: 11.1035\n",
"[47]\tvalid_0's poisson: -108.865\tvalid_0's tweedie: 11.1027\n",
"[48]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 11.102\n",
"[49]\tvalid_0's poisson: -108.863\tvalid_0's tweedie: 11.1013\n",
"[50]\tvalid_0's poisson: -108.874\tvalid_0's tweedie: 11.1009\n",
"[51]\tvalid_0's poisson: -108.883\tvalid_0's tweedie: 11.1005\n",
"[52]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 11.0985\n",
"[53]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 11.0981\n",
"[54]\tvalid_0's poisson: -108.899\tvalid_0's tweedie: 11.0977\n",
"[55]\tvalid_0's poisson: -108.909\tvalid_0's tweedie: 11.097\n",
"[56]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 11.095\n",
"[57]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 11.093\n",
"[58]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 11.0891\n",
"[59]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 11.0888\n",
"[60]\tvalid_0's poisson: -109.021\tvalid_0's tweedie: 11.0885\n",
"[61]\tvalid_0's poisson: -109.024\tvalid_0's tweedie: 11.0883\n",
"[62]\tvalid_0's poisson: -109.042\tvalid_0's tweedie: 11.0876\n",
"[63]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 11.0875\n",
"[64]\tvalid_0's poisson: -109.071\tvalid_0's tweedie: 11.0869\n",
"[65]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0866\n",
"[66]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0868\n",
"[67]\tvalid_0's poisson: -109.075\tvalid_0's tweedie: 11.0867\n",
"[68]\tvalid_0's poisson: -109.077\tvalid_0's tweedie: 11.0867\n",
"[69]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 11.0862\n",
"[70]\tvalid_0's poisson: -109.09\tvalid_0's tweedie: 11.0855\n",
"[71]\tvalid_0's poisson: -109.09\tvalid_0's tweedie: 11.0854\n",
"[72]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 11.0836\n",
"[73]\tvalid_0's poisson: -109.125\tvalid_0's tweedie: 11.0831\n",
"[74]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 11.0831\n",
"[75]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 11.0833\n",
"[76]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 11.0829\n",
"[77]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 11.0828\n",
"[78]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 11.0827\n",
"[79]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 11.0821\n",
"[80]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 11.0821\n",
"[81]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 11.082\n",
"[82]\tvalid_0's poisson: -109.15\tvalid_0's tweedie: 11.082\n",
"[83]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 11.0818\n",
"[84]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 11.0816\n",
"[85]\tvalid_0's poisson: -109.175\tvalid_0's tweedie: 11.0813\n",
"[86]\tvalid_0's poisson: -109.177\tvalid_0's tweedie: 11.0819\n",
"[87]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 11.082\n",
"[88]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 11.0817\n",
"[89]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 11.081\n",
"[90]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 11.0806\n",
"[91]\tvalid_0's poisson: -109.215\tvalid_0's tweedie: 11.0803\n",
"[92]\tvalid_0's poisson: -109.219\tvalid_0's tweedie: 11.0802\n",
"[93]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 11.0806\n",
"[94]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.0802\n",
"[95]\tvalid_0's poisson: -109.223\tvalid_0's tweedie: 11.0802\n",
"[96]\tvalid_0's poisson: -109.225\tvalid_0's tweedie: 11.081\n",
"[97]\tvalid_0's poisson: -109.228\tvalid_0's tweedie: 11.0809\n",
"[98]\tvalid_0's poisson: -109.238\tvalid_0's tweedie: 11.0804\n",
"[99]\tvalid_0's poisson: -109.245\tvalid_0's tweedie: 11.0798\n",
"[100]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 11.0795\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.1078\tvalid_0's tweedie: 12.132\n",
"[2]\tvalid_0's poisson: -98.8244\tvalid_0's tweedie: 11.7994\n",
"[3]\tvalid_0's poisson: -100.935\tvalid_0's tweedie: 11.6104\n",
"[4]\tvalid_0's poisson: -102.577\tvalid_0's tweedie: 11.4914\n",
"[5]\tvalid_0's poisson: -103.718\tvalid_0's tweedie: 11.4133\n",
"[6]\tvalid_0's poisson: -104.585\tvalid_0's tweedie: 11.3439\n",
"[7]\tvalid_0's poisson: -105.298\tvalid_0's tweedie: 11.3022\n",
"[8]\tvalid_0's poisson: -105.898\tvalid_0's tweedie: 11.2681\n",
"[9]\tvalid_0's poisson: -106.475\tvalid_0's tweedie: 11.2379\n",
"[10]\tvalid_0's poisson: -106.824\tvalid_0's tweedie: 11.2178\n",
"[11]\tvalid_0's poisson: -107.075\tvalid_0's tweedie: 11.2022\n",
"[12]\tvalid_0's poisson: -107.321\tvalid_0's tweedie: 11.1907\n",
"[13]\tvalid_0's poisson: -107.544\tvalid_0's tweedie: 11.1817\n",
"[14]\tvalid_0's poisson: -107.7\tvalid_0's tweedie: 11.1739\n",
"[15]\tvalid_0's poisson: -107.816\tvalid_0's tweedie: 11.1627\n",
"[16]\tvalid_0's poisson: -107.891\tvalid_0's tweedie: 11.1586\n",
"[17]\tvalid_0's poisson: -107.98\tvalid_0's tweedie: 11.1548\n",
"[18]\tvalid_0's poisson: -108.04\tvalid_0's tweedie: 11.1509\n",
"[19]\tvalid_0's poisson: -108.119\tvalid_0's tweedie: 11.1441\n",
"[20]\tvalid_0's poisson: -108.17\tvalid_0's tweedie: 11.1409\n",
"[21]\tvalid_0's poisson: -108.236\tvalid_0's tweedie: 11.1382\n",
"[22]\tvalid_0's poisson: -108.271\tvalid_0's tweedie: 11.1338\n",
"[23]\tvalid_0's poisson: -108.371\tvalid_0's tweedie: 11.1297\n",
"[24]\tvalid_0's poisson: -108.419\tvalid_0's tweedie: 11.1271\n",
"[25]\tvalid_0's poisson: -108.426\tvalid_0's tweedie: 11.1265\n",
"[26]\tvalid_0's poisson: -108.475\tvalid_0's tweedie: 11.1238\n",
"[27]\tvalid_0's poisson: -108.49\tvalid_0's tweedie: 11.1224\n",
"[28]\tvalid_0's poisson: -108.499\tvalid_0's tweedie: 11.1213\n",
"[29]\tvalid_0's poisson: -108.505\tvalid_0's tweedie: 11.1215\n",
"[30]\tvalid_0's poisson: -108.528\tvalid_0's tweedie: 11.1197\n",
"[31]\tvalid_0's poisson: -108.551\tvalid_0's tweedie: 11.119\n",
"[32]\tvalid_0's poisson: -108.552\tvalid_0's tweedie: 11.1177\n",
"[33]\tvalid_0's poisson: -108.574\tvalid_0's tweedie: 11.1166\n",
"[34]\tvalid_0's poisson: -108.597\tvalid_0's tweedie: 11.1149\n",
"[35]\tvalid_0's poisson: -108.616\tvalid_0's tweedie: 11.1142\n",
"[36]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 11.1136\n",
"[37]\tvalid_0's poisson: -108.653\tvalid_0's tweedie: 11.1127\n",
"[38]\tvalid_0's poisson: -108.663\tvalid_0's tweedie: 11.1123\n",
"[39]\tvalid_0's poisson: -108.66\tvalid_0's tweedie: 11.1131\n",
"[40]\tvalid_0's poisson: -108.668\tvalid_0's tweedie: 11.1132\n",
"[41]\tvalid_0's poisson: -108.681\tvalid_0's tweedie: 11.1124\n",
"[42]\tvalid_0's poisson: -108.693\tvalid_0's tweedie: 11.1117\n",
"[43]\tvalid_0's poisson: -108.705\tvalid_0's tweedie: 11.1103\n",
"[44]\tvalid_0's poisson: -108.71\tvalid_0's tweedie: 11.1079\n",
"[45]\tvalid_0's poisson: -108.72\tvalid_0's tweedie: 11.1072\n",
"[46]\tvalid_0's poisson: -108.735\tvalid_0's tweedie: 11.1063\n",
"[47]\tvalid_0's poisson: -108.733\tvalid_0's tweedie: 11.1053\n",
"[48]\tvalid_0's poisson: -108.746\tvalid_0's tweedie: 11.1049\n",
"[49]\tvalid_0's poisson: -108.773\tvalid_0's tweedie: 11.1028\n",
"[50]\tvalid_0's poisson: -108.784\tvalid_0's tweedie: 11.1018\n",
"[51]\tvalid_0's poisson: -108.783\tvalid_0's tweedie: 11.1017\n",
"[52]\tvalid_0's poisson: -108.854\tvalid_0's tweedie: 11.0995\n",
"[53]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 11.0981\n",
"[54]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 11.0981\n",
"[55]\tvalid_0's poisson: -108.892\tvalid_0's tweedie: 11.0977\n",
"[56]\tvalid_0's poisson: -108.918\tvalid_0's tweedie: 11.0964\n",
"[57]\tvalid_0's poisson: -108.921\tvalid_0's tweedie: 11.0964\n",
"[58]\tvalid_0's poisson: -108.922\tvalid_0's tweedie: 11.0963\n",
"[59]\tvalid_0's poisson: -108.936\tvalid_0's tweedie: 11.0961\n",
"[60]\tvalid_0's poisson: -108.963\tvalid_0's tweedie: 11.0954\n",
"[61]\tvalid_0's poisson: -108.994\tvalid_0's tweedie: 11.0903\n",
"[62]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 11.0897\n",
"[63]\tvalid_0's poisson: -109.001\tvalid_0's tweedie: 11.0894\n",
"[64]\tvalid_0's poisson: -109.002\tvalid_0's tweedie: 11.0892\n",
"[65]\tvalid_0's poisson: -109.004\tvalid_0's tweedie: 11.0887\n",
"[66]\tvalid_0's poisson: -109.006\tvalid_0's tweedie: 11.0882\n",
"[67]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 11.0882\n",
"[68]\tvalid_0's poisson: -109.009\tvalid_0's tweedie: 11.0882\n",
"[69]\tvalid_0's poisson: -109.045\tvalid_0's tweedie: 11.0871\n",
"[70]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 11.0863\n",
"[71]\tvalid_0's poisson: -109.084\tvalid_0's tweedie: 11.086\n",
"[72]\tvalid_0's poisson: -109.083\tvalid_0's tweedie: 11.0859\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[73]\tvalid_0's poisson: -109.101\tvalid_0's tweedie: 11.0853\n",
"[74]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 11.085\n",
"[75]\tvalid_0's poisson: -109.11\tvalid_0's tweedie: 11.0847\n",
"[76]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 11.0844\n",
"[77]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 11.084\n",
"[78]\tvalid_0's poisson: -109.133\tvalid_0's tweedie: 11.0837\n",
"[79]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 11.0838\n",
"[80]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 11.0836\n",
"[81]\tvalid_0's poisson: -109.137\tvalid_0's tweedie: 11.0839\n",
"[82]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 11.0838\n",
"[83]\tvalid_0's poisson: -109.14\tvalid_0's tweedie: 11.0838\n",
"[84]\tvalid_0's poisson: -109.141\tvalid_0's tweedie: 11.084\n",
"[85]\tvalid_0's poisson: -109.151\tvalid_0's tweedie: 11.0837\n",
"[86]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 11.083\n",
"[87]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 11.0836\n",
"[88]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 11.0844\n",
"[89]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 11.0843\n",
"[90]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 11.0853\n",
"[91]\tvalid_0's poisson: -109.157\tvalid_0's tweedie: 11.0847\n",
"[92]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 11.0835\n",
"[93]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 11.0842\n",
"[94]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 11.0844\n",
"[95]\tvalid_0's poisson: -109.161\tvalid_0's tweedie: 11.0841\n",
"[96]\tvalid_0's poisson: -109.166\tvalid_0's tweedie: 11.084\n",
"[97]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 11.0835\n",
"[98]\tvalid_0's poisson: -109.186\tvalid_0's tweedie: 11.0833\n",
"[99]\tvalid_0's poisson: -109.19\tvalid_0's tweedie: 11.0831\n",
"[100]\tvalid_0's poisson: -109.192\tvalid_0's tweedie: 11.0831\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=0.1, reg_lambda=0.0 will be ignored. Current value: lambda_l2=0.1\n",
"[1]\tvalid_0's poisson: -95.1372\tvalid_0's tweedie: 12.1329\n",
"[2]\tvalid_0's poisson: -98.8665\tvalid_0's tweedie: 11.8003\n",
"[3]\tvalid_0's poisson: -100.968\tvalid_0's tweedie: 11.611\n",
"[4]\tvalid_0's poisson: -102.622\tvalid_0's tweedie: 11.4897\n",
"[5]\tvalid_0's poisson: -103.81\tvalid_0's tweedie: 11.4076\n",
"[6]\tvalid_0's poisson: -104.78\tvalid_0's tweedie: 11.3421\n",
"[7]\tvalid_0's poisson: -105.495\tvalid_0's tweedie: 11.3017\n",
"[8]\tvalid_0's poisson: -106.127\tvalid_0's tweedie: 11.2631\n",
"[9]\tvalid_0's poisson: -106.656\tvalid_0's tweedie: 11.2361\n",
"[10]\tvalid_0's poisson: -107.001\tvalid_0's tweedie: 11.2175\n",
"[11]\tvalid_0's poisson: -107.262\tvalid_0's tweedie: 11.2013\n",
"[12]\tvalid_0's poisson: -107.596\tvalid_0's tweedie: 11.1779\n",
"[13]\tvalid_0's poisson: -107.765\tvalid_0's tweedie: 11.1698\n",
"[14]\tvalid_0's poisson: -107.99\tvalid_0's tweedie: 11.1593\n",
"[15]\tvalid_0's poisson: -108.082\tvalid_0's tweedie: 11.1538\n",
"[16]\tvalid_0's poisson: -108.153\tvalid_0's tweedie: 11.1478\n",
"[17]\tvalid_0's poisson: -108.223\tvalid_0's tweedie: 11.1421\n",
"[18]\tvalid_0's poisson: -108.261\tvalid_0's tweedie: 11.1379\n",
"[19]\tvalid_0's poisson: -108.304\tvalid_0's tweedie: 11.1336\n",
"[20]\tvalid_0's poisson: -108.352\tvalid_0's tweedie: 11.1307\n",
"[21]\tvalid_0's poisson: -108.384\tvalid_0's tweedie: 11.1257\n",
"[22]\tvalid_0's poisson: -108.466\tvalid_0's tweedie: 11.1224\n",
"[23]\tvalid_0's poisson: -108.482\tvalid_0's tweedie: 11.1203\n",
"[24]\tvalid_0's poisson: -108.543\tvalid_0's tweedie: 11.1173\n",
"[25]\tvalid_0's poisson: -108.57\tvalid_0's tweedie: 11.1158\n",
"[26]\tvalid_0's poisson: -108.605\tvalid_0's tweedie: 11.1158\n",
"[27]\tvalid_0's poisson: -108.637\tvalid_0's tweedie: 11.1142\n",
"[28]\tvalid_0's poisson: -108.664\tvalid_0's tweedie: 11.1121\n",
"[29]\tvalid_0's poisson: -108.667\tvalid_0's tweedie: 11.1106\n",
"[30]\tvalid_0's poisson: -108.686\tvalid_0's tweedie: 11.1099\n",
"[31]\tvalid_0's poisson: -108.708\tvalid_0's tweedie: 11.1088\n",
"[32]\tvalid_0's poisson: -108.722\tvalid_0's tweedie: 11.1081\n",
"[33]\tvalid_0's poisson: -108.727\tvalid_0's tweedie: 11.1066\n",
"[34]\tvalid_0's poisson: -108.737\tvalid_0's tweedie: 11.1057\n",
"[35]\tvalid_0's poisson: -108.753\tvalid_0's tweedie: 11.1043\n",
"[36]\tvalid_0's poisson: -108.778\tvalid_0's tweedie: 11.103\n",
"[37]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 11.1028\n",
"[38]\tvalid_0's poisson: -108.802\tvalid_0's tweedie: 11.1026\n",
"[39]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 11.1009\n",
"[40]\tvalid_0's poisson: -108.837\tvalid_0's tweedie: 11.1007\n",
"[41]\tvalid_0's poisson: -108.866\tvalid_0's tweedie: 11.0993\n",
"[42]\tvalid_0's poisson: -108.884\tvalid_0's tweedie: 11.0988\n",
"[43]\tvalid_0's poisson: -108.912\tvalid_0's tweedie: 11.0977\n",
"[44]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 11.0976\n",
"[45]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 11.0975\n",
"[46]\tvalid_0's poisson: -108.935\tvalid_0's tweedie: 11.0965\n",
"[47]\tvalid_0's poisson: -108.956\tvalid_0's tweedie: 11.0956\n",
"[48]\tvalid_0's poisson: -108.969\tvalid_0's tweedie: 11.0951\n",
"[49]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 11.0944\n",
"[50]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 11.0941\n",
"[51]\tvalid_0's poisson: -108.983\tvalid_0's tweedie: 11.0956\n",
"[52]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 11.0951\n",
"[53]\tvalid_0's poisson: -108.987\tvalid_0's tweedie: 11.0957\n",
"[54]\tvalid_0's poisson: -109.007\tvalid_0's tweedie: 11.0946\n",
"[55]\tvalid_0's poisson: -109.012\tvalid_0's tweedie: 11.0941\n",
"[56]\tvalid_0's poisson: -109.022\tvalid_0's tweedie: 11.094\n",
"[57]\tvalid_0's poisson: -109.024\tvalid_0's tweedie: 11.0938\n",
"[58]\tvalid_0's poisson: -109.031\tvalid_0's tweedie: 11.0935\n",
"[59]\tvalid_0's poisson: -109.031\tvalid_0's tweedie: 11.094\n",
"[60]\tvalid_0's poisson: -109.039\tvalid_0's tweedie: 11.0937\n",
"[61]\tvalid_0's poisson: -109.041\tvalid_0's tweedie: 11.0931\n",
"[62]\tvalid_0's poisson: -109.087\tvalid_0's tweedie: 11.091\n",
"[63]\tvalid_0's poisson: -109.089\tvalid_0's tweedie: 11.091\n",
"[64]\tvalid_0's poisson: -109.1\tvalid_0's tweedie: 11.0905\n",
"[65]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 11.0899\n",
"[66]\tvalid_0's poisson: -109.129\tvalid_0's tweedie: 11.0885\n",
"[67]\tvalid_0's poisson: -109.127\tvalid_0's tweedie: 11.0884\n",
"[68]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 11.0883\n",
"[69]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 11.0882\n",
"[70]\tvalid_0's poisson: -109.137\tvalid_0's tweedie: 11.0884\n",
"[71]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 11.0885\n",
"[72]\tvalid_0's poisson: -109.139\tvalid_0's tweedie: 11.0885\n",
"[73]\tvalid_0's poisson: -109.138\tvalid_0's tweedie: 11.0889\n",
"[74]\tvalid_0's poisson: -109.142\tvalid_0's tweedie: 11.0887\n",
"[75]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 11.0889\n",
"[76]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 11.0887\n",
"[77]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 11.0886\n",
"[78]\tvalid_0's poisson: -109.153\tvalid_0's tweedie: 11.0884\n",
"[79]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 11.0882\n",
"[80]\tvalid_0's poisson: -109.169\tvalid_0's tweedie: 11.0879\n",
"[81]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 11.0872\n",
"[82]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 11.0877\n",
"[83]\tvalid_0's poisson: -109.182\tvalid_0's tweedie: 11.0877\n",
"[84]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 11.0876\n",
"[85]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 11.0877\n",
"[86]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 11.0882\n",
"[87]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 11.0882\n",
"[88]\tvalid_0's poisson: -109.179\tvalid_0's tweedie: 11.0887\n",
"[89]\tvalid_0's poisson: -109.183\tvalid_0's tweedie: 11.0885\n",
"[90]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 11.0888\n",
"[91]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 11.0893\n",
"[92]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 11.089\n",
"[93]\tvalid_0's poisson: -109.195\tvalid_0's tweedie: 11.0893\n",
"[94]\tvalid_0's poisson: -109.196\tvalid_0's tweedie: 11.0891\n",
"[95]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 11.088\n",
"[96]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 11.0878\n",
"[97]\tvalid_0's poisson: -109.202\tvalid_0's tweedie: 11.0879\n",
"[98]\tvalid_0's poisson: -109.206\tvalid_0's tweedie: 11.088\n",
"[99]\tvalid_0's poisson: -109.205\tvalid_0's tweedie: 11.088\n",
"[100]\tvalid_0's poisson: -109.21\tvalid_0's tweedie: 11.0874\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=0.1, learning_rate=0.25, max_depth=3, tweedie_variance_power=1.7999999999999998; total time= 0.0s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5133\tvalid_0's tweedie: 266.521\n",
"[2]\tvalid_0's poisson: -91.514\tvalid_0's tweedie: 265.135\n",
"[3]\tvalid_0's poisson: -93.2524\tvalid_0's tweedie: 263.934\n",
"[4]\tvalid_0's poisson: -94.7616\tvalid_0's tweedie: 262.894\n",
"[5]\tvalid_0's poisson: -96.0972\tvalid_0's tweedie: 261.973\n",
"[6]\tvalid_0's poisson: -97.2701\tvalid_0's tweedie: 261.163\n",
"[7]\tvalid_0's poisson: -98.3179\tvalid_0's tweedie: 260.439\n",
"[8]\tvalid_0's poisson: -99.2551\tvalid_0's tweedie: 259.792\n",
"[9]\tvalid_0's poisson: -100.08\tvalid_0's tweedie: 259.218\n",
"[10]\tvalid_0's poisson: -100.801\tvalid_0's tweedie: 258.716\n",
"[11]\tvalid_0's poisson: -101.469\tvalid_0's tweedie: 258.249\n",
"[12]\tvalid_0's poisson: -102.061\tvalid_0's tweedie: 257.833\n",
"[13]\tvalid_0's poisson: -102.595\tvalid_0's tweedie: 257.457\n",
"[14]\tvalid_0's poisson: -103.098\tvalid_0's tweedie: 257.102\n",
"[15]\tvalid_0's poisson: -103.535\tvalid_0's tweedie: 256.792\n",
"[16]\tvalid_0's poisson: -103.955\tvalid_0's tweedie: 256.494\n",
"[17]\tvalid_0's poisson: -104.339\tvalid_0's tweedie: 256.219\n",
"[18]\tvalid_0's poisson: -104.675\tvalid_0's tweedie: 255.977\n",
"[19]\tvalid_0's poisson: -104.991\tvalid_0's tweedie: 255.75\n",
"[20]\tvalid_0's poisson: -105.284\tvalid_0's tweedie: 255.538\n",
"[21]\tvalid_0's poisson: -105.535\tvalid_0's tweedie: 255.355\n",
"[22]\tvalid_0's poisson: -105.783\tvalid_0's tweedie: 255.175\n",
"[23]\tvalid_0's poisson: -106.011\tvalid_0's tweedie: 255.009\n",
"[24]\tvalid_0's poisson: -106.25\tvalid_0's tweedie: 254.835\n",
"[25]\tvalid_0's poisson: -106.439\tvalid_0's tweedie: 254.696\n",
"[26]\tvalid_0's poisson: -106.637\tvalid_0's tweedie: 254.55\n",
"[27]\tvalid_0's poisson: -106.806\tvalid_0's tweedie: 254.427\n",
"[28]\tvalid_0's poisson: -106.958\tvalid_0's tweedie: 254.315\n",
"[29]\tvalid_0's poisson: -107.084\tvalid_0's tweedie: 254.22\n",
"[30]\tvalid_0's poisson: -107.226\tvalid_0's tweedie: 254.114\n",
"[31]\tvalid_0's poisson: -107.353\tvalid_0's tweedie: 254.021\n",
"[32]\tvalid_0's poisson: -107.477\tvalid_0's tweedie: 253.929\n",
"[33]\tvalid_0's poisson: -107.578\tvalid_0's tweedie: 253.854\n",
"[34]\tvalid_0's poisson: -107.68\tvalid_0's tweedie: 253.778\n",
"[35]\tvalid_0's poisson: -107.77\tvalid_0's tweedie: 253.71\n",
"[36]\tvalid_0's poisson: -107.854\tvalid_0's tweedie: 253.649\n",
"[37]\tvalid_0's poisson: -107.944\tvalid_0's tweedie: 253.582\n",
"[38]\tvalid_0's poisson: -108.014\tvalid_0's tweedie: 253.529\n",
"[39]\tvalid_0's poisson: -108.07\tvalid_0's tweedie: 253.486\n",
"[40]\tvalid_0's poisson: -108.134\tvalid_0's tweedie: 253.438\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[41]\tvalid_0's poisson: -108.193\tvalid_0's tweedie: 253.394\n",
"[42]\tvalid_0's poisson: -108.248\tvalid_0's tweedie: 253.352\n",
"[43]\tvalid_0's poisson: -108.297\tvalid_0's tweedie: 253.315\n",
"[44]\tvalid_0's poisson: -108.355\tvalid_0's tweedie: 253.273\n",
"[45]\tvalid_0's poisson: -108.406\tvalid_0's tweedie: 253.236\n",
"[46]\tvalid_0's poisson: -108.446\tvalid_0's tweedie: 253.206\n",
"[47]\tvalid_0's poisson: -108.482\tvalid_0's tweedie: 253.178\n",
"[48]\tvalid_0's poisson: -108.52\tvalid_0's tweedie: 253.15\n",
"[49]\tvalid_0's poisson: -108.552\tvalid_0's tweedie: 253.126\n",
"[50]\tvalid_0's poisson: -108.584\tvalid_0's tweedie: 253.103\n",
"[51]\tvalid_0's poisson: -108.614\tvalid_0's tweedie: 253.081\n",
"[52]\tvalid_0's poisson: -108.642\tvalid_0's tweedie: 253.059\n",
"[53]\tvalid_0's poisson: -108.672\tvalid_0's tweedie: 253.037\n",
"[54]\tvalid_0's poisson: -108.703\tvalid_0's tweedie: 253.015\n",
"[55]\tvalid_0's poisson: -108.725\tvalid_0's tweedie: 252.999\n",
"[56]\tvalid_0's poisson: -108.76\tvalid_0's tweedie: 252.974\n",
"[57]\tvalid_0's poisson: -108.78\tvalid_0's tweedie: 252.959\n",
"[58]\tvalid_0's poisson: -108.809\tvalid_0's tweedie: 252.939\n",
"[59]\tvalid_0's poisson: -108.827\tvalid_0's tweedie: 252.926\n",
"[60]\tvalid_0's poisson: -108.855\tvalid_0's tweedie: 252.906\n",
"[61]\tvalid_0's poisson: -108.87\tvalid_0's tweedie: 252.895\n",
"[62]\tvalid_0's poisson: -108.888\tvalid_0's tweedie: 252.882\n",
"[63]\tvalid_0's poisson: -108.904\tvalid_0's tweedie: 252.871\n",
"[64]\tvalid_0's poisson: -108.921\tvalid_0's tweedie: 252.858\n",
"[65]\tvalid_0's poisson: -108.947\tvalid_0's tweedie: 252.841\n",
"[66]\tvalid_0's poisson: -108.964\tvalid_0's tweedie: 252.828\n",
"[67]\tvalid_0's poisson: -108.984\tvalid_0's tweedie: 252.814\n",
"[68]\tvalid_0's poisson: -108.998\tvalid_0's tweedie: 252.803\n",
"[69]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 252.795\n",
"[70]\tvalid_0's poisson: -109.023\tvalid_0's tweedie: 252.784\n",
"[71]\tvalid_0's poisson: -109.036\tvalid_0's tweedie: 252.775\n",
"[72]\tvalid_0's poisson: -109.046\tvalid_0's tweedie: 252.767\n",
"[73]\tvalid_0's poisson: -109.053\tvalid_0's tweedie: 252.762\n",
"[74]\tvalid_0's poisson: -109.072\tvalid_0's tweedie: 252.749\n",
"[75]\tvalid_0's poisson: -109.076\tvalid_0's tweedie: 252.746\n",
"[76]\tvalid_0's poisson: -109.09\tvalid_0's tweedie: 252.736\n",
"[77]\tvalid_0's poisson: -109.107\tvalid_0's tweedie: 252.725\n",
"[78]\tvalid_0's poisson: -109.114\tvalid_0's tweedie: 252.719\n",
"[79]\tvalid_0's poisson: -109.123\tvalid_0's tweedie: 252.713\n",
"[80]\tvalid_0's poisson: -109.128\tvalid_0's tweedie: 252.709\n",
"[81]\tvalid_0's poisson: -109.134\tvalid_0's tweedie: 252.705\n",
"[82]\tvalid_0's poisson: -109.143\tvalid_0's tweedie: 252.699\n",
"[83]\tvalid_0's poisson: -109.146\tvalid_0's tweedie: 252.697\n",
"[84]\tvalid_0's poisson: -109.158\tvalid_0's tweedie: 252.689\n",
"[85]\tvalid_0's poisson: -109.167\tvalid_0's tweedie: 252.682\n",
"[86]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 252.673\n",
"[87]\tvalid_0's poisson: -109.185\tvalid_0's tweedie: 252.669\n",
"[88]\tvalid_0's poisson: -109.201\tvalid_0's tweedie: 252.658\n",
"[89]\tvalid_0's poisson: -109.209\tvalid_0's tweedie: 252.652\n",
"[90]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 252.65\n",
"[91]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 252.642\n",
"[92]\tvalid_0's poisson: -109.234\tvalid_0's tweedie: 252.636\n",
"[93]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 252.635\n",
"[94]\tvalid_0's poisson: -109.244\tvalid_0's tweedie: 252.628\n",
"[95]\tvalid_0's poisson: -109.249\tvalid_0's tweedie: 252.625\n",
"[96]\tvalid_0's poisson: -109.255\tvalid_0's tweedie: 252.62\n",
"[97]\tvalid_0's poisson: -109.262\tvalid_0's tweedie: 252.615\n",
"[98]\tvalid_0's poisson: -109.266\tvalid_0's tweedie: 252.612\n",
"[99]\tvalid_0's poisson: -109.269\tvalid_0's tweedie: 252.61\n",
"[100]\tvalid_0's poisson: -109.276\tvalid_0's tweedie: 252.606\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5103\tvalid_0's tweedie: 266.523\n",
"[2]\tvalid_0's poisson: -91.5549\tvalid_0's tweedie: 265.107\n",
"[3]\tvalid_0's poisson: -93.3033\tvalid_0's tweedie: 263.9\n",
"[4]\tvalid_0's poisson: -94.8414\tvalid_0's tweedie: 262.84\n",
"[5]\tvalid_0's poisson: -96.1754\tvalid_0's tweedie: 261.921\n",
"[6]\tvalid_0's poisson: -97.3518\tvalid_0's tweedie: 261.11\n",
"[7]\tvalid_0's poisson: -98.3973\tvalid_0's tweedie: 260.388\n",
"[8]\tvalid_0's poisson: -99.331\tvalid_0's tweedie: 259.741\n",
"[9]\tvalid_0's poisson: -100.133\tvalid_0's tweedie: 259.184\n",
"[10]\tvalid_0's poisson: -100.871\tvalid_0's tweedie: 258.67\n",
"[11]\tvalid_0's poisson: -101.514\tvalid_0's tweedie: 258.22\n",
"[12]\tvalid_0's poisson: -102.12\tvalid_0's tweedie: 257.795\n",
"[13]\tvalid_0's poisson: -102.645\tvalid_0's tweedie: 257.424\n",
"[14]\tvalid_0's poisson: -103.145\tvalid_0's tweedie: 257.071\n",
"[15]\tvalid_0's poisson: -103.584\tvalid_0's tweedie: 256.759\n",
"[16]\tvalid_0's poisson: -103.985\tvalid_0's tweedie: 256.474\n",
"[17]\tvalid_0's poisson: -104.351\tvalid_0's tweedie: 256.211\n",
"[18]\tvalid_0's poisson: -104.695\tvalid_0's tweedie: 255.963\n",
"[19]\tvalid_0's poisson: -105.015\tvalid_0's tweedie: 255.734\n",
"[20]\tvalid_0's poisson: -105.302\tvalid_0's tweedie: 255.525\n",
"[21]\tvalid_0's poisson: -105.567\tvalid_0's tweedie: 255.333\n",
"[22]\tvalid_0's poisson: -105.812\tvalid_0's tweedie: 255.156\n",
"[23]\tvalid_0's poisson: -106.043\tvalid_0's tweedie: 254.988\n",
"[24]\tvalid_0's poisson: -106.244\tvalid_0's tweedie: 254.84\n",
"[25]\tvalid_0's poisson: -106.467\tvalid_0's tweedie: 254.677\n",
"[26]\tvalid_0's poisson: -106.644\tvalid_0's tweedie: 254.547\n",
"[27]\tvalid_0's poisson: -106.83\tvalid_0's tweedie: 254.411\n",
"[28]\tvalid_0's poisson: -106.999\tvalid_0's tweedie: 254.286\n",
"[29]\tvalid_0's poisson: -107.128\tvalid_0's tweedie: 254.19\n",
"[30]\tvalid_0's poisson: -107.266\tvalid_0's tweedie: 254.088\n",
"[31]\tvalid_0's poisson: -107.377\tvalid_0's tweedie: 254.005\n",
"[32]\tvalid_0's poisson: -107.496\tvalid_0's tweedie: 253.916\n",
"[33]\tvalid_0's poisson: -107.601\tvalid_0's tweedie: 253.838\n",
"[34]\tvalid_0's poisson: -107.697\tvalid_0's tweedie: 253.766\n",
"[35]\tvalid_0's poisson: -107.789\tvalid_0's tweedie: 253.697\n",
"[36]\tvalid_0's poisson: -107.864\tvalid_0's tweedie: 253.64\n",
"[37]\tvalid_0's poisson: -107.954\tvalid_0's tweedie: 253.574\n",
"[38]\tvalid_0's poisson: -108.027\tvalid_0's tweedie: 253.519\n",
"[39]\tvalid_0's poisson: -108.094\tvalid_0's tweedie: 253.469\n",
"[40]\tvalid_0's poisson: -108.153\tvalid_0's tweedie: 253.424\n",
"[41]\tvalid_0's poisson: -108.21\tvalid_0's tweedie: 253.381\n",
"[42]\tvalid_0's poisson: -108.273\tvalid_0's tweedie: 253.334\n",
"[43]\tvalid_0's poisson: -108.326\tvalid_0's tweedie: 253.295\n",
"[44]\tvalid_0's poisson: -108.376\tvalid_0's tweedie: 253.258\n",
"[45]\tvalid_0's poisson: -108.414\tvalid_0's tweedie: 253.229\n",
"[46]\tvalid_0's poisson: -108.466\tvalid_0's tweedie: 253.191\n",
"[47]\tvalid_0's poisson: -108.506\tvalid_0's tweedie: 253.162\n",
"[48]\tvalid_0's poisson: -108.544\tvalid_0's tweedie: 253.134\n",
"[49]\tvalid_0's poisson: -108.575\tvalid_0's tweedie: 253.111\n",
"[50]\tvalid_0's poisson: -108.606\tvalid_0's tweedie: 253.088\n",
"[51]\tvalid_0's poisson: -108.634\tvalid_0's tweedie: 253.067\n",
"[52]\tvalid_0's poisson: -108.659\tvalid_0's tweedie: 253.049\n",
"[53]\tvalid_0's poisson: -108.687\tvalid_0's tweedie: 253.027\n",
"[54]\tvalid_0's poisson: -108.713\tvalid_0's tweedie: 253.009\n",
"[55]\tvalid_0's poisson: -108.733\tvalid_0's tweedie: 252.994\n",
"[56]\tvalid_0's poisson: -108.756\tvalid_0's tweedie: 252.975\n",
"[57]\tvalid_0's poisson: -108.775\tvalid_0's tweedie: 252.961\n",
"[58]\tvalid_0's poisson: -108.796\tvalid_0's tweedie: 252.946\n",
"[59]\tvalid_0's poisson: -108.828\tvalid_0's tweedie: 252.924\n",
"[60]\tvalid_0's poisson: -108.847\tvalid_0's tweedie: 252.909\n",
"[61]\tvalid_0's poisson: -108.871\tvalid_0's tweedie: 252.892\n",
"[62]\tvalid_0's poisson: -108.896\tvalid_0's tweedie: 252.874\n",
"[63]\tvalid_0's poisson: -108.914\tvalid_0's tweedie: 252.862\n",
"[64]\tvalid_0's poisson: -108.926\tvalid_0's tweedie: 252.853\n",
"[65]\tvalid_0's poisson: -108.948\tvalid_0's tweedie: 252.838\n",
"[66]\tvalid_0's poisson: -108.967\tvalid_0's tweedie: 252.824\n",
"[67]\tvalid_0's poisson: -108.976\tvalid_0's tweedie: 252.818\n",
"[68]\tvalid_0's poisson: -108.986\tvalid_0's tweedie: 252.811\n",
"[69]\tvalid_0's poisson: -108.995\tvalid_0's tweedie: 252.804\n",
"[70]\tvalid_0's poisson: -109.008\tvalid_0's tweedie: 252.795\n",
"[71]\tvalid_0's poisson: -109.02\tvalid_0's tweedie: 252.786\n",
"[72]\tvalid_0's poisson: -109.028\tvalid_0's tweedie: 252.78\n",
"[73]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 252.766\n",
"[74]\tvalid_0's poisson: -109.055\tvalid_0's tweedie: 252.761\n",
"[75]\tvalid_0's poisson: -109.066\tvalid_0's tweedie: 252.753\n",
"[76]\tvalid_0's poisson: -109.08\tvalid_0's tweedie: 252.743\n",
"[77]\tvalid_0's poisson: -109.087\tvalid_0's tweedie: 252.738\n",
"[78]\tvalid_0's poisson: -109.092\tvalid_0's tweedie: 252.734\n",
"[79]\tvalid_0's poisson: -109.098\tvalid_0's tweedie: 252.73\n",
"[80]\tvalid_0's poisson: -109.104\tvalid_0's tweedie: 252.726\n",
"[81]\tvalid_0's poisson: -109.112\tvalid_0's tweedie: 252.72\n",
"[82]\tvalid_0's poisson: -109.12\tvalid_0's tweedie: 252.715\n",
"[83]\tvalid_0's poisson: -109.135\tvalid_0's tweedie: 252.705\n",
"[84]\tvalid_0's poisson: -109.144\tvalid_0's tweedie: 252.698\n",
"[85]\tvalid_0's poisson: -109.148\tvalid_0's tweedie: 252.695\n",
"[86]\tvalid_0's poisson: -109.16\tvalid_0's tweedie: 252.687\n",
"[87]\tvalid_0's poisson: -109.163\tvalid_0's tweedie: 252.685\n",
"[88]\tvalid_0's poisson: -109.171\tvalid_0's tweedie: 252.68\n",
"[89]\tvalid_0's poisson: -109.18\tvalid_0's tweedie: 252.673\n",
"[90]\tvalid_0's poisson: -109.197\tvalid_0's tweedie: 252.66\n",
"[91]\tvalid_0's poisson: -109.207\tvalid_0's tweedie: 252.653\n",
"[92]\tvalid_0's poisson: -109.218\tvalid_0's tweedie: 252.646\n",
"[93]\tvalid_0's poisson: -109.22\tvalid_0's tweedie: 252.644\n",
"[94]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 252.64\n",
"[95]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 252.633\n",
"[96]\tvalid_0's poisson: -109.242\tvalid_0's tweedie: 252.629\n",
"[97]\tvalid_0's poisson: -109.25\tvalid_0's tweedie: 252.624\n",
"[98]\tvalid_0's poisson: -109.263\tvalid_0's tweedie: 252.614\n",
"[99]\tvalid_0's poisson: -109.265\tvalid_0's tweedie: 252.612\n",
"[100]\tvalid_0's poisson: -109.277\tvalid_0's tweedie: 252.603\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5307\tvalid_0's tweedie: 266.509\n",
"[2]\tvalid_0's poisson: -91.563\tvalid_0's tweedie: 265.102\n",
"[3]\tvalid_0's poisson: -93.3146\tvalid_0's tweedie: 263.893\n",
"[4]\tvalid_0's poisson: -94.8278\tvalid_0's tweedie: 262.85\n",
"[5]\tvalid_0's poisson: -96.1681\tvalid_0's tweedie: 261.928\n",
"[6]\tvalid_0's poisson: -97.342\tvalid_0's tweedie: 261.119\n",
"[7]\tvalid_0's poisson: -98.3848\tvalid_0's tweedie: 260.398\n",
"[8]\tvalid_0's poisson: -99.3079\tvalid_0's tweedie: 259.759\n",
"[9]\tvalid_0's poisson: -100.121\tvalid_0's tweedie: 259.194\n",
"[10]\tvalid_0's poisson: -100.86\tvalid_0's tweedie: 258.68\n",
"[11]\tvalid_0's poisson: -101.524\tvalid_0's tweedie: 258.216\n",
"[12]\tvalid_0's poisson: -102.126\tvalid_0's tweedie: 257.794\n",
"[13]\tvalid_0's poisson: -102.672\tvalid_0's tweedie: 257.409\n",
"[14]\tvalid_0's poisson: -103.156\tvalid_0's tweedie: 257.067\n",
"[15]\tvalid_0's poisson: -103.615\tvalid_0's tweedie: 256.742\n",
"[16]\tvalid_0's poisson: -104.008\tvalid_0's tweedie: 256.461\n",
"[17]\tvalid_0's poisson: -104.382\tvalid_0's tweedie: 256.193\n",
"[18]\tvalid_0's poisson: -104.735\tvalid_0's tweedie: 255.94\n",
"[19]\tvalid_0's poisson: -105.044\tvalid_0's tweedie: 255.717\n",
"[20]\tvalid_0's poisson: -105.363\tvalid_0's tweedie: 255.488\n",
"[21]\tvalid_0's poisson: -105.629\tvalid_0's tweedie: 255.294\n",
"[22]\tvalid_0's poisson: -105.875\tvalid_0's tweedie: 255.116\n",
"[23]\tvalid_0's poisson: -106.131\tvalid_0's tweedie: 254.93\n",
"[24]\tvalid_0's poisson: -106.325\tvalid_0's tweedie: 254.787\n",
"[25]\tvalid_0's poisson: -106.513\tvalid_0's tweedie: 254.649\n",
"[26]\tvalid_0's poisson: -106.692\tvalid_0's tweedie: 254.518\n",
"[27]\tvalid_0's poisson: -106.855\tvalid_0's tweedie: 254.397\n",
"[28]\tvalid_0's poisson: -107.009\tvalid_0's tweedie: 254.283\n",
"[29]\tvalid_0's poisson: -107.137\tvalid_0's tweedie: 254.187\n",
"[30]\tvalid_0's poisson: -107.282\tvalid_0's tweedie: 254.08\n",
"[31]\tvalid_0's poisson: -107.407\tvalid_0's tweedie: 253.988\n",
"[32]\tvalid_0's poisson: -107.526\tvalid_0's tweedie: 253.899\n",
"[33]\tvalid_0's poisson: -107.644\tvalid_0's tweedie: 253.812\n",
"[34]\tvalid_0's poisson: -107.734\tvalid_0's tweedie: 253.744\n",
"[35]\tvalid_0's poisson: -107.826\tvalid_0's tweedie: 253.674\n",
"[36]\tvalid_0's poisson: -107.916\tvalid_0's tweedie: 253.607\n",
"[37]\tvalid_0's poisson: -107.987\tvalid_0's tweedie: 253.554\n",
"[38]\tvalid_0's poisson: -108.065\tvalid_0's tweedie: 253.496\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[39]\tvalid_0's poisson: -108.13\tvalid_0's tweedie: 253.446\n",
"[40]\tvalid_0's poisson: -108.186\tvalid_0's tweedie: 253.403\n",
"[41]\tvalid_0's poisson: -108.244\tvalid_0's tweedie: 253.36\n",
"[42]\tvalid_0's poisson: -108.298\tvalid_0's tweedie: 253.319\n",
"[43]\tvalid_0's poisson: -108.347\tvalid_0's tweedie: 253.282\n",
"[44]\tvalid_0's poisson: -108.387\tvalid_0's tweedie: 253.251\n",
"[45]\tvalid_0's poisson: -108.432\tvalid_0's tweedie: 253.218\n",
"[46]\tvalid_0's poisson: -108.469\tvalid_0's tweedie: 253.189\n",
"[47]\tvalid_0's poisson: -108.505\tvalid_0's tweedie: 253.162\n",
"[48]\tvalid_0's poisson: -108.55\tvalid_0's tweedie: 253.129\n",
"[49]\tvalid_0's poisson: -108.586\tvalid_0's tweedie: 253.103\n",
"[50]\tvalid_0's poisson: -108.614\tvalid_0's tweedie: 253.082\n",
"[51]\tvalid_0's poisson: -108.645\tvalid_0's tweedie: 253.059\n",
"[52]\tvalid_0's poisson: -108.667\tvalid_0's tweedie: 253.042\n",
"[53]\tvalid_0's poisson: -108.692\tvalid_0's tweedie: 253.023\n",
"[54]\tvalid_0's poisson: -108.723\tvalid_0's tweedie: 253.001\n",
"[55]\tvalid_0's poisson: -108.748\tvalid_0's tweedie: 252.982\n",
"[56]\tvalid_0's poisson: -108.772\tvalid_0's tweedie: 252.965\n",
"[57]\tvalid_0's poisson: -108.794\tvalid_0's tweedie: 252.948\n",
"[58]\tvalid_0's poisson: -108.815\tvalid_0's tweedie: 252.933\n",
"[59]\tvalid_0's poisson: -108.842\tvalid_0's tweedie: 252.914\n",
"[60]\tvalid_0's poisson: -108.862\tvalid_0's tweedie: 252.899\n",
"[61]\tvalid_0's poisson: -108.878\tvalid_0's tweedie: 252.888\n",
"[62]\tvalid_0's poisson: -108.894\tvalid_0's tweedie: 252.876\n",
"[63]\tvalid_0's poisson: -108.923\tvalid_0's tweedie: 252.856\n",
"[64]\tvalid_0's poisson: -108.938\tvalid_0's tweedie: 252.845\n",
"[65]\tvalid_0's poisson: -108.954\tvalid_0's tweedie: 252.833\n",
"[66]\tvalid_0's poisson: -108.978\tvalid_0's tweedie: 252.816\n",
"[67]\tvalid_0's poisson: -108.992\tvalid_0's tweedie: 252.806\n",
"[68]\tvalid_0's poisson: -109.011\tvalid_0's tweedie: 252.793\n",
"[69]\tvalid_0's poisson: -109.025\tvalid_0's tweedie: 252.782\n",
"[70]\tvalid_0's poisson: -109.04\tvalid_0's tweedie: 252.772\n",
"[71]\tvalid_0's poisson: -109.049\tvalid_0's tweedie: 252.765\n",
"[72]\tvalid_0's poisson: -109.062\tvalid_0's tweedie: 252.756\n",
"[73]\tvalid_0's poisson: -109.074\tvalid_0's tweedie: 252.747\n",
"[74]\tvalid_0's poisson: -109.084\tvalid_0's tweedie: 252.739\n",
"[75]\tvalid_0's poisson: -109.095\tvalid_0's tweedie: 252.731\n",
"[76]\tvalid_0's poisson: -109.108\tvalid_0's tweedie: 252.722\n",
"[77]\tvalid_0's poisson: -109.116\tvalid_0's tweedie: 252.716\n",
"[78]\tvalid_0's poisson: -109.132\tvalid_0's tweedie: 252.705\n",
"[79]\tvalid_0's poisson: -109.149\tvalid_0's tweedie: 252.693\n",
"[80]\tvalid_0's poisson: -109.159\tvalid_0's tweedie: 252.686\n",
"[81]\tvalid_0's poisson: -109.162\tvalid_0's tweedie: 252.684\n",
"[82]\tvalid_0's poisson: -109.176\tvalid_0's tweedie: 252.674\n",
"[83]\tvalid_0's poisson: -109.178\tvalid_0's tweedie: 252.672\n",
"[84]\tvalid_0's poisson: -109.189\tvalid_0's tweedie: 252.665\n",
"[85]\tvalid_0's poisson: -109.194\tvalid_0's tweedie: 252.661\n",
"[86]\tvalid_0's poisson: -109.203\tvalid_0's tweedie: 252.655\n",
"[87]\tvalid_0's poisson: -109.212\tvalid_0's tweedie: 252.649\n",
"[88]\tvalid_0's poisson: -109.224\tvalid_0's tweedie: 252.641\n",
"[89]\tvalid_0's poisson: -109.226\tvalid_0's tweedie: 252.639\n",
"[90]\tvalid_0's poisson: -109.236\tvalid_0's tweedie: 252.632\n",
"[91]\tvalid_0's poisson: -109.24\tvalid_0's tweedie: 252.63\n",
"[92]\tvalid_0's poisson: -109.246\tvalid_0's tweedie: 252.626\n",
"[93]\tvalid_0's poisson: -109.254\tvalid_0's tweedie: 252.62\n",
"[94]\tvalid_0's poisson: -109.261\tvalid_0's tweedie: 252.615\n",
"[95]\tvalid_0's poisson: -109.271\tvalid_0's tweedie: 252.608\n",
"[96]\tvalid_0's poisson: -109.274\tvalid_0's tweedie: 252.606\n",
"[97]\tvalid_0's poisson: -109.281\tvalid_0's tweedie: 252.602\n",
"[98]\tvalid_0's poisson: -109.283\tvalid_0's tweedie: 252.6\n",
"[99]\tvalid_0's poisson: -109.291\tvalid_0's tweedie: 252.595\n",
"[100]\tvalid_0's poisson: -109.298\tvalid_0's tweedie: 252.59\n",
"[CV] END bagging_fraction=0.6, lambda_l1=0, lambda_l2=10, learning_rate=0.0625, max_depth=5, tweedie_variance_power=1.1; total time= 0.1s\n",
"[LightGBM] [Warning] lambda_l1 is set=0, reg_alpha=0.0 will be ignored. Current value: lambda_l1=0\n",
"[LightGBM] [Warning] bagging_fraction is set=0.6, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6\n",
"[LightGBM] [Warning] lambda_l2 is set=10, reg_lambda=0.0 will be ignored. Current value: lambda_l2=10\n",
"[1]\tvalid_0's poisson: -89.5595\tvalid_0's tweedie: 266.489\n",
"[2]\tvalid_0's poisson: -91.5845\tvalid_0's tweedie: 265.086\n",
"[3]\tvalid_0's poisson: -93.338\tvalid_0's tweedie: 263.875\n",
"[4]\tvalid_0's poisson: -94.8629\tvalid_0's tweedie: 262.824\n",
"[5]\tvalid_0's poisson: -96.1983\tvalid_0's tweedie: 261.905\n",
"[6]\tvalid_0's poisson: -97.3814\tvalid_0's tweedie: 261.089\n",
"[7]\tvalid_0's poisson: -98.4219\tvalid_0's tweedie: 260.37\n",
"[8]\tvalid_0's poisson: -99.3537\tvalid_0's tweedie: 259.725\n",
"[9]\tvalid_0's poisson: -100.191\tvalid_0's tweedie: 259.144\n",
"[10]\tvalid_0's poisson: -100.912\tvalid_0's tweedie: 258.641\n",
"[11]\tvalid_0's poisson: -101.565\tvalid_0's tweedie: 258.185\n",
"[12]\tvalid_0's poisson: -102.172\tvalid_0's tweedie: 257.759\n",
"[13]\tvalid_0's poisson: -102.7\tvalid_0's tweedie: 257.387\n",
"[14]\tvalid_0's poisson: -103.202\tvalid_0's tweedie: 257.032\n",
"[15]\tvalid_0's poisson: -103.646\tvalid_0's tweedie: 256.716\n",
"[16]\tvalid_0's poisson: -104.058\tvalid_0's tweedie: 256.423\n",
"[17]\tvalid_0's poisson: -104.413\tvalid_0's tweedie: 256.168\n",
"[18]\tvalid_0's poisson: -104.758\tvalid_0's tweedie: 255.92\n",
"[19]\tvalid_0's poisson: -105.078\tvalid_0's tweedie: 255.689\n",
"[20]\tvalid_0's poisson: -105.373\tvalid_0's tweedie: 255.478\n",
"[21]\tvalid_0's poisson: -105.642\tvalid_0's tweedie: 255.282\n",
"[22]\tvalid_0's poisson: -105.916\tvalid_0's tweedie: 255.084\n",
"[23]\tvalid_0's poisson: -106.141\tvalid_0's tweedie: 254.92\n",
"[24]\tvalid_0's poisson: -106.348\tvalid_0's tweedie: 254.768\n",
"[25]\tvalid_0's poisson: -106.561\tvalid_0's tweedie: 254.612\n",
"[26]\tvalid_0's poisson: -106.735\tvalid_0's tweedie: 254.484\n",
"[27]\tvalid_0's poisson: -106.914\tvalid_0's tweedie: 254.353\n",
"[28]\tvalid_0's poisson: -107.059\tvalid_0's tweedie: 254.245\n",
"[29]\tvalid_0's poisson: -107.199\tvalid_0's tweedie: 254.142\n",
"[30]\tvalid_0's poisson: -107.326\tvalid_0's tweedie: 254.047\n",
"[31]\tvalid_0's poisson: -107.442\tvalid_0's tweedie: 253.961\n",
"[32]\tvalid_0's poisson: -107.559\tvalid_0's tweedie: 253.874\n",
"[33]\tvalid_0's poisson: -107.653\tvalid_0's tweedie: 253.802\n",
"[34]\tvalid_0's poisson: -107.749\tvalid_0's tweedie: 253.73\n",
"[35]\tvalid_0's poisson: -107.84\tvalid_0's tweedie: 253.662\n",
"[36]\tvalid_0's poisson: -107.92\tvalid_0's tweedie: 253.602\n",
"[37]\tvalid_0's poisson: -107.999\tvalid_0's tweedie: 253.543\n",
"[38]\tvalid_0's poisson: -108.065\tvalid_0's tweedie: 253.492\n",
"[39]\tvalid_0's poisson: -108.125\tvalid_0's tweedie: 253.446\n",
"[40]\tvalid_0's poisson: -108.189\tvalid_0's tweedie: 253.399\n",
"[41]\tvalid_0's poisson: -108.244\tvalid_0's tweedie: 253.356\n",
"[42]\tvalid_0's poisson: -108.29\tvalid_0's tweedie: 253.321\n",
"[43]\tvalid_0's poisson: -108.337\tvalid_0's tweedie: 253.285\n",
"[44]\tvalid_0's poisson: -108.378\tvalid_0's tweedie: 253.254\n",
"[45]\tvalid_0's poisson: -108.425\tvalid_0's tweedie: 253.219\n",
"[46]\tvalid_0's poisson: -108.46\tvalid_0's tweedie: 253